WARNING:torch.distributed.run: ***************************************** Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. ***************************************** :219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject :219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject :219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject :219: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject Initialized distributed mode... Start training Load PResNet50 state_dict NCCL version 2.14.3+cuda11.7 Initial lr: [1e-05, 0.0001, 0.0001, 0.0001] loading annotations into memory... Done (t=21.00s) creating index... index created! loading annotations into memory... Done (t=0.63s) creating index... index created! number of params: 42862860 Epoch: [0] [ 0/7393] eta: 8:16:29 lr: 0.000010 loss: 46.1834 (46.1834) loss_bbox: 1.7032 (1.7032) loss_bbox_aux_0: 1.7228 (1.7228) loss_bbox_aux_1: 1.7217 (1.7217) loss_bbox_aux_2: 1.6924 (1.6924) loss_bbox_aux_3: 1.7097 (1.7097) loss_bbox_aux_4: 1.7102 (1.7102) loss_bbox_aux_5: 1.7468 (1.7468) loss_bbox_dn_0: 1.0580 (1.0580) loss_bbox_dn_1: 1.0580 (1.0580) loss_bbox_dn_2: 1.0580 (1.0580) loss_bbox_dn_3: 1.0580 (1.0580) loss_bbox_dn_4: 1.0580 (1.0580) loss_bbox_dn_5: 1.0580 (1.0580) loss_giou: 1.6618 (1.6618) loss_giou_aux_0: 1.6682 (1.6682) loss_giou_aux_1: 1.6744 (1.6744) loss_giou_aux_2: 1.6694 (1.6694) loss_giou_aux_3: 1.6663 (1.6663) loss_giou_aux_4: 1.6597 (1.6597) loss_giou_aux_5: 1.6970 (1.6970) loss_giou_dn_0: 1.3251 (1.3251) loss_giou_dn_1: 1.3251 (1.3251) loss_giou_dn_2: 1.3251 (1.3251) loss_giou_dn_3: 1.3251 (1.3251) loss_giou_dn_4: 1.3251 (1.3251) loss_giou_dn_5: 1.3251 (1.3251) loss_vfl: 0.4015 (0.4015) loss_vfl_aux_0: 0.4001 (0.4001) loss_vfl_aux_1: 0.3977 (0.3977) loss_vfl_aux_2: 0.4321 (0.4321) loss_vfl_aux_3: 0.4139 (0.4139) loss_vfl_aux_4: 0.4142 (0.4142) loss_vfl_aux_5: 0.3771 (0.3771) loss_vfl_dn_0: 0.8697 (0.8697) loss_vfl_dn_1: 0.8825 (0.8825) loss_vfl_dn_2: 0.9119 (0.9119) loss_vfl_dn_3: 0.8848 (0.8848) loss_vfl_dn_4: 0.8839 (0.8839) loss_vfl_dn_5: 0.9123 (0.9123) time: 4.0295 data: 0.7281 max mem: 3234 Epoch: [0] [ 100/7393] eta: 1:01:44 lr: 0.000010 loss: 35.6070 (39.1936) loss_bbox: 0.7851 (1.0899) loss_bbox_aux_0: 0.8704 (1.1570) loss_bbox_aux_1: 0.8438 (1.1294) loss_bbox_aux_2: 0.8182 (1.1148) loss_bbox_aux_3: 0.8036 (1.1040) loss_bbox_aux_4: 0.7920 (1.0967) loss_bbox_aux_5: 0.9057 (1.2058) loss_bbox_dn_0: 0.7743 (0.8501) loss_bbox_dn_1: 0.7889 (0.8568) loss_bbox_dn_2: 0.7949 (0.8632) loss_bbox_dn_3: 0.7957 (0.8679) loss_bbox_dn_4: 0.7972 (0.8724) loss_bbox_dn_5: 0.7963 (0.8761) loss_giou: 1.2904 (1.4381) loss_giou_aux_0: 1.3490 (1.4788) loss_giou_aux_1: 1.3280 (1.4634) loss_giou_aux_2: 1.3261 (1.4531) loss_giou_aux_3: 1.3110 (1.4480) loss_giou_aux_4: 1.3032 (1.4415) loss_giou_aux_5: 1.4036 (1.5094) loss_giou_dn_0: 1.3219 (1.3320) loss_giou_dn_1: 1.3085 (1.3300) loss_giou_dn_2: 1.3065 (1.3331) loss_giou_dn_3: 1.3081 (1.3373) loss_giou_dn_4: 1.3101 (1.3428) loss_giou_dn_5: 1.3171 (1.3492) loss_vfl: 0.8201 (0.6508) loss_vfl_aux_0: 0.6973 (0.5719) loss_vfl_aux_1: 0.7337 (0.5957) loss_vfl_aux_2: 0.7586 (0.6189) loss_vfl_aux_3: 0.7827 (0.6344) loss_vfl_aux_4: 0.8065 (0.6448) loss_vfl_aux_5: 0.6169 (0.5349) loss_vfl_dn_0: 0.5167 (0.6059) loss_vfl_dn_1: 0.5361 (0.6049) loss_vfl_dn_2: 0.5407 (0.6034) loss_vfl_dn_3: 0.5449 (0.5978) loss_vfl_dn_4: 0.5438 (0.6004) loss_vfl_dn_5: 0.5333 (0.5887) time: 0.4676 data: 0.0138 max mem: 5642 Epoch: [0] [ 200/7393] eta: 0:57:44 lr: 0.000010 loss: 33.2891 (37.1729) loss_bbox: 0.5050 (0.8490) loss_bbox_aux_0: 0.5585 (0.9225) loss_bbox_aux_1: 0.5236 (0.8881) loss_bbox_aux_2: 0.5222 (0.8713) loss_bbox_aux_3: 0.5111 (0.8601) loss_bbox_aux_4: 0.5063 (0.8540) loss_bbox_aux_5: 0.6606 (0.9954) loss_bbox_dn_0: 0.7495 (0.8380) loss_bbox_dn_1: 0.7241 (0.8305) loss_bbox_dn_2: 0.7163 (0.8300) loss_bbox_dn_3: 0.7131 (0.8303) loss_bbox_dn_4: 0.7129 (0.8321) loss_bbox_dn_5: 0.7126 (0.8338) loss_giou: 1.0683 (1.2830) loss_giou_aux_0: 1.1079 (1.3367) loss_giou_aux_1: 1.0790 (1.3102) loss_giou_aux_2: 1.0757 (1.2983) loss_giou_aux_3: 1.0686 (1.2914) loss_giou_aux_4: 1.0740 (1.2857) loss_giou_aux_5: 1.2345 (1.3935) loss_giou_dn_0: 1.2675 (1.3097) loss_giou_dn_1: 1.2616 (1.3044) loss_giou_dn_2: 1.2571 (1.3075) loss_giou_dn_3: 1.2555 (1.3130) loss_giou_dn_4: 1.2550 (1.3185) loss_giou_dn_5: 1.2576 (1.3250) loss_vfl: 1.0696 (0.8394) loss_vfl_aux_0: 0.9150 (0.7374) loss_vfl_aux_1: 0.9630 (0.7799) loss_vfl_aux_2: 1.0023 (0.8063) loss_vfl_aux_3: 1.0485 (0.8283) loss_vfl_aux_4: 1.0437 (0.8367) loss_vfl_aux_5: 0.7785 (0.6635) loss_vfl_dn_0: 0.4992 (0.5551) loss_vfl_dn_1: 0.5116 (0.5624) loss_vfl_dn_2: 0.5113 (0.5660) loss_vfl_dn_3: 0.5199 (0.5638) loss_vfl_dn_4: 0.5265 (0.5655) loss_vfl_dn_5: 0.5168 (0.5565) time: 0.4623 data: 0.0142 max mem: 5650 Epoch: [0] [ 300/7393] eta: 0:58:45 lr: 0.000010 loss: 32.4525 (35.9147) loss_bbox: 0.4729 (0.7372) loss_bbox_aux_0: 0.5657 (0.8055) loss_bbox_aux_1: 0.4851 (0.7709) loss_bbox_aux_2: 0.4873 (0.7558) loss_bbox_aux_3: 0.4734 (0.7463) loss_bbox_aux_4: 0.4741 (0.7410) loss_bbox_aux_5: 0.6386 (0.8861) loss_bbox_dn_0: 0.6718 (0.7975) loss_bbox_dn_1: 0.6274 (0.7820) loss_bbox_dn_2: 0.6185 (0.7780) loss_bbox_dn_3: 0.6143 (0.7767) loss_bbox_dn_4: 0.6148 (0.7772) loss_bbox_dn_5: 0.6146 (0.7782) loss_giou: 1.1159 (1.2181) loss_giou_aux_0: 1.1716 (1.2768) loss_giou_aux_1: 1.1276 (1.2455) loss_giou_aux_2: 1.1309 (1.2325) loss_giou_aux_3: 1.1281 (1.2256) loss_giou_aux_4: 1.1192 (1.2207) loss_giou_aux_5: 1.2798 (1.3464) loss_giou_dn_0: 1.2350 (1.2876) loss_giou_dn_1: 1.2074 (1.2721) loss_giou_dn_2: 1.2035 (1.2706) loss_giou_dn_3: 1.1997 (1.2731) loss_giou_dn_4: 1.2002 (1.2770) loss_giou_dn_5: 1.2009 (1.2821) loss_vfl: 1.0896 (0.9222) loss_vfl_aux_0: 0.9078 (0.8052) loss_vfl_aux_1: 1.0234 (0.8590) loss_vfl_aux_2: 1.0390 (0.8851) loss_vfl_aux_3: 1.0639 (0.9076) loss_vfl_aux_4: 1.0550 (0.9171) loss_vfl_aux_5: 0.8407 (0.7207) loss_vfl_dn_0: 0.4847 (0.5347) loss_vfl_dn_1: 0.5319 (0.5537) loss_vfl_dn_2: 0.5483 (0.5624) loss_vfl_dn_3: 0.5477 (0.5634) loss_vfl_dn_4: 0.5668 (0.5650) loss_vfl_dn_5: 0.5560 (0.5581) time: 0.4516 data: 0.0137 max mem: 5650 Epoch: [0] [ 400/7393] eta: 0:56:42 lr: 0.000010 loss: 32.2263 (35.1378) loss_bbox: 0.4529 (0.6666) loss_bbox_aux_0: 0.5109 (0.7352) loss_bbox_aux_1: 0.4642 (0.6988) loss_bbox_aux_2: 0.4500 (0.6838) loss_bbox_aux_3: 0.4551 (0.6748) loss_bbox_aux_4: 0.4480 (0.6697) loss_bbox_aux_5: 0.5924 (0.8215) loss_bbox_dn_0: 0.6583 (0.7810) loss_bbox_dn_1: 0.6094 (0.7585) loss_bbox_dn_2: 0.5947 (0.7524) loss_bbox_dn_3: 0.5895 (0.7501) loss_bbox_dn_4: 0.5905 (0.7503) loss_bbox_dn_5: 0.5908 (0.7511) loss_giou: 0.9843 (1.1579) loss_giou_aux_0: 1.0423 (1.2233) loss_giou_aux_1: 1.0198 (1.1870) loss_giou_aux_2: 1.0064 (1.1727) loss_giou_aux_3: 0.9859 (1.1650) loss_giou_aux_4: 0.9816 (1.1603) loss_giou_aux_5: 1.1741 (1.3040) loss_giou_dn_0: 1.1718 (1.2650) loss_giou_dn_1: 1.0988 (1.2382) loss_giou_dn_2: 1.0796 (1.2320) loss_giou_dn_3: 1.0642 (1.2313) loss_giou_dn_4: 1.0636 (1.2341) loss_giou_dn_5: 1.0627 (1.2383) loss_vfl: 1.1592 (0.9990) loss_vfl_aux_0: 0.9879 (0.8639) loss_vfl_aux_1: 1.0346 (0.9271) loss_vfl_aux_2: 1.1040 (0.9553) loss_vfl_aux_3: 1.1091 (0.9793) loss_vfl_aux_4: 1.1413 (0.9914) loss_vfl_aux_5: 0.8910 (0.7733) loss_vfl_dn_0: 0.4931 (0.5240) loss_vfl_dn_1: 0.5441 (0.5518) loss_vfl_dn_2: 0.5634 (0.5646) loss_vfl_dn_3: 0.5776 (0.5687) loss_vfl_dn_4: 0.5880 (0.5704) loss_vfl_dn_5: 0.5781 (0.5660) time: 0.4519 data: 0.0136 max mem: 5650 Epoch: [0] [ 500/7393] eta: 0:55:24 lr: 0.000010 loss: 31.2727 (34.4978) loss_bbox: 0.4071 (0.6184) loss_bbox_aux_0: 0.4800 (0.6873) loss_bbox_aux_1: 0.4292 (0.6503) loss_bbox_aux_2: 0.4145 (0.6352) loss_bbox_aux_3: 0.4116 (0.6265) loss_bbox_aux_4: 0.4120 (0.6214) loss_bbox_aux_5: 0.5761 (0.7755) loss_bbox_dn_0: 0.6380 (0.7675) loss_bbox_dn_1: 0.5806 (0.7398) loss_bbox_dn_2: 0.5781 (0.7322) loss_bbox_dn_3: 0.5827 (0.7294) loss_bbox_dn_4: 0.5852 (0.7293) loss_bbox_dn_5: 0.5852 (0.7300) loss_giou: 0.9225 (1.1101) loss_giou_aux_0: 1.0287 (1.1822) loss_giou_aux_1: 0.9658 (1.1419) loss_giou_aux_2: 0.9337 (1.1258) loss_giou_aux_3: 0.9283 (1.1172) loss_giou_aux_4: 0.9224 (1.1128) loss_giou_aux_5: 1.1591 (1.2706) loss_giou_dn_0: 1.1640 (1.2465) loss_giou_dn_1: 1.0915 (1.2103) loss_giou_dn_2: 1.0606 (1.2002) loss_giou_dn_3: 1.0517 (1.1968) loss_giou_dn_4: 1.0501 (1.1987) loss_giou_dn_5: 1.0504 (1.2022) loss_vfl: 1.2014 (1.0492) loss_vfl_aux_0: 0.9745 (0.9018) loss_vfl_aux_1: 1.0854 (0.9687) loss_vfl_aux_2: 1.1406 (0.9982) loss_vfl_aux_3: 1.1386 (1.0230) loss_vfl_aux_4: 1.1574 (1.0369) loss_vfl_aux_5: 0.9382 (0.8114) loss_vfl_dn_0: 0.4841 (0.5167) loss_vfl_dn_1: 0.5269 (0.5500) loss_vfl_dn_2: 0.5488 (0.5656) loss_vfl_dn_3: 0.5699 (0.5725) loss_vfl_dn_4: 0.5667 (0.5742) loss_vfl_dn_5: 0.5669 (0.5719) time: 0.4538 data: 0.0142 max mem: 5650 Epoch: [0] [ 600/7393] eta: 0:54:09 lr: 0.000010 loss: 30.3891 (33.9261) loss_bbox: 0.3936 (0.5812) loss_bbox_aux_0: 0.4487 (0.6503) loss_bbox_aux_1: 0.4301 (0.6129) loss_bbox_aux_2: 0.4047 (0.5980) loss_bbox_aux_3: 0.4006 (0.5895) loss_bbox_aux_4: 0.3946 (0.5843) loss_bbox_aux_5: 0.5768 (0.7405) loss_bbox_dn_0: 0.6533 (0.7517) loss_bbox_dn_1: 0.6068 (0.7201) loss_bbox_dn_2: 0.5830 (0.7114) loss_bbox_dn_3: 0.5787 (0.7081) loss_bbox_dn_4: 0.5770 (0.7080) loss_bbox_dn_5: 0.5760 (0.7084) loss_giou: 0.8744 (1.0732) loss_giou_aux_0: 1.0092 (1.1501) loss_giou_aux_1: 0.9416 (1.1069) loss_giou_aux_2: 0.9165 (1.0896) loss_giou_aux_3: 0.8816 (1.0806) loss_giou_aux_4: 0.8732 (1.0762) loss_giou_aux_5: 1.1542 (1.2450) loss_giou_dn_0: 1.1443 (1.2303) loss_giou_dn_1: 1.0601 (1.1872) loss_giou_dn_2: 1.0338 (1.1740) loss_giou_dn_3: 1.0236 (1.1685) loss_giou_dn_4: 1.0241 (1.1697) loss_giou_dn_5: 1.0274 (1.1728) loss_vfl: 1.1127 (1.0810) loss_vfl_aux_0: 0.9740 (0.9271) loss_vfl_aux_1: 1.0310 (0.9956) loss_vfl_aux_2: 1.0710 (1.0257) loss_vfl_aux_3: 1.0699 (1.0512) loss_vfl_aux_4: 1.1060 (1.0661) loss_vfl_aux_5: 0.9196 (0.8414) loss_vfl_dn_0: 0.4734 (0.5119) loss_vfl_dn_1: 0.5195 (0.5474) loss_vfl_dn_2: 0.5289 (0.5651) loss_vfl_dn_3: 0.5442 (0.5739) loss_vfl_dn_4: 0.5622 (0.5762) loss_vfl_dn_5: 0.5533 (0.5752) time: 0.4626 data: 0.0138 max mem: 5650 Epoch: [0] [ 700/7393] eta: 0:53:05 lr: 0.000010 loss: 29.6222 (33.4429) loss_bbox: 0.3167 (0.5549) loss_bbox_aux_0: 0.3698 (0.6245) loss_bbox_aux_1: 0.3413 (0.5861) loss_bbox_aux_2: 0.3320 (0.5714) loss_bbox_aux_3: 0.3281 (0.5632) loss_bbox_aux_4: 0.3209 (0.5582) loss_bbox_aux_5: 0.5110 (0.7166) loss_bbox_dn_0: 0.6354 (0.7400) loss_bbox_dn_1: 0.5765 (0.7048) loss_bbox_dn_2: 0.5530 (0.6951) loss_bbox_dn_3: 0.5483 (0.6913) loss_bbox_dn_4: 0.5490 (0.6911) loss_bbox_dn_5: 0.5488 (0.6915) loss_giou: 0.8506 (1.0475) loss_giou_aux_0: 0.9625 (1.1273) loss_giou_aux_1: 0.9015 (1.0821) loss_giou_aux_2: 0.8713 (1.0642) loss_giou_aux_3: 0.8719 (1.0553) loss_giou_aux_4: 0.8639 (1.0508) loss_giou_aux_5: 1.0965 (1.2271) loss_giou_dn_0: 1.1220 (1.2151) loss_giou_dn_1: 1.0362 (1.1657) loss_giou_dn_2: 0.9992 (1.1501) loss_giou_dn_3: 0.9778 (1.1431) loss_giou_dn_4: 0.9734 (1.1438) loss_giou_dn_5: 0.9731 (1.1465) loss_vfl: 1.2011 (1.0969) loss_vfl_aux_0: 1.0477 (0.9428) loss_vfl_aux_1: 1.1197 (1.0100) loss_vfl_aux_2: 1.1317 (1.0393) loss_vfl_aux_3: 1.1397 (1.0649) loss_vfl_aux_4: 1.1698 (1.0801) loss_vfl_aux_5: 0.9683 (0.8624) loss_vfl_dn_0: 0.4746 (0.5082) loss_vfl_dn_1: 0.5170 (0.5441) loss_vfl_dn_2: 0.5371 (0.5631) loss_vfl_dn_3: 0.5517 (0.5726) loss_vfl_dn_4: 0.5638 (0.5758) loss_vfl_dn_5: 0.5692 (0.5752) time: 0.4559 data: 0.0135 max mem: 5650 Epoch: [0] [ 800/7393] eta: 0:52:00 lr: 0.000010 loss: 30.0892 (33.0340) loss_bbox: 0.3633 (0.5340) loss_bbox_aux_0: 0.4224 (0.6022) loss_bbox_aux_1: 0.3750 (0.5646) loss_bbox_aux_2: 0.3737 (0.5502) loss_bbox_aux_3: 0.3717 (0.5421) loss_bbox_aux_4: 0.3694 (0.5372) loss_bbox_aux_5: 0.5322 (0.6964) loss_bbox_dn_0: 0.6456 (0.7294) loss_bbox_dn_1: 0.6043 (0.6919) loss_bbox_dn_2: 0.5898 (0.6815) loss_bbox_dn_3: 0.5911 (0.6776) loss_bbox_dn_4: 0.5909 (0.6774) loss_bbox_dn_5: 0.5909 (0.6777) loss_giou: 0.8745 (1.0274) loss_giou_aux_0: 0.9546 (1.1075) loss_giou_aux_1: 0.9138 (1.0620) loss_giou_aux_2: 0.8910 (1.0442) loss_giou_aux_3: 0.8912 (1.0353) loss_giou_aux_4: 0.8837 (1.0308) loss_giou_aux_5: 1.0764 (1.2104) loss_giou_dn_0: 1.1087 (1.2038) loss_giou_dn_1: 1.0190 (1.1505) loss_giou_dn_2: 0.9850 (1.1329) loss_giou_dn_3: 0.9735 (1.1249) loss_giou_dn_4: 0.9708 (1.1253) loss_giou_dn_5: 0.9719 (1.1278) loss_vfl: 1.1647 (1.1052) loss_vfl_aux_0: 1.0200 (0.9546) loss_vfl_aux_1: 1.0737 (1.0191) loss_vfl_aux_2: 1.0876 (1.0465) loss_vfl_aux_3: 1.1083 (1.0718) loss_vfl_aux_4: 1.1362 (1.0873) loss_vfl_aux_5: 0.9733 (0.8784) loss_vfl_dn_0: 0.4931 (0.5050) loss_vfl_dn_1: 0.5207 (0.5402) loss_vfl_dn_2: 0.5523 (0.5608) loss_vfl_dn_3: 0.5680 (0.5711) loss_vfl_dn_4: 0.5787 (0.5746) loss_vfl_dn_5: 0.5783 (0.5744) time: 0.4556 data: 0.0138 max mem: 5650 Epoch: [0] [ 900/7393] eta: 0:51:04 lr: 0.000010 loss: 29.4397 (32.6465) loss_bbox: 0.3656 (0.5156) loss_bbox_aux_0: 0.4108 (0.5829) loss_bbox_aux_1: 0.3916 (0.5456) loss_bbox_aux_2: 0.3752 (0.5315) loss_bbox_aux_3: 0.3671 (0.5235) loss_bbox_aux_4: 0.3662 (0.5188) loss_bbox_aux_5: 0.5329 (0.6785) loss_bbox_dn_0: 0.6282 (0.7205) loss_bbox_dn_1: 0.5482 (0.6807) loss_bbox_dn_2: 0.5329 (0.6695) loss_bbox_dn_3: 0.5273 (0.6654) loss_bbox_dn_4: 0.5261 (0.6650) loss_bbox_dn_5: 0.5261 (0.6653) loss_giou: 0.8421 (1.0069) loss_giou_aux_0: 0.9228 (1.0868) loss_giou_aux_1: 0.8590 (1.0415) loss_giou_aux_2: 0.8555 (1.0239) loss_giou_aux_3: 0.8553 (1.0148) loss_giou_aux_4: 0.8515 (1.0103) loss_giou_aux_5: 1.0478 (1.1931) loss_giou_dn_0: 1.1076 (1.1926) loss_giou_dn_1: 1.0176 (1.1349) loss_giou_dn_2: 0.9840 (1.1153) loss_giou_dn_3: 0.9679 (1.1064) loss_giou_dn_4: 0.9668 (1.1064) loss_giou_dn_5: 0.9665 (1.1086) loss_vfl: 1.0958 (1.1111) loss_vfl_aux_0: 1.0283 (0.9665) loss_vfl_aux_1: 1.0284 (1.0277) loss_vfl_aux_2: 1.0261 (1.0535) loss_vfl_aux_3: 1.0580 (1.0777) loss_vfl_aux_4: 1.0594 (1.0927) loss_vfl_aux_5: 1.0182 (0.8952) loss_vfl_dn_0: 0.4800 (0.5030) loss_vfl_dn_1: 0.5060 (0.5377) loss_vfl_dn_2: 0.5397 (0.5592) loss_vfl_dn_3: 0.5432 (0.5699) loss_vfl_dn_4: 0.5536 (0.5740) loss_vfl_dn_5: 0.5552 (0.5740) time: 0.4468 data: 0.0137 max mem: 5650 Epoch: [0] [1000/7393] eta: 0:50:06 lr: 0.000010 loss: 28.8963 (32.3372) loss_bbox: 0.3399 (0.5015) loss_bbox_aux_0: 0.3858 (0.5682) loss_bbox_aux_1: 0.3779 (0.5312) loss_bbox_aux_2: 0.3532 (0.5173) loss_bbox_aux_3: 0.3472 (0.5096) loss_bbox_aux_4: 0.3368 (0.5049) loss_bbox_aux_5: 0.5011 (0.6644) loss_bbox_dn_0: 0.6092 (0.7131) loss_bbox_dn_1: 0.5521 (0.6714) loss_bbox_dn_2: 0.5307 (0.6595) loss_bbox_dn_3: 0.5297 (0.6552) loss_bbox_dn_4: 0.5286 (0.6548) loss_bbox_dn_5: 0.5286 (0.6551) loss_giou: 0.8579 (0.9922) loss_giou_aux_0: 0.9277 (1.0721) loss_giou_aux_1: 0.8835 (1.0270) loss_giou_aux_2: 0.8684 (1.0095) loss_giou_aux_3: 0.8603 (1.0004) loss_giou_aux_4: 0.8633 (0.9958) loss_giou_aux_5: 1.0651 (1.1807) loss_giou_dn_0: 1.1058 (1.1833) loss_giou_dn_1: 1.0224 (1.1224) loss_giou_dn_2: 0.9844 (1.1012) loss_giou_dn_3: 0.9653 (1.0916) loss_giou_dn_4: 0.9632 (1.0913) loss_giou_dn_5: 0.9637 (1.0934) loss_vfl: 1.0851 (1.1142) loss_vfl_aux_0: 1.0124 (0.9738) loss_vfl_aux_1: 1.0791 (1.0324) loss_vfl_aux_2: 1.0594 (1.0568) loss_vfl_aux_3: 1.0620 (1.0804) loss_vfl_aux_4: 1.0450 (1.0954) loss_vfl_aux_5: 0.9403 (0.9073) loss_vfl_dn_0: 0.4711 (0.5013) loss_vfl_dn_1: 0.5038 (0.5352) loss_vfl_dn_2: 0.5217 (0.5576) loss_vfl_dn_3: 0.5469 (0.5688) loss_vfl_dn_4: 0.5545 (0.5733) loss_vfl_dn_5: 0.5552 (0.5735) time: 0.4489 data: 0.0136 max mem: 5650 Epoch: [0] [1100/7393] eta: 0:49:08 lr: 0.000010 loss: 28.8069 (32.0355) loss_bbox: 0.3432 (0.4875) loss_bbox_aux_0: 0.3893 (0.5539) loss_bbox_aux_1: 0.3687 (0.5169) loss_bbox_aux_2: 0.3559 (0.5032) loss_bbox_aux_3: 0.3515 (0.4956) loss_bbox_aux_4: 0.3480 (0.4909) loss_bbox_aux_5: 0.4889 (0.6510) loss_bbox_dn_0: 0.6226 (0.7074) loss_bbox_dn_1: 0.5653 (0.6636) loss_bbox_dn_2: 0.5477 (0.6510) loss_bbox_dn_3: 0.5442 (0.6464) loss_bbox_dn_4: 0.5445 (0.6460) loss_bbox_dn_5: 0.5447 (0.6462) loss_giou: 0.8589 (0.9762) loss_giou_aux_0: 0.9299 (1.0556) loss_giou_aux_1: 0.8929 (1.0104) loss_giou_aux_2: 0.8753 (0.9934) loss_giou_aux_3: 0.8623 (0.9843) loss_giou_aux_4: 0.8611 (0.9798) loss_giou_aux_5: 1.0522 (1.1664) loss_giou_dn_0: 1.0739 (1.1743) loss_giou_dn_1: 0.9872 (1.1101) loss_giou_dn_2: 0.9556 (1.0876) loss_giou_dn_3: 0.9387 (1.0772) loss_giou_dn_4: 0.9373 (1.0768) loss_giou_dn_5: 0.9375 (1.0786) loss_vfl: 1.0584 (1.1168) loss_vfl_aux_0: 1.0117 (0.9822) loss_vfl_aux_1: 1.0267 (1.0393) loss_vfl_aux_2: 1.0582 (1.0620) loss_vfl_aux_3: 1.0525 (1.0842) loss_vfl_aux_4: 1.0418 (1.0985) loss_vfl_aux_5: 0.9838 (0.9200) loss_vfl_dn_0: 0.4732 (0.5002) loss_vfl_dn_1: 0.4943 (0.5332) loss_vfl_dn_2: 0.5168 (0.5560) loss_vfl_dn_3: 0.5261 (0.5675) loss_vfl_dn_4: 0.5475 (0.5725) loss_vfl_dn_5: 0.5487 (0.5729) time: 0.4493 data: 0.0133 max mem: 5650 Epoch: [0] [1200/7393] eta: 0:48:16 lr: 0.000010 loss: 28.7316 (31.7680) loss_bbox: 0.3283 (0.4761) loss_bbox_aux_0: 0.3912 (0.5413) loss_bbox_aux_1: 0.3542 (0.5047) loss_bbox_aux_2: 0.3426 (0.4914) loss_bbox_aux_3: 0.3289 (0.4840) loss_bbox_aux_4: 0.3360 (0.4794) loss_bbox_aux_5: 0.5074 (0.6387) loss_bbox_dn_0: 0.6675 (0.7006) loss_bbox_dn_1: 0.5750 (0.6556) loss_bbox_dn_2: 0.5521 (0.6424) loss_bbox_dn_3: 0.5430 (0.6377) loss_bbox_dn_4: 0.5446 (0.6372) loss_bbox_dn_5: 0.5444 (0.6374) loss_giou: 0.7763 (0.9642) loss_giou_aux_0: 0.8738 (1.0425) loss_giou_aux_1: 0.8148 (0.9979) loss_giou_aux_2: 0.8058 (0.9811) loss_giou_aux_3: 0.7852 (0.9722) loss_giou_aux_4: 0.7871 (0.9678) loss_giou_aux_5: 0.9765 (1.1546) loss_giou_dn_0: 1.0581 (1.1673) loss_giou_dn_1: 0.9518 (1.1006) loss_giou_dn_2: 0.9085 (1.0769) loss_giou_dn_3: 0.8789 (1.0660) loss_giou_dn_4: 0.8758 (1.0653) loss_giou_dn_5: 0.8764 (1.0670) loss_vfl: 1.1058 (1.1169) loss_vfl_aux_0: 1.0241 (0.9879) loss_vfl_aux_1: 1.0481 (1.0429) loss_vfl_aux_2: 1.0574 (1.0645) loss_vfl_aux_3: 1.0539 (1.0852) loss_vfl_aux_4: 1.0623 (1.0986) loss_vfl_aux_5: 1.0631 (0.9303) loss_vfl_dn_0: 0.4944 (0.4987) loss_vfl_dn_1: 0.5117 (0.5308) loss_vfl_dn_2: 0.5418 (0.5539) loss_vfl_dn_3: 0.5568 (0.5658) loss_vfl_dn_4: 0.5589 (0.5711) loss_vfl_dn_5: 0.5705 (0.5718) time: 0.4705 data: 0.0138 max mem: 5650 Epoch: [0] [1300/7393] eta: 0:47:26 lr: 0.000010 loss: 27.7361 (31.4944) loss_bbox: 0.2885 (0.4648) loss_bbox_aux_0: 0.3457 (0.5289) loss_bbox_aux_1: 0.3164 (0.4929) loss_bbox_aux_2: 0.3098 (0.4798) loss_bbox_aux_3: 0.3026 (0.4726) loss_bbox_aux_4: 0.2967 (0.4682) loss_bbox_aux_5: 0.4516 (0.6267) loss_bbox_dn_0: 0.5364 (0.6934) loss_bbox_dn_1: 0.4803 (0.6470) loss_bbox_dn_2: 0.4664 (0.6334) loss_bbox_dn_3: 0.4538 (0.6285) loss_bbox_dn_4: 0.4508 (0.6280) loss_bbox_dn_5: 0.4510 (0.6282) loss_giou: 0.7618 (0.9520) loss_giou_aux_0: 0.7961 (1.0298) loss_giou_aux_1: 0.7770 (0.9853) loss_giou_aux_2: 0.7726 (0.9689) loss_giou_aux_3: 0.7780 (0.9601) loss_giou_aux_4: 0.7764 (0.9557) loss_giou_aux_5: 0.9534 (1.1437) loss_giou_dn_0: 1.0620 (1.1601) loss_giou_dn_1: 0.9294 (1.0909) loss_giou_dn_2: 0.8911 (1.0661) loss_giou_dn_3: 0.8694 (1.0548) loss_giou_dn_4: 0.8658 (1.0539) loss_giou_dn_5: 0.8663 (1.0555) loss_vfl: 1.0789 (1.1168) loss_vfl_aux_0: 1.0663 (0.9928) loss_vfl_aux_1: 1.0345 (1.0458) loss_vfl_aux_2: 1.0581 (1.0657) loss_vfl_aux_3: 1.0461 (1.0852) loss_vfl_aux_4: 1.0743 (1.0982) loss_vfl_aux_5: 1.0329 (0.9386) loss_vfl_dn_0: 0.4750 (0.4976) loss_vfl_dn_1: 0.4971 (0.5289) loss_vfl_dn_2: 0.5199 (0.5519) loss_vfl_dn_3: 0.5340 (0.5639) loss_vfl_dn_4: 0.5367 (0.5696) loss_vfl_dn_5: 0.5453 (0.5704) time: 0.4533 data: 0.0136 max mem: 5650 Epoch: [0] [1400/7393] eta: 0:46:32 lr: 0.000010 loss: 28.0312 (31.2564) loss_bbox: 0.3330 (0.4555) loss_bbox_aux_0: 0.3760 (0.5185) loss_bbox_aux_1: 0.3394 (0.4827) loss_bbox_aux_2: 0.3389 (0.4701) loss_bbox_aux_3: 0.3291 (0.4630) loss_bbox_aux_4: 0.3308 (0.4587) loss_bbox_aux_5: 0.4735 (0.6163) loss_bbox_dn_0: 0.6351 (0.6889) loss_bbox_dn_1: 0.5749 (0.6407) loss_bbox_dn_2: 0.5454 (0.6265) loss_bbox_dn_3: 0.5317 (0.6215) loss_bbox_dn_4: 0.5296 (0.6209) loss_bbox_dn_5: 0.5291 (0.6210) loss_giou: 0.7370 (0.9399) loss_giou_aux_0: 0.7967 (1.0170) loss_giou_aux_1: 0.7659 (0.9728) loss_giou_aux_2: 0.7549 (0.9567) loss_giou_aux_3: 0.7535 (0.9480) loss_giou_aux_4: 0.7499 (0.9436) loss_giou_aux_5: 0.9397 (1.1318) loss_giou_dn_0: 1.0465 (1.1534) loss_giou_dn_1: 0.9337 (1.0816) loss_giou_dn_2: 0.8869 (1.0557) loss_giou_dn_3: 0.8705 (1.0438) loss_giou_dn_4: 0.8639 (1.0427) loss_giou_dn_5: 0.8641 (1.0442) loss_vfl: 1.1271 (1.1169) loss_vfl_aux_0: 1.0614 (0.9983) loss_vfl_aux_1: 1.0806 (1.0494) loss_vfl_aux_2: 1.0588 (1.0676) loss_vfl_aux_3: 1.0552 (1.0860) loss_vfl_aux_4: 1.0808 (1.0984) loss_vfl_aux_5: 1.0535 (0.9478) loss_vfl_dn_0: 0.4812 (0.4968) loss_vfl_dn_1: 0.5005 (0.5275) loss_vfl_dn_2: 0.5140 (0.5505) loss_vfl_dn_3: 0.5270 (0.5629) loss_vfl_dn_4: 0.5305 (0.5688) loss_vfl_dn_5: 0.5362 (0.5700) time: 0.4562 data: 0.0136 max mem: 5650 Epoch: [0] [1500/7393] eta: 0:45:43 lr: 0.000010 loss: 27.5810 (31.0343) loss_bbox: 0.2815 (0.4473) loss_bbox_aux_0: 0.3332 (0.5093) loss_bbox_aux_1: 0.3007 (0.4741) loss_bbox_aux_2: 0.2894 (0.4615) loss_bbox_aux_3: 0.2923 (0.4546) loss_bbox_aux_4: 0.2842 (0.4505) loss_bbox_aux_5: 0.4327 (0.6074) loss_bbox_dn_0: 0.5883 (0.6842) loss_bbox_dn_1: 0.5221 (0.6345) loss_bbox_dn_2: 0.4957 (0.6198) loss_bbox_dn_3: 0.4868 (0.6145) loss_bbox_dn_4: 0.4827 (0.6139) loss_bbox_dn_5: 0.4829 (0.6140) loss_giou: 0.7996 (0.9295) loss_giou_aux_0: 0.8560 (1.0056) loss_giou_aux_1: 0.8196 (0.9620) loss_giou_aux_2: 0.8097 (0.9461) loss_giou_aux_3: 0.8071 (0.9375) loss_giou_aux_4: 0.8044 (0.9332) loss_giou_aux_5: 0.9667 (1.1216) loss_giou_dn_0: 1.0859 (1.1469) loss_giou_dn_1: 0.9846 (1.0729) loss_giou_dn_2: 0.9605 (1.0460) loss_giou_dn_3: 0.9455 (1.0336) loss_giou_dn_4: 0.9445 (1.0323) loss_giou_dn_5: 0.9443 (1.0338) loss_vfl: 0.9992 (1.1153) loss_vfl_aux_0: 1.0209 (1.0027) loss_vfl_aux_1: 1.0367 (1.0517) loss_vfl_aux_2: 1.0379 (1.0685) loss_vfl_aux_3: 1.0325 (1.0857) loss_vfl_aux_4: 1.0072 (1.0973) loss_vfl_aux_5: 0.9671 (0.9549) loss_vfl_dn_0: 0.4783 (0.4962) loss_vfl_dn_1: 0.4962 (0.5264) loss_vfl_dn_2: 0.5201 (0.5492) loss_vfl_dn_3: 0.5369 (0.5619) loss_vfl_dn_4: 0.5433 (0.5682) loss_vfl_dn_5: 0.5454 (0.5697) time: 0.4614 data: 0.0138 max mem: 5650 Epoch: [0] [1600/7393] eta: 0:44:55 lr: 0.000010 loss: 27.7149 (30.8364) loss_bbox: 0.3254 (0.4402) loss_bbox_aux_0: 0.3942 (0.5013) loss_bbox_aux_1: 0.3451 (0.4663) loss_bbox_aux_2: 0.3347 (0.4540) loss_bbox_aux_3: 0.3244 (0.4473) loss_bbox_aux_4: 0.3236 (0.4433) loss_bbox_aux_5: 0.5046 (0.5996) loss_bbox_dn_0: 0.5971 (0.6802) loss_bbox_dn_1: 0.5337 (0.6292) loss_bbox_dn_2: 0.5113 (0.6139) loss_bbox_dn_3: 0.4979 (0.6084) loss_bbox_dn_4: 0.4990 (0.6078) loss_bbox_dn_5: 0.4993 (0.6079) loss_giou: 0.7860 (0.9203) loss_giou_aux_0: 0.8436 (0.9958) loss_giou_aux_1: 0.8265 (0.9526) loss_giou_aux_2: 0.8055 (0.9367) loss_giou_aux_3: 0.7953 (0.9283) loss_giou_aux_4: 0.7833 (0.9241) loss_giou_aux_5: 0.9853 (1.1126) loss_giou_dn_0: 1.0729 (1.1416) loss_giou_dn_1: 0.9498 (1.0654) loss_giou_dn_2: 0.9134 (1.0376) loss_giou_dn_3: 0.8914 (1.0248) loss_giou_dn_4: 0.8896 (1.0233) loss_giou_dn_5: 0.8896 (1.0246) loss_vfl: 1.0465 (1.1138) loss_vfl_aux_0: 0.9798 (1.0063) loss_vfl_aux_1: 1.0148 (1.0535) loss_vfl_aux_2: 1.0191 (1.0689) loss_vfl_aux_3: 1.0169 (1.0852) loss_vfl_aux_4: 1.0405 (1.0963) loss_vfl_aux_5: 0.9930 (0.9606) loss_vfl_dn_0: 0.4743 (0.4954) loss_vfl_dn_1: 0.5034 (0.5250) loss_vfl_dn_2: 0.5206 (0.5476) loss_vfl_dn_3: 0.5444 (0.5607) loss_vfl_dn_4: 0.5468 (0.5672) loss_vfl_dn_5: 0.5509 (0.5689) time: 0.4495 data: 0.0140 max mem: 5650 Epoch: [0] [1700/7393] eta: 0:44:05 lr: 0.000010 loss: 27.3190 (30.6286) loss_bbox: 0.3380 (0.4327) loss_bbox_aux_0: 0.3632 (0.4926) loss_bbox_aux_1: 0.3427 (0.4582) loss_bbox_aux_2: 0.3370 (0.4461) loss_bbox_aux_3: 0.3340 (0.4396) loss_bbox_aux_4: 0.3351 (0.4357) loss_bbox_aux_5: 0.4563 (0.5906) loss_bbox_dn_0: 0.6246 (0.6738) loss_bbox_dn_1: 0.5509 (0.6219) loss_bbox_dn_2: 0.5328 (0.6063) loss_bbox_dn_3: 0.5205 (0.6007) loss_bbox_dn_4: 0.5178 (0.6000) loss_bbox_dn_5: 0.5178 (0.6002) loss_giou: 0.7455 (0.9138) loss_giou_aux_0: 0.8048 (0.9881) loss_giou_aux_1: 0.7780 (0.9456) loss_giou_aux_2: 0.7599 (0.9299) loss_giou_aux_3: 0.7459 (0.9216) loss_giou_aux_4: 0.7490 (0.9174) loss_giou_aux_5: 0.9236 (1.1055) loss_giou_dn_0: 1.0338 (1.1372) loss_giou_dn_1: 0.9179 (1.0593) loss_giou_dn_2: 0.8712 (1.0308) loss_giou_dn_3: 0.8490 (1.0177) loss_giou_dn_4: 0.8446 (1.0161) loss_giou_dn_5: 0.8456 (1.0174) loss_vfl: 1.0353 (1.1097) loss_vfl_aux_0: 1.0113 (1.0071) loss_vfl_aux_1: 1.0196 (1.0522) loss_vfl_aux_2: 1.0053 (1.0664) loss_vfl_aux_3: 1.0030 (1.0818) loss_vfl_aux_4: 1.0136 (1.0926) loss_vfl_aux_5: 0.9944 (0.9634) loss_vfl_dn_0: 0.4885 (0.4944) loss_vfl_dn_1: 0.5168 (0.5234) loss_vfl_dn_2: 0.5347 (0.5457) loss_vfl_dn_3: 0.5598 (0.5591) loss_vfl_dn_4: 0.5698 (0.5658) loss_vfl_dn_5: 0.5784 (0.5678) time: 0.4605 data: 0.0138 max mem: 5650 Epoch: [0] [1800/7393] eta: 0:43:15 lr: 0.000010 loss: 26.6441 (30.4294) loss_bbox: 0.2451 (0.4251) loss_bbox_aux_0: 0.3022 (0.4840) loss_bbox_aux_1: 0.2616 (0.4500) loss_bbox_aux_2: 0.2564 (0.4383) loss_bbox_aux_3: 0.2558 (0.4318) loss_bbox_aux_4: 0.2513 (0.4280) loss_bbox_aux_5: 0.3807 (0.5817) loss_bbox_dn_0: 0.5297 (0.6677) loss_bbox_dn_1: 0.4588 (0.6149) loss_bbox_dn_2: 0.4509 (0.5990) loss_bbox_dn_3: 0.4498 (0.5934) loss_bbox_dn_4: 0.4479 (0.5926) loss_bbox_dn_5: 0.4479 (0.5927) loss_giou: 0.7806 (0.9061) loss_giou_aux_0: 0.8380 (0.9796) loss_giou_aux_1: 0.8067 (0.9375) loss_giou_aux_2: 0.7931 (0.9221) loss_giou_aux_3: 0.7764 (0.9137) loss_giou_aux_4: 0.7768 (0.9096) loss_giou_aux_5: 0.9556 (1.0971) loss_giou_dn_0: 1.0646 (1.1324) loss_giou_dn_1: 0.9682 (1.0529) loss_giou_dn_2: 0.9251 (1.0238) loss_giou_dn_3: 0.9044 (1.0104) loss_giou_dn_4: 0.8982 (1.0086) loss_giou_dn_5: 0.8976 (1.0099) loss_vfl: 1.0339 (1.1075) loss_vfl_aux_0: 0.9998 (1.0095) loss_vfl_aux_1: 0.9983 (1.0530) loss_vfl_aux_2: 1.0203 (1.0659) loss_vfl_aux_3: 1.0321 (1.0806) loss_vfl_aux_4: 1.0303 (1.0909) loss_vfl_aux_5: 1.0087 (0.9688) loss_vfl_dn_0: 0.4791 (0.4937) loss_vfl_dn_1: 0.4922 (0.5223) loss_vfl_dn_2: 0.5070 (0.5443) loss_vfl_dn_3: 0.5295 (0.5579) loss_vfl_dn_4: 0.5394 (0.5648) loss_vfl_dn_5: 0.5389 (0.5671) time: 0.4576 data: 0.0138 max mem: 5650 Epoch: [0] [1900/7393] eta: 0:42:51 lr: 0.000010 loss: 27.0363 (30.2499) loss_bbox: 0.2936 (0.4189) loss_bbox_aux_0: 0.3410 (0.4770) loss_bbox_aux_1: 0.3183 (0.4432) loss_bbox_aux_2: 0.3037 (0.4318) loss_bbox_aux_3: 0.2947 (0.4255) loss_bbox_aux_4: 0.2954 (0.4218) loss_bbox_aux_5: 0.4216 (0.5745) loss_bbox_dn_0: 0.5413 (0.6629) loss_bbox_dn_1: 0.4805 (0.6093) loss_bbox_dn_2: 0.4633 (0.5931) loss_bbox_dn_3: 0.4537 (0.5874) loss_bbox_dn_4: 0.4516 (0.5866) loss_bbox_dn_5: 0.4515 (0.5868) loss_giou: 0.7704 (0.8995) loss_giou_aux_0: 0.8283 (0.9726) loss_giou_aux_1: 0.7956 (0.9307) loss_giou_aux_2: 0.7809 (0.9155) loss_giou_aux_3: 0.7702 (0.9072) loss_giou_aux_4: 0.7655 (0.9030) loss_giou_aux_5: 0.9527 (1.0904) loss_giou_dn_0: 1.0318 (1.1278) loss_giou_dn_1: 0.9256 (1.0468) loss_giou_dn_2: 0.8850 (1.0171) loss_giou_dn_3: 0.8700 (1.0035) loss_giou_dn_4: 0.8663 (1.0016) loss_giou_dn_5: 0.8665 (1.0028) loss_vfl: 1.0032 (1.1044) loss_vfl_aux_0: 1.0018 (1.0106) loss_vfl_aux_1: 1.0202 (1.0527) loss_vfl_aux_2: 0.9984 (1.0641) loss_vfl_aux_3: 1.0040 (1.0780) loss_vfl_aux_4: 0.9900 (1.0880) loss_vfl_aux_5: 0.9837 (0.9713) loss_vfl_dn_0: 0.4801 (0.4932) loss_vfl_dn_1: 0.4957 (0.5212) loss_vfl_dn_2: 0.5113 (0.5428) loss_vfl_dn_3: 0.5208 (0.5565) loss_vfl_dn_4: 0.5293 (0.5636) loss_vfl_dn_5: 0.5329 (0.5662) time: 0.4558 data: 0.0135 max mem: 5650 Epoch: [0] [2000/7393] eta: 0:42:02 lr: 0.000010 loss: 27.0242 (30.0789) loss_bbox: 0.3146 (0.4131) loss_bbox_aux_0: 0.3619 (0.4701) loss_bbox_aux_1: 0.3321 (0.4368) loss_bbox_aux_2: 0.3243 (0.4256) loss_bbox_aux_3: 0.3139 (0.4195) loss_bbox_aux_4: 0.3173 (0.4159) loss_bbox_aux_5: 0.4523 (0.5676) loss_bbox_dn_0: 0.5906 (0.6584) loss_bbox_dn_1: 0.5168 (0.6040) loss_bbox_dn_2: 0.4874 (0.5874) loss_bbox_dn_3: 0.4838 (0.5816) loss_bbox_dn_4: 0.4829 (0.5808) loss_bbox_dn_5: 0.4832 (0.5809) loss_giou: 0.7717 (0.8931) loss_giou_aux_0: 0.8317 (0.9653) loss_giou_aux_1: 0.8160 (0.9239) loss_giou_aux_2: 0.7953 (0.9089) loss_giou_aux_3: 0.7783 (0.9007) loss_giou_aux_4: 0.7726 (0.8966) loss_giou_aux_5: 0.9594 (1.0834) loss_giou_dn_0: 1.0571 (1.1237) loss_giou_dn_1: 0.9496 (1.0410) loss_giou_dn_2: 0.9159 (1.0107) loss_giou_dn_3: 0.8973 (0.9969) loss_giou_dn_4: 0.8932 (0.9949) loss_giou_dn_5: 0.8931 (0.9960) loss_vfl: 0.9911 (1.1013) loss_vfl_aux_0: 0.9645 (1.0122) loss_vfl_aux_1: 1.0004 (1.0524) loss_vfl_aux_2: 1.0241 (1.0628) loss_vfl_aux_3: 1.0004 (1.0758) loss_vfl_aux_4: 0.9885 (1.0852) loss_vfl_aux_5: 1.0009 (0.9746) loss_vfl_dn_0: 0.4724 (0.4928) loss_vfl_dn_1: 0.4985 (0.5203) loss_vfl_dn_2: 0.5081 (0.5413) loss_vfl_dn_3: 0.5266 (0.5552) loss_vfl_dn_4: 0.5282 (0.5625) loss_vfl_dn_5: 0.5296 (0.5653) time: 0.4623 data: 0.0141 max mem: 5650 Epoch: [0] [2100/7393] eta: 0:41:11 lr: 0.000010 loss: 26.7654 (29.9263) loss_bbox: 0.2757 (0.4079) loss_bbox_aux_0: 0.3206 (0.4642) loss_bbox_aux_1: 0.2985 (0.4312) loss_bbox_aux_2: 0.2878 (0.4202) loss_bbox_aux_3: 0.2821 (0.4141) loss_bbox_aux_4: 0.2794 (0.4106) loss_bbox_aux_5: 0.4220 (0.5618) loss_bbox_dn_0: 0.6008 (0.6548) loss_bbox_dn_1: 0.5106 (0.5994) loss_bbox_dn_2: 0.4824 (0.5825) loss_bbox_dn_3: 0.4775 (0.5766) loss_bbox_dn_4: 0.4756 (0.5758) loss_bbox_dn_5: 0.4761 (0.5759) loss_giou: 0.7144 (0.8877) loss_giou_aux_0: 0.7799 (0.9594) loss_giou_aux_1: 0.7479 (0.9182) loss_giou_aux_2: 0.7307 (0.9033) loss_giou_aux_3: 0.7159 (0.8951) loss_giou_aux_4: 0.7174 (0.8911) loss_giou_aux_5: 0.9158 (1.0778) loss_giou_dn_0: 1.0180 (1.1197) loss_giou_dn_1: 0.8900 (1.0357) loss_giou_dn_2: 0.8388 (1.0048) loss_giou_dn_3: 0.8169 (0.9908) loss_giou_dn_4: 0.8109 (0.9886) loss_giou_dn_5: 0.8107 (0.9897) loss_vfl: 1.0539 (1.0982) loss_vfl_aux_0: 1.0182 (1.0132) loss_vfl_aux_1: 1.0410 (1.0519) loss_vfl_aux_2: 1.0603 (1.0612) loss_vfl_aux_3: 1.0528 (1.0735) loss_vfl_aux_4: 1.0421 (1.0826) loss_vfl_aux_5: 1.0604 (0.9769) loss_vfl_dn_0: 0.4915 (0.4924) loss_vfl_dn_1: 0.5090 (0.5194) loss_vfl_dn_2: 0.5138 (0.5400) loss_vfl_dn_3: 0.5321 (0.5541) loss_vfl_dn_4: 0.5460 (0.5616) loss_vfl_dn_5: 0.5535 (0.5646) time: 0.4468 data: 0.0136 max mem: 5650 Epoch: [0] [2200/7393] eta: 0:40:22 lr: 0.000010 loss: 26.1707 (29.7751) loss_bbox: 0.2856 (0.4028) loss_bbox_aux_0: 0.3157 (0.4583) loss_bbox_aux_1: 0.2940 (0.4257) loss_bbox_aux_2: 0.2836 (0.4149) loss_bbox_aux_3: 0.2888 (0.4088) loss_bbox_aux_4: 0.2886 (0.4055) loss_bbox_aux_5: 0.4107 (0.5560) loss_bbox_dn_0: 0.5433 (0.6516) loss_bbox_dn_1: 0.4560 (0.5954) loss_bbox_dn_2: 0.4408 (0.5781) loss_bbox_dn_3: 0.4355 (0.5721) loss_bbox_dn_4: 0.4367 (0.5712) loss_bbox_dn_5: 0.4366 (0.5713) loss_giou: 0.7154 (0.8813) loss_giou_aux_0: 0.7821 (0.9524) loss_giou_aux_1: 0.7425 (0.9115) loss_giou_aux_2: 0.7371 (0.8967) loss_giou_aux_3: 0.7227 (0.8887) loss_giou_aux_4: 0.7229 (0.8847) loss_giou_aux_5: 0.8882 (1.0714) loss_giou_dn_0: 1.0184 (1.1154) loss_giou_dn_1: 0.9020 (1.0301) loss_giou_dn_2: 0.8538 (0.9987) loss_giou_dn_3: 0.8355 (0.9845) loss_giou_dn_4: 0.8278 (0.9823) loss_giou_dn_5: 0.8278 (0.9833) loss_vfl: 0.9703 (1.0957) loss_vfl_aux_0: 0.9806 (1.0151) loss_vfl_aux_1: 1.0060 (1.0524) loss_vfl_aux_2: 0.9701 (1.0602) loss_vfl_aux_3: 0.9638 (1.0716) loss_vfl_aux_4: 0.9669 (1.0802) loss_vfl_aux_5: 1.0293 (0.9798) loss_vfl_dn_0: 0.4907 (0.4922) loss_vfl_dn_1: 0.5122 (0.5187) loss_vfl_dn_2: 0.5210 (0.5389) loss_vfl_dn_3: 0.5331 (0.5530) loss_vfl_dn_4: 0.5447 (0.5607) loss_vfl_dn_5: 0.5558 (0.5638) time: 0.4558 data: 0.0135 max mem: 5650 Epoch: [0] [2300/7393] eta: 0:39:34 lr: 0.000010 loss: 25.7846 (29.6269) loss_bbox: 0.2845 (0.3981) loss_bbox_aux_0: 0.3261 (0.4528) loss_bbox_aux_1: 0.2919 (0.4205) loss_bbox_aux_2: 0.2978 (0.4100) loss_bbox_aux_3: 0.2931 (0.4040) loss_bbox_aux_4: 0.2908 (0.4007) loss_bbox_aux_5: 0.4406 (0.5502) loss_bbox_dn_0: 0.5104 (0.6478) loss_bbox_dn_1: 0.4394 (0.5909) loss_bbox_dn_2: 0.4266 (0.5733) loss_bbox_dn_3: 0.4237 (0.5673) loss_bbox_dn_4: 0.4238 (0.5664) loss_bbox_dn_5: 0.4243 (0.5664) loss_giou: 0.7567 (0.8759) loss_giou_aux_0: 0.8046 (0.9464) loss_giou_aux_1: 0.7764 (0.9058) loss_giou_aux_2: 0.7718 (0.8911) loss_giou_aux_3: 0.7587 (0.8832) loss_giou_aux_4: 0.7597 (0.8792) loss_giou_aux_5: 0.8875 (1.0655) loss_giou_dn_0: 1.0204 (1.1112) loss_giou_dn_1: 0.9069 (1.0246) loss_giou_dn_2: 0.8632 (0.9928) loss_giou_dn_3: 0.8346 (0.9784) loss_giou_dn_4: 0.8274 (0.9761) loss_giou_dn_5: 0.8271 (0.9771) loss_vfl: 0.9805 (1.0925) loss_vfl_aux_0: 1.0148 (1.0164) loss_vfl_aux_1: 1.0589 (1.0520) loss_vfl_aux_2: 0.9899 (1.0587) loss_vfl_aux_3: 0.9837 (1.0691) loss_vfl_aux_4: 0.9752 (1.0773) loss_vfl_aux_5: 1.0299 (0.9825) loss_vfl_dn_0: 0.4891 (0.4920) loss_vfl_dn_1: 0.5039 (0.5180) loss_vfl_dn_2: 0.5114 (0.5378) loss_vfl_dn_3: 0.5274 (0.5520) loss_vfl_dn_4: 0.5370 (0.5598) loss_vfl_dn_5: 0.5448 (0.5631) time: 0.4601 data: 0.0139 max mem: 5650 Epoch: [0] [2400/7393] eta: 0:38:46 lr: 0.000010 loss: 26.1757 (29.4870) loss_bbox: 0.2919 (0.3936) loss_bbox_aux_0: 0.3233 (0.4477) loss_bbox_aux_1: 0.3025 (0.4158) loss_bbox_aux_2: 0.2837 (0.4053) loss_bbox_aux_3: 0.2892 (0.3993) loss_bbox_aux_4: 0.2801 (0.3961) loss_bbox_aux_5: 0.4234 (0.5449) loss_bbox_dn_0: 0.5168 (0.6445) loss_bbox_dn_1: 0.4498 (0.5868) loss_bbox_dn_2: 0.4341 (0.5689) loss_bbox_dn_3: 0.4267 (0.5628) loss_bbox_dn_4: 0.4223 (0.5618) loss_bbox_dn_5: 0.4223 (0.5619) loss_giou: 0.7559 (0.8704) loss_giou_aux_0: 0.8048 (0.9404) loss_giou_aux_1: 0.7660 (0.9001) loss_giou_aux_2: 0.7684 (0.8855) loss_giou_aux_3: 0.7587 (0.8776) loss_giou_aux_4: 0.7534 (0.8737) loss_giou_aux_5: 0.9010 (1.0597) loss_giou_dn_0: 1.0030 (1.1075) loss_giou_dn_1: 0.8846 (1.0196) loss_giou_dn_2: 0.8428 (0.9873) loss_giou_dn_3: 0.8230 (0.9727) loss_giou_dn_4: 0.8185 (0.9703) loss_giou_dn_5: 0.8183 (0.9713) loss_vfl: 0.9907 (1.0899) loss_vfl_aux_0: 1.0211 (1.0176) loss_vfl_aux_1: 1.0219 (1.0517) loss_vfl_aux_2: 0.9903 (1.0574) loss_vfl_aux_3: 0.9942 (1.0671) loss_vfl_aux_4: 0.9773 (1.0749) loss_vfl_aux_5: 1.0237 (0.9849) loss_vfl_dn_0: 0.4997 (0.4918) loss_vfl_dn_1: 0.5111 (0.5174) loss_vfl_dn_2: 0.5189 (0.5368) loss_vfl_dn_3: 0.5386 (0.5509) loss_vfl_dn_4: 0.5419 (0.5589) loss_vfl_dn_5: 0.5556 (0.5624) time: 0.4503 data: 0.0139 max mem: 5650 Epoch: [0] [2500/7393] eta: 0:37:57 lr: 0.000010 loss: 26.7345 (29.3507) loss_bbox: 0.2863 (0.3890) loss_bbox_aux_0: 0.3262 (0.4424) loss_bbox_aux_1: 0.3156 (0.4108) loss_bbox_aux_2: 0.3034 (0.4005) loss_bbox_aux_3: 0.3017 (0.3947) loss_bbox_aux_4: 0.2916 (0.3915) loss_bbox_aux_5: 0.4152 (0.5394) loss_bbox_dn_0: 0.5976 (0.6407) loss_bbox_dn_1: 0.4731 (0.5824) loss_bbox_dn_2: 0.4578 (0.5644) loss_bbox_dn_3: 0.4568 (0.5582) loss_bbox_dn_4: 0.4583 (0.5573) loss_bbox_dn_5: 0.4584 (0.5573) loss_giou: 0.7501 (0.8652) loss_giou_aux_0: 0.7903 (0.9346) loss_giou_aux_1: 0.7725 (0.8947) loss_giou_aux_2: 0.7550 (0.8801) loss_giou_aux_3: 0.7431 (0.8724) loss_giou_aux_4: 0.7526 (0.8685) loss_giou_aux_5: 0.9095 (1.0543) loss_giou_dn_0: 1.0143 (1.1038) loss_giou_dn_1: 0.8969 (1.0148) loss_giou_dn_2: 0.8487 (0.9820) loss_giou_dn_3: 0.8282 (0.9673) loss_giou_dn_4: 0.8231 (0.9648) loss_giou_dn_5: 0.8234 (0.9657) loss_vfl: 1.0816 (1.0874) loss_vfl_aux_0: 1.0842 (1.0191) loss_vfl_aux_1: 1.0658 (1.0516) loss_vfl_aux_2: 1.0762 (1.0563) loss_vfl_aux_3: 1.0824 (1.0653) loss_vfl_aux_4: 1.0759 (1.0727) loss_vfl_aux_5: 1.0440 (0.9869) loss_vfl_dn_0: 0.4897 (0.4915) loss_vfl_dn_1: 0.5067 (0.5168) loss_vfl_dn_2: 0.5129 (0.5358) loss_vfl_dn_3: 0.5282 (0.5501) loss_vfl_dn_4: 0.5415 (0.5582) loss_vfl_dn_5: 0.5496 (0.5619) time: 0.4511 data: 0.0139 max mem: 5650 Epoch: [0] [2600/7393] eta: 0:37:08 lr: 0.000010 loss: 26.1701 (29.2355) loss_bbox: 0.2959 (0.3853) loss_bbox_aux_0: 0.3385 (0.4382) loss_bbox_aux_1: 0.2952 (0.4068) loss_bbox_aux_2: 0.3059 (0.3967) loss_bbox_aux_3: 0.2997 (0.3909) loss_bbox_aux_4: 0.3026 (0.3877) loss_bbox_aux_5: 0.4502 (0.5352) loss_bbox_dn_0: 0.5602 (0.6389) loss_bbox_dn_1: 0.5046 (0.5798) loss_bbox_dn_2: 0.4951 (0.5615) loss_bbox_dn_3: 0.4886 (0.5553) loss_bbox_dn_4: 0.4877 (0.5543) loss_bbox_dn_5: 0.4877 (0.5544) loss_giou: 0.7722 (0.8594) loss_giou_aux_0: 0.8405 (0.9285) loss_giou_aux_1: 0.7997 (0.8887) loss_giou_aux_2: 0.7765 (0.8743) loss_giou_aux_3: 0.7731 (0.8665) loss_giou_aux_4: 0.7700 (0.8627) loss_giou_aux_5: 0.9533 (1.0484) loss_giou_dn_0: 1.0379 (1.1001) loss_giou_dn_1: 0.9255 (1.0099) loss_giou_dn_2: 0.8821 (0.9767) loss_giou_dn_3: 0.8675 (0.9618) loss_giou_dn_4: 0.8653 (0.9593) loss_giou_dn_5: 0.8651 (0.9602) loss_vfl: 0.9930 (1.0861) loss_vfl_aux_0: 1.0340 (1.0214) loss_vfl_aux_1: 1.0222 (1.0527) loss_vfl_aux_2: 1.0098 (1.0563) loss_vfl_aux_3: 0.9885 (1.0646) loss_vfl_aux_4: 0.9857 (1.0717) loss_vfl_aux_5: 0.9830 (0.9897) loss_vfl_dn_0: 0.4808 (0.4915) loss_vfl_dn_1: 0.4931 (0.5164) loss_vfl_dn_2: 0.5095 (0.5350) loss_vfl_dn_3: 0.5206 (0.5493) loss_vfl_dn_4: 0.5367 (0.5576) loss_vfl_dn_5: 0.5430 (0.5615) time: 0.4642 data: 0.0141 max mem: 5650 Epoch: [0] [2700/7393] eta: 0:36:21 lr: 0.000010 loss: 25.3266 (29.1182) loss_bbox: 0.2748 (0.3819) loss_bbox_aux_0: 0.3110 (0.4341) loss_bbox_aux_1: 0.2881 (0.4030) loss_bbox_aux_2: 0.2796 (0.3930) loss_bbox_aux_3: 0.2769 (0.3873) loss_bbox_aux_4: 0.2762 (0.3842) loss_bbox_aux_5: 0.3951 (0.5309) loss_bbox_dn_0: 0.5369 (0.6365) loss_bbox_dn_1: 0.4573 (0.5766) loss_bbox_dn_2: 0.4309 (0.5581) loss_bbox_dn_3: 0.4206 (0.5518) loss_bbox_dn_4: 0.4194 (0.5508) loss_bbox_dn_5: 0.4194 (0.5509) loss_giou: 0.7067 (0.8551) loss_giou_aux_0: 0.7783 (0.9237) loss_giou_aux_1: 0.7381 (0.8841) loss_giou_aux_2: 0.7205 (0.8698) loss_giou_aux_3: 0.7151 (0.8621) loss_giou_aux_4: 0.7117 (0.8583) loss_giou_aux_5: 0.8959 (1.0436) loss_giou_dn_0: 1.0220 (1.0967) loss_giou_dn_1: 0.8907 (1.0054) loss_giou_dn_2: 0.8436 (0.9718) loss_giou_dn_3: 0.8275 (0.9568) loss_giou_dn_4: 0.8202 (0.9542) loss_giou_dn_5: 0.8202 (0.9551) loss_vfl: 0.9721 (1.0834) loss_vfl_aux_0: 1.0342 (1.0219) loss_vfl_aux_1: 1.0255 (1.0521) loss_vfl_aux_2: 0.9940 (1.0548) loss_vfl_aux_3: 0.9613 (1.0622) loss_vfl_aux_4: 0.9667 (1.0690) loss_vfl_aux_5: 1.0588 (0.9914) loss_vfl_dn_0: 0.4854 (0.4915) loss_vfl_dn_1: 0.4997 (0.5159) loss_vfl_dn_2: 0.5121 (0.5342) loss_vfl_dn_3: 0.5155 (0.5484) loss_vfl_dn_4: 0.5256 (0.5568) loss_vfl_dn_5: 0.5325 (0.5609) time: 0.4537 data: 0.0139 max mem: 5650 Epoch: [0] [2800/7393] eta: 0:35:31 lr: 0.000010 loss: 25.7235 (29.0113) loss_bbox: 0.2837 (0.3788) loss_bbox_aux_0: 0.3013 (0.4305) loss_bbox_aux_1: 0.2941 (0.3996) loss_bbox_aux_2: 0.2841 (0.3897) loss_bbox_aux_3: 0.2829 (0.3842) loss_bbox_aux_4: 0.2889 (0.3811) loss_bbox_aux_5: 0.4068 (0.5272) loss_bbox_dn_0: 0.5623 (0.6346) loss_bbox_dn_1: 0.5111 (0.5742) loss_bbox_dn_2: 0.4877 (0.5555) loss_bbox_dn_3: 0.4804 (0.5491) loss_bbox_dn_4: 0.4796 (0.5481) loss_bbox_dn_5: 0.4799 (0.5482) loss_giou: 0.7127 (0.8505) loss_giou_aux_0: 0.7722 (0.9187) loss_giou_aux_1: 0.7197 (0.8794) loss_giou_aux_2: 0.7079 (0.8651) loss_giou_aux_3: 0.7181 (0.8575) loss_giou_aux_4: 0.7027 (0.8537) loss_giou_aux_5: 0.8895 (1.0387) loss_giou_dn_0: 1.0085 (1.0932) loss_giou_dn_1: 0.8799 (1.0010) loss_giou_dn_2: 0.8114 (0.9671) loss_giou_dn_3: 0.7925 (0.9520) loss_giou_dn_4: 0.7871 (0.9494) loss_giou_dn_5: 0.7871 (0.9502) loss_vfl: 0.9911 (1.0811) loss_vfl_aux_0: 0.9958 (1.0228) loss_vfl_aux_1: 1.0416 (1.0519) loss_vfl_aux_2: 1.0128 (1.0539) loss_vfl_aux_3: 0.9981 (1.0605) loss_vfl_aux_4: 0.9650 (1.0669) loss_vfl_aux_5: 1.0388 (0.9926) loss_vfl_dn_0: 0.4916 (0.4914) loss_vfl_dn_1: 0.5103 (0.5155) loss_vfl_dn_2: 0.5194 (0.5334) loss_vfl_dn_3: 0.5320 (0.5476) loss_vfl_dn_4: 0.5273 (0.5561) loss_vfl_dn_5: 0.5416 (0.5604) time: 0.4595 data: 0.0136 max mem: 5650 Epoch: [0] [2900/7393] eta: 0:34:44 lr: 0.000010 loss: 24.5223 (28.8933) loss_bbox: 0.2453 (0.3755) loss_bbox_aux_0: 0.2626 (0.4265) loss_bbox_aux_1: 0.2666 (0.3959) loss_bbox_aux_2: 0.2539 (0.3861) loss_bbox_aux_3: 0.2444 (0.3807) loss_bbox_aux_4: 0.2448 (0.3778) loss_bbox_aux_5: 0.3449 (0.5229) loss_bbox_dn_0: 0.5014 (0.6317) loss_bbox_dn_1: 0.4080 (0.5707) loss_bbox_dn_2: 0.3827 (0.5519) loss_bbox_dn_3: 0.3778 (0.5455) loss_bbox_dn_4: 0.3778 (0.5445) loss_bbox_dn_5: 0.3777 (0.5446) loss_giou: 0.7267 (0.8461) loss_giou_aux_0: 0.7860 (0.9138) loss_giou_aux_1: 0.7487 (0.8748) loss_giou_aux_2: 0.7432 (0.8605) loss_giou_aux_3: 0.7335 (0.8530) loss_giou_aux_4: 0.7291 (0.8493) loss_giou_aux_5: 0.9111 (1.0340) loss_giou_dn_0: 0.9901 (1.0898) loss_giou_dn_1: 0.8605 (0.9966) loss_giou_dn_2: 0.8174 (0.9625) loss_giou_dn_3: 0.7950 (0.9473) loss_giou_dn_4: 0.7916 (0.9446) loss_giou_dn_5: 0.7919 (0.9454) loss_vfl: 0.9148 (1.0781) loss_vfl_aux_0: 0.9579 (1.0233) loss_vfl_aux_1: 0.9829 (1.0511) loss_vfl_aux_2: 0.9490 (1.0523) loss_vfl_aux_3: 0.9197 (1.0581) loss_vfl_aux_4: 0.9191 (1.0640) loss_vfl_aux_5: 0.9744 (0.9935) loss_vfl_dn_0: 0.4832 (0.4914) loss_vfl_dn_1: 0.4920 (0.5150) loss_vfl_dn_2: 0.4947 (0.5325) loss_vfl_dn_3: 0.5121 (0.5467) loss_vfl_dn_4: 0.5206 (0.5554) loss_vfl_dn_5: 0.5331 (0.5598) time: 0.4502 data: 0.0139 max mem: 5650 Epoch: [0] [3000/7393] eta: 0:33:56 lr: 0.000010 loss: 25.4724 (28.7778) loss_bbox: 0.2742 (0.3722) loss_bbox_aux_0: 0.3111 (0.4225) loss_bbox_aux_1: 0.2960 (0.3923) loss_bbox_aux_2: 0.2873 (0.3826) loss_bbox_aux_3: 0.2764 (0.3773) loss_bbox_aux_4: 0.2760 (0.3745) loss_bbox_aux_5: 0.3673 (0.5186) loss_bbox_dn_0: 0.4913 (0.6286) loss_bbox_dn_1: 0.4265 (0.5672) loss_bbox_dn_2: 0.4132 (0.5482) loss_bbox_dn_3: 0.3996 (0.5418) loss_bbox_dn_4: 0.3950 (0.5408) loss_bbox_dn_5: 0.3947 (0.5408) loss_giou: 0.7001 (0.8419) loss_giou_aux_0: 0.7302 (0.9090) loss_giou_aux_1: 0.7175 (0.8703) loss_giou_aux_2: 0.6979 (0.8561) loss_giou_aux_3: 0.7029 (0.8488) loss_giou_aux_4: 0.7025 (0.8450) loss_giou_aux_5: 0.8632 (1.0292) loss_giou_dn_0: 1.0001 (1.0867) loss_giou_dn_1: 0.8597 (0.9926) loss_giou_dn_2: 0.8104 (0.9582) loss_giou_dn_3: 0.7945 (0.9429) loss_giou_dn_4: 0.7891 (0.9402) loss_giou_dn_5: 0.7889 (0.9410) loss_vfl: 1.0431 (1.0752) loss_vfl_aux_0: 1.0734 (1.0237) loss_vfl_aux_1: 1.0468 (1.0502) loss_vfl_aux_2: 1.0615 (1.0505) loss_vfl_aux_3: 1.0458 (1.0558) loss_vfl_aux_4: 1.0475 (1.0612) loss_vfl_aux_5: 1.0490 (0.9945) loss_vfl_dn_0: 0.4787 (0.4914) loss_vfl_dn_1: 0.5031 (0.5146) loss_vfl_dn_2: 0.5015 (0.5317) loss_vfl_dn_3: 0.5112 (0.5458) loss_vfl_dn_4: 0.5278 (0.5545) loss_vfl_dn_5: 0.5397 (0.5592) time: 0.4668 data: 0.0140 max mem: 5650 Epoch: [0] [3100/7393] eta: 0:33:10 lr: 0.000010 loss: 26.0443 (28.6801) loss_bbox: 0.3014 (0.3695) loss_bbox_aux_0: 0.3339 (0.4195) loss_bbox_aux_1: 0.3175 (0.3894) loss_bbox_aux_2: 0.3064 (0.3798) loss_bbox_aux_3: 0.3081 (0.3745) loss_bbox_aux_4: 0.3035 (0.3717) loss_bbox_aux_5: 0.4356 (0.5156) loss_bbox_dn_0: 0.5841 (0.6270) loss_bbox_dn_1: 0.5155 (0.5651) loss_bbox_dn_2: 0.4761 (0.5460) loss_bbox_dn_3: 0.4673 (0.5395) loss_bbox_dn_4: 0.4650 (0.5384) loss_bbox_dn_5: 0.4647 (0.5385) loss_giou: 0.6633 (0.8375) loss_giou_aux_0: 0.7255 (0.9044) loss_giou_aux_1: 0.6854 (0.8659) loss_giou_aux_2: 0.6694 (0.8516) loss_giou_aux_3: 0.6577 (0.8443) loss_giou_aux_4: 0.6626 (0.8405) loss_giou_aux_5: 0.8685 (1.0248) loss_giou_dn_0: 0.9766 (1.0833) loss_giou_dn_1: 0.8607 (0.9884) loss_giou_dn_2: 0.8141 (0.9537) loss_giou_dn_3: 0.7946 (0.9384) loss_giou_dn_4: 0.7862 (0.9355) loss_giou_dn_5: 0.7860 (0.9363) loss_vfl: 1.0100 (1.0732) loss_vfl_aux_0: 1.0542 (1.0246) loss_vfl_aux_1: 1.0487 (1.0500) loss_vfl_aux_2: 1.0471 (1.0498) loss_vfl_aux_3: 1.0191 (1.0544) loss_vfl_aux_4: 1.0097 (1.0595) loss_vfl_aux_5: 1.0126 (0.9956) loss_vfl_dn_0: 0.4907 (0.4916) loss_vfl_dn_1: 0.4999 (0.5143) loss_vfl_dn_2: 0.5022 (0.5310) loss_vfl_dn_3: 0.5153 (0.5449) loss_vfl_dn_4: 0.5271 (0.5537) loss_vfl_dn_5: 0.5358 (0.5585) time: 0.4707 data: 0.0135 max mem: 5650 Epoch: [0] [3200/7393] eta: 0:32:22 lr: 0.000010 loss: 25.1355 (28.5898) loss_bbox: 0.2487 (0.3671) loss_bbox_aux_0: 0.2832 (0.4165) loss_bbox_aux_1: 0.2674 (0.3867) loss_bbox_aux_2: 0.2525 (0.3772) loss_bbox_aux_3: 0.2685 (0.3720) loss_bbox_aux_4: 0.2406 (0.3692) loss_bbox_aux_5: 0.3751 (0.5125) loss_bbox_dn_0: 0.4846 (0.6249) loss_bbox_dn_1: 0.4126 (0.5625) loss_bbox_dn_2: 0.3866 (0.5433) loss_bbox_dn_3: 0.3787 (0.5368) loss_bbox_dn_4: 0.3781 (0.5357) loss_bbox_dn_5: 0.3779 (0.5357) loss_giou: 0.7360 (0.8340) loss_giou_aux_0: 0.8004 (0.9006) loss_giou_aux_1: 0.7627 (0.8622) loss_giou_aux_2: 0.7482 (0.8481) loss_giou_aux_3: 0.7403 (0.8408) loss_giou_aux_4: 0.7356 (0.8371) loss_giou_aux_5: 0.9016 (1.0210) loss_giou_dn_0: 0.9783 (1.0803) loss_giou_dn_1: 0.8636 (0.9846) loss_giou_dn_2: 0.8235 (0.9497) loss_giou_dn_3: 0.8065 (0.9343) loss_giou_dn_4: 0.8031 (0.9314) loss_giou_dn_5: 0.8045 (0.9322) loss_vfl: 0.9284 (1.0711) loss_vfl_aux_0: 0.9786 (1.0253) loss_vfl_aux_1: 0.9694 (1.0500) loss_vfl_aux_2: 0.9687 (1.0488) loss_vfl_aux_3: 0.9309 (1.0526) loss_vfl_aux_4: 0.9431 (1.0574) loss_vfl_aux_5: 0.9915 (0.9967) loss_vfl_dn_0: 0.4734 (0.4917) loss_vfl_dn_1: 0.4891 (0.5140) loss_vfl_dn_2: 0.4944 (0.5304) loss_vfl_dn_3: 0.5035 (0.5443) loss_vfl_dn_4: 0.5128 (0.5532) loss_vfl_dn_5: 0.5222 (0.5582) time: 0.4536 data: 0.0141 max mem: 5650 Epoch: [0] [3300/7393] eta: 0:31:35 lr: 0.000010 loss: 24.7839 (28.4925) loss_bbox: 0.2912 (0.3646) loss_bbox_aux_0: 0.3143 (0.4135) loss_bbox_aux_1: 0.2824 (0.3838) loss_bbox_aux_2: 0.2852 (0.3745) loss_bbox_aux_3: 0.2804 (0.3694) loss_bbox_aux_4: 0.2882 (0.3667) loss_bbox_aux_5: 0.4077 (0.5091) loss_bbox_dn_0: 0.5539 (0.6228) loss_bbox_dn_1: 0.4893 (0.5600) loss_bbox_dn_2: 0.4666 (0.5406) loss_bbox_dn_3: 0.4587 (0.5341) loss_bbox_dn_4: 0.4562 (0.5330) loss_bbox_dn_5: 0.4564 (0.5330) loss_giou: 0.6476 (0.8303) loss_giou_aux_0: 0.6931 (0.8964) loss_giou_aux_1: 0.6608 (0.8582) loss_giou_aux_2: 0.6554 (0.8442) loss_giou_aux_3: 0.6568 (0.8370) loss_giou_aux_4: 0.6501 (0.8333) loss_giou_aux_5: 0.8227 (1.0168) loss_giou_dn_0: 0.9478 (1.0773) loss_giou_dn_1: 0.8250 (0.9808) loss_giou_dn_2: 0.7851 (0.9457) loss_giou_dn_3: 0.7661 (0.9303) loss_giou_dn_4: 0.7599 (0.9273) loss_giou_dn_5: 0.7599 (0.9281) loss_vfl: 0.9836 (1.0683) loss_vfl_aux_0: 1.0502 (1.0257) loss_vfl_aux_1: 1.0196 (1.0494) loss_vfl_aux_2: 1.0040 (1.0474) loss_vfl_aux_3: 1.0010 (1.0505) loss_vfl_aux_4: 0.9704 (1.0549) loss_vfl_aux_5: 1.0791 (0.9975) loss_vfl_dn_0: 0.4998 (0.4917) loss_vfl_dn_1: 0.4990 (0.5136) loss_vfl_dn_2: 0.5009 (0.5296) loss_vfl_dn_3: 0.5080 (0.5433) loss_vfl_dn_4: 0.5143 (0.5523) loss_vfl_dn_5: 0.5213 (0.5574) time: 0.4573 data: 0.0134 max mem: 5650 Epoch: [0] [3400/7393] eta: 0:30:48 lr: 0.000010 loss: 25.0434 (28.3971) loss_bbox: 0.2434 (0.3618) loss_bbox_aux_0: 0.2630 (0.4102) loss_bbox_aux_1: 0.2421 (0.3808) loss_bbox_aux_2: 0.2373 (0.3715) loss_bbox_aux_3: 0.2387 (0.3665) loss_bbox_aux_4: 0.2486 (0.3639) loss_bbox_aux_5: 0.3632 (0.5057) loss_bbox_dn_0: 0.4850 (0.6202) loss_bbox_dn_1: 0.4080 (0.5570) loss_bbox_dn_2: 0.3928 (0.5375) loss_bbox_dn_3: 0.3900 (0.5309) loss_bbox_dn_4: 0.3907 (0.5298) loss_bbox_dn_5: 0.3910 (0.5299) loss_giou: 0.6692 (0.8270) loss_giou_aux_0: 0.7232 (0.8928) loss_giou_aux_1: 0.6910 (0.8548) loss_giou_aux_2: 0.6767 (0.8408) loss_giou_aux_3: 0.6737 (0.8336) loss_giou_aux_4: 0.6751 (0.8300) loss_giou_aux_5: 0.8819 (1.0132) loss_giou_dn_0: 0.9627 (1.0744) loss_giou_dn_1: 0.8328 (0.9772) loss_giou_dn_2: 0.7976 (0.9419) loss_giou_dn_3: 0.7832 (0.9264) loss_giou_dn_4: 0.7811 (0.9235) loss_giou_dn_5: 0.7816 (0.9242) loss_vfl: 0.9984 (1.0659) loss_vfl_aux_0: 1.0224 (1.0257) loss_vfl_aux_1: 1.0442 (1.0488) loss_vfl_aux_2: 1.0209 (1.0463) loss_vfl_aux_3: 0.9963 (1.0487) loss_vfl_aux_4: 1.0015 (1.0527) loss_vfl_aux_5: 0.9829 (0.9976) loss_vfl_dn_0: 0.5033 (0.4919) loss_vfl_dn_1: 0.5108 (0.5134) loss_vfl_dn_2: 0.5141 (0.5291) loss_vfl_dn_3: 0.5205 (0.5427) loss_vfl_dn_4: 0.5332 (0.5517) loss_vfl_dn_5: 0.5437 (0.5570) time: 0.4610 data: 0.0144 max mem: 5651 Epoch: [0] [3500/7393] eta: 0:30:00 lr: 0.000010 loss: 25.1520 (28.3118) loss_bbox: 0.2805 (0.3597) loss_bbox_aux_0: 0.3091 (0.4077) loss_bbox_aux_1: 0.2919 (0.3783) loss_bbox_aux_2: 0.2883 (0.3692) loss_bbox_aux_3: 0.2802 (0.3643) loss_bbox_aux_4: 0.2776 (0.3618) loss_bbox_aux_5: 0.4112 (0.5031) loss_bbox_dn_0: 0.5614 (0.6183) loss_bbox_dn_1: 0.4789 (0.5547) loss_bbox_dn_2: 0.4630 (0.5351) loss_bbox_dn_3: 0.4580 (0.5285) loss_bbox_dn_4: 0.4578 (0.5274) loss_bbox_dn_5: 0.4580 (0.5274) loss_giou: 0.7162 (0.8234) loss_giou_aux_0: 0.7723 (0.8890) loss_giou_aux_1: 0.7336 (0.8510) loss_giou_aux_2: 0.7207 (0.8370) loss_giou_aux_3: 0.7282 (0.8299) loss_giou_aux_4: 0.7142 (0.8264) loss_giou_aux_5: 0.9251 (1.0096) loss_giou_dn_0: 0.9539 (1.0714) loss_giou_dn_1: 0.8440 (0.9734) loss_giou_dn_2: 0.8105 (0.9379) loss_giou_dn_3: 0.7961 (0.9224) loss_giou_dn_4: 0.7918 (0.9194) loss_giou_dn_5: 0.7927 (0.9202) loss_vfl: 0.9453 (1.0640) loss_vfl_aux_0: 0.9574 (1.0264) loss_vfl_aux_1: 1.0011 (1.0489) loss_vfl_aux_2: 0.9680 (1.0456) loss_vfl_aux_3: 0.9398 (1.0473) loss_vfl_aux_4: 0.9330 (1.0509) loss_vfl_aux_5: 0.9906 (0.9983) loss_vfl_dn_0: 0.4885 (0.4921) loss_vfl_dn_1: 0.4941 (0.5132) loss_vfl_dn_2: 0.4990 (0.5285) loss_vfl_dn_3: 0.5029 (0.5421) loss_vfl_dn_4: 0.5107 (0.5512) loss_vfl_dn_5: 0.5238 (0.5566) time: 0.4628 data: 0.0141 max mem: 5651 Epoch: [0] [3600/7393] eta: 0:29:23 lr: 0.000010 loss: 25.1494 (28.2222) loss_bbox: 0.2706 (0.3574) loss_bbox_aux_0: 0.3128 (0.4048) loss_bbox_aux_1: 0.2808 (0.3757) loss_bbox_aux_2: 0.2672 (0.3667) loss_bbox_aux_3: 0.2761 (0.3618) loss_bbox_aux_4: 0.2778 (0.3594) loss_bbox_aux_5: 0.3866 (0.5000) loss_bbox_dn_0: 0.5349 (0.6162) loss_bbox_dn_1: 0.4665 (0.5522) loss_bbox_dn_2: 0.4476 (0.5326) loss_bbox_dn_3: 0.4434 (0.5259) loss_bbox_dn_4: 0.4442 (0.5248) loss_bbox_dn_5: 0.4440 (0.5248) loss_giou: 0.6588 (0.8201) loss_giou_aux_0: 0.6976 (0.8853) loss_giou_aux_1: 0.6911 (0.8475) loss_giou_aux_2: 0.6756 (0.8335) loss_giou_aux_3: 0.6623 (0.8265) loss_giou_aux_4: 0.6575 (0.8230) loss_giou_aux_5: 0.8334 (1.0059) loss_giou_dn_0: 0.9560 (1.0685) loss_giou_dn_1: 0.8354 (0.9700) loss_giou_dn_2: 0.7890 (0.9343) loss_giou_dn_3: 0.7704 (0.9187) loss_giou_dn_4: 0.7674 (0.9157) loss_giou_dn_5: 0.7673 (0.9164) loss_vfl: 0.9571 (1.0617) loss_vfl_aux_0: 1.0157 (1.0267) loss_vfl_aux_1: 0.9735 (1.0481) loss_vfl_aux_2: 0.9797 (1.0444) loss_vfl_aux_3: 0.9701 (1.0455) loss_vfl_aux_4: 0.9566 (1.0488) loss_vfl_aux_5: 0.9990 (0.9988) loss_vfl_dn_0: 0.4871 (0.4921) loss_vfl_dn_1: 0.4975 (0.5129) loss_vfl_dn_2: 0.4984 (0.5279) loss_vfl_dn_3: 0.4988 (0.5412) loss_vfl_dn_4: 0.5112 (0.5504) loss_vfl_dn_5: 0.5135 (0.5559) time: 0.4620 data: 0.0136 max mem: 5651 Epoch: [0] [3700/7393] eta: 0:28:36 lr: 0.000010 loss: 25.0480 (28.1402) loss_bbox: 0.2833 (0.3553) loss_bbox_aux_0: 0.3068 (0.4023) loss_bbox_aux_1: 0.2859 (0.3734) loss_bbox_aux_2: 0.2839 (0.3644) loss_bbox_aux_3: 0.2794 (0.3597) loss_bbox_aux_4: 0.2770 (0.3572) loss_bbox_aux_5: 0.3849 (0.4973) loss_bbox_dn_0: 0.5226 (0.6139) loss_bbox_dn_1: 0.4434 (0.5497) loss_bbox_dn_2: 0.4274 (0.5300) loss_bbox_dn_3: 0.4172 (0.5233) loss_bbox_dn_4: 0.4127 (0.5222) loss_bbox_dn_5: 0.4123 (0.5222) loss_giou: 0.6932 (0.8173) loss_giou_aux_0: 0.7628 (0.8823) loss_giou_aux_1: 0.7237 (0.8448) loss_giou_aux_2: 0.7057 (0.8307) loss_giou_aux_3: 0.7051 (0.8237) loss_giou_aux_4: 0.6859 (0.8202) loss_giou_aux_5: 0.8832 (1.0030) loss_giou_dn_0: 0.9671 (1.0659) loss_giou_dn_1: 0.8341 (0.9668) loss_giou_dn_2: 0.7799 (0.9310) loss_giou_dn_3: 0.7609 (0.9154) loss_giou_dn_4: 0.7568 (0.9124) loss_giou_dn_5: 0.7569 (0.9130) loss_vfl: 0.9629 (1.0593) loss_vfl_aux_0: 1.0166 (1.0267) loss_vfl_aux_1: 1.0242 (1.0473) loss_vfl_aux_2: 0.9809 (1.0431) loss_vfl_aux_3: 0.9473 (1.0434) loss_vfl_aux_4: 0.9773 (1.0467) loss_vfl_aux_5: 0.9338 (0.9989) loss_vfl_dn_0: 0.4943 (0.4922) loss_vfl_dn_1: 0.4933 (0.5126) loss_vfl_dn_2: 0.5007 (0.5272) loss_vfl_dn_3: 0.5115 (0.5405) loss_vfl_dn_4: 0.5227 (0.5497) loss_vfl_dn_5: 0.5357 (0.5553) time: 0.4540 data: 0.0136 max mem: 5651 Epoch: [0] [3800/7393] eta: 0:27:48 lr: 0.000010 loss: 25.0747 (28.0619) loss_bbox: 0.2780 (0.3534) loss_bbox_aux_0: 0.2972 (0.3999) loss_bbox_aux_1: 0.2894 (0.3711) loss_bbox_aux_2: 0.2795 (0.3624) loss_bbox_aux_3: 0.2736 (0.3577) loss_bbox_aux_4: 0.2767 (0.3554) loss_bbox_aux_5: 0.3979 (0.4946) loss_bbox_dn_0: 0.5291 (0.6120) loss_bbox_dn_1: 0.4622 (0.5475) loss_bbox_dn_2: 0.4408 (0.5277) loss_bbox_dn_3: 0.4373 (0.5210) loss_bbox_dn_4: 0.4364 (0.5199) loss_bbox_dn_5: 0.4365 (0.5199) loss_giou: 0.6974 (0.8147) loss_giou_aux_0: 0.7642 (0.8794) loss_giou_aux_1: 0.7351 (0.8420) loss_giou_aux_2: 0.7076 (0.8280) loss_giou_aux_3: 0.6951 (0.8211) loss_giou_aux_4: 0.7001 (0.8176) loss_giou_aux_5: 0.8651 (1.0000) loss_giou_dn_0: 0.9752 (1.0634) loss_giou_dn_1: 0.8553 (0.9638) loss_giou_dn_2: 0.8122 (0.9278) loss_giou_dn_3: 0.7842 (0.9123) loss_giou_dn_4: 0.7800 (0.9092) loss_giou_dn_5: 0.7800 (0.9099) loss_vfl: 0.9577 (1.0568) loss_vfl_aux_0: 1.0168 (1.0264) loss_vfl_aux_1: 1.0363 (1.0463) loss_vfl_aux_2: 0.9791 (1.0414) loss_vfl_aux_3: 0.9825 (1.0413) loss_vfl_aux_4: 0.9550 (1.0443) loss_vfl_aux_5: 1.0191 (0.9989) loss_vfl_dn_0: 0.4858 (0.4923) loss_vfl_dn_1: 0.5033 (0.5124) loss_vfl_dn_2: 0.5002 (0.5266) loss_vfl_dn_3: 0.5012 (0.5397) loss_vfl_dn_4: 0.5235 (0.5490) loss_vfl_dn_5: 0.5280 (0.5548) time: 0.4517 data: 0.0135 max mem: 5651 Epoch: [0] [3900/7393] eta: 0:27:01 lr: 0.000010 loss: 24.4670 (27.9794) loss_bbox: 0.2396 (0.3513) loss_bbox_aux_0: 0.2691 (0.3974) loss_bbox_aux_1: 0.2561 (0.3688) loss_bbox_aux_2: 0.2483 (0.3602) loss_bbox_aux_3: 0.2443 (0.3556) loss_bbox_aux_4: 0.2404 (0.3533) loss_bbox_aux_5: 0.3439 (0.4918) loss_bbox_dn_0: 0.4770 (0.6095) loss_bbox_dn_1: 0.4174 (0.5447) loss_bbox_dn_2: 0.3956 (0.5249) loss_bbox_dn_3: 0.3886 (0.5182) loss_bbox_dn_4: 0.3857 (0.5171) loss_bbox_dn_5: 0.3857 (0.5172) loss_giou: 0.6615 (0.8124) loss_giou_aux_0: 0.7165 (0.8768) loss_giou_aux_1: 0.6733 (0.8395) loss_giou_aux_2: 0.6643 (0.8256) loss_giou_aux_3: 0.6663 (0.8187) loss_giou_aux_4: 0.6604 (0.8153) loss_giou_aux_5: 0.8562 (0.9971) loss_giou_dn_0: 0.9879 (1.0610) loss_giou_dn_1: 0.8457 (0.9608) loss_giou_dn_2: 0.8047 (0.9248) loss_giou_dn_3: 0.7891 (0.9092) loss_giou_dn_4: 0.7885 (0.9062) loss_giou_dn_5: 0.7886 (0.9068) loss_vfl: 0.8941 (1.0541) loss_vfl_aux_0: 0.9556 (1.0256) loss_vfl_aux_1: 0.9874 (1.0450) loss_vfl_aux_2: 0.9213 (1.0397) loss_vfl_aux_3: 0.9053 (1.0389) loss_vfl_aux_4: 0.8905 (1.0418) loss_vfl_aux_5: 0.9567 (0.9987) loss_vfl_dn_0: 0.4732 (0.4923) loss_vfl_dn_1: 0.4830 (0.5120) loss_vfl_dn_2: 0.4853 (0.5259) loss_vfl_dn_3: 0.4876 (0.5389) loss_vfl_dn_4: 0.4995 (0.5482) loss_vfl_dn_5: 0.5055 (0.5540) time: 0.4654 data: 0.0140 max mem: 5651 Epoch: [0] [4000/7393] eta: 0:26:14 lr: 0.000010 loss: 24.0336 (27.8871) loss_bbox: 0.2265 (0.3489) loss_bbox_aux_0: 0.2698 (0.3945) loss_bbox_aux_1: 0.2368 (0.3661) loss_bbox_aux_2: 0.2271 (0.3576) loss_bbox_aux_3: 0.2275 (0.3531) loss_bbox_aux_4: 0.2279 (0.3508) loss_bbox_aux_5: 0.3510 (0.4885) loss_bbox_dn_0: 0.4415 (0.6065) loss_bbox_dn_1: 0.3701 (0.5415) loss_bbox_dn_2: 0.3523 (0.5217) loss_bbox_dn_3: 0.3495 (0.5150) loss_bbox_dn_4: 0.3492 (0.5138) loss_bbox_dn_5: 0.3494 (0.5139) loss_giou: 0.6900 (0.8099) loss_giou_aux_0: 0.7313 (0.8740) loss_giou_aux_1: 0.6967 (0.8368) loss_giou_aux_2: 0.6938 (0.8230) loss_giou_aux_3: 0.6891 (0.8162) loss_giou_aux_4: 0.6935 (0.8128) loss_giou_aux_5: 0.8470 (0.9941) loss_giou_dn_0: 0.9454 (1.0585) loss_giou_dn_1: 0.8171 (0.9578) loss_giou_dn_2: 0.7707 (0.9217) loss_giou_dn_3: 0.7579 (0.9061) loss_giou_dn_4: 0.7540 (0.9030) loss_giou_dn_5: 0.7540 (0.9037) loss_vfl: 0.9248 (1.0509) loss_vfl_aux_0: 0.9685 (1.0246) loss_vfl_aux_1: 0.9798 (1.0434) loss_vfl_aux_2: 0.9572 (1.0377) loss_vfl_aux_3: 0.9511 (1.0364) loss_vfl_aux_4: 0.9141 (1.0388) loss_vfl_aux_5: 0.9628 (0.9982) loss_vfl_dn_0: 0.4865 (0.4922) loss_vfl_dn_1: 0.4851 (0.5116) loss_vfl_dn_2: 0.4895 (0.5252) loss_vfl_dn_3: 0.4947 (0.5381) loss_vfl_dn_4: 0.5013 (0.5473) loss_vfl_dn_5: 0.5123 (0.5533) time: 0.4574 data: 0.0146 max mem: 5651 Epoch: [0] [4100/7393] eta: 0:25:27 lr: 0.000010 loss: 23.9613 (27.8049) loss_bbox: 0.2538 (0.3467) loss_bbox_aux_0: 0.2804 (0.3918) loss_bbox_aux_1: 0.2687 (0.3637) loss_bbox_aux_2: 0.2543 (0.3553) loss_bbox_aux_3: 0.2468 (0.3508) loss_bbox_aux_4: 0.2484 (0.3486) loss_bbox_aux_5: 0.3625 (0.4856) loss_bbox_dn_0: 0.5023 (0.6043) loss_bbox_dn_1: 0.4127 (0.5390) loss_bbox_dn_2: 0.3850 (0.5191) loss_bbox_dn_3: 0.3745 (0.5124) loss_bbox_dn_4: 0.3730 (0.5113) loss_bbox_dn_5: 0.3729 (0.5113) loss_giou: 0.6937 (0.8073) loss_giou_aux_0: 0.7420 (0.8712) loss_giou_aux_1: 0.7248 (0.8341) loss_giou_aux_2: 0.7147 (0.8203) loss_giou_aux_3: 0.7027 (0.8135) loss_giou_aux_4: 0.6969 (0.8101) loss_giou_aux_5: 0.8499 (0.9912) loss_giou_dn_0: 0.9380 (1.0559) loss_giou_dn_1: 0.8168 (0.9547) loss_giou_dn_2: 0.7735 (0.9185) loss_giou_dn_3: 0.7569 (0.9030) loss_giou_dn_4: 0.7501 (0.8999) loss_giou_dn_5: 0.7500 (0.9005) loss_vfl: 0.9284 (1.0483) loss_vfl_aux_0: 0.9820 (1.0243) loss_vfl_aux_1: 0.9654 (1.0424) loss_vfl_aux_2: 0.9482 (1.0362) loss_vfl_aux_3: 0.9193 (1.0342) loss_vfl_aux_4: 0.9251 (1.0364) loss_vfl_aux_5: 0.9742 (0.9984) loss_vfl_dn_0: 0.4954 (0.4924) loss_vfl_dn_1: 0.5016 (0.5113) loss_vfl_dn_2: 0.4890 (0.5246) loss_vfl_dn_3: 0.5017 (0.5373) loss_vfl_dn_4: 0.5082 (0.5466) loss_vfl_dn_5: 0.5133 (0.5526) time: 0.4552 data: 0.0141 max mem: 5651 Epoch: [0] [4200/7393] eta: 0:24:40 lr: 0.000010 loss: 24.4821 (27.7338) loss_bbox: 0.2508 (0.3450) loss_bbox_aux_0: 0.2816 (0.3898) loss_bbox_aux_1: 0.2556 (0.3619) loss_bbox_aux_2: 0.2547 (0.3535) loss_bbox_aux_3: 0.2537 (0.3491) loss_bbox_aux_4: 0.2538 (0.3469) loss_bbox_aux_5: 0.3728 (0.4835) loss_bbox_dn_0: 0.5018 (0.6028) loss_bbox_dn_1: 0.4371 (0.5372) loss_bbox_dn_2: 0.4151 (0.5172) loss_bbox_dn_3: 0.3979 (0.5105) loss_bbox_dn_4: 0.3977 (0.5093) loss_bbox_dn_5: 0.3978 (0.5094) loss_giou: 0.6794 (0.8044) loss_giou_aux_0: 0.7138 (0.8680) loss_giou_aux_1: 0.7012 (0.8311) loss_giou_aux_2: 0.6774 (0.8173) loss_giou_aux_3: 0.6837 (0.8106) loss_giou_aux_4: 0.6823 (0.8072) loss_giou_aux_5: 0.8387 (0.9879) loss_giou_dn_0: 0.9383 (1.0532) loss_giou_dn_1: 0.8345 (0.9517) loss_giou_dn_2: 0.7948 (0.9154) loss_giou_dn_3: 0.7772 (0.8998) loss_giou_dn_4: 0.7749 (0.8967) loss_giou_dn_5: 0.7746 (0.8973) loss_vfl: 0.9432 (1.0464) loss_vfl_aux_0: 1.0104 (1.0246) loss_vfl_aux_1: 0.9793 (1.0419) loss_vfl_aux_2: 0.9687 (1.0351) loss_vfl_aux_3: 0.9333 (1.0327) loss_vfl_aux_4: 0.9423 (1.0347) loss_vfl_aux_5: 0.9944 (0.9992) loss_vfl_dn_0: 0.5040 (0.4926) loss_vfl_dn_1: 0.5033 (0.5111) loss_vfl_dn_2: 0.5007 (0.5241) loss_vfl_dn_3: 0.5074 (0.5367) loss_vfl_dn_4: 0.5209 (0.5460) loss_vfl_dn_5: 0.5290 (0.5521) time: 0.4548 data: 0.0137 max mem: 5651 Epoch: [0] [4300/7393] eta: 0:23:52 lr: 0.000010 loss: 24.3883 (27.6656) loss_bbox: 0.2578 (0.3434) loss_bbox_aux_0: 0.2874 (0.3877) loss_bbox_aux_1: 0.2707 (0.3600) loss_bbox_aux_2: 0.2697 (0.3517) loss_bbox_aux_3: 0.2642 (0.3474) loss_bbox_aux_4: 0.2516 (0.3452) loss_bbox_aux_5: 0.3680 (0.4811) loss_bbox_dn_0: 0.4885 (0.6009) loss_bbox_dn_1: 0.4225 (0.5351) loss_bbox_dn_2: 0.4047 (0.5150) loss_bbox_dn_3: 0.3940 (0.5083) loss_bbox_dn_4: 0.3957 (0.5071) loss_bbox_dn_5: 0.3958 (0.5072) loss_giou: 0.6746 (0.8023) loss_giou_aux_0: 0.7387 (0.8654) loss_giou_aux_1: 0.7088 (0.8288) loss_giou_aux_2: 0.6876 (0.8149) loss_giou_aux_3: 0.6879 (0.8083) loss_giou_aux_4: 0.6800 (0.8050) loss_giou_aux_5: 0.8644 (0.9853) loss_giou_dn_0: 0.9567 (1.0508) loss_giou_dn_1: 0.8315 (0.9488) loss_giou_dn_2: 0.7969 (0.9124) loss_giou_dn_3: 0.7813 (0.8969) loss_giou_dn_4: 0.7752 (0.8938) loss_giou_dn_5: 0.7750 (0.8944) loss_vfl: 0.9224 (1.0443) loss_vfl_aux_0: 0.9763 (1.0247) loss_vfl_aux_1: 0.9802 (1.0413) loss_vfl_aux_2: 0.9728 (1.0340) loss_vfl_aux_3: 0.9266 (1.0310) loss_vfl_aux_4: 0.9436 (1.0328) loss_vfl_aux_5: 0.9904 (0.9995) loss_vfl_dn_0: 0.4993 (0.4928) loss_vfl_dn_1: 0.4998 (0.5109) loss_vfl_dn_2: 0.5084 (0.5237) loss_vfl_dn_3: 0.5053 (0.5360) loss_vfl_dn_4: 0.5177 (0.5454) loss_vfl_dn_5: 0.5274 (0.5515) time: 0.4592 data: 0.0149 max mem: 5651 Epoch: [0] [4400/7393] eta: 0:23:05 lr: 0.000010 loss: 24.2171 (27.5943) loss_bbox: 0.2680 (0.3418) loss_bbox_aux_0: 0.2910 (0.3858) loss_bbox_aux_1: 0.2728 (0.3583) loss_bbox_aux_2: 0.2753 (0.3501) loss_bbox_aux_3: 0.2765 (0.3458) loss_bbox_aux_4: 0.2690 (0.3436) loss_bbox_aux_5: 0.3764 (0.4790) loss_bbox_dn_0: 0.5496 (0.5995) loss_bbox_dn_1: 0.4676 (0.5334) loss_bbox_dn_2: 0.4552 (0.5133) loss_bbox_dn_3: 0.4399 (0.5065) loss_bbox_dn_4: 0.4397 (0.5053) loss_bbox_dn_5: 0.4397 (0.5054) loss_giou: 0.6505 (0.7993) loss_giou_aux_0: 0.7045 (0.8623) loss_giou_aux_1: 0.6677 (0.8257) loss_giou_aux_2: 0.6569 (0.8119) loss_giou_aux_3: 0.6495 (0.8053) loss_giou_aux_4: 0.6561 (0.8020) loss_giou_aux_5: 0.8258 (0.9823) loss_giou_dn_0: 0.9254 (1.0482) loss_giou_dn_1: 0.8058 (0.9457) loss_giou_dn_2: 0.7713 (0.9092) loss_giou_dn_3: 0.7513 (0.8937) loss_giou_dn_4: 0.7509 (0.8905) loss_giou_dn_5: 0.7510 (0.8911) loss_vfl: 0.9274 (1.0423) loss_vfl_aux_0: 1.0173 (1.0249) loss_vfl_aux_1: 0.9796 (1.0408) loss_vfl_aux_2: 0.9792 (1.0330) loss_vfl_aux_3: 0.9394 (1.0294) loss_vfl_aux_4: 0.9233 (1.0310) loss_vfl_aux_5: 0.9997 (0.9999) loss_vfl_dn_0: 0.4980 (0.4930) loss_vfl_dn_1: 0.4952 (0.5107) loss_vfl_dn_2: 0.4960 (0.5231) loss_vfl_dn_3: 0.5056 (0.5353) loss_vfl_dn_4: 0.5135 (0.5448) loss_vfl_dn_5: 0.5236 (0.5510) time: 0.4480 data: 0.0135 max mem: 5651 Epoch: [0] [4500/7393] eta: 0:22:18 lr: 0.000010 loss: 24.2397 (27.5280) loss_bbox: 0.2544 (0.3402) loss_bbox_aux_0: 0.2856 (0.3838) loss_bbox_aux_1: 0.2562 (0.3565) loss_bbox_aux_2: 0.2553 (0.3484) loss_bbox_aux_3: 0.2613 (0.3441) loss_bbox_aux_4: 0.2570 (0.3420) loss_bbox_aux_5: 0.3248 (0.4768) loss_bbox_dn_0: 0.4780 (0.5974) loss_bbox_dn_1: 0.4249 (0.5312) loss_bbox_dn_2: 0.4033 (0.5110) loss_bbox_dn_3: 0.3944 (0.5043) loss_bbox_dn_4: 0.3930 (0.5031) loss_bbox_dn_5: 0.3929 (0.5031) loss_giou: 0.6623 (0.7975) loss_giou_aux_0: 0.7178 (0.8602) loss_giou_aux_1: 0.6800 (0.8237) loss_giou_aux_2: 0.6650 (0.8100) loss_giou_aux_3: 0.6670 (0.8035) loss_giou_aux_4: 0.6626 (0.8002) loss_giou_aux_5: 0.8448 (0.9801) loss_giou_dn_0: 0.9510 (1.0461) loss_giou_dn_1: 0.8507 (0.9433) loss_giou_dn_2: 0.8085 (0.9067) loss_giou_dn_3: 0.7926 (0.8912) loss_giou_dn_4: 0.7868 (0.8880) loss_giou_dn_5: 0.7870 (0.8886) loss_vfl: 0.9163 (1.0402) loss_vfl_aux_0: 0.9257 (1.0242) loss_vfl_aux_1: 0.9463 (1.0399) loss_vfl_aux_2: 0.9245 (1.0316) loss_vfl_aux_3: 0.9038 (1.0276) loss_vfl_aux_4: 0.9160 (1.0290) loss_vfl_aux_5: 0.9446 (0.9996) loss_vfl_dn_0: 0.4922 (0.4930) loss_vfl_dn_1: 0.4957 (0.5104) loss_vfl_dn_2: 0.4980 (0.5225) loss_vfl_dn_3: 0.5032 (0.5346) loss_vfl_dn_4: 0.5092 (0.5440) loss_vfl_dn_5: 0.5148 (0.5502) time: 0.4466 data: 0.0137 max mem: 5651 Epoch: [0] [4600/7393] eta: 0:21:32 lr: 0.000010 loss: 24.6771 (27.4655) loss_bbox: 0.2642 (0.3387) loss_bbox_aux_0: 0.2898 (0.3818) loss_bbox_aux_1: 0.2791 (0.3547) loss_bbox_aux_2: 0.2731 (0.3467) loss_bbox_aux_3: 0.2661 (0.3425) loss_bbox_aux_4: 0.2656 (0.3404) loss_bbox_aux_5: 0.3943 (0.4746) loss_bbox_dn_0: 0.5047 (0.5958) loss_bbox_dn_1: 0.4179 (0.5294) loss_bbox_dn_2: 0.3969 (0.5092) loss_bbox_dn_3: 0.3867 (0.5024) loss_bbox_dn_4: 0.3847 (0.5012) loss_bbox_dn_5: 0.3848 (0.5012) loss_giou: 0.6839 (0.7955) loss_giou_aux_0: 0.7190 (0.8579) loss_giou_aux_1: 0.6865 (0.8216) loss_giou_aux_2: 0.6839 (0.8080) loss_giou_aux_3: 0.6726 (0.8015) loss_giou_aux_4: 0.6897 (0.7982) loss_giou_aux_5: 0.8618 (0.9778) loss_giou_dn_0: 0.9347 (1.0439) loss_giou_dn_1: 0.8070 (0.9408) loss_giou_dn_2: 0.7669 (0.9043) loss_giou_dn_3: 0.7467 (0.8887) loss_giou_dn_4: 0.7427 (0.8856) loss_giou_dn_5: 0.7428 (0.8862) loss_vfl: 0.9391 (1.0381) loss_vfl_aux_0: 1.0551 (1.0244) loss_vfl_aux_1: 1.0178 (1.0394) loss_vfl_aux_2: 0.9417 (1.0304) loss_vfl_aux_3: 0.9328 (1.0259) loss_vfl_aux_4: 0.9198 (1.0270) loss_vfl_aux_5: 1.0119 (0.9997) loss_vfl_dn_0: 0.4960 (0.4931) loss_vfl_dn_1: 0.5036 (0.5101) loss_vfl_dn_2: 0.4945 (0.5220) loss_vfl_dn_3: 0.5044 (0.5339) loss_vfl_dn_4: 0.5057 (0.5433) loss_vfl_dn_5: 0.5144 (0.5497) time: 0.4607 data: 0.0135 max mem: 5651 Epoch: [0] [4700/7393] eta: 0:20:46 lr: 0.000010 loss: 24.4554 (27.4007) loss_bbox: 0.2878 (0.3371) loss_bbox_aux_0: 0.3136 (0.3799) loss_bbox_aux_1: 0.2976 (0.3529) loss_bbox_aux_2: 0.2985 (0.3450) loss_bbox_aux_3: 0.2798 (0.3409) loss_bbox_aux_4: 0.2810 (0.3388) loss_bbox_aux_5: 0.3912 (0.4724) loss_bbox_dn_0: 0.5067 (0.5938) loss_bbox_dn_1: 0.4380 (0.5273) loss_bbox_dn_2: 0.4188 (0.5071) loss_bbox_dn_3: 0.4145 (0.5003) loss_bbox_dn_4: 0.4148 (0.4992) loss_bbox_dn_5: 0.4144 (0.4992) loss_giou: 0.6885 (0.7935) loss_giou_aux_0: 0.7395 (0.8556) loss_giou_aux_1: 0.7016 (0.8194) loss_giou_aux_2: 0.6903 (0.8058) loss_giou_aux_3: 0.6816 (0.7994) loss_giou_aux_4: 0.6797 (0.7961) loss_giou_aux_5: 0.8744 (0.9754) loss_giou_dn_0: 0.9335 (1.0418) loss_giou_dn_1: 0.8086 (0.9384) loss_giou_dn_2: 0.7660 (0.9019) loss_giou_dn_3: 0.7491 (0.8863) loss_giou_dn_4: 0.7461 (0.8832) loss_giou_dn_5: 0.7462 (0.8838) loss_vfl: 0.9316 (1.0360) loss_vfl_aux_0: 1.0060 (1.0242) loss_vfl_aux_1: 0.9743 (1.0387) loss_vfl_aux_2: 0.9680 (1.0291) loss_vfl_aux_3: 0.9487 (1.0242) loss_vfl_aux_4: 0.9393 (1.0251) loss_vfl_aux_5: 0.9853 (0.9995) loss_vfl_dn_0: 0.4927 (0.4932) loss_vfl_dn_1: 0.5000 (0.5098) loss_vfl_dn_2: 0.4988 (0.5215) loss_vfl_dn_3: 0.5052 (0.5332) loss_vfl_dn_4: 0.5187 (0.5426) loss_vfl_dn_5: 0.5223 (0.5490) time: 0.4558 data: 0.0142 max mem: 5651 Epoch: [0] [4800/7393] eta: 0:19:59 lr: 0.000010 loss: 23.9667 (27.3414) loss_bbox: 0.2421 (0.3357) loss_bbox_aux_0: 0.2620 (0.3782) loss_bbox_aux_1: 0.2481 (0.3513) loss_bbox_aux_2: 0.2412 (0.3435) loss_bbox_aux_3: 0.2446 (0.3394) loss_bbox_aux_4: 0.2396 (0.3374) loss_bbox_aux_5: 0.3490 (0.4706) loss_bbox_dn_0: 0.4733 (0.5926) loss_bbox_dn_1: 0.4098 (0.5258) loss_bbox_dn_2: 0.3857 (0.5055) loss_bbox_dn_3: 0.3787 (0.4987) loss_bbox_dn_4: 0.3772 (0.4975) loss_bbox_dn_5: 0.3770 (0.4975) loss_giou: 0.6878 (0.7913) loss_giou_aux_0: 0.7284 (0.8531) loss_giou_aux_1: 0.6845 (0.8171) loss_giou_aux_2: 0.6869 (0.8035) loss_giou_aux_3: 0.6804 (0.7971) loss_giou_aux_4: 0.6804 (0.7939) loss_giou_aux_5: 0.8520 (0.9732) loss_giou_dn_0: 0.9190 (1.0395) loss_giou_dn_1: 0.8016 (0.9358) loss_giou_dn_2: 0.7591 (0.8991) loss_giou_dn_3: 0.7450 (0.8836) loss_giou_dn_4: 0.7416 (0.8804) loss_giou_dn_5: 0.7414 (0.8810) loss_vfl: 0.8713 (1.0343) loss_vfl_aux_0: 1.0457 (1.0245) loss_vfl_aux_1: 1.0011 (1.0386) loss_vfl_aux_2: 0.9343 (1.0283) loss_vfl_aux_3: 0.8760 (1.0228) loss_vfl_aux_4: 0.8689 (1.0235) loss_vfl_aux_5: 0.9926 (0.9995) loss_vfl_dn_0: 0.4951 (0.4934) loss_vfl_dn_1: 0.4970 (0.5097) loss_vfl_dn_2: 0.4881 (0.5211) loss_vfl_dn_3: 0.4908 (0.5327) loss_vfl_dn_4: 0.4999 (0.5421) loss_vfl_dn_5: 0.5120 (0.5486) time: 0.4671 data: 0.0138 max mem: 5651 Epoch: [0] [4900/7393] eta: 0:19:12 lr: 0.000010 loss: 23.9659 (27.2760) loss_bbox: 0.2637 (0.3340) loss_bbox_aux_0: 0.2796 (0.3761) loss_bbox_aux_1: 0.2654 (0.3494) loss_bbox_aux_2: 0.2648 (0.3417) loss_bbox_aux_3: 0.2652 (0.3377) loss_bbox_aux_4: 0.2644 (0.3357) loss_bbox_aux_5: 0.3423 (0.4684) loss_bbox_dn_0: 0.4858 (0.5908) loss_bbox_dn_1: 0.4179 (0.5237) loss_bbox_dn_2: 0.3995 (0.5034) loss_bbox_dn_3: 0.3941 (0.4966) loss_bbox_dn_4: 0.3947 (0.4954) loss_bbox_dn_5: 0.3945 (0.4954) loss_giou: 0.6645 (0.7892) loss_giou_aux_0: 0.7224 (0.8507) loss_giou_aux_1: 0.6955 (0.8148) loss_giou_aux_2: 0.6845 (0.8013) loss_giou_aux_3: 0.6720 (0.7950) loss_giou_aux_4: 0.6659 (0.7917) loss_giou_aux_5: 0.8387 (0.9707) loss_giou_dn_0: 0.9260 (1.0374) loss_giou_dn_1: 0.7990 (0.9333) loss_giou_dn_2: 0.7655 (0.8966) loss_giou_dn_3: 0.7512 (0.8811) loss_giou_dn_4: 0.7507 (0.8779) loss_giou_dn_5: 0.7510 (0.8785) loss_vfl: 0.9334 (1.0322) loss_vfl_aux_0: 1.0122 (1.0245) loss_vfl_aux_1: 0.9950 (1.0378) loss_vfl_aux_2: 0.9470 (1.0272) loss_vfl_aux_3: 0.9050 (1.0211) loss_vfl_aux_4: 0.9118 (1.0216) loss_vfl_aux_5: 0.9537 (0.9997) loss_vfl_dn_0: 0.4980 (0.4935) loss_vfl_dn_1: 0.4949 (0.5095) loss_vfl_dn_2: 0.4970 (0.5206) loss_vfl_dn_3: 0.4965 (0.5321) loss_vfl_dn_4: 0.5042 (0.5415) loss_vfl_dn_5: 0.5132 (0.5480) time: 0.4534 data: 0.0143 max mem: 5651 Epoch: [0] [5000/7393] eta: 0:18:26 lr: 0.000010 loss: 24.0387 (27.2136) loss_bbox: 0.2624 (0.3325) loss_bbox_aux_0: 0.2747 (0.3743) loss_bbox_aux_1: 0.2566 (0.3477) loss_bbox_aux_2: 0.2557 (0.3400) loss_bbox_aux_3: 0.2651 (0.3361) loss_bbox_aux_4: 0.2576 (0.3342) loss_bbox_aux_5: 0.3667 (0.4663) loss_bbox_dn_0: 0.5368 (0.5892) loss_bbox_dn_1: 0.4227 (0.5220) loss_bbox_dn_2: 0.4145 (0.5016) loss_bbox_dn_3: 0.4169 (0.4948) loss_bbox_dn_4: 0.4183 (0.4936) loss_bbox_dn_5: 0.4183 (0.4936) loss_giou: 0.6677 (0.7874) loss_giou_aux_0: 0.7125 (0.8487) loss_giou_aux_1: 0.6814 (0.8129) loss_giou_aux_2: 0.6709 (0.7994) loss_giou_aux_3: 0.6701 (0.7931) loss_giou_aux_4: 0.6661 (0.7899) loss_giou_aux_5: 0.8332 (0.9686) loss_giou_dn_0: 0.9206 (1.0354) loss_giou_dn_1: 0.7915 (0.9310) loss_giou_dn_2: 0.7508 (0.8942) loss_giou_dn_3: 0.7362 (0.8788) loss_giou_dn_4: 0.7302 (0.8756) loss_giou_dn_5: 0.7301 (0.8762) loss_vfl: 0.9203 (1.0300) loss_vfl_aux_0: 0.9662 (1.0239) loss_vfl_aux_1: 1.0302 (1.0367) loss_vfl_aux_2: 0.9426 (1.0257) loss_vfl_aux_3: 0.9518 (1.0192) loss_vfl_aux_4: 0.9261 (1.0194) loss_vfl_aux_5: 0.9502 (0.9994) loss_vfl_dn_0: 0.4933 (0.4935) loss_vfl_dn_1: 0.5026 (0.5092) loss_vfl_dn_2: 0.4975 (0.5201) loss_vfl_dn_3: 0.5043 (0.5314) loss_vfl_dn_4: 0.5061 (0.5407) loss_vfl_dn_5: 0.5120 (0.5473) time: 0.4503 data: 0.0135 max mem: 5651 Epoch: [0] [5100/7393] eta: 0:17:39 lr: 0.000010 loss: 23.6825 (27.1539) loss_bbox: 0.2567 (0.3311) loss_bbox_aux_0: 0.2930 (0.3726) loss_bbox_aux_1: 0.2588 (0.3462) loss_bbox_aux_2: 0.2639 (0.3385) loss_bbox_aux_3: 0.2546 (0.3346) loss_bbox_aux_4: 0.2564 (0.3328) loss_bbox_aux_5: 0.3645 (0.4645) loss_bbox_dn_0: 0.4705 (0.5877) loss_bbox_dn_1: 0.4031 (0.5203) loss_bbox_dn_2: 0.3849 (0.4999) loss_bbox_dn_3: 0.3827 (0.4930) loss_bbox_dn_4: 0.3830 (0.4919) loss_bbox_dn_5: 0.3832 (0.4919) loss_giou: 0.6639 (0.7852) loss_giou_aux_0: 0.7296 (0.8463) loss_giou_aux_1: 0.6912 (0.8106) loss_giou_aux_2: 0.6778 (0.7971) loss_giou_aux_3: 0.6692 (0.7908) loss_giou_aux_4: 0.6638 (0.7877) loss_giou_aux_5: 0.8531 (0.9662) loss_giou_dn_0: 0.9232 (1.0332) loss_giou_dn_1: 0.8159 (0.9285) loss_giou_dn_2: 0.7833 (0.8917) loss_giou_dn_3: 0.7649 (0.8763) loss_giou_dn_4: 0.7616 (0.8731) loss_giou_dn_5: 0.7620 (0.8736) loss_vfl: 0.8919 (1.0284) loss_vfl_aux_0: 0.9668 (1.0239) loss_vfl_aux_1: 1.0053 (1.0363) loss_vfl_aux_2: 0.9378 (1.0248) loss_vfl_aux_3: 0.9384 (1.0179) loss_vfl_aux_4: 0.8950 (1.0179) loss_vfl_aux_5: 0.9868 (0.9996) loss_vfl_dn_0: 0.5035 (0.4937) loss_vfl_dn_1: 0.5047 (0.5091) loss_vfl_dn_2: 0.5097 (0.5197) loss_vfl_dn_3: 0.5139 (0.5308) loss_vfl_dn_4: 0.5151 (0.5401) loss_vfl_dn_5: 0.5319 (0.5468) time: 0.4572 data: 0.0134 max mem: 5651 Epoch: [0] [5200/7393] eta: 0:16:55 lr: 0.000010 loss: 23.5228 (27.0945) loss_bbox: 0.2594 (0.3298) loss_bbox_aux_0: 0.2989 (0.3710) loss_bbox_aux_1: 0.2645 (0.3447) loss_bbox_aux_2: 0.2541 (0.3372) loss_bbox_aux_3: 0.2684 (0.3333) loss_bbox_aux_4: 0.2718 (0.3315) loss_bbox_aux_5: 0.3714 (0.4627) loss_bbox_dn_0: 0.4543 (0.5864) loss_bbox_dn_1: 0.4005 (0.5187) loss_bbox_dn_2: 0.3871 (0.4983) loss_bbox_dn_3: 0.3731 (0.4914) loss_bbox_dn_4: 0.3715 (0.4902) loss_bbox_dn_5: 0.3715 (0.4903) loss_giou: 0.6837 (0.7831) loss_giou_aux_0: 0.7212 (0.8439) loss_giou_aux_1: 0.6906 (0.8084) loss_giou_aux_2: 0.6962 (0.7949) loss_giou_aux_3: 0.6951 (0.7887) loss_giou_aux_4: 0.6903 (0.7856) loss_giou_aux_5: 0.8576 (0.9638) loss_giou_dn_0: 0.9196 (1.0310) loss_giou_dn_1: 0.8025 (0.9260) loss_giou_dn_2: 0.7723 (0.8891) loss_giou_dn_3: 0.7551 (0.8737) loss_giou_dn_4: 0.7520 (0.8705) loss_giou_dn_5: 0.7521 (0.8710) loss_vfl: 0.9174 (1.0264) loss_vfl_aux_0: 0.9461 (1.0239) loss_vfl_aux_1: 0.9636 (1.0356) loss_vfl_aux_2: 0.9392 (1.0236) loss_vfl_aux_3: 0.8945 (1.0163) loss_vfl_aux_4: 0.9015 (1.0161) loss_vfl_aux_5: 0.9599 (0.9998) loss_vfl_dn_0: 0.4873 (0.4939) loss_vfl_dn_1: 0.4971 (0.5089) loss_vfl_dn_2: 0.4943 (0.5192) loss_vfl_dn_3: 0.4913 (0.5302) loss_vfl_dn_4: 0.5012 (0.5394) loss_vfl_dn_5: 0.4997 (0.5462) time: 0.4425 data: 0.0140 max mem: 5651 Epoch: [0] [5300/7393] eta: 0:16:09 lr: 0.000010 loss: 23.9821 (27.0348) loss_bbox: 0.2474 (0.3284) loss_bbox_aux_0: 0.2674 (0.3692) loss_bbox_aux_1: 0.2536 (0.3432) loss_bbox_aux_2: 0.2401 (0.3357) loss_bbox_aux_3: 0.2463 (0.3319) loss_bbox_aux_4: 0.2476 (0.3300) loss_bbox_aux_5: 0.3752 (0.4608) loss_bbox_dn_0: 0.5324 (0.5849) loss_bbox_dn_1: 0.4440 (0.5171) loss_bbox_dn_2: 0.4176 (0.4966) loss_bbox_dn_3: 0.4131 (0.4897) loss_bbox_dn_4: 0.4114 (0.4885) loss_bbox_dn_5: 0.4119 (0.4886) loss_giou: 0.6571 (0.7809) loss_giou_aux_0: 0.7032 (0.8415) loss_giou_aux_1: 0.6845 (0.8061) loss_giou_aux_2: 0.6813 (0.7927) loss_giou_aux_3: 0.6739 (0.7865) loss_giou_aux_4: 0.6665 (0.7834) loss_giou_aux_5: 0.8431 (0.9614) loss_giou_dn_0: 0.9183 (1.0290) loss_giou_dn_1: 0.8061 (0.9236) loss_giou_dn_2: 0.7717 (0.8867) loss_giou_dn_3: 0.7572 (0.8713) loss_giou_dn_4: 0.7561 (0.8681) loss_giou_dn_5: 0.7561 (0.8686) loss_vfl: 0.9354 (1.0246) loss_vfl_aux_0: 1.0618 (1.0239) loss_vfl_aux_1: 1.0247 (1.0351) loss_vfl_aux_2: 0.9723 (1.0226) loss_vfl_aux_3: 0.9249 (1.0147) loss_vfl_aux_4: 0.9007 (1.0144) loss_vfl_aux_5: 1.0056 (0.9999) loss_vfl_dn_0: 0.5034 (0.4940) loss_vfl_dn_1: 0.4935 (0.5087) loss_vfl_dn_2: 0.4925 (0.5188) loss_vfl_dn_3: 0.4952 (0.5296) loss_vfl_dn_4: 0.5054 (0.5388) loss_vfl_dn_5: 0.5163 (0.5456) time: 0.4543 data: 0.0136 max mem: 5651 Epoch: [0] [5400/7393] eta: 0:15:22 lr: 0.000010 loss: 23.5395 (26.9783) loss_bbox: 0.2436 (0.3271) loss_bbox_aux_0: 0.2822 (0.3675) loss_bbox_aux_1: 0.2677 (0.3417) loss_bbox_aux_2: 0.2409 (0.3342) loss_bbox_aux_3: 0.2428 (0.3305) loss_bbox_aux_4: 0.2505 (0.3287) loss_bbox_aux_5: 0.3640 (0.4589) loss_bbox_dn_0: 0.4578 (0.5830) loss_bbox_dn_1: 0.3828 (0.5151) loss_bbox_dn_2: 0.3645 (0.4946) loss_bbox_dn_3: 0.3603 (0.4878) loss_bbox_dn_4: 0.3571 (0.4866) loss_bbox_dn_5: 0.3572 (0.4866) loss_giou: 0.7479 (0.7797) loss_giou_aux_0: 0.7753 (0.8400) loss_giou_aux_1: 0.7564 (0.8046) loss_giou_aux_2: 0.7393 (0.7913) loss_giou_aux_3: 0.7414 (0.7852) loss_giou_aux_4: 0.7420 (0.7821) loss_giou_aux_5: 0.8946 (0.9599) loss_giou_dn_0: 0.9341 (1.0272) loss_giou_dn_1: 0.8341 (0.9217) loss_giou_dn_2: 0.7985 (0.8848) loss_giou_dn_3: 0.7899 (0.8695) loss_giou_dn_4: 0.7871 (0.8663) loss_giou_dn_5: 0.7875 (0.8668) loss_vfl: 0.8545 (1.0222) loss_vfl_aux_0: 0.9335 (1.0232) loss_vfl_aux_1: 0.9347 (1.0339) loss_vfl_aux_2: 0.8830 (1.0210) loss_vfl_aux_3: 0.8591 (1.0127) loss_vfl_aux_4: 0.8602 (1.0122) loss_vfl_aux_5: 0.9304 (0.9993) loss_vfl_dn_0: 0.4895 (0.4940) loss_vfl_dn_1: 0.4846 (0.5084) loss_vfl_dn_2: 0.4781 (0.5182) loss_vfl_dn_3: 0.4780 (0.5289) loss_vfl_dn_4: 0.4866 (0.5381) loss_vfl_dn_5: 0.5030 (0.5449) time: 0.4512 data: 0.0134 max mem: 5651 Epoch: [0] [5500/7393] eta: 0:14:35 lr: 0.000010 loss: 24.4053 (26.9232) loss_bbox: 0.2520 (0.3257) loss_bbox_aux_0: 0.2799 (0.3658) loss_bbox_aux_1: 0.2492 (0.3401) loss_bbox_aux_2: 0.2460 (0.3327) loss_bbox_aux_3: 0.2485 (0.3290) loss_bbox_aux_4: 0.2515 (0.3273) loss_bbox_aux_5: 0.3786 (0.4571) loss_bbox_dn_0: 0.5366 (0.5814) loss_bbox_dn_1: 0.4508 (0.5134) loss_bbox_dn_2: 0.4290 (0.4929) loss_bbox_dn_3: 0.4237 (0.4860) loss_bbox_dn_4: 0.4223 (0.4848) loss_bbox_dn_5: 0.4224 (0.4849) loss_giou: 0.6306 (0.7782) loss_giou_aux_0: 0.6758 (0.8383) loss_giou_aux_1: 0.6566 (0.8030) loss_giou_aux_2: 0.6483 (0.7898) loss_giou_aux_3: 0.6388 (0.7837) loss_giou_aux_4: 0.6301 (0.7807) loss_giou_aux_5: 0.8082 (0.9582) loss_giou_dn_0: 0.9078 (1.0255) loss_giou_dn_1: 0.7894 (0.9197) loss_giou_dn_2: 0.7527 (0.8828) loss_giou_dn_3: 0.7404 (0.8675) loss_giou_dn_4: 0.7382 (0.8643) loss_giou_dn_5: 0.7383 (0.8648) loss_vfl: 0.9293 (1.0201) loss_vfl_aux_0: 1.0582 (1.0228) loss_vfl_aux_1: 1.0183 (1.0332) loss_vfl_aux_2: 0.9614 (1.0197) loss_vfl_aux_3: 0.9262 (1.0109) loss_vfl_aux_4: 0.9257 (1.0102) loss_vfl_aux_5: 0.9894 (0.9989) loss_vfl_dn_0: 0.5056 (0.4941) loss_vfl_dn_1: 0.4974 (0.5081) loss_vfl_dn_2: 0.4891 (0.5177) loss_vfl_dn_3: 0.4939 (0.5282) loss_vfl_dn_4: 0.5040 (0.5374) loss_vfl_dn_5: 0.5103 (0.5443) time: 0.4577 data: 0.0137 max mem: 5651 Epoch: [0] [5600/7393] eta: 0:13:49 lr: 0.000010 loss: 24.3947 (26.8689) loss_bbox: 0.2667 (0.3246) loss_bbox_aux_0: 0.2975 (0.3644) loss_bbox_aux_1: 0.2815 (0.3388) loss_bbox_aux_2: 0.2683 (0.3314) loss_bbox_aux_3: 0.2720 (0.3278) loss_bbox_aux_4: 0.2660 (0.3261) loss_bbox_aux_5: 0.3606 (0.4556) loss_bbox_dn_0: 0.5459 (0.5800) loss_bbox_dn_1: 0.4466 (0.5118) loss_bbox_dn_2: 0.4272 (0.4912) loss_bbox_dn_3: 0.4219 (0.4844) loss_bbox_dn_4: 0.4213 (0.4832) loss_bbox_dn_5: 0.4213 (0.4832) loss_giou: 0.6940 (0.7765) loss_giou_aux_0: 0.7629 (0.8364) loss_giou_aux_1: 0.7075 (0.8011) loss_giou_aux_2: 0.6963 (0.7879) loss_giou_aux_3: 0.6906 (0.7819) loss_giou_aux_4: 0.7003 (0.7789) loss_giou_aux_5: 0.8879 (0.9562) loss_giou_dn_0: 0.9315 (1.0235) loss_giou_dn_1: 0.8154 (0.9175) loss_giou_dn_2: 0.7801 (0.8806) loss_giou_dn_3: 0.7692 (0.8653) loss_giou_dn_4: 0.7671 (0.8621) loss_giou_dn_5: 0.7674 (0.8626) loss_vfl: 0.9124 (1.0182) loss_vfl_aux_0: 0.9626 (1.0225) loss_vfl_aux_1: 0.9490 (1.0325) loss_vfl_aux_2: 0.9204 (1.0185) loss_vfl_aux_3: 0.9189 (1.0094) loss_vfl_aux_4: 0.8969 (1.0085) loss_vfl_aux_5: 0.9971 (0.9987) loss_vfl_dn_0: 0.4943 (0.4942) loss_vfl_dn_1: 0.4930 (0.5080) loss_vfl_dn_2: 0.4924 (0.5173) loss_vfl_dn_3: 0.4933 (0.5276) loss_vfl_dn_4: 0.5015 (0.5368) loss_vfl_dn_5: 0.5117 (0.5437) time: 0.4565 data: 0.0135 max mem: 5651 Epoch: [0] [5700/7393] eta: 0:13:02 lr: 0.000010 loss: 23.7883 (26.8178) loss_bbox: 0.2459 (0.3234) loss_bbox_aux_0: 0.2627 (0.3629) loss_bbox_aux_1: 0.2530 (0.3375) loss_bbox_aux_2: 0.2449 (0.3302) loss_bbox_aux_3: 0.2417 (0.3267) loss_bbox_aux_4: 0.2411 (0.3249) loss_bbox_aux_5: 0.3288 (0.4539) loss_bbox_dn_0: 0.5028 (0.5785) loss_bbox_dn_1: 0.4384 (0.5102) loss_bbox_dn_2: 0.4249 (0.4896) loss_bbox_dn_3: 0.4136 (0.4828) loss_bbox_dn_4: 0.4080 (0.4816) loss_bbox_dn_5: 0.4082 (0.4816) loss_giou: 0.6580 (0.7752) loss_giou_aux_0: 0.7206 (0.8348) loss_giou_aux_1: 0.6730 (0.7997) loss_giou_aux_2: 0.6525 (0.7865) loss_giou_aux_3: 0.6629 (0.7806) loss_giou_aux_4: 0.6592 (0.7775) loss_giou_aux_5: 0.7926 (0.9546) loss_giou_dn_0: 0.8995 (1.0218) loss_giou_dn_1: 0.7757 (0.9156) loss_giou_dn_2: 0.7409 (0.8787) loss_giou_dn_3: 0.7256 (0.8634) loss_giou_dn_4: 0.7217 (0.8603) loss_giou_dn_5: 0.7216 (0.8608) loss_vfl: 0.9424 (1.0161) loss_vfl_aux_0: 1.0247 (1.0220) loss_vfl_aux_1: 1.0180 (1.0315) loss_vfl_aux_2: 0.9816 (1.0172) loss_vfl_aux_3: 0.9495 (1.0076) loss_vfl_aux_4: 0.9474 (1.0065) loss_vfl_aux_5: 0.9798 (0.9983) loss_vfl_dn_0: 0.5034 (0.4943) loss_vfl_dn_1: 0.4984 (0.5078) loss_vfl_dn_2: 0.5000 (0.5169) loss_vfl_dn_3: 0.4993 (0.5270) loss_vfl_dn_4: 0.5014 (0.5361) loss_vfl_dn_5: 0.5095 (0.5431) time: 0.4482 data: 0.0142 max mem: 5651 Epoch: [0] [5800/7393] eta: 0:12:16 lr: 0.000010 loss: 24.2138 (26.7723) loss_bbox: 0.2625 (0.3225) loss_bbox_aux_0: 0.2860 (0.3618) loss_bbox_aux_1: 0.2736 (0.3365) loss_bbox_aux_2: 0.2632 (0.3292) loss_bbox_aux_3: 0.2630 (0.3257) loss_bbox_aux_4: 0.2648 (0.3240) loss_bbox_aux_5: 0.3856 (0.4526) loss_bbox_dn_0: 0.5506 (0.5775) loss_bbox_dn_1: 0.4494 (0.5090) loss_bbox_dn_2: 0.4200 (0.4884) loss_bbox_dn_3: 0.4079 (0.4816) loss_bbox_dn_4: 0.4052 (0.4804) loss_bbox_dn_5: 0.4052 (0.4804) loss_giou: 0.6814 (0.7735) loss_giou_aux_0: 0.7192 (0.8330) loss_giou_aux_1: 0.6884 (0.7979) loss_giou_aux_2: 0.6749 (0.7847) loss_giou_aux_3: 0.6750 (0.7789) loss_giou_aux_4: 0.6777 (0.7759) loss_giou_aux_5: 0.8322 (0.9527) loss_giou_dn_0: 0.9147 (1.0199) loss_giou_dn_1: 0.7695 (0.9134) loss_giou_dn_2: 0.7256 (0.8765) loss_giou_dn_3: 0.7115 (0.8613) loss_giou_dn_4: 0.7062 (0.8581) loss_giou_dn_5: 0.7063 (0.8586) loss_vfl: 0.9452 (1.0147) loss_vfl_aux_0: 1.0361 (1.0222) loss_vfl_aux_1: 1.0069 (1.0314) loss_vfl_aux_2: 0.9925 (1.0165) loss_vfl_aux_3: 0.9344 (1.0065) loss_vfl_aux_4: 0.9310 (1.0053) loss_vfl_aux_5: 1.0497 (0.9984) loss_vfl_dn_0: 0.4952 (0.4944) loss_vfl_dn_1: 0.5043 (0.5076) loss_vfl_dn_2: 0.5024 (0.5165) loss_vfl_dn_3: 0.4952 (0.5265) loss_vfl_dn_4: 0.5031 (0.5356) loss_vfl_dn_5: 0.5177 (0.5426) time: 0.4466 data: 0.0141 max mem: 5651 Epoch: [0] [5900/7393] eta: 0:11:30 lr: 0.000010 loss: 23.8160 (26.7212) loss_bbox: 0.2709 (0.3215) loss_bbox_aux_0: 0.2891 (0.3605) loss_bbox_aux_1: 0.2662 (0.3353) loss_bbox_aux_2: 0.2712 (0.3281) loss_bbox_aux_3: 0.2625 (0.3246) loss_bbox_aux_4: 0.2710 (0.3230) loss_bbox_aux_5: 0.3554 (0.4512) loss_bbox_dn_0: 0.4915 (0.5762) loss_bbox_dn_1: 0.4221 (0.5076) loss_bbox_dn_2: 0.3944 (0.4870) loss_bbox_dn_3: 0.3863 (0.4801) loss_bbox_dn_4: 0.3832 (0.4789) loss_bbox_dn_5: 0.3832 (0.4789) loss_giou: 0.6751 (0.7721) loss_giou_aux_0: 0.6999 (0.8313) loss_giou_aux_1: 0.6783 (0.7964) loss_giou_aux_2: 0.6722 (0.7832) loss_giou_aux_3: 0.6780 (0.7774) loss_giou_aux_4: 0.6664 (0.7744) loss_giou_aux_5: 0.8315 (0.9511) loss_giou_dn_0: 0.9073 (1.0181) loss_giou_dn_1: 0.7911 (0.9115) loss_giou_dn_2: 0.7556 (0.8746) loss_giou_dn_3: 0.7385 (0.8593) loss_giou_dn_4: 0.7345 (0.8562) loss_giou_dn_5: 0.7345 (0.8566) loss_vfl: 0.8684 (1.0126) loss_vfl_aux_0: 0.9707 (1.0215) loss_vfl_aux_1: 0.9414 (1.0304) loss_vfl_aux_2: 0.9098 (1.0150) loss_vfl_aux_3: 0.8587 (1.0047) loss_vfl_aux_4: 0.8847 (1.0032) loss_vfl_aux_5: 0.9305 (0.9981) loss_vfl_dn_0: 0.5035 (0.4945) loss_vfl_dn_1: 0.4995 (0.5074) loss_vfl_dn_2: 0.4951 (0.5160) loss_vfl_dn_3: 0.4903 (0.5258) loss_vfl_dn_4: 0.4950 (0.5349) loss_vfl_dn_5: 0.5022 (0.5419) time: 0.4487 data: 0.0134 max mem: 5651 Epoch: [0] [6000/7393] eta: 0:10:43 lr: 0.000010 loss: 23.6835 (26.6708) loss_bbox: 0.2509 (0.3204) loss_bbox_aux_0: 0.2832 (0.3591) loss_bbox_aux_1: 0.2577 (0.3340) loss_bbox_aux_2: 0.2557 (0.3268) loss_bbox_aux_3: 0.2489 (0.3234) loss_bbox_aux_4: 0.2556 (0.3218) loss_bbox_aux_5: 0.3671 (0.4497) loss_bbox_dn_0: 0.4967 (0.5748) loss_bbox_dn_1: 0.4262 (0.5061) loss_bbox_dn_2: 0.3973 (0.4854) loss_bbox_dn_3: 0.3887 (0.4785) loss_bbox_dn_4: 0.3869 (0.4774) loss_bbox_dn_5: 0.3870 (0.4774) loss_giou: 0.6776 (0.7705) loss_giou_aux_0: 0.7242 (0.8296) loss_giou_aux_1: 0.7064 (0.7947) loss_giou_aux_2: 0.6790 (0.7816) loss_giou_aux_3: 0.7022 (0.7758) loss_giou_aux_4: 0.6870 (0.7728) loss_giou_aux_5: 0.8400 (0.9493) loss_giou_dn_0: 0.8891 (1.0162) loss_giou_dn_1: 0.7651 (0.9094) loss_giou_dn_2: 0.7250 (0.8725) loss_giou_dn_3: 0.7138 (0.8573) loss_giou_dn_4: 0.7128 (0.8541) loss_giou_dn_5: 0.7139 (0.8546) loss_vfl: 0.9092 (1.0110) loss_vfl_aux_0: 0.9911 (1.0212) loss_vfl_aux_1: 1.0261 (1.0297) loss_vfl_aux_2: 0.9524 (1.0141) loss_vfl_aux_3: 0.9300 (1.0034) loss_vfl_aux_4: 0.9152 (1.0018) loss_vfl_aux_5: 0.9757 (0.9978) loss_vfl_dn_0: 0.5031 (0.4946) loss_vfl_dn_1: 0.4999 (0.5072) loss_vfl_dn_2: 0.4924 (0.5156) loss_vfl_dn_3: 0.4916 (0.5253) loss_vfl_dn_4: 0.4969 (0.5344) loss_vfl_dn_5: 0.5034 (0.5414) time: 0.4460 data: 0.0138 max mem: 5651 Epoch: [0] [6100/7393] eta: 0:09:57 lr: 0.000010 loss: 23.7109 (26.6241) loss_bbox: 0.2424 (0.3193) loss_bbox_aux_0: 0.2616 (0.3579) loss_bbox_aux_1: 0.2474 (0.3328) loss_bbox_aux_2: 0.2481 (0.3257) loss_bbox_aux_3: 0.2417 (0.3223) loss_bbox_aux_4: 0.2432 (0.3207) loss_bbox_aux_5: 0.3480 (0.4484) loss_bbox_dn_0: 0.4712 (0.5737) loss_bbox_dn_1: 0.3781 (0.5048) loss_bbox_dn_2: 0.3516 (0.4841) loss_bbox_dn_3: 0.3441 (0.4772) loss_bbox_dn_4: 0.3393 (0.4761) loss_bbox_dn_5: 0.3393 (0.4761) loss_giou: 0.7174 (0.7690) loss_giou_aux_0: 0.7664 (0.8279) loss_giou_aux_1: 0.7387 (0.7931) loss_giou_aux_2: 0.7233 (0.7800) loss_giou_aux_3: 0.7152 (0.7743) loss_giou_aux_4: 0.7192 (0.7713) loss_giou_aux_5: 0.8395 (0.9477) loss_giou_dn_0: 0.8980 (1.0145) loss_giou_dn_1: 0.7858 (0.9075) loss_giou_dn_2: 0.7514 (0.8706) loss_giou_dn_3: 0.7396 (0.8554) loss_giou_dn_4: 0.7341 (0.8522) loss_giou_dn_5: 0.7345 (0.8527) loss_vfl: 0.8804 (1.0094) loss_vfl_aux_0: 1.0064 (1.0209) loss_vfl_aux_1: 0.9662 (1.0292) loss_vfl_aux_2: 0.9246 (1.0131) loss_vfl_aux_3: 0.8980 (1.0020) loss_vfl_aux_4: 0.8822 (1.0003) loss_vfl_aux_5: 0.9503 (0.9977) loss_vfl_dn_0: 0.4841 (0.4947) loss_vfl_dn_1: 0.4918 (0.5070) loss_vfl_dn_2: 0.4859 (0.5152) loss_vfl_dn_3: 0.4900 (0.5247) loss_vfl_dn_4: 0.4974 (0.5337) loss_vfl_dn_5: 0.5120 (0.5408) time: 0.4537 data: 0.0139 max mem: 5651 Epoch: [0] [6200/7393] eta: 0:09:10 lr: 0.000010 loss: 24.0102 (26.5786) loss_bbox: 0.2646 (0.3183) loss_bbox_aux_0: 0.2903 (0.3567) loss_bbox_aux_1: 0.2794 (0.3317) loss_bbox_aux_2: 0.2676 (0.3246) loss_bbox_aux_3: 0.2649 (0.3213) loss_bbox_aux_4: 0.2644 (0.3197) loss_bbox_aux_5: 0.4021 (0.4471) loss_bbox_dn_0: 0.4988 (0.5726) loss_bbox_dn_1: 0.4295 (0.5036) loss_bbox_dn_2: 0.4089 (0.4829) loss_bbox_dn_3: 0.4025 (0.4760) loss_bbox_dn_4: 0.4022 (0.4748) loss_bbox_dn_5: 0.4023 (0.4748) loss_giou: 0.6700 (0.7673) loss_giou_aux_0: 0.7218 (0.8261) loss_giou_aux_1: 0.7091 (0.7913) loss_giou_aux_2: 0.6553 (0.7782) loss_giou_aux_3: 0.6605 (0.7725) loss_giou_aux_4: 0.6666 (0.7696) loss_giou_aux_5: 0.8463 (0.9459) loss_giou_dn_0: 0.9134 (1.0127) loss_giou_dn_1: 0.8063 (0.9055) loss_giou_dn_2: 0.7694 (0.8686) loss_giou_dn_3: 0.7612 (0.8534) loss_giou_dn_4: 0.7589 (0.8502) loss_giou_dn_5: 0.7593 (0.8507) loss_vfl: 0.9210 (1.0081) loss_vfl_aux_0: 0.9924 (1.0210) loss_vfl_aux_1: 0.9705 (1.0289) loss_vfl_aux_2: 0.9485 (1.0123) loss_vfl_aux_3: 0.9174 (1.0009) loss_vfl_aux_4: 0.9161 (0.9991) loss_vfl_aux_5: 0.9453 (0.9976) loss_vfl_dn_0: 0.5056 (0.4948) loss_vfl_dn_1: 0.4963 (0.5069) loss_vfl_dn_2: 0.4863 (0.5149) loss_vfl_dn_3: 0.4892 (0.5242) loss_vfl_dn_4: 0.4982 (0.5333) loss_vfl_dn_5: 0.5089 (0.5404) time: 0.4486 data: 0.0139 max mem: 5651 Epoch: [0] [6300/7393] eta: 0:08:24 lr: 0.000010 loss: 23.3382 (26.5313) loss_bbox: 0.2312 (0.3173) loss_bbox_aux_0: 0.2700 (0.3554) loss_bbox_aux_1: 0.2436 (0.3306) loss_bbox_aux_2: 0.2390 (0.3235) loss_bbox_aux_3: 0.2330 (0.3203) loss_bbox_aux_4: 0.2409 (0.3187) loss_bbox_aux_5: 0.3712 (0.4457) loss_bbox_dn_0: 0.5255 (0.5715) loss_bbox_dn_1: 0.4332 (0.5023) loss_bbox_dn_2: 0.3959 (0.4815) loss_bbox_dn_3: 0.3899 (0.4746) loss_bbox_dn_4: 0.3892 (0.4735) loss_bbox_dn_5: 0.3892 (0.4735) loss_giou: 0.6417 (0.7657) loss_giou_aux_0: 0.6900 (0.8242) loss_giou_aux_1: 0.6592 (0.7895) loss_giou_aux_2: 0.6539 (0.7765) loss_giou_aux_3: 0.6528 (0.7708) loss_giou_aux_4: 0.6487 (0.7679) loss_giou_aux_5: 0.8316 (0.9440) loss_giou_dn_0: 0.9162 (1.0110) loss_giou_dn_1: 0.7901 (0.9035) loss_giou_dn_2: 0.7553 (0.8665) loss_giou_dn_3: 0.7367 (0.8514) loss_giou_dn_4: 0.7325 (0.8482) loss_giou_dn_5: 0.7324 (0.8486) loss_vfl: 0.9704 (1.0066) loss_vfl_aux_0: 1.0675 (1.0210) loss_vfl_aux_1: 1.0401 (1.0286) loss_vfl_aux_2: 0.9789 (1.0115) loss_vfl_aux_3: 0.9583 (0.9998) loss_vfl_aux_4: 0.9438 (0.9977) loss_vfl_aux_5: 0.9881 (0.9976) loss_vfl_dn_0: 0.5077 (0.4949) loss_vfl_dn_1: 0.5004 (0.5067) loss_vfl_dn_2: 0.4975 (0.5145) loss_vfl_dn_3: 0.4977 (0.5237) loss_vfl_dn_4: 0.5035 (0.5327) loss_vfl_dn_5: 0.5156 (0.5398) time: 0.4549 data: 0.0146 max mem: 5651 Epoch: [0] [6400/7393] eta: 0:07:38 lr: 0.000010 loss: 23.1229 (26.4818) loss_bbox: 0.2279 (0.3162) loss_bbox_aux_0: 0.2552 (0.3541) loss_bbox_aux_1: 0.2346 (0.3293) loss_bbox_aux_2: 0.2281 (0.3223) loss_bbox_aux_3: 0.2303 (0.3191) loss_bbox_aux_4: 0.2341 (0.3176) loss_bbox_aux_5: 0.3099 (0.4442) loss_bbox_dn_0: 0.4962 (0.5702) loss_bbox_dn_1: 0.4164 (0.5009) loss_bbox_dn_2: 0.3927 (0.4801) loss_bbox_dn_3: 0.3859 (0.4732) loss_bbox_dn_4: 0.3837 (0.4720) loss_bbox_dn_5: 0.3838 (0.4720) loss_giou: 0.6293 (0.7638) loss_giou_aux_0: 0.6529 (0.8222) loss_giou_aux_1: 0.6408 (0.7876) loss_giou_aux_2: 0.6206 (0.7746) loss_giou_aux_3: 0.6427 (0.7689) loss_giou_aux_4: 0.6315 (0.7661) loss_giou_aux_5: 0.7789 (0.9421) loss_giou_dn_0: 0.8907 (1.0092) loss_giou_dn_1: 0.7810 (0.9014) loss_giou_dn_2: 0.7464 (0.8645) loss_giou_dn_3: 0.7300 (0.8493) loss_giou_dn_4: 0.7242 (0.8461) loss_giou_dn_5: 0.7237 (0.8466) loss_vfl: 0.8978 (1.0052) loss_vfl_aux_0: 1.0506 (1.0209) loss_vfl_aux_1: 0.9936 (1.0281) loss_vfl_aux_2: 0.9557 (1.0107) loss_vfl_aux_3: 0.9065 (0.9986) loss_vfl_aux_4: 0.9100 (0.9964) loss_vfl_aux_5: 1.0006 (0.9976) loss_vfl_dn_0: 0.4980 (0.4950) loss_vfl_dn_1: 0.4903 (0.5066) loss_vfl_dn_2: 0.4815 (0.5141) loss_vfl_dn_3: 0.4787 (0.5232) loss_vfl_dn_4: 0.4953 (0.5322) loss_vfl_dn_5: 0.5058 (0.5393) time: 0.4577 data: 0.0138 max mem: 5651 Epoch: [0] [6500/7393] eta: 0:06:52 lr: 0.000010 loss: 23.2188 (26.4389) loss_bbox: 0.2354 (0.3154) loss_bbox_aux_0: 0.2529 (0.3530) loss_bbox_aux_1: 0.2365 (0.3283) loss_bbox_aux_2: 0.2248 (0.3214) loss_bbox_aux_3: 0.2329 (0.3182) loss_bbox_aux_4: 0.2419 (0.3168) loss_bbox_aux_5: 0.3450 (0.4430) loss_bbox_dn_0: 0.4151 (0.5693) loss_bbox_dn_1: 0.3552 (0.4998) loss_bbox_dn_2: 0.3369 (0.4790) loss_bbox_dn_3: 0.3353 (0.4721) loss_bbox_dn_4: 0.3384 (0.4709) loss_bbox_dn_5: 0.3384 (0.4709) loss_giou: 0.6831 (0.7624) loss_giou_aux_0: 0.7339 (0.8206) loss_giou_aux_1: 0.7105 (0.7861) loss_giou_aux_2: 0.7014 (0.7731) loss_giou_aux_3: 0.6895 (0.7675) loss_giou_aux_4: 0.6863 (0.7646) loss_giou_aux_5: 0.8530 (0.9404) loss_giou_dn_0: 0.8962 (1.0075) loss_giou_dn_1: 0.7735 (0.8996) loss_giou_dn_2: 0.7389 (0.8626) loss_giou_dn_3: 0.7299 (0.8475) loss_giou_dn_4: 0.7253 (0.8443) loss_giou_dn_5: 0.7255 (0.8448) loss_vfl: 0.8263 (1.0037) loss_vfl_aux_0: 0.9515 (1.0208) loss_vfl_aux_1: 0.9143 (1.0275) loss_vfl_aux_2: 0.8865 (1.0098) loss_vfl_aux_3: 0.8440 (0.9973) loss_vfl_aux_4: 0.8243 (0.9949) loss_vfl_aux_5: 0.9097 (0.9975) loss_vfl_dn_0: 0.4845 (0.4951) loss_vfl_dn_1: 0.4925 (0.5064) loss_vfl_dn_2: 0.4888 (0.5138) loss_vfl_dn_3: 0.4839 (0.5227) loss_vfl_dn_4: 0.4942 (0.5316) loss_vfl_dn_5: 0.4999 (0.5388) time: 0.4538 data: 0.0138 max mem: 5651 Epoch: [0] [6600/7393] eta: 0:06:05 lr: 0.000010 loss: 23.5944 (26.3937) loss_bbox: 0.2489 (0.3144) loss_bbox_aux_0: 0.2866 (0.3518) loss_bbox_aux_1: 0.2655 (0.3273) loss_bbox_aux_2: 0.2623 (0.3204) loss_bbox_aux_3: 0.2492 (0.3172) loss_bbox_aux_4: 0.2498 (0.3158) loss_bbox_aux_5: 0.3569 (0.4417) loss_bbox_dn_0: 0.4697 (0.5680) loss_bbox_dn_1: 0.4006 (0.4984) loss_bbox_dn_2: 0.3809 (0.4776) loss_bbox_dn_3: 0.3720 (0.4707) loss_bbox_dn_4: 0.3702 (0.4695) loss_bbox_dn_5: 0.3701 (0.4695) loss_giou: 0.6867 (0.7610) loss_giou_aux_0: 0.7217 (0.8191) loss_giou_aux_1: 0.7006 (0.7846) loss_giou_aux_2: 0.6850 (0.7716) loss_giou_aux_3: 0.6848 (0.7660) loss_giou_aux_4: 0.6861 (0.7632) loss_giou_aux_5: 0.8332 (0.9389) loss_giou_dn_0: 0.8934 (1.0059) loss_giou_dn_1: 0.7804 (0.8978) loss_giou_dn_2: 0.7425 (0.8608) loss_giou_dn_3: 0.7368 (0.8457) loss_giou_dn_4: 0.7391 (0.8425) loss_giou_dn_5: 0.7392 (0.8430) loss_vfl: 0.8871 (1.0020) loss_vfl_aux_0: 0.9792 (1.0204) loss_vfl_aux_1: 0.9645 (1.0268) loss_vfl_aux_2: 0.9387 (1.0087) loss_vfl_aux_3: 0.8912 (0.9960) loss_vfl_aux_4: 0.8897 (0.9933) loss_vfl_aux_5: 0.9448 (0.9972) loss_vfl_dn_0: 0.4918 (0.4952) loss_vfl_dn_1: 0.4860 (0.5063) loss_vfl_dn_2: 0.4909 (0.5134) loss_vfl_dn_3: 0.4918 (0.5222) loss_vfl_dn_4: 0.4973 (0.5311) loss_vfl_dn_5: 0.5131 (0.5383) time: 0.4492 data: 0.0136 max mem: 5651 Epoch: [0] [6700/7393] eta: 0:05:19 lr: 0.000010 loss: 23.9470 (26.3494) loss_bbox: 0.2509 (0.3135) loss_bbox_aux_0: 0.2794 (0.3507) loss_bbox_aux_1: 0.2716 (0.3262) loss_bbox_aux_2: 0.2597 (0.3194) loss_bbox_aux_3: 0.2536 (0.3163) loss_bbox_aux_4: 0.2539 (0.3149) loss_bbox_aux_5: 0.3662 (0.4405) loss_bbox_dn_0: 0.4719 (0.5668) loss_bbox_dn_1: 0.4018 (0.4971) loss_bbox_dn_2: 0.3866 (0.4763) loss_bbox_dn_3: 0.3813 (0.4694) loss_bbox_dn_4: 0.3771 (0.4682) loss_bbox_dn_5: 0.3771 (0.4682) loss_giou: 0.6174 (0.7596) loss_giou_aux_0: 0.6864 (0.8176) loss_giou_aux_1: 0.6351 (0.7831) loss_giou_aux_2: 0.6318 (0.7702) loss_giou_aux_3: 0.6183 (0.7646) loss_giou_aux_4: 0.6195 (0.7618) loss_giou_aux_5: 0.8071 (0.9374) loss_giou_dn_0: 0.8725 (1.0042) loss_giou_dn_1: 0.7567 (0.8959) loss_giou_dn_2: 0.7066 (0.8590) loss_giou_dn_3: 0.6849 (0.8440) loss_giou_dn_4: 0.6830 (0.8408) loss_giou_dn_5: 0.6836 (0.8412) loss_vfl: 0.8683 (1.0005) loss_vfl_aux_0: 0.9638 (1.0200) loss_vfl_aux_1: 0.9460 (1.0262) loss_vfl_aux_2: 0.8924 (1.0078) loss_vfl_aux_3: 0.8438 (0.9947) loss_vfl_aux_4: 0.8469 (0.9919) loss_vfl_aux_5: 0.9832 (0.9969) loss_vfl_dn_0: 0.5038 (0.4953) loss_vfl_dn_1: 0.4958 (0.5061) loss_vfl_dn_2: 0.4868 (0.5131) loss_vfl_dn_3: 0.4939 (0.5217) loss_vfl_dn_4: 0.4949 (0.5306) loss_vfl_dn_5: 0.5080 (0.5378) time: 0.4402 data: 0.0141 max mem: 5651 Epoch: [0] [6800/7393] eta: 0:04:33 lr: 0.000010 loss: 23.4440 (26.3063) loss_bbox: 0.2534 (0.3126) loss_bbox_aux_0: 0.2649 (0.3495) loss_bbox_aux_1: 0.2442 (0.3251) loss_bbox_aux_2: 0.2454 (0.3183) loss_bbox_aux_3: 0.2565 (0.3153) loss_bbox_aux_4: 0.2536 (0.3139) loss_bbox_aux_5: 0.3543 (0.4391) loss_bbox_dn_0: 0.4905 (0.5654) loss_bbox_dn_1: 0.4395 (0.4956) loss_bbox_dn_2: 0.4241 (0.4748) loss_bbox_dn_3: 0.4187 (0.4679) loss_bbox_dn_4: 0.4200 (0.4667) loss_bbox_dn_5: 0.4200 (0.4667) loss_giou: 0.6749 (0.7587) loss_giou_aux_0: 0.7281 (0.8165) loss_giou_aux_1: 0.6816 (0.7821) loss_giou_aux_2: 0.6810 (0.7692) loss_giou_aux_3: 0.6848 (0.7637) loss_giou_aux_4: 0.6792 (0.7609) loss_giou_aux_5: 0.8336 (0.9362) loss_giou_dn_0: 0.8972 (1.0028) loss_giou_dn_1: 0.7713 (0.8944) loss_giou_dn_2: 0.7201 (0.8575) loss_giou_dn_3: 0.7035 (0.8425) loss_giou_dn_4: 0.6990 (0.8393) loss_giou_dn_5: 0.6993 (0.8398) loss_vfl: 0.8817 (0.9987) loss_vfl_aux_0: 0.9804 (1.0193) loss_vfl_aux_1: 0.9601 (1.0252) loss_vfl_aux_2: 0.9217 (1.0066) loss_vfl_aux_3: 0.8792 (0.9931) loss_vfl_aux_4: 0.8681 (0.9902) loss_vfl_aux_5: 0.9762 (0.9964) loss_vfl_dn_0: 0.5001 (0.4953) loss_vfl_dn_1: 0.4988 (0.5059) loss_vfl_dn_2: 0.4880 (0.5127) loss_vfl_dn_3: 0.4863 (0.5212) loss_vfl_dn_4: 0.4934 (0.5300) loss_vfl_dn_5: 0.5012 (0.5373) time: 0.6797 data: 0.0147 max mem: 5651 Epoch: [0] [6900/7393] eta: 0:03:47 lr: 0.000010 loss: 23.7824 (26.2658) loss_bbox: 0.2734 (0.3117) loss_bbox_aux_0: 0.2904 (0.3484) loss_bbox_aux_1: 0.2744 (0.3240) loss_bbox_aux_2: 0.2721 (0.3173) loss_bbox_aux_3: 0.2620 (0.3143) loss_bbox_aux_4: 0.2692 (0.3130) loss_bbox_aux_5: 0.3603 (0.4378) loss_bbox_dn_0: 0.5099 (0.5642) loss_bbox_dn_1: 0.4226 (0.4944) loss_bbox_dn_2: 0.4008 (0.4736) loss_bbox_dn_3: 0.3926 (0.4667) loss_bbox_dn_4: 0.3912 (0.4655) loss_bbox_dn_5: 0.3912 (0.4655) loss_giou: 0.6432 (0.7575) loss_giou_aux_0: 0.6764 (0.8151) loss_giou_aux_1: 0.6374 (0.7808) loss_giou_aux_2: 0.6412 (0.7679) loss_giou_aux_3: 0.6537 (0.7625) loss_giou_aux_4: 0.6434 (0.7597) loss_giou_aux_5: 0.8154 (0.9349) loss_giou_dn_0: 0.8852 (1.0014) loss_giou_dn_1: 0.7664 (0.8929) loss_giou_dn_2: 0.7256 (0.8560) loss_giou_dn_3: 0.7173 (0.8411) loss_giou_dn_4: 0.7156 (0.8379) loss_giou_dn_5: 0.7163 (0.8383) loss_vfl: 0.9183 (0.9973) loss_vfl_aux_0: 1.0110 (1.0190) loss_vfl_aux_1: 1.0068 (1.0247) loss_vfl_aux_2: 0.9540 (1.0057) loss_vfl_aux_3: 0.9223 (0.9919) loss_vfl_aux_4: 0.9239 (0.9889) loss_vfl_aux_5: 0.9743 (0.9959) loss_vfl_dn_0: 0.4977 (0.4953) loss_vfl_dn_1: 0.4926 (0.5057) loss_vfl_dn_2: 0.4834 (0.5123) loss_vfl_dn_3: 0.4865 (0.5206) loss_vfl_dn_4: 0.4882 (0.5294) loss_vfl_dn_5: 0.4975 (0.5367) time: 0.4523 data: 0.0140 max mem: 5651 Epoch: [0] [7000/7393] eta: 0:03:01 lr: 0.000010 loss: 22.7757 (26.2193) loss_bbox: 0.2212 (0.3106) loss_bbox_aux_0: 0.2413 (0.3471) loss_bbox_aux_1: 0.2204 (0.3229) loss_bbox_aux_2: 0.2207 (0.3161) loss_bbox_aux_3: 0.2145 (0.3132) loss_bbox_aux_4: 0.2224 (0.3119) loss_bbox_aux_5: 0.3208 (0.4364) loss_bbox_dn_0: 0.4133 (0.5629) loss_bbox_dn_1: 0.3336 (0.4930) loss_bbox_dn_2: 0.3137 (0.4722) loss_bbox_dn_3: 0.3067 (0.4653) loss_bbox_dn_4: 0.3051 (0.4641) loss_bbox_dn_5: 0.3049 (0.4641) loss_giou: 0.6703 (0.7561) loss_giou_aux_0: 0.7163 (0.8136) loss_giou_aux_1: 0.6948 (0.7792) loss_giou_aux_2: 0.6913 (0.7665) loss_giou_aux_3: 0.6857 (0.7610) loss_giou_aux_4: 0.6783 (0.7583) loss_giou_aux_5: 0.8713 (0.9333) loss_giou_dn_0: 0.9044 (0.9999) loss_giou_dn_1: 0.7940 (0.8912) loss_giou_dn_2: 0.7511 (0.8543) loss_giou_dn_3: 0.7365 (0.8393) loss_giou_dn_4: 0.7331 (0.8361) loss_giou_dn_5: 0.7333 (0.8366) loss_vfl: 0.8440 (0.9957) loss_vfl_aux_0: 0.9271 (1.0185) loss_vfl_aux_1: 0.9262 (1.0241) loss_vfl_aux_2: 0.8745 (1.0046) loss_vfl_aux_3: 0.8465 (0.9905) loss_vfl_aux_4: 0.8479 (0.9874) loss_vfl_aux_5: 0.9115 (0.9956) loss_vfl_dn_0: 0.4917 (0.4954) loss_vfl_dn_1: 0.4844 (0.5056) loss_vfl_dn_2: 0.4794 (0.5119) loss_vfl_dn_3: 0.4816 (0.5201) loss_vfl_dn_4: 0.4879 (0.5288) loss_vfl_dn_5: 0.4952 (0.5361) time: 0.4661 data: 0.0139 max mem: 5651 Epoch: [0] [7100/7393] eta: 0:02:15 lr: 0.000010 loss: 23.5685 (26.1799) loss_bbox: 0.2408 (0.3098) loss_bbox_aux_0: 0.2726 (0.3461) loss_bbox_aux_1: 0.2453 (0.3219) loss_bbox_aux_2: 0.2436 (0.3152) loss_bbox_aux_3: 0.2396 (0.3123) loss_bbox_aux_4: 0.2381 (0.3110) loss_bbox_aux_5: 0.3467 (0.4352) loss_bbox_dn_0: 0.4721 (0.5618) loss_bbox_dn_1: 0.3962 (0.4919) loss_bbox_dn_2: 0.3869 (0.4710) loss_bbox_dn_3: 0.3766 (0.4641) loss_bbox_dn_4: 0.3716 (0.4630) loss_bbox_dn_5: 0.3717 (0.4630) loss_giou: 0.7189 (0.7549) loss_giou_aux_0: 0.7760 (0.8122) loss_giou_aux_1: 0.7325 (0.7779) loss_giou_aux_2: 0.7277 (0.7652) loss_giou_aux_3: 0.7314 (0.7598) loss_giou_aux_4: 0.7223 (0.7571) loss_giou_aux_5: 0.8626 (0.9319) loss_giou_dn_0: 0.9191 (0.9984) loss_giou_dn_1: 0.8124 (0.8895) loss_giou_dn_2: 0.7785 (0.8526) loss_giou_dn_3: 0.7621 (0.8378) loss_giou_dn_4: 0.7610 (0.8346) loss_giou_dn_5: 0.7617 (0.8350) loss_vfl: 0.8597 (0.9942) loss_vfl_aux_0: 0.9745 (1.0184) loss_vfl_aux_1: 0.9895 (1.0236) loss_vfl_aux_2: 0.9299 (1.0037) loss_vfl_aux_3: 0.8835 (0.9892) loss_vfl_aux_4: 0.8671 (0.9860) loss_vfl_aux_5: 0.9300 (0.9955) loss_vfl_dn_0: 0.4827 (0.4954) loss_vfl_dn_1: 0.4791 (0.5054) loss_vfl_dn_2: 0.4661 (0.5116) loss_vfl_dn_3: 0.4700 (0.5196) loss_vfl_dn_4: 0.4804 (0.5283) loss_vfl_dn_5: 0.4852 (0.5356) time: 0.4517 data: 0.0140 max mem: 5651 Epoch: [0] [7200/7393] eta: 0:01:29 lr: 0.000010 loss: 23.3731 (26.1431) loss_bbox: 0.2399 (0.3090) loss_bbox_aux_0: 0.2677 (0.3451) loss_bbox_aux_1: 0.2438 (0.3210) loss_bbox_aux_2: 0.2372 (0.3144) loss_bbox_aux_3: 0.2436 (0.3115) loss_bbox_aux_4: 0.2422 (0.3102) loss_bbox_aux_5: 0.3506 (0.4342) loss_bbox_dn_0: 0.5230 (0.5610) loss_bbox_dn_1: 0.4402 (0.4910) loss_bbox_dn_2: 0.4145 (0.4701) loss_bbox_dn_3: 0.4065 (0.4632) loss_bbox_dn_4: 0.4029 (0.4620) loss_bbox_dn_5: 0.4027 (0.4620) loss_giou: 0.6826 (0.7536) loss_giou_aux_0: 0.7182 (0.8107) loss_giou_aux_1: 0.6826 (0.7765) loss_giou_aux_2: 0.6653 (0.7638) loss_giou_aux_3: 0.6798 (0.7585) loss_giou_aux_4: 0.6796 (0.7558) loss_giou_aux_5: 0.8356 (0.9304) loss_giou_dn_0: 0.8733 (0.9969) loss_giou_dn_1: 0.7568 (0.8879) loss_giou_dn_2: 0.7142 (0.8511) loss_giou_dn_3: 0.6985 (0.8362) loss_giou_dn_4: 0.6938 (0.8330) loss_giou_dn_5: 0.6936 (0.8335) loss_vfl: 0.9017 (0.9929) loss_vfl_aux_0: 1.0185 (1.0185) loss_vfl_aux_1: 0.9898 (1.0234) loss_vfl_aux_2: 0.9519 (1.0030) loss_vfl_aux_3: 0.8904 (0.9882) loss_vfl_aux_4: 0.9087 (0.9849) loss_vfl_aux_5: 0.9878 (0.9955) loss_vfl_dn_0: 0.4996 (0.4956) loss_vfl_dn_1: 0.4957 (0.5053) loss_vfl_dn_2: 0.4880 (0.5113) loss_vfl_dn_3: 0.4802 (0.5191) loss_vfl_dn_4: 0.4911 (0.5278) loss_vfl_dn_5: 0.5005 (0.5351) time: 0.4510 data: 0.0136 max mem: 5651 Epoch: [0] [7300/7393] eta: 0:00:42 lr: 0.000010 loss: 22.8424 (26.1005) loss_bbox: 0.2268 (0.3080) loss_bbox_aux_0: 0.2339 (0.3439) loss_bbox_aux_1: 0.2286 (0.3199) loss_bbox_aux_2: 0.2288 (0.3133) loss_bbox_aux_3: 0.2278 (0.3105) loss_bbox_aux_4: 0.2281 (0.3093) loss_bbox_aux_5: 0.3201 (0.4328) loss_bbox_dn_0: 0.4254 (0.5598) loss_bbox_dn_1: 0.3442 (0.4897) loss_bbox_dn_2: 0.3185 (0.4688) loss_bbox_dn_3: 0.3111 (0.4619) loss_bbox_dn_4: 0.3105 (0.4607) loss_bbox_dn_5: 0.3102 (0.4607) loss_giou: 0.6316 (0.7523) loss_giou_aux_0: 0.6776 (0.8093) loss_giou_aux_1: 0.6406 (0.7751) loss_giou_aux_2: 0.6480 (0.7625) loss_giou_aux_3: 0.6440 (0.7572) loss_giou_aux_4: 0.6389 (0.7545) loss_giou_aux_5: 0.7885 (0.9290) loss_giou_dn_0: 0.8663 (0.9954) loss_giou_dn_1: 0.7446 (0.8863) loss_giou_dn_2: 0.7050 (0.8494) loss_giou_dn_3: 0.6912 (0.8346) loss_giou_dn_4: 0.6863 (0.8314) loss_giou_dn_5: 0.6868 (0.8318) loss_vfl: 0.8519 (0.9915) loss_vfl_aux_0: 0.9566 (1.0181) loss_vfl_aux_1: 0.9336 (1.0229) loss_vfl_aux_2: 0.8945 (1.0020) loss_vfl_aux_3: 0.8670 (0.9869) loss_vfl_aux_4: 0.8683 (0.9835) loss_vfl_aux_5: 0.9472 (0.9952) loss_vfl_dn_0: 0.4951 (0.4956) loss_vfl_dn_1: 0.4879 (0.5051) loss_vfl_dn_2: 0.4874 (0.5110) loss_vfl_dn_3: 0.4857 (0.5187) loss_vfl_dn_4: 0.4908 (0.5273) loss_vfl_dn_5: 0.5053 (0.5346) time: 0.4642 data: 0.0138 max mem: 5651 Epoch: [0] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 23.7569 (26.0680) loss_bbox: 0.2262 (0.3073) loss_bbox_aux_0: 0.2694 (0.3431) loss_bbox_aux_1: 0.2485 (0.3192) loss_bbox_aux_2: 0.2265 (0.3126) loss_bbox_aux_3: 0.2257 (0.3097) loss_bbox_aux_4: 0.2281 (0.3086) loss_bbox_aux_5: 0.3455 (0.4318) loss_bbox_dn_0: 0.4723 (0.5589) loss_bbox_dn_1: 0.4004 (0.4888) loss_bbox_dn_2: 0.3862 (0.4679) loss_bbox_dn_3: 0.3807 (0.4610) loss_bbox_dn_4: 0.3805 (0.4598) loss_bbox_dn_5: 0.3805 (0.4598) loss_giou: 0.6646 (0.7513) loss_giou_aux_0: 0.6901 (0.8081) loss_giou_aux_1: 0.6848 (0.7740) loss_giou_aux_2: 0.6660 (0.7614) loss_giou_aux_3: 0.6677 (0.7561) loss_giou_aux_4: 0.6657 (0.7534) loss_giou_aux_5: 0.8068 (0.9279) loss_giou_dn_0: 0.8856 (0.9942) loss_giou_dn_1: 0.7634 (0.8849) loss_giou_dn_2: 0.7257 (0.8481) loss_giou_dn_3: 0.7091 (0.8333) loss_giou_dn_4: 0.7068 (0.8301) loss_giou_dn_5: 0.7069 (0.8305) loss_vfl: 0.8790 (0.9904) loss_vfl_aux_0: 0.9853 (1.0180) loss_vfl_aux_1: 0.9369 (1.0224) loss_vfl_aux_2: 0.9389 (1.0013) loss_vfl_aux_3: 0.8979 (0.9860) loss_vfl_aux_4: 0.8864 (0.9825) loss_vfl_aux_5: 0.9939 (0.9951) loss_vfl_dn_0: 0.5035 (0.4957) loss_vfl_dn_1: 0.4924 (0.5050) loss_vfl_dn_2: 0.4766 (0.5107) loss_vfl_dn_3: 0.4745 (0.5183) loss_vfl_dn_4: 0.4810 (0.5269) loss_vfl_dn_5: 0.4895 (0.5342) time: 0.4557 data: 0.0139 max mem: 5651 Epoch: [0] Total time: 0:56:55 (0.4620 s / it) Averaged stats: lr: 0.000010 loss: 23.7569 (26.0680) loss_bbox: 0.2262 (0.3073) loss_bbox_aux_0: 0.2694 (0.3431) loss_bbox_aux_1: 0.2485 (0.3192) loss_bbox_aux_2: 0.2265 (0.3126) loss_bbox_aux_3: 0.2257 (0.3097) loss_bbox_aux_4: 0.2281 (0.3086) loss_bbox_aux_5: 0.3455 (0.4318) loss_bbox_dn_0: 0.4723 (0.5589) loss_bbox_dn_1: 0.4004 (0.4888) loss_bbox_dn_2: 0.3862 (0.4679) loss_bbox_dn_3: 0.3807 (0.4610) loss_bbox_dn_4: 0.3805 (0.4598) loss_bbox_dn_5: 0.3805 (0.4598) loss_giou: 0.6646 (0.7513) loss_giou_aux_0: 0.6901 (0.8081) loss_giou_aux_1: 0.6848 (0.7740) loss_giou_aux_2: 0.6660 (0.7614) loss_giou_aux_3: 0.6677 (0.7561) loss_giou_aux_4: 0.6657 (0.7534) loss_giou_aux_5: 0.8068 (0.9279) loss_giou_dn_0: 0.8856 (0.9942) loss_giou_dn_1: 0.7634 (0.8849) loss_giou_dn_2: 0.7257 (0.8481) loss_giou_dn_3: 0.7091 (0.8333) loss_giou_dn_4: 0.7068 (0.8301) loss_giou_dn_5: 0.7069 (0.8305) loss_vfl: 0.8790 (0.9904) loss_vfl_aux_0: 0.9853 (1.0180) loss_vfl_aux_1: 0.9369 (1.0224) loss_vfl_aux_2: 0.9389 (1.0013) loss_vfl_aux_3: 0.8979 (0.9860) loss_vfl_aux_4: 0.8864 (0.9825) loss_vfl_aux_5: 0.9939 (0.9951) loss_vfl_dn_0: 0.5035 (0.4957) loss_vfl_dn_1: 0.4924 (0.5050) loss_vfl_dn_2: 0.4766 (0.5107) loss_vfl_dn_3: 0.4745 (0.5183) loss_vfl_dn_4: 0.4810 (0.5269) loss_vfl_dn_5: 0.4895 (0.5342) Test: [ 0/157] eta: 0:02:54 time: 1.1119 data: 0.7227 max mem: 5651 Test: [ 10/157] eta: 0:01:04 time: 0.4361 data: 0.0909 max mem: 5651 Test: [ 20/157] eta: 0:00:54 time: 0.3652 data: 0.0274 max mem: 5651 Test: [ 30/157] eta: 0:01:02 time: 0.5202 data: 0.0265 max mem: 5651 Test: [ 40/157] eta: 0:00:53 time: 0.5241 data: 0.0265 max mem: 5651 Test: [ 50/157] eta: 0:00:47 time: 0.3736 data: 0.0268 max mem: 5651 Test: [ 60/157] eta: 0:00:42 time: 0.3790 data: 0.0271 max mem: 5651 Test: [ 70/157] eta: 0:00:36 time: 0.3711 data: 0.0269 max mem: 5651 Test: [ 80/157] eta: 0:00:32 time: 0.3736 data: 0.0265 max mem: 5651 Test: [ 90/157] eta: 0:00:27 time: 0.3786 data: 0.0264 max mem: 5651 Test: [100/157] eta: 0:00:23 time: 0.3691 data: 0.0263 max mem: 5651 Test: [110/157] eta: 0:00:20 time: 0.4930 data: 0.0265 max mem: 5651 Test: [120/157] eta: 0:00:15 time: 0.4933 data: 0.0267 max mem: 5651 Test: [130/157] eta: 0:00:11 time: 0.3689 data: 0.0262 max mem: 5651 Test: [140/157] eta: 0:00:07 time: 0.3657 data: 0.0264 max mem: 5651 Test: [150/157] eta: 0:00:02 time: 0.3566 data: 0.0268 max mem: 5651 Test: [156/157] eta: 0:00:00 time: 0.3480 data: 0.0256 max mem: 5651 Test: Total time: 0:01:04 (0.4094 s / it) Averaged stats: Accumulating evaluation results... DONE (t=28.60s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.468 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.169 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.300 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.821 best_stat: {'epoch': 0, 'coco_eval_bbox': 0.3242537916025422} Epoch: [1] [ 0/7393] eta: 3:01:09 lr: 0.000010 loss: 22.2940 (22.2940) loss_bbox: 0.2188 (0.2188) loss_bbox_aux_0: 0.2329 (0.2329) loss_bbox_aux_1: 0.2156 (0.2156) loss_bbox_aux_2: 0.2121 (0.2121) loss_bbox_aux_3: 0.2155 (0.2155) loss_bbox_aux_4: 0.2175 (0.2175) loss_bbox_aux_5: 0.3208 (0.3208) loss_bbox_dn_0: 0.5460 (0.5460) loss_bbox_dn_1: 0.4892 (0.4892) loss_bbox_dn_2: 0.4648 (0.4648) loss_bbox_dn_3: 0.4594 (0.4594) loss_bbox_dn_4: 0.4576 (0.4576) loss_bbox_dn_5: 0.4577 (0.4577) loss_giou: 0.5538 (0.5538) loss_giou_aux_0: 0.5946 (0.5946) loss_giou_aux_1: 0.5582 (0.5582) loss_giou_aux_2: 0.5526 (0.5526) loss_giou_aux_3: 0.5501 (0.5501) loss_giou_aux_4: 0.5521 (0.5521) loss_giou_aux_5: 0.7132 (0.7132) loss_giou_dn_0: 0.8205 (0.8205) loss_giou_dn_1: 0.6921 (0.6921) loss_giou_dn_2: 0.6612 (0.6612) loss_giou_dn_3: 0.6440 (0.6440) loss_giou_dn_4: 0.6394 (0.6394) loss_giou_dn_5: 0.6394 (0.6394) loss_vfl: 0.8987 (0.8987) loss_vfl_aux_0: 1.0209 (1.0209) loss_vfl_aux_1: 0.9918 (0.9918) loss_vfl_aux_2: 0.9465 (0.9465) loss_vfl_aux_3: 0.9123 (0.9123) loss_vfl_aux_4: 0.9061 (0.9061) loss_vfl_aux_5: 0.9909 (0.9909) loss_vfl_dn_0: 0.5112 (0.5112) loss_vfl_dn_1: 0.4995 (0.4995) loss_vfl_dn_2: 0.4853 (0.4853) loss_vfl_dn_3: 0.4808 (0.4808) loss_vfl_dn_4: 0.4830 (0.4830) loss_vfl_dn_5: 0.4879 (0.4879) time: 1.4702 data: 0.9642 max mem: 5651 Epoch: [1] [ 100/7393] eta: 0:58:58 lr: 0.000010 loss: 22.9756 (23.0316) loss_bbox: 0.2348 (0.2460) loss_bbox_aux_0: 0.2504 (0.2665) loss_bbox_aux_1: 0.2578 (0.2493) loss_bbox_aux_2: 0.2489 (0.2489) loss_bbox_aux_3: 0.2326 (0.2461) loss_bbox_aux_4: 0.2303 (0.2463) loss_bbox_aux_5: 0.3394 (0.3441) loss_bbox_dn_0: 0.4928 (0.4784) loss_bbox_dn_1: 0.3949 (0.4023) loss_bbox_dn_2: 0.3646 (0.3806) loss_bbox_dn_3: 0.3621 (0.3737) loss_bbox_dn_4: 0.3610 (0.3723) loss_bbox_dn_5: 0.3611 (0.3723) loss_giou: 0.6320 (0.6562) loss_giou_aux_0: 0.6601 (0.6988) loss_giou_aux_1: 0.6344 (0.6707) loss_giou_aux_2: 0.6465 (0.6627) loss_giou_aux_3: 0.6281 (0.6577) loss_giou_aux_4: 0.6309 (0.6566) loss_giou_aux_5: 0.8108 (0.8188) loss_giou_dn_0: 0.8772 (0.8785) loss_giou_dn_1: 0.7489 (0.7601) loss_giou_dn_2: 0.7205 (0.7240) loss_giou_dn_3: 0.7053 (0.7117) loss_giou_dn_4: 0.7031 (0.7086) loss_giou_dn_5: 0.7028 (0.7088) loss_vfl: 0.8823 (0.8853) loss_vfl_aux_0: 0.9727 (0.9996) loss_vfl_aux_1: 0.9494 (0.9773) loss_vfl_aux_2: 0.9427 (0.9255) loss_vfl_aux_3: 0.8939 (0.8952) loss_vfl_aux_4: 0.8778 (0.8839) loss_vfl_aux_5: 0.9707 (0.9804) loss_vfl_dn_0: 0.5039 (0.5018) loss_vfl_dn_1: 0.4889 (0.4936) loss_vfl_dn_2: 0.4796 (0.4851) loss_vfl_dn_3: 0.4779 (0.4827) loss_vfl_dn_4: 0.4761 (0.4869) loss_vfl_dn_5: 0.4815 (0.4942) time: 0.4788 data: 0.0168 max mem: 5651 Epoch: [1] [ 200/7393] eta: 0:57:31 lr: 0.000010 loss: 23.0353 (23.0190) loss_bbox: 0.2333 (0.2459) loss_bbox_aux_0: 0.2565 (0.2689) loss_bbox_aux_1: 0.2451 (0.2496) loss_bbox_aux_2: 0.2393 (0.2478) loss_bbox_aux_3: 0.2342 (0.2452) loss_bbox_aux_4: 0.2342 (0.2458) loss_bbox_aux_5: 0.3301 (0.3468) loss_bbox_dn_0: 0.4458 (0.4804) loss_bbox_dn_1: 0.3853 (0.4024) loss_bbox_dn_2: 0.3590 (0.3805) loss_bbox_dn_3: 0.3546 (0.3739) loss_bbox_dn_4: 0.3545 (0.3726) loss_bbox_dn_5: 0.3547 (0.3726) loss_giou: 0.6792 (0.6557) loss_giou_aux_0: 0.6923 (0.7023) loss_giou_aux_1: 0.6796 (0.6710) loss_giou_aux_2: 0.6730 (0.6611) loss_giou_aux_3: 0.6778 (0.6572) loss_giou_aux_4: 0.6804 (0.6562) loss_giou_aux_5: 0.8141 (0.8212) loss_giou_dn_0: 0.8923 (0.8771) loss_giou_dn_1: 0.7706 (0.7566) loss_giou_dn_2: 0.7357 (0.7208) loss_giou_dn_3: 0.7177 (0.7085) loss_giou_dn_4: 0.7154 (0.7055) loss_giou_dn_5: 0.7155 (0.7056) loss_vfl: 0.8337 (0.8842) loss_vfl_aux_0: 0.9481 (0.9957) loss_vfl_aux_1: 0.9537 (0.9808) loss_vfl_aux_2: 0.9113 (0.9296) loss_vfl_aux_3: 0.8734 (0.8974) loss_vfl_aux_4: 0.8399 (0.8839) loss_vfl_aux_5: 0.9396 (0.9850) loss_vfl_dn_0: 0.4889 (0.5003) loss_vfl_dn_1: 0.4847 (0.4916) loss_vfl_dn_2: 0.4759 (0.4826) loss_vfl_dn_3: 0.4725 (0.4802) loss_vfl_dn_4: 0.4743 (0.4849) loss_vfl_dn_5: 0.4802 (0.4917) time: 0.4704 data: 0.0170 max mem: 5651 Epoch: [1] [ 300/7393] eta: 0:56:35 lr: 0.000010 loss: 22.9531 (23.0157) loss_bbox: 0.2490 (0.2470) loss_bbox_aux_0: 0.2818 (0.2694) loss_bbox_aux_1: 0.2613 (0.2511) loss_bbox_aux_2: 0.2590 (0.2492) loss_bbox_aux_3: 0.2543 (0.2465) loss_bbox_aux_4: 0.2495 (0.2468) loss_bbox_aux_5: 0.3745 (0.3462) loss_bbox_dn_0: 0.4658 (0.4749) loss_bbox_dn_1: 0.3870 (0.3983) loss_bbox_dn_2: 0.3688 (0.3766) loss_bbox_dn_3: 0.3628 (0.3702) loss_bbox_dn_4: 0.3622 (0.3690) loss_bbox_dn_5: 0.3623 (0.3690) loss_giou: 0.6830 (0.6618) loss_giou_aux_0: 0.7195 (0.7082) loss_giou_aux_1: 0.6997 (0.6775) loss_giou_aux_2: 0.6834 (0.6679) loss_giou_aux_3: 0.6859 (0.6638) loss_giou_aux_4: 0.6821 (0.6623) loss_giou_aux_5: 0.8612 (0.8275) loss_giou_dn_0: 0.8859 (0.8803) loss_giou_dn_1: 0.7687 (0.7609) loss_giou_dn_2: 0.7315 (0.7251) loss_giou_dn_3: 0.7240 (0.7130) loss_giou_dn_4: 0.7211 (0.7100) loss_giou_dn_5: 0.7214 (0.7102) loss_vfl: 0.8744 (0.8786) loss_vfl_aux_0: 0.9452 (0.9871) loss_vfl_aux_1: 0.9370 (0.9710) loss_vfl_aux_2: 0.8818 (0.9216) loss_vfl_aux_3: 0.8857 (0.8908) loss_vfl_aux_4: 0.8619 (0.8787) loss_vfl_aux_5: 0.9234 (0.9764) loss_vfl_dn_0: 0.4910 (0.4997) loss_vfl_dn_1: 0.4822 (0.4906) loss_vfl_dn_2: 0.4760 (0.4825) loss_vfl_dn_3: 0.4810 (0.4798) loss_vfl_dn_4: 0.4763 (0.4844) loss_vfl_dn_5: 0.4851 (0.4916) time: 0.4756 data: 0.0177 max mem: 5651 Epoch: [1] [ 400/7393] eta: 0:55:40 lr: 0.000010 loss: 22.5585 (23.0441) loss_bbox: 0.2306 (0.2478) loss_bbox_aux_0: 0.2525 (0.2696) loss_bbox_aux_1: 0.2351 (0.2516) loss_bbox_aux_2: 0.2298 (0.2490) loss_bbox_aux_3: 0.2296 (0.2472) loss_bbox_aux_4: 0.2300 (0.2477) loss_bbox_aux_5: 0.3188 (0.3480) loss_bbox_dn_0: 0.4285 (0.4786) loss_bbox_dn_1: 0.3512 (0.4011) loss_bbox_dn_2: 0.3251 (0.3790) loss_bbox_dn_3: 0.3174 (0.3725) loss_bbox_dn_4: 0.3171 (0.3713) loss_bbox_dn_5: 0.3171 (0.3712) loss_giou: 0.6624 (0.6595) loss_giou_aux_0: 0.7045 (0.7056) loss_giou_aux_1: 0.6745 (0.6745) loss_giou_aux_2: 0.6707 (0.6652) loss_giou_aux_3: 0.6669 (0.6612) loss_giou_aux_4: 0.6655 (0.6598) loss_giou_aux_5: 0.8342 (0.8251) loss_giou_dn_0: 0.9000 (0.8807) loss_giou_dn_1: 0.7812 (0.7607) loss_giou_dn_2: 0.7390 (0.7248) loss_giou_dn_3: 0.7266 (0.7127) loss_giou_dn_4: 0.7224 (0.7097) loss_giou_dn_5: 0.7228 (0.7099) loss_vfl: 0.8681 (0.8802) loss_vfl_aux_0: 0.9337 (0.9923) loss_vfl_aux_1: 0.9457 (0.9750) loss_vfl_aux_2: 0.9009 (0.9247) loss_vfl_aux_3: 0.8748 (0.8926) loss_vfl_aux_4: 0.8588 (0.8804) loss_vfl_aux_5: 0.9342 (0.9783) loss_vfl_dn_0: 0.4973 (0.4999) loss_vfl_dn_1: 0.4951 (0.4915) loss_vfl_dn_2: 0.4897 (0.4841) loss_vfl_dn_3: 0.4812 (0.4813) loss_vfl_dn_4: 0.4883 (0.4862) loss_vfl_dn_5: 0.4966 (0.4936) time: 0.4646 data: 0.0173 max mem: 5651 Epoch: [1] [ 500/7393] eta: 0:54:54 lr: 0.000010 loss: 23.1965 (23.0322) loss_bbox: 0.2456 (0.2472) loss_bbox_aux_0: 0.2674 (0.2688) loss_bbox_aux_1: 0.2418 (0.2510) loss_bbox_aux_2: 0.2490 (0.2486) loss_bbox_aux_3: 0.2492 (0.2468) loss_bbox_aux_4: 0.2381 (0.2472) loss_bbox_aux_5: 0.3568 (0.3470) loss_bbox_dn_0: 0.4444 (0.4761) loss_bbox_dn_1: 0.3835 (0.3991) loss_bbox_dn_2: 0.3615 (0.3773) loss_bbox_dn_3: 0.3559 (0.3708) loss_bbox_dn_4: 0.3544 (0.3696) loss_bbox_dn_5: 0.3543 (0.3696) loss_giou: 0.6988 (0.6622) loss_giou_aux_0: 0.7735 (0.7074) loss_giou_aux_1: 0.7245 (0.6777) loss_giou_aux_2: 0.7074 (0.6682) loss_giou_aux_3: 0.7037 (0.6640) loss_giou_aux_4: 0.7019 (0.6628) loss_giou_aux_5: 0.8939 (0.8271) loss_giou_dn_0: 0.8977 (0.8827) loss_giou_dn_1: 0.7780 (0.7629) loss_giou_dn_2: 0.7424 (0.7271) loss_giou_dn_3: 0.7341 (0.7151) loss_giou_dn_4: 0.7327 (0.7121) loss_giou_dn_5: 0.7329 (0.7123) loss_vfl: 0.8393 (0.8773) loss_vfl_aux_0: 0.9143 (0.9883) loss_vfl_aux_1: 0.9028 (0.9708) loss_vfl_aux_2: 0.8680 (0.9207) loss_vfl_aux_3: 0.8462 (0.8890) loss_vfl_aux_4: 0.8319 (0.8769) loss_vfl_aux_5: 0.9285 (0.9740) loss_vfl_dn_0: 0.4985 (0.4995) loss_vfl_dn_1: 0.4886 (0.4914) loss_vfl_dn_2: 0.4806 (0.4837) loss_vfl_dn_3: 0.4782 (0.4810) loss_vfl_dn_4: 0.4798 (0.4856) loss_vfl_dn_5: 0.4889 (0.4931) time: 0.4689 data: 0.0172 max mem: 5651 Epoch: [1] [ 600/7393] eta: 0:54:03 lr: 0.000010 loss: 22.5957 (23.0578) loss_bbox: 0.2364 (0.2482) loss_bbox_aux_0: 0.2582 (0.2699) loss_bbox_aux_1: 0.2409 (0.2520) loss_bbox_aux_2: 0.2355 (0.2493) loss_bbox_aux_3: 0.2378 (0.2477) loss_bbox_aux_4: 0.2423 (0.2483) loss_bbox_aux_5: 0.3227 (0.3477) loss_bbox_dn_0: 0.4473 (0.4807) loss_bbox_dn_1: 0.3702 (0.4034) loss_bbox_dn_2: 0.3496 (0.3818) loss_bbox_dn_3: 0.3426 (0.3753) loss_bbox_dn_4: 0.3425 (0.3741) loss_bbox_dn_5: 0.3423 (0.3741) loss_giou: 0.6604 (0.6579) loss_giou_aux_0: 0.7045 (0.7040) loss_giou_aux_1: 0.6900 (0.6737) loss_giou_aux_2: 0.6724 (0.6642) loss_giou_aux_3: 0.6629 (0.6597) loss_giou_aux_4: 0.6682 (0.6586) loss_giou_aux_5: 0.8205 (0.8222) loss_giou_dn_0: 0.8811 (0.8813) loss_giou_dn_1: 0.7641 (0.7611) loss_giou_dn_2: 0.7258 (0.7255) loss_giou_dn_3: 0.7112 (0.7134) loss_giou_dn_4: 0.7101 (0.7104) loss_giou_dn_5: 0.7100 (0.7106) loss_vfl: 0.8517 (0.8815) loss_vfl_aux_0: 0.9978 (0.9922) loss_vfl_aux_1: 0.9579 (0.9761) loss_vfl_aux_2: 0.9031 (0.9255) loss_vfl_aux_3: 0.8698 (0.8928) loss_vfl_aux_4: 0.8628 (0.8808) loss_vfl_aux_5: 0.9610 (0.9787) loss_vfl_dn_0: 0.4894 (0.4995) loss_vfl_dn_1: 0.4835 (0.4916) loss_vfl_dn_2: 0.4830 (0.4838) loss_vfl_dn_3: 0.4767 (0.4811) loss_vfl_dn_4: 0.4824 (0.4857) loss_vfl_dn_5: 0.4913 (0.4931) time: 0.4722 data: 0.0177 max mem: 5651 Epoch: [1] [ 700/7393] eta: 0:53:12 lr: 0.000010 loss: 22.4260 (23.0336) loss_bbox: 0.2106 (0.2472) loss_bbox_aux_0: 0.2311 (0.2689) loss_bbox_aux_1: 0.2176 (0.2509) loss_bbox_aux_2: 0.2129 (0.2483) loss_bbox_aux_3: 0.2136 (0.2468) loss_bbox_aux_4: 0.2129 (0.2474) loss_bbox_aux_5: 0.3038 (0.3469) loss_bbox_dn_0: 0.3977 (0.4792) loss_bbox_dn_1: 0.3197 (0.4020) loss_bbox_dn_2: 0.3032 (0.3804) loss_bbox_dn_3: 0.2996 (0.3739) loss_bbox_dn_4: 0.3001 (0.3727) loss_bbox_dn_5: 0.3003 (0.3727) loss_giou: 0.6636 (0.6569) loss_giou_aux_0: 0.7170 (0.7033) loss_giou_aux_1: 0.6971 (0.6729) loss_giou_aux_2: 0.6743 (0.6634) loss_giou_aux_3: 0.6659 (0.6588) loss_giou_aux_4: 0.6586 (0.6576) loss_giou_aux_5: 0.8258 (0.8213) loss_giou_dn_0: 0.8724 (0.8805) loss_giou_dn_1: 0.7535 (0.7604) loss_giou_dn_2: 0.7212 (0.7247) loss_giou_dn_3: 0.7150 (0.7128) loss_giou_dn_4: 0.7112 (0.7098) loss_giou_dn_5: 0.7110 (0.7099) loss_vfl: 0.8513 (0.8818) loss_vfl_aux_0: 0.9762 (0.9931) loss_vfl_aux_1: 0.9766 (0.9779) loss_vfl_aux_2: 0.9244 (0.9259) loss_vfl_aux_3: 0.8761 (0.8930) loss_vfl_aux_4: 0.8711 (0.8813) loss_vfl_aux_5: 0.9465 (0.9771) loss_vfl_dn_0: 0.4929 (0.4997) loss_vfl_dn_1: 0.4913 (0.4914) loss_vfl_dn_2: 0.4826 (0.4836) loss_vfl_dn_3: 0.4803 (0.4810) loss_vfl_dn_4: 0.4823 (0.4855) loss_vfl_dn_5: 0.4845 (0.4928) time: 0.4660 data: 0.0166 max mem: 5651 Epoch: [1] [ 800/7393] eta: 0:52:22 lr: 0.000010 loss: 22.7161 (23.0118) loss_bbox: 0.2240 (0.2461) loss_bbox_aux_0: 0.2481 (0.2672) loss_bbox_aux_1: 0.2246 (0.2496) loss_bbox_aux_2: 0.2274 (0.2471) loss_bbox_aux_3: 0.2176 (0.2457) loss_bbox_aux_4: 0.2271 (0.2464) loss_bbox_aux_5: 0.3164 (0.3448) loss_bbox_dn_0: 0.3827 (0.4751) loss_bbox_dn_1: 0.3233 (0.3982) loss_bbox_dn_2: 0.3112 (0.3768) loss_bbox_dn_3: 0.3092 (0.3704) loss_bbox_dn_4: 0.3073 (0.3691) loss_bbox_dn_5: 0.3073 (0.3691) loss_giou: 0.7435 (0.6608) loss_giou_aux_0: 0.7718 (0.7069) loss_giou_aux_1: 0.7480 (0.6766) loss_giou_aux_2: 0.7308 (0.6671) loss_giou_aux_3: 0.7323 (0.6627) loss_giou_aux_4: 0.7401 (0.6616) loss_giou_aux_5: 0.8992 (0.8244) loss_giou_dn_0: 0.9020 (0.8822) loss_giou_dn_1: 0.7894 (0.7625) loss_giou_dn_2: 0.7548 (0.7271) loss_giou_dn_3: 0.7468 (0.7153) loss_giou_dn_4: 0.7434 (0.7123) loss_giou_dn_5: 0.7445 (0.7124) loss_vfl: 0.8416 (0.8781) loss_vfl_aux_0: 0.9301 (0.9900) loss_vfl_aux_1: 0.9415 (0.9746) loss_vfl_aux_2: 0.8689 (0.9226) loss_vfl_aux_3: 0.8477 (0.8891) loss_vfl_aux_4: 0.8270 (0.8772) loss_vfl_aux_5: 0.9306 (0.9735) loss_vfl_dn_0: 0.4954 (0.4990) loss_vfl_dn_1: 0.4813 (0.4909) loss_vfl_dn_2: 0.4740 (0.4829) loss_vfl_dn_3: 0.4732 (0.4802) loss_vfl_dn_4: 0.4765 (0.4845) loss_vfl_dn_5: 0.4857 (0.4917) time: 0.4727 data: 0.0168 max mem: 5651 Epoch: [1] [ 900/7393] eta: 0:51:33 lr: 0.000010 loss: 22.5285 (23.0138) loss_bbox: 0.2391 (0.2462) loss_bbox_aux_0: 0.2486 (0.2670) loss_bbox_aux_1: 0.2373 (0.2494) loss_bbox_aux_2: 0.2351 (0.2470) loss_bbox_aux_3: 0.2344 (0.2458) loss_bbox_aux_4: 0.2357 (0.2464) loss_bbox_aux_5: 0.3228 (0.3448) loss_bbox_dn_0: 0.4581 (0.4769) loss_bbox_dn_1: 0.3812 (0.3996) loss_bbox_dn_2: 0.3581 (0.3780) loss_bbox_dn_3: 0.3549 (0.3716) loss_bbox_dn_4: 0.3520 (0.3703) loss_bbox_dn_5: 0.3518 (0.3703) loss_giou: 0.6596 (0.6581) loss_giou_aux_0: 0.7009 (0.7038) loss_giou_aux_1: 0.6708 (0.6735) loss_giou_aux_2: 0.6564 (0.6642) loss_giou_aux_3: 0.6581 (0.6602) loss_giou_aux_4: 0.6646 (0.6589) loss_giou_aux_5: 0.8195 (0.8213) loss_giou_dn_0: 0.8770 (0.8810) loss_giou_dn_1: 0.7585 (0.7611) loss_giou_dn_2: 0.7339 (0.7257) loss_giou_dn_3: 0.7209 (0.7139) loss_giou_dn_4: 0.7226 (0.7109) loss_giou_dn_5: 0.7230 (0.7111) loss_vfl: 0.8429 (0.8806) loss_vfl_aux_0: 0.9744 (0.9938) loss_vfl_aux_1: 0.9602 (0.9784) loss_vfl_aux_2: 0.8920 (0.9257) loss_vfl_aux_3: 0.8666 (0.8910) loss_vfl_aux_4: 0.8404 (0.8795) loss_vfl_aux_5: 0.9598 (0.9770) loss_vfl_dn_0: 0.5000 (0.4994) loss_vfl_dn_1: 0.4930 (0.4913) loss_vfl_dn_2: 0.4721 (0.4831) loss_vfl_dn_3: 0.4733 (0.4804) loss_vfl_dn_4: 0.4768 (0.4846) loss_vfl_dn_5: 0.4834 (0.4918) time: 0.4756 data: 0.0171 max mem: 5651 Epoch: [1] [1000/7393] eta: 0:50:46 lr: 0.000010 loss: 22.4223 (23.0146) loss_bbox: 0.2328 (0.2461) loss_bbox_aux_0: 0.2570 (0.2668) loss_bbox_aux_1: 0.2321 (0.2493) loss_bbox_aux_2: 0.2305 (0.2470) loss_bbox_aux_3: 0.2369 (0.2460) loss_bbox_aux_4: 0.2346 (0.2463) loss_bbox_aux_5: 0.3241 (0.3446) loss_bbox_dn_0: 0.4790 (0.4775) loss_bbox_dn_1: 0.3889 (0.4002) loss_bbox_dn_2: 0.3727 (0.3785) loss_bbox_dn_3: 0.3686 (0.3720) loss_bbox_dn_4: 0.3645 (0.3708) loss_bbox_dn_5: 0.3643 (0.3707) loss_giou: 0.5880 (0.6574) loss_giou_aux_0: 0.6472 (0.7031) loss_giou_aux_1: 0.6047 (0.6727) loss_giou_aux_2: 0.6032 (0.6635) loss_giou_aux_3: 0.5894 (0.6597) loss_giou_aux_4: 0.5871 (0.6582) loss_giou_aux_5: 0.7688 (0.8206) loss_giou_dn_0: 0.8675 (0.8804) loss_giou_dn_1: 0.7405 (0.7604) loss_giou_dn_2: 0.7078 (0.7250) loss_giou_dn_3: 0.6965 (0.7132) loss_giou_dn_4: 0.6949 (0.7102) loss_giou_dn_5: 0.6952 (0.7104) loss_vfl: 0.8689 (0.8812) loss_vfl_aux_0: 0.9938 (0.9955) loss_vfl_aux_1: 0.9782 (0.9800) loss_vfl_aux_2: 0.9413 (0.9267) loss_vfl_aux_3: 0.8797 (0.8911) loss_vfl_aux_4: 0.8698 (0.8800) loss_vfl_aux_5: 0.9909 (0.9791) loss_vfl_dn_0: 0.4974 (0.4991) loss_vfl_dn_1: 0.4935 (0.4913) loss_vfl_dn_2: 0.4828 (0.4832) loss_vfl_dn_3: 0.4791 (0.4804) loss_vfl_dn_4: 0.4793 (0.4846) loss_vfl_dn_5: 0.4842 (0.4918) time: 0.4799 data: 0.0171 max mem: 5651 Epoch: [1] [1100/7393] eta: 0:49:59 lr: 0.000010 loss: 22.6273 (23.0099) loss_bbox: 0.2375 (0.2464) loss_bbox_aux_0: 0.2519 (0.2673) loss_bbox_aux_1: 0.2413 (0.2496) loss_bbox_aux_2: 0.2451 (0.2471) loss_bbox_aux_3: 0.2402 (0.2461) loss_bbox_aux_4: 0.2387 (0.2466) loss_bbox_aux_5: 0.3223 (0.3449) loss_bbox_dn_0: 0.4443 (0.4780) loss_bbox_dn_1: 0.3621 (0.4003) loss_bbox_dn_2: 0.3388 (0.3785) loss_bbox_dn_3: 0.3319 (0.3719) loss_bbox_dn_4: 0.3294 (0.3707) loss_bbox_dn_5: 0.3293 (0.3707) loss_giou: 0.6388 (0.6576) loss_giou_aux_0: 0.6757 (0.7034) loss_giou_aux_1: 0.6470 (0.6729) loss_giou_aux_2: 0.6447 (0.6635) loss_giou_aux_3: 0.6396 (0.6598) loss_giou_aux_4: 0.6317 (0.6585) loss_giou_aux_5: 0.8042 (0.8208) loss_giou_dn_0: 0.8342 (0.8797) loss_giou_dn_1: 0.6987 (0.7596) loss_giou_dn_2: 0.6688 (0.7242) loss_giou_dn_3: 0.6531 (0.7124) loss_giou_dn_4: 0.6487 (0.7094) loss_giou_dn_5: 0.6487 (0.7096) loss_vfl: 0.8482 (0.8808) loss_vfl_aux_0: 0.9841 (0.9948) loss_vfl_aux_1: 0.9843 (0.9794) loss_vfl_aux_2: 0.9221 (0.9264) loss_vfl_aux_3: 0.8672 (0.8910) loss_vfl_aux_4: 0.8466 (0.8795) loss_vfl_aux_5: 0.9558 (0.9788) loss_vfl_dn_0: 0.5057 (0.4992) loss_vfl_dn_1: 0.4949 (0.4913) loss_vfl_dn_2: 0.4778 (0.4831) loss_vfl_dn_3: 0.4744 (0.4802) loss_vfl_dn_4: 0.4760 (0.4843) loss_vfl_dn_5: 0.4821 (0.4915) time: 0.4722 data: 0.0175 max mem: 5651 Epoch: [1] [1200/7393] eta: 0:49:11 lr: 0.000010 loss: 22.8551 (23.0137) loss_bbox: 0.2413 (0.2463) loss_bbox_aux_0: 0.2537 (0.2670) loss_bbox_aux_1: 0.2347 (0.2493) loss_bbox_aux_2: 0.2370 (0.2469) loss_bbox_aux_3: 0.2348 (0.2461) loss_bbox_aux_4: 0.2444 (0.2466) loss_bbox_aux_5: 0.3382 (0.3451) loss_bbox_dn_0: 0.4493 (0.4771) loss_bbox_dn_1: 0.3610 (0.3995) loss_bbox_dn_2: 0.3428 (0.3778) loss_bbox_dn_3: 0.3382 (0.3713) loss_bbox_dn_4: 0.3376 (0.3701) loss_bbox_dn_5: 0.3377 (0.3701) loss_giou: 0.6280 (0.6591) loss_giou_aux_0: 0.6876 (0.7046) loss_giou_aux_1: 0.6549 (0.6741) loss_giou_aux_2: 0.6433 (0.6649) loss_giou_aux_3: 0.6306 (0.6613) loss_giou_aux_4: 0.6252 (0.6600) loss_giou_aux_5: 0.8199 (0.8224) loss_giou_dn_0: 0.8735 (0.8799) loss_giou_dn_1: 0.7535 (0.7599) loss_giou_dn_2: 0.7138 (0.7246) loss_giou_dn_3: 0.7052 (0.7129) loss_giou_dn_4: 0.7056 (0.7100) loss_giou_dn_5: 0.7063 (0.7102) loss_vfl: 0.8787 (0.8800) loss_vfl_aux_0: 1.0213 (0.9949) loss_vfl_aux_1: 0.9953 (0.9794) loss_vfl_aux_2: 0.9245 (0.9262) loss_vfl_aux_3: 0.8939 (0.8903) loss_vfl_aux_4: 0.8840 (0.8788) loss_vfl_aux_5: 0.9765 (0.9773) loss_vfl_dn_0: 0.4969 (0.4994) loss_vfl_dn_1: 0.4845 (0.4914) loss_vfl_dn_2: 0.4763 (0.4831) loss_vfl_dn_3: 0.4716 (0.4801) loss_vfl_dn_4: 0.4698 (0.4842) loss_vfl_dn_5: 0.4770 (0.4914) time: 0.4816 data: 0.0180 max mem: 5651 Epoch: [1] [1300/7393] eta: 0:48:25 lr: 0.000010 loss: 22.7980 (23.0023) loss_bbox: 0.2358 (0.2466) loss_bbox_aux_0: 0.2493 (0.2675) loss_bbox_aux_1: 0.2318 (0.2497) loss_bbox_aux_2: 0.2338 (0.2472) loss_bbox_aux_3: 0.2318 (0.2464) loss_bbox_aux_4: 0.2244 (0.2469) loss_bbox_aux_5: 0.3397 (0.3456) loss_bbox_dn_0: 0.5025 (0.4778) loss_bbox_dn_1: 0.4152 (0.4001) loss_bbox_dn_2: 0.3933 (0.3784) loss_bbox_dn_3: 0.3895 (0.3719) loss_bbox_dn_4: 0.3878 (0.3707) loss_bbox_dn_5: 0.3879 (0.3707) loss_giou: 0.5772 (0.6576) loss_giou_aux_0: 0.6330 (0.7034) loss_giou_aux_1: 0.5858 (0.6728) loss_giou_aux_2: 0.5756 (0.6632) loss_giou_aux_3: 0.5729 (0.6598) loss_giou_aux_4: 0.5664 (0.6585) loss_giou_aux_5: 0.7514 (0.8214) loss_giou_dn_0: 0.8273 (0.8786) loss_giou_dn_1: 0.7065 (0.7584) loss_giou_dn_2: 0.6759 (0.7232) loss_giou_dn_3: 0.6670 (0.7115) loss_giou_dn_4: 0.6635 (0.7085) loss_giou_dn_5: 0.6637 (0.7087) loss_vfl: 0.8641 (0.8800) loss_vfl_aux_0: 0.9838 (0.9946) loss_vfl_aux_1: 0.9780 (0.9795) loss_vfl_aux_2: 0.9349 (0.9266) loss_vfl_aux_3: 0.8911 (0.8905) loss_vfl_aux_4: 0.8570 (0.8790) loss_vfl_aux_5: 0.9777 (0.9780) loss_vfl_dn_0: 0.5037 (0.4996) loss_vfl_dn_1: 0.4969 (0.4916) loss_vfl_dn_2: 0.4869 (0.4830) loss_vfl_dn_3: 0.4780 (0.4799) loss_vfl_dn_4: 0.4755 (0.4840) loss_vfl_dn_5: 0.4852 (0.4911) time: 0.4835 data: 0.0175 max mem: 5651 Epoch: [1] [1400/7393] eta: 0:47:37 lr: 0.000010 loss: 22.5821 (23.0100) loss_bbox: 0.2288 (0.2465) loss_bbox_aux_0: 0.2518 (0.2673) loss_bbox_aux_1: 0.2358 (0.2495) loss_bbox_aux_2: 0.2320 (0.2469) loss_bbox_aux_3: 0.2251 (0.2463) loss_bbox_aux_4: 0.2325 (0.2468) loss_bbox_aux_5: 0.3322 (0.3454) loss_bbox_dn_0: 0.4550 (0.4771) loss_bbox_dn_1: 0.3769 (0.3996) loss_bbox_dn_2: 0.3434 (0.3780) loss_bbox_dn_3: 0.3396 (0.3715) loss_bbox_dn_4: 0.3383 (0.3703) loss_bbox_dn_5: 0.3382 (0.3703) loss_giou: 0.6732 (0.6589) loss_giou_aux_0: 0.7107 (0.7047) loss_giou_aux_1: 0.6785 (0.6739) loss_giou_aux_2: 0.6689 (0.6645) loss_giou_aux_3: 0.6693 (0.6611) loss_giou_aux_4: 0.6729 (0.6598) loss_giou_aux_5: 0.8276 (0.8228) loss_giou_dn_0: 0.8779 (0.8789) loss_giou_dn_1: 0.7705 (0.7591) loss_giou_dn_2: 0.7368 (0.7239) loss_giou_dn_3: 0.7252 (0.7123) loss_giou_dn_4: 0.7210 (0.7094) loss_giou_dn_5: 0.7206 (0.7095) loss_vfl: 0.8759 (0.8803) loss_vfl_aux_0: 0.9740 (0.9943) loss_vfl_aux_1: 0.9539 (0.9793) loss_vfl_aux_2: 0.9035 (0.9265) loss_vfl_aux_3: 0.8659 (0.8905) loss_vfl_aux_4: 0.8593 (0.8792) loss_vfl_aux_5: 0.9311 (0.9767) loss_vfl_dn_0: 0.4951 (0.4995) loss_vfl_dn_1: 0.4886 (0.4915) loss_vfl_dn_2: 0.4752 (0.4829) loss_vfl_dn_3: 0.4689 (0.4799) loss_vfl_dn_4: 0.4761 (0.4840) loss_vfl_dn_5: 0.4828 (0.4911) time: 0.4766 data: 0.0172 max mem: 5651 Epoch: [1] [1500/7393] eta: 0:46:49 lr: 0.000010 loss: 22.5107 (22.9950) loss_bbox: 0.2403 (0.2457) loss_bbox_aux_0: 0.2765 (0.2665) loss_bbox_aux_1: 0.2483 (0.2487) loss_bbox_aux_2: 0.2397 (0.2460) loss_bbox_aux_3: 0.2593 (0.2455) loss_bbox_aux_4: 0.2492 (0.2460) loss_bbox_aux_5: 0.3475 (0.3447) loss_bbox_dn_0: 0.4665 (0.4754) loss_bbox_dn_1: 0.3727 (0.3981) loss_bbox_dn_2: 0.3494 (0.3766) loss_bbox_dn_3: 0.3485 (0.3701) loss_bbox_dn_4: 0.3494 (0.3689) loss_bbox_dn_5: 0.3497 (0.3689) loss_giou: 0.6255 (0.6604) loss_giou_aux_0: 0.6671 (0.7061) loss_giou_aux_1: 0.6551 (0.6753) loss_giou_aux_2: 0.6450 (0.6659) loss_giou_aux_3: 0.6410 (0.6626) loss_giou_aux_4: 0.6298 (0.6613) loss_giou_aux_5: 0.8048 (0.8245) loss_giou_dn_0: 0.8451 (0.8789) loss_giou_dn_1: 0.7158 (0.7593) loss_giou_dn_2: 0.6818 (0.7243) loss_giou_dn_3: 0.6685 (0.7127) loss_giou_dn_4: 0.6668 (0.7098) loss_giou_dn_5: 0.6669 (0.7100) loss_vfl: 0.8464 (0.8790) loss_vfl_aux_0: 0.9643 (0.9922) loss_vfl_aux_1: 0.9452 (0.9775) loss_vfl_aux_2: 0.8978 (0.9251) loss_vfl_aux_3: 0.8354 (0.8892) loss_vfl_aux_4: 0.8366 (0.8778) loss_vfl_aux_5: 0.9544 (0.9747) loss_vfl_dn_0: 0.4926 (0.4993) loss_vfl_dn_1: 0.4784 (0.4914) loss_vfl_dn_2: 0.4731 (0.4826) loss_vfl_dn_3: 0.4678 (0.4795) loss_vfl_dn_4: 0.4702 (0.4836) loss_vfl_dn_5: 0.4717 (0.4907) time: 0.4794 data: 0.0172 max mem: 5651 Epoch: [1] [1600/7393] eta: 0:46:02 lr: 0.000010 loss: 23.2497 (22.9788) loss_bbox: 0.2410 (0.2449) loss_bbox_aux_0: 0.2532 (0.2658) loss_bbox_aux_1: 0.2397 (0.2479) loss_bbox_aux_2: 0.2468 (0.2452) loss_bbox_aux_3: 0.2466 (0.2447) loss_bbox_aux_4: 0.2521 (0.2453) loss_bbox_aux_5: 0.3328 (0.3439) loss_bbox_dn_0: 0.4707 (0.4748) loss_bbox_dn_1: 0.3952 (0.3974) loss_bbox_dn_2: 0.3687 (0.3760) loss_bbox_dn_3: 0.3625 (0.3695) loss_bbox_dn_4: 0.3626 (0.3683) loss_bbox_dn_5: 0.3631 (0.3683) loss_giou: 0.6368 (0.6594) loss_giou_aux_0: 0.6949 (0.7050) loss_giou_aux_1: 0.6564 (0.6741) loss_giou_aux_2: 0.6501 (0.6648) loss_giou_aux_3: 0.6413 (0.6615) loss_giou_aux_4: 0.6441 (0.6603) loss_giou_aux_5: 0.7985 (0.8235) loss_giou_dn_0: 0.8881 (0.8781) loss_giou_dn_1: 0.7815 (0.7584) loss_giou_dn_2: 0.7415 (0.7235) loss_giou_dn_3: 0.7370 (0.7119) loss_giou_dn_4: 0.7353 (0.7090) loss_giou_dn_5: 0.7373 (0.7092) loss_vfl: 0.8781 (0.8798) loss_vfl_aux_0: 1.0146 (0.9932) loss_vfl_aux_1: 0.9825 (0.9785) loss_vfl_aux_2: 0.9248 (0.9259) loss_vfl_aux_3: 0.9080 (0.8900) loss_vfl_aux_4: 0.8899 (0.8785) loss_vfl_aux_5: 0.9882 (0.9750) loss_vfl_dn_0: 0.5011 (0.4995) loss_vfl_dn_1: 0.4839 (0.4914) loss_vfl_dn_2: 0.4784 (0.4827) loss_vfl_dn_3: 0.4739 (0.4795) loss_vfl_dn_4: 0.4773 (0.4836) loss_vfl_dn_5: 0.4827 (0.4906) time: 0.4789 data: 0.0175 max mem: 5651 Epoch: [1] [1700/7393] eta: 0:45:14 lr: 0.000010 loss: 22.7538 (22.9567) loss_bbox: 0.2247 (0.2444) loss_bbox_aux_0: 0.2504 (0.2653) loss_bbox_aux_1: 0.2232 (0.2473) loss_bbox_aux_2: 0.2229 (0.2446) loss_bbox_aux_3: 0.2249 (0.2442) loss_bbox_aux_4: 0.2236 (0.2448) loss_bbox_aux_5: 0.3411 (0.3435) loss_bbox_dn_0: 0.4816 (0.4744) loss_bbox_dn_1: 0.3997 (0.3972) loss_bbox_dn_2: 0.3755 (0.3757) loss_bbox_dn_3: 0.3696 (0.3692) loss_bbox_dn_4: 0.3674 (0.3680) loss_bbox_dn_5: 0.3673 (0.3680) loss_giou: 0.6236 (0.6584) loss_giou_aux_0: 0.6815 (0.7040) loss_giou_aux_1: 0.6392 (0.6730) loss_giou_aux_2: 0.6270 (0.6638) loss_giou_aux_3: 0.6232 (0.6606) loss_giou_aux_4: 0.6216 (0.6594) loss_giou_aux_5: 0.8306 (0.8229) loss_giou_dn_0: 0.8658 (0.8774) loss_giou_dn_1: 0.7476 (0.7576) loss_giou_dn_2: 0.7088 (0.7228) loss_giou_dn_3: 0.6995 (0.7112) loss_giou_dn_4: 0.6990 (0.7084) loss_giou_dn_5: 0.6987 (0.7086) loss_vfl: 0.8653 (0.8790) loss_vfl_aux_0: 0.9860 (0.9924) loss_vfl_aux_1: 0.9647 (0.9780) loss_vfl_aux_2: 0.9126 (0.9251) loss_vfl_aux_3: 0.8791 (0.8893) loss_vfl_aux_4: 0.8767 (0.8777) loss_vfl_aux_5: 0.9422 (0.9747) loss_vfl_dn_0: 0.4948 (0.4995) loss_vfl_dn_1: 0.4885 (0.4913) loss_vfl_dn_2: 0.4808 (0.4824) loss_vfl_dn_3: 0.4757 (0.4792) loss_vfl_dn_4: 0.4776 (0.4832) loss_vfl_dn_5: 0.4865 (0.4902) time: 0.4823 data: 0.0167 max mem: 5651 Epoch: [1] [1800/7393] eta: 0:44:26 lr: 0.000010 loss: 22.0785 (22.9480) loss_bbox: 0.2198 (0.2443) loss_bbox_aux_0: 0.2478 (0.2650) loss_bbox_aux_1: 0.2274 (0.2470) loss_bbox_aux_2: 0.2230 (0.2443) loss_bbox_aux_3: 0.2224 (0.2441) loss_bbox_aux_4: 0.2221 (0.2447) loss_bbox_aux_5: 0.3261 (0.3431) loss_bbox_dn_0: 0.4059 (0.4748) loss_bbox_dn_1: 0.3365 (0.3975) loss_bbox_dn_2: 0.3217 (0.3761) loss_bbox_dn_3: 0.3158 (0.3696) loss_bbox_dn_4: 0.3151 (0.3684) loss_bbox_dn_5: 0.3148 (0.3684) loss_giou: 0.6526 (0.6574) loss_giou_aux_0: 0.6953 (0.7030) loss_giou_aux_1: 0.6504 (0.6720) loss_giou_aux_2: 0.6413 (0.6627) loss_giou_aux_3: 0.6564 (0.6596) loss_giou_aux_4: 0.6589 (0.6583) loss_giou_aux_5: 0.8102 (0.8219) loss_giou_dn_0: 0.8615 (0.8767) loss_giou_dn_1: 0.7270 (0.7569) loss_giou_dn_2: 0.6889 (0.7220) loss_giou_dn_3: 0.6729 (0.7105) loss_giou_dn_4: 0.6711 (0.7077) loss_giou_dn_5: 0.6712 (0.7078) loss_vfl: 0.8968 (0.8792) loss_vfl_aux_0: 0.9724 (0.9931) loss_vfl_aux_1: 0.9765 (0.9786) loss_vfl_aux_2: 0.9514 (0.9256) loss_vfl_aux_3: 0.8903 (0.8894) loss_vfl_aux_4: 0.8757 (0.8779) loss_vfl_aux_5: 0.9448 (0.9754) loss_vfl_dn_0: 0.4963 (0.4995) loss_vfl_dn_1: 0.4916 (0.4912) loss_vfl_dn_2: 0.4771 (0.4823) loss_vfl_dn_3: 0.4788 (0.4791) loss_vfl_dn_4: 0.4803 (0.4830) loss_vfl_dn_5: 0.4887 (0.4899) time: 0.4806 data: 0.0176 max mem: 5651 Epoch: [1] [1900/7393] eta: 0:43:58 lr: 0.000010 loss: 22.3829 (22.9424) loss_bbox: 0.2002 (0.2441) loss_bbox_aux_0: 0.2228 (0.2649) loss_bbox_aux_1: 0.2105 (0.2470) loss_bbox_aux_2: 0.2061 (0.2443) loss_bbox_aux_3: 0.2043 (0.2440) loss_bbox_aux_4: 0.2007 (0.2446) loss_bbox_aux_5: 0.3334 (0.3432) loss_bbox_dn_0: 0.4666 (0.4753) loss_bbox_dn_1: 0.3899 (0.3980) loss_bbox_dn_2: 0.3662 (0.3766) loss_bbox_dn_3: 0.3534 (0.3700) loss_bbox_dn_4: 0.3535 (0.3689) loss_bbox_dn_5: 0.3533 (0.3688) loss_giou: 0.6226 (0.6560) loss_giou_aux_0: 0.6673 (0.7015) loss_giou_aux_1: 0.6305 (0.6707) loss_giou_aux_2: 0.6325 (0.6613) loss_giou_aux_3: 0.6225 (0.6582) loss_giou_aux_4: 0.6062 (0.6569) loss_giou_aux_5: 0.7983 (0.8206) loss_giou_dn_0: 0.8364 (0.8757) loss_giou_dn_1: 0.7194 (0.7559) loss_giou_dn_2: 0.6833 (0.7211) loss_giou_dn_3: 0.6699 (0.7096) loss_giou_dn_4: 0.6677 (0.7068) loss_giou_dn_5: 0.6680 (0.7069) loss_vfl: 0.8703 (0.8801) loss_vfl_aux_0: 0.9900 (0.9946) loss_vfl_aux_1: 0.9734 (0.9796) loss_vfl_aux_2: 0.9242 (0.9265) loss_vfl_aux_3: 0.8911 (0.8901) loss_vfl_aux_4: 0.8910 (0.8788) loss_vfl_aux_5: 0.9343 (0.9761) loss_vfl_dn_0: 0.5028 (0.4998) loss_vfl_dn_1: 0.4949 (0.4913) loss_vfl_dn_2: 0.4818 (0.4824) loss_vfl_dn_3: 0.4698 (0.4790) loss_vfl_dn_4: 0.4758 (0.4830) loss_vfl_dn_5: 0.4775 (0.4899) time: 0.4690 data: 0.0170 max mem: 5651 Epoch: [1] [2000/7393] eta: 0:43:41 lr: 0.000010 loss: 22.1266 (22.9249) loss_bbox: 0.2294 (0.2438) loss_bbox_aux_0: 0.2636 (0.2647) loss_bbox_aux_1: 0.2395 (0.2468) loss_bbox_aux_2: 0.2276 (0.2441) loss_bbox_aux_3: 0.2287 (0.2437) loss_bbox_aux_4: 0.2276 (0.2443) loss_bbox_aux_5: 0.3572 (0.3428) loss_bbox_dn_0: 0.4524 (0.4745) loss_bbox_dn_1: 0.3597 (0.3972) loss_bbox_dn_2: 0.3446 (0.3757) loss_bbox_dn_3: 0.3442 (0.3692) loss_bbox_dn_4: 0.3439 (0.3680) loss_bbox_dn_5: 0.3438 (0.3680) loss_giou: 0.6281 (0.6561) loss_giou_aux_0: 0.6902 (0.7016) loss_giou_aux_1: 0.6451 (0.6708) loss_giou_aux_2: 0.6305 (0.6615) loss_giou_aux_3: 0.6267 (0.6584) loss_giou_aux_4: 0.6285 (0.6571) loss_giou_aux_5: 0.8209 (0.8206) loss_giou_dn_0: 0.8627 (0.8752) loss_giou_dn_1: 0.7482 (0.7555) loss_giou_dn_2: 0.7081 (0.7207) loss_giou_dn_3: 0.6999 (0.7092) loss_giou_dn_4: 0.6973 (0.7064) loss_giou_dn_5: 0.6971 (0.7066) loss_vfl: 0.8362 (0.8788) loss_vfl_aux_0: 0.9513 (0.9938) loss_vfl_aux_1: 0.9531 (0.9784) loss_vfl_aux_2: 0.8909 (0.9251) loss_vfl_aux_3: 0.8461 (0.8890) loss_vfl_aux_4: 0.8413 (0.8775) loss_vfl_aux_5: 0.9483 (0.9755) loss_vfl_dn_0: 0.4893 (0.4997) loss_vfl_dn_1: 0.4873 (0.4912) loss_vfl_dn_2: 0.4784 (0.4823) loss_vfl_dn_3: 0.4754 (0.4789) loss_vfl_dn_4: 0.4828 (0.4827) loss_vfl_dn_5: 0.4902 (0.4896) time: 0.4793 data: 0.0178 max mem: 5651 Epoch: [1] [2100/7393] eta: 0:43:06 lr: 0.000010 loss: 21.5982 (22.9152) loss_bbox: 0.1957 (0.2438) loss_bbox_aux_0: 0.2258 (0.2647) loss_bbox_aux_1: 0.2179 (0.2468) loss_bbox_aux_2: 0.2025 (0.2441) loss_bbox_aux_3: 0.1996 (0.2437) loss_bbox_aux_4: 0.1960 (0.2442) loss_bbox_aux_5: 0.3079 (0.3428) loss_bbox_dn_0: 0.4150 (0.4741) loss_bbox_dn_1: 0.3264 (0.3969) loss_bbox_dn_2: 0.3010 (0.3755) loss_bbox_dn_3: 0.2901 (0.3690) loss_bbox_dn_4: 0.2881 (0.3678) loss_bbox_dn_5: 0.2879 (0.3678) loss_giou: 0.6208 (0.6560) loss_giou_aux_0: 0.6738 (0.7014) loss_giou_aux_1: 0.6284 (0.6706) loss_giou_aux_2: 0.6285 (0.6614) loss_giou_aux_3: 0.6237 (0.6582) loss_giou_aux_4: 0.6198 (0.6569) loss_giou_aux_5: 0.7895 (0.8206) loss_giou_dn_0: 0.8446 (0.8747) loss_giou_dn_1: 0.7252 (0.7551) loss_giou_dn_2: 0.6904 (0.7204) loss_giou_dn_3: 0.6756 (0.7089) loss_giou_dn_4: 0.6721 (0.7061) loss_giou_dn_5: 0.6725 (0.7063) loss_vfl: 0.8398 (0.8784) loss_vfl_aux_0: 0.9367 (0.9932) loss_vfl_aux_1: 0.9010 (0.9778) loss_vfl_aux_2: 0.8603 (0.9244) loss_vfl_aux_3: 0.8619 (0.8884) loss_vfl_aux_4: 0.8438 (0.8770) loss_vfl_aux_5: 0.9493 (0.9749) loss_vfl_dn_0: 0.5004 (0.4997) loss_vfl_dn_1: 0.4865 (0.4911) loss_vfl_dn_2: 0.4771 (0.4822) loss_vfl_dn_3: 0.4769 (0.4786) loss_vfl_dn_4: 0.4732 (0.4824) loss_vfl_dn_5: 0.4778 (0.4893) time: 0.4861 data: 0.0178 max mem: 5651 Epoch: [1] [2200/7393] eta: 0:42:14 lr: 0.000010 loss: 22.4007 (22.9048) loss_bbox: 0.2214 (0.2438) loss_bbox_aux_0: 0.2499 (0.2646) loss_bbox_aux_1: 0.2342 (0.2468) loss_bbox_aux_2: 0.2289 (0.2440) loss_bbox_aux_3: 0.2257 (0.2436) loss_bbox_aux_4: 0.2235 (0.2442) loss_bbox_aux_5: 0.3101 (0.3427) loss_bbox_dn_0: 0.4264 (0.4736) loss_bbox_dn_1: 0.3667 (0.3963) loss_bbox_dn_2: 0.3526 (0.3749) loss_bbox_dn_3: 0.3490 (0.3684) loss_bbox_dn_4: 0.3487 (0.3672) loss_bbox_dn_5: 0.3486 (0.3672) loss_giou: 0.6437 (0.6556) loss_giou_aux_0: 0.6814 (0.7010) loss_giou_aux_1: 0.6579 (0.6703) loss_giou_aux_2: 0.6407 (0.6610) loss_giou_aux_3: 0.6401 (0.6578) loss_giou_aux_4: 0.6411 (0.6566) loss_giou_aux_5: 0.8068 (0.8203) loss_giou_dn_0: 0.8826 (0.8744) loss_giou_dn_1: 0.7645 (0.7547) loss_giou_dn_2: 0.7368 (0.7201) loss_giou_dn_3: 0.7219 (0.7086) loss_giou_dn_4: 0.7172 (0.7058) loss_giou_dn_5: 0.7171 (0.7060) loss_vfl: 0.8809 (0.8783) loss_vfl_aux_0: 1.0067 (0.9931) loss_vfl_aux_1: 0.9311 (0.9773) loss_vfl_aux_2: 0.9383 (0.9243) loss_vfl_aux_3: 0.8702 (0.8886) loss_vfl_aux_4: 0.8833 (0.8770) loss_vfl_aux_5: 0.9632 (0.9746) loss_vfl_dn_0: 0.4893 (0.4996) loss_vfl_dn_1: 0.4829 (0.4910) loss_vfl_dn_2: 0.4754 (0.4820) loss_vfl_dn_3: 0.4696 (0.4784) loss_vfl_dn_4: 0.4733 (0.4822) loss_vfl_dn_5: 0.4787 (0.4891) time: 0.4748 data: 0.0171 max mem: 5651 Epoch: [1] [2300/7393] eta: 0:41:22 lr: 0.000010 loss: 22.8947 (22.8886) loss_bbox: 0.2265 (0.2435) loss_bbox_aux_0: 0.2671 (0.2644) loss_bbox_aux_1: 0.2490 (0.2466) loss_bbox_aux_2: 0.2463 (0.2438) loss_bbox_aux_3: 0.2286 (0.2433) loss_bbox_aux_4: 0.2284 (0.2438) loss_bbox_aux_5: 0.3338 (0.3425) loss_bbox_dn_0: 0.4688 (0.4732) loss_bbox_dn_1: 0.3962 (0.3959) loss_bbox_dn_2: 0.3812 (0.3745) loss_bbox_dn_3: 0.3761 (0.3680) loss_bbox_dn_4: 0.3765 (0.3669) loss_bbox_dn_5: 0.3765 (0.3668) loss_giou: 0.5853 (0.6549) loss_giou_aux_0: 0.6599 (0.7002) loss_giou_aux_1: 0.6044 (0.6695) loss_giou_aux_2: 0.6178 (0.6602) loss_giou_aux_3: 0.5875 (0.6570) loss_giou_aux_4: 0.5804 (0.6558) loss_giou_aux_5: 0.7703 (0.8197) loss_giou_dn_0: 0.8521 (0.8738) loss_giou_dn_1: 0.7344 (0.7540) loss_giou_dn_2: 0.7001 (0.7194) loss_giou_dn_3: 0.6887 (0.7079) loss_giou_dn_4: 0.6848 (0.7051) loss_giou_dn_5: 0.6854 (0.7053) loss_vfl: 0.8835 (0.8779) loss_vfl_aux_0: 0.9668 (0.9930) loss_vfl_aux_1: 0.9333 (0.9769) loss_vfl_aux_2: 0.9330 (0.9242) loss_vfl_aux_3: 0.8764 (0.8884) loss_vfl_aux_4: 0.8708 (0.8768) loss_vfl_aux_5: 0.9931 (0.9747) loss_vfl_dn_0: 0.4995 (0.4995) loss_vfl_dn_1: 0.4938 (0.4908) loss_vfl_dn_2: 0.4891 (0.4818) loss_vfl_dn_3: 0.4779 (0.4781) loss_vfl_dn_4: 0.4749 (0.4819) loss_vfl_dn_5: 0.4803 (0.4886) time: 0.4788 data: 0.0171 max mem: 5651 Epoch: [1] [2400/7393] eta: 0:40:32 lr: 0.000010 loss: 22.7199 (22.8798) loss_bbox: 0.2574 (0.2436) loss_bbox_aux_0: 0.2757 (0.2644) loss_bbox_aux_1: 0.2544 (0.2467) loss_bbox_aux_2: 0.2606 (0.2439) loss_bbox_aux_3: 0.2601 (0.2434) loss_bbox_aux_4: 0.2571 (0.2439) loss_bbox_aux_5: 0.3338 (0.3424) loss_bbox_dn_0: 0.4181 (0.4731) loss_bbox_dn_1: 0.3468 (0.3959) loss_bbox_dn_2: 0.3238 (0.3744) loss_bbox_dn_3: 0.3205 (0.3679) loss_bbox_dn_4: 0.3212 (0.3668) loss_bbox_dn_5: 0.3212 (0.3668) loss_giou: 0.7516 (0.6549) loss_giou_aux_0: 0.7838 (0.7000) loss_giou_aux_1: 0.7529 (0.6694) loss_giou_aux_2: 0.7399 (0.6602) loss_giou_aux_3: 0.7495 (0.6570) loss_giou_aux_4: 0.7485 (0.6558) loss_giou_aux_5: 0.8918 (0.8194) loss_giou_dn_0: 0.8570 (0.8731) loss_giou_dn_1: 0.7351 (0.7534) loss_giou_dn_2: 0.7038 (0.7188) loss_giou_dn_3: 0.6941 (0.7074) loss_giou_dn_4: 0.6908 (0.7046) loss_giou_dn_5: 0.6908 (0.7048) loss_vfl: 0.7982 (0.8771) loss_vfl_aux_0: 0.8893 (0.9929) loss_vfl_aux_1: 0.8681 (0.9765) loss_vfl_aux_2: 0.8379 (0.9236) loss_vfl_aux_3: 0.7836 (0.8878) loss_vfl_aux_4: 0.8068 (0.8761) loss_vfl_aux_5: 0.8877 (0.9743) loss_vfl_dn_0: 0.4944 (0.4995) loss_vfl_dn_1: 0.4828 (0.4908) loss_vfl_dn_2: 0.4730 (0.4816) loss_vfl_dn_3: 0.4722 (0.4778) loss_vfl_dn_4: 0.4761 (0.4815) loss_vfl_dn_5: 0.4770 (0.4882) time: 0.4838 data: 0.0174 max mem: 5651 Epoch: [1] [2500/7393] eta: 0:39:41 lr: 0.000010 loss: 22.2985 (22.8699) loss_bbox: 0.2398 (0.2434) loss_bbox_aux_0: 0.2412 (0.2643) loss_bbox_aux_1: 0.2332 (0.2465) loss_bbox_aux_2: 0.2285 (0.2436) loss_bbox_aux_3: 0.2236 (0.2431) loss_bbox_aux_4: 0.2367 (0.2437) loss_bbox_aux_5: 0.3353 (0.3422) loss_bbox_dn_0: 0.4356 (0.4725) loss_bbox_dn_1: 0.3756 (0.3955) loss_bbox_dn_2: 0.3625 (0.3741) loss_bbox_dn_3: 0.3593 (0.3676) loss_bbox_dn_4: 0.3595 (0.3665) loss_bbox_dn_5: 0.3597 (0.3665) loss_giou: 0.6055 (0.6548) loss_giou_aux_0: 0.6537 (0.7000) loss_giou_aux_1: 0.6306 (0.6694) loss_giou_aux_2: 0.6065 (0.6601) loss_giou_aux_3: 0.6116 (0.6569) loss_giou_aux_4: 0.6090 (0.6557) loss_giou_aux_5: 0.7695 (0.8193) loss_giou_dn_0: 0.8674 (0.8729) loss_giou_dn_1: 0.7408 (0.7532) loss_giou_dn_2: 0.7127 (0.7187) loss_giou_dn_3: 0.7014 (0.7073) loss_giou_dn_4: 0.6964 (0.7045) loss_giou_dn_5: 0.6965 (0.7047) loss_vfl: 0.8560 (0.8768) loss_vfl_aux_0: 0.9762 (0.9921) loss_vfl_aux_1: 0.9505 (0.9759) loss_vfl_aux_2: 0.8831 (0.9234) loss_vfl_aux_3: 0.8580 (0.8875) loss_vfl_aux_4: 0.8516 (0.8759) loss_vfl_aux_5: 0.9097 (0.9733) loss_vfl_dn_0: 0.4907 (0.4993) loss_vfl_dn_1: 0.4910 (0.4905) loss_vfl_dn_2: 0.4788 (0.4814) loss_vfl_dn_3: 0.4786 (0.4776) loss_vfl_dn_4: 0.4804 (0.4813) loss_vfl_dn_5: 0.4846 (0.4879) time: 0.4845 data: 0.0176 max mem: 5651 Epoch: [1] [2600/7393] eta: 0:38:51 lr: 0.000010 loss: 22.1651 (22.8493) loss_bbox: 0.2330 (0.2430) loss_bbox_aux_0: 0.2284 (0.2637) loss_bbox_aux_1: 0.2357 (0.2460) loss_bbox_aux_2: 0.2099 (0.2432) loss_bbox_aux_3: 0.2197 (0.2427) loss_bbox_aux_4: 0.2192 (0.2433) loss_bbox_aux_5: 0.3182 (0.3419) loss_bbox_dn_0: 0.4541 (0.4722) loss_bbox_dn_1: 0.3877 (0.3951) loss_bbox_dn_2: 0.3658 (0.3738) loss_bbox_dn_3: 0.3601 (0.3673) loss_bbox_dn_4: 0.3581 (0.3662) loss_bbox_dn_5: 0.3583 (0.3661) loss_giou: 0.6332 (0.6536) loss_giou_aux_0: 0.6709 (0.6985) loss_giou_aux_1: 0.6540 (0.6680) loss_giou_aux_2: 0.6456 (0.6588) loss_giou_aux_3: 0.6198 (0.6556) loss_giou_aux_4: 0.6262 (0.6544) loss_giou_aux_5: 0.8064 (0.8182) loss_giou_dn_0: 0.8412 (0.8718) loss_giou_dn_1: 0.7292 (0.7520) loss_giou_dn_2: 0.7037 (0.7175) loss_giou_dn_3: 0.6904 (0.7062) loss_giou_dn_4: 0.6877 (0.7034) loss_giou_dn_5: 0.6880 (0.7036) loss_vfl: 0.8299 (0.8766) loss_vfl_aux_0: 0.9730 (0.9928) loss_vfl_aux_1: 0.9548 (0.9760) loss_vfl_aux_2: 0.8802 (0.9234) loss_vfl_aux_3: 0.8304 (0.8875) loss_vfl_aux_4: 0.8393 (0.8758) loss_vfl_aux_5: 0.9568 (0.9740) loss_vfl_dn_0: 0.4965 (0.4994) loss_vfl_dn_1: 0.4853 (0.4905) loss_vfl_dn_2: 0.4728 (0.4813) loss_vfl_dn_3: 0.4621 (0.4774) loss_vfl_dn_4: 0.4695 (0.4810) loss_vfl_dn_5: 0.4750 (0.4876) time: 0.4758 data: 0.0172 max mem: 5651 Epoch: [1] [2700/7393] eta: 0:38:01 lr: 0.000010 loss: 22.8982 (22.8412) loss_bbox: 0.2516 (0.2429) loss_bbox_aux_0: 0.2667 (0.2636) loss_bbox_aux_1: 0.2624 (0.2462) loss_bbox_aux_2: 0.2554 (0.2432) loss_bbox_aux_3: 0.2532 (0.2426) loss_bbox_aux_4: 0.2473 (0.2432) loss_bbox_aux_5: 0.3436 (0.3418) loss_bbox_dn_0: 0.4606 (0.4720) loss_bbox_dn_1: 0.3752 (0.3949) loss_bbox_dn_2: 0.3594 (0.3736) loss_bbox_dn_3: 0.3565 (0.3671) loss_bbox_dn_4: 0.3558 (0.3660) loss_bbox_dn_5: 0.3557 (0.3659) loss_giou: 0.6609 (0.6535) loss_giou_aux_0: 0.6973 (0.6982) loss_giou_aux_1: 0.6791 (0.6680) loss_giou_aux_2: 0.6810 (0.6587) loss_giou_aux_3: 0.6661 (0.6555) loss_giou_aux_4: 0.6647 (0.6543) loss_giou_aux_5: 0.7951 (0.8179) loss_giou_dn_0: 0.8255 (0.8712) loss_giou_dn_1: 0.7023 (0.7514) loss_giou_dn_2: 0.6722 (0.7170) loss_giou_dn_3: 0.6650 (0.7057) loss_giou_dn_4: 0.6651 (0.7030) loss_giou_dn_5: 0.6649 (0.7031) loss_vfl: 0.8499 (0.8764) loss_vfl_aux_0: 0.9991 (0.9927) loss_vfl_aux_1: 0.9379 (0.9754) loss_vfl_aux_2: 0.8950 (0.9230) loss_vfl_aux_3: 0.8481 (0.8872) loss_vfl_aux_4: 0.8430 (0.8756) loss_vfl_aux_5: 0.9807 (0.9740) loss_vfl_dn_0: 0.5002 (0.4994) loss_vfl_dn_1: 0.4905 (0.4904) loss_vfl_dn_2: 0.4819 (0.4812) loss_vfl_dn_3: 0.4742 (0.4772) loss_vfl_dn_4: 0.4725 (0.4808) loss_vfl_dn_5: 0.4783 (0.4874) time: 0.4773 data: 0.0169 max mem: 5651 Epoch: [1] [2800/7393] eta: 0:37:12 lr: 0.000010 loss: 22.0777 (22.8283) loss_bbox: 0.2273 (0.2428) loss_bbox_aux_0: 0.2512 (0.2634) loss_bbox_aux_1: 0.2454 (0.2461) loss_bbox_aux_2: 0.2249 (0.2431) loss_bbox_aux_3: 0.2303 (0.2425) loss_bbox_aux_4: 0.2240 (0.2431) loss_bbox_aux_5: 0.2978 (0.3416) loss_bbox_dn_0: 0.4056 (0.4717) loss_bbox_dn_1: 0.3467 (0.3946) loss_bbox_dn_2: 0.3249 (0.3732) loss_bbox_dn_3: 0.3241 (0.3668) loss_bbox_dn_4: 0.3234 (0.3656) loss_bbox_dn_5: 0.3232 (0.3656) loss_giou: 0.6276 (0.6529) loss_giou_aux_0: 0.6608 (0.6976) loss_giou_aux_1: 0.6561 (0.6675) loss_giou_aux_2: 0.6292 (0.6582) loss_giou_aux_3: 0.6267 (0.6550) loss_giou_aux_4: 0.6260 (0.6538) loss_giou_aux_5: 0.7669 (0.8173) loss_giou_dn_0: 0.8467 (0.8706) loss_giou_dn_1: 0.7245 (0.7508) loss_giou_dn_2: 0.6820 (0.7165) loss_giou_dn_3: 0.6718 (0.7052) loss_giou_dn_4: 0.6696 (0.7024) loss_giou_dn_5: 0.6695 (0.7026) loss_vfl: 0.8816 (0.8760) loss_vfl_aux_0: 0.9657 (0.9928) loss_vfl_aux_1: 0.9421 (0.9750) loss_vfl_aux_2: 0.8987 (0.9225) loss_vfl_aux_3: 0.8740 (0.8868) loss_vfl_aux_4: 0.8665 (0.8751) loss_vfl_aux_5: 0.9539 (0.9741) loss_vfl_dn_0: 0.5039 (0.4994) loss_vfl_dn_1: 0.4852 (0.4904) loss_vfl_dn_2: 0.4726 (0.4810) loss_vfl_dn_3: 0.4677 (0.4771) loss_vfl_dn_4: 0.4725 (0.4806) loss_vfl_dn_5: 0.4788 (0.4872) time: 0.4741 data: 0.0178 max mem: 5651 Epoch: [1] [2900/7393] eta: 0:36:22 lr: 0.000010 loss: 21.8341 (22.8161) loss_bbox: 0.2046 (0.2425) loss_bbox_aux_0: 0.2409 (0.2631) loss_bbox_aux_1: 0.2244 (0.2457) loss_bbox_aux_2: 0.2105 (0.2428) loss_bbox_aux_3: 0.2031 (0.2422) loss_bbox_aux_4: 0.2043 (0.2428) loss_bbox_aux_5: 0.3096 (0.3412) loss_bbox_dn_0: 0.4280 (0.4710) loss_bbox_dn_1: 0.3519 (0.3940) loss_bbox_dn_2: 0.3391 (0.3727) loss_bbox_dn_3: 0.3348 (0.3663) loss_bbox_dn_4: 0.3356 (0.3651) loss_bbox_dn_5: 0.3356 (0.3651) loss_giou: 0.6741 (0.6524) loss_giou_aux_0: 0.7080 (0.6969) loss_giou_aux_1: 0.6822 (0.6669) loss_giou_aux_2: 0.6762 (0.6577) loss_giou_aux_3: 0.6775 (0.6544) loss_giou_aux_4: 0.6746 (0.6532) loss_giou_aux_5: 0.8256 (0.8167) loss_giou_dn_0: 0.8698 (0.8699) loss_giou_dn_1: 0.7606 (0.7502) loss_giou_dn_2: 0.7284 (0.7159) loss_giou_dn_3: 0.7195 (0.7046) loss_giou_dn_4: 0.7185 (0.7019) loss_giou_dn_5: 0.7186 (0.7020) loss_vfl: 0.8627 (0.8762) loss_vfl_aux_0: 0.9735 (0.9929) loss_vfl_aux_1: 0.9307 (0.9751) loss_vfl_aux_2: 0.9184 (0.9224) loss_vfl_aux_3: 0.8686 (0.8870) loss_vfl_aux_4: 0.8769 (0.8753) loss_vfl_aux_5: 0.9208 (0.9743) loss_vfl_dn_0: 0.4957 (0.4996) loss_vfl_dn_1: 0.4954 (0.4904) loss_vfl_dn_2: 0.4846 (0.4810) loss_vfl_dn_3: 0.4795 (0.4770) loss_vfl_dn_4: 0.4829 (0.4805) loss_vfl_dn_5: 0.4896 (0.4871) time: 0.4922 data: 0.0180 max mem: 5651 Epoch: [1] [3000/7393] eta: 0:35:32 lr: 0.000010 loss: 23.0344 (22.8089) loss_bbox: 0.2402 (0.2425) loss_bbox_aux_0: 0.2569 (0.2631) loss_bbox_aux_1: 0.2412 (0.2458) loss_bbox_aux_2: 0.2410 (0.2428) loss_bbox_aux_3: 0.2441 (0.2422) loss_bbox_aux_4: 0.2390 (0.2428) loss_bbox_aux_5: 0.3368 (0.3412) loss_bbox_dn_0: 0.4385 (0.4713) loss_bbox_dn_1: 0.3555 (0.3942) loss_bbox_dn_2: 0.3491 (0.3729) loss_bbox_dn_3: 0.3444 (0.3665) loss_bbox_dn_4: 0.3458 (0.3653) loss_bbox_dn_5: 0.3454 (0.3653) loss_giou: 0.6261 (0.6517) loss_giou_aux_0: 0.6696 (0.6962) loss_giou_aux_1: 0.6368 (0.6662) loss_giou_aux_2: 0.6245 (0.6570) loss_giou_aux_3: 0.6321 (0.6537) loss_giou_aux_4: 0.6236 (0.6525) loss_giou_aux_5: 0.8019 (0.8159) loss_giou_dn_0: 0.8668 (0.8692) loss_giou_dn_1: 0.7444 (0.7495) loss_giou_dn_2: 0.7080 (0.7153) loss_giou_dn_3: 0.6997 (0.7040) loss_giou_dn_4: 0.6974 (0.7013) loss_giou_dn_5: 0.6974 (0.7015) loss_vfl: 0.8903 (0.8764) loss_vfl_aux_0: 0.9774 (0.9930) loss_vfl_aux_1: 0.9640 (0.9752) loss_vfl_aux_2: 0.9319 (0.9226) loss_vfl_aux_3: 0.8678 (0.8871) loss_vfl_aux_4: 0.8946 (0.8755) loss_vfl_aux_5: 0.9731 (0.9748) loss_vfl_dn_0: 0.4981 (0.4997) loss_vfl_dn_1: 0.4804 (0.4903) loss_vfl_dn_2: 0.4641 (0.4808) loss_vfl_dn_3: 0.4607 (0.4768) loss_vfl_dn_4: 0.4632 (0.4802) loss_vfl_dn_5: 0.4675 (0.4868) time: 0.4920 data: 0.0177 max mem: 5651 Epoch: [1] [3100/7393] eta: 0:34:42 lr: 0.000010 loss: 22.7266 (22.8012) loss_bbox: 0.2330 (0.2424) loss_bbox_aux_0: 0.2480 (0.2630) loss_bbox_aux_1: 0.2449 (0.2457) loss_bbox_aux_2: 0.2351 (0.2427) loss_bbox_aux_3: 0.2379 (0.2421) loss_bbox_aux_4: 0.2346 (0.2426) loss_bbox_aux_5: 0.3278 (0.3409) loss_bbox_dn_0: 0.4563 (0.4709) loss_bbox_dn_1: 0.3924 (0.3940) loss_bbox_dn_2: 0.3717 (0.3727) loss_bbox_dn_3: 0.3659 (0.3663) loss_bbox_dn_4: 0.3655 (0.3652) loss_bbox_dn_5: 0.3654 (0.3652) loss_giou: 0.6283 (0.6516) loss_giou_aux_0: 0.6700 (0.6961) loss_giou_aux_1: 0.6532 (0.6661) loss_giou_aux_2: 0.6375 (0.6569) loss_giou_aux_3: 0.6287 (0.6537) loss_giou_aux_4: 0.6407 (0.6525) loss_giou_aux_5: 0.8020 (0.8158) loss_giou_dn_0: 0.8366 (0.8687) loss_giou_dn_1: 0.7286 (0.7492) loss_giou_dn_2: 0.6931 (0.7150) loss_giou_dn_3: 0.6816 (0.7038) loss_giou_dn_4: 0.6763 (0.7011) loss_giou_dn_5: 0.6763 (0.7012) loss_vfl: 0.8896 (0.8760) loss_vfl_aux_0: 1.0063 (0.9926) loss_vfl_aux_1: 0.9911 (0.9747) loss_vfl_aux_2: 0.9554 (0.9221) loss_vfl_aux_3: 0.9022 (0.8866) loss_vfl_aux_4: 0.8916 (0.8750) loss_vfl_aux_5: 0.9810 (0.9745) loss_vfl_dn_0: 0.5038 (0.4997) loss_vfl_dn_1: 0.4941 (0.4903) loss_vfl_dn_2: 0.4856 (0.4807) loss_vfl_dn_3: 0.4826 (0.4768) loss_vfl_dn_4: 0.4865 (0.4802) loss_vfl_dn_5: 0.4974 (0.4867) time: 0.4714 data: 0.0173 max mem: 5651 Epoch: [1] [3200/7393] eta: 0:33:52 lr: 0.000010 loss: 22.5559 (22.7894) loss_bbox: 0.2357 (0.2419) loss_bbox_aux_0: 0.2626 (0.2626) loss_bbox_aux_1: 0.2357 (0.2453) loss_bbox_aux_2: 0.2393 (0.2423) loss_bbox_aux_3: 0.2325 (0.2417) loss_bbox_aux_4: 0.2352 (0.2422) loss_bbox_aux_5: 0.3276 (0.3404) loss_bbox_dn_0: 0.4322 (0.4703) loss_bbox_dn_1: 0.3517 (0.3934) loss_bbox_dn_2: 0.3311 (0.3722) loss_bbox_dn_3: 0.3279 (0.3658) loss_bbox_dn_4: 0.3241 (0.3647) loss_bbox_dn_5: 0.3239 (0.3646) loss_giou: 0.6302 (0.6512) loss_giou_aux_0: 0.6949 (0.6958) loss_giou_aux_1: 0.6518 (0.6657) loss_giou_aux_2: 0.6254 (0.6565) loss_giou_aux_3: 0.6240 (0.6533) loss_giou_aux_4: 0.6302 (0.6521) loss_giou_aux_5: 0.7853 (0.8153) loss_giou_dn_0: 0.8535 (0.8683) loss_giou_dn_1: 0.7279 (0.7487) loss_giou_dn_2: 0.6881 (0.7146) loss_giou_dn_3: 0.6767 (0.7034) loss_giou_dn_4: 0.6722 (0.7007) loss_giou_dn_5: 0.6725 (0.7008) loss_vfl: 0.8652 (0.8759) loss_vfl_aux_0: 0.9895 (0.9924) loss_vfl_aux_1: 0.9668 (0.9745) loss_vfl_aux_2: 0.9380 (0.9220) loss_vfl_aux_3: 0.8855 (0.8865) loss_vfl_aux_4: 0.8796 (0.8750) loss_vfl_aux_5: 0.9668 (0.9745) loss_vfl_dn_0: 0.4994 (0.4997) loss_vfl_dn_1: 0.5015 (0.4904) loss_vfl_dn_2: 0.4916 (0.4808) loss_vfl_dn_3: 0.4812 (0.4768) loss_vfl_dn_4: 0.4838 (0.4801) loss_vfl_dn_5: 0.4908 (0.4866) time: 0.4787 data: 0.0180 max mem: 5651 Epoch: [1] [3300/7393] eta: 0:33:03 lr: 0.000010 loss: 22.7815 (22.7791) loss_bbox: 0.2351 (0.2417) loss_bbox_aux_0: 0.2501 (0.2624) loss_bbox_aux_1: 0.2485 (0.2452) loss_bbox_aux_2: 0.2374 (0.2420) loss_bbox_aux_3: 0.2426 (0.2414) loss_bbox_aux_4: 0.2473 (0.2420) loss_bbox_aux_5: 0.3583 (0.3401) loss_bbox_dn_0: 0.5334 (0.4700) loss_bbox_dn_1: 0.4380 (0.3932) loss_bbox_dn_2: 0.4002 (0.3721) loss_bbox_dn_3: 0.3924 (0.3657) loss_bbox_dn_4: 0.3878 (0.3646) loss_bbox_dn_5: 0.3877 (0.3646) loss_giou: 0.6019 (0.6509) loss_giou_aux_0: 0.6586 (0.6955) loss_giou_aux_1: 0.6230 (0.6655) loss_giou_aux_2: 0.6045 (0.6562) loss_giou_aux_3: 0.6023 (0.6530) loss_giou_aux_4: 0.5998 (0.6517) loss_giou_aux_5: 0.7690 (0.8151) loss_giou_dn_0: 0.8395 (0.8678) loss_giou_dn_1: 0.7182 (0.7484) loss_giou_dn_2: 0.6840 (0.7144) loss_giou_dn_3: 0.6735 (0.7032) loss_giou_dn_4: 0.6687 (0.7005) loss_giou_dn_5: 0.6690 (0.7007) loss_vfl: 0.9047 (0.8756) loss_vfl_aux_0: 0.9874 (0.9918) loss_vfl_aux_1: 0.9727 (0.9739) loss_vfl_aux_2: 0.9591 (0.9216) loss_vfl_aux_3: 0.9111 (0.8861) loss_vfl_aux_4: 0.9162 (0.8747) loss_vfl_aux_5: 1.0000 (0.9741) loss_vfl_dn_0: 0.5030 (0.4997) loss_vfl_dn_1: 0.4868 (0.4903) loss_vfl_dn_2: 0.4791 (0.4806) loss_vfl_dn_3: 0.4694 (0.4766) loss_vfl_dn_4: 0.4746 (0.4799) loss_vfl_dn_5: 0.4786 (0.4863) time: 0.4764 data: 0.0180 max mem: 5651 Epoch: [1] [3400/7393] eta: 0:32:14 lr: 0.000010 loss: 22.8319 (22.7751) loss_bbox: 0.2296 (0.2419) loss_bbox_aux_0: 0.2532 (0.2625) loss_bbox_aux_1: 0.2360 (0.2452) loss_bbox_aux_2: 0.2319 (0.2421) loss_bbox_aux_3: 0.2352 (0.2415) loss_bbox_aux_4: 0.2312 (0.2421) loss_bbox_aux_5: 0.3261 (0.3402) loss_bbox_dn_0: 0.4484 (0.4702) loss_bbox_dn_1: 0.3920 (0.3934) loss_bbox_dn_2: 0.3714 (0.3723) loss_bbox_dn_3: 0.3596 (0.3659) loss_bbox_dn_4: 0.3578 (0.3648) loss_bbox_dn_5: 0.3579 (0.3648) loss_giou: 0.6150 (0.6505) loss_giou_aux_0: 0.6901 (0.6950) loss_giou_aux_1: 0.6569 (0.6650) loss_giou_aux_2: 0.6421 (0.6557) loss_giou_aux_3: 0.6277 (0.6526) loss_giou_aux_4: 0.6173 (0.6513) loss_giou_aux_5: 0.8279 (0.8148) loss_giou_dn_0: 0.8803 (0.8674) loss_giou_dn_1: 0.7607 (0.7481) loss_giou_dn_2: 0.7335 (0.7141) loss_giou_dn_3: 0.7193 (0.7029) loss_giou_dn_4: 0.7163 (0.7002) loss_giou_dn_5: 0.7163 (0.7004) loss_vfl: 0.8385 (0.8754) loss_vfl_aux_0: 0.9394 (0.9919) loss_vfl_aux_1: 0.9294 (0.9740) loss_vfl_aux_2: 0.8691 (0.9216) loss_vfl_aux_3: 0.8464 (0.8860) loss_vfl_aux_4: 0.8268 (0.8745) loss_vfl_aux_5: 0.9383 (0.9743) loss_vfl_dn_0: 0.4832 (0.4997) loss_vfl_dn_1: 0.4731 (0.4901) loss_vfl_dn_2: 0.4575 (0.4805) loss_vfl_dn_3: 0.4654 (0.4764) loss_vfl_dn_4: 0.4625 (0.4797) loss_vfl_dn_5: 0.4669 (0.4860) time: 0.4926 data: 0.0179 max mem: 5651 Epoch: [1] [3500/7393] eta: 0:31:25 lr: 0.000010 loss: 22.3868 (22.7558) loss_bbox: 0.2269 (0.2415) loss_bbox_aux_0: 0.2599 (0.2622) loss_bbox_aux_1: 0.2408 (0.2450) loss_bbox_aux_2: 0.2270 (0.2418) loss_bbox_aux_3: 0.2239 (0.2413) loss_bbox_aux_4: 0.2260 (0.2418) loss_bbox_aux_5: 0.3218 (0.3398) loss_bbox_dn_0: 0.4429 (0.4695) loss_bbox_dn_1: 0.3924 (0.3927) loss_bbox_dn_2: 0.3600 (0.3716) loss_bbox_dn_3: 0.3539 (0.3652) loss_bbox_dn_4: 0.3527 (0.3641) loss_bbox_dn_5: 0.3528 (0.3640) loss_giou: 0.6251 (0.6499) loss_giou_aux_0: 0.6559 (0.6943) loss_giou_aux_1: 0.6268 (0.6643) loss_giou_aux_2: 0.6239 (0.6550) loss_giou_aux_3: 0.6291 (0.6519) loss_giou_aux_4: 0.6252 (0.6507) loss_giou_aux_5: 0.7699 (0.8143) loss_giou_dn_0: 0.8523 (0.8667) loss_giou_dn_1: 0.7331 (0.7473) loss_giou_dn_2: 0.7024 (0.7133) loss_giou_dn_3: 0.6899 (0.7022) loss_giou_dn_4: 0.6863 (0.6995) loss_giou_dn_5: 0.6864 (0.6997) loss_vfl: 0.8605 (0.8750) loss_vfl_aux_0: 0.9807 (0.9916) loss_vfl_aux_1: 0.9631 (0.9736) loss_vfl_aux_2: 0.8873 (0.9210) loss_vfl_aux_3: 0.8721 (0.8855) loss_vfl_aux_4: 0.8577 (0.8741) loss_vfl_aux_5: 0.9577 (0.9740) loss_vfl_dn_0: 0.4956 (0.4997) loss_vfl_dn_1: 0.4884 (0.4901) loss_vfl_dn_2: 0.4713 (0.4803) loss_vfl_dn_3: 0.4688 (0.4762) loss_vfl_dn_4: 0.4720 (0.4794) loss_vfl_dn_5: 0.4778 (0.4858) time: 0.4789 data: 0.0172 max mem: 5651 Epoch: [1] [3600/7393] eta: 0:30:36 lr: 0.000010 loss: 22.3576 (22.7528) loss_bbox: 0.2402 (0.2416) loss_bbox_aux_0: 0.2570 (0.2623) loss_bbox_aux_1: 0.2425 (0.2450) loss_bbox_aux_2: 0.2450 (0.2418) loss_bbox_aux_3: 0.2327 (0.2413) loss_bbox_aux_4: 0.2363 (0.2418) loss_bbox_aux_5: 0.3344 (0.3400) loss_bbox_dn_0: 0.4614 (0.4700) loss_bbox_dn_1: 0.3977 (0.3932) loss_bbox_dn_2: 0.3674 (0.3720) loss_bbox_dn_3: 0.3656 (0.3656) loss_bbox_dn_4: 0.3657 (0.3645) loss_bbox_dn_5: 0.3654 (0.3645) loss_giou: 0.5862 (0.6492) loss_giou_aux_0: 0.6458 (0.6936) loss_giou_aux_1: 0.5952 (0.6636) loss_giou_aux_2: 0.5922 (0.6543) loss_giou_aux_3: 0.5857 (0.6513) loss_giou_aux_4: 0.5862 (0.6500) loss_giou_aux_5: 0.7580 (0.8139) loss_giou_dn_0: 0.8350 (0.8662) loss_giou_dn_1: 0.7067 (0.7468) loss_giou_dn_2: 0.6711 (0.7129) loss_giou_dn_3: 0.6627 (0.7017) loss_giou_dn_4: 0.6628 (0.6991) loss_giou_dn_5: 0.6634 (0.6992) loss_vfl: 0.8858 (0.8752) loss_vfl_aux_0: 1.0483 (0.9918) loss_vfl_aux_1: 0.9984 (0.9738) loss_vfl_aux_2: 0.9068 (0.9213) loss_vfl_aux_3: 0.8928 (0.8857) loss_vfl_aux_4: 0.8894 (0.8744) loss_vfl_aux_5: 0.9719 (0.9742) loss_vfl_dn_0: 0.4966 (0.4997) loss_vfl_dn_1: 0.4819 (0.4900) loss_vfl_dn_2: 0.4731 (0.4802) loss_vfl_dn_3: 0.4658 (0.4760) loss_vfl_dn_4: 0.4680 (0.4793) loss_vfl_dn_5: 0.4725 (0.4856) time: 0.4790 data: 0.0170 max mem: 5651 Epoch: [1] [3700/7393] eta: 0:29:46 lr: 0.000010 loss: 21.9044 (22.7376) loss_bbox: 0.2161 (0.2414) loss_bbox_aux_0: 0.2378 (0.2619) loss_bbox_aux_1: 0.2276 (0.2447) loss_bbox_aux_2: 0.2235 (0.2416) loss_bbox_aux_3: 0.2153 (0.2410) loss_bbox_aux_4: 0.2191 (0.2416) loss_bbox_aux_5: 0.3134 (0.3396) loss_bbox_dn_0: 0.3993 (0.4690) loss_bbox_dn_1: 0.3324 (0.3923) loss_bbox_dn_2: 0.3082 (0.3712) loss_bbox_dn_3: 0.2944 (0.3648) loss_bbox_dn_4: 0.2929 (0.3637) loss_bbox_dn_5: 0.2929 (0.3636) loss_giou: 0.6354 (0.6493) loss_giou_aux_0: 0.6595 (0.6936) loss_giou_aux_1: 0.6237 (0.6636) loss_giou_aux_2: 0.6318 (0.6544) loss_giou_aux_3: 0.6352 (0.6514) loss_giou_aux_4: 0.6365 (0.6502) loss_giou_aux_5: 0.7668 (0.8138) loss_giou_dn_0: 0.8456 (0.8657) loss_giou_dn_1: 0.7363 (0.7464) loss_giou_dn_2: 0.7018 (0.7125) loss_giou_dn_3: 0.6923 (0.7014) loss_giou_dn_4: 0.6905 (0.6987) loss_giou_dn_5: 0.6918 (0.6989) loss_vfl: 0.8403 (0.8743) loss_vfl_aux_0: 0.9827 (0.9913) loss_vfl_aux_1: 0.9778 (0.9730) loss_vfl_aux_2: 0.8731 (0.9205) loss_vfl_aux_3: 0.8409 (0.8849) loss_vfl_aux_4: 0.8384 (0.8735) loss_vfl_aux_5: 0.9455 (0.9736) loss_vfl_dn_0: 0.5060 (0.4997) loss_vfl_dn_1: 0.4897 (0.4899) loss_vfl_dn_2: 0.4796 (0.4800) loss_vfl_dn_3: 0.4755 (0.4759) loss_vfl_dn_4: 0.4791 (0.4791) loss_vfl_dn_5: 0.4856 (0.4854) time: 0.4838 data: 0.0171 max mem: 5651 Epoch: [1] [3800/7393] eta: 0:28:57 lr: 0.000010 loss: 21.5664 (22.7220) loss_bbox: 0.2140 (0.2412) loss_bbox_aux_0: 0.2313 (0.2617) loss_bbox_aux_1: 0.2147 (0.2446) loss_bbox_aux_2: 0.2228 (0.2415) loss_bbox_aux_3: 0.2177 (0.2409) loss_bbox_aux_4: 0.2196 (0.2414) loss_bbox_aux_5: 0.3108 (0.3393) loss_bbox_dn_0: 0.4305 (0.4686) loss_bbox_dn_1: 0.3494 (0.3919) loss_bbox_dn_2: 0.3264 (0.3707) loss_bbox_dn_3: 0.3226 (0.3643) loss_bbox_dn_4: 0.3237 (0.3632) loss_bbox_dn_5: 0.3238 (0.3632) loss_giou: 0.6032 (0.6490) loss_giou_aux_0: 0.6321 (0.6933) loss_giou_aux_1: 0.6096 (0.6633) loss_giou_aux_2: 0.6117 (0.6541) loss_giou_aux_3: 0.6042 (0.6511) loss_giou_aux_4: 0.6052 (0.6499) loss_giou_aux_5: 0.7768 (0.8134) loss_giou_dn_0: 0.8235 (0.8649) loss_giou_dn_1: 0.7014 (0.7457) loss_giou_dn_2: 0.6682 (0.7119) loss_giou_dn_3: 0.6586 (0.7008) loss_giou_dn_4: 0.6543 (0.6982) loss_giou_dn_5: 0.6545 (0.6983) loss_vfl: 0.8474 (0.8734) loss_vfl_aux_0: 0.9664 (0.9909) loss_vfl_aux_1: 0.9488 (0.9723) loss_vfl_aux_2: 0.8884 (0.9196) loss_vfl_aux_3: 0.8422 (0.8840) loss_vfl_aux_4: 0.8359 (0.8726) loss_vfl_aux_5: 0.9714 (0.9734) loss_vfl_dn_0: 0.5008 (0.4998) loss_vfl_dn_1: 0.4904 (0.4899) loss_vfl_dn_2: 0.4680 (0.4800) loss_vfl_dn_3: 0.4650 (0.4757) loss_vfl_dn_4: 0.4662 (0.4789) loss_vfl_dn_5: 0.4739 (0.4852) time: 0.4847 data: 0.0176 max mem: 5651 Epoch: [1] [3900/7393] eta: 0:28:08 lr: 0.000010 loss: 22.3948 (22.7206) loss_bbox: 0.2415 (0.2412) loss_bbox_aux_0: 0.2624 (0.2618) loss_bbox_aux_1: 0.2506 (0.2446) loss_bbox_aux_2: 0.2398 (0.2415) loss_bbox_aux_3: 0.2436 (0.2409) loss_bbox_aux_4: 0.2400 (0.2415) loss_bbox_aux_5: 0.3393 (0.3392) loss_bbox_dn_0: 0.4590 (0.4686) loss_bbox_dn_1: 0.3773 (0.3919) loss_bbox_dn_2: 0.3461 (0.3708) loss_bbox_dn_3: 0.3416 (0.3644) loss_bbox_dn_4: 0.3397 (0.3633) loss_bbox_dn_5: 0.3397 (0.3633) loss_giou: 0.6724 (0.6491) loss_giou_aux_0: 0.6772 (0.6933) loss_giou_aux_1: 0.6764 (0.6633) loss_giou_aux_2: 0.6721 (0.6541) loss_giou_aux_3: 0.6896 (0.6511) loss_giou_aux_4: 0.6725 (0.6499) loss_giou_aux_5: 0.8262 (0.8134) loss_giou_dn_0: 0.8650 (0.8647) loss_giou_dn_1: 0.7455 (0.7456) loss_giou_dn_2: 0.7170 (0.7119) loss_giou_dn_3: 0.7034 (0.7008) loss_giou_dn_4: 0.7009 (0.6981) loss_giou_dn_5: 0.7017 (0.6983) loss_vfl: 0.8124 (0.8734) loss_vfl_aux_0: 0.9049 (0.9907) loss_vfl_aux_1: 0.9251 (0.9723) loss_vfl_aux_2: 0.8677 (0.9196) loss_vfl_aux_3: 0.8051 (0.8839) loss_vfl_aux_4: 0.8114 (0.8725) loss_vfl_aux_5: 0.8836 (0.9730) loss_vfl_dn_0: 0.4999 (0.4998) loss_vfl_dn_1: 0.4841 (0.4898) loss_vfl_dn_2: 0.4715 (0.4799) loss_vfl_dn_3: 0.4628 (0.4757) loss_vfl_dn_4: 0.4610 (0.4788) loss_vfl_dn_5: 0.4689 (0.4850) time: 0.4754 data: 0.0171 max mem: 5651 Epoch: [1] [4000/7393] eta: 0:27:19 lr: 0.000010 loss: 22.1596 (22.7078) loss_bbox: 0.2283 (0.2412) loss_bbox_aux_0: 0.2700 (0.2617) loss_bbox_aux_1: 0.2341 (0.2445) loss_bbox_aux_2: 0.2382 (0.2414) loss_bbox_aux_3: 0.2315 (0.2409) loss_bbox_aux_4: 0.2368 (0.2414) loss_bbox_aux_5: 0.3526 (0.3391) loss_bbox_dn_0: 0.4902 (0.4682) loss_bbox_dn_1: 0.4072 (0.3915) loss_bbox_dn_2: 0.3849 (0.3704) loss_bbox_dn_3: 0.3809 (0.3640) loss_bbox_dn_4: 0.3821 (0.3629) loss_bbox_dn_5: 0.3822 (0.3629) loss_giou: 0.6293 (0.6489) loss_giou_aux_0: 0.6631 (0.6931) loss_giou_aux_1: 0.6313 (0.6631) loss_giou_aux_2: 0.6263 (0.6539) loss_giou_aux_3: 0.6243 (0.6509) loss_giou_aux_4: 0.6290 (0.6498) loss_giou_aux_5: 0.7742 (0.8132) loss_giou_dn_0: 0.8298 (0.8640) loss_giou_dn_1: 0.7078 (0.7450) loss_giou_dn_2: 0.6754 (0.7113) loss_giou_dn_3: 0.6672 (0.7003) loss_giou_dn_4: 0.6653 (0.6976) loss_giou_dn_5: 0.6652 (0.6978) loss_vfl: 0.8686 (0.8726) loss_vfl_aux_0: 0.9986 (0.9904) loss_vfl_aux_1: 0.9560 (0.9718) loss_vfl_aux_2: 0.9294 (0.9189) loss_vfl_aux_3: 0.8555 (0.8831) loss_vfl_aux_4: 0.8563 (0.8717) loss_vfl_aux_5: 0.9531 (0.9725) loss_vfl_dn_0: 0.4939 (0.4997) loss_vfl_dn_1: 0.4828 (0.4897) loss_vfl_dn_2: 0.4701 (0.4797) loss_vfl_dn_3: 0.4638 (0.4754) loss_vfl_dn_4: 0.4649 (0.4785) loss_vfl_dn_5: 0.4689 (0.4847) time: 0.4710 data: 0.0177 max mem: 5651 Epoch: [1] [4100/7393] eta: 0:26:30 lr: 0.000010 loss: 22.1125 (22.6986) loss_bbox: 0.2231 (0.2410) loss_bbox_aux_0: 0.2473 (0.2615) loss_bbox_aux_1: 0.2284 (0.2443) loss_bbox_aux_2: 0.2246 (0.2413) loss_bbox_aux_3: 0.2220 (0.2408) loss_bbox_aux_4: 0.2133 (0.2413) loss_bbox_aux_5: 0.3310 (0.3389) loss_bbox_dn_0: 0.3935 (0.4679) loss_bbox_dn_1: 0.3396 (0.3913) loss_bbox_dn_2: 0.3162 (0.3702) loss_bbox_dn_3: 0.3138 (0.3638) loss_bbox_dn_4: 0.3140 (0.3627) loss_bbox_dn_5: 0.3141 (0.3627) loss_giou: 0.6468 (0.6488) loss_giou_aux_0: 0.6848 (0.6930) loss_giou_aux_1: 0.6558 (0.6629) loss_giou_aux_2: 0.6455 (0.6538) loss_giou_aux_3: 0.6392 (0.6508) loss_giou_aux_4: 0.6478 (0.6497) loss_giou_aux_5: 0.8265 (0.8131) loss_giou_dn_0: 0.8449 (0.8637) loss_giou_dn_1: 0.7351 (0.7448) loss_giou_dn_2: 0.7026 (0.7111) loss_giou_dn_3: 0.6929 (0.7001) loss_giou_dn_4: 0.6905 (0.6975) loss_giou_dn_5: 0.6907 (0.6976) loss_vfl: 0.8645 (0.8719) loss_vfl_aux_0: 0.9605 (0.9902) loss_vfl_aux_1: 0.9259 (0.9715) loss_vfl_aux_2: 0.8903 (0.9184) loss_vfl_aux_3: 0.8689 (0.8825) loss_vfl_aux_4: 0.8471 (0.8710) loss_vfl_aux_5: 0.9354 (0.9723) loss_vfl_dn_0: 0.4898 (0.4996) loss_vfl_dn_1: 0.4752 (0.4896) loss_vfl_dn_2: 0.4620 (0.4794) loss_vfl_dn_3: 0.4591 (0.4752) loss_vfl_dn_4: 0.4579 (0.4782) loss_vfl_dn_5: 0.4605 (0.4843) time: 0.4778 data: 0.0173 max mem: 5651 Epoch: [1] [4200/7393] eta: 0:25:42 lr: 0.000010 loss: 22.6780 (22.6913) loss_bbox: 0.2314 (0.2410) loss_bbox_aux_0: 0.2451 (0.2615) loss_bbox_aux_1: 0.2496 (0.2443) loss_bbox_aux_2: 0.2328 (0.2413) loss_bbox_aux_3: 0.2303 (0.2408) loss_bbox_aux_4: 0.2351 (0.2412) loss_bbox_aux_5: 0.3227 (0.3388) loss_bbox_dn_0: 0.4386 (0.4675) loss_bbox_dn_1: 0.3646 (0.3909) loss_bbox_dn_2: 0.3401 (0.3699) loss_bbox_dn_3: 0.3321 (0.3635) loss_bbox_dn_4: 0.3295 (0.3624) loss_bbox_dn_5: 0.3294 (0.3624) loss_giou: 0.6518 (0.6489) loss_giou_aux_0: 0.6833 (0.6929) loss_giou_aux_1: 0.6645 (0.6629) loss_giou_aux_2: 0.6494 (0.6538) loss_giou_aux_3: 0.6511 (0.6509) loss_giou_aux_4: 0.6491 (0.6497) loss_giou_aux_5: 0.7998 (0.8130) loss_giou_dn_0: 0.8609 (0.8633) loss_giou_dn_1: 0.7449 (0.7445) loss_giou_dn_2: 0.7174 (0.7109) loss_giou_dn_3: 0.7053 (0.7000) loss_giou_dn_4: 0.7076 (0.6973) loss_giou_dn_5: 0.7083 (0.6975) loss_vfl: 0.8426 (0.8714) loss_vfl_aux_0: 0.9601 (0.9899) loss_vfl_aux_1: 0.9532 (0.9711) loss_vfl_aux_2: 0.8806 (0.9181) loss_vfl_aux_3: 0.8499 (0.8820) loss_vfl_aux_4: 0.8303 (0.8707) loss_vfl_aux_5: 0.9149 (0.9718) loss_vfl_dn_0: 0.4967 (0.4996) loss_vfl_dn_1: 0.4857 (0.4894) loss_vfl_dn_2: 0.4659 (0.4792) loss_vfl_dn_3: 0.4637 (0.4749) loss_vfl_dn_4: 0.4677 (0.4779) loss_vfl_dn_5: 0.4763 (0.4840) time: 0.4807 data: 0.0172 max mem: 5651 Epoch: [1] [4300/7393] eta: 0:24:54 lr: 0.000010 loss: 22.4709 (22.6819) loss_bbox: 0.2143 (0.2410) loss_bbox_aux_0: 0.2404 (0.2615) loss_bbox_aux_1: 0.2234 (0.2443) loss_bbox_aux_2: 0.2263 (0.2413) loss_bbox_aux_3: 0.2155 (0.2408) loss_bbox_aux_4: 0.2204 (0.2413) loss_bbox_aux_5: 0.3082 (0.3387) loss_bbox_dn_0: 0.4675 (0.4675) loss_bbox_dn_1: 0.3702 (0.3909) loss_bbox_dn_2: 0.3424 (0.3698) loss_bbox_dn_3: 0.3339 (0.3635) loss_bbox_dn_4: 0.3327 (0.3624) loss_bbox_dn_5: 0.3330 (0.3623) loss_giou: 0.6074 (0.6482) loss_giou_aux_0: 0.6422 (0.6923) loss_giou_aux_1: 0.6213 (0.6623) loss_giou_aux_2: 0.6123 (0.6532) loss_giou_aux_3: 0.6105 (0.6502) loss_giou_aux_4: 0.6045 (0.6490) loss_giou_aux_5: 0.7702 (0.8124) loss_giou_dn_0: 0.8251 (0.8626) loss_giou_dn_1: 0.6975 (0.7438) loss_giou_dn_2: 0.6668 (0.7103) loss_giou_dn_3: 0.6582 (0.6993) loss_giou_dn_4: 0.6574 (0.6967) loss_giou_dn_5: 0.6576 (0.6968) loss_vfl: 0.8596 (0.8713) loss_vfl_aux_0: 1.0178 (0.9900) loss_vfl_aux_1: 0.9959 (0.9711) loss_vfl_aux_2: 0.9157 (0.9179) loss_vfl_aux_3: 0.8796 (0.8820) loss_vfl_aux_4: 0.8651 (0.8705) loss_vfl_aux_5: 0.9688 (0.9721) loss_vfl_dn_0: 0.4957 (0.4996) loss_vfl_dn_1: 0.4827 (0.4894) loss_vfl_dn_2: 0.4717 (0.4791) loss_vfl_dn_3: 0.4671 (0.4748) loss_vfl_dn_4: 0.4697 (0.4778) loss_vfl_dn_5: 0.4730 (0.4838) time: 0.4853 data: 0.0174 max mem: 5651 Epoch: [1] [4400/7393] eta: 0:24:05 lr: 0.000010 loss: 22.2075 (22.6737) loss_bbox: 0.2427 (0.2409) loss_bbox_aux_0: 0.2507 (0.2613) loss_bbox_aux_1: 0.2295 (0.2442) loss_bbox_aux_2: 0.2246 (0.2412) loss_bbox_aux_3: 0.2304 (0.2407) loss_bbox_aux_4: 0.2358 (0.2412) loss_bbox_aux_5: 0.3359 (0.3385) loss_bbox_dn_0: 0.4171 (0.4673) loss_bbox_dn_1: 0.3377 (0.3906) loss_bbox_dn_2: 0.3222 (0.3696) loss_bbox_dn_3: 0.3215 (0.3632) loss_bbox_dn_4: 0.3201 (0.3621) loss_bbox_dn_5: 0.3200 (0.3621) loss_giou: 0.6366 (0.6479) loss_giou_aux_0: 0.6672 (0.6918) loss_giou_aux_1: 0.6523 (0.6619) loss_giou_aux_2: 0.6358 (0.6528) loss_giou_aux_3: 0.6331 (0.6498) loss_giou_aux_4: 0.6387 (0.6487) loss_giou_aux_5: 0.7922 (0.8120) loss_giou_dn_0: 0.8236 (0.8621) loss_giou_dn_1: 0.7068 (0.7433) loss_giou_dn_2: 0.6763 (0.7098) loss_giou_dn_3: 0.6658 (0.6988) loss_giou_dn_4: 0.6633 (0.6962) loss_giou_dn_5: 0.6634 (0.6964) loss_vfl: 0.8236 (0.8712) loss_vfl_aux_0: 0.9681 (0.9903) loss_vfl_aux_1: 0.9156 (0.9714) loss_vfl_aux_2: 0.8866 (0.9181) loss_vfl_aux_3: 0.8418 (0.8820) loss_vfl_aux_4: 0.8232 (0.8705) loss_vfl_aux_5: 0.9561 (0.9723) loss_vfl_dn_0: 0.5058 (0.4997) loss_vfl_dn_1: 0.4884 (0.4893) loss_vfl_dn_2: 0.4744 (0.4790) loss_vfl_dn_3: 0.4672 (0.4747) loss_vfl_dn_4: 0.4700 (0.4776) loss_vfl_dn_5: 0.4730 (0.4836) time: 0.4715 data: 0.0172 max mem: 5651 Epoch: [1] [4500/7393] eta: 0:23:20 lr: 0.000010 loss: 21.9713 (22.6638) loss_bbox: 0.2278 (0.2407) loss_bbox_aux_0: 0.2679 (0.2611) loss_bbox_aux_1: 0.2497 (0.2441) loss_bbox_aux_2: 0.2431 (0.2410) loss_bbox_aux_3: 0.2347 (0.2405) loss_bbox_aux_4: 0.2280 (0.2410) loss_bbox_aux_5: 0.3488 (0.3384) loss_bbox_dn_0: 0.4460 (0.4671) loss_bbox_dn_1: 0.3550 (0.3904) loss_bbox_dn_2: 0.3262 (0.3694) loss_bbox_dn_3: 0.3183 (0.3630) loss_bbox_dn_4: 0.3171 (0.3619) loss_bbox_dn_5: 0.3175 (0.3619) loss_giou: 0.6039 (0.6475) loss_giou_aux_0: 0.6665 (0.6914) loss_giou_aux_1: 0.6223 (0.6615) loss_giou_aux_2: 0.6214 (0.6524) loss_giou_aux_3: 0.6121 (0.6495) loss_giou_aux_4: 0.6076 (0.6483) loss_giou_aux_5: 0.7867 (0.8117) loss_giou_dn_0: 0.8093 (0.8615) loss_giou_dn_1: 0.6983 (0.7427) loss_giou_dn_2: 0.6621 (0.7092) loss_giou_dn_3: 0.6537 (0.6983) loss_giou_dn_4: 0.6520 (0.6957) loss_giou_dn_5: 0.6517 (0.6959) loss_vfl: 0.8232 (0.8710) loss_vfl_aux_0: 0.9361 (0.9904) loss_vfl_aux_1: 0.9360 (0.9714) loss_vfl_aux_2: 0.8632 (0.9179) loss_vfl_aux_3: 0.8386 (0.8817) loss_vfl_aux_4: 0.8462 (0.8702) loss_vfl_aux_5: 0.9290 (0.9723) loss_vfl_dn_0: 0.4939 (0.4996) loss_vfl_dn_1: 0.4818 (0.4892) loss_vfl_dn_2: 0.4725 (0.4788) loss_vfl_dn_3: 0.4590 (0.4745) loss_vfl_dn_4: 0.4632 (0.4774) loss_vfl_dn_5: 0.4673 (0.4834) time: 0.4744 data: 0.0173 max mem: 5651 Epoch: [1] [4600/7393] eta: 0:22:36 lr: 0.000010 loss: 21.9751 (22.6533) loss_bbox: 0.2226 (0.2407) loss_bbox_aux_0: 0.2381 (0.2611) loss_bbox_aux_1: 0.2292 (0.2441) loss_bbox_aux_2: 0.2248 (0.2411) loss_bbox_aux_3: 0.2219 (0.2405) loss_bbox_aux_4: 0.2258 (0.2410) loss_bbox_aux_5: 0.3296 (0.3384) loss_bbox_dn_0: 0.4693 (0.4668) loss_bbox_dn_1: 0.3702 (0.3901) loss_bbox_dn_2: 0.3419 (0.3691) loss_bbox_dn_3: 0.3362 (0.3627) loss_bbox_dn_4: 0.3360 (0.3616) loss_bbox_dn_5: 0.3360 (0.3616) loss_giou: 0.6016 (0.6473) loss_giou_aux_0: 0.6484 (0.6912) loss_giou_aux_1: 0.6049 (0.6613) loss_giou_aux_2: 0.5903 (0.6522) loss_giou_aux_3: 0.5958 (0.6493) loss_giou_aux_4: 0.5954 (0.6482) loss_giou_aux_5: 0.7813 (0.8115) loss_giou_dn_0: 0.8326 (0.8610) loss_giou_dn_1: 0.7092 (0.7421) loss_giou_dn_2: 0.6826 (0.7087) loss_giou_dn_3: 0.6730 (0.6978) loss_giou_dn_4: 0.6704 (0.6952) loss_giou_dn_5: 0.6711 (0.6954) loss_vfl: 0.8425 (0.8703) loss_vfl_aux_0: 0.9513 (0.9899) loss_vfl_aux_1: 0.9568 (0.9707) loss_vfl_aux_2: 0.8615 (0.9173) loss_vfl_aux_3: 0.8477 (0.8812) loss_vfl_aux_4: 0.8442 (0.8695) loss_vfl_aux_5: 0.9291 (0.9720) loss_vfl_dn_0: 0.4931 (0.4996) loss_vfl_dn_1: 0.4842 (0.4892) loss_vfl_dn_2: 0.4713 (0.4788) loss_vfl_dn_3: 0.4660 (0.4744) loss_vfl_dn_4: 0.4661 (0.4773) loss_vfl_dn_5: 0.4717 (0.4832) time: 0.4830 data: 0.0175 max mem: 5651 Epoch: [1] [4700/7393] eta: 0:21:50 lr: 0.000010 loss: 21.8500 (22.6458) loss_bbox: 0.2398 (0.2408) loss_bbox_aux_0: 0.2476 (0.2611) loss_bbox_aux_1: 0.2350 (0.2441) loss_bbox_aux_2: 0.2252 (0.2411) loss_bbox_aux_3: 0.2401 (0.2406) loss_bbox_aux_4: 0.2389 (0.2410) loss_bbox_aux_5: 0.3524 (0.3384) loss_bbox_dn_0: 0.4452 (0.4667) loss_bbox_dn_1: 0.3599 (0.3900) loss_bbox_dn_2: 0.3457 (0.3690) loss_bbox_dn_3: 0.3428 (0.3626) loss_bbox_dn_4: 0.3445 (0.3615) loss_bbox_dn_5: 0.3451 (0.3615) loss_giou: 0.5876 (0.6470) loss_giou_aux_0: 0.6465 (0.6908) loss_giou_aux_1: 0.6231 (0.6610) loss_giou_aux_2: 0.6240 (0.6520) loss_giou_aux_3: 0.6180 (0.6490) loss_giou_aux_4: 0.6225 (0.6479) loss_giou_aux_5: 0.7578 (0.8112) loss_giou_dn_0: 0.8275 (0.8604) loss_giou_dn_1: 0.7010 (0.7416) loss_giou_dn_2: 0.6683 (0.7083) loss_giou_dn_3: 0.6583 (0.6974) loss_giou_dn_4: 0.6563 (0.6948) loss_giou_dn_5: 0.6554 (0.6949) loss_vfl: 0.8349 (0.8701) loss_vfl_aux_0: 0.9738 (0.9897) loss_vfl_aux_1: 0.9298 (0.9705) loss_vfl_aux_2: 0.8746 (0.9170) loss_vfl_aux_3: 0.8483 (0.8809) loss_vfl_aux_4: 0.8524 (0.8693) loss_vfl_aux_5: 1.0001 (0.9719) loss_vfl_dn_0: 0.4989 (0.4996) loss_vfl_dn_1: 0.4840 (0.4891) loss_vfl_dn_2: 0.4707 (0.4787) loss_vfl_dn_3: 0.4634 (0.4742) loss_vfl_dn_4: 0.4637 (0.4771) loss_vfl_dn_5: 0.4672 (0.4831) time: 0.4936 data: 0.0175 max mem: 5651 Epoch: [1] [4800/7393] eta: 0:21:00 lr: 0.000010 loss: 21.5058 (22.6331) loss_bbox: 0.2174 (0.2404) loss_bbox_aux_0: 0.2318 (0.2608) loss_bbox_aux_1: 0.2304 (0.2439) loss_bbox_aux_2: 0.2285 (0.2408) loss_bbox_aux_3: 0.2186 (0.2402) loss_bbox_aux_4: 0.2192 (0.2407) loss_bbox_aux_5: 0.3183 (0.3381) loss_bbox_dn_0: 0.4350 (0.4661) loss_bbox_dn_1: 0.3701 (0.3894) loss_bbox_dn_2: 0.3435 (0.3684) loss_bbox_dn_3: 0.3329 (0.3621) loss_bbox_dn_4: 0.3340 (0.3610) loss_bbox_dn_5: 0.3340 (0.3609) loss_giou: 0.5850 (0.6469) loss_giou_aux_0: 0.6546 (0.6907) loss_giou_aux_1: 0.6091 (0.6610) loss_giou_aux_2: 0.5953 (0.6519) loss_giou_aux_3: 0.5925 (0.6489) loss_giou_aux_4: 0.5932 (0.6478) loss_giou_aux_5: 0.8181 (0.8111) loss_giou_dn_0: 0.8403 (0.8600) loss_giou_dn_1: 0.7029 (0.7413) loss_giou_dn_2: 0.6767 (0.7080) loss_giou_dn_3: 0.6721 (0.6971) loss_giou_dn_4: 0.6690 (0.6945) loss_giou_dn_5: 0.6692 (0.6947) loss_vfl: 0.7741 (0.8697) loss_vfl_aux_0: 0.9066 (0.9891) loss_vfl_aux_1: 0.8909 (0.9698) loss_vfl_aux_2: 0.8136 (0.9164) loss_vfl_aux_3: 0.8000 (0.8805) loss_vfl_aux_4: 0.8016 (0.8689) loss_vfl_aux_5: 0.8624 (0.9713) loss_vfl_dn_0: 0.4952 (0.4996) loss_vfl_dn_1: 0.4749 (0.4889) loss_vfl_dn_2: 0.4577 (0.4784) loss_vfl_dn_3: 0.4490 (0.4740) loss_vfl_dn_4: 0.4525 (0.4768) loss_vfl_dn_5: 0.4547 (0.4828) time: 0.4600 data: 0.0163 max mem: 5651 Epoch: [1] [4900/7393] eta: 0:20:11 lr: 0.000010 loss: 21.5443 (22.6259) loss_bbox: 0.2106 (0.2404) loss_bbox_aux_0: 0.2253 (0.2607) loss_bbox_aux_1: 0.2062 (0.2438) loss_bbox_aux_2: 0.2035 (0.2408) loss_bbox_aux_3: 0.2072 (0.2401) loss_bbox_aux_4: 0.2121 (0.2407) loss_bbox_aux_5: 0.3016 (0.3380) loss_bbox_dn_0: 0.4230 (0.4659) loss_bbox_dn_1: 0.3652 (0.3893) loss_bbox_dn_2: 0.3286 (0.3683) loss_bbox_dn_3: 0.3218 (0.3619) loss_bbox_dn_4: 0.3217 (0.3608) loss_bbox_dn_5: 0.3216 (0.3608) loss_giou: 0.6059 (0.6467) loss_giou_aux_0: 0.6605 (0.6903) loss_giou_aux_1: 0.6173 (0.6606) loss_giou_aux_2: 0.5982 (0.6515) loss_giou_aux_3: 0.6032 (0.6486) loss_giou_aux_4: 0.6109 (0.6475) loss_giou_aux_5: 0.7462 (0.8107) loss_giou_dn_0: 0.8170 (0.8595) loss_giou_dn_1: 0.7027 (0.7408) loss_giou_dn_2: 0.6641 (0.7076) loss_giou_dn_3: 0.6526 (0.6967) loss_giou_dn_4: 0.6496 (0.6941) loss_giou_dn_5: 0.6494 (0.6943) loss_vfl: 0.8553 (0.8696) loss_vfl_aux_0: 0.9693 (0.9892) loss_vfl_aux_1: 0.9517 (0.9697) loss_vfl_aux_2: 0.8961 (0.9163) loss_vfl_aux_3: 0.8758 (0.8804) loss_vfl_aux_4: 0.8460 (0.8687) loss_vfl_aux_5: 0.9910 (0.9715) loss_vfl_dn_0: 0.5014 (0.4996) loss_vfl_dn_1: 0.4859 (0.4889) loss_vfl_dn_2: 0.4665 (0.4784) loss_vfl_dn_3: 0.4676 (0.4739) loss_vfl_dn_4: 0.4591 (0.4768) loss_vfl_dn_5: 0.4681 (0.4827) time: 0.4499 data: 0.0167 max mem: 5651 Epoch: [1] [5000/7393] eta: 0:19:21 lr: 0.000010 loss: 21.6122 (22.6132) loss_bbox: 0.2248 (0.2402) loss_bbox_aux_0: 0.2396 (0.2604) loss_bbox_aux_1: 0.2224 (0.2436) loss_bbox_aux_2: 0.2230 (0.2406) loss_bbox_aux_3: 0.2231 (0.2399) loss_bbox_aux_4: 0.2250 (0.2405) loss_bbox_aux_5: 0.3221 (0.3376) loss_bbox_dn_0: 0.4435 (0.4653) loss_bbox_dn_1: 0.3804 (0.3887) loss_bbox_dn_2: 0.3558 (0.3678) loss_bbox_dn_3: 0.3472 (0.3614) loss_bbox_dn_4: 0.3473 (0.3603) loss_bbox_dn_5: 0.3474 (0.3603) loss_giou: 0.5768 (0.6468) loss_giou_aux_0: 0.6243 (0.6903) loss_giou_aux_1: 0.6030 (0.6606) loss_giou_aux_2: 0.5820 (0.6516) loss_giou_aux_3: 0.5758 (0.6486) loss_giou_aux_4: 0.5766 (0.6476) loss_giou_aux_5: 0.7434 (0.8106) loss_giou_dn_0: 0.8075 (0.8590) loss_giou_dn_1: 0.6895 (0.7404) loss_giou_dn_2: 0.6491 (0.7072) loss_giou_dn_3: 0.6345 (0.6964) loss_giou_dn_4: 0.6322 (0.6938) loss_giou_dn_5: 0.6322 (0.6940) loss_vfl: 0.8521 (0.8687) loss_vfl_aux_0: 1.0071 (0.9886) loss_vfl_aux_1: 0.9806 (0.9689) loss_vfl_aux_2: 0.9120 (0.9155) loss_vfl_aux_3: 0.8726 (0.8796) loss_vfl_aux_4: 0.8408 (0.8679) loss_vfl_aux_5: 0.9614 (0.9710) loss_vfl_dn_0: 0.5113 (0.4996) loss_vfl_dn_1: 0.4955 (0.4888) loss_vfl_dn_2: 0.4865 (0.4783) loss_vfl_dn_3: 0.4758 (0.4737) loss_vfl_dn_4: 0.4735 (0.4765) loss_vfl_dn_5: 0.4781 (0.4824) time: 0.4634 data: 0.0158 max mem: 5651 Epoch: [1] [5100/7393] eta: 0:18:31 lr: 0.000010 loss: 21.8394 (22.6039) loss_bbox: 0.2380 (0.2401) loss_bbox_aux_0: 0.2563 (0.2604) loss_bbox_aux_1: 0.2452 (0.2436) loss_bbox_aux_2: 0.2360 (0.2405) loss_bbox_aux_3: 0.2316 (0.2398) loss_bbox_aux_4: 0.2356 (0.2403) loss_bbox_aux_5: 0.3314 (0.3376) loss_bbox_dn_0: 0.4353 (0.4653) loss_bbox_dn_1: 0.3538 (0.3887) loss_bbox_dn_2: 0.3373 (0.3677) loss_bbox_dn_3: 0.3309 (0.3614) loss_bbox_dn_4: 0.3283 (0.3603) loss_bbox_dn_5: 0.3283 (0.3603) loss_giou: 0.6265 (0.6461) loss_giou_aux_0: 0.6743 (0.6897) loss_giou_aux_1: 0.6399 (0.6601) loss_giou_aux_2: 0.6291 (0.6510) loss_giou_aux_3: 0.6175 (0.6480) loss_giou_aux_4: 0.6255 (0.6470) loss_giou_aux_5: 0.7808 (0.8101) loss_giou_dn_0: 0.8280 (0.8583) loss_giou_dn_1: 0.7056 (0.7398) loss_giou_dn_2: 0.6784 (0.7066) loss_giou_dn_3: 0.6704 (0.6958) loss_giou_dn_4: 0.6694 (0.6932) loss_giou_dn_5: 0.6696 (0.6934) loss_vfl: 0.8576 (0.8686) loss_vfl_aux_0: 0.9269 (0.9886) loss_vfl_aux_1: 0.9293 (0.9688) loss_vfl_aux_2: 0.8751 (0.9153) loss_vfl_aux_3: 0.8622 (0.8796) loss_vfl_aux_4: 0.8443 (0.8679) loss_vfl_aux_5: 0.9187 (0.9711) loss_vfl_dn_0: 0.4960 (0.4997) loss_vfl_dn_1: 0.4797 (0.4887) loss_vfl_dn_2: 0.4678 (0.4781) loss_vfl_dn_3: 0.4606 (0.4736) loss_vfl_dn_4: 0.4594 (0.4764) loss_vfl_dn_5: 0.4650 (0.4822) time: 0.4569 data: 0.0147 max mem: 5651 Epoch: [1] [5200/7393] eta: 0:17:42 lr: 0.000010 loss: 21.7038 (22.5941) loss_bbox: 0.2433 (0.2400) loss_bbox_aux_0: 0.2575 (0.2603) loss_bbox_aux_1: 0.2350 (0.2435) loss_bbox_aux_2: 0.2398 (0.2405) loss_bbox_aux_3: 0.2401 (0.2398) loss_bbox_aux_4: 0.2455 (0.2403) loss_bbox_aux_5: 0.3227 (0.3375) loss_bbox_dn_0: 0.4030 (0.4649) loss_bbox_dn_1: 0.3242 (0.3883) loss_bbox_dn_2: 0.3074 (0.3673) loss_bbox_dn_3: 0.3018 (0.3610) loss_bbox_dn_4: 0.3018 (0.3599) loss_bbox_dn_5: 0.3019 (0.3599) loss_giou: 0.6271 (0.6459) loss_giou_aux_0: 0.6697 (0.6894) loss_giou_aux_1: 0.6417 (0.6598) loss_giou_aux_2: 0.6263 (0.6507) loss_giou_aux_3: 0.6247 (0.6477) loss_giou_aux_4: 0.6271 (0.6467) loss_giou_aux_5: 0.7806 (0.8098) loss_giou_dn_0: 0.8474 (0.8578) loss_giou_dn_1: 0.7095 (0.7393) loss_giou_dn_2: 0.6775 (0.7061) loss_giou_dn_3: 0.6668 (0.6953) loss_giou_dn_4: 0.6649 (0.6928) loss_giou_dn_5: 0.6650 (0.6929) loss_vfl: 0.8320 (0.8683) loss_vfl_aux_0: 0.9552 (0.9884) loss_vfl_aux_1: 0.9225 (0.9686) loss_vfl_aux_2: 0.8865 (0.9150) loss_vfl_aux_3: 0.8555 (0.8793) loss_vfl_aux_4: 0.8355 (0.8676) loss_vfl_aux_5: 0.9286 (0.9710) loss_vfl_dn_0: 0.4923 (0.4997) loss_vfl_dn_1: 0.4827 (0.4887) loss_vfl_dn_2: 0.4697 (0.4781) loss_vfl_dn_3: 0.4638 (0.4735) loss_vfl_dn_4: 0.4642 (0.4762) loss_vfl_dn_5: 0.4667 (0.4820) time: 0.4724 data: 0.0143 max mem: 5651 Epoch: [1] [5300/7393] eta: 0:16:52 lr: 0.000010 loss: 21.1865 (22.5808) loss_bbox: 0.2185 (0.2399) loss_bbox_aux_0: 0.2403 (0.2601) loss_bbox_aux_1: 0.2228 (0.2433) loss_bbox_aux_2: 0.2231 (0.2403) loss_bbox_aux_3: 0.2252 (0.2396) loss_bbox_aux_4: 0.2233 (0.2401) loss_bbox_aux_5: 0.2866 (0.3371) loss_bbox_dn_0: 0.4036 (0.4644) loss_bbox_dn_1: 0.3266 (0.3878) loss_bbox_dn_2: 0.3076 (0.3669) loss_bbox_dn_3: 0.3010 (0.3606) loss_bbox_dn_4: 0.2992 (0.3595) loss_bbox_dn_5: 0.2992 (0.3595) loss_giou: 0.6739 (0.6457) loss_giou_aux_0: 0.7053 (0.6891) loss_giou_aux_1: 0.6682 (0.6595) loss_giou_aux_2: 0.6767 (0.6505) loss_giou_aux_3: 0.6770 (0.6475) loss_giou_aux_4: 0.6749 (0.6465) loss_giou_aux_5: 0.8064 (0.8094) loss_giou_dn_0: 0.8312 (0.8573) loss_giou_dn_1: 0.7038 (0.7388) loss_giou_dn_2: 0.6781 (0.7057) loss_giou_dn_3: 0.6686 (0.6949) loss_giou_dn_4: 0.6677 (0.6924) loss_giou_dn_5: 0.6677 (0.6925) loss_vfl: 0.8243 (0.8677) loss_vfl_aux_0: 0.9246 (0.9880) loss_vfl_aux_1: 0.9324 (0.9683) loss_vfl_aux_2: 0.8812 (0.9145) loss_vfl_aux_3: 0.8210 (0.8787) loss_vfl_aux_4: 0.8399 (0.8669) loss_vfl_aux_5: 0.9386 (0.9710) loss_vfl_dn_0: 0.4953 (0.4996) loss_vfl_dn_1: 0.4829 (0.4885) loss_vfl_dn_2: 0.4660 (0.4779) loss_vfl_dn_3: 0.4629 (0.4733) loss_vfl_dn_4: 0.4575 (0.4760) loss_vfl_dn_5: 0.4614 (0.4817) time: 0.4575 data: 0.0142 max mem: 5651 Epoch: [1] [5400/7393] eta: 0:16:03 lr: 0.000010 loss: 21.8464 (22.5691) loss_bbox: 0.2287 (0.2396) loss_bbox_aux_0: 0.2582 (0.2598) loss_bbox_aux_1: 0.2406 (0.2431) loss_bbox_aux_2: 0.2356 (0.2400) loss_bbox_aux_3: 0.2364 (0.2393) loss_bbox_aux_4: 0.2359 (0.2398) loss_bbox_aux_5: 0.3357 (0.3368) loss_bbox_dn_0: 0.4412 (0.4638) loss_bbox_dn_1: 0.3574 (0.3873) loss_bbox_dn_2: 0.3323 (0.3664) loss_bbox_dn_3: 0.3288 (0.3601) loss_bbox_dn_4: 0.3288 (0.3590) loss_bbox_dn_5: 0.3289 (0.3590) loss_giou: 0.5703 (0.6455) loss_giou_aux_0: 0.6012 (0.6890) loss_giou_aux_1: 0.5757 (0.6593) loss_giou_aux_2: 0.5753 (0.6503) loss_giou_aux_3: 0.5707 (0.6474) loss_giou_aux_4: 0.5619 (0.6464) loss_giou_aux_5: 0.7540 (0.8094) loss_giou_dn_0: 0.7888 (0.8568) loss_giou_dn_1: 0.6727 (0.7384) loss_giou_dn_2: 0.6453 (0.7053) loss_giou_dn_3: 0.6349 (0.6946) loss_giou_dn_4: 0.6331 (0.6920) loss_giou_dn_5: 0.6331 (0.6922) loss_vfl: 0.8617 (0.8672) loss_vfl_aux_0: 0.9460 (0.9878) loss_vfl_aux_1: 0.9599 (0.9679) loss_vfl_aux_2: 0.9009 (0.9141) loss_vfl_aux_3: 0.8684 (0.8782) loss_vfl_aux_4: 0.8469 (0.8664) loss_vfl_aux_5: 0.9300 (0.9707) loss_vfl_dn_0: 0.5084 (0.4996) loss_vfl_dn_1: 0.4925 (0.4884) loss_vfl_dn_2: 0.4774 (0.4778) loss_vfl_dn_3: 0.4719 (0.4732) loss_vfl_dn_4: 0.4722 (0.4758) loss_vfl_dn_5: 0.4766 (0.4815) time: 0.4600 data: 0.0143 max mem: 5651 Epoch: [1] [5500/7393] eta: 0:15:14 lr: 0.000010 loss: 21.6961 (22.5591) loss_bbox: 0.2201 (0.2394) loss_bbox_aux_0: 0.2487 (0.2597) loss_bbox_aux_1: 0.2301 (0.2430) loss_bbox_aux_2: 0.2228 (0.2398) loss_bbox_aux_3: 0.2271 (0.2391) loss_bbox_aux_4: 0.2235 (0.2397) loss_bbox_aux_5: 0.3269 (0.3367) loss_bbox_dn_0: 0.4197 (0.4635) loss_bbox_dn_1: 0.3566 (0.3870) loss_bbox_dn_2: 0.3322 (0.3660) loss_bbox_dn_3: 0.3296 (0.3597) loss_bbox_dn_4: 0.3282 (0.3586) loss_bbox_dn_5: 0.3282 (0.3586) loss_giou: 0.5967 (0.6451) loss_giou_aux_0: 0.6479 (0.6886) loss_giou_aux_1: 0.6170 (0.6589) loss_giou_aux_2: 0.6053 (0.6499) loss_giou_aux_3: 0.6034 (0.6469) loss_giou_aux_4: 0.5975 (0.6460) loss_giou_aux_5: 0.7831 (0.8091) loss_giou_dn_0: 0.8168 (0.8562) loss_giou_dn_1: 0.6990 (0.7378) loss_giou_dn_2: 0.6681 (0.7048) loss_giou_dn_3: 0.6591 (0.6940) loss_giou_dn_4: 0.6570 (0.6915) loss_giou_dn_5: 0.6576 (0.6917) loss_vfl: 0.8434 (0.8671) loss_vfl_aux_0: 0.9595 (0.9877) loss_vfl_aux_1: 0.9479 (0.9677) loss_vfl_aux_2: 0.8805 (0.9140) loss_vfl_aux_3: 0.8369 (0.8781) loss_vfl_aux_4: 0.8307 (0.8664) loss_vfl_aux_5: 0.9278 (0.9707) loss_vfl_dn_0: 0.4909 (0.4997) loss_vfl_dn_1: 0.4794 (0.4884) loss_vfl_dn_2: 0.4636 (0.4777) loss_vfl_dn_3: 0.4596 (0.4731) loss_vfl_dn_4: 0.4611 (0.4757) loss_vfl_dn_5: 0.4629 (0.4814) time: 0.4719 data: 0.0146 max mem: 5651 Epoch: [1] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 21.5304 (22.5490) loss_bbox: 0.2188 (0.2392) loss_bbox_aux_0: 0.2414 (0.2595) loss_bbox_aux_1: 0.2140 (0.2427) loss_bbox_aux_2: 0.2128 (0.2396) loss_bbox_aux_3: 0.2195 (0.2389) loss_bbox_aux_4: 0.2167 (0.2394) loss_bbox_aux_5: 0.3136 (0.3365) loss_bbox_dn_0: 0.3908 (0.4630) loss_bbox_dn_1: 0.3299 (0.3866) loss_bbox_dn_2: 0.3067 (0.3656) loss_bbox_dn_3: 0.3010 (0.3593) loss_bbox_dn_4: 0.3006 (0.3583) loss_bbox_dn_5: 0.3007 (0.3582) loss_giou: 0.5939 (0.6449) loss_giou_aux_0: 0.6274 (0.6884) loss_giou_aux_1: 0.5946 (0.6587) loss_giou_aux_2: 0.5965 (0.6497) loss_giou_aux_3: 0.5981 (0.6467) loss_giou_aux_4: 0.5939 (0.6458) loss_giou_aux_5: 0.7596 (0.8089) loss_giou_dn_0: 0.8401 (0.8558) loss_giou_dn_1: 0.7167 (0.7374) loss_giou_dn_2: 0.6882 (0.7045) loss_giou_dn_3: 0.6791 (0.6938) loss_giou_dn_4: 0.6763 (0.6912) loss_giou_dn_5: 0.6766 (0.6914) loss_vfl: 0.7936 (0.8667) loss_vfl_aux_0: 0.9361 (0.9876) loss_vfl_aux_1: 0.9240 (0.9675) loss_vfl_aux_2: 0.8507 (0.9137) loss_vfl_aux_3: 0.8092 (0.8777) loss_vfl_aux_4: 0.8007 (0.8660) loss_vfl_aux_5: 0.9365 (0.9706) loss_vfl_dn_0: 0.4918 (0.4997) loss_vfl_dn_1: 0.4683 (0.4883) loss_vfl_dn_2: 0.4549 (0.4776) loss_vfl_dn_3: 0.4497 (0.4729) loss_vfl_dn_4: 0.4511 (0.4755) loss_vfl_dn_5: 0.4557 (0.4812) time: 0.4624 data: 0.0159 max mem: 5651 Epoch: [1] [5700/7393] eta: 0:13:36 lr: 0.000010 loss: 21.6559 (22.5363) loss_bbox: 0.2217 (0.2390) loss_bbox_aux_0: 0.2548 (0.2593) loss_bbox_aux_1: 0.2368 (0.2426) loss_bbox_aux_2: 0.2208 (0.2394) loss_bbox_aux_3: 0.2243 (0.2388) loss_bbox_aux_4: 0.2218 (0.2393) loss_bbox_aux_5: 0.3282 (0.3362) loss_bbox_dn_0: 0.4472 (0.4629) loss_bbox_dn_1: 0.3740 (0.3864) loss_bbox_dn_2: 0.3565 (0.3655) loss_bbox_dn_3: 0.3508 (0.3592) loss_bbox_dn_4: 0.3500 (0.3581) loss_bbox_dn_5: 0.3501 (0.3581) loss_giou: 0.5646 (0.6444) loss_giou_aux_0: 0.6029 (0.6878) loss_giou_aux_1: 0.5829 (0.6581) loss_giou_aux_2: 0.5672 (0.6491) loss_giou_aux_3: 0.5574 (0.6462) loss_giou_aux_4: 0.5633 (0.6452) loss_giou_aux_5: 0.7224 (0.8082) loss_giou_dn_0: 0.8010 (0.8552) loss_giou_dn_1: 0.6800 (0.7369) loss_giou_dn_2: 0.6408 (0.7040) loss_giou_dn_3: 0.6295 (0.6933) loss_giou_dn_4: 0.6260 (0.6907) loss_giou_dn_5: 0.6259 (0.6909) loss_vfl: 0.8394 (0.8661) loss_vfl_aux_0: 1.0236 (0.9875) loss_vfl_aux_1: 0.9734 (0.9673) loss_vfl_aux_2: 0.8978 (0.9134) loss_vfl_aux_3: 0.8684 (0.8773) loss_vfl_aux_4: 0.8317 (0.8655) loss_vfl_aux_5: 1.0155 (0.9709) loss_vfl_dn_0: 0.5083 (0.4997) loss_vfl_dn_1: 0.4802 (0.4881) loss_vfl_dn_2: 0.4696 (0.4774) loss_vfl_dn_3: 0.4603 (0.4727) loss_vfl_dn_4: 0.4632 (0.4752) loss_vfl_dn_5: 0.4631 (0.4808) time: 0.4527 data: 0.0136 max mem: 5651 Epoch: [1] [5800/7393] eta: 0:12:47 lr: 0.000010 loss: 21.8274 (22.5258) loss_bbox: 0.2118 (0.2389) loss_bbox_aux_0: 0.2360 (0.2591) loss_bbox_aux_1: 0.2245 (0.2424) loss_bbox_aux_2: 0.2248 (0.2392) loss_bbox_aux_3: 0.2130 (0.2386) loss_bbox_aux_4: 0.2195 (0.2391) loss_bbox_aux_5: 0.3069 (0.3360) loss_bbox_dn_0: 0.3646 (0.4624) loss_bbox_dn_1: 0.3060 (0.3860) loss_bbox_dn_2: 0.3009 (0.3650) loss_bbox_dn_3: 0.2985 (0.3588) loss_bbox_dn_4: 0.2988 (0.3577) loss_bbox_dn_5: 0.2988 (0.3577) loss_giou: 0.7027 (0.6442) loss_giou_aux_0: 0.7236 (0.6876) loss_giou_aux_1: 0.7001 (0.6579) loss_giou_aux_2: 0.7039 (0.6489) loss_giou_aux_3: 0.6987 (0.6459) loss_giou_aux_4: 0.7013 (0.6450) loss_giou_aux_5: 0.8471 (0.8079) loss_giou_dn_0: 0.8754 (0.8547) loss_giou_dn_1: 0.7644 (0.7365) loss_giou_dn_2: 0.7241 (0.7036) loss_giou_dn_3: 0.7129 (0.6930) loss_giou_dn_4: 0.7096 (0.6904) loss_giou_dn_5: 0.7095 (0.6906) loss_vfl: 0.8200 (0.8657) loss_vfl_aux_0: 0.9554 (0.9873) loss_vfl_aux_1: 0.9341 (0.9671) loss_vfl_aux_2: 0.8855 (0.9130) loss_vfl_aux_3: 0.8450 (0.8769) loss_vfl_aux_4: 0.8352 (0.8651) loss_vfl_aux_5: 0.9352 (0.9707) loss_vfl_dn_0: 0.4895 (0.4997) loss_vfl_dn_1: 0.4826 (0.4880) loss_vfl_dn_2: 0.4745 (0.4772) loss_vfl_dn_3: 0.4631 (0.4725) loss_vfl_dn_4: 0.4621 (0.4750) loss_vfl_dn_5: 0.4637 (0.4806) time: 0.4721 data: 0.0135 max mem: 5651 Epoch: [1] [5900/7393] eta: 0:11:59 lr: 0.000010 loss: 22.0538 (22.5143) loss_bbox: 0.2191 (0.2386) loss_bbox_aux_0: 0.2378 (0.2588) loss_bbox_aux_1: 0.2273 (0.2421) loss_bbox_aux_2: 0.2208 (0.2390) loss_bbox_aux_3: 0.2201 (0.2384) loss_bbox_aux_4: 0.2240 (0.2389) loss_bbox_aux_5: 0.2969 (0.3355) loss_bbox_dn_0: 0.3833 (0.4619) loss_bbox_dn_1: 0.3201 (0.3855) loss_bbox_dn_2: 0.3016 (0.3646) loss_bbox_dn_3: 0.2953 (0.3583) loss_bbox_dn_4: 0.2956 (0.3572) loss_bbox_dn_5: 0.2955 (0.3572) loss_giou: 0.6770 (0.6441) loss_giou_aux_0: 0.7347 (0.6873) loss_giou_aux_1: 0.6884 (0.6577) loss_giou_aux_2: 0.6824 (0.6487) loss_giou_aux_3: 0.6812 (0.6458) loss_giou_aux_4: 0.6799 (0.6449) loss_giou_aux_5: 0.8196 (0.8076) loss_giou_dn_0: 0.8543 (0.8544) loss_giou_dn_1: 0.7410 (0.7362) loss_giou_dn_2: 0.7062 (0.7034) loss_giou_dn_3: 0.6973 (0.6927) loss_giou_dn_4: 0.6954 (0.6902) loss_giou_dn_5: 0.6957 (0.6904) loss_vfl: 0.7725 (0.8651) loss_vfl_aux_0: 0.8686 (0.9871) loss_vfl_aux_1: 0.8375 (0.9667) loss_vfl_aux_2: 0.8247 (0.9125) loss_vfl_aux_3: 0.8169 (0.8763) loss_vfl_aux_4: 0.8084 (0.8646) loss_vfl_aux_5: 0.8974 (0.9705) loss_vfl_dn_0: 0.4810 (0.4996) loss_vfl_dn_1: 0.4650 (0.4879) loss_vfl_dn_2: 0.4587 (0.4771) loss_vfl_dn_3: 0.4591 (0.4723) loss_vfl_dn_4: 0.4594 (0.4748) loss_vfl_dn_5: 0.4635 (0.4804) time: 0.4658 data: 0.0135 max mem: 5651 Epoch: [1] [6000/7393] eta: 0:11:10 lr: 0.000010 loss: 21.2453 (22.5028) loss_bbox: 0.2018 (0.2384) loss_bbox_aux_0: 0.2149 (0.2586) loss_bbox_aux_1: 0.2052 (0.2420) loss_bbox_aux_2: 0.1999 (0.2388) loss_bbox_aux_3: 0.2047 (0.2382) loss_bbox_aux_4: 0.2046 (0.2387) loss_bbox_aux_5: 0.2901 (0.3354) loss_bbox_dn_0: 0.3979 (0.4615) loss_bbox_dn_1: 0.3230 (0.3851) loss_bbox_dn_2: 0.3040 (0.3642) loss_bbox_dn_3: 0.2982 (0.3580) loss_bbox_dn_4: 0.2973 (0.3569) loss_bbox_dn_5: 0.2972 (0.3569) loss_giou: 0.5761 (0.6435) loss_giou_aux_0: 0.6156 (0.6868) loss_giou_aux_1: 0.5823 (0.6571) loss_giou_aux_2: 0.5739 (0.6482) loss_giou_aux_3: 0.5758 (0.6453) loss_giou_aux_4: 0.5705 (0.6443) loss_giou_aux_5: 0.7533 (0.8071) loss_giou_dn_0: 0.7968 (0.8538) loss_giou_dn_1: 0.6816 (0.7356) loss_giou_dn_2: 0.6551 (0.7028) loss_giou_dn_3: 0.6408 (0.6922) loss_giou_dn_4: 0.6394 (0.6897) loss_giou_dn_5: 0.6395 (0.6899) loss_vfl: 0.8701 (0.8651) loss_vfl_aux_0: 0.9938 (0.9870) loss_vfl_aux_1: 0.9846 (0.9666) loss_vfl_aux_2: 0.9377 (0.9124) loss_vfl_aux_3: 0.8708 (0.8762) loss_vfl_aux_4: 0.9051 (0.8645) loss_vfl_aux_5: 0.9584 (0.9704) loss_vfl_dn_0: 0.5008 (0.4997) loss_vfl_dn_1: 0.4804 (0.4879) loss_vfl_dn_2: 0.4682 (0.4770) loss_vfl_dn_3: 0.4610 (0.4723) loss_vfl_dn_4: 0.4578 (0.4747) loss_vfl_dn_5: 0.4607 (0.4802) time: 0.4587 data: 0.0134 max mem: 5651 Epoch: [1] [6100/7393] eta: 0:10:22 lr: 0.000010 loss: 21.9059 (22.4942) loss_bbox: 0.2205 (0.2382) loss_bbox_aux_0: 0.2397 (0.2584) loss_bbox_aux_1: 0.2268 (0.2417) loss_bbox_aux_2: 0.2172 (0.2385) loss_bbox_aux_3: 0.2157 (0.2380) loss_bbox_aux_4: 0.2171 (0.2384) loss_bbox_aux_5: 0.3221 (0.3351) loss_bbox_dn_0: 0.4346 (0.4611) loss_bbox_dn_1: 0.3525 (0.3848) loss_bbox_dn_2: 0.3317 (0.3640) loss_bbox_dn_3: 0.3259 (0.3577) loss_bbox_dn_4: 0.3269 (0.3567) loss_bbox_dn_5: 0.3268 (0.3566) loss_giou: 0.5953 (0.6433) loss_giou_aux_0: 0.6463 (0.6866) loss_giou_aux_1: 0.6175 (0.6569) loss_giou_aux_2: 0.6161 (0.6479) loss_giou_aux_3: 0.5965 (0.6451) loss_giou_aux_4: 0.5866 (0.6441) loss_giou_aux_5: 0.7439 (0.8068) loss_giou_dn_0: 0.8219 (0.8535) loss_giou_dn_1: 0.7096 (0.7354) loss_giou_dn_2: 0.6809 (0.7027) loss_giou_dn_3: 0.6697 (0.6920) loss_giou_dn_4: 0.6698 (0.6896) loss_giou_dn_5: 0.6695 (0.6897) loss_vfl: 0.8494 (0.8648) loss_vfl_aux_0: 0.9546 (0.9868) loss_vfl_aux_1: 0.9529 (0.9664) loss_vfl_aux_2: 0.8842 (0.9122) loss_vfl_aux_3: 0.8708 (0.8759) loss_vfl_aux_4: 0.8607 (0.8642) loss_vfl_aux_5: 0.9571 (0.9703) loss_vfl_dn_0: 0.4931 (0.4996) loss_vfl_dn_1: 0.4825 (0.4878) loss_vfl_dn_2: 0.4570 (0.4769) loss_vfl_dn_3: 0.4556 (0.4721) loss_vfl_dn_4: 0.4557 (0.4745) loss_vfl_dn_5: 0.4588 (0.4800) time: 0.4564 data: 0.0133 max mem: 5651 Epoch: [1] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 21.3787 (22.4817) loss_bbox: 0.2098 (0.2380) loss_bbox_aux_0: 0.2324 (0.2581) loss_bbox_aux_1: 0.2152 (0.2415) loss_bbox_aux_2: 0.2155 (0.2383) loss_bbox_aux_3: 0.2096 (0.2378) loss_bbox_aux_4: 0.2086 (0.2383) loss_bbox_aux_5: 0.3045 (0.3347) loss_bbox_dn_0: 0.3868 (0.4607) loss_bbox_dn_1: 0.3167 (0.3844) loss_bbox_dn_2: 0.2995 (0.3636) loss_bbox_dn_3: 0.2934 (0.3573) loss_bbox_dn_4: 0.2913 (0.3562) loss_bbox_dn_5: 0.2913 (0.3562) loss_giou: 0.5700 (0.6429) loss_giou_aux_0: 0.6330 (0.6861) loss_giou_aux_1: 0.5838 (0.6564) loss_giou_aux_2: 0.5748 (0.6475) loss_giou_aux_3: 0.5752 (0.6447) loss_giou_aux_4: 0.5752 (0.6437) loss_giou_aux_5: 0.7628 (0.8064) loss_giou_dn_0: 0.7896 (0.8530) loss_giou_dn_1: 0.6739 (0.7349) loss_giou_dn_2: 0.6386 (0.7022) loss_giou_dn_3: 0.6254 (0.6916) loss_giou_dn_4: 0.6207 (0.6891) loss_giou_dn_5: 0.6208 (0.6893) loss_vfl: 0.8449 (0.8645) loss_vfl_aux_0: 0.9854 (0.9866) loss_vfl_aux_1: 0.9298 (0.9661) loss_vfl_aux_2: 0.8863 (0.9119) loss_vfl_aux_3: 0.8573 (0.8756) loss_vfl_aux_4: 0.8539 (0.8638) loss_vfl_aux_5: 0.9372 (0.9702) loss_vfl_dn_0: 0.5009 (0.4996) loss_vfl_dn_1: 0.4843 (0.4876) loss_vfl_dn_2: 0.4659 (0.4768) loss_vfl_dn_3: 0.4642 (0.4720) loss_vfl_dn_4: 0.4648 (0.4744) loss_vfl_dn_5: 0.4659 (0.4798) time: 0.4585 data: 0.0135 max mem: 5651 Epoch: [1] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 21.7503 (22.4723) loss_bbox: 0.2293 (0.2379) loss_bbox_aux_0: 0.2567 (0.2580) loss_bbox_aux_1: 0.2339 (0.2414) loss_bbox_aux_2: 0.2316 (0.2382) loss_bbox_aux_3: 0.2320 (0.2377) loss_bbox_aux_4: 0.2362 (0.2382) loss_bbox_aux_5: 0.3301 (0.3346) loss_bbox_dn_0: 0.4505 (0.4606) loss_bbox_dn_1: 0.4022 (0.3843) loss_bbox_dn_2: 0.3720 (0.3635) loss_bbox_dn_3: 0.3633 (0.3572) loss_bbox_dn_4: 0.3603 (0.3562) loss_bbox_dn_5: 0.3600 (0.3561) loss_giou: 0.5561 (0.6424) loss_giou_aux_0: 0.6206 (0.6856) loss_giou_aux_1: 0.5837 (0.6560) loss_giou_aux_2: 0.5862 (0.6470) loss_giou_aux_3: 0.5799 (0.6442) loss_giou_aux_4: 0.5607 (0.6432) loss_giou_aux_5: 0.7466 (0.8060) loss_giou_dn_0: 0.7795 (0.8524) loss_giou_dn_1: 0.6489 (0.7343) loss_giou_dn_2: 0.6081 (0.7017) loss_giou_dn_3: 0.5980 (0.6911) loss_giou_dn_4: 0.5973 (0.6886) loss_giou_dn_5: 0.5972 (0.6888) loss_vfl: 0.8558 (0.8641) loss_vfl_aux_0: 1.0112 (0.9867) loss_vfl_aux_1: 0.9653 (0.9660) loss_vfl_aux_2: 0.9137 (0.9117) loss_vfl_aux_3: 0.8663 (0.8753) loss_vfl_aux_4: 0.8564 (0.8636) loss_vfl_aux_5: 0.9416 (0.9702) loss_vfl_dn_0: 0.4993 (0.4996) loss_vfl_dn_1: 0.4767 (0.4875) loss_vfl_dn_2: 0.4670 (0.4766) loss_vfl_dn_3: 0.4610 (0.4718) loss_vfl_dn_4: 0.4542 (0.4741) loss_vfl_dn_5: 0.4559 (0.4796) time: 0.4848 data: 0.0139 max mem: 5651 Epoch: [1] [6400/7393] eta: 0:07:57 lr: 0.000010 loss: 22.2842 (22.4634) loss_bbox: 0.2365 (0.2379) loss_bbox_aux_0: 0.2620 (0.2581) loss_bbox_aux_1: 0.2454 (0.2415) loss_bbox_aux_2: 0.2425 (0.2383) loss_bbox_aux_3: 0.2320 (0.2377) loss_bbox_aux_4: 0.2364 (0.2382) loss_bbox_aux_5: 0.3342 (0.3346) loss_bbox_dn_0: 0.4370 (0.4604) loss_bbox_dn_1: 0.3907 (0.3841) loss_bbox_dn_2: 0.3720 (0.3632) loss_bbox_dn_3: 0.3645 (0.3570) loss_bbox_dn_4: 0.3640 (0.3559) loss_bbox_dn_5: 0.3643 (0.3559) loss_giou: 0.6373 (0.6422) loss_giou_aux_0: 0.6436 (0.6853) loss_giou_aux_1: 0.6472 (0.6557) loss_giou_aux_2: 0.6374 (0.6468) loss_giou_aux_3: 0.6348 (0.6440) loss_giou_aux_4: 0.6372 (0.6430) loss_giou_aux_5: 0.7745 (0.8058) loss_giou_dn_0: 0.8303 (0.8519) loss_giou_dn_1: 0.7122 (0.7338) loss_giou_dn_2: 0.6804 (0.7013) loss_giou_dn_3: 0.6697 (0.6907) loss_giou_dn_4: 0.6688 (0.6882) loss_giou_dn_5: 0.6685 (0.6884) loss_vfl: 0.8251 (0.8636) loss_vfl_aux_0: 0.9536 (0.9866) loss_vfl_aux_1: 0.9570 (0.9656) loss_vfl_aux_2: 0.8749 (0.9112) loss_vfl_aux_3: 0.8283 (0.8748) loss_vfl_aux_4: 0.8309 (0.8631) loss_vfl_aux_5: 0.9245 (0.9702) loss_vfl_dn_0: 0.4888 (0.4996) loss_vfl_dn_1: 0.4744 (0.4875) loss_vfl_dn_2: 0.4620 (0.4765) loss_vfl_dn_3: 0.4532 (0.4716) loss_vfl_dn_4: 0.4510 (0.4740) loss_vfl_dn_5: 0.4601 (0.4793) time: 0.4657 data: 0.0135 max mem: 5651 Epoch: [1] [6500/7393] eta: 0:07:08 lr: 0.000010 loss: 21.2363 (22.4503) loss_bbox: 0.2099 (0.2377) loss_bbox_aux_0: 0.2348 (0.2578) loss_bbox_aux_1: 0.2167 (0.2412) loss_bbox_aux_2: 0.2076 (0.2380) loss_bbox_aux_3: 0.2109 (0.2375) loss_bbox_aux_4: 0.2097 (0.2380) loss_bbox_aux_5: 0.2991 (0.3343) loss_bbox_dn_0: 0.3986 (0.4600) loss_bbox_dn_1: 0.3319 (0.3837) loss_bbox_dn_2: 0.3131 (0.3629) loss_bbox_dn_3: 0.3095 (0.3566) loss_bbox_dn_4: 0.3096 (0.3555) loss_bbox_dn_5: 0.3096 (0.3555) loss_giou: 0.6051 (0.6418) loss_giou_aux_0: 0.6508 (0.6849) loss_giou_aux_1: 0.6256 (0.6553) loss_giou_aux_2: 0.6012 (0.6464) loss_giou_aux_3: 0.6102 (0.6435) loss_giou_aux_4: 0.6055 (0.6426) loss_giou_aux_5: 0.7771 (0.8054) loss_giou_dn_0: 0.8248 (0.8513) loss_giou_dn_1: 0.7041 (0.7332) loss_giou_dn_2: 0.6713 (0.7007) loss_giou_dn_3: 0.6607 (0.6901) loss_giou_dn_4: 0.6582 (0.6877) loss_giou_dn_5: 0.6579 (0.6878) loss_vfl: 0.7942 (0.8633) loss_vfl_aux_0: 0.9330 (0.9864) loss_vfl_aux_1: 0.9170 (0.9655) loss_vfl_aux_2: 0.8392 (0.9109) loss_vfl_aux_3: 0.8275 (0.8745) loss_vfl_aux_4: 0.7982 (0.8627) loss_vfl_aux_5: 0.9183 (0.9701) loss_vfl_dn_0: 0.4927 (0.4996) loss_vfl_dn_1: 0.4735 (0.4874) loss_vfl_dn_2: 0.4579 (0.4763) loss_vfl_dn_3: 0.4471 (0.4714) loss_vfl_dn_4: 0.4436 (0.4737) loss_vfl_dn_5: 0.4517 (0.4791) time: 0.4650 data: 0.0130 max mem: 5651 Epoch: [1] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 21.6798 (22.4426) loss_bbox: 0.2269 (0.2376) loss_bbox_aux_0: 0.2317 (0.2578) loss_bbox_aux_1: 0.2152 (0.2412) loss_bbox_aux_2: 0.2130 (0.2380) loss_bbox_aux_3: 0.2224 (0.2374) loss_bbox_aux_4: 0.2264 (0.2379) loss_bbox_aux_5: 0.3066 (0.3343) loss_bbox_dn_0: 0.4166 (0.4600) loss_bbox_dn_1: 0.3456 (0.3837) loss_bbox_dn_2: 0.3301 (0.3628) loss_bbox_dn_3: 0.3248 (0.3566) loss_bbox_dn_4: 0.3243 (0.3555) loss_bbox_dn_5: 0.3244 (0.3555) loss_giou: 0.6136 (0.6411) loss_giou_aux_0: 0.6585 (0.6843) loss_giou_aux_1: 0.6201 (0.6546) loss_giou_aux_2: 0.6131 (0.6458) loss_giou_aux_3: 0.6113 (0.6429) loss_giou_aux_4: 0.6132 (0.6419) loss_giou_aux_5: 0.7673 (0.8048) loss_giou_dn_0: 0.8033 (0.8506) loss_giou_dn_1: 0.7043 (0.7326) loss_giou_dn_2: 0.6799 (0.7001) loss_giou_dn_3: 0.6681 (0.6896) loss_giou_dn_4: 0.6677 (0.6871) loss_giou_dn_5: 0.6677 (0.6873) loss_vfl: 0.8333 (0.8634) loss_vfl_aux_0: 0.9522 (0.9866) loss_vfl_aux_1: 0.9072 (0.9657) loss_vfl_aux_2: 0.8547 (0.9110) loss_vfl_aux_3: 0.8378 (0.8746) loss_vfl_aux_4: 0.8145 (0.8629) loss_vfl_aux_5: 0.9489 (0.9703) loss_vfl_dn_0: 0.4957 (0.4997) loss_vfl_dn_1: 0.4744 (0.4873) loss_vfl_dn_2: 0.4641 (0.4762) loss_vfl_dn_3: 0.4603 (0.4714) loss_vfl_dn_4: 0.4636 (0.4736) loss_vfl_dn_5: 0.4705 (0.4790) time: 0.4580 data: 0.0129 max mem: 5651 Epoch: [1] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 21.9383 (22.4356) loss_bbox: 0.2442 (0.2375) loss_bbox_aux_0: 0.2540 (0.2577) loss_bbox_aux_1: 0.2289 (0.2411) loss_bbox_aux_2: 0.2438 (0.2379) loss_bbox_aux_3: 0.2307 (0.2373) loss_bbox_aux_4: 0.2482 (0.2378) loss_bbox_aux_5: 0.3015 (0.3340) loss_bbox_dn_0: 0.4026 (0.4596) loss_bbox_dn_1: 0.3279 (0.3833) loss_bbox_dn_2: 0.3133 (0.3625) loss_bbox_dn_3: 0.3082 (0.3563) loss_bbox_dn_4: 0.3075 (0.3552) loss_bbox_dn_5: 0.3072 (0.3552) loss_giou: 0.6687 (0.6412) loss_giou_aux_0: 0.6843 (0.6843) loss_giou_aux_1: 0.6576 (0.6548) loss_giou_aux_2: 0.6653 (0.6459) loss_giou_aux_3: 0.6663 (0.6430) loss_giou_aux_4: 0.6667 (0.6420) loss_giou_aux_5: 0.8012 (0.8047) loss_giou_dn_0: 0.8451 (0.8504) loss_giou_dn_1: 0.7296 (0.7325) loss_giou_dn_2: 0.6935 (0.7000) loss_giou_dn_3: 0.6874 (0.6895) loss_giou_dn_4: 0.6842 (0.6870) loss_giou_dn_5: 0.6839 (0.6872) loss_vfl: 0.7977 (0.8629) loss_vfl_aux_0: 1.0021 (0.9862) loss_vfl_aux_1: 0.9480 (0.9653) loss_vfl_aux_2: 0.8616 (0.9106) loss_vfl_aux_3: 0.8233 (0.8742) loss_vfl_aux_4: 0.8043 (0.8624) loss_vfl_aux_5: 0.9648 (0.9700) loss_vfl_dn_0: 0.4871 (0.4996) loss_vfl_dn_1: 0.4766 (0.4872) loss_vfl_dn_2: 0.4689 (0.4761) loss_vfl_dn_3: 0.4571 (0.4712) loss_vfl_dn_4: 0.4550 (0.4735) loss_vfl_dn_5: 0.4615 (0.4788) time: 0.4479 data: 0.0134 max mem: 5651 Epoch: [1] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 21.4143 (22.4262) loss_bbox: 0.2266 (0.2373) loss_bbox_aux_0: 0.2342 (0.2575) loss_bbox_aux_1: 0.2256 (0.2409) loss_bbox_aux_2: 0.2268 (0.2376) loss_bbox_aux_3: 0.2235 (0.2371) loss_bbox_aux_4: 0.2232 (0.2376) loss_bbox_aux_5: 0.3084 (0.3338) loss_bbox_dn_0: 0.4360 (0.4593) loss_bbox_dn_1: 0.3521 (0.3831) loss_bbox_dn_2: 0.3377 (0.3623) loss_bbox_dn_3: 0.3291 (0.3560) loss_bbox_dn_4: 0.3293 (0.3550) loss_bbox_dn_5: 0.3291 (0.3550) loss_giou: 0.5861 (0.6408) loss_giou_aux_0: 0.6393 (0.6839) loss_giou_aux_1: 0.5964 (0.6543) loss_giou_aux_2: 0.5900 (0.6454) loss_giou_aux_3: 0.5962 (0.6425) loss_giou_aux_4: 0.5882 (0.6416) loss_giou_aux_5: 0.7788 (0.8042) loss_giou_dn_0: 0.8136 (0.8499) loss_giou_dn_1: 0.6837 (0.7320) loss_giou_dn_2: 0.6496 (0.6996) loss_giou_dn_3: 0.6386 (0.6891) loss_giou_dn_4: 0.6357 (0.6866) loss_giou_dn_5: 0.6360 (0.6868) loss_vfl: 0.8280 (0.8628) loss_vfl_aux_0: 0.9277 (0.9862) loss_vfl_aux_1: 0.9264 (0.9652) loss_vfl_aux_2: 0.8635 (0.9105) loss_vfl_aux_3: 0.8351 (0.8741) loss_vfl_aux_4: 0.8277 (0.8623) loss_vfl_aux_5: 0.9306 (0.9701) loss_vfl_dn_0: 0.4989 (0.4997) loss_vfl_dn_1: 0.4779 (0.4872) loss_vfl_dn_2: 0.4672 (0.4760) loss_vfl_dn_3: 0.4570 (0.4711) loss_vfl_dn_4: 0.4570 (0.4733) loss_vfl_dn_5: 0.4590 (0.4786) time: 0.4769 data: 0.0129 max mem: 5651 Epoch: [1] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 21.5751 (22.4134) loss_bbox: 0.2011 (0.2371) loss_bbox_aux_0: 0.2238 (0.2572) loss_bbox_aux_1: 0.2158 (0.2406) loss_bbox_aux_2: 0.2056 (0.2374) loss_bbox_aux_3: 0.1986 (0.2368) loss_bbox_aux_4: 0.2002 (0.2373) loss_bbox_aux_5: 0.2821 (0.3334) loss_bbox_dn_0: 0.3941 (0.4587) loss_bbox_dn_1: 0.3175 (0.3825) loss_bbox_dn_2: 0.3058 (0.3618) loss_bbox_dn_3: 0.3010 (0.3555) loss_bbox_dn_4: 0.2989 (0.3545) loss_bbox_dn_5: 0.2992 (0.3544) loss_giou: 0.6287 (0.6407) loss_giou_aux_0: 0.6777 (0.6838) loss_giou_aux_1: 0.6189 (0.6543) loss_giou_aux_2: 0.6142 (0.6454) loss_giou_aux_3: 0.6253 (0.6424) loss_giou_aux_4: 0.6311 (0.6415) loss_giou_aux_5: 0.7673 (0.8040) loss_giou_dn_0: 0.8149 (0.8495) loss_giou_dn_1: 0.6944 (0.7316) loss_giou_dn_2: 0.6570 (0.6992) loss_giou_dn_3: 0.6474 (0.6887) loss_giou_dn_4: 0.6462 (0.6863) loss_giou_dn_5: 0.6468 (0.6864) loss_vfl: 0.8250 (0.8622) loss_vfl_aux_0: 0.9761 (0.9857) loss_vfl_aux_1: 0.9499 (0.9645) loss_vfl_aux_2: 0.8861 (0.9098) loss_vfl_aux_3: 0.8520 (0.8735) loss_vfl_aux_4: 0.8447 (0.8617) loss_vfl_aux_5: 0.9357 (0.9698) loss_vfl_dn_0: 0.4960 (0.4996) loss_vfl_dn_1: 0.4775 (0.4870) loss_vfl_dn_2: 0.4643 (0.4759) loss_vfl_dn_3: 0.4626 (0.4709) loss_vfl_dn_4: 0.4654 (0.4731) loss_vfl_dn_5: 0.4634 (0.4784) time: 0.4643 data: 0.0130 max mem: 5651 Epoch: [1] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 21.7051 (22.4041) loss_bbox: 0.2273 (0.2369) loss_bbox_aux_0: 0.2512 (0.2571) loss_bbox_aux_1: 0.2372 (0.2405) loss_bbox_aux_2: 0.2423 (0.2372) loss_bbox_aux_3: 0.2294 (0.2367) loss_bbox_aux_4: 0.2279 (0.2371) loss_bbox_aux_5: 0.3067 (0.3331) loss_bbox_dn_0: 0.4069 (0.4585) loss_bbox_dn_1: 0.3448 (0.3823) loss_bbox_dn_2: 0.3303 (0.3615) loss_bbox_dn_3: 0.3228 (0.3553) loss_bbox_dn_4: 0.3233 (0.3542) loss_bbox_dn_5: 0.3233 (0.3542) loss_giou: 0.6125 (0.6404) loss_giou_aux_0: 0.6380 (0.6835) loss_giou_aux_1: 0.6291 (0.6539) loss_giou_aux_2: 0.6157 (0.6450) loss_giou_aux_3: 0.6065 (0.6421) loss_giou_aux_4: 0.6123 (0.6412) loss_giou_aux_5: 0.7624 (0.8037) loss_giou_dn_0: 0.8114 (0.8490) loss_giou_dn_1: 0.6960 (0.7312) loss_giou_dn_2: 0.6693 (0.6988) loss_giou_dn_3: 0.6582 (0.6883) loss_giou_dn_4: 0.6569 (0.6859) loss_giou_dn_5: 0.6571 (0.6861) loss_vfl: 0.8438 (0.8620) loss_vfl_aux_0: 0.9370 (0.9855) loss_vfl_aux_1: 0.9139 (0.9644) loss_vfl_aux_2: 0.8861 (0.9096) loss_vfl_aux_3: 0.8413 (0.8733) loss_vfl_aux_4: 0.8416 (0.8615) loss_vfl_aux_5: 0.9644 (0.9698) loss_vfl_dn_0: 0.4969 (0.4997) loss_vfl_dn_1: 0.4783 (0.4870) loss_vfl_dn_2: 0.4645 (0.4757) loss_vfl_dn_3: 0.4563 (0.4708) loss_vfl_dn_4: 0.4612 (0.4730) loss_vfl_dn_5: 0.4641 (0.4782) time: 0.4760 data: 0.0127 max mem: 5651 Epoch: [1] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 21.6190 (22.3940) loss_bbox: 0.1999 (0.2368) loss_bbox_aux_0: 0.2296 (0.2569) loss_bbox_aux_1: 0.2107 (0.2403) loss_bbox_aux_2: 0.2055 (0.2371) loss_bbox_aux_3: 0.1981 (0.2365) loss_bbox_aux_4: 0.2025 (0.2370) loss_bbox_aux_5: 0.2995 (0.3328) loss_bbox_dn_0: 0.4376 (0.4582) loss_bbox_dn_1: 0.3543 (0.3819) loss_bbox_dn_2: 0.3374 (0.3611) loss_bbox_dn_3: 0.3314 (0.3549) loss_bbox_dn_4: 0.3311 (0.3539) loss_bbox_dn_5: 0.3313 (0.3538) loss_giou: 0.5896 (0.6402) loss_giou_aux_0: 0.6341 (0.6833) loss_giou_aux_1: 0.6067 (0.6537) loss_giou_aux_2: 0.6020 (0.6448) loss_giou_aux_3: 0.5880 (0.6419) loss_giou_aux_4: 0.5931 (0.6410) loss_giou_aux_5: 0.7765 (0.8033) loss_giou_dn_0: 0.7973 (0.8486) loss_giou_dn_1: 0.6758 (0.7308) loss_giou_dn_2: 0.6429 (0.6985) loss_giou_dn_3: 0.6312 (0.6880) loss_giou_dn_4: 0.6302 (0.6856) loss_giou_dn_5: 0.6305 (0.6857) loss_vfl: 0.8249 (0.8615) loss_vfl_aux_0: 0.9433 (0.9853) loss_vfl_aux_1: 0.9156 (0.9640) loss_vfl_aux_2: 0.8585 (0.9092) loss_vfl_aux_3: 0.8384 (0.8728) loss_vfl_aux_4: 0.8317 (0.8611) loss_vfl_aux_5: 0.9593 (0.9698) loss_vfl_dn_0: 0.5055 (0.4997) loss_vfl_dn_1: 0.4817 (0.4869) loss_vfl_dn_2: 0.4655 (0.4756) loss_vfl_dn_3: 0.4653 (0.4706) loss_vfl_dn_4: 0.4680 (0.4728) loss_vfl_dn_5: 0.4677 (0.4780) time: 0.4544 data: 0.0130 max mem: 5651 Epoch: [1] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 21.7509 (22.3865) loss_bbox: 0.2149 (0.2367) loss_bbox_aux_0: 0.2374 (0.2568) loss_bbox_aux_1: 0.2163 (0.2402) loss_bbox_aux_2: 0.2183 (0.2370) loss_bbox_aux_3: 0.2137 (0.2364) loss_bbox_aux_4: 0.2156 (0.2369) loss_bbox_aux_5: 0.3332 (0.3326) loss_bbox_dn_0: 0.4377 (0.4580) loss_bbox_dn_1: 0.3698 (0.3817) loss_bbox_dn_2: 0.3445 (0.3609) loss_bbox_dn_3: 0.3366 (0.3547) loss_bbox_dn_4: 0.3378 (0.3537) loss_bbox_dn_5: 0.3375 (0.3536) loss_giou: 0.5936 (0.6399) loss_giou_aux_0: 0.6578 (0.6829) loss_giou_aux_1: 0.6058 (0.6534) loss_giou_aux_2: 0.5940 (0.6445) loss_giou_aux_3: 0.5967 (0.6416) loss_giou_aux_4: 0.5935 (0.6407) loss_giou_aux_5: 0.7742 (0.8030) loss_giou_dn_0: 0.8094 (0.8481) loss_giou_dn_1: 0.6860 (0.7303) loss_giou_dn_2: 0.6513 (0.6980) loss_giou_dn_3: 0.6425 (0.6876) loss_giou_dn_4: 0.6420 (0.6851) loss_giou_dn_5: 0.6422 (0.6853) loss_vfl: 0.8463 (0.8614) loss_vfl_aux_0: 0.9902 (0.9854) loss_vfl_aux_1: 0.9695 (0.9640) loss_vfl_aux_2: 0.9159 (0.9091) loss_vfl_aux_3: 0.8696 (0.8728) loss_vfl_aux_4: 0.8352 (0.8610) loss_vfl_aux_5: 1.0110 (0.9700) loss_vfl_dn_0: 0.4995 (0.4997) loss_vfl_dn_1: 0.4747 (0.4869) loss_vfl_dn_2: 0.4633 (0.4755) loss_vfl_dn_3: 0.4557 (0.4705) loss_vfl_dn_4: 0.4563 (0.4727) loss_vfl_dn_5: 0.4588 (0.4778) time: 0.4580 data: 0.0128 max mem: 5651 Epoch: [1] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 21.0244 (22.3752) loss_bbox: 0.2019 (0.2365) loss_bbox_aux_0: 0.2262 (0.2565) loss_bbox_aux_1: 0.2073 (0.2400) loss_bbox_aux_2: 0.1995 (0.2367) loss_bbox_aux_3: 0.2008 (0.2362) loss_bbox_aux_4: 0.2028 (0.2367) loss_bbox_aux_5: 0.2870 (0.3323) loss_bbox_dn_0: 0.3846 (0.4575) loss_bbox_dn_1: 0.3138 (0.3813) loss_bbox_dn_2: 0.2988 (0.3605) loss_bbox_dn_3: 0.2978 (0.3543) loss_bbox_dn_4: 0.2977 (0.3532) loss_bbox_dn_5: 0.2975 (0.3532) loss_giou: 0.5827 (0.6397) loss_giou_aux_0: 0.5894 (0.6827) loss_giou_aux_1: 0.5902 (0.6532) loss_giou_aux_2: 0.5802 (0.6443) loss_giou_aux_3: 0.5838 (0.6414) loss_giou_aux_4: 0.5846 (0.6405) loss_giou_aux_5: 0.7414 (0.8027) loss_giou_dn_0: 0.7875 (0.8476) loss_giou_dn_1: 0.6599 (0.7298) loss_giou_dn_2: 0.6290 (0.6976) loss_giou_dn_3: 0.6206 (0.6872) loss_giou_dn_4: 0.6191 (0.6847) loss_giou_dn_5: 0.6193 (0.6849) loss_vfl: 0.8079 (0.8610) loss_vfl_aux_0: 0.9165 (0.9852) loss_vfl_aux_1: 0.8858 (0.9638) loss_vfl_aux_2: 0.8291 (0.9088) loss_vfl_aux_3: 0.8259 (0.8724) loss_vfl_aux_4: 0.7927 (0.8606) loss_vfl_aux_5: 0.8965 (0.9699) loss_vfl_dn_0: 0.4983 (0.4997) loss_vfl_dn_1: 0.4741 (0.4868) loss_vfl_dn_2: 0.4582 (0.4754) loss_vfl_dn_3: 0.4497 (0.4704) loss_vfl_dn_4: 0.4503 (0.4725) loss_vfl_dn_5: 0.4523 (0.4776) time: 0.4444 data: 0.0126 max mem: 5651 Epoch: [1] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 21.9972 (22.3678) loss_bbox: 0.2135 (0.2363) loss_bbox_aux_0: 0.2394 (0.2564) loss_bbox_aux_1: 0.2219 (0.2398) loss_bbox_aux_2: 0.2124 (0.2366) loss_bbox_aux_3: 0.2119 (0.2361) loss_bbox_aux_4: 0.2127 (0.2366) loss_bbox_aux_5: 0.3233 (0.3321) loss_bbox_dn_0: 0.4349 (0.4572) loss_bbox_dn_1: 0.3675 (0.3810) loss_bbox_dn_2: 0.3433 (0.3603) loss_bbox_dn_3: 0.3349 (0.3540) loss_bbox_dn_4: 0.3338 (0.3530) loss_bbox_dn_5: 0.3337 (0.3530) loss_giou: 0.6369 (0.6395) loss_giou_aux_0: 0.6686 (0.6824) loss_giou_aux_1: 0.6358 (0.6529) loss_giou_aux_2: 0.6257 (0.6440) loss_giou_aux_3: 0.6183 (0.6412) loss_giou_aux_4: 0.6257 (0.6403) loss_giou_aux_5: 0.7923 (0.8024) loss_giou_dn_0: 0.8180 (0.8472) loss_giou_dn_1: 0.7031 (0.7295) loss_giou_dn_2: 0.6803 (0.6973) loss_giou_dn_3: 0.6695 (0.6869) loss_giou_dn_4: 0.6662 (0.6845) loss_giou_dn_5: 0.6668 (0.6847) loss_vfl: 0.8861 (0.8608) loss_vfl_aux_0: 1.0103 (0.9851) loss_vfl_aux_1: 0.9981 (0.9637) loss_vfl_aux_2: 0.9176 (0.9087) loss_vfl_aux_3: 0.9023 (0.8722) loss_vfl_aux_4: 0.8783 (0.8604) loss_vfl_aux_5: 0.9513 (0.9697) loss_vfl_dn_0: 0.4980 (0.4997) loss_vfl_dn_1: 0.4846 (0.4867) loss_vfl_dn_2: 0.4721 (0.4753) loss_vfl_dn_3: 0.4604 (0.4703) loss_vfl_dn_4: 0.4658 (0.4723) loss_vfl_dn_5: 0.4696 (0.4774) time: 0.4565 data: 0.0130 max mem: 5651 Epoch: [1] Total time: 0:59:10 (0.4803 s / it) Averaged stats: lr: 0.000010 loss: 21.9972 (22.3678) loss_bbox: 0.2135 (0.2363) loss_bbox_aux_0: 0.2394 (0.2564) loss_bbox_aux_1: 0.2219 (0.2398) loss_bbox_aux_2: 0.2124 (0.2366) loss_bbox_aux_3: 0.2119 (0.2361) loss_bbox_aux_4: 0.2127 (0.2366) loss_bbox_aux_5: 0.3233 (0.3321) loss_bbox_dn_0: 0.4349 (0.4572) loss_bbox_dn_1: 0.3675 (0.3810) loss_bbox_dn_2: 0.3433 (0.3603) loss_bbox_dn_3: 0.3349 (0.3540) loss_bbox_dn_4: 0.3338 (0.3530) loss_bbox_dn_5: 0.3337 (0.3530) loss_giou: 0.6369 (0.6395) loss_giou_aux_0: 0.6686 (0.6824) loss_giou_aux_1: 0.6358 (0.6529) loss_giou_aux_2: 0.6257 (0.6440) loss_giou_aux_3: 0.6183 (0.6412) loss_giou_aux_4: 0.6257 (0.6403) loss_giou_aux_5: 0.7923 (0.8024) loss_giou_dn_0: 0.8180 (0.8472) loss_giou_dn_1: 0.7031 (0.7295) loss_giou_dn_2: 0.6803 (0.6973) loss_giou_dn_3: 0.6695 (0.6869) loss_giou_dn_4: 0.6662 (0.6845) loss_giou_dn_5: 0.6668 (0.6847) loss_vfl: 0.8861 (0.8608) loss_vfl_aux_0: 1.0103 (0.9851) loss_vfl_aux_1: 0.9981 (0.9637) loss_vfl_aux_2: 0.9176 (0.9087) loss_vfl_aux_3: 0.9023 (0.8722) loss_vfl_aux_4: 0.8783 (0.8604) loss_vfl_aux_5: 0.9513 (0.9697) loss_vfl_dn_0: 0.4980 (0.4997) loss_vfl_dn_1: 0.4846 (0.4867) loss_vfl_dn_2: 0.4721 (0.4753) loss_vfl_dn_3: 0.4604 (0.4703) loss_vfl_dn_4: 0.4658 (0.4723) loss_vfl_dn_5: 0.4696 (0.4774) Test: [ 0/157] eta: 0:03:38 time: 1.3932 data: 0.9869 max mem: 5651 Test: [ 10/157] eta: 0:01:09 time: 0.4745 data: 0.1155 max mem: 5651 Test: [ 20/157] eta: 0:00:58 time: 0.3758 data: 0.0272 max mem: 5651 Test: [ 30/157] eta: 0:00:51 time: 0.3681 data: 0.0262 max mem: 5651 Test: [ 40/157] eta: 0:00:46 time: 0.3697 data: 0.0265 max mem: 5651 Test: [ 50/157] eta: 0:00:42 time: 0.3779 data: 0.0269 max mem: 5651 Test: [ 60/157] eta: 0:00:38 time: 0.3821 data: 0.0263 max mem: 5651 Test: [ 70/157] eta: 0:00:33 time: 0.3721 data: 0.0256 max mem: 5651 Test: [ 80/157] eta: 0:00:34 time: 0.6187 data: 0.0259 max mem: 5651 Test: [ 90/157] eta: 0:00:29 time: 0.6247 data: 0.0259 max mem: 5651 Test: [100/157] eta: 0:00:24 time: 0.3741 data: 0.0263 max mem: 5651 Test: [110/157] eta: 0:00:20 time: 0.3788 data: 0.0270 max mem: 5651 Test: [120/157] eta: 0:00:15 time: 0.3769 data: 0.0267 max mem: 5651 Test: [130/157] eta: 0:00:11 time: 0.3730 data: 0.0258 max mem: 5651 Test: [140/157] eta: 0:00:07 time: 0.3687 data: 0.0254 max mem: 5651 Test: [150/157] eta: 0:00:02 time: 0.3573 data: 0.0253 max mem: 5651 Test: [156/157] eta: 0:00:00 time: 0.3488 data: 0.0248 max mem: 5651 Test: Total time: 0:01:04 (0.4110 s / it) Averaged stats: Accumulating evaluation results... DONE (t=28.78s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.392 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.215 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.428 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.329 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.848 best_stat: {'epoch': 1, 'coco_eval_bbox': 0.391763106367474} Epoch: [2] [ 0/7393] eta: 14:55:55 lr: 0.000010 loss: 21.6971 (21.6971) loss_bbox: 0.1792 (0.1792) loss_bbox_aux_0: 0.1750 (0.1750) loss_bbox_aux_1: 0.1695 (0.1695) loss_bbox_aux_2: 0.1769 (0.1769) loss_bbox_aux_3: 0.1685 (0.1685) loss_bbox_aux_4: 0.1804 (0.1804) loss_bbox_aux_5: 0.2329 (0.2329) loss_bbox_dn_0: 0.2760 (0.2760) loss_bbox_dn_1: 0.2358 (0.2358) loss_bbox_dn_2: 0.2234 (0.2234) loss_bbox_dn_3: 0.2231 (0.2231) loss_bbox_dn_4: 0.2232 (0.2232) loss_bbox_dn_5: 0.2232 (0.2232) loss_giou: 0.8430 (0.8430) loss_giou_aux_0: 0.8730 (0.8730) loss_giou_aux_1: 0.8543 (0.8543) loss_giou_aux_2: 0.8583 (0.8583) loss_giou_aux_3: 0.8488 (0.8488) loss_giou_aux_4: 0.8490 (0.8490) loss_giou_aux_5: 0.9522 (0.9522) loss_giou_dn_0: 0.9202 (0.9202) loss_giou_dn_1: 0.8383 (0.8383) loss_giou_dn_2: 0.8178 (0.8178) loss_giou_dn_3: 0.8136 (0.8136) loss_giou_dn_4: 0.8128 (0.8128) loss_giou_dn_5: 0.8128 (0.8128) loss_vfl: 0.6898 (0.6898) loss_vfl_aux_0: 0.8184 (0.8184) loss_vfl_aux_1: 0.8143 (0.8143) loss_vfl_aux_2: 0.7260 (0.7260) loss_vfl_aux_3: 0.7166 (0.7166) loss_vfl_aux_4: 0.7024 (0.7024) loss_vfl_aux_5: 0.7560 (0.7560) loss_vfl_dn_0: 0.4628 (0.4628) loss_vfl_dn_1: 0.4530 (0.4530) loss_vfl_dn_2: 0.4456 (0.4456) loss_vfl_dn_3: 0.4428 (0.4428) loss_vfl_dn_4: 0.4402 (0.4402) loss_vfl_dn_5: 0.4479 (0.4479) time: 7.2712 data: 1.3923 max mem: 5651 Epoch: [2] [ 100/7393] eta: 1:05:47 lr: 0.000010 loss: 21.9130 (21.4575) loss_bbox: 0.2256 (0.2197) loss_bbox_aux_0: 0.2305 (0.2374) loss_bbox_aux_1: 0.2281 (0.2226) loss_bbox_aux_2: 0.2205 (0.2184) loss_bbox_aux_3: 0.2281 (0.2176) loss_bbox_aux_4: 0.2261 (0.2189) loss_bbox_aux_5: 0.3297 (0.3154) loss_bbox_dn_0: 0.4529 (0.4318) loss_bbox_dn_1: 0.3643 (0.3544) loss_bbox_dn_2: 0.3467 (0.3338) loss_bbox_dn_3: 0.3354 (0.3276) loss_bbox_dn_4: 0.3313 (0.3267) loss_bbox_dn_5: 0.3310 (0.3266) loss_giou: 0.5932 (0.6082) loss_giou_aux_0: 0.6473 (0.6457) loss_giou_aux_1: 0.6208 (0.6193) loss_giou_aux_2: 0.5992 (0.6114) loss_giou_aux_3: 0.6053 (0.6077) loss_giou_aux_4: 0.5976 (0.6082) loss_giou_aux_5: 0.7601 (0.7758) loss_giou_dn_0: 0.7935 (0.8041) loss_giou_dn_1: 0.6772 (0.6872) loss_giou_dn_2: 0.6418 (0.6576) loss_giou_dn_3: 0.6326 (0.6480) loss_giou_dn_4: 0.6296 (0.6460) loss_giou_dn_5: 0.6291 (0.6460) loss_vfl: 0.8251 (0.8333) loss_vfl_aux_0: 0.9968 (0.9920) loss_vfl_aux_1: 0.9572 (0.9584) loss_vfl_aux_2: 0.8586 (0.8899) loss_vfl_aux_3: 0.8505 (0.8538) loss_vfl_aux_4: 0.8143 (0.8359) loss_vfl_aux_5: 0.9533 (0.9627) loss_vfl_dn_0: 0.5028 (0.4981) loss_vfl_dn_1: 0.4776 (0.4774) loss_vfl_dn_2: 0.4683 (0.4656) loss_vfl_dn_3: 0.4565 (0.4571) loss_vfl_dn_4: 0.4569 (0.4571) loss_vfl_dn_5: 0.4600 (0.4600) time: 0.4716 data: 0.0155 max mem: 5651 Epoch: [2] [ 200/7393] eta: 1:00:59 lr: 0.000010 loss: 21.7857 (21.6096) loss_bbox: 0.2177 (0.2245) loss_bbox_aux_0: 0.2431 (0.2440) loss_bbox_aux_1: 0.2229 (0.2290) loss_bbox_aux_2: 0.2147 (0.2249) loss_bbox_aux_3: 0.2208 (0.2236) loss_bbox_aux_4: 0.2171 (0.2241) loss_bbox_aux_5: 0.2982 (0.3198) loss_bbox_dn_0: 0.4101 (0.4416) loss_bbox_dn_1: 0.3301 (0.3637) loss_bbox_dn_2: 0.3028 (0.3436) loss_bbox_dn_3: 0.2931 (0.3375) loss_bbox_dn_4: 0.2898 (0.3366) loss_bbox_dn_5: 0.2897 (0.3366) loss_giou: 0.6032 (0.6127) loss_giou_aux_0: 0.6599 (0.6503) loss_giou_aux_1: 0.6308 (0.6231) loss_giou_aux_2: 0.6100 (0.6155) loss_giou_aux_3: 0.6039 (0.6125) loss_giou_aux_4: 0.6067 (0.6120) loss_giou_aux_5: 0.7665 (0.7761) loss_giou_dn_0: 0.8131 (0.8075) loss_giou_dn_1: 0.6926 (0.6911) loss_giou_dn_2: 0.6685 (0.6622) loss_giou_dn_3: 0.6625 (0.6527) loss_giou_dn_4: 0.6587 (0.6507) loss_giou_dn_5: 0.6587 (0.6508) loss_vfl: 0.8161 (0.8365) loss_vfl_aux_0: 0.9557 (0.9890) loss_vfl_aux_1: 0.9489 (0.9561) loss_vfl_aux_2: 0.8675 (0.8896) loss_vfl_aux_3: 0.8370 (0.8545) loss_vfl_aux_4: 0.8266 (0.8394) loss_vfl_aux_5: 0.9343 (0.9652) loss_vfl_dn_0: 0.4934 (0.4984) loss_vfl_dn_1: 0.4736 (0.4781) loss_vfl_dn_2: 0.4563 (0.4641) loss_vfl_dn_3: 0.4482 (0.4563) loss_vfl_dn_4: 0.4499 (0.4567) loss_vfl_dn_5: 0.4497 (0.4591) time: 0.4716 data: 0.0159 max mem: 5651 Epoch: [2] [ 300/7393] eta: 0:58:58 lr: 0.000010 loss: 21.7796 (21.6055) loss_bbox: 0.2271 (0.2243) loss_bbox_aux_0: 0.2391 (0.2441) loss_bbox_aux_1: 0.2303 (0.2289) loss_bbox_aux_2: 0.2222 (0.2251) loss_bbox_aux_3: 0.2301 (0.2236) loss_bbox_aux_4: 0.2271 (0.2240) loss_bbox_aux_5: 0.3120 (0.3182) loss_bbox_dn_0: 0.4046 (0.4371) loss_bbox_dn_1: 0.3460 (0.3606) loss_bbox_dn_2: 0.3332 (0.3410) loss_bbox_dn_3: 0.3302 (0.3350) loss_bbox_dn_4: 0.3313 (0.3341) loss_bbox_dn_5: 0.3315 (0.3341) loss_giou: 0.6089 (0.6116) loss_giou_aux_0: 0.6286 (0.6497) loss_giou_aux_1: 0.6091 (0.6225) loss_giou_aux_2: 0.6008 (0.6149) loss_giou_aux_3: 0.6009 (0.6122) loss_giou_aux_4: 0.6071 (0.6111) loss_giou_aux_5: 0.7650 (0.7746) loss_giou_dn_0: 0.8104 (0.8073) loss_giou_dn_1: 0.6891 (0.6907) loss_giou_dn_2: 0.6661 (0.6618) loss_giou_dn_3: 0.6592 (0.6524) loss_giou_dn_4: 0.6562 (0.6503) loss_giou_dn_5: 0.6563 (0.6505) loss_vfl: 0.8639 (0.8400) loss_vfl_aux_0: 0.9899 (0.9882) loss_vfl_aux_1: 0.9728 (0.9565) loss_vfl_aux_2: 0.9099 (0.8919) loss_vfl_aux_3: 0.8748 (0.8555) loss_vfl_aux_4: 0.8619 (0.8424) loss_vfl_aux_5: 0.9571 (0.9662) loss_vfl_dn_0: 0.5026 (0.5001) loss_vfl_dn_1: 0.4789 (0.4792) loss_vfl_dn_2: 0.4744 (0.4662) loss_vfl_dn_3: 0.4657 (0.4588) loss_vfl_dn_4: 0.4693 (0.4592) loss_vfl_dn_5: 0.4705 (0.4617) time: 0.4741 data: 0.0164 max mem: 5651 Epoch: [2] [ 400/7393] eta: 0:57:35 lr: 0.000010 loss: 21.7862 (21.6273) loss_bbox: 0.2185 (0.2249) loss_bbox_aux_0: 0.2159 (0.2440) loss_bbox_aux_1: 0.2078 (0.2287) loss_bbox_aux_2: 0.2057 (0.2255) loss_bbox_aux_3: 0.2164 (0.2246) loss_bbox_aux_4: 0.2183 (0.2248) loss_bbox_aux_5: 0.2878 (0.3168) loss_bbox_dn_0: 0.3644 (0.4336) loss_bbox_dn_1: 0.3098 (0.3587) loss_bbox_dn_2: 0.3042 (0.3393) loss_bbox_dn_3: 0.3018 (0.3335) loss_bbox_dn_4: 0.3021 (0.3327) loss_bbox_dn_5: 0.3021 (0.3326) loss_giou: 0.5687 (0.6134) loss_giou_aux_0: 0.5996 (0.6528) loss_giou_aux_1: 0.5784 (0.6246) loss_giou_aux_2: 0.5719 (0.6170) loss_giou_aux_3: 0.5676 (0.6144) loss_giou_aux_4: 0.5690 (0.6131) loss_giou_aux_5: 0.7425 (0.7754) loss_giou_dn_0: 0.7951 (0.8082) loss_giou_dn_1: 0.6800 (0.6928) loss_giou_dn_2: 0.6540 (0.6641) loss_giou_dn_3: 0.6442 (0.6550) loss_giou_dn_4: 0.6420 (0.6529) loss_giou_dn_5: 0.6414 (0.6530) loss_vfl: 0.8458 (0.8428) loss_vfl_aux_0: 0.9581 (0.9840) loss_vfl_aux_1: 0.9375 (0.9558) loss_vfl_aux_2: 0.9073 (0.8935) loss_vfl_aux_3: 0.8575 (0.8568) loss_vfl_aux_4: 0.8406 (0.8448) loss_vfl_aux_5: 0.9278 (0.9640) loss_vfl_dn_0: 0.5011 (0.5001) loss_vfl_dn_1: 0.4836 (0.4799) loss_vfl_dn_2: 0.4640 (0.4667) loss_vfl_dn_3: 0.4627 (0.4596) loss_vfl_dn_4: 0.4620 (0.4602) loss_vfl_dn_5: 0.4667 (0.4628) time: 0.4842 data: 0.0179 max mem: 5651 Epoch: [2] [ 500/7393] eta: 0:56:20 lr: 0.000010 loss: 21.5264 (21.6205) loss_bbox: 0.2113 (0.2251) loss_bbox_aux_0: 0.2411 (0.2441) loss_bbox_aux_1: 0.2313 (0.2289) loss_bbox_aux_2: 0.2205 (0.2258) loss_bbox_aux_3: 0.2171 (0.2250) loss_bbox_aux_4: 0.2170 (0.2252) loss_bbox_aux_5: 0.3152 (0.3174) loss_bbox_dn_0: 0.3797 (0.4348) loss_bbox_dn_1: 0.3213 (0.3598) loss_bbox_dn_2: 0.3145 (0.3402) loss_bbox_dn_3: 0.3107 (0.3344) loss_bbox_dn_4: 0.3127 (0.3336) loss_bbox_dn_5: 0.3125 (0.3336) loss_giou: 0.5832 (0.6126) loss_giou_aux_0: 0.6191 (0.6515) loss_giou_aux_1: 0.5825 (0.6236) loss_giou_aux_2: 0.5707 (0.6162) loss_giou_aux_3: 0.5803 (0.6138) loss_giou_aux_4: 0.5785 (0.6126) loss_giou_aux_5: 0.7466 (0.7755) loss_giou_dn_0: 0.7868 (0.8072) loss_giou_dn_1: 0.6859 (0.6917) loss_giou_dn_2: 0.6631 (0.6628) loss_giou_dn_3: 0.6560 (0.6537) loss_giou_dn_4: 0.6548 (0.6516) loss_giou_dn_5: 0.6552 (0.6517) loss_vfl: 0.8506 (0.8425) loss_vfl_aux_0: 0.9815 (0.9841) loss_vfl_aux_1: 0.9772 (0.9562) loss_vfl_aux_2: 0.8790 (0.8934) loss_vfl_aux_3: 0.8691 (0.8560) loss_vfl_aux_4: 0.8430 (0.8441) loss_vfl_aux_5: 0.9628 (0.9644) loss_vfl_dn_0: 0.4965 (0.4997) loss_vfl_dn_1: 0.4781 (0.4796) loss_vfl_dn_2: 0.4613 (0.4666) loss_vfl_dn_3: 0.4524 (0.4593) loss_vfl_dn_4: 0.4495 (0.4597) loss_vfl_dn_5: 0.4504 (0.4625) time: 0.4762 data: 0.0174 max mem: 5651 Epoch: [2] [ 600/7393] eta: 0:56:25 lr: 0.000010 loss: 21.7890 (21.6291) loss_bbox: 0.2215 (0.2249) loss_bbox_aux_0: 0.2392 (0.2436) loss_bbox_aux_1: 0.2337 (0.2282) loss_bbox_aux_2: 0.2238 (0.2256) loss_bbox_aux_3: 0.2267 (0.2249) loss_bbox_aux_4: 0.2204 (0.2251) loss_bbox_aux_5: 0.3052 (0.3168) loss_bbox_dn_0: 0.4023 (0.4330) loss_bbox_dn_1: 0.3466 (0.3581) loss_bbox_dn_2: 0.3305 (0.3386) loss_bbox_dn_3: 0.3201 (0.3329) loss_bbox_dn_4: 0.3172 (0.3320) loss_bbox_dn_5: 0.3170 (0.3320) loss_giou: 0.6157 (0.6167) loss_giou_aux_0: 0.6510 (0.6551) loss_giou_aux_1: 0.6193 (0.6273) loss_giou_aux_2: 0.6162 (0.6202) loss_giou_aux_3: 0.6155 (0.6180) loss_giou_aux_4: 0.6082 (0.6168) loss_giou_aux_5: 0.7777 (0.7780) loss_giou_dn_0: 0.8171 (0.8091) loss_giou_dn_1: 0.7006 (0.6941) loss_giou_dn_2: 0.6740 (0.6654) loss_giou_dn_3: 0.6611 (0.6563) loss_giou_dn_4: 0.6597 (0.6542) loss_giou_dn_5: 0.6599 (0.6543) loss_vfl: 0.8063 (0.8401) loss_vfl_aux_0: 0.9070 (0.9819) loss_vfl_aux_1: 0.8956 (0.9543) loss_vfl_aux_2: 0.8442 (0.8910) loss_vfl_aux_3: 0.8019 (0.8535) loss_vfl_aux_4: 0.8033 (0.8418) loss_vfl_aux_5: 0.8936 (0.9628) loss_vfl_dn_0: 0.4883 (0.4990) loss_vfl_dn_1: 0.4773 (0.4789) loss_vfl_dn_2: 0.4630 (0.4657) loss_vfl_dn_3: 0.4559 (0.4585) loss_vfl_dn_4: 0.4595 (0.4588) loss_vfl_dn_5: 0.4585 (0.4615) time: 0.4751 data: 0.0176 max mem: 5651 Epoch: [2] [ 700/7393] eta: 0:56:26 lr: 0.000010 loss: 21.6934 (21.6383) loss_bbox: 0.2274 (0.2252) loss_bbox_aux_0: 0.2644 (0.2443) loss_bbox_aux_1: 0.2544 (0.2285) loss_bbox_aux_2: 0.2283 (0.2258) loss_bbox_aux_3: 0.2322 (0.2252) loss_bbox_aux_4: 0.2255 (0.2254) loss_bbox_aux_5: 0.3178 (0.3168) loss_bbox_dn_0: 0.4346 (0.4329) loss_bbox_dn_1: 0.3476 (0.3579) loss_bbox_dn_2: 0.3302 (0.3383) loss_bbox_dn_3: 0.3256 (0.3326) loss_bbox_dn_4: 0.3236 (0.3318) loss_bbox_dn_5: 0.3236 (0.3317) loss_giou: 0.5863 (0.6191) loss_giou_aux_0: 0.6199 (0.6576) loss_giou_aux_1: 0.5786 (0.6298) loss_giou_aux_2: 0.5785 (0.6227) loss_giou_aux_3: 0.5767 (0.6202) loss_giou_aux_4: 0.5732 (0.6192) loss_giou_aux_5: 0.7421 (0.7800) loss_giou_dn_0: 0.7959 (0.8104) loss_giou_dn_1: 0.6817 (0.6961) loss_giou_dn_2: 0.6552 (0.6674) loss_giou_dn_3: 0.6457 (0.6583) loss_giou_dn_4: 0.6423 (0.6562) loss_giou_dn_5: 0.6423 (0.6564) loss_vfl: 0.8463 (0.8373) loss_vfl_aux_0: 1.0004 (0.9793) loss_vfl_aux_1: 0.9582 (0.9521) loss_vfl_aux_2: 0.9060 (0.8890) loss_vfl_aux_3: 0.8639 (0.8512) loss_vfl_aux_4: 0.8567 (0.8391) loss_vfl_aux_5: 0.9372 (0.9607) loss_vfl_dn_0: 0.4985 (0.4987) loss_vfl_dn_1: 0.4734 (0.4786) loss_vfl_dn_2: 0.4594 (0.4651) loss_vfl_dn_3: 0.4507 (0.4580) loss_vfl_dn_4: 0.4525 (0.4583) loss_vfl_dn_5: 0.4519 (0.4609) time: 0.4834 data: 0.0180 max mem: 5651 Epoch: [2] [ 800/7393] eta: 0:56:38 lr: 0.000010 loss: 21.2689 (21.6244) loss_bbox: 0.2151 (0.2244) loss_bbox_aux_0: 0.2377 (0.2436) loss_bbox_aux_1: 0.2160 (0.2277) loss_bbox_aux_2: 0.2189 (0.2248) loss_bbox_aux_3: 0.2176 (0.2243) loss_bbox_aux_4: 0.2162 (0.2244) loss_bbox_aux_5: 0.3147 (0.3159) loss_bbox_dn_0: 0.4446 (0.4310) loss_bbox_dn_1: 0.3859 (0.3564) loss_bbox_dn_2: 0.3555 (0.3369) loss_bbox_dn_3: 0.3477 (0.3311) loss_bbox_dn_4: 0.3470 (0.3302) loss_bbox_dn_5: 0.3474 (0.3302) loss_giou: 0.5598 (0.6205) loss_giou_aux_0: 0.6041 (0.6594) loss_giou_aux_1: 0.5754 (0.6314) loss_giou_aux_2: 0.5785 (0.6241) loss_giou_aux_3: 0.5657 (0.6215) loss_giou_aux_4: 0.5600 (0.6205) loss_giou_aux_5: 0.7135 (0.7813) loss_giou_dn_0: 0.7536 (0.8107) loss_giou_dn_1: 0.6360 (0.6964) loss_giou_dn_2: 0.6117 (0.6676) loss_giou_dn_3: 0.6008 (0.6586) loss_giou_dn_4: 0.5975 (0.6565) loss_giou_dn_5: 0.5975 (0.6566) loss_vfl: 0.8551 (0.8365) loss_vfl_aux_0: 0.9769 (0.9771) loss_vfl_aux_1: 0.9778 (0.9509) loss_vfl_aux_2: 0.8954 (0.8882) loss_vfl_aux_3: 0.8729 (0.8504) loss_vfl_aux_4: 0.8557 (0.8382) loss_vfl_aux_5: 1.0088 (0.9594) loss_vfl_dn_0: 0.5025 (0.4984) loss_vfl_dn_1: 0.4729 (0.4783) loss_vfl_dn_2: 0.4600 (0.4648) loss_vfl_dn_3: 0.4521 (0.4576) loss_vfl_dn_4: 0.4540 (0.4579) loss_vfl_dn_5: 0.4587 (0.4605) time: 0.4688 data: 0.0176 max mem: 5651 Epoch: [2] [ 900/7393] eta: 0:55:17 lr: 0.000010 loss: 21.4634 (21.6288) loss_bbox: 0.2216 (0.2245) loss_bbox_aux_0: 0.2320 (0.2437) loss_bbox_aux_1: 0.2178 (0.2277) loss_bbox_aux_2: 0.2178 (0.2247) loss_bbox_aux_3: 0.2201 (0.2244) loss_bbox_aux_4: 0.2199 (0.2244) loss_bbox_aux_5: 0.2986 (0.3161) loss_bbox_dn_0: 0.4123 (0.4314) loss_bbox_dn_1: 0.3390 (0.3567) loss_bbox_dn_2: 0.3151 (0.3371) loss_bbox_dn_3: 0.3072 (0.3313) loss_bbox_dn_4: 0.3069 (0.3304) loss_bbox_dn_5: 0.3069 (0.3304) loss_giou: 0.6210 (0.6216) loss_giou_aux_0: 0.6374 (0.6602) loss_giou_aux_1: 0.6184 (0.6319) loss_giou_aux_2: 0.6177 (0.6249) loss_giou_aux_3: 0.6215 (0.6227) loss_giou_aux_4: 0.6172 (0.6216) loss_giou_aux_5: 0.7732 (0.7821) loss_giou_dn_0: 0.8000 (0.8110) loss_giou_dn_1: 0.6907 (0.6969) loss_giou_dn_2: 0.6619 (0.6682) loss_giou_dn_3: 0.6534 (0.6591) loss_giou_dn_4: 0.6484 (0.6570) loss_giou_dn_5: 0.6487 (0.6572) loss_vfl: 0.7959 (0.8353) loss_vfl_aux_0: 0.9528 (0.9762) loss_vfl_aux_1: 0.9284 (0.9504) loss_vfl_aux_2: 0.8808 (0.8878) loss_vfl_aux_3: 0.8238 (0.8494) loss_vfl_aux_4: 0.8193 (0.8375) loss_vfl_aux_5: 0.9329 (0.9590) loss_vfl_dn_0: 0.5009 (0.4982) loss_vfl_dn_1: 0.4814 (0.4781) loss_vfl_dn_2: 0.4650 (0.4644) loss_vfl_dn_3: 0.4555 (0.4573) loss_vfl_dn_4: 0.4513 (0.4575) loss_vfl_dn_5: 0.4532 (0.4602) time: 0.4816 data: 0.0178 max mem: 5651 Epoch: [2] [1000/7393] eta: 0:54:04 lr: 0.000010 loss: 21.7894 (21.6366) loss_bbox: 0.2108 (0.2247) loss_bbox_aux_0: 0.2147 (0.2438) loss_bbox_aux_1: 0.2033 (0.2279) loss_bbox_aux_2: 0.2051 (0.2250) loss_bbox_aux_3: 0.2077 (0.2246) loss_bbox_aux_4: 0.2141 (0.2246) loss_bbox_aux_5: 0.2897 (0.3157) loss_bbox_dn_0: 0.3549 (0.4311) loss_bbox_dn_1: 0.2895 (0.3565) loss_bbox_dn_2: 0.2748 (0.3369) loss_bbox_dn_3: 0.2656 (0.3312) loss_bbox_dn_4: 0.2647 (0.3303) loss_bbox_dn_5: 0.2647 (0.3303) loss_giou: 0.6935 (0.6228) loss_giou_aux_0: 0.7192 (0.6614) loss_giou_aux_1: 0.6887 (0.6331) loss_giou_aux_2: 0.7002 (0.6261) loss_giou_aux_3: 0.6841 (0.6239) loss_giou_aux_4: 0.6942 (0.6228) loss_giou_aux_5: 0.8293 (0.7826) loss_giou_dn_0: 0.8358 (0.8119) loss_giou_dn_1: 0.7100 (0.6979) loss_giou_dn_2: 0.6797 (0.6692) loss_giou_dn_3: 0.6648 (0.6602) loss_giou_dn_4: 0.6617 (0.6581) loss_giou_dn_5: 0.6614 (0.6583) loss_vfl: 0.7736 (0.8345) loss_vfl_aux_0: 0.9373 (0.9754) loss_vfl_aux_1: 0.8757 (0.9492) loss_vfl_aux_2: 0.8198 (0.8869) loss_vfl_aux_3: 0.7741 (0.8485) loss_vfl_aux_4: 0.7639 (0.8368) loss_vfl_aux_5: 0.9011 (0.9591) loss_vfl_dn_0: 0.4884 (0.4980) loss_vfl_dn_1: 0.4732 (0.4779) loss_vfl_dn_2: 0.4613 (0.4644) loss_vfl_dn_3: 0.4510 (0.4573) loss_vfl_dn_4: 0.4511 (0.4574) loss_vfl_dn_5: 0.4549 (0.4601) time: 0.4812 data: 0.0174 max mem: 5651 Epoch: [2] [1100/7393] eta: 0:52:56 lr: 0.000010 loss: 20.4453 (21.6270) loss_bbox: 0.2144 (0.2246) loss_bbox_aux_0: 0.2381 (0.2438) loss_bbox_aux_1: 0.2098 (0.2279) loss_bbox_aux_2: 0.1992 (0.2249) loss_bbox_aux_3: 0.2034 (0.2245) loss_bbox_aux_4: 0.2127 (0.2245) loss_bbox_aux_5: 0.2954 (0.3166) loss_bbox_dn_0: 0.4009 (0.4325) loss_bbox_dn_1: 0.3242 (0.3575) loss_bbox_dn_2: 0.3049 (0.3378) loss_bbox_dn_3: 0.2988 (0.3320) loss_bbox_dn_4: 0.2994 (0.3311) loss_bbox_dn_5: 0.2994 (0.3311) loss_giou: 0.5590 (0.6204) loss_giou_aux_0: 0.5984 (0.6595) loss_giou_aux_1: 0.5620 (0.6311) loss_giou_aux_2: 0.5544 (0.6239) loss_giou_aux_3: 0.5650 (0.6217) loss_giou_aux_4: 0.5598 (0.6205) loss_giou_aux_5: 0.7380 (0.7813) loss_giou_dn_0: 0.7846 (0.8108) loss_giou_dn_1: 0.6560 (0.6968) loss_giou_dn_2: 0.6180 (0.6680) loss_giou_dn_3: 0.6078 (0.6589) loss_giou_dn_4: 0.6043 (0.6568) loss_giou_dn_5: 0.6044 (0.6570) loss_vfl: 0.8303 (0.8355) loss_vfl_aux_0: 0.9875 (0.9767) loss_vfl_aux_1: 0.9570 (0.9505) loss_vfl_aux_2: 0.8965 (0.8880) loss_vfl_aux_3: 0.8662 (0.8495) loss_vfl_aux_4: 0.8266 (0.8375) loss_vfl_aux_5: 0.9734 (0.9602) loss_vfl_dn_0: 0.4987 (0.4981) loss_vfl_dn_1: 0.4651 (0.4776) loss_vfl_dn_2: 0.4542 (0.4640) loss_vfl_dn_3: 0.4454 (0.4569) loss_vfl_dn_4: 0.4398 (0.4569) loss_vfl_dn_5: 0.4411 (0.4597) time: 0.4819 data: 0.0176 max mem: 5651 Epoch: [2] [1200/7393] eta: 0:51:50 lr: 0.000010 loss: 20.8776 (21.6243) loss_bbox: 0.1994 (0.2244) loss_bbox_aux_0: 0.2176 (0.2438) loss_bbox_aux_1: 0.2006 (0.2279) loss_bbox_aux_2: 0.2032 (0.2248) loss_bbox_aux_3: 0.2017 (0.2244) loss_bbox_aux_4: 0.1984 (0.2243) loss_bbox_aux_5: 0.2726 (0.3162) loss_bbox_dn_0: 0.3901 (0.4320) loss_bbox_dn_1: 0.3119 (0.3571) loss_bbox_dn_2: 0.2922 (0.3375) loss_bbox_dn_3: 0.2864 (0.3317) loss_bbox_dn_4: 0.2864 (0.3308) loss_bbox_dn_5: 0.2865 (0.3308) loss_giou: 0.5529 (0.6198) loss_giou_aux_0: 0.6155 (0.6590) loss_giou_aux_1: 0.5758 (0.6308) loss_giou_aux_2: 0.5714 (0.6235) loss_giou_aux_3: 0.5522 (0.6211) loss_giou_aux_4: 0.5572 (0.6199) loss_giou_aux_5: 0.7374 (0.7803) loss_giou_dn_0: 0.8136 (0.8111) loss_giou_dn_1: 0.6758 (0.6970) loss_giou_dn_2: 0.6503 (0.6681) loss_giou_dn_3: 0.6391 (0.6591) loss_giou_dn_4: 0.6362 (0.6570) loss_giou_dn_5: 0.6363 (0.6571) loss_vfl: 0.8284 (0.8361) loss_vfl_aux_0: 0.9426 (0.9770) loss_vfl_aux_1: 0.9183 (0.9502) loss_vfl_aux_2: 0.8827 (0.8882) loss_vfl_aux_3: 0.8317 (0.8496) loss_vfl_aux_4: 0.8432 (0.8380) loss_vfl_aux_5: 0.9359 (0.9606) loss_vfl_dn_0: 0.4911 (0.4984) loss_vfl_dn_1: 0.4754 (0.4780) loss_vfl_dn_2: 0.4635 (0.4643) loss_vfl_dn_3: 0.4624 (0.4573) loss_vfl_dn_4: 0.4612 (0.4573) loss_vfl_dn_5: 0.4614 (0.4600) time: 0.4786 data: 0.0177 max mem: 5651 Epoch: [2] [1300/7393] eta: 0:50:47 lr: 0.000010 loss: 21.4686 (21.6185) loss_bbox: 0.2229 (0.2239) loss_bbox_aux_0: 0.2369 (0.2432) loss_bbox_aux_1: 0.2311 (0.2274) loss_bbox_aux_2: 0.2312 (0.2244) loss_bbox_aux_3: 0.2188 (0.2240) loss_bbox_aux_4: 0.2167 (0.2238) loss_bbox_aux_5: 0.3131 (0.3158) loss_bbox_dn_0: 0.4407 (0.4315) loss_bbox_dn_1: 0.3562 (0.3567) loss_bbox_dn_2: 0.3372 (0.3370) loss_bbox_dn_3: 0.3285 (0.3312) loss_bbox_dn_4: 0.3270 (0.3303) loss_bbox_dn_5: 0.3267 (0.3303) loss_giou: 0.5675 (0.6199) loss_giou_aux_0: 0.6142 (0.6593) loss_giou_aux_1: 0.5910 (0.6311) loss_giou_aux_2: 0.5757 (0.6238) loss_giou_aux_3: 0.5720 (0.6213) loss_giou_aux_4: 0.5676 (0.6201) loss_giou_aux_5: 0.7323 (0.7803) loss_giou_dn_0: 0.7888 (0.8112) loss_giou_dn_1: 0.6717 (0.6973) loss_giou_dn_2: 0.6382 (0.6684) loss_giou_dn_3: 0.6267 (0.6593) loss_giou_dn_4: 0.6265 (0.6572) loss_giou_dn_5: 0.6267 (0.6573) loss_vfl: 0.8458 (0.8360) loss_vfl_aux_0: 0.9718 (0.9763) loss_vfl_aux_1: 0.9324 (0.9493) loss_vfl_aux_2: 0.8834 (0.8879) loss_vfl_aux_3: 0.8512 (0.8494) loss_vfl_aux_4: 0.8477 (0.8379) loss_vfl_aux_5: 0.9612 (0.9598) loss_vfl_dn_0: 0.4952 (0.4985) loss_vfl_dn_1: 0.4812 (0.4780) loss_vfl_dn_2: 0.4688 (0.4645) loss_vfl_dn_3: 0.4614 (0.4574) loss_vfl_dn_4: 0.4626 (0.4574) loss_vfl_dn_5: 0.4605 (0.4601) time: 0.4734 data: 0.0178 max mem: 5651 Epoch: [2] [1400/7393] eta: 0:49:47 lr: 0.000010 loss: 21.1064 (21.6064) loss_bbox: 0.1843 (0.2233) loss_bbox_aux_0: 0.2048 (0.2424) loss_bbox_aux_1: 0.1888 (0.2269) loss_bbox_aux_2: 0.1839 (0.2238) loss_bbox_aux_3: 0.1790 (0.2232) loss_bbox_aux_4: 0.1789 (0.2232) loss_bbox_aux_5: 0.2746 (0.3148) loss_bbox_dn_0: 0.3624 (0.4300) loss_bbox_dn_1: 0.2894 (0.3555) loss_bbox_dn_2: 0.2675 (0.3358) loss_bbox_dn_3: 0.2626 (0.3301) loss_bbox_dn_4: 0.2617 (0.3291) loss_bbox_dn_5: 0.2616 (0.3291) loss_giou: 0.5653 (0.6201) loss_giou_aux_0: 0.5993 (0.6593) loss_giou_aux_1: 0.5698 (0.6311) loss_giou_aux_2: 0.5685 (0.6239) loss_giou_aux_3: 0.5691 (0.6213) loss_giou_aux_4: 0.5640 (0.6202) loss_giou_aux_5: 0.7385 (0.7799) loss_giou_dn_0: 0.7976 (0.8116) loss_giou_dn_1: 0.6670 (0.6977) loss_giou_dn_2: 0.6414 (0.6687) loss_giou_dn_3: 0.6348 (0.6597) loss_giou_dn_4: 0.6343 (0.6576) loss_giou_dn_5: 0.6342 (0.6577) loss_vfl: 0.7885 (0.8361) loss_vfl_aux_0: 0.9141 (0.9756) loss_vfl_aux_1: 0.8772 (0.9487) loss_vfl_aux_2: 0.8309 (0.8876) loss_vfl_aux_3: 0.7929 (0.8497) loss_vfl_aux_4: 0.7882 (0.8380) loss_vfl_aux_5: 0.9361 (0.9596) loss_vfl_dn_0: 0.4906 (0.4982) loss_vfl_dn_1: 0.4782 (0.4779) loss_vfl_dn_2: 0.4655 (0.4644) loss_vfl_dn_3: 0.4619 (0.4574) loss_vfl_dn_4: 0.4544 (0.4573) loss_vfl_dn_5: 0.4573 (0.4600) time: 0.4738 data: 0.0177 max mem: 5651 Epoch: [2] [1500/7393] eta: 0:48:47 lr: 0.000010 loss: 21.1461 (21.5972) loss_bbox: 0.2094 (0.2233) loss_bbox_aux_0: 0.2297 (0.2424) loss_bbox_aux_1: 0.2161 (0.2269) loss_bbox_aux_2: 0.2180 (0.2237) loss_bbox_aux_3: 0.2143 (0.2231) loss_bbox_aux_4: 0.2097 (0.2232) loss_bbox_aux_5: 0.2854 (0.3148) loss_bbox_dn_0: 0.3722 (0.4307) loss_bbox_dn_1: 0.2975 (0.3559) loss_bbox_dn_2: 0.2831 (0.3362) loss_bbox_dn_3: 0.2750 (0.3303) loss_bbox_dn_4: 0.2742 (0.3294) loss_bbox_dn_5: 0.2745 (0.3294) loss_giou: 0.6022 (0.6196) loss_giou_aux_0: 0.6693 (0.6589) loss_giou_aux_1: 0.6319 (0.6309) loss_giou_aux_2: 0.6134 (0.6235) loss_giou_aux_3: 0.6120 (0.6208) loss_giou_aux_4: 0.6050 (0.6197) loss_giou_aux_5: 0.7598 (0.7794) loss_giou_dn_0: 0.8086 (0.8112) loss_giou_dn_1: 0.6996 (0.6972) loss_giou_dn_2: 0.6700 (0.6683) loss_giou_dn_3: 0.6603 (0.6592) loss_giou_dn_4: 0.6557 (0.6571) loss_giou_dn_5: 0.6561 (0.6572) loss_vfl: 0.7944 (0.8352) loss_vfl_aux_0: 0.9453 (0.9755) loss_vfl_aux_1: 0.8934 (0.9476) loss_vfl_aux_2: 0.8726 (0.8870) loss_vfl_aux_3: 0.8238 (0.8489) loss_vfl_aux_4: 0.8125 (0.8371) loss_vfl_aux_5: 0.9392 (0.9604) loss_vfl_dn_0: 0.4864 (0.4981) loss_vfl_dn_1: 0.4686 (0.4777) loss_vfl_dn_2: 0.4533 (0.4641) loss_vfl_dn_3: 0.4454 (0.4571) loss_vfl_dn_4: 0.4443 (0.4570) loss_vfl_dn_5: 0.4456 (0.4596) time: 0.4812 data: 0.0177 max mem: 5651 Epoch: [2] [1600/7393] eta: 0:47:52 lr: 0.000010 loss: 21.3396 (21.5803) loss_bbox: 0.2279 (0.2231) loss_bbox_aux_0: 0.2662 (0.2420) loss_bbox_aux_1: 0.2454 (0.2267) loss_bbox_aux_2: 0.2354 (0.2235) loss_bbox_aux_3: 0.2310 (0.2229) loss_bbox_aux_4: 0.2235 (0.2229) loss_bbox_aux_5: 0.3605 (0.3146) loss_bbox_dn_0: 0.4945 (0.4313) loss_bbox_dn_1: 0.3980 (0.3561) loss_bbox_dn_2: 0.3653 (0.3364) loss_bbox_dn_3: 0.3571 (0.3306) loss_bbox_dn_4: 0.3559 (0.3296) loss_bbox_dn_5: 0.3559 (0.3296) loss_giou: 0.5086 (0.6176) loss_giou_aux_0: 0.5729 (0.6570) loss_giou_aux_1: 0.5286 (0.6291) loss_giou_aux_2: 0.5089 (0.6215) loss_giou_aux_3: 0.5062 (0.6188) loss_giou_aux_4: 0.5101 (0.6177) loss_giou_aux_5: 0.7211 (0.7776) loss_giou_dn_0: 0.7680 (0.8101) loss_giou_dn_1: 0.6440 (0.6960) loss_giou_dn_2: 0.6059 (0.6670) loss_giou_dn_3: 0.5964 (0.6579) loss_giou_dn_4: 0.5921 (0.6558) loss_giou_dn_5: 0.5922 (0.6560) loss_vfl: 0.8455 (0.8355) loss_vfl_aux_0: 1.0036 (0.9766) loss_vfl_aux_1: 0.9721 (0.9481) loss_vfl_aux_2: 0.8984 (0.8872) loss_vfl_aux_3: 0.8646 (0.8491) loss_vfl_aux_4: 0.8512 (0.8375) loss_vfl_aux_5: 0.9982 (0.9617) loss_vfl_dn_0: 0.5087 (0.4982) loss_vfl_dn_1: 0.4816 (0.4776) loss_vfl_dn_2: 0.4656 (0.4640) loss_vfl_dn_3: 0.4560 (0.4570) loss_vfl_dn_4: 0.4565 (0.4569) loss_vfl_dn_5: 0.4581 (0.4595) time: 0.4793 data: 0.0178 max mem: 5651 Epoch: [2] [1700/7393] eta: 0:46:55 lr: 0.000010 loss: 21.3073 (21.5717) loss_bbox: 0.1969 (0.2228) loss_bbox_aux_0: 0.2071 (0.2416) loss_bbox_aux_1: 0.2034 (0.2265) loss_bbox_aux_2: 0.2002 (0.2231) loss_bbox_aux_3: 0.2004 (0.2226) loss_bbox_aux_4: 0.1992 (0.2227) loss_bbox_aux_5: 0.2893 (0.3141) loss_bbox_dn_0: 0.3763 (0.4305) loss_bbox_dn_1: 0.3175 (0.3556) loss_bbox_dn_2: 0.2878 (0.3358) loss_bbox_dn_3: 0.2791 (0.3300) loss_bbox_dn_4: 0.2766 (0.3291) loss_bbox_dn_5: 0.2768 (0.3291) loss_giou: 0.5837 (0.6175) loss_giou_aux_0: 0.6165 (0.6567) loss_giou_aux_1: 0.5866 (0.6290) loss_giou_aux_2: 0.5908 (0.6214) loss_giou_aux_3: 0.5966 (0.6187) loss_giou_aux_4: 0.5811 (0.6176) loss_giou_aux_5: 0.7440 (0.7773) loss_giou_dn_0: 0.7898 (0.8099) loss_giou_dn_1: 0.6756 (0.6958) loss_giou_dn_2: 0.6500 (0.6668) loss_giou_dn_3: 0.6425 (0.6577) loss_giou_dn_4: 0.6426 (0.6556) loss_giou_dn_5: 0.6426 (0.6557) loss_vfl: 0.8332 (0.8355) loss_vfl_aux_0: 0.9909 (0.9767) loss_vfl_aux_1: 0.9097 (0.9478) loss_vfl_aux_2: 0.8716 (0.8873) loss_vfl_aux_3: 0.8340 (0.8492) loss_vfl_aux_4: 0.8326 (0.8374) loss_vfl_aux_5: 0.9720 (0.9618) loss_vfl_dn_0: 0.5041 (0.4981) loss_vfl_dn_1: 0.4788 (0.4776) loss_vfl_dn_2: 0.4648 (0.4639) loss_vfl_dn_3: 0.4635 (0.4569) loss_vfl_dn_4: 0.4630 (0.4569) loss_vfl_dn_5: 0.4647 (0.4594) time: 0.4689 data: 0.0181 max mem: 5651 Epoch: [2] [1800/7393] eta: 0:46:00 lr: 0.000010 loss: 20.9384 (21.5497) loss_bbox: 0.2286 (0.2222) loss_bbox_aux_0: 0.2418 (0.2408) loss_bbox_aux_1: 0.2320 (0.2258) loss_bbox_aux_2: 0.2320 (0.2225) loss_bbox_aux_3: 0.2307 (0.2219) loss_bbox_aux_4: 0.2334 (0.2221) loss_bbox_aux_5: 0.3184 (0.3129) loss_bbox_dn_0: 0.4258 (0.4296) loss_bbox_dn_1: 0.3511 (0.3547) loss_bbox_dn_2: 0.3341 (0.3349) loss_bbox_dn_3: 0.3287 (0.3292) loss_bbox_dn_4: 0.3275 (0.3282) loss_bbox_dn_5: 0.3275 (0.3282) loss_giou: 0.5426 (0.6170) loss_giou_aux_0: 0.6091 (0.6562) loss_giou_aux_1: 0.5773 (0.6285) loss_giou_aux_2: 0.5675 (0.6209) loss_giou_aux_3: 0.5546 (0.6182) loss_giou_aux_4: 0.5565 (0.6172) loss_giou_aux_5: 0.7120 (0.7767) loss_giou_dn_0: 0.8018 (0.8098) loss_giou_dn_1: 0.6591 (0.6956) loss_giou_dn_2: 0.6230 (0.6666) loss_giou_dn_3: 0.6108 (0.6575) loss_giou_dn_4: 0.6074 (0.6554) loss_giou_dn_5: 0.6072 (0.6555) loss_vfl: 0.8006 (0.8348) loss_vfl_aux_0: 0.9472 (0.9760) loss_vfl_aux_1: 0.9273 (0.9469) loss_vfl_aux_2: 0.8580 (0.8862) loss_vfl_aux_3: 0.8314 (0.8486) loss_vfl_aux_4: 0.8186 (0.8367) loss_vfl_aux_5: 0.9290 (0.9612) loss_vfl_dn_0: 0.5005 (0.4979) loss_vfl_dn_1: 0.4714 (0.4773) loss_vfl_dn_2: 0.4561 (0.4636) loss_vfl_dn_3: 0.4461 (0.4566) loss_vfl_dn_4: 0.4469 (0.4566) loss_vfl_dn_5: 0.4451 (0.4592) time: 0.4779 data: 0.0175 max mem: 5651 Epoch: [2] [1900/7393] eta: 0:45:07 lr: 0.000010 loss: 21.5013 (21.5508) loss_bbox: 0.2220 (0.2224) loss_bbox_aux_0: 0.2397 (0.2411) loss_bbox_aux_1: 0.2232 (0.2262) loss_bbox_aux_2: 0.2230 (0.2228) loss_bbox_aux_3: 0.2125 (0.2222) loss_bbox_aux_4: 0.2125 (0.2223) loss_bbox_aux_5: 0.3429 (0.3136) loss_bbox_dn_0: 0.4631 (0.4304) loss_bbox_dn_1: 0.3867 (0.3555) loss_bbox_dn_2: 0.3716 (0.3357) loss_bbox_dn_3: 0.3565 (0.3299) loss_bbox_dn_4: 0.3548 (0.3290) loss_bbox_dn_5: 0.3546 (0.3290) loss_giou: 0.5695 (0.6167) loss_giou_aux_0: 0.6003 (0.6560) loss_giou_aux_1: 0.5863 (0.6283) loss_giou_aux_2: 0.5749 (0.6206) loss_giou_aux_3: 0.5718 (0.6178) loss_giou_aux_4: 0.5675 (0.6168) loss_giou_aux_5: 0.7439 (0.7765) loss_giou_dn_0: 0.7642 (0.8093) loss_giou_dn_1: 0.6321 (0.6952) loss_giou_dn_2: 0.5930 (0.6662) loss_giou_dn_3: 0.5809 (0.6571) loss_giou_dn_4: 0.5772 (0.6550) loss_giou_dn_5: 0.5772 (0.6551) loss_vfl: 0.8325 (0.8350) loss_vfl_aux_0: 0.9829 (0.9757) loss_vfl_aux_1: 0.9330 (0.9462) loss_vfl_aux_2: 0.8802 (0.8860) loss_vfl_aux_3: 0.8369 (0.8486) loss_vfl_aux_4: 0.8433 (0.8368) loss_vfl_aux_5: 0.9973 (0.9608) loss_vfl_dn_0: 0.4974 (0.4979) loss_vfl_dn_1: 0.4731 (0.4773) loss_vfl_dn_2: 0.4623 (0.4636) loss_vfl_dn_3: 0.4551 (0.4566) loss_vfl_dn_4: 0.4534 (0.4566) loss_vfl_dn_5: 0.4570 (0.4591) time: 0.4869 data: 0.0177 max mem: 5651 Epoch: [2] [2000/7393] eta: 0:44:16 lr: 0.000010 loss: 21.8152 (21.5587) loss_bbox: 0.2173 (0.2229) loss_bbox_aux_0: 0.2332 (0.2416) loss_bbox_aux_1: 0.2254 (0.2267) loss_bbox_aux_2: 0.2187 (0.2232) loss_bbox_aux_3: 0.2160 (0.2226) loss_bbox_aux_4: 0.2169 (0.2227) loss_bbox_aux_5: 0.3053 (0.3139) loss_bbox_dn_0: 0.3982 (0.4309) loss_bbox_dn_1: 0.3427 (0.3560) loss_bbox_dn_2: 0.3258 (0.3362) loss_bbox_dn_3: 0.3188 (0.3304) loss_bbox_dn_4: 0.3202 (0.3295) loss_bbox_dn_5: 0.3201 (0.3295) loss_giou: 0.6150 (0.6172) loss_giou_aux_0: 0.6644 (0.6568) loss_giou_aux_1: 0.6260 (0.6291) loss_giou_aux_2: 0.6135 (0.6212) loss_giou_aux_3: 0.6103 (0.6185) loss_giou_aux_4: 0.6089 (0.6174) loss_giou_aux_5: 0.7735 (0.7771) loss_giou_dn_0: 0.8023 (0.8097) loss_giou_dn_1: 0.6661 (0.6956) loss_giou_dn_2: 0.6464 (0.6666) loss_giou_dn_3: 0.6391 (0.6575) loss_giou_dn_4: 0.6357 (0.6554) loss_giou_dn_5: 0.6355 (0.6555) loss_vfl: 0.8248 (0.8345) loss_vfl_aux_0: 0.9572 (0.9747) loss_vfl_aux_1: 0.9282 (0.9453) loss_vfl_aux_2: 0.8473 (0.8854) loss_vfl_aux_3: 0.8330 (0.8481) loss_vfl_aux_4: 0.8326 (0.8364) loss_vfl_aux_5: 0.9392 (0.9604) loss_vfl_dn_0: 0.4952 (0.4977) loss_vfl_dn_1: 0.4736 (0.4772) loss_vfl_dn_2: 0.4589 (0.4635) loss_vfl_dn_3: 0.4531 (0.4565) loss_vfl_dn_4: 0.4539 (0.4565) loss_vfl_dn_5: 0.4554 (0.4590) time: 0.4803 data: 0.0184 max mem: 5651 Epoch: [2] [2100/7393] eta: 0:43:21 lr: 0.000010 loss: 21.1092 (21.5484) loss_bbox: 0.2068 (0.2229) loss_bbox_aux_0: 0.2246 (0.2414) loss_bbox_aux_1: 0.2079 (0.2266) loss_bbox_aux_2: 0.2095 (0.2231) loss_bbox_aux_3: 0.2051 (0.2225) loss_bbox_aux_4: 0.2118 (0.2227) loss_bbox_aux_5: 0.2920 (0.3138) loss_bbox_dn_0: 0.3842 (0.4308) loss_bbox_dn_1: 0.3097 (0.3559) loss_bbox_dn_2: 0.2941 (0.3361) loss_bbox_dn_3: 0.2884 (0.3303) loss_bbox_dn_4: 0.2875 (0.3293) loss_bbox_dn_5: 0.2874 (0.3293) loss_giou: 0.5822 (0.6168) loss_giou_aux_0: 0.6152 (0.6562) loss_giou_aux_1: 0.5890 (0.6285) loss_giou_aux_2: 0.5796 (0.6207) loss_giou_aux_3: 0.5840 (0.6180) loss_giou_aux_4: 0.5828 (0.6170) loss_giou_aux_5: 0.7591 (0.7765) loss_giou_dn_0: 0.7857 (0.8091) loss_giou_dn_1: 0.6659 (0.6950) loss_giou_dn_2: 0.6420 (0.6660) loss_giou_dn_3: 0.6361 (0.6570) loss_giou_dn_4: 0.6356 (0.6548) loss_giou_dn_5: 0.6361 (0.6550) loss_vfl: 0.8002 (0.8340) loss_vfl_aux_0: 0.9802 (0.9753) loss_vfl_aux_1: 0.9470 (0.9452) loss_vfl_aux_2: 0.8962 (0.8850) loss_vfl_aux_3: 0.8041 (0.8476) loss_vfl_aux_4: 0.8223 (0.8360) loss_vfl_aux_5: 0.9398 (0.9602) loss_vfl_dn_0: 0.4941 (0.4977) loss_vfl_dn_1: 0.4745 (0.4771) loss_vfl_dn_2: 0.4542 (0.4633) loss_vfl_dn_3: 0.4510 (0.4564) loss_vfl_dn_4: 0.4555 (0.4563) loss_vfl_dn_5: 0.4561 (0.4589) time: 0.4669 data: 0.0180 max mem: 5651 Epoch: [2] [2200/7393] eta: 0:42:28 lr: 0.000010 loss: 21.4394 (21.5486) loss_bbox: 0.1997 (0.2231) loss_bbox_aux_0: 0.2231 (0.2416) loss_bbox_aux_1: 0.2031 (0.2268) loss_bbox_aux_2: 0.1999 (0.2233) loss_bbox_aux_3: 0.1987 (0.2227) loss_bbox_aux_4: 0.2045 (0.2229) loss_bbox_aux_5: 0.2910 (0.3140) loss_bbox_dn_0: 0.4054 (0.4308) loss_bbox_dn_1: 0.3287 (0.3558) loss_bbox_dn_2: 0.3080 (0.3360) loss_bbox_dn_3: 0.3040 (0.3302) loss_bbox_dn_4: 0.3041 (0.3293) loss_bbox_dn_5: 0.3043 (0.3292) loss_giou: 0.5970 (0.6169) loss_giou_aux_0: 0.6361 (0.6562) loss_giou_aux_1: 0.6174 (0.6286) loss_giou_aux_2: 0.6025 (0.6208) loss_giou_aux_3: 0.6040 (0.6182) loss_giou_aux_4: 0.5990 (0.6171) loss_giou_aux_5: 0.7665 (0.7765) loss_giou_dn_0: 0.8028 (0.8090) loss_giou_dn_1: 0.6857 (0.6949) loss_giou_dn_2: 0.6619 (0.6660) loss_giou_dn_3: 0.6543 (0.6569) loss_giou_dn_4: 0.6515 (0.6548) loss_giou_dn_5: 0.6517 (0.6549) loss_vfl: 0.8500 (0.8337) loss_vfl_aux_0: 0.9728 (0.9754) loss_vfl_aux_1: 0.9560 (0.9451) loss_vfl_aux_2: 0.8981 (0.8850) loss_vfl_aux_3: 0.8528 (0.8473) loss_vfl_aux_4: 0.8444 (0.8356) loss_vfl_aux_5: 0.9384 (0.9603) loss_vfl_dn_0: 0.5030 (0.4978) loss_vfl_dn_1: 0.4828 (0.4771) loss_vfl_dn_2: 0.4686 (0.4633) loss_vfl_dn_3: 0.4625 (0.4564) loss_vfl_dn_4: 0.4658 (0.4563) loss_vfl_dn_5: 0.4682 (0.4588) time: 0.4889 data: 0.0182 max mem: 5651 Epoch: [2] [2300/7393] eta: 0:41:37 lr: 0.000010 loss: 21.5560 (21.5416) loss_bbox: 0.2226 (0.2228) loss_bbox_aux_0: 0.2369 (0.2412) loss_bbox_aux_1: 0.2247 (0.2264) loss_bbox_aux_2: 0.2251 (0.2230) loss_bbox_aux_3: 0.2233 (0.2224) loss_bbox_aux_4: 0.2225 (0.2226) loss_bbox_aux_5: 0.3090 (0.3133) loss_bbox_dn_0: 0.4089 (0.4297) loss_bbox_dn_1: 0.3509 (0.3550) loss_bbox_dn_2: 0.3330 (0.3353) loss_bbox_dn_3: 0.3285 (0.3295) loss_bbox_dn_4: 0.3272 (0.3286) loss_bbox_dn_5: 0.3274 (0.3286) loss_giou: 0.6021 (0.6171) loss_giou_aux_0: 0.6410 (0.6563) loss_giou_aux_1: 0.6018 (0.6286) loss_giou_aux_2: 0.5950 (0.6209) loss_giou_aux_3: 0.6032 (0.6182) loss_giou_aux_4: 0.5999 (0.6172) loss_giou_aux_5: 0.7709 (0.7763) loss_giou_dn_0: 0.8033 (0.8088) loss_giou_dn_1: 0.6931 (0.6948) loss_giou_dn_2: 0.6592 (0.6659) loss_giou_dn_3: 0.6544 (0.6569) loss_giou_dn_4: 0.6531 (0.6548) loss_giou_dn_5: 0.6540 (0.6549) loss_vfl: 0.8404 (0.8338) loss_vfl_aux_0: 1.0131 (0.9754) loss_vfl_aux_1: 0.9791 (0.9450) loss_vfl_aux_2: 0.8945 (0.8849) loss_vfl_aux_3: 0.8587 (0.8475) loss_vfl_aux_4: 0.8521 (0.8357) loss_vfl_aux_5: 0.9836 (0.9603) loss_vfl_dn_0: 0.5017 (0.4978) loss_vfl_dn_1: 0.4781 (0.4771) loss_vfl_dn_2: 0.4602 (0.4633) loss_vfl_dn_3: 0.4510 (0.4564) loss_vfl_dn_4: 0.4528 (0.4563) loss_vfl_dn_5: 0.4549 (0.4589) time: 0.4768 data: 0.0178 max mem: 5651 Epoch: [2] [2400/7393] eta: 0:40:46 lr: 0.000010 loss: 20.8587 (21.5341) loss_bbox: 0.2231 (0.2226) loss_bbox_aux_0: 0.2489 (0.2412) loss_bbox_aux_1: 0.2262 (0.2263) loss_bbox_aux_2: 0.2204 (0.2229) loss_bbox_aux_3: 0.2207 (0.2222) loss_bbox_aux_4: 0.2236 (0.2224) loss_bbox_aux_5: 0.3159 (0.3134) loss_bbox_dn_0: 0.3940 (0.4297) loss_bbox_dn_1: 0.3291 (0.3549) loss_bbox_dn_2: 0.3247 (0.3352) loss_bbox_dn_3: 0.3211 (0.3294) loss_bbox_dn_4: 0.3196 (0.3284) loss_bbox_dn_5: 0.3193 (0.3284) loss_giou: 0.5892 (0.6161) loss_giou_aux_0: 0.6440 (0.6555) loss_giou_aux_1: 0.6132 (0.6278) loss_giou_aux_2: 0.6067 (0.6200) loss_giou_aux_3: 0.5951 (0.6173) loss_giou_aux_4: 0.5913 (0.6163) loss_giou_aux_5: 0.7700 (0.7755) loss_giou_dn_0: 0.7833 (0.8083) loss_giou_dn_1: 0.6438 (0.6943) loss_giou_dn_2: 0.6136 (0.6654) loss_giou_dn_3: 0.6011 (0.6563) loss_giou_dn_4: 0.5972 (0.6543) loss_giou_dn_5: 0.5968 (0.6544) loss_vfl: 0.8033 (0.8342) loss_vfl_aux_0: 0.9415 (0.9761) loss_vfl_aux_1: 0.9402 (0.9457) loss_vfl_aux_2: 0.8784 (0.8853) loss_vfl_aux_3: 0.8182 (0.8479) loss_vfl_aux_4: 0.8014 (0.8362) loss_vfl_aux_5: 0.9666 (0.9607) loss_vfl_dn_0: 0.4971 (0.4979) loss_vfl_dn_1: 0.4698 (0.4771) loss_vfl_dn_2: 0.4600 (0.4632) loss_vfl_dn_3: 0.4470 (0.4563) loss_vfl_dn_4: 0.4468 (0.4562) loss_vfl_dn_5: 0.4485 (0.4587) time: 0.4864 data: 0.0182 max mem: 5651 Epoch: [2] [2500/7393] eta: 0:39:54 lr: 0.000010 loss: 21.6651 (21.5235) loss_bbox: 0.2373 (0.2228) loss_bbox_aux_0: 0.2542 (0.2412) loss_bbox_aux_1: 0.2439 (0.2263) loss_bbox_aux_2: 0.2398 (0.2230) loss_bbox_aux_3: 0.2393 (0.2223) loss_bbox_aux_4: 0.2374 (0.2226) loss_bbox_aux_5: 0.3407 (0.3134) loss_bbox_dn_0: 0.4262 (0.4297) loss_bbox_dn_1: 0.3650 (0.3548) loss_bbox_dn_2: 0.3374 (0.3352) loss_bbox_dn_3: 0.3348 (0.3293) loss_bbox_dn_4: 0.3341 (0.3284) loss_bbox_dn_5: 0.3344 (0.3284) loss_giou: 0.6053 (0.6153) loss_giou_aux_0: 0.6320 (0.6545) loss_giou_aux_1: 0.6104 (0.6267) loss_giou_aux_2: 0.6117 (0.6191) loss_giou_aux_3: 0.6040 (0.6164) loss_giou_aux_4: 0.6067 (0.6155) loss_giou_aux_5: 0.7714 (0.7746) loss_giou_dn_0: 0.8291 (0.8078) loss_giou_dn_1: 0.6979 (0.6936) loss_giou_dn_2: 0.6694 (0.6647) loss_giou_dn_3: 0.6619 (0.6557) loss_giou_dn_4: 0.6600 (0.6536) loss_giou_dn_5: 0.6603 (0.6537) loss_vfl: 0.8100 (0.8340) loss_vfl_aux_0: 0.9715 (0.9764) loss_vfl_aux_1: 0.9243 (0.9460) loss_vfl_aux_2: 0.8883 (0.8853) loss_vfl_aux_3: 0.8537 (0.8478) loss_vfl_aux_4: 0.8261 (0.8359) loss_vfl_aux_5: 0.9659 (0.9611) loss_vfl_dn_0: 0.4903 (0.4980) loss_vfl_dn_1: 0.4751 (0.4770) loss_vfl_dn_2: 0.4574 (0.4631) loss_vfl_dn_3: 0.4502 (0.4561) loss_vfl_dn_4: 0.4521 (0.4560) loss_vfl_dn_5: 0.4526 (0.4585) time: 0.4797 data: 0.0175 max mem: 5651 Epoch: [2] [2600/7393] eta: 0:39:03 lr: 0.000010 loss: 21.6534 (21.5182) loss_bbox: 0.2154 (0.2228) loss_bbox_aux_0: 0.2383 (0.2414) loss_bbox_aux_1: 0.2230 (0.2264) loss_bbox_aux_2: 0.2157 (0.2230) loss_bbox_aux_3: 0.2153 (0.2223) loss_bbox_aux_4: 0.2142 (0.2225) loss_bbox_aux_5: 0.3025 (0.3134) loss_bbox_dn_0: 0.3851 (0.4294) loss_bbox_dn_1: 0.3344 (0.3547) loss_bbox_dn_2: 0.3181 (0.3350) loss_bbox_dn_3: 0.3142 (0.3292) loss_bbox_dn_4: 0.3138 (0.3282) loss_bbox_dn_5: 0.3138 (0.3282) loss_giou: 0.6389 (0.6149) loss_giou_aux_0: 0.6841 (0.6543) loss_giou_aux_1: 0.6405 (0.6264) loss_giou_aux_2: 0.6434 (0.6187) loss_giou_aux_3: 0.6378 (0.6160) loss_giou_aux_4: 0.6434 (0.6150) loss_giou_aux_5: 0.7629 (0.7742) loss_giou_dn_0: 0.8326 (0.8075) loss_giou_dn_1: 0.7258 (0.6933) loss_giou_dn_2: 0.7002 (0.6644) loss_giou_dn_3: 0.6902 (0.6554) loss_giou_dn_4: 0.6872 (0.6533) loss_giou_dn_5: 0.6871 (0.6534) loss_vfl: 0.8446 (0.8339) loss_vfl_aux_0: 0.9424 (0.9763) loss_vfl_aux_1: 0.9571 (0.9459) loss_vfl_aux_2: 0.8760 (0.8853) loss_vfl_aux_3: 0.8617 (0.8478) loss_vfl_aux_4: 0.8428 (0.8359) loss_vfl_aux_5: 0.9536 (0.9610) loss_vfl_dn_0: 0.4996 (0.4980) loss_vfl_dn_1: 0.4785 (0.4770) loss_vfl_dn_2: 0.4712 (0.4632) loss_vfl_dn_3: 0.4594 (0.4562) loss_vfl_dn_4: 0.4561 (0.4560) loss_vfl_dn_5: 0.4564 (0.4585) time: 0.4864 data: 0.0181 max mem: 5651 Epoch: [2] [2700/7393] eta: 0:38:12 lr: 0.000010 loss: 21.3145 (21.5078) loss_bbox: 0.2043 (0.2224) loss_bbox_aux_0: 0.2270 (0.2409) loss_bbox_aux_1: 0.2113 (0.2260) loss_bbox_aux_2: 0.2049 (0.2227) loss_bbox_aux_3: 0.2245 (0.2219) loss_bbox_aux_4: 0.2002 (0.2222) loss_bbox_aux_5: 0.2718 (0.3126) loss_bbox_dn_0: 0.3397 (0.4280) loss_bbox_dn_1: 0.2819 (0.3534) loss_bbox_dn_2: 0.2717 (0.3338) loss_bbox_dn_3: 0.2729 (0.3279) loss_bbox_dn_4: 0.2770 (0.3270) loss_bbox_dn_5: 0.2768 (0.3270) loss_giou: 0.6666 (0.6156) loss_giou_aux_0: 0.6812 (0.6551) loss_giou_aux_1: 0.6632 (0.6271) loss_giou_aux_2: 0.6710 (0.6195) loss_giou_aux_3: 0.6625 (0.6167) loss_giou_aux_4: 0.6656 (0.6158) loss_giou_aux_5: 0.7899 (0.7747) loss_giou_dn_0: 0.8087 (0.8077) loss_giou_dn_1: 0.7063 (0.6937) loss_giou_dn_2: 0.6865 (0.6649) loss_giou_dn_3: 0.6775 (0.6559) loss_giou_dn_4: 0.6747 (0.6538) loss_giou_dn_5: 0.6749 (0.6539) loss_vfl: 0.7905 (0.8332) loss_vfl_aux_0: 0.8627 (0.9751) loss_vfl_aux_1: 0.8605 (0.9450) loss_vfl_aux_2: 0.8178 (0.8844) loss_vfl_aux_3: 0.7955 (0.8471) loss_vfl_aux_4: 0.7854 (0.8351) loss_vfl_aux_5: 0.9066 (0.9601) loss_vfl_dn_0: 0.4892 (0.4978) loss_vfl_dn_1: 0.4633 (0.4768) loss_vfl_dn_2: 0.4512 (0.4630) loss_vfl_dn_3: 0.4489 (0.4560) loss_vfl_dn_4: 0.4486 (0.4558) loss_vfl_dn_5: 0.4542 (0.4583) time: 0.4759 data: 0.0181 max mem: 5652 Epoch: [2] [2800/7393] eta: 0:37:20 lr: 0.000010 loss: 20.9506 (21.5041) loss_bbox: 0.2080 (0.2225) loss_bbox_aux_0: 0.2132 (0.2410) loss_bbox_aux_1: 0.2077 (0.2260) loss_bbox_aux_2: 0.2087 (0.2227) loss_bbox_aux_3: 0.2143 (0.2220) loss_bbox_aux_4: 0.2068 (0.2223) loss_bbox_aux_5: 0.2963 (0.3126) loss_bbox_dn_0: 0.4256 (0.4278) loss_bbox_dn_1: 0.3442 (0.3533) loss_bbox_dn_2: 0.3233 (0.3337) loss_bbox_dn_3: 0.3190 (0.3279) loss_bbox_dn_4: 0.3198 (0.3269) loss_bbox_dn_5: 0.3199 (0.3269) loss_giou: 0.5387 (0.6158) loss_giou_aux_0: 0.5719 (0.6553) loss_giou_aux_1: 0.5624 (0.6273) loss_giou_aux_2: 0.5592 (0.6196) loss_giou_aux_3: 0.5475 (0.6169) loss_giou_aux_4: 0.5511 (0.6160) loss_giou_aux_5: 0.7044 (0.7747) loss_giou_dn_0: 0.7834 (0.8076) loss_giou_dn_1: 0.6700 (0.6936) loss_giou_dn_2: 0.6373 (0.6649) loss_giou_dn_3: 0.6284 (0.6559) loss_giou_dn_4: 0.6255 (0.6538) loss_giou_dn_5: 0.6255 (0.6539) loss_vfl: 0.8437 (0.8326) loss_vfl_aux_0: 1.0103 (0.9746) loss_vfl_aux_1: 0.9575 (0.9443) loss_vfl_aux_2: 0.8817 (0.8838) loss_vfl_aux_3: 0.8455 (0.8465) loss_vfl_aux_4: 0.8329 (0.8345) loss_vfl_aux_5: 0.9701 (0.9598) loss_vfl_dn_0: 0.4992 (0.4977) loss_vfl_dn_1: 0.4746 (0.4767) loss_vfl_dn_2: 0.4584 (0.4628) loss_vfl_dn_3: 0.4519 (0.4558) loss_vfl_dn_4: 0.4533 (0.4556) loss_vfl_dn_5: 0.4568 (0.4581) time: 0.4750 data: 0.0171 max mem: 5652 Epoch: [2] [2900/7393] eta: 0:36:30 lr: 0.000010 loss: 21.0197 (21.5036) loss_bbox: 0.2063 (0.2230) loss_bbox_aux_0: 0.2531 (0.2415) loss_bbox_aux_1: 0.2226 (0.2265) loss_bbox_aux_2: 0.2245 (0.2232) loss_bbox_aux_3: 0.2144 (0.2225) loss_bbox_aux_4: 0.2090 (0.2228) loss_bbox_aux_5: 0.3324 (0.3132) loss_bbox_dn_0: 0.4224 (0.4280) loss_bbox_dn_1: 0.3273 (0.3535) loss_bbox_dn_2: 0.2944 (0.3338) loss_bbox_dn_3: 0.2844 (0.3280) loss_bbox_dn_4: 0.2813 (0.3271) loss_bbox_dn_5: 0.2814 (0.3271) loss_giou: 0.6180 (0.6160) loss_giou_aux_0: 0.6535 (0.6556) loss_giou_aux_1: 0.6165 (0.6275) loss_giou_aux_2: 0.6154 (0.6199) loss_giou_aux_3: 0.6228 (0.6171) loss_giou_aux_4: 0.6108 (0.6162) loss_giou_aux_5: 0.7389 (0.7749) loss_giou_dn_0: 0.7746 (0.8071) loss_giou_dn_1: 0.6564 (0.6932) loss_giou_dn_2: 0.6330 (0.6645) loss_giou_dn_3: 0.6247 (0.6555) loss_giou_dn_4: 0.6209 (0.6534) loss_giou_dn_5: 0.6208 (0.6535) loss_vfl: 0.7827 (0.8321) loss_vfl_aux_0: 0.8862 (0.9740) loss_vfl_aux_1: 0.8592 (0.9435) loss_vfl_aux_2: 0.8054 (0.8833) loss_vfl_aux_3: 0.7962 (0.8460) loss_vfl_aux_4: 0.7896 (0.8340) loss_vfl_aux_5: 0.8669 (0.9596) loss_vfl_dn_0: 0.5002 (0.4978) loss_vfl_dn_1: 0.4754 (0.4766) loss_vfl_dn_2: 0.4572 (0.4627) loss_vfl_dn_3: 0.4560 (0.4557) loss_vfl_dn_4: 0.4485 (0.4555) loss_vfl_dn_5: 0.4502 (0.4580) time: 0.4737 data: 0.0180 max mem: 5652 Epoch: [2] [3000/7393] eta: 0:35:40 lr: 0.000010 loss: 21.4144 (21.4988) loss_bbox: 0.2030 (0.2229) loss_bbox_aux_0: 0.2354 (0.2415) loss_bbox_aux_1: 0.2050 (0.2264) loss_bbox_aux_2: 0.1988 (0.2231) loss_bbox_aux_3: 0.2065 (0.2223) loss_bbox_aux_4: 0.2002 (0.2227) loss_bbox_aux_5: 0.2926 (0.3132) loss_bbox_dn_0: 0.4254 (0.4281) loss_bbox_dn_1: 0.3331 (0.3535) loss_bbox_dn_2: 0.3049 (0.3338) loss_bbox_dn_3: 0.2961 (0.3280) loss_bbox_dn_4: 0.2954 (0.3271) loss_bbox_dn_5: 0.2953 (0.3271) loss_giou: 0.5332 (0.6158) loss_giou_aux_0: 0.5852 (0.6553) loss_giou_aux_1: 0.5623 (0.6273) loss_giou_aux_2: 0.5371 (0.6195) loss_giou_aux_3: 0.5455 (0.6169) loss_giou_aux_4: 0.5357 (0.6160) loss_giou_aux_5: 0.7524 (0.7746) loss_giou_dn_0: 0.7911 (0.8067) loss_giou_dn_1: 0.6720 (0.6929) loss_giou_dn_2: 0.6425 (0.6642) loss_giou_dn_3: 0.6342 (0.6551) loss_giou_dn_4: 0.6320 (0.6530) loss_giou_dn_5: 0.6318 (0.6532) loss_vfl: 0.8541 (0.8318) loss_vfl_aux_0: 0.9938 (0.9744) loss_vfl_aux_1: 0.9336 (0.9437) loss_vfl_aux_2: 0.8844 (0.8832) loss_vfl_aux_3: 0.8876 (0.8459) loss_vfl_aux_4: 0.8742 (0.8338) loss_vfl_aux_5: 0.9599 (0.9599) loss_vfl_dn_0: 0.5060 (0.4979) loss_vfl_dn_1: 0.4782 (0.4765) loss_vfl_dn_2: 0.4639 (0.4626) loss_vfl_dn_3: 0.4547 (0.4556) loss_vfl_dn_4: 0.4556 (0.4554) loss_vfl_dn_5: 0.4570 (0.4578) time: 0.4835 data: 0.0184 max mem: 5652 Epoch: [2] [3100/7393] eta: 0:34:49 lr: 0.000010 loss: 21.0538 (21.4917) loss_bbox: 0.1959 (0.2228) loss_bbox_aux_0: 0.2276 (0.2414) loss_bbox_aux_1: 0.2123 (0.2263) loss_bbox_aux_2: 0.2077 (0.2229) loss_bbox_aux_3: 0.2018 (0.2222) loss_bbox_aux_4: 0.1989 (0.2226) loss_bbox_aux_5: 0.2836 (0.3130) loss_bbox_dn_0: 0.3927 (0.4278) loss_bbox_dn_1: 0.3128 (0.3532) loss_bbox_dn_2: 0.2996 (0.3336) loss_bbox_dn_3: 0.2896 (0.3277) loss_bbox_dn_4: 0.2884 (0.3268) loss_bbox_dn_5: 0.2883 (0.3268) loss_giou: 0.6048 (0.6157) loss_giou_aux_0: 0.6529 (0.6554) loss_giou_aux_1: 0.6159 (0.6273) loss_giou_aux_2: 0.6047 (0.6195) loss_giou_aux_3: 0.6077 (0.6168) loss_giou_aux_4: 0.6044 (0.6158) loss_giou_aux_5: 0.7709 (0.7746) loss_giou_dn_0: 0.7875 (0.8064) loss_giou_dn_1: 0.6670 (0.6926) loss_giou_dn_2: 0.6388 (0.6639) loss_giou_dn_3: 0.6304 (0.6549) loss_giou_dn_4: 0.6271 (0.6528) loss_giou_dn_5: 0.6282 (0.6529) loss_vfl: 0.7751 (0.8315) loss_vfl_aux_0: 0.9150 (0.9740) loss_vfl_aux_1: 0.8630 (0.9433) loss_vfl_aux_2: 0.8165 (0.8830) loss_vfl_aux_3: 0.7906 (0.8457) loss_vfl_aux_4: 0.7740 (0.8335) loss_vfl_aux_5: 0.9323 (0.9597) loss_vfl_dn_0: 0.4954 (0.4979) loss_vfl_dn_1: 0.4657 (0.4764) loss_vfl_dn_2: 0.4520 (0.4625) loss_vfl_dn_3: 0.4413 (0.4555) loss_vfl_dn_4: 0.4397 (0.4553) loss_vfl_dn_5: 0.4424 (0.4577) time: 0.4731 data: 0.0176 max mem: 5652 Epoch: [2] [3200/7393] eta: 0:34:06 lr: 0.000010 loss: 21.1505 (21.4879) loss_bbox: 0.2033 (0.2225) loss_bbox_aux_0: 0.2248 (0.2413) loss_bbox_aux_1: 0.2070 (0.2261) loss_bbox_aux_2: 0.2073 (0.2227) loss_bbox_aux_3: 0.2038 (0.2220) loss_bbox_aux_4: 0.2023 (0.2223) loss_bbox_aux_5: 0.2991 (0.3127) loss_bbox_dn_0: 0.3966 (0.4277) loss_bbox_dn_1: 0.3245 (0.3531) loss_bbox_dn_2: 0.3100 (0.3335) loss_bbox_dn_3: 0.3077 (0.3276) loss_bbox_dn_4: 0.3072 (0.3267) loss_bbox_dn_5: 0.3070 (0.3267) loss_giou: 0.6042 (0.6156) loss_giou_aux_0: 0.6638 (0.6553) loss_giou_aux_1: 0.6199 (0.6272) loss_giou_aux_2: 0.6079 (0.6194) loss_giou_aux_3: 0.6060 (0.6166) loss_giou_aux_4: 0.6014 (0.6157) loss_giou_aux_5: 0.7494 (0.7743) loss_giou_dn_0: 0.8009 (0.8063) loss_giou_dn_1: 0.6977 (0.6925) loss_giou_dn_2: 0.6789 (0.6639) loss_giou_dn_3: 0.6728 (0.6549) loss_giou_dn_4: 0.6713 (0.6528) loss_giou_dn_5: 0.6715 (0.6529) loss_vfl: 0.8241 (0.8316) loss_vfl_aux_0: 0.9898 (0.9740) loss_vfl_aux_1: 0.9033 (0.9431) loss_vfl_aux_2: 0.8557 (0.8827) loss_vfl_aux_3: 0.8442 (0.8459) loss_vfl_aux_4: 0.8252 (0.8336) loss_vfl_aux_5: 0.9455 (0.9597) loss_vfl_dn_0: 0.4987 (0.4979) loss_vfl_dn_1: 0.4689 (0.4764) loss_vfl_dn_2: 0.4546 (0.4624) loss_vfl_dn_3: 0.4496 (0.4554) loss_vfl_dn_4: 0.4434 (0.4552) loss_vfl_dn_5: 0.4476 (0.4576) time: 0.7339 data: 0.0179 max mem: 5652 Epoch: [2] [3300/7393] eta: 0:33:16 lr: 0.000010 loss: 21.1253 (21.4848) loss_bbox: 0.2396 (0.2225) loss_bbox_aux_0: 0.2459 (0.2413) loss_bbox_aux_1: 0.2291 (0.2261) loss_bbox_aux_2: 0.2436 (0.2228) loss_bbox_aux_3: 0.2330 (0.2220) loss_bbox_aux_4: 0.2359 (0.2224) loss_bbox_aux_5: 0.3348 (0.3128) loss_bbox_dn_0: 0.4689 (0.4281) loss_bbox_dn_1: 0.3820 (0.3534) loss_bbox_dn_2: 0.3563 (0.3337) loss_bbox_dn_3: 0.3529 (0.3279) loss_bbox_dn_4: 0.3482 (0.3269) loss_bbox_dn_5: 0.3479 (0.3269) loss_giou: 0.5874 (0.6153) loss_giou_aux_0: 0.6384 (0.6549) loss_giou_aux_1: 0.6013 (0.6268) loss_giou_aux_2: 0.5989 (0.6191) loss_giou_aux_3: 0.5894 (0.6163) loss_giou_aux_4: 0.5902 (0.6155) loss_giou_aux_5: 0.7643 (0.7741) loss_giou_dn_0: 0.7675 (0.8061) loss_giou_dn_1: 0.6699 (0.6923) loss_giou_dn_2: 0.6388 (0.6636) loss_giou_dn_3: 0.6268 (0.6546) loss_giou_dn_4: 0.6256 (0.6525) loss_giou_dn_5: 0.6256 (0.6526) loss_vfl: 0.8275 (0.8313) loss_vfl_aux_0: 0.9918 (0.9742) loss_vfl_aux_1: 0.9363 (0.9430) loss_vfl_aux_2: 0.8761 (0.8824) loss_vfl_aux_3: 0.8491 (0.8456) loss_vfl_aux_4: 0.8433 (0.8333) loss_vfl_aux_5: 0.9893 (0.9597) loss_vfl_dn_0: 0.4974 (0.4980) loss_vfl_dn_1: 0.4728 (0.4764) loss_vfl_dn_2: 0.4570 (0.4624) loss_vfl_dn_3: 0.4524 (0.4554) loss_vfl_dn_4: 0.4540 (0.4552) loss_vfl_dn_5: 0.4524 (0.4576) time: 0.4703 data: 0.0184 max mem: 5652 Epoch: [2] [3400/7393] eta: 0:32:42 lr: 0.000010 loss: 20.9839 (21.4829) loss_bbox: 0.2231 (0.2228) loss_bbox_aux_0: 0.2420 (0.2415) loss_bbox_aux_1: 0.2355 (0.2263) loss_bbox_aux_2: 0.2255 (0.2231) loss_bbox_aux_3: 0.2245 (0.2223) loss_bbox_aux_4: 0.2229 (0.2226) loss_bbox_aux_5: 0.3214 (0.3129) loss_bbox_dn_0: 0.4274 (0.4279) loss_bbox_dn_1: 0.3529 (0.3532) loss_bbox_dn_2: 0.3409 (0.3335) loss_bbox_dn_3: 0.3406 (0.3276) loss_bbox_dn_4: 0.3402 (0.3267) loss_bbox_dn_5: 0.3403 (0.3267) loss_giou: 0.5530 (0.6156) loss_giou_aux_0: 0.6017 (0.6552) loss_giou_aux_1: 0.5745 (0.6271) loss_giou_aux_2: 0.5703 (0.6194) loss_giou_aux_3: 0.5717 (0.6166) loss_giou_aux_4: 0.5639 (0.6157) loss_giou_aux_5: 0.7143 (0.7742) loss_giou_dn_0: 0.7669 (0.8060) loss_giou_dn_1: 0.6395 (0.6922) loss_giou_dn_2: 0.6112 (0.6635) loss_giou_dn_3: 0.5967 (0.6545) loss_giou_dn_4: 0.5947 (0.6525) loss_giou_dn_5: 0.5947 (0.6526) loss_vfl: 0.8503 (0.8310) loss_vfl_aux_0: 0.9813 (0.9738) loss_vfl_aux_1: 0.9367 (0.9425) loss_vfl_aux_2: 0.8635 (0.8817) loss_vfl_aux_3: 0.8558 (0.8452) loss_vfl_aux_4: 0.8474 (0.8330) loss_vfl_aux_5: 0.9607 (0.9595) loss_vfl_dn_0: 0.4962 (0.4979) loss_vfl_dn_1: 0.4684 (0.4762) loss_vfl_dn_2: 0.4568 (0.4622) loss_vfl_dn_3: 0.4502 (0.4553) loss_vfl_dn_4: 0.4506 (0.4551) loss_vfl_dn_5: 0.4468 (0.4575) time: 0.4712 data: 0.0180 max mem: 5652 Epoch: [2] [3500/7393] eta: 0:31:50 lr: 0.000010 loss: 21.5524 (21.4724) loss_bbox: 0.2162 (0.2228) loss_bbox_aux_0: 0.2209 (0.2415) loss_bbox_aux_1: 0.2154 (0.2263) loss_bbox_aux_2: 0.2139 (0.2232) loss_bbox_aux_3: 0.2177 (0.2223) loss_bbox_aux_4: 0.2176 (0.2227) loss_bbox_aux_5: 0.2904 (0.3129) loss_bbox_dn_0: 0.3760 (0.4279) loss_bbox_dn_1: 0.3082 (0.3531) loss_bbox_dn_2: 0.2875 (0.3333) loss_bbox_dn_3: 0.2839 (0.3275) loss_bbox_dn_4: 0.2846 (0.3266) loss_bbox_dn_5: 0.2845 (0.3265) loss_giou: 0.6230 (0.6150) loss_giou_aux_0: 0.6533 (0.6545) loss_giou_aux_1: 0.6342 (0.6264) loss_giou_aux_2: 0.6275 (0.6188) loss_giou_aux_3: 0.6222 (0.6160) loss_giou_aux_4: 0.6227 (0.6151) loss_giou_aux_5: 0.7497 (0.7737) loss_giou_dn_0: 0.8249 (0.8055) loss_giou_dn_1: 0.7136 (0.6916) loss_giou_dn_2: 0.6895 (0.6629) loss_giou_dn_3: 0.6795 (0.6539) loss_giou_dn_4: 0.6783 (0.6519) loss_giou_dn_5: 0.6788 (0.6520) loss_vfl: 0.8211 (0.8307) loss_vfl_aux_0: 0.9342 (0.9737) loss_vfl_aux_1: 0.9170 (0.9425) loss_vfl_aux_2: 0.8729 (0.8814) loss_vfl_aux_3: 0.8396 (0.8449) loss_vfl_aux_4: 0.8311 (0.8327) loss_vfl_aux_5: 0.8905 (0.9593) loss_vfl_dn_0: 0.4925 (0.4980) loss_vfl_dn_1: 0.4651 (0.4761) loss_vfl_dn_2: 0.4517 (0.4621) loss_vfl_dn_3: 0.4448 (0.4551) loss_vfl_dn_4: 0.4429 (0.4549) loss_vfl_dn_5: 0.4518 (0.4573) time: 0.4857 data: 0.0184 max mem: 5652 Epoch: [2] [3600/7393] eta: 0:31:00 lr: 0.000010 loss: 21.1526 (21.4613) loss_bbox: 0.2037 (0.2227) loss_bbox_aux_0: 0.2316 (0.2413) loss_bbox_aux_1: 0.2070 (0.2262) loss_bbox_aux_2: 0.2073 (0.2230) loss_bbox_aux_3: 0.2026 (0.2222) loss_bbox_aux_4: 0.2011 (0.2225) loss_bbox_aux_5: 0.3012 (0.3127) loss_bbox_dn_0: 0.3807 (0.4272) loss_bbox_dn_1: 0.3179 (0.3524) loss_bbox_dn_2: 0.2992 (0.3327) loss_bbox_dn_3: 0.2926 (0.3268) loss_bbox_dn_4: 0.2925 (0.3259) loss_bbox_dn_5: 0.2925 (0.3259) loss_giou: 0.6254 (0.6150) loss_giou_aux_0: 0.6625 (0.6546) loss_giou_aux_1: 0.6368 (0.6264) loss_giou_aux_2: 0.6292 (0.6189) loss_giou_aux_3: 0.6230 (0.6161) loss_giou_aux_4: 0.6286 (0.6152) loss_giou_aux_5: 0.7729 (0.7737) loss_giou_dn_0: 0.8057 (0.8053) loss_giou_dn_1: 0.6999 (0.6915) loss_giou_dn_2: 0.6620 (0.6628) loss_giou_dn_3: 0.6549 (0.6539) loss_giou_dn_4: 0.6528 (0.6518) loss_giou_dn_5: 0.6528 (0.6519) loss_vfl: 0.7870 (0.8301) loss_vfl_aux_0: 0.9135 (0.9732) loss_vfl_aux_1: 0.8841 (0.9417) loss_vfl_aux_2: 0.8377 (0.8806) loss_vfl_aux_3: 0.8080 (0.8442) loss_vfl_aux_4: 0.7911 (0.8320) loss_vfl_aux_5: 0.8938 (0.9586) loss_vfl_dn_0: 0.4893 (0.4979) loss_vfl_dn_1: 0.4718 (0.4759) loss_vfl_dn_2: 0.4547 (0.4619) loss_vfl_dn_3: 0.4430 (0.4549) loss_vfl_dn_4: 0.4486 (0.4547) loss_vfl_dn_5: 0.4503 (0.4570) time: 0.4720 data: 0.0178 max mem: 5652 Epoch: [2] [3700/7393] eta: 0:30:10 lr: 0.000010 loss: 20.8909 (21.4560) loss_bbox: 0.2017 (0.2227) loss_bbox_aux_0: 0.2263 (0.2413) loss_bbox_aux_1: 0.2102 (0.2262) loss_bbox_aux_2: 0.2149 (0.2230) loss_bbox_aux_3: 0.1987 (0.2221) loss_bbox_aux_4: 0.2015 (0.2225) loss_bbox_aux_5: 0.2969 (0.3128) loss_bbox_dn_0: 0.3910 (0.4269) loss_bbox_dn_1: 0.3061 (0.3521) loss_bbox_dn_2: 0.2830 (0.3324) loss_bbox_dn_3: 0.2801 (0.3266) loss_bbox_dn_4: 0.2794 (0.3256) loss_bbox_dn_5: 0.2793 (0.3256) loss_giou: 0.6628 (0.6155) loss_giou_aux_0: 0.6990 (0.6551) loss_giou_aux_1: 0.6725 (0.6269) loss_giou_aux_2: 0.6741 (0.6193) loss_giou_aux_3: 0.6659 (0.6165) loss_giou_aux_4: 0.6620 (0.6156) loss_giou_aux_5: 0.8230 (0.7741) loss_giou_dn_0: 0.8157 (0.8053) loss_giou_dn_1: 0.7159 (0.6915) loss_giou_dn_2: 0.6830 (0.6629) loss_giou_dn_3: 0.6717 (0.6539) loss_giou_dn_4: 0.6718 (0.6518) loss_giou_dn_5: 0.6723 (0.6520) loss_vfl: 0.7737 (0.8292) loss_vfl_aux_0: 0.9246 (0.9722) loss_vfl_aux_1: 0.8895 (0.9409) loss_vfl_aux_2: 0.7943 (0.8798) loss_vfl_aux_3: 0.7695 (0.8433) loss_vfl_aux_4: 0.7742 (0.8312) loss_vfl_aux_5: 0.8905 (0.9577) loss_vfl_dn_0: 0.4854 (0.4978) loss_vfl_dn_1: 0.4610 (0.4758) loss_vfl_dn_2: 0.4495 (0.4618) loss_vfl_dn_3: 0.4418 (0.4548) loss_vfl_dn_4: 0.4447 (0.4546) loss_vfl_dn_5: 0.4471 (0.4569) time: 0.4782 data: 0.0181 max mem: 5652 Epoch: [2] [3800/7393] eta: 0:29:20 lr: 0.000010 loss: 21.0755 (21.4580) loss_bbox: 0.2012 (0.2228) loss_bbox_aux_0: 0.2352 (0.2415) loss_bbox_aux_1: 0.2101 (0.2264) loss_bbox_aux_2: 0.2095 (0.2232) loss_bbox_aux_3: 0.2078 (0.2223) loss_bbox_aux_4: 0.2012 (0.2226) loss_bbox_aux_5: 0.2937 (0.3129) loss_bbox_dn_0: 0.4318 (0.4270) loss_bbox_dn_1: 0.3584 (0.3523) loss_bbox_dn_2: 0.3306 (0.3326) loss_bbox_dn_3: 0.3245 (0.3267) loss_bbox_dn_4: 0.3207 (0.3258) loss_bbox_dn_5: 0.3207 (0.3258) loss_giou: 0.5979 (0.6155) loss_giou_aux_0: 0.6634 (0.6552) loss_giou_aux_1: 0.6303 (0.6269) loss_giou_aux_2: 0.6031 (0.6194) loss_giou_aux_3: 0.6002 (0.6165) loss_giou_aux_4: 0.6043 (0.6156) loss_giou_aux_5: 0.7725 (0.7742) loss_giou_dn_0: 0.7959 (0.8052) loss_giou_dn_1: 0.6777 (0.6915) loss_giou_dn_2: 0.6498 (0.6628) loss_giou_dn_3: 0.6449 (0.6539) loss_giou_dn_4: 0.6426 (0.6518) loss_giou_dn_5: 0.6420 (0.6519) loss_vfl: 0.8327 (0.8294) loss_vfl_aux_0: 0.9499 (0.9721) loss_vfl_aux_1: 0.9382 (0.9408) loss_vfl_aux_2: 0.8671 (0.8798) loss_vfl_aux_3: 0.8409 (0.8435) loss_vfl_aux_4: 0.8201 (0.8314) loss_vfl_aux_5: 0.9637 (0.9572) loss_vfl_dn_0: 0.4981 (0.4978) loss_vfl_dn_1: 0.4713 (0.4758) loss_vfl_dn_2: 0.4541 (0.4618) loss_vfl_dn_3: 0.4474 (0.4548) loss_vfl_dn_4: 0.4477 (0.4545) loss_vfl_dn_5: 0.4508 (0.4569) time: 0.4785 data: 0.0180 max mem: 5652 Epoch: [2] [3900/7393] eta: 0:28:29 lr: 0.000010 loss: 21.1034 (21.4512) loss_bbox: 0.1893 (0.2227) loss_bbox_aux_0: 0.2136 (0.2415) loss_bbox_aux_1: 0.2080 (0.2263) loss_bbox_aux_2: 0.1980 (0.2231) loss_bbox_aux_3: 0.1880 (0.2222) loss_bbox_aux_4: 0.1888 (0.2225) loss_bbox_aux_5: 0.3174 (0.3130) loss_bbox_dn_0: 0.4166 (0.4272) loss_bbox_dn_1: 0.3348 (0.3524) loss_bbox_dn_2: 0.3105 (0.3327) loss_bbox_dn_3: 0.3034 (0.3268) loss_bbox_dn_4: 0.3019 (0.3259) loss_bbox_dn_5: 0.3017 (0.3259) loss_giou: 0.5626 (0.6147) loss_giou_aux_0: 0.6143 (0.6545) loss_giou_aux_1: 0.5776 (0.6262) loss_giou_aux_2: 0.5732 (0.6187) loss_giou_aux_3: 0.5753 (0.6158) loss_giou_aux_4: 0.5644 (0.6148) loss_giou_aux_5: 0.7611 (0.7736) loss_giou_dn_0: 0.7786 (0.8046) loss_giou_dn_1: 0.6440 (0.6908) loss_giou_dn_2: 0.6121 (0.6622) loss_giou_dn_3: 0.6026 (0.6532) loss_giou_dn_4: 0.6024 (0.6511) loss_giou_dn_5: 0.6024 (0.6513) loss_vfl: 0.8306 (0.8297) loss_vfl_aux_0: 0.9608 (0.9725) loss_vfl_aux_1: 0.9228 (0.9410) loss_vfl_aux_2: 0.8568 (0.8799) loss_vfl_aux_3: 0.8304 (0.8437) loss_vfl_aux_4: 0.8275 (0.8317) loss_vfl_aux_5: 0.9799 (0.9577) loss_vfl_dn_0: 0.4997 (0.4979) loss_vfl_dn_1: 0.4681 (0.4758) loss_vfl_dn_2: 0.4537 (0.4617) loss_vfl_dn_3: 0.4481 (0.4547) loss_vfl_dn_4: 0.4493 (0.4545) loss_vfl_dn_5: 0.4498 (0.4568) time: 0.4728 data: 0.0182 max mem: 5652 Epoch: [2] [4000/7393] eta: 0:27:39 lr: 0.000010 loss: 21.2497 (21.4428) loss_bbox: 0.2046 (0.2225) loss_bbox_aux_0: 0.2232 (0.2412) loss_bbox_aux_1: 0.2190 (0.2260) loss_bbox_aux_2: 0.2104 (0.2229) loss_bbox_aux_3: 0.2116 (0.2220) loss_bbox_aux_4: 0.2086 (0.2222) loss_bbox_aux_5: 0.3082 (0.3128) loss_bbox_dn_0: 0.4000 (0.4271) loss_bbox_dn_1: 0.3297 (0.3523) loss_bbox_dn_2: 0.2975 (0.3326) loss_bbox_dn_3: 0.2960 (0.3267) loss_bbox_dn_4: 0.2962 (0.3258) loss_bbox_dn_5: 0.2964 (0.3257) loss_giou: 0.5818 (0.6140) loss_giou_aux_0: 0.6264 (0.6537) loss_giou_aux_1: 0.5763 (0.6254) loss_giou_aux_2: 0.5926 (0.6180) loss_giou_aux_3: 0.5902 (0.6150) loss_giou_aux_4: 0.5823 (0.6141) loss_giou_aux_5: 0.7248 (0.7729) loss_giou_dn_0: 0.7697 (0.8042) loss_giou_dn_1: 0.6568 (0.6904) loss_giou_dn_2: 0.6225 (0.6617) loss_giou_dn_3: 0.6114 (0.6528) loss_giou_dn_4: 0.6090 (0.6507) loss_giou_dn_5: 0.6090 (0.6508) loss_vfl: 0.8308 (0.8299) loss_vfl_aux_0: 0.9833 (0.9729) loss_vfl_aux_1: 0.9300 (0.9414) loss_vfl_aux_2: 0.9024 (0.8801) loss_vfl_aux_3: 0.8447 (0.8438) loss_vfl_aux_4: 0.8430 (0.8319) loss_vfl_aux_5: 0.9438 (0.9578) loss_vfl_dn_0: 0.5045 (0.4980) loss_vfl_dn_1: 0.4756 (0.4758) loss_vfl_dn_2: 0.4640 (0.4617) loss_vfl_dn_3: 0.4565 (0.4548) loss_vfl_dn_4: 0.4559 (0.4545) loss_vfl_dn_5: 0.4577 (0.4568) time: 0.4830 data: 0.0180 max mem: 5652 Epoch: [2] [4100/7393] eta: 0:26:49 lr: 0.000010 loss: 21.2247 (21.4374) loss_bbox: 0.2032 (0.2226) loss_bbox_aux_0: 0.2341 (0.2412) loss_bbox_aux_1: 0.2114 (0.2261) loss_bbox_aux_2: 0.2113 (0.2230) loss_bbox_aux_3: 0.2115 (0.2221) loss_bbox_aux_4: 0.2034 (0.2223) loss_bbox_aux_5: 0.2898 (0.3129) loss_bbox_dn_0: 0.4138 (0.4271) loss_bbox_dn_1: 0.3246 (0.3524) loss_bbox_dn_2: 0.2990 (0.3327) loss_bbox_dn_3: 0.2896 (0.3268) loss_bbox_dn_4: 0.2900 (0.3259) loss_bbox_dn_5: 0.2900 (0.3259) loss_giou: 0.5804 (0.6138) loss_giou_aux_0: 0.6141 (0.6534) loss_giou_aux_1: 0.5893 (0.6251) loss_giou_aux_2: 0.5840 (0.6178) loss_giou_aux_3: 0.5792 (0.6148) loss_giou_aux_4: 0.5812 (0.6139) loss_giou_aux_5: 0.7513 (0.7725) loss_giou_dn_0: 0.7892 (0.8038) loss_giou_dn_1: 0.6686 (0.6901) loss_giou_dn_2: 0.6385 (0.6614) loss_giou_dn_3: 0.6347 (0.6525) loss_giou_dn_4: 0.6321 (0.6504) loss_giou_dn_5: 0.6319 (0.6506) loss_vfl: 0.8261 (0.8295) loss_vfl_aux_0: 0.9409 (0.9726) loss_vfl_aux_1: 0.9219 (0.9411) loss_vfl_aux_2: 0.8691 (0.8796) loss_vfl_aux_3: 0.8211 (0.8434) loss_vfl_aux_4: 0.8306 (0.8316) loss_vfl_aux_5: 0.9286 (0.9576) loss_vfl_dn_0: 0.4991 (0.4980) loss_vfl_dn_1: 0.4703 (0.4757) loss_vfl_dn_2: 0.4534 (0.4616) loss_vfl_dn_3: 0.4482 (0.4546) loss_vfl_dn_4: 0.4501 (0.4543) loss_vfl_dn_5: 0.4536 (0.4567) time: 0.4620 data: 0.0177 max mem: 5652 Epoch: [2] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 20.8967 (21.4298) loss_bbox: 0.2235 (0.2223) loss_bbox_aux_0: 0.2487 (0.2411) loss_bbox_aux_1: 0.2388 (0.2259) loss_bbox_aux_2: 0.2230 (0.2228) loss_bbox_aux_3: 0.2232 (0.2219) loss_bbox_aux_4: 0.2243 (0.2221) loss_bbox_aux_5: 0.3231 (0.3127) loss_bbox_dn_0: 0.4005 (0.4265) loss_bbox_dn_1: 0.3373 (0.3519) loss_bbox_dn_2: 0.3211 (0.3321) loss_bbox_dn_3: 0.3183 (0.3263) loss_bbox_dn_4: 0.3190 (0.3254) loss_bbox_dn_5: 0.3192 (0.3253) loss_giou: 0.5901 (0.6138) loss_giou_aux_0: 0.6124 (0.6534) loss_giou_aux_1: 0.5835 (0.6251) loss_giou_aux_2: 0.5937 (0.6178) loss_giou_aux_3: 0.5914 (0.6148) loss_giou_aux_4: 0.5970 (0.6139) loss_giou_aux_5: 0.7538 (0.7725) loss_giou_dn_0: 0.7759 (0.8035) loss_giou_dn_1: 0.6618 (0.6898) loss_giou_dn_2: 0.6251 (0.6612) loss_giou_dn_3: 0.6173 (0.6523) loss_giou_dn_4: 0.6156 (0.6502) loss_giou_dn_5: 0.6161 (0.6504) loss_vfl: 0.8227 (0.8294) loss_vfl_aux_0: 0.9875 (0.9724) loss_vfl_aux_1: 0.9278 (0.9409) loss_vfl_aux_2: 0.8818 (0.8794) loss_vfl_aux_3: 0.8676 (0.8433) loss_vfl_aux_4: 0.8373 (0.8315) loss_vfl_aux_5: 0.9668 (0.9573) loss_vfl_dn_0: 0.5015 (0.4980) loss_vfl_dn_1: 0.4790 (0.4756) loss_vfl_dn_2: 0.4615 (0.4616) loss_vfl_dn_3: 0.4508 (0.4546) loss_vfl_dn_4: 0.4496 (0.4543) loss_vfl_dn_5: 0.4518 (0.4565) time: 0.4807 data: 0.0173 max mem: 5652 Epoch: [2] [4300/7393] eta: 0:25:10 lr: 0.000010 loss: 20.7887 (21.4267) loss_bbox: 0.2074 (0.2224) loss_bbox_aux_0: 0.2354 (0.2413) loss_bbox_aux_1: 0.2235 (0.2260) loss_bbox_aux_2: 0.2114 (0.2229) loss_bbox_aux_3: 0.2117 (0.2220) loss_bbox_aux_4: 0.2112 (0.2222) loss_bbox_aux_5: 0.3088 (0.3130) loss_bbox_dn_0: 0.3947 (0.4269) loss_bbox_dn_1: 0.3237 (0.3522) loss_bbox_dn_2: 0.3099 (0.3325) loss_bbox_dn_3: 0.3068 (0.3266) loss_bbox_dn_4: 0.3058 (0.3257) loss_bbox_dn_5: 0.3056 (0.3257) loss_giou: 0.5763 (0.6130) loss_giou_aux_0: 0.6381 (0.6527) loss_giou_aux_1: 0.6018 (0.6244) loss_giou_aux_2: 0.5867 (0.6171) loss_giou_aux_3: 0.5749 (0.6141) loss_giou_aux_4: 0.5774 (0.6131) loss_giou_aux_5: 0.7518 (0.7719) loss_giou_dn_0: 0.7820 (0.8031) loss_giou_dn_1: 0.6655 (0.6893) loss_giou_dn_2: 0.6412 (0.6607) loss_giou_dn_3: 0.6358 (0.6518) loss_giou_dn_4: 0.6338 (0.6497) loss_giou_dn_5: 0.6340 (0.6498) loss_vfl: 0.8477 (0.8297) loss_vfl_aux_0: 0.9901 (0.9727) loss_vfl_aux_1: 0.9465 (0.9411) loss_vfl_aux_2: 0.8731 (0.8797) loss_vfl_aux_3: 0.8636 (0.8437) loss_vfl_aux_4: 0.8491 (0.8318) loss_vfl_aux_5: 0.9624 (0.9575) loss_vfl_dn_0: 0.5056 (0.4981) loss_vfl_dn_1: 0.4714 (0.4756) loss_vfl_dn_2: 0.4565 (0.4616) loss_vfl_dn_3: 0.4490 (0.4545) loss_vfl_dn_4: 0.4470 (0.4542) loss_vfl_dn_5: 0.4489 (0.4565) time: 0.4808 data: 0.0180 max mem: 5652 Epoch: [2] [4400/7393] eta: 0:24:20 lr: 0.000010 loss: 21.1264 (21.4176) loss_bbox: 0.1974 (0.2222) loss_bbox_aux_0: 0.2223 (0.2411) loss_bbox_aux_1: 0.1991 (0.2258) loss_bbox_aux_2: 0.1982 (0.2227) loss_bbox_aux_3: 0.1974 (0.2217) loss_bbox_aux_4: 0.1963 (0.2219) loss_bbox_aux_5: 0.2823 (0.3126) loss_bbox_dn_0: 0.3834 (0.4264) loss_bbox_dn_1: 0.3234 (0.3517) loss_bbox_dn_2: 0.3063 (0.3320) loss_bbox_dn_3: 0.3054 (0.3262) loss_bbox_dn_4: 0.3057 (0.3252) loss_bbox_dn_5: 0.3056 (0.3252) loss_giou: 0.6154 (0.6130) loss_giou_aux_0: 0.6632 (0.6528) loss_giou_aux_1: 0.6447 (0.6245) loss_giou_aux_2: 0.6174 (0.6171) loss_giou_aux_3: 0.6183 (0.6141) loss_giou_aux_4: 0.6158 (0.6132) loss_giou_aux_5: 0.7610 (0.7718) loss_giou_dn_0: 0.7967 (0.8027) loss_giou_dn_1: 0.7045 (0.6890) loss_giou_dn_2: 0.6826 (0.6604) loss_giou_dn_3: 0.6764 (0.6515) loss_giou_dn_4: 0.6738 (0.6495) loss_giou_dn_5: 0.6737 (0.6496) loss_vfl: 0.8118 (0.8294) loss_vfl_aux_0: 0.9674 (0.9723) loss_vfl_aux_1: 0.9171 (0.9405) loss_vfl_aux_2: 0.8631 (0.8792) loss_vfl_aux_3: 0.8028 (0.8433) loss_vfl_aux_4: 0.8108 (0.8315) loss_vfl_aux_5: 0.9638 (0.9574) loss_vfl_dn_0: 0.4921 (0.4981) loss_vfl_dn_1: 0.4645 (0.4756) loss_vfl_dn_2: 0.4515 (0.4615) loss_vfl_dn_3: 0.4442 (0.4545) loss_vfl_dn_4: 0.4457 (0.4541) loss_vfl_dn_5: 0.4471 (0.4564) time: 0.4591 data: 0.0178 max mem: 5652 Epoch: [2] [4500/7393] eta: 0:23:30 lr: 0.000010 loss: 21.0578 (21.4126) loss_bbox: 0.2005 (0.2221) loss_bbox_aux_0: 0.2332 (0.2410) loss_bbox_aux_1: 0.1985 (0.2257) loss_bbox_aux_2: 0.2012 (0.2226) loss_bbox_aux_3: 0.2032 (0.2216) loss_bbox_aux_4: 0.1974 (0.2218) loss_bbox_aux_5: 0.2872 (0.3125) loss_bbox_dn_0: 0.4035 (0.4264) loss_bbox_dn_1: 0.3367 (0.3517) loss_bbox_dn_2: 0.3046 (0.3320) loss_bbox_dn_3: 0.2957 (0.3262) loss_bbox_dn_4: 0.2947 (0.3253) loss_bbox_dn_5: 0.2949 (0.3253) loss_giou: 0.6236 (0.6127) loss_giou_aux_0: 0.6550 (0.6524) loss_giou_aux_1: 0.6289 (0.6242) loss_giou_aux_2: 0.6223 (0.6168) loss_giou_aux_3: 0.6249 (0.6137) loss_giou_aux_4: 0.6209 (0.6128) loss_giou_aux_5: 0.7640 (0.7714) loss_giou_dn_0: 0.7841 (0.8024) loss_giou_dn_1: 0.6675 (0.6887) loss_giou_dn_2: 0.6431 (0.6601) loss_giou_dn_3: 0.6351 (0.6513) loss_giou_dn_4: 0.6313 (0.6492) loss_giou_dn_5: 0.6316 (0.6494) loss_vfl: 0.8113 (0.8294) loss_vfl_aux_0: 0.9639 (0.9724) loss_vfl_aux_1: 0.9250 (0.9406) loss_vfl_aux_2: 0.8449 (0.8790) loss_vfl_aux_3: 0.8300 (0.8433) loss_vfl_aux_4: 0.8124 (0.8315) loss_vfl_aux_5: 0.9922 (0.9574) loss_vfl_dn_0: 0.5024 (0.4981) loss_vfl_dn_1: 0.4705 (0.4755) loss_vfl_dn_2: 0.4539 (0.4614) loss_vfl_dn_3: 0.4527 (0.4544) loss_vfl_dn_4: 0.4505 (0.4541) loss_vfl_dn_5: 0.4520 (0.4563) time: 0.4746 data: 0.0182 max mem: 5652 Epoch: [2] [4600/7393] eta: 0:22:41 lr: 0.000010 loss: 21.2281 (21.4073) loss_bbox: 0.2113 (0.2220) loss_bbox_aux_0: 0.2293 (0.2409) loss_bbox_aux_1: 0.2152 (0.2255) loss_bbox_aux_2: 0.2137 (0.2225) loss_bbox_aux_3: 0.2108 (0.2215) loss_bbox_aux_4: 0.2113 (0.2217) loss_bbox_aux_5: 0.2867 (0.3123) loss_bbox_dn_0: 0.4092 (0.4265) loss_bbox_dn_1: 0.3475 (0.3517) loss_bbox_dn_2: 0.3325 (0.3320) loss_bbox_dn_3: 0.3273 (0.3262) loss_bbox_dn_4: 0.3262 (0.3252) loss_bbox_dn_5: 0.3268 (0.3252) loss_giou: 0.5962 (0.6122) loss_giou_aux_0: 0.6453 (0.6520) loss_giou_aux_1: 0.6120 (0.6237) loss_giou_aux_2: 0.5990 (0.6163) loss_giou_aux_3: 0.5995 (0.6133) loss_giou_aux_4: 0.5979 (0.6124) loss_giou_aux_5: 0.7735 (0.7709) loss_giou_dn_0: 0.8073 (0.8020) loss_giou_dn_1: 0.6817 (0.6883) loss_giou_dn_2: 0.6596 (0.6597) loss_giou_dn_3: 0.6553 (0.6509) loss_giou_dn_4: 0.6529 (0.6488) loss_giou_dn_5: 0.6530 (0.6490) loss_vfl: 0.8161 (0.8296) loss_vfl_aux_0: 0.9732 (0.9727) loss_vfl_aux_1: 0.9100 (0.9407) loss_vfl_aux_2: 0.8694 (0.8792) loss_vfl_aux_3: 0.8454 (0.8435) loss_vfl_aux_4: 0.8249 (0.8317) loss_vfl_aux_5: 0.9174 (0.9576) loss_vfl_dn_0: 0.4932 (0.4981) loss_vfl_dn_1: 0.4753 (0.4755) loss_vfl_dn_2: 0.4507 (0.4613) loss_vfl_dn_3: 0.4494 (0.4543) loss_vfl_dn_4: 0.4453 (0.4540) loss_vfl_dn_5: 0.4524 (0.4562) time: 0.4767 data: 0.0182 max mem: 5652 Epoch: [2] [4700/7393] eta: 0:21:51 lr: 0.000010 loss: 20.8200 (21.4003) loss_bbox: 0.2324 (0.2220) loss_bbox_aux_0: 0.2407 (0.2408) loss_bbox_aux_1: 0.2300 (0.2255) loss_bbox_aux_2: 0.2303 (0.2225) loss_bbox_aux_3: 0.2292 (0.2215) loss_bbox_aux_4: 0.2327 (0.2217) loss_bbox_aux_5: 0.3020 (0.3122) loss_bbox_dn_0: 0.4019 (0.4263) loss_bbox_dn_1: 0.3285 (0.3515) loss_bbox_dn_2: 0.3160 (0.3318) loss_bbox_dn_3: 0.3093 (0.3259) loss_bbox_dn_4: 0.3084 (0.3250) loss_bbox_dn_5: 0.3084 (0.3250) loss_giou: 0.6205 (0.6121) loss_giou_aux_0: 0.6587 (0.6517) loss_giou_aux_1: 0.6285 (0.6236) loss_giou_aux_2: 0.6220 (0.6163) loss_giou_aux_3: 0.6270 (0.6131) loss_giou_aux_4: 0.6243 (0.6122) loss_giou_aux_5: 0.7913 (0.7708) loss_giou_dn_0: 0.7931 (0.8016) loss_giou_dn_1: 0.6809 (0.6880) loss_giou_dn_2: 0.6612 (0.6594) loss_giou_dn_3: 0.6578 (0.6506) loss_giou_dn_4: 0.6553 (0.6485) loss_giou_dn_5: 0.6554 (0.6486) loss_vfl: 0.7791 (0.8293) loss_vfl_aux_0: 0.9260 (0.9726) loss_vfl_aux_1: 0.8953 (0.9404) loss_vfl_aux_2: 0.8290 (0.8787) loss_vfl_aux_3: 0.7868 (0.8431) loss_vfl_aux_4: 0.7797 (0.8314) loss_vfl_aux_5: 0.9190 (0.9575) loss_vfl_dn_0: 0.4980 (0.4982) loss_vfl_dn_1: 0.4615 (0.4754) loss_vfl_dn_2: 0.4463 (0.4612) loss_vfl_dn_3: 0.4405 (0.4542) loss_vfl_dn_4: 0.4420 (0.4539) loss_vfl_dn_5: 0.4448 (0.4561) time: 0.4814 data: 0.0181 max mem: 5652 Epoch: [2] [4800/7393] eta: 0:21:02 lr: 0.000010 loss: 21.6267 (21.3932) loss_bbox: 0.2226 (0.2219) loss_bbox_aux_0: 0.2371 (0.2408) loss_bbox_aux_1: 0.2270 (0.2255) loss_bbox_aux_2: 0.2148 (0.2225) loss_bbox_aux_3: 0.2105 (0.2214) loss_bbox_aux_4: 0.2113 (0.2217) loss_bbox_aux_5: 0.3039 (0.3120) loss_bbox_dn_0: 0.4176 (0.4261) loss_bbox_dn_1: 0.3416 (0.3513) loss_bbox_dn_2: 0.3278 (0.3316) loss_bbox_dn_3: 0.3202 (0.3258) loss_bbox_dn_4: 0.3183 (0.3249) loss_bbox_dn_5: 0.3182 (0.3248) loss_giou: 0.6322 (0.6116) loss_giou_aux_0: 0.6651 (0.6512) loss_giou_aux_1: 0.6339 (0.6231) loss_giou_aux_2: 0.6377 (0.6158) loss_giou_aux_3: 0.6275 (0.6127) loss_giou_aux_4: 0.6339 (0.6118) loss_giou_aux_5: 0.7767 (0.7703) loss_giou_dn_0: 0.8116 (0.8013) loss_giou_dn_1: 0.7078 (0.6876) loss_giou_dn_2: 0.6814 (0.6591) loss_giou_dn_3: 0.6720 (0.6503) loss_giou_dn_4: 0.6707 (0.6482) loss_giou_dn_5: 0.6709 (0.6483) loss_vfl: 0.8426 (0.8293) loss_vfl_aux_0: 0.9594 (0.9728) loss_vfl_aux_1: 0.9264 (0.9403) loss_vfl_aux_2: 0.8882 (0.8785) loss_vfl_aux_3: 0.8526 (0.8431) loss_vfl_aux_4: 0.8366 (0.8313) loss_vfl_aux_5: 0.9099 (0.9577) loss_vfl_dn_0: 0.4922 (0.4982) loss_vfl_dn_1: 0.4695 (0.4753) loss_vfl_dn_2: 0.4593 (0.4612) loss_vfl_dn_3: 0.4560 (0.4542) loss_vfl_dn_4: 0.4542 (0.4538) loss_vfl_dn_5: 0.4559 (0.4561) time: 0.4694 data: 0.0173 max mem: 5652 Epoch: [2] [4900/7393] eta: 0:20:13 lr: 0.000010 loss: 21.1445 (21.3878) loss_bbox: 0.2131 (0.2220) loss_bbox_aux_0: 0.2199 (0.2408) loss_bbox_aux_1: 0.2248 (0.2255) loss_bbox_aux_2: 0.2156 (0.2226) loss_bbox_aux_3: 0.2174 (0.2215) loss_bbox_aux_4: 0.2118 (0.2217) loss_bbox_aux_5: 0.3072 (0.3120) loss_bbox_dn_0: 0.4370 (0.4262) loss_bbox_dn_1: 0.3486 (0.3514) loss_bbox_dn_2: 0.3273 (0.3317) loss_bbox_dn_3: 0.3259 (0.3258) loss_bbox_dn_4: 0.3274 (0.3249) loss_bbox_dn_5: 0.3276 (0.3249) loss_giou: 0.5425 (0.6110) loss_giou_aux_0: 0.5696 (0.6506) loss_giou_aux_1: 0.5532 (0.6225) loss_giou_aux_2: 0.5578 (0.6152) loss_giou_aux_3: 0.5521 (0.6121) loss_giou_aux_4: 0.5382 (0.6112) loss_giou_aux_5: 0.6956 (0.7696) loss_giou_dn_0: 0.7589 (0.8007) loss_giou_dn_1: 0.6469 (0.6871) loss_giou_dn_2: 0.6197 (0.6585) loss_giou_dn_3: 0.6053 (0.6497) loss_giou_dn_4: 0.6015 (0.6476) loss_giou_dn_5: 0.6016 (0.6478) loss_vfl: 0.8668 (0.8294) loss_vfl_aux_0: 1.0291 (0.9731) loss_vfl_aux_1: 0.9777 (0.9404) loss_vfl_aux_2: 0.8989 (0.8785) loss_vfl_aux_3: 0.8491 (0.8431) loss_vfl_aux_4: 0.8749 (0.8314) loss_vfl_aux_5: 1.0054 (0.9581) loss_vfl_dn_0: 0.5045 (0.4983) loss_vfl_dn_1: 0.4798 (0.4754) loss_vfl_dn_2: 0.4611 (0.4612) loss_vfl_dn_3: 0.4519 (0.4542) loss_vfl_dn_4: 0.4510 (0.4538) loss_vfl_dn_5: 0.4507 (0.4561) time: 0.4836 data: 0.0178 max mem: 5652 Epoch: [2] [5000/7393] eta: 0:19:23 lr: 0.000010 loss: 21.0504 (21.3784) loss_bbox: 0.2106 (0.2218) loss_bbox_aux_0: 0.2212 (0.2406) loss_bbox_aux_1: 0.2000 (0.2254) loss_bbox_aux_2: 0.2006 (0.2224) loss_bbox_aux_3: 0.1939 (0.2213) loss_bbox_aux_4: 0.2057 (0.2215) loss_bbox_aux_5: 0.2855 (0.3118) loss_bbox_dn_0: 0.3972 (0.4259) loss_bbox_dn_1: 0.3262 (0.3511) loss_bbox_dn_2: 0.2971 (0.3314) loss_bbox_dn_3: 0.2878 (0.3256) loss_bbox_dn_4: 0.2866 (0.3247) loss_bbox_dn_5: 0.2871 (0.3246) loss_giou: 0.5831 (0.6109) loss_giou_aux_0: 0.6056 (0.6504) loss_giou_aux_1: 0.5919 (0.6222) loss_giou_aux_2: 0.5738 (0.6150) loss_giou_aux_3: 0.5807 (0.6119) loss_giou_aux_4: 0.5770 (0.6110) loss_giou_aux_5: 0.7825 (0.7694) loss_giou_dn_0: 0.7701 (0.8005) loss_giou_dn_1: 0.6620 (0.6868) loss_giou_dn_2: 0.6345 (0.6583) loss_giou_dn_3: 0.6224 (0.6495) loss_giou_dn_4: 0.6177 (0.6474) loss_giou_dn_5: 0.6182 (0.6476) loss_vfl: 0.7885 (0.8289) loss_vfl_aux_0: 0.9347 (0.9726) loss_vfl_aux_1: 0.9098 (0.9399) loss_vfl_aux_2: 0.8499 (0.8781) loss_vfl_aux_3: 0.8131 (0.8427) loss_vfl_aux_4: 0.7945 (0.8310) loss_vfl_aux_5: 0.9532 (0.9578) loss_vfl_dn_0: 0.4964 (0.4983) loss_vfl_dn_1: 0.4690 (0.4753) loss_vfl_dn_2: 0.4557 (0.4611) loss_vfl_dn_3: 0.4511 (0.4541) loss_vfl_dn_4: 0.4504 (0.4537) loss_vfl_dn_5: 0.4504 (0.4559) time: 0.4740 data: 0.0181 max mem: 5652 Epoch: [2] [5100/7393] eta: 0:18:34 lr: 0.000010 loss: 20.4741 (21.3693) loss_bbox: 0.2085 (0.2217) loss_bbox_aux_0: 0.2299 (0.2405) loss_bbox_aux_1: 0.2095 (0.2253) loss_bbox_aux_2: 0.2137 (0.2223) loss_bbox_aux_3: 0.2122 (0.2212) loss_bbox_aux_4: 0.2110 (0.2214) loss_bbox_aux_5: 0.3049 (0.3118) loss_bbox_dn_0: 0.4081 (0.4261) loss_bbox_dn_1: 0.3329 (0.3512) loss_bbox_dn_2: 0.3189 (0.3315) loss_bbox_dn_3: 0.3111 (0.3256) loss_bbox_dn_4: 0.3087 (0.3247) loss_bbox_dn_5: 0.3086 (0.3247) loss_giou: 0.5367 (0.6103) loss_giou_aux_0: 0.5545 (0.6498) loss_giou_aux_1: 0.5237 (0.6217) loss_giou_aux_2: 0.5234 (0.6144) loss_giou_aux_3: 0.5298 (0.6113) loss_giou_aux_4: 0.5297 (0.6104) loss_giou_aux_5: 0.6748 (0.7688) loss_giou_dn_0: 0.7404 (0.7999) loss_giou_dn_1: 0.6391 (0.6863) loss_giou_dn_2: 0.6119 (0.6578) loss_giou_dn_3: 0.6067 (0.6490) loss_giou_dn_4: 0.6048 (0.6469) loss_giou_dn_5: 0.6048 (0.6470) loss_vfl: 0.8404 (0.8286) loss_vfl_aux_0: 0.9929 (0.9725) loss_vfl_aux_1: 0.9372 (0.9396) loss_vfl_aux_2: 0.8989 (0.8779) loss_vfl_aux_3: 0.8439 (0.8424) loss_vfl_aux_4: 0.8295 (0.8307) loss_vfl_aux_5: 0.9878 (0.9581) loss_vfl_dn_0: 0.4983 (0.4983) loss_vfl_dn_1: 0.4702 (0.4752) loss_vfl_dn_2: 0.4538 (0.4610) loss_vfl_dn_3: 0.4459 (0.4539) loss_vfl_dn_4: 0.4437 (0.4535) loss_vfl_dn_5: 0.4440 (0.4558) time: 0.4787 data: 0.0179 max mem: 5652 Epoch: [2] [5200/7393] eta: 0:17:45 lr: 0.000010 loss: 21.1881 (21.3650) loss_bbox: 0.2128 (0.2217) loss_bbox_aux_0: 0.2341 (0.2405) loss_bbox_aux_1: 0.2125 (0.2253) loss_bbox_aux_2: 0.2054 (0.2223) loss_bbox_aux_3: 0.2064 (0.2212) loss_bbox_aux_4: 0.2170 (0.2214) loss_bbox_aux_5: 0.2886 (0.3117) loss_bbox_dn_0: 0.4195 (0.4260) loss_bbox_dn_1: 0.3395 (0.3510) loss_bbox_dn_2: 0.3097 (0.3313) loss_bbox_dn_3: 0.3077 (0.3255) loss_bbox_dn_4: 0.3078 (0.3246) loss_bbox_dn_5: 0.3078 (0.3245) loss_giou: 0.5820 (0.6100) loss_giou_aux_0: 0.6300 (0.6496) loss_giou_aux_1: 0.5925 (0.6214) loss_giou_aux_2: 0.5810 (0.6141) loss_giou_aux_3: 0.5842 (0.6111) loss_giou_aux_4: 0.5784 (0.6102) loss_giou_aux_5: 0.7153 (0.7685) loss_giou_dn_0: 0.7755 (0.7996) loss_giou_dn_1: 0.6613 (0.6860) loss_giou_dn_2: 0.6296 (0.6575) loss_giou_dn_3: 0.6190 (0.6487) loss_giou_dn_4: 0.6168 (0.6467) loss_giou_dn_5: 0.6168 (0.6468) loss_vfl: 0.7872 (0.8288) loss_vfl_aux_0: 0.9831 (0.9726) loss_vfl_aux_1: 0.9290 (0.9397) loss_vfl_aux_2: 0.8430 (0.8781) loss_vfl_aux_3: 0.8388 (0.8425) loss_vfl_aux_4: 0.8186 (0.8308) loss_vfl_aux_5: 0.9488 (0.9582) loss_vfl_dn_0: 0.4933 (0.4983) loss_vfl_dn_1: 0.4707 (0.4751) loss_vfl_dn_2: 0.4565 (0.4609) loss_vfl_dn_3: 0.4520 (0.4538) loss_vfl_dn_4: 0.4488 (0.4534) loss_vfl_dn_5: 0.4515 (0.4556) time: 0.4733 data: 0.0178 max mem: 5652 Epoch: [2] [5300/7393] eta: 0:16:56 lr: 0.000010 loss: 21.1861 (21.3583) loss_bbox: 0.2163 (0.2217) loss_bbox_aux_0: 0.2492 (0.2406) loss_bbox_aux_1: 0.2130 (0.2253) loss_bbox_aux_2: 0.2123 (0.2222) loss_bbox_aux_3: 0.2076 (0.2211) loss_bbox_aux_4: 0.2082 (0.2214) loss_bbox_aux_5: 0.3052 (0.3116) loss_bbox_dn_0: 0.4106 (0.4259) loss_bbox_dn_1: 0.3373 (0.3509) loss_bbox_dn_2: 0.3122 (0.3312) loss_bbox_dn_3: 0.3070 (0.3254) loss_bbox_dn_4: 0.3060 (0.3245) loss_bbox_dn_5: 0.3060 (0.3245) loss_giou: 0.5633 (0.6096) loss_giou_aux_0: 0.6066 (0.6493) loss_giou_aux_1: 0.5743 (0.6211) loss_giou_aux_2: 0.5463 (0.6137) loss_giou_aux_3: 0.5584 (0.6107) loss_giou_aux_4: 0.5544 (0.6098) loss_giou_aux_5: 0.7518 (0.7682) loss_giou_dn_0: 0.7807 (0.7993) loss_giou_dn_1: 0.6822 (0.6857) loss_giou_dn_2: 0.6518 (0.6572) loss_giou_dn_3: 0.6421 (0.6484) loss_giou_dn_4: 0.6381 (0.6463) loss_giou_dn_5: 0.6381 (0.6464) loss_vfl: 0.8159 (0.8287) loss_vfl_aux_0: 0.9184 (0.9722) loss_vfl_aux_1: 0.9040 (0.9395) loss_vfl_aux_2: 0.8472 (0.8780) loss_vfl_aux_3: 0.8314 (0.8424) loss_vfl_aux_4: 0.8124 (0.8308) loss_vfl_aux_5: 0.8873 (0.9581) loss_vfl_dn_0: 0.4948 (0.4983) loss_vfl_dn_1: 0.4687 (0.4750) loss_vfl_dn_2: 0.4524 (0.4608) loss_vfl_dn_3: 0.4534 (0.4538) loss_vfl_dn_4: 0.4531 (0.4534) loss_vfl_dn_5: 0.4553 (0.4556) time: 0.4771 data: 0.0180 max mem: 5652 Epoch: [2] [5400/7393] eta: 0:16:07 lr: 0.000010 loss: 20.8967 (21.3533) loss_bbox: 0.2051 (0.2215) loss_bbox_aux_0: 0.2163 (0.2404) loss_bbox_aux_1: 0.2095 (0.2251) loss_bbox_aux_2: 0.2050 (0.2221) loss_bbox_aux_3: 0.2099 (0.2210) loss_bbox_aux_4: 0.2078 (0.2213) loss_bbox_aux_5: 0.2981 (0.3113) loss_bbox_dn_0: 0.4156 (0.4255) loss_bbox_dn_1: 0.3310 (0.3506) loss_bbox_dn_2: 0.3056 (0.3309) loss_bbox_dn_3: 0.3006 (0.3250) loss_bbox_dn_4: 0.2993 (0.3241) loss_bbox_dn_5: 0.2993 (0.3241) loss_giou: 0.5911 (0.6098) loss_giou_aux_0: 0.6338 (0.6495) loss_giou_aux_1: 0.6139 (0.6213) loss_giou_aux_2: 0.5978 (0.6140) loss_giou_aux_3: 0.5943 (0.6109) loss_giou_aux_4: 0.5969 (0.6100) loss_giou_aux_5: 0.7380 (0.7683) loss_giou_dn_0: 0.7934 (0.7992) loss_giou_dn_1: 0.6764 (0.6857) loss_giou_dn_2: 0.6472 (0.6572) loss_giou_dn_3: 0.6385 (0.6484) loss_giou_dn_4: 0.6359 (0.6464) loss_giou_dn_5: 0.6370 (0.6465) loss_vfl: 0.8144 (0.8285) loss_vfl_aux_0: 0.9371 (0.9716) loss_vfl_aux_1: 0.8912 (0.9390) loss_vfl_aux_2: 0.8423 (0.8776) loss_vfl_aux_3: 0.8238 (0.8420) loss_vfl_aux_4: 0.8035 (0.8304) loss_vfl_aux_5: 0.9702 (0.9577) loss_vfl_dn_0: 0.5019 (0.4982) loss_vfl_dn_1: 0.4773 (0.4749) loss_vfl_dn_2: 0.4669 (0.4607) loss_vfl_dn_3: 0.4616 (0.4537) loss_vfl_dn_4: 0.4607 (0.4533) loss_vfl_dn_5: 0.4676 (0.4555) time: 0.4699 data: 0.0186 max mem: 5652 Epoch: [2] [5500/7393] eta: 0:15:19 lr: 0.000010 loss: 20.6377 (21.3461) loss_bbox: 0.2174 (0.2215) loss_bbox_aux_0: 0.2301 (0.2404) loss_bbox_aux_1: 0.2042 (0.2251) loss_bbox_aux_2: 0.2080 (0.2221) loss_bbox_aux_3: 0.2133 (0.2210) loss_bbox_aux_4: 0.2095 (0.2213) loss_bbox_aux_5: 0.2706 (0.3111) loss_bbox_dn_0: 0.3674 (0.4253) loss_bbox_dn_1: 0.3102 (0.3504) loss_bbox_dn_2: 0.2916 (0.3307) loss_bbox_dn_3: 0.2817 (0.3249) loss_bbox_dn_4: 0.2805 (0.3239) loss_bbox_dn_5: 0.2806 (0.3239) loss_giou: 0.6111 (0.6097) loss_giou_aux_0: 0.6413 (0.6494) loss_giou_aux_1: 0.6172 (0.6212) loss_giou_aux_2: 0.6153 (0.6138) loss_giou_aux_3: 0.6122 (0.6108) loss_giou_aux_4: 0.6136 (0.6099) loss_giou_aux_5: 0.7475 (0.7680) loss_giou_dn_0: 0.7737 (0.7989) loss_giou_dn_1: 0.6560 (0.6854) loss_giou_dn_2: 0.6271 (0.6570) loss_giou_dn_3: 0.6215 (0.6482) loss_giou_dn_4: 0.6196 (0.6461) loss_giou_dn_5: 0.6192 (0.6462) loss_vfl: 0.7839 (0.8281) loss_vfl_aux_0: 0.9227 (0.9713) loss_vfl_aux_1: 0.8950 (0.9387) loss_vfl_aux_2: 0.8491 (0.8772) loss_vfl_aux_3: 0.7981 (0.8417) loss_vfl_aux_4: 0.7766 (0.8301) loss_vfl_aux_5: 0.9375 (0.9576) loss_vfl_dn_0: 0.4979 (0.4982) loss_vfl_dn_1: 0.4683 (0.4748) loss_vfl_dn_2: 0.4521 (0.4606) loss_vfl_dn_3: 0.4421 (0.4536) loss_vfl_dn_4: 0.4453 (0.4531) loss_vfl_dn_5: 0.4448 (0.4553) time: 0.4780 data: 0.0179 max mem: 5652 Epoch: [2] [5600/7393] eta: 0:14:30 lr: 0.000010 loss: 20.7757 (21.3410) loss_bbox: 0.2070 (0.2215) loss_bbox_aux_0: 0.2182 (0.2403) loss_bbox_aux_1: 0.2036 (0.2250) loss_bbox_aux_2: 0.2004 (0.2221) loss_bbox_aux_3: 0.2059 (0.2209) loss_bbox_aux_4: 0.1974 (0.2212) loss_bbox_aux_5: 0.2789 (0.3110) loss_bbox_dn_0: 0.3644 (0.4250) loss_bbox_dn_1: 0.3180 (0.3502) loss_bbox_dn_2: 0.3055 (0.3305) loss_bbox_dn_3: 0.3013 (0.3247) loss_bbox_dn_4: 0.3019 (0.3238) loss_bbox_dn_5: 0.3019 (0.3238) loss_giou: 0.6200 (0.6097) loss_giou_aux_0: 0.6327 (0.6493) loss_giou_aux_1: 0.6364 (0.6211) loss_giou_aux_2: 0.6331 (0.6138) loss_giou_aux_3: 0.6238 (0.6107) loss_giou_aux_4: 0.6230 (0.6098) loss_giou_aux_5: 0.7473 (0.7679) loss_giou_dn_0: 0.7772 (0.7988) loss_giou_dn_1: 0.6760 (0.6853) loss_giou_dn_2: 0.6484 (0.6569) loss_giou_dn_3: 0.6423 (0.6481) loss_giou_dn_4: 0.6435 (0.6460) loss_giou_dn_5: 0.6437 (0.6462) loss_vfl: 0.8087 (0.8277) loss_vfl_aux_0: 0.9435 (0.9710) loss_vfl_aux_1: 0.9162 (0.9383) loss_vfl_aux_2: 0.8509 (0.8768) loss_vfl_aux_3: 0.8447 (0.8414) loss_vfl_aux_4: 0.8080 (0.8297) loss_vfl_aux_5: 0.9809 (0.9573) loss_vfl_dn_0: 0.4914 (0.4981) loss_vfl_dn_1: 0.4644 (0.4747) loss_vfl_dn_2: 0.4509 (0.4605) loss_vfl_dn_3: 0.4460 (0.4534) loss_vfl_dn_4: 0.4493 (0.4530) loss_vfl_dn_5: 0.4486 (0.4552) time: 0.5005 data: 0.0173 max mem: 5652 Epoch: [2] [5700/7393] eta: 0:13:41 lr: 0.000010 loss: 20.8609 (21.3359) loss_bbox: 0.2083 (0.2214) loss_bbox_aux_0: 0.2333 (0.2403) loss_bbox_aux_1: 0.2075 (0.2250) loss_bbox_aux_2: 0.2112 (0.2220) loss_bbox_aux_3: 0.2098 (0.2209) loss_bbox_aux_4: 0.2127 (0.2212) loss_bbox_aux_5: 0.2899 (0.3110) loss_bbox_dn_0: 0.3940 (0.4247) loss_bbox_dn_1: 0.3322 (0.3499) loss_bbox_dn_2: 0.3208 (0.3303) loss_bbox_dn_3: 0.3173 (0.3244) loss_bbox_dn_4: 0.3159 (0.3235) loss_bbox_dn_5: 0.3158 (0.3235) loss_giou: 0.5736 (0.6097) loss_giou_aux_0: 0.6038 (0.6494) loss_giou_aux_1: 0.5795 (0.6212) loss_giou_aux_2: 0.5692 (0.6138) loss_giou_aux_3: 0.5764 (0.6108) loss_giou_aux_4: 0.5735 (0.6099) loss_giou_aux_5: 0.7421 (0.7679) loss_giou_dn_0: 0.7849 (0.7986) loss_giou_dn_1: 0.6827 (0.6851) loss_giou_dn_2: 0.6447 (0.6568) loss_giou_dn_3: 0.6336 (0.6480) loss_giou_dn_4: 0.6312 (0.6459) loss_giou_dn_5: 0.6312 (0.6461) loss_vfl: 0.8265 (0.8274) loss_vfl_aux_0: 0.9842 (0.9706) loss_vfl_aux_1: 0.9535 (0.9381) loss_vfl_aux_2: 0.8901 (0.8766) loss_vfl_aux_3: 0.8465 (0.8411) loss_vfl_aux_4: 0.8156 (0.8294) loss_vfl_aux_5: 0.9804 (0.9570) loss_vfl_dn_0: 0.4967 (0.4981) loss_vfl_dn_1: 0.4738 (0.4746) loss_vfl_dn_2: 0.4565 (0.4604) loss_vfl_dn_3: 0.4522 (0.4533) loss_vfl_dn_4: 0.4512 (0.4529) loss_vfl_dn_5: 0.4516 (0.4551) time: 0.4848 data: 0.0180 max mem: 5652 Epoch: [2] [5800/7393] eta: 0:12:52 lr: 0.000010 loss: 20.6637 (21.3261) loss_bbox: 0.2084 (0.2213) loss_bbox_aux_0: 0.2468 (0.2402) loss_bbox_aux_1: 0.2187 (0.2248) loss_bbox_aux_2: 0.2093 (0.2219) loss_bbox_aux_3: 0.2098 (0.2207) loss_bbox_aux_4: 0.2045 (0.2210) loss_bbox_aux_5: 0.3038 (0.3107) loss_bbox_dn_0: 0.4154 (0.4245) loss_bbox_dn_1: 0.3479 (0.3497) loss_bbox_dn_2: 0.3291 (0.3300) loss_bbox_dn_3: 0.3215 (0.3242) loss_bbox_dn_4: 0.3195 (0.3233) loss_bbox_dn_5: 0.3190 (0.3233) loss_giou: 0.5328 (0.6092) loss_giou_aux_0: 0.5798 (0.6489) loss_giou_aux_1: 0.5548 (0.6206) loss_giou_aux_2: 0.5422 (0.6133) loss_giou_aux_3: 0.5289 (0.6102) loss_giou_aux_4: 0.5312 (0.6094) loss_giou_aux_5: 0.6965 (0.7673) loss_giou_dn_0: 0.7359 (0.7981) loss_giou_dn_1: 0.6307 (0.6847) loss_giou_dn_2: 0.5995 (0.6563) loss_giou_dn_3: 0.5933 (0.6475) loss_giou_dn_4: 0.5928 (0.6455) loss_giou_dn_5: 0.5928 (0.6456) loss_vfl: 0.7982 (0.8274) loss_vfl_aux_0: 0.9533 (0.9704) loss_vfl_aux_1: 0.9152 (0.9380) loss_vfl_aux_2: 0.8650 (0.8765) loss_vfl_aux_3: 0.8252 (0.8411) loss_vfl_aux_4: 0.8150 (0.8294) loss_vfl_aux_5: 0.9826 (0.9570) loss_vfl_dn_0: 0.5051 (0.4982) loss_vfl_dn_1: 0.4652 (0.4746) loss_vfl_dn_2: 0.4483 (0.4603) loss_vfl_dn_3: 0.4406 (0.4532) loss_vfl_dn_4: 0.4394 (0.4528) loss_vfl_dn_5: 0.4423 (0.4549) time: 0.4900 data: 0.0186 max mem: 5652 Epoch: [2] [5900/7393] eta: 0:12:05 lr: 0.000010 loss: 20.5743 (21.3176) loss_bbox: 0.2058 (0.2212) loss_bbox_aux_0: 0.2281 (0.2400) loss_bbox_aux_1: 0.2118 (0.2247) loss_bbox_aux_2: 0.2113 (0.2217) loss_bbox_aux_3: 0.2082 (0.2206) loss_bbox_aux_4: 0.2060 (0.2209) loss_bbox_aux_5: 0.2854 (0.3105) loss_bbox_dn_0: 0.4115 (0.4243) loss_bbox_dn_1: 0.3353 (0.3494) loss_bbox_dn_2: 0.3145 (0.3298) loss_bbox_dn_3: 0.3081 (0.3240) loss_bbox_dn_4: 0.3075 (0.3231) loss_bbox_dn_5: 0.3075 (0.3230) loss_giou: 0.5904 (0.6090) loss_giou_aux_0: 0.6317 (0.6487) loss_giou_aux_1: 0.6202 (0.6204) loss_giou_aux_2: 0.5911 (0.6131) loss_giou_aux_3: 0.5912 (0.6100) loss_giou_aux_4: 0.5944 (0.6092) loss_giou_aux_5: 0.7378 (0.7669) loss_giou_dn_0: 0.7709 (0.7978) loss_giou_dn_1: 0.6744 (0.6844) loss_giou_dn_2: 0.6422 (0.6560) loss_giou_dn_3: 0.6362 (0.6472) loss_giou_dn_4: 0.6353 (0.6452) loss_giou_dn_5: 0.6350 (0.6453) loss_vfl: 0.7740 (0.8271) loss_vfl_aux_0: 0.8982 (0.9701) loss_vfl_aux_1: 0.8882 (0.9376) loss_vfl_aux_2: 0.8515 (0.8762) loss_vfl_aux_3: 0.8038 (0.8408) loss_vfl_aux_4: 0.7876 (0.8290) loss_vfl_aux_5: 0.9017 (0.9569) loss_vfl_dn_0: 0.4905 (0.4981) loss_vfl_dn_1: 0.4673 (0.4745) loss_vfl_dn_2: 0.4573 (0.4602) loss_vfl_dn_3: 0.4453 (0.4532) loss_vfl_dn_4: 0.4427 (0.4527) loss_vfl_dn_5: 0.4429 (0.4549) time: 0.4702 data: 0.0185 max mem: 5652 Epoch: [2] [6000/7393] eta: 0:11:17 lr: 0.000010 loss: 21.1433 (21.3152) loss_bbox: 0.2339 (0.2212) loss_bbox_aux_0: 0.2541 (0.2401) loss_bbox_aux_1: 0.2405 (0.2248) loss_bbox_aux_2: 0.2320 (0.2217) loss_bbox_aux_3: 0.2357 (0.2206) loss_bbox_aux_4: 0.2384 (0.2209) loss_bbox_aux_5: 0.3128 (0.3104) loss_bbox_dn_0: 0.4243 (0.4242) loss_bbox_dn_1: 0.3284 (0.3495) loss_bbox_dn_2: 0.3038 (0.3298) loss_bbox_dn_3: 0.2989 (0.3240) loss_bbox_dn_4: 0.2963 (0.3231) loss_bbox_dn_5: 0.2967 (0.3231) loss_giou: 0.6052 (0.6090) loss_giou_aux_0: 0.6402 (0.6487) loss_giou_aux_1: 0.6177 (0.6204) loss_giou_aux_2: 0.6092 (0.6131) loss_giou_aux_3: 0.6063 (0.6100) loss_giou_aux_4: 0.6055 (0.6091) loss_giou_aux_5: 0.7587 (0.7668) loss_giou_dn_0: 0.7754 (0.7975) loss_giou_dn_1: 0.6546 (0.6842) loss_giou_dn_2: 0.6246 (0.6559) loss_giou_dn_3: 0.6165 (0.6471) loss_giou_dn_4: 0.6109 (0.6450) loss_giou_dn_5: 0.6114 (0.6452) loss_vfl: 0.8104 (0.8269) loss_vfl_aux_0: 0.9441 (0.9700) loss_vfl_aux_1: 0.9432 (0.9373) loss_vfl_aux_2: 0.8716 (0.8760) loss_vfl_aux_3: 0.8309 (0.8407) loss_vfl_aux_4: 0.8199 (0.8289) loss_vfl_aux_5: 0.9358 (0.9567) loss_vfl_dn_0: 0.4960 (0.4981) loss_vfl_dn_1: 0.4727 (0.4745) loss_vfl_dn_2: 0.4605 (0.4602) loss_vfl_dn_3: 0.4523 (0.4531) loss_vfl_dn_4: 0.4538 (0.4527) loss_vfl_dn_5: 0.4548 (0.4548) time: 0.4808 data: 0.0179 max mem: 5652 Epoch: [2] [6100/7393] eta: 0:10:30 lr: 0.000010 loss: 20.3221 (21.3119) loss_bbox: 0.2099 (0.2211) loss_bbox_aux_0: 0.2211 (0.2400) loss_bbox_aux_1: 0.2152 (0.2247) loss_bbox_aux_2: 0.2068 (0.2217) loss_bbox_aux_3: 0.2059 (0.2206) loss_bbox_aux_4: 0.2090 (0.2209) loss_bbox_aux_5: 0.2836 (0.3102) loss_bbox_dn_0: 0.3927 (0.4241) loss_bbox_dn_1: 0.3187 (0.3493) loss_bbox_dn_2: 0.2982 (0.3297) loss_bbox_dn_3: 0.2947 (0.3239) loss_bbox_dn_4: 0.2940 (0.3230) loss_bbox_dn_5: 0.2939 (0.3229) loss_giou: 0.5801 (0.6089) loss_giou_aux_0: 0.6206 (0.6486) loss_giou_aux_1: 0.6002 (0.6204) loss_giou_aux_2: 0.5841 (0.6131) loss_giou_aux_3: 0.5767 (0.6100) loss_giou_aux_4: 0.5815 (0.6091) loss_giou_aux_5: 0.7266 (0.7667) loss_giou_dn_0: 0.7513 (0.7973) loss_giou_dn_1: 0.6256 (0.6840) loss_giou_dn_2: 0.5930 (0.6557) loss_giou_dn_3: 0.5825 (0.6469) loss_giou_dn_4: 0.5811 (0.6449) loss_giou_dn_5: 0.5821 (0.6450) loss_vfl: 0.7923 (0.8269) loss_vfl_aux_0: 0.9295 (0.9698) loss_vfl_aux_1: 0.8756 (0.9372) loss_vfl_aux_2: 0.8384 (0.8759) loss_vfl_aux_3: 0.8037 (0.8406) loss_vfl_aux_4: 0.8003 (0.8288) loss_vfl_aux_5: 0.9197 (0.9565) loss_vfl_dn_0: 0.5067 (0.4982) loss_vfl_dn_1: 0.4760 (0.4745) loss_vfl_dn_2: 0.4630 (0.4602) loss_vfl_dn_3: 0.4564 (0.4531) loss_vfl_dn_4: 0.4512 (0.4527) loss_vfl_dn_5: 0.4532 (0.4548) time: 0.4698 data: 0.0182 max mem: 5652 Epoch: [2] [6200/7393] eta: 0:09:41 lr: 0.000010 loss: 20.5965 (21.3075) loss_bbox: 0.2170 (0.2211) loss_bbox_aux_0: 0.2311 (0.2400) loss_bbox_aux_1: 0.2161 (0.2246) loss_bbox_aux_2: 0.2105 (0.2216) loss_bbox_aux_3: 0.2070 (0.2205) loss_bbox_aux_4: 0.2141 (0.2208) loss_bbox_aux_5: 0.3000 (0.3100) loss_bbox_dn_0: 0.4021 (0.4240) loss_bbox_dn_1: 0.3250 (0.3493) loss_bbox_dn_2: 0.3072 (0.3297) loss_bbox_dn_3: 0.3045 (0.3238) loss_bbox_dn_4: 0.3054 (0.3229) loss_bbox_dn_5: 0.3053 (0.3229) loss_giou: 0.5784 (0.6087) loss_giou_aux_0: 0.6089 (0.6483) loss_giou_aux_1: 0.5806 (0.6201) loss_giou_aux_2: 0.5737 (0.6128) loss_giou_aux_3: 0.5721 (0.6097) loss_giou_aux_4: 0.5725 (0.6089) loss_giou_aux_5: 0.7237 (0.7662) loss_giou_dn_0: 0.7547 (0.7971) loss_giou_dn_1: 0.6393 (0.6838) loss_giou_dn_2: 0.6182 (0.6555) loss_giou_dn_3: 0.6110 (0.6467) loss_giou_dn_4: 0.6091 (0.6447) loss_giou_dn_5: 0.6091 (0.6448) loss_vfl: 0.8118 (0.8269) loss_vfl_aux_0: 0.9107 (0.9699) loss_vfl_aux_1: 0.9052 (0.9371) loss_vfl_aux_2: 0.8476 (0.8759) loss_vfl_aux_3: 0.8244 (0.8407) loss_vfl_aux_4: 0.7980 (0.8288) loss_vfl_aux_5: 0.9292 (0.9566) loss_vfl_dn_0: 0.5005 (0.4982) loss_vfl_dn_1: 0.4692 (0.4744) loss_vfl_dn_2: 0.4527 (0.4601) loss_vfl_dn_3: 0.4444 (0.4531) loss_vfl_dn_4: 0.4457 (0.4526) loss_vfl_dn_5: 0.4467 (0.4548) time: 0.4655 data: 0.0179 max mem: 5652 Epoch: [2] [6300/7393] eta: 0:08:52 lr: 0.000010 loss: 21.2090 (21.3051) loss_bbox: 0.2115 (0.2210) loss_bbox_aux_0: 0.2437 (0.2399) loss_bbox_aux_1: 0.2190 (0.2245) loss_bbox_aux_2: 0.2192 (0.2216) loss_bbox_aux_3: 0.2114 (0.2204) loss_bbox_aux_4: 0.2126 (0.2208) loss_bbox_aux_5: 0.3125 (0.3099) loss_bbox_dn_0: 0.3873 (0.4237) loss_bbox_dn_1: 0.3224 (0.3489) loss_bbox_dn_2: 0.3061 (0.3293) loss_bbox_dn_3: 0.3048 (0.3235) loss_bbox_dn_4: 0.3027 (0.3226) loss_bbox_dn_5: 0.3025 (0.3226) loss_giou: 0.6052 (0.6091) loss_giou_aux_0: 0.6538 (0.6488) loss_giou_aux_1: 0.6188 (0.6206) loss_giou_aux_2: 0.6279 (0.6133) loss_giou_aux_3: 0.6273 (0.6102) loss_giou_aux_4: 0.6077 (0.6094) loss_giou_aux_5: 0.7541 (0.7665) loss_giou_dn_0: 0.7878 (0.7970) loss_giou_dn_1: 0.6824 (0.6838) loss_giou_dn_2: 0.6596 (0.6556) loss_giou_dn_3: 0.6534 (0.6468) loss_giou_dn_4: 0.6516 (0.6448) loss_giou_dn_5: 0.6518 (0.6449) loss_vfl: 0.7825 (0.8266) loss_vfl_aux_0: 0.9586 (0.9694) loss_vfl_aux_1: 0.8668 (0.9366) loss_vfl_aux_2: 0.8468 (0.8755) loss_vfl_aux_3: 0.7819 (0.8404) loss_vfl_aux_4: 0.7701 (0.8285) loss_vfl_aux_5: 0.9358 (0.9561) loss_vfl_dn_0: 0.4902 (0.4981) loss_vfl_dn_1: 0.4627 (0.4743) loss_vfl_dn_2: 0.4516 (0.4600) loss_vfl_dn_3: 0.4453 (0.4530) loss_vfl_dn_4: 0.4443 (0.4525) loss_vfl_dn_5: 0.4476 (0.4546) time: 0.4675 data: 0.0175 max mem: 5652 Epoch: [2] [6400/7393] eta: 0:08:03 lr: 0.000010 loss: 20.8758 (21.3029) loss_bbox: 0.2216 (0.2210) loss_bbox_aux_0: 0.2392 (0.2400) loss_bbox_aux_1: 0.2221 (0.2246) loss_bbox_aux_2: 0.2184 (0.2216) loss_bbox_aux_3: 0.2208 (0.2204) loss_bbox_aux_4: 0.2229 (0.2208) loss_bbox_aux_5: 0.2958 (0.3099) loss_bbox_dn_0: 0.4454 (0.4239) loss_bbox_dn_1: 0.3723 (0.3491) loss_bbox_dn_2: 0.3369 (0.3295) loss_bbox_dn_3: 0.3267 (0.3237) loss_bbox_dn_4: 0.3236 (0.3228) loss_bbox_dn_5: 0.3231 (0.3227) loss_giou: 0.5873 (0.6088) loss_giou_aux_0: 0.6263 (0.6484) loss_giou_aux_1: 0.5835 (0.6203) loss_giou_aux_2: 0.5828 (0.6129) loss_giou_aux_3: 0.5899 (0.6098) loss_giou_aux_4: 0.5895 (0.6090) loss_giou_aux_5: 0.7361 (0.7661) loss_giou_dn_0: 0.7798 (0.7968) loss_giou_dn_1: 0.6660 (0.6836) loss_giou_dn_2: 0.6421 (0.6553) loss_giou_dn_3: 0.6381 (0.6466) loss_giou_dn_4: 0.6367 (0.6445) loss_giou_dn_5: 0.6369 (0.6447) loss_vfl: 0.8204 (0.8266) loss_vfl_aux_0: 0.9551 (0.9695) loss_vfl_aux_1: 0.9406 (0.9367) loss_vfl_aux_2: 0.8646 (0.8756) loss_vfl_aux_3: 0.8357 (0.8405) loss_vfl_aux_4: 0.8317 (0.8285) loss_vfl_aux_5: 0.9510 (0.9562) loss_vfl_dn_0: 0.5022 (0.4982) loss_vfl_dn_1: 0.4755 (0.4743) loss_vfl_dn_2: 0.4620 (0.4600) loss_vfl_dn_3: 0.4552 (0.4529) loss_vfl_dn_4: 0.4537 (0.4524) loss_vfl_dn_5: 0.4565 (0.4545) time: 0.4638 data: 0.0182 max mem: 5652 Epoch: [2] [6500/7393] eta: 0:07:14 lr: 0.000010 loss: 20.9959 (21.2977) loss_bbox: 0.2180 (0.2209) loss_bbox_aux_0: 0.2177 (0.2398) loss_bbox_aux_1: 0.2098 (0.2245) loss_bbox_aux_2: 0.2172 (0.2215) loss_bbox_aux_3: 0.2127 (0.2203) loss_bbox_aux_4: 0.2112 (0.2207) loss_bbox_aux_5: 0.2843 (0.3097) loss_bbox_dn_0: 0.3556 (0.4236) loss_bbox_dn_1: 0.2942 (0.3488) loss_bbox_dn_2: 0.2759 (0.3293) loss_bbox_dn_3: 0.2717 (0.3235) loss_bbox_dn_4: 0.2714 (0.3226) loss_bbox_dn_5: 0.2712 (0.3225) loss_giou: 0.6128 (0.6089) loss_giou_aux_0: 0.6754 (0.6485) loss_giou_aux_1: 0.6504 (0.6203) loss_giou_aux_2: 0.6380 (0.6130) loss_giou_aux_3: 0.6187 (0.6099) loss_giou_aux_4: 0.6245 (0.6091) loss_giou_aux_5: 0.7926 (0.7661) loss_giou_dn_0: 0.8023 (0.7966) loss_giou_dn_1: 0.7069 (0.6835) loss_giou_dn_2: 0.6820 (0.6553) loss_giou_dn_3: 0.6745 (0.6466) loss_giou_dn_4: 0.6734 (0.6445) loss_giou_dn_5: 0.6740 (0.6447) loss_vfl: 0.7461 (0.8263) loss_vfl_aux_0: 0.8691 (0.9693) loss_vfl_aux_1: 0.8320 (0.9363) loss_vfl_aux_2: 0.7998 (0.8752) loss_vfl_aux_3: 0.7771 (0.8402) loss_vfl_aux_4: 0.7559 (0.8283) loss_vfl_aux_5: 0.8910 (0.9559) loss_vfl_dn_0: 0.4920 (0.4982) loss_vfl_dn_1: 0.4768 (0.4742) loss_vfl_dn_2: 0.4606 (0.4599) loss_vfl_dn_3: 0.4544 (0.4528) loss_vfl_dn_4: 0.4562 (0.4523) loss_vfl_dn_5: 0.4579 (0.4544) time: 0.4675 data: 0.0180 max mem: 5652 Epoch: [2] [6600/7393] eta: 0:06:25 lr: 0.000010 loss: 20.8219 (21.2923) loss_bbox: 0.2166 (0.2209) loss_bbox_aux_0: 0.2351 (0.2398) loss_bbox_aux_1: 0.2278 (0.2245) loss_bbox_aux_2: 0.2243 (0.2216) loss_bbox_aux_3: 0.2179 (0.2203) loss_bbox_aux_4: 0.2205 (0.2207) loss_bbox_aux_5: 0.3075 (0.3096) loss_bbox_dn_0: 0.4075 (0.4234) loss_bbox_dn_1: 0.3306 (0.3487) loss_bbox_dn_2: 0.3088 (0.3291) loss_bbox_dn_3: 0.3042 (0.3233) loss_bbox_dn_4: 0.3027 (0.3224) loss_bbox_dn_5: 0.3023 (0.3224) loss_giou: 0.5382 (0.6088) loss_giou_aux_0: 0.5798 (0.6484) loss_giou_aux_1: 0.5663 (0.6203) loss_giou_aux_2: 0.5542 (0.6129) loss_giou_aux_3: 0.5515 (0.6098) loss_giou_aux_4: 0.5440 (0.6090) loss_giou_aux_5: 0.7164 (0.7659) loss_giou_dn_0: 0.7613 (0.7964) loss_giou_dn_1: 0.6314 (0.6833) loss_giou_dn_2: 0.6084 (0.6551) loss_giou_dn_3: 0.6003 (0.6464) loss_giou_dn_4: 0.5987 (0.6444) loss_giou_dn_5: 0.5983 (0.6445) loss_vfl: 0.8196 (0.8260) loss_vfl_aux_0: 0.9698 (0.9689) loss_vfl_aux_1: 0.9177 (0.9358) loss_vfl_aux_2: 0.8679 (0.8749) loss_vfl_aux_3: 0.8395 (0.8399) loss_vfl_aux_4: 0.8189 (0.8280) loss_vfl_aux_5: 0.9437 (0.9556) loss_vfl_dn_0: 0.4966 (0.4981) loss_vfl_dn_1: 0.4670 (0.4741) loss_vfl_dn_2: 0.4516 (0.4598) loss_vfl_dn_3: 0.4412 (0.4527) loss_vfl_dn_4: 0.4415 (0.4522) loss_vfl_dn_5: 0.4428 (0.4543) time: 0.4746 data: 0.0178 max mem: 5652 Epoch: [2] [6700/7393] eta: 0:05:37 lr: 0.000010 loss: 21.1675 (21.2876) loss_bbox: 0.1977 (0.2208) loss_bbox_aux_0: 0.2230 (0.2397) loss_bbox_aux_1: 0.2085 (0.2244) loss_bbox_aux_2: 0.1985 (0.2214) loss_bbox_aux_3: 0.1987 (0.2202) loss_bbox_aux_4: 0.2004 (0.2205) loss_bbox_aux_5: 0.2838 (0.3093) loss_bbox_dn_0: 0.3679 (0.4231) loss_bbox_dn_1: 0.3062 (0.3485) loss_bbox_dn_2: 0.2891 (0.3289) loss_bbox_dn_3: 0.2831 (0.3231) loss_bbox_dn_4: 0.2817 (0.3222) loss_bbox_dn_5: 0.2816 (0.3222) loss_giou: 0.6217 (0.6086) loss_giou_aux_0: 0.6533 (0.6481) loss_giou_aux_1: 0.6276 (0.6200) loss_giou_aux_2: 0.6288 (0.6127) loss_giou_aux_3: 0.6193 (0.6096) loss_giou_aux_4: 0.6217 (0.6088) loss_giou_aux_5: 0.7705 (0.7656) loss_giou_dn_0: 0.8096 (0.7962) loss_giou_dn_1: 0.6841 (0.6831) loss_giou_dn_2: 0.6538 (0.6549) loss_giou_dn_3: 0.6432 (0.6462) loss_giou_dn_4: 0.6407 (0.6442) loss_giou_dn_5: 0.6407 (0.6443) loss_vfl: 0.8367 (0.8261) loss_vfl_aux_0: 0.9689 (0.9690) loss_vfl_aux_1: 0.9205 (0.9359) loss_vfl_aux_2: 0.8914 (0.8751) loss_vfl_aux_3: 0.8439 (0.8400) loss_vfl_aux_4: 0.8317 (0.8281) loss_vfl_aux_5: 0.9153 (0.9556) loss_vfl_dn_0: 0.4945 (0.4981) loss_vfl_dn_1: 0.4662 (0.4741) loss_vfl_dn_2: 0.4559 (0.4598) loss_vfl_dn_3: 0.4486 (0.4527) loss_vfl_dn_4: 0.4470 (0.4522) loss_vfl_dn_5: 0.4462 (0.4543) time: 0.4777 data: 0.0183 max mem: 5652 Epoch: [2] [6800/7393] eta: 0:04:48 lr: 0.000010 loss: 21.2995 (21.2812) loss_bbox: 0.2305 (0.2207) loss_bbox_aux_0: 0.2371 (0.2396) loss_bbox_aux_1: 0.2178 (0.2244) loss_bbox_aux_2: 0.2161 (0.2213) loss_bbox_aux_3: 0.2276 (0.2201) loss_bbox_aux_4: 0.2308 (0.2205) loss_bbox_aux_5: 0.3154 (0.3092) loss_bbox_dn_0: 0.4714 (0.4231) loss_bbox_dn_1: 0.3804 (0.3485) loss_bbox_dn_2: 0.3510 (0.3289) loss_bbox_dn_3: 0.3486 (0.3231) loss_bbox_dn_4: 0.3497 (0.3222) loss_bbox_dn_5: 0.3494 (0.3222) loss_giou: 0.5441 (0.6081) loss_giou_aux_0: 0.5764 (0.6475) loss_giou_aux_1: 0.5546 (0.6195) loss_giou_aux_2: 0.5482 (0.6122) loss_giou_aux_3: 0.5461 (0.6091) loss_giou_aux_4: 0.5440 (0.6083) loss_giou_aux_5: 0.6972 (0.7650) loss_giou_dn_0: 0.7441 (0.7957) loss_giou_dn_1: 0.6385 (0.6826) loss_giou_dn_2: 0.6102 (0.6545) loss_giou_dn_3: 0.6014 (0.6458) loss_giou_dn_4: 0.5992 (0.6437) loss_giou_dn_5: 0.5993 (0.6439) loss_vfl: 0.8708 (0.8262) loss_vfl_aux_0: 1.0125 (0.9692) loss_vfl_aux_1: 0.9866 (0.9359) loss_vfl_aux_2: 0.8889 (0.8751) loss_vfl_aux_3: 0.8918 (0.8402) loss_vfl_aux_4: 0.8791 (0.8282) loss_vfl_aux_5: 0.9950 (0.9558) loss_vfl_dn_0: 0.5084 (0.4982) loss_vfl_dn_1: 0.4746 (0.4741) loss_vfl_dn_2: 0.4583 (0.4597) loss_vfl_dn_3: 0.4502 (0.4526) loss_vfl_dn_4: 0.4500 (0.4521) loss_vfl_dn_5: 0.4521 (0.4542) time: 0.4693 data: 0.0177 max mem: 5652 Epoch: [2] [6900/7393] eta: 0:03:59 lr: 0.000010 loss: 20.3064 (21.2781) loss_bbox: 0.2001 (0.2207) loss_bbox_aux_0: 0.2178 (0.2396) loss_bbox_aux_1: 0.2075 (0.2244) loss_bbox_aux_2: 0.2054 (0.2213) loss_bbox_aux_3: 0.1994 (0.2201) loss_bbox_aux_4: 0.1937 (0.2205) loss_bbox_aux_5: 0.2930 (0.3092) loss_bbox_dn_0: 0.3864 (0.4232) loss_bbox_dn_1: 0.3137 (0.3485) loss_bbox_dn_2: 0.2920 (0.3290) loss_bbox_dn_3: 0.2860 (0.3232) loss_bbox_dn_4: 0.2847 (0.3223) loss_bbox_dn_5: 0.2852 (0.3223) loss_giou: 0.5644 (0.6079) loss_giou_aux_0: 0.5932 (0.6473) loss_giou_aux_1: 0.5819 (0.6193) loss_giou_aux_2: 0.5689 (0.6120) loss_giou_aux_3: 0.5600 (0.6088) loss_giou_aux_4: 0.5645 (0.6081) loss_giou_aux_5: 0.7197 (0.7647) loss_giou_dn_0: 0.7637 (0.7954) loss_giou_dn_1: 0.6433 (0.6824) loss_giou_dn_2: 0.6148 (0.6542) loss_giou_dn_3: 0.6047 (0.6455) loss_giou_dn_4: 0.6033 (0.6435) loss_giou_dn_5: 0.6035 (0.6436) loss_vfl: 0.7870 (0.8261) loss_vfl_aux_0: 0.9492 (0.9694) loss_vfl_aux_1: 0.9213 (0.9359) loss_vfl_aux_2: 0.8269 (0.8750) loss_vfl_aux_3: 0.8090 (0.8402) loss_vfl_aux_4: 0.7897 (0.8282) loss_vfl_aux_5: 0.9442 (0.9557) loss_vfl_dn_0: 0.4888 (0.4982) loss_vfl_dn_1: 0.4562 (0.4740) loss_vfl_dn_2: 0.4457 (0.4597) loss_vfl_dn_3: 0.4315 (0.4526) loss_vfl_dn_4: 0.4323 (0.4520) loss_vfl_dn_5: 0.4365 (0.4541) time: 0.4750 data: 0.0182 max mem: 5652 Epoch: [2] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 20.7451 (21.2709) loss_bbox: 0.1979 (0.2206) loss_bbox_aux_0: 0.2472 (0.2396) loss_bbox_aux_1: 0.2295 (0.2243) loss_bbox_aux_2: 0.2307 (0.2212) loss_bbox_aux_3: 0.2166 (0.2200) loss_bbox_aux_4: 0.2061 (0.2204) loss_bbox_aux_5: 0.3211 (0.3091) loss_bbox_dn_0: 0.4284 (0.4231) loss_bbox_dn_1: 0.3523 (0.3484) loss_bbox_dn_2: 0.3419 (0.3288) loss_bbox_dn_3: 0.3376 (0.3230) loss_bbox_dn_4: 0.3360 (0.3221) loss_bbox_dn_5: 0.3360 (0.3221) loss_giou: 0.5352 (0.6078) loss_giou_aux_0: 0.6085 (0.6472) loss_giou_aux_1: 0.5771 (0.6192) loss_giou_aux_2: 0.5693 (0.6119) loss_giou_aux_3: 0.5413 (0.6088) loss_giou_aux_4: 0.5348 (0.6080) loss_giou_aux_5: 0.6803 (0.7644) loss_giou_dn_0: 0.7500 (0.7952) loss_giou_dn_1: 0.6470 (0.6821) loss_giou_dn_2: 0.6174 (0.6540) loss_giou_dn_3: 0.6072 (0.6453) loss_giou_dn_4: 0.6046 (0.6433) loss_giou_dn_5: 0.6048 (0.6434) loss_vfl: 0.7844 (0.8256) loss_vfl_aux_0: 0.9477 (0.9691) loss_vfl_aux_1: 0.9414 (0.9356) loss_vfl_aux_2: 0.8508 (0.8746) loss_vfl_aux_3: 0.8087 (0.8397) loss_vfl_aux_4: 0.7913 (0.8277) loss_vfl_aux_5: 0.9562 (0.9556) loss_vfl_dn_0: 0.4908 (0.4981) loss_vfl_dn_1: 0.4643 (0.4739) loss_vfl_dn_2: 0.4461 (0.4595) loss_vfl_dn_3: 0.4368 (0.4524) loss_vfl_dn_4: 0.4369 (0.4519) loss_vfl_dn_5: 0.4381 (0.4540) time: 0.4744 data: 0.0180 max mem: 5652 Epoch: [2] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 20.2423 (21.2650) loss_bbox: 0.2116 (0.2206) loss_bbox_aux_0: 0.2213 (0.2395) loss_bbox_aux_1: 0.2163 (0.2242) loss_bbox_aux_2: 0.2155 (0.2212) loss_bbox_aux_3: 0.2114 (0.2199) loss_bbox_aux_4: 0.2119 (0.2204) loss_bbox_aux_5: 0.3004 (0.3090) loss_bbox_dn_0: 0.4118 (0.4230) loss_bbox_dn_1: 0.3329 (0.3483) loss_bbox_dn_2: 0.3095 (0.3288) loss_bbox_dn_3: 0.3022 (0.3230) loss_bbox_dn_4: 0.2998 (0.3221) loss_bbox_dn_5: 0.3003 (0.3220) loss_giou: 0.5683 (0.6075) loss_giou_aux_0: 0.5890 (0.6468) loss_giou_aux_1: 0.5404 (0.6189) loss_giou_aux_2: 0.5703 (0.6115) loss_giou_aux_3: 0.5593 (0.6084) loss_giou_aux_4: 0.5646 (0.6076) loss_giou_aux_5: 0.6909 (0.7639) loss_giou_dn_0: 0.7539 (0.7948) loss_giou_dn_1: 0.6428 (0.6818) loss_giou_dn_2: 0.6147 (0.6537) loss_giou_dn_3: 0.6082 (0.6450) loss_giou_dn_4: 0.6071 (0.6430) loss_giou_dn_5: 0.6073 (0.6431) loss_vfl: 0.7849 (0.8255) loss_vfl_aux_0: 0.9199 (0.9692) loss_vfl_aux_1: 0.9087 (0.9357) loss_vfl_aux_2: 0.8253 (0.8745) loss_vfl_aux_3: 0.7898 (0.8396) loss_vfl_aux_4: 0.7992 (0.8276) loss_vfl_aux_5: 0.9217 (0.9555) loss_vfl_dn_0: 0.4969 (0.4982) loss_vfl_dn_1: 0.4637 (0.4739) loss_vfl_dn_2: 0.4525 (0.4595) loss_vfl_dn_3: 0.4437 (0.4524) loss_vfl_dn_4: 0.4439 (0.4518) loss_vfl_dn_5: 0.4440 (0.4539) time: 0.4782 data: 0.0181 max mem: 5652 Epoch: [2] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 20.7297 (21.2619) loss_bbox: 0.2164 (0.2206) loss_bbox_aux_0: 0.2371 (0.2395) loss_bbox_aux_1: 0.2213 (0.2242) loss_bbox_aux_2: 0.2263 (0.2212) loss_bbox_aux_3: 0.2193 (0.2200) loss_bbox_aux_4: 0.2167 (0.2204) loss_bbox_aux_5: 0.2944 (0.3088) loss_bbox_dn_0: 0.3934 (0.4228) loss_bbox_dn_1: 0.3301 (0.3482) loss_bbox_dn_2: 0.3149 (0.3286) loss_bbox_dn_3: 0.3114 (0.3228) loss_bbox_dn_4: 0.3112 (0.3219) loss_bbox_dn_5: 0.3112 (0.3219) loss_giou: 0.5764 (0.6076) loss_giou_aux_0: 0.6461 (0.6468) loss_giou_aux_1: 0.5991 (0.6189) loss_giou_aux_2: 0.5800 (0.6117) loss_giou_aux_3: 0.5823 (0.6085) loss_giou_aux_4: 0.5756 (0.6077) loss_giou_aux_5: 0.7608 (0.7638) loss_giou_dn_0: 0.7893 (0.7947) loss_giou_dn_1: 0.6719 (0.6818) loss_giou_dn_2: 0.6415 (0.6537) loss_giou_dn_3: 0.6356 (0.6450) loss_giou_dn_4: 0.6327 (0.6430) loss_giou_dn_5: 0.6336 (0.6431) loss_vfl: 0.8059 (0.8252) loss_vfl_aux_0: 0.9232 (0.9689) loss_vfl_aux_1: 0.9133 (0.9354) loss_vfl_aux_2: 0.8517 (0.8742) loss_vfl_aux_3: 0.8240 (0.8393) loss_vfl_aux_4: 0.7990 (0.8273) loss_vfl_aux_5: 0.9333 (0.9553) loss_vfl_dn_0: 0.4982 (0.4981) loss_vfl_dn_1: 0.4655 (0.4737) loss_vfl_dn_2: 0.4488 (0.4593) loss_vfl_dn_3: 0.4403 (0.4523) loss_vfl_dn_4: 0.4396 (0.4517) loss_vfl_dn_5: 0.4382 (0.4537) time: 0.4770 data: 0.0182 max mem: 5652 Epoch: [2] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 20.4105 (21.2578) loss_bbox: 0.1917 (0.2206) loss_bbox_aux_0: 0.2230 (0.2395) loss_bbox_aux_1: 0.2033 (0.2242) loss_bbox_aux_2: 0.1992 (0.2212) loss_bbox_aux_3: 0.1937 (0.2199) loss_bbox_aux_4: 0.1965 (0.2203) loss_bbox_aux_5: 0.2659 (0.3087) loss_bbox_dn_0: 0.3529 (0.4225) loss_bbox_dn_1: 0.2813 (0.3479) loss_bbox_dn_2: 0.2615 (0.3284) loss_bbox_dn_3: 0.2557 (0.3226) loss_bbox_dn_4: 0.2535 (0.3217) loss_bbox_dn_5: 0.2532 (0.3216) loss_giou: 0.6390 (0.6078) loss_giou_aux_0: 0.6742 (0.6470) loss_giou_aux_1: 0.6516 (0.6192) loss_giou_aux_2: 0.6426 (0.6119) loss_giou_aux_3: 0.6440 (0.6088) loss_giou_aux_4: 0.6437 (0.6080) loss_giou_aux_5: 0.7863 (0.7639) loss_giou_dn_0: 0.7949 (0.7947) loss_giou_dn_1: 0.6831 (0.6818) loss_giou_dn_2: 0.6550 (0.6538) loss_giou_dn_3: 0.6501 (0.6451) loss_giou_dn_4: 0.6468 (0.6431) loss_giou_dn_5: 0.6471 (0.6432) loss_vfl: 0.7605 (0.8248) loss_vfl_aux_0: 0.9243 (0.9685) loss_vfl_aux_1: 0.8607 (0.9348) loss_vfl_aux_2: 0.8086 (0.8736) loss_vfl_aux_3: 0.7832 (0.8389) loss_vfl_aux_4: 0.7684 (0.8269) loss_vfl_aux_5: 0.8831 (0.9549) loss_vfl_dn_0: 0.4857 (0.4980) loss_vfl_dn_1: 0.4590 (0.4736) loss_vfl_dn_2: 0.4497 (0.4592) loss_vfl_dn_3: 0.4449 (0.4521) loss_vfl_dn_4: 0.4440 (0.4515) loss_vfl_dn_5: 0.4441 (0.4536) time: 0.4712 data: 0.0181 max mem: 5652 Epoch: [2] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 20.5166 (21.2493) loss_bbox: 0.2189 (0.2204) loss_bbox_aux_0: 0.2414 (0.2394) loss_bbox_aux_1: 0.2322 (0.2240) loss_bbox_aux_2: 0.2142 (0.2210) loss_bbox_aux_3: 0.2237 (0.2197) loss_bbox_aux_4: 0.2162 (0.2201) loss_bbox_aux_5: 0.2850 (0.3085) loss_bbox_dn_0: 0.3549 (0.4222) loss_bbox_dn_1: 0.3026 (0.3476) loss_bbox_dn_2: 0.2846 (0.3281) loss_bbox_dn_3: 0.2796 (0.3223) loss_bbox_dn_4: 0.2788 (0.3214) loss_bbox_dn_5: 0.2781 (0.3214) loss_giou: 0.5631 (0.6075) loss_giou_aux_0: 0.6073 (0.6467) loss_giou_aux_1: 0.5752 (0.6189) loss_giou_aux_2: 0.5661 (0.6116) loss_giou_aux_3: 0.5681 (0.6084) loss_giou_aux_4: 0.5589 (0.6077) loss_giou_aux_5: 0.7153 (0.7635) loss_giou_dn_0: 0.7642 (0.7944) loss_giou_dn_1: 0.6498 (0.6815) loss_giou_dn_2: 0.6264 (0.6535) loss_giou_dn_3: 0.6086 (0.6448) loss_giou_dn_4: 0.6049 (0.6428) loss_giou_dn_5: 0.6053 (0.6429) loss_vfl: 0.7934 (0.8247) loss_vfl_aux_0: 0.9350 (0.9683) loss_vfl_aux_1: 0.9124 (0.9347) loss_vfl_aux_2: 0.8499 (0.8735) loss_vfl_aux_3: 0.8306 (0.8388) loss_vfl_aux_4: 0.8019 (0.8268) loss_vfl_aux_5: 0.9244 (0.9546) loss_vfl_dn_0: 0.5028 (0.4980) loss_vfl_dn_1: 0.4709 (0.4735) loss_vfl_dn_2: 0.4510 (0.4591) loss_vfl_dn_3: 0.4446 (0.4520) loss_vfl_dn_4: 0.4453 (0.4514) loss_vfl_dn_5: 0.4463 (0.4535) time: 0.4723 data: 0.0180 max mem: 5652 Epoch: [2] Total time: 0:59:49 (0.4855 s / it) Averaged stats: lr: 0.000010 loss: 20.5166 (21.2493) loss_bbox: 0.2189 (0.2204) loss_bbox_aux_0: 0.2414 (0.2394) loss_bbox_aux_1: 0.2322 (0.2240) loss_bbox_aux_2: 0.2142 (0.2210) loss_bbox_aux_3: 0.2237 (0.2197) loss_bbox_aux_4: 0.2162 (0.2201) loss_bbox_aux_5: 0.2850 (0.3085) loss_bbox_dn_0: 0.3549 (0.4222) loss_bbox_dn_1: 0.3026 (0.3476) loss_bbox_dn_2: 0.2846 (0.3281) loss_bbox_dn_3: 0.2796 (0.3223) loss_bbox_dn_4: 0.2788 (0.3214) loss_bbox_dn_5: 0.2781 (0.3214) loss_giou: 0.5631 (0.6075) loss_giou_aux_0: 0.6073 (0.6467) loss_giou_aux_1: 0.5752 (0.6189) loss_giou_aux_2: 0.5661 (0.6116) loss_giou_aux_3: 0.5681 (0.6084) loss_giou_aux_4: 0.5589 (0.6077) loss_giou_aux_5: 0.7153 (0.7635) loss_giou_dn_0: 0.7642 (0.7944) loss_giou_dn_1: 0.6498 (0.6815) loss_giou_dn_2: 0.6264 (0.6535) loss_giou_dn_3: 0.6086 (0.6448) loss_giou_dn_4: 0.6049 (0.6428) loss_giou_dn_5: 0.6053 (0.6429) loss_vfl: 0.7934 (0.8247) loss_vfl_aux_0: 0.9350 (0.9683) loss_vfl_aux_1: 0.9124 (0.9347) loss_vfl_aux_2: 0.8499 (0.8735) loss_vfl_aux_3: 0.8306 (0.8388) loss_vfl_aux_4: 0.8019 (0.8268) loss_vfl_aux_5: 0.9244 (0.9546) loss_vfl_dn_0: 0.5028 (0.4980) loss_vfl_dn_1: 0.4709 (0.4735) loss_vfl_dn_2: 0.4510 (0.4591) loss_vfl_dn_3: 0.4446 (0.4520) loss_vfl_dn_4: 0.4453 (0.4514) loss_vfl_dn_5: 0.4463 (0.4535) Test: [ 0/157] eta: 0:04:20 time: 1.6561 data: 1.2620 max mem: 5652 Test: [ 10/157] eta: 0:01:12 time: 0.4948 data: 0.1342 max mem: 5652 Test: [ 20/157] eta: 0:00:59 time: 0.3759 data: 0.0242 max mem: 5652 Test: [ 30/157] eta: 0:00:52 time: 0.3738 data: 0.0273 max mem: 5652 Test: [ 40/157] eta: 0:01:01 time: 0.6149 data: 0.0276 max mem: 5652 Test: [ 50/157] eta: 0:00:53 time: 0.6212 data: 0.0279 max mem: 5652 Test: [ 60/157] eta: 0:00:46 time: 0.3868 data: 0.0278 max mem: 5652 Test: [ 70/157] eta: 0:00:40 time: 0.3771 data: 0.0269 max mem: 5652 Test: [ 80/157] eta: 0:00:35 time: 0.3817 data: 0.0270 max mem: 5652 Test: [ 90/157] eta: 0:00:29 time: 0.3903 data: 0.0277 max mem: 5652 Test: [100/157] eta: 0:00:25 time: 0.3779 data: 0.0272 max mem: 5652 Test: [110/157] eta: 0:00:20 time: 0.3797 data: 0.0270 max mem: 5652 Test: [120/157] eta: 0:00:15 time: 0.3842 data: 0.0279 max mem: 5652 Test: [130/157] eta: 0:00:11 time: 0.3867 data: 0.0285 max mem: 5652 Test: [140/157] eta: 0:00:07 time: 0.3834 data: 0.0288 max mem: 5652 Test: [150/157] eta: 0:00:03 time: 0.6064 data: 0.0287 max mem: 5652 Test: [156/157] eta: 0:00:00 time: 0.5967 data: 0.0279 max mem: 5652 Test: Total time: 0:01:10 (0.4496 s / it) Averaged stats: Accumulating evaluation results... DONE (t=29.36s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.443 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.451 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.592 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.341 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.419 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.863 best_stat: {'epoch': 2, 'coco_eval_bbox': 0.41162112173052806} Epoch: [3] [ 0/7393] eta: 23:49:27 lr: 0.000010 loss: 23.7890 (23.7890) loss_bbox: 0.2729 (0.2729) loss_bbox_aux_0: 0.3101 (0.3101) loss_bbox_aux_1: 0.3200 (0.3200) loss_bbox_aux_2: 0.2864 (0.2864) loss_bbox_aux_3: 0.2778 (0.2778) loss_bbox_aux_4: 0.2715 (0.2715) loss_bbox_aux_5: 0.3386 (0.3386) loss_bbox_dn_0: 0.3684 (0.3684) loss_bbox_dn_1: 0.3202 (0.3202) loss_bbox_dn_2: 0.3067 (0.3067) loss_bbox_dn_3: 0.3004 (0.3004) loss_bbox_dn_4: 0.2990 (0.2990) loss_bbox_dn_5: 0.2989 (0.2989) loss_giou: 0.8063 (0.8063) loss_giou_aux_0: 0.8529 (0.8529) loss_giou_aux_1: 0.8366 (0.8366) loss_giou_aux_2: 0.8040 (0.8040) loss_giou_aux_3: 0.8094 (0.8094) loss_giou_aux_4: 0.8098 (0.8098) loss_giou_aux_5: 0.9604 (0.9604) loss_giou_dn_0: 0.8619 (0.8619) loss_giou_dn_1: 0.7785 (0.7785) loss_giou_dn_2: 0.7577 (0.7577) loss_giou_dn_3: 0.7479 (0.7479) loss_giou_dn_4: 0.7443 (0.7443) loss_giou_dn_5: 0.7445 (0.7445) loss_vfl: 0.9123 (0.9123) loss_vfl_aux_0: 0.9289 (0.9289) loss_vfl_aux_1: 0.9615 (0.9615) loss_vfl_aux_2: 0.9281 (0.9281) loss_vfl_aux_3: 0.9080 (0.9080) loss_vfl_aux_4: 0.8960 (0.8960) loss_vfl_aux_5: 0.8385 (0.8385) loss_vfl_dn_0: 0.5062 (0.5062) loss_vfl_dn_1: 0.4929 (0.4929) loss_vfl_dn_2: 0.4726 (0.4726) loss_vfl_dn_3: 0.4759 (0.4759) loss_vfl_dn_4: 0.4818 (0.4818) loss_vfl_dn_5: 0.5012 (0.5012) time: 11.6012 data: 1.3175 max mem: 5652 Epoch: [3] [ 100/7393] eta: 1:10:14 lr: 0.000010 loss: 19.9454 (20.9040) loss_bbox: 0.2207 (0.2150) loss_bbox_aux_0: 0.2397 (0.2297) loss_bbox_aux_1: 0.2321 (0.2170) loss_bbox_aux_2: 0.2243 (0.2159) loss_bbox_aux_3: 0.2162 (0.2150) loss_bbox_aux_4: 0.2267 (0.2158) loss_bbox_aux_5: 0.2975 (0.2902) loss_bbox_dn_0: 0.4531 (0.4096) loss_bbox_dn_1: 0.3735 (0.3339) loss_bbox_dn_2: 0.3514 (0.3151) loss_bbox_dn_3: 0.3412 (0.3097) loss_bbox_dn_4: 0.3409 (0.3090) loss_bbox_dn_5: 0.3407 (0.3091) loss_giou: 0.5409 (0.6033) loss_giou_aux_0: 0.5937 (0.6371) loss_giou_aux_1: 0.5570 (0.6127) loss_giou_aux_2: 0.5598 (0.6075) loss_giou_aux_3: 0.5439 (0.6045) loss_giou_aux_4: 0.5354 (0.6034) loss_giou_aux_5: 0.6830 (0.7438) loss_giou_dn_0: 0.7467 (0.7769) loss_giou_dn_1: 0.6294 (0.6664) loss_giou_dn_2: 0.6023 (0.6405) loss_giou_dn_3: 0.5975 (0.6328) loss_giou_dn_4: 0.5967 (0.6311) loss_giou_dn_5: 0.5964 (0.6313) loss_vfl: 0.8503 (0.8151) loss_vfl_aux_0: 1.0375 (0.9726) loss_vfl_aux_1: 0.9876 (0.9262) loss_vfl_aux_2: 0.8928 (0.8590) loss_vfl_aux_3: 0.8662 (0.8251) loss_vfl_aux_4: 0.8618 (0.8151) loss_vfl_aux_5: 0.9998 (0.9504) loss_vfl_dn_0: 0.5033 (0.4961) loss_vfl_dn_1: 0.4759 (0.4699) loss_vfl_dn_2: 0.4543 (0.4549) loss_vfl_dn_3: 0.4516 (0.4479) loss_vfl_dn_4: 0.4518 (0.4469) loss_vfl_dn_5: 0.4532 (0.4484) time: 0.4663 data: 0.0145 max mem: 5652 Epoch: [3] [ 200/7393] eta: 1:02:37 lr: 0.000010 loss: 20.7897 (20.8228) loss_bbox: 0.2161 (0.2153) loss_bbox_aux_0: 0.2376 (0.2304) loss_bbox_aux_1: 0.2191 (0.2171) loss_bbox_aux_2: 0.2100 (0.2155) loss_bbox_aux_3: 0.2188 (0.2146) loss_bbox_aux_4: 0.2155 (0.2155) loss_bbox_aux_5: 0.3028 (0.2944) loss_bbox_dn_0: 0.4114 (0.4115) loss_bbox_dn_1: 0.3250 (0.3363) loss_bbox_dn_2: 0.2978 (0.3168) loss_bbox_dn_3: 0.2928 (0.3112) loss_bbox_dn_4: 0.2957 (0.3103) loss_bbox_dn_5: 0.2956 (0.3103) loss_giou: 0.5893 (0.5955) loss_giou_aux_0: 0.6262 (0.6290) loss_giou_aux_1: 0.5920 (0.6040) loss_giou_aux_2: 0.5866 (0.5991) loss_giou_aux_3: 0.5838 (0.5961) loss_giou_aux_4: 0.5871 (0.5956) loss_giou_aux_5: 0.7219 (0.7377) loss_giou_dn_0: 0.7375 (0.7709) loss_giou_dn_1: 0.6349 (0.6612) loss_giou_dn_2: 0.6032 (0.6348) loss_giou_dn_3: 0.5937 (0.6269) loss_giou_dn_4: 0.5892 (0.6251) loss_giou_dn_5: 0.5888 (0.6253) loss_vfl: 0.8286 (0.8134) loss_vfl_aux_0: 0.9756 (0.9688) loss_vfl_aux_1: 0.9112 (0.9252) loss_vfl_aux_2: 0.8648 (0.8625) loss_vfl_aux_3: 0.8364 (0.8275) loss_vfl_aux_4: 0.8219 (0.8143) loss_vfl_aux_5: 0.9632 (0.9502) loss_vfl_dn_0: 0.5119 (0.4984) loss_vfl_dn_1: 0.4803 (0.4697) loss_vfl_dn_2: 0.4626 (0.4541) loss_vfl_dn_3: 0.4491 (0.4465) loss_vfl_dn_4: 0.4481 (0.4452) loss_vfl_dn_5: 0.4462 (0.4466) time: 0.4725 data: 0.0135 max mem: 5652 Epoch: [3] [ 300/7393] eta: 0:59:32 lr: 0.000010 loss: 20.4656 (20.7486) loss_bbox: 0.1956 (0.2129) loss_bbox_aux_0: 0.2172 (0.2290) loss_bbox_aux_1: 0.2041 (0.2146) loss_bbox_aux_2: 0.2033 (0.2125) loss_bbox_aux_3: 0.1996 (0.2122) loss_bbox_aux_4: 0.1977 (0.2130) loss_bbox_aux_5: 0.2761 (0.2918) loss_bbox_dn_0: 0.3790 (0.4093) loss_bbox_dn_1: 0.3074 (0.3348) loss_bbox_dn_2: 0.2874 (0.3150) loss_bbox_dn_3: 0.2810 (0.3094) loss_bbox_dn_4: 0.2817 (0.3085) loss_bbox_dn_5: 0.2818 (0.3085) loss_giou: 0.5826 (0.5940) loss_giou_aux_0: 0.6036 (0.6276) loss_giou_aux_1: 0.5879 (0.6020) loss_giou_aux_2: 0.5868 (0.5969) loss_giou_aux_3: 0.5850 (0.5944) loss_giou_aux_4: 0.5814 (0.5940) loss_giou_aux_5: 0.6930 (0.7353) loss_giou_dn_0: 0.7745 (0.7720) loss_giou_dn_1: 0.6654 (0.6621) loss_giou_dn_2: 0.6404 (0.6352) loss_giou_dn_3: 0.6306 (0.6272) loss_giou_dn_4: 0.6273 (0.6253) loss_giou_dn_5: 0.6273 (0.6255) loss_vfl: 0.7787 (0.8089) loss_vfl_aux_0: 0.9364 (0.9632) loss_vfl_aux_1: 0.8889 (0.9220) loss_vfl_aux_2: 0.8223 (0.8593) loss_vfl_aux_3: 0.7985 (0.8229) loss_vfl_aux_4: 0.7816 (0.8095) loss_vfl_aux_5: 0.9283 (0.9465) loss_vfl_dn_0: 0.4870 (0.4976) loss_vfl_dn_1: 0.4634 (0.4683) loss_vfl_dn_2: 0.4452 (0.4530) loss_vfl_dn_3: 0.4403 (0.4454) loss_vfl_dn_4: 0.4352 (0.4440) loss_vfl_dn_5: 0.4368 (0.4451) time: 0.4667 data: 0.0136 max mem: 5652 Epoch: [3] [ 400/7393] eta: 0:57:31 lr: 0.000010 loss: 20.6561 (20.8001) loss_bbox: 0.2050 (0.2124) loss_bbox_aux_0: 0.2298 (0.2292) loss_bbox_aux_1: 0.2175 (0.2147) loss_bbox_aux_2: 0.2104 (0.2120) loss_bbox_aux_3: 0.2039 (0.2116) loss_bbox_aux_4: 0.2050 (0.2122) loss_bbox_aux_5: 0.2944 (0.2915) loss_bbox_dn_0: 0.4119 (0.4088) loss_bbox_dn_1: 0.3121 (0.3348) loss_bbox_dn_2: 0.2846 (0.3153) loss_bbox_dn_3: 0.2842 (0.3097) loss_bbox_dn_4: 0.2846 (0.3088) loss_bbox_dn_5: 0.2848 (0.3088) loss_giou: 0.5664 (0.6004) loss_giou_aux_0: 0.5932 (0.6347) loss_giou_aux_1: 0.5667 (0.6093) loss_giou_aux_2: 0.5600 (0.6038) loss_giou_aux_3: 0.5684 (0.6010) loss_giou_aux_4: 0.5720 (0.6004) loss_giou_aux_5: 0.7205 (0.7421) loss_giou_dn_0: 0.7646 (0.7770) loss_giou_dn_1: 0.6718 (0.6666) loss_giou_dn_2: 0.6471 (0.6398) loss_giou_dn_3: 0.6372 (0.6317) loss_giou_dn_4: 0.6350 (0.6298) loss_giou_dn_5: 0.6347 (0.6300) loss_vfl: 0.7899 (0.8078) loss_vfl_aux_0: 0.9167 (0.9582) loss_vfl_aux_1: 0.9094 (0.9181) loss_vfl_aux_2: 0.8534 (0.8571) loss_vfl_aux_3: 0.7933 (0.8221) loss_vfl_aux_4: 0.7906 (0.8088) loss_vfl_aux_5: 0.9307 (0.9409) loss_vfl_dn_0: 0.4942 (0.4962) loss_vfl_dn_1: 0.4623 (0.4675) loss_vfl_dn_2: 0.4590 (0.4527) loss_vfl_dn_3: 0.4460 (0.4452) loss_vfl_dn_4: 0.4447 (0.4439) loss_vfl_dn_5: 0.4439 (0.4452) time: 0.4627 data: 0.0138 max mem: 5652 Epoch: [3] [ 500/7393] eta: 0:56:09 lr: 0.000010 loss: 21.3022 (20.8429) loss_bbox: 0.2001 (0.2135) loss_bbox_aux_0: 0.2302 (0.2313) loss_bbox_aux_1: 0.2111 (0.2170) loss_bbox_aux_2: 0.1970 (0.2137) loss_bbox_aux_3: 0.1961 (0.2131) loss_bbox_aux_4: 0.2016 (0.2134) loss_bbox_aux_5: 0.2840 (0.2932) loss_bbox_dn_0: 0.4115 (0.4097) loss_bbox_dn_1: 0.3452 (0.3358) loss_bbox_dn_2: 0.3289 (0.3164) loss_bbox_dn_3: 0.3240 (0.3109) loss_bbox_dn_4: 0.3218 (0.3099) loss_bbox_dn_5: 0.3217 (0.3100) loss_giou: 0.5437 (0.6029) loss_giou_aux_0: 0.5987 (0.6382) loss_giou_aux_1: 0.5552 (0.6129) loss_giou_aux_2: 0.5531 (0.6067) loss_giou_aux_3: 0.5455 (0.6040) loss_giou_aux_4: 0.5511 (0.6032) loss_giou_aux_5: 0.7246 (0.7449) loss_giou_dn_0: 0.7837 (0.7783) loss_giou_dn_1: 0.6644 (0.6682) loss_giou_dn_2: 0.6431 (0.6414) loss_giou_dn_3: 0.6337 (0.6334) loss_giou_dn_4: 0.6301 (0.6314) loss_giou_dn_5: 0.6304 (0.6315) loss_vfl: 0.8192 (0.8088) loss_vfl_aux_0: 0.9835 (0.9578) loss_vfl_aux_1: 0.9149 (0.9158) loss_vfl_aux_2: 0.8505 (0.8570) loss_vfl_aux_3: 0.8340 (0.8221) loss_vfl_aux_4: 0.8192 (0.8099) loss_vfl_aux_5: 0.9198 (0.9393) loss_vfl_dn_0: 0.4972 (0.4957) loss_vfl_dn_1: 0.4691 (0.4670) loss_vfl_dn_2: 0.4521 (0.4520) loss_vfl_dn_3: 0.4460 (0.4447) loss_vfl_dn_4: 0.4400 (0.4432) loss_vfl_dn_5: 0.4439 (0.4445) time: 0.4726 data: 0.0138 max mem: 5652 Epoch: [3] [ 600/7393] eta: 0:54:59 lr: 0.000010 loss: 20.6955 (20.8037) loss_bbox: 0.2037 (0.2132) loss_bbox_aux_0: 0.2203 (0.2307) loss_bbox_aux_1: 0.2058 (0.2166) loss_bbox_aux_2: 0.2051 (0.2135) loss_bbox_aux_3: 0.2082 (0.2127) loss_bbox_aux_4: 0.2069 (0.2132) loss_bbox_aux_5: 0.2867 (0.2915) loss_bbox_dn_0: 0.4053 (0.4080) loss_bbox_dn_1: 0.3371 (0.3344) loss_bbox_dn_2: 0.3241 (0.3152) loss_bbox_dn_3: 0.3190 (0.3097) loss_bbox_dn_4: 0.3187 (0.3087) loss_bbox_dn_5: 0.3187 (0.3087) loss_giou: 0.5304 (0.6007) loss_giou_aux_0: 0.5609 (0.6359) loss_giou_aux_1: 0.5284 (0.6105) loss_giou_aux_2: 0.5212 (0.6043) loss_giou_aux_3: 0.5250 (0.6018) loss_giou_aux_4: 0.5275 (0.6010) loss_giou_aux_5: 0.6840 (0.7420) loss_giou_dn_0: 0.7415 (0.7762) loss_giou_dn_1: 0.6252 (0.6662) loss_giou_dn_2: 0.6027 (0.6396) loss_giou_dn_3: 0.5950 (0.6315) loss_giou_dn_4: 0.5926 (0.6296) loss_giou_dn_5: 0.5925 (0.6297) loss_vfl: 0.8454 (0.8088) loss_vfl_aux_0: 0.9705 (0.9574) loss_vfl_aux_1: 0.9386 (0.9163) loss_vfl_aux_2: 0.8841 (0.8573) loss_vfl_aux_3: 0.8475 (0.8224) loss_vfl_aux_4: 0.8398 (0.8099) loss_vfl_aux_5: 0.9442 (0.9396) loss_vfl_dn_0: 0.5043 (0.4958) loss_vfl_dn_1: 0.4723 (0.4671) loss_vfl_dn_2: 0.4544 (0.4520) loss_vfl_dn_3: 0.4470 (0.4446) loss_vfl_dn_4: 0.4440 (0.4431) loss_vfl_dn_5: 0.4507 (0.4444) time: 0.4635 data: 0.0137 max mem: 5652 Epoch: [3] [ 700/7393] eta: 0:53:55 lr: 0.000010 loss: 21.6429 (20.7928) loss_bbox: 0.2288 (0.2129) loss_bbox_aux_0: 0.2403 (0.2310) loss_bbox_aux_1: 0.2437 (0.2168) loss_bbox_aux_2: 0.2379 (0.2136) loss_bbox_aux_3: 0.2320 (0.2126) loss_bbox_aux_4: 0.2274 (0.2130) loss_bbox_aux_5: 0.2932 (0.2915) loss_bbox_dn_0: 0.4198 (0.4066) loss_bbox_dn_1: 0.3427 (0.3332) loss_bbox_dn_2: 0.3299 (0.3143) loss_bbox_dn_3: 0.3241 (0.3087) loss_bbox_dn_4: 0.3242 (0.3078) loss_bbox_dn_5: 0.3240 (0.3078) loss_giou: 0.5552 (0.6022) loss_giou_aux_0: 0.6199 (0.6378) loss_giou_aux_1: 0.5805 (0.6119) loss_giou_aux_2: 0.5678 (0.6056) loss_giou_aux_3: 0.5639 (0.6031) loss_giou_aux_4: 0.5619 (0.6026) loss_giou_aux_5: 0.7245 (0.7438) loss_giou_dn_0: 0.7658 (0.7764) loss_giou_dn_1: 0.6682 (0.6665) loss_giou_dn_2: 0.6387 (0.6400) loss_giou_dn_3: 0.6326 (0.6320) loss_giou_dn_4: 0.6331 (0.6300) loss_giou_dn_5: 0.6336 (0.6301) loss_vfl: 0.8313 (0.8063) loss_vfl_aux_0: 0.9719 (0.9538) loss_vfl_aux_1: 0.9616 (0.9151) loss_vfl_aux_2: 0.8923 (0.8547) loss_vfl_aux_3: 0.8576 (0.8200) loss_vfl_aux_4: 0.8225 (0.8073) loss_vfl_aux_5: 0.9516 (0.9359) loss_vfl_dn_0: 0.5026 (0.4959) loss_vfl_dn_1: 0.4643 (0.4671) loss_vfl_dn_2: 0.4564 (0.4521) loss_vfl_dn_3: 0.4516 (0.4448) loss_vfl_dn_4: 0.4486 (0.4433) loss_vfl_dn_5: 0.4502 (0.4447) time: 0.4693 data: 0.0141 max mem: 5652 Epoch: [3] [ 800/7393] eta: 0:52:58 lr: 0.000010 loss: 20.9288 (20.7736) loss_bbox: 0.2154 (0.2136) loss_bbox_aux_0: 0.2081 (0.2316) loss_bbox_aux_1: 0.2041 (0.2172) loss_bbox_aux_2: 0.1976 (0.2140) loss_bbox_aux_3: 0.2107 (0.2133) loss_bbox_aux_4: 0.2155 (0.2138) loss_bbox_aux_5: 0.2899 (0.2926) loss_bbox_dn_0: 0.3714 (0.4086) loss_bbox_dn_1: 0.3139 (0.3348) loss_bbox_dn_2: 0.3020 (0.3158) loss_bbox_dn_3: 0.2935 (0.3101) loss_bbox_dn_4: 0.2916 (0.3092) loss_bbox_dn_5: 0.2913 (0.3092) loss_giou: 0.6192 (0.5982) loss_giou_aux_0: 0.6729 (0.6338) loss_giou_aux_1: 0.6294 (0.6077) loss_giou_aux_2: 0.6245 (0.6015) loss_giou_aux_3: 0.6052 (0.5990) loss_giou_aux_4: 0.6118 (0.5986) loss_giou_aux_5: 0.7645 (0.7400) loss_giou_dn_0: 0.7895 (0.7743) loss_giou_dn_1: 0.6756 (0.6641) loss_giou_dn_2: 0.6506 (0.6375) loss_giou_dn_3: 0.6405 (0.6293) loss_giou_dn_4: 0.6392 (0.6273) loss_giou_dn_5: 0.6393 (0.6275) loss_vfl: 0.7788 (0.8065) loss_vfl_aux_0: 0.9511 (0.9565) loss_vfl_aux_1: 0.9088 (0.9171) loss_vfl_aux_2: 0.8383 (0.8565) loss_vfl_aux_3: 0.7975 (0.8210) loss_vfl_aux_4: 0.7820 (0.8078) loss_vfl_aux_5: 0.9026 (0.9375) loss_vfl_dn_0: 0.4932 (0.4965) loss_vfl_dn_1: 0.4604 (0.4674) loss_vfl_dn_2: 0.4475 (0.4522) loss_vfl_dn_3: 0.4417 (0.4447) loss_vfl_dn_4: 0.4347 (0.4431) loss_vfl_dn_5: 0.4328 (0.4444) time: 0.4615 data: 0.0143 max mem: 5652 Epoch: [3] [ 900/7393] eta: 0:51:55 lr: 0.000010 loss: 20.2351 (20.7733) loss_bbox: 0.2111 (0.2138) loss_bbox_aux_0: 0.2267 (0.2317) loss_bbox_aux_1: 0.2085 (0.2172) loss_bbox_aux_2: 0.2085 (0.2143) loss_bbox_aux_3: 0.2066 (0.2135) loss_bbox_aux_4: 0.2046 (0.2140) loss_bbox_aux_5: 0.2889 (0.2924) loss_bbox_dn_0: 0.4273 (0.4087) loss_bbox_dn_1: 0.3413 (0.3349) loss_bbox_dn_2: 0.3299 (0.3159) loss_bbox_dn_3: 0.3223 (0.3103) loss_bbox_dn_4: 0.3188 (0.3094) loss_bbox_dn_5: 0.3198 (0.3094) loss_giou: 0.5000 (0.5985) loss_giou_aux_0: 0.5345 (0.6337) loss_giou_aux_1: 0.4984 (0.6078) loss_giou_aux_2: 0.5082 (0.6017) loss_giou_aux_3: 0.5018 (0.5992) loss_giou_aux_4: 0.5016 (0.5988) loss_giou_aux_5: 0.6278 (0.7397) loss_giou_dn_0: 0.7399 (0.7744) loss_giou_dn_1: 0.6089 (0.6644) loss_giou_dn_2: 0.5845 (0.6378) loss_giou_dn_3: 0.5691 (0.6296) loss_giou_dn_4: 0.5654 (0.6277) loss_giou_dn_5: 0.5652 (0.6278) loss_vfl: 0.8619 (0.8059) loss_vfl_aux_0: 1.0162 (0.9561) loss_vfl_aux_1: 0.9819 (0.9167) loss_vfl_aux_2: 0.9007 (0.8558) loss_vfl_aux_3: 0.8609 (0.8206) loss_vfl_aux_4: 0.8657 (0.8071) loss_vfl_aux_5: 0.9869 (0.9376) loss_vfl_dn_0: 0.5041 (0.4963) loss_vfl_dn_1: 0.4710 (0.4672) loss_vfl_dn_2: 0.4542 (0.4520) loss_vfl_dn_3: 0.4472 (0.4444) loss_vfl_dn_4: 0.4490 (0.4428) loss_vfl_dn_5: 0.4462 (0.4441) time: 0.4770 data: 0.0142 max mem: 5652 Epoch: [3] [1000/7393] eta: 0:50:59 lr: 0.000010 loss: 20.6954 (20.7829) loss_bbox: 0.1993 (0.2138) loss_bbox_aux_0: 0.2150 (0.2316) loss_bbox_aux_1: 0.2147 (0.2173) loss_bbox_aux_2: 0.2037 (0.2145) loss_bbox_aux_3: 0.1938 (0.2135) loss_bbox_aux_4: 0.1936 (0.2139) loss_bbox_aux_5: 0.2666 (0.2919) loss_bbox_dn_0: 0.3848 (0.4080) loss_bbox_dn_1: 0.3328 (0.3344) loss_bbox_dn_2: 0.3220 (0.3153) loss_bbox_dn_3: 0.3210 (0.3097) loss_bbox_dn_4: 0.3202 (0.3088) loss_bbox_dn_5: 0.3202 (0.3087) loss_giou: 0.5881 (0.6002) loss_giou_aux_0: 0.6398 (0.6354) loss_giou_aux_1: 0.6099 (0.6096) loss_giou_aux_2: 0.5993 (0.6035) loss_giou_aux_3: 0.5922 (0.6008) loss_giou_aux_4: 0.5881 (0.6005) loss_giou_aux_5: 0.7617 (0.7409) loss_giou_dn_0: 0.7876 (0.7757) loss_giou_dn_1: 0.6908 (0.6660) loss_giou_dn_2: 0.6683 (0.6394) loss_giou_dn_3: 0.6594 (0.6312) loss_giou_dn_4: 0.6584 (0.6292) loss_giou_dn_5: 0.6585 (0.6294) loss_vfl: 0.8212 (0.8057) loss_vfl_aux_0: 0.9292 (0.9550) loss_vfl_aux_1: 0.8978 (0.9158) loss_vfl_aux_2: 0.8666 (0.8551) loss_vfl_aux_3: 0.8202 (0.8205) loss_vfl_aux_4: 0.8114 (0.8070) loss_vfl_aux_5: 0.8758 (0.9369) loss_vfl_dn_0: 0.4909 (0.4958) loss_vfl_dn_1: 0.4580 (0.4666) loss_vfl_dn_2: 0.4452 (0.4515) loss_vfl_dn_3: 0.4419 (0.4439) loss_vfl_dn_4: 0.4398 (0.4424) loss_vfl_dn_5: 0.4416 (0.4437) time: 0.4616 data: 0.0135 max mem: 5652 Epoch: [3] [1100/7393] eta: 0:50:02 lr: 0.000010 loss: 20.3038 (20.7635) loss_bbox: 0.2085 (0.2137) loss_bbox_aux_0: 0.2287 (0.2318) loss_bbox_aux_1: 0.2221 (0.2173) loss_bbox_aux_2: 0.2140 (0.2144) loss_bbox_aux_3: 0.2064 (0.2133) loss_bbox_aux_4: 0.2053 (0.2136) loss_bbox_aux_5: 0.2869 (0.2926) loss_bbox_dn_0: 0.4025 (0.4087) loss_bbox_dn_1: 0.3190 (0.3349) loss_bbox_dn_2: 0.3043 (0.3156) loss_bbox_dn_3: 0.3014 (0.3100) loss_bbox_dn_4: 0.2968 (0.3091) loss_bbox_dn_5: 0.2965 (0.3091) loss_giou: 0.5692 (0.5976) loss_giou_aux_0: 0.5970 (0.6331) loss_giou_aux_1: 0.5805 (0.6071) loss_giou_aux_2: 0.5840 (0.6009) loss_giou_aux_3: 0.5580 (0.5982) loss_giou_aux_4: 0.5598 (0.5979) loss_giou_aux_5: 0.6878 (0.7389) loss_giou_dn_0: 0.7459 (0.7742) loss_giou_dn_1: 0.6491 (0.6644) loss_giou_dn_2: 0.6206 (0.6376) loss_giou_dn_3: 0.6092 (0.6294) loss_giou_dn_4: 0.6060 (0.6274) loss_giou_dn_5: 0.6063 (0.6276) loss_vfl: 0.7705 (0.8064) loss_vfl_aux_0: 0.9107 (0.9556) loss_vfl_aux_1: 0.8578 (0.9167) loss_vfl_aux_2: 0.8170 (0.8556) loss_vfl_aux_3: 0.7833 (0.8210) loss_vfl_aux_4: 0.7680 (0.8080) loss_vfl_aux_5: 0.9011 (0.9379) loss_vfl_dn_0: 0.4959 (0.4961) loss_vfl_dn_1: 0.4616 (0.4667) loss_vfl_dn_2: 0.4429 (0.4514) loss_vfl_dn_3: 0.4339 (0.4438) loss_vfl_dn_4: 0.4329 (0.4423) loss_vfl_dn_5: 0.4327 (0.4436) time: 0.4605 data: 0.0149 max mem: 5652 Epoch: [3] [1200/7393] eta: 0:49:06 lr: 0.000010 loss: 20.9415 (20.7692) loss_bbox: 0.2099 (0.2136) loss_bbox_aux_0: 0.2281 (0.2316) loss_bbox_aux_1: 0.2171 (0.2172) loss_bbox_aux_2: 0.2161 (0.2144) loss_bbox_aux_3: 0.2179 (0.2133) loss_bbox_aux_4: 0.2123 (0.2137) loss_bbox_aux_5: 0.3025 (0.2927) loss_bbox_dn_0: 0.4375 (0.4094) loss_bbox_dn_1: 0.3666 (0.3357) loss_bbox_dn_2: 0.3494 (0.3164) loss_bbox_dn_3: 0.3443 (0.3108) loss_bbox_dn_4: 0.3439 (0.3099) loss_bbox_dn_5: 0.3436 (0.3099) loss_giou: 0.5370 (0.5969) loss_giou_aux_0: 0.5618 (0.6321) loss_giou_aux_1: 0.5420 (0.6063) loss_giou_aux_2: 0.5430 (0.6003) loss_giou_aux_3: 0.5503 (0.5975) loss_giou_aux_4: 0.5311 (0.5972) loss_giou_aux_5: 0.7037 (0.7381) loss_giou_dn_0: 0.7457 (0.7736) loss_giou_dn_1: 0.6433 (0.6639) loss_giou_dn_2: 0.6121 (0.6371) loss_giou_dn_3: 0.6023 (0.6289) loss_giou_dn_4: 0.6020 (0.6270) loss_giou_dn_5: 0.6022 (0.6271) loss_vfl: 0.8805 (0.8075) loss_vfl_aux_0: 1.0514 (0.9572) loss_vfl_aux_1: 0.9858 (0.9185) loss_vfl_aux_2: 0.9171 (0.8570) loss_vfl_aux_3: 0.8933 (0.8223) loss_vfl_aux_4: 0.8909 (0.8093) loss_vfl_aux_5: 0.9924 (0.9389) loss_vfl_dn_0: 0.5039 (0.4964) loss_vfl_dn_1: 0.4686 (0.4667) loss_vfl_dn_2: 0.4502 (0.4514) loss_vfl_dn_3: 0.4398 (0.4437) loss_vfl_dn_4: 0.4377 (0.4423) loss_vfl_dn_5: 0.4400 (0.4436) time: 0.4556 data: 0.0136 max mem: 5652 Epoch: [3] [1300/7393] eta: 0:48:15 lr: 0.000010 loss: 20.9872 (20.7744) loss_bbox: 0.2237 (0.2136) loss_bbox_aux_0: 0.2453 (0.2316) loss_bbox_aux_1: 0.2346 (0.2171) loss_bbox_aux_2: 0.2172 (0.2143) loss_bbox_aux_3: 0.2285 (0.2133) loss_bbox_aux_4: 0.2244 (0.2135) loss_bbox_aux_5: 0.3054 (0.2925) loss_bbox_dn_0: 0.4126 (0.4094) loss_bbox_dn_1: 0.3464 (0.3358) loss_bbox_dn_2: 0.3276 (0.3166) loss_bbox_dn_3: 0.3213 (0.3110) loss_bbox_dn_4: 0.3186 (0.3101) loss_bbox_dn_5: 0.3189 (0.3100) loss_giou: 0.5932 (0.5967) loss_giou_aux_0: 0.6256 (0.6318) loss_giou_aux_1: 0.5948 (0.6061) loss_giou_aux_2: 0.5914 (0.6000) loss_giou_aux_3: 0.5948 (0.5974) loss_giou_aux_4: 0.5920 (0.5970) loss_giou_aux_5: 0.6827 (0.7376) loss_giou_dn_0: 0.7573 (0.7737) loss_giou_dn_1: 0.6524 (0.6640) loss_giou_dn_2: 0.6305 (0.6373) loss_giou_dn_3: 0.6183 (0.6290) loss_giou_dn_4: 0.6157 (0.6271) loss_giou_dn_5: 0.6159 (0.6272) loss_vfl: 0.7784 (0.8083) loss_vfl_aux_0: 0.9670 (0.9573) loss_vfl_aux_1: 0.9140 (0.9194) loss_vfl_aux_2: 0.8609 (0.8579) loss_vfl_aux_3: 0.7954 (0.8228) loss_vfl_aux_4: 0.7782 (0.8101) loss_vfl_aux_5: 0.9333 (0.9385) loss_vfl_dn_0: 0.4975 (0.4966) loss_vfl_dn_1: 0.4694 (0.4670) loss_vfl_dn_2: 0.4571 (0.4517) loss_vfl_dn_3: 0.4506 (0.4441) loss_vfl_dn_4: 0.4470 (0.4427) loss_vfl_dn_5: 0.4486 (0.4441) time: 0.4618 data: 0.0140 max mem: 5652 Epoch: [3] [1400/7393] eta: 0:47:25 lr: 0.000010 loss: 20.8647 (20.7726) loss_bbox: 0.2122 (0.2139) loss_bbox_aux_0: 0.2368 (0.2319) loss_bbox_aux_1: 0.2191 (0.2176) loss_bbox_aux_2: 0.2119 (0.2147) loss_bbox_aux_3: 0.2127 (0.2137) loss_bbox_aux_4: 0.2116 (0.2138) loss_bbox_aux_5: 0.3004 (0.2927) loss_bbox_dn_0: 0.3972 (0.4092) loss_bbox_dn_1: 0.3223 (0.3355) loss_bbox_dn_2: 0.3098 (0.3163) loss_bbox_dn_3: 0.3016 (0.3107) loss_bbox_dn_4: 0.3006 (0.3098) loss_bbox_dn_5: 0.3006 (0.3097) loss_giou: 0.6151 (0.5963) loss_giou_aux_0: 0.6302 (0.6314) loss_giou_aux_1: 0.6111 (0.6057) loss_giou_aux_2: 0.6150 (0.5995) loss_giou_aux_3: 0.6104 (0.5970) loss_giou_aux_4: 0.5986 (0.5966) loss_giou_aux_5: 0.7167 (0.7370) loss_giou_dn_0: 0.7608 (0.7734) loss_giou_dn_1: 0.6713 (0.6637) loss_giou_dn_2: 0.6539 (0.6370) loss_giou_dn_3: 0.6473 (0.6288) loss_giou_dn_4: 0.6457 (0.6269) loss_giou_dn_5: 0.6458 (0.6270) loss_vfl: 0.8031 (0.8085) loss_vfl_aux_0: 0.9337 (0.9575) loss_vfl_aux_1: 0.8958 (0.9195) loss_vfl_aux_2: 0.8406 (0.8581) loss_vfl_aux_3: 0.8069 (0.8230) loss_vfl_aux_4: 0.7972 (0.8105) loss_vfl_aux_5: 0.8895 (0.9387) loss_vfl_dn_0: 0.4967 (0.4967) loss_vfl_dn_1: 0.4636 (0.4672) loss_vfl_dn_2: 0.4482 (0.4518) loss_vfl_dn_3: 0.4428 (0.4443) loss_vfl_dn_4: 0.4390 (0.4429) loss_vfl_dn_5: 0.4416 (0.4443) time: 0.4740 data: 0.0141 max mem: 5652 Epoch: [3] [1500/7393] eta: 0:46:34 lr: 0.000010 loss: 20.6872 (20.7749) loss_bbox: 0.2057 (0.2144) loss_bbox_aux_0: 0.2148 (0.2320) loss_bbox_aux_1: 0.2111 (0.2179) loss_bbox_aux_2: 0.2107 (0.2151) loss_bbox_aux_3: 0.2011 (0.2140) loss_bbox_aux_4: 0.2063 (0.2143) loss_bbox_aux_5: 0.2791 (0.2926) loss_bbox_dn_0: 0.3580 (0.4088) loss_bbox_dn_1: 0.2973 (0.3353) loss_bbox_dn_2: 0.2782 (0.3160) loss_bbox_dn_3: 0.2775 (0.3105) loss_bbox_dn_4: 0.2802 (0.3095) loss_bbox_dn_5: 0.2800 (0.3094) loss_giou: 0.6292 (0.5964) loss_giou_aux_0: 0.6631 (0.6314) loss_giou_aux_1: 0.6487 (0.6058) loss_giou_aux_2: 0.6360 (0.5995) loss_giou_aux_3: 0.6280 (0.5970) loss_giou_aux_4: 0.6281 (0.5966) loss_giou_aux_5: 0.7640 (0.7366) loss_giou_dn_0: 0.7922 (0.7737) loss_giou_dn_1: 0.6814 (0.6639) loss_giou_dn_2: 0.6589 (0.6371) loss_giou_dn_3: 0.6518 (0.6289) loss_giou_dn_4: 0.6492 (0.6270) loss_giou_dn_5: 0.6493 (0.6271) loss_vfl: 0.7415 (0.8084) loss_vfl_aux_0: 0.9028 (0.9580) loss_vfl_aux_1: 0.8725 (0.9197) loss_vfl_aux_2: 0.7840 (0.8583) loss_vfl_aux_3: 0.7588 (0.8231) loss_vfl_aux_4: 0.7409 (0.8105) loss_vfl_aux_5: 0.8906 (0.9391) loss_vfl_dn_0: 0.4928 (0.4966) loss_vfl_dn_1: 0.4632 (0.4673) loss_vfl_dn_2: 0.4481 (0.4518) loss_vfl_dn_3: 0.4403 (0.4442) loss_vfl_dn_4: 0.4404 (0.4429) loss_vfl_dn_5: 0.4413 (0.4442) time: 0.4786 data: 0.0141 max mem: 5652 Epoch: [3] [1600/7393] eta: 0:45:45 lr: 0.000010 loss: 20.2273 (20.7620) loss_bbox: 0.1967 (0.2139) loss_bbox_aux_0: 0.2094 (0.2314) loss_bbox_aux_1: 0.1907 (0.2174) loss_bbox_aux_2: 0.1933 (0.2145) loss_bbox_aux_3: 0.1982 (0.2135) loss_bbox_aux_4: 0.1920 (0.2138) loss_bbox_aux_5: 0.2710 (0.2922) loss_bbox_dn_0: 0.3450 (0.4082) loss_bbox_dn_1: 0.2950 (0.3347) loss_bbox_dn_2: 0.2737 (0.3156) loss_bbox_dn_3: 0.2677 (0.3100) loss_bbox_dn_4: 0.2665 (0.3090) loss_bbox_dn_5: 0.2666 (0.3090) loss_giou: 0.6191 (0.5960) loss_giou_aux_0: 0.6401 (0.6308) loss_giou_aux_1: 0.6146 (0.6053) loss_giou_aux_2: 0.6063 (0.5990) loss_giou_aux_3: 0.6124 (0.5966) loss_giou_aux_4: 0.6117 (0.5963) loss_giou_aux_5: 0.7326 (0.7362) loss_giou_dn_0: 0.7807 (0.7734) loss_giou_dn_1: 0.6714 (0.6635) loss_giou_dn_2: 0.6491 (0.6367) loss_giou_dn_3: 0.6403 (0.6285) loss_giou_dn_4: 0.6388 (0.6266) loss_giou_dn_5: 0.6390 (0.6267) loss_vfl: 0.7640 (0.8083) loss_vfl_aux_0: 0.8996 (0.9578) loss_vfl_aux_1: 0.8556 (0.9194) loss_vfl_aux_2: 0.8215 (0.8583) loss_vfl_aux_3: 0.7757 (0.8232) loss_vfl_aux_4: 0.7673 (0.8105) loss_vfl_aux_5: 0.8908 (0.9389) loss_vfl_dn_0: 0.4917 (0.4967) loss_vfl_dn_1: 0.4581 (0.4671) loss_vfl_dn_2: 0.4408 (0.4517) loss_vfl_dn_3: 0.4340 (0.4441) loss_vfl_dn_4: 0.4345 (0.4428) loss_vfl_dn_5: 0.4331 (0.4441) time: 0.4643 data: 0.0140 max mem: 5652 Epoch: [3] [1700/7393] eta: 0:44:56 lr: 0.000010 loss: 20.8001 (20.7503) loss_bbox: 0.2067 (0.2138) loss_bbox_aux_0: 0.2205 (0.2313) loss_bbox_aux_1: 0.2174 (0.2174) loss_bbox_aux_2: 0.2168 (0.2144) loss_bbox_aux_3: 0.2181 (0.2134) loss_bbox_aux_4: 0.2190 (0.2137) loss_bbox_aux_5: 0.2765 (0.2921) loss_bbox_dn_0: 0.4268 (0.4072) loss_bbox_dn_1: 0.3413 (0.3338) loss_bbox_dn_2: 0.3230 (0.3148) loss_bbox_dn_3: 0.3185 (0.3092) loss_bbox_dn_4: 0.3129 (0.3082) loss_bbox_dn_5: 0.3121 (0.3081) loss_giou: 0.5140 (0.5964) loss_giou_aux_0: 0.5501 (0.6316) loss_giou_aux_1: 0.5370 (0.6059) loss_giou_aux_2: 0.5288 (0.5995) loss_giou_aux_3: 0.5243 (0.5970) loss_giou_aux_4: 0.5162 (0.5966) loss_giou_aux_5: 0.6774 (0.7368) loss_giou_dn_0: 0.7826 (0.7734) loss_giou_dn_1: 0.6461 (0.6635) loss_giou_dn_2: 0.6152 (0.6368) loss_giou_dn_3: 0.6065 (0.6286) loss_giou_dn_4: 0.6037 (0.6267) loss_giou_dn_5: 0.6039 (0.6268) loss_vfl: 0.8284 (0.8076) loss_vfl_aux_0: 0.9668 (0.9563) loss_vfl_aux_1: 0.9264 (0.9177) loss_vfl_aux_2: 0.8822 (0.8571) loss_vfl_aux_3: 0.8449 (0.8224) loss_vfl_aux_4: 0.8309 (0.8098) loss_vfl_aux_5: 0.9237 (0.9373) loss_vfl_dn_0: 0.5040 (0.4965) loss_vfl_dn_1: 0.4720 (0.4669) loss_vfl_dn_2: 0.4539 (0.4515) loss_vfl_dn_3: 0.4470 (0.4439) loss_vfl_dn_4: 0.4456 (0.4425) loss_vfl_dn_5: 0.4475 (0.4438) time: 0.4618 data: 0.0145 max mem: 5652 Epoch: [3] [1800/7393] eta: 0:44:10 lr: 0.000010 loss: 20.1075 (20.7516) loss_bbox: 0.1946 (0.2137) loss_bbox_aux_0: 0.2170 (0.2309) loss_bbox_aux_1: 0.1963 (0.2172) loss_bbox_aux_2: 0.2068 (0.2142) loss_bbox_aux_3: 0.1982 (0.2131) loss_bbox_aux_4: 0.1944 (0.2135) loss_bbox_aux_5: 0.2856 (0.2916) loss_bbox_dn_0: 0.3882 (0.4058) loss_bbox_dn_1: 0.3214 (0.3328) loss_bbox_dn_2: 0.2979 (0.3138) loss_bbox_dn_3: 0.2884 (0.3082) loss_bbox_dn_4: 0.2851 (0.3071) loss_bbox_dn_5: 0.2851 (0.3070) loss_giou: 0.5647 (0.5982) loss_giou_aux_0: 0.5996 (0.6331) loss_giou_aux_1: 0.5659 (0.6076) loss_giou_aux_2: 0.5660 (0.6012) loss_giou_aux_3: 0.5630 (0.5988) loss_giou_aux_4: 0.5647 (0.5984) loss_giou_aux_5: 0.6998 (0.7382) loss_giou_dn_0: 0.7622 (0.7742) loss_giou_dn_1: 0.6528 (0.6645) loss_giou_dn_2: 0.6260 (0.6378) loss_giou_dn_3: 0.6164 (0.6296) loss_giou_dn_4: 0.6145 (0.6277) loss_giou_dn_5: 0.6142 (0.6278) loss_vfl: 0.7775 (0.8066) loss_vfl_aux_0: 0.9366 (0.9554) loss_vfl_aux_1: 0.8732 (0.9167) loss_vfl_aux_2: 0.8319 (0.8563) loss_vfl_aux_3: 0.8040 (0.8216) loss_vfl_aux_4: 0.7849 (0.8090) loss_vfl_aux_5: 0.8910 (0.9359) loss_vfl_dn_0: 0.4951 (0.4963) loss_vfl_dn_1: 0.4620 (0.4667) loss_vfl_dn_2: 0.4419 (0.4513) loss_vfl_dn_3: 0.4334 (0.4437) loss_vfl_dn_4: 0.4329 (0.4424) loss_vfl_dn_5: 0.4336 (0.4437) time: 0.4807 data: 0.0138 max mem: 5652 Epoch: [3] [1900/7393] eta: 0:43:20 lr: 0.000010 loss: 20.3714 (20.7530) loss_bbox: 0.2274 (0.2140) loss_bbox_aux_0: 0.2317 (0.2311) loss_bbox_aux_1: 0.2196 (0.2175) loss_bbox_aux_2: 0.2259 (0.2146) loss_bbox_aux_3: 0.2259 (0.2135) loss_bbox_aux_4: 0.2273 (0.2138) loss_bbox_aux_5: 0.3102 (0.2919) loss_bbox_dn_0: 0.4290 (0.4067) loss_bbox_dn_1: 0.3599 (0.3335) loss_bbox_dn_2: 0.3407 (0.3144) loss_bbox_dn_3: 0.3337 (0.3088) loss_bbox_dn_4: 0.3325 (0.3077) loss_bbox_dn_5: 0.3324 (0.3076) loss_giou: 0.5340 (0.5977) loss_giou_aux_0: 0.5537 (0.6324) loss_giou_aux_1: 0.5408 (0.6072) loss_giou_aux_2: 0.5288 (0.6007) loss_giou_aux_3: 0.5289 (0.5982) loss_giou_aux_4: 0.5294 (0.5978) loss_giou_aux_5: 0.6706 (0.7375) loss_giou_dn_0: 0.7628 (0.7739) loss_giou_dn_1: 0.6435 (0.6642) loss_giou_dn_2: 0.6071 (0.6375) loss_giou_dn_3: 0.5934 (0.6293) loss_giou_dn_4: 0.5902 (0.6274) loss_giou_dn_5: 0.5898 (0.6275) loss_vfl: 0.7744 (0.8067) loss_vfl_aux_0: 0.9314 (0.9562) loss_vfl_aux_1: 0.8700 (0.9167) loss_vfl_aux_2: 0.8295 (0.8562) loss_vfl_aux_3: 0.7978 (0.8216) loss_vfl_aux_4: 0.7701 (0.8092) loss_vfl_aux_5: 0.9280 (0.9364) loss_vfl_dn_0: 0.4877 (0.4961) loss_vfl_dn_1: 0.4603 (0.4666) loss_vfl_dn_2: 0.4449 (0.4512) loss_vfl_dn_3: 0.4360 (0.4437) loss_vfl_dn_4: 0.4324 (0.4424) loss_vfl_dn_5: 0.4355 (0.4436) time: 0.4646 data: 0.0144 max mem: 5652 Epoch: [3] [2000/7393] eta: 0:42:30 lr: 0.000010 loss: 20.4219 (20.7464) loss_bbox: 0.2151 (0.2140) loss_bbox_aux_0: 0.2427 (0.2314) loss_bbox_aux_1: 0.2251 (0.2177) loss_bbox_aux_2: 0.2239 (0.2147) loss_bbox_aux_3: 0.2197 (0.2136) loss_bbox_aux_4: 0.2154 (0.2139) loss_bbox_aux_5: 0.2971 (0.2919) loss_bbox_dn_0: 0.3552 (0.4062) loss_bbox_dn_1: 0.2991 (0.3331) loss_bbox_dn_2: 0.2866 (0.3140) loss_bbox_dn_3: 0.2853 (0.3084) loss_bbox_dn_4: 0.2869 (0.3072) loss_bbox_dn_5: 0.2868 (0.3072) loss_giou: 0.6225 (0.5977) loss_giou_aux_0: 0.6586 (0.6327) loss_giou_aux_1: 0.6393 (0.6074) loss_giou_aux_2: 0.6312 (0.6009) loss_giou_aux_3: 0.6200 (0.5983) loss_giou_aux_4: 0.6194 (0.5978) loss_giou_aux_5: 0.7355 (0.7374) loss_giou_dn_0: 0.7741 (0.7738) loss_giou_dn_1: 0.6701 (0.6641) loss_giou_dn_2: 0.6416 (0.6373) loss_giou_dn_3: 0.6368 (0.6291) loss_giou_dn_4: 0.6343 (0.6272) loss_giou_dn_5: 0.6346 (0.6273) loss_vfl: 0.7521 (0.8065) loss_vfl_aux_0: 0.9032 (0.9555) loss_vfl_aux_1: 0.8546 (0.9160) loss_vfl_aux_2: 0.7819 (0.8556) loss_vfl_aux_3: 0.7476 (0.8212) loss_vfl_aux_4: 0.7506 (0.8089) loss_vfl_aux_5: 0.9057 (0.9361) loss_vfl_dn_0: 0.4890 (0.4960) loss_vfl_dn_1: 0.4562 (0.4663) loss_vfl_dn_2: 0.4386 (0.4510) loss_vfl_dn_3: 0.4302 (0.4435) loss_vfl_dn_4: 0.4293 (0.4422) loss_vfl_dn_5: 0.4292 (0.4434) time: 0.4648 data: 0.0140 max mem: 5652 Epoch: [3] [2100/7393] eta: 0:41:42 lr: 0.000010 loss: 20.9467 (20.7467) loss_bbox: 0.2027 (0.2141) loss_bbox_aux_0: 0.2157 (0.2312) loss_bbox_aux_1: 0.2060 (0.2177) loss_bbox_aux_2: 0.1975 (0.2147) loss_bbox_aux_3: 0.1925 (0.2136) loss_bbox_aux_4: 0.2007 (0.2140) loss_bbox_aux_5: 0.2738 (0.2917) loss_bbox_dn_0: 0.3487 (0.4060) loss_bbox_dn_1: 0.2980 (0.3330) loss_bbox_dn_2: 0.2782 (0.3139) loss_bbox_dn_3: 0.2734 (0.3083) loss_bbox_dn_4: 0.2716 (0.3071) loss_bbox_dn_5: 0.2716 (0.3070) loss_giou: 0.5856 (0.5979) loss_giou_aux_0: 0.6174 (0.6328) loss_giou_aux_1: 0.5867 (0.6076) loss_giou_aux_2: 0.5888 (0.6011) loss_giou_aux_3: 0.5856 (0.5985) loss_giou_aux_4: 0.5867 (0.5980) loss_giou_aux_5: 0.7485 (0.7372) loss_giou_dn_0: 0.7934 (0.7737) loss_giou_dn_1: 0.6889 (0.6641) loss_giou_dn_2: 0.6567 (0.6374) loss_giou_dn_3: 0.6491 (0.6292) loss_giou_dn_4: 0.6470 (0.6273) loss_giou_dn_5: 0.6471 (0.6274) loss_vfl: 0.8144 (0.8066) loss_vfl_aux_0: 0.9499 (0.9558) loss_vfl_aux_1: 0.8960 (0.9159) loss_vfl_aux_2: 0.8545 (0.8555) loss_vfl_aux_3: 0.8182 (0.8211) loss_vfl_aux_4: 0.8094 (0.8089) loss_vfl_aux_5: 0.8847 (0.9361) loss_vfl_dn_0: 0.4885 (0.4959) loss_vfl_dn_1: 0.4589 (0.4663) loss_vfl_dn_2: 0.4499 (0.4510) loss_vfl_dn_3: 0.4481 (0.4435) loss_vfl_dn_4: 0.4401 (0.4422) loss_vfl_dn_5: 0.4416 (0.4434) time: 0.4684 data: 0.0146 max mem: 5652 Epoch: [3] [2200/7393] eta: 0:40:51 lr: 0.000010 loss: 20.2695 (20.7326) loss_bbox: 0.2212 (0.2140) loss_bbox_aux_0: 0.2335 (0.2312) loss_bbox_aux_1: 0.2217 (0.2176) loss_bbox_aux_2: 0.2204 (0.2146) loss_bbox_aux_3: 0.2188 (0.2135) loss_bbox_aux_4: 0.2213 (0.2139) loss_bbox_aux_5: 0.2878 (0.2915) loss_bbox_dn_0: 0.4133 (0.4061) loss_bbox_dn_1: 0.3443 (0.3330) loss_bbox_dn_2: 0.3217 (0.3139) loss_bbox_dn_3: 0.3153 (0.3083) loss_bbox_dn_4: 0.3143 (0.3071) loss_bbox_dn_5: 0.3142 (0.3070) loss_giou: 0.5440 (0.5969) loss_giou_aux_0: 0.5654 (0.6317) loss_giou_aux_1: 0.5384 (0.6065) loss_giou_aux_2: 0.5346 (0.6001) loss_giou_aux_3: 0.5365 (0.5975) loss_giou_aux_4: 0.5348 (0.5970) loss_giou_aux_5: 0.6467 (0.7359) loss_giou_dn_0: 0.7389 (0.7730) loss_giou_dn_1: 0.6255 (0.6632) loss_giou_dn_2: 0.5944 (0.6365) loss_giou_dn_3: 0.5844 (0.6283) loss_giou_dn_4: 0.5813 (0.6263) loss_giou_dn_5: 0.5817 (0.6265) loss_vfl: 0.8108 (0.8066) loss_vfl_aux_0: 0.9464 (0.9558) loss_vfl_aux_1: 0.9069 (0.9158) loss_vfl_aux_2: 0.8478 (0.8553) loss_vfl_aux_3: 0.8263 (0.8211) loss_vfl_aux_4: 0.8208 (0.8090) loss_vfl_aux_5: 0.9472 (0.9363) loss_vfl_dn_0: 0.4907 (0.4960) loss_vfl_dn_1: 0.4611 (0.4663) loss_vfl_dn_2: 0.4431 (0.4509) loss_vfl_dn_3: 0.4402 (0.4434) loss_vfl_dn_4: 0.4398 (0.4421) loss_vfl_dn_5: 0.4401 (0.4433) time: 0.4664 data: 0.0138 max mem: 5652 Epoch: [3] [2300/7393] eta: 0:40:02 lr: 0.000010 loss: 20.5869 (20.7262) loss_bbox: 0.2025 (0.2139) loss_bbox_aux_0: 0.2234 (0.2312) loss_bbox_aux_1: 0.2198 (0.2176) loss_bbox_aux_2: 0.2045 (0.2145) loss_bbox_aux_3: 0.2000 (0.2134) loss_bbox_aux_4: 0.2076 (0.2138) loss_bbox_aux_5: 0.2725 (0.2914) loss_bbox_dn_0: 0.3595 (0.4055) loss_bbox_dn_1: 0.2997 (0.3325) loss_bbox_dn_2: 0.2875 (0.3134) loss_bbox_dn_3: 0.2878 (0.3078) loss_bbox_dn_4: 0.2847 (0.3066) loss_bbox_dn_5: 0.2849 (0.3065) loss_giou: 0.6538 (0.5973) loss_giou_aux_0: 0.6725 (0.6321) loss_giou_aux_1: 0.6565 (0.6070) loss_giou_aux_2: 0.6491 (0.6004) loss_giou_aux_3: 0.6474 (0.5979) loss_giou_aux_4: 0.6376 (0.5973) loss_giou_aux_5: 0.7730 (0.7362) loss_giou_dn_0: 0.7797 (0.7729) loss_giou_dn_1: 0.6816 (0.6632) loss_giou_dn_2: 0.6476 (0.6364) loss_giou_dn_3: 0.6390 (0.6283) loss_giou_dn_4: 0.6376 (0.6263) loss_giou_dn_5: 0.6373 (0.6264) loss_vfl: 0.7870 (0.8060) loss_vfl_aux_0: 0.8660 (0.9548) loss_vfl_aux_1: 0.8493 (0.9148) loss_vfl_aux_2: 0.8230 (0.8548) loss_vfl_aux_3: 0.7833 (0.8205) loss_vfl_aux_4: 0.7960 (0.8085) loss_vfl_aux_5: 0.8713 (0.9355) loss_vfl_dn_0: 0.4876 (0.4960) loss_vfl_dn_1: 0.4584 (0.4662) loss_vfl_dn_2: 0.4527 (0.4509) loss_vfl_dn_3: 0.4434 (0.4433) loss_vfl_dn_4: 0.4429 (0.4420) loss_vfl_dn_5: 0.4438 (0.4432) time: 0.4604 data: 0.0139 max mem: 5652 Epoch: [3] [2400/7393] eta: 0:39:14 lr: 0.000010 loss: 20.7634 (20.7308) loss_bbox: 0.2152 (0.2140) loss_bbox_aux_0: 0.2347 (0.2312) loss_bbox_aux_1: 0.2183 (0.2176) loss_bbox_aux_2: 0.2205 (0.2146) loss_bbox_aux_3: 0.2167 (0.2134) loss_bbox_aux_4: 0.2149 (0.2138) loss_bbox_aux_5: 0.2960 (0.2914) loss_bbox_dn_0: 0.4126 (0.4057) loss_bbox_dn_1: 0.3421 (0.3326) loss_bbox_dn_2: 0.3224 (0.3136) loss_bbox_dn_3: 0.3193 (0.3080) loss_bbox_dn_4: 0.3177 (0.3068) loss_bbox_dn_5: 0.3165 (0.3067) loss_giou: 0.5634 (0.5978) loss_giou_aux_0: 0.5977 (0.6325) loss_giou_aux_1: 0.5749 (0.6075) loss_giou_aux_2: 0.5657 (0.6009) loss_giou_aux_3: 0.5598 (0.5983) loss_giou_aux_4: 0.5634 (0.5978) loss_giou_aux_5: 0.7150 (0.7364) loss_giou_dn_0: 0.7607 (0.7731) loss_giou_dn_1: 0.6468 (0.6635) loss_giou_dn_2: 0.6234 (0.6368) loss_giou_dn_3: 0.6140 (0.6287) loss_giou_dn_4: 0.6109 (0.6267) loss_giou_dn_5: 0.6114 (0.6268) loss_vfl: 0.7963 (0.8057) loss_vfl_aux_0: 0.9573 (0.9546) loss_vfl_aux_1: 0.9213 (0.9144) loss_vfl_aux_2: 0.8395 (0.8543) loss_vfl_aux_3: 0.8214 (0.8203) loss_vfl_aux_4: 0.7937 (0.8083) loss_vfl_aux_5: 0.9336 (0.9356) loss_vfl_dn_0: 0.4916 (0.4960) loss_vfl_dn_1: 0.4640 (0.4661) loss_vfl_dn_2: 0.4528 (0.4508) loss_vfl_dn_3: 0.4428 (0.4433) loss_vfl_dn_4: 0.4413 (0.4420) loss_vfl_dn_5: 0.4423 (0.4432) time: 0.4643 data: 0.0138 max mem: 5652 Epoch: [3] [2500/7393] eta: 0:38:26 lr: 0.000010 loss: 20.9402 (20.7192) loss_bbox: 0.2085 (0.2136) loss_bbox_aux_0: 0.2365 (0.2310) loss_bbox_aux_1: 0.2195 (0.2172) loss_bbox_aux_2: 0.2095 (0.2142) loss_bbox_aux_3: 0.2073 (0.2130) loss_bbox_aux_4: 0.2085 (0.2134) loss_bbox_aux_5: 0.2913 (0.2911) loss_bbox_dn_0: 0.4292 (0.4055) loss_bbox_dn_1: 0.3636 (0.3324) loss_bbox_dn_2: 0.3415 (0.3133) loss_bbox_dn_3: 0.3325 (0.3078) loss_bbox_dn_4: 0.3325 (0.3065) loss_bbox_dn_5: 0.3318 (0.3064) loss_giou: 0.6275 (0.5972) loss_giou_aux_0: 0.6576 (0.6320) loss_giou_aux_1: 0.6426 (0.6070) loss_giou_aux_2: 0.6269 (0.6004) loss_giou_aux_3: 0.6245 (0.5978) loss_giou_aux_4: 0.6290 (0.5972) loss_giou_aux_5: 0.7587 (0.7355) loss_giou_dn_0: 0.7724 (0.7726) loss_giou_dn_1: 0.6665 (0.6631) loss_giou_dn_2: 0.6478 (0.6364) loss_giou_dn_3: 0.6416 (0.6283) loss_giou_dn_4: 0.6398 (0.6263) loss_giou_dn_5: 0.6395 (0.6264) loss_vfl: 0.8022 (0.8055) loss_vfl_aux_0: 0.9344 (0.9544) loss_vfl_aux_1: 0.8999 (0.9141) loss_vfl_aux_2: 0.8467 (0.8540) loss_vfl_aux_3: 0.7896 (0.8200) loss_vfl_aux_4: 0.8058 (0.8082) loss_vfl_aux_5: 0.9040 (0.9358) loss_vfl_dn_0: 0.4954 (0.4961) loss_vfl_dn_1: 0.4571 (0.4661) loss_vfl_dn_2: 0.4429 (0.4508) loss_vfl_dn_3: 0.4397 (0.4433) loss_vfl_dn_4: 0.4404 (0.4420) loss_vfl_dn_5: 0.4411 (0.4433) time: 0.4526 data: 0.0141 max mem: 5652 Epoch: [3] [2600/7393] eta: 0:37:39 lr: 0.000010 loss: 20.4587 (20.7082) loss_bbox: 0.2111 (0.2135) loss_bbox_aux_0: 0.2282 (0.2310) loss_bbox_aux_1: 0.2087 (0.2170) loss_bbox_aux_2: 0.2086 (0.2141) loss_bbox_aux_3: 0.2127 (0.2130) loss_bbox_aux_4: 0.2112 (0.2133) loss_bbox_aux_5: 0.2893 (0.2908) loss_bbox_dn_0: 0.4025 (0.4051) loss_bbox_dn_1: 0.3249 (0.3320) loss_bbox_dn_2: 0.3059 (0.3129) loss_bbox_dn_3: 0.3016 (0.3074) loss_bbox_dn_4: 0.3028 (0.3061) loss_bbox_dn_5: 0.3025 (0.3060) loss_giou: 0.5453 (0.5967) loss_giou_aux_0: 0.5720 (0.6314) loss_giou_aux_1: 0.5446 (0.6063) loss_giou_aux_2: 0.5548 (0.5999) loss_giou_aux_3: 0.5466 (0.5972) loss_giou_aux_4: 0.5448 (0.5967) loss_giou_aux_5: 0.6645 (0.7346) loss_giou_dn_0: 0.7443 (0.7721) loss_giou_dn_1: 0.6385 (0.6625) loss_giou_dn_2: 0.6165 (0.6358) loss_giou_dn_3: 0.6099 (0.6277) loss_giou_dn_4: 0.6100 (0.6257) loss_giou_dn_5: 0.6100 (0.6258) loss_vfl: 0.8081 (0.8056) loss_vfl_aux_0: 0.9289 (0.9543) loss_vfl_aux_1: 0.9148 (0.9141) loss_vfl_aux_2: 0.8705 (0.8538) loss_vfl_aux_3: 0.8431 (0.8200) loss_vfl_aux_4: 0.8149 (0.8082) loss_vfl_aux_5: 0.9059 (0.9359) loss_vfl_dn_0: 0.4974 (0.4962) loss_vfl_dn_1: 0.4705 (0.4662) loss_vfl_dn_2: 0.4500 (0.4508) loss_vfl_dn_3: 0.4442 (0.4433) loss_vfl_dn_4: 0.4453 (0.4420) loss_vfl_dn_5: 0.4455 (0.4433) time: 0.4730 data: 0.0143 max mem: 5652 Epoch: [3] [2700/7393] eta: 0:36:51 lr: 0.000010 loss: 20.8201 (20.7053) loss_bbox: 0.2210 (0.2137) loss_bbox_aux_0: 0.2349 (0.2312) loss_bbox_aux_1: 0.2272 (0.2173) loss_bbox_aux_2: 0.2290 (0.2144) loss_bbox_aux_3: 0.2168 (0.2132) loss_bbox_aux_4: 0.2212 (0.2135) loss_bbox_aux_5: 0.2879 (0.2910) loss_bbox_dn_0: 0.4232 (0.4055) loss_bbox_dn_1: 0.3413 (0.3324) loss_bbox_dn_2: 0.3185 (0.3133) loss_bbox_dn_3: 0.3096 (0.3078) loss_bbox_dn_4: 0.3055 (0.3065) loss_bbox_dn_5: 0.3041 (0.3064) loss_giou: 0.5240 (0.5965) loss_giou_aux_0: 0.5607 (0.6312) loss_giou_aux_1: 0.5338 (0.6063) loss_giou_aux_2: 0.5104 (0.5998) loss_giou_aux_3: 0.5207 (0.5972) loss_giou_aux_4: 0.5242 (0.5966) loss_giou_aux_5: 0.6644 (0.7344) loss_giou_dn_0: 0.7366 (0.7718) loss_giou_dn_1: 0.6191 (0.6623) loss_giou_dn_2: 0.5929 (0.6356) loss_giou_dn_3: 0.5849 (0.6275) loss_giou_dn_4: 0.5819 (0.6255) loss_giou_dn_5: 0.5818 (0.6256) loss_vfl: 0.7773 (0.8050) loss_vfl_aux_0: 0.9853 (0.9540) loss_vfl_aux_1: 0.9180 (0.9134) loss_vfl_aux_2: 0.8325 (0.8532) loss_vfl_aux_3: 0.8339 (0.8194) loss_vfl_aux_4: 0.7953 (0.8077) loss_vfl_aux_5: 0.9537 (0.9356) loss_vfl_dn_0: 0.5004 (0.4961) loss_vfl_dn_1: 0.4576 (0.4660) loss_vfl_dn_2: 0.4459 (0.4506) loss_vfl_dn_3: 0.4420 (0.4431) loss_vfl_dn_4: 0.4383 (0.4418) loss_vfl_dn_5: 0.4364 (0.4430) time: 0.4611 data: 0.0137 max mem: 5652 Epoch: [3] [2800/7393] eta: 0:36:12 lr: 0.000010 loss: 20.8279 (20.6948) loss_bbox: 0.1843 (0.2134) loss_bbox_aux_0: 0.2091 (0.2309) loss_bbox_aux_1: 0.1947 (0.2170) loss_bbox_aux_2: 0.1977 (0.2140) loss_bbox_aux_3: 0.1922 (0.2129) loss_bbox_aux_4: 0.1875 (0.2131) loss_bbox_aux_5: 0.2854 (0.2909) loss_bbox_dn_0: 0.4244 (0.4054) loss_bbox_dn_1: 0.3476 (0.3321) loss_bbox_dn_2: 0.3108 (0.3130) loss_bbox_dn_3: 0.2992 (0.3075) loss_bbox_dn_4: 0.2987 (0.3062) loss_bbox_dn_5: 0.2988 (0.3060) loss_giou: 0.5326 (0.5957) loss_giou_aux_0: 0.5684 (0.6304) loss_giou_aux_1: 0.5397 (0.6054) loss_giou_aux_2: 0.5338 (0.5990) loss_giou_aux_3: 0.5260 (0.5963) loss_giou_aux_4: 0.5259 (0.5957) loss_giou_aux_5: 0.6722 (0.7336) loss_giou_dn_0: 0.7360 (0.7713) loss_giou_dn_1: 0.6198 (0.6619) loss_giou_dn_2: 0.5924 (0.6352) loss_giou_dn_3: 0.5860 (0.6271) loss_giou_dn_4: 0.5847 (0.6251) loss_giou_dn_5: 0.5845 (0.6252) loss_vfl: 0.8075 (0.8053) loss_vfl_aux_0: 0.9918 (0.9543) loss_vfl_aux_1: 0.9510 (0.9138) loss_vfl_aux_2: 0.8635 (0.8536) loss_vfl_aux_3: 0.8297 (0.8198) loss_vfl_aux_4: 0.8292 (0.8081) loss_vfl_aux_5: 0.9447 (0.9358) loss_vfl_dn_0: 0.4907 (0.4961) loss_vfl_dn_1: 0.4645 (0.4659) loss_vfl_dn_2: 0.4517 (0.4505) loss_vfl_dn_3: 0.4395 (0.4429) loss_vfl_dn_4: 0.4385 (0.4417) loss_vfl_dn_5: 0.4397 (0.4429) time: 0.4566 data: 0.0138 max mem: 5652 Epoch: [3] [2900/7393] eta: 0:35:24 lr: 0.000010 loss: 20.6824 (20.6912) loss_bbox: 0.2042 (0.2132) loss_bbox_aux_0: 0.2237 (0.2307) loss_bbox_aux_1: 0.1998 (0.2168) loss_bbox_aux_2: 0.2020 (0.2138) loss_bbox_aux_3: 0.2045 (0.2127) loss_bbox_aux_4: 0.2042 (0.2129) loss_bbox_aux_5: 0.2633 (0.2904) loss_bbox_dn_0: 0.3857 (0.4049) loss_bbox_dn_1: 0.3082 (0.3317) loss_bbox_dn_2: 0.2930 (0.3127) loss_bbox_dn_3: 0.2953 (0.3071) loss_bbox_dn_4: 0.2947 (0.3058) loss_bbox_dn_5: 0.2942 (0.3057) loss_giou: 0.5912 (0.5960) loss_giou_aux_0: 0.6632 (0.6307) loss_giou_aux_1: 0.6066 (0.6057) loss_giou_aux_2: 0.5914 (0.5992) loss_giou_aux_3: 0.5901 (0.5966) loss_giou_aux_4: 0.6110 (0.5960) loss_giou_aux_5: 0.7625 (0.7336) loss_giou_dn_0: 0.7723 (0.7712) loss_giou_dn_1: 0.6713 (0.6619) loss_giou_dn_2: 0.6417 (0.6352) loss_giou_dn_3: 0.6363 (0.6272) loss_giou_dn_4: 0.6339 (0.6251) loss_giou_dn_5: 0.6338 (0.6252) loss_vfl: 0.7551 (0.8051) loss_vfl_aux_0: 0.9234 (0.9542) loss_vfl_aux_1: 0.8986 (0.9134) loss_vfl_aux_2: 0.8552 (0.8535) loss_vfl_aux_3: 0.7886 (0.8196) loss_vfl_aux_4: 0.7529 (0.8079) loss_vfl_aux_5: 0.8960 (0.9358) loss_vfl_dn_0: 0.4917 (0.4960) loss_vfl_dn_1: 0.4599 (0.4659) loss_vfl_dn_2: 0.4467 (0.4504) loss_vfl_dn_3: 0.4348 (0.4429) loss_vfl_dn_4: 0.4355 (0.4416) loss_vfl_dn_5: 0.4366 (0.4428) time: 0.4595 data: 0.0138 max mem: 5652 Epoch: [3] [3000/7393] eta: 0:34:35 lr: 0.000010 loss: 20.1768 (20.6887) loss_bbox: 0.2048 (0.2132) loss_bbox_aux_0: 0.2185 (0.2306) loss_bbox_aux_1: 0.2075 (0.2169) loss_bbox_aux_2: 0.2032 (0.2138) loss_bbox_aux_3: 0.2060 (0.2127) loss_bbox_aux_4: 0.2066 (0.2129) loss_bbox_aux_5: 0.2664 (0.2903) loss_bbox_dn_0: 0.3913 (0.4050) loss_bbox_dn_1: 0.3064 (0.3319) loss_bbox_dn_2: 0.2926 (0.3128) loss_bbox_dn_3: 0.2885 (0.3073) loss_bbox_dn_4: 0.2867 (0.3059) loss_bbox_dn_5: 0.2859 (0.3058) loss_giou: 0.5759 (0.5956) loss_giou_aux_0: 0.6102 (0.6302) loss_giou_aux_1: 0.5864 (0.6053) loss_giou_aux_2: 0.5779 (0.5988) loss_giou_aux_3: 0.5772 (0.5962) loss_giou_aux_4: 0.5753 (0.5956) loss_giou_aux_5: 0.7122 (0.7330) loss_giou_dn_0: 0.7611 (0.7710) loss_giou_dn_1: 0.6489 (0.6617) loss_giou_dn_2: 0.6205 (0.6350) loss_giou_dn_3: 0.6108 (0.6270) loss_giou_dn_4: 0.6081 (0.6250) loss_giou_dn_5: 0.6075 (0.6250) loss_vfl: 0.7737 (0.8053) loss_vfl_aux_0: 0.9315 (0.9546) loss_vfl_aux_1: 0.8759 (0.9136) loss_vfl_aux_2: 0.8223 (0.8535) loss_vfl_aux_3: 0.7699 (0.8198) loss_vfl_aux_4: 0.7563 (0.8081) loss_vfl_aux_5: 0.9357 (0.9360) loss_vfl_dn_0: 0.4929 (0.4961) loss_vfl_dn_1: 0.4582 (0.4658) loss_vfl_dn_2: 0.4450 (0.4504) loss_vfl_dn_3: 0.4360 (0.4429) loss_vfl_dn_4: 0.4337 (0.4415) loss_vfl_dn_5: 0.4348 (0.4427) time: 0.4717 data: 0.0144 max mem: 5652 Epoch: [3] [3100/7393] eta: 0:34:12 lr: 0.000010 loss: 20.6801 (20.6850) loss_bbox: 0.1964 (0.2130) loss_bbox_aux_0: 0.2133 (0.2303) loss_bbox_aux_1: 0.1984 (0.2167) loss_bbox_aux_2: 0.1974 (0.2137) loss_bbox_aux_3: 0.1976 (0.2125) loss_bbox_aux_4: 0.1949 (0.2128) loss_bbox_aux_5: 0.2781 (0.2900) loss_bbox_dn_0: 0.3822 (0.4048) loss_bbox_dn_1: 0.3070 (0.3317) loss_bbox_dn_2: 0.2880 (0.3126) loss_bbox_dn_3: 0.2814 (0.3070) loss_bbox_dn_4: 0.2812 (0.3057) loss_bbox_dn_5: 0.2813 (0.3055) loss_giou: 0.6025 (0.5955) loss_giou_aux_0: 0.6368 (0.6301) loss_giou_aux_1: 0.6063 (0.6053) loss_giou_aux_2: 0.6048 (0.5988) loss_giou_aux_3: 0.6040 (0.5962) loss_giou_aux_4: 0.6059 (0.5956) loss_giou_aux_5: 0.7349 (0.7329) loss_giou_dn_0: 0.7704 (0.7710) loss_giou_dn_1: 0.6553 (0.6617) loss_giou_dn_2: 0.6380 (0.6350) loss_giou_dn_3: 0.6281 (0.6269) loss_giou_dn_4: 0.6272 (0.6249) loss_giou_dn_5: 0.6264 (0.6250) loss_vfl: 0.7817 (0.8054) loss_vfl_aux_0: 0.9088 (0.9544) loss_vfl_aux_1: 0.8729 (0.9134) loss_vfl_aux_2: 0.8419 (0.8536) loss_vfl_aux_3: 0.7930 (0.8198) loss_vfl_aux_4: 0.7786 (0.8082) loss_vfl_aux_5: 0.9177 (0.9359) loss_vfl_dn_0: 0.4927 (0.4961) loss_vfl_dn_1: 0.4605 (0.4658) loss_vfl_dn_2: 0.4409 (0.4504) loss_vfl_dn_3: 0.4331 (0.4429) loss_vfl_dn_4: 0.4304 (0.4415) loss_vfl_dn_5: 0.4323 (0.4427) time: 0.4706 data: 0.0139 max mem: 5652 Epoch: [3] [3200/7393] eta: 0:33:23 lr: 0.000010 loss: 20.2810 (20.6846) loss_bbox: 0.1986 (0.2131) loss_bbox_aux_0: 0.2166 (0.2305) loss_bbox_aux_1: 0.1950 (0.2169) loss_bbox_aux_2: 0.1978 (0.2138) loss_bbox_aux_3: 0.1966 (0.2127) loss_bbox_aux_4: 0.1962 (0.2129) loss_bbox_aux_5: 0.2823 (0.2900) loss_bbox_dn_0: 0.3443 (0.4051) loss_bbox_dn_1: 0.2839 (0.3319) loss_bbox_dn_2: 0.2661 (0.3128) loss_bbox_dn_3: 0.2577 (0.3073) loss_bbox_dn_4: 0.2583 (0.3059) loss_bbox_dn_5: 0.2586 (0.3057) loss_giou: 0.5838 (0.5954) loss_giou_aux_0: 0.6067 (0.6300) loss_giou_aux_1: 0.5828 (0.6051) loss_giou_aux_2: 0.5782 (0.5987) loss_giou_aux_3: 0.5876 (0.5961) loss_giou_aux_4: 0.5846 (0.5955) loss_giou_aux_5: 0.7060 (0.7326) loss_giou_dn_0: 0.7637 (0.7709) loss_giou_dn_1: 0.6389 (0.6614) loss_giou_dn_2: 0.6081 (0.6347) loss_giou_dn_3: 0.6004 (0.6267) loss_giou_dn_4: 0.5959 (0.6246) loss_giou_dn_5: 0.5962 (0.6247) loss_vfl: 0.7715 (0.8054) loss_vfl_aux_0: 0.9517 (0.9544) loss_vfl_aux_1: 0.8957 (0.9134) loss_vfl_aux_2: 0.8287 (0.8534) loss_vfl_aux_3: 0.7958 (0.8196) loss_vfl_aux_4: 0.7783 (0.8081) loss_vfl_aux_5: 0.9492 (0.9359) loss_vfl_dn_0: 0.4973 (0.4961) loss_vfl_dn_1: 0.4617 (0.4658) loss_vfl_dn_2: 0.4444 (0.4504) loss_vfl_dn_3: 0.4378 (0.4428) loss_vfl_dn_4: 0.4368 (0.4415) loss_vfl_dn_5: 0.4356 (0.4426) time: 0.4696 data: 0.0141 max mem: 5652 Epoch: [3] [3300/7393] eta: 0:32:34 lr: 0.000010 loss: 20.6764 (20.6792) loss_bbox: 0.2039 (0.2133) loss_bbox_aux_0: 0.2254 (0.2307) loss_bbox_aux_1: 0.2163 (0.2171) loss_bbox_aux_2: 0.2146 (0.2140) loss_bbox_aux_3: 0.2066 (0.2129) loss_bbox_aux_4: 0.2029 (0.2131) loss_bbox_aux_5: 0.2764 (0.2901) loss_bbox_dn_0: 0.3580 (0.4053) loss_bbox_dn_1: 0.2814 (0.3319) loss_bbox_dn_2: 0.2665 (0.3128) loss_bbox_dn_3: 0.2608 (0.3072) loss_bbox_dn_4: 0.2582 (0.3059) loss_bbox_dn_5: 0.2563 (0.3057) loss_giou: 0.5635 (0.5953) loss_giou_aux_0: 0.6211 (0.6298) loss_giou_aux_1: 0.5888 (0.6050) loss_giou_aux_2: 0.5736 (0.5985) loss_giou_aux_3: 0.5661 (0.5959) loss_giou_aux_4: 0.5681 (0.5953) loss_giou_aux_5: 0.7044 (0.7322) loss_giou_dn_0: 0.7748 (0.7707) loss_giou_dn_1: 0.6588 (0.6612) loss_giou_dn_2: 0.6313 (0.6344) loss_giou_dn_3: 0.6212 (0.6263) loss_giou_dn_4: 0.6204 (0.6243) loss_giou_dn_5: 0.6212 (0.6244) loss_vfl: 0.7262 (0.8050) loss_vfl_aux_0: 0.9268 (0.9540) loss_vfl_aux_1: 0.8540 (0.9128) loss_vfl_aux_2: 0.7917 (0.8530) loss_vfl_aux_3: 0.7461 (0.8193) loss_vfl_aux_4: 0.7390 (0.8078) loss_vfl_aux_5: 0.8993 (0.9356) loss_vfl_dn_0: 0.4861 (0.4960) loss_vfl_dn_1: 0.4596 (0.4657) loss_vfl_dn_2: 0.4438 (0.4502) loss_vfl_dn_3: 0.4378 (0.4427) loss_vfl_dn_4: 0.4371 (0.4414) loss_vfl_dn_5: 0.4355 (0.4425) time: 0.4656 data: 0.0133 max mem: 5652 Epoch: [3] [3400/7393] eta: 0:31:45 lr: 0.000010 loss: 19.7900 (20.6674) loss_bbox: 0.1913 (0.2134) loss_bbox_aux_0: 0.2136 (0.2307) loss_bbox_aux_1: 0.2034 (0.2172) loss_bbox_aux_2: 0.1953 (0.2141) loss_bbox_aux_3: 0.1923 (0.2129) loss_bbox_aux_4: 0.1929 (0.2131) loss_bbox_aux_5: 0.2687 (0.2900) loss_bbox_dn_0: 0.3935 (0.4053) loss_bbox_dn_1: 0.3260 (0.3319) loss_bbox_dn_2: 0.3081 (0.3128) loss_bbox_dn_3: 0.3003 (0.3073) loss_bbox_dn_4: 0.2998 (0.3059) loss_bbox_dn_5: 0.2999 (0.3057) loss_giou: 0.5318 (0.5946) loss_giou_aux_0: 0.5576 (0.6290) loss_giou_aux_1: 0.5459 (0.6042) loss_giou_aux_2: 0.5382 (0.5978) loss_giou_aux_3: 0.5298 (0.5952) loss_giou_aux_4: 0.5299 (0.5945) loss_giou_aux_5: 0.6648 (0.7312) loss_giou_dn_0: 0.7476 (0.7703) loss_giou_dn_1: 0.6267 (0.6607) loss_giou_dn_2: 0.6034 (0.6339) loss_giou_dn_3: 0.5923 (0.6258) loss_giou_dn_4: 0.5883 (0.6238) loss_giou_dn_5: 0.5869 (0.6239) loss_vfl: 0.7925 (0.8046) loss_vfl_aux_0: 0.9386 (0.9536) loss_vfl_aux_1: 0.8963 (0.9122) loss_vfl_aux_2: 0.8226 (0.8524) loss_vfl_aux_3: 0.8092 (0.8188) loss_vfl_aux_4: 0.8052 (0.8074) loss_vfl_aux_5: 0.9227 (0.9354) loss_vfl_dn_0: 0.4903 (0.4960) loss_vfl_dn_1: 0.4524 (0.4656) loss_vfl_dn_2: 0.4407 (0.4501) loss_vfl_dn_3: 0.4356 (0.4426) loss_vfl_dn_4: 0.4296 (0.4412) loss_vfl_dn_5: 0.4340 (0.4423) time: 0.4646 data: 0.0139 max mem: 5652 Epoch: [3] [3500/7393] eta: 0:30:56 lr: 0.000010 loss: 20.4254 (20.6536) loss_bbox: 0.1903 (0.2133) loss_bbox_aux_0: 0.2088 (0.2305) loss_bbox_aux_1: 0.1903 (0.2170) loss_bbox_aux_2: 0.1861 (0.2140) loss_bbox_aux_3: 0.1895 (0.2128) loss_bbox_aux_4: 0.1953 (0.2130) loss_bbox_aux_5: 0.2777 (0.2897) loss_bbox_dn_0: 0.4174 (0.4050) loss_bbox_dn_1: 0.3182 (0.3316) loss_bbox_dn_2: 0.2873 (0.3126) loss_bbox_dn_3: 0.2784 (0.3070) loss_bbox_dn_4: 0.2723 (0.3056) loss_bbox_dn_5: 0.2709 (0.3054) loss_giou: 0.5172 (0.5937) loss_giou_aux_0: 0.5647 (0.6280) loss_giou_aux_1: 0.5284 (0.6033) loss_giou_aux_2: 0.5000 (0.5969) loss_giou_aux_3: 0.5211 (0.5943) loss_giou_aux_4: 0.5303 (0.5936) loss_giou_aux_5: 0.6347 (0.7300) loss_giou_dn_0: 0.7093 (0.7696) loss_giou_dn_1: 0.6104 (0.6600) loss_giou_dn_2: 0.5834 (0.6333) loss_giou_dn_3: 0.5722 (0.6252) loss_giou_dn_4: 0.5674 (0.6232) loss_giou_dn_5: 0.5669 (0.6232) loss_vfl: 0.7980 (0.8046) loss_vfl_aux_0: 0.9492 (0.9536) loss_vfl_aux_1: 0.9047 (0.9121) loss_vfl_aux_2: 0.8280 (0.8523) loss_vfl_aux_3: 0.7882 (0.8187) loss_vfl_aux_4: 0.8054 (0.8074) loss_vfl_aux_5: 0.9820 (0.9356) loss_vfl_dn_0: 0.5001 (0.4960) loss_vfl_dn_1: 0.4692 (0.4655) loss_vfl_dn_2: 0.4518 (0.4500) loss_vfl_dn_3: 0.4467 (0.4425) loss_vfl_dn_4: 0.4419 (0.4412) loss_vfl_dn_5: 0.4466 (0.4423) time: 0.4629 data: 0.0139 max mem: 5652 Epoch: [3] [3600/7393] eta: 0:30:07 lr: 0.000010 loss: 20.4160 (20.6455) loss_bbox: 0.2069 (0.2132) loss_bbox_aux_0: 0.2136 (0.2304) loss_bbox_aux_1: 0.2179 (0.2169) loss_bbox_aux_2: 0.2092 (0.2139) loss_bbox_aux_3: 0.2077 (0.2127) loss_bbox_aux_4: 0.2088 (0.2129) loss_bbox_aux_5: 0.2728 (0.2895) loss_bbox_dn_0: 0.3554 (0.4048) loss_bbox_dn_1: 0.2935 (0.3314) loss_bbox_dn_2: 0.2796 (0.3124) loss_bbox_dn_3: 0.2748 (0.3068) loss_bbox_dn_4: 0.2745 (0.3054) loss_bbox_dn_5: 0.2750 (0.3052) loss_giou: 0.6089 (0.5935) loss_giou_aux_0: 0.6385 (0.6278) loss_giou_aux_1: 0.6041 (0.6031) loss_giou_aux_2: 0.6013 (0.5967) loss_giou_aux_3: 0.5967 (0.5940) loss_giou_aux_4: 0.6080 (0.5934) loss_giou_aux_5: 0.7485 (0.7297) loss_giou_dn_0: 0.7774 (0.7693) loss_giou_dn_1: 0.6671 (0.6598) loss_giou_dn_2: 0.6390 (0.6331) loss_giou_dn_3: 0.6305 (0.6250) loss_giou_dn_4: 0.6281 (0.6230) loss_giou_dn_5: 0.6273 (0.6231) loss_vfl: 0.7376 (0.8042) loss_vfl_aux_0: 0.9055 (0.9532) loss_vfl_aux_1: 0.8700 (0.9115) loss_vfl_aux_2: 0.8251 (0.8519) loss_vfl_aux_3: 0.7596 (0.8184) loss_vfl_aux_4: 0.7470 (0.8071) loss_vfl_aux_5: 0.8994 (0.9354) loss_vfl_dn_0: 0.4895 (0.4960) loss_vfl_dn_1: 0.4530 (0.4654) loss_vfl_dn_2: 0.4370 (0.4499) loss_vfl_dn_3: 0.4299 (0.4423) loss_vfl_dn_4: 0.4280 (0.4410) loss_vfl_dn_5: 0.4340 (0.4421) time: 0.4625 data: 0.0144 max mem: 5652 Epoch: [3] [3700/7393] eta: 0:29:19 lr: 0.000010 loss: 20.5788 (20.6447) loss_bbox: 0.1986 (0.2131) loss_bbox_aux_0: 0.2098 (0.2303) loss_bbox_aux_1: 0.1908 (0.2169) loss_bbox_aux_2: 0.1992 (0.2139) loss_bbox_aux_3: 0.2015 (0.2126) loss_bbox_aux_4: 0.1990 (0.2129) loss_bbox_aux_5: 0.2688 (0.2895) loss_bbox_dn_0: 0.3820 (0.4053) loss_bbox_dn_1: 0.3146 (0.3318) loss_bbox_dn_2: 0.2974 (0.3128) loss_bbox_dn_3: 0.2922 (0.3072) loss_bbox_dn_4: 0.2904 (0.3058) loss_bbox_dn_5: 0.2878 (0.3055) loss_giou: 0.6004 (0.5926) loss_giou_aux_0: 0.6252 (0.6269) loss_giou_aux_1: 0.5903 (0.6022) loss_giou_aux_2: 0.6014 (0.5958) loss_giou_aux_3: 0.6001 (0.5931) loss_giou_aux_4: 0.5967 (0.5926) loss_giou_aux_5: 0.7256 (0.7288) loss_giou_dn_0: 0.7693 (0.7690) loss_giou_dn_1: 0.6597 (0.6594) loss_giou_dn_2: 0.6312 (0.6328) loss_giou_dn_3: 0.6243 (0.6247) loss_giou_dn_4: 0.6225 (0.6227) loss_giou_dn_5: 0.6214 (0.6227) loss_vfl: 0.8115 (0.8050) loss_vfl_aux_0: 0.9554 (0.9540) loss_vfl_aux_1: 0.9277 (0.9123) loss_vfl_aux_2: 0.8534 (0.8525) loss_vfl_aux_3: 0.8184 (0.8193) loss_vfl_aux_4: 0.8252 (0.8078) loss_vfl_aux_5: 0.9266 (0.9362) loss_vfl_dn_0: 0.4900 (0.4961) loss_vfl_dn_1: 0.4621 (0.4654) loss_vfl_dn_2: 0.4529 (0.4499) loss_vfl_dn_3: 0.4444 (0.4423) loss_vfl_dn_4: 0.4440 (0.4410) loss_vfl_dn_5: 0.4460 (0.4421) time: 0.4693 data: 0.0137 max mem: 5652 Epoch: [3] [3800/7393] eta: 0:28:30 lr: 0.000010 loss: 20.8625 (20.6437) loss_bbox: 0.2238 (0.2133) loss_bbox_aux_0: 0.2368 (0.2304) loss_bbox_aux_1: 0.2153 (0.2170) loss_bbox_aux_2: 0.2128 (0.2140) loss_bbox_aux_3: 0.2243 (0.2127) loss_bbox_aux_4: 0.2166 (0.2130) loss_bbox_aux_5: 0.2857 (0.2894) loss_bbox_dn_0: 0.4381 (0.4054) loss_bbox_dn_1: 0.3599 (0.3320) loss_bbox_dn_2: 0.3299 (0.3130) loss_bbox_dn_3: 0.3257 (0.3073) loss_bbox_dn_4: 0.3235 (0.3059) loss_bbox_dn_5: 0.3234 (0.3057) loss_giou: 0.5537 (0.5923) loss_giou_aux_0: 0.5925 (0.6266) loss_giou_aux_1: 0.5592 (0.6018) loss_giou_aux_2: 0.5531 (0.5954) loss_giou_aux_3: 0.5541 (0.5928) loss_giou_aux_4: 0.5547 (0.5922) loss_giou_aux_5: 0.6895 (0.7283) loss_giou_dn_0: 0.7492 (0.7687) loss_giou_dn_1: 0.6463 (0.6592) loss_giou_dn_2: 0.6134 (0.6325) loss_giou_dn_3: 0.6044 (0.6245) loss_giou_dn_4: 0.6036 (0.6224) loss_giou_dn_5: 0.6022 (0.6225) loss_vfl: 0.8478 (0.8052) loss_vfl_aux_0: 0.9854 (0.9541) loss_vfl_aux_1: 0.9560 (0.9125) loss_vfl_aux_2: 0.8710 (0.8527) loss_vfl_aux_3: 0.8533 (0.8194) loss_vfl_aux_4: 0.8301 (0.8080) loss_vfl_aux_5: 0.9639 (0.9362) loss_vfl_dn_0: 0.5129 (0.4962) loss_vfl_dn_1: 0.4712 (0.4655) loss_vfl_dn_2: 0.4516 (0.4499) loss_vfl_dn_3: 0.4431 (0.4424) loss_vfl_dn_4: 0.4405 (0.4411) loss_vfl_dn_5: 0.4449 (0.4422) time: 0.4576 data: 0.0141 max mem: 5652 Epoch: [3] [3900/7393] eta: 0:27:42 lr: 0.000010 loss: 20.4194 (20.6423) loss_bbox: 0.1922 (0.2132) loss_bbox_aux_0: 0.2161 (0.2304) loss_bbox_aux_1: 0.2072 (0.2169) loss_bbox_aux_2: 0.1984 (0.2139) loss_bbox_aux_3: 0.1969 (0.2127) loss_bbox_aux_4: 0.1925 (0.2130) loss_bbox_aux_5: 0.2692 (0.2893) loss_bbox_dn_0: 0.3708 (0.4054) loss_bbox_dn_1: 0.2962 (0.3319) loss_bbox_dn_2: 0.2801 (0.3129) loss_bbox_dn_3: 0.2742 (0.3073) loss_bbox_dn_4: 0.2716 (0.3058) loss_bbox_dn_5: 0.2708 (0.3056) loss_giou: 0.5721 (0.5925) loss_giou_aux_0: 0.6229 (0.6269) loss_giou_aux_1: 0.5953 (0.6020) loss_giou_aux_2: 0.5852 (0.5957) loss_giou_aux_3: 0.5772 (0.5930) loss_giou_aux_4: 0.5750 (0.5924) loss_giou_aux_5: 0.7037 (0.7283) loss_giou_dn_0: 0.7623 (0.7688) loss_giou_dn_1: 0.6509 (0.6592) loss_giou_dn_2: 0.6234 (0.6326) loss_giou_dn_3: 0.6167 (0.6245) loss_giou_dn_4: 0.6141 (0.6225) loss_giou_dn_5: 0.6145 (0.6225) loss_vfl: 0.7933 (0.8050) loss_vfl_aux_0: 0.9179 (0.9537) loss_vfl_aux_1: 0.9093 (0.9122) loss_vfl_aux_2: 0.8466 (0.8523) loss_vfl_aux_3: 0.8155 (0.8192) loss_vfl_aux_4: 0.8001 (0.8076) loss_vfl_aux_5: 0.9194 (0.9359) loss_vfl_dn_0: 0.4858 (0.4961) loss_vfl_dn_1: 0.4654 (0.4655) loss_vfl_dn_2: 0.4521 (0.4499) loss_vfl_dn_3: 0.4416 (0.4424) loss_vfl_dn_4: 0.4403 (0.4410) loss_vfl_dn_5: 0.4456 (0.4422) time: 0.4769 data: 0.0143 max mem: 5652 Epoch: [3] [4000/7393] eta: 0:26:54 lr: 0.000010 loss: 19.9433 (20.6388) loss_bbox: 0.2170 (0.2131) loss_bbox_aux_0: 0.2231 (0.2304) loss_bbox_aux_1: 0.2145 (0.2169) loss_bbox_aux_2: 0.2128 (0.2139) loss_bbox_aux_3: 0.2110 (0.2126) loss_bbox_aux_4: 0.2145 (0.2129) loss_bbox_aux_5: 0.2836 (0.2892) loss_bbox_dn_0: 0.3905 (0.4055) loss_bbox_dn_1: 0.3117 (0.3319) loss_bbox_dn_2: 0.2897 (0.3129) loss_bbox_dn_3: 0.2869 (0.3073) loss_bbox_dn_4: 0.2847 (0.3058) loss_bbox_dn_5: 0.2834 (0.3056) loss_giou: 0.5532 (0.5924) loss_giou_aux_0: 0.5778 (0.6268) loss_giou_aux_1: 0.5572 (0.6019) loss_giou_aux_2: 0.5478 (0.5955) loss_giou_aux_3: 0.5465 (0.5929) loss_giou_aux_4: 0.5582 (0.5923) loss_giou_aux_5: 0.6593 (0.7281) loss_giou_dn_0: 0.7488 (0.7686) loss_giou_dn_1: 0.6306 (0.6590) loss_giou_dn_2: 0.5985 (0.6323) loss_giou_dn_3: 0.5894 (0.6243) loss_giou_dn_4: 0.5891 (0.6222) loss_giou_dn_5: 0.5891 (0.6223) loss_vfl: 0.7599 (0.8050) loss_vfl_aux_0: 0.9350 (0.9537) loss_vfl_aux_1: 0.8822 (0.9120) loss_vfl_aux_2: 0.8012 (0.8522) loss_vfl_aux_3: 0.7822 (0.8192) loss_vfl_aux_4: 0.7579 (0.8077) loss_vfl_aux_5: 0.9313 (0.9359) loss_vfl_dn_0: 0.4973 (0.4961) loss_vfl_dn_1: 0.4563 (0.4654) loss_vfl_dn_2: 0.4350 (0.4498) loss_vfl_dn_3: 0.4293 (0.4422) loss_vfl_dn_4: 0.4297 (0.4409) loss_vfl_dn_5: 0.4291 (0.4421) time: 0.4624 data: 0.0138 max mem: 5652 Epoch: [3] [4100/7393] eta: 0:26:06 lr: 0.000010 loss: 20.1183 (20.6329) loss_bbox: 0.1936 (0.2129) loss_bbox_aux_0: 0.2137 (0.2301) loss_bbox_aux_1: 0.1952 (0.2166) loss_bbox_aux_2: 0.1947 (0.2136) loss_bbox_aux_3: 0.1926 (0.2124) loss_bbox_aux_4: 0.1925 (0.2126) loss_bbox_aux_5: 0.2559 (0.2888) loss_bbox_dn_0: 0.3604 (0.4052) loss_bbox_dn_1: 0.2840 (0.3316) loss_bbox_dn_2: 0.2713 (0.3126) loss_bbox_dn_3: 0.2649 (0.3070) loss_bbox_dn_4: 0.2621 (0.3055) loss_bbox_dn_5: 0.2620 (0.3052) loss_giou: 0.5735 (0.5925) loss_giou_aux_0: 0.6196 (0.6269) loss_giou_aux_1: 0.5836 (0.6019) loss_giou_aux_2: 0.5811 (0.5956) loss_giou_aux_3: 0.5718 (0.5930) loss_giou_aux_4: 0.5764 (0.5924) loss_giou_aux_5: 0.7361 (0.7280) loss_giou_dn_0: 0.7570 (0.7684) loss_giou_dn_1: 0.6512 (0.6588) loss_giou_dn_2: 0.6182 (0.6321) loss_giou_dn_3: 0.6111 (0.6241) loss_giou_dn_4: 0.6068 (0.6220) loss_giou_dn_5: 0.6062 (0.6221) loss_vfl: 0.7628 (0.8049) loss_vfl_aux_0: 0.9235 (0.9538) loss_vfl_aux_1: 0.8827 (0.9120) loss_vfl_aux_2: 0.8209 (0.8521) loss_vfl_aux_3: 0.7894 (0.8191) loss_vfl_aux_4: 0.7672 (0.8075) loss_vfl_aux_5: 0.9030 (0.9358) loss_vfl_dn_0: 0.4938 (0.4961) loss_vfl_dn_1: 0.4583 (0.4653) loss_vfl_dn_2: 0.4431 (0.4497) loss_vfl_dn_3: 0.4353 (0.4421) loss_vfl_dn_4: 0.4327 (0.4408) loss_vfl_dn_5: 0.4360 (0.4419) time: 0.4694 data: 0.0142 max mem: 5652 Epoch: [3] [4200/7393] eta: 0:25:17 lr: 0.000010 loss: 20.1713 (20.6281) loss_bbox: 0.1980 (0.2128) loss_bbox_aux_0: 0.2156 (0.2301) loss_bbox_aux_1: 0.1961 (0.2164) loss_bbox_aux_2: 0.1985 (0.2135) loss_bbox_aux_3: 0.1994 (0.2122) loss_bbox_aux_4: 0.2035 (0.2125) loss_bbox_aux_5: 0.2544 (0.2886) loss_bbox_dn_0: 0.3336 (0.4048) loss_bbox_dn_1: 0.2644 (0.3313) loss_bbox_dn_2: 0.2515 (0.3122) loss_bbox_dn_3: 0.2484 (0.3066) loss_bbox_dn_4: 0.2463 (0.3051) loss_bbox_dn_5: 0.2453 (0.3049) loss_giou: 0.5956 (0.5928) loss_giou_aux_0: 0.6395 (0.6272) loss_giou_aux_1: 0.6260 (0.6022) loss_giou_aux_2: 0.6153 (0.5959) loss_giou_aux_3: 0.6067 (0.5933) loss_giou_aux_4: 0.6002 (0.5927) loss_giou_aux_5: 0.7316 (0.7281) loss_giou_dn_0: 0.7682 (0.7685) loss_giou_dn_1: 0.6659 (0.6589) loss_giou_dn_2: 0.6499 (0.6323) loss_giou_dn_3: 0.6453 (0.6242) loss_giou_dn_4: 0.6453 (0.6222) loss_giou_dn_5: 0.6454 (0.6222) loss_vfl: 0.7659 (0.8044) loss_vfl_aux_0: 0.9180 (0.9532) loss_vfl_aux_1: 0.8762 (0.9116) loss_vfl_aux_2: 0.8155 (0.8516) loss_vfl_aux_3: 0.7587 (0.8186) loss_vfl_aux_4: 0.7590 (0.8070) loss_vfl_aux_5: 0.8919 (0.9352) loss_vfl_dn_0: 0.4840 (0.4959) loss_vfl_dn_1: 0.4606 (0.4651) loss_vfl_dn_2: 0.4442 (0.4495) loss_vfl_dn_3: 0.4331 (0.4420) loss_vfl_dn_4: 0.4312 (0.4406) loss_vfl_dn_5: 0.4337 (0.4418) time: 0.4601 data: 0.0142 max mem: 5652 Epoch: [3] [4300/7393] eta: 0:24:29 lr: 0.000010 loss: 20.5997 (20.6224) loss_bbox: 0.1990 (0.2127) loss_bbox_aux_0: 0.2201 (0.2300) loss_bbox_aux_1: 0.2018 (0.2164) loss_bbox_aux_2: 0.1989 (0.2134) loss_bbox_aux_3: 0.2024 (0.2122) loss_bbox_aux_4: 0.2009 (0.2126) loss_bbox_aux_5: 0.2753 (0.2885) loss_bbox_dn_0: 0.4292 (0.4048) loss_bbox_dn_1: 0.3537 (0.3312) loss_bbox_dn_2: 0.3351 (0.3122) loss_bbox_dn_3: 0.3270 (0.3066) loss_bbox_dn_4: 0.3255 (0.3051) loss_bbox_dn_5: 0.3251 (0.3048) loss_giou: 0.5423 (0.5923) loss_giou_aux_0: 0.5687 (0.6267) loss_giou_aux_1: 0.5565 (0.6017) loss_giou_aux_2: 0.5482 (0.5954) loss_giou_aux_3: 0.5479 (0.5928) loss_giou_aux_4: 0.5464 (0.5923) loss_giou_aux_5: 0.6690 (0.7275) loss_giou_dn_0: 0.7382 (0.7682) loss_giou_dn_1: 0.6288 (0.6585) loss_giou_dn_2: 0.6027 (0.6319) loss_giou_dn_3: 0.5945 (0.6239) loss_giou_dn_4: 0.5909 (0.6218) loss_giou_dn_5: 0.5911 (0.6219) loss_vfl: 0.8026 (0.8044) loss_vfl_aux_0: 0.9766 (0.9533) loss_vfl_aux_1: 0.9383 (0.9120) loss_vfl_aux_2: 0.8776 (0.8518) loss_vfl_aux_3: 0.7995 (0.8186) loss_vfl_aux_4: 0.8062 (0.8069) loss_vfl_aux_5: 0.9299 (0.9354) loss_vfl_dn_0: 0.4963 (0.4959) loss_vfl_dn_1: 0.4583 (0.4650) loss_vfl_dn_2: 0.4438 (0.4495) loss_vfl_dn_3: 0.4325 (0.4419) loss_vfl_dn_4: 0.4299 (0.4406) loss_vfl_dn_5: 0.4343 (0.4417) time: 0.4638 data: 0.0138 max mem: 5652 Epoch: [3] [4400/7393] eta: 0:23:41 lr: 0.000010 loss: 20.0628 (20.6202) loss_bbox: 0.1817 (0.2126) loss_bbox_aux_0: 0.2033 (0.2298) loss_bbox_aux_1: 0.1953 (0.2162) loss_bbox_aux_2: 0.1905 (0.2132) loss_bbox_aux_3: 0.1818 (0.2121) loss_bbox_aux_4: 0.1844 (0.2124) loss_bbox_aux_5: 0.2673 (0.2882) loss_bbox_dn_0: 0.3659 (0.4044) loss_bbox_dn_1: 0.2934 (0.3309) loss_bbox_dn_2: 0.2761 (0.3119) loss_bbox_dn_3: 0.2716 (0.3063) loss_bbox_dn_4: 0.2700 (0.3048) loss_bbox_dn_5: 0.2696 (0.3045) loss_giou: 0.5673 (0.5926) loss_giou_aux_0: 0.6061 (0.6270) loss_giou_aux_1: 0.5704 (0.6020) loss_giou_aux_2: 0.5652 (0.5957) loss_giou_aux_3: 0.5727 (0.5931) loss_giou_aux_4: 0.5670 (0.5926) loss_giou_aux_5: 0.7174 (0.7278) loss_giou_dn_0: 0.7556 (0.7684) loss_giou_dn_1: 0.6368 (0.6587) loss_giou_dn_2: 0.6116 (0.6322) loss_giou_dn_3: 0.6053 (0.6241) loss_giou_dn_4: 0.6019 (0.6221) loss_giou_dn_5: 0.6022 (0.6221) loss_vfl: 0.8194 (0.8043) loss_vfl_aux_0: 0.9361 (0.9529) loss_vfl_aux_1: 0.9329 (0.9116) loss_vfl_aux_2: 0.8571 (0.8515) loss_vfl_aux_3: 0.8079 (0.8184) loss_vfl_aux_4: 0.8172 (0.8067) loss_vfl_aux_5: 0.8947 (0.9348) loss_vfl_dn_0: 0.4925 (0.4958) loss_vfl_dn_1: 0.4647 (0.4650) loss_vfl_dn_2: 0.4477 (0.4494) loss_vfl_dn_3: 0.4436 (0.4418) loss_vfl_dn_4: 0.4403 (0.4405) loss_vfl_dn_5: 0.4404 (0.4416) time: 0.4835 data: 0.0142 max mem: 5652 Epoch: [3] [4500/7393] eta: 0:22:53 lr: 0.000010 loss: 20.2949 (20.6150) loss_bbox: 0.2052 (0.2126) loss_bbox_aux_0: 0.2234 (0.2299) loss_bbox_aux_1: 0.2269 (0.2163) loss_bbox_aux_2: 0.2123 (0.2133) loss_bbox_aux_3: 0.2165 (0.2121) loss_bbox_aux_4: 0.2078 (0.2124) loss_bbox_aux_5: 0.2904 (0.2883) loss_bbox_dn_0: 0.3601 (0.4046) loss_bbox_dn_1: 0.2994 (0.3311) loss_bbox_dn_2: 0.2806 (0.3121) loss_bbox_dn_3: 0.2761 (0.3065) loss_bbox_dn_4: 0.2754 (0.3050) loss_bbox_dn_5: 0.2751 (0.3046) loss_giou: 0.5960 (0.5919) loss_giou_aux_0: 0.6504 (0.6263) loss_giou_aux_1: 0.6287 (0.6014) loss_giou_aux_2: 0.6123 (0.5950) loss_giou_aux_3: 0.6123 (0.5925) loss_giou_aux_4: 0.6035 (0.5919) loss_giou_aux_5: 0.7393 (0.7270) loss_giou_dn_0: 0.7803 (0.7679) loss_giou_dn_1: 0.6686 (0.6582) loss_giou_dn_2: 0.6361 (0.6316) loss_giou_dn_3: 0.6304 (0.6236) loss_giou_dn_4: 0.6304 (0.6215) loss_giou_dn_5: 0.6307 (0.6216) loss_vfl: 0.7557 (0.8045) loss_vfl_aux_0: 0.9209 (0.9532) loss_vfl_aux_1: 0.8384 (0.9117) loss_vfl_aux_2: 0.8066 (0.8517) loss_vfl_aux_3: 0.7696 (0.8186) loss_vfl_aux_4: 0.7635 (0.8070) loss_vfl_aux_5: 0.9069 (0.9351) loss_vfl_dn_0: 0.4995 (0.4959) loss_vfl_dn_1: 0.4668 (0.4649) loss_vfl_dn_2: 0.4520 (0.4493) loss_vfl_dn_3: 0.4408 (0.4418) loss_vfl_dn_4: 0.4390 (0.4405) loss_vfl_dn_5: 0.4392 (0.4416) time: 0.4702 data: 0.0145 max mem: 5652 Epoch: [3] [4600/7393] eta: 0:22:05 lr: 0.000010 loss: 20.1554 (20.6119) loss_bbox: 0.1975 (0.2125) loss_bbox_aux_0: 0.2153 (0.2299) loss_bbox_aux_1: 0.2042 (0.2162) loss_bbox_aux_2: 0.1952 (0.2132) loss_bbox_aux_3: 0.1964 (0.2121) loss_bbox_aux_4: 0.1985 (0.2124) loss_bbox_aux_5: 0.2736 (0.2882) loss_bbox_dn_0: 0.3992 (0.4046) loss_bbox_dn_1: 0.3273 (0.3311) loss_bbox_dn_2: 0.3055 (0.3121) loss_bbox_dn_3: 0.3006 (0.3064) loss_bbox_dn_4: 0.2965 (0.3049) loss_bbox_dn_5: 0.2954 (0.3046) loss_giou: 0.5675 (0.5919) loss_giou_aux_0: 0.6082 (0.6263) loss_giou_aux_1: 0.5896 (0.6014) loss_giou_aux_2: 0.5617 (0.5950) loss_giou_aux_3: 0.5615 (0.5925) loss_giou_aux_4: 0.5605 (0.5920) loss_giou_aux_5: 0.6963 (0.7269) loss_giou_dn_0: 0.7641 (0.7676) loss_giou_dn_1: 0.6518 (0.6581) loss_giou_dn_2: 0.6304 (0.6315) loss_giou_dn_3: 0.6213 (0.6235) loss_giou_dn_4: 0.6189 (0.6214) loss_giou_dn_5: 0.6194 (0.6214) loss_vfl: 0.7728 (0.8044) loss_vfl_aux_0: 0.9488 (0.9530) loss_vfl_aux_1: 0.9138 (0.9116) loss_vfl_aux_2: 0.8289 (0.8515) loss_vfl_aux_3: 0.7977 (0.8185) loss_vfl_aux_4: 0.7837 (0.8068) loss_vfl_aux_5: 0.9475 (0.9352) loss_vfl_dn_0: 0.4957 (0.4959) loss_vfl_dn_1: 0.4568 (0.4648) loss_vfl_dn_2: 0.4420 (0.4492) loss_vfl_dn_3: 0.4333 (0.4417) loss_vfl_dn_4: 0.4305 (0.4403) loss_vfl_dn_5: 0.4315 (0.4415) time: 0.4721 data: 0.0139 max mem: 5652 Epoch: [3] [4700/7393] eta: 0:21:17 lr: 0.000010 loss: 20.7720 (20.6116) loss_bbox: 0.2085 (0.2125) loss_bbox_aux_0: 0.2373 (0.2299) loss_bbox_aux_1: 0.2146 (0.2163) loss_bbox_aux_2: 0.2125 (0.2133) loss_bbox_aux_3: 0.2133 (0.2121) loss_bbox_aux_4: 0.2080 (0.2124) loss_bbox_aux_5: 0.2750 (0.2881) loss_bbox_dn_0: 0.3915 (0.4046) loss_bbox_dn_1: 0.3240 (0.3312) loss_bbox_dn_2: 0.3049 (0.3122) loss_bbox_dn_3: 0.3076 (0.3066) loss_bbox_dn_4: 0.3065 (0.3051) loss_bbox_dn_5: 0.3057 (0.3047) loss_giou: 0.5866 (0.5918) loss_giou_aux_0: 0.6226 (0.6262) loss_giou_aux_1: 0.6196 (0.6014) loss_giou_aux_2: 0.5937 (0.5950) loss_giou_aux_3: 0.5896 (0.5924) loss_giou_aux_4: 0.5920 (0.5919) loss_giou_aux_5: 0.7370 (0.7267) loss_giou_dn_0: 0.7781 (0.7676) loss_giou_dn_1: 0.6573 (0.6581) loss_giou_dn_2: 0.6276 (0.6316) loss_giou_dn_3: 0.6184 (0.6236) loss_giou_dn_4: 0.6149 (0.6215) loss_giou_dn_5: 0.6152 (0.6216) loss_vfl: 0.8022 (0.8044) loss_vfl_aux_0: 0.9364 (0.9527) loss_vfl_aux_1: 0.8694 (0.9112) loss_vfl_aux_2: 0.8231 (0.8514) loss_vfl_aux_3: 0.8134 (0.8185) loss_vfl_aux_4: 0.7948 (0.8068) loss_vfl_aux_5: 0.9155 (0.9349) loss_vfl_dn_0: 0.4923 (0.4958) loss_vfl_dn_1: 0.4595 (0.4647) loss_vfl_dn_2: 0.4474 (0.4492) loss_vfl_dn_3: 0.4428 (0.4416) loss_vfl_dn_4: 0.4437 (0.4403) loss_vfl_dn_5: 0.4447 (0.4414) time: 0.4585 data: 0.0143 max mem: 5652 Epoch: [3] [4800/7393] eta: 0:20:30 lr: 0.000010 loss: 20.5383 (20.6082) loss_bbox: 0.1967 (0.2124) loss_bbox_aux_0: 0.2175 (0.2299) loss_bbox_aux_1: 0.1908 (0.2162) loss_bbox_aux_2: 0.1969 (0.2132) loss_bbox_aux_3: 0.1917 (0.2120) loss_bbox_aux_4: 0.2000 (0.2123) loss_bbox_aux_5: 0.2735 (0.2880) loss_bbox_dn_0: 0.3628 (0.4045) loss_bbox_dn_1: 0.3018 (0.3311) loss_bbox_dn_2: 0.2809 (0.3121) loss_bbox_dn_3: 0.2766 (0.3065) loss_bbox_dn_4: 0.2777 (0.3050) loss_bbox_dn_5: 0.2769 (0.3046) loss_giou: 0.5572 (0.5915) loss_giou_aux_0: 0.5851 (0.6260) loss_giou_aux_1: 0.5382 (0.6011) loss_giou_aux_2: 0.5471 (0.5948) loss_giou_aux_3: 0.5564 (0.5921) loss_giou_aux_4: 0.5619 (0.5916) loss_giou_aux_5: 0.7026 (0.7265) loss_giou_dn_0: 0.7547 (0.7675) loss_giou_dn_1: 0.6430 (0.6581) loss_giou_dn_2: 0.6171 (0.6316) loss_giou_dn_3: 0.6056 (0.6235) loss_giou_dn_4: 0.5997 (0.6215) loss_giou_dn_5: 0.5991 (0.6215) loss_vfl: 0.7960 (0.8046) loss_vfl_aux_0: 0.9586 (0.9524) loss_vfl_aux_1: 0.9205 (0.9111) loss_vfl_aux_2: 0.8757 (0.8514) loss_vfl_aux_3: 0.8056 (0.8186) loss_vfl_aux_4: 0.7997 (0.8070) loss_vfl_aux_5: 0.9236 (0.9347) loss_vfl_dn_0: 0.4922 (0.4958) loss_vfl_dn_1: 0.4626 (0.4647) loss_vfl_dn_2: 0.4490 (0.4492) loss_vfl_dn_3: 0.4424 (0.4416) loss_vfl_dn_4: 0.4478 (0.4403) loss_vfl_dn_5: 0.4489 (0.4414) time: 0.4718 data: 0.0136 max mem: 5652 Epoch: [3] [4900/7393] eta: 0:19:42 lr: 0.000010 loss: 20.2799 (20.6050) loss_bbox: 0.1981 (0.2124) loss_bbox_aux_0: 0.2192 (0.2298) loss_bbox_aux_1: 0.2073 (0.2161) loss_bbox_aux_2: 0.2043 (0.2131) loss_bbox_aux_3: 0.1989 (0.2119) loss_bbox_aux_4: 0.1962 (0.2123) loss_bbox_aux_5: 0.2688 (0.2878) loss_bbox_dn_0: 0.3622 (0.4041) loss_bbox_dn_1: 0.3074 (0.3308) loss_bbox_dn_2: 0.2988 (0.3119) loss_bbox_dn_3: 0.2922 (0.3063) loss_bbox_dn_4: 0.2917 (0.3048) loss_bbox_dn_5: 0.2916 (0.3044) loss_giou: 0.5726 (0.5916) loss_giou_aux_0: 0.6045 (0.6261) loss_giou_aux_1: 0.5863 (0.6011) loss_giou_aux_2: 0.5772 (0.5948) loss_giou_aux_3: 0.5766 (0.5922) loss_giou_aux_4: 0.5732 (0.5917) loss_giou_aux_5: 0.6879 (0.7264) loss_giou_dn_0: 0.7683 (0.7675) loss_giou_dn_1: 0.6671 (0.6581) loss_giou_dn_2: 0.6428 (0.6317) loss_giou_dn_3: 0.6339 (0.6237) loss_giou_dn_4: 0.6315 (0.6216) loss_giou_dn_5: 0.6311 (0.6216) loss_vfl: 0.7850 (0.8046) loss_vfl_aux_0: 0.9230 (0.9521) loss_vfl_aux_1: 0.8709 (0.9109) loss_vfl_aux_2: 0.8138 (0.8513) loss_vfl_aux_3: 0.7899 (0.8185) loss_vfl_aux_4: 0.7705 (0.8069) loss_vfl_aux_5: 0.9324 (0.9345) loss_vfl_dn_0: 0.4858 (0.4957) loss_vfl_dn_1: 0.4510 (0.4646) loss_vfl_dn_2: 0.4413 (0.4491) loss_vfl_dn_3: 0.4327 (0.4416) loss_vfl_dn_4: 0.4323 (0.4402) loss_vfl_dn_5: 0.4328 (0.4413) time: 0.4613 data: 0.0137 max mem: 5652 Epoch: [3] [5000/7393] eta: 0:18:54 lr: 0.000010 loss: 19.4408 (20.5977) loss_bbox: 0.1821 (0.2123) loss_bbox_aux_0: 0.2047 (0.2297) loss_bbox_aux_1: 0.1879 (0.2160) loss_bbox_aux_2: 0.1898 (0.2130) loss_bbox_aux_3: 0.1845 (0.2119) loss_bbox_aux_4: 0.1825 (0.2122) loss_bbox_aux_5: 0.2572 (0.2877) loss_bbox_dn_0: 0.4076 (0.4041) loss_bbox_dn_1: 0.3190 (0.3308) loss_bbox_dn_2: 0.2918 (0.3119) loss_bbox_dn_3: 0.2864 (0.3063) loss_bbox_dn_4: 0.2857 (0.3047) loss_bbox_dn_5: 0.2858 (0.3044) loss_giou: 0.5303 (0.5912) loss_giou_aux_0: 0.5655 (0.6257) loss_giou_aux_1: 0.5355 (0.6008) loss_giou_aux_2: 0.5293 (0.5945) loss_giou_aux_3: 0.5330 (0.5918) loss_giou_aux_4: 0.5375 (0.5913) loss_giou_aux_5: 0.6839 (0.7258) loss_giou_dn_0: 0.7340 (0.7672) loss_giou_dn_1: 0.6170 (0.6578) loss_giou_dn_2: 0.5873 (0.6313) loss_giou_dn_3: 0.5777 (0.6233) loss_giou_dn_4: 0.5731 (0.6212) loss_giou_dn_5: 0.5729 (0.6212) loss_vfl: 0.8002 (0.8043) loss_vfl_aux_0: 0.9277 (0.9519) loss_vfl_aux_1: 0.9030 (0.9106) loss_vfl_aux_2: 0.8416 (0.8510) loss_vfl_aux_3: 0.8207 (0.8183) loss_vfl_aux_4: 0.7967 (0.8066) loss_vfl_aux_5: 0.9276 (0.9345) loss_vfl_dn_0: 0.4984 (0.4957) loss_vfl_dn_1: 0.4607 (0.4646) loss_vfl_dn_2: 0.4439 (0.4490) loss_vfl_dn_3: 0.4344 (0.4415) loss_vfl_dn_4: 0.4303 (0.4401) loss_vfl_dn_5: 0.4320 (0.4412) time: 0.4675 data: 0.0142 max mem: 5652 Epoch: [3] [5100/7393] eta: 0:18:06 lr: 0.000010 loss: 20.1317 (20.5951) loss_bbox: 0.1987 (0.2123) loss_bbox_aux_0: 0.2040 (0.2296) loss_bbox_aux_1: 0.1892 (0.2160) loss_bbox_aux_2: 0.1883 (0.2130) loss_bbox_aux_3: 0.1974 (0.2118) loss_bbox_aux_4: 0.1900 (0.2122) loss_bbox_aux_5: 0.2681 (0.2876) loss_bbox_dn_0: 0.3720 (0.4041) loss_bbox_dn_1: 0.3040 (0.3308) loss_bbox_dn_2: 0.2840 (0.3118) loss_bbox_dn_3: 0.2789 (0.3062) loss_bbox_dn_4: 0.2802 (0.3046) loss_bbox_dn_5: 0.2766 (0.3042) loss_giou: 0.6086 (0.5913) loss_giou_aux_0: 0.6330 (0.6258) loss_giou_aux_1: 0.6162 (0.6009) loss_giou_aux_2: 0.6050 (0.5946) loss_giou_aux_3: 0.5982 (0.5919) loss_giou_aux_4: 0.6087 (0.5914) loss_giou_aux_5: 0.7151 (0.7258) loss_giou_dn_0: 0.7665 (0.7672) loss_giou_dn_1: 0.6507 (0.6577) loss_giou_dn_2: 0.6225 (0.6313) loss_giou_dn_3: 0.6124 (0.6233) loss_giou_dn_4: 0.6074 (0.6212) loss_giou_dn_5: 0.6069 (0.6212) loss_vfl: 0.7605 (0.8042) loss_vfl_aux_0: 0.9136 (0.9517) loss_vfl_aux_1: 0.8757 (0.9103) loss_vfl_aux_2: 0.8174 (0.8508) loss_vfl_aux_3: 0.7807 (0.8182) loss_vfl_aux_4: 0.7604 (0.8065) loss_vfl_aux_5: 0.8799 (0.9342) loss_vfl_dn_0: 0.4914 (0.4956) loss_vfl_dn_1: 0.4583 (0.4645) loss_vfl_dn_2: 0.4426 (0.4489) loss_vfl_dn_3: 0.4385 (0.4414) loss_vfl_dn_4: 0.4340 (0.4400) loss_vfl_dn_5: 0.4376 (0.4411) time: 0.4732 data: 0.0140 max mem: 5652 Epoch: [3] [5200/7393] eta: 0:17:18 lr: 0.000010 loss: 19.5814 (20.5917) loss_bbox: 0.2106 (0.2122) loss_bbox_aux_0: 0.2179 (0.2295) loss_bbox_aux_1: 0.2014 (0.2160) loss_bbox_aux_2: 0.2052 (0.2130) loss_bbox_aux_3: 0.2104 (0.2118) loss_bbox_aux_4: 0.2059 (0.2121) loss_bbox_aux_5: 0.2770 (0.2874) loss_bbox_dn_0: 0.4059 (0.4040) loss_bbox_dn_1: 0.3280 (0.3307) loss_bbox_dn_2: 0.3042 (0.3117) loss_bbox_dn_3: 0.2903 (0.3061) loss_bbox_dn_4: 0.2903 (0.3045) loss_bbox_dn_5: 0.2892 (0.3042) loss_giou: 0.5338 (0.5910) loss_giou_aux_0: 0.5626 (0.6256) loss_giou_aux_1: 0.5324 (0.6007) loss_giou_aux_2: 0.5366 (0.5944) loss_giou_aux_3: 0.5316 (0.5917) loss_giou_aux_4: 0.5317 (0.5912) loss_giou_aux_5: 0.6553 (0.7254) loss_giou_dn_0: 0.7166 (0.7669) loss_giou_dn_1: 0.6152 (0.6576) loss_giou_dn_2: 0.5878 (0.6311) loss_giou_dn_3: 0.5803 (0.6231) loss_giou_dn_4: 0.5755 (0.6210) loss_giou_dn_5: 0.5734 (0.6210) loss_vfl: 0.8026 (0.8043) loss_vfl_aux_0: 0.9695 (0.9518) loss_vfl_aux_1: 0.9465 (0.9105) loss_vfl_aux_2: 0.8929 (0.8508) loss_vfl_aux_3: 0.8102 (0.8182) loss_vfl_aux_4: 0.7900 (0.8066) loss_vfl_aux_5: 0.9690 (0.9342) loss_vfl_dn_0: 0.4987 (0.4956) loss_vfl_dn_1: 0.4594 (0.4645) loss_vfl_dn_2: 0.4416 (0.4489) loss_vfl_dn_3: 0.4371 (0.4413) loss_vfl_dn_4: 0.4328 (0.4400) loss_vfl_dn_5: 0.4355 (0.4411) time: 0.4668 data: 0.0136 max mem: 5652 Epoch: [3] [5300/7393] eta: 0:16:31 lr: 0.000010 loss: 19.8900 (20.5802) loss_bbox: 0.2079 (0.2121) loss_bbox_aux_0: 0.2187 (0.2294) loss_bbox_aux_1: 0.2070 (0.2159) loss_bbox_aux_2: 0.2164 (0.2129) loss_bbox_aux_3: 0.2133 (0.2117) loss_bbox_aux_4: 0.2062 (0.2120) loss_bbox_aux_5: 0.2845 (0.2873) loss_bbox_dn_0: 0.3748 (0.4035) loss_bbox_dn_1: 0.3091 (0.3303) loss_bbox_dn_2: 0.2950 (0.3113) loss_bbox_dn_3: 0.2921 (0.3057) loss_bbox_dn_4: 0.2909 (0.3041) loss_bbox_dn_5: 0.2912 (0.3038) loss_giou: 0.5225 (0.5910) loss_giou_aux_0: 0.5637 (0.6254) loss_giou_aux_1: 0.5341 (0.6006) loss_giou_aux_2: 0.5279 (0.5943) loss_giou_aux_3: 0.5227 (0.5916) loss_giou_aux_4: 0.5200 (0.5911) loss_giou_aux_5: 0.6719 (0.7251) loss_giou_dn_0: 0.7386 (0.7665) loss_giou_dn_1: 0.6233 (0.6572) loss_giou_dn_2: 0.6060 (0.6308) loss_giou_dn_3: 0.5974 (0.6228) loss_giou_dn_4: 0.5937 (0.6207) loss_giou_dn_5: 0.5937 (0.6207) loss_vfl: 0.7643 (0.8035) loss_vfl_aux_0: 0.9146 (0.9511) loss_vfl_aux_1: 0.8813 (0.9099) loss_vfl_aux_2: 0.8289 (0.8501) loss_vfl_aux_3: 0.7713 (0.8175) loss_vfl_aux_4: 0.7721 (0.8058) loss_vfl_aux_5: 0.9246 (0.9336) loss_vfl_dn_0: 0.4968 (0.4956) loss_vfl_dn_1: 0.4674 (0.4644) loss_vfl_dn_2: 0.4504 (0.4488) loss_vfl_dn_3: 0.4395 (0.4413) loss_vfl_dn_4: 0.4363 (0.4399) loss_vfl_dn_5: 0.4352 (0.4410) time: 0.4749 data: 0.0136 max mem: 5652 Epoch: [3] [5400/7393] eta: 0:15:43 lr: 0.000010 loss: 20.1362 (20.5768) loss_bbox: 0.2038 (0.2122) loss_bbox_aux_0: 0.2215 (0.2294) loss_bbox_aux_1: 0.2064 (0.2159) loss_bbox_aux_2: 0.2052 (0.2129) loss_bbox_aux_3: 0.2091 (0.2117) loss_bbox_aux_4: 0.2120 (0.2121) loss_bbox_aux_5: 0.2628 (0.2872) loss_bbox_dn_0: 0.3448 (0.4035) loss_bbox_dn_1: 0.2863 (0.3304) loss_bbox_dn_2: 0.2673 (0.3114) loss_bbox_dn_3: 0.2635 (0.3058) loss_bbox_dn_4: 0.2630 (0.3043) loss_bbox_dn_5: 0.2626 (0.3039) loss_giou: 0.6064 (0.5906) loss_giou_aux_0: 0.6188 (0.6250) loss_giou_aux_1: 0.5980 (0.6002) loss_giou_aux_2: 0.6050 (0.5939) loss_giou_aux_3: 0.6023 (0.5912) loss_giou_aux_4: 0.5976 (0.5908) loss_giou_aux_5: 0.7336 (0.7248) loss_giou_dn_0: 0.7656 (0.7663) loss_giou_dn_1: 0.6607 (0.6570) loss_giou_dn_2: 0.6334 (0.6305) loss_giou_dn_3: 0.6253 (0.6225) loss_giou_dn_4: 0.6227 (0.6205) loss_giou_dn_5: 0.6223 (0.6205) loss_vfl: 0.7830 (0.8035) loss_vfl_aux_0: 0.9199 (0.9512) loss_vfl_aux_1: 0.8737 (0.9101) loss_vfl_aux_2: 0.8088 (0.8502) loss_vfl_aux_3: 0.7844 (0.8175) loss_vfl_aux_4: 0.7891 (0.8057) loss_vfl_aux_5: 0.8735 (0.9334) loss_vfl_dn_0: 0.4933 (0.4957) loss_vfl_dn_1: 0.4572 (0.4644) loss_vfl_dn_2: 0.4459 (0.4488) loss_vfl_dn_3: 0.4406 (0.4413) loss_vfl_dn_4: 0.4392 (0.4399) loss_vfl_dn_5: 0.4407 (0.4410) time: 0.4668 data: 0.0138 max mem: 5652 Epoch: [3] [5500/7393] eta: 0:14:57 lr: 0.000010 loss: 20.6802 (20.5759) loss_bbox: 0.2054 (0.2122) loss_bbox_aux_0: 0.2224 (0.2293) loss_bbox_aux_1: 0.2088 (0.2158) loss_bbox_aux_2: 0.2040 (0.2129) loss_bbox_aux_3: 0.2036 (0.2116) loss_bbox_aux_4: 0.2048 (0.2121) loss_bbox_aux_5: 0.2767 (0.2871) loss_bbox_dn_0: 0.3758 (0.4033) loss_bbox_dn_1: 0.3211 (0.3303) loss_bbox_dn_2: 0.3129 (0.3113) loss_bbox_dn_3: 0.3085 (0.3057) loss_bbox_dn_4: 0.3068 (0.3041) loss_bbox_dn_5: 0.3043 (0.3037) loss_giou: 0.6189 (0.5908) loss_giou_aux_0: 0.6529 (0.6252) loss_giou_aux_1: 0.6226 (0.6003) loss_giou_aux_2: 0.6244 (0.5941) loss_giou_aux_3: 0.6078 (0.5914) loss_giou_aux_4: 0.6097 (0.5909) loss_giou_aux_5: 0.7413 (0.7248) loss_giou_dn_0: 0.7852 (0.7664) loss_giou_dn_1: 0.6843 (0.6570) loss_giou_dn_2: 0.6612 (0.6306) loss_giou_dn_3: 0.6541 (0.6226) loss_giou_dn_4: 0.6525 (0.6206) loss_giou_dn_5: 0.6520 (0.6206) loss_vfl: 0.7696 (0.8034) loss_vfl_aux_0: 0.9117 (0.9509) loss_vfl_aux_1: 0.8778 (0.9101) loss_vfl_aux_2: 0.8172 (0.8501) loss_vfl_aux_3: 0.8082 (0.8174) loss_vfl_aux_4: 0.7719 (0.8056) loss_vfl_aux_5: 0.8467 (0.9330) loss_vfl_dn_0: 0.4958 (0.4956) loss_vfl_dn_1: 0.4650 (0.4643) loss_vfl_dn_2: 0.4521 (0.4487) loss_vfl_dn_3: 0.4400 (0.4412) loss_vfl_dn_4: 0.4417 (0.4398) loss_vfl_dn_5: 0.4440 (0.4409) time: 0.4684 data: 0.0139 max mem: 5652 Epoch: [3] [5600/7393] eta: 0:14:09 lr: 0.000010 loss: 20.1648 (20.5720) loss_bbox: 0.1949 (0.2119) loss_bbox_aux_0: 0.2126 (0.2291) loss_bbox_aux_1: 0.1942 (0.2156) loss_bbox_aux_2: 0.1861 (0.2127) loss_bbox_aux_3: 0.1914 (0.2114) loss_bbox_aux_4: 0.1910 (0.2118) loss_bbox_aux_5: 0.2646 (0.2868) loss_bbox_dn_0: 0.3634 (0.4029) loss_bbox_dn_1: 0.2837 (0.3299) loss_bbox_dn_2: 0.2756 (0.3110) loss_bbox_dn_3: 0.2740 (0.3054) loss_bbox_dn_4: 0.2734 (0.3038) loss_bbox_dn_5: 0.2735 (0.3034) loss_giou: 0.6102 (0.5911) loss_giou_aux_0: 0.6525 (0.6254) loss_giou_aux_1: 0.6309 (0.6007) loss_giou_aux_2: 0.6218 (0.5944) loss_giou_aux_3: 0.6154 (0.5917) loss_giou_aux_4: 0.6055 (0.5912) loss_giou_aux_5: 0.7476 (0.7250) loss_giou_dn_0: 0.7609 (0.7663) loss_giou_dn_1: 0.6499 (0.6571) loss_giou_dn_2: 0.6259 (0.6307) loss_giou_dn_3: 0.6208 (0.6227) loss_giou_dn_4: 0.6189 (0.6206) loss_giou_dn_5: 0.6187 (0.6206) loss_vfl: 0.7744 (0.8031) loss_vfl_aux_0: 0.9351 (0.9508) loss_vfl_aux_1: 0.8695 (0.9100) loss_vfl_aux_2: 0.8317 (0.8498) loss_vfl_aux_3: 0.7920 (0.8172) loss_vfl_aux_4: 0.7776 (0.8054) loss_vfl_aux_5: 0.9035 (0.9327) loss_vfl_dn_0: 0.4901 (0.4955) loss_vfl_dn_1: 0.4508 (0.4642) loss_vfl_dn_2: 0.4377 (0.4486) loss_vfl_dn_3: 0.4341 (0.4411) loss_vfl_dn_4: 0.4291 (0.4397) loss_vfl_dn_5: 0.4309 (0.4408) time: 0.4718 data: 0.0137 max mem: 5652 Epoch: [3] [5700/7393] eta: 0:13:26 lr: 0.000010 loss: 20.0179 (20.5697) loss_bbox: 0.2074 (0.2120) loss_bbox_aux_0: 0.2200 (0.2291) loss_bbox_aux_1: 0.1984 (0.2156) loss_bbox_aux_2: 0.2021 (0.2127) loss_bbox_aux_3: 0.2104 (0.2114) loss_bbox_aux_4: 0.2074 (0.2118) loss_bbox_aux_5: 0.2732 (0.2868) loss_bbox_dn_0: 0.3801 (0.4030) loss_bbox_dn_1: 0.3094 (0.3300) loss_bbox_dn_2: 0.2899 (0.3111) loss_bbox_dn_3: 0.2834 (0.3054) loss_bbox_dn_4: 0.2812 (0.3038) loss_bbox_dn_5: 0.2809 (0.3034) loss_giou: 0.5422 (0.5910) loss_giou_aux_0: 0.5805 (0.6253) loss_giou_aux_1: 0.5558 (0.6006) loss_giou_aux_2: 0.5684 (0.5943) loss_giou_aux_3: 0.5485 (0.5916) loss_giou_aux_4: 0.5415 (0.5911) loss_giou_aux_5: 0.6844 (0.7247) loss_giou_dn_0: 0.7515 (0.7661) loss_giou_dn_1: 0.6375 (0.6569) loss_giou_dn_2: 0.6092 (0.6305) loss_giou_dn_3: 0.5997 (0.6225) loss_giou_dn_4: 0.5983 (0.6204) loss_giou_dn_5: 0.5971 (0.6204) loss_vfl: 0.7916 (0.8030) loss_vfl_aux_0: 0.9460 (0.9508) loss_vfl_aux_1: 0.8817 (0.9100) loss_vfl_aux_2: 0.8401 (0.8498) loss_vfl_aux_3: 0.8096 (0.8171) loss_vfl_aux_4: 0.7959 (0.8054) loss_vfl_aux_5: 0.9393 (0.9327) loss_vfl_dn_0: 0.4934 (0.4955) loss_vfl_dn_1: 0.4514 (0.4641) loss_vfl_dn_2: 0.4300 (0.4485) loss_vfl_dn_3: 0.4253 (0.4410) loss_vfl_dn_4: 0.4213 (0.4396) loss_vfl_dn_5: 0.4207 (0.4406) time: 0.8961 data: 0.0143 max mem: 5652 Epoch: [3] [5800/7393] eta: 0:12:37 lr: 0.000010 loss: 20.8606 (20.5664) loss_bbox: 0.2118 (0.2120) loss_bbox_aux_0: 0.2215 (0.2291) loss_bbox_aux_1: 0.2062 (0.2156) loss_bbox_aux_2: 0.2097 (0.2126) loss_bbox_aux_3: 0.2073 (0.2114) loss_bbox_aux_4: 0.2137 (0.2118) loss_bbox_aux_5: 0.3151 (0.2867) loss_bbox_dn_0: 0.4060 (0.4030) loss_bbox_dn_1: 0.3196 (0.3300) loss_bbox_dn_2: 0.3002 (0.3111) loss_bbox_dn_3: 0.2957 (0.3054) loss_bbox_dn_4: 0.2928 (0.3039) loss_bbox_dn_5: 0.2907 (0.3034) loss_giou: 0.5777 (0.5907) loss_giou_aux_0: 0.6188 (0.6249) loss_giou_aux_1: 0.5770 (0.6002) loss_giou_aux_2: 0.5626 (0.5940) loss_giou_aux_3: 0.5675 (0.5913) loss_giou_aux_4: 0.5693 (0.5908) loss_giou_aux_5: 0.7313 (0.7243) loss_giou_dn_0: 0.7716 (0.7659) loss_giou_dn_1: 0.6652 (0.6567) loss_giou_dn_2: 0.6308 (0.6303) loss_giou_dn_3: 0.6230 (0.6223) loss_giou_dn_4: 0.6198 (0.6203) loss_giou_dn_5: 0.6197 (0.6202) loss_vfl: 0.8465 (0.8031) loss_vfl_aux_0: 0.9478 (0.9509) loss_vfl_aux_1: 0.9637 (0.9101) loss_vfl_aux_2: 0.8896 (0.8498) loss_vfl_aux_3: 0.8439 (0.8172) loss_vfl_aux_4: 0.8409 (0.8054) loss_vfl_aux_5: 0.9146 (0.9328) loss_vfl_dn_0: 0.4982 (0.4955) loss_vfl_dn_1: 0.4653 (0.4641) loss_vfl_dn_2: 0.4478 (0.4485) loss_vfl_dn_3: 0.4426 (0.4409) loss_vfl_dn_4: 0.4356 (0.4395) loss_vfl_dn_5: 0.4357 (0.4406) time: 0.4659 data: 0.0140 max mem: 5652 Epoch: [3] [5900/7393] eta: 0:11:50 lr: 0.000010 loss: 20.4922 (20.5647) loss_bbox: 0.2018 (0.2118) loss_bbox_aux_0: 0.2238 (0.2289) loss_bbox_aux_1: 0.2098 (0.2154) loss_bbox_aux_2: 0.2171 (0.2124) loss_bbox_aux_3: 0.2062 (0.2112) loss_bbox_aux_4: 0.2027 (0.2116) loss_bbox_aux_5: 0.2801 (0.2865) loss_bbox_dn_0: 0.4098 (0.4028) loss_bbox_dn_1: 0.3283 (0.3298) loss_bbox_dn_2: 0.3034 (0.3109) loss_bbox_dn_3: 0.2957 (0.3053) loss_bbox_dn_4: 0.2951 (0.3037) loss_bbox_dn_5: 0.2952 (0.3033) loss_giou: 0.6133 (0.5907) loss_giou_aux_0: 0.6131 (0.6250) loss_giou_aux_1: 0.5941 (0.6003) loss_giou_aux_2: 0.5945 (0.5940) loss_giou_aux_3: 0.6029 (0.5913) loss_giou_aux_4: 0.6048 (0.5909) loss_giou_aux_5: 0.7215 (0.7243) loss_giou_dn_0: 0.7523 (0.7658) loss_giou_dn_1: 0.6511 (0.6567) loss_giou_dn_2: 0.6259 (0.6303) loss_giou_dn_3: 0.6191 (0.6223) loss_giou_dn_4: 0.6187 (0.6203) loss_giou_dn_5: 0.6194 (0.6203) loss_vfl: 0.7988 (0.8033) loss_vfl_aux_0: 0.9668 (0.9510) loss_vfl_aux_1: 0.9178 (0.9102) loss_vfl_aux_2: 0.8240 (0.8500) loss_vfl_aux_3: 0.8234 (0.8174) loss_vfl_aux_4: 0.8119 (0.8056) loss_vfl_aux_5: 0.9185 (0.9328) loss_vfl_dn_0: 0.4975 (0.4955) loss_vfl_dn_1: 0.4564 (0.4640) loss_vfl_dn_2: 0.4363 (0.4484) loss_vfl_dn_3: 0.4330 (0.4409) loss_vfl_dn_4: 0.4312 (0.4395) loss_vfl_dn_5: 0.4342 (0.4405) time: 0.4749 data: 0.0140 max mem: 5652 Epoch: [3] [6000/7393] eta: 0:11:02 lr: 0.000010 loss: 20.1766 (20.5577) loss_bbox: 0.1812 (0.2117) loss_bbox_aux_0: 0.1915 (0.2287) loss_bbox_aux_1: 0.1895 (0.2152) loss_bbox_aux_2: 0.1811 (0.2123) loss_bbox_aux_3: 0.1879 (0.2111) loss_bbox_aux_4: 0.1856 (0.2115) loss_bbox_aux_5: 0.2460 (0.2863) loss_bbox_dn_0: 0.3322 (0.4024) loss_bbox_dn_1: 0.2794 (0.3295) loss_bbox_dn_2: 0.2630 (0.3106) loss_bbox_dn_3: 0.2615 (0.3049) loss_bbox_dn_4: 0.2607 (0.3033) loss_bbox_dn_5: 0.2602 (0.3029) loss_giou: 0.5717 (0.5909) loss_giou_aux_0: 0.6100 (0.6250) loss_giou_aux_1: 0.5828 (0.6004) loss_giou_aux_2: 0.5590 (0.5941) loss_giou_aux_3: 0.5654 (0.5914) loss_giou_aux_4: 0.5713 (0.5910) loss_giou_aux_5: 0.7404 (0.7242) loss_giou_dn_0: 0.7593 (0.7657) loss_giou_dn_1: 0.6436 (0.6566) loss_giou_dn_2: 0.6114 (0.6303) loss_giou_dn_3: 0.6026 (0.6223) loss_giou_dn_4: 0.6031 (0.6202) loss_giou_dn_5: 0.6029 (0.6202) loss_vfl: 0.7454 (0.8027) loss_vfl_aux_0: 0.8570 (0.9505) loss_vfl_aux_1: 0.8403 (0.9097) loss_vfl_aux_2: 0.8108 (0.8496) loss_vfl_aux_3: 0.7732 (0.8169) loss_vfl_aux_4: 0.7619 (0.8051) loss_vfl_aux_5: 0.8895 (0.9322) loss_vfl_dn_0: 0.4911 (0.4955) loss_vfl_dn_1: 0.4571 (0.4639) loss_vfl_dn_2: 0.4441 (0.4483) loss_vfl_dn_3: 0.4336 (0.4408) loss_vfl_dn_4: 0.4369 (0.4394) loss_vfl_dn_5: 0.4329 (0.4404) time: 0.4591 data: 0.0136 max mem: 5652 Epoch: [3] [6100/7393] eta: 0:10:14 lr: 0.000010 loss: 21.1203 (20.5560) loss_bbox: 0.1926 (0.2117) loss_bbox_aux_0: 0.2137 (0.2288) loss_bbox_aux_1: 0.2006 (0.2152) loss_bbox_aux_2: 0.1950 (0.2123) loss_bbox_aux_3: 0.1954 (0.2111) loss_bbox_aux_4: 0.1933 (0.2115) loss_bbox_aux_5: 0.2701 (0.2862) loss_bbox_dn_0: 0.3615 (0.4022) loss_bbox_dn_1: 0.2927 (0.3294) loss_bbox_dn_2: 0.2793 (0.3105) loss_bbox_dn_3: 0.2777 (0.3049) loss_bbox_dn_4: 0.2768 (0.3033) loss_bbox_dn_5: 0.2765 (0.3029) loss_giou: 0.5641 (0.5909) loss_giou_aux_0: 0.6214 (0.6251) loss_giou_aux_1: 0.5782 (0.6004) loss_giou_aux_2: 0.5684 (0.5941) loss_giou_aux_3: 0.5656 (0.5914) loss_giou_aux_4: 0.5681 (0.5910) loss_giou_aux_5: 0.7089 (0.7242) loss_giou_dn_0: 0.7521 (0.7656) loss_giou_dn_1: 0.6617 (0.6565) loss_giou_dn_2: 0.6310 (0.6302) loss_giou_dn_3: 0.6220 (0.6223) loss_giou_dn_4: 0.6188 (0.6202) loss_giou_dn_5: 0.6188 (0.6202) loss_vfl: 0.8454 (0.8027) loss_vfl_aux_0: 0.9654 (0.9502) loss_vfl_aux_1: 0.9585 (0.9096) loss_vfl_aux_2: 0.9036 (0.8495) loss_vfl_aux_3: 0.8650 (0.8169) loss_vfl_aux_4: 0.8442 (0.8050) loss_vfl_aux_5: 0.9311 (0.9321) loss_vfl_dn_0: 0.4990 (0.4954) loss_vfl_dn_1: 0.4703 (0.4639) loss_vfl_dn_2: 0.4551 (0.4483) loss_vfl_dn_3: 0.4443 (0.4408) loss_vfl_dn_4: 0.4447 (0.4393) loss_vfl_dn_5: 0.4433 (0.4403) time: 0.4745 data: 0.0146 max mem: 5652 Epoch: [3] [6200/7393] eta: 0:09:26 lr: 0.000010 loss: 19.9046 (20.5533) loss_bbox: 0.1903 (0.2117) loss_bbox_aux_0: 0.2104 (0.2288) loss_bbox_aux_1: 0.1944 (0.2152) loss_bbox_aux_2: 0.1998 (0.2123) loss_bbox_aux_3: 0.1884 (0.2111) loss_bbox_aux_4: 0.1920 (0.2115) loss_bbox_aux_5: 0.2693 (0.2862) loss_bbox_dn_0: 0.3520 (0.4021) loss_bbox_dn_1: 0.3096 (0.3292) loss_bbox_dn_2: 0.2966 (0.3104) loss_bbox_dn_3: 0.2913 (0.3047) loss_bbox_dn_4: 0.2908 (0.3032) loss_bbox_dn_5: 0.2899 (0.3027) loss_giou: 0.5554 (0.5911) loss_giou_aux_0: 0.5936 (0.6252) loss_giou_aux_1: 0.5656 (0.6005) loss_giou_aux_2: 0.5593 (0.5943) loss_giou_aux_3: 0.5654 (0.5916) loss_giou_aux_4: 0.5548 (0.5912) loss_giou_aux_5: 0.6855 (0.7242) loss_giou_dn_0: 0.7395 (0.7655) loss_giou_dn_1: 0.6370 (0.6565) loss_giou_dn_2: 0.6095 (0.6302) loss_giou_dn_3: 0.6019 (0.6222) loss_giou_dn_4: 0.6012 (0.6202) loss_giou_dn_5: 0.6012 (0.6202) loss_vfl: 0.7701 (0.8024) loss_vfl_aux_0: 0.9337 (0.9499) loss_vfl_aux_1: 0.8846 (0.9092) loss_vfl_aux_2: 0.8345 (0.8492) loss_vfl_aux_3: 0.7802 (0.8166) loss_vfl_aux_4: 0.7696 (0.8047) loss_vfl_aux_5: 0.8860 (0.9317) loss_vfl_dn_0: 0.4825 (0.4954) loss_vfl_dn_1: 0.4498 (0.4638) loss_vfl_dn_2: 0.4332 (0.4482) loss_vfl_dn_3: 0.4268 (0.4407) loss_vfl_dn_4: 0.4285 (0.4393) loss_vfl_dn_5: 0.4280 (0.4403) time: 0.4591 data: 0.0143 max mem: 5652 Epoch: [3] [6300/7393] eta: 0:08:39 lr: 0.000010 loss: 20.1610 (20.5504) loss_bbox: 0.2240 (0.2117) loss_bbox_aux_0: 0.2309 (0.2289) loss_bbox_aux_1: 0.2230 (0.2153) loss_bbox_aux_2: 0.2111 (0.2123) loss_bbox_aux_3: 0.2274 (0.2111) loss_bbox_aux_4: 0.2243 (0.2116) loss_bbox_aux_5: 0.2798 (0.2862) loss_bbox_dn_0: 0.4035 (0.4022) loss_bbox_dn_1: 0.3331 (0.3293) loss_bbox_dn_2: 0.3140 (0.3104) loss_bbox_dn_3: 0.3075 (0.3048) loss_bbox_dn_4: 0.3053 (0.3032) loss_bbox_dn_5: 0.3047 (0.3028) loss_giou: 0.5111 (0.5907) loss_giou_aux_0: 0.5626 (0.6249) loss_giou_aux_1: 0.5268 (0.6003) loss_giou_aux_2: 0.5271 (0.5939) loss_giou_aux_3: 0.5109 (0.5912) loss_giou_aux_4: 0.5089 (0.5909) loss_giou_aux_5: 0.6516 (0.7237) loss_giou_dn_0: 0.7236 (0.7653) loss_giou_dn_1: 0.6190 (0.6563) loss_giou_dn_2: 0.5868 (0.6300) loss_giou_dn_3: 0.5749 (0.6220) loss_giou_dn_4: 0.5724 (0.6200) loss_giou_dn_5: 0.5717 (0.6199) loss_vfl: 0.7920 (0.8025) loss_vfl_aux_0: 0.9174 (0.9499) loss_vfl_aux_1: 0.8931 (0.9091) loss_vfl_aux_2: 0.8394 (0.8493) loss_vfl_aux_3: 0.8051 (0.8167) loss_vfl_aux_4: 0.7902 (0.8048) loss_vfl_aux_5: 0.9545 (0.9318) loss_vfl_dn_0: 0.5008 (0.4954) loss_vfl_dn_1: 0.4611 (0.4638) loss_vfl_dn_2: 0.4440 (0.4482) loss_vfl_dn_3: 0.4379 (0.4407) loss_vfl_dn_4: 0.4310 (0.4392) loss_vfl_dn_5: 0.4288 (0.4402) time: 0.4707 data: 0.0137 max mem: 5652 Epoch: [3] [6400/7393] eta: 0:07:51 lr: 0.000010 loss: 20.4765 (20.5485) loss_bbox: 0.2111 (0.2116) loss_bbox_aux_0: 0.2294 (0.2289) loss_bbox_aux_1: 0.2246 (0.2153) loss_bbox_aux_2: 0.2147 (0.2122) loss_bbox_aux_3: 0.2189 (0.2110) loss_bbox_aux_4: 0.2140 (0.2115) loss_bbox_aux_5: 0.2669 (0.2861) loss_bbox_dn_0: 0.3841 (0.4022) loss_bbox_dn_1: 0.3303 (0.3294) loss_bbox_dn_2: 0.3184 (0.3105) loss_bbox_dn_3: 0.3102 (0.3049) loss_bbox_dn_4: 0.3113 (0.3032) loss_bbox_dn_5: 0.3111 (0.3028) loss_giou: 0.5376 (0.5905) loss_giou_aux_0: 0.5645 (0.6248) loss_giou_aux_1: 0.5572 (0.6001) loss_giou_aux_2: 0.5482 (0.5937) loss_giou_aux_3: 0.5269 (0.5910) loss_giou_aux_4: 0.5465 (0.5907) loss_giou_aux_5: 0.6503 (0.7234) loss_giou_dn_0: 0.7582 (0.7652) loss_giou_dn_1: 0.6470 (0.6562) loss_giou_dn_2: 0.6245 (0.6299) loss_giou_dn_3: 0.6182 (0.6219) loss_giou_dn_4: 0.6157 (0.6198) loss_giou_dn_5: 0.6155 (0.6198) loss_vfl: 0.8150 (0.8026) loss_vfl_aux_0: 0.9948 (0.9500) loss_vfl_aux_1: 0.9088 (0.9091) loss_vfl_aux_2: 0.8617 (0.8494) loss_vfl_aux_3: 0.8452 (0.8169) loss_vfl_aux_4: 0.8102 (0.8050) loss_vfl_aux_5: 0.9362 (0.9318) loss_vfl_dn_0: 0.4989 (0.4954) loss_vfl_dn_1: 0.4666 (0.4637) loss_vfl_dn_2: 0.4407 (0.4481) loss_vfl_dn_3: 0.4319 (0.4406) loss_vfl_dn_4: 0.4298 (0.4391) loss_vfl_dn_5: 0.4359 (0.4401) time: 0.4619 data: 0.0148 max mem: 5652 Epoch: [3] [6500/7393] eta: 0:07:03 lr: 0.000010 loss: 20.3884 (20.5437) loss_bbox: 0.2154 (0.2116) loss_bbox_aux_0: 0.2343 (0.2289) loss_bbox_aux_1: 0.2171 (0.2153) loss_bbox_aux_2: 0.2161 (0.2123) loss_bbox_aux_3: 0.2207 (0.2111) loss_bbox_aux_4: 0.2157 (0.2115) loss_bbox_aux_5: 0.2890 (0.2861) loss_bbox_dn_0: 0.4060 (0.4022) loss_bbox_dn_1: 0.3231 (0.3293) loss_bbox_dn_2: 0.3041 (0.3104) loss_bbox_dn_3: 0.2926 (0.3048) loss_bbox_dn_4: 0.2931 (0.3031) loss_bbox_dn_5: 0.2942 (0.3027) loss_giou: 0.5736 (0.5904) loss_giou_aux_0: 0.5919 (0.6246) loss_giou_aux_1: 0.5793 (0.6001) loss_giou_aux_2: 0.5678 (0.5936) loss_giou_aux_3: 0.5843 (0.5909) loss_giou_aux_4: 0.5773 (0.5905) loss_giou_aux_5: 0.7164 (0.7232) loss_giou_dn_0: 0.7557 (0.7650) loss_giou_dn_1: 0.6550 (0.6560) loss_giou_dn_2: 0.6380 (0.6297) loss_giou_dn_3: 0.6320 (0.6217) loss_giou_dn_4: 0.6286 (0.6197) loss_giou_dn_5: 0.6280 (0.6197) loss_vfl: 0.7875 (0.8024) loss_vfl_aux_0: 0.9149 (0.9497) loss_vfl_aux_1: 0.8940 (0.9088) loss_vfl_aux_2: 0.8238 (0.8491) loss_vfl_aux_3: 0.7925 (0.8165) loss_vfl_aux_4: 0.7817 (0.8047) loss_vfl_aux_5: 0.8847 (0.9317) loss_vfl_dn_0: 0.4920 (0.4953) loss_vfl_dn_1: 0.4609 (0.4636) loss_vfl_dn_2: 0.4432 (0.4480) loss_vfl_dn_3: 0.4341 (0.4405) loss_vfl_dn_4: 0.4295 (0.4390) loss_vfl_dn_5: 0.4295 (0.4400) time: 0.4726 data: 0.0143 max mem: 5652 Epoch: [3] [6600/7393] eta: 0:06:16 lr: 0.000010 loss: 20.0437 (20.5404) loss_bbox: 0.1913 (0.2116) loss_bbox_aux_0: 0.2149 (0.2289) loss_bbox_aux_1: 0.1959 (0.2153) loss_bbox_aux_2: 0.2009 (0.2123) loss_bbox_aux_3: 0.1967 (0.2110) loss_bbox_aux_4: 0.1912 (0.2114) loss_bbox_aux_5: 0.2636 (0.2860) loss_bbox_dn_0: 0.3348 (0.4019) loss_bbox_dn_1: 0.2699 (0.3290) loss_bbox_dn_2: 0.2453 (0.3102) loss_bbox_dn_3: 0.2410 (0.3045) loss_bbox_dn_4: 0.2391 (0.3029) loss_bbox_dn_5: 0.2389 (0.3025) loss_giou: 0.6226 (0.5906) loss_giou_aux_0: 0.6519 (0.6249) loss_giou_aux_1: 0.6247 (0.6003) loss_giou_aux_2: 0.6311 (0.5938) loss_giou_aux_3: 0.6204 (0.5911) loss_giou_aux_4: 0.6229 (0.5907) loss_giou_aux_5: 0.7277 (0.7233) loss_giou_dn_0: 0.7462 (0.7650) loss_giou_dn_1: 0.6330 (0.6560) loss_giou_dn_2: 0.6026 (0.6297) loss_giou_dn_3: 0.5918 (0.6217) loss_giou_dn_4: 0.5881 (0.6197) loss_giou_dn_5: 0.5877 (0.6197) loss_vfl: 0.8186 (0.8021) loss_vfl_aux_0: 0.9282 (0.9492) loss_vfl_aux_1: 0.9017 (0.9083) loss_vfl_aux_2: 0.8502 (0.8488) loss_vfl_aux_3: 0.8228 (0.8164) loss_vfl_aux_4: 0.8156 (0.8045) loss_vfl_aux_5: 0.9048 (0.9312) loss_vfl_dn_0: 0.4876 (0.4952) loss_vfl_dn_1: 0.4541 (0.4635) loss_vfl_dn_2: 0.4323 (0.4479) loss_vfl_dn_3: 0.4308 (0.4404) loss_vfl_dn_4: 0.4301 (0.4389) loss_vfl_dn_5: 0.4309 (0.4399) time: 0.4692 data: 0.0138 max mem: 5652 Epoch: [3] [6700/7393] eta: 0:05:28 lr: 0.000010 loss: 19.9329 (20.5327) loss_bbox: 0.1912 (0.2115) loss_bbox_aux_0: 0.2093 (0.2288) loss_bbox_aux_1: 0.2046 (0.2152) loss_bbox_aux_2: 0.1961 (0.2121) loss_bbox_aux_3: 0.1931 (0.2109) loss_bbox_aux_4: 0.1914 (0.2113) loss_bbox_aux_5: 0.2808 (0.2858) loss_bbox_dn_0: 0.3847 (0.4017) loss_bbox_dn_1: 0.3060 (0.3289) loss_bbox_dn_2: 0.2952 (0.3100) loss_bbox_dn_3: 0.2890 (0.3043) loss_bbox_dn_4: 0.2885 (0.3027) loss_bbox_dn_5: 0.2881 (0.3022) loss_giou: 0.5561 (0.5902) loss_giou_aux_0: 0.5929 (0.6245) loss_giou_aux_1: 0.5646 (0.5999) loss_giou_aux_2: 0.5649 (0.5934) loss_giou_aux_3: 0.5629 (0.5907) loss_giou_aux_4: 0.5579 (0.5903) loss_giou_aux_5: 0.6750 (0.7229) loss_giou_dn_0: 0.7550 (0.7647) loss_giou_dn_1: 0.6372 (0.6557) loss_giou_dn_2: 0.6054 (0.6294) loss_giou_dn_3: 0.5942 (0.6214) loss_giou_dn_4: 0.5926 (0.6194) loss_giou_dn_5: 0.5923 (0.6194) loss_vfl: 0.7934 (0.8021) loss_vfl_aux_0: 0.9272 (0.9492) loss_vfl_aux_1: 0.8957 (0.9083) loss_vfl_aux_2: 0.8262 (0.8488) loss_vfl_aux_3: 0.8057 (0.8163) loss_vfl_aux_4: 0.7979 (0.8044) loss_vfl_aux_5: 0.9221 (0.9311) loss_vfl_dn_0: 0.4918 (0.4952) loss_vfl_dn_1: 0.4539 (0.4634) loss_vfl_dn_2: 0.4397 (0.4478) loss_vfl_dn_3: 0.4304 (0.4403) loss_vfl_dn_4: 0.4294 (0.4388) loss_vfl_dn_5: 0.4296 (0.4398) time: 0.4555 data: 0.0138 max mem: 5652 Epoch: [3] [6800/7393] eta: 0:04:41 lr: 0.000010 loss: 20.0798 (20.5306) loss_bbox: 0.2092 (0.2115) loss_bbox_aux_0: 0.2344 (0.2288) loss_bbox_aux_1: 0.2141 (0.2152) loss_bbox_aux_2: 0.2093 (0.2121) loss_bbox_aux_3: 0.2034 (0.2109) loss_bbox_aux_4: 0.2092 (0.2113) loss_bbox_aux_5: 0.2906 (0.2858) loss_bbox_dn_0: 0.4163 (0.4018) loss_bbox_dn_1: 0.3382 (0.3289) loss_bbox_dn_2: 0.3071 (0.3101) loss_bbox_dn_3: 0.2969 (0.3044) loss_bbox_dn_4: 0.2930 (0.3028) loss_bbox_dn_5: 0.2930 (0.3023) loss_giou: 0.5293 (0.5900) loss_giou_aux_0: 0.5534 (0.6243) loss_giou_aux_1: 0.5226 (0.5997) loss_giou_aux_2: 0.5217 (0.5932) loss_giou_aux_3: 0.5284 (0.5905) loss_giou_aux_4: 0.5291 (0.5901) loss_giou_aux_5: 0.6445 (0.7226) loss_giou_dn_0: 0.7445 (0.7645) loss_giou_dn_1: 0.6115 (0.6555) loss_giou_dn_2: 0.5798 (0.6292) loss_giou_dn_3: 0.5706 (0.6212) loss_giou_dn_4: 0.5704 (0.6192) loss_giou_dn_5: 0.5706 (0.6192) loss_vfl: 0.8267 (0.8021) loss_vfl_aux_0: 1.0209 (0.9494) loss_vfl_aux_1: 0.9423 (0.9084) loss_vfl_aux_2: 0.9065 (0.8489) loss_vfl_aux_3: 0.8468 (0.8163) loss_vfl_aux_4: 0.8291 (0.8045) loss_vfl_aux_5: 0.9755 (0.9312) loss_vfl_dn_0: 0.5111 (0.4952) loss_vfl_dn_1: 0.4630 (0.4633) loss_vfl_dn_2: 0.4515 (0.4477) loss_vfl_dn_3: 0.4467 (0.4402) loss_vfl_dn_4: 0.4477 (0.4387) loss_vfl_dn_5: 0.4466 (0.4397) time: 0.4625 data: 0.0139 max mem: 5652 Epoch: [3] [6900/7393] eta: 0:03:53 lr: 0.000010 loss: 20.5437 (20.5277) loss_bbox: 0.2006 (0.2114) loss_bbox_aux_0: 0.2189 (0.2288) loss_bbox_aux_1: 0.2132 (0.2152) loss_bbox_aux_2: 0.2140 (0.2121) loss_bbox_aux_3: 0.2086 (0.2109) loss_bbox_aux_4: 0.2063 (0.2112) loss_bbox_aux_5: 0.2675 (0.2857) loss_bbox_dn_0: 0.4093 (0.4016) loss_bbox_dn_1: 0.3336 (0.3287) loss_bbox_dn_2: 0.3127 (0.3099) loss_bbox_dn_3: 0.2987 (0.3042) loss_bbox_dn_4: 0.2984 (0.3026) loss_bbox_dn_5: 0.2984 (0.3021) loss_giou: 0.6277 (0.5901) loss_giou_aux_0: 0.6477 (0.6244) loss_giou_aux_1: 0.6363 (0.5999) loss_giou_aux_2: 0.6319 (0.5933) loss_giou_aux_3: 0.6268 (0.5906) loss_giou_aux_4: 0.6245 (0.5902) loss_giou_aux_5: 0.7251 (0.7225) loss_giou_dn_0: 0.7841 (0.7645) loss_giou_dn_1: 0.6951 (0.6555) loss_giou_dn_2: 0.6635 (0.6293) loss_giou_dn_3: 0.6553 (0.6213) loss_giou_dn_4: 0.6528 (0.6192) loss_giou_dn_5: 0.6527 (0.6192) loss_vfl: 0.8001 (0.8019) loss_vfl_aux_0: 0.9483 (0.9490) loss_vfl_aux_1: 0.8959 (0.9080) loss_vfl_aux_2: 0.8410 (0.8485) loss_vfl_aux_3: 0.8054 (0.8161) loss_vfl_aux_4: 0.8057 (0.8043) loss_vfl_aux_5: 0.9361 (0.9308) loss_vfl_dn_0: 0.4833 (0.4952) loss_vfl_dn_1: 0.4563 (0.4633) loss_vfl_dn_2: 0.4404 (0.4476) loss_vfl_dn_3: 0.4372 (0.4402) loss_vfl_dn_4: 0.4347 (0.4387) loss_vfl_dn_5: 0.4334 (0.4397) time: 0.4679 data: 0.0138 max mem: 5652 Epoch: [3] [7000/7393] eta: 0:03:06 lr: 0.000010 loss: 20.7536 (20.5250) loss_bbox: 0.2172 (0.2115) loss_bbox_aux_0: 0.2345 (0.2288) loss_bbox_aux_1: 0.2247 (0.2152) loss_bbox_aux_2: 0.2231 (0.2121) loss_bbox_aux_3: 0.2198 (0.2109) loss_bbox_aux_4: 0.2208 (0.2113) loss_bbox_aux_5: 0.2807 (0.2857) loss_bbox_dn_0: 0.3729 (0.4015) loss_bbox_dn_1: 0.3064 (0.3287) loss_bbox_dn_2: 0.2892 (0.3098) loss_bbox_dn_3: 0.2865 (0.3041) loss_bbox_dn_4: 0.2864 (0.3025) loss_bbox_dn_5: 0.2865 (0.3020) loss_giou: 0.6000 (0.5901) loss_giou_aux_0: 0.6296 (0.6243) loss_giou_aux_1: 0.6192 (0.5998) loss_giou_aux_2: 0.6126 (0.5933) loss_giou_aux_3: 0.5945 (0.5905) loss_giou_aux_4: 0.6006 (0.5901) loss_giou_aux_5: 0.7125 (0.7222) loss_giou_dn_0: 0.7766 (0.7644) loss_giou_dn_1: 0.6617 (0.6555) loss_giou_dn_2: 0.6333 (0.6292) loss_giou_dn_3: 0.6277 (0.6212) loss_giou_dn_4: 0.6247 (0.6192) loss_giou_dn_5: 0.6241 (0.6191) loss_vfl: 0.7671 (0.8017) loss_vfl_aux_0: 0.9023 (0.9489) loss_vfl_aux_1: 0.8716 (0.9079) loss_vfl_aux_2: 0.7821 (0.8484) loss_vfl_aux_3: 0.7788 (0.8160) loss_vfl_aux_4: 0.7732 (0.8042) loss_vfl_aux_5: 0.8717 (0.9306) loss_vfl_dn_0: 0.4817 (0.4952) loss_vfl_dn_1: 0.4463 (0.4632) loss_vfl_dn_2: 0.4319 (0.4475) loss_vfl_dn_3: 0.4243 (0.4400) loss_vfl_dn_4: 0.4230 (0.4386) loss_vfl_dn_5: 0.4265 (0.4396) time: 0.4765 data: 0.0145 max mem: 5652 Epoch: [3] [7100/7393] eta: 0:02:18 lr: 0.000010 loss: 20.8216 (20.5208) loss_bbox: 0.2090 (0.2114) loss_bbox_aux_0: 0.2064 (0.2288) loss_bbox_aux_1: 0.1939 (0.2152) loss_bbox_aux_2: 0.1963 (0.2121) loss_bbox_aux_3: 0.2027 (0.2108) loss_bbox_aux_4: 0.2052 (0.2112) loss_bbox_aux_5: 0.2654 (0.2855) loss_bbox_dn_0: 0.4000 (0.4014) loss_bbox_dn_1: 0.3387 (0.3286) loss_bbox_dn_2: 0.3209 (0.3098) loss_bbox_dn_3: 0.3108 (0.3041) loss_bbox_dn_4: 0.3054 (0.3024) loss_bbox_dn_5: 0.3028 (0.3020) loss_giou: 0.5440 (0.5898) loss_giou_aux_0: 0.5701 (0.6240) loss_giou_aux_1: 0.5608 (0.5995) loss_giou_aux_2: 0.5524 (0.5930) loss_giou_aux_3: 0.5538 (0.5902) loss_giou_aux_4: 0.5438 (0.5898) loss_giou_aux_5: 0.6822 (0.7219) loss_giou_dn_0: 0.7484 (0.7642) loss_giou_dn_1: 0.6397 (0.6552) loss_giou_dn_2: 0.6186 (0.6290) loss_giou_dn_3: 0.6128 (0.6210) loss_giou_dn_4: 0.6093 (0.6189) loss_giou_dn_5: 0.6094 (0.6189) loss_vfl: 0.7701 (0.8018) loss_vfl_aux_0: 0.9605 (0.9488) loss_vfl_aux_1: 0.8925 (0.9079) loss_vfl_aux_2: 0.8376 (0.8485) loss_vfl_aux_3: 0.7712 (0.8160) loss_vfl_aux_4: 0.7683 (0.8042) loss_vfl_aux_5: 0.9080 (0.9306) loss_vfl_dn_0: 0.4981 (0.4952) loss_vfl_dn_1: 0.4661 (0.4632) loss_vfl_dn_2: 0.4486 (0.4475) loss_vfl_dn_3: 0.4378 (0.4400) loss_vfl_dn_4: 0.4370 (0.4386) loss_vfl_dn_5: 0.4382 (0.4395) time: 0.4760 data: 0.0143 max mem: 5652 Epoch: [3] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 20.1573 (20.5164) loss_bbox: 0.1990 (0.2114) loss_bbox_aux_0: 0.2070 (0.2288) loss_bbox_aux_1: 0.1953 (0.2152) loss_bbox_aux_2: 0.1823 (0.2120) loss_bbox_aux_3: 0.1795 (0.2108) loss_bbox_aux_4: 0.1970 (0.2112) loss_bbox_aux_5: 0.2743 (0.2855) loss_bbox_dn_0: 0.3586 (0.4012) loss_bbox_dn_1: 0.2814 (0.3284) loss_bbox_dn_2: 0.2600 (0.3096) loss_bbox_dn_3: 0.2580 (0.3039) loss_bbox_dn_4: 0.2573 (0.3023) loss_bbox_dn_5: 0.2569 (0.3018) loss_giou: 0.6042 (0.5897) loss_giou_aux_0: 0.6344 (0.6240) loss_giou_aux_1: 0.6250 (0.5995) loss_giou_aux_2: 0.6091 (0.5929) loss_giou_aux_3: 0.6065 (0.5901) loss_giou_aux_4: 0.6050 (0.5898) loss_giou_aux_5: 0.7345 (0.7217) loss_giou_dn_0: 0.7337 (0.7640) loss_giou_dn_1: 0.6293 (0.6551) loss_giou_dn_2: 0.5970 (0.6288) loss_giou_dn_3: 0.5904 (0.6209) loss_giou_dn_4: 0.5863 (0.6188) loss_giou_dn_5: 0.5862 (0.6188) loss_vfl: 0.7752 (0.8017) loss_vfl_aux_0: 0.9681 (0.9486) loss_vfl_aux_1: 0.8866 (0.9077) loss_vfl_aux_2: 0.8141 (0.8483) loss_vfl_aux_3: 0.7848 (0.8160) loss_vfl_aux_4: 0.7816 (0.8042) loss_vfl_aux_5: 0.9222 (0.9305) loss_vfl_dn_0: 0.4925 (0.4951) loss_vfl_dn_1: 0.4585 (0.4631) loss_vfl_dn_2: 0.4360 (0.4474) loss_vfl_dn_3: 0.4308 (0.4399) loss_vfl_dn_4: 0.4284 (0.4385) loss_vfl_dn_5: 0.4268 (0.4394) time: 0.4554 data: 0.0135 max mem: 5652 Epoch: [3] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 19.9209 (20.5135) loss_bbox: 0.1775 (0.2113) loss_bbox_aux_0: 0.2048 (0.2287) loss_bbox_aux_1: 0.1864 (0.2150) loss_bbox_aux_2: 0.1837 (0.2119) loss_bbox_aux_3: 0.1798 (0.2107) loss_bbox_aux_4: 0.1773 (0.2111) loss_bbox_aux_5: 0.2587 (0.2853) loss_bbox_dn_0: 0.3598 (0.4009) loss_bbox_dn_1: 0.2753 (0.3282) loss_bbox_dn_2: 0.2525 (0.3094) loss_bbox_dn_3: 0.2428 (0.3036) loss_bbox_dn_4: 0.2399 (0.3020) loss_bbox_dn_5: 0.2394 (0.3015) loss_giou: 0.5634 (0.5896) loss_giou_aux_0: 0.6029 (0.6239) loss_giou_aux_1: 0.5897 (0.5994) loss_giou_aux_2: 0.5861 (0.5929) loss_giou_aux_3: 0.5782 (0.5901) loss_giou_aux_4: 0.5698 (0.5897) loss_giou_aux_5: 0.6843 (0.7216) loss_giou_dn_0: 0.7252 (0.7638) loss_giou_dn_1: 0.6236 (0.6549) loss_giou_dn_2: 0.6043 (0.6287) loss_giou_dn_3: 0.5968 (0.6207) loss_giou_dn_4: 0.5946 (0.6187) loss_giou_dn_5: 0.5950 (0.6186) loss_vfl: 0.7949 (0.8018) loss_vfl_aux_0: 0.9357 (0.9487) loss_vfl_aux_1: 0.9407 (0.9080) loss_vfl_aux_2: 0.8438 (0.8484) loss_vfl_aux_3: 0.8179 (0.8161) loss_vfl_aux_4: 0.8055 (0.8043) loss_vfl_aux_5: 0.9379 (0.9304) loss_vfl_dn_0: 0.4897 (0.4952) loss_vfl_dn_1: 0.4512 (0.4631) loss_vfl_dn_2: 0.4340 (0.4474) loss_vfl_dn_3: 0.4256 (0.4399) loss_vfl_dn_4: 0.4237 (0.4384) loss_vfl_dn_5: 0.4286 (0.4394) time: 0.4512 data: 0.0135 max mem: 5652 Epoch: [3] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 20.3834 (20.5109) loss_bbox: 0.2198 (0.2113) loss_bbox_aux_0: 0.2352 (0.2287) loss_bbox_aux_1: 0.2282 (0.2150) loss_bbox_aux_2: 0.2153 (0.2119) loss_bbox_aux_3: 0.2252 (0.2107) loss_bbox_aux_4: 0.2195 (0.2111) loss_bbox_aux_5: 0.2972 (0.2853) loss_bbox_dn_0: 0.4178 (0.4008) loss_bbox_dn_1: 0.3442 (0.3281) loss_bbox_dn_2: 0.3116 (0.3093) loss_bbox_dn_3: 0.3057 (0.3036) loss_bbox_dn_4: 0.3025 (0.3019) loss_bbox_dn_5: 0.2999 (0.3015) loss_giou: 0.5748 (0.5895) loss_giou_aux_0: 0.6222 (0.6238) loss_giou_aux_1: 0.5874 (0.5993) loss_giou_aux_2: 0.5714 (0.5928) loss_giou_aux_3: 0.5727 (0.5900) loss_giou_aux_4: 0.5714 (0.5896) loss_giou_aux_5: 0.7246 (0.7214) loss_giou_dn_0: 0.7482 (0.7637) loss_giou_dn_1: 0.6490 (0.6548) loss_giou_dn_2: 0.6328 (0.6286) loss_giou_dn_3: 0.6222 (0.6207) loss_giou_dn_4: 0.6225 (0.6186) loss_giou_dn_5: 0.6224 (0.6186) loss_vfl: 0.7735 (0.8018) loss_vfl_aux_0: 0.9104 (0.9485) loss_vfl_aux_1: 0.8823 (0.9078) loss_vfl_aux_2: 0.8414 (0.8483) loss_vfl_aux_3: 0.7778 (0.8160) loss_vfl_aux_4: 0.7689 (0.8043) loss_vfl_aux_5: 0.9004 (0.9303) loss_vfl_dn_0: 0.4972 (0.4952) loss_vfl_dn_1: 0.4620 (0.4631) loss_vfl_dn_2: 0.4417 (0.4474) loss_vfl_dn_3: 0.4299 (0.4399) loss_vfl_dn_4: 0.4277 (0.4384) loss_vfl_dn_5: 0.4311 (0.4393) time: 0.4551 data: 0.0137 max mem: 5652 Epoch: [3] Total time: 0:58:21 (0.4736 s / it) Averaged stats: lr: 0.000010 loss: 20.3834 (20.5109) loss_bbox: 0.2198 (0.2113) loss_bbox_aux_0: 0.2352 (0.2287) loss_bbox_aux_1: 0.2282 (0.2150) loss_bbox_aux_2: 0.2153 (0.2119) loss_bbox_aux_3: 0.2252 (0.2107) loss_bbox_aux_4: 0.2195 (0.2111) loss_bbox_aux_5: 0.2972 (0.2853) loss_bbox_dn_0: 0.4178 (0.4008) loss_bbox_dn_1: 0.3442 (0.3281) loss_bbox_dn_2: 0.3116 (0.3093) loss_bbox_dn_3: 0.3057 (0.3036) loss_bbox_dn_4: 0.3025 (0.3019) loss_bbox_dn_5: 0.2999 (0.3015) loss_giou: 0.5748 (0.5895) loss_giou_aux_0: 0.6222 (0.6238) loss_giou_aux_1: 0.5874 (0.5993) loss_giou_aux_2: 0.5714 (0.5928) loss_giou_aux_3: 0.5727 (0.5900) loss_giou_aux_4: 0.5714 (0.5896) loss_giou_aux_5: 0.7246 (0.7214) loss_giou_dn_0: 0.7482 (0.7637) loss_giou_dn_1: 0.6490 (0.6548) loss_giou_dn_2: 0.6328 (0.6286) loss_giou_dn_3: 0.6222 (0.6207) loss_giou_dn_4: 0.6225 (0.6186) loss_giou_dn_5: 0.6224 (0.6186) loss_vfl: 0.7735 (0.8018) loss_vfl_aux_0: 0.9104 (0.9485) loss_vfl_aux_1: 0.8823 (0.9078) loss_vfl_aux_2: 0.8414 (0.8483) loss_vfl_aux_3: 0.7778 (0.8160) loss_vfl_aux_4: 0.7689 (0.8043) loss_vfl_aux_5: 0.9004 (0.9303) loss_vfl_dn_0: 0.4972 (0.4952) loss_vfl_dn_1: 0.4620 (0.4631) loss_vfl_dn_2: 0.4417 (0.4474) loss_vfl_dn_3: 0.4299 (0.4399) loss_vfl_dn_4: 0.4277 (0.4384) loss_vfl_dn_5: 0.4311 (0.4393) Test: [ 0/157] eta: 0:03:55 time: 1.5028 data: 1.0812 max mem: 5652 Test: [ 10/157] eta: 0:01:11 time: 0.4892 data: 0.1213 max mem: 5652 Test: [ 20/157] eta: 0:01:31 time: 0.6249 data: 0.0252 max mem: 5652 Test: [ 30/157] eta: 0:01:12 time: 0.6189 data: 0.0253 max mem: 5652 Test: [ 40/157] eta: 0:01:01 time: 0.3758 data: 0.0253 max mem: 5652 Test: [ 50/157] eta: 0:00:53 time: 0.3781 data: 0.0247 max mem: 5652 Test: [ 60/157] eta: 0:00:46 time: 0.3823 data: 0.0245 max mem: 5652 Test: [ 70/157] eta: 0:00:40 time: 0.3752 data: 0.0249 max mem: 5652 Test: [ 80/157] eta: 0:00:34 time: 0.3769 data: 0.0250 max mem: 5652 Test: [ 90/157] eta: 0:00:29 time: 0.3852 data: 0.0250 max mem: 5652 Test: [100/157] eta: 0:00:24 time: 0.3757 data: 0.0249 max mem: 5652 Test: [110/157] eta: 0:00:20 time: 0.3753 data: 0.0247 max mem: 5652 Test: [120/157] eta: 0:00:15 time: 0.3759 data: 0.0246 max mem: 5652 Test: [130/157] eta: 0:00:12 time: 0.6034 data: 0.0246 max mem: 5652 Test: [140/157] eta: 0:00:07 time: 0.6000 data: 0.0247 max mem: 5652 Test: [150/157] eta: 0:00:03 time: 0.3574 data: 0.0247 max mem: 5652 Test: [156/157] eta: 0:00:00 time: 0.3480 data: 0.0241 max mem: 5652 Test: Total time: 0:01:09 (0.4432 s / it) Averaged stats: Accumulating evaluation results... DONE (t=28.45s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.593 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.244 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.611 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.346 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.578 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 best_stat: {'epoch': 3, 'coco_eval_bbox': 0.42726474284544036} Epoch: [4] [ 0/7393] eta: 5:54:28 lr: 0.000010 loss: 19.6916 (19.6916) loss_bbox: 0.2073 (0.2073) loss_bbox_aux_0: 0.2441 (0.2441) loss_bbox_aux_1: 0.2032 (0.2032) loss_bbox_aux_2: 0.2087 (0.2087) loss_bbox_aux_3: 0.1933 (0.1933) loss_bbox_aux_4: 0.2063 (0.2063) loss_bbox_aux_5: 0.2686 (0.2686) loss_bbox_dn_0: 0.4724 (0.4724) loss_bbox_dn_1: 0.3652 (0.3652) loss_bbox_dn_2: 0.3458 (0.3458) loss_bbox_dn_3: 0.3327 (0.3327) loss_bbox_dn_4: 0.3311 (0.3311) loss_bbox_dn_5: 0.3311 (0.3311) loss_giou: 0.4503 (0.4503) loss_giou_aux_0: 0.5154 (0.5154) loss_giou_aux_1: 0.4742 (0.4742) loss_giou_aux_2: 0.4569 (0.4569) loss_giou_aux_3: 0.4411 (0.4411) loss_giou_aux_4: 0.4494 (0.4494) loss_giou_aux_5: 0.5934 (0.5934) loss_giou_dn_0: 0.6871 (0.6871) loss_giou_dn_1: 0.5541 (0.5541) loss_giou_dn_2: 0.5328 (0.5328) loss_giou_dn_3: 0.5211 (0.5211) loss_giou_dn_4: 0.5175 (0.5175) loss_giou_dn_5: 0.5174 (0.5174) loss_vfl: 0.8208 (0.8208) loss_vfl_aux_0: 1.0044 (1.0044) loss_vfl_aux_1: 0.9854 (0.9854) loss_vfl_aux_2: 0.8822 (0.8822) loss_vfl_aux_3: 0.8738 (0.8738) loss_vfl_aux_4: 0.8454 (0.8454) loss_vfl_aux_5: 1.0622 (1.0622) loss_vfl_dn_0: 0.5216 (0.5216) loss_vfl_dn_1: 0.4843 (0.4843) loss_vfl_dn_2: 0.4554 (0.4554) loss_vfl_dn_3: 0.4472 (0.4472) loss_vfl_dn_4: 0.4446 (0.4446) loss_vfl_dn_5: 0.4442 (0.4442) time: 2.8768 data: 1.1961 max mem: 5652 Epoch: [4] [ 100/7393] eta: 1:00:15 lr: 0.000010 loss: 19.7049 (20.1930) loss_bbox: 0.1862 (0.2080) loss_bbox_aux_0: 0.2100 (0.2267) loss_bbox_aux_1: 0.1871 (0.2117) loss_bbox_aux_2: 0.1759 (0.2088) loss_bbox_aux_3: 0.1831 (0.2086) loss_bbox_aux_4: 0.1779 (0.2077) loss_bbox_aux_5: 0.2482 (0.2780) loss_bbox_dn_0: 0.3572 (0.3929) loss_bbox_dn_1: 0.2961 (0.3192) loss_bbox_dn_2: 0.2756 (0.3007) loss_bbox_dn_3: 0.2606 (0.2933) loss_bbox_dn_4: 0.2598 (0.2912) loss_bbox_dn_5: 0.2597 (0.2905) loss_giou: 0.5345 (0.5835) loss_giou_aux_0: 0.5630 (0.6178) loss_giou_aux_1: 0.5480 (0.5932) loss_giou_aux_2: 0.5392 (0.5884) loss_giou_aux_3: 0.5424 (0.5862) loss_giou_aux_4: 0.5320 (0.5834) loss_giou_aux_5: 0.6661 (0.7079) loss_giou_dn_0: 0.7589 (0.7504) loss_giou_dn_1: 0.6419 (0.6435) loss_giou_dn_2: 0.6086 (0.6188) loss_giou_dn_3: 0.6020 (0.6106) loss_giou_dn_4: 0.6012 (0.6085) loss_giou_dn_5: 0.6007 (0.6084) loss_vfl: 0.8035 (0.7936) loss_vfl_aux_0: 0.9487 (0.9331) loss_vfl_aux_1: 0.8764 (0.8885) loss_vfl_aux_2: 0.8368 (0.8339) loss_vfl_aux_3: 0.8151 (0.8038) loss_vfl_aux_4: 0.8067 (0.7962) loss_vfl_aux_5: 0.9084 (0.9122) loss_vfl_dn_0: 0.4892 (0.4931) loss_vfl_dn_1: 0.4514 (0.4570) loss_vfl_dn_2: 0.4358 (0.4425) loss_vfl_dn_3: 0.4334 (0.4351) loss_vfl_dn_4: 0.4322 (0.4329) loss_vfl_dn_5: 0.4323 (0.4333) time: 0.4646 data: 0.0147 max mem: 5652 Epoch: [4] [ 200/7393] eta: 0:57:43 lr: 0.000010 loss: 20.4881 (20.1941) loss_bbox: 0.1909 (0.2073) loss_bbox_aux_0: 0.2202 (0.2251) loss_bbox_aux_1: 0.2101 (0.2113) loss_bbox_aux_2: 0.2023 (0.2079) loss_bbox_aux_3: 0.1962 (0.2067) loss_bbox_aux_4: 0.1908 (0.2070) loss_bbox_aux_5: 0.2509 (0.2747) loss_bbox_dn_0: 0.3560 (0.3852) loss_bbox_dn_1: 0.2982 (0.3144) loss_bbox_dn_2: 0.2799 (0.2969) loss_bbox_dn_3: 0.2755 (0.2904) loss_bbox_dn_4: 0.2762 (0.2886) loss_bbox_dn_5: 0.2757 (0.2880) loss_giou: 0.5769 (0.5897) loss_giou_aux_0: 0.6121 (0.6229) loss_giou_aux_1: 0.5879 (0.5987) loss_giou_aux_2: 0.5804 (0.5934) loss_giou_aux_3: 0.5779 (0.5904) loss_giou_aux_4: 0.5754 (0.5896) loss_giou_aux_5: 0.7091 (0.7131) loss_giou_dn_0: 0.7880 (0.7540) loss_giou_dn_1: 0.6808 (0.6465) loss_giou_dn_2: 0.6571 (0.6218) loss_giou_dn_3: 0.6504 (0.6139) loss_giou_dn_4: 0.6498 (0.6119) loss_giou_dn_5: 0.6494 (0.6118) loss_vfl: 0.7524 (0.7891) loss_vfl_aux_0: 0.8837 (0.9269) loss_vfl_aux_1: 0.8770 (0.8878) loss_vfl_aux_2: 0.8069 (0.8303) loss_vfl_aux_3: 0.7832 (0.8020) loss_vfl_aux_4: 0.7609 (0.7925) loss_vfl_aux_5: 0.8565 (0.9076) loss_vfl_dn_0: 0.4816 (0.4933) loss_vfl_dn_1: 0.4550 (0.4587) loss_vfl_dn_2: 0.4386 (0.4426) loss_vfl_dn_3: 0.4227 (0.4353) loss_vfl_dn_4: 0.4222 (0.4331) loss_vfl_dn_5: 0.4253 (0.4336) time: 0.4598 data: 0.0148 max mem: 5652 Epoch: [4] [ 300/7393] eta: 0:56:01 lr: 0.000010 loss: 19.8991 (20.1164) loss_bbox: 0.1766 (0.2043) loss_bbox_aux_0: 0.2033 (0.2225) loss_bbox_aux_1: 0.1834 (0.2096) loss_bbox_aux_2: 0.1841 (0.2058) loss_bbox_aux_3: 0.1817 (0.2039) loss_bbox_aux_4: 0.1802 (0.2039) loss_bbox_aux_5: 0.2500 (0.2737) loss_bbox_dn_0: 0.3441 (0.3844) loss_bbox_dn_1: 0.2651 (0.3130) loss_bbox_dn_2: 0.2559 (0.2952) loss_bbox_dn_3: 0.2532 (0.2887) loss_bbox_dn_4: 0.2529 (0.2869) loss_bbox_dn_5: 0.2522 (0.2863) loss_giou: 0.6070 (0.5854) loss_giou_aux_0: 0.6315 (0.6181) loss_giou_aux_1: 0.6138 (0.5952) loss_giou_aux_2: 0.6143 (0.5892) loss_giou_aux_3: 0.6032 (0.5859) loss_giou_aux_4: 0.6063 (0.5851) loss_giou_aux_5: 0.7234 (0.7085) loss_giou_dn_0: 0.7551 (0.7527) loss_giou_dn_1: 0.6449 (0.6448) loss_giou_dn_2: 0.6246 (0.6201) loss_giou_dn_3: 0.6163 (0.6122) loss_giou_dn_4: 0.6136 (0.6102) loss_giou_dn_5: 0.6128 (0.6101) loss_vfl: 0.7656 (0.7880) loss_vfl_aux_0: 0.9482 (0.9283) loss_vfl_aux_1: 0.8742 (0.8846) loss_vfl_aux_2: 0.8175 (0.8297) loss_vfl_aux_3: 0.7749 (0.8008) loss_vfl_aux_4: 0.7758 (0.7914) loss_vfl_aux_5: 0.9359 (0.9116) loss_vfl_dn_0: 0.4810 (0.4920) loss_vfl_dn_1: 0.4516 (0.4571) loss_vfl_dn_2: 0.4418 (0.4408) loss_vfl_dn_3: 0.4349 (0.4334) loss_vfl_dn_4: 0.4320 (0.4312) loss_vfl_dn_5: 0.4353 (0.4317) time: 0.4569 data: 0.0144 max mem: 5652 Epoch: [4] [ 400/7393] eta: 0:54:55 lr: 0.000010 loss: 19.7940 (20.1124) loss_bbox: 0.2042 (0.2045) loss_bbox_aux_0: 0.2164 (0.2225) loss_bbox_aux_1: 0.2116 (0.2094) loss_bbox_aux_2: 0.2025 (0.2056) loss_bbox_aux_3: 0.2033 (0.2045) loss_bbox_aux_4: 0.2068 (0.2042) loss_bbox_aux_5: 0.2920 (0.2737) loss_bbox_dn_0: 0.3883 (0.3839) loss_bbox_dn_1: 0.3175 (0.3130) loss_bbox_dn_2: 0.2978 (0.2953) loss_bbox_dn_3: 0.2920 (0.2889) loss_bbox_dn_4: 0.2916 (0.2871) loss_bbox_dn_5: 0.2911 (0.2864) loss_giou: 0.5934 (0.5875) loss_giou_aux_0: 0.6245 (0.6195) loss_giou_aux_1: 0.6080 (0.5969) loss_giou_aux_2: 0.6009 (0.5906) loss_giou_aux_3: 0.5884 (0.5883) loss_giou_aux_4: 0.5903 (0.5874) loss_giou_aux_5: 0.7007 (0.7094) loss_giou_dn_0: 0.7634 (0.7529) loss_giou_dn_1: 0.6446 (0.6447) loss_giou_dn_2: 0.6202 (0.6198) loss_giou_dn_3: 0.6162 (0.6119) loss_giou_dn_4: 0.6136 (0.6099) loss_giou_dn_5: 0.6140 (0.6098) loss_vfl: 0.7751 (0.7853) loss_vfl_aux_0: 0.8909 (0.9259) loss_vfl_aux_1: 0.8539 (0.8842) loss_vfl_aux_2: 0.8170 (0.8282) loss_vfl_aux_3: 0.7899 (0.7982) loss_vfl_aux_4: 0.7823 (0.7883) loss_vfl_aux_5: 0.9166 (0.9108) loss_vfl_dn_0: 0.4902 (0.4917) loss_vfl_dn_1: 0.4554 (0.4567) loss_vfl_dn_2: 0.4492 (0.4403) loss_vfl_dn_3: 0.4379 (0.4330) loss_vfl_dn_4: 0.4357 (0.4309) loss_vfl_dn_5: 0.4357 (0.4314) time: 0.4579 data: 0.0145 max mem: 5652 Epoch: [4] [ 500/7393] eta: 0:54:05 lr: 0.000010 loss: 19.5332 (20.0822) loss_bbox: 0.1888 (0.2033) loss_bbox_aux_0: 0.2074 (0.2208) loss_bbox_aux_1: 0.1902 (0.2078) loss_bbox_aux_2: 0.1882 (0.2041) loss_bbox_aux_3: 0.1910 (0.2031) loss_bbox_aux_4: 0.1887 (0.2030) loss_bbox_aux_5: 0.2531 (0.2724) loss_bbox_dn_0: 0.3609 (0.3831) loss_bbox_dn_1: 0.2687 (0.3121) loss_bbox_dn_2: 0.2557 (0.2944) loss_bbox_dn_3: 0.2521 (0.2880) loss_bbox_dn_4: 0.2516 (0.2861) loss_bbox_dn_5: 0.2517 (0.2855) loss_giou: 0.5520 (0.5856) loss_giou_aux_0: 0.5574 (0.6179) loss_giou_aux_1: 0.5423 (0.5953) loss_giou_aux_2: 0.5446 (0.5885) loss_giou_aux_3: 0.5503 (0.5863) loss_giou_aux_4: 0.5502 (0.5857) loss_giou_aux_5: 0.6614 (0.7077) loss_giou_dn_0: 0.7266 (0.7523) loss_giou_dn_1: 0.6173 (0.6442) loss_giou_dn_2: 0.5908 (0.6192) loss_giou_dn_3: 0.5804 (0.6112) loss_giou_dn_4: 0.5774 (0.6092) loss_giou_dn_5: 0.5776 (0.6091) loss_vfl: 0.7664 (0.7857) loss_vfl_aux_0: 0.9433 (0.9255) loss_vfl_aux_1: 0.9061 (0.8843) loss_vfl_aux_2: 0.8221 (0.8286) loss_vfl_aux_3: 0.7886 (0.7992) loss_vfl_aux_4: 0.7734 (0.7885) loss_vfl_aux_5: 0.9412 (0.9121) loss_vfl_dn_0: 0.4906 (0.4916) loss_vfl_dn_1: 0.4532 (0.4563) loss_vfl_dn_2: 0.4393 (0.4401) loss_vfl_dn_3: 0.4269 (0.4328) loss_vfl_dn_4: 0.4239 (0.4306) loss_vfl_dn_5: 0.4284 (0.4311) time: 0.4729 data: 0.0146 max mem: 5652 Epoch: [4] [ 600/7393] eta: 0:53:11 lr: 0.000010 loss: 20.6768 (20.1028) loss_bbox: 0.2082 (0.2048) loss_bbox_aux_0: 0.2112 (0.2221) loss_bbox_aux_1: 0.2112 (0.2090) loss_bbox_aux_2: 0.2147 (0.2054) loss_bbox_aux_3: 0.2081 (0.2045) loss_bbox_aux_4: 0.2083 (0.2044) loss_bbox_aux_5: 0.2898 (0.2740) loss_bbox_dn_0: 0.3684 (0.3862) loss_bbox_dn_1: 0.3118 (0.3144) loss_bbox_dn_2: 0.2908 (0.2966) loss_bbox_dn_3: 0.2830 (0.2902) loss_bbox_dn_4: 0.2781 (0.2883) loss_bbox_dn_5: 0.2779 (0.2877) loss_giou: 0.5975 (0.5833) loss_giou_aux_0: 0.6324 (0.6150) loss_giou_aux_1: 0.6005 (0.5926) loss_giou_aux_2: 0.6147 (0.5860) loss_giou_aux_3: 0.6076 (0.5840) loss_giou_aux_4: 0.5969 (0.5834) loss_giou_aux_5: 0.7224 (0.7054) loss_giou_dn_0: 0.7821 (0.7517) loss_giou_dn_1: 0.6735 (0.6432) loss_giou_dn_2: 0.6441 (0.6180) loss_giou_dn_3: 0.6390 (0.6101) loss_giou_dn_4: 0.6349 (0.6080) loss_giou_dn_5: 0.6348 (0.6079) loss_vfl: 0.8065 (0.7871) loss_vfl_aux_0: 0.9234 (0.9283) loss_vfl_aux_1: 0.9297 (0.8875) loss_vfl_aux_2: 0.8339 (0.8320) loss_vfl_aux_3: 0.8022 (0.8012) loss_vfl_aux_4: 0.8014 (0.7901) loss_vfl_aux_5: 0.9275 (0.9144) loss_vfl_dn_0: 0.4900 (0.4921) loss_vfl_dn_1: 0.4620 (0.4568) loss_vfl_dn_2: 0.4471 (0.4406) loss_vfl_dn_3: 0.4404 (0.4334) loss_vfl_dn_4: 0.4389 (0.4313) loss_vfl_dn_5: 0.4418 (0.4318) time: 0.4713 data: 0.0144 max mem: 5652 Epoch: [4] [ 700/7393] eta: 0:52:15 lr: 0.000010 loss: 20.0035 (20.1085) loss_bbox: 0.2113 (0.2054) loss_bbox_aux_0: 0.2236 (0.2226) loss_bbox_aux_1: 0.2044 (0.2096) loss_bbox_aux_2: 0.2111 (0.2061) loss_bbox_aux_3: 0.2133 (0.2052) loss_bbox_aux_4: 0.2119 (0.2051) loss_bbox_aux_5: 0.2709 (0.2743) loss_bbox_dn_0: 0.3704 (0.3866) loss_bbox_dn_1: 0.3000 (0.3152) loss_bbox_dn_2: 0.2834 (0.2973) loss_bbox_dn_3: 0.2827 (0.2908) loss_bbox_dn_4: 0.2816 (0.2889) loss_bbox_dn_5: 0.2821 (0.2883) loss_giou: 0.5351 (0.5838) loss_giou_aux_0: 0.5710 (0.6155) loss_giou_aux_1: 0.5361 (0.5931) loss_giou_aux_2: 0.5547 (0.5866) loss_giou_aux_3: 0.5405 (0.5846) loss_giou_aux_4: 0.5316 (0.5840) loss_giou_aux_5: 0.6498 (0.7057) loss_giou_dn_0: 0.7317 (0.7517) loss_giou_dn_1: 0.6237 (0.6439) loss_giou_dn_2: 0.5962 (0.6188) loss_giou_dn_3: 0.5865 (0.6108) loss_giou_dn_4: 0.5844 (0.6087) loss_giou_dn_5: 0.5846 (0.6087) loss_vfl: 0.7848 (0.7861) loss_vfl_aux_0: 0.9298 (0.9269) loss_vfl_aux_1: 0.8747 (0.8863) loss_vfl_aux_2: 0.8230 (0.8303) loss_vfl_aux_3: 0.7947 (0.8001) loss_vfl_aux_4: 0.7773 (0.7890) loss_vfl_aux_5: 0.9082 (0.9130) loss_vfl_dn_0: 0.4883 (0.4921) loss_vfl_dn_1: 0.4580 (0.4566) loss_vfl_dn_2: 0.4422 (0.4405) loss_vfl_dn_3: 0.4327 (0.4333) loss_vfl_dn_4: 0.4316 (0.4312) loss_vfl_dn_5: 0.4343 (0.4317) time: 0.4600 data: 0.0140 max mem: 5652 Epoch: [4] [ 800/7393] eta: 0:51:20 lr: 0.000010 loss: 19.4568 (20.1218) loss_bbox: 0.1953 (0.2063) loss_bbox_aux_0: 0.2163 (0.2232) loss_bbox_aux_1: 0.2047 (0.2104) loss_bbox_aux_2: 0.1887 (0.2070) loss_bbox_aux_3: 0.1882 (0.2059) loss_bbox_aux_4: 0.1910 (0.2060) loss_bbox_aux_5: 0.2598 (0.2750) loss_bbox_dn_0: 0.3884 (0.3891) loss_bbox_dn_1: 0.3148 (0.3174) loss_bbox_dn_2: 0.2948 (0.2992) loss_bbox_dn_3: 0.2909 (0.2927) loss_bbox_dn_4: 0.2839 (0.2908) loss_bbox_dn_5: 0.2834 (0.2902) loss_giou: 0.6019 (0.5822) loss_giou_aux_0: 0.6216 (0.6134) loss_giou_aux_1: 0.6007 (0.5911) loss_giou_aux_2: 0.6029 (0.5848) loss_giou_aux_3: 0.6039 (0.5826) loss_giou_aux_4: 0.6020 (0.5822) loss_giou_aux_5: 0.6983 (0.7035) loss_giou_dn_0: 0.7376 (0.7500) loss_giou_dn_1: 0.6238 (0.6421) loss_giou_dn_2: 0.5971 (0.6169) loss_giou_dn_3: 0.5873 (0.6090) loss_giou_dn_4: 0.5851 (0.6069) loss_giou_dn_5: 0.5852 (0.6068) loss_vfl: 0.7796 (0.7879) loss_vfl_aux_0: 0.9161 (0.9303) loss_vfl_aux_1: 0.8769 (0.8886) loss_vfl_aux_2: 0.8014 (0.8323) loss_vfl_aux_3: 0.7703 (0.8021) loss_vfl_aux_4: 0.7692 (0.7907) loss_vfl_aux_5: 0.9276 (0.9168) loss_vfl_dn_0: 0.5005 (0.4929) loss_vfl_dn_1: 0.4597 (0.4571) loss_vfl_dn_2: 0.4419 (0.4410) loss_vfl_dn_3: 0.4299 (0.4338) loss_vfl_dn_4: 0.4266 (0.4318) loss_vfl_dn_5: 0.4304 (0.4322) time: 0.4527 data: 0.0145 max mem: 5652 Epoch: [4] [ 900/7393] eta: 0:50:32 lr: 0.000010 loss: 20.1103 (20.1275) loss_bbox: 0.1956 (0.2068) loss_bbox_aux_0: 0.2084 (0.2231) loss_bbox_aux_1: 0.1961 (0.2105) loss_bbox_aux_2: 0.1992 (0.2073) loss_bbox_aux_3: 0.1985 (0.2064) loss_bbox_aux_4: 0.1991 (0.2064) loss_bbox_aux_5: 0.2541 (0.2752) loss_bbox_dn_0: 0.3780 (0.3904) loss_bbox_dn_1: 0.3018 (0.3185) loss_bbox_dn_2: 0.2845 (0.3002) loss_bbox_dn_3: 0.2819 (0.2937) loss_bbox_dn_4: 0.2821 (0.2918) loss_bbox_dn_5: 0.2821 (0.2912) loss_giou: 0.5572 (0.5804) loss_giou_aux_0: 0.6007 (0.6111) loss_giou_aux_1: 0.5599 (0.5887) loss_giou_aux_2: 0.5560 (0.5829) loss_giou_aux_3: 0.5548 (0.5806) loss_giou_aux_4: 0.5560 (0.5803) loss_giou_aux_5: 0.6794 (0.7013) loss_giou_dn_0: 0.7307 (0.7490) loss_giou_dn_1: 0.6186 (0.6412) loss_giou_dn_2: 0.5915 (0.6159) loss_giou_dn_3: 0.5824 (0.6080) loss_giou_dn_4: 0.5796 (0.6058) loss_giou_dn_5: 0.5804 (0.6058) loss_vfl: 0.7912 (0.7900) loss_vfl_aux_0: 0.9414 (0.9330) loss_vfl_aux_1: 0.9244 (0.8910) loss_vfl_aux_2: 0.8423 (0.8345) loss_vfl_aux_3: 0.7955 (0.8042) loss_vfl_aux_4: 0.7962 (0.7928) loss_vfl_aux_5: 0.9302 (0.9191) loss_vfl_dn_0: 0.5010 (0.4935) loss_vfl_dn_1: 0.4586 (0.4574) loss_vfl_dn_2: 0.4444 (0.4411) loss_vfl_dn_3: 0.4397 (0.4339) loss_vfl_dn_4: 0.4379 (0.4320) loss_vfl_dn_5: 0.4357 (0.4325) time: 0.4630 data: 0.0145 max mem: 5652 Epoch: [4] [1000/7393] eta: 0:49:43 lr: 0.000010 loss: 20.4981 (20.1350) loss_bbox: 0.2090 (0.2066) loss_bbox_aux_0: 0.2179 (0.2229) loss_bbox_aux_1: 0.2138 (0.2104) loss_bbox_aux_2: 0.2041 (0.2071) loss_bbox_aux_3: 0.2073 (0.2063) loss_bbox_aux_4: 0.2035 (0.2064) loss_bbox_aux_5: 0.2576 (0.2753) loss_bbox_dn_0: 0.3188 (0.3898) loss_bbox_dn_1: 0.2592 (0.3182) loss_bbox_dn_2: 0.2447 (0.3000) loss_bbox_dn_3: 0.2427 (0.2936) loss_bbox_dn_4: 0.2442 (0.2916) loss_bbox_dn_5: 0.2444 (0.2910) loss_giou: 0.6243 (0.5819) loss_giou_aux_0: 0.6272 (0.6124) loss_giou_aux_1: 0.6154 (0.5902) loss_giou_aux_2: 0.6093 (0.5843) loss_giou_aux_3: 0.6268 (0.5823) loss_giou_aux_4: 0.6177 (0.5820) loss_giou_aux_5: 0.7016 (0.7023) loss_giou_dn_0: 0.7565 (0.7497) loss_giou_dn_1: 0.6522 (0.6422) loss_giou_dn_2: 0.6343 (0.6171) loss_giou_dn_3: 0.6288 (0.6092) loss_giou_dn_4: 0.6269 (0.6071) loss_giou_dn_5: 0.6267 (0.6070) loss_vfl: 0.7679 (0.7892) loss_vfl_aux_0: 0.9081 (0.9324) loss_vfl_aux_1: 0.8716 (0.8903) loss_vfl_aux_2: 0.8032 (0.8341) loss_vfl_aux_3: 0.7921 (0.8033) loss_vfl_aux_4: 0.7738 (0.7920) loss_vfl_aux_5: 0.8689 (0.9182) loss_vfl_dn_0: 0.4887 (0.4932) loss_vfl_dn_1: 0.4517 (0.4571) loss_vfl_dn_2: 0.4357 (0.4409) loss_vfl_dn_3: 0.4323 (0.4337) loss_vfl_dn_4: 0.4286 (0.4317) loss_vfl_dn_5: 0.4292 (0.4322) time: 0.4713 data: 0.0148 max mem: 5652 Epoch: [4] [1100/7393] eta: 0:48:57 lr: 0.000010 loss: 20.4045 (20.1287) loss_bbox: 0.2057 (0.2056) loss_bbox_aux_0: 0.2248 (0.2221) loss_bbox_aux_1: 0.2096 (0.2094) loss_bbox_aux_2: 0.2098 (0.2062) loss_bbox_aux_3: 0.2070 (0.2052) loss_bbox_aux_4: 0.2071 (0.2053) loss_bbox_aux_5: 0.2645 (0.2746) loss_bbox_dn_0: 0.3279 (0.3891) loss_bbox_dn_1: 0.2719 (0.3175) loss_bbox_dn_2: 0.2626 (0.2993) loss_bbox_dn_3: 0.2621 (0.2928) loss_bbox_dn_4: 0.2605 (0.2908) loss_bbox_dn_5: 0.2604 (0.2902) loss_giou: 0.5885 (0.5823) loss_giou_aux_0: 0.6099 (0.6127) loss_giou_aux_1: 0.5911 (0.5908) loss_giou_aux_2: 0.5838 (0.5847) loss_giou_aux_3: 0.5954 (0.5826) loss_giou_aux_4: 0.5905 (0.5823) loss_giou_aux_5: 0.6865 (0.7024) loss_giou_dn_0: 0.7599 (0.7502) loss_giou_dn_1: 0.6599 (0.6428) loss_giou_dn_2: 0.6301 (0.6178) loss_giou_dn_3: 0.6185 (0.6100) loss_giou_dn_4: 0.6173 (0.6079) loss_giou_dn_5: 0.6171 (0.6078) loss_vfl: 0.7737 (0.7893) loss_vfl_aux_0: 0.9124 (0.9326) loss_vfl_aux_1: 0.8663 (0.8898) loss_vfl_aux_2: 0.8263 (0.8338) loss_vfl_aux_3: 0.7975 (0.8035) loss_vfl_aux_4: 0.7660 (0.7922) loss_vfl_aux_5: 0.9133 (0.9182) loss_vfl_dn_0: 0.4903 (0.4929) loss_vfl_dn_1: 0.4544 (0.4568) loss_vfl_dn_2: 0.4439 (0.4406) loss_vfl_dn_3: 0.4369 (0.4333) loss_vfl_dn_4: 0.4351 (0.4313) loss_vfl_dn_5: 0.4376 (0.4318) time: 0.4773 data: 0.0143 max mem: 5652 Epoch: [4] [1200/7393] eta: 0:48:08 lr: 0.000010 loss: 20.1389 (20.1172) loss_bbox: 0.1840 (0.2053) loss_bbox_aux_0: 0.1998 (0.2218) loss_bbox_aux_1: 0.1930 (0.2092) loss_bbox_aux_2: 0.1974 (0.2060) loss_bbox_aux_3: 0.1860 (0.2050) loss_bbox_aux_4: 0.1866 (0.2052) loss_bbox_aux_5: 0.2440 (0.2742) loss_bbox_dn_0: 0.3286 (0.3880) loss_bbox_dn_1: 0.2687 (0.3165) loss_bbox_dn_2: 0.2589 (0.2984) loss_bbox_dn_3: 0.2517 (0.2919) loss_bbox_dn_4: 0.2508 (0.2899) loss_bbox_dn_5: 0.2501 (0.2893) loss_giou: 0.5796 (0.5825) loss_giou_aux_0: 0.6157 (0.6131) loss_giou_aux_1: 0.5868 (0.5910) loss_giou_aux_2: 0.5809 (0.5850) loss_giou_aux_3: 0.5883 (0.5827) loss_giou_aux_4: 0.5809 (0.5824) loss_giou_aux_5: 0.7024 (0.7028) loss_giou_dn_0: 0.7478 (0.7495) loss_giou_dn_1: 0.6366 (0.6424) loss_giou_dn_2: 0.6103 (0.6174) loss_giou_dn_3: 0.6016 (0.6096) loss_giou_dn_4: 0.6003 (0.6074) loss_giou_dn_5: 0.6008 (0.6074) loss_vfl: 0.7778 (0.7888) loss_vfl_aux_0: 0.9042 (0.9319) loss_vfl_aux_1: 0.8508 (0.8895) loss_vfl_aux_2: 0.8264 (0.8335) loss_vfl_aux_3: 0.7783 (0.8032) loss_vfl_aux_4: 0.7805 (0.7918) loss_vfl_aux_5: 0.8904 (0.9179) loss_vfl_dn_0: 0.4883 (0.4930) loss_vfl_dn_1: 0.4481 (0.4569) loss_vfl_dn_2: 0.4411 (0.4405) loss_vfl_dn_3: 0.4301 (0.4333) loss_vfl_dn_4: 0.4308 (0.4314) loss_vfl_dn_5: 0.4323 (0.4318) time: 0.4628 data: 0.0139 max mem: 5652 Epoch: [4] [1300/7393] eta: 0:47:20 lr: 0.000010 loss: 19.9240 (20.1145) loss_bbox: 0.1833 (0.2046) loss_bbox_aux_0: 0.1960 (0.2210) loss_bbox_aux_1: 0.1837 (0.2085) loss_bbox_aux_2: 0.1762 (0.2052) loss_bbox_aux_3: 0.1760 (0.2042) loss_bbox_aux_4: 0.1778 (0.2043) loss_bbox_aux_5: 0.2538 (0.2730) loss_bbox_dn_0: 0.3554 (0.3866) loss_bbox_dn_1: 0.2831 (0.3154) loss_bbox_dn_2: 0.2661 (0.2973) loss_bbox_dn_3: 0.2597 (0.2908) loss_bbox_dn_4: 0.2570 (0.2888) loss_bbox_dn_5: 0.2573 (0.2882) loss_giou: 0.5651 (0.5833) loss_giou_aux_0: 0.6039 (0.6139) loss_giou_aux_1: 0.5710 (0.5918) loss_giou_aux_2: 0.5731 (0.5858) loss_giou_aux_3: 0.5718 (0.5836) loss_giou_aux_4: 0.5649 (0.5832) loss_giou_aux_5: 0.6745 (0.7035) loss_giou_dn_0: 0.7514 (0.7501) loss_giou_dn_1: 0.6508 (0.6429) loss_giou_dn_2: 0.6343 (0.6179) loss_giou_dn_3: 0.6262 (0.6101) loss_giou_dn_4: 0.6238 (0.6080) loss_giou_dn_5: 0.6238 (0.6079) loss_vfl: 0.8178 (0.7890) loss_vfl_aux_0: 0.9580 (0.9319) loss_vfl_aux_1: 0.9297 (0.8896) loss_vfl_aux_2: 0.8688 (0.8336) loss_vfl_aux_3: 0.8347 (0.8034) loss_vfl_aux_4: 0.8075 (0.7921) loss_vfl_aux_5: 0.9113 (0.9177) loss_vfl_dn_0: 0.4904 (0.4930) loss_vfl_dn_1: 0.4501 (0.4570) loss_vfl_dn_2: 0.4419 (0.4406) loss_vfl_dn_3: 0.4330 (0.4334) loss_vfl_dn_4: 0.4281 (0.4314) loss_vfl_dn_5: 0.4294 (0.4318) time: 0.4654 data: 0.0138 max mem: 5652 Epoch: [4] [1400/7393] eta: 0:46:31 lr: 0.000010 loss: 20.4288 (20.1110) loss_bbox: 0.2071 (0.2042) loss_bbox_aux_0: 0.2265 (0.2206) loss_bbox_aux_1: 0.2117 (0.2082) loss_bbox_aux_2: 0.2094 (0.2048) loss_bbox_aux_3: 0.2127 (0.2039) loss_bbox_aux_4: 0.2101 (0.2040) loss_bbox_aux_5: 0.2819 (0.2727) loss_bbox_dn_0: 0.4044 (0.3865) loss_bbox_dn_1: 0.3325 (0.3153) loss_bbox_dn_2: 0.3149 (0.2971) loss_bbox_dn_3: 0.3053 (0.2906) loss_bbox_dn_4: 0.3030 (0.2886) loss_bbox_dn_5: 0.3028 (0.2880) loss_giou: 0.5836 (0.5836) loss_giou_aux_0: 0.6223 (0.6143) loss_giou_aux_1: 0.5973 (0.5921) loss_giou_aux_2: 0.5907 (0.5861) loss_giou_aux_3: 0.5888 (0.5839) loss_giou_aux_4: 0.5828 (0.5836) loss_giou_aux_5: 0.7206 (0.7038) loss_giou_dn_0: 0.7660 (0.7503) loss_giou_dn_1: 0.6582 (0.6432) loss_giou_dn_2: 0.6339 (0.6182) loss_giou_dn_3: 0.6231 (0.6104) loss_giou_dn_4: 0.6201 (0.6083) loss_giou_dn_5: 0.6200 (0.6082) loss_vfl: 0.7804 (0.7883) loss_vfl_aux_0: 0.9460 (0.9318) loss_vfl_aux_1: 0.8813 (0.8891) loss_vfl_aux_2: 0.8163 (0.8330) loss_vfl_aux_3: 0.7833 (0.8029) loss_vfl_aux_4: 0.7789 (0.7916) loss_vfl_aux_5: 0.8914 (0.9173) loss_vfl_dn_0: 0.4911 (0.4928) loss_vfl_dn_1: 0.4577 (0.4570) loss_vfl_dn_2: 0.4432 (0.4405) loss_vfl_dn_3: 0.4347 (0.4332) loss_vfl_dn_4: 0.4330 (0.4313) loss_vfl_dn_5: 0.4357 (0.4316) time: 0.4715 data: 0.0140 max mem: 5652 Epoch: [4] [1500/7393] eta: 0:45:44 lr: 0.000010 loss: 19.8593 (20.0917) loss_bbox: 0.1935 (0.2040) loss_bbox_aux_0: 0.2068 (0.2204) loss_bbox_aux_1: 0.2052 (0.2078) loss_bbox_aux_2: 0.2049 (0.2046) loss_bbox_aux_3: 0.2043 (0.2036) loss_bbox_aux_4: 0.1921 (0.2037) loss_bbox_aux_5: 0.2645 (0.2724) loss_bbox_dn_0: 0.3551 (0.3857) loss_bbox_dn_1: 0.2945 (0.3145) loss_bbox_dn_2: 0.2753 (0.2963) loss_bbox_dn_3: 0.2699 (0.2898) loss_bbox_dn_4: 0.2691 (0.2878) loss_bbox_dn_5: 0.2688 (0.2872) loss_giou: 0.5412 (0.5834) loss_giou_aux_0: 0.5609 (0.6141) loss_giou_aux_1: 0.5478 (0.5919) loss_giou_aux_2: 0.5553 (0.5860) loss_giou_aux_3: 0.5497 (0.5837) loss_giou_aux_4: 0.5432 (0.5834) loss_giou_aux_5: 0.6437 (0.7035) loss_giou_dn_0: 0.7322 (0.7501) loss_giou_dn_1: 0.6283 (0.6431) loss_giou_dn_2: 0.6041 (0.6181) loss_giou_dn_3: 0.5938 (0.6103) loss_giou_dn_4: 0.5906 (0.6082) loss_giou_dn_5: 0.5903 (0.6081) loss_vfl: 0.7885 (0.7872) loss_vfl_aux_0: 0.9594 (0.9304) loss_vfl_aux_1: 0.8823 (0.8879) loss_vfl_aux_2: 0.8266 (0.8314) loss_vfl_aux_3: 0.7933 (0.8017) loss_vfl_aux_4: 0.7727 (0.7905) loss_vfl_aux_5: 0.9194 (0.9163) loss_vfl_dn_0: 0.4939 (0.4926) loss_vfl_dn_1: 0.4644 (0.4567) loss_vfl_dn_2: 0.4459 (0.4402) loss_vfl_dn_3: 0.4410 (0.4329) loss_vfl_dn_4: 0.4378 (0.4310) loss_vfl_dn_5: 0.4371 (0.4313) time: 0.4527 data: 0.0145 max mem: 5652 Epoch: [4] [1600/7393] eta: 0:44:55 lr: 0.000010 loss: 19.9280 (20.0917) loss_bbox: 0.1713 (0.2038) loss_bbox_aux_0: 0.1948 (0.2204) loss_bbox_aux_1: 0.1855 (0.2076) loss_bbox_aux_2: 0.1705 (0.2045) loss_bbox_aux_3: 0.1676 (0.2035) loss_bbox_aux_4: 0.1748 (0.2036) loss_bbox_aux_5: 0.2613 (0.2725) loss_bbox_dn_0: 0.3622 (0.3857) loss_bbox_dn_1: 0.3016 (0.3144) loss_bbox_dn_2: 0.2823 (0.2963) loss_bbox_dn_3: 0.2774 (0.2899) loss_bbox_dn_4: 0.2709 (0.2879) loss_bbox_dn_5: 0.2682 (0.2873) loss_giou: 0.6252 (0.5834) loss_giou_aux_0: 0.6374 (0.6142) loss_giou_aux_1: 0.6226 (0.5920) loss_giou_aux_2: 0.6125 (0.5860) loss_giou_aux_3: 0.6233 (0.5838) loss_giou_aux_4: 0.6251 (0.5834) loss_giou_aux_5: 0.7141 (0.7039) loss_giou_dn_0: 0.7655 (0.7499) loss_giou_dn_1: 0.6705 (0.6429) loss_giou_dn_2: 0.6474 (0.6179) loss_giou_dn_3: 0.6402 (0.6102) loss_giou_dn_4: 0.6370 (0.6080) loss_giou_dn_5: 0.6363 (0.6080) loss_vfl: 0.7427 (0.7878) loss_vfl_aux_0: 0.9149 (0.9301) loss_vfl_aux_1: 0.8706 (0.8883) loss_vfl_aux_2: 0.7953 (0.8317) loss_vfl_aux_3: 0.7620 (0.8018) loss_vfl_aux_4: 0.7421 (0.7909) loss_vfl_aux_5: 0.8842 (0.9161) loss_vfl_dn_0: 0.4901 (0.4925) loss_vfl_dn_1: 0.4511 (0.4566) loss_vfl_dn_2: 0.4378 (0.4401) loss_vfl_dn_3: 0.4272 (0.4329) loss_vfl_dn_4: 0.4250 (0.4309) loss_vfl_dn_5: 0.4219 (0.4312) time: 0.4579 data: 0.0145 max mem: 5652 Epoch: [4] [1700/7393] eta: 0:44:06 lr: 0.000010 loss: 19.8449 (20.0866) loss_bbox: 0.1883 (0.2036) loss_bbox_aux_0: 0.2179 (0.2203) loss_bbox_aux_1: 0.2017 (0.2076) loss_bbox_aux_2: 0.1989 (0.2043) loss_bbox_aux_3: 0.1936 (0.2033) loss_bbox_aux_4: 0.1947 (0.2034) loss_bbox_aux_5: 0.2621 (0.2724) loss_bbox_dn_0: 0.3757 (0.3853) loss_bbox_dn_1: 0.2985 (0.3141) loss_bbox_dn_2: 0.2813 (0.2960) loss_bbox_dn_3: 0.2714 (0.2896) loss_bbox_dn_4: 0.2685 (0.2876) loss_bbox_dn_5: 0.2692 (0.2870) loss_giou: 0.5484 (0.5828) loss_giou_aux_0: 0.5802 (0.6137) loss_giou_aux_1: 0.5594 (0.5915) loss_giou_aux_2: 0.5523 (0.5855) loss_giou_aux_3: 0.5456 (0.5832) loss_giou_aux_4: 0.5500 (0.5828) loss_giou_aux_5: 0.6747 (0.7033) loss_giou_dn_0: 0.7403 (0.7493) loss_giou_dn_1: 0.6307 (0.6424) loss_giou_dn_2: 0.6047 (0.6174) loss_giou_dn_3: 0.5996 (0.6096) loss_giou_dn_4: 0.5963 (0.6075) loss_giou_dn_5: 0.5957 (0.6075) loss_vfl: 0.8226 (0.7884) loss_vfl_aux_0: 1.0140 (0.9314) loss_vfl_aux_1: 0.9478 (0.8889) loss_vfl_aux_2: 0.8739 (0.8322) loss_vfl_aux_3: 0.8370 (0.8024) loss_vfl_aux_4: 0.8224 (0.7914) loss_vfl_aux_5: 0.9410 (0.9166) loss_vfl_dn_0: 0.4941 (0.4927) loss_vfl_dn_1: 0.4562 (0.4566) loss_vfl_dn_2: 0.4362 (0.4401) loss_vfl_dn_3: 0.4316 (0.4328) loss_vfl_dn_4: 0.4327 (0.4309) loss_vfl_dn_5: 0.4318 (0.4312) time: 0.4582 data: 0.0138 max mem: 5652 Epoch: [4] [1800/7393] eta: 0:43:18 lr: 0.000010 loss: 19.8711 (20.0910) loss_bbox: 0.1961 (0.2037) loss_bbox_aux_0: 0.2098 (0.2204) loss_bbox_aux_1: 0.1990 (0.2077) loss_bbox_aux_2: 0.1935 (0.2044) loss_bbox_aux_3: 0.1982 (0.2035) loss_bbox_aux_4: 0.1961 (0.2035) loss_bbox_aux_5: 0.2672 (0.2724) loss_bbox_dn_0: 0.4080 (0.3853) loss_bbox_dn_1: 0.3125 (0.3140) loss_bbox_dn_2: 0.2910 (0.2958) loss_bbox_dn_3: 0.2795 (0.2894) loss_bbox_dn_4: 0.2763 (0.2874) loss_bbox_dn_5: 0.2771 (0.2867) loss_giou: 0.5163 (0.5831) loss_giou_aux_0: 0.5662 (0.6140) loss_giou_aux_1: 0.5412 (0.5920) loss_giou_aux_2: 0.5336 (0.5858) loss_giou_aux_3: 0.5208 (0.5835) loss_giou_aux_4: 0.5165 (0.5832) loss_giou_aux_5: 0.6527 (0.7035) loss_giou_dn_0: 0.7372 (0.7494) loss_giou_dn_1: 0.6315 (0.6425) loss_giou_dn_2: 0.6018 (0.6175) loss_giou_dn_3: 0.5884 (0.6097) loss_giou_dn_4: 0.5863 (0.6076) loss_giou_dn_5: 0.5852 (0.6075) loss_vfl: 0.7924 (0.7882) loss_vfl_aux_0: 0.9379 (0.9322) loss_vfl_aux_1: 0.9127 (0.8898) loss_vfl_aux_2: 0.8156 (0.8326) loss_vfl_aux_3: 0.7948 (0.8023) loss_vfl_aux_4: 0.7968 (0.7911) loss_vfl_aux_5: 0.9237 (0.9165) loss_vfl_dn_0: 0.4960 (0.4928) loss_vfl_dn_1: 0.4609 (0.4566) loss_vfl_dn_2: 0.4421 (0.4401) loss_vfl_dn_3: 0.4382 (0.4329) loss_vfl_dn_4: 0.4340 (0.4310) loss_vfl_dn_5: 0.4382 (0.4313) time: 0.4719 data: 0.0148 max mem: 5652 Epoch: [4] [1900/7393] eta: 0:42:30 lr: 0.000010 loss: 20.1220 (20.0839) loss_bbox: 0.2055 (0.2035) loss_bbox_aux_0: 0.2229 (0.2203) loss_bbox_aux_1: 0.2106 (0.2075) loss_bbox_aux_2: 0.2112 (0.2042) loss_bbox_aux_3: 0.2066 (0.2033) loss_bbox_aux_4: 0.2086 (0.2033) loss_bbox_aux_5: 0.2674 (0.2724) loss_bbox_dn_0: 0.3747 (0.3852) loss_bbox_dn_1: 0.2924 (0.3140) loss_bbox_dn_2: 0.2756 (0.2957) loss_bbox_dn_3: 0.2693 (0.2893) loss_bbox_dn_4: 0.2675 (0.2873) loss_bbox_dn_5: 0.2671 (0.2866) loss_giou: 0.5627 (0.5824) loss_giou_aux_0: 0.5846 (0.6134) loss_giou_aux_1: 0.5661 (0.5912) loss_giou_aux_2: 0.5622 (0.5852) loss_giou_aux_3: 0.5597 (0.5828) loss_giou_aux_4: 0.5594 (0.5825) loss_giou_aux_5: 0.6779 (0.7029) loss_giou_dn_0: 0.7343 (0.7491) loss_giou_dn_1: 0.6190 (0.6421) loss_giou_dn_2: 0.5881 (0.6171) loss_giou_dn_3: 0.5789 (0.6094) loss_giou_dn_4: 0.5771 (0.6072) loss_giou_dn_5: 0.5770 (0.6071) loss_vfl: 0.7750 (0.7882) loss_vfl_aux_0: 0.9210 (0.9325) loss_vfl_aux_1: 0.8862 (0.8906) loss_vfl_aux_2: 0.8178 (0.8331) loss_vfl_aux_3: 0.7926 (0.8023) loss_vfl_aux_4: 0.7710 (0.7911) loss_vfl_aux_5: 0.9042 (0.9168) loss_vfl_dn_0: 0.4911 (0.4928) loss_vfl_dn_1: 0.4508 (0.4565) loss_vfl_dn_2: 0.4360 (0.4400) loss_vfl_dn_3: 0.4273 (0.4328) loss_vfl_dn_4: 0.4243 (0.4308) loss_vfl_dn_5: 0.4264 (0.4312) time: 0.4593 data: 0.0149 max mem: 5652 Epoch: [4] [2000/7393] eta: 0:41:44 lr: 0.000010 loss: 19.8579 (20.0878) loss_bbox: 0.1907 (0.2038) loss_bbox_aux_0: 0.1956 (0.2205) loss_bbox_aux_1: 0.1942 (0.2076) loss_bbox_aux_2: 0.1916 (0.2045) loss_bbox_aux_3: 0.1850 (0.2036) loss_bbox_aux_4: 0.1915 (0.2036) loss_bbox_aux_5: 0.2545 (0.2727) loss_bbox_dn_0: 0.3509 (0.3854) loss_bbox_dn_1: 0.2892 (0.3140) loss_bbox_dn_2: 0.2724 (0.2957) loss_bbox_dn_3: 0.2668 (0.2893) loss_bbox_dn_4: 0.2609 (0.2873) loss_bbox_dn_5: 0.2578 (0.2866) loss_giou: 0.5758 (0.5828) loss_giou_aux_0: 0.6310 (0.6139) loss_giou_aux_1: 0.5748 (0.5914) loss_giou_aux_2: 0.5698 (0.5857) loss_giou_aux_3: 0.5752 (0.5832) loss_giou_aux_4: 0.5816 (0.5828) loss_giou_aux_5: 0.6952 (0.7033) loss_giou_dn_0: 0.7484 (0.7492) loss_giou_dn_1: 0.6277 (0.6423) loss_giou_dn_2: 0.6009 (0.6173) loss_giou_dn_3: 0.5963 (0.6095) loss_giou_dn_4: 0.5946 (0.6073) loss_giou_dn_5: 0.5946 (0.6073) loss_vfl: 0.7535 (0.7879) loss_vfl_aux_0: 0.8600 (0.9325) loss_vfl_aux_1: 0.8826 (0.8909) loss_vfl_aux_2: 0.8061 (0.8325) loss_vfl_aux_3: 0.7941 (0.8020) loss_vfl_aux_4: 0.7644 (0.7908) loss_vfl_aux_5: 0.8805 (0.9161) loss_vfl_dn_0: 0.4874 (0.4929) loss_vfl_dn_1: 0.4533 (0.4565) loss_vfl_dn_2: 0.4381 (0.4400) loss_vfl_dn_3: 0.4293 (0.4328) loss_vfl_dn_4: 0.4293 (0.4309) loss_vfl_dn_5: 0.4284 (0.4312) time: 0.4726 data: 0.0137 max mem: 5652 Epoch: [4] [2100/7393] eta: 0:40:59 lr: 0.000010 loss: 19.3843 (20.0815) loss_bbox: 0.1929 (0.2037) loss_bbox_aux_0: 0.2108 (0.2206) loss_bbox_aux_1: 0.2007 (0.2076) loss_bbox_aux_2: 0.1929 (0.2043) loss_bbox_aux_3: 0.1931 (0.2035) loss_bbox_aux_4: 0.1958 (0.2035) loss_bbox_aux_5: 0.2641 (0.2730) loss_bbox_dn_0: 0.3744 (0.3859) loss_bbox_dn_1: 0.3013 (0.3144) loss_bbox_dn_2: 0.2826 (0.2960) loss_bbox_dn_3: 0.2721 (0.2895) loss_bbox_dn_4: 0.2713 (0.2874) loss_bbox_dn_5: 0.2695 (0.2868) loss_giou: 0.5263 (0.5820) loss_giou_aux_0: 0.5704 (0.6133) loss_giou_aux_1: 0.5495 (0.5907) loss_giou_aux_2: 0.5328 (0.5850) loss_giou_aux_3: 0.5271 (0.5825) loss_giou_aux_4: 0.5262 (0.5821) loss_giou_aux_5: 0.6615 (0.7029) loss_giou_dn_0: 0.7233 (0.7486) loss_giou_dn_1: 0.6102 (0.6417) loss_giou_dn_2: 0.5807 (0.6167) loss_giou_dn_3: 0.5716 (0.6089) loss_giou_dn_4: 0.5717 (0.6067) loss_giou_dn_5: 0.5718 (0.6067) loss_vfl: 0.7169 (0.7880) loss_vfl_aux_0: 0.8626 (0.9323) loss_vfl_aux_1: 0.8089 (0.8911) loss_vfl_aux_2: 0.7536 (0.8327) loss_vfl_aux_3: 0.7136 (0.8022) loss_vfl_aux_4: 0.7155 (0.7909) loss_vfl_aux_5: 0.8798 (0.9161) loss_vfl_dn_0: 0.4836 (0.4930) loss_vfl_dn_1: 0.4578 (0.4566) loss_vfl_dn_2: 0.4405 (0.4400) loss_vfl_dn_3: 0.4332 (0.4328) loss_vfl_dn_4: 0.4279 (0.4308) loss_vfl_dn_5: 0.4259 (0.4312) time: 0.4671 data: 0.0144 max mem: 5652 Epoch: [4] [2200/7393] eta: 0:40:13 lr: 0.000010 loss: 20.8537 (20.0837) loss_bbox: 0.2013 (0.2037) loss_bbox_aux_0: 0.2238 (0.2208) loss_bbox_aux_1: 0.2122 (0.2076) loss_bbox_aux_2: 0.2029 (0.2043) loss_bbox_aux_3: 0.2007 (0.2034) loss_bbox_aux_4: 0.2001 (0.2035) loss_bbox_aux_5: 0.2810 (0.2731) loss_bbox_dn_0: 0.4149 (0.3866) loss_bbox_dn_1: 0.3359 (0.3149) loss_bbox_dn_2: 0.3190 (0.2965) loss_bbox_dn_3: 0.3158 (0.2900) loss_bbox_dn_4: 0.3150 (0.2880) loss_bbox_dn_5: 0.3147 (0.2874) loss_giou: 0.5987 (0.5817) loss_giou_aux_0: 0.6218 (0.6133) loss_giou_aux_1: 0.6026 (0.5905) loss_giou_aux_2: 0.6030 (0.5847) loss_giou_aux_3: 0.5967 (0.5822) loss_giou_aux_4: 0.5998 (0.5818) loss_giou_aux_5: 0.7062 (0.7026) loss_giou_dn_0: 0.7732 (0.7487) loss_giou_dn_1: 0.6636 (0.6419) loss_giou_dn_2: 0.6381 (0.6168) loss_giou_dn_3: 0.6261 (0.6090) loss_giou_dn_4: 0.6235 (0.6068) loss_giou_dn_5: 0.6246 (0.6068) loss_vfl: 0.8449 (0.7881) loss_vfl_aux_0: 0.9403 (0.9320) loss_vfl_aux_1: 0.9252 (0.8911) loss_vfl_aux_2: 0.8962 (0.8328) loss_vfl_aux_3: 0.8565 (0.8023) loss_vfl_aux_4: 0.8378 (0.7911) loss_vfl_aux_5: 0.9376 (0.9162) loss_vfl_dn_0: 0.4935 (0.4930) loss_vfl_dn_1: 0.4602 (0.4565) loss_vfl_dn_2: 0.4421 (0.4399) loss_vfl_dn_3: 0.4387 (0.4327) loss_vfl_dn_4: 0.4376 (0.4307) loss_vfl_dn_5: 0.4377 (0.4311) time: 0.4516 data: 0.0145 max mem: 5652 Epoch: [4] [2300/7393] eta: 0:39:37 lr: 0.000010 loss: 19.6579 (20.0780) loss_bbox: 0.1880 (0.2037) loss_bbox_aux_0: 0.2119 (0.2209) loss_bbox_aux_1: 0.1999 (0.2077) loss_bbox_aux_2: 0.2020 (0.2045) loss_bbox_aux_3: 0.1914 (0.2035) loss_bbox_aux_4: 0.1971 (0.2036) loss_bbox_aux_5: 0.2670 (0.2731) loss_bbox_dn_0: 0.3998 (0.3866) loss_bbox_dn_1: 0.3185 (0.3150) loss_bbox_dn_2: 0.2947 (0.2965) loss_bbox_dn_3: 0.2874 (0.2900) loss_bbox_dn_4: 0.2877 (0.2880) loss_bbox_dn_5: 0.2872 (0.2874) loss_giou: 0.4772 (0.5812) loss_giou_aux_0: 0.5208 (0.6130) loss_giou_aux_1: 0.5001 (0.5901) loss_giou_aux_2: 0.4817 (0.5843) loss_giou_aux_3: 0.4868 (0.5817) loss_giou_aux_4: 0.4933 (0.5813) loss_giou_aux_5: 0.6010 (0.7021) loss_giou_dn_0: 0.7160 (0.7484) loss_giou_dn_1: 0.6024 (0.6415) loss_giou_dn_2: 0.5811 (0.6164) loss_giou_dn_3: 0.5694 (0.6085) loss_giou_dn_4: 0.5672 (0.6063) loss_giou_dn_5: 0.5667 (0.6063) loss_vfl: 0.8127 (0.7880) loss_vfl_aux_0: 0.9647 (0.9318) loss_vfl_aux_1: 0.8931 (0.8912) loss_vfl_aux_2: 0.8439 (0.8325) loss_vfl_aux_3: 0.8141 (0.8022) loss_vfl_aux_4: 0.8050 (0.7908) loss_vfl_aux_5: 0.9443 (0.9163) loss_vfl_dn_0: 0.4967 (0.4930) loss_vfl_dn_1: 0.4613 (0.4566) loss_vfl_dn_2: 0.4417 (0.4399) loss_vfl_dn_3: 0.4350 (0.4327) loss_vfl_dn_4: 0.4325 (0.4307) loss_vfl_dn_5: 0.4332 (0.4311) time: 0.4621 data: 0.0143 max mem: 5652 Epoch: [4] [2400/7393] eta: 0:38:49 lr: 0.000010 loss: 19.7378 (20.0800) loss_bbox: 0.1863 (0.2038) loss_bbox_aux_0: 0.1916 (0.2210) loss_bbox_aux_1: 0.1828 (0.2078) loss_bbox_aux_2: 0.1818 (0.2045) loss_bbox_aux_3: 0.1801 (0.2036) loss_bbox_aux_4: 0.1809 (0.2036) loss_bbox_aux_5: 0.2656 (0.2730) loss_bbox_dn_0: 0.3708 (0.3861) loss_bbox_dn_1: 0.3006 (0.3146) loss_bbox_dn_2: 0.2933 (0.2962) loss_bbox_dn_3: 0.2899 (0.2897) loss_bbox_dn_4: 0.2857 (0.2877) loss_bbox_dn_5: 0.2848 (0.2871) loss_giou: 0.5388 (0.5819) loss_giou_aux_0: 0.5773 (0.6139) loss_giou_aux_1: 0.5438 (0.5909) loss_giou_aux_2: 0.5356 (0.5851) loss_giou_aux_3: 0.5255 (0.5824) loss_giou_aux_4: 0.5256 (0.5820) loss_giou_aux_5: 0.6516 (0.7027) loss_giou_dn_0: 0.7310 (0.7487) loss_giou_dn_1: 0.6260 (0.6418) loss_giou_dn_2: 0.6027 (0.6167) loss_giou_dn_3: 0.5916 (0.6089) loss_giou_dn_4: 0.5882 (0.6067) loss_giou_dn_5: 0.5878 (0.6066) loss_vfl: 0.7603 (0.7874) loss_vfl_aux_0: 0.9224 (0.9312) loss_vfl_aux_1: 0.8599 (0.8907) loss_vfl_aux_2: 0.8072 (0.8320) loss_vfl_aux_3: 0.7710 (0.8017) loss_vfl_aux_4: 0.7635 (0.7903) loss_vfl_aux_5: 0.8828 (0.9155) loss_vfl_dn_0: 0.4837 (0.4929) loss_vfl_dn_1: 0.4573 (0.4566) loss_vfl_dn_2: 0.4385 (0.4400) loss_vfl_dn_3: 0.4295 (0.4328) loss_vfl_dn_4: 0.4260 (0.4307) loss_vfl_dn_5: 0.4280 (0.4311) time: 0.4579 data: 0.0144 max mem: 5652 Epoch: [4] [2500/7393] eta: 0:38:02 lr: 0.000010 loss: 19.8276 (20.0835) loss_bbox: 0.2134 (0.2038) loss_bbox_aux_0: 0.2303 (0.2210) loss_bbox_aux_1: 0.2198 (0.2078) loss_bbox_aux_2: 0.2124 (0.2046) loss_bbox_aux_3: 0.2053 (0.2035) loss_bbox_aux_4: 0.2092 (0.2036) loss_bbox_aux_5: 0.2725 (0.2730) loss_bbox_dn_0: 0.3669 (0.3860) loss_bbox_dn_1: 0.3045 (0.3145) loss_bbox_dn_2: 0.2905 (0.2962) loss_bbox_dn_3: 0.2914 (0.2897) loss_bbox_dn_4: 0.2908 (0.2877) loss_bbox_dn_5: 0.2893 (0.2870) loss_giou: 0.5892 (0.5823) loss_giou_aux_0: 0.6015 (0.6143) loss_giou_aux_1: 0.5945 (0.5913) loss_giou_aux_2: 0.5805 (0.5854) loss_giou_aux_3: 0.5829 (0.5828) loss_giou_aux_4: 0.5834 (0.5824) loss_giou_aux_5: 0.6893 (0.7031) loss_giou_dn_0: 0.7378 (0.7490) loss_giou_dn_1: 0.6351 (0.6423) loss_giou_dn_2: 0.6100 (0.6172) loss_giou_dn_3: 0.6021 (0.6094) loss_giou_dn_4: 0.6019 (0.6072) loss_giou_dn_5: 0.6022 (0.6071) loss_vfl: 0.7448 (0.7873) loss_vfl_aux_0: 0.9000 (0.9307) loss_vfl_aux_1: 0.8645 (0.8904) loss_vfl_aux_2: 0.7943 (0.8321) loss_vfl_aux_3: 0.7584 (0.8017) loss_vfl_aux_4: 0.7508 (0.7902) loss_vfl_aux_5: 0.8755 (0.9150) loss_vfl_dn_0: 0.4915 (0.4928) loss_vfl_dn_1: 0.4562 (0.4566) loss_vfl_dn_2: 0.4350 (0.4400) loss_vfl_dn_3: 0.4254 (0.4327) loss_vfl_dn_4: 0.4210 (0.4307) loss_vfl_dn_5: 0.4201 (0.4310) time: 0.4552 data: 0.0142 max mem: 5652 Epoch: [4] [2600/7393] eta: 0:37:25 lr: 0.000010 loss: 20.3822 (20.0841) loss_bbox: 0.1891 (0.2039) loss_bbox_aux_0: 0.2255 (0.2212) loss_bbox_aux_1: 0.1962 (0.2080) loss_bbox_aux_2: 0.1937 (0.2047) loss_bbox_aux_3: 0.1898 (0.2036) loss_bbox_aux_4: 0.1892 (0.2037) loss_bbox_aux_5: 0.2722 (0.2731) loss_bbox_dn_0: 0.3818 (0.3862) loss_bbox_dn_1: 0.3027 (0.3147) loss_bbox_dn_2: 0.2787 (0.2963) loss_bbox_dn_3: 0.2750 (0.2897) loss_bbox_dn_4: 0.2736 (0.2877) loss_bbox_dn_5: 0.2726 (0.2871) loss_giou: 0.4980 (0.5819) loss_giou_aux_0: 0.5227 (0.6141) loss_giou_aux_1: 0.4865 (0.5911) loss_giou_aux_2: 0.4830 (0.5851) loss_giou_aux_3: 0.4915 (0.5824) loss_giou_aux_4: 0.4989 (0.5820) loss_giou_aux_5: 0.5887 (0.7028) loss_giou_dn_0: 0.7129 (0.7487) loss_giou_dn_1: 0.6037 (0.6419) loss_giou_dn_2: 0.5690 (0.6168) loss_giou_dn_3: 0.5582 (0.6090) loss_giou_dn_4: 0.5531 (0.6068) loss_giou_dn_5: 0.5512 (0.6067) loss_vfl: 0.8008 (0.7880) loss_vfl_aux_0: 0.9839 (0.9316) loss_vfl_aux_1: 0.9416 (0.8909) loss_vfl_aux_2: 0.8789 (0.8325) loss_vfl_aux_3: 0.8453 (0.8022) loss_vfl_aux_4: 0.8324 (0.7908) loss_vfl_aux_5: 1.0136 (0.9156) loss_vfl_dn_0: 0.4942 (0.4929) loss_vfl_dn_1: 0.4505 (0.4565) loss_vfl_dn_2: 0.4370 (0.4399) loss_vfl_dn_3: 0.4289 (0.4326) loss_vfl_dn_4: 0.4254 (0.4306) loss_vfl_dn_5: 0.4289 (0.4310) time: 0.4725 data: 0.0148 max mem: 5652 Epoch: [4] [2700/7393] eta: 0:36:47 lr: 0.000010 loss: 19.7603 (20.0727) loss_bbox: 0.1929 (0.2036) loss_bbox_aux_0: 0.1994 (0.2209) loss_bbox_aux_1: 0.1864 (0.2077) loss_bbox_aux_2: 0.1837 (0.2044) loss_bbox_aux_3: 0.1965 (0.2034) loss_bbox_aux_4: 0.1933 (0.2034) loss_bbox_aux_5: 0.2591 (0.2728) loss_bbox_dn_0: 0.3922 (0.3860) loss_bbox_dn_1: 0.3045 (0.3145) loss_bbox_dn_2: 0.2721 (0.2960) loss_bbox_dn_3: 0.2662 (0.2894) loss_bbox_dn_4: 0.2660 (0.2874) loss_bbox_dn_5: 0.2657 (0.2868) loss_giou: 0.5097 (0.5812) loss_giou_aux_0: 0.5479 (0.6134) loss_giou_aux_1: 0.5174 (0.5904) loss_giou_aux_2: 0.5134 (0.5845) loss_giou_aux_3: 0.5168 (0.5817) loss_giou_aux_4: 0.5059 (0.5813) loss_giou_aux_5: 0.6297 (0.7022) loss_giou_dn_0: 0.7405 (0.7482) loss_giou_dn_1: 0.6200 (0.6415) loss_giou_dn_2: 0.5963 (0.6163) loss_giou_dn_3: 0.5901 (0.6085) loss_giou_dn_4: 0.5880 (0.6063) loss_giou_dn_5: 0.5881 (0.6062) loss_vfl: 0.7971 (0.7880) loss_vfl_aux_0: 0.9412 (0.9316) loss_vfl_aux_1: 0.8894 (0.8910) loss_vfl_aux_2: 0.8276 (0.8325) loss_vfl_aux_3: 0.8082 (0.8022) loss_vfl_aux_4: 0.7957 (0.7908) loss_vfl_aux_5: 0.9225 (0.9156) loss_vfl_dn_0: 0.4830 (0.4928) loss_vfl_dn_1: 0.4469 (0.4564) loss_vfl_dn_2: 0.4317 (0.4398) loss_vfl_dn_3: 0.4236 (0.4325) loss_vfl_dn_4: 0.4226 (0.4305) loss_vfl_dn_5: 0.4199 (0.4308) time: 0.4687 data: 0.0146 max mem: 5652 Epoch: [4] [2800/7393] eta: 0:36:09 lr: 0.000010 loss: 19.3956 (20.0655) loss_bbox: 0.2021 (0.2036) loss_bbox_aux_0: 0.2324 (0.2210) loss_bbox_aux_1: 0.2217 (0.2078) loss_bbox_aux_2: 0.2130 (0.2045) loss_bbox_aux_3: 0.2033 (0.2034) loss_bbox_aux_4: 0.2002 (0.2034) loss_bbox_aux_5: 0.2853 (0.2729) loss_bbox_dn_0: 0.4050 (0.3862) loss_bbox_dn_1: 0.3277 (0.3145) loss_bbox_dn_2: 0.3043 (0.2961) loss_bbox_dn_3: 0.2852 (0.2895) loss_bbox_dn_4: 0.2781 (0.2875) loss_bbox_dn_5: 0.2779 (0.2869) loss_giou: 0.5175 (0.5807) loss_giou_aux_0: 0.5524 (0.6130) loss_giou_aux_1: 0.5304 (0.5899) loss_giou_aux_2: 0.5240 (0.5840) loss_giou_aux_3: 0.5163 (0.5812) loss_giou_aux_4: 0.5197 (0.5808) loss_giou_aux_5: 0.6477 (0.7017) loss_giou_dn_0: 0.7106 (0.7478) loss_giou_dn_1: 0.6026 (0.6410) loss_giou_dn_2: 0.5765 (0.6158) loss_giou_dn_3: 0.5681 (0.6079) loss_giou_dn_4: 0.5652 (0.6058) loss_giou_dn_5: 0.5654 (0.6057) loss_vfl: 0.7711 (0.7877) loss_vfl_aux_0: 0.8941 (0.9315) loss_vfl_aux_1: 0.8770 (0.8907) loss_vfl_aux_2: 0.8334 (0.8323) loss_vfl_aux_3: 0.8051 (0.8019) loss_vfl_aux_4: 0.7690 (0.7905) loss_vfl_aux_5: 0.9067 (0.9153) loss_vfl_dn_0: 0.4888 (0.4928) loss_vfl_dn_1: 0.4483 (0.4564) loss_vfl_dn_2: 0.4330 (0.4397) loss_vfl_dn_3: 0.4273 (0.4324) loss_vfl_dn_4: 0.4225 (0.4304) loss_vfl_dn_5: 0.4234 (0.4308) time: 0.4718 data: 0.0153 max mem: 5652 Epoch: [4] [2900/7393] eta: 0:35:22 lr: 0.000010 loss: 19.8478 (20.0674) loss_bbox: 0.1919 (0.2036) loss_bbox_aux_0: 0.2076 (0.2210) loss_bbox_aux_1: 0.2012 (0.2078) loss_bbox_aux_2: 0.2006 (0.2045) loss_bbox_aux_3: 0.1868 (0.2033) loss_bbox_aux_4: 0.1861 (0.2034) loss_bbox_aux_5: 0.2775 (0.2729) loss_bbox_dn_0: 0.3807 (0.3865) loss_bbox_dn_1: 0.3164 (0.3148) loss_bbox_dn_2: 0.2982 (0.2963) loss_bbox_dn_3: 0.2912 (0.2898) loss_bbox_dn_4: 0.2907 (0.2878) loss_bbox_dn_5: 0.2903 (0.2871) loss_giou: 0.5111 (0.5803) loss_giou_aux_0: 0.5415 (0.6126) loss_giou_aux_1: 0.5174 (0.5895) loss_giou_aux_2: 0.5207 (0.5836) loss_giou_aux_3: 0.5087 (0.5808) loss_giou_aux_4: 0.5092 (0.5804) loss_giou_aux_5: 0.6481 (0.7014) loss_giou_dn_0: 0.7090 (0.7477) loss_giou_dn_1: 0.5857 (0.6409) loss_giou_dn_2: 0.5635 (0.6157) loss_giou_dn_3: 0.5577 (0.6079) loss_giou_dn_4: 0.5577 (0.6057) loss_giou_dn_5: 0.5578 (0.6056) loss_vfl: 0.8326 (0.7886) loss_vfl_aux_0: 0.9617 (0.9319) loss_vfl_aux_1: 0.9094 (0.8913) loss_vfl_aux_2: 0.8629 (0.8330) loss_vfl_aux_3: 0.8364 (0.8026) loss_vfl_aux_4: 0.8322 (0.7913) loss_vfl_aux_5: 0.9170 (0.9153) loss_vfl_dn_0: 0.4936 (0.4929) loss_vfl_dn_1: 0.4539 (0.4564) loss_vfl_dn_2: 0.4428 (0.4398) loss_vfl_dn_3: 0.4349 (0.4324) loss_vfl_dn_4: 0.4324 (0.4304) loss_vfl_dn_5: 0.4326 (0.4308) time: 0.4862 data: 0.0144 max mem: 5652 Epoch: [4] [3000/7393] eta: 0:34:34 lr: 0.000010 loss: 20.4260 (20.0736) loss_bbox: 0.2122 (0.2037) loss_bbox_aux_0: 0.2246 (0.2211) loss_bbox_aux_1: 0.2187 (0.2079) loss_bbox_aux_2: 0.2054 (0.2046) loss_bbox_aux_3: 0.2043 (0.2035) loss_bbox_aux_4: 0.2142 (0.2035) loss_bbox_aux_5: 0.2748 (0.2731) loss_bbox_dn_0: 0.3979 (0.3870) loss_bbox_dn_1: 0.3175 (0.3153) loss_bbox_dn_2: 0.2954 (0.2968) loss_bbox_dn_3: 0.2895 (0.2903) loss_bbox_dn_4: 0.2849 (0.2883) loss_bbox_dn_5: 0.2841 (0.2877) loss_giou: 0.5265 (0.5802) loss_giou_aux_0: 0.5634 (0.6125) loss_giou_aux_1: 0.5449 (0.5894) loss_giou_aux_2: 0.5367 (0.5835) loss_giou_aux_3: 0.5316 (0.5807) loss_giou_aux_4: 0.5270 (0.5803) loss_giou_aux_5: 0.6503 (0.7013) loss_giou_dn_0: 0.7357 (0.7477) loss_giou_dn_1: 0.6318 (0.6409) loss_giou_dn_2: 0.6034 (0.6156) loss_giou_dn_3: 0.5952 (0.6078) loss_giou_dn_4: 0.5922 (0.6056) loss_giou_dn_5: 0.5918 (0.6055) loss_vfl: 0.7934 (0.7890) loss_vfl_aux_0: 0.9624 (0.9326) loss_vfl_aux_1: 0.9541 (0.8918) loss_vfl_aux_2: 0.8723 (0.8335) loss_vfl_aux_3: 0.8182 (0.8032) loss_vfl_aux_4: 0.8138 (0.7917) loss_vfl_aux_5: 0.9241 (0.9154) loss_vfl_dn_0: 0.4941 (0.4928) loss_vfl_dn_1: 0.4598 (0.4564) loss_vfl_dn_2: 0.4430 (0.4398) loss_vfl_dn_3: 0.4380 (0.4325) loss_vfl_dn_4: 0.4360 (0.4304) loss_vfl_dn_5: 0.4363 (0.4308) time: 0.4787 data: 0.0144 max mem: 5652 Epoch: [4] [3100/7393] eta: 0:33:46 lr: 0.000010 loss: 20.1948 (20.0734) loss_bbox: 0.2139 (0.2038) loss_bbox_aux_0: 0.2311 (0.2210) loss_bbox_aux_1: 0.2241 (0.2078) loss_bbox_aux_2: 0.2208 (0.2046) loss_bbox_aux_3: 0.2125 (0.2034) loss_bbox_aux_4: 0.2156 (0.2035) loss_bbox_aux_5: 0.2812 (0.2730) loss_bbox_dn_0: 0.4189 (0.3869) loss_bbox_dn_1: 0.3497 (0.3153) loss_bbox_dn_2: 0.3269 (0.2969) loss_bbox_dn_3: 0.3180 (0.2903) loss_bbox_dn_4: 0.3132 (0.2883) loss_bbox_dn_5: 0.3120 (0.2877) loss_giou: 0.4951 (0.5802) loss_giou_aux_0: 0.5129 (0.6124) loss_giou_aux_1: 0.4814 (0.5894) loss_giou_aux_2: 0.4774 (0.5835) loss_giou_aux_3: 0.4673 (0.5806) loss_giou_aux_4: 0.4813 (0.5803) loss_giou_aux_5: 0.5919 (0.7013) loss_giou_dn_0: 0.7125 (0.7477) loss_giou_dn_1: 0.6062 (0.6408) loss_giou_dn_2: 0.5876 (0.6156) loss_giou_dn_3: 0.5824 (0.6078) loss_giou_dn_4: 0.5800 (0.6056) loss_giou_dn_5: 0.5796 (0.6055) loss_vfl: 0.7853 (0.7889) loss_vfl_aux_0: 0.9428 (0.9328) loss_vfl_aux_1: 0.8969 (0.8921) loss_vfl_aux_2: 0.8289 (0.8335) loss_vfl_aux_3: 0.7948 (0.8033) loss_vfl_aux_4: 0.7934 (0.7917) loss_vfl_aux_5: 0.9133 (0.9152) loss_vfl_dn_0: 0.4888 (0.4927) loss_vfl_dn_1: 0.4521 (0.4564) loss_vfl_dn_2: 0.4360 (0.4398) loss_vfl_dn_3: 0.4269 (0.4325) loss_vfl_dn_4: 0.4208 (0.4304) loss_vfl_dn_5: 0.4228 (0.4308) time: 0.4726 data: 0.0145 max mem: 5652 Epoch: [4] [3200/7393] eta: 0:32:58 lr: 0.000010 loss: 19.8056 (20.0832) loss_bbox: 0.1860 (0.2041) loss_bbox_aux_0: 0.1963 (0.2212) loss_bbox_aux_1: 0.1862 (0.2080) loss_bbox_aux_2: 0.1752 (0.2048) loss_bbox_aux_3: 0.1821 (0.2037) loss_bbox_aux_4: 0.1821 (0.2038) loss_bbox_aux_5: 0.2313 (0.2731) loss_bbox_dn_0: 0.3673 (0.3870) loss_bbox_dn_1: 0.3020 (0.3155) loss_bbox_dn_2: 0.2836 (0.2971) loss_bbox_dn_3: 0.2801 (0.2906) loss_bbox_dn_4: 0.2796 (0.2886) loss_bbox_dn_5: 0.2788 (0.2880) loss_giou: 0.5352 (0.5806) loss_giou_aux_0: 0.5649 (0.6128) loss_giou_aux_1: 0.5378 (0.5897) loss_giou_aux_2: 0.5396 (0.5838) loss_giou_aux_3: 0.5319 (0.5810) loss_giou_aux_4: 0.5337 (0.5807) loss_giou_aux_5: 0.6416 (0.7016) loss_giou_dn_0: 0.7338 (0.7479) loss_giou_dn_1: 0.6402 (0.6412) loss_giou_dn_2: 0.6149 (0.6160) loss_giou_dn_3: 0.6030 (0.6081) loss_giou_dn_4: 0.6018 (0.6060) loss_giou_dn_5: 0.6020 (0.6059) loss_vfl: 0.7888 (0.7892) loss_vfl_aux_0: 0.9377 (0.9330) loss_vfl_aux_1: 0.9205 (0.8926) loss_vfl_aux_2: 0.8316 (0.8340) loss_vfl_aux_3: 0.8024 (0.8037) loss_vfl_aux_4: 0.7979 (0.7921) loss_vfl_aux_5: 0.9036 (0.9149) loss_vfl_dn_0: 0.4960 (0.4927) loss_vfl_dn_1: 0.4625 (0.4564) loss_vfl_dn_2: 0.4347 (0.4398) loss_vfl_dn_3: 0.4283 (0.4325) loss_vfl_dn_4: 0.4240 (0.4305) loss_vfl_dn_5: 0.4198 (0.4309) time: 0.4640 data: 0.0144 max mem: 5652 Epoch: [4] [3300/7393] eta: 0:32:10 lr: 0.000010 loss: 20.0082 (20.0901) loss_bbox: 0.2037 (0.2044) loss_bbox_aux_0: 0.2216 (0.2214) loss_bbox_aux_1: 0.1992 (0.2083) loss_bbox_aux_2: 0.2003 (0.2051) loss_bbox_aux_3: 0.1964 (0.2039) loss_bbox_aux_4: 0.2038 (0.2041) loss_bbox_aux_5: 0.2621 (0.2732) loss_bbox_dn_0: 0.3689 (0.3874) loss_bbox_dn_1: 0.3075 (0.3159) loss_bbox_dn_2: 0.2926 (0.2974) loss_bbox_dn_3: 0.2871 (0.2909) loss_bbox_dn_4: 0.2854 (0.2889) loss_bbox_dn_5: 0.2849 (0.2883) loss_giou: 0.6054 (0.5806) loss_giou_aux_0: 0.6204 (0.6128) loss_giou_aux_1: 0.5986 (0.5897) loss_giou_aux_2: 0.5896 (0.5838) loss_giou_aux_3: 0.5948 (0.5810) loss_giou_aux_4: 0.5949 (0.5806) loss_giou_aux_5: 0.6924 (0.7015) loss_giou_dn_0: 0.7658 (0.7481) loss_giou_dn_1: 0.6743 (0.6413) loss_giou_dn_2: 0.6501 (0.6161) loss_giou_dn_3: 0.6391 (0.6083) loss_giou_dn_4: 0.6378 (0.6061) loss_giou_dn_5: 0.6377 (0.6060) loss_vfl: 0.7572 (0.7896) loss_vfl_aux_0: 0.9135 (0.9332) loss_vfl_aux_1: 0.9225 (0.8932) loss_vfl_aux_2: 0.8167 (0.8343) loss_vfl_aux_3: 0.8089 (0.8041) loss_vfl_aux_4: 0.7878 (0.7924) loss_vfl_aux_5: 0.8780 (0.9153) loss_vfl_dn_0: 0.4869 (0.4927) loss_vfl_dn_1: 0.4468 (0.4564) loss_vfl_dn_2: 0.4279 (0.4398) loss_vfl_dn_3: 0.4220 (0.4325) loss_vfl_dn_4: 0.4206 (0.4305) loss_vfl_dn_5: 0.4215 (0.4309) time: 0.4774 data: 0.0143 max mem: 5652 Epoch: [4] [3400/7393] eta: 0:31:23 lr: 0.000010 loss: 19.7492 (20.0891) loss_bbox: 0.1970 (0.2042) loss_bbox_aux_0: 0.2100 (0.2214) loss_bbox_aux_1: 0.1971 (0.2082) loss_bbox_aux_2: 0.2054 (0.2050) loss_bbox_aux_3: 0.2018 (0.2037) loss_bbox_aux_4: 0.1985 (0.2039) loss_bbox_aux_5: 0.2710 (0.2731) loss_bbox_dn_0: 0.3569 (0.3870) loss_bbox_dn_1: 0.2993 (0.3155) loss_bbox_dn_2: 0.2803 (0.2970) loss_bbox_dn_3: 0.2751 (0.2905) loss_bbox_dn_4: 0.2728 (0.2886) loss_bbox_dn_5: 0.2719 (0.2880) loss_giou: 0.5702 (0.5811) loss_giou_aux_0: 0.6039 (0.6133) loss_giou_aux_1: 0.5707 (0.5902) loss_giou_aux_2: 0.5609 (0.5843) loss_giou_aux_3: 0.5716 (0.5815) loss_giou_aux_4: 0.5698 (0.5811) loss_giou_aux_5: 0.6758 (0.7020) loss_giou_dn_0: 0.7289 (0.7483) loss_giou_dn_1: 0.6244 (0.6416) loss_giou_dn_2: 0.6014 (0.6165) loss_giou_dn_3: 0.5942 (0.6086) loss_giou_dn_4: 0.5903 (0.6064) loss_giou_dn_5: 0.5905 (0.6064) loss_vfl: 0.7915 (0.7892) loss_vfl_aux_0: 0.9475 (0.9326) loss_vfl_aux_1: 0.8922 (0.8927) loss_vfl_aux_2: 0.8258 (0.8339) loss_vfl_aux_3: 0.7799 (0.8037) loss_vfl_aux_4: 0.7963 (0.7920) loss_vfl_aux_5: 0.9076 (0.9144) loss_vfl_dn_0: 0.4952 (0.4927) loss_vfl_dn_1: 0.4545 (0.4564) loss_vfl_dn_2: 0.4395 (0.4398) loss_vfl_dn_3: 0.4293 (0.4325) loss_vfl_dn_4: 0.4286 (0.4305) loss_vfl_dn_5: 0.4293 (0.4309) time: 0.4713 data: 0.0139 max mem: 5652 Epoch: [4] [3500/7393] eta: 0:30:36 lr: 0.000010 loss: 19.9546 (20.0879) loss_bbox: 0.2096 (0.2043) loss_bbox_aux_0: 0.2203 (0.2216) loss_bbox_aux_1: 0.2162 (0.2083) loss_bbox_aux_2: 0.2142 (0.2051) loss_bbox_aux_3: 0.2136 (0.2039) loss_bbox_aux_4: 0.2094 (0.2040) loss_bbox_aux_5: 0.2679 (0.2732) loss_bbox_dn_0: 0.3944 (0.3870) loss_bbox_dn_1: 0.3343 (0.3156) loss_bbox_dn_2: 0.3168 (0.2971) loss_bbox_dn_3: 0.3045 (0.2906) loss_bbox_dn_4: 0.3022 (0.2886) loss_bbox_dn_5: 0.3016 (0.2880) loss_giou: 0.5761 (0.5810) loss_giou_aux_0: 0.6180 (0.6133) loss_giou_aux_1: 0.5912 (0.5902) loss_giou_aux_2: 0.5924 (0.5842) loss_giou_aux_3: 0.5887 (0.5814) loss_giou_aux_4: 0.5875 (0.5811) loss_giou_aux_5: 0.6765 (0.7018) loss_giou_dn_0: 0.7412 (0.7482) loss_giou_dn_1: 0.6465 (0.6415) loss_giou_dn_2: 0.6167 (0.6163) loss_giou_dn_3: 0.6078 (0.6085) loss_giou_dn_4: 0.6047 (0.6063) loss_giou_dn_5: 0.6047 (0.6063) loss_vfl: 0.7579 (0.7891) loss_vfl_aux_0: 0.8704 (0.9326) loss_vfl_aux_1: 0.8670 (0.8927) loss_vfl_aux_2: 0.7907 (0.8338) loss_vfl_aux_3: 0.7613 (0.8036) loss_vfl_aux_4: 0.7556 (0.7919) loss_vfl_aux_5: 0.8711 (0.9146) loss_vfl_dn_0: 0.4891 (0.4927) loss_vfl_dn_1: 0.4474 (0.4563) loss_vfl_dn_2: 0.4267 (0.4398) loss_vfl_dn_3: 0.4240 (0.4324) loss_vfl_dn_4: 0.4232 (0.4304) loss_vfl_dn_5: 0.4234 (0.4308) time: 0.4627 data: 0.0139 max mem: 5652 Epoch: [4] [3600/7393] eta: 0:29:48 lr: 0.000010 loss: 19.2361 (20.0835) loss_bbox: 0.1856 (0.2043) loss_bbox_aux_0: 0.2031 (0.2216) loss_bbox_aux_1: 0.1844 (0.2083) loss_bbox_aux_2: 0.1823 (0.2051) loss_bbox_aux_3: 0.1863 (0.2039) loss_bbox_aux_4: 0.1886 (0.2040) loss_bbox_aux_5: 0.2507 (0.2731) loss_bbox_dn_0: 0.3347 (0.3868) loss_bbox_dn_1: 0.2760 (0.3154) loss_bbox_dn_2: 0.2602 (0.2969) loss_bbox_dn_3: 0.2555 (0.2904) loss_bbox_dn_4: 0.2554 (0.2884) loss_bbox_dn_5: 0.2559 (0.2878) loss_giou: 0.5405 (0.5809) loss_giou_aux_0: 0.5916 (0.6132) loss_giou_aux_1: 0.5632 (0.5901) loss_giou_aux_2: 0.5567 (0.5841) loss_giou_aux_3: 0.5450 (0.5813) loss_giou_aux_4: 0.5432 (0.5810) loss_giou_aux_5: 0.6766 (0.7016) loss_giou_dn_0: 0.7450 (0.7481) loss_giou_dn_1: 0.6353 (0.6413) loss_giou_dn_2: 0.6087 (0.6161) loss_giou_dn_3: 0.6001 (0.6082) loss_giou_dn_4: 0.5990 (0.6061) loss_giou_dn_5: 0.5985 (0.6060) loss_vfl: 0.7899 (0.7890) loss_vfl_aux_0: 0.9328 (0.9325) loss_vfl_aux_1: 0.8942 (0.8925) loss_vfl_aux_2: 0.8246 (0.8336) loss_vfl_aux_3: 0.8012 (0.8035) loss_vfl_aux_4: 0.7792 (0.7916) loss_vfl_aux_5: 0.9238 (0.9146) loss_vfl_dn_0: 0.4893 (0.4927) loss_vfl_dn_1: 0.4485 (0.4563) loss_vfl_dn_2: 0.4290 (0.4397) loss_vfl_dn_3: 0.4170 (0.4324) loss_vfl_dn_4: 0.4145 (0.4304) loss_vfl_dn_5: 0.4171 (0.4308) time: 0.4655 data: 0.0145 max mem: 5652 Epoch: [4] [3700/7393] eta: 0:29:01 lr: 0.000010 loss: 19.1501 (20.0765) loss_bbox: 0.1875 (0.2041) loss_bbox_aux_0: 0.2022 (0.2216) loss_bbox_aux_1: 0.1857 (0.2083) loss_bbox_aux_2: 0.1836 (0.2050) loss_bbox_aux_3: 0.1858 (0.2037) loss_bbox_aux_4: 0.1828 (0.2039) loss_bbox_aux_5: 0.2606 (0.2729) loss_bbox_dn_0: 0.3605 (0.3868) loss_bbox_dn_1: 0.2914 (0.3154) loss_bbox_dn_2: 0.2740 (0.2968) loss_bbox_dn_3: 0.2664 (0.2904) loss_bbox_dn_4: 0.2650 (0.2884) loss_bbox_dn_5: 0.2650 (0.2878) loss_giou: 0.5048 (0.5804) loss_giou_aux_0: 0.5486 (0.6127) loss_giou_aux_1: 0.5215 (0.5896) loss_giou_aux_2: 0.5026 (0.5836) loss_giou_aux_3: 0.5015 (0.5807) loss_giou_aux_4: 0.5042 (0.5804) loss_giou_aux_5: 0.6092 (0.7010) loss_giou_dn_0: 0.7092 (0.7479) loss_giou_dn_1: 0.5976 (0.6410) loss_giou_dn_2: 0.5711 (0.6158) loss_giou_dn_3: 0.5606 (0.6079) loss_giou_dn_4: 0.5567 (0.6058) loss_giou_dn_5: 0.5573 (0.6057) loss_vfl: 0.7398 (0.7889) loss_vfl_aux_0: 0.9178 (0.9324) loss_vfl_aux_1: 0.8711 (0.8923) loss_vfl_aux_2: 0.7923 (0.8335) loss_vfl_aux_3: 0.7591 (0.8034) loss_vfl_aux_4: 0.7395 (0.7916) loss_vfl_aux_5: 0.8979 (0.9147) loss_vfl_dn_0: 0.4945 (0.4927) loss_vfl_dn_1: 0.4534 (0.4562) loss_vfl_dn_2: 0.4376 (0.4397) loss_vfl_dn_3: 0.4286 (0.4323) loss_vfl_dn_4: 0.4289 (0.4303) loss_vfl_dn_5: 0.4306 (0.4307) time: 0.4698 data: 0.0145 max mem: 5652 Epoch: [4] [3800/7393] eta: 0:28:13 lr: 0.000010 loss: 19.6783 (20.0670) loss_bbox: 0.2022 (0.2041) loss_bbox_aux_0: 0.1951 (0.2215) loss_bbox_aux_1: 0.1870 (0.2082) loss_bbox_aux_2: 0.1969 (0.2049) loss_bbox_aux_3: 0.2035 (0.2037) loss_bbox_aux_4: 0.2029 (0.2039) loss_bbox_aux_5: 0.2468 (0.2728) loss_bbox_dn_0: 0.3423 (0.3870) loss_bbox_dn_1: 0.2880 (0.3154) loss_bbox_dn_2: 0.2638 (0.2969) loss_bbox_dn_3: 0.2601 (0.2904) loss_bbox_dn_4: 0.2592 (0.2884) loss_bbox_dn_5: 0.2601 (0.2878) loss_giou: 0.5861 (0.5796) loss_giou_aux_0: 0.6183 (0.6119) loss_giou_aux_1: 0.5912 (0.5888) loss_giou_aux_2: 0.6151 (0.5829) loss_giou_aux_3: 0.5948 (0.5800) loss_giou_aux_4: 0.5891 (0.5797) loss_giou_aux_5: 0.6870 (0.7002) loss_giou_dn_0: 0.7557 (0.7475) loss_giou_dn_1: 0.6508 (0.6406) loss_giou_dn_2: 0.6272 (0.6153) loss_giou_dn_3: 0.6207 (0.6075) loss_giou_dn_4: 0.6181 (0.6053) loss_giou_dn_5: 0.6181 (0.6052) loss_vfl: 0.7234 (0.7887) loss_vfl_aux_0: 0.8711 (0.9326) loss_vfl_aux_1: 0.8355 (0.8923) loss_vfl_aux_2: 0.7530 (0.8333) loss_vfl_aux_3: 0.7393 (0.8032) loss_vfl_aux_4: 0.7314 (0.7913) loss_vfl_aux_5: 0.8746 (0.9148) loss_vfl_dn_0: 0.4899 (0.4926) loss_vfl_dn_1: 0.4531 (0.4561) loss_vfl_dn_2: 0.4342 (0.4395) loss_vfl_dn_3: 0.4250 (0.4322) loss_vfl_dn_4: 0.4247 (0.4301) loss_vfl_dn_5: 0.4246 (0.4305) time: 0.4658 data: 0.0139 max mem: 5652 Epoch: [4] [3900/7393] eta: 0:27:26 lr: 0.000010 loss: 19.7390 (20.0556) loss_bbox: 0.1861 (0.2040) loss_bbox_aux_0: 0.2095 (0.2214) loss_bbox_aux_1: 0.1955 (0.2081) loss_bbox_aux_2: 0.1855 (0.2048) loss_bbox_aux_3: 0.1851 (0.2036) loss_bbox_aux_4: 0.1902 (0.2038) loss_bbox_aux_5: 0.2612 (0.2727) loss_bbox_dn_0: 0.3665 (0.3868) loss_bbox_dn_1: 0.2910 (0.3151) loss_bbox_dn_2: 0.2688 (0.2966) loss_bbox_dn_3: 0.2602 (0.2901) loss_bbox_dn_4: 0.2580 (0.2881) loss_bbox_dn_5: 0.2577 (0.2875) loss_giou: 0.5761 (0.5790) loss_giou_aux_0: 0.6166 (0.6113) loss_giou_aux_1: 0.5863 (0.5882) loss_giou_aux_2: 0.5850 (0.5822) loss_giou_aux_3: 0.5755 (0.5793) loss_giou_aux_4: 0.5805 (0.5791) loss_giou_aux_5: 0.7131 (0.6996) loss_giou_dn_0: 0.7264 (0.7472) loss_giou_dn_1: 0.6285 (0.6401) loss_giou_dn_2: 0.6060 (0.6148) loss_giou_dn_3: 0.6021 (0.6069) loss_giou_dn_4: 0.6002 (0.6048) loss_giou_dn_5: 0.6003 (0.6047) loss_vfl: 0.7484 (0.7884) loss_vfl_aux_0: 0.9287 (0.9328) loss_vfl_aux_1: 0.8783 (0.8923) loss_vfl_aux_2: 0.8123 (0.8332) loss_vfl_aux_3: 0.7823 (0.8030) loss_vfl_aux_4: 0.7578 (0.7911) loss_vfl_aux_5: 0.8693 (0.9147) loss_vfl_dn_0: 0.4839 (0.4926) loss_vfl_dn_1: 0.4516 (0.4560) loss_vfl_dn_2: 0.4349 (0.4394) loss_vfl_dn_3: 0.4272 (0.4320) loss_vfl_dn_4: 0.4218 (0.4300) loss_vfl_dn_5: 0.4190 (0.4304) time: 0.4722 data: 0.0138 max mem: 5652 Epoch: [4] [4000/7393] eta: 0:26:39 lr: 0.000010 loss: 19.5444 (20.0489) loss_bbox: 0.2054 (0.2038) loss_bbox_aux_0: 0.2001 (0.2211) loss_bbox_aux_1: 0.1896 (0.2078) loss_bbox_aux_2: 0.1951 (0.2046) loss_bbox_aux_3: 0.2001 (0.2034) loss_bbox_aux_4: 0.2035 (0.2036) loss_bbox_aux_5: 0.2625 (0.2723) loss_bbox_dn_0: 0.3634 (0.3865) loss_bbox_dn_1: 0.2896 (0.3148) loss_bbox_dn_2: 0.2702 (0.2962) loss_bbox_dn_3: 0.2672 (0.2897) loss_bbox_dn_4: 0.2655 (0.2877) loss_bbox_dn_5: 0.2658 (0.2871) loss_giou: 0.5456 (0.5789) loss_giou_aux_0: 0.5892 (0.6113) loss_giou_aux_1: 0.5510 (0.5881) loss_giou_aux_2: 0.5504 (0.5822) loss_giou_aux_3: 0.5566 (0.5793) loss_giou_aux_4: 0.5457 (0.5790) loss_giou_aux_5: 0.6856 (0.6995) loss_giou_dn_0: 0.7523 (0.7470) loss_giou_dn_1: 0.6476 (0.6399) loss_giou_dn_2: 0.6287 (0.6147) loss_giou_dn_3: 0.6175 (0.6068) loss_giou_dn_4: 0.6140 (0.6046) loss_giou_dn_5: 0.6139 (0.6046) loss_vfl: 0.7666 (0.7882) loss_vfl_aux_0: 0.9194 (0.9326) loss_vfl_aux_1: 0.8706 (0.8922) loss_vfl_aux_2: 0.8306 (0.8331) loss_vfl_aux_3: 0.7816 (0.8028) loss_vfl_aux_4: 0.7692 (0.7909) loss_vfl_aux_5: 0.9148 (0.9147) loss_vfl_dn_0: 0.4883 (0.4926) loss_vfl_dn_1: 0.4492 (0.4560) loss_vfl_dn_2: 0.4346 (0.4394) loss_vfl_dn_3: 0.4274 (0.4320) loss_vfl_dn_4: 0.4265 (0.4299) loss_vfl_dn_5: 0.4287 (0.4303) time: 0.4702 data: 0.0137 max mem: 5652 Epoch: [4] [4100/7393] eta: 0:25:52 lr: 0.000010 loss: 19.6563 (20.0509) loss_bbox: 0.1885 (0.2039) loss_bbox_aux_0: 0.2021 (0.2212) loss_bbox_aux_1: 0.1929 (0.2080) loss_bbox_aux_2: 0.1894 (0.2047) loss_bbox_aux_3: 0.1860 (0.2035) loss_bbox_aux_4: 0.1847 (0.2037) loss_bbox_aux_5: 0.2500 (0.2724) loss_bbox_dn_0: 0.3578 (0.3871) loss_bbox_dn_1: 0.2970 (0.3153) loss_bbox_dn_2: 0.2739 (0.2967) loss_bbox_dn_3: 0.2650 (0.2902) loss_bbox_dn_4: 0.2607 (0.2882) loss_bbox_dn_5: 0.2606 (0.2876) loss_giou: 0.5400 (0.5784) loss_giou_aux_0: 0.5497 (0.6108) loss_giou_aux_1: 0.5411 (0.5876) loss_giou_aux_2: 0.5444 (0.5816) loss_giou_aux_3: 0.5314 (0.5787) loss_giou_aux_4: 0.5295 (0.5785) loss_giou_aux_5: 0.6469 (0.6989) loss_giou_dn_0: 0.7369 (0.7466) loss_giou_dn_1: 0.6270 (0.6395) loss_giou_dn_2: 0.6067 (0.6143) loss_giou_dn_3: 0.5982 (0.6064) loss_giou_dn_4: 0.5963 (0.6042) loss_giou_dn_5: 0.5955 (0.6041) loss_vfl: 0.7865 (0.7887) loss_vfl_aux_0: 0.9323 (0.9332) loss_vfl_aux_1: 0.8802 (0.8928) loss_vfl_aux_2: 0.8156 (0.8337) loss_vfl_aux_3: 0.7962 (0.8033) loss_vfl_aux_4: 0.7934 (0.7913) loss_vfl_aux_5: 0.9331 (0.9155) loss_vfl_dn_0: 0.4888 (0.4927) loss_vfl_dn_1: 0.4545 (0.4560) loss_vfl_dn_2: 0.4326 (0.4394) loss_vfl_dn_3: 0.4281 (0.4320) loss_vfl_dn_4: 0.4272 (0.4300) loss_vfl_dn_5: 0.4255 (0.4304) time: 0.4743 data: 0.0139 max mem: 5652 Epoch: [4] [4200/7393] eta: 0:25:05 lr: 0.000010 loss: 20.1129 (20.0506) loss_bbox: 0.2032 (0.2039) loss_bbox_aux_0: 0.2203 (0.2213) loss_bbox_aux_1: 0.2058 (0.2080) loss_bbox_aux_2: 0.2030 (0.2047) loss_bbox_aux_3: 0.2055 (0.2035) loss_bbox_aux_4: 0.2048 (0.2037) loss_bbox_aux_5: 0.2713 (0.2725) loss_bbox_dn_0: 0.4046 (0.3872) loss_bbox_dn_1: 0.3195 (0.3154) loss_bbox_dn_2: 0.2993 (0.2968) loss_bbox_dn_3: 0.2992 (0.2903) loss_bbox_dn_4: 0.3003 (0.2883) loss_bbox_dn_5: 0.3004 (0.2877) loss_giou: 0.5673 (0.5785) loss_giou_aux_0: 0.6039 (0.6110) loss_giou_aux_1: 0.5794 (0.5877) loss_giou_aux_2: 0.5727 (0.5817) loss_giou_aux_3: 0.5760 (0.5788) loss_giou_aux_4: 0.5762 (0.5786) loss_giou_aux_5: 0.7050 (0.6991) loss_giou_dn_0: 0.7423 (0.7466) loss_giou_dn_1: 0.6363 (0.6395) loss_giou_dn_2: 0.6181 (0.6142) loss_giou_dn_3: 0.6103 (0.6063) loss_giou_dn_4: 0.6080 (0.6041) loss_giou_dn_5: 0.6073 (0.6041) loss_vfl: 0.7936 (0.7886) loss_vfl_aux_0: 0.9529 (0.9331) loss_vfl_aux_1: 0.8770 (0.8925) loss_vfl_aux_2: 0.8198 (0.8335) loss_vfl_aux_3: 0.8161 (0.8031) loss_vfl_aux_4: 0.7880 (0.7912) loss_vfl_aux_5: 0.9175 (0.9155) loss_vfl_dn_0: 0.4858 (0.4926) loss_vfl_dn_1: 0.4489 (0.4559) loss_vfl_dn_2: 0.4341 (0.4392) loss_vfl_dn_3: 0.4236 (0.4318) loss_vfl_dn_4: 0.4211 (0.4298) loss_vfl_dn_5: 0.4210 (0.4302) time: 0.4660 data: 0.0138 max mem: 5652 Epoch: [4] [4300/7393] eta: 0:24:17 lr: 0.000010 loss: 19.9226 (20.0494) loss_bbox: 0.1783 (0.2039) loss_bbox_aux_0: 0.2078 (0.2213) loss_bbox_aux_1: 0.1888 (0.2080) loss_bbox_aux_2: 0.1889 (0.2046) loss_bbox_aux_3: 0.1823 (0.2035) loss_bbox_aux_4: 0.1788 (0.2037) loss_bbox_aux_5: 0.2285 (0.2724) loss_bbox_dn_0: 0.3032 (0.3871) loss_bbox_dn_1: 0.2325 (0.3153) loss_bbox_dn_2: 0.2289 (0.2967) loss_bbox_dn_3: 0.2260 (0.2902) loss_bbox_dn_4: 0.2221 (0.2882) loss_bbox_dn_5: 0.2213 (0.2876) loss_giou: 0.5717 (0.5784) loss_giou_aux_0: 0.6288 (0.6109) loss_giou_aux_1: 0.5825 (0.5877) loss_giou_aux_2: 0.5802 (0.5816) loss_giou_aux_3: 0.5757 (0.5787) loss_giou_aux_4: 0.5762 (0.5784) loss_giou_aux_5: 0.7192 (0.6989) loss_giou_dn_0: 0.7365 (0.7464) loss_giou_dn_1: 0.6283 (0.6394) loss_giou_dn_2: 0.6027 (0.6141) loss_giou_dn_3: 0.5895 (0.6062) loss_giou_dn_4: 0.5867 (0.6040) loss_giou_dn_5: 0.5863 (0.6039) loss_vfl: 0.7456 (0.7888) loss_vfl_aux_0: 0.8819 (0.9331) loss_vfl_aux_1: 0.8368 (0.8925) loss_vfl_aux_2: 0.7890 (0.8337) loss_vfl_aux_3: 0.7584 (0.8034) loss_vfl_aux_4: 0.7501 (0.7915) loss_vfl_aux_5: 0.8917 (0.9155) loss_vfl_dn_0: 0.4888 (0.4926) loss_vfl_dn_1: 0.4459 (0.4558) loss_vfl_dn_2: 0.4342 (0.4392) loss_vfl_dn_3: 0.4304 (0.4318) loss_vfl_dn_4: 0.4317 (0.4299) loss_vfl_dn_5: 0.4327 (0.4303) time: 0.4782 data: 0.0141 max mem: 5652 Epoch: [4] [4400/7393] eta: 0:23:30 lr: 0.000010 loss: 20.1683 (20.0513) loss_bbox: 0.1879 (0.2040) loss_bbox_aux_0: 0.2084 (0.2213) loss_bbox_aux_1: 0.2027 (0.2081) loss_bbox_aux_2: 0.1889 (0.2047) loss_bbox_aux_3: 0.1913 (0.2036) loss_bbox_aux_4: 0.1921 (0.2038) loss_bbox_aux_5: 0.2500 (0.2724) loss_bbox_dn_0: 0.3467 (0.3869) loss_bbox_dn_1: 0.2883 (0.3153) loss_bbox_dn_2: 0.2721 (0.2967) loss_bbox_dn_3: 0.2683 (0.2902) loss_bbox_dn_4: 0.2681 (0.2882) loss_bbox_dn_5: 0.2679 (0.2876) loss_giou: 0.5530 (0.5787) loss_giou_aux_0: 0.5796 (0.6110) loss_giou_aux_1: 0.5615 (0.5878) loss_giou_aux_2: 0.5551 (0.5818) loss_giou_aux_3: 0.5517 (0.5789) loss_giou_aux_4: 0.5515 (0.5787) loss_giou_aux_5: 0.6713 (0.6989) loss_giou_dn_0: 0.7237 (0.7464) loss_giou_dn_1: 0.6168 (0.6394) loss_giou_dn_2: 0.5975 (0.6142) loss_giou_dn_3: 0.5869 (0.6062) loss_giou_dn_4: 0.5833 (0.6041) loss_giou_dn_5: 0.5827 (0.6040) loss_vfl: 0.7870 (0.7888) loss_vfl_aux_0: 0.9220 (0.9335) loss_vfl_aux_1: 0.8930 (0.8926) loss_vfl_aux_2: 0.8281 (0.8337) loss_vfl_aux_3: 0.7803 (0.8034) loss_vfl_aux_4: 0.7780 (0.7914) loss_vfl_aux_5: 0.8961 (0.9155) loss_vfl_dn_0: 0.4900 (0.4926) loss_vfl_dn_1: 0.4602 (0.4559) loss_vfl_dn_2: 0.4455 (0.4393) loss_vfl_dn_3: 0.4355 (0.4319) loss_vfl_dn_4: 0.4342 (0.4299) loss_vfl_dn_5: 0.4337 (0.4303) time: 0.4814 data: 0.0140 max mem: 5652 Epoch: [4] [4500/7393] eta: 0:22:42 lr: 0.000010 loss: 20.0214 (20.0496) loss_bbox: 0.2124 (0.2041) loss_bbox_aux_0: 0.2286 (0.2215) loss_bbox_aux_1: 0.2217 (0.2082) loss_bbox_aux_2: 0.2176 (0.2048) loss_bbox_aux_3: 0.2139 (0.2037) loss_bbox_aux_4: 0.2122 (0.2039) loss_bbox_aux_5: 0.2896 (0.2725) loss_bbox_dn_0: 0.4188 (0.3871) loss_bbox_dn_1: 0.3579 (0.3154) loss_bbox_dn_2: 0.3433 (0.2968) loss_bbox_dn_3: 0.3412 (0.2903) loss_bbox_dn_4: 0.3419 (0.2883) loss_bbox_dn_5: 0.3413 (0.2877) loss_giou: 0.5047 (0.5784) loss_giou_aux_0: 0.5314 (0.6107) loss_giou_aux_1: 0.5207 (0.5876) loss_giou_aux_2: 0.5131 (0.5815) loss_giou_aux_3: 0.5046 (0.5787) loss_giou_aux_4: 0.5040 (0.5784) loss_giou_aux_5: 0.6502 (0.6986) loss_giou_dn_0: 0.7133 (0.7462) loss_giou_dn_1: 0.5969 (0.6392) loss_giou_dn_2: 0.5677 (0.6139) loss_giou_dn_3: 0.5581 (0.6060) loss_giou_dn_4: 0.5520 (0.6038) loss_giou_dn_5: 0.5521 (0.6038) loss_vfl: 0.8227 (0.7887) loss_vfl_aux_0: 0.9800 (0.9336) loss_vfl_aux_1: 0.9197 (0.8927) loss_vfl_aux_2: 0.8766 (0.8336) loss_vfl_aux_3: 0.8320 (0.8032) loss_vfl_aux_4: 0.8314 (0.7913) loss_vfl_aux_5: 0.9263 (0.9154) loss_vfl_dn_0: 0.4969 (0.4927) loss_vfl_dn_1: 0.4627 (0.4559) loss_vfl_dn_2: 0.4502 (0.4393) loss_vfl_dn_3: 0.4392 (0.4319) loss_vfl_dn_4: 0.4372 (0.4299) loss_vfl_dn_5: 0.4361 (0.4303) time: 0.4685 data: 0.0137 max mem: 5652 Epoch: [4] [4600/7393] eta: 0:21:55 lr: 0.000010 loss: 20.3157 (20.0476) loss_bbox: 0.2044 (0.2040) loss_bbox_aux_0: 0.2059 (0.2214) loss_bbox_aux_1: 0.2004 (0.2081) loss_bbox_aux_2: 0.2021 (0.2047) loss_bbox_aux_3: 0.2046 (0.2035) loss_bbox_aux_4: 0.2044 (0.2038) loss_bbox_aux_5: 0.2592 (0.2724) loss_bbox_dn_0: 0.3628 (0.3870) loss_bbox_dn_1: 0.2985 (0.3152) loss_bbox_dn_2: 0.2760 (0.2967) loss_bbox_dn_3: 0.2686 (0.2901) loss_bbox_dn_4: 0.2673 (0.2881) loss_bbox_dn_5: 0.2676 (0.2875) loss_giou: 0.5791 (0.5784) loss_giou_aux_0: 0.6117 (0.6107) loss_giou_aux_1: 0.5832 (0.5876) loss_giou_aux_2: 0.5910 (0.5815) loss_giou_aux_3: 0.5793 (0.5787) loss_giou_aux_4: 0.5851 (0.5784) loss_giou_aux_5: 0.6934 (0.6986) loss_giou_dn_0: 0.7627 (0.7461) loss_giou_dn_1: 0.6539 (0.6391) loss_giou_dn_2: 0.6236 (0.6139) loss_giou_dn_3: 0.6182 (0.6059) loss_giou_dn_4: 0.6189 (0.6038) loss_giou_dn_5: 0.6193 (0.6037) loss_vfl: 0.8103 (0.7887) loss_vfl_aux_0: 0.9405 (0.9337) loss_vfl_aux_1: 0.8815 (0.8929) loss_vfl_aux_2: 0.8123 (0.8336) loss_vfl_aux_3: 0.8242 (0.8033) loss_vfl_aux_4: 0.8205 (0.7913) loss_vfl_aux_5: 0.9220 (0.9153) loss_vfl_dn_0: 0.4926 (0.4927) loss_vfl_dn_1: 0.4550 (0.4559) loss_vfl_dn_2: 0.4418 (0.4393) loss_vfl_dn_3: 0.4329 (0.4319) loss_vfl_dn_4: 0.4334 (0.4299) loss_vfl_dn_5: 0.4325 (0.4303) time: 0.4722 data: 0.0143 max mem: 5652 Epoch: [4] [4700/7393] eta: 0:21:07 lr: 0.000010 loss: 19.7470 (20.0395) loss_bbox: 0.1943 (0.2040) loss_bbox_aux_0: 0.2275 (0.2214) loss_bbox_aux_1: 0.1998 (0.2080) loss_bbox_aux_2: 0.1988 (0.2047) loss_bbox_aux_3: 0.1998 (0.2035) loss_bbox_aux_4: 0.1961 (0.2038) loss_bbox_aux_5: 0.2842 (0.2724) loss_bbox_dn_0: 0.4189 (0.3870) loss_bbox_dn_1: 0.3336 (0.3152) loss_bbox_dn_2: 0.3134 (0.2966) loss_bbox_dn_3: 0.3015 (0.2901) loss_bbox_dn_4: 0.2983 (0.2881) loss_bbox_dn_5: 0.2980 (0.2875) loss_giou: 0.4952 (0.5780) loss_giou_aux_0: 0.5338 (0.6103) loss_giou_aux_1: 0.5170 (0.5871) loss_giou_aux_2: 0.5003 (0.5811) loss_giou_aux_3: 0.4927 (0.5783) loss_giou_aux_4: 0.4915 (0.5780) loss_giou_aux_5: 0.6301 (0.6981) loss_giou_dn_0: 0.6912 (0.7455) loss_giou_dn_1: 0.5809 (0.6385) loss_giou_dn_2: 0.5515 (0.6133) loss_giou_dn_3: 0.5467 (0.6054) loss_giou_dn_4: 0.5421 (0.6032) loss_giou_dn_5: 0.5419 (0.6031) loss_vfl: 0.7962 (0.7883) loss_vfl_aux_0: 0.9673 (0.9338) loss_vfl_aux_1: 0.9044 (0.8928) loss_vfl_aux_2: 0.8549 (0.8333) loss_vfl_aux_3: 0.8233 (0.8030) loss_vfl_aux_4: 0.7972 (0.7910) loss_vfl_aux_5: 0.9545 (0.9153) loss_vfl_dn_0: 0.4997 (0.4928) loss_vfl_dn_1: 0.4621 (0.4558) loss_vfl_dn_2: 0.4472 (0.4392) loss_vfl_dn_3: 0.4410 (0.4318) loss_vfl_dn_4: 0.4354 (0.4298) loss_vfl_dn_5: 0.4336 (0.4302) time: 0.4708 data: 0.0140 max mem: 5652 Epoch: [4] [4800/7393] eta: 0:20:20 lr: 0.000010 loss: 19.7612 (20.0356) loss_bbox: 0.1863 (0.2040) loss_bbox_aux_0: 0.2118 (0.2214) loss_bbox_aux_1: 0.1907 (0.2081) loss_bbox_aux_2: 0.1902 (0.2048) loss_bbox_aux_3: 0.1873 (0.2036) loss_bbox_aux_4: 0.1806 (0.2039) loss_bbox_aux_5: 0.2638 (0.2725) loss_bbox_dn_0: 0.4020 (0.3870) loss_bbox_dn_1: 0.3160 (0.3152) loss_bbox_dn_2: 0.2977 (0.2966) loss_bbox_dn_3: 0.2935 (0.2901) loss_bbox_dn_4: 0.2901 (0.2880) loss_bbox_dn_5: 0.2899 (0.2875) loss_giou: 0.5446 (0.5778) loss_giou_aux_0: 0.5966 (0.6100) loss_giou_aux_1: 0.5545 (0.5869) loss_giou_aux_2: 0.5449 (0.5809) loss_giou_aux_3: 0.5415 (0.5781) loss_giou_aux_4: 0.5420 (0.5778) loss_giou_aux_5: 0.6766 (0.6979) loss_giou_dn_0: 0.7340 (0.7453) loss_giou_dn_1: 0.6251 (0.6382) loss_giou_dn_2: 0.6057 (0.6130) loss_giou_dn_3: 0.5969 (0.6051) loss_giou_dn_4: 0.5939 (0.6029) loss_giou_dn_5: 0.5939 (0.6029) loss_vfl: 0.7954 (0.7881) loss_vfl_aux_0: 0.9484 (0.9339) loss_vfl_aux_1: 0.8988 (0.8927) loss_vfl_aux_2: 0.8627 (0.8332) loss_vfl_aux_3: 0.8141 (0.8028) loss_vfl_aux_4: 0.8045 (0.7908) loss_vfl_aux_5: 0.9205 (0.9154) loss_vfl_dn_0: 0.4948 (0.4928) loss_vfl_dn_1: 0.4534 (0.4558) loss_vfl_dn_2: 0.4351 (0.4391) loss_vfl_dn_3: 0.4249 (0.4317) loss_vfl_dn_4: 0.4228 (0.4297) loss_vfl_dn_5: 0.4217 (0.4301) time: 0.4755 data: 0.0146 max mem: 5652 Epoch: [4] [4900/7393] eta: 0:19:35 lr: 0.000010 loss: 19.9919 (20.0360) loss_bbox: 0.2028 (0.2041) loss_bbox_aux_0: 0.2179 (0.2215) loss_bbox_aux_1: 0.2057 (0.2081) loss_bbox_aux_2: 0.2016 (0.2049) loss_bbox_aux_3: 0.2014 (0.2037) loss_bbox_aux_4: 0.2022 (0.2040) loss_bbox_aux_5: 0.2934 (0.2726) loss_bbox_dn_0: 0.3962 (0.3872) loss_bbox_dn_1: 0.3151 (0.3154) loss_bbox_dn_2: 0.2914 (0.2968) loss_bbox_dn_3: 0.2879 (0.2903) loss_bbox_dn_4: 0.2857 (0.2882) loss_bbox_dn_5: 0.2855 (0.2876) loss_giou: 0.5308 (0.5775) loss_giou_aux_0: 0.5549 (0.6097) loss_giou_aux_1: 0.5263 (0.5867) loss_giou_aux_2: 0.5295 (0.5807) loss_giou_aux_3: 0.5309 (0.5779) loss_giou_aux_4: 0.5293 (0.5776) loss_giou_aux_5: 0.6547 (0.6976) loss_giou_dn_0: 0.7288 (0.7452) loss_giou_dn_1: 0.6238 (0.6382) loss_giou_dn_2: 0.6027 (0.6129) loss_giou_dn_3: 0.5965 (0.6050) loss_giou_dn_4: 0.5945 (0.6028) loss_giou_dn_5: 0.5940 (0.6028) loss_vfl: 0.7980 (0.7883) loss_vfl_aux_0: 0.9718 (0.9341) loss_vfl_aux_1: 0.9142 (0.8929) loss_vfl_aux_2: 0.8422 (0.8335) loss_vfl_aux_3: 0.7995 (0.8029) loss_vfl_aux_4: 0.8031 (0.7910) loss_vfl_aux_5: 0.9293 (0.9154) loss_vfl_dn_0: 0.4996 (0.4928) loss_vfl_dn_1: 0.4459 (0.4557) loss_vfl_dn_2: 0.4339 (0.4390) loss_vfl_dn_3: 0.4270 (0.4316) loss_vfl_dn_4: 0.4265 (0.4296) loss_vfl_dn_5: 0.4265 (0.4300) time: 0.4641 data: 0.0138 max mem: 5652 Epoch: [4] [5000/7393] eta: 0:18:48 lr: 0.000010 loss: 19.6637 (20.0348) loss_bbox: 0.2089 (0.2041) loss_bbox_aux_0: 0.2294 (0.2215) loss_bbox_aux_1: 0.2130 (0.2082) loss_bbox_aux_2: 0.2105 (0.2049) loss_bbox_aux_3: 0.2075 (0.2037) loss_bbox_aux_4: 0.2089 (0.2040) loss_bbox_aux_5: 0.2773 (0.2726) loss_bbox_dn_0: 0.3702 (0.3870) loss_bbox_dn_1: 0.3012 (0.3152) loss_bbox_dn_2: 0.2761 (0.2967) loss_bbox_dn_3: 0.2682 (0.2901) loss_bbox_dn_4: 0.2681 (0.2881) loss_bbox_dn_5: 0.2686 (0.2875) loss_giou: 0.5815 (0.5777) loss_giou_aux_0: 0.6099 (0.6099) loss_giou_aux_1: 0.5766 (0.5870) loss_giou_aux_2: 0.5763 (0.5809) loss_giou_aux_3: 0.5886 (0.5781) loss_giou_aux_4: 0.5828 (0.5778) loss_giou_aux_5: 0.7021 (0.6978) loss_giou_dn_0: 0.7562 (0.7452) loss_giou_dn_1: 0.6454 (0.6382) loss_giou_dn_2: 0.6138 (0.6130) loss_giou_dn_3: 0.6098 (0.6051) loss_giou_dn_4: 0.6086 (0.6029) loss_giou_dn_5: 0.6084 (0.6028) loss_vfl: 0.7592 (0.7882) loss_vfl_aux_0: 0.8972 (0.9339) loss_vfl_aux_1: 0.8531 (0.8926) loss_vfl_aux_2: 0.7967 (0.8332) loss_vfl_aux_3: 0.7804 (0.8027) loss_vfl_aux_4: 0.7663 (0.7908) loss_vfl_aux_5: 0.9103 (0.9151) loss_vfl_dn_0: 0.4941 (0.4927) loss_vfl_dn_1: 0.4512 (0.4556) loss_vfl_dn_2: 0.4327 (0.4390) loss_vfl_dn_3: 0.4296 (0.4315) loss_vfl_dn_4: 0.4237 (0.4295) loss_vfl_dn_5: 0.4235 (0.4299) time: 0.4631 data: 0.0146 max mem: 5652 Epoch: [4] [5100/7393] eta: 0:18:00 lr: 0.000010 loss: 20.1689 (20.0370) loss_bbox: 0.2153 (0.2042) loss_bbox_aux_0: 0.2235 (0.2215) loss_bbox_aux_1: 0.2050 (0.2082) loss_bbox_aux_2: 0.2097 (0.2050) loss_bbox_aux_3: 0.2169 (0.2038) loss_bbox_aux_4: 0.2161 (0.2040) loss_bbox_aux_5: 0.2847 (0.2727) loss_bbox_dn_0: 0.3511 (0.3871) loss_bbox_dn_1: 0.2837 (0.3153) loss_bbox_dn_2: 0.2655 (0.2967) loss_bbox_dn_3: 0.2600 (0.2902) loss_bbox_dn_4: 0.2575 (0.2881) loss_bbox_dn_5: 0.2562 (0.2876) loss_giou: 0.5626 (0.5778) loss_giou_aux_0: 0.5968 (0.6101) loss_giou_aux_1: 0.5624 (0.5871) loss_giou_aux_2: 0.5550 (0.5811) loss_giou_aux_3: 0.5646 (0.5782) loss_giou_aux_4: 0.5620 (0.5779) loss_giou_aux_5: 0.6655 (0.6980) loss_giou_dn_0: 0.7110 (0.7452) loss_giou_dn_1: 0.6127 (0.6382) loss_giou_dn_2: 0.5910 (0.6130) loss_giou_dn_3: 0.5860 (0.6051) loss_giou_dn_4: 0.5826 (0.6029) loss_giou_dn_5: 0.5823 (0.6029) loss_vfl: 0.7798 (0.7883) loss_vfl_aux_0: 0.9211 (0.9340) loss_vfl_aux_1: 0.8795 (0.8927) loss_vfl_aux_2: 0.8310 (0.8332) loss_vfl_aux_3: 0.8017 (0.8028) loss_vfl_aux_4: 0.7690 (0.7909) loss_vfl_aux_5: 0.8719 (0.9151) loss_vfl_dn_0: 0.4952 (0.4928) loss_vfl_dn_1: 0.4535 (0.4556) loss_vfl_dn_2: 0.4338 (0.4389) loss_vfl_dn_3: 0.4265 (0.4315) loss_vfl_dn_4: 0.4259 (0.4295) loss_vfl_dn_5: 0.4262 (0.4299) time: 0.4594 data: 0.0138 max mem: 5652 Epoch: [4] [5200/7393] eta: 0:17:13 lr: 0.000010 loss: 20.0080 (20.0339) loss_bbox: 0.2043 (0.2042) loss_bbox_aux_0: 0.2156 (0.2216) loss_bbox_aux_1: 0.1984 (0.2083) loss_bbox_aux_2: 0.2067 (0.2050) loss_bbox_aux_3: 0.2036 (0.2038) loss_bbox_aux_4: 0.2041 (0.2041) loss_bbox_aux_5: 0.2624 (0.2727) loss_bbox_dn_0: 0.3834 (0.3874) loss_bbox_dn_1: 0.3210 (0.3155) loss_bbox_dn_2: 0.2962 (0.2969) loss_bbox_dn_3: 0.2896 (0.2903) loss_bbox_dn_4: 0.2877 (0.2883) loss_bbox_dn_5: 0.2878 (0.2877) loss_giou: 0.5534 (0.5773) loss_giou_aux_0: 0.5808 (0.6096) loss_giou_aux_1: 0.5575 (0.5866) loss_giou_aux_2: 0.5540 (0.5806) loss_giou_aux_3: 0.5540 (0.5777) loss_giou_aux_4: 0.5672 (0.5774) loss_giou_aux_5: 0.6660 (0.6975) loss_giou_dn_0: 0.7354 (0.7448) loss_giou_dn_1: 0.6210 (0.6378) loss_giou_dn_2: 0.6026 (0.6126) loss_giou_dn_3: 0.5985 (0.6047) loss_giou_dn_4: 0.5999 (0.6025) loss_giou_dn_5: 0.5995 (0.6025) loss_vfl: 0.8121 (0.7885) loss_vfl_aux_0: 0.8849 (0.9342) loss_vfl_aux_1: 0.8624 (0.8929) loss_vfl_aux_2: 0.8279 (0.8333) loss_vfl_aux_3: 0.8242 (0.8030) loss_vfl_aux_4: 0.8097 (0.7912) loss_vfl_aux_5: 0.8622 (0.9152) loss_vfl_dn_0: 0.4970 (0.4928) loss_vfl_dn_1: 0.4525 (0.4556) loss_vfl_dn_2: 0.4340 (0.4389) loss_vfl_dn_3: 0.4286 (0.4314) loss_vfl_dn_4: 0.4260 (0.4294) loss_vfl_dn_5: 0.4279 (0.4298) time: 0.4567 data: 0.0140 max mem: 5652 Epoch: [4] [5300/7393] eta: 0:16:29 lr: 0.000010 loss: 19.7334 (20.0305) loss_bbox: 0.1923 (0.2040) loss_bbox_aux_0: 0.2137 (0.2214) loss_bbox_aux_1: 0.1925 (0.2081) loss_bbox_aux_2: 0.1904 (0.2048) loss_bbox_aux_3: 0.1851 (0.2036) loss_bbox_aux_4: 0.1936 (0.2038) loss_bbox_aux_5: 0.2559 (0.2725) loss_bbox_dn_0: 0.3533 (0.3871) loss_bbox_dn_1: 0.2853 (0.3152) loss_bbox_dn_2: 0.2691 (0.2966) loss_bbox_dn_3: 0.2635 (0.2901) loss_bbox_dn_4: 0.2610 (0.2880) loss_bbox_dn_5: 0.2612 (0.2874) loss_giou: 0.5602 (0.5773) loss_giou_aux_0: 0.6016 (0.6096) loss_giou_aux_1: 0.5614 (0.5866) loss_giou_aux_2: 0.5567 (0.5806) loss_giou_aux_3: 0.5593 (0.5777) loss_giou_aux_4: 0.5617 (0.5774) loss_giou_aux_5: 0.6996 (0.6975) loss_giou_dn_0: 0.7340 (0.7448) loss_giou_dn_1: 0.6302 (0.6379) loss_giou_dn_2: 0.6004 (0.6127) loss_giou_dn_3: 0.5970 (0.6047) loss_giou_dn_4: 0.5942 (0.6026) loss_giou_dn_5: 0.5938 (0.6025) loss_vfl: 0.7865 (0.7885) loss_vfl_aux_0: 0.9399 (0.9343) loss_vfl_aux_1: 0.9014 (0.8930) loss_vfl_aux_2: 0.8384 (0.8334) loss_vfl_aux_3: 0.8102 (0.8030) loss_vfl_aux_4: 0.7971 (0.7912) loss_vfl_aux_5: 0.8822 (0.9150) loss_vfl_dn_0: 0.4945 (0.4928) loss_vfl_dn_1: 0.4587 (0.4555) loss_vfl_dn_2: 0.4381 (0.4388) loss_vfl_dn_3: 0.4344 (0.4314) loss_vfl_dn_4: 0.4302 (0.4294) loss_vfl_dn_5: 0.4319 (0.4298) time: 0.7074 data: 0.0151 max mem: 5652 Epoch: [4] [5400/7393] eta: 0:15:43 lr: 0.000010 loss: 19.7436 (20.0265) loss_bbox: 0.2069 (0.2040) loss_bbox_aux_0: 0.2263 (0.2214) loss_bbox_aux_1: 0.2075 (0.2081) loss_bbox_aux_2: 0.2074 (0.2048) loss_bbox_aux_3: 0.2066 (0.2036) loss_bbox_aux_4: 0.2070 (0.2038) loss_bbox_aux_5: 0.2532 (0.2725) loss_bbox_dn_0: 0.3661 (0.3871) loss_bbox_dn_1: 0.2978 (0.3153) loss_bbox_dn_2: 0.2771 (0.2967) loss_bbox_dn_3: 0.2717 (0.2901) loss_bbox_dn_4: 0.2691 (0.2880) loss_bbox_dn_5: 0.2696 (0.2875) loss_giou: 0.5322 (0.5767) loss_giou_aux_0: 0.5793 (0.6090) loss_giou_aux_1: 0.5341 (0.5860) loss_giou_aux_2: 0.5438 (0.5799) loss_giou_aux_3: 0.5411 (0.5771) loss_giou_aux_4: 0.5366 (0.5768) loss_giou_aux_5: 0.6838 (0.6969) loss_giou_dn_0: 0.7072 (0.7443) loss_giou_dn_1: 0.6045 (0.6374) loss_giou_dn_2: 0.5871 (0.6122) loss_giou_dn_3: 0.5831 (0.6043) loss_giou_dn_4: 0.5826 (0.6021) loss_giou_dn_5: 0.5819 (0.6020) loss_vfl: 0.7733 (0.7890) loss_vfl_aux_0: 0.9184 (0.9346) loss_vfl_aux_1: 0.8776 (0.8932) loss_vfl_aux_2: 0.7981 (0.8338) loss_vfl_aux_3: 0.7808 (0.8034) loss_vfl_aux_4: 0.7740 (0.7917) loss_vfl_aux_5: 0.8881 (0.9153) loss_vfl_dn_0: 0.4902 (0.4929) loss_vfl_dn_1: 0.4477 (0.4555) loss_vfl_dn_2: 0.4330 (0.4388) loss_vfl_dn_3: 0.4279 (0.4314) loss_vfl_dn_4: 0.4206 (0.4294) loss_vfl_dn_5: 0.4226 (0.4298) time: 0.6718 data: 0.0138 max mem: 5653 Epoch: [4] [5500/7393] eta: 0:14:56 lr: 0.000010 loss: 19.7709 (20.0213) loss_bbox: 0.2014 (0.2040) loss_bbox_aux_0: 0.2040 (0.2214) loss_bbox_aux_1: 0.1999 (0.2081) loss_bbox_aux_2: 0.1984 (0.2048) loss_bbox_aux_3: 0.2034 (0.2036) loss_bbox_aux_4: 0.2014 (0.2038) loss_bbox_aux_5: 0.2660 (0.2725) loss_bbox_dn_0: 0.3653 (0.3872) loss_bbox_dn_1: 0.2987 (0.3153) loss_bbox_dn_2: 0.2783 (0.2966) loss_bbox_dn_3: 0.2722 (0.2900) loss_bbox_dn_4: 0.2695 (0.2880) loss_bbox_dn_5: 0.2691 (0.2874) loss_giou: 0.5841 (0.5762) loss_giou_aux_0: 0.6108 (0.6085) loss_giou_aux_1: 0.5929 (0.5856) loss_giou_aux_2: 0.5812 (0.5795) loss_giou_aux_3: 0.5860 (0.5766) loss_giou_aux_4: 0.5886 (0.5763) loss_giou_aux_5: 0.6898 (0.6964) loss_giou_dn_0: 0.7483 (0.7441) loss_giou_dn_1: 0.6470 (0.6371) loss_giou_dn_2: 0.6253 (0.6118) loss_giou_dn_3: 0.6148 (0.6039) loss_giou_dn_4: 0.6103 (0.6017) loss_giou_dn_5: 0.6103 (0.6016) loss_vfl: 0.7660 (0.7891) loss_vfl_aux_0: 0.9451 (0.9348) loss_vfl_aux_1: 0.8662 (0.8932) loss_vfl_aux_2: 0.8180 (0.8339) loss_vfl_aux_3: 0.7990 (0.8035) loss_vfl_aux_4: 0.7821 (0.7917) loss_vfl_aux_5: 0.9097 (0.9154) loss_vfl_dn_0: 0.4908 (0.4929) loss_vfl_dn_1: 0.4535 (0.4555) loss_vfl_dn_2: 0.4345 (0.4388) loss_vfl_dn_3: 0.4283 (0.4313) loss_vfl_dn_4: 0.4261 (0.4293) loss_vfl_dn_5: 0.4255 (0.4297) time: 0.4763 data: 0.0146 max mem: 5653 Epoch: [4] [5600/7393] eta: 0:14:08 lr: 0.000010 loss: 19.9564 (20.0187) loss_bbox: 0.1891 (0.2039) loss_bbox_aux_0: 0.2101 (0.2214) loss_bbox_aux_1: 0.1836 (0.2082) loss_bbox_aux_2: 0.1914 (0.2048) loss_bbox_aux_3: 0.1881 (0.2035) loss_bbox_aux_4: 0.1907 (0.2038) loss_bbox_aux_5: 0.2676 (0.2725) loss_bbox_dn_0: 0.3439 (0.3871) loss_bbox_dn_1: 0.2804 (0.3152) loss_bbox_dn_2: 0.2693 (0.2966) loss_bbox_dn_3: 0.2608 (0.2899) loss_bbox_dn_4: 0.2587 (0.2879) loss_bbox_dn_5: 0.2586 (0.2873) loss_giou: 0.6027 (0.5761) loss_giou_aux_0: 0.6494 (0.6084) loss_giou_aux_1: 0.6237 (0.5856) loss_giou_aux_2: 0.6075 (0.5794) loss_giou_aux_3: 0.6083 (0.5766) loss_giou_aux_4: 0.6019 (0.5762) loss_giou_aux_5: 0.7372 (0.6963) loss_giou_dn_0: 0.7487 (0.7439) loss_giou_dn_1: 0.6503 (0.6369) loss_giou_dn_2: 0.6189 (0.6117) loss_giou_dn_3: 0.6115 (0.6037) loss_giou_dn_4: 0.6098 (0.6016) loss_giou_dn_5: 0.6090 (0.6015) loss_vfl: 0.7541 (0.7890) loss_vfl_aux_0: 0.8998 (0.9350) loss_vfl_aux_1: 0.8657 (0.8932) loss_vfl_aux_2: 0.7900 (0.8339) loss_vfl_aux_3: 0.7826 (0.8035) loss_vfl_aux_4: 0.7701 (0.7917) loss_vfl_aux_5: 0.8441 (0.9152) loss_vfl_dn_0: 0.4870 (0.4928) loss_vfl_dn_1: 0.4497 (0.4554) loss_vfl_dn_2: 0.4364 (0.4387) loss_vfl_dn_3: 0.4255 (0.4313) loss_vfl_dn_4: 0.4238 (0.4292) loss_vfl_dn_5: 0.4245 (0.4296) time: 0.4850 data: 0.0140 max mem: 5653 Epoch: [4] [5700/7393] eta: 0:13:21 lr: 0.000010 loss: 19.9614 (20.0196) loss_bbox: 0.2053 (0.2041) loss_bbox_aux_0: 0.2187 (0.2214) loss_bbox_aux_1: 0.2201 (0.2083) loss_bbox_aux_2: 0.2069 (0.2049) loss_bbox_aux_3: 0.2003 (0.2036) loss_bbox_aux_4: 0.2065 (0.2039) loss_bbox_aux_5: 0.2698 (0.2726) loss_bbox_dn_0: 0.3841 (0.3873) loss_bbox_dn_1: 0.3197 (0.3154) loss_bbox_dn_2: 0.3008 (0.2967) loss_bbox_dn_3: 0.2981 (0.2901) loss_bbox_dn_4: 0.2961 (0.2880) loss_bbox_dn_5: 0.2952 (0.2875) loss_giou: 0.5536 (0.5760) loss_giou_aux_0: 0.5999 (0.6083) loss_giou_aux_1: 0.5582 (0.5855) loss_giou_aux_2: 0.5589 (0.5793) loss_giou_aux_3: 0.5579 (0.5764) loss_giou_aux_4: 0.5535 (0.5761) loss_giou_aux_5: 0.6682 (0.6962) loss_giou_dn_0: 0.7429 (0.7438) loss_giou_dn_1: 0.6384 (0.6369) loss_giou_dn_2: 0.6098 (0.6116) loss_giou_dn_3: 0.6008 (0.6036) loss_giou_dn_4: 0.5975 (0.6014) loss_giou_dn_5: 0.5956 (0.6014) loss_vfl: 0.7472 (0.7890) loss_vfl_aux_0: 0.9458 (0.9353) loss_vfl_aux_1: 0.8773 (0.8935) loss_vfl_aux_2: 0.8155 (0.8341) loss_vfl_aux_3: 0.7711 (0.8035) loss_vfl_aux_4: 0.7503 (0.7917) loss_vfl_aux_5: 0.9000 (0.9153) loss_vfl_dn_0: 0.4913 (0.4928) loss_vfl_dn_1: 0.4538 (0.4554) loss_vfl_dn_2: 0.4351 (0.4387) loss_vfl_dn_3: 0.4321 (0.4312) loss_vfl_dn_4: 0.4308 (0.4292) loss_vfl_dn_5: 0.4295 (0.4296) time: 0.4675 data: 0.0139 max mem: 5653 Epoch: [4] [5800/7393] eta: 0:12:33 lr: 0.000010 loss: 19.9605 (20.0144) loss_bbox: 0.1965 (0.2041) loss_bbox_aux_0: 0.2005 (0.2214) loss_bbox_aux_1: 0.2006 (0.2083) loss_bbox_aux_2: 0.1936 (0.2048) loss_bbox_aux_3: 0.1936 (0.2036) loss_bbox_aux_4: 0.1954 (0.2039) loss_bbox_aux_5: 0.2625 (0.2726) loss_bbox_dn_0: 0.3720 (0.3872) loss_bbox_dn_1: 0.3006 (0.3153) loss_bbox_dn_2: 0.2857 (0.2966) loss_bbox_dn_3: 0.2799 (0.2899) loss_bbox_dn_4: 0.2799 (0.2879) loss_bbox_dn_5: 0.2800 (0.2873) loss_giou: 0.5710 (0.5759) loss_giou_aux_0: 0.5857 (0.6081) loss_giou_aux_1: 0.5698 (0.5854) loss_giou_aux_2: 0.5586 (0.5791) loss_giou_aux_3: 0.5733 (0.5763) loss_giou_aux_4: 0.5721 (0.5760) loss_giou_aux_5: 0.6706 (0.6961) loss_giou_dn_0: 0.7375 (0.7436) loss_giou_dn_1: 0.6205 (0.6366) loss_giou_dn_2: 0.5943 (0.6113) loss_giou_dn_3: 0.5891 (0.6034) loss_giou_dn_4: 0.5855 (0.6012) loss_giou_dn_5: 0.5866 (0.6011) loss_vfl: 0.7563 (0.7888) loss_vfl_aux_0: 0.9219 (0.9352) loss_vfl_aux_1: 0.8656 (0.8933) loss_vfl_aux_2: 0.7857 (0.8340) loss_vfl_aux_3: 0.7394 (0.8033) loss_vfl_aux_4: 0.7494 (0.7915) loss_vfl_aux_5: 0.8270 (0.9149) loss_vfl_dn_0: 0.4885 (0.4928) loss_vfl_dn_1: 0.4527 (0.4554) loss_vfl_dn_2: 0.4374 (0.4386) loss_vfl_dn_3: 0.4314 (0.4311) loss_vfl_dn_4: 0.4302 (0.4291) loss_vfl_dn_5: 0.4330 (0.4295) time: 0.4752 data: 0.0138 max mem: 5653 Epoch: [4] [5900/7393] eta: 0:11:46 lr: 0.000010 loss: 19.9253 (20.0126) loss_bbox: 0.1718 (0.2040) loss_bbox_aux_0: 0.1911 (0.2213) loss_bbox_aux_1: 0.1826 (0.2083) loss_bbox_aux_2: 0.1806 (0.2048) loss_bbox_aux_3: 0.1735 (0.2036) loss_bbox_aux_4: 0.1735 (0.2039) loss_bbox_aux_5: 0.2438 (0.2726) loss_bbox_dn_0: 0.3297 (0.3870) loss_bbox_dn_1: 0.2810 (0.3151) loss_bbox_dn_2: 0.2725 (0.2964) loss_bbox_dn_3: 0.2665 (0.2898) loss_bbox_dn_4: 0.2602 (0.2877) loss_bbox_dn_5: 0.2598 (0.2872) loss_giou: 0.5837 (0.5759) loss_giou_aux_0: 0.5894 (0.6082) loss_giou_aux_1: 0.5813 (0.5855) loss_giou_aux_2: 0.5809 (0.5792) loss_giou_aux_3: 0.5851 (0.5763) loss_giou_aux_4: 0.5774 (0.5760) loss_giou_aux_5: 0.6963 (0.6961) loss_giou_dn_0: 0.7421 (0.7435) loss_giou_dn_1: 0.6254 (0.6365) loss_giou_dn_2: 0.5976 (0.6112) loss_giou_dn_3: 0.5909 (0.6033) loss_giou_dn_4: 0.5882 (0.6011) loss_giou_dn_5: 0.5886 (0.6010) loss_vfl: 0.7685 (0.7888) loss_vfl_aux_0: 0.9063 (0.9352) loss_vfl_aux_1: 0.8869 (0.8934) loss_vfl_aux_2: 0.8254 (0.8340) loss_vfl_aux_3: 0.7895 (0.8033) loss_vfl_aux_4: 0.7751 (0.7915) loss_vfl_aux_5: 0.8737 (0.9147) loss_vfl_dn_0: 0.4794 (0.4928) loss_vfl_dn_1: 0.4490 (0.4553) loss_vfl_dn_2: 0.4369 (0.4386) loss_vfl_dn_3: 0.4283 (0.4311) loss_vfl_dn_4: 0.4271 (0.4291) loss_vfl_dn_5: 0.4260 (0.4294) time: 0.4749 data: 0.0144 max mem: 5653 Epoch: [4] [6000/7393] eta: 0:10:58 lr: 0.000010 loss: 20.2823 (20.0154) loss_bbox: 0.1858 (0.2040) loss_bbox_aux_0: 0.1962 (0.2212) loss_bbox_aux_1: 0.1791 (0.2082) loss_bbox_aux_2: 0.1764 (0.2048) loss_bbox_aux_3: 0.1755 (0.2036) loss_bbox_aux_4: 0.1757 (0.2039) loss_bbox_aux_5: 0.2421 (0.2724) loss_bbox_dn_0: 0.3362 (0.3867) loss_bbox_dn_1: 0.2721 (0.3149) loss_bbox_dn_2: 0.2638 (0.2962) loss_bbox_dn_3: 0.2591 (0.2896) loss_bbox_dn_4: 0.2557 (0.2875) loss_bbox_dn_5: 0.2556 (0.2870) loss_giou: 0.6455 (0.5764) loss_giou_aux_0: 0.6592 (0.6086) loss_giou_aux_1: 0.6557 (0.5860) loss_giou_aux_2: 0.6502 (0.5797) loss_giou_aux_3: 0.6402 (0.5768) loss_giou_aux_4: 0.6394 (0.5766) loss_giou_aux_5: 0.7318 (0.6965) loss_giou_dn_0: 0.7906 (0.7436) loss_giou_dn_1: 0.6959 (0.6368) loss_giou_dn_2: 0.6668 (0.6115) loss_giou_dn_3: 0.6631 (0.6035) loss_giou_dn_4: 0.6609 (0.6014) loss_giou_dn_5: 0.6608 (0.6013) loss_vfl: 0.7412 (0.7888) loss_vfl_aux_0: 0.9042 (0.9352) loss_vfl_aux_1: 0.8601 (0.8935) loss_vfl_aux_2: 0.7915 (0.8340) loss_vfl_aux_3: 0.7572 (0.8033) loss_vfl_aux_4: 0.7486 (0.7914) loss_vfl_aux_5: 0.8862 (0.9145) loss_vfl_dn_0: 0.4922 (0.4928) loss_vfl_dn_1: 0.4542 (0.4553) loss_vfl_dn_2: 0.4388 (0.4386) loss_vfl_dn_3: 0.4370 (0.4311) loss_vfl_dn_4: 0.4347 (0.4291) loss_vfl_dn_5: 0.4365 (0.4294) time: 0.4649 data: 0.0145 max mem: 5653 Epoch: [4] [6100/7393] eta: 0:10:11 lr: 0.000010 loss: 20.0024 (20.0119) loss_bbox: 0.2109 (0.2040) loss_bbox_aux_0: 0.2165 (0.2212) loss_bbox_aux_1: 0.1980 (0.2081) loss_bbox_aux_2: 0.2048 (0.2047) loss_bbox_aux_3: 0.2016 (0.2036) loss_bbox_aux_4: 0.1963 (0.2039) loss_bbox_aux_5: 0.2748 (0.2724) loss_bbox_dn_0: 0.4036 (0.3868) loss_bbox_dn_1: 0.3210 (0.3149) loss_bbox_dn_2: 0.3015 (0.2962) loss_bbox_dn_3: 0.2918 (0.2896) loss_bbox_dn_4: 0.2911 (0.2875) loss_bbox_dn_5: 0.2910 (0.2870) loss_giou: 0.5522 (0.5760) loss_giou_aux_0: 0.5814 (0.6082) loss_giou_aux_1: 0.5577 (0.5856) loss_giou_aux_2: 0.5552 (0.5792) loss_giou_aux_3: 0.5499 (0.5764) loss_giou_aux_4: 0.5475 (0.5761) loss_giou_aux_5: 0.6581 (0.6961) loss_giou_dn_0: 0.7134 (0.7434) loss_giou_dn_1: 0.5932 (0.6365) loss_giou_dn_2: 0.5696 (0.6112) loss_giou_dn_3: 0.5637 (0.6032) loss_giou_dn_4: 0.5616 (0.6010) loss_giou_dn_5: 0.5615 (0.6010) loss_vfl: 0.7679 (0.7890) loss_vfl_aux_0: 0.9216 (0.9355) loss_vfl_aux_1: 0.8944 (0.8938) loss_vfl_aux_2: 0.8291 (0.8342) loss_vfl_aux_3: 0.7792 (0.8034) loss_vfl_aux_4: 0.7682 (0.7916) loss_vfl_aux_5: 0.8826 (0.9147) loss_vfl_dn_0: 0.5003 (0.4929) loss_vfl_dn_1: 0.4536 (0.4553) loss_vfl_dn_2: 0.4338 (0.4385) loss_vfl_dn_3: 0.4243 (0.4310) loss_vfl_dn_4: 0.4222 (0.4290) loss_vfl_dn_5: 0.4223 (0.4294) time: 0.4673 data: 0.0138 max mem: 5653 Epoch: [4] [6200/7393] eta: 0:09:24 lr: 0.000010 loss: 19.8057 (20.0061) loss_bbox: 0.2002 (0.2039) loss_bbox_aux_0: 0.1966 (0.2210) loss_bbox_aux_1: 0.1952 (0.2080) loss_bbox_aux_2: 0.1906 (0.2046) loss_bbox_aux_3: 0.2008 (0.2035) loss_bbox_aux_4: 0.2027 (0.2038) loss_bbox_aux_5: 0.2531 (0.2722) loss_bbox_dn_0: 0.3520 (0.3863) loss_bbox_dn_1: 0.2750 (0.3145) loss_bbox_dn_2: 0.2628 (0.2958) loss_bbox_dn_3: 0.2604 (0.2892) loss_bbox_dn_4: 0.2556 (0.2871) loss_bbox_dn_5: 0.2550 (0.2866) loss_giou: 0.5696 (0.5760) loss_giou_aux_0: 0.5997 (0.6081) loss_giou_aux_1: 0.5666 (0.5855) loss_giou_aux_2: 0.5726 (0.5792) loss_giou_aux_3: 0.5710 (0.5764) loss_giou_aux_4: 0.5786 (0.5761) loss_giou_aux_5: 0.6808 (0.6960) loss_giou_dn_0: 0.7265 (0.7432) loss_giou_dn_1: 0.6254 (0.6363) loss_giou_dn_2: 0.5957 (0.6111) loss_giou_dn_3: 0.5882 (0.6031) loss_giou_dn_4: 0.5864 (0.6009) loss_giou_dn_5: 0.5864 (0.6009) loss_vfl: 0.7816 (0.7889) loss_vfl_aux_0: 0.9057 (0.9354) loss_vfl_aux_1: 0.8853 (0.8935) loss_vfl_aux_2: 0.8126 (0.8340) loss_vfl_aux_3: 0.7869 (0.8033) loss_vfl_aux_4: 0.7894 (0.7915) loss_vfl_aux_5: 0.8735 (0.9145) loss_vfl_dn_0: 0.4893 (0.4928) loss_vfl_dn_1: 0.4514 (0.4552) loss_vfl_dn_2: 0.4473 (0.4385) loss_vfl_dn_3: 0.4371 (0.4310) loss_vfl_dn_4: 0.4358 (0.4289) loss_vfl_dn_5: 0.4386 (0.4293) time: 0.4584 data: 0.0141 max mem: 5653 Epoch: [4] [6300/7393] eta: 0:08:36 lr: 0.000010 loss: 19.7540 (20.0036) loss_bbox: 0.2025 (0.2039) loss_bbox_aux_0: 0.2202 (0.2210) loss_bbox_aux_1: 0.2081 (0.2080) loss_bbox_aux_2: 0.2032 (0.2046) loss_bbox_aux_3: 0.2046 (0.2034) loss_bbox_aux_4: 0.2028 (0.2037) loss_bbox_aux_5: 0.2710 (0.2723) loss_bbox_dn_0: 0.4339 (0.3866) loss_bbox_dn_1: 0.3420 (0.3147) loss_bbox_dn_2: 0.3223 (0.2960) loss_bbox_dn_3: 0.3114 (0.2894) loss_bbox_dn_4: 0.3088 (0.2873) loss_bbox_dn_5: 0.3091 (0.2868) loss_giou: 0.5072 (0.5755) loss_giou_aux_0: 0.5315 (0.6076) loss_giou_aux_1: 0.5195 (0.5851) loss_giou_aux_2: 0.5110 (0.5788) loss_giou_aux_3: 0.5144 (0.5759) loss_giou_aux_4: 0.5069 (0.5757) loss_giou_aux_5: 0.6259 (0.6955) loss_giou_dn_0: 0.7120 (0.7430) loss_giou_dn_1: 0.5927 (0.6361) loss_giou_dn_2: 0.5654 (0.6109) loss_giou_dn_3: 0.5567 (0.6029) loss_giou_dn_4: 0.5536 (0.6007) loss_giou_dn_5: 0.5532 (0.6007) loss_vfl: 0.7977 (0.7890) loss_vfl_aux_0: 0.9454 (0.9356) loss_vfl_aux_1: 0.9084 (0.8937) loss_vfl_aux_2: 0.8350 (0.8341) loss_vfl_aux_3: 0.8174 (0.8035) loss_vfl_aux_4: 0.8043 (0.7916) loss_vfl_aux_5: 0.9191 (0.9147) loss_vfl_dn_0: 0.4868 (0.4928) loss_vfl_dn_1: 0.4521 (0.4552) loss_vfl_dn_2: 0.4323 (0.4384) loss_vfl_dn_3: 0.4291 (0.4309) loss_vfl_dn_4: 0.4257 (0.4289) loss_vfl_dn_5: 0.4239 (0.4292) time: 0.4667 data: 0.0144 max mem: 5653 Epoch: [4] [6400/7393] eta: 0:07:49 lr: 0.000010 loss: 19.8436 (19.9997) loss_bbox: 0.1993 (0.2039) loss_bbox_aux_0: 0.2201 (0.2210) loss_bbox_aux_1: 0.2018 (0.2081) loss_bbox_aux_2: 0.1949 (0.2046) loss_bbox_aux_3: 0.1969 (0.2035) loss_bbox_aux_4: 0.2079 (0.2038) loss_bbox_aux_5: 0.2697 (0.2723) loss_bbox_dn_0: 0.3657 (0.3866) loss_bbox_dn_1: 0.2940 (0.3147) loss_bbox_dn_2: 0.2869 (0.2960) loss_bbox_dn_3: 0.2848 (0.2894) loss_bbox_dn_4: 0.2873 (0.2873) loss_bbox_dn_5: 0.2872 (0.2867) loss_giou: 0.5738 (0.5753) loss_giou_aux_0: 0.6089 (0.6074) loss_giou_aux_1: 0.5885 (0.5849) loss_giou_aux_2: 0.5883 (0.5786) loss_giou_aux_3: 0.5860 (0.5757) loss_giou_aux_4: 0.5851 (0.5755) loss_giou_aux_5: 0.6850 (0.6953) loss_giou_dn_0: 0.7396 (0.7428) loss_giou_dn_1: 0.6265 (0.6359) loss_giou_dn_2: 0.5996 (0.6107) loss_giou_dn_3: 0.5885 (0.6027) loss_giou_dn_4: 0.5866 (0.6005) loss_giou_dn_5: 0.5862 (0.6005) loss_vfl: 0.7586 (0.7889) loss_vfl_aux_0: 0.8963 (0.9355) loss_vfl_aux_1: 0.8591 (0.8934) loss_vfl_aux_2: 0.8219 (0.8339) loss_vfl_aux_3: 0.7792 (0.8034) loss_vfl_aux_4: 0.7640 (0.7916) loss_vfl_aux_5: 0.8960 (0.9147) loss_vfl_dn_0: 0.4795 (0.4927) loss_vfl_dn_1: 0.4422 (0.4551) loss_vfl_dn_2: 0.4308 (0.4383) loss_vfl_dn_3: 0.4289 (0.4308) loss_vfl_dn_4: 0.4227 (0.4288) loss_vfl_dn_5: 0.4245 (0.4291) time: 0.4663 data: 0.0138 max mem: 5653 Epoch: [4] [6500/7393] eta: 0:07:02 lr: 0.000010 loss: 19.8909 (19.9974) loss_bbox: 0.1767 (0.2039) loss_bbox_aux_0: 0.1983 (0.2210) loss_bbox_aux_1: 0.1912 (0.2080) loss_bbox_aux_2: 0.1792 (0.2046) loss_bbox_aux_3: 0.1746 (0.2034) loss_bbox_aux_4: 0.1795 (0.2038) loss_bbox_aux_5: 0.2442 (0.2723) loss_bbox_dn_0: 0.3608 (0.3867) loss_bbox_dn_1: 0.2921 (0.3148) loss_bbox_dn_2: 0.2728 (0.2960) loss_bbox_dn_3: 0.2625 (0.2894) loss_bbox_dn_4: 0.2580 (0.2873) loss_bbox_dn_5: 0.2571 (0.2868) loss_giou: 0.5518 (0.5752) loss_giou_aux_0: 0.6003 (0.6072) loss_giou_aux_1: 0.5684 (0.5848) loss_giou_aux_2: 0.5566 (0.5784) loss_giou_aux_3: 0.5515 (0.5756) loss_giou_aux_4: 0.5528 (0.5753) loss_giou_aux_5: 0.6879 (0.6951) loss_giou_dn_0: 0.7345 (0.7427) loss_giou_dn_1: 0.6283 (0.6358) loss_giou_dn_2: 0.6000 (0.6106) loss_giou_dn_3: 0.5942 (0.6026) loss_giou_dn_4: 0.5935 (0.6004) loss_giou_dn_5: 0.5935 (0.6004) loss_vfl: 0.7852 (0.7889) loss_vfl_aux_0: 0.9309 (0.9354) loss_vfl_aux_1: 0.8915 (0.8934) loss_vfl_aux_2: 0.8272 (0.8339) loss_vfl_aux_3: 0.7969 (0.8034) loss_vfl_aux_4: 0.7897 (0.7915) loss_vfl_aux_5: 0.8886 (0.9146) loss_vfl_dn_0: 0.4857 (0.4927) loss_vfl_dn_1: 0.4616 (0.4550) loss_vfl_dn_2: 0.4379 (0.4382) loss_vfl_dn_3: 0.4303 (0.4307) loss_vfl_dn_4: 0.4281 (0.4287) loss_vfl_dn_5: 0.4294 (0.4291) time: 0.4571 data: 0.0148 max mem: 5653 Epoch: [4] [6600/7393] eta: 0:06:14 lr: 0.000010 loss: 19.8095 (19.9926) loss_bbox: 0.2084 (0.2038) loss_bbox_aux_0: 0.2154 (0.2209) loss_bbox_aux_1: 0.1984 (0.2080) loss_bbox_aux_2: 0.2035 (0.2046) loss_bbox_aux_3: 0.1993 (0.2033) loss_bbox_aux_4: 0.2004 (0.2037) loss_bbox_aux_5: 0.2606 (0.2721) loss_bbox_dn_0: 0.3133 (0.3863) loss_bbox_dn_1: 0.2470 (0.3145) loss_bbox_dn_2: 0.2288 (0.2958) loss_bbox_dn_3: 0.2231 (0.2891) loss_bbox_dn_4: 0.2224 (0.2870) loss_bbox_dn_5: 0.2216 (0.2865) loss_giou: 0.6003 (0.5751) loss_giou_aux_0: 0.6175 (0.6071) loss_giou_aux_1: 0.6066 (0.5847) loss_giou_aux_2: 0.6005 (0.5784) loss_giou_aux_3: 0.6057 (0.5755) loss_giou_aux_4: 0.6014 (0.5752) loss_giou_aux_5: 0.6993 (0.6950) loss_giou_dn_0: 0.7406 (0.7425) loss_giou_dn_1: 0.6471 (0.6357) loss_giou_dn_2: 0.6257 (0.6104) loss_giou_dn_3: 0.6191 (0.6025) loss_giou_dn_4: 0.6163 (0.6003) loss_giou_dn_5: 0.6158 (0.6002) loss_vfl: 0.7614 (0.7888) loss_vfl_aux_0: 0.8836 (0.9353) loss_vfl_aux_1: 0.8649 (0.8932) loss_vfl_aux_2: 0.7891 (0.8338) loss_vfl_aux_3: 0.7576 (0.8034) loss_vfl_aux_4: 0.7608 (0.7914) loss_vfl_aux_5: 0.8718 (0.9145) loss_vfl_dn_0: 0.4965 (0.4927) loss_vfl_dn_1: 0.4544 (0.4550) loss_vfl_dn_2: 0.4410 (0.4382) loss_vfl_dn_3: 0.4380 (0.4307) loss_vfl_dn_4: 0.4343 (0.4287) loss_vfl_dn_5: 0.4328 (0.4290) time: 0.4764 data: 0.0143 max mem: 5653 Epoch: [4] [6700/7393] eta: 0:05:27 lr: 0.000010 loss: 20.2178 (19.9918) loss_bbox: 0.2080 (0.2038) loss_bbox_aux_0: 0.2164 (0.2208) loss_bbox_aux_1: 0.2062 (0.2079) loss_bbox_aux_2: 0.2044 (0.2045) loss_bbox_aux_3: 0.2051 (0.2033) loss_bbox_aux_4: 0.2075 (0.2036) loss_bbox_aux_5: 0.2667 (0.2721) loss_bbox_dn_0: 0.3597 (0.3862) loss_bbox_dn_1: 0.2927 (0.3143) loss_bbox_dn_2: 0.2748 (0.2956) loss_bbox_dn_3: 0.2655 (0.2889) loss_bbox_dn_4: 0.2658 (0.2869) loss_bbox_dn_5: 0.2651 (0.2863) loss_giou: 0.5804 (0.5752) loss_giou_aux_0: 0.5806 (0.6073) loss_giou_aux_1: 0.5676 (0.5849) loss_giou_aux_2: 0.5842 (0.5785) loss_giou_aux_3: 0.5796 (0.5756) loss_giou_aux_4: 0.5771 (0.5754) loss_giou_aux_5: 0.6865 (0.6952) loss_giou_dn_0: 0.7591 (0.7426) loss_giou_dn_1: 0.6505 (0.6358) loss_giou_dn_2: 0.6325 (0.6105) loss_giou_dn_3: 0.6243 (0.6025) loss_giou_dn_4: 0.6237 (0.6004) loss_giou_dn_5: 0.6243 (0.6003) loss_vfl: 0.7512 (0.7887) loss_vfl_aux_0: 0.9207 (0.9352) loss_vfl_aux_1: 0.8623 (0.8931) loss_vfl_aux_2: 0.7832 (0.8336) loss_vfl_aux_3: 0.7537 (0.8033) loss_vfl_aux_4: 0.7572 (0.7913) loss_vfl_aux_5: 0.8784 (0.9142) loss_vfl_dn_0: 0.4845 (0.4926) loss_vfl_dn_1: 0.4422 (0.4549) loss_vfl_dn_2: 0.4313 (0.4381) loss_vfl_dn_3: 0.4209 (0.4306) loss_vfl_dn_4: 0.4187 (0.4286) loss_vfl_dn_5: 0.4219 (0.4290) time: 0.4704 data: 0.0140 max mem: 5653 Epoch: [4] [6800/7393] eta: 0:04:40 lr: 0.000010 loss: 19.3680 (19.9876) loss_bbox: 0.1907 (0.2036) loss_bbox_aux_0: 0.2226 (0.2207) loss_bbox_aux_1: 0.2001 (0.2079) loss_bbox_aux_2: 0.1915 (0.2044) loss_bbox_aux_3: 0.1836 (0.2032) loss_bbox_aux_4: 0.1796 (0.2035) loss_bbox_aux_5: 0.2535 (0.2719) loss_bbox_dn_0: 0.3670 (0.3860) loss_bbox_dn_1: 0.2848 (0.3141) loss_bbox_dn_2: 0.2719 (0.2954) loss_bbox_dn_3: 0.2627 (0.2887) loss_bbox_dn_4: 0.2585 (0.2867) loss_bbox_dn_5: 0.2584 (0.2861) loss_giou: 0.5468 (0.5752) loss_giou_aux_0: 0.5696 (0.6072) loss_giou_aux_1: 0.5452 (0.5848) loss_giou_aux_2: 0.5511 (0.5785) loss_giou_aux_3: 0.5465 (0.5756) loss_giou_aux_4: 0.5462 (0.5753) loss_giou_aux_5: 0.6627 (0.6951) loss_giou_dn_0: 0.6783 (0.7424) loss_giou_dn_1: 0.5749 (0.6356) loss_giou_dn_2: 0.5554 (0.6104) loss_giou_dn_3: 0.5454 (0.6024) loss_giou_dn_4: 0.5427 (0.6002) loss_giou_dn_5: 0.5429 (0.6002) loss_vfl: 0.7637 (0.7886) loss_vfl_aux_0: 0.9317 (0.9351) loss_vfl_aux_1: 0.8779 (0.8929) loss_vfl_aux_2: 0.7949 (0.8334) loss_vfl_aux_3: 0.7580 (0.8032) loss_vfl_aux_4: 0.7286 (0.7912) loss_vfl_aux_5: 0.9349 (0.9142) loss_vfl_dn_0: 0.4954 (0.4926) loss_vfl_dn_1: 0.4481 (0.4549) loss_vfl_dn_2: 0.4333 (0.4381) loss_vfl_dn_3: 0.4272 (0.4306) loss_vfl_dn_4: 0.4247 (0.4285) loss_vfl_dn_5: 0.4238 (0.4289) time: 0.4695 data: 0.0139 max mem: 5653 Epoch: [4] [6900/7393] eta: 0:03:52 lr: 0.000010 loss: 20.3888 (19.9854) loss_bbox: 0.1993 (0.2036) loss_bbox_aux_0: 0.2159 (0.2207) loss_bbox_aux_1: 0.1991 (0.2078) loss_bbox_aux_2: 0.1963 (0.2044) loss_bbox_aux_3: 0.1971 (0.2031) loss_bbox_aux_4: 0.2001 (0.2035) loss_bbox_aux_5: 0.2505 (0.2718) loss_bbox_dn_0: 0.3432 (0.3858) loss_bbox_dn_1: 0.2835 (0.3140) loss_bbox_dn_2: 0.2692 (0.2953) loss_bbox_dn_3: 0.2621 (0.2886) loss_bbox_dn_4: 0.2602 (0.2866) loss_bbox_dn_5: 0.2599 (0.2860) loss_giou: 0.5391 (0.5752) loss_giou_aux_0: 0.6062 (0.6072) loss_giou_aux_1: 0.5591 (0.5848) loss_giou_aux_2: 0.5504 (0.5785) loss_giou_aux_3: 0.5368 (0.5756) loss_giou_aux_4: 0.5382 (0.5753) loss_giou_aux_5: 0.6940 (0.6950) loss_giou_dn_0: 0.7351 (0.7424) loss_giou_dn_1: 0.6294 (0.6356) loss_giou_dn_2: 0.6004 (0.6104) loss_giou_dn_3: 0.5928 (0.6024) loss_giou_dn_4: 0.5889 (0.6002) loss_giou_dn_5: 0.5891 (0.6001) loss_vfl: 0.7320 (0.7886) loss_vfl_aux_0: 0.8984 (0.9351) loss_vfl_aux_1: 0.8707 (0.8929) loss_vfl_aux_2: 0.8173 (0.8333) loss_vfl_aux_3: 0.7743 (0.8031) loss_vfl_aux_4: 0.7429 (0.7912) loss_vfl_aux_5: 0.8853 (0.9141) loss_vfl_dn_0: 0.4878 (0.4926) loss_vfl_dn_1: 0.4494 (0.4548) loss_vfl_dn_2: 0.4308 (0.4380) loss_vfl_dn_3: 0.4276 (0.4305) loss_vfl_dn_4: 0.4259 (0.4285) loss_vfl_dn_5: 0.4246 (0.4288) time: 0.4675 data: 0.0141 max mem: 5653 Epoch: [4] [7000/7393] eta: 0:03:05 lr: 0.000010 loss: 19.9079 (19.9858) loss_bbox: 0.1864 (0.2036) loss_bbox_aux_0: 0.2026 (0.2207) loss_bbox_aux_1: 0.1874 (0.2078) loss_bbox_aux_2: 0.1874 (0.2044) loss_bbox_aux_3: 0.1814 (0.2031) loss_bbox_aux_4: 0.1841 (0.2035) loss_bbox_aux_5: 0.2553 (0.2718) loss_bbox_dn_0: 0.3636 (0.3859) loss_bbox_dn_1: 0.2811 (0.3141) loss_bbox_dn_2: 0.2591 (0.2954) loss_bbox_dn_3: 0.2471 (0.2887) loss_bbox_dn_4: 0.2406 (0.2866) loss_bbox_dn_5: 0.2398 (0.2861) loss_giou: 0.5953 (0.5754) loss_giou_aux_0: 0.6485 (0.6073) loss_giou_aux_1: 0.6161 (0.5849) loss_giou_aux_2: 0.6046 (0.5787) loss_giou_aux_3: 0.6008 (0.5757) loss_giou_aux_4: 0.5991 (0.5755) loss_giou_aux_5: 0.7110 (0.6951) loss_giou_dn_0: 0.7341 (0.7424) loss_giou_dn_1: 0.6130 (0.6357) loss_giou_dn_2: 0.5892 (0.6104) loss_giou_dn_3: 0.5806 (0.6025) loss_giou_dn_4: 0.5787 (0.6003) loss_giou_dn_5: 0.5790 (0.6002) loss_vfl: 0.7183 (0.7883) loss_vfl_aux_0: 0.8652 (0.9350) loss_vfl_aux_1: 0.8215 (0.8928) loss_vfl_aux_2: 0.7614 (0.8332) loss_vfl_aux_3: 0.7433 (0.8029) loss_vfl_aux_4: 0.7248 (0.7910) loss_vfl_aux_5: 0.8767 (0.9140) loss_vfl_dn_0: 0.4781 (0.4926) loss_vfl_dn_1: 0.4436 (0.4548) loss_vfl_dn_2: 0.4224 (0.4380) loss_vfl_dn_3: 0.4153 (0.4305) loss_vfl_dn_4: 0.4135 (0.4285) loss_vfl_dn_5: 0.4101 (0.4288) time: 0.4891 data: 0.0139 max mem: 5653 Epoch: [4] [7100/7393] eta: 0:02:18 lr: 0.000010 loss: 19.6931 (19.9820) loss_bbox: 0.1911 (0.2036) loss_bbox_aux_0: 0.2089 (0.2206) loss_bbox_aux_1: 0.2041 (0.2077) loss_bbox_aux_2: 0.1941 (0.2043) loss_bbox_aux_3: 0.1902 (0.2031) loss_bbox_aux_4: 0.1918 (0.2034) loss_bbox_aux_5: 0.2576 (0.2717) loss_bbox_dn_0: 0.3096 (0.3858) loss_bbox_dn_1: 0.2672 (0.3139) loss_bbox_dn_2: 0.2576 (0.2952) loss_bbox_dn_3: 0.2537 (0.2885) loss_bbox_dn_4: 0.2532 (0.2865) loss_bbox_dn_5: 0.2532 (0.2859) loss_giou: 0.6279 (0.5753) loss_giou_aux_0: 0.6528 (0.6072) loss_giou_aux_1: 0.6297 (0.5849) loss_giou_aux_2: 0.6366 (0.5787) loss_giou_aux_3: 0.6303 (0.5757) loss_giou_aux_4: 0.6281 (0.5754) loss_giou_aux_5: 0.7338 (0.6950) loss_giou_dn_0: 0.7343 (0.7423) loss_giou_dn_1: 0.6206 (0.6355) loss_giou_dn_2: 0.6000 (0.6103) loss_giou_dn_3: 0.5934 (0.6023) loss_giou_dn_4: 0.5916 (0.6001) loss_giou_dn_5: 0.5921 (0.6001) loss_vfl: 0.7520 (0.7882) loss_vfl_aux_0: 0.8910 (0.9348) loss_vfl_aux_1: 0.8581 (0.8926) loss_vfl_aux_2: 0.8057 (0.8329) loss_vfl_aux_3: 0.7765 (0.8028) loss_vfl_aux_4: 0.7601 (0.7908) loss_vfl_aux_5: 0.8642 (0.9138) loss_vfl_dn_0: 0.4877 (0.4925) loss_vfl_dn_1: 0.4522 (0.4547) loss_vfl_dn_2: 0.4403 (0.4379) loss_vfl_dn_3: 0.4341 (0.4304) loss_vfl_dn_4: 0.4324 (0.4284) loss_vfl_dn_5: 0.4348 (0.4287) time: 0.4621 data: 0.0147 max mem: 5653 Epoch: [4] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 20.0594 (19.9805) loss_bbox: 0.2178 (0.2035) loss_bbox_aux_0: 0.2226 (0.2205) loss_bbox_aux_1: 0.2134 (0.2076) loss_bbox_aux_2: 0.2145 (0.2042) loss_bbox_aux_3: 0.2118 (0.2030) loss_bbox_aux_4: 0.2174 (0.2034) loss_bbox_aux_5: 0.2938 (0.2716) loss_bbox_dn_0: 0.3955 (0.3855) loss_bbox_dn_1: 0.3064 (0.3137) loss_bbox_dn_2: 0.2856 (0.2950) loss_bbox_dn_3: 0.2780 (0.2883) loss_bbox_dn_4: 0.2766 (0.2862) loss_bbox_dn_5: 0.2762 (0.2857) loss_giou: 0.5881 (0.5756) loss_giou_aux_0: 0.6046 (0.6075) loss_giou_aux_1: 0.6090 (0.5852) loss_giou_aux_2: 0.5999 (0.5789) loss_giou_aux_3: 0.5842 (0.5760) loss_giou_aux_4: 0.5826 (0.5757) loss_giou_aux_5: 0.7131 (0.6953) loss_giou_dn_0: 0.7473 (0.7424) loss_giou_dn_1: 0.6560 (0.6357) loss_giou_dn_2: 0.6264 (0.6104) loss_giou_dn_3: 0.6226 (0.6024) loss_giou_dn_4: 0.6208 (0.6003) loss_giou_dn_5: 0.6207 (0.6002) loss_vfl: 0.7630 (0.7880) loss_vfl_aux_0: 0.9311 (0.9346) loss_vfl_aux_1: 0.8940 (0.8924) loss_vfl_aux_2: 0.8290 (0.8327) loss_vfl_aux_3: 0.7997 (0.8025) loss_vfl_aux_4: 0.7776 (0.7906) loss_vfl_aux_5: 0.8706 (0.9134) loss_vfl_dn_0: 0.4958 (0.4925) loss_vfl_dn_1: 0.4615 (0.4547) loss_vfl_dn_2: 0.4398 (0.4379) loss_vfl_dn_3: 0.4270 (0.4304) loss_vfl_dn_4: 0.4250 (0.4284) loss_vfl_dn_5: 0.4228 (0.4287) time: 0.4631 data: 0.0144 max mem: 5653 Epoch: [4] [7300/7393] eta: 0:00:43 lr: 0.000010 loss: 19.2844 (19.9758) loss_bbox: 0.1785 (0.2033) loss_bbox_aux_0: 0.1917 (0.2204) loss_bbox_aux_1: 0.1756 (0.2075) loss_bbox_aux_2: 0.1767 (0.2041) loss_bbox_aux_3: 0.1786 (0.2028) loss_bbox_aux_4: 0.1785 (0.2032) loss_bbox_aux_5: 0.2373 (0.2714) loss_bbox_dn_0: 0.3375 (0.3852) loss_bbox_dn_1: 0.2637 (0.3135) loss_bbox_dn_2: 0.2436 (0.2948) loss_bbox_dn_3: 0.2401 (0.2881) loss_bbox_dn_4: 0.2441 (0.2860) loss_bbox_dn_5: 0.2442 (0.2855) loss_giou: 0.5542 (0.5756) loss_giou_aux_0: 0.5885 (0.6074) loss_giou_aux_1: 0.5748 (0.5851) loss_giou_aux_2: 0.5474 (0.5789) loss_giou_aux_3: 0.5543 (0.5759) loss_giou_aux_4: 0.5545 (0.5757) loss_giou_aux_5: 0.6781 (0.6952) loss_giou_dn_0: 0.7363 (0.7424) loss_giou_dn_1: 0.6325 (0.6356) loss_giou_dn_2: 0.6025 (0.6104) loss_giou_dn_3: 0.5956 (0.6024) loss_giou_dn_4: 0.5936 (0.6002) loss_giou_dn_5: 0.5936 (0.6001) loss_vfl: 0.7391 (0.7878) loss_vfl_aux_0: 0.9154 (0.9344) loss_vfl_aux_1: 0.8776 (0.8922) loss_vfl_aux_2: 0.8021 (0.8324) loss_vfl_aux_3: 0.7573 (0.8023) loss_vfl_aux_4: 0.7384 (0.7904) loss_vfl_aux_5: 0.8863 (0.9133) loss_vfl_dn_0: 0.4842 (0.4924) loss_vfl_dn_1: 0.4450 (0.4546) loss_vfl_dn_2: 0.4276 (0.4378) loss_vfl_dn_3: 0.4179 (0.4303) loss_vfl_dn_4: 0.4182 (0.4283) loss_vfl_dn_5: 0.4204 (0.4286) time: 0.4631 data: 0.0139 max mem: 5653 Epoch: [4] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 19.9939 (19.9727) loss_bbox: 0.2037 (0.2033) loss_bbox_aux_0: 0.2179 (0.2204) loss_bbox_aux_1: 0.2090 (0.2075) loss_bbox_aux_2: 0.2043 (0.2041) loss_bbox_aux_3: 0.2069 (0.2028) loss_bbox_aux_4: 0.2021 (0.2032) loss_bbox_aux_5: 0.2641 (0.2713) loss_bbox_dn_0: 0.3660 (0.3851) loss_bbox_dn_1: 0.3082 (0.3134) loss_bbox_dn_2: 0.2968 (0.2947) loss_bbox_dn_3: 0.2946 (0.2880) loss_bbox_dn_4: 0.2926 (0.2859) loss_bbox_dn_5: 0.2913 (0.2854) loss_giou: 0.5790 (0.5755) loss_giou_aux_0: 0.6166 (0.6074) loss_giou_aux_1: 0.5873 (0.5850) loss_giou_aux_2: 0.5891 (0.5788) loss_giou_aux_3: 0.5821 (0.5759) loss_giou_aux_4: 0.5747 (0.5756) loss_giou_aux_5: 0.6842 (0.6951) loss_giou_dn_0: 0.7453 (0.7423) loss_giou_dn_1: 0.6380 (0.6355) loss_giou_dn_2: 0.6246 (0.6103) loss_giou_dn_3: 0.6186 (0.6023) loss_giou_dn_4: 0.6159 (0.6001) loss_giou_dn_5: 0.6152 (0.6000) loss_vfl: 0.7587 (0.7877) loss_vfl_aux_0: 0.8917 (0.9342) loss_vfl_aux_1: 0.8451 (0.8920) loss_vfl_aux_2: 0.7887 (0.8322) loss_vfl_aux_3: 0.7611 (0.8022) loss_vfl_aux_4: 0.7637 (0.7903) loss_vfl_aux_5: 0.8718 (0.9132) loss_vfl_dn_0: 0.4866 (0.4924) loss_vfl_dn_1: 0.4503 (0.4546) loss_vfl_dn_2: 0.4316 (0.4378) loss_vfl_dn_3: 0.4237 (0.4303) loss_vfl_dn_4: 0.4202 (0.4282) loss_vfl_dn_5: 0.4197 (0.4286) time: 0.4788 data: 0.0140 max mem: 5653 Epoch: [4] Total time: 0:58:11 (0.4723 s / it) Averaged stats: lr: 0.000010 loss: 19.9939 (19.9727) loss_bbox: 0.2037 (0.2033) loss_bbox_aux_0: 0.2179 (0.2204) loss_bbox_aux_1: 0.2090 (0.2075) loss_bbox_aux_2: 0.2043 (0.2041) loss_bbox_aux_3: 0.2069 (0.2028) loss_bbox_aux_4: 0.2021 (0.2032) loss_bbox_aux_5: 0.2641 (0.2713) loss_bbox_dn_0: 0.3660 (0.3851) loss_bbox_dn_1: 0.3082 (0.3134) loss_bbox_dn_2: 0.2968 (0.2947) loss_bbox_dn_3: 0.2946 (0.2880) loss_bbox_dn_4: 0.2926 (0.2859) loss_bbox_dn_5: 0.2913 (0.2854) loss_giou: 0.5790 (0.5755) loss_giou_aux_0: 0.6166 (0.6074) loss_giou_aux_1: 0.5873 (0.5850) loss_giou_aux_2: 0.5891 (0.5788) loss_giou_aux_3: 0.5821 (0.5759) loss_giou_aux_4: 0.5747 (0.5756) loss_giou_aux_5: 0.6842 (0.6951) loss_giou_dn_0: 0.7453 (0.7423) loss_giou_dn_1: 0.6380 (0.6355) loss_giou_dn_2: 0.6246 (0.6103) loss_giou_dn_3: 0.6186 (0.6023) loss_giou_dn_4: 0.6159 (0.6001) loss_giou_dn_5: 0.6152 (0.6000) loss_vfl: 0.7587 (0.7877) loss_vfl_aux_0: 0.8917 (0.9342) loss_vfl_aux_1: 0.8451 (0.8920) loss_vfl_aux_2: 0.7887 (0.8322) loss_vfl_aux_3: 0.7611 (0.8022) loss_vfl_aux_4: 0.7637 (0.7903) loss_vfl_aux_5: 0.8718 (0.9132) loss_vfl_dn_0: 0.4866 (0.4924) loss_vfl_dn_1: 0.4503 (0.4546) loss_vfl_dn_2: 0.4316 (0.4378) loss_vfl_dn_3: 0.4237 (0.4303) loss_vfl_dn_4: 0.4202 (0.4282) loss_vfl_dn_5: 0.4197 (0.4286) Test: [ 0/157] eta: 0:03:56 time: 1.5035 data: 1.1142 max mem: 5653 Test: [ 10/157] eta: 0:01:10 time: 0.4812 data: 0.1231 max mem: 5653 Test: [ 20/157] eta: 0:00:59 time: 0.3773 data: 0.0245 max mem: 5653 Test: [ 30/157] eta: 0:00:52 time: 0.3762 data: 0.0264 max mem: 5653 Test: [ 40/157] eta: 0:00:47 time: 0.3795 data: 0.0270 max mem: 5653 Test: [ 50/157] eta: 0:00:43 time: 0.3848 data: 0.0263 max mem: 5653 Test: [ 60/157] eta: 0:00:38 time: 0.3861 data: 0.0259 max mem: 5653 Test: [ 70/157] eta: 0:00:34 time: 0.3768 data: 0.0256 max mem: 5653 Test: [ 80/157] eta: 0:00:30 time: 0.3773 data: 0.0252 max mem: 5653 Test: [ 90/157] eta: 0:00:26 time: 0.3837 data: 0.0249 max mem: 5653 Test: [100/157] eta: 0:00:22 time: 0.3768 data: 0.0256 max mem: 5653 Test: [110/157] eta: 0:00:20 time: 0.6374 data: 0.0254 max mem: 5653 Test: [120/157] eta: 0:00:15 time: 0.6380 data: 0.0259 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3782 data: 0.0264 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3750 data: 0.0256 max mem: 5653 Test: [150/157] eta: 0:00:02 time: 0.3627 data: 0.0265 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3522 data: 0.0256 max mem: 5653 Test: Total time: 0:01:05 (0.4183 s / it) Averaged stats: Accumulating evaluation results... DONE (t=29.71s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.611 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.256 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.353 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.463 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 best_stat: {'epoch': 4, 'coco_eval_bbox': 0.4420781572273227} Epoch: [5] [ 0/7393] eta: 6:42:47 lr: 0.000010 loss: 19.0225 (19.0225) loss_bbox: 0.1395 (0.1395) loss_bbox_aux_0: 0.1506 (0.1506) loss_bbox_aux_1: 0.1391 (0.1391) loss_bbox_aux_2: 0.1325 (0.1325) loss_bbox_aux_3: 0.1393 (0.1393) loss_bbox_aux_4: 0.1404 (0.1404) loss_bbox_aux_5: 0.1824 (0.1824) loss_bbox_dn_0: 0.2626 (0.2626) loss_bbox_dn_1: 0.2210 (0.2210) loss_bbox_dn_2: 0.2038 (0.2038) loss_bbox_dn_3: 0.1985 (0.1985) loss_bbox_dn_4: 0.1972 (0.1972) loss_bbox_dn_5: 0.1972 (0.1972) loss_giou: 0.6439 (0.6439) loss_giou_aux_0: 0.7071 (0.7071) loss_giou_aux_1: 0.6879 (0.6879) loss_giou_aux_2: 0.6561 (0.6561) loss_giou_aux_3: 0.6474 (0.6474) loss_giou_aux_4: 0.6455 (0.6455) loss_giou_aux_5: 0.7577 (0.7577) loss_giou_dn_0: 0.7968 (0.7968) loss_giou_dn_1: 0.7045 (0.7045) loss_giou_dn_2: 0.6734 (0.6734) loss_giou_dn_3: 0.6615 (0.6615) loss_giou_dn_4: 0.6600 (0.6600) loss_giou_dn_5: 0.6603 (0.6603) loss_vfl: 0.6812 (0.6812) loss_vfl_aux_0: 0.7750 (0.7750) loss_vfl_aux_1: 0.7560 (0.7560) loss_vfl_aux_2: 0.7610 (0.7610) loss_vfl_aux_3: 0.7077 (0.7077) loss_vfl_aux_4: 0.6916 (0.6916) loss_vfl_aux_5: 0.7944 (0.7944) loss_vfl_dn_0: 0.4700 (0.4700) loss_vfl_dn_1: 0.4458 (0.4458) loss_vfl_dn_2: 0.4385 (0.4385) loss_vfl_dn_3: 0.4336 (0.4336) loss_vfl_dn_4: 0.4337 (0.4337) loss_vfl_dn_5: 0.4278 (0.4278) time: 3.2690 data: 1.3413 max mem: 5653 Epoch: [5] [ 100/7393] eta: 1:00:54 lr: 0.000010 loss: 19.9769 (19.6831) loss_bbox: 0.1902 (0.1995) loss_bbox_aux_0: 0.2124 (0.2126) loss_bbox_aux_1: 0.1973 (0.1992) loss_bbox_aux_2: 0.1896 (0.1988) loss_bbox_aux_3: 0.1902 (0.1980) loss_bbox_aux_4: 0.1915 (0.1989) loss_bbox_aux_5: 0.2532 (0.2617) loss_bbox_dn_0: 0.3615 (0.3641) loss_bbox_dn_1: 0.2941 (0.2947) loss_bbox_dn_2: 0.2682 (0.2763) loss_bbox_dn_3: 0.2622 (0.2695) loss_bbox_dn_4: 0.2599 (0.2674) loss_bbox_dn_5: 0.2595 (0.2671) loss_giou: 0.6325 (0.5895) loss_giou_aux_0: 0.6686 (0.6210) loss_giou_aux_1: 0.6440 (0.5979) loss_giou_aux_2: 0.6384 (0.5914) loss_giou_aux_3: 0.6316 (0.5902) loss_giou_aux_4: 0.6317 (0.5893) loss_giou_aux_5: 0.7310 (0.7063) loss_giou_dn_0: 0.7590 (0.7415) loss_giou_dn_1: 0.6479 (0.6373) loss_giou_dn_2: 0.6344 (0.6119) loss_giou_dn_3: 0.6232 (0.6041) loss_giou_dn_4: 0.6217 (0.6020) loss_giou_dn_5: 0.6212 (0.6020) loss_vfl: 0.7332 (0.7570) loss_vfl_aux_0: 0.8651 (0.9080) loss_vfl_aux_1: 0.8098 (0.8614) loss_vfl_aux_2: 0.7529 (0.8049) loss_vfl_aux_3: 0.7408 (0.7709) loss_vfl_aux_4: 0.7415 (0.7602) loss_vfl_aux_5: 0.8589 (0.8842) loss_vfl_dn_0: 0.4838 (0.4889) loss_vfl_dn_1: 0.4513 (0.4500) loss_vfl_dn_2: 0.4353 (0.4330) loss_vfl_dn_3: 0.4253 (0.4255) loss_vfl_dn_4: 0.4247 (0.4235) loss_vfl_dn_5: 0.4245 (0.4234) time: 0.4680 data: 0.0141 max mem: 5653 Epoch: [5] [ 200/7393] eta: 0:58:13 lr: 0.000010 loss: 19.3717 (19.6346) loss_bbox: 0.1941 (0.1957) loss_bbox_aux_0: 0.2096 (0.2103) loss_bbox_aux_1: 0.1911 (0.1982) loss_bbox_aux_2: 0.1914 (0.1961) loss_bbox_aux_3: 0.1957 (0.1961) loss_bbox_aux_4: 0.1947 (0.1956) loss_bbox_aux_5: 0.2558 (0.2606) loss_bbox_dn_0: 0.3472 (0.3629) loss_bbox_dn_1: 0.2837 (0.2938) loss_bbox_dn_2: 0.2682 (0.2754) loss_bbox_dn_3: 0.2581 (0.2686) loss_bbox_dn_4: 0.2542 (0.2666) loss_bbox_dn_5: 0.2531 (0.2662) loss_giou: 0.5936 (0.5814) loss_giou_aux_0: 0.6350 (0.6119) loss_giou_aux_1: 0.5987 (0.5896) loss_giou_aux_2: 0.5960 (0.5839) loss_giou_aux_3: 0.5979 (0.5829) loss_giou_aux_4: 0.5943 (0.5812) loss_giou_aux_5: 0.7166 (0.7008) loss_giou_dn_0: 0.7516 (0.7389) loss_giou_dn_1: 0.6449 (0.6343) loss_giou_dn_2: 0.6231 (0.6093) loss_giou_dn_3: 0.6151 (0.6011) loss_giou_dn_4: 0.6117 (0.5989) loss_giou_dn_5: 0.6114 (0.5989) loss_vfl: 0.7511 (0.7656) loss_vfl_aux_0: 0.9043 (0.9122) loss_vfl_aux_1: 0.8635 (0.8665) loss_vfl_aux_2: 0.8057 (0.8096) loss_vfl_aux_3: 0.7529 (0.7756) loss_vfl_aux_4: 0.7651 (0.7698) loss_vfl_aux_5: 0.8711 (0.8868) loss_vfl_dn_0: 0.4863 (0.4897) loss_vfl_dn_1: 0.4446 (0.4512) loss_vfl_dn_2: 0.4288 (0.4341) loss_vfl_dn_3: 0.4184 (0.4263) loss_vfl_dn_4: 0.4172 (0.4242) loss_vfl_dn_5: 0.4178 (0.4240) time: 0.4678 data: 0.0139 max mem: 5653 Epoch: [5] [ 300/7393] eta: 0:56:43 lr: 0.000010 loss: 19.9781 (19.6438) loss_bbox: 0.1757 (0.1960) loss_bbox_aux_0: 0.2000 (0.2102) loss_bbox_aux_1: 0.1832 (0.1991) loss_bbox_aux_2: 0.1788 (0.1970) loss_bbox_aux_3: 0.1772 (0.1963) loss_bbox_aux_4: 0.1757 (0.1959) loss_bbox_aux_5: 0.2327 (0.2598) loss_bbox_dn_0: 0.3408 (0.3643) loss_bbox_dn_1: 0.2660 (0.2948) loss_bbox_dn_2: 0.2468 (0.2766) loss_bbox_dn_3: 0.2349 (0.2697) loss_bbox_dn_4: 0.2328 (0.2675) loss_bbox_dn_5: 0.2327 (0.2671) loss_giou: 0.6154 (0.5819) loss_giou_aux_0: 0.6516 (0.6120) loss_giou_aux_1: 0.6263 (0.5904) loss_giou_aux_2: 0.6201 (0.5846) loss_giou_aux_3: 0.6132 (0.5831) loss_giou_aux_4: 0.6159 (0.5818) loss_giou_aux_5: 0.7285 (0.6992) loss_giou_dn_0: 0.7647 (0.7383) loss_giou_dn_1: 0.6681 (0.6334) loss_giou_dn_2: 0.6406 (0.6083) loss_giou_dn_3: 0.6302 (0.6000) loss_giou_dn_4: 0.6284 (0.5977) loss_giou_dn_5: 0.6284 (0.5977) loss_vfl: 0.7834 (0.7673) loss_vfl_aux_0: 0.8966 (0.9136) loss_vfl_aux_1: 0.8538 (0.8668) loss_vfl_aux_2: 0.8125 (0.8099) loss_vfl_aux_3: 0.7974 (0.7782) loss_vfl_aux_4: 0.7908 (0.7706) loss_vfl_aux_5: 0.8598 (0.8868) loss_vfl_dn_0: 0.4943 (0.4889) loss_vfl_dn_1: 0.4556 (0.4508) loss_vfl_dn_2: 0.4419 (0.4336) loss_vfl_dn_3: 0.4350 (0.4263) loss_vfl_dn_4: 0.4304 (0.4240) loss_vfl_dn_5: 0.4297 (0.4241) time: 0.4669 data: 0.0143 max mem: 5653 Epoch: [5] [ 400/7393] eta: 0:55:35 lr: 0.000010 loss: 19.3176 (19.7030) loss_bbox: 0.1878 (0.1982) loss_bbox_aux_0: 0.2142 (0.2122) loss_bbox_aux_1: 0.1857 (0.2011) loss_bbox_aux_2: 0.1945 (0.1989) loss_bbox_aux_3: 0.1901 (0.1983) loss_bbox_aux_4: 0.1877 (0.1978) loss_bbox_aux_5: 0.2609 (0.2625) loss_bbox_dn_0: 0.3455 (0.3675) loss_bbox_dn_1: 0.2753 (0.2977) loss_bbox_dn_2: 0.2574 (0.2796) loss_bbox_dn_3: 0.2483 (0.2728) loss_bbox_dn_4: 0.2467 (0.2706) loss_bbox_dn_5: 0.2465 (0.2702) loss_giou: 0.5710 (0.5822) loss_giou_aux_0: 0.6109 (0.6126) loss_giou_aux_1: 0.5866 (0.5911) loss_giou_aux_2: 0.5773 (0.5852) loss_giou_aux_3: 0.5791 (0.5832) loss_giou_aux_4: 0.5830 (0.5819) loss_giou_aux_5: 0.6991 (0.6999) loss_giou_dn_0: 0.7465 (0.7383) loss_giou_dn_1: 0.6568 (0.6335) loss_giou_dn_2: 0.6302 (0.6084) loss_giou_dn_3: 0.6224 (0.6004) loss_giou_dn_4: 0.6203 (0.5981) loss_giou_dn_5: 0.6212 (0.5982) loss_vfl: 0.7318 (0.7712) loss_vfl_aux_0: 0.8888 (0.9144) loss_vfl_aux_1: 0.8425 (0.8697) loss_vfl_aux_2: 0.7922 (0.8139) loss_vfl_aux_3: 0.7453 (0.7825) loss_vfl_aux_4: 0.7456 (0.7755) loss_vfl_aux_5: 0.8662 (0.8892) loss_vfl_dn_0: 0.4802 (0.4891) loss_vfl_dn_1: 0.4400 (0.4508) loss_vfl_dn_2: 0.4245 (0.4333) loss_vfl_dn_3: 0.4182 (0.4260) loss_vfl_dn_4: 0.4167 (0.4235) loss_vfl_dn_5: 0.4160 (0.4236) time: 0.4685 data: 0.0138 max mem: 5653 Epoch: [5] [ 500/7393] eta: 0:54:32 lr: 0.000010 loss: 19.6007 (19.7009) loss_bbox: 0.1838 (0.1985) loss_bbox_aux_0: 0.2041 (0.2121) loss_bbox_aux_1: 0.1968 (0.2014) loss_bbox_aux_2: 0.1876 (0.1986) loss_bbox_aux_3: 0.1808 (0.1980) loss_bbox_aux_4: 0.1878 (0.1979) loss_bbox_aux_5: 0.2646 (0.2626) loss_bbox_dn_0: 0.3712 (0.3694) loss_bbox_dn_1: 0.3142 (0.2997) loss_bbox_dn_2: 0.3012 (0.2816) loss_bbox_dn_3: 0.2969 (0.2749) loss_bbox_dn_4: 0.2939 (0.2727) loss_bbox_dn_5: 0.2914 (0.2723) loss_giou: 0.5515 (0.5789) loss_giou_aux_0: 0.5748 (0.6093) loss_giou_aux_1: 0.5656 (0.5879) loss_giou_aux_2: 0.5588 (0.5815) loss_giou_aux_3: 0.5573 (0.5798) loss_giou_aux_4: 0.5510 (0.5787) loss_giou_aux_5: 0.6638 (0.6967) loss_giou_dn_0: 0.7320 (0.7368) loss_giou_dn_1: 0.6299 (0.6315) loss_giou_dn_2: 0.6107 (0.6066) loss_giou_dn_3: 0.5985 (0.5986) loss_giou_dn_4: 0.5958 (0.5964) loss_giou_dn_5: 0.5955 (0.5964) loss_vfl: 0.7750 (0.7729) loss_vfl_aux_0: 0.9198 (0.9184) loss_vfl_aux_1: 0.8834 (0.8726) loss_vfl_aux_2: 0.8040 (0.8169) loss_vfl_aux_3: 0.8178 (0.7858) loss_vfl_aux_4: 0.7746 (0.7771) loss_vfl_aux_5: 0.9272 (0.8934) loss_vfl_dn_0: 0.4860 (0.4895) loss_vfl_dn_1: 0.4449 (0.4506) loss_vfl_dn_2: 0.4270 (0.4330) loss_vfl_dn_3: 0.4213 (0.4256) loss_vfl_dn_4: 0.4174 (0.4232) loss_vfl_dn_5: 0.4180 (0.4233) time: 0.4730 data: 0.0141 max mem: 5653 Epoch: [5] [ 600/7393] eta: 0:53:32 lr: 0.000010 loss: 19.9098 (19.7042) loss_bbox: 0.1811 (0.1992) loss_bbox_aux_0: 0.2036 (0.2133) loss_bbox_aux_1: 0.1921 (0.2022) loss_bbox_aux_2: 0.1867 (0.1995) loss_bbox_aux_3: 0.1789 (0.1986) loss_bbox_aux_4: 0.1820 (0.1988) loss_bbox_aux_5: 0.2717 (0.2637) loss_bbox_dn_0: 0.3337 (0.3692) loss_bbox_dn_1: 0.2570 (0.2993) loss_bbox_dn_2: 0.2467 (0.2813) loss_bbox_dn_3: 0.2449 (0.2747) loss_bbox_dn_4: 0.2418 (0.2725) loss_bbox_dn_5: 0.2415 (0.2721) loss_giou: 0.6115 (0.5805) loss_giou_aux_0: 0.6392 (0.6109) loss_giou_aux_1: 0.6146 (0.5894) loss_giou_aux_2: 0.6077 (0.5832) loss_giou_aux_3: 0.6021 (0.5813) loss_giou_aux_4: 0.6108 (0.5802) loss_giou_aux_5: 0.7207 (0.6985) loss_giou_dn_0: 0.7389 (0.7370) loss_giou_dn_1: 0.6361 (0.6315) loss_giou_dn_2: 0.6115 (0.6067) loss_giou_dn_3: 0.6043 (0.5987) loss_giou_dn_4: 0.6036 (0.5966) loss_giou_dn_5: 0.6032 (0.5966) loss_vfl: 0.7334 (0.7711) loss_vfl_aux_0: 0.8478 (0.9161) loss_vfl_aux_1: 0.8371 (0.8708) loss_vfl_aux_2: 0.7956 (0.8155) loss_vfl_aux_3: 0.7720 (0.7845) loss_vfl_aux_4: 0.7549 (0.7753) loss_vfl_aux_5: 0.8720 (0.8920) loss_vfl_dn_0: 0.4883 (0.4893) loss_vfl_dn_1: 0.4522 (0.4502) loss_vfl_dn_2: 0.4343 (0.4327) loss_vfl_dn_3: 0.4287 (0.4254) loss_vfl_dn_4: 0.4251 (0.4228) loss_vfl_dn_5: 0.4244 (0.4229) time: 0.4540 data: 0.0145 max mem: 5653 Epoch: [5] [ 700/7393] eta: 0:52:40 lr: 0.000010 loss: 18.9153 (19.6823) loss_bbox: 0.1779 (0.1988) loss_bbox_aux_0: 0.1979 (0.2133) loss_bbox_aux_1: 0.1860 (0.2022) loss_bbox_aux_2: 0.1801 (0.1994) loss_bbox_aux_3: 0.1765 (0.1984) loss_bbox_aux_4: 0.1754 (0.1984) loss_bbox_aux_5: 0.2332 (0.2633) loss_bbox_dn_0: 0.3175 (0.3688) loss_bbox_dn_1: 0.2483 (0.2990) loss_bbox_dn_2: 0.2287 (0.2810) loss_bbox_dn_3: 0.2252 (0.2744) loss_bbox_dn_4: 0.2242 (0.2723) loss_bbox_dn_5: 0.2236 (0.2718) loss_giou: 0.5529 (0.5783) loss_giou_aux_0: 0.5714 (0.6091) loss_giou_aux_1: 0.5425 (0.5874) loss_giou_aux_2: 0.5402 (0.5810) loss_giou_aux_3: 0.5515 (0.5793) loss_giou_aux_4: 0.5529 (0.5782) loss_giou_aux_5: 0.6637 (0.6962) loss_giou_dn_0: 0.7097 (0.7360) loss_giou_dn_1: 0.6032 (0.6302) loss_giou_dn_2: 0.5917 (0.6053) loss_giou_dn_3: 0.5857 (0.5974) loss_giou_dn_4: 0.5844 (0.5953) loss_giou_dn_5: 0.5843 (0.5953) loss_vfl: 0.7452 (0.7724) loss_vfl_aux_0: 0.9071 (0.9163) loss_vfl_aux_1: 0.8253 (0.8708) loss_vfl_aux_2: 0.7804 (0.8159) loss_vfl_aux_3: 0.7400 (0.7851) loss_vfl_aux_4: 0.7314 (0.7759) loss_vfl_aux_5: 0.8521 (0.8934) loss_vfl_dn_0: 0.4837 (0.4891) loss_vfl_dn_1: 0.4462 (0.4500) loss_vfl_dn_2: 0.4271 (0.4325) loss_vfl_dn_3: 0.4192 (0.4252) loss_vfl_dn_4: 0.4163 (0.4228) loss_vfl_dn_5: 0.4167 (0.4228) time: 0.4670 data: 0.0147 max mem: 5653 Epoch: [5] [ 800/7393] eta: 0:51:52 lr: 0.000010 loss: 19.0701 (19.6819) loss_bbox: 0.1680 (0.1984) loss_bbox_aux_0: 0.1936 (0.2133) loss_bbox_aux_1: 0.1750 (0.2016) loss_bbox_aux_2: 0.1805 (0.1989) loss_bbox_aux_3: 0.1684 (0.1980) loss_bbox_aux_4: 0.1589 (0.1980) loss_bbox_aux_5: 0.2532 (0.2628) loss_bbox_dn_0: 0.3596 (0.3693) loss_bbox_dn_1: 0.2773 (0.2992) loss_bbox_dn_2: 0.2597 (0.2813) loss_bbox_dn_3: 0.2574 (0.2746) loss_bbox_dn_4: 0.2561 (0.2725) loss_bbox_dn_5: 0.2566 (0.2721) loss_giou: 0.5150 (0.5773) loss_giou_aux_0: 0.5283 (0.6079) loss_giou_aux_1: 0.5162 (0.5863) loss_giou_aux_2: 0.5055 (0.5801) loss_giou_aux_3: 0.5180 (0.5781) loss_giou_aux_4: 0.5116 (0.5771) loss_giou_aux_5: 0.6380 (0.6951) loss_giou_dn_0: 0.6901 (0.7359) loss_giou_dn_1: 0.5823 (0.6300) loss_giou_dn_2: 0.5574 (0.6051) loss_giou_dn_3: 0.5437 (0.5972) loss_giou_dn_4: 0.5391 (0.5950) loss_giou_dn_5: 0.5381 (0.5950) loss_vfl: 0.7571 (0.7736) loss_vfl_aux_0: 0.9282 (0.9170) loss_vfl_aux_1: 0.8690 (0.8719) loss_vfl_aux_2: 0.7991 (0.8170) loss_vfl_aux_3: 0.7736 (0.7866) loss_vfl_aux_4: 0.7696 (0.7775) loss_vfl_aux_5: 0.8999 (0.8951) loss_vfl_dn_0: 0.4938 (0.4896) loss_vfl_dn_1: 0.4484 (0.4502) loss_vfl_dn_2: 0.4253 (0.4325) loss_vfl_dn_3: 0.4157 (0.4251) loss_vfl_dn_4: 0.4171 (0.4227) loss_vfl_dn_5: 0.4161 (0.4228) time: 0.4849 data: 0.0143 max mem: 5653 Epoch: [5] [ 900/7393] eta: 0:50:58 lr: 0.000010 loss: 19.7788 (19.6906) loss_bbox: 0.2138 (0.1987) loss_bbox_aux_0: 0.1999 (0.2135) loss_bbox_aux_1: 0.2012 (0.2020) loss_bbox_aux_2: 0.2046 (0.1996) loss_bbox_aux_3: 0.2035 (0.1981) loss_bbox_aux_4: 0.2098 (0.1983) loss_bbox_aux_5: 0.2622 (0.2629) loss_bbox_dn_0: 0.3477 (0.3699) loss_bbox_dn_1: 0.2835 (0.2999) loss_bbox_dn_2: 0.2671 (0.2820) loss_bbox_dn_3: 0.2673 (0.2754) loss_bbox_dn_4: 0.2695 (0.2733) loss_bbox_dn_5: 0.2690 (0.2728) loss_giou: 0.5832 (0.5771) loss_giou_aux_0: 0.6233 (0.6075) loss_giou_aux_1: 0.5901 (0.5860) loss_giou_aux_2: 0.5867 (0.5799) loss_giou_aux_3: 0.5829 (0.5777) loss_giou_aux_4: 0.5834 (0.5768) loss_giou_aux_5: 0.6824 (0.6947) loss_giou_dn_0: 0.7335 (0.7356) loss_giou_dn_1: 0.6353 (0.6299) loss_giou_dn_2: 0.6075 (0.6051) loss_giou_dn_3: 0.5980 (0.5972) loss_giou_dn_4: 0.5963 (0.5950) loss_giou_dn_5: 0.5961 (0.5950) loss_vfl: 0.7540 (0.7744) loss_vfl_aux_0: 0.8947 (0.9177) loss_vfl_aux_1: 0.8839 (0.8726) loss_vfl_aux_2: 0.8104 (0.8170) loss_vfl_aux_3: 0.7681 (0.7876) loss_vfl_aux_4: 0.7524 (0.7780) loss_vfl_aux_5: 0.8856 (0.8959) loss_vfl_dn_0: 0.4861 (0.4898) loss_vfl_dn_1: 0.4449 (0.4503) loss_vfl_dn_2: 0.4287 (0.4327) loss_vfl_dn_3: 0.4209 (0.4252) loss_vfl_dn_4: 0.4177 (0.4228) loss_vfl_dn_5: 0.4179 (0.4229) time: 0.4692 data: 0.0140 max mem: 5653 Epoch: [5] [1000/7393] eta: 0:50:10 lr: 0.000010 loss: 19.1188 (19.6796) loss_bbox: 0.1888 (0.1986) loss_bbox_aux_0: 0.2001 (0.2133) loss_bbox_aux_1: 0.1817 (0.2017) loss_bbox_aux_2: 0.1693 (0.1993) loss_bbox_aux_3: 0.1758 (0.1979) loss_bbox_aux_4: 0.1939 (0.1983) loss_bbox_aux_5: 0.2547 (0.2630) loss_bbox_dn_0: 0.3419 (0.3705) loss_bbox_dn_1: 0.2788 (0.3003) loss_bbox_dn_2: 0.2621 (0.2822) loss_bbox_dn_3: 0.2526 (0.2755) loss_bbox_dn_4: 0.2525 (0.2734) loss_bbox_dn_5: 0.2532 (0.2729) loss_giou: 0.5269 (0.5762) loss_giou_aux_0: 0.5570 (0.6066) loss_giou_aux_1: 0.5413 (0.5851) loss_giou_aux_2: 0.5220 (0.5790) loss_giou_aux_3: 0.5333 (0.5768) loss_giou_aux_4: 0.5301 (0.5759) loss_giou_aux_5: 0.6580 (0.6941) loss_giou_dn_0: 0.7379 (0.7350) loss_giou_dn_1: 0.6181 (0.6294) loss_giou_dn_2: 0.5959 (0.6045) loss_giou_dn_3: 0.5960 (0.5966) loss_giou_dn_4: 0.5940 (0.5944) loss_giou_dn_5: 0.5936 (0.5944) loss_vfl: 0.8020 (0.7743) loss_vfl_aux_0: 0.9001 (0.9177) loss_vfl_aux_1: 0.8470 (0.8727) loss_vfl_aux_2: 0.8324 (0.8170) loss_vfl_aux_3: 0.7964 (0.7878) loss_vfl_aux_4: 0.7877 (0.7779) loss_vfl_aux_5: 0.8821 (0.8960) loss_vfl_dn_0: 0.4869 (0.4897) loss_vfl_dn_1: 0.4442 (0.4499) loss_vfl_dn_2: 0.4230 (0.4323) loss_vfl_dn_3: 0.4106 (0.4247) loss_vfl_dn_4: 0.4099 (0.4224) loss_vfl_dn_5: 0.4105 (0.4224) time: 0.4846 data: 0.0138 max mem: 5653 Epoch: [5] [1100/7393] eta: 0:49:20 lr: 0.000010 loss: 19.2044 (19.6677) loss_bbox: 0.1834 (0.1983) loss_bbox_aux_0: 0.2109 (0.2130) loss_bbox_aux_1: 0.1938 (0.2016) loss_bbox_aux_2: 0.1913 (0.1991) loss_bbox_aux_3: 0.1836 (0.1976) loss_bbox_aux_4: 0.1784 (0.1979) loss_bbox_aux_5: 0.2638 (0.2628) loss_bbox_dn_0: 0.3841 (0.3703) loss_bbox_dn_1: 0.3025 (0.3003) loss_bbox_dn_2: 0.2842 (0.2823) loss_bbox_dn_3: 0.2802 (0.2756) loss_bbox_dn_4: 0.2786 (0.2735) loss_bbox_dn_5: 0.2786 (0.2730) loss_giou: 0.5255 (0.5750) loss_giou_aux_0: 0.5466 (0.6051) loss_giou_aux_1: 0.5250 (0.5838) loss_giou_aux_2: 0.5318 (0.5779) loss_giou_aux_3: 0.5204 (0.5755) loss_giou_aux_4: 0.5256 (0.5747) loss_giou_aux_5: 0.6448 (0.6925) loss_giou_dn_0: 0.7192 (0.7342) loss_giou_dn_1: 0.6017 (0.6288) loss_giou_dn_2: 0.5760 (0.6039) loss_giou_dn_3: 0.5697 (0.5961) loss_giou_dn_4: 0.5690 (0.5939) loss_giou_dn_5: 0.5692 (0.5939) loss_vfl: 0.7618 (0.7747) loss_vfl_aux_0: 0.8977 (0.9181) loss_vfl_aux_1: 0.8653 (0.8728) loss_vfl_aux_2: 0.8076 (0.8173) loss_vfl_aux_3: 0.7747 (0.7881) loss_vfl_aux_4: 0.7598 (0.7783) loss_vfl_aux_5: 0.9178 (0.8972) loss_vfl_dn_0: 0.4902 (0.4896) loss_vfl_dn_1: 0.4488 (0.4497) loss_vfl_dn_2: 0.4288 (0.4322) loss_vfl_dn_3: 0.4241 (0.4246) loss_vfl_dn_4: 0.4203 (0.4224) loss_vfl_dn_5: 0.4198 (0.4224) time: 0.4547 data: 0.0141 max mem: 5653 Epoch: [5] [1200/7393] eta: 0:48:33 lr: 0.000010 loss: 19.6386 (19.6685) loss_bbox: 0.2086 (0.1988) loss_bbox_aux_0: 0.2174 (0.2134) loss_bbox_aux_1: 0.2144 (0.2022) loss_bbox_aux_2: 0.2047 (0.1995) loss_bbox_aux_3: 0.2062 (0.1982) loss_bbox_aux_4: 0.2086 (0.1985) loss_bbox_aux_5: 0.2670 (0.2634) loss_bbox_dn_0: 0.3603 (0.3712) loss_bbox_dn_1: 0.2850 (0.3010) loss_bbox_dn_2: 0.2594 (0.2829) loss_bbox_dn_3: 0.2543 (0.2762) loss_bbox_dn_4: 0.2527 (0.2741) loss_bbox_dn_5: 0.2528 (0.2736) loss_giou: 0.5691 (0.5740) loss_giou_aux_0: 0.5836 (0.6041) loss_giou_aux_1: 0.5799 (0.5828) loss_giou_aux_2: 0.5761 (0.5769) loss_giou_aux_3: 0.5711 (0.5746) loss_giou_aux_4: 0.5731 (0.5738) loss_giou_aux_5: 0.6796 (0.6916) loss_giou_dn_0: 0.7210 (0.7337) loss_giou_dn_1: 0.6067 (0.6283) loss_giou_dn_2: 0.5807 (0.6035) loss_giou_dn_3: 0.5714 (0.5956) loss_giou_dn_4: 0.5682 (0.5934) loss_giou_dn_5: 0.5683 (0.5935) loss_vfl: 0.7897 (0.7753) loss_vfl_aux_0: 0.9124 (0.9189) loss_vfl_aux_1: 0.8486 (0.8735) loss_vfl_aux_2: 0.7938 (0.8177) loss_vfl_aux_3: 0.7762 (0.7887) loss_vfl_aux_4: 0.7851 (0.7788) loss_vfl_aux_5: 0.8800 (0.8970) loss_vfl_dn_0: 0.4799 (0.4895) loss_vfl_dn_1: 0.4473 (0.4494) loss_vfl_dn_2: 0.4318 (0.4319) loss_vfl_dn_3: 0.4254 (0.4244) loss_vfl_dn_4: 0.4250 (0.4222) loss_vfl_dn_5: 0.4244 (0.4222) time: 0.4712 data: 0.0140 max mem: 5653 Epoch: [5] [1300/7393] eta: 0:47:44 lr: 0.000010 loss: 19.3171 (19.6721) loss_bbox: 0.1677 (0.1987) loss_bbox_aux_0: 0.1834 (0.2134) loss_bbox_aux_1: 0.1838 (0.2023) loss_bbox_aux_2: 0.1754 (0.1995) loss_bbox_aux_3: 0.1711 (0.1981) loss_bbox_aux_4: 0.1680 (0.1983) loss_bbox_aux_5: 0.2348 (0.2633) loss_bbox_dn_0: 0.3578 (0.3714) loss_bbox_dn_1: 0.2945 (0.3011) loss_bbox_dn_2: 0.2751 (0.2829) loss_bbox_dn_3: 0.2674 (0.2762) loss_bbox_dn_4: 0.2657 (0.2741) loss_bbox_dn_5: 0.2642 (0.2736) loss_giou: 0.5087 (0.5741) loss_giou_aux_0: 0.5545 (0.6045) loss_giou_aux_1: 0.5401 (0.5832) loss_giou_aux_2: 0.5134 (0.5773) loss_giou_aux_3: 0.5098 (0.5748) loss_giou_aux_4: 0.5094 (0.5740) loss_giou_aux_5: 0.6341 (0.6916) loss_giou_dn_0: 0.7259 (0.7338) loss_giou_dn_1: 0.6116 (0.6285) loss_giou_dn_2: 0.5787 (0.6036) loss_giou_dn_3: 0.5649 (0.5957) loss_giou_dn_4: 0.5608 (0.5935) loss_giou_dn_5: 0.5609 (0.5935) loss_vfl: 0.8010 (0.7755) loss_vfl_aux_0: 0.9425 (0.9187) loss_vfl_aux_1: 0.9156 (0.8730) loss_vfl_aux_2: 0.8503 (0.8174) loss_vfl_aux_3: 0.8176 (0.7889) loss_vfl_aux_4: 0.8101 (0.7790) loss_vfl_aux_5: 0.9660 (0.8974) loss_vfl_dn_0: 0.4961 (0.4896) loss_vfl_dn_1: 0.4483 (0.4496) loss_vfl_dn_2: 0.4286 (0.4322) loss_vfl_dn_3: 0.4261 (0.4247) loss_vfl_dn_4: 0.4244 (0.4225) loss_vfl_dn_5: 0.4252 (0.4225) time: 0.4641 data: 0.0138 max mem: 5653 Epoch: [5] [1400/7393] eta: 0:47:22 lr: 0.000010 loss: 19.6476 (19.6853) loss_bbox: 0.1760 (0.1996) loss_bbox_aux_0: 0.1915 (0.2143) loss_bbox_aux_1: 0.1790 (0.2032) loss_bbox_aux_2: 0.1757 (0.2004) loss_bbox_aux_3: 0.1823 (0.1989) loss_bbox_aux_4: 0.1765 (0.1992) loss_bbox_aux_5: 0.2420 (0.2645) loss_bbox_dn_0: 0.3577 (0.3724) loss_bbox_dn_1: 0.2664 (0.3017) loss_bbox_dn_2: 0.2489 (0.2834) loss_bbox_dn_3: 0.2434 (0.2766) loss_bbox_dn_4: 0.2422 (0.2744) loss_bbox_dn_5: 0.2421 (0.2740) loss_giou: 0.5444 (0.5738) loss_giou_aux_0: 0.5298 (0.6043) loss_giou_aux_1: 0.5136 (0.5831) loss_giou_aux_2: 0.5267 (0.5771) loss_giou_aux_3: 0.5439 (0.5745) loss_giou_aux_4: 0.5476 (0.5738) loss_giou_aux_5: 0.6392 (0.6916) loss_giou_dn_0: 0.7163 (0.7339) loss_giou_dn_1: 0.6174 (0.6283) loss_giou_dn_2: 0.5917 (0.6032) loss_giou_dn_3: 0.5839 (0.5953) loss_giou_dn_4: 0.5810 (0.5931) loss_giou_dn_5: 0.5810 (0.5931) loss_vfl: 0.7807 (0.7764) loss_vfl_aux_0: 0.9120 (0.9197) loss_vfl_aux_1: 0.8708 (0.8736) loss_vfl_aux_2: 0.8312 (0.8183) loss_vfl_aux_3: 0.7908 (0.7897) loss_vfl_aux_4: 0.7844 (0.7798) loss_vfl_aux_5: 0.8784 (0.8982) loss_vfl_dn_0: 0.5014 (0.4897) loss_vfl_dn_1: 0.4543 (0.4497) loss_vfl_dn_2: 0.4433 (0.4323) loss_vfl_dn_3: 0.4337 (0.4248) loss_vfl_dn_4: 0.4308 (0.4226) loss_vfl_dn_5: 0.4326 (0.4226) time: 0.7804 data: 0.0140 max mem: 5653 Epoch: [5] [1500/7393] eta: 0:46:32 lr: 0.000010 loss: 19.3470 (19.6772) loss_bbox: 0.1942 (0.1995) loss_bbox_aux_0: 0.2090 (0.2142) loss_bbox_aux_1: 0.1967 (0.2031) loss_bbox_aux_2: 0.1914 (0.2002) loss_bbox_aux_3: 0.1935 (0.1989) loss_bbox_aux_4: 0.1944 (0.1991) loss_bbox_aux_5: 0.2642 (0.2644) loss_bbox_dn_0: 0.3632 (0.3730) loss_bbox_dn_1: 0.2820 (0.3022) loss_bbox_dn_2: 0.2655 (0.2839) loss_bbox_dn_3: 0.2599 (0.2771) loss_bbox_dn_4: 0.2547 (0.2749) loss_bbox_dn_5: 0.2534 (0.2744) loss_giou: 0.5392 (0.5722) loss_giou_aux_0: 0.5850 (0.6028) loss_giou_aux_1: 0.5529 (0.5814) loss_giou_aux_2: 0.5328 (0.5755) loss_giou_aux_3: 0.5367 (0.5730) loss_giou_aux_4: 0.5404 (0.5721) loss_giou_aux_5: 0.6514 (0.6898) loss_giou_dn_0: 0.7242 (0.7329) loss_giou_dn_1: 0.6203 (0.6274) loss_giou_dn_2: 0.5901 (0.6022) loss_giou_dn_3: 0.5830 (0.5943) loss_giou_dn_4: 0.5797 (0.5921) loss_giou_dn_5: 0.5792 (0.5921) loss_vfl: 0.7954 (0.7771) loss_vfl_aux_0: 0.9275 (0.9206) loss_vfl_aux_1: 0.8519 (0.8747) loss_vfl_aux_2: 0.8411 (0.8193) loss_vfl_aux_3: 0.8049 (0.7905) loss_vfl_aux_4: 0.7983 (0.7805) loss_vfl_aux_5: 0.8846 (0.8996) loss_vfl_dn_0: 0.4918 (0.4898) loss_vfl_dn_1: 0.4445 (0.4497) loss_vfl_dn_2: 0.4332 (0.4323) loss_vfl_dn_3: 0.4279 (0.4248) loss_vfl_dn_4: 0.4241 (0.4226) loss_vfl_dn_5: 0.4244 (0.4226) time: 0.4700 data: 0.0137 max mem: 5653 Epoch: [5] [1600/7393] eta: 0:45:44 lr: 0.000010 loss: 19.8950 (19.6754) loss_bbox: 0.2004 (0.1993) loss_bbox_aux_0: 0.2109 (0.2141) loss_bbox_aux_1: 0.1966 (0.2027) loss_bbox_aux_2: 0.2022 (0.1999) loss_bbox_aux_3: 0.2020 (0.1988) loss_bbox_aux_4: 0.2050 (0.1990) loss_bbox_aux_5: 0.2518 (0.2640) loss_bbox_dn_0: 0.4019 (0.3732) loss_bbox_dn_1: 0.3327 (0.3025) loss_bbox_dn_2: 0.3158 (0.2841) loss_bbox_dn_3: 0.3165 (0.2773) loss_bbox_dn_4: 0.3101 (0.2751) loss_bbox_dn_5: 0.3092 (0.2747) loss_giou: 0.5278 (0.5721) loss_giou_aux_0: 0.5613 (0.6028) loss_giou_aux_1: 0.5395 (0.5813) loss_giou_aux_2: 0.5308 (0.5754) loss_giou_aux_3: 0.5266 (0.5729) loss_giou_aux_4: 0.5275 (0.5721) loss_giou_aux_5: 0.6275 (0.6895) loss_giou_dn_0: 0.7120 (0.7326) loss_giou_dn_1: 0.6091 (0.6271) loss_giou_dn_2: 0.5840 (0.6020) loss_giou_dn_3: 0.5749 (0.5941) loss_giou_dn_4: 0.5716 (0.5919) loss_giou_dn_5: 0.5708 (0.5919) loss_vfl: 0.7761 (0.7773) loss_vfl_aux_0: 0.9211 (0.9210) loss_vfl_aux_1: 0.8983 (0.8752) loss_vfl_aux_2: 0.8342 (0.8192) loss_vfl_aux_3: 0.8054 (0.7904) loss_vfl_aux_4: 0.7876 (0.7806) loss_vfl_aux_5: 0.8959 (0.9001) loss_vfl_dn_0: 0.4923 (0.4898) loss_vfl_dn_1: 0.4531 (0.4496) loss_vfl_dn_2: 0.4367 (0.4322) loss_vfl_dn_3: 0.4341 (0.4247) loss_vfl_dn_4: 0.4296 (0.4225) loss_vfl_dn_5: 0.4320 (0.4225) time: 0.4751 data: 0.0142 max mem: 5653 Epoch: [5] [1700/7393] eta: 0:44:55 lr: 0.000010 loss: 19.0733 (19.6661) loss_bbox: 0.1765 (0.1993) loss_bbox_aux_0: 0.2078 (0.2144) loss_bbox_aux_1: 0.1984 (0.2028) loss_bbox_aux_2: 0.1858 (0.1999) loss_bbox_aux_3: 0.1828 (0.1987) loss_bbox_aux_4: 0.1791 (0.1990) loss_bbox_aux_5: 0.2666 (0.2642) loss_bbox_dn_0: 0.3957 (0.3739) loss_bbox_dn_1: 0.3110 (0.3030) loss_bbox_dn_2: 0.2879 (0.2845) loss_bbox_dn_3: 0.2810 (0.2777) loss_bbox_dn_4: 0.2771 (0.2755) loss_bbox_dn_5: 0.2760 (0.2750) loss_giou: 0.4516 (0.5708) loss_giou_aux_0: 0.5057 (0.6018) loss_giou_aux_1: 0.4841 (0.5801) loss_giou_aux_2: 0.4848 (0.5741) loss_giou_aux_3: 0.4517 (0.5716) loss_giou_aux_4: 0.4596 (0.5708) loss_giou_aux_5: 0.6081 (0.6885) loss_giou_dn_0: 0.6848 (0.7321) loss_giou_dn_1: 0.5677 (0.6264) loss_giou_dn_2: 0.5360 (0.6013) loss_giou_dn_3: 0.5276 (0.5934) loss_giou_dn_4: 0.5266 (0.5911) loss_giou_dn_5: 0.5269 (0.5911) loss_vfl: 0.8040 (0.7776) loss_vfl_aux_0: 0.9485 (0.9209) loss_vfl_aux_1: 0.9006 (0.8753) loss_vfl_aux_2: 0.8342 (0.8193) loss_vfl_aux_3: 0.8303 (0.7908) loss_vfl_aux_4: 0.7964 (0.7809) loss_vfl_aux_5: 0.9175 (0.9004) loss_vfl_dn_0: 0.4828 (0.4898) loss_vfl_dn_1: 0.4474 (0.4495) loss_vfl_dn_2: 0.4275 (0.4320) loss_vfl_dn_3: 0.4229 (0.4245) loss_vfl_dn_4: 0.4204 (0.4223) loss_vfl_dn_5: 0.4203 (0.4223) time: 0.4740 data: 0.0144 max mem: 5653 Epoch: [5] [1800/7393] eta: 0:44:06 lr: 0.000010 loss: 19.5752 (19.6580) loss_bbox: 0.1756 (0.1992) loss_bbox_aux_0: 0.1960 (0.2144) loss_bbox_aux_1: 0.1876 (0.2027) loss_bbox_aux_2: 0.1825 (0.1998) loss_bbox_aux_3: 0.1782 (0.1986) loss_bbox_aux_4: 0.1765 (0.1989) loss_bbox_aux_5: 0.2396 (0.2638) loss_bbox_dn_0: 0.3635 (0.3736) loss_bbox_dn_1: 0.3046 (0.3028) loss_bbox_dn_2: 0.2862 (0.2844) loss_bbox_dn_3: 0.2857 (0.2775) loss_bbox_dn_4: 0.2839 (0.2753) loss_bbox_dn_5: 0.2837 (0.2748) loss_giou: 0.5626 (0.5711) loss_giou_aux_0: 0.6005 (0.6020) loss_giou_aux_1: 0.5641 (0.5802) loss_giou_aux_2: 0.5656 (0.5742) loss_giou_aux_3: 0.5587 (0.5718) loss_giou_aux_4: 0.5648 (0.5709) loss_giou_aux_5: 0.6805 (0.6883) loss_giou_dn_0: 0.7235 (0.7317) loss_giou_dn_1: 0.6071 (0.6261) loss_giou_dn_2: 0.5749 (0.6010) loss_giou_dn_3: 0.5665 (0.5931) loss_giou_dn_4: 0.5634 (0.5909) loss_giou_dn_5: 0.5627 (0.5909) loss_vfl: 0.7608 (0.7770) loss_vfl_aux_0: 0.8911 (0.9200) loss_vfl_aux_1: 0.8389 (0.8743) loss_vfl_aux_2: 0.8129 (0.8187) loss_vfl_aux_3: 0.7802 (0.7903) loss_vfl_aux_4: 0.7546 (0.7803) loss_vfl_aux_5: 0.8672 (0.9001) loss_vfl_dn_0: 0.4899 (0.4897) loss_vfl_dn_1: 0.4489 (0.4493) loss_vfl_dn_2: 0.4300 (0.4318) loss_vfl_dn_3: 0.4239 (0.4243) loss_vfl_dn_4: 0.4210 (0.4221) loss_vfl_dn_5: 0.4257 (0.4222) time: 0.4666 data: 0.0145 max mem: 5653 Epoch: [5] [1900/7393] eta: 0:43:19 lr: 0.000010 loss: 19.2815 (19.6586) loss_bbox: 0.2022 (0.1996) loss_bbox_aux_0: 0.2249 (0.2148) loss_bbox_aux_1: 0.2183 (0.2032) loss_bbox_aux_2: 0.2106 (0.2002) loss_bbox_aux_3: 0.2030 (0.1990) loss_bbox_aux_4: 0.1964 (0.1992) loss_bbox_aux_5: 0.2611 (0.2644) loss_bbox_dn_0: 0.3651 (0.3736) loss_bbox_dn_1: 0.2961 (0.3029) loss_bbox_dn_2: 0.2758 (0.2844) loss_bbox_dn_3: 0.2720 (0.2776) loss_bbox_dn_4: 0.2722 (0.2754) loss_bbox_dn_5: 0.2713 (0.2749) loss_giou: 0.5573 (0.5709) loss_giou_aux_0: 0.5776 (0.6020) loss_giou_aux_1: 0.5596 (0.5802) loss_giou_aux_2: 0.5602 (0.5741) loss_giou_aux_3: 0.5520 (0.5716) loss_giou_aux_4: 0.5536 (0.5708) loss_giou_aux_5: 0.6627 (0.6885) loss_giou_dn_0: 0.7311 (0.7313) loss_giou_dn_1: 0.6041 (0.6258) loss_giou_dn_2: 0.5806 (0.6008) loss_giou_dn_3: 0.5797 (0.5929) loss_giou_dn_4: 0.5764 (0.5907) loss_giou_dn_5: 0.5757 (0.5906) loss_vfl: 0.7792 (0.7768) loss_vfl_aux_0: 0.9217 (0.9200) loss_vfl_aux_1: 0.9138 (0.8745) loss_vfl_aux_2: 0.7990 (0.8187) loss_vfl_aux_3: 0.8129 (0.7901) loss_vfl_aux_4: 0.7855 (0.7801) loss_vfl_aux_5: 0.9031 (0.8997) loss_vfl_dn_0: 0.5001 (0.4898) loss_vfl_dn_1: 0.4455 (0.4493) loss_vfl_dn_2: 0.4329 (0.4319) loss_vfl_dn_3: 0.4242 (0.4243) loss_vfl_dn_4: 0.4229 (0.4221) loss_vfl_dn_5: 0.4226 (0.4221) time: 0.4680 data: 0.0143 max mem: 5653 Epoch: [5] [2000/7393] eta: 0:42:48 lr: 0.000010 loss: 19.7342 (19.6549) loss_bbox: 0.1810 (0.1995) loss_bbox_aux_0: 0.1965 (0.2146) loss_bbox_aux_1: 0.1948 (0.2030) loss_bbox_aux_2: 0.1831 (0.2000) loss_bbox_aux_3: 0.1890 (0.1990) loss_bbox_aux_4: 0.1840 (0.1992) loss_bbox_aux_5: 0.2416 (0.2642) loss_bbox_dn_0: 0.2981 (0.3729) loss_bbox_dn_1: 0.2459 (0.3024) loss_bbox_dn_2: 0.2241 (0.2840) loss_bbox_dn_3: 0.2190 (0.2772) loss_bbox_dn_4: 0.2170 (0.2750) loss_bbox_dn_5: 0.2164 (0.2745) loss_giou: 0.6654 (0.5712) loss_giou_aux_0: 0.6670 (0.6020) loss_giou_aux_1: 0.6668 (0.5802) loss_giou_aux_2: 0.6766 (0.5743) loss_giou_aux_3: 0.6607 (0.5718) loss_giou_aux_4: 0.6674 (0.5710) loss_giou_aux_5: 0.7664 (0.6886) loss_giou_dn_0: 0.7718 (0.7314) loss_giou_dn_1: 0.6732 (0.6259) loss_giou_dn_2: 0.6503 (0.6009) loss_giou_dn_3: 0.6482 (0.5930) loss_giou_dn_4: 0.6457 (0.5908) loss_giou_dn_5: 0.6456 (0.5908) loss_vfl: 0.7560 (0.7763) loss_vfl_aux_0: 0.8627 (0.9196) loss_vfl_aux_1: 0.8483 (0.8743) loss_vfl_aux_2: 0.7849 (0.8185) loss_vfl_aux_3: 0.7444 (0.7898) loss_vfl_aux_4: 0.7443 (0.7797) loss_vfl_aux_5: 0.8307 (0.8992) loss_vfl_dn_0: 0.4841 (0.4898) loss_vfl_dn_1: 0.4470 (0.4493) loss_vfl_dn_2: 0.4313 (0.4319) loss_vfl_dn_3: 0.4252 (0.4244) loss_vfl_dn_4: 0.4232 (0.4222) loss_vfl_dn_5: 0.4215 (0.4222) time: 0.7695 data: 0.0139 max mem: 5653 Epoch: [5] [2100/7393] eta: 0:42:11 lr: 0.000010 loss: 19.7047 (19.6511) loss_bbox: 0.1986 (0.1997) loss_bbox_aux_0: 0.2150 (0.2148) loss_bbox_aux_1: 0.2074 (0.2031) loss_bbox_aux_2: 0.1924 (0.2002) loss_bbox_aux_3: 0.1958 (0.1990) loss_bbox_aux_4: 0.2025 (0.1993) loss_bbox_aux_5: 0.2664 (0.2643) loss_bbox_dn_0: 0.3933 (0.3734) loss_bbox_dn_1: 0.3244 (0.3028) loss_bbox_dn_2: 0.3038 (0.2844) loss_bbox_dn_3: 0.3042 (0.2775) loss_bbox_dn_4: 0.3001 (0.2753) loss_bbox_dn_5: 0.2969 (0.2749) loss_giou: 0.5657 (0.5705) loss_giou_aux_0: 0.5760 (0.6012) loss_giou_aux_1: 0.5699 (0.5794) loss_giou_aux_2: 0.5746 (0.5735) loss_giou_aux_3: 0.5665 (0.5710) loss_giou_aux_4: 0.5635 (0.5703) loss_giou_aux_5: 0.6718 (0.6877) loss_giou_dn_0: 0.7425 (0.7309) loss_giou_dn_1: 0.6304 (0.6255) loss_giou_dn_2: 0.6004 (0.6004) loss_giou_dn_3: 0.5982 (0.5926) loss_giou_dn_4: 0.5963 (0.5903) loss_giou_dn_5: 0.5965 (0.5903) loss_vfl: 0.7772 (0.7763) loss_vfl_aux_0: 0.9196 (0.9201) loss_vfl_aux_1: 0.8985 (0.8749) loss_vfl_aux_2: 0.8289 (0.8187) loss_vfl_aux_3: 0.7932 (0.7900) loss_vfl_aux_4: 0.7815 (0.7798) loss_vfl_aux_5: 0.9041 (0.8996) loss_vfl_dn_0: 0.4849 (0.4898) loss_vfl_dn_1: 0.4446 (0.4493) loss_vfl_dn_2: 0.4268 (0.4318) loss_vfl_dn_3: 0.4256 (0.4244) loss_vfl_dn_4: 0.4240 (0.4221) loss_vfl_dn_5: 0.4226 (0.4222) time: 0.4705 data: 0.0145 max mem: 5653 Epoch: [5] [2200/7393] eta: 0:41:22 lr: 0.000010 loss: 19.8845 (19.6540) loss_bbox: 0.1991 (0.1998) loss_bbox_aux_0: 0.2221 (0.2151) loss_bbox_aux_1: 0.1989 (0.2033) loss_bbox_aux_2: 0.2037 (0.2004) loss_bbox_aux_3: 0.2028 (0.1992) loss_bbox_aux_4: 0.1966 (0.1995) loss_bbox_aux_5: 0.2791 (0.2647) loss_bbox_dn_0: 0.4121 (0.3745) loss_bbox_dn_1: 0.3478 (0.3038) loss_bbox_dn_2: 0.3244 (0.2853) loss_bbox_dn_3: 0.3133 (0.2784) loss_bbox_dn_4: 0.3096 (0.2762) loss_bbox_dn_5: 0.3084 (0.2757) loss_giou: 0.5076 (0.5694) loss_giou_aux_0: 0.5473 (0.6001) loss_giou_aux_1: 0.5314 (0.5783) loss_giou_aux_2: 0.5387 (0.5725) loss_giou_aux_3: 0.5174 (0.5700) loss_giou_aux_4: 0.5079 (0.5693) loss_giou_aux_5: 0.6539 (0.6866) loss_giou_dn_0: 0.7222 (0.7304) loss_giou_dn_1: 0.6240 (0.6251) loss_giou_dn_2: 0.5930 (0.5999) loss_giou_dn_3: 0.5828 (0.5921) loss_giou_dn_4: 0.5786 (0.5898) loss_giou_dn_5: 0.5785 (0.5898) loss_vfl: 0.7831 (0.7769) loss_vfl_aux_0: 1.0316 (0.9215) loss_vfl_aux_1: 0.9130 (0.8761) loss_vfl_aux_2: 0.8362 (0.8196) loss_vfl_aux_3: 0.7885 (0.7905) loss_vfl_aux_4: 0.7777 (0.7803) loss_vfl_aux_5: 0.9396 (0.9003) loss_vfl_dn_0: 0.4901 (0.4900) loss_vfl_dn_1: 0.4494 (0.4493) loss_vfl_dn_2: 0.4383 (0.4318) loss_vfl_dn_3: 0.4285 (0.4243) loss_vfl_dn_4: 0.4252 (0.4221) loss_vfl_dn_5: 0.4238 (0.4221) time: 0.4742 data: 0.0141 max mem: 5653 Epoch: [5] [2300/7393] eta: 0:40:46 lr: 0.000010 loss: 19.8371 (19.6552) loss_bbox: 0.1996 (0.1997) loss_bbox_aux_0: 0.2176 (0.2152) loss_bbox_aux_1: 0.2016 (0.2033) loss_bbox_aux_2: 0.1967 (0.2003) loss_bbox_aux_3: 0.1935 (0.1990) loss_bbox_aux_4: 0.2043 (0.1994) loss_bbox_aux_5: 0.2735 (0.2648) loss_bbox_dn_0: 0.3687 (0.3750) loss_bbox_dn_1: 0.3085 (0.3044) loss_bbox_dn_2: 0.2898 (0.2859) loss_bbox_dn_3: 0.2857 (0.2790) loss_bbox_dn_4: 0.2844 (0.2768) loss_bbox_dn_5: 0.2840 (0.2763) loss_giou: 0.5548 (0.5684) loss_giou_aux_0: 0.5982 (0.5992) loss_giou_aux_1: 0.5780 (0.5774) loss_giou_aux_2: 0.5703 (0.5716) loss_giou_aux_3: 0.5573 (0.5690) loss_giou_aux_4: 0.5564 (0.5683) loss_giou_aux_5: 0.6697 (0.6857) loss_giou_dn_0: 0.7262 (0.7300) loss_giou_dn_1: 0.6196 (0.6246) loss_giou_dn_2: 0.5899 (0.5995) loss_giou_dn_3: 0.5837 (0.5916) loss_giou_dn_4: 0.5809 (0.5893) loss_giou_dn_5: 0.5809 (0.5893) loss_vfl: 0.8107 (0.7782) loss_vfl_aux_0: 0.9055 (0.9224) loss_vfl_aux_1: 0.8913 (0.8770) loss_vfl_aux_2: 0.8523 (0.8207) loss_vfl_aux_3: 0.8197 (0.7919) loss_vfl_aux_4: 0.8085 (0.7814) loss_vfl_aux_5: 0.9238 (0.9011) loss_vfl_dn_0: 0.4886 (0.4901) loss_vfl_dn_1: 0.4463 (0.4493) loss_vfl_dn_2: 0.4307 (0.4318) loss_vfl_dn_3: 0.4216 (0.4243) loss_vfl_dn_4: 0.4197 (0.4221) loss_vfl_dn_5: 0.4215 (0.4221) time: 0.4687 data: 0.0146 max mem: 5653 Epoch: [5] [2400/7393] eta: 0:39:56 lr: 0.000010 loss: 19.0896 (19.6512) loss_bbox: 0.1970 (0.1995) loss_bbox_aux_0: 0.2023 (0.2151) loss_bbox_aux_1: 0.1989 (0.2032) loss_bbox_aux_2: 0.1908 (0.2002) loss_bbox_aux_3: 0.1964 (0.1989) loss_bbox_aux_4: 0.1942 (0.1993) loss_bbox_aux_5: 0.2537 (0.2647) loss_bbox_dn_0: 0.4034 (0.3748) loss_bbox_dn_1: 0.3143 (0.3041) loss_bbox_dn_2: 0.2895 (0.2856) loss_bbox_dn_3: 0.2828 (0.2788) loss_bbox_dn_4: 0.2818 (0.2765) loss_bbox_dn_5: 0.2812 (0.2761) loss_giou: 0.5190 (0.5688) loss_giou_aux_0: 0.5563 (0.5996) loss_giou_aux_1: 0.5279 (0.5777) loss_giou_aux_2: 0.5283 (0.5719) loss_giou_aux_3: 0.5179 (0.5694) loss_giou_aux_4: 0.5223 (0.5687) loss_giou_aux_5: 0.6341 (0.6859) loss_giou_dn_0: 0.7113 (0.7303) loss_giou_dn_1: 0.6030 (0.6249) loss_giou_dn_2: 0.5685 (0.5998) loss_giou_dn_3: 0.5594 (0.5919) loss_giou_dn_4: 0.5562 (0.5896) loss_giou_dn_5: 0.5564 (0.5896) loss_vfl: 0.7614 (0.7774) loss_vfl_aux_0: 0.9195 (0.9216) loss_vfl_aux_1: 0.8699 (0.8763) loss_vfl_aux_2: 0.7997 (0.8199) loss_vfl_aux_3: 0.7709 (0.7911) loss_vfl_aux_4: 0.7611 (0.7806) loss_vfl_aux_5: 0.9076 (0.9004) loss_vfl_dn_0: 0.4808 (0.4899) loss_vfl_dn_1: 0.4434 (0.4492) loss_vfl_dn_2: 0.4220 (0.4317) loss_vfl_dn_3: 0.4103 (0.4242) loss_vfl_dn_4: 0.4034 (0.4219) loss_vfl_dn_5: 0.4061 (0.4220) time: 0.4711 data: 0.0140 max mem: 5653 Epoch: [5] [2500/7393] eta: 0:39:05 lr: 0.000010 loss: 19.7325 (19.6568) loss_bbox: 0.2023 (0.1995) loss_bbox_aux_0: 0.2266 (0.2152) loss_bbox_aux_1: 0.2103 (0.2032) loss_bbox_aux_2: 0.1931 (0.2002) loss_bbox_aux_3: 0.2075 (0.1989) loss_bbox_aux_4: 0.2095 (0.1993) loss_bbox_aux_5: 0.2804 (0.2648) loss_bbox_dn_0: 0.3633 (0.3748) loss_bbox_dn_1: 0.3030 (0.3042) loss_bbox_dn_2: 0.2894 (0.2857) loss_bbox_dn_3: 0.2840 (0.2788) loss_bbox_dn_4: 0.2788 (0.2765) loss_bbox_dn_5: 0.2778 (0.2761) loss_giou: 0.6183 (0.5693) loss_giou_aux_0: 0.6428 (0.6002) loss_giou_aux_1: 0.6210 (0.5782) loss_giou_aux_2: 0.6199 (0.5724) loss_giou_aux_3: 0.6203 (0.5698) loss_giou_aux_4: 0.6153 (0.5692) loss_giou_aux_5: 0.7319 (0.6864) loss_giou_dn_0: 0.7605 (0.7306) loss_giou_dn_1: 0.6643 (0.6253) loss_giou_dn_2: 0.6435 (0.6002) loss_giou_dn_3: 0.6346 (0.5923) loss_giou_dn_4: 0.6307 (0.5900) loss_giou_dn_5: 0.6309 (0.5900) loss_vfl: 0.7294 (0.7775) loss_vfl_aux_0: 0.8909 (0.9213) loss_vfl_aux_1: 0.8136 (0.8760) loss_vfl_aux_2: 0.7826 (0.8200) loss_vfl_aux_3: 0.7429 (0.7911) loss_vfl_aux_4: 0.7228 (0.7806) loss_vfl_aux_5: 0.8537 (0.9001) loss_vfl_dn_0: 0.4834 (0.4899) loss_vfl_dn_1: 0.4403 (0.4492) loss_vfl_dn_2: 0.4248 (0.4317) loss_vfl_dn_3: 0.4163 (0.4243) loss_vfl_dn_4: 0.4151 (0.4220) loss_vfl_dn_5: 0.4139 (0.4221) time: 0.4690 data: 0.0144 max mem: 5653 Epoch: [5] [2600/7393] eta: 0:38:15 lr: 0.000010 loss: 19.9112 (19.6572) loss_bbox: 0.2123 (0.1996) loss_bbox_aux_0: 0.2186 (0.2154) loss_bbox_aux_1: 0.2084 (0.2034) loss_bbox_aux_2: 0.2096 (0.2003) loss_bbox_aux_3: 0.2086 (0.1990) loss_bbox_aux_4: 0.2131 (0.1993) loss_bbox_aux_5: 0.2785 (0.2650) loss_bbox_dn_0: 0.3835 (0.3751) loss_bbox_dn_1: 0.3141 (0.3045) loss_bbox_dn_2: 0.2983 (0.2860) loss_bbox_dn_3: 0.2935 (0.2791) loss_bbox_dn_4: 0.2910 (0.2768) loss_bbox_dn_5: 0.2910 (0.2763) loss_giou: 0.5521 (0.5691) loss_giou_aux_0: 0.5813 (0.6000) loss_giou_aux_1: 0.5650 (0.5781) loss_giou_aux_2: 0.5587 (0.5722) loss_giou_aux_3: 0.5518 (0.5696) loss_giou_aux_4: 0.5492 (0.5690) loss_giou_aux_5: 0.6672 (0.6862) loss_giou_dn_0: 0.7328 (0.7308) loss_giou_dn_1: 0.6217 (0.6253) loss_giou_dn_2: 0.5966 (0.6002) loss_giou_dn_3: 0.5890 (0.5923) loss_giou_dn_4: 0.5841 (0.5900) loss_giou_dn_5: 0.5834 (0.5900) loss_vfl: 0.7690 (0.7774) loss_vfl_aux_0: 0.9142 (0.9211) loss_vfl_aux_1: 0.8775 (0.8758) loss_vfl_aux_2: 0.8031 (0.8198) loss_vfl_aux_3: 0.7735 (0.7911) loss_vfl_aux_4: 0.7606 (0.7805) loss_vfl_aux_5: 0.9134 (0.8999) loss_vfl_dn_0: 0.4930 (0.4899) loss_vfl_dn_1: 0.4493 (0.4492) loss_vfl_dn_2: 0.4290 (0.4317) loss_vfl_dn_3: 0.4200 (0.4242) loss_vfl_dn_4: 0.4179 (0.4220) loss_vfl_dn_5: 0.4191 (0.4220) time: 0.4674 data: 0.0138 max mem: 5653 Epoch: [5] [2700/7393] eta: 0:37:24 lr: 0.000010 loss: 19.6834 (19.6534) loss_bbox: 0.1957 (0.1997) loss_bbox_aux_0: 0.2039 (0.2155) loss_bbox_aux_1: 0.1970 (0.2035) loss_bbox_aux_2: 0.1848 (0.2004) loss_bbox_aux_3: 0.1850 (0.1991) loss_bbox_aux_4: 0.1956 (0.1994) loss_bbox_aux_5: 0.2384 (0.2652) loss_bbox_dn_0: 0.3509 (0.3755) loss_bbox_dn_1: 0.2840 (0.3048) loss_bbox_dn_2: 0.2692 (0.2863) loss_bbox_dn_3: 0.2630 (0.2794) loss_bbox_dn_4: 0.2612 (0.2771) loss_bbox_dn_5: 0.2614 (0.2766) loss_giou: 0.5168 (0.5682) loss_giou_aux_0: 0.5399 (0.5991) loss_giou_aux_1: 0.5267 (0.5772) loss_giou_aux_2: 0.5225 (0.5713) loss_giou_aux_3: 0.5292 (0.5687) loss_giou_aux_4: 0.5194 (0.5681) loss_giou_aux_5: 0.6384 (0.6854) loss_giou_dn_0: 0.7093 (0.7304) loss_giou_dn_1: 0.6088 (0.6248) loss_giou_dn_2: 0.5832 (0.5996) loss_giou_dn_3: 0.5721 (0.5917) loss_giou_dn_4: 0.5688 (0.5894) loss_giou_dn_5: 0.5683 (0.5894) loss_vfl: 0.7754 (0.7779) loss_vfl_aux_0: 0.9300 (0.9218) loss_vfl_aux_1: 0.8770 (0.8761) loss_vfl_aux_2: 0.8283 (0.8200) loss_vfl_aux_3: 0.7867 (0.7915) loss_vfl_aux_4: 0.7806 (0.7810) loss_vfl_aux_5: 0.8942 (0.9000) loss_vfl_dn_0: 0.4907 (0.4901) loss_vfl_dn_1: 0.4452 (0.4493) loss_vfl_dn_2: 0.4293 (0.4318) loss_vfl_dn_3: 0.4215 (0.4243) loss_vfl_dn_4: 0.4133 (0.4220) loss_vfl_dn_5: 0.4147 (0.4220) time: 0.4644 data: 0.0136 max mem: 5653 Epoch: [5] [2800/7393] eta: 0:36:33 lr: 0.000010 loss: 19.6229 (19.6418) loss_bbox: 0.1947 (0.1994) loss_bbox_aux_0: 0.1929 (0.2153) loss_bbox_aux_1: 0.1923 (0.2033) loss_bbox_aux_2: 0.1846 (0.2001) loss_bbox_aux_3: 0.1895 (0.1988) loss_bbox_aux_4: 0.2022 (0.1992) loss_bbox_aux_5: 0.2368 (0.2649) loss_bbox_dn_0: 0.3560 (0.3752) loss_bbox_dn_1: 0.2917 (0.3045) loss_bbox_dn_2: 0.2758 (0.2860) loss_bbox_dn_3: 0.2692 (0.2790) loss_bbox_dn_4: 0.2688 (0.2768) loss_bbox_dn_5: 0.2685 (0.2763) loss_giou: 0.5279 (0.5676) loss_giou_aux_0: 0.5390 (0.5984) loss_giou_aux_1: 0.5375 (0.5766) loss_giou_aux_2: 0.5244 (0.5707) loss_giou_aux_3: 0.5246 (0.5680) loss_giou_aux_4: 0.5291 (0.5675) loss_giou_aux_5: 0.6152 (0.6846) loss_giou_dn_0: 0.7120 (0.7299) loss_giou_dn_1: 0.6087 (0.6244) loss_giou_dn_2: 0.5805 (0.5992) loss_giou_dn_3: 0.5725 (0.5913) loss_giou_dn_4: 0.5707 (0.5890) loss_giou_dn_5: 0.5708 (0.5890) loss_vfl: 0.8075 (0.7778) loss_vfl_aux_0: 0.9243 (0.9218) loss_vfl_aux_1: 0.8762 (0.8760) loss_vfl_aux_2: 0.8236 (0.8198) loss_vfl_aux_3: 0.8092 (0.7915) loss_vfl_aux_4: 0.8085 (0.7809) loss_vfl_aux_5: 0.9076 (0.9001) loss_vfl_dn_0: 0.4989 (0.4901) loss_vfl_dn_1: 0.4525 (0.4492) loss_vfl_dn_2: 0.4327 (0.4317) loss_vfl_dn_3: 0.4246 (0.4242) loss_vfl_dn_4: 0.4200 (0.4219) loss_vfl_dn_5: 0.4185 (0.4219) time: 0.4633 data: 0.0143 max mem: 5653 Epoch: [5] [2900/7393] eta: 0:35:44 lr: 0.000010 loss: 19.5447 (19.6429) loss_bbox: 0.1795 (0.1993) loss_bbox_aux_0: 0.2022 (0.2152) loss_bbox_aux_1: 0.1867 (0.2032) loss_bbox_aux_2: 0.1809 (0.2001) loss_bbox_aux_3: 0.1722 (0.1987) loss_bbox_aux_4: 0.1792 (0.1991) loss_bbox_aux_5: 0.2484 (0.2647) loss_bbox_dn_0: 0.3474 (0.3743) loss_bbox_dn_1: 0.2749 (0.3038) loss_bbox_dn_2: 0.2597 (0.2853) loss_bbox_dn_3: 0.2553 (0.2784) loss_bbox_dn_4: 0.2561 (0.2761) loss_bbox_dn_5: 0.2558 (0.2757) loss_giou: 0.6034 (0.5689) loss_giou_aux_0: 0.6134 (0.5997) loss_giou_aux_1: 0.6119 (0.5780) loss_giou_aux_2: 0.6082 (0.5721) loss_giou_aux_3: 0.6013 (0.5694) loss_giou_aux_4: 0.6020 (0.5689) loss_giou_aux_5: 0.6870 (0.6858) loss_giou_dn_0: 0.7718 (0.7304) loss_giou_dn_1: 0.6228 (0.6249) loss_giou_dn_2: 0.6099 (0.5998) loss_giou_dn_3: 0.5953 (0.5919) loss_giou_dn_4: 0.5922 (0.5896) loss_giou_dn_5: 0.5926 (0.5896) loss_vfl: 0.7960 (0.7771) loss_vfl_aux_0: 0.9232 (0.9207) loss_vfl_aux_1: 0.8918 (0.8750) loss_vfl_aux_2: 0.8314 (0.8188) loss_vfl_aux_3: 0.8211 (0.7908) loss_vfl_aux_4: 0.8070 (0.7802) loss_vfl_aux_5: 0.9230 (0.8992) loss_vfl_dn_0: 0.4809 (0.4899) loss_vfl_dn_1: 0.4446 (0.4490) loss_vfl_dn_2: 0.4211 (0.4316) loss_vfl_dn_3: 0.4189 (0.4241) loss_vfl_dn_4: 0.4187 (0.4218) loss_vfl_dn_5: 0.4145 (0.4218) time: 0.4642 data: 0.0142 max mem: 5653 Epoch: [5] [3000/7393] eta: 0:34:56 lr: 0.000010 loss: 19.7895 (19.6383) loss_bbox: 0.1834 (0.1991) loss_bbox_aux_0: 0.1921 (0.2150) loss_bbox_aux_1: 0.1729 (0.2031) loss_bbox_aux_2: 0.1843 (0.1999) loss_bbox_aux_3: 0.1820 (0.1985) loss_bbox_aux_4: 0.1835 (0.1989) loss_bbox_aux_5: 0.2329 (0.2644) loss_bbox_dn_0: 0.3413 (0.3739) loss_bbox_dn_1: 0.2752 (0.3034) loss_bbox_dn_2: 0.2593 (0.2849) loss_bbox_dn_3: 0.2546 (0.2780) loss_bbox_dn_4: 0.2545 (0.2757) loss_bbox_dn_5: 0.2548 (0.2753) loss_giou: 0.5122 (0.5687) loss_giou_aux_0: 0.5557 (0.5994) loss_giou_aux_1: 0.5286 (0.5778) loss_giou_aux_2: 0.5234 (0.5720) loss_giou_aux_3: 0.5240 (0.5692) loss_giou_aux_4: 0.5173 (0.5687) loss_giou_aux_5: 0.6372 (0.6856) loss_giou_dn_0: 0.7112 (0.7301) loss_giou_dn_1: 0.5999 (0.6246) loss_giou_dn_2: 0.5736 (0.5995) loss_giou_dn_3: 0.5688 (0.5916) loss_giou_dn_4: 0.5684 (0.5894) loss_giou_dn_5: 0.5685 (0.5893) loss_vfl: 0.7892 (0.7775) loss_vfl_aux_0: 0.8825 (0.9210) loss_vfl_aux_1: 0.8763 (0.8749) loss_vfl_aux_2: 0.8412 (0.8191) loss_vfl_aux_3: 0.7999 (0.7911) loss_vfl_aux_4: 0.7915 (0.7805) loss_vfl_aux_5: 0.9076 (0.8993) loss_vfl_dn_0: 0.4896 (0.4899) loss_vfl_dn_1: 0.4487 (0.4491) loss_vfl_dn_2: 0.4315 (0.4316) loss_vfl_dn_3: 0.4236 (0.4242) loss_vfl_dn_4: 0.4217 (0.4219) loss_vfl_dn_5: 0.4239 (0.4219) time: 0.4776 data: 0.0140 max mem: 5653 Epoch: [5] [3100/7393] eta: 0:34:07 lr: 0.000010 loss: 19.6133 (19.6375) loss_bbox: 0.1839 (0.1991) loss_bbox_aux_0: 0.2116 (0.2151) loss_bbox_aux_1: 0.1886 (0.2031) loss_bbox_aux_2: 0.1827 (0.1999) loss_bbox_aux_3: 0.1832 (0.1986) loss_bbox_aux_4: 0.1813 (0.1990) loss_bbox_aux_5: 0.2523 (0.2645) loss_bbox_dn_0: 0.3405 (0.3743) loss_bbox_dn_1: 0.2794 (0.3036) loss_bbox_dn_2: 0.2678 (0.2852) loss_bbox_dn_3: 0.2613 (0.2782) loss_bbox_dn_4: 0.2586 (0.2760) loss_bbox_dn_5: 0.2580 (0.2755) loss_giou: 0.6006 (0.5683) loss_giou_aux_0: 0.6316 (0.5988) loss_giou_aux_1: 0.6215 (0.5773) loss_giou_aux_2: 0.5978 (0.5714) loss_giou_aux_3: 0.5995 (0.5687) loss_giou_aux_4: 0.6068 (0.5683) loss_giou_aux_5: 0.7209 (0.6851) loss_giou_dn_0: 0.7351 (0.7299) loss_giou_dn_1: 0.6345 (0.6244) loss_giou_dn_2: 0.6098 (0.5993) loss_giou_dn_3: 0.6034 (0.5914) loss_giou_dn_4: 0.6027 (0.5891) loss_giou_dn_5: 0.6023 (0.5891) loss_vfl: 0.8008 (0.7777) loss_vfl_aux_0: 0.9114 (0.9215) loss_vfl_aux_1: 0.8857 (0.8753) loss_vfl_aux_2: 0.8290 (0.8195) loss_vfl_aux_3: 0.8114 (0.7915) loss_vfl_aux_4: 0.8063 (0.7807) loss_vfl_aux_5: 0.8737 (0.8996) loss_vfl_dn_0: 0.4899 (0.4899) loss_vfl_dn_1: 0.4483 (0.4491) loss_vfl_dn_2: 0.4324 (0.4316) loss_vfl_dn_3: 0.4251 (0.4241) loss_vfl_dn_4: 0.4203 (0.4218) loss_vfl_dn_5: 0.4226 (0.4218) time: 0.4685 data: 0.0140 max mem: 5653 Epoch: [5] [3200/7393] eta: 0:33:18 lr: 0.000010 loss: 19.6663 (19.6354) loss_bbox: 0.1997 (0.1989) loss_bbox_aux_0: 0.2089 (0.2149) loss_bbox_aux_1: 0.1958 (0.2030) loss_bbox_aux_2: 0.1997 (0.1998) loss_bbox_aux_3: 0.1981 (0.1983) loss_bbox_aux_4: 0.2004 (0.1988) loss_bbox_aux_5: 0.2437 (0.2642) loss_bbox_dn_0: 0.3509 (0.3742) loss_bbox_dn_1: 0.2810 (0.3035) loss_bbox_dn_2: 0.2674 (0.2850) loss_bbox_dn_3: 0.2592 (0.2780) loss_bbox_dn_4: 0.2558 (0.2757) loss_bbox_dn_5: 0.2553 (0.2753) loss_giou: 0.5194 (0.5683) loss_giou_aux_0: 0.5528 (0.5989) loss_giou_aux_1: 0.5271 (0.5774) loss_giou_aux_2: 0.5241 (0.5716) loss_giou_aux_3: 0.5161 (0.5688) loss_giou_aux_4: 0.5140 (0.5684) loss_giou_aux_5: 0.6356 (0.6851) loss_giou_dn_0: 0.7254 (0.7299) loss_giou_dn_1: 0.6244 (0.6245) loss_giou_dn_2: 0.5912 (0.5993) loss_giou_dn_3: 0.5791 (0.5914) loss_giou_dn_4: 0.5766 (0.5892) loss_giou_dn_5: 0.5756 (0.5892) loss_vfl: 0.7519 (0.7779) loss_vfl_aux_0: 0.9063 (0.9217) loss_vfl_aux_1: 0.8861 (0.8754) loss_vfl_aux_2: 0.8173 (0.8194) loss_vfl_aux_3: 0.7724 (0.7916) loss_vfl_aux_4: 0.7647 (0.7807) loss_vfl_aux_5: 0.9017 (0.8999) loss_vfl_dn_0: 0.4841 (0.4898) loss_vfl_dn_1: 0.4413 (0.4489) loss_vfl_dn_2: 0.4220 (0.4314) loss_vfl_dn_3: 0.4130 (0.4240) loss_vfl_dn_4: 0.4095 (0.4217) loss_vfl_dn_5: 0.4096 (0.4217) time: 0.4691 data: 0.0142 max mem: 5653 Epoch: [5] [3300/7393] eta: 0:32:30 lr: 0.000010 loss: 19.8236 (19.6393) loss_bbox: 0.2013 (0.1992) loss_bbox_aux_0: 0.2120 (0.2152) loss_bbox_aux_1: 0.2023 (0.2033) loss_bbox_aux_2: 0.1973 (0.2001) loss_bbox_aux_3: 0.2026 (0.1986) loss_bbox_aux_4: 0.2013 (0.1991) loss_bbox_aux_5: 0.2564 (0.2646) loss_bbox_dn_0: 0.3402 (0.3748) loss_bbox_dn_1: 0.2681 (0.3041) loss_bbox_dn_2: 0.2565 (0.2855) loss_bbox_dn_3: 0.2500 (0.2785) loss_bbox_dn_4: 0.2515 (0.2762) loss_bbox_dn_5: 0.2513 (0.2758) loss_giou: 0.5175 (0.5677) loss_giou_aux_0: 0.5640 (0.5983) loss_giou_aux_1: 0.5484 (0.5768) loss_giou_aux_2: 0.5311 (0.5710) loss_giou_aux_3: 0.5254 (0.5683) loss_giou_aux_4: 0.5240 (0.5679) loss_giou_aux_5: 0.6711 (0.6845) loss_giou_dn_0: 0.7200 (0.7296) loss_giou_dn_1: 0.6044 (0.6241) loss_giou_dn_2: 0.5861 (0.5990) loss_giou_dn_3: 0.5849 (0.5910) loss_giou_dn_4: 0.5830 (0.5888) loss_giou_dn_5: 0.5830 (0.5888) loss_vfl: 0.7615 (0.7783) loss_vfl_aux_0: 0.8999 (0.9227) loss_vfl_aux_1: 0.8473 (0.8760) loss_vfl_aux_2: 0.8287 (0.8199) loss_vfl_aux_3: 0.7879 (0.7920) loss_vfl_aux_4: 0.7680 (0.7811) loss_vfl_aux_5: 0.8860 (0.9006) loss_vfl_dn_0: 0.4865 (0.4900) loss_vfl_dn_1: 0.4426 (0.4490) loss_vfl_dn_2: 0.4245 (0.4316) loss_vfl_dn_3: 0.4217 (0.4241) loss_vfl_dn_4: 0.4163 (0.4218) loss_vfl_dn_5: 0.4173 (0.4218) time: 0.4732 data: 0.0139 max mem: 5653 Epoch: [5] [3400/7393] eta: 0:31:41 lr: 0.000010 loss: 20.2183 (19.6380) loss_bbox: 0.2075 (0.1993) loss_bbox_aux_0: 0.2244 (0.2153) loss_bbox_aux_1: 0.2072 (0.2033) loss_bbox_aux_2: 0.2081 (0.2002) loss_bbox_aux_3: 0.2062 (0.1988) loss_bbox_aux_4: 0.2102 (0.1992) loss_bbox_aux_5: 0.2602 (0.2647) loss_bbox_dn_0: 0.3619 (0.3750) loss_bbox_dn_1: 0.2807 (0.3042) loss_bbox_dn_2: 0.2637 (0.2856) loss_bbox_dn_3: 0.2632 (0.2786) loss_bbox_dn_4: 0.2623 (0.2763) loss_bbox_dn_5: 0.2619 (0.2759) loss_giou: 0.6165 (0.5677) loss_giou_aux_0: 0.6216 (0.5982) loss_giou_aux_1: 0.5886 (0.5767) loss_giou_aux_2: 0.5877 (0.5709) loss_giou_aux_3: 0.5921 (0.5682) loss_giou_aux_4: 0.6056 (0.5678) loss_giou_aux_5: 0.7082 (0.6844) loss_giou_dn_0: 0.7521 (0.7295) loss_giou_dn_1: 0.6516 (0.6240) loss_giou_dn_2: 0.6304 (0.5988) loss_giou_dn_3: 0.6280 (0.5909) loss_giou_dn_4: 0.6260 (0.5887) loss_giou_dn_5: 0.6260 (0.5887) loss_vfl: 0.7542 (0.7781) loss_vfl_aux_0: 0.8692 (0.9223) loss_vfl_aux_1: 0.8070 (0.8757) loss_vfl_aux_2: 0.7906 (0.8196) loss_vfl_aux_3: 0.7710 (0.7918) loss_vfl_aux_4: 0.7530 (0.7809) loss_vfl_aux_5: 0.8903 (0.9004) loss_vfl_dn_0: 0.4800 (0.4899) loss_vfl_dn_1: 0.4416 (0.4489) loss_vfl_dn_2: 0.4246 (0.4315) loss_vfl_dn_3: 0.4178 (0.4241) loss_vfl_dn_4: 0.4154 (0.4218) loss_vfl_dn_5: 0.4152 (0.4218) time: 0.4685 data: 0.0140 max mem: 5653 Epoch: [5] [3500/7393] eta: 0:30:54 lr: 0.000010 loss: 19.3471 (19.6372) loss_bbox: 0.2000 (0.1994) loss_bbox_aux_0: 0.2232 (0.2154) loss_bbox_aux_1: 0.2045 (0.2034) loss_bbox_aux_2: 0.2019 (0.2003) loss_bbox_aux_3: 0.2070 (0.1989) loss_bbox_aux_4: 0.2032 (0.1993) loss_bbox_aux_5: 0.2645 (0.2647) loss_bbox_dn_0: 0.4130 (0.3751) loss_bbox_dn_1: 0.3365 (0.3042) loss_bbox_dn_2: 0.3089 (0.2856) loss_bbox_dn_3: 0.2985 (0.2786) loss_bbox_dn_4: 0.2977 (0.2763) loss_bbox_dn_5: 0.2971 (0.2758) loss_giou: 0.4967 (0.5677) loss_giou_aux_0: 0.5208 (0.5982) loss_giou_aux_1: 0.5018 (0.5767) loss_giou_aux_2: 0.4885 (0.5709) loss_giou_aux_3: 0.5053 (0.5682) loss_giou_aux_4: 0.5018 (0.5678) loss_giou_aux_5: 0.6013 (0.6843) loss_giou_dn_0: 0.6832 (0.7293) loss_giou_dn_1: 0.5783 (0.6237) loss_giou_dn_2: 0.5501 (0.5987) loss_giou_dn_3: 0.5440 (0.5907) loss_giou_dn_4: 0.5428 (0.5885) loss_giou_dn_5: 0.5424 (0.5885) loss_vfl: 0.8062 (0.7780) loss_vfl_aux_0: 0.9760 (0.9223) loss_vfl_aux_1: 0.9342 (0.8758) loss_vfl_aux_2: 0.8584 (0.8197) loss_vfl_aux_3: 0.8241 (0.7917) loss_vfl_aux_4: 0.8133 (0.7809) loss_vfl_aux_5: 0.9277 (0.9005) loss_vfl_dn_0: 0.5023 (0.4899) loss_vfl_dn_1: 0.4574 (0.4490) loss_vfl_dn_2: 0.4373 (0.4316) loss_vfl_dn_3: 0.4256 (0.4241) loss_vfl_dn_4: 0.4222 (0.4218) loss_vfl_dn_5: 0.4220 (0.4218) time: 0.4746 data: 0.0142 max mem: 5653 Epoch: [5] [3600/7393] eta: 0:30:05 lr: 0.000010 loss: 19.6185 (19.6328) loss_bbox: 0.1716 (0.1993) loss_bbox_aux_0: 0.1875 (0.2154) loss_bbox_aux_1: 0.1802 (0.2033) loss_bbox_aux_2: 0.1756 (0.2002) loss_bbox_aux_3: 0.1719 (0.1988) loss_bbox_aux_4: 0.1730 (0.1992) loss_bbox_aux_5: 0.2369 (0.2646) loss_bbox_dn_0: 0.3195 (0.3750) loss_bbox_dn_1: 0.2641 (0.3041) loss_bbox_dn_2: 0.2529 (0.2856) loss_bbox_dn_3: 0.2448 (0.2785) loss_bbox_dn_4: 0.2413 (0.2762) loss_bbox_dn_5: 0.2380 (0.2758) loss_giou: 0.5712 (0.5675) loss_giou_aux_0: 0.6012 (0.5980) loss_giou_aux_1: 0.5903 (0.5765) loss_giou_aux_2: 0.5870 (0.5707) loss_giou_aux_3: 0.5761 (0.5680) loss_giou_aux_4: 0.5599 (0.5677) loss_giou_aux_5: 0.6685 (0.6840) loss_giou_dn_0: 0.7229 (0.7293) loss_giou_dn_1: 0.6297 (0.6237) loss_giou_dn_2: 0.6096 (0.5986) loss_giou_dn_3: 0.6016 (0.5907) loss_giou_dn_4: 0.5990 (0.5884) loss_giou_dn_5: 0.5991 (0.5884) loss_vfl: 0.7346 (0.7779) loss_vfl_aux_0: 0.8931 (0.9220) loss_vfl_aux_1: 0.8273 (0.8755) loss_vfl_aux_2: 0.8076 (0.8196) loss_vfl_aux_3: 0.7435 (0.7915) loss_vfl_aux_4: 0.7541 (0.7807) loss_vfl_aux_5: 0.8608 (0.9005) loss_vfl_dn_0: 0.4831 (0.4898) loss_vfl_dn_1: 0.4415 (0.4489) loss_vfl_dn_2: 0.4224 (0.4315) loss_vfl_dn_3: 0.4210 (0.4241) loss_vfl_dn_4: 0.4168 (0.4217) loss_vfl_dn_5: 0.4124 (0.4217) time: 0.4667 data: 0.0141 max mem: 5653 Epoch: [5] [3700/7393] eta: 0:29:17 lr: 0.000010 loss: 19.0562 (19.6312) loss_bbox: 0.1922 (0.1992) loss_bbox_aux_0: 0.2042 (0.2154) loss_bbox_aux_1: 0.1932 (0.2033) loss_bbox_aux_2: 0.1892 (0.2002) loss_bbox_aux_3: 0.1913 (0.1988) loss_bbox_aux_4: 0.1886 (0.1991) loss_bbox_aux_5: 0.2718 (0.2647) loss_bbox_dn_0: 0.3570 (0.3753) loss_bbox_dn_1: 0.2904 (0.3043) loss_bbox_dn_2: 0.2667 (0.2857) loss_bbox_dn_3: 0.2576 (0.2786) loss_bbox_dn_4: 0.2524 (0.2763) loss_bbox_dn_5: 0.2503 (0.2759) loss_giou: 0.5315 (0.5673) loss_giou_aux_0: 0.5718 (0.5978) loss_giou_aux_1: 0.5609 (0.5763) loss_giou_aux_2: 0.5424 (0.5705) loss_giou_aux_3: 0.5402 (0.5678) loss_giou_aux_4: 0.5381 (0.5674) loss_giou_aux_5: 0.6562 (0.6839) loss_giou_dn_0: 0.7126 (0.7292) loss_giou_dn_1: 0.5987 (0.6235) loss_giou_dn_2: 0.5749 (0.5984) loss_giou_dn_3: 0.5627 (0.5905) loss_giou_dn_4: 0.5604 (0.5882) loss_giou_dn_5: 0.5603 (0.5882) loss_vfl: 0.7279 (0.7779) loss_vfl_aux_0: 0.8987 (0.9221) loss_vfl_aux_1: 0.8218 (0.8754) loss_vfl_aux_2: 0.7661 (0.8194) loss_vfl_aux_3: 0.7502 (0.7915) loss_vfl_aux_4: 0.7278 (0.7807) loss_vfl_aux_5: 0.8873 (0.9004) loss_vfl_dn_0: 0.4821 (0.4899) loss_vfl_dn_1: 0.4394 (0.4489) loss_vfl_dn_2: 0.4247 (0.4315) loss_vfl_dn_3: 0.4167 (0.4240) loss_vfl_dn_4: 0.4156 (0.4217) loss_vfl_dn_5: 0.4165 (0.4217) time: 0.4832 data: 0.0147 max mem: 5653 Epoch: [5] [3800/7393] eta: 0:28:29 lr: 0.000010 loss: 19.1667 (19.6282) loss_bbox: 0.1735 (0.1992) loss_bbox_aux_0: 0.1924 (0.2154) loss_bbox_aux_1: 0.1911 (0.2033) loss_bbox_aux_2: 0.1800 (0.2001) loss_bbox_aux_3: 0.1712 (0.1987) loss_bbox_aux_4: 0.1712 (0.1991) loss_bbox_aux_5: 0.2334 (0.2646) loss_bbox_dn_0: 0.3540 (0.3753) loss_bbox_dn_1: 0.2862 (0.3043) loss_bbox_dn_2: 0.2692 (0.2857) loss_bbox_dn_3: 0.2631 (0.2786) loss_bbox_dn_4: 0.2598 (0.2763) loss_bbox_dn_5: 0.2597 (0.2759) loss_giou: 0.5524 (0.5671) loss_giou_aux_0: 0.5760 (0.5976) loss_giou_aux_1: 0.5654 (0.5762) loss_giou_aux_2: 0.5720 (0.5704) loss_giou_aux_3: 0.5603 (0.5676) loss_giou_aux_4: 0.5591 (0.5672) loss_giou_aux_5: 0.6702 (0.6836) loss_giou_dn_0: 0.7251 (0.7290) loss_giou_dn_1: 0.6151 (0.6234) loss_giou_dn_2: 0.5849 (0.5982) loss_giou_dn_3: 0.5765 (0.5903) loss_giou_dn_4: 0.5728 (0.5880) loss_giou_dn_5: 0.5733 (0.5880) loss_vfl: 0.7733 (0.7780) loss_vfl_aux_0: 0.9177 (0.9220) loss_vfl_aux_1: 0.8292 (0.8753) loss_vfl_aux_2: 0.7949 (0.8194) loss_vfl_aux_3: 0.7843 (0.7916) loss_vfl_aux_4: 0.7721 (0.7808) loss_vfl_aux_5: 0.8721 (0.9006) loss_vfl_dn_0: 0.4865 (0.4899) loss_vfl_dn_1: 0.4427 (0.4488) loss_vfl_dn_2: 0.4206 (0.4314) loss_vfl_dn_3: 0.4174 (0.4239) loss_vfl_dn_4: 0.4142 (0.4216) loss_vfl_dn_5: 0.4122 (0.4216) time: 0.4676 data: 0.0139 max mem: 5653 Epoch: [5] [3900/7393] eta: 0:27:41 lr: 0.000010 loss: 19.5434 (19.6319) loss_bbox: 0.1964 (0.1992) loss_bbox_aux_0: 0.1980 (0.2155) loss_bbox_aux_1: 0.1950 (0.2034) loss_bbox_aux_2: 0.1981 (0.2001) loss_bbox_aux_3: 0.2036 (0.1987) loss_bbox_aux_4: 0.1943 (0.1991) loss_bbox_aux_5: 0.2592 (0.2648) loss_bbox_dn_0: 0.3762 (0.3758) loss_bbox_dn_1: 0.2928 (0.3047) loss_bbox_dn_2: 0.2692 (0.2861) loss_bbox_dn_3: 0.2617 (0.2790) loss_bbox_dn_4: 0.2587 (0.2767) loss_bbox_dn_5: 0.2583 (0.2763) loss_giou: 0.5303 (0.5669) loss_giou_aux_0: 0.5578 (0.5976) loss_giou_aux_1: 0.5326 (0.5761) loss_giou_aux_2: 0.5230 (0.5702) loss_giou_aux_3: 0.5260 (0.5675) loss_giou_aux_4: 0.5314 (0.5671) loss_giou_aux_5: 0.6495 (0.6834) loss_giou_dn_0: 0.7280 (0.7290) loss_giou_dn_1: 0.6139 (0.6233) loss_giou_dn_2: 0.5909 (0.5982) loss_giou_dn_3: 0.5800 (0.5902) loss_giou_dn_4: 0.5755 (0.5880) loss_giou_dn_5: 0.5757 (0.5879) loss_vfl: 0.7804 (0.7784) loss_vfl_aux_0: 0.9168 (0.9221) loss_vfl_aux_1: 0.8912 (0.8755) loss_vfl_aux_2: 0.8683 (0.8198) loss_vfl_aux_3: 0.7837 (0.7919) loss_vfl_aux_4: 0.7844 (0.7811) loss_vfl_aux_5: 0.9046 (0.9010) loss_vfl_dn_0: 0.4896 (0.4900) loss_vfl_dn_1: 0.4464 (0.4488) loss_vfl_dn_2: 0.4296 (0.4314) loss_vfl_dn_3: 0.4219 (0.4239) loss_vfl_dn_4: 0.4171 (0.4216) loss_vfl_dn_5: 0.4193 (0.4216) time: 0.4746 data: 0.0142 max mem: 5653 Epoch: [5] [4000/7393] eta: 0:26:53 lr: 0.000010 loss: 18.9261 (19.6271) loss_bbox: 0.1952 (0.1991) loss_bbox_aux_0: 0.2169 (0.2154) loss_bbox_aux_1: 0.2066 (0.2032) loss_bbox_aux_2: 0.2017 (0.2000) loss_bbox_aux_3: 0.1934 (0.1986) loss_bbox_aux_4: 0.1942 (0.1990) loss_bbox_aux_5: 0.2652 (0.2646) loss_bbox_dn_0: 0.3409 (0.3754) loss_bbox_dn_1: 0.2816 (0.3045) loss_bbox_dn_2: 0.2716 (0.2858) loss_bbox_dn_3: 0.2610 (0.2788) loss_bbox_dn_4: 0.2619 (0.2764) loss_bbox_dn_5: 0.2626 (0.2760) loss_giou: 0.4951 (0.5670) loss_giou_aux_0: 0.5375 (0.5976) loss_giou_aux_1: 0.5116 (0.5762) loss_giou_aux_2: 0.4961 (0.5703) loss_giou_aux_3: 0.4903 (0.5676) loss_giou_aux_4: 0.4950 (0.5672) loss_giou_aux_5: 0.6225 (0.6834) loss_giou_dn_0: 0.6628 (0.7288) loss_giou_dn_1: 0.5535 (0.6232) loss_giou_dn_2: 0.5313 (0.5981) loss_giou_dn_3: 0.5189 (0.5902) loss_giou_dn_4: 0.5157 (0.5879) loss_giou_dn_5: 0.5164 (0.5879) loss_vfl: 0.7719 (0.7781) loss_vfl_aux_0: 0.9178 (0.9217) loss_vfl_aux_1: 0.8713 (0.8751) loss_vfl_aux_2: 0.8160 (0.8195) loss_vfl_aux_3: 0.7777 (0.7917) loss_vfl_aux_4: 0.7715 (0.7810) loss_vfl_aux_5: 0.9266 (0.9007) loss_vfl_dn_0: 0.4896 (0.4899) loss_vfl_dn_1: 0.4472 (0.4487) loss_vfl_dn_2: 0.4320 (0.4314) loss_vfl_dn_3: 0.4241 (0.4239) loss_vfl_dn_4: 0.4187 (0.4216) loss_vfl_dn_5: 0.4186 (0.4216) time: 0.4741 data: 0.0141 max mem: 5653 Epoch: [5] [4100/7393] eta: 0:26:08 lr: 0.000010 loss: 19.7414 (19.6258) loss_bbox: 0.2151 (0.1991) loss_bbox_aux_0: 0.2152 (0.2154) loss_bbox_aux_1: 0.2178 (0.2032) loss_bbox_aux_2: 0.2078 (0.2000) loss_bbox_aux_3: 0.2135 (0.1986) loss_bbox_aux_4: 0.2089 (0.1989) loss_bbox_aux_5: 0.2736 (0.2646) loss_bbox_dn_0: 0.4219 (0.3753) loss_bbox_dn_1: 0.3438 (0.3044) loss_bbox_dn_2: 0.3176 (0.2858) loss_bbox_dn_3: 0.3085 (0.2787) loss_bbox_dn_4: 0.3041 (0.2764) loss_bbox_dn_5: 0.3033 (0.2759) loss_giou: 0.5294 (0.5670) loss_giou_aux_0: 0.5653 (0.5975) loss_giou_aux_1: 0.5454 (0.5761) loss_giou_aux_2: 0.5435 (0.5702) loss_giou_aux_3: 0.5331 (0.5676) loss_giou_aux_4: 0.5319 (0.5671) loss_giou_aux_5: 0.6272 (0.6833) loss_giou_dn_0: 0.7080 (0.7288) loss_giou_dn_1: 0.5959 (0.6232) loss_giou_dn_2: 0.5583 (0.5981) loss_giou_dn_3: 0.5478 (0.5902) loss_giou_dn_4: 0.5434 (0.5879) loss_giou_dn_5: 0.5431 (0.5879) loss_vfl: 0.7451 (0.7782) loss_vfl_aux_0: 0.8914 (0.9214) loss_vfl_aux_1: 0.8553 (0.8750) loss_vfl_aux_2: 0.8044 (0.8195) loss_vfl_aux_3: 0.7730 (0.7917) loss_vfl_aux_4: 0.7668 (0.7811) loss_vfl_aux_5: 0.9069 (0.9005) loss_vfl_dn_0: 0.4852 (0.4899) loss_vfl_dn_1: 0.4443 (0.4487) loss_vfl_dn_2: 0.4320 (0.4314) loss_vfl_dn_3: 0.4202 (0.4240) loss_vfl_dn_4: 0.4179 (0.4216) loss_vfl_dn_5: 0.4182 (0.4217) time: 0.6832 data: 0.0140 max mem: 5653 Epoch: [5] [4200/7393] eta: 0:25:21 lr: 0.000010 loss: 18.6333 (19.6223) loss_bbox: 0.1963 (0.1990) loss_bbox_aux_0: 0.2026 (0.2153) loss_bbox_aux_1: 0.1954 (0.2031) loss_bbox_aux_2: 0.1864 (0.1999) loss_bbox_aux_3: 0.1889 (0.1986) loss_bbox_aux_4: 0.1906 (0.1989) loss_bbox_aux_5: 0.2638 (0.2645) loss_bbox_dn_0: 0.3705 (0.3752) loss_bbox_dn_1: 0.3012 (0.3043) loss_bbox_dn_2: 0.2800 (0.2857) loss_bbox_dn_3: 0.2697 (0.2786) loss_bbox_dn_4: 0.2659 (0.2763) loss_bbox_dn_5: 0.2645 (0.2758) loss_giou: 0.5054 (0.5668) loss_giou_aux_0: 0.5334 (0.5973) loss_giou_aux_1: 0.5108 (0.5759) loss_giou_aux_2: 0.5117 (0.5701) loss_giou_aux_3: 0.5100 (0.5674) loss_giou_aux_4: 0.5050 (0.5670) loss_giou_aux_5: 0.6068 (0.6831) loss_giou_dn_0: 0.6923 (0.7287) loss_giou_dn_1: 0.5705 (0.6231) loss_giou_dn_2: 0.5510 (0.5980) loss_giou_dn_3: 0.5447 (0.5901) loss_giou_dn_4: 0.5421 (0.5878) loss_giou_dn_5: 0.5419 (0.5878) loss_vfl: 0.7814 (0.7782) loss_vfl_aux_0: 0.9154 (0.9214) loss_vfl_aux_1: 0.8843 (0.8749) loss_vfl_aux_2: 0.8178 (0.8193) loss_vfl_aux_3: 0.7969 (0.7916) loss_vfl_aux_4: 0.7829 (0.7810) loss_vfl_aux_5: 0.9310 (0.9005) loss_vfl_dn_0: 0.4919 (0.4899) loss_vfl_dn_1: 0.4421 (0.4487) loss_vfl_dn_2: 0.4250 (0.4314) loss_vfl_dn_3: 0.4147 (0.4240) loss_vfl_dn_4: 0.4102 (0.4216) loss_vfl_dn_5: 0.4123 (0.4216) time: 0.4717 data: 0.0138 max mem: 5653 Epoch: [5] [4300/7393] eta: 0:24:33 lr: 0.000010 loss: 19.0790 (19.6173) loss_bbox: 0.2073 (0.1991) loss_bbox_aux_0: 0.2195 (0.2153) loss_bbox_aux_1: 0.2147 (0.2032) loss_bbox_aux_2: 0.2122 (0.2000) loss_bbox_aux_3: 0.1994 (0.1987) loss_bbox_aux_4: 0.2038 (0.1990) loss_bbox_aux_5: 0.2609 (0.2645) loss_bbox_dn_0: 0.3881 (0.3751) loss_bbox_dn_1: 0.2930 (0.3041) loss_bbox_dn_2: 0.2668 (0.2855) loss_bbox_dn_3: 0.2690 (0.2785) loss_bbox_dn_4: 0.2663 (0.2761) loss_bbox_dn_5: 0.2657 (0.2757) loss_giou: 0.5175 (0.5667) loss_giou_aux_0: 0.5431 (0.5972) loss_giou_aux_1: 0.5071 (0.5758) loss_giou_aux_2: 0.5077 (0.5699) loss_giou_aux_3: 0.5104 (0.5673) loss_giou_aux_4: 0.5170 (0.5668) loss_giou_aux_5: 0.6229 (0.6829) loss_giou_dn_0: 0.6805 (0.7285) loss_giou_dn_1: 0.5695 (0.6229) loss_giou_dn_2: 0.5438 (0.5979) loss_giou_dn_3: 0.5373 (0.5899) loss_giou_dn_4: 0.5342 (0.5876) loss_giou_dn_5: 0.5339 (0.5876) loss_vfl: 0.7694 (0.7778) loss_vfl_aux_0: 0.9379 (0.9211) loss_vfl_aux_1: 0.8880 (0.8746) loss_vfl_aux_2: 0.8247 (0.8190) loss_vfl_aux_3: 0.7921 (0.7912) loss_vfl_aux_4: 0.7819 (0.7806) loss_vfl_aux_5: 0.9364 (0.9004) loss_vfl_dn_0: 0.4834 (0.4898) loss_vfl_dn_1: 0.4407 (0.4486) loss_vfl_dn_2: 0.4251 (0.4313) loss_vfl_dn_3: 0.4209 (0.4239) loss_vfl_dn_4: 0.4180 (0.4215) loss_vfl_dn_5: 0.4169 (0.4216) time: 0.4714 data: 0.0136 max mem: 5653 Epoch: [5] [4400/7393] eta: 0:23:45 lr: 0.000010 loss: 18.8777 (19.6141) loss_bbox: 0.1806 (0.1990) loss_bbox_aux_0: 0.1973 (0.2153) loss_bbox_aux_1: 0.1850 (0.2031) loss_bbox_aux_2: 0.1806 (0.1999) loss_bbox_aux_3: 0.1839 (0.1985) loss_bbox_aux_4: 0.1832 (0.1989) loss_bbox_aux_5: 0.2352 (0.2643) loss_bbox_dn_0: 0.3468 (0.3750) loss_bbox_dn_1: 0.2803 (0.3040) loss_bbox_dn_2: 0.2649 (0.2854) loss_bbox_dn_3: 0.2581 (0.2783) loss_bbox_dn_4: 0.2553 (0.2760) loss_bbox_dn_5: 0.2557 (0.2755) loss_giou: 0.5516 (0.5666) loss_giou_aux_0: 0.5741 (0.5971) loss_giou_aux_1: 0.5571 (0.5757) loss_giou_aux_2: 0.5556 (0.5698) loss_giou_aux_3: 0.5532 (0.5672) loss_giou_aux_4: 0.5578 (0.5667) loss_giou_aux_5: 0.6687 (0.6827) loss_giou_dn_0: 0.7142 (0.7283) loss_giou_dn_1: 0.6156 (0.6228) loss_giou_dn_2: 0.5812 (0.5977) loss_giou_dn_3: 0.5719 (0.5898) loss_giou_dn_4: 0.5678 (0.5875) loss_giou_dn_5: 0.5678 (0.5875) loss_vfl: 0.7912 (0.7777) loss_vfl_aux_0: 0.9373 (0.9211) loss_vfl_aux_1: 0.8723 (0.8745) loss_vfl_aux_2: 0.8463 (0.8191) loss_vfl_aux_3: 0.7911 (0.7912) loss_vfl_aux_4: 0.7875 (0.7805) loss_vfl_aux_5: 0.9043 (0.9004) loss_vfl_dn_0: 0.4946 (0.4899) loss_vfl_dn_1: 0.4530 (0.4486) loss_vfl_dn_2: 0.4342 (0.4313) loss_vfl_dn_3: 0.4267 (0.4239) loss_vfl_dn_4: 0.4229 (0.4215) loss_vfl_dn_5: 0.4149 (0.4216) time: 0.4684 data: 0.0138 max mem: 5653 Epoch: [5] [4500/7393] eta: 0:22:57 lr: 0.000010 loss: 19.1399 (19.6072) loss_bbox: 0.1801 (0.1989) loss_bbox_aux_0: 0.2014 (0.2152) loss_bbox_aux_1: 0.1861 (0.2030) loss_bbox_aux_2: 0.1790 (0.1998) loss_bbox_aux_3: 0.1817 (0.1985) loss_bbox_aux_4: 0.1882 (0.1988) loss_bbox_aux_5: 0.2375 (0.2642) loss_bbox_dn_0: 0.3421 (0.3746) loss_bbox_dn_1: 0.2673 (0.3037) loss_bbox_dn_2: 0.2503 (0.2851) loss_bbox_dn_3: 0.2462 (0.2780) loss_bbox_dn_4: 0.2454 (0.2757) loss_bbox_dn_5: 0.2451 (0.2752) loss_giou: 0.5954 (0.5665) loss_giou_aux_0: 0.6162 (0.5971) loss_giou_aux_1: 0.6007 (0.5757) loss_giou_aux_2: 0.5966 (0.5698) loss_giou_aux_3: 0.5986 (0.5672) loss_giou_aux_4: 0.5928 (0.5667) loss_giou_aux_5: 0.7063 (0.6826) loss_giou_dn_0: 0.7308 (0.7281) loss_giou_dn_1: 0.6222 (0.6225) loss_giou_dn_2: 0.6012 (0.5975) loss_giou_dn_3: 0.5920 (0.5896) loss_giou_dn_4: 0.5908 (0.5873) loss_giou_dn_5: 0.5905 (0.5872) loss_vfl: 0.7165 (0.7775) loss_vfl_aux_0: 0.8439 (0.9205) loss_vfl_aux_1: 0.8017 (0.8741) loss_vfl_aux_2: 0.7439 (0.8189) loss_vfl_aux_3: 0.7430 (0.7909) loss_vfl_aux_4: 0.7123 (0.7802) loss_vfl_aux_5: 0.8442 (0.9001) loss_vfl_dn_0: 0.4875 (0.4898) loss_vfl_dn_1: 0.4390 (0.4486) loss_vfl_dn_2: 0.4284 (0.4313) loss_vfl_dn_3: 0.4199 (0.4238) loss_vfl_dn_4: 0.4148 (0.4215) loss_vfl_dn_5: 0.4133 (0.4215) time: 0.4684 data: 0.0140 max mem: 5653 Epoch: [5] [4600/7393] eta: 0:22:08 lr: 0.000010 loss: 19.3256 (19.6068) loss_bbox: 0.1876 (0.1989) loss_bbox_aux_0: 0.2036 (0.2152) loss_bbox_aux_1: 0.1944 (0.2030) loss_bbox_aux_2: 0.1849 (0.1997) loss_bbox_aux_3: 0.1865 (0.1984) loss_bbox_aux_4: 0.1876 (0.1987) loss_bbox_aux_5: 0.2444 (0.2640) loss_bbox_dn_0: 0.3581 (0.3746) loss_bbox_dn_1: 0.3057 (0.3037) loss_bbox_dn_2: 0.2801 (0.2851) loss_bbox_dn_3: 0.2816 (0.2780) loss_bbox_dn_4: 0.2812 (0.2757) loss_bbox_dn_5: 0.2814 (0.2752) loss_giou: 0.5033 (0.5665) loss_giou_aux_0: 0.5289 (0.5970) loss_giou_aux_1: 0.5136 (0.5756) loss_giou_aux_2: 0.5101 (0.5697) loss_giou_aux_3: 0.4985 (0.5671) loss_giou_aux_4: 0.5075 (0.5667) loss_giou_aux_5: 0.6261 (0.6824) loss_giou_dn_0: 0.7018 (0.7280) loss_giou_dn_1: 0.5842 (0.6225) loss_giou_dn_2: 0.5598 (0.5974) loss_giou_dn_3: 0.5543 (0.5895) loss_giou_dn_4: 0.5528 (0.5872) loss_giou_dn_5: 0.5528 (0.5872) loss_vfl: 0.7972 (0.7776) loss_vfl_aux_0: 0.9849 (0.9206) loss_vfl_aux_1: 0.9168 (0.8743) loss_vfl_aux_2: 0.8535 (0.8190) loss_vfl_aux_3: 0.8159 (0.7910) loss_vfl_aux_4: 0.7986 (0.7804) loss_vfl_aux_5: 0.9492 (0.9001) loss_vfl_dn_0: 0.4912 (0.4899) loss_vfl_dn_1: 0.4463 (0.4486) loss_vfl_dn_2: 0.4293 (0.4313) loss_vfl_dn_3: 0.4227 (0.4238) loss_vfl_dn_4: 0.4155 (0.4215) loss_vfl_dn_5: 0.4171 (0.4215) time: 0.4604 data: 0.0139 max mem: 5653 Epoch: [5] [4700/7393] eta: 0:21:23 lr: 0.000010 loss: 19.7296 (19.6073) loss_bbox: 0.1762 (0.1987) loss_bbox_aux_0: 0.1999 (0.2150) loss_bbox_aux_1: 0.1901 (0.2028) loss_bbox_aux_2: 0.1850 (0.1995) loss_bbox_aux_3: 0.1769 (0.1983) loss_bbox_aux_4: 0.1780 (0.1986) loss_bbox_aux_5: 0.2510 (0.2638) loss_bbox_dn_0: 0.3597 (0.3742) loss_bbox_dn_1: 0.3010 (0.3034) loss_bbox_dn_2: 0.2812 (0.2848) loss_bbox_dn_3: 0.2737 (0.2777) loss_bbox_dn_4: 0.2700 (0.2753) loss_bbox_dn_5: 0.2694 (0.2749) loss_giou: 0.5698 (0.5672) loss_giou_aux_0: 0.5793 (0.5976) loss_giou_aux_1: 0.5713 (0.5762) loss_giou_aux_2: 0.5644 (0.5704) loss_giou_aux_3: 0.5634 (0.5678) loss_giou_aux_4: 0.5662 (0.5674) loss_giou_aux_5: 0.6622 (0.6829) loss_giou_dn_0: 0.7222 (0.7284) loss_giou_dn_1: 0.6267 (0.6229) loss_giou_dn_2: 0.5882 (0.5979) loss_giou_dn_3: 0.5845 (0.5900) loss_giou_dn_4: 0.5844 (0.5877) loss_giou_dn_5: 0.5842 (0.5877) loss_vfl: 0.7894 (0.7772) loss_vfl_aux_0: 0.9128 (0.9202) loss_vfl_aux_1: 0.8856 (0.8739) loss_vfl_aux_2: 0.8017 (0.8187) loss_vfl_aux_3: 0.7980 (0.7906) loss_vfl_aux_4: 0.7707 (0.7799) loss_vfl_aux_5: 0.9010 (0.8997) loss_vfl_dn_0: 0.4897 (0.4897) loss_vfl_dn_1: 0.4382 (0.4484) loss_vfl_dn_2: 0.4208 (0.4312) loss_vfl_dn_3: 0.4169 (0.4237) loss_vfl_dn_4: 0.4124 (0.4214) loss_vfl_dn_5: 0.4122 (0.4214) time: 0.4671 data: 0.0142 max mem: 5653 Epoch: [5] [4800/7393] eta: 0:20:37 lr: 0.000010 loss: 19.1701 (19.6057) loss_bbox: 0.1948 (0.1988) loss_bbox_aux_0: 0.2177 (0.2152) loss_bbox_aux_1: 0.2100 (0.2030) loss_bbox_aux_2: 0.2043 (0.1996) loss_bbox_aux_3: 0.1981 (0.1984) loss_bbox_aux_4: 0.2011 (0.1987) loss_bbox_aux_5: 0.2707 (0.2640) loss_bbox_dn_0: 0.3798 (0.3746) loss_bbox_dn_1: 0.3250 (0.3037) loss_bbox_dn_2: 0.2951 (0.2851) loss_bbox_dn_3: 0.2799 (0.2779) loss_bbox_dn_4: 0.2765 (0.2756) loss_bbox_dn_5: 0.2763 (0.2751) loss_giou: 0.5019 (0.5666) loss_giou_aux_0: 0.5437 (0.5970) loss_giou_aux_1: 0.5195 (0.5757) loss_giou_aux_2: 0.5217 (0.5698) loss_giou_aux_3: 0.5101 (0.5672) loss_giou_aux_4: 0.5005 (0.5668) loss_giou_aux_5: 0.6250 (0.6823) loss_giou_dn_0: 0.6690 (0.7280) loss_giou_dn_1: 0.5591 (0.6225) loss_giou_dn_2: 0.5391 (0.5975) loss_giou_dn_3: 0.5276 (0.5896) loss_giou_dn_4: 0.5263 (0.5873) loss_giou_dn_5: 0.5264 (0.5872) loss_vfl: 0.7755 (0.7776) loss_vfl_aux_0: 0.9013 (0.9207) loss_vfl_aux_1: 0.8620 (0.8742) loss_vfl_aux_2: 0.8140 (0.8191) loss_vfl_aux_3: 0.7900 (0.7910) loss_vfl_aux_4: 0.7677 (0.7803) loss_vfl_aux_5: 0.8791 (0.9002) loss_vfl_dn_0: 0.4929 (0.4898) loss_vfl_dn_1: 0.4386 (0.4484) loss_vfl_dn_2: 0.4215 (0.4312) loss_vfl_dn_3: 0.4091 (0.4237) loss_vfl_dn_4: 0.4047 (0.4214) loss_vfl_dn_5: 0.4021 (0.4213) time: 0.4765 data: 0.0139 max mem: 5653 Epoch: [5] [4900/7393] eta: 0:19:52 lr: 0.000010 loss: 19.0708 (19.6010) loss_bbox: 0.1754 (0.1987) loss_bbox_aux_0: 0.1906 (0.2151) loss_bbox_aux_1: 0.1838 (0.2029) loss_bbox_aux_2: 0.1699 (0.1995) loss_bbox_aux_3: 0.1663 (0.1983) loss_bbox_aux_4: 0.1699 (0.1986) loss_bbox_aux_5: 0.2463 (0.2639) loss_bbox_dn_0: 0.3367 (0.3745) loss_bbox_dn_1: 0.2782 (0.3035) loss_bbox_dn_2: 0.2600 (0.2849) loss_bbox_dn_3: 0.2534 (0.2778) loss_bbox_dn_4: 0.2497 (0.2754) loss_bbox_dn_5: 0.2502 (0.2749) loss_giou: 0.5114 (0.5665) loss_giou_aux_0: 0.5622 (0.5969) loss_giou_aux_1: 0.5294 (0.5755) loss_giou_aux_2: 0.5207 (0.5696) loss_giou_aux_3: 0.5117 (0.5671) loss_giou_aux_4: 0.5194 (0.5666) loss_giou_aux_5: 0.6562 (0.6822) loss_giou_dn_0: 0.7198 (0.7278) loss_giou_dn_1: 0.6203 (0.6223) loss_giou_dn_2: 0.5979 (0.5973) loss_giou_dn_3: 0.5898 (0.5893) loss_giou_dn_4: 0.5867 (0.5871) loss_giou_dn_5: 0.5866 (0.5870) loss_vfl: 0.7589 (0.7776) loss_vfl_aux_0: 0.9146 (0.9207) loss_vfl_aux_1: 0.8543 (0.8741) loss_vfl_aux_2: 0.8019 (0.8190) loss_vfl_aux_3: 0.7693 (0.7909) loss_vfl_aux_4: 0.7538 (0.7803) loss_vfl_aux_5: 0.8903 (0.9000) loss_vfl_dn_0: 0.4832 (0.4898) loss_vfl_dn_1: 0.4359 (0.4483) loss_vfl_dn_2: 0.4224 (0.4311) loss_vfl_dn_3: 0.4180 (0.4236) loss_vfl_dn_4: 0.4130 (0.4213) loss_vfl_dn_5: 0.4115 (0.4212) time: 0.6945 data: 0.0153 max mem: 5653 Epoch: [5] [5000/7393] eta: 0:19:03 lr: 0.000010 loss: 19.1268 (19.5990) loss_bbox: 0.1805 (0.1987) loss_bbox_aux_0: 0.2054 (0.2151) loss_bbox_aux_1: 0.1910 (0.2029) loss_bbox_aux_2: 0.1856 (0.1996) loss_bbox_aux_3: 0.1831 (0.1983) loss_bbox_aux_4: 0.1760 (0.1986) loss_bbox_aux_5: 0.2389 (0.2639) loss_bbox_dn_0: 0.3316 (0.3742) loss_bbox_dn_1: 0.2714 (0.3032) loss_bbox_dn_2: 0.2478 (0.2847) loss_bbox_dn_3: 0.2356 (0.2775) loss_bbox_dn_4: 0.2300 (0.2751) loss_bbox_dn_5: 0.2293 (0.2747) loss_giou: 0.5592 (0.5670) loss_giou_aux_0: 0.5948 (0.5974) loss_giou_aux_1: 0.5783 (0.5761) loss_giou_aux_2: 0.5793 (0.5702) loss_giou_aux_3: 0.5645 (0.5676) loss_giou_aux_4: 0.5562 (0.5672) loss_giou_aux_5: 0.6640 (0.6826) loss_giou_dn_0: 0.7154 (0.7279) loss_giou_dn_1: 0.6113 (0.6224) loss_giou_dn_2: 0.5817 (0.5974) loss_giou_dn_3: 0.5741 (0.5895) loss_giou_dn_4: 0.5730 (0.5872) loss_giou_dn_5: 0.5725 (0.5872) loss_vfl: 0.7321 (0.7769) loss_vfl_aux_0: 0.8681 (0.9201) loss_vfl_aux_1: 0.8175 (0.8734) loss_vfl_aux_2: 0.7763 (0.8183) loss_vfl_aux_3: 0.7532 (0.7903) loss_vfl_aux_4: 0.7409 (0.7796) loss_vfl_aux_5: 0.8414 (0.8994) loss_vfl_dn_0: 0.4823 (0.4897) loss_vfl_dn_1: 0.4406 (0.4482) loss_vfl_dn_2: 0.4226 (0.4310) loss_vfl_dn_3: 0.4176 (0.4235) loss_vfl_dn_4: 0.4164 (0.4212) loss_vfl_dn_5: 0.4129 (0.4212) time: 0.4762 data: 0.0136 max mem: 5653 Epoch: [5] [5100/7393] eta: 0:18:15 lr: 0.000010 loss: 19.1343 (19.5975) loss_bbox: 0.1867 (0.1988) loss_bbox_aux_0: 0.2158 (0.2152) loss_bbox_aux_1: 0.1964 (0.2031) loss_bbox_aux_2: 0.1837 (0.1997) loss_bbox_aux_3: 0.1901 (0.1984) loss_bbox_aux_4: 0.1917 (0.1987) loss_bbox_aux_5: 0.2697 (0.2641) loss_bbox_dn_0: 0.3877 (0.3744) loss_bbox_dn_1: 0.3149 (0.3035) loss_bbox_dn_2: 0.3000 (0.2849) loss_bbox_dn_3: 0.2974 (0.2778) loss_bbox_dn_4: 0.2963 (0.2753) loss_bbox_dn_5: 0.2962 (0.2749) loss_giou: 0.4844 (0.5664) loss_giou_aux_0: 0.5314 (0.5969) loss_giou_aux_1: 0.4879 (0.5755) loss_giou_aux_2: 0.4916 (0.5696) loss_giou_aux_3: 0.4757 (0.5670) loss_giou_aux_4: 0.4835 (0.5666) loss_giou_aux_5: 0.5948 (0.6821) loss_giou_dn_0: 0.6883 (0.7276) loss_giou_dn_1: 0.5735 (0.6221) loss_giou_dn_2: 0.5472 (0.5970) loss_giou_dn_3: 0.5366 (0.5891) loss_giou_dn_4: 0.5351 (0.5868) loss_giou_dn_5: 0.5351 (0.5868) loss_vfl: 0.8104 (0.7773) loss_vfl_aux_0: 0.9200 (0.9204) loss_vfl_aux_1: 0.9021 (0.8737) loss_vfl_aux_2: 0.8591 (0.8187) loss_vfl_aux_3: 0.8112 (0.7906) loss_vfl_aux_4: 0.8109 (0.7799) loss_vfl_aux_5: 0.8988 (0.8995) loss_vfl_dn_0: 0.4926 (0.4897) loss_vfl_dn_1: 0.4487 (0.4482) loss_vfl_dn_2: 0.4321 (0.4310) loss_vfl_dn_3: 0.4243 (0.4235) loss_vfl_dn_4: 0.4206 (0.4212) loss_vfl_dn_5: 0.4201 (0.4211) time: 0.4689 data: 0.0138 max mem: 5653 Epoch: [5] [5200/7393] eta: 0:17:27 lr: 0.000010 loss: 19.3193 (19.5976) loss_bbox: 0.1959 (0.1989) loss_bbox_aux_0: 0.2201 (0.2154) loss_bbox_aux_1: 0.2120 (0.2032) loss_bbox_aux_2: 0.2024 (0.1999) loss_bbox_aux_3: 0.1967 (0.1985) loss_bbox_aux_4: 0.1935 (0.1988) loss_bbox_aux_5: 0.2698 (0.2643) loss_bbox_dn_0: 0.3465 (0.3747) loss_bbox_dn_1: 0.3058 (0.3036) loss_bbox_dn_2: 0.2834 (0.2850) loss_bbox_dn_3: 0.2803 (0.2779) loss_bbox_dn_4: 0.2757 (0.2755) loss_bbox_dn_5: 0.2758 (0.2750) loss_giou: 0.5326 (0.5663) loss_giou_aux_0: 0.5808 (0.5968) loss_giou_aux_1: 0.5459 (0.5754) loss_giou_aux_2: 0.5409 (0.5695) loss_giou_aux_3: 0.5350 (0.5669) loss_giou_aux_4: 0.5329 (0.5665) loss_giou_aux_5: 0.6916 (0.6820) loss_giou_dn_0: 0.7209 (0.7274) loss_giou_dn_1: 0.6124 (0.6219) loss_giou_dn_2: 0.5852 (0.5969) loss_giou_dn_3: 0.5727 (0.5889) loss_giou_dn_4: 0.5711 (0.5866) loss_giou_dn_5: 0.5710 (0.5866) loss_vfl: 0.7350 (0.7773) loss_vfl_aux_0: 0.8622 (0.9206) loss_vfl_aux_1: 0.8147 (0.8738) loss_vfl_aux_2: 0.7644 (0.8188) loss_vfl_aux_3: 0.7423 (0.7906) loss_vfl_aux_4: 0.7454 (0.7799) loss_vfl_aux_5: 0.8630 (0.8995) loss_vfl_dn_0: 0.4846 (0.4897) loss_vfl_dn_1: 0.4504 (0.4482) loss_vfl_dn_2: 0.4323 (0.4310) loss_vfl_dn_3: 0.4231 (0.4235) loss_vfl_dn_4: 0.4209 (0.4211) loss_vfl_dn_5: 0.4217 (0.4211) time: 0.4655 data: 0.0141 max mem: 5653 Epoch: [5] [5300/7393] eta: 0:16:39 lr: 0.000010 loss: 20.0095 (19.6012) loss_bbox: 0.1978 (0.1989) loss_bbox_aux_0: 0.2043 (0.2154) loss_bbox_aux_1: 0.1968 (0.2033) loss_bbox_aux_2: 0.1983 (0.1999) loss_bbox_aux_3: 0.2018 (0.1986) loss_bbox_aux_4: 0.1958 (0.1989) loss_bbox_aux_5: 0.2433 (0.2643) loss_bbox_dn_0: 0.3412 (0.3747) loss_bbox_dn_1: 0.2719 (0.3037) loss_bbox_dn_2: 0.2495 (0.2850) loss_bbox_dn_3: 0.2448 (0.2779) loss_bbox_dn_4: 0.2423 (0.2754) loss_bbox_dn_5: 0.2415 (0.2750) loss_giou: 0.5812 (0.5668) loss_giou_aux_0: 0.5868 (0.5972) loss_giou_aux_1: 0.5722 (0.5759) loss_giou_aux_2: 0.5787 (0.5700) loss_giou_aux_3: 0.5692 (0.5674) loss_giou_aux_4: 0.5790 (0.5669) loss_giou_aux_5: 0.6860 (0.6824) loss_giou_dn_0: 0.7296 (0.7276) loss_giou_dn_1: 0.6234 (0.6221) loss_giou_dn_2: 0.5838 (0.5971) loss_giou_dn_3: 0.5741 (0.5891) loss_giou_dn_4: 0.5700 (0.5868) loss_giou_dn_5: 0.5699 (0.5868) loss_vfl: 0.7351 (0.7771) loss_vfl_aux_0: 0.8849 (0.9205) loss_vfl_aux_1: 0.8460 (0.8737) loss_vfl_aux_2: 0.7673 (0.8185) loss_vfl_aux_3: 0.7560 (0.7904) loss_vfl_aux_4: 0.7411 (0.7797) loss_vfl_aux_5: 0.8701 (0.8994) loss_vfl_dn_0: 0.4881 (0.4897) loss_vfl_dn_1: 0.4449 (0.4482) loss_vfl_dn_2: 0.4303 (0.4310) loss_vfl_dn_3: 0.4235 (0.4235) loss_vfl_dn_4: 0.4200 (0.4211) loss_vfl_dn_5: 0.4176 (0.4211) time: 0.4748 data: 0.0140 max mem: 5653 Epoch: [5] [5400/7393] eta: 0:15:51 lr: 0.000010 loss: 19.3302 (19.5971) loss_bbox: 0.1926 (0.1989) loss_bbox_aux_0: 0.2173 (0.2153) loss_bbox_aux_1: 0.2049 (0.2032) loss_bbox_aux_2: 0.1960 (0.1999) loss_bbox_aux_3: 0.1985 (0.1985) loss_bbox_aux_4: 0.1918 (0.1988) loss_bbox_aux_5: 0.2628 (0.2642) loss_bbox_dn_0: 0.3482 (0.3744) loss_bbox_dn_1: 0.2839 (0.3033) loss_bbox_dn_2: 0.2704 (0.2847) loss_bbox_dn_3: 0.2630 (0.2776) loss_bbox_dn_4: 0.2592 (0.2751) loss_bbox_dn_5: 0.2585 (0.2747) loss_giou: 0.5543 (0.5667) loss_giou_aux_0: 0.5864 (0.5971) loss_giou_aux_1: 0.5561 (0.5758) loss_giou_aux_2: 0.5644 (0.5699) loss_giou_aux_3: 0.5538 (0.5674) loss_giou_aux_4: 0.5518 (0.5669) loss_giou_aux_5: 0.6623 (0.6822) loss_giou_dn_0: 0.7264 (0.7275) loss_giou_dn_1: 0.6168 (0.6220) loss_giou_dn_2: 0.5917 (0.5969) loss_giou_dn_3: 0.5827 (0.5890) loss_giou_dn_4: 0.5805 (0.5867) loss_giou_dn_5: 0.5800 (0.5867) loss_vfl: 0.7741 (0.7770) loss_vfl_aux_0: 0.8815 (0.9204) loss_vfl_aux_1: 0.8598 (0.8736) loss_vfl_aux_2: 0.7889 (0.8184) loss_vfl_aux_3: 0.7695 (0.7904) loss_vfl_aux_4: 0.7703 (0.7797) loss_vfl_aux_5: 0.8610 (0.8993) loss_vfl_dn_0: 0.4857 (0.4897) loss_vfl_dn_1: 0.4362 (0.4482) loss_vfl_dn_2: 0.4204 (0.4310) loss_vfl_dn_3: 0.4149 (0.4235) loss_vfl_dn_4: 0.4127 (0.4211) loss_vfl_dn_5: 0.4092 (0.4211) time: 0.4714 data: 0.0143 max mem: 5653 Epoch: [5] [5500/7393] eta: 0:15:03 lr: 0.000010 loss: 19.3632 (19.5935) loss_bbox: 0.1790 (0.1987) loss_bbox_aux_0: 0.1976 (0.2151) loss_bbox_aux_1: 0.1843 (0.2031) loss_bbox_aux_2: 0.1783 (0.1997) loss_bbox_aux_3: 0.1750 (0.1984) loss_bbox_aux_4: 0.1769 (0.1987) loss_bbox_aux_5: 0.2376 (0.2640) loss_bbox_dn_0: 0.3512 (0.3741) loss_bbox_dn_1: 0.2533 (0.3031) loss_bbox_dn_2: 0.2303 (0.2846) loss_bbox_dn_3: 0.2275 (0.2774) loss_bbox_dn_4: 0.2257 (0.2749) loss_bbox_dn_5: 0.2259 (0.2745) loss_giou: 0.5468 (0.5667) loss_giou_aux_0: 0.5824 (0.5972) loss_giou_aux_1: 0.5647 (0.5758) loss_giou_aux_2: 0.5482 (0.5699) loss_giou_aux_3: 0.5438 (0.5673) loss_giou_aux_4: 0.5464 (0.5669) loss_giou_aux_5: 0.6485 (0.6821) loss_giou_dn_0: 0.7179 (0.7274) loss_giou_dn_1: 0.6115 (0.6219) loss_giou_dn_2: 0.5827 (0.5969) loss_giou_dn_3: 0.5725 (0.5889) loss_giou_dn_4: 0.5691 (0.5866) loss_giou_dn_5: 0.5696 (0.5866) loss_vfl: 0.7721 (0.7770) loss_vfl_aux_0: 0.9091 (0.9202) loss_vfl_aux_1: 0.8580 (0.8734) loss_vfl_aux_2: 0.8095 (0.8183) loss_vfl_aux_3: 0.8002 (0.7903) loss_vfl_aux_4: 0.7866 (0.7797) loss_vfl_aux_5: 0.8982 (0.8991) loss_vfl_dn_0: 0.4901 (0.4897) loss_vfl_dn_1: 0.4454 (0.4482) loss_vfl_dn_2: 0.4299 (0.4310) loss_vfl_dn_3: 0.4211 (0.4235) loss_vfl_dn_4: 0.4194 (0.4211) loss_vfl_dn_5: 0.4213 (0.4211) time: 0.4608 data: 0.0140 max mem: 5653 Epoch: [5] [5600/7393] eta: 0:14:15 lr: 0.000010 loss: 19.2551 (19.5914) loss_bbox: 0.1881 (0.1986) loss_bbox_aux_0: 0.1936 (0.2150) loss_bbox_aux_1: 0.2002 (0.2030) loss_bbox_aux_2: 0.1890 (0.1997) loss_bbox_aux_3: 0.1916 (0.1983) loss_bbox_aux_4: 0.1909 (0.1986) loss_bbox_aux_5: 0.2560 (0.2639) loss_bbox_dn_0: 0.3782 (0.3739) loss_bbox_dn_1: 0.2937 (0.3029) loss_bbox_dn_2: 0.2803 (0.2843) loss_bbox_dn_3: 0.2711 (0.2772) loss_bbox_dn_4: 0.2639 (0.2747) loss_bbox_dn_5: 0.2638 (0.2743) loss_giou: 0.5121 (0.5669) loss_giou_aux_0: 0.5319 (0.5973) loss_giou_aux_1: 0.5257 (0.5760) loss_giou_aux_2: 0.5077 (0.5701) loss_giou_aux_3: 0.5166 (0.5675) loss_giou_aux_4: 0.5120 (0.5670) loss_giou_aux_5: 0.6290 (0.6823) loss_giou_dn_0: 0.7085 (0.7274) loss_giou_dn_1: 0.6042 (0.6219) loss_giou_dn_2: 0.5764 (0.5969) loss_giou_dn_3: 0.5664 (0.5890) loss_giou_dn_4: 0.5640 (0.5867) loss_giou_dn_5: 0.5636 (0.5867) loss_vfl: 0.7605 (0.7769) loss_vfl_aux_0: 0.9064 (0.9201) loss_vfl_aux_1: 0.8385 (0.8732) loss_vfl_aux_2: 0.8007 (0.8181) loss_vfl_aux_3: 0.7595 (0.7901) loss_vfl_aux_4: 0.7528 (0.7795) loss_vfl_aux_5: 0.8934 (0.8989) loss_vfl_dn_0: 0.4832 (0.4897) loss_vfl_dn_1: 0.4482 (0.4482) loss_vfl_dn_2: 0.4294 (0.4309) loss_vfl_dn_3: 0.4234 (0.4235) loss_vfl_dn_4: 0.4209 (0.4211) loss_vfl_dn_5: 0.4202 (0.4211) time: 0.4865 data: 0.0144 max mem: 5653 Epoch: [5] [5700/7393] eta: 0:13:27 lr: 0.000010 loss: 19.3024 (19.5898) loss_bbox: 0.1847 (0.1987) loss_bbox_aux_0: 0.1918 (0.2150) loss_bbox_aux_1: 0.1906 (0.2030) loss_bbox_aux_2: 0.1829 (0.1997) loss_bbox_aux_3: 0.1851 (0.1983) loss_bbox_aux_4: 0.1838 (0.1986) loss_bbox_aux_5: 0.2444 (0.2638) loss_bbox_dn_0: 0.3767 (0.3740) loss_bbox_dn_1: 0.2889 (0.3030) loss_bbox_dn_2: 0.2668 (0.2844) loss_bbox_dn_3: 0.2591 (0.2772) loss_bbox_dn_4: 0.2559 (0.2748) loss_bbox_dn_5: 0.2558 (0.2744) loss_giou: 0.5363 (0.5666) loss_giou_aux_0: 0.5652 (0.5971) loss_giou_aux_1: 0.5427 (0.5757) loss_giou_aux_2: 0.5410 (0.5698) loss_giou_aux_3: 0.5323 (0.5672) loss_giou_aux_4: 0.5354 (0.5667) loss_giou_aux_5: 0.6576 (0.6820) loss_giou_dn_0: 0.7293 (0.7273) loss_giou_dn_1: 0.6283 (0.6218) loss_giou_dn_2: 0.6107 (0.5968) loss_giou_dn_3: 0.6042 (0.5889) loss_giou_dn_4: 0.6004 (0.5866) loss_giou_dn_5: 0.5990 (0.5866) loss_vfl: 0.7680 (0.7771) loss_vfl_aux_0: 0.8829 (0.9203) loss_vfl_aux_1: 0.8319 (0.8732) loss_vfl_aux_2: 0.7704 (0.8183) loss_vfl_aux_3: 0.7572 (0.7903) loss_vfl_aux_4: 0.7623 (0.7797) loss_vfl_aux_5: 0.8756 (0.8991) loss_vfl_dn_0: 0.4819 (0.4897) loss_vfl_dn_1: 0.4405 (0.4481) loss_vfl_dn_2: 0.4315 (0.4309) loss_vfl_dn_3: 0.4230 (0.4234) loss_vfl_dn_4: 0.4219 (0.4210) loss_vfl_dn_5: 0.4222 (0.4210) time: 0.4685 data: 0.0142 max mem: 5653 Epoch: [5] [5800/7393] eta: 0:12:39 lr: 0.000010 loss: 19.3521 (19.5907) loss_bbox: 0.2154 (0.1986) loss_bbox_aux_0: 0.2074 (0.2149) loss_bbox_aux_1: 0.2123 (0.2030) loss_bbox_aux_2: 0.2077 (0.1996) loss_bbox_aux_3: 0.2138 (0.1983) loss_bbox_aux_4: 0.2150 (0.1986) loss_bbox_aux_5: 0.2592 (0.2637) loss_bbox_dn_0: 0.3501 (0.3736) loss_bbox_dn_1: 0.2852 (0.3027) loss_bbox_dn_2: 0.2627 (0.2842) loss_bbox_dn_3: 0.2542 (0.2770) loss_bbox_dn_4: 0.2500 (0.2746) loss_bbox_dn_5: 0.2504 (0.2742) loss_giou: 0.5368 (0.5671) loss_giou_aux_0: 0.5688 (0.5975) loss_giou_aux_1: 0.5428 (0.5762) loss_giou_aux_2: 0.5412 (0.5703) loss_giou_aux_3: 0.5375 (0.5677) loss_giou_aux_4: 0.5400 (0.5672) loss_giou_aux_5: 0.6584 (0.6824) loss_giou_dn_0: 0.7093 (0.7274) loss_giou_dn_1: 0.6115 (0.6220) loss_giou_dn_2: 0.5888 (0.5970) loss_giou_dn_3: 0.5809 (0.5891) loss_giou_dn_4: 0.5784 (0.5868) loss_giou_dn_5: 0.5786 (0.5868) loss_vfl: 0.7606 (0.7769) loss_vfl_aux_0: 0.8752 (0.9200) loss_vfl_aux_1: 0.8507 (0.8730) loss_vfl_aux_2: 0.8152 (0.8181) loss_vfl_aux_3: 0.7601 (0.7901) loss_vfl_aux_4: 0.7473 (0.7795) loss_vfl_aux_5: 0.8605 (0.8989) loss_vfl_dn_0: 0.4857 (0.4896) loss_vfl_dn_1: 0.4476 (0.4481) loss_vfl_dn_2: 0.4302 (0.4309) loss_vfl_dn_3: 0.4261 (0.4234) loss_vfl_dn_4: 0.4193 (0.4210) loss_vfl_dn_5: 0.4205 (0.4210) time: 0.4702 data: 0.0138 max mem: 5653 Epoch: [5] [5900/7393] eta: 0:11:51 lr: 0.000010 loss: 19.1322 (19.5882) loss_bbox: 0.1918 (0.1986) loss_bbox_aux_0: 0.2060 (0.2149) loss_bbox_aux_1: 0.2034 (0.2029) loss_bbox_aux_2: 0.2002 (0.1996) loss_bbox_aux_3: 0.1999 (0.1983) loss_bbox_aux_4: 0.1919 (0.1986) loss_bbox_aux_5: 0.2539 (0.2637) loss_bbox_dn_0: 0.3558 (0.3737) loss_bbox_dn_1: 0.2965 (0.3027) loss_bbox_dn_2: 0.2695 (0.2842) loss_bbox_dn_3: 0.2533 (0.2770) loss_bbox_dn_4: 0.2472 (0.2746) loss_bbox_dn_5: 0.2459 (0.2741) loss_giou: 0.5347 (0.5670) loss_giou_aux_0: 0.5742 (0.5975) loss_giou_aux_1: 0.5537 (0.5761) loss_giou_aux_2: 0.5396 (0.5702) loss_giou_aux_3: 0.5378 (0.5677) loss_giou_aux_4: 0.5333 (0.5672) loss_giou_aux_5: 0.6731 (0.6823) loss_giou_dn_0: 0.7212 (0.7273) loss_giou_dn_1: 0.6135 (0.6219) loss_giou_dn_2: 0.5866 (0.5969) loss_giou_dn_3: 0.5827 (0.5890) loss_giou_dn_4: 0.5813 (0.5867) loss_giou_dn_5: 0.5817 (0.5867) loss_vfl: 0.7647 (0.7767) loss_vfl_aux_0: 0.9456 (0.9199) loss_vfl_aux_1: 0.8864 (0.8727) loss_vfl_aux_2: 0.8167 (0.8180) loss_vfl_aux_3: 0.7824 (0.7899) loss_vfl_aux_4: 0.7681 (0.7793) loss_vfl_aux_5: 0.8779 (0.8988) loss_vfl_dn_0: 0.4866 (0.4896) loss_vfl_dn_1: 0.4400 (0.4480) loss_vfl_dn_2: 0.4235 (0.4308) loss_vfl_dn_3: 0.4126 (0.4233) loss_vfl_dn_4: 0.4110 (0.4209) loss_vfl_dn_5: 0.4084 (0.4209) time: 0.4710 data: 0.0143 max mem: 5653 Epoch: [5] [6000/7393] eta: 0:11:03 lr: 0.000010 loss: 19.4073 (19.5840) loss_bbox: 0.1817 (0.1985) loss_bbox_aux_0: 0.1922 (0.2149) loss_bbox_aux_1: 0.1804 (0.2029) loss_bbox_aux_2: 0.1831 (0.1995) loss_bbox_aux_3: 0.1808 (0.1982) loss_bbox_aux_4: 0.1814 (0.1985) loss_bbox_aux_5: 0.2449 (0.2636) loss_bbox_dn_0: 0.3161 (0.3734) loss_bbox_dn_1: 0.2683 (0.3025) loss_bbox_dn_2: 0.2568 (0.2839) loss_bbox_dn_3: 0.2460 (0.2768) loss_bbox_dn_4: 0.2445 (0.2743) loss_bbox_dn_5: 0.2442 (0.2739) loss_giou: 0.5761 (0.5673) loss_giou_aux_0: 0.6105 (0.5978) loss_giou_aux_1: 0.5893 (0.5764) loss_giou_aux_2: 0.5829 (0.5705) loss_giou_aux_3: 0.5769 (0.5680) loss_giou_aux_4: 0.5825 (0.5675) loss_giou_aux_5: 0.6864 (0.6826) loss_giou_dn_0: 0.7387 (0.7274) loss_giou_dn_1: 0.6384 (0.6220) loss_giou_dn_2: 0.6146 (0.5970) loss_giou_dn_3: 0.6089 (0.5891) loss_giou_dn_4: 0.6045 (0.5868) loss_giou_dn_5: 0.6045 (0.5868) loss_vfl: 0.7400 (0.7761) loss_vfl_aux_0: 0.8570 (0.9192) loss_vfl_aux_1: 0.8144 (0.8720) loss_vfl_aux_2: 0.7709 (0.8174) loss_vfl_aux_3: 0.7530 (0.7892) loss_vfl_aux_4: 0.7324 (0.7787) loss_vfl_aux_5: 0.8270 (0.8982) loss_vfl_dn_0: 0.4842 (0.4895) loss_vfl_dn_1: 0.4435 (0.4479) loss_vfl_dn_2: 0.4290 (0.4307) loss_vfl_dn_3: 0.4207 (0.4232) loss_vfl_dn_4: 0.4190 (0.4209) loss_vfl_dn_5: 0.4218 (0.4208) time: 0.4662 data: 0.0139 max mem: 5653 Epoch: [5] [6100/7393] eta: 0:10:16 lr: 0.000010 loss: 18.8786 (19.5829) loss_bbox: 0.1580 (0.1985) loss_bbox_aux_0: 0.1680 (0.2149) loss_bbox_aux_1: 0.1659 (0.2028) loss_bbox_aux_2: 0.1615 (0.1994) loss_bbox_aux_3: 0.1606 (0.1982) loss_bbox_aux_4: 0.1677 (0.1984) loss_bbox_aux_5: 0.2145 (0.2636) loss_bbox_dn_0: 0.3607 (0.3735) loss_bbox_dn_1: 0.2593 (0.3025) loss_bbox_dn_2: 0.2341 (0.2840) loss_bbox_dn_3: 0.2260 (0.2767) loss_bbox_dn_4: 0.2246 (0.2743) loss_bbox_dn_5: 0.2239 (0.2739) loss_giou: 0.4801 (0.5673) loss_giou_aux_0: 0.5133 (0.5977) loss_giou_aux_1: 0.4831 (0.5764) loss_giou_aux_2: 0.4894 (0.5704) loss_giou_aux_3: 0.4811 (0.5680) loss_giou_aux_4: 0.4800 (0.5674) loss_giou_aux_5: 0.5944 (0.6826) loss_giou_dn_0: 0.6675 (0.7273) loss_giou_dn_1: 0.5585 (0.6218) loss_giou_dn_2: 0.5363 (0.5968) loss_giou_dn_3: 0.5274 (0.5889) loss_giou_dn_4: 0.5253 (0.5866) loss_giou_dn_5: 0.5254 (0.5866) loss_vfl: 0.7126 (0.7762) loss_vfl_aux_0: 0.9211 (0.9193) loss_vfl_aux_1: 0.8514 (0.8723) loss_vfl_aux_2: 0.8020 (0.8175) loss_vfl_aux_3: 0.7801 (0.7892) loss_vfl_aux_4: 0.7408 (0.7787) loss_vfl_aux_5: 0.9211 (0.8984) loss_vfl_dn_0: 0.4829 (0.4895) loss_vfl_dn_1: 0.4408 (0.4478) loss_vfl_dn_2: 0.4245 (0.4306) loss_vfl_dn_3: 0.4098 (0.4232) loss_vfl_dn_4: 0.4054 (0.4208) loss_vfl_dn_5: 0.4042 (0.4208) time: 0.4669 data: 0.0140 max mem: 5653 Epoch: [5] [6200/7393] eta: 0:09:28 lr: 0.000010 loss: 19.1941 (19.5794) loss_bbox: 0.1929 (0.1984) loss_bbox_aux_0: 0.1956 (0.2147) loss_bbox_aux_1: 0.1979 (0.2028) loss_bbox_aux_2: 0.1980 (0.1994) loss_bbox_aux_3: 0.1936 (0.1981) loss_bbox_aux_4: 0.1974 (0.1984) loss_bbox_aux_5: 0.2512 (0.2636) loss_bbox_dn_0: 0.3705 (0.3734) loss_bbox_dn_1: 0.2988 (0.3024) loss_bbox_dn_2: 0.2768 (0.2839) loss_bbox_dn_3: 0.2581 (0.2766) loss_bbox_dn_4: 0.2554 (0.2742) loss_bbox_dn_5: 0.2539 (0.2738) loss_giou: 0.5883 (0.5672) loss_giou_aux_0: 0.5910 (0.5976) loss_giou_aux_1: 0.5873 (0.5763) loss_giou_aux_2: 0.5763 (0.5704) loss_giou_aux_3: 0.5855 (0.5679) loss_giou_aux_4: 0.5850 (0.5674) loss_giou_aux_5: 0.6757 (0.6825) loss_giou_dn_0: 0.7028 (0.7271) loss_giou_dn_1: 0.6126 (0.6216) loss_giou_dn_2: 0.5828 (0.5967) loss_giou_dn_3: 0.5769 (0.5888) loss_giou_dn_4: 0.5753 (0.5865) loss_giou_dn_5: 0.5752 (0.5865) loss_vfl: 0.7293 (0.7761) loss_vfl_aux_0: 0.8876 (0.9193) loss_vfl_aux_1: 0.8270 (0.8721) loss_vfl_aux_2: 0.7673 (0.8173) loss_vfl_aux_3: 0.7425 (0.7891) loss_vfl_aux_4: 0.7351 (0.7786) loss_vfl_aux_5: 0.8663 (0.8985) loss_vfl_dn_0: 0.4787 (0.4895) loss_vfl_dn_1: 0.4363 (0.4478) loss_vfl_dn_2: 0.4223 (0.4306) loss_vfl_dn_3: 0.4161 (0.4231) loss_vfl_dn_4: 0.4140 (0.4208) loss_vfl_dn_5: 0.4089 (0.4207) time: 0.4739 data: 0.0144 max mem: 5653 Epoch: [5] [6300/7393] eta: 0:08:40 lr: 0.000010 loss: 19.0383 (19.5750) loss_bbox: 0.1816 (0.1984) loss_bbox_aux_0: 0.1983 (0.2147) loss_bbox_aux_1: 0.1834 (0.2027) loss_bbox_aux_2: 0.1808 (0.1993) loss_bbox_aux_3: 0.1815 (0.1980) loss_bbox_aux_4: 0.1831 (0.1983) loss_bbox_aux_5: 0.2750 (0.2635) loss_bbox_dn_0: 0.3583 (0.3732) loss_bbox_dn_1: 0.2837 (0.3022) loss_bbox_dn_2: 0.2742 (0.2837) loss_bbox_dn_3: 0.2692 (0.2765) loss_bbox_dn_4: 0.2693 (0.2740) loss_bbox_dn_5: 0.2715 (0.2736) loss_giou: 0.4994 (0.5672) loss_giou_aux_0: 0.5152 (0.5975) loss_giou_aux_1: 0.5215 (0.5763) loss_giou_aux_2: 0.5058 (0.5703) loss_giou_aux_3: 0.4994 (0.5679) loss_giou_aux_4: 0.4993 (0.5673) loss_giou_aux_5: 0.6042 (0.6823) loss_giou_dn_0: 0.6952 (0.7271) loss_giou_dn_1: 0.5793 (0.6216) loss_giou_dn_2: 0.5530 (0.5967) loss_giou_dn_3: 0.5471 (0.5888) loss_giou_dn_4: 0.5437 (0.5865) loss_giou_dn_5: 0.5437 (0.5865) loss_vfl: 0.7752 (0.7758) loss_vfl_aux_0: 0.9017 (0.9189) loss_vfl_aux_1: 0.8365 (0.8718) loss_vfl_aux_2: 0.7881 (0.8170) loss_vfl_aux_3: 0.7743 (0.7888) loss_vfl_aux_4: 0.7651 (0.7783) loss_vfl_aux_5: 0.9335 (0.8983) loss_vfl_dn_0: 0.4904 (0.4894) loss_vfl_dn_1: 0.4471 (0.4477) loss_vfl_dn_2: 0.4266 (0.4305) loss_vfl_dn_3: 0.4214 (0.4230) loss_vfl_dn_4: 0.4173 (0.4207) loss_vfl_dn_5: 0.4175 (0.4206) time: 0.4693 data: 0.0140 max mem: 5653 Epoch: [5] [6400/7393] eta: 0:07:52 lr: 0.000010 loss: 18.8093 (19.5746) loss_bbox: 0.2065 (0.1984) loss_bbox_aux_0: 0.2078 (0.2148) loss_bbox_aux_1: 0.2112 (0.2028) loss_bbox_aux_2: 0.2226 (0.1993) loss_bbox_aux_3: 0.2165 (0.1981) loss_bbox_aux_4: 0.2107 (0.1984) loss_bbox_aux_5: 0.2496 (0.2634) loss_bbox_dn_0: 0.3707 (0.3732) loss_bbox_dn_1: 0.2874 (0.3022) loss_bbox_dn_2: 0.2663 (0.2836) loss_bbox_dn_3: 0.2528 (0.2764) loss_bbox_dn_4: 0.2524 (0.2740) loss_bbox_dn_5: 0.2520 (0.2736) loss_giou: 0.5122 (0.5670) loss_giou_aux_0: 0.5440 (0.5973) loss_giou_aux_1: 0.5255 (0.5762) loss_giou_aux_2: 0.5214 (0.5702) loss_giou_aux_3: 0.5085 (0.5677) loss_giou_aux_4: 0.5101 (0.5672) loss_giou_aux_5: 0.6413 (0.6821) loss_giou_dn_0: 0.7008 (0.7269) loss_giou_dn_1: 0.5872 (0.6215) loss_giou_dn_2: 0.5611 (0.5965) loss_giou_dn_3: 0.5512 (0.5886) loss_giou_dn_4: 0.5506 (0.5863) loss_giou_dn_5: 0.5501 (0.5863) loss_vfl: 0.7428 (0.7759) loss_vfl_aux_0: 0.9433 (0.9195) loss_vfl_aux_1: 0.8655 (0.8721) loss_vfl_aux_2: 0.8196 (0.8173) loss_vfl_aux_3: 0.7720 (0.7890) loss_vfl_aux_4: 0.7379 (0.7784) loss_vfl_aux_5: 0.8834 (0.8985) loss_vfl_dn_0: 0.4893 (0.4895) loss_vfl_dn_1: 0.4490 (0.4477) loss_vfl_dn_2: 0.4308 (0.4305) loss_vfl_dn_3: 0.4214 (0.4230) loss_vfl_dn_4: 0.4187 (0.4207) loss_vfl_dn_5: 0.4217 (0.4206) time: 0.4985 data: 0.0142 max mem: 5653 Epoch: [5] [6500/7393] eta: 0:07:05 lr: 0.000010 loss: 19.5240 (19.5710) loss_bbox: 0.1854 (0.1983) loss_bbox_aux_0: 0.2037 (0.2147) loss_bbox_aux_1: 0.1936 (0.2027) loss_bbox_aux_2: 0.1885 (0.1992) loss_bbox_aux_3: 0.1892 (0.1980) loss_bbox_aux_4: 0.1863 (0.1982) loss_bbox_aux_5: 0.2382 (0.2633) loss_bbox_dn_0: 0.3527 (0.3731) loss_bbox_dn_1: 0.2949 (0.3021) loss_bbox_dn_2: 0.2634 (0.2835) loss_bbox_dn_3: 0.2586 (0.2763) loss_bbox_dn_4: 0.2571 (0.2738) loss_bbox_dn_5: 0.2576 (0.2734) loss_giou: 0.5630 (0.5667) loss_giou_aux_0: 0.6012 (0.5970) loss_giou_aux_1: 0.5836 (0.5759) loss_giou_aux_2: 0.5751 (0.5699) loss_giou_aux_3: 0.5657 (0.5674) loss_giou_aux_4: 0.5660 (0.5668) loss_giou_aux_5: 0.6943 (0.6818) loss_giou_dn_0: 0.7248 (0.7267) loss_giou_dn_1: 0.6409 (0.6212) loss_giou_dn_2: 0.6242 (0.5962) loss_giou_dn_3: 0.6150 (0.5883) loss_giou_dn_4: 0.6132 (0.5860) loss_giou_dn_5: 0.6133 (0.5860) loss_vfl: 0.8201 (0.7761) loss_vfl_aux_0: 0.9485 (0.9198) loss_vfl_aux_1: 0.8980 (0.8723) loss_vfl_aux_2: 0.8688 (0.8175) loss_vfl_aux_3: 0.8361 (0.7893) loss_vfl_aux_4: 0.8242 (0.7786) loss_vfl_aux_5: 0.9137 (0.8987) loss_vfl_dn_0: 0.4897 (0.4895) loss_vfl_dn_1: 0.4542 (0.4478) loss_vfl_dn_2: 0.4386 (0.4305) loss_vfl_dn_3: 0.4285 (0.4231) loss_vfl_dn_4: 0.4316 (0.4207) loss_vfl_dn_5: 0.4297 (0.4206) time: 0.4730 data: 0.0139 max mem: 5653 Epoch: [5] [6600/7393] eta: 0:06:17 lr: 0.000010 loss: 19.1285 (19.5681) loss_bbox: 0.1893 (0.1982) loss_bbox_aux_0: 0.1982 (0.2146) loss_bbox_aux_1: 0.1893 (0.2026) loss_bbox_aux_2: 0.1893 (0.1992) loss_bbox_aux_3: 0.1963 (0.1979) loss_bbox_aux_4: 0.1935 (0.1982) loss_bbox_aux_5: 0.2482 (0.2632) loss_bbox_dn_0: 0.3407 (0.3729) loss_bbox_dn_1: 0.2741 (0.3019) loss_bbox_dn_2: 0.2558 (0.2833) loss_bbox_dn_3: 0.2470 (0.2761) loss_bbox_dn_4: 0.2478 (0.2736) loss_bbox_dn_5: 0.2476 (0.2732) loss_giou: 0.5231 (0.5666) loss_giou_aux_0: 0.5495 (0.5970) loss_giou_aux_1: 0.5285 (0.5758) loss_giou_aux_2: 0.5349 (0.5698) loss_giou_aux_3: 0.5286 (0.5673) loss_giou_aux_4: 0.5234 (0.5668) loss_giou_aux_5: 0.6398 (0.6817) loss_giou_dn_0: 0.7011 (0.7267) loss_giou_dn_1: 0.6009 (0.6212) loss_giou_dn_2: 0.5713 (0.5962) loss_giou_dn_3: 0.5653 (0.5883) loss_giou_dn_4: 0.5643 (0.5860) loss_giou_dn_5: 0.5645 (0.5860) loss_vfl: 0.7543 (0.7761) loss_vfl_aux_0: 0.9326 (0.9198) loss_vfl_aux_1: 0.8754 (0.8722) loss_vfl_aux_2: 0.8165 (0.8175) loss_vfl_aux_3: 0.7909 (0.7892) loss_vfl_aux_4: 0.7658 (0.7786) loss_vfl_aux_5: 0.9172 (0.8986) loss_vfl_dn_0: 0.4941 (0.4896) loss_vfl_dn_1: 0.4456 (0.4478) loss_vfl_dn_2: 0.4285 (0.4305) loss_vfl_dn_3: 0.4226 (0.4230) loss_vfl_dn_4: 0.4198 (0.4206) loss_vfl_dn_5: 0.4184 (0.4206) time: 0.4698 data: 0.0138 max mem: 5653 Epoch: [5] [6700/7393] eta: 0:05:29 lr: 0.000010 loss: 18.5842 (19.5651) loss_bbox: 0.1734 (0.1982) loss_bbox_aux_0: 0.1903 (0.2146) loss_bbox_aux_1: 0.1856 (0.2026) loss_bbox_aux_2: 0.1762 (0.1992) loss_bbox_aux_3: 0.1747 (0.1979) loss_bbox_aux_4: 0.1734 (0.1982) loss_bbox_aux_5: 0.2350 (0.2632) loss_bbox_dn_0: 0.3175 (0.3729) loss_bbox_dn_1: 0.2590 (0.3019) loss_bbox_dn_2: 0.2364 (0.2833) loss_bbox_dn_3: 0.2259 (0.2760) loss_bbox_dn_4: 0.2251 (0.2736) loss_bbox_dn_5: 0.2244 (0.2732) loss_giou: 0.5435 (0.5666) loss_giou_aux_0: 0.5697 (0.5969) loss_giou_aux_1: 0.5501 (0.5757) loss_giou_aux_2: 0.5471 (0.5698) loss_giou_aux_3: 0.5347 (0.5673) loss_giou_aux_4: 0.5401 (0.5668) loss_giou_aux_5: 0.6321 (0.6816) loss_giou_dn_0: 0.7091 (0.7266) loss_giou_dn_1: 0.5751 (0.6211) loss_giou_dn_2: 0.5547 (0.5961) loss_giou_dn_3: 0.5445 (0.5882) loss_giou_dn_4: 0.5424 (0.5859) loss_giou_dn_5: 0.5420 (0.5858) loss_vfl: 0.7313 (0.7758) loss_vfl_aux_0: 0.8883 (0.9196) loss_vfl_aux_1: 0.8378 (0.8720) loss_vfl_aux_2: 0.8044 (0.8171) loss_vfl_aux_3: 0.7556 (0.7889) loss_vfl_aux_4: 0.7403 (0.7783) loss_vfl_aux_5: 0.8501 (0.8985) loss_vfl_dn_0: 0.4845 (0.4895) loss_vfl_dn_1: 0.4425 (0.4477) loss_vfl_dn_2: 0.4239 (0.4305) loss_vfl_dn_3: 0.4144 (0.4230) loss_vfl_dn_4: 0.4100 (0.4206) loss_vfl_dn_5: 0.4124 (0.4205) time: 0.4598 data: 0.0143 max mem: 5653 Epoch: [5] [6800/7393] eta: 0:04:42 lr: 0.000010 loss: 19.5730 (19.5646) loss_bbox: 0.1886 (0.1983) loss_bbox_aux_0: 0.2044 (0.2147) loss_bbox_aux_1: 0.1978 (0.2027) loss_bbox_aux_2: 0.2023 (0.1993) loss_bbox_aux_3: 0.1840 (0.1980) loss_bbox_aux_4: 0.1887 (0.1983) loss_bbox_aux_5: 0.2472 (0.2633) loss_bbox_dn_0: 0.3347 (0.3730) loss_bbox_dn_1: 0.2802 (0.3019) loss_bbox_dn_2: 0.2644 (0.2833) loss_bbox_dn_3: 0.2566 (0.2761) loss_bbox_dn_4: 0.2532 (0.2736) loss_bbox_dn_5: 0.2528 (0.2732) loss_giou: 0.5440 (0.5664) loss_giou_aux_0: 0.5710 (0.5968) loss_giou_aux_1: 0.5451 (0.5756) loss_giou_aux_2: 0.5370 (0.5696) loss_giou_aux_3: 0.5435 (0.5671) loss_giou_aux_4: 0.5470 (0.5666) loss_giou_aux_5: 0.6604 (0.6814) loss_giou_dn_0: 0.7257 (0.7264) loss_giou_dn_1: 0.6353 (0.6209) loss_giou_dn_2: 0.5993 (0.5960) loss_giou_dn_3: 0.5843 (0.5880) loss_giou_dn_4: 0.5813 (0.5857) loss_giou_dn_5: 0.5813 (0.5857) loss_vfl: 0.7413 (0.7759) loss_vfl_aux_0: 0.8975 (0.9198) loss_vfl_aux_1: 0.8301 (0.8721) loss_vfl_aux_2: 0.7890 (0.8172) loss_vfl_aux_3: 0.7483 (0.7890) loss_vfl_aux_4: 0.7525 (0.7784) loss_vfl_aux_5: 0.8522 (0.8986) loss_vfl_dn_0: 0.4961 (0.4895) loss_vfl_dn_1: 0.4474 (0.4477) loss_vfl_dn_2: 0.4295 (0.4304) loss_vfl_dn_3: 0.4220 (0.4230) loss_vfl_dn_4: 0.4202 (0.4206) loss_vfl_dn_5: 0.4214 (0.4205) time: 0.4789 data: 0.0141 max mem: 5653 Epoch: [5] [6900/7393] eta: 0:03:54 lr: 0.000010 loss: 19.3361 (19.5612) loss_bbox: 0.1870 (0.1983) loss_bbox_aux_0: 0.2007 (0.2147) loss_bbox_aux_1: 0.1888 (0.2027) loss_bbox_aux_2: 0.1933 (0.1993) loss_bbox_aux_3: 0.1892 (0.1980) loss_bbox_aux_4: 0.1845 (0.1983) loss_bbox_aux_5: 0.2499 (0.2634) loss_bbox_dn_0: 0.3194 (0.3728) loss_bbox_dn_1: 0.2478 (0.3017) loss_bbox_dn_2: 0.2330 (0.2831) loss_bbox_dn_3: 0.2267 (0.2759) loss_bbox_dn_4: 0.2252 (0.2734) loss_bbox_dn_5: 0.2245 (0.2730) loss_giou: 0.5708 (0.5663) loss_giou_aux_0: 0.5960 (0.5967) loss_giou_aux_1: 0.5826 (0.5755) loss_giou_aux_2: 0.5729 (0.5695) loss_giou_aux_3: 0.5741 (0.5670) loss_giou_aux_4: 0.5755 (0.5665) loss_giou_aux_5: 0.6692 (0.6813) loss_giou_dn_0: 0.7412 (0.7263) loss_giou_dn_1: 0.6495 (0.6209) loss_giou_dn_2: 0.6258 (0.5959) loss_giou_dn_3: 0.6129 (0.5879) loss_giou_dn_4: 0.6087 (0.5856) loss_giou_dn_5: 0.6081 (0.5856) loss_vfl: 0.7681 (0.7758) loss_vfl_aux_0: 0.8895 (0.9197) loss_vfl_aux_1: 0.8477 (0.8719) loss_vfl_aux_2: 0.7918 (0.8170) loss_vfl_aux_3: 0.7688 (0.7889) loss_vfl_aux_4: 0.7621 (0.7783) loss_vfl_aux_5: 0.8745 (0.8985) loss_vfl_dn_0: 0.4875 (0.4895) loss_vfl_dn_1: 0.4389 (0.4476) loss_vfl_dn_2: 0.4220 (0.4304) loss_vfl_dn_3: 0.4165 (0.4229) loss_vfl_dn_4: 0.4173 (0.4205) loss_vfl_dn_5: 0.4207 (0.4204) time: 0.4667 data: 0.0142 max mem: 5653 Epoch: [5] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 19.5325 (19.5601) loss_bbox: 0.1886 (0.1982) loss_bbox_aux_0: 0.2086 (0.2146) loss_bbox_aux_1: 0.1980 (0.2027) loss_bbox_aux_2: 0.1882 (0.1992) loss_bbox_aux_3: 0.1899 (0.1979) loss_bbox_aux_4: 0.1891 (0.1982) loss_bbox_aux_5: 0.2539 (0.2632) loss_bbox_dn_0: 0.3365 (0.3726) loss_bbox_dn_1: 0.2874 (0.3016) loss_bbox_dn_2: 0.2725 (0.2830) loss_bbox_dn_3: 0.2634 (0.2757) loss_bbox_dn_4: 0.2610 (0.2733) loss_bbox_dn_5: 0.2605 (0.2729) loss_giou: 0.6047 (0.5665) loss_giou_aux_0: 0.6302 (0.5969) loss_giou_aux_1: 0.6117 (0.5757) loss_giou_aux_2: 0.6111 (0.5697) loss_giou_aux_3: 0.6053 (0.5672) loss_giou_aux_4: 0.6066 (0.5667) loss_giou_aux_5: 0.7018 (0.6815) loss_giou_dn_0: 0.7373 (0.7263) loss_giou_dn_1: 0.6388 (0.6209) loss_giou_dn_2: 0.6179 (0.5959) loss_giou_dn_3: 0.6135 (0.5880) loss_giou_dn_4: 0.6114 (0.5857) loss_giou_dn_5: 0.6117 (0.5857) loss_vfl: 0.7105 (0.7757) loss_vfl_aux_0: 0.8591 (0.9196) loss_vfl_aux_1: 0.8148 (0.8717) loss_vfl_aux_2: 0.7648 (0.8169) loss_vfl_aux_3: 0.7260 (0.7888) loss_vfl_aux_4: 0.7169 (0.7782) loss_vfl_aux_5: 0.8468 (0.8983) loss_vfl_dn_0: 0.4811 (0.4895) loss_vfl_dn_1: 0.4439 (0.4476) loss_vfl_dn_2: 0.4246 (0.4303) loss_vfl_dn_3: 0.4186 (0.4228) loss_vfl_dn_4: 0.4151 (0.4204) loss_vfl_dn_5: 0.4162 (0.4204) time: 0.4693 data: 0.0140 max mem: 5653 Epoch: [5] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 19.9821 (19.5578) loss_bbox: 0.1890 (0.1982) loss_bbox_aux_0: 0.2175 (0.2146) loss_bbox_aux_1: 0.1934 (0.2026) loss_bbox_aux_2: 0.2011 (0.1992) loss_bbox_aux_3: 0.1976 (0.1979) loss_bbox_aux_4: 0.1884 (0.1981) loss_bbox_aux_5: 0.2779 (0.2632) loss_bbox_dn_0: 0.3892 (0.3725) loss_bbox_dn_1: 0.3166 (0.3015) loss_bbox_dn_2: 0.2932 (0.2829) loss_bbox_dn_3: 0.2809 (0.2756) loss_bbox_dn_4: 0.2746 (0.2731) loss_bbox_dn_5: 0.2736 (0.2727) loss_giou: 0.5771 (0.5665) loss_giou_aux_0: 0.6337 (0.5969) loss_giou_aux_1: 0.5978 (0.5758) loss_giou_aux_2: 0.6042 (0.5698) loss_giou_aux_3: 0.5835 (0.5672) loss_giou_aux_4: 0.6002 (0.5667) loss_giou_aux_5: 0.7132 (0.6816) loss_giou_dn_0: 0.7303 (0.7262) loss_giou_dn_1: 0.6371 (0.6207) loss_giou_dn_2: 0.6126 (0.5958) loss_giou_dn_3: 0.6039 (0.5878) loss_giou_dn_4: 0.6010 (0.5855) loss_giou_dn_5: 0.6007 (0.5855) loss_vfl: 0.7854 (0.7757) loss_vfl_aux_0: 0.9145 (0.9197) loss_vfl_aux_1: 0.8801 (0.8716) loss_vfl_aux_2: 0.8289 (0.8168) loss_vfl_aux_3: 0.8098 (0.7888) loss_vfl_aux_4: 0.7928 (0.7782) loss_vfl_aux_5: 0.8669 (0.8981) loss_vfl_dn_0: 0.4914 (0.4895) loss_vfl_dn_1: 0.4443 (0.4476) loss_vfl_dn_2: 0.4276 (0.4303) loss_vfl_dn_3: 0.4182 (0.4228) loss_vfl_dn_4: 0.4149 (0.4204) loss_vfl_dn_5: 0.4145 (0.4203) time: 0.4797 data: 0.0139 max mem: 5653 Epoch: [5] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 19.1088 (19.5566) loss_bbox: 0.1703 (0.1981) loss_bbox_aux_0: 0.1832 (0.2145) loss_bbox_aux_1: 0.1805 (0.2026) loss_bbox_aux_2: 0.1712 (0.1991) loss_bbox_aux_3: 0.1731 (0.1978) loss_bbox_aux_4: 0.1746 (0.1981) loss_bbox_aux_5: 0.2217 (0.2631) loss_bbox_dn_0: 0.2928 (0.3724) loss_bbox_dn_1: 0.2268 (0.3014) loss_bbox_dn_2: 0.2121 (0.2828) loss_bbox_dn_3: 0.2092 (0.2755) loss_bbox_dn_4: 0.2066 (0.2730) loss_bbox_dn_5: 0.2052 (0.2726) loss_giou: 0.5654 (0.5665) loss_giou_aux_0: 0.5912 (0.5970) loss_giou_aux_1: 0.5724 (0.5758) loss_giou_aux_2: 0.5628 (0.5698) loss_giou_aux_3: 0.5588 (0.5672) loss_giou_aux_4: 0.5738 (0.5667) loss_giou_aux_5: 0.6752 (0.6816) loss_giou_dn_0: 0.7406 (0.7263) loss_giou_dn_1: 0.6407 (0.6208) loss_giou_dn_2: 0.6152 (0.5959) loss_giou_dn_3: 0.6076 (0.5879) loss_giou_dn_4: 0.6050 (0.5856) loss_giou_dn_5: 0.6049 (0.5856) loss_vfl: 0.7466 (0.7756) loss_vfl_aux_0: 0.8725 (0.9196) loss_vfl_aux_1: 0.8007 (0.8715) loss_vfl_aux_2: 0.7707 (0.8167) loss_vfl_aux_3: 0.7584 (0.7887) loss_vfl_aux_4: 0.7505 (0.7781) loss_vfl_aux_5: 0.8222 (0.8980) loss_vfl_dn_0: 0.4879 (0.4894) loss_vfl_dn_1: 0.4408 (0.4475) loss_vfl_dn_2: 0.4252 (0.4302) loss_vfl_dn_3: 0.4163 (0.4227) loss_vfl_dn_4: 0.4148 (0.4203) loss_vfl_dn_5: 0.4163 (0.4202) time: 0.4580 data: 0.0140 max mem: 5653 Epoch: [5] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 19.1103 (19.5537) loss_bbox: 0.1783 (0.1981) loss_bbox_aux_0: 0.2125 (0.2146) loss_bbox_aux_1: 0.1900 (0.2026) loss_bbox_aux_2: 0.1871 (0.1992) loss_bbox_aux_3: 0.1864 (0.1979) loss_bbox_aux_4: 0.1800 (0.1981) loss_bbox_aux_5: 0.2642 (0.2631) loss_bbox_dn_0: 0.3463 (0.3724) loss_bbox_dn_1: 0.2671 (0.3013) loss_bbox_dn_2: 0.2430 (0.2827) loss_bbox_dn_3: 0.2347 (0.2754) loss_bbox_dn_4: 0.2336 (0.2729) loss_bbox_dn_5: 0.2333 (0.2725) loss_giou: 0.5414 (0.5664) loss_giou_aux_0: 0.5756 (0.5969) loss_giou_aux_1: 0.5558 (0.5757) loss_giou_aux_2: 0.5432 (0.5698) loss_giou_aux_3: 0.5446 (0.5671) loss_giou_aux_4: 0.5407 (0.5666) loss_giou_aux_5: 0.6601 (0.6814) loss_giou_dn_0: 0.7105 (0.7261) loss_giou_dn_1: 0.5933 (0.6206) loss_giou_dn_2: 0.5636 (0.5957) loss_giou_dn_3: 0.5563 (0.5877) loss_giou_dn_4: 0.5525 (0.5854) loss_giou_dn_5: 0.5517 (0.5854) loss_vfl: 0.7536 (0.7755) loss_vfl_aux_0: 0.8948 (0.9195) loss_vfl_aux_1: 0.8664 (0.8714) loss_vfl_aux_2: 0.8074 (0.8166) loss_vfl_aux_3: 0.7755 (0.7887) loss_vfl_aux_4: 0.7615 (0.7781) loss_vfl_aux_5: 0.8572 (0.8979) loss_vfl_dn_0: 0.4859 (0.4894) loss_vfl_dn_1: 0.4406 (0.4475) loss_vfl_dn_2: 0.4230 (0.4302) loss_vfl_dn_3: 0.4163 (0.4227) loss_vfl_dn_4: 0.4133 (0.4202) loss_vfl_dn_5: 0.4134 (0.4202) time: 0.4731 data: 0.0141 max mem: 5653 Epoch: [5] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 19.2231 (19.5560) loss_bbox: 0.1828 (0.1981) loss_bbox_aux_0: 0.1975 (0.2145) loss_bbox_aux_1: 0.1904 (0.2026) loss_bbox_aux_2: 0.1825 (0.1992) loss_bbox_aux_3: 0.1792 (0.1978) loss_bbox_aux_4: 0.1830 (0.1981) loss_bbox_aux_5: 0.2435 (0.2631) loss_bbox_dn_0: 0.3549 (0.3722) loss_bbox_dn_1: 0.2795 (0.3012) loss_bbox_dn_2: 0.2626 (0.2826) loss_bbox_dn_3: 0.2549 (0.2753) loss_bbox_dn_4: 0.2546 (0.2728) loss_bbox_dn_5: 0.2548 (0.2724) loss_giou: 0.5699 (0.5668) loss_giou_aux_0: 0.6005 (0.5973) loss_giou_aux_1: 0.5823 (0.5762) loss_giou_aux_2: 0.5824 (0.5702) loss_giou_aux_3: 0.5801 (0.5675) loss_giou_aux_4: 0.5688 (0.5670) loss_giou_aux_5: 0.6646 (0.6818) loss_giou_dn_0: 0.7027 (0.7263) loss_giou_dn_1: 0.6073 (0.6209) loss_giou_dn_2: 0.5809 (0.5959) loss_giou_dn_3: 0.5814 (0.5880) loss_giou_dn_4: 0.5795 (0.5856) loss_giou_dn_5: 0.5794 (0.5856) loss_vfl: 0.7694 (0.7755) loss_vfl_aux_0: 0.9056 (0.9194) loss_vfl_aux_1: 0.8437 (0.8713) loss_vfl_aux_2: 0.8101 (0.8164) loss_vfl_aux_3: 0.7741 (0.7886) loss_vfl_aux_4: 0.7589 (0.7780) loss_vfl_aux_5: 0.8866 (0.8978) loss_vfl_dn_0: 0.4846 (0.4893) loss_vfl_dn_1: 0.4436 (0.4474) loss_vfl_dn_2: 0.4247 (0.4301) loss_vfl_dn_3: 0.4194 (0.4226) loss_vfl_dn_4: 0.4167 (0.4202) loss_vfl_dn_5: 0.4163 (0.4201) time: 0.4603 data: 0.0142 max mem: 5653 Epoch: [5] Total time: 0:58:44 (0.4768 s / it) Averaged stats: lr: 0.000010 loss: 19.2231 (19.5560) loss_bbox: 0.1828 (0.1981) loss_bbox_aux_0: 0.1975 (0.2145) loss_bbox_aux_1: 0.1904 (0.2026) loss_bbox_aux_2: 0.1825 (0.1992) loss_bbox_aux_3: 0.1792 (0.1978) loss_bbox_aux_4: 0.1830 (0.1981) loss_bbox_aux_5: 0.2435 (0.2631) loss_bbox_dn_0: 0.3549 (0.3722) loss_bbox_dn_1: 0.2795 (0.3012) loss_bbox_dn_2: 0.2626 (0.2826) loss_bbox_dn_3: 0.2549 (0.2753) loss_bbox_dn_4: 0.2546 (0.2728) loss_bbox_dn_5: 0.2548 (0.2724) loss_giou: 0.5699 (0.5668) loss_giou_aux_0: 0.6005 (0.5973) loss_giou_aux_1: 0.5823 (0.5762) loss_giou_aux_2: 0.5824 (0.5702) loss_giou_aux_3: 0.5801 (0.5675) loss_giou_aux_4: 0.5688 (0.5670) loss_giou_aux_5: 0.6646 (0.6818) loss_giou_dn_0: 0.7027 (0.7263) loss_giou_dn_1: 0.6073 (0.6209) loss_giou_dn_2: 0.5809 (0.5959) loss_giou_dn_3: 0.5814 (0.5880) loss_giou_dn_4: 0.5795 (0.5856) loss_giou_dn_5: 0.5794 (0.5856) loss_vfl: 0.7694 (0.7755) loss_vfl_aux_0: 0.9056 (0.9194) loss_vfl_aux_1: 0.8437 (0.8713) loss_vfl_aux_2: 0.8101 (0.8164) loss_vfl_aux_3: 0.7741 (0.7886) loss_vfl_aux_4: 0.7589 (0.7780) loss_vfl_aux_5: 0.8866 (0.8978) loss_vfl_dn_0: 0.4846 (0.4893) loss_vfl_dn_1: 0.4436 (0.4474) loss_vfl_dn_2: 0.4247 (0.4301) loss_vfl_dn_3: 0.4194 (0.4226) loss_vfl_dn_4: 0.4167 (0.4202) loss_vfl_dn_5: 0.4163 (0.4201) Test: [ 0/157] eta: 0:03:55 time: 1.5001 data: 1.0859 max mem: 5653 Test: [ 10/157] eta: 0:01:12 time: 0.4928 data: 0.1232 max mem: 5653 Test: [ 20/157] eta: 0:01:00 time: 0.3868 data: 0.0265 max mem: 5653 Test: [ 30/157] eta: 0:00:53 time: 0.3822 data: 0.0261 max mem: 5653 Test: [ 40/157] eta: 0:00:48 time: 0.3848 data: 0.0265 max mem: 5653 Test: [ 50/157] eta: 0:00:43 time: 0.3894 data: 0.0270 max mem: 5653 Test: [ 60/157] eta: 0:00:39 time: 0.3934 data: 0.0272 max mem: 5653 Test: [ 70/157] eta: 0:00:41 time: 0.6616 data: 0.0274 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.6583 data: 0.0266 max mem: 5653 Test: [ 90/157] eta: 0:00:30 time: 0.3875 data: 0.0256 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.3800 data: 0.0265 max mem: 5653 Test: [110/157] eta: 0:00:20 time: 0.3790 data: 0.0263 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3789 data: 0.0256 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3780 data: 0.0260 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3741 data: 0.0256 max mem: 5653 Test: [150/157] eta: 0:00:02 time: 0.3623 data: 0.0256 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3544 data: 0.0248 max mem: 5653 Test: Total time: 0:01:06 (0.4244 s / it) Averaged stats: Accumulating evaluation results... DONE (t=29.92s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.453 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.623 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.268 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.673 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.470 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 best_stat: {'epoch': 5, 'coco_eval_bbox': 0.4528609670263228} Epoch: [6] [ 0/7393] eta: 6:21:22 lr: 0.000010 loss: 19.5923 (19.5923) loss_bbox: 0.1739 (0.1739) loss_bbox_aux_0: 0.1553 (0.1553) loss_bbox_aux_1: 0.1619 (0.1619) loss_bbox_aux_2: 0.1619 (0.1619) loss_bbox_aux_3: 0.1756 (0.1756) loss_bbox_aux_4: 0.1737 (0.1737) loss_bbox_aux_5: 0.1727 (0.1727) loss_bbox_dn_0: 0.2438 (0.2438) loss_bbox_dn_1: 0.2157 (0.2157) loss_bbox_dn_2: 0.2051 (0.2051) loss_bbox_dn_3: 0.2023 (0.2023) loss_bbox_dn_4: 0.1999 (0.1999) loss_bbox_dn_5: 0.1999 (0.1999) loss_giou: 0.6516 (0.6516) loss_giou_aux_0: 0.6528 (0.6528) loss_giou_aux_1: 0.6422 (0.6422) loss_giou_aux_2: 0.6537 (0.6537) loss_giou_aux_3: 0.6526 (0.6526) loss_giou_aux_4: 0.6511 (0.6511) loss_giou_aux_5: 0.7195 (0.7195) loss_giou_dn_0: 0.8062 (0.8062) loss_giou_dn_1: 0.7208 (0.7208) loss_giou_dn_2: 0.7052 (0.7052) loss_giou_dn_3: 0.7014 (0.7014) loss_giou_dn_4: 0.6992 (0.6992) loss_giou_dn_5: 0.6992 (0.6992) loss_vfl: 0.7366 (0.7366) loss_vfl_aux_0: 0.8412 (0.8412) loss_vfl_aux_1: 0.8169 (0.8169) loss_vfl_aux_2: 0.7452 (0.7452) loss_vfl_aux_3: 0.7432 (0.7432) loss_vfl_aux_4: 0.7384 (0.7384) loss_vfl_aux_5: 0.8465 (0.8465) loss_vfl_dn_0: 0.4783 (0.4783) loss_vfl_dn_1: 0.4643 (0.4643) loss_vfl_dn_2: 0.4512 (0.4512) loss_vfl_dn_3: 0.4436 (0.4436) loss_vfl_dn_4: 0.4439 (0.4439) loss_vfl_dn_5: 0.4459 (0.4459) time: 3.0952 data: 1.3911 max mem: 5653 Epoch: [6] [ 100/7393] eta: 1:00:25 lr: 0.000010 loss: 19.2211 (19.3432) loss_bbox: 0.1818 (0.1911) loss_bbox_aux_0: 0.2010 (0.2048) loss_bbox_aux_1: 0.1932 (0.1964) loss_bbox_aux_2: 0.1830 (0.1932) loss_bbox_aux_3: 0.1865 (0.1921) loss_bbox_aux_4: 0.1860 (0.1919) loss_bbox_aux_5: 0.2535 (0.2524) loss_bbox_dn_0: 0.3092 (0.3584) loss_bbox_dn_1: 0.2630 (0.2881) loss_bbox_dn_2: 0.2475 (0.2698) loss_bbox_dn_3: 0.2408 (0.2619) loss_bbox_dn_4: 0.2368 (0.2591) loss_bbox_dn_5: 0.2368 (0.2587) loss_giou: 0.5397 (0.5733) loss_giou_aux_0: 0.5689 (0.5995) loss_giou_aux_1: 0.5543 (0.5807) loss_giou_aux_2: 0.5489 (0.5768) loss_giou_aux_3: 0.5403 (0.5747) loss_giou_aux_4: 0.5477 (0.5734) loss_giou_aux_5: 0.6434 (0.6806) loss_giou_dn_0: 0.7089 (0.7261) loss_giou_dn_1: 0.6140 (0.6219) loss_giou_dn_2: 0.5824 (0.5980) loss_giou_dn_3: 0.5703 (0.5902) loss_giou_dn_4: 0.5695 (0.5878) loss_giou_dn_5: 0.5699 (0.5879) loss_vfl: 0.7525 (0.7614) loss_vfl_aux_0: 0.8793 (0.9095) loss_vfl_aux_1: 0.8189 (0.8571) loss_vfl_aux_2: 0.7629 (0.7988) loss_vfl_aux_3: 0.7441 (0.7720) loss_vfl_aux_4: 0.7447 (0.7643) loss_vfl_aux_5: 0.8462 (0.8823) loss_vfl_dn_0: 0.4772 (0.4856) loss_vfl_dn_1: 0.4425 (0.4437) loss_vfl_dn_2: 0.4215 (0.4269) loss_vfl_dn_3: 0.4134 (0.4193) loss_vfl_dn_4: 0.4138 (0.4166) loss_vfl_dn_5: 0.4135 (0.4166) time: 0.4695 data: 0.0146 max mem: 5653 Epoch: [6] [ 200/7393] eta: 0:58:19 lr: 0.000010 loss: 19.3552 (19.4010) loss_bbox: 0.1806 (0.1943) loss_bbox_aux_0: 0.2059 (0.2098) loss_bbox_aux_1: 0.1921 (0.1993) loss_bbox_aux_2: 0.1766 (0.1962) loss_bbox_aux_3: 0.1899 (0.1953) loss_bbox_aux_4: 0.1749 (0.1946) loss_bbox_aux_5: 0.2433 (0.2554) loss_bbox_dn_0: 0.3747 (0.3684) loss_bbox_dn_1: 0.3054 (0.2974) loss_bbox_dn_2: 0.2822 (0.2786) loss_bbox_dn_3: 0.2711 (0.2702) loss_bbox_dn_4: 0.2656 (0.2672) loss_bbox_dn_5: 0.2657 (0.2668) loss_giou: 0.5571 (0.5674) loss_giou_aux_0: 0.5812 (0.5954) loss_giou_aux_1: 0.5592 (0.5753) loss_giou_aux_2: 0.5611 (0.5708) loss_giou_aux_3: 0.5589 (0.5684) loss_giou_aux_4: 0.5643 (0.5673) loss_giou_aux_5: 0.6656 (0.6748) loss_giou_dn_0: 0.7374 (0.7223) loss_giou_dn_1: 0.6377 (0.6184) loss_giou_dn_2: 0.6123 (0.5943) loss_giou_dn_3: 0.6056 (0.5862) loss_giou_dn_4: 0.6029 (0.5837) loss_giou_dn_5: 0.6037 (0.5837) loss_vfl: 0.7722 (0.7662) loss_vfl_aux_0: 0.8970 (0.9132) loss_vfl_aux_1: 0.8246 (0.8624) loss_vfl_aux_2: 0.7794 (0.8053) loss_vfl_aux_3: 0.7813 (0.7783) loss_vfl_aux_4: 0.7726 (0.7686) loss_vfl_aux_5: 0.8926 (0.8953) loss_vfl_dn_0: 0.4822 (0.4876) loss_vfl_dn_1: 0.4414 (0.4443) loss_vfl_dn_2: 0.4161 (0.4267) loss_vfl_dn_3: 0.4140 (0.4191) loss_vfl_dn_4: 0.4129 (0.4165) loss_vfl_dn_5: 0.4090 (0.4162) time: 0.4824 data: 0.0144 max mem: 5653 Epoch: [6] [ 300/7393] eta: 0:59:21 lr: 0.000010 loss: 19.6185 (19.3775) loss_bbox: 0.1916 (0.1947) loss_bbox_aux_0: 0.1925 (0.2095) loss_bbox_aux_1: 0.1888 (0.1992) loss_bbox_aux_2: 0.1861 (0.1961) loss_bbox_aux_3: 0.1881 (0.1953) loss_bbox_aux_4: 0.1898 (0.1947) loss_bbox_aux_5: 0.2688 (0.2569) loss_bbox_dn_0: 0.3930 (0.3657) loss_bbox_dn_1: 0.2914 (0.2954) loss_bbox_dn_2: 0.2733 (0.2768) loss_bbox_dn_3: 0.2650 (0.2689) loss_bbox_dn_4: 0.2590 (0.2660) loss_bbox_dn_5: 0.2583 (0.2656) loss_giou: 0.5446 (0.5667) loss_giou_aux_0: 0.5909 (0.5951) loss_giou_aux_1: 0.5660 (0.5751) loss_giou_aux_2: 0.5570 (0.5701) loss_giou_aux_3: 0.5489 (0.5678) loss_giou_aux_4: 0.5441 (0.5666) loss_giou_aux_5: 0.6702 (0.6762) loss_giou_dn_0: 0.7175 (0.7198) loss_giou_dn_1: 0.6149 (0.6155) loss_giou_dn_2: 0.5864 (0.5908) loss_giou_dn_3: 0.5782 (0.5829) loss_giou_dn_4: 0.5766 (0.5804) loss_giou_dn_5: 0.5773 (0.5804) loss_vfl: 0.7817 (0.7680) loss_vfl_aux_0: 0.9234 (0.9130) loss_vfl_aux_1: 0.8652 (0.8628) loss_vfl_aux_2: 0.8365 (0.8081) loss_vfl_aux_3: 0.8016 (0.7791) loss_vfl_aux_4: 0.7828 (0.7707) loss_vfl_aux_5: 0.9090 (0.8939) loss_vfl_dn_0: 0.4935 (0.4879) loss_vfl_dn_1: 0.4455 (0.4442) loss_vfl_dn_2: 0.4240 (0.4264) loss_vfl_dn_3: 0.4165 (0.4188) loss_vfl_dn_4: 0.4169 (0.4162) loss_vfl_dn_5: 0.4194 (0.4159) time: 0.4743 data: 0.0140 max mem: 5653 Epoch: [6] [ 400/7393] eta: 0:57:37 lr: 0.000010 loss: 19.1614 (19.4031) loss_bbox: 0.1979 (0.1951) loss_bbox_aux_0: 0.2191 (0.2106) loss_bbox_aux_1: 0.2044 (0.2004) loss_bbox_aux_2: 0.1945 (0.1966) loss_bbox_aux_3: 0.1968 (0.1957) loss_bbox_aux_4: 0.1927 (0.1951) loss_bbox_aux_5: 0.2501 (0.2579) loss_bbox_dn_0: 0.3440 (0.3657) loss_bbox_dn_1: 0.2781 (0.2954) loss_bbox_dn_2: 0.2606 (0.2769) loss_bbox_dn_3: 0.2569 (0.2690) loss_bbox_dn_4: 0.2557 (0.2662) loss_bbox_dn_5: 0.2556 (0.2658) loss_giou: 0.5225 (0.5684) loss_giou_aux_0: 0.5744 (0.5972) loss_giou_aux_1: 0.5501 (0.5774) loss_giou_aux_2: 0.5292 (0.5719) loss_giou_aux_3: 0.5300 (0.5694) loss_giou_aux_4: 0.5256 (0.5685) loss_giou_aux_5: 0.6625 (0.6787) loss_giou_dn_0: 0.6962 (0.7208) loss_giou_dn_1: 0.6071 (0.6168) loss_giou_dn_2: 0.5799 (0.5921) loss_giou_dn_3: 0.5722 (0.5841) loss_giou_dn_4: 0.5722 (0.5815) loss_giou_dn_5: 0.5722 (0.5815) loss_vfl: 0.7829 (0.7678) loss_vfl_aux_0: 0.8988 (0.9134) loss_vfl_aux_1: 0.8451 (0.8622) loss_vfl_aux_2: 0.8083 (0.8085) loss_vfl_aux_3: 0.7865 (0.7801) loss_vfl_aux_4: 0.7790 (0.7706) loss_vfl_aux_5: 0.8830 (0.8930) loss_vfl_dn_0: 0.4863 (0.4875) loss_vfl_dn_1: 0.4458 (0.4441) loss_vfl_dn_2: 0.4316 (0.4265) loss_vfl_dn_3: 0.4227 (0.4188) loss_vfl_dn_4: 0.4201 (0.4162) loss_vfl_dn_5: 0.4209 (0.4159) time: 0.4758 data: 0.0143 max mem: 5653 Epoch: [6] [ 500/7393] eta: 0:56:23 lr: 0.000010 loss: 19.0517 (19.3877) loss_bbox: 0.1727 (0.1935) loss_bbox_aux_0: 0.2014 (0.2091) loss_bbox_aux_1: 0.1828 (0.1982) loss_bbox_aux_2: 0.1743 (0.1944) loss_bbox_aux_3: 0.1699 (0.1939) loss_bbox_aux_4: 0.1708 (0.1933) loss_bbox_aux_5: 0.2402 (0.2567) loss_bbox_dn_0: 0.3362 (0.3653) loss_bbox_dn_1: 0.2620 (0.2951) loss_bbox_dn_2: 0.2463 (0.2766) loss_bbox_dn_3: 0.2427 (0.2689) loss_bbox_dn_4: 0.2425 (0.2661) loss_bbox_dn_5: 0.2424 (0.2657) loss_giou: 0.5491 (0.5661) loss_giou_aux_0: 0.5785 (0.5946) loss_giou_aux_1: 0.5602 (0.5750) loss_giou_aux_2: 0.5476 (0.5695) loss_giou_aux_3: 0.5479 (0.5670) loss_giou_aux_4: 0.5521 (0.5660) loss_giou_aux_5: 0.6638 (0.6774) loss_giou_dn_0: 0.7121 (0.7200) loss_giou_dn_1: 0.6201 (0.6159) loss_giou_dn_2: 0.5946 (0.5912) loss_giou_dn_3: 0.5873 (0.5832) loss_giou_dn_4: 0.5847 (0.5807) loss_giou_dn_5: 0.5848 (0.5807) loss_vfl: 0.7626 (0.7699) loss_vfl_aux_0: 0.9394 (0.9183) loss_vfl_aux_1: 0.8307 (0.8657) loss_vfl_aux_2: 0.8160 (0.8105) loss_vfl_aux_3: 0.7698 (0.7820) loss_vfl_aux_4: 0.7555 (0.7733) loss_vfl_aux_5: 0.8970 (0.8928) loss_vfl_dn_0: 0.4879 (0.4879) loss_vfl_dn_1: 0.4393 (0.4445) loss_vfl_dn_2: 0.4200 (0.4266) loss_vfl_dn_3: 0.4075 (0.4190) loss_vfl_dn_4: 0.4041 (0.4165) loss_vfl_dn_5: 0.4073 (0.4163) time: 0.4850 data: 0.0139 max mem: 5653 Epoch: [6] [ 600/7393] eta: 0:55:11 lr: 0.000010 loss: 19.3574 (19.3772) loss_bbox: 0.2027 (0.1935) loss_bbox_aux_0: 0.2145 (0.2094) loss_bbox_aux_1: 0.2042 (0.1985) loss_bbox_aux_2: 0.2038 (0.1943) loss_bbox_aux_3: 0.2036 (0.1937) loss_bbox_aux_4: 0.2022 (0.1933) loss_bbox_aux_5: 0.2571 (0.2559) loss_bbox_dn_0: 0.3759 (0.3645) loss_bbox_dn_1: 0.2944 (0.2942) loss_bbox_dn_2: 0.2788 (0.2758) loss_bbox_dn_3: 0.2696 (0.2680) loss_bbox_dn_4: 0.2660 (0.2651) loss_bbox_dn_5: 0.2656 (0.2648) loss_giou: 0.5781 (0.5667) loss_giou_aux_0: 0.6180 (0.5955) loss_giou_aux_1: 0.5923 (0.5757) loss_giou_aux_2: 0.5985 (0.5697) loss_giou_aux_3: 0.5834 (0.5674) loss_giou_aux_4: 0.5855 (0.5665) loss_giou_aux_5: 0.6742 (0.6772) loss_giou_dn_0: 0.7207 (0.7207) loss_giou_dn_1: 0.6246 (0.6163) loss_giou_dn_2: 0.5975 (0.5915) loss_giou_dn_3: 0.5911 (0.5835) loss_giou_dn_4: 0.5888 (0.5809) loss_giou_dn_5: 0.5884 (0.5809) loss_vfl: 0.8039 (0.7677) loss_vfl_aux_0: 0.8942 (0.9165) loss_vfl_aux_1: 0.8801 (0.8642) loss_vfl_aux_2: 0.8267 (0.8093) loss_vfl_aux_3: 0.7977 (0.7804) loss_vfl_aux_4: 0.8078 (0.7713) loss_vfl_aux_5: 0.8903 (0.8924) loss_vfl_dn_0: 0.4916 (0.4882) loss_vfl_dn_1: 0.4476 (0.4446) loss_vfl_dn_2: 0.4316 (0.4267) loss_vfl_dn_3: 0.4223 (0.4192) loss_vfl_dn_4: 0.4177 (0.4167) loss_vfl_dn_5: 0.4181 (0.4165) time: 0.4789 data: 0.0134 max mem: 5653 Epoch: [6] [ 700/7393] eta: 0:54:10 lr: 0.000010 loss: 19.2333 (19.3798) loss_bbox: 0.1816 (0.1945) loss_bbox_aux_0: 0.2040 (0.2109) loss_bbox_aux_1: 0.1906 (0.1998) loss_bbox_aux_2: 0.1912 (0.1959) loss_bbox_aux_3: 0.1877 (0.1948) loss_bbox_aux_4: 0.1898 (0.1944) loss_bbox_aux_5: 0.2345 (0.2572) loss_bbox_dn_0: 0.3428 (0.3678) loss_bbox_dn_1: 0.2769 (0.2967) loss_bbox_dn_2: 0.2570 (0.2781) loss_bbox_dn_3: 0.2511 (0.2702) loss_bbox_dn_4: 0.2453 (0.2673) loss_bbox_dn_5: 0.2444 (0.2670) loss_giou: 0.6156 (0.5639) loss_giou_aux_0: 0.6292 (0.5933) loss_giou_aux_1: 0.6192 (0.5734) loss_giou_aux_2: 0.6192 (0.5673) loss_giou_aux_3: 0.6143 (0.5646) loss_giou_aux_4: 0.6166 (0.5637) loss_giou_aux_5: 0.7074 (0.6749) loss_giou_dn_0: 0.7247 (0.7194) loss_giou_dn_1: 0.6310 (0.6147) loss_giou_dn_2: 0.6100 (0.5898) loss_giou_dn_3: 0.5997 (0.5818) loss_giou_dn_4: 0.5979 (0.5792) loss_giou_dn_5: 0.5982 (0.5792) loss_vfl: 0.7483 (0.7686) loss_vfl_aux_0: 0.8629 (0.9188) loss_vfl_aux_1: 0.8243 (0.8654) loss_vfl_aux_2: 0.7588 (0.8094) loss_vfl_aux_3: 0.7575 (0.7812) loss_vfl_aux_4: 0.7525 (0.7720) loss_vfl_aux_5: 0.8494 (0.8937) loss_vfl_dn_0: 0.4827 (0.4883) loss_vfl_dn_1: 0.4379 (0.4446) loss_vfl_dn_2: 0.4190 (0.4265) loss_vfl_dn_3: 0.4127 (0.4189) loss_vfl_dn_4: 0.4091 (0.4163) loss_vfl_dn_5: 0.4117 (0.4161) time: 0.4658 data: 0.0146 max mem: 5653 Epoch: [6] [ 800/7393] eta: 0:53:12 lr: 0.000010 loss: 19.5595 (19.3832) loss_bbox: 0.1998 (0.1947) loss_bbox_aux_0: 0.2198 (0.2112) loss_bbox_aux_1: 0.2104 (0.1999) loss_bbox_aux_2: 0.2167 (0.1963) loss_bbox_aux_3: 0.2102 (0.1951) loss_bbox_aux_4: 0.2002 (0.1946) loss_bbox_aux_5: 0.2721 (0.2578) loss_bbox_dn_0: 0.3913 (0.3676) loss_bbox_dn_1: 0.3183 (0.2965) loss_bbox_dn_2: 0.2957 (0.2778) loss_bbox_dn_3: 0.2789 (0.2701) loss_bbox_dn_4: 0.2739 (0.2672) loss_bbox_dn_5: 0.2745 (0.2669) loss_giou: 0.5012 (0.5646) loss_giou_aux_0: 0.5218 (0.5939) loss_giou_aux_1: 0.5036 (0.5741) loss_giou_aux_2: 0.5163 (0.5682) loss_giou_aux_3: 0.5081 (0.5656) loss_giou_aux_4: 0.5002 (0.5646) loss_giou_aux_5: 0.6103 (0.6757) loss_giou_dn_0: 0.7087 (0.7198) loss_giou_dn_1: 0.5847 (0.6150) loss_giou_dn_2: 0.5654 (0.5901) loss_giou_dn_3: 0.5543 (0.5821) loss_giou_dn_4: 0.5493 (0.5795) loss_giou_dn_5: 0.5490 (0.5795) loss_vfl: 0.7837 (0.7682) loss_vfl_aux_0: 0.9285 (0.9174) loss_vfl_aux_1: 0.8794 (0.8648) loss_vfl_aux_2: 0.8205 (0.8088) loss_vfl_aux_3: 0.8034 (0.7807) loss_vfl_aux_4: 0.7798 (0.7715) loss_vfl_aux_5: 0.9243 (0.8922) loss_vfl_dn_0: 0.4904 (0.4883) loss_vfl_dn_1: 0.4423 (0.4446) loss_vfl_dn_2: 0.4283 (0.4266) loss_vfl_dn_3: 0.4200 (0.4190) loss_vfl_dn_4: 0.4192 (0.4165) loss_vfl_dn_5: 0.4199 (0.4163) time: 0.4768 data: 0.0134 max mem: 5653 Epoch: [6] [ 900/7393] eta: 0:52:16 lr: 0.000010 loss: 19.0413 (19.3760) loss_bbox: 0.1927 (0.1951) loss_bbox_aux_0: 0.2082 (0.2117) loss_bbox_aux_1: 0.2013 (0.2003) loss_bbox_aux_2: 0.1981 (0.1967) loss_bbox_aux_3: 0.1954 (0.1954) loss_bbox_aux_4: 0.1908 (0.1950) loss_bbox_aux_5: 0.2518 (0.2581) loss_bbox_dn_0: 0.3947 (0.3668) loss_bbox_dn_1: 0.3033 (0.2957) loss_bbox_dn_2: 0.2875 (0.2770) loss_bbox_dn_3: 0.2747 (0.2692) loss_bbox_dn_4: 0.2707 (0.2664) loss_bbox_dn_5: 0.2701 (0.2661) loss_giou: 0.5070 (0.5654) loss_giou_aux_0: 0.5254 (0.5948) loss_giou_aux_1: 0.4971 (0.5748) loss_giou_aux_2: 0.5039 (0.5690) loss_giou_aux_3: 0.5127 (0.5664) loss_giou_aux_4: 0.5047 (0.5654) loss_giou_aux_5: 0.5845 (0.6765) loss_giou_dn_0: 0.7018 (0.7194) loss_giou_dn_1: 0.5864 (0.6146) loss_giou_dn_2: 0.5674 (0.5897) loss_giou_dn_3: 0.5617 (0.5817) loss_giou_dn_4: 0.5597 (0.5791) loss_giou_dn_5: 0.5591 (0.5791) loss_vfl: 0.7602 (0.7671) loss_vfl_aux_0: 0.9202 (0.9159) loss_vfl_aux_1: 0.8682 (0.8637) loss_vfl_aux_2: 0.8241 (0.8078) loss_vfl_aux_3: 0.7682 (0.7801) loss_vfl_aux_4: 0.7677 (0.7702) loss_vfl_aux_5: 0.8813 (0.8914) loss_vfl_dn_0: 0.4898 (0.4883) loss_vfl_dn_1: 0.4368 (0.4444) loss_vfl_dn_2: 0.4253 (0.4265) loss_vfl_dn_3: 0.4166 (0.4188) loss_vfl_dn_4: 0.4152 (0.4163) loss_vfl_dn_5: 0.4136 (0.4161) time: 0.4727 data: 0.0140 max mem: 5653 Epoch: [6] [1000/7393] eta: 0:51:18 lr: 0.000010 loss: 19.3121 (19.3647) loss_bbox: 0.1861 (0.1953) loss_bbox_aux_0: 0.2048 (0.2121) loss_bbox_aux_1: 0.1875 (0.2004) loss_bbox_aux_2: 0.1791 (0.1968) loss_bbox_aux_3: 0.1783 (0.1954) loss_bbox_aux_4: 0.1852 (0.1952) loss_bbox_aux_5: 0.2403 (0.2584) loss_bbox_dn_0: 0.3439 (0.3671) loss_bbox_dn_1: 0.2831 (0.2956) loss_bbox_dn_2: 0.2698 (0.2770) loss_bbox_dn_3: 0.2627 (0.2691) loss_bbox_dn_4: 0.2621 (0.2663) loss_bbox_dn_5: 0.2621 (0.2660) loss_giou: 0.6126 (0.5635) loss_giou_aux_0: 0.6435 (0.5931) loss_giou_aux_1: 0.6257 (0.5730) loss_giou_aux_2: 0.6270 (0.5671) loss_giou_aux_3: 0.6104 (0.5643) loss_giou_aux_4: 0.6099 (0.5635) loss_giou_aux_5: 0.7220 (0.6748) loss_giou_dn_0: 0.7490 (0.7182) loss_giou_dn_1: 0.6377 (0.6130) loss_giou_dn_2: 0.6228 (0.5882) loss_giou_dn_3: 0.6184 (0.5801) loss_giou_dn_4: 0.6169 (0.5775) loss_giou_dn_5: 0.6168 (0.5775) loss_vfl: 0.7407 (0.7684) loss_vfl_aux_0: 0.8686 (0.9173) loss_vfl_aux_1: 0.8299 (0.8647) loss_vfl_aux_2: 0.7742 (0.8090) loss_vfl_aux_3: 0.7599 (0.7817) loss_vfl_aux_4: 0.7429 (0.7715) loss_vfl_aux_5: 0.8276 (0.8930) loss_vfl_dn_0: 0.4848 (0.4886) loss_vfl_dn_1: 0.4434 (0.4444) loss_vfl_dn_2: 0.4254 (0.4264) loss_vfl_dn_3: 0.4197 (0.4188) loss_vfl_dn_4: 0.4171 (0.4162) loss_vfl_dn_5: 0.4173 (0.4160) time: 0.4600 data: 0.0141 max mem: 5653 Epoch: [6] [1100/7393] eta: 0:50:25 lr: 0.000010 loss: 19.1875 (19.3615) loss_bbox: 0.1766 (0.1954) loss_bbox_aux_0: 0.1933 (0.2124) loss_bbox_aux_1: 0.1824 (0.2005) loss_bbox_aux_2: 0.1827 (0.1968) loss_bbox_aux_3: 0.1743 (0.1954) loss_bbox_aux_4: 0.1762 (0.1952) loss_bbox_aux_5: 0.2378 (0.2587) loss_bbox_dn_0: 0.3220 (0.3665) loss_bbox_dn_1: 0.2550 (0.2951) loss_bbox_dn_2: 0.2365 (0.2766) loss_bbox_dn_3: 0.2312 (0.2688) loss_bbox_dn_4: 0.2328 (0.2660) loss_bbox_dn_5: 0.2326 (0.2657) loss_giou: 0.5996 (0.5636) loss_giou_aux_0: 0.6116 (0.5936) loss_giou_aux_1: 0.6058 (0.5733) loss_giou_aux_2: 0.6027 (0.5673) loss_giou_aux_3: 0.6008 (0.5645) loss_giou_aux_4: 0.5993 (0.5636) loss_giou_aux_5: 0.6984 (0.6755) loss_giou_dn_0: 0.7160 (0.7186) loss_giou_dn_1: 0.6254 (0.6133) loss_giou_dn_2: 0.6049 (0.5886) loss_giou_dn_3: 0.5999 (0.5805) loss_giou_dn_4: 0.5973 (0.5780) loss_giou_dn_5: 0.5974 (0.5780) loss_vfl: 0.7539 (0.7682) loss_vfl_aux_0: 0.8973 (0.9157) loss_vfl_aux_1: 0.8451 (0.8636) loss_vfl_aux_2: 0.8105 (0.8087) loss_vfl_aux_3: 0.7699 (0.7812) loss_vfl_aux_4: 0.7623 (0.7712) loss_vfl_aux_5: 0.8566 (0.8913) loss_vfl_dn_0: 0.4846 (0.4884) loss_vfl_dn_1: 0.4460 (0.4444) loss_vfl_dn_2: 0.4311 (0.4264) loss_vfl_dn_3: 0.4216 (0.4188) loss_vfl_dn_4: 0.4193 (0.4163) loss_vfl_dn_5: 0.4208 (0.4161) time: 0.4842 data: 0.0139 max mem: 5653 Epoch: [6] [1200/7393] eta: 0:49:30 lr: 0.000010 loss: 19.1091 (19.3450) loss_bbox: 0.1907 (0.1947) loss_bbox_aux_0: 0.2116 (0.2118) loss_bbox_aux_1: 0.2041 (0.1998) loss_bbox_aux_2: 0.2068 (0.1962) loss_bbox_aux_3: 0.1976 (0.1948) loss_bbox_aux_4: 0.1931 (0.1946) loss_bbox_aux_5: 0.2511 (0.2581) loss_bbox_dn_0: 0.3885 (0.3653) loss_bbox_dn_1: 0.3170 (0.2940) loss_bbox_dn_2: 0.2915 (0.2756) loss_bbox_dn_3: 0.2892 (0.2678) loss_bbox_dn_4: 0.2848 (0.2650) loss_bbox_dn_5: 0.2847 (0.2646) loss_giou: 0.4845 (0.5636) loss_giou_aux_0: 0.5144 (0.5938) loss_giou_aux_1: 0.5028 (0.5731) loss_giou_aux_2: 0.4913 (0.5673) loss_giou_aux_3: 0.4841 (0.5644) loss_giou_aux_4: 0.4798 (0.5636) loss_giou_aux_5: 0.5879 (0.6757) loss_giou_dn_0: 0.6666 (0.7183) loss_giou_dn_1: 0.5637 (0.6130) loss_giou_dn_2: 0.5330 (0.5883) loss_giou_dn_3: 0.5200 (0.5802) loss_giou_dn_4: 0.5171 (0.5777) loss_giou_dn_5: 0.5167 (0.5777) loss_vfl: 0.7927 (0.7683) loss_vfl_aux_0: 0.9343 (0.9144) loss_vfl_aux_1: 0.8646 (0.8633) loss_vfl_aux_2: 0.8271 (0.8081) loss_vfl_aux_3: 0.8079 (0.7809) loss_vfl_aux_4: 0.7968 (0.7711) loss_vfl_aux_5: 0.9091 (0.8904) loss_vfl_dn_0: 0.4957 (0.4883) loss_vfl_dn_1: 0.4456 (0.4442) loss_vfl_dn_2: 0.4270 (0.4263) loss_vfl_dn_3: 0.4195 (0.4188) loss_vfl_dn_4: 0.4158 (0.4162) loss_vfl_dn_5: 0.4178 (0.4160) time: 0.4677 data: 0.0137 max mem: 5653 Epoch: [6] [1300/7393] eta: 0:49:05 lr: 0.000010 loss: 19.7954 (19.3447) loss_bbox: 0.1925 (0.1950) loss_bbox_aux_0: 0.2218 (0.2121) loss_bbox_aux_1: 0.2105 (0.2001) loss_bbox_aux_2: 0.2014 (0.1967) loss_bbox_aux_3: 0.1882 (0.1952) loss_bbox_aux_4: 0.1919 (0.1950) loss_bbox_aux_5: 0.2701 (0.2585) loss_bbox_dn_0: 0.3420 (0.3664) loss_bbox_dn_1: 0.2820 (0.2950) loss_bbox_dn_2: 0.2635 (0.2766) loss_bbox_dn_3: 0.2521 (0.2688) loss_bbox_dn_4: 0.2493 (0.2659) loss_bbox_dn_5: 0.2494 (0.2656) loss_giou: 0.5658 (0.5620) loss_giou_aux_0: 0.5984 (0.5920) loss_giou_aux_1: 0.5783 (0.5715) loss_giou_aux_2: 0.5816 (0.5658) loss_giou_aux_3: 0.5672 (0.5630) loss_giou_aux_4: 0.5644 (0.5622) loss_giou_aux_5: 0.6938 (0.6741) loss_giou_dn_0: 0.6972 (0.7174) loss_giou_dn_1: 0.5885 (0.6122) loss_giou_dn_2: 0.5750 (0.5875) loss_giou_dn_3: 0.5721 (0.5794) loss_giou_dn_4: 0.5715 (0.5769) loss_giou_dn_5: 0.5719 (0.5769) loss_vfl: 0.7901 (0.7693) loss_vfl_aux_0: 0.9050 (0.9156) loss_vfl_aux_1: 0.8721 (0.8645) loss_vfl_aux_2: 0.8168 (0.8087) loss_vfl_aux_3: 0.7988 (0.7818) loss_vfl_aux_4: 0.7902 (0.7719) loss_vfl_aux_5: 0.8408 (0.8916) loss_vfl_dn_0: 0.4885 (0.4884) loss_vfl_dn_1: 0.4414 (0.4442) loss_vfl_dn_2: 0.4287 (0.4263) loss_vfl_dn_3: 0.4142 (0.4187) loss_vfl_dn_4: 0.4141 (0.4161) loss_vfl_dn_5: 0.4129 (0.4160) time: 0.4608 data: 0.0147 max mem: 5653 Epoch: [6] [1400/7393] eta: 0:48:31 lr: 0.000010 loss: 19.1513 (19.3491) loss_bbox: 0.1917 (0.1952) loss_bbox_aux_0: 0.2035 (0.2122) loss_bbox_aux_1: 0.2061 (0.2003) loss_bbox_aux_2: 0.1940 (0.1969) loss_bbox_aux_3: 0.1956 (0.1953) loss_bbox_aux_4: 0.1928 (0.1952) loss_bbox_aux_5: 0.2593 (0.2587) loss_bbox_dn_0: 0.3526 (0.3665) loss_bbox_dn_1: 0.2877 (0.2951) loss_bbox_dn_2: 0.2521 (0.2767) loss_bbox_dn_3: 0.2416 (0.2688) loss_bbox_dn_4: 0.2366 (0.2660) loss_bbox_dn_5: 0.2367 (0.2657) loss_giou: 0.5868 (0.5629) loss_giou_aux_0: 0.6246 (0.5928) loss_giou_aux_1: 0.6076 (0.5724) loss_giou_aux_2: 0.5827 (0.5667) loss_giou_aux_3: 0.5816 (0.5638) loss_giou_aux_4: 0.5865 (0.5631) loss_giou_aux_5: 0.7102 (0.6748) loss_giou_dn_0: 0.7015 (0.7179) loss_giou_dn_1: 0.5881 (0.6127) loss_giou_dn_2: 0.5648 (0.5880) loss_giou_dn_3: 0.5604 (0.5799) loss_giou_dn_4: 0.5588 (0.5774) loss_giou_dn_5: 0.5592 (0.5774) loss_vfl: 0.7462 (0.7687) loss_vfl_aux_0: 0.8906 (0.9147) loss_vfl_aux_1: 0.8357 (0.8632) loss_vfl_aux_2: 0.7902 (0.8076) loss_vfl_aux_3: 0.7602 (0.7812) loss_vfl_aux_4: 0.7349 (0.7713) loss_vfl_aux_5: 0.8613 (0.8905) loss_vfl_dn_0: 0.4828 (0.4883) loss_vfl_dn_1: 0.4407 (0.4442) loss_vfl_dn_2: 0.4240 (0.4263) loss_vfl_dn_3: 0.4176 (0.4187) loss_vfl_dn_4: 0.4152 (0.4161) loss_vfl_dn_5: 0.4151 (0.4160) time: 0.4608 data: 0.0140 max mem: 5653 Epoch: [6] [1500/7393] eta: 0:47:37 lr: 0.000010 loss: 19.3594 (19.3369) loss_bbox: 0.1819 (0.1950) loss_bbox_aux_0: 0.2019 (0.2119) loss_bbox_aux_1: 0.1902 (0.2001) loss_bbox_aux_2: 0.1903 (0.1966) loss_bbox_aux_3: 0.1863 (0.1951) loss_bbox_aux_4: 0.1829 (0.1949) loss_bbox_aux_5: 0.2339 (0.2583) loss_bbox_dn_0: 0.3205 (0.3651) loss_bbox_dn_1: 0.2605 (0.2937) loss_bbox_dn_2: 0.2411 (0.2753) loss_bbox_dn_3: 0.2300 (0.2674) loss_bbox_dn_4: 0.2289 (0.2646) loss_bbox_dn_5: 0.2284 (0.2642) loss_giou: 0.5901 (0.5637) loss_giou_aux_0: 0.6422 (0.5934) loss_giou_aux_1: 0.6176 (0.5732) loss_giou_aux_2: 0.6013 (0.5676) loss_giou_aux_3: 0.5962 (0.5645) loss_giou_aux_4: 0.5900 (0.5640) loss_giou_aux_5: 0.6766 (0.6753) loss_giou_dn_0: 0.7332 (0.7178) loss_giou_dn_1: 0.6345 (0.6127) loss_giou_dn_2: 0.6019 (0.5880) loss_giou_dn_3: 0.5942 (0.5798) loss_giou_dn_4: 0.5934 (0.5773) loss_giou_dn_5: 0.5933 (0.5773) loss_vfl: 0.7485 (0.7675) loss_vfl_aux_0: 0.9166 (0.9143) loss_vfl_aux_1: 0.8377 (0.8622) loss_vfl_aux_2: 0.7746 (0.8067) loss_vfl_aux_3: 0.7601 (0.7801) loss_vfl_aux_4: 0.7465 (0.7699) loss_vfl_aux_5: 0.8682 (0.8902) loss_vfl_dn_0: 0.4863 (0.4883) loss_vfl_dn_1: 0.4401 (0.4440) loss_vfl_dn_2: 0.4264 (0.4262) loss_vfl_dn_3: 0.4182 (0.4186) loss_vfl_dn_4: 0.4205 (0.4160) loss_vfl_dn_5: 0.4182 (0.4158) time: 0.4790 data: 0.0139 max mem: 5653 Epoch: [6] [1600/7393] eta: 0:47:00 lr: 0.000010 loss: 19.1262 (19.3297) loss_bbox: 0.1849 (0.1951) loss_bbox_aux_0: 0.2060 (0.2119) loss_bbox_aux_1: 0.1930 (0.2002) loss_bbox_aux_2: 0.1812 (0.1967) loss_bbox_aux_3: 0.1825 (0.1952) loss_bbox_aux_4: 0.1841 (0.1950) loss_bbox_aux_5: 0.2472 (0.2584) loss_bbox_dn_0: 0.3475 (0.3654) loss_bbox_dn_1: 0.2850 (0.2937) loss_bbox_dn_2: 0.2716 (0.2752) loss_bbox_dn_3: 0.2543 (0.2673) loss_bbox_dn_4: 0.2527 (0.2644) loss_bbox_dn_5: 0.2528 (0.2641) loss_giou: 0.5019 (0.5630) loss_giou_aux_0: 0.5204 (0.5927) loss_giou_aux_1: 0.5082 (0.5725) loss_giou_aux_2: 0.5096 (0.5668) loss_giou_aux_3: 0.5089 (0.5638) loss_giou_aux_4: 0.5022 (0.5632) loss_giou_aux_5: 0.5818 (0.6748) loss_giou_dn_0: 0.6495 (0.7172) loss_giou_dn_1: 0.5451 (0.6120) loss_giou_dn_2: 0.5149 (0.5872) loss_giou_dn_3: 0.5079 (0.5791) loss_giou_dn_4: 0.5050 (0.5766) loss_giou_dn_5: 0.5049 (0.5766) loss_vfl: 0.7160 (0.7674) loss_vfl_aux_0: 0.9557 (0.9155) loss_vfl_aux_1: 0.8202 (0.8626) loss_vfl_aux_2: 0.7697 (0.8072) loss_vfl_aux_3: 0.7267 (0.7804) loss_vfl_aux_4: 0.7190 (0.7699) loss_vfl_aux_5: 0.9390 (0.8906) loss_vfl_dn_0: 0.4894 (0.4884) loss_vfl_dn_1: 0.4414 (0.4439) loss_vfl_dn_2: 0.4235 (0.4261) loss_vfl_dn_3: 0.4149 (0.4185) loss_vfl_dn_4: 0.4102 (0.4158) loss_vfl_dn_5: 0.4074 (0.4156) time: 0.4647 data: 0.0138 max mem: 5653 Epoch: [6] [1700/7393] eta: 0:46:04 lr: 0.000010 loss: 19.1911 (19.3233) loss_bbox: 0.1798 (0.1950) loss_bbox_aux_0: 0.1957 (0.2118) loss_bbox_aux_1: 0.1747 (0.2000) loss_bbox_aux_2: 0.1726 (0.1965) loss_bbox_aux_3: 0.1775 (0.1950) loss_bbox_aux_4: 0.1778 (0.1949) loss_bbox_aux_5: 0.2352 (0.2584) loss_bbox_dn_0: 0.3413 (0.3655) loss_bbox_dn_1: 0.2647 (0.2938) loss_bbox_dn_2: 0.2502 (0.2754) loss_bbox_dn_3: 0.2449 (0.2675) loss_bbox_dn_4: 0.2394 (0.2646) loss_bbox_dn_5: 0.2391 (0.2643) loss_giou: 0.5719 (0.5621) loss_giou_aux_0: 0.5977 (0.5918) loss_giou_aux_1: 0.5668 (0.5715) loss_giou_aux_2: 0.5708 (0.5657) loss_giou_aux_3: 0.5695 (0.5628) loss_giou_aux_4: 0.5745 (0.5623) loss_giou_aux_5: 0.6515 (0.6739) loss_giou_dn_0: 0.7351 (0.7170) loss_giou_dn_1: 0.6183 (0.6117) loss_giou_dn_2: 0.5933 (0.5870) loss_giou_dn_3: 0.5842 (0.5788) loss_giou_dn_4: 0.5821 (0.5763) loss_giou_dn_5: 0.5823 (0.5763) loss_vfl: 0.7678 (0.7677) loss_vfl_aux_0: 0.8913 (0.9154) loss_vfl_aux_1: 0.8309 (0.8627) loss_vfl_aux_2: 0.8197 (0.8076) loss_vfl_aux_3: 0.7808 (0.7808) loss_vfl_aux_4: 0.7584 (0.7701) loss_vfl_aux_5: 0.8559 (0.8908) loss_vfl_dn_0: 0.4886 (0.4884) loss_vfl_dn_1: 0.4359 (0.4439) loss_vfl_dn_2: 0.4199 (0.4261) loss_vfl_dn_3: 0.4082 (0.4184) loss_vfl_dn_4: 0.4057 (0.4158) loss_vfl_dn_5: 0.4075 (0.4156) time: 0.4696 data: 0.0130 max mem: 5653 Epoch: [6] [1800/7393] eta: 0:45:08 lr: 0.000010 loss: 18.9039 (19.3252) loss_bbox: 0.1654 (0.1950) loss_bbox_aux_0: 0.1708 (0.2119) loss_bbox_aux_1: 0.1630 (0.2000) loss_bbox_aux_2: 0.1657 (0.1967) loss_bbox_aux_3: 0.1688 (0.1951) loss_bbox_aux_4: 0.1595 (0.1950) loss_bbox_aux_5: 0.2243 (0.2582) loss_bbox_dn_0: 0.2987 (0.3649) loss_bbox_dn_1: 0.2409 (0.2934) loss_bbox_dn_2: 0.2320 (0.2751) loss_bbox_dn_3: 0.2285 (0.2672) loss_bbox_dn_4: 0.2271 (0.2644) loss_bbox_dn_5: 0.2269 (0.2640) loss_giou: 0.5344 (0.5631) loss_giou_aux_0: 0.5641 (0.5929) loss_giou_aux_1: 0.5490 (0.5725) loss_giou_aux_2: 0.5405 (0.5669) loss_giou_aux_3: 0.5343 (0.5639) loss_giou_aux_4: 0.5331 (0.5633) loss_giou_aux_5: 0.6457 (0.6746) loss_giou_dn_0: 0.7196 (0.7175) loss_giou_dn_1: 0.6204 (0.6123) loss_giou_dn_2: 0.5903 (0.5876) loss_giou_dn_3: 0.5800 (0.5795) loss_giou_dn_4: 0.5776 (0.5770) loss_giou_dn_5: 0.5776 (0.5770) loss_vfl: 0.7463 (0.7669) loss_vfl_aux_0: 0.8777 (0.9144) loss_vfl_aux_1: 0.8337 (0.8617) loss_vfl_aux_2: 0.7816 (0.8063) loss_vfl_aux_3: 0.7737 (0.7799) loss_vfl_aux_4: 0.7522 (0.7694) loss_vfl_aux_5: 0.8377 (0.8897) loss_vfl_dn_0: 0.4824 (0.4882) loss_vfl_dn_1: 0.4361 (0.4438) loss_vfl_dn_2: 0.4250 (0.4261) loss_vfl_dn_3: 0.4135 (0.4185) loss_vfl_dn_4: 0.4085 (0.4158) loss_vfl_dn_5: 0.4070 (0.4157) time: 0.4597 data: 0.0135 max mem: 5653 Epoch: [6] [1900/7393] eta: 0:44:12 lr: 0.000010 loss: 19.2483 (19.3210) loss_bbox: 0.1897 (0.1949) loss_bbox_aux_0: 0.2076 (0.2117) loss_bbox_aux_1: 0.1956 (0.2000) loss_bbox_aux_2: 0.1922 (0.1965) loss_bbox_aux_3: 0.1942 (0.1949) loss_bbox_aux_4: 0.1901 (0.1950) loss_bbox_aux_5: 0.2569 (0.2580) loss_bbox_dn_0: 0.3269 (0.3642) loss_bbox_dn_1: 0.2704 (0.2928) loss_bbox_dn_2: 0.2631 (0.2746) loss_bbox_dn_3: 0.2574 (0.2668) loss_bbox_dn_4: 0.2569 (0.2639) loss_bbox_dn_5: 0.2566 (0.2636) loss_giou: 0.5769 (0.5637) loss_giou_aux_0: 0.6095 (0.5936) loss_giou_aux_1: 0.5866 (0.5732) loss_giou_aux_2: 0.5912 (0.5674) loss_giou_aux_3: 0.5823 (0.5645) loss_giou_aux_4: 0.5773 (0.5639) loss_giou_aux_5: 0.6899 (0.6753) loss_giou_dn_0: 0.7217 (0.7176) loss_giou_dn_1: 0.6183 (0.6125) loss_giou_dn_2: 0.5944 (0.5878) loss_giou_dn_3: 0.5846 (0.5797) loss_giou_dn_4: 0.5793 (0.5772) loss_giou_dn_5: 0.5790 (0.5772) loss_vfl: 0.7717 (0.7664) loss_vfl_aux_0: 0.8796 (0.9138) loss_vfl_aux_1: 0.8504 (0.8609) loss_vfl_aux_2: 0.8038 (0.8058) loss_vfl_aux_3: 0.7761 (0.7794) loss_vfl_aux_4: 0.7792 (0.7688) loss_vfl_aux_5: 0.8354 (0.8887) loss_vfl_dn_0: 0.4861 (0.4880) loss_vfl_dn_1: 0.4368 (0.4436) loss_vfl_dn_2: 0.4284 (0.4259) loss_vfl_dn_3: 0.4127 (0.4183) loss_vfl_dn_4: 0.4152 (0.4156) loss_vfl_dn_5: 0.4121 (0.4154) time: 0.4496 data: 0.0132 max mem: 5653 Epoch: [6] [2000/7393] eta: 0:43:20 lr: 0.000010 loss: 19.4379 (19.3200) loss_bbox: 0.1980 (0.1951) loss_bbox_aux_0: 0.2114 (0.2117) loss_bbox_aux_1: 0.2019 (0.2000) loss_bbox_aux_2: 0.1997 (0.1966) loss_bbox_aux_3: 0.2018 (0.1951) loss_bbox_aux_4: 0.1989 (0.1951) loss_bbox_aux_5: 0.2529 (0.2582) loss_bbox_dn_0: 0.3825 (0.3651) loss_bbox_dn_1: 0.3093 (0.2936) loss_bbox_dn_2: 0.2831 (0.2753) loss_bbox_dn_3: 0.2809 (0.2674) loss_bbox_dn_4: 0.2778 (0.2645) loss_bbox_dn_5: 0.2784 (0.2642) loss_giou: 0.5023 (0.5631) loss_giou_aux_0: 0.5154 (0.5929) loss_giou_aux_1: 0.5067 (0.5726) loss_giou_aux_2: 0.5058 (0.5669) loss_giou_aux_3: 0.5017 (0.5639) loss_giou_aux_4: 0.5005 (0.5633) loss_giou_aux_5: 0.6055 (0.6744) loss_giou_dn_0: 0.6838 (0.7173) loss_giou_dn_1: 0.5743 (0.6120) loss_giou_dn_2: 0.5467 (0.5873) loss_giou_dn_3: 0.5413 (0.5792) loss_giou_dn_4: 0.5392 (0.5767) loss_giou_dn_5: 0.5386 (0.5767) loss_vfl: 0.8058 (0.7663) loss_vfl_aux_0: 0.9637 (0.9144) loss_vfl_aux_1: 0.9308 (0.8612) loss_vfl_aux_2: 0.8771 (0.8057) loss_vfl_aux_3: 0.8194 (0.7792) loss_vfl_aux_4: 0.8190 (0.7687) loss_vfl_aux_5: 0.9517 (0.8893) loss_vfl_dn_0: 0.4943 (0.4880) loss_vfl_dn_1: 0.4372 (0.4436) loss_vfl_dn_2: 0.4263 (0.4259) loss_vfl_dn_3: 0.4125 (0.4183) loss_vfl_dn_4: 0.4130 (0.4156) loss_vfl_dn_5: 0.4140 (0.4155) time: 0.4642 data: 0.0131 max mem: 5653 Epoch: [6] [2100/7393] eta: 0:42:28 lr: 0.000010 loss: 18.6900 (19.3085) loss_bbox: 0.1842 (0.1948) loss_bbox_aux_0: 0.1968 (0.2113) loss_bbox_aux_1: 0.1848 (0.1996) loss_bbox_aux_2: 0.1855 (0.1963) loss_bbox_aux_3: 0.1790 (0.1949) loss_bbox_aux_4: 0.1799 (0.1949) loss_bbox_aux_5: 0.2469 (0.2578) loss_bbox_dn_0: 0.3398 (0.3640) loss_bbox_dn_1: 0.2752 (0.2927) loss_bbox_dn_2: 0.2532 (0.2744) loss_bbox_dn_3: 0.2475 (0.2666) loss_bbox_dn_4: 0.2443 (0.2637) loss_bbox_dn_5: 0.2436 (0.2634) loss_giou: 0.5060 (0.5632) loss_giou_aux_0: 0.5446 (0.5927) loss_giou_aux_1: 0.5348 (0.5724) loss_giou_aux_2: 0.5129 (0.5669) loss_giou_aux_3: 0.5043 (0.5640) loss_giou_aux_4: 0.5024 (0.5633) loss_giou_aux_5: 0.6264 (0.6744) loss_giou_dn_0: 0.6926 (0.7171) loss_giou_dn_1: 0.5836 (0.6118) loss_giou_dn_2: 0.5584 (0.5871) loss_giou_dn_3: 0.5535 (0.5790) loss_giou_dn_4: 0.5507 (0.5765) loss_giou_dn_5: 0.5502 (0.5765) loss_vfl: 0.7473 (0.7658) loss_vfl_aux_0: 0.8696 (0.9142) loss_vfl_aux_1: 0.8462 (0.8608) loss_vfl_aux_2: 0.7863 (0.8054) loss_vfl_aux_3: 0.7467 (0.7787) loss_vfl_aux_4: 0.7534 (0.7683) loss_vfl_aux_5: 0.8392 (0.8887) loss_vfl_dn_0: 0.4868 (0.4880) loss_vfl_dn_1: 0.4452 (0.4436) loss_vfl_dn_2: 0.4278 (0.4261) loss_vfl_dn_3: 0.4166 (0.4184) loss_vfl_dn_4: 0.4138 (0.4158) loss_vfl_dn_5: 0.4147 (0.4156) time: 0.4662 data: 0.0130 max mem: 5653 Epoch: [6] [2200/7393] eta: 0:41:35 lr: 0.000010 loss: 18.9461 (19.2964) loss_bbox: 0.1879 (0.1947) loss_bbox_aux_0: 0.1988 (0.2111) loss_bbox_aux_1: 0.1919 (0.1994) loss_bbox_aux_2: 0.1951 (0.1960) loss_bbox_aux_3: 0.1900 (0.1948) loss_bbox_aux_4: 0.1878 (0.1948) loss_bbox_aux_5: 0.2489 (0.2576) loss_bbox_dn_0: 0.3597 (0.3639) loss_bbox_dn_1: 0.2875 (0.2926) loss_bbox_dn_2: 0.2601 (0.2742) loss_bbox_dn_3: 0.2484 (0.2664) loss_bbox_dn_4: 0.2469 (0.2635) loss_bbox_dn_5: 0.2468 (0.2632) loss_giou: 0.5115 (0.5625) loss_giou_aux_0: 0.5458 (0.5921) loss_giou_aux_1: 0.5052 (0.5717) loss_giou_aux_2: 0.5135 (0.5661) loss_giou_aux_3: 0.5226 (0.5633) loss_giou_aux_4: 0.5160 (0.5626) loss_giou_aux_5: 0.6249 (0.6739) loss_giou_dn_0: 0.6955 (0.7168) loss_giou_dn_1: 0.5872 (0.6114) loss_giou_dn_2: 0.5611 (0.5866) loss_giou_dn_3: 0.5469 (0.5785) loss_giou_dn_4: 0.5430 (0.5760) loss_giou_dn_5: 0.5427 (0.5760) loss_vfl: 0.7014 (0.7655) loss_vfl_aux_0: 0.8454 (0.9139) loss_vfl_aux_1: 0.8252 (0.8605) loss_vfl_aux_2: 0.7345 (0.8052) loss_vfl_aux_3: 0.7031 (0.7782) loss_vfl_aux_4: 0.7072 (0.7680) loss_vfl_aux_5: 0.8359 (0.8887) loss_vfl_dn_0: 0.4860 (0.4880) loss_vfl_dn_1: 0.4362 (0.4436) loss_vfl_dn_2: 0.4169 (0.4260) loss_vfl_dn_3: 0.4068 (0.4183) loss_vfl_dn_4: 0.4067 (0.4157) loss_vfl_dn_5: 0.4075 (0.4155) time: 0.4680 data: 0.0133 max mem: 5653 Epoch: [6] [2300/7393] eta: 0:40:43 lr: 0.000010 loss: 18.3025 (19.2881) loss_bbox: 0.1912 (0.1943) loss_bbox_aux_0: 0.2054 (0.2108) loss_bbox_aux_1: 0.2048 (0.1991) loss_bbox_aux_2: 0.1973 (0.1956) loss_bbox_aux_3: 0.1928 (0.1944) loss_bbox_aux_4: 0.1883 (0.1944) loss_bbox_aux_5: 0.2524 (0.2571) loss_bbox_dn_0: 0.3408 (0.3634) loss_bbox_dn_1: 0.2732 (0.2922) loss_bbox_dn_2: 0.2585 (0.2740) loss_bbox_dn_3: 0.2514 (0.2662) loss_bbox_dn_4: 0.2516 (0.2633) loss_bbox_dn_5: 0.2517 (0.2629) loss_giou: 0.4667 (0.5618) loss_giou_aux_0: 0.4977 (0.5916) loss_giou_aux_1: 0.4728 (0.5713) loss_giou_aux_2: 0.4683 (0.5655) loss_giou_aux_3: 0.4672 (0.5628) loss_giou_aux_4: 0.4618 (0.5620) loss_giou_aux_5: 0.6119 (0.6734) loss_giou_dn_0: 0.6870 (0.7167) loss_giou_dn_1: 0.5760 (0.6113) loss_giou_dn_2: 0.5458 (0.5866) loss_giou_dn_3: 0.5344 (0.5785) loss_giou_dn_4: 0.5324 (0.5760) loss_giou_dn_5: 0.5315 (0.5760) loss_vfl: 0.7537 (0.7660) loss_vfl_aux_0: 0.8467 (0.9136) loss_vfl_aux_1: 0.8141 (0.8604) loss_vfl_aux_2: 0.7979 (0.8055) loss_vfl_aux_3: 0.7544 (0.7785) loss_vfl_aux_4: 0.7469 (0.7683) loss_vfl_aux_5: 0.8401 (0.8884) loss_vfl_dn_0: 0.4824 (0.4879) loss_vfl_dn_1: 0.4330 (0.4435) loss_vfl_dn_2: 0.4192 (0.4259) loss_vfl_dn_3: 0.4121 (0.4183) loss_vfl_dn_4: 0.4093 (0.4156) loss_vfl_dn_5: 0.4078 (0.4155) time: 0.4629 data: 0.0134 max mem: 5653 Epoch: [6] [2400/7393] eta: 0:39:51 lr: 0.000010 loss: 18.5965 (19.2844) loss_bbox: 0.1992 (0.1943) loss_bbox_aux_0: 0.2012 (0.2109) loss_bbox_aux_1: 0.1980 (0.1992) loss_bbox_aux_2: 0.1931 (0.1958) loss_bbox_aux_3: 0.1957 (0.1945) loss_bbox_aux_4: 0.1955 (0.1945) loss_bbox_aux_5: 0.2696 (0.2573) loss_bbox_dn_0: 0.3653 (0.3640) loss_bbox_dn_1: 0.2952 (0.2927) loss_bbox_dn_2: 0.2839 (0.2744) loss_bbox_dn_3: 0.2727 (0.2666) loss_bbox_dn_4: 0.2671 (0.2637) loss_bbox_dn_5: 0.2660 (0.2634) loss_giou: 0.5156 (0.5610) loss_giou_aux_0: 0.5651 (0.5909) loss_giou_aux_1: 0.5295 (0.5705) loss_giou_aux_2: 0.5136 (0.5647) loss_giou_aux_3: 0.5065 (0.5619) loss_giou_aux_4: 0.5163 (0.5612) loss_giou_aux_5: 0.6412 (0.6728) loss_giou_dn_0: 0.6836 (0.7163) loss_giou_dn_1: 0.5813 (0.6108) loss_giou_dn_2: 0.5550 (0.5860) loss_giou_dn_3: 0.5414 (0.5779) loss_giou_dn_4: 0.5381 (0.5754) loss_giou_dn_5: 0.5385 (0.5754) loss_vfl: 0.7371 (0.7662) loss_vfl_aux_0: 0.9333 (0.9137) loss_vfl_aux_1: 0.8573 (0.8606) loss_vfl_aux_2: 0.7803 (0.8058) loss_vfl_aux_3: 0.7398 (0.7788) loss_vfl_aux_4: 0.7319 (0.7686) loss_vfl_aux_5: 0.8978 (0.8882) loss_vfl_dn_0: 0.4885 (0.4878) loss_vfl_dn_1: 0.4401 (0.4435) loss_vfl_dn_2: 0.4219 (0.4259) loss_vfl_dn_3: 0.4122 (0.4183) loss_vfl_dn_4: 0.4090 (0.4156) loss_vfl_dn_5: 0.4121 (0.4155) time: 0.4664 data: 0.0131 max mem: 5653 Epoch: [6] [2500/7393] eta: 0:39:00 lr: 0.000010 loss: 19.0071 (19.2757) loss_bbox: 0.1783 (0.1944) loss_bbox_aux_0: 0.1973 (0.2110) loss_bbox_aux_1: 0.1826 (0.1992) loss_bbox_aux_2: 0.1882 (0.1958) loss_bbox_aux_3: 0.1806 (0.1945) loss_bbox_aux_4: 0.1783 (0.1945) loss_bbox_aux_5: 0.2550 (0.2574) loss_bbox_dn_0: 0.2987 (0.3641) loss_bbox_dn_1: 0.2506 (0.2927) loss_bbox_dn_2: 0.2321 (0.2744) loss_bbox_dn_3: 0.2266 (0.2666) loss_bbox_dn_4: 0.2249 (0.2637) loss_bbox_dn_5: 0.2249 (0.2633) loss_giou: 0.5505 (0.5606) loss_giou_aux_0: 0.5808 (0.5906) loss_giou_aux_1: 0.5736 (0.5701) loss_giou_aux_2: 0.5611 (0.5644) loss_giou_aux_3: 0.5581 (0.5615) loss_giou_aux_4: 0.5513 (0.5608) loss_giou_aux_5: 0.6708 (0.6726) loss_giou_dn_0: 0.7040 (0.7159) loss_giou_dn_1: 0.5971 (0.6102) loss_giou_dn_2: 0.5699 (0.5855) loss_giou_dn_3: 0.5625 (0.5773) loss_giou_dn_4: 0.5602 (0.5748) loss_giou_dn_5: 0.5616 (0.5748) loss_vfl: 0.7327 (0.7660) loss_vfl_aux_0: 0.8434 (0.9130) loss_vfl_aux_1: 0.8160 (0.8601) loss_vfl_aux_2: 0.7651 (0.8054) loss_vfl_aux_3: 0.7524 (0.7787) loss_vfl_aux_4: 0.7345 (0.7683) loss_vfl_aux_5: 0.8198 (0.8876) loss_vfl_dn_0: 0.4847 (0.4878) loss_vfl_dn_1: 0.4508 (0.4434) loss_vfl_dn_2: 0.4301 (0.4257) loss_vfl_dn_3: 0.4251 (0.4181) loss_vfl_dn_4: 0.4207 (0.4155) loss_vfl_dn_5: 0.4184 (0.4153) time: 0.4676 data: 0.0132 max mem: 5653 Epoch: [6] [2600/7393] eta: 0:38:09 lr: 0.000010 loss: 19.2091 (19.2712) loss_bbox: 0.1912 (0.1943) loss_bbox_aux_0: 0.2142 (0.2110) loss_bbox_aux_1: 0.2069 (0.1992) loss_bbox_aux_2: 0.2001 (0.1959) loss_bbox_aux_3: 0.1936 (0.1944) loss_bbox_aux_4: 0.1892 (0.1945) loss_bbox_aux_5: 0.2474 (0.2574) loss_bbox_dn_0: 0.3546 (0.3643) loss_bbox_dn_1: 0.2927 (0.2928) loss_bbox_dn_2: 0.2655 (0.2745) loss_bbox_dn_3: 0.2597 (0.2667) loss_bbox_dn_4: 0.2588 (0.2639) loss_bbox_dn_5: 0.2585 (0.2635) loss_giou: 0.5085 (0.5602) loss_giou_aux_0: 0.5394 (0.5903) loss_giou_aux_1: 0.5232 (0.5697) loss_giou_aux_2: 0.5124 (0.5640) loss_giou_aux_3: 0.5086 (0.5612) loss_giou_aux_4: 0.5110 (0.5605) loss_giou_aux_5: 0.6131 (0.6723) loss_giou_dn_0: 0.6891 (0.7157) loss_giou_dn_1: 0.5855 (0.6101) loss_giou_dn_2: 0.5639 (0.5853) loss_giou_dn_3: 0.5576 (0.5772) loss_giou_dn_4: 0.5530 (0.5747) loss_giou_dn_5: 0.5519 (0.5747) loss_vfl: 0.7760 (0.7660) loss_vfl_aux_0: 0.9140 (0.9126) loss_vfl_aux_1: 0.8600 (0.8597) loss_vfl_aux_2: 0.8207 (0.8052) loss_vfl_aux_3: 0.7898 (0.7787) loss_vfl_aux_4: 0.7793 (0.7682) loss_vfl_aux_5: 0.9075 (0.8873) loss_vfl_dn_0: 0.4964 (0.4877) loss_vfl_dn_1: 0.4498 (0.4433) loss_vfl_dn_2: 0.4263 (0.4256) loss_vfl_dn_3: 0.4159 (0.4180) loss_vfl_dn_4: 0.4170 (0.4154) loss_vfl_dn_5: 0.4170 (0.4152) time: 0.4604 data: 0.0132 max mem: 5653 Epoch: [6] [2700/7393] eta: 0:37:18 lr: 0.000010 loss: 19.5646 (19.2756) loss_bbox: 0.1889 (0.1944) loss_bbox_aux_0: 0.2012 (0.2109) loss_bbox_aux_1: 0.1975 (0.1992) loss_bbox_aux_2: 0.1972 (0.1959) loss_bbox_aux_3: 0.1965 (0.1946) loss_bbox_aux_4: 0.1896 (0.1946) loss_bbox_aux_5: 0.2475 (0.2572) loss_bbox_dn_0: 0.3341 (0.3641) loss_bbox_dn_1: 0.2788 (0.2928) loss_bbox_dn_2: 0.2569 (0.2745) loss_bbox_dn_3: 0.2441 (0.2667) loss_bbox_dn_4: 0.2402 (0.2638) loss_bbox_dn_5: 0.2400 (0.2635) loss_giou: 0.6338 (0.5610) loss_giou_aux_0: 0.6309 (0.5909) loss_giou_aux_1: 0.6293 (0.5704) loss_giou_aux_2: 0.6268 (0.5648) loss_giou_aux_3: 0.6233 (0.5620) loss_giou_aux_4: 0.6206 (0.5613) loss_giou_aux_5: 0.7139 (0.6727) loss_giou_dn_0: 0.7389 (0.7160) loss_giou_dn_1: 0.6266 (0.6105) loss_giou_dn_2: 0.6071 (0.5857) loss_giou_dn_3: 0.6029 (0.5776) loss_giou_dn_4: 0.5995 (0.5751) loss_giou_dn_5: 0.5987 (0.5751) loss_vfl: 0.7265 (0.7656) loss_vfl_aux_0: 0.8890 (0.9123) loss_vfl_aux_1: 0.8575 (0.8594) loss_vfl_aux_2: 0.7700 (0.8048) loss_vfl_aux_3: 0.7343 (0.7783) loss_vfl_aux_4: 0.7282 (0.7678) loss_vfl_aux_5: 0.8754 (0.8872) loss_vfl_dn_0: 0.4863 (0.4876) loss_vfl_dn_1: 0.4436 (0.4431) loss_vfl_dn_2: 0.4250 (0.4256) loss_vfl_dn_3: 0.4149 (0.4180) loss_vfl_dn_4: 0.4139 (0.4153) loss_vfl_dn_5: 0.4120 (0.4151) time: 0.4571 data: 0.0140 max mem: 5653 Epoch: [6] [2800/7393] eta: 0:36:29 lr: 0.000010 loss: 19.8151 (19.2803) loss_bbox: 0.1825 (0.1948) loss_bbox_aux_0: 0.1983 (0.2111) loss_bbox_aux_1: 0.1939 (0.1994) loss_bbox_aux_2: 0.1817 (0.1961) loss_bbox_aux_3: 0.1848 (0.1948) loss_bbox_aux_4: 0.1820 (0.1949) loss_bbox_aux_5: 0.2507 (0.2574) loss_bbox_dn_0: 0.3532 (0.3645) loss_bbox_dn_1: 0.2688 (0.2932) loss_bbox_dn_2: 0.2538 (0.2749) loss_bbox_dn_3: 0.2509 (0.2671) loss_bbox_dn_4: 0.2502 (0.2642) loss_bbox_dn_5: 0.2501 (0.2639) loss_giou: 0.4999 (0.5607) loss_giou_aux_0: 0.5498 (0.5905) loss_giou_aux_1: 0.5336 (0.5701) loss_giou_aux_2: 0.4964 (0.5643) loss_giou_aux_3: 0.4948 (0.5616) loss_giou_aux_4: 0.5032 (0.5610) loss_giou_aux_5: 0.6415 (0.6723) loss_giou_dn_0: 0.7350 (0.7159) loss_giou_dn_1: 0.6316 (0.6104) loss_giou_dn_2: 0.6015 (0.5856) loss_giou_dn_3: 0.5930 (0.5775) loss_giou_dn_4: 0.5913 (0.5750) loss_giou_dn_5: 0.5914 (0.5750) loss_vfl: 0.7638 (0.7660) loss_vfl_aux_0: 0.9084 (0.9126) loss_vfl_aux_1: 0.8391 (0.8599) loss_vfl_aux_2: 0.8121 (0.8056) loss_vfl_aux_3: 0.7848 (0.7788) loss_vfl_aux_4: 0.7501 (0.7684) loss_vfl_aux_5: 0.8794 (0.8875) loss_vfl_dn_0: 0.4897 (0.4876) loss_vfl_dn_1: 0.4496 (0.4432) loss_vfl_dn_2: 0.4283 (0.4256) loss_vfl_dn_3: 0.4231 (0.4180) loss_vfl_dn_4: 0.4199 (0.4154) loss_vfl_dn_5: 0.4193 (0.4152) time: 0.4907 data: 0.0147 max mem: 5653 Epoch: [6] [2900/7393] eta: 0:35:39 lr: 0.000010 loss: 18.8172 (19.2727) loss_bbox: 0.1844 (0.1946) loss_bbox_aux_0: 0.2041 (0.2111) loss_bbox_aux_1: 0.1886 (0.1993) loss_bbox_aux_2: 0.1873 (0.1959) loss_bbox_aux_3: 0.1840 (0.1946) loss_bbox_aux_4: 0.1842 (0.1947) loss_bbox_aux_5: 0.2473 (0.2573) loss_bbox_dn_0: 0.3604 (0.3646) loss_bbox_dn_1: 0.2630 (0.2931) loss_bbox_dn_2: 0.2543 (0.2748) loss_bbox_dn_3: 0.2530 (0.2670) loss_bbox_dn_4: 0.2516 (0.2642) loss_bbox_dn_5: 0.2516 (0.2638) loss_giou: 0.4590 (0.5602) loss_giou_aux_0: 0.4984 (0.5901) loss_giou_aux_1: 0.4653 (0.5696) loss_giou_aux_2: 0.4654 (0.5638) loss_giou_aux_3: 0.4614 (0.5611) loss_giou_aux_4: 0.4637 (0.5604) loss_giou_aux_5: 0.5790 (0.6717) loss_giou_dn_0: 0.6511 (0.7155) loss_giou_dn_1: 0.5564 (0.6100) loss_giou_dn_2: 0.5260 (0.5852) loss_giou_dn_3: 0.5121 (0.5771) loss_giou_dn_4: 0.5076 (0.5746) loss_giou_dn_5: 0.5073 (0.5746) loss_vfl: 0.7841 (0.7662) loss_vfl_aux_0: 0.9428 (0.9124) loss_vfl_aux_1: 0.8542 (0.8599) loss_vfl_aux_2: 0.8066 (0.8055) loss_vfl_aux_3: 0.7930 (0.7788) loss_vfl_aux_4: 0.7892 (0.7685) loss_vfl_aux_5: 0.9079 (0.8877) loss_vfl_dn_0: 0.4978 (0.4877) loss_vfl_dn_1: 0.4415 (0.4431) loss_vfl_dn_2: 0.4214 (0.4256) loss_vfl_dn_3: 0.4188 (0.4180) loss_vfl_dn_4: 0.4161 (0.4154) loss_vfl_dn_5: 0.4143 (0.4152) time: 0.4560 data: 0.0148 max mem: 5653 Epoch: [6] [3000/7393] eta: 0:34:56 lr: 0.000010 loss: 19.0365 (19.2722) loss_bbox: 0.1776 (0.1944) loss_bbox_aux_0: 0.2060 (0.2111) loss_bbox_aux_1: 0.1890 (0.1991) loss_bbox_aux_2: 0.1766 (0.1958) loss_bbox_aux_3: 0.1795 (0.1945) loss_bbox_aux_4: 0.1767 (0.1945) loss_bbox_aux_5: 0.2448 (0.2572) loss_bbox_dn_0: 0.3436 (0.3648) loss_bbox_dn_1: 0.2665 (0.2933) loss_bbox_dn_2: 0.2533 (0.2750) loss_bbox_dn_3: 0.2406 (0.2672) loss_bbox_dn_4: 0.2388 (0.2643) loss_bbox_dn_5: 0.2387 (0.2640) loss_giou: 0.5081 (0.5599) loss_giou_aux_0: 0.5627 (0.5900) loss_giou_aux_1: 0.5351 (0.5694) loss_giou_aux_2: 0.5188 (0.5636) loss_giou_aux_3: 0.5143 (0.5609) loss_giou_aux_4: 0.5078 (0.5601) loss_giou_aux_5: 0.6484 (0.6716) loss_giou_dn_0: 0.7159 (0.7151) loss_giou_dn_1: 0.6106 (0.6096) loss_giou_dn_2: 0.5784 (0.5849) loss_giou_dn_3: 0.5682 (0.5768) loss_giou_dn_4: 0.5615 (0.5743) loss_giou_dn_5: 0.5615 (0.5743) loss_vfl: 0.7642 (0.7667) loss_vfl_aux_0: 0.8808 (0.9124) loss_vfl_aux_1: 0.8280 (0.8600) loss_vfl_aux_2: 0.8048 (0.8060) loss_vfl_aux_3: 0.7633 (0.7794) loss_vfl_aux_4: 0.7547 (0.7690) loss_vfl_aux_5: 0.8956 (0.8880) loss_vfl_dn_0: 0.4899 (0.4877) loss_vfl_dn_1: 0.4431 (0.4431) loss_vfl_dn_2: 0.4232 (0.4256) loss_vfl_dn_3: 0.4161 (0.4180) loss_vfl_dn_4: 0.4103 (0.4154) loss_vfl_dn_5: 0.4126 (0.4152) time: 0.4661 data: 0.0133 max mem: 5653 Epoch: [6] [3100/7393] eta: 0:34:06 lr: 0.000010 loss: 19.2297 (19.2665) loss_bbox: 0.1942 (0.1944) loss_bbox_aux_0: 0.2058 (0.2111) loss_bbox_aux_1: 0.1935 (0.1991) loss_bbox_aux_2: 0.1950 (0.1958) loss_bbox_aux_3: 0.1909 (0.1944) loss_bbox_aux_4: 0.1933 (0.1945) loss_bbox_aux_5: 0.2671 (0.2572) loss_bbox_dn_0: 0.3406 (0.3646) loss_bbox_dn_1: 0.2492 (0.2932) loss_bbox_dn_2: 0.2324 (0.2748) loss_bbox_dn_3: 0.2242 (0.2670) loss_bbox_dn_4: 0.2217 (0.2642) loss_bbox_dn_5: 0.2207 (0.2638) loss_giou: 0.5864 (0.5597) loss_giou_aux_0: 0.6083 (0.5897) loss_giou_aux_1: 0.5656 (0.5692) loss_giou_aux_2: 0.5703 (0.5633) loss_giou_aux_3: 0.5848 (0.5606) loss_giou_aux_4: 0.5769 (0.5599) loss_giou_aux_5: 0.6808 (0.6712) loss_giou_dn_0: 0.7237 (0.7149) loss_giou_dn_1: 0.6161 (0.6094) loss_giou_dn_2: 0.5917 (0.5847) loss_giou_dn_3: 0.5815 (0.5766) loss_giou_dn_4: 0.5787 (0.5741) loss_giou_dn_5: 0.5782 (0.5741) loss_vfl: 0.7325 (0.7667) loss_vfl_aux_0: 0.8612 (0.9120) loss_vfl_aux_1: 0.8148 (0.8597) loss_vfl_aux_2: 0.7788 (0.8060) loss_vfl_aux_3: 0.7300 (0.7794) loss_vfl_aux_4: 0.7259 (0.7691) loss_vfl_aux_5: 0.8446 (0.8879) loss_vfl_dn_0: 0.4764 (0.4877) loss_vfl_dn_1: 0.4290 (0.4430) loss_vfl_dn_2: 0.4190 (0.4255) loss_vfl_dn_3: 0.4132 (0.4179) loss_vfl_dn_4: 0.4083 (0.4153) loss_vfl_dn_5: 0.4069 (0.4151) time: 0.4729 data: 0.0133 max mem: 5653 Epoch: [6] [3200/7393] eta: 0:33:17 lr: 0.000010 loss: 19.4410 (19.2697) loss_bbox: 0.2082 (0.1949) loss_bbox_aux_0: 0.2171 (0.2115) loss_bbox_aux_1: 0.2080 (0.1995) loss_bbox_aux_2: 0.2058 (0.1962) loss_bbox_aux_3: 0.2080 (0.1949) loss_bbox_aux_4: 0.2076 (0.1950) loss_bbox_aux_5: 0.2498 (0.2577) loss_bbox_dn_0: 0.3557 (0.3653) loss_bbox_dn_1: 0.2965 (0.2938) loss_bbox_dn_2: 0.2802 (0.2755) loss_bbox_dn_3: 0.2776 (0.2676) loss_bbox_dn_4: 0.2746 (0.2647) loss_bbox_dn_5: 0.2737 (0.2644) loss_giou: 0.5573 (0.5594) loss_giou_aux_0: 0.5960 (0.5895) loss_giou_aux_1: 0.5567 (0.5690) loss_giou_aux_2: 0.5494 (0.5631) loss_giou_aux_3: 0.5502 (0.5604) loss_giou_aux_4: 0.5568 (0.5597) loss_giou_aux_5: 0.6888 (0.6711) loss_giou_dn_0: 0.7260 (0.7148) loss_giou_dn_1: 0.6199 (0.6093) loss_giou_dn_2: 0.5896 (0.5845) loss_giou_dn_3: 0.5822 (0.5764) loss_giou_dn_4: 0.5803 (0.5739) loss_giou_dn_5: 0.5808 (0.5739) loss_vfl: 0.6760 (0.7665) loss_vfl_aux_0: 0.8082 (0.9118) loss_vfl_aux_1: 0.7584 (0.8596) loss_vfl_aux_2: 0.6911 (0.8058) loss_vfl_aux_3: 0.6898 (0.7794) loss_vfl_aux_4: 0.6752 (0.7690) loss_vfl_aux_5: 0.7914 (0.8877) loss_vfl_dn_0: 0.4729 (0.4876) loss_vfl_dn_1: 0.4373 (0.4430) loss_vfl_dn_2: 0.4232 (0.4254) loss_vfl_dn_3: 0.4164 (0.4178) loss_vfl_dn_4: 0.4108 (0.4152) loss_vfl_dn_5: 0.4118 (0.4150) time: 0.4609 data: 0.0132 max mem: 5653 Epoch: [6] [3300/7393] eta: 0:32:28 lr: 0.000010 loss: 18.7901 (19.2702) loss_bbox: 0.1799 (0.1949) loss_bbox_aux_0: 0.1860 (0.2115) loss_bbox_aux_1: 0.1854 (0.1996) loss_bbox_aux_2: 0.1760 (0.1962) loss_bbox_aux_3: 0.1810 (0.1949) loss_bbox_aux_4: 0.1824 (0.1950) loss_bbox_aux_5: 0.2392 (0.2576) loss_bbox_dn_0: 0.3209 (0.3649) loss_bbox_dn_1: 0.2535 (0.2935) loss_bbox_dn_2: 0.2490 (0.2751) loss_bbox_dn_3: 0.2345 (0.2673) loss_bbox_dn_4: 0.2329 (0.2644) loss_bbox_dn_5: 0.2325 (0.2641) loss_giou: 0.5476 (0.5601) loss_giou_aux_0: 0.5926 (0.5902) loss_giou_aux_1: 0.5576 (0.5696) loss_giou_aux_2: 0.5524 (0.5637) loss_giou_aux_3: 0.5513 (0.5611) loss_giou_aux_4: 0.5475 (0.5604) loss_giou_aux_5: 0.6749 (0.6717) loss_giou_dn_0: 0.6940 (0.7150) loss_giou_dn_1: 0.5992 (0.6095) loss_giou_dn_2: 0.5761 (0.5848) loss_giou_dn_3: 0.5706 (0.5767) loss_giou_dn_4: 0.5724 (0.5742) loss_giou_dn_5: 0.5725 (0.5742) loss_vfl: 0.7207 (0.7660) loss_vfl_aux_0: 0.8823 (0.9113) loss_vfl_aux_1: 0.8353 (0.8591) loss_vfl_aux_2: 0.7716 (0.8054) loss_vfl_aux_3: 0.7501 (0.7788) loss_vfl_aux_4: 0.7311 (0.7685) loss_vfl_aux_5: 0.8407 (0.8872) loss_vfl_dn_0: 0.4886 (0.4876) loss_vfl_dn_1: 0.4353 (0.4429) loss_vfl_dn_2: 0.4181 (0.4253) loss_vfl_dn_3: 0.4117 (0.4178) loss_vfl_dn_4: 0.4053 (0.4152) loss_vfl_dn_5: 0.4049 (0.4150) time: 0.4565 data: 0.0131 max mem: 5653 Epoch: [6] [3400/7393] eta: 0:31:40 lr: 0.000010 loss: 19.8169 (19.2718) loss_bbox: 0.1951 (0.1948) loss_bbox_aux_0: 0.2155 (0.2115) loss_bbox_aux_1: 0.2021 (0.1995) loss_bbox_aux_2: 0.2024 (0.1961) loss_bbox_aux_3: 0.1995 (0.1948) loss_bbox_aux_4: 0.1967 (0.1949) loss_bbox_aux_5: 0.2511 (0.2574) loss_bbox_dn_0: 0.3351 (0.3648) loss_bbox_dn_1: 0.2726 (0.2935) loss_bbox_dn_2: 0.2611 (0.2751) loss_bbox_dn_3: 0.2536 (0.2673) loss_bbox_dn_4: 0.2494 (0.2644) loss_bbox_dn_5: 0.2496 (0.2641) loss_giou: 0.5309 (0.5604) loss_giou_aux_0: 0.5552 (0.5905) loss_giou_aux_1: 0.5294 (0.5699) loss_giou_aux_2: 0.5429 (0.5640) loss_giou_aux_3: 0.5366 (0.5614) loss_giou_aux_4: 0.5308 (0.5606) loss_giou_aux_5: 0.6430 (0.6719) loss_giou_dn_0: 0.7031 (0.7151) loss_giou_dn_1: 0.5888 (0.6097) loss_giou_dn_2: 0.5701 (0.5850) loss_giou_dn_3: 0.5542 (0.5769) loss_giou_dn_4: 0.5531 (0.5744) loss_giou_dn_5: 0.5528 (0.5744) loss_vfl: 0.7655 (0.7660) loss_vfl_aux_0: 0.8800 (0.9110) loss_vfl_aux_1: 0.8472 (0.8590) loss_vfl_aux_2: 0.7879 (0.8055) loss_vfl_aux_3: 0.7790 (0.7789) loss_vfl_aux_4: 0.7763 (0.7686) loss_vfl_aux_5: 0.8627 (0.8870) loss_vfl_dn_0: 0.4865 (0.4875) loss_vfl_dn_1: 0.4458 (0.4429) loss_vfl_dn_2: 0.4289 (0.4253) loss_vfl_dn_3: 0.4202 (0.4177) loss_vfl_dn_4: 0.4157 (0.4151) loss_vfl_dn_5: 0.4134 (0.4149) time: 0.4678 data: 0.0132 max mem: 5653 Epoch: [6] [3500/7393] eta: 0:30:51 lr: 0.000010 loss: 18.9628 (19.2663) loss_bbox: 0.1932 (0.1948) loss_bbox_aux_0: 0.2159 (0.2114) loss_bbox_aux_1: 0.2002 (0.1994) loss_bbox_aux_2: 0.1990 (0.1960) loss_bbox_aux_3: 0.1903 (0.1947) loss_bbox_aux_4: 0.1920 (0.1948) loss_bbox_aux_5: 0.2693 (0.2575) loss_bbox_dn_0: 0.3352 (0.3646) loss_bbox_dn_1: 0.2724 (0.2934) loss_bbox_dn_2: 0.2514 (0.2751) loss_bbox_dn_3: 0.2417 (0.2673) loss_bbox_dn_4: 0.2354 (0.2644) loss_bbox_dn_5: 0.2353 (0.2641) loss_giou: 0.5292 (0.5600) loss_giou_aux_0: 0.5503 (0.5900) loss_giou_aux_1: 0.5259 (0.5694) loss_giou_aux_2: 0.5127 (0.5636) loss_giou_aux_3: 0.5259 (0.5610) loss_giou_aux_4: 0.5252 (0.5603) loss_giou_aux_5: 0.6346 (0.6716) loss_giou_dn_0: 0.6857 (0.7148) loss_giou_dn_1: 0.5805 (0.6094) loss_giou_dn_2: 0.5522 (0.5847) loss_giou_dn_3: 0.5413 (0.5766) loss_giou_dn_4: 0.5422 (0.5741) loss_giou_dn_5: 0.5426 (0.5741) loss_vfl: 0.7614 (0.7660) loss_vfl_aux_0: 0.8922 (0.9111) loss_vfl_aux_1: 0.8305 (0.8592) loss_vfl_aux_2: 0.7806 (0.8055) loss_vfl_aux_3: 0.7756 (0.7789) loss_vfl_aux_4: 0.7548 (0.7686) loss_vfl_aux_5: 0.8906 (0.8871) loss_vfl_dn_0: 0.4806 (0.4875) loss_vfl_dn_1: 0.4378 (0.4428) loss_vfl_dn_2: 0.4145 (0.4252) loss_vfl_dn_3: 0.4054 (0.4176) loss_vfl_dn_4: 0.4062 (0.4150) loss_vfl_dn_5: 0.4039 (0.4148) time: 0.4613 data: 0.0133 max mem: 5653 Epoch: [6] [3600/7393] eta: 0:30:01 lr: 0.000010 loss: 19.0029 (19.2697) loss_bbox: 0.1915 (0.1948) loss_bbox_aux_0: 0.1925 (0.2113) loss_bbox_aux_1: 0.1792 (0.1993) loss_bbox_aux_2: 0.1882 (0.1960) loss_bbox_aux_3: 0.1910 (0.1947) loss_bbox_aux_4: 0.1909 (0.1948) loss_bbox_aux_5: 0.2482 (0.2574) loss_bbox_dn_0: 0.3474 (0.3648) loss_bbox_dn_1: 0.2772 (0.2935) loss_bbox_dn_2: 0.2596 (0.2751) loss_bbox_dn_3: 0.2499 (0.2673) loss_bbox_dn_4: 0.2470 (0.2644) loss_bbox_dn_5: 0.2469 (0.2641) loss_giou: 0.5097 (0.5602) loss_giou_aux_0: 0.5267 (0.5901) loss_giou_aux_1: 0.5013 (0.5695) loss_giou_aux_2: 0.5174 (0.5637) loss_giou_aux_3: 0.5003 (0.5611) loss_giou_aux_4: 0.5072 (0.5604) loss_giou_aux_5: 0.6038 (0.6716) loss_giou_dn_0: 0.7145 (0.7150) loss_giou_dn_1: 0.5989 (0.6096) loss_giou_dn_2: 0.5662 (0.5849) loss_giou_dn_3: 0.5568 (0.5768) loss_giou_dn_4: 0.5541 (0.5743) loss_giou_dn_5: 0.5539 (0.5743) loss_vfl: 0.7515 (0.7661) loss_vfl_aux_0: 0.9167 (0.9112) loss_vfl_aux_1: 0.8677 (0.8594) loss_vfl_aux_2: 0.8138 (0.8060) loss_vfl_aux_3: 0.7741 (0.7792) loss_vfl_aux_4: 0.7624 (0.7688) loss_vfl_aux_5: 0.8868 (0.8872) loss_vfl_dn_0: 0.4854 (0.4875) loss_vfl_dn_1: 0.4449 (0.4429) loss_vfl_dn_2: 0.4285 (0.4253) loss_vfl_dn_3: 0.4186 (0.4177) loss_vfl_dn_4: 0.4152 (0.4150) loss_vfl_dn_5: 0.4143 (0.4148) time: 0.4576 data: 0.0134 max mem: 5653 Epoch: [6] [3700/7393] eta: 0:29:12 lr: 0.000010 loss: 18.8555 (19.2734) loss_bbox: 0.1708 (0.1948) loss_bbox_aux_0: 0.1857 (0.2113) loss_bbox_aux_1: 0.1808 (0.1993) loss_bbox_aux_2: 0.1764 (0.1960) loss_bbox_aux_3: 0.1739 (0.1947) loss_bbox_aux_4: 0.1730 (0.1948) loss_bbox_aux_5: 0.2336 (0.2575) loss_bbox_dn_0: 0.3161 (0.3649) loss_bbox_dn_1: 0.2460 (0.2937) loss_bbox_dn_2: 0.2281 (0.2753) loss_bbox_dn_3: 0.2215 (0.2675) loss_bbox_dn_4: 0.2206 (0.2647) loss_bbox_dn_5: 0.2203 (0.2643) loss_giou: 0.5909 (0.5602) loss_giou_aux_0: 0.6065 (0.5901) loss_giou_aux_1: 0.5936 (0.5695) loss_giou_aux_2: 0.5997 (0.5638) loss_giou_aux_3: 0.5953 (0.5611) loss_giou_aux_4: 0.5904 (0.5605) loss_giou_aux_5: 0.7039 (0.6717) loss_giou_dn_0: 0.7319 (0.7153) loss_giou_dn_1: 0.6256 (0.6099) loss_giou_dn_2: 0.5957 (0.5851) loss_giou_dn_3: 0.5853 (0.5770) loss_giou_dn_4: 0.5835 (0.5745) loss_giou_dn_5: 0.5837 (0.5746) loss_vfl: 0.7023 (0.7663) loss_vfl_aux_0: 0.8661 (0.9111) loss_vfl_aux_1: 0.7949 (0.8596) loss_vfl_aux_2: 0.7305 (0.8058) loss_vfl_aux_3: 0.7023 (0.7792) loss_vfl_aux_4: 0.7083 (0.7689) loss_vfl_aux_5: 0.8419 (0.8871) loss_vfl_dn_0: 0.4765 (0.4875) loss_vfl_dn_1: 0.4312 (0.4428) loss_vfl_dn_2: 0.4137 (0.4252) loss_vfl_dn_3: 0.4040 (0.4177) loss_vfl_dn_4: 0.4008 (0.4150) loss_vfl_dn_5: 0.3992 (0.4148) time: 0.4540 data: 0.0134 max mem: 5653 Epoch: [6] [3800/7393] eta: 0:28:24 lr: 0.000010 loss: 19.7817 (19.2765) loss_bbox: 0.1969 (0.1948) loss_bbox_aux_0: 0.2047 (0.2113) loss_bbox_aux_1: 0.2021 (0.1993) loss_bbox_aux_2: 0.2088 (0.1961) loss_bbox_aux_3: 0.2016 (0.1947) loss_bbox_aux_4: 0.2008 (0.1949) loss_bbox_aux_5: 0.2601 (0.2575) loss_bbox_dn_0: 0.4319 (0.3650) loss_bbox_dn_1: 0.3530 (0.2937) loss_bbox_dn_2: 0.3262 (0.2753) loss_bbox_dn_3: 0.3090 (0.2676) loss_bbox_dn_4: 0.3016 (0.2647) loss_bbox_dn_5: 0.3015 (0.2643) loss_giou: 0.5594 (0.5602) loss_giou_aux_0: 0.5592 (0.5900) loss_giou_aux_1: 0.5526 (0.5695) loss_giou_aux_2: 0.5588 (0.5637) loss_giou_aux_3: 0.5611 (0.5611) loss_giou_aux_4: 0.5659 (0.5604) loss_giou_aux_5: 0.6479 (0.6717) loss_giou_dn_0: 0.7158 (0.7154) loss_giou_dn_1: 0.6247 (0.6100) loss_giou_dn_2: 0.5942 (0.5852) loss_giou_dn_3: 0.5866 (0.5771) loss_giou_dn_4: 0.5857 (0.5746) loss_giou_dn_5: 0.5854 (0.5746) loss_vfl: 0.7721 (0.7667) loss_vfl_aux_0: 0.9504 (0.9113) loss_vfl_aux_1: 0.8813 (0.8599) loss_vfl_aux_2: 0.8322 (0.8062) loss_vfl_aux_3: 0.7967 (0.7795) loss_vfl_aux_4: 0.7645 (0.7693) loss_vfl_aux_5: 0.9207 (0.8872) loss_vfl_dn_0: 0.4884 (0.4876) loss_vfl_dn_1: 0.4494 (0.4429) loss_vfl_dn_2: 0.4282 (0.4253) loss_vfl_dn_3: 0.4182 (0.4177) loss_vfl_dn_4: 0.4168 (0.4151) loss_vfl_dn_5: 0.4175 (0.4149) time: 0.4632 data: 0.0134 max mem: 5653 Epoch: [6] [3900/7393] eta: 0:27:36 lr: 0.000010 loss: 18.9256 (19.2737) loss_bbox: 0.1810 (0.1948) loss_bbox_aux_0: 0.1983 (0.2113) loss_bbox_aux_1: 0.1906 (0.1994) loss_bbox_aux_2: 0.2020 (0.1960) loss_bbox_aux_3: 0.2004 (0.1947) loss_bbox_aux_4: 0.1905 (0.1948) loss_bbox_aux_5: 0.2336 (0.2574) loss_bbox_dn_0: 0.3210 (0.3649) loss_bbox_dn_1: 0.2741 (0.2937) loss_bbox_dn_2: 0.2544 (0.2753) loss_bbox_dn_3: 0.2470 (0.2675) loss_bbox_dn_4: 0.2446 (0.2646) loss_bbox_dn_5: 0.2445 (0.2643) loss_giou: 0.5408 (0.5600) loss_giou_aux_0: 0.5829 (0.5899) loss_giou_aux_1: 0.5570 (0.5693) loss_giou_aux_2: 0.5432 (0.5635) loss_giou_aux_3: 0.5433 (0.5609) loss_giou_aux_4: 0.5393 (0.5602) loss_giou_aux_5: 0.6534 (0.6716) loss_giou_dn_0: 0.6961 (0.7153) loss_giou_dn_1: 0.5933 (0.6099) loss_giou_dn_2: 0.5750 (0.5851) loss_giou_dn_3: 0.5661 (0.5770) loss_giou_dn_4: 0.5635 (0.5746) loss_giou_dn_5: 0.5638 (0.5746) loss_vfl: 0.7500 (0.7666) loss_vfl_aux_0: 0.8915 (0.9111) loss_vfl_aux_1: 0.8545 (0.8598) loss_vfl_aux_2: 0.8202 (0.8063) loss_vfl_aux_3: 0.7714 (0.7795) loss_vfl_aux_4: 0.7653 (0.7693) loss_vfl_aux_5: 0.8716 (0.8871) loss_vfl_dn_0: 0.4886 (0.4875) loss_vfl_dn_1: 0.4423 (0.4429) loss_vfl_dn_2: 0.4238 (0.4253) loss_vfl_dn_3: 0.4190 (0.4177) loss_vfl_dn_4: 0.4163 (0.4151) loss_vfl_dn_5: 0.4177 (0.4149) time: 0.4575 data: 0.0135 max mem: 5653 Epoch: [6] [4000/7393] eta: 0:26:51 lr: 0.000010 loss: 19.7117 (19.2773) loss_bbox: 0.2073 (0.1949) loss_bbox_aux_0: 0.2126 (0.2114) loss_bbox_aux_1: 0.2073 (0.1995) loss_bbox_aux_2: 0.2032 (0.1962) loss_bbox_aux_3: 0.1957 (0.1948) loss_bbox_aux_4: 0.2077 (0.1949) loss_bbox_aux_5: 0.2664 (0.2576) loss_bbox_dn_0: 0.3665 (0.3653) loss_bbox_dn_1: 0.2952 (0.2940) loss_bbox_dn_2: 0.2707 (0.2756) loss_bbox_dn_3: 0.2655 (0.2679) loss_bbox_dn_4: 0.2636 (0.2650) loss_bbox_dn_5: 0.2635 (0.2646) loss_giou: 0.5609 (0.5598) loss_giou_aux_0: 0.5809 (0.5897) loss_giou_aux_1: 0.5649 (0.5692) loss_giou_aux_2: 0.5649 (0.5633) loss_giou_aux_3: 0.5570 (0.5607) loss_giou_aux_4: 0.5574 (0.5600) loss_giou_aux_5: 0.6621 (0.6714) loss_giou_dn_0: 0.7052 (0.7152) loss_giou_dn_1: 0.6030 (0.6099) loss_giou_dn_2: 0.5800 (0.5851) loss_giou_dn_3: 0.5698 (0.5770) loss_giou_dn_4: 0.5683 (0.5745) loss_giou_dn_5: 0.5679 (0.5745) loss_vfl: 0.7918 (0.7669) loss_vfl_aux_0: 0.8911 (0.9114) loss_vfl_aux_1: 0.8812 (0.8599) loss_vfl_aux_2: 0.8194 (0.8065) loss_vfl_aux_3: 0.8147 (0.7798) loss_vfl_aux_4: 0.7938 (0.7696) loss_vfl_aux_5: 0.9312 (0.8875) loss_vfl_dn_0: 0.4836 (0.4876) loss_vfl_dn_1: 0.4421 (0.4429) loss_vfl_dn_2: 0.4296 (0.4253) loss_vfl_dn_3: 0.4204 (0.4177) loss_vfl_dn_4: 0.4168 (0.4151) loss_vfl_dn_5: 0.4153 (0.4149) time: 0.4657 data: 0.0134 max mem: 5653 Epoch: [6] [4100/7393] eta: 0:26:07 lr: 0.000010 loss: 19.2825 (19.2773) loss_bbox: 0.1873 (0.1948) loss_bbox_aux_0: 0.1976 (0.2113) loss_bbox_aux_1: 0.1872 (0.1993) loss_bbox_aux_2: 0.1831 (0.1960) loss_bbox_aux_3: 0.1833 (0.1947) loss_bbox_aux_4: 0.1818 (0.1948) loss_bbox_aux_5: 0.2393 (0.2575) loss_bbox_dn_0: 0.3510 (0.3651) loss_bbox_dn_1: 0.2835 (0.2939) loss_bbox_dn_2: 0.2665 (0.2754) loss_bbox_dn_3: 0.2633 (0.2677) loss_bbox_dn_4: 0.2597 (0.2648) loss_bbox_dn_5: 0.2593 (0.2644) loss_giou: 0.5579 (0.5600) loss_giou_aux_0: 0.5653 (0.5899) loss_giou_aux_1: 0.5575 (0.5693) loss_giou_aux_2: 0.5613 (0.5635) loss_giou_aux_3: 0.5593 (0.5609) loss_giou_aux_4: 0.5552 (0.5602) loss_giou_aux_5: 0.6596 (0.6717) loss_giou_dn_0: 0.7255 (0.7154) loss_giou_dn_1: 0.6200 (0.6100) loss_giou_dn_2: 0.5889 (0.5852) loss_giou_dn_3: 0.5833 (0.5771) loss_giou_dn_4: 0.5798 (0.5746) loss_giou_dn_5: 0.5799 (0.5746) loss_vfl: 0.7707 (0.7667) loss_vfl_aux_0: 0.8893 (0.9112) loss_vfl_aux_1: 0.8654 (0.8600) loss_vfl_aux_2: 0.8010 (0.8065) loss_vfl_aux_3: 0.7800 (0.7797) loss_vfl_aux_4: 0.7756 (0.7695) loss_vfl_aux_5: 0.8786 (0.8875) loss_vfl_dn_0: 0.4877 (0.4876) loss_vfl_dn_1: 0.4427 (0.4430) loss_vfl_dn_2: 0.4262 (0.4253) loss_vfl_dn_3: 0.4192 (0.4178) loss_vfl_dn_4: 0.4174 (0.4151) loss_vfl_dn_5: 0.4188 (0.4149) time: 0.4778 data: 0.0141 max mem: 5653 Epoch: [6] [4200/7393] eta: 0:25:19 lr: 0.000010 loss: 18.7430 (19.2814) loss_bbox: 0.1853 (0.1950) loss_bbox_aux_0: 0.2074 (0.2114) loss_bbox_aux_1: 0.1846 (0.1994) loss_bbox_aux_2: 0.1864 (0.1961) loss_bbox_aux_3: 0.1891 (0.1949) loss_bbox_aux_4: 0.1855 (0.1950) loss_bbox_aux_5: 0.2484 (0.2578) loss_bbox_dn_0: 0.3659 (0.3655) loss_bbox_dn_1: 0.2797 (0.2942) loss_bbox_dn_2: 0.2568 (0.2757) loss_bbox_dn_3: 0.2489 (0.2679) loss_bbox_dn_4: 0.2453 (0.2650) loss_bbox_dn_5: 0.2459 (0.2647) loss_giou: 0.5198 (0.5601) loss_giou_aux_0: 0.5452 (0.5900) loss_giou_aux_1: 0.5145 (0.5694) loss_giou_aux_2: 0.5227 (0.5635) loss_giou_aux_3: 0.5220 (0.5610) loss_giou_aux_4: 0.5219 (0.5603) loss_giou_aux_5: 0.6333 (0.6717) loss_giou_dn_0: 0.6955 (0.7155) loss_giou_dn_1: 0.5850 (0.6101) loss_giou_dn_2: 0.5601 (0.5853) loss_giou_dn_3: 0.5483 (0.5772) loss_giou_dn_4: 0.5478 (0.5747) loss_giou_dn_5: 0.5484 (0.5747) loss_vfl: 0.7365 (0.7669) loss_vfl_aux_0: 0.8949 (0.9112) loss_vfl_aux_1: 0.8705 (0.8602) loss_vfl_aux_2: 0.7993 (0.8066) loss_vfl_aux_3: 0.7551 (0.7798) loss_vfl_aux_4: 0.7462 (0.7696) loss_vfl_aux_5: 0.9140 (0.8875) loss_vfl_dn_0: 0.4884 (0.4876) loss_vfl_dn_1: 0.4453 (0.4430) loss_vfl_dn_2: 0.4230 (0.4253) loss_vfl_dn_3: 0.4188 (0.4177) loss_vfl_dn_4: 0.4163 (0.4151) loss_vfl_dn_5: 0.4161 (0.4149) time: 0.4614 data: 0.0143 max mem: 5653 Epoch: [6] [4300/7393] eta: 0:24:34 lr: 0.000010 loss: 19.1222 (19.2795) loss_bbox: 0.1861 (0.1949) loss_bbox_aux_0: 0.1985 (0.2114) loss_bbox_aux_1: 0.1897 (0.1994) loss_bbox_aux_2: 0.1889 (0.1961) loss_bbox_aux_3: 0.1872 (0.1948) loss_bbox_aux_4: 0.1859 (0.1949) loss_bbox_aux_5: 0.2376 (0.2578) loss_bbox_dn_0: 0.2851 (0.3656) loss_bbox_dn_1: 0.2379 (0.2942) loss_bbox_dn_2: 0.2229 (0.2757) loss_bbox_dn_3: 0.2128 (0.2679) loss_bbox_dn_4: 0.2089 (0.2650) loss_bbox_dn_5: 0.2083 (0.2647) loss_giou: 0.6262 (0.5599) loss_giou_aux_0: 0.6432 (0.5898) loss_giou_aux_1: 0.6398 (0.5692) loss_giou_aux_2: 0.6352 (0.5634) loss_giou_aux_3: 0.6379 (0.5608) loss_giou_aux_4: 0.6347 (0.5601) loss_giou_aux_5: 0.6932 (0.6716) loss_giou_dn_0: 0.7464 (0.7154) loss_giou_dn_1: 0.6448 (0.6100) loss_giou_dn_2: 0.6258 (0.5852) loss_giou_dn_3: 0.6179 (0.5771) loss_giou_dn_4: 0.6176 (0.5746) loss_giou_dn_5: 0.6186 (0.5746) loss_vfl: 0.7036 (0.7669) loss_vfl_aux_0: 0.8288 (0.9113) loss_vfl_aux_1: 0.8027 (0.8601) loss_vfl_aux_2: 0.7435 (0.8065) loss_vfl_aux_3: 0.7253 (0.7798) loss_vfl_aux_4: 0.7121 (0.7697) loss_vfl_aux_5: 0.7912 (0.8875) loss_vfl_dn_0: 0.4699 (0.4876) loss_vfl_dn_1: 0.4321 (0.4429) loss_vfl_dn_2: 0.4183 (0.4253) loss_vfl_dn_3: 0.4122 (0.4177) loss_vfl_dn_4: 0.4088 (0.4151) loss_vfl_dn_5: 0.4069 (0.4149) time: 0.4557 data: 0.0144 max mem: 5653 Epoch: [6] [4400/7393] eta: 0:23:46 lr: 0.000010 loss: 18.8911 (19.2774) loss_bbox: 0.1704 (0.1948) loss_bbox_aux_0: 0.1877 (0.2112) loss_bbox_aux_1: 0.1774 (0.1992) loss_bbox_aux_2: 0.1728 (0.1960) loss_bbox_aux_3: 0.1756 (0.1947) loss_bbox_aux_4: 0.1685 (0.1948) loss_bbox_aux_5: 0.2353 (0.2576) loss_bbox_dn_0: 0.3060 (0.3653) loss_bbox_dn_1: 0.2467 (0.2940) loss_bbox_dn_2: 0.2328 (0.2755) loss_bbox_dn_3: 0.2310 (0.2677) loss_bbox_dn_4: 0.2294 (0.2648) loss_bbox_dn_5: 0.2289 (0.2644) loss_giou: 0.5363 (0.5599) loss_giou_aux_0: 0.5753 (0.5897) loss_giou_aux_1: 0.5526 (0.5692) loss_giou_aux_2: 0.5408 (0.5633) loss_giou_aux_3: 0.5349 (0.5608) loss_giou_aux_4: 0.5377 (0.5600) loss_giou_aux_5: 0.6695 (0.6716) loss_giou_dn_0: 0.7099 (0.7153) loss_giou_dn_1: 0.5861 (0.6100) loss_giou_dn_2: 0.5596 (0.5852) loss_giou_dn_3: 0.5516 (0.5771) loss_giou_dn_4: 0.5477 (0.5746) loss_giou_dn_5: 0.5485 (0.5746) loss_vfl: 0.7144 (0.7670) loss_vfl_aux_0: 0.8724 (0.9116) loss_vfl_aux_1: 0.7940 (0.8604) loss_vfl_aux_2: 0.7408 (0.8066) loss_vfl_aux_3: 0.7357 (0.7799) loss_vfl_aux_4: 0.7184 (0.7698) loss_vfl_aux_5: 0.8522 (0.8875) loss_vfl_dn_0: 0.4907 (0.4876) loss_vfl_dn_1: 0.4372 (0.4429) loss_vfl_dn_2: 0.4213 (0.4253) loss_vfl_dn_3: 0.4164 (0.4177) loss_vfl_dn_4: 0.4110 (0.4151) loss_vfl_dn_5: 0.4115 (0.4149) time: 0.4688 data: 0.0139 max mem: 5653 Epoch: [6] [4500/7393] eta: 0:22:58 lr: 0.000010 loss: 19.1753 (19.2784) loss_bbox: 0.1966 (0.1946) loss_bbox_aux_0: 0.2064 (0.2111) loss_bbox_aux_1: 0.1935 (0.1992) loss_bbox_aux_2: 0.1885 (0.1959) loss_bbox_aux_3: 0.1939 (0.1946) loss_bbox_aux_4: 0.1955 (0.1946) loss_bbox_aux_5: 0.2496 (0.2575) loss_bbox_dn_0: 0.3256 (0.3651) loss_bbox_dn_1: 0.2595 (0.2938) loss_bbox_dn_2: 0.2455 (0.2753) loss_bbox_dn_3: 0.2401 (0.2675) loss_bbox_dn_4: 0.2386 (0.2646) loss_bbox_dn_5: 0.2382 (0.2643) loss_giou: 0.5745 (0.5600) loss_giou_aux_0: 0.6085 (0.5898) loss_giou_aux_1: 0.5867 (0.5693) loss_giou_aux_2: 0.5833 (0.5635) loss_giou_aux_3: 0.5831 (0.5609) loss_giou_aux_4: 0.5919 (0.5602) loss_giou_aux_5: 0.6942 (0.6717) loss_giou_dn_0: 0.7188 (0.7154) loss_giou_dn_1: 0.6162 (0.6100) loss_giou_dn_2: 0.6020 (0.5853) loss_giou_dn_3: 0.5903 (0.5771) loss_giou_dn_4: 0.5870 (0.5746) loss_giou_dn_5: 0.5867 (0.5747) loss_vfl: 0.7129 (0.7672) loss_vfl_aux_0: 0.8375 (0.9119) loss_vfl_aux_1: 0.8131 (0.8607) loss_vfl_aux_2: 0.7548 (0.8068) loss_vfl_aux_3: 0.7420 (0.7801) loss_vfl_aux_4: 0.7268 (0.7700) loss_vfl_aux_5: 0.8367 (0.8877) loss_vfl_dn_0: 0.4786 (0.4877) loss_vfl_dn_1: 0.4425 (0.4430) loss_vfl_dn_2: 0.4288 (0.4253) loss_vfl_dn_3: 0.4208 (0.4177) loss_vfl_dn_4: 0.4184 (0.4151) loss_vfl_dn_5: 0.4181 (0.4149) time: 0.4719 data: 0.0142 max mem: 5653 Epoch: [6] [4600/7393] eta: 0:22:10 lr: 0.000010 loss: 19.3279 (19.2752) loss_bbox: 0.1932 (0.1945) loss_bbox_aux_0: 0.1988 (0.2109) loss_bbox_aux_1: 0.1898 (0.1990) loss_bbox_aux_2: 0.1796 (0.1958) loss_bbox_aux_3: 0.1807 (0.1945) loss_bbox_aux_4: 0.1885 (0.1945) loss_bbox_aux_5: 0.2418 (0.2574) loss_bbox_dn_0: 0.3846 (0.3650) loss_bbox_dn_1: 0.3098 (0.2937) loss_bbox_dn_2: 0.2805 (0.2752) loss_bbox_dn_3: 0.2735 (0.2674) loss_bbox_dn_4: 0.2725 (0.2645) loss_bbox_dn_5: 0.2727 (0.2642) loss_giou: 0.5345 (0.5599) loss_giou_aux_0: 0.5550 (0.5896) loss_giou_aux_1: 0.5277 (0.5691) loss_giou_aux_2: 0.5281 (0.5634) loss_giou_aux_3: 0.5258 (0.5608) loss_giou_aux_4: 0.5343 (0.5601) loss_giou_aux_5: 0.6200 (0.6714) loss_giou_dn_0: 0.7144 (0.7153) loss_giou_dn_1: 0.6105 (0.6099) loss_giou_dn_2: 0.5786 (0.5851) loss_giou_dn_3: 0.5717 (0.5770) loss_giou_dn_4: 0.5684 (0.5745) loss_giou_dn_5: 0.5684 (0.5745) loss_vfl: 0.7620 (0.7672) loss_vfl_aux_0: 0.9294 (0.9120) loss_vfl_aux_1: 0.8381 (0.8607) loss_vfl_aux_2: 0.7899 (0.8067) loss_vfl_aux_3: 0.7576 (0.7800) loss_vfl_aux_4: 0.7626 (0.7699) loss_vfl_aux_5: 0.9439 (0.8878) loss_vfl_dn_0: 0.4820 (0.4877) loss_vfl_dn_1: 0.4441 (0.4429) loss_vfl_dn_2: 0.4274 (0.4253) loss_vfl_dn_3: 0.4140 (0.4177) loss_vfl_dn_4: 0.4092 (0.4150) loss_vfl_dn_5: 0.4106 (0.4149) time: 0.4793 data: 0.0144 max mem: 5653 Epoch: [6] [4700/7393] eta: 0:21:22 lr: 0.000010 loss: 19.1585 (19.2663) loss_bbox: 0.1725 (0.1944) loss_bbox_aux_0: 0.1947 (0.2108) loss_bbox_aux_1: 0.1769 (0.1989) loss_bbox_aux_2: 0.1705 (0.1957) loss_bbox_aux_3: 0.1739 (0.1943) loss_bbox_aux_4: 0.1722 (0.1944) loss_bbox_aux_5: 0.2368 (0.2572) loss_bbox_dn_0: 0.3264 (0.3645) loss_bbox_dn_1: 0.2559 (0.2932) loss_bbox_dn_2: 0.2408 (0.2747) loss_bbox_dn_3: 0.2362 (0.2669) loss_bbox_dn_4: 0.2347 (0.2640) loss_bbox_dn_5: 0.2335 (0.2637) loss_giou: 0.5719 (0.5599) loss_giou_aux_0: 0.5942 (0.5898) loss_giou_aux_1: 0.5749 (0.5692) loss_giou_aux_2: 0.5733 (0.5635) loss_giou_aux_3: 0.5711 (0.5609) loss_giou_aux_4: 0.5719 (0.5602) loss_giou_aux_5: 0.6885 (0.6715) loss_giou_dn_0: 0.7177 (0.7152) loss_giou_dn_1: 0.6197 (0.6097) loss_giou_dn_2: 0.5966 (0.5849) loss_giou_dn_3: 0.5892 (0.5768) loss_giou_dn_4: 0.5883 (0.5743) loss_giou_dn_5: 0.5881 (0.5743) loss_vfl: 0.7819 (0.7667) loss_vfl_aux_0: 0.9035 (0.9113) loss_vfl_aux_1: 0.8562 (0.8600) loss_vfl_aux_2: 0.7815 (0.8061) loss_vfl_aux_3: 0.7637 (0.7794) loss_vfl_aux_4: 0.7753 (0.7694) loss_vfl_aux_5: 0.8620 (0.8871) loss_vfl_dn_0: 0.4868 (0.4876) loss_vfl_dn_1: 0.4431 (0.4429) loss_vfl_dn_2: 0.4286 (0.4252) loss_vfl_dn_3: 0.4207 (0.4176) loss_vfl_dn_4: 0.4166 (0.4150) loss_vfl_dn_5: 0.4135 (0.4148) time: 0.4544 data: 0.0139 max mem: 5653 Epoch: [6] [4800/7393] eta: 0:20:34 lr: 0.000010 loss: 18.8280 (19.2630) loss_bbox: 0.1698 (0.1944) loss_bbox_aux_0: 0.1927 (0.2108) loss_bbox_aux_1: 0.1860 (0.1989) loss_bbox_aux_2: 0.1715 (0.1957) loss_bbox_aux_3: 0.1693 (0.1944) loss_bbox_aux_4: 0.1698 (0.1944) loss_bbox_aux_5: 0.2277 (0.2571) loss_bbox_dn_0: 0.3233 (0.3644) loss_bbox_dn_1: 0.2614 (0.2931) loss_bbox_dn_2: 0.2510 (0.2747) loss_bbox_dn_3: 0.2404 (0.2669) loss_bbox_dn_4: 0.2365 (0.2640) loss_bbox_dn_5: 0.2358 (0.2637) loss_giou: 0.5702 (0.5599) loss_giou_aux_0: 0.5947 (0.5897) loss_giou_aux_1: 0.5850 (0.5691) loss_giou_aux_2: 0.5733 (0.5635) loss_giou_aux_3: 0.5682 (0.5608) loss_giou_aux_4: 0.5702 (0.5601) loss_giou_aux_5: 0.6750 (0.6713) loss_giou_dn_0: 0.7176 (0.7151) loss_giou_dn_1: 0.6119 (0.6097) loss_giou_dn_2: 0.5795 (0.5849) loss_giou_dn_3: 0.5691 (0.5768) loss_giou_dn_4: 0.5665 (0.5743) loss_giou_dn_5: 0.5663 (0.5743) loss_vfl: 0.7418 (0.7665) loss_vfl_aux_0: 0.8861 (0.9110) loss_vfl_aux_1: 0.8273 (0.8598) loss_vfl_aux_2: 0.7789 (0.8058) loss_vfl_aux_3: 0.7458 (0.7792) loss_vfl_aux_4: 0.7526 (0.7691) loss_vfl_aux_5: 0.8964 (0.8871) loss_vfl_dn_0: 0.4801 (0.4876) loss_vfl_dn_1: 0.4340 (0.4428) loss_vfl_dn_2: 0.4187 (0.4251) loss_vfl_dn_3: 0.4096 (0.4175) loss_vfl_dn_4: 0.4097 (0.4149) loss_vfl_dn_5: 0.4102 (0.4147) time: 0.4805 data: 0.0138 max mem: 5653 Epoch: [6] [4900/7393] eta: 0:19:46 lr: 0.000010 loss: 18.7669 (19.2591) loss_bbox: 0.1756 (0.1943) loss_bbox_aux_0: 0.1925 (0.2108) loss_bbox_aux_1: 0.1939 (0.1989) loss_bbox_aux_2: 0.1847 (0.1957) loss_bbox_aux_3: 0.1805 (0.1943) loss_bbox_aux_4: 0.1754 (0.1943) loss_bbox_aux_5: 0.2491 (0.2571) loss_bbox_dn_0: 0.3485 (0.3645) loss_bbox_dn_1: 0.2680 (0.2932) loss_bbox_dn_2: 0.2494 (0.2747) loss_bbox_dn_3: 0.2372 (0.2669) loss_bbox_dn_4: 0.2350 (0.2640) loss_bbox_dn_5: 0.2349 (0.2637) loss_giou: 0.5149 (0.5596) loss_giou_aux_0: 0.5515 (0.5895) loss_giou_aux_1: 0.5420 (0.5689) loss_giou_aux_2: 0.5434 (0.5632) loss_giou_aux_3: 0.5292 (0.5606) loss_giou_aux_4: 0.5141 (0.5598) loss_giou_aux_5: 0.6411 (0.6710) loss_giou_dn_0: 0.6926 (0.7149) loss_giou_dn_1: 0.5829 (0.6095) loss_giou_dn_2: 0.5540 (0.5847) loss_giou_dn_3: 0.5458 (0.5765) loss_giou_dn_4: 0.5431 (0.5740) loss_giou_dn_5: 0.5438 (0.5740) loss_vfl: 0.7430 (0.7666) loss_vfl_aux_0: 0.8715 (0.9109) loss_vfl_aux_1: 0.8249 (0.8595) loss_vfl_aux_2: 0.7784 (0.8057) loss_vfl_aux_3: 0.7570 (0.7792) loss_vfl_aux_4: 0.7485 (0.7692) loss_vfl_aux_5: 0.8827 (0.8872) loss_vfl_dn_0: 0.4830 (0.4876) loss_vfl_dn_1: 0.4433 (0.4428) loss_vfl_dn_2: 0.4250 (0.4250) loss_vfl_dn_3: 0.4158 (0.4175) loss_vfl_dn_4: 0.4132 (0.4148) loss_vfl_dn_5: 0.4131 (0.4147) time: 0.4696 data: 0.0142 max mem: 5653 Epoch: [6] [5000/7393] eta: 0:18:58 lr: 0.000010 loss: 19.5509 (19.2566) loss_bbox: 0.2021 (0.1944) loss_bbox_aux_0: 0.2069 (0.2108) loss_bbox_aux_1: 0.2002 (0.1989) loss_bbox_aux_2: 0.1991 (0.1957) loss_bbox_aux_3: 0.2040 (0.1944) loss_bbox_aux_4: 0.2015 (0.1944) loss_bbox_aux_5: 0.2469 (0.2571) loss_bbox_dn_0: 0.3594 (0.3645) loss_bbox_dn_1: 0.3061 (0.2932) loss_bbox_dn_2: 0.2948 (0.2747) loss_bbox_dn_3: 0.2897 (0.2669) loss_bbox_dn_4: 0.2840 (0.2640) loss_bbox_dn_5: 0.2832 (0.2637) loss_giou: 0.5330 (0.5592) loss_giou_aux_0: 0.5825 (0.5891) loss_giou_aux_1: 0.5458 (0.5685) loss_giou_aux_2: 0.5322 (0.5628) loss_giou_aux_3: 0.5343 (0.5601) loss_giou_aux_4: 0.5348 (0.5594) loss_giou_aux_5: 0.6685 (0.6706) loss_giou_dn_0: 0.6959 (0.7147) loss_giou_dn_1: 0.5942 (0.6092) loss_giou_dn_2: 0.5819 (0.5844) loss_giou_dn_3: 0.5726 (0.5763) loss_giou_dn_4: 0.5712 (0.5738) loss_giou_dn_5: 0.5711 (0.5738) loss_vfl: 0.7930 (0.7668) loss_vfl_aux_0: 0.9064 (0.9109) loss_vfl_aux_1: 0.8848 (0.8597) loss_vfl_aux_2: 0.8220 (0.8059) loss_vfl_aux_3: 0.7997 (0.7794) loss_vfl_aux_4: 0.7985 (0.7694) loss_vfl_aux_5: 0.8942 (0.8873) loss_vfl_dn_0: 0.4934 (0.4877) loss_vfl_dn_1: 0.4427 (0.4428) loss_vfl_dn_2: 0.4247 (0.4251) loss_vfl_dn_3: 0.4178 (0.4175) loss_vfl_dn_4: 0.4150 (0.4149) loss_vfl_dn_5: 0.4145 (0.4147) time: 0.4607 data: 0.0142 max mem: 5653 Epoch: [6] [5100/7393] eta: 0:18:10 lr: 0.000010 loss: 19.3551 (19.2582) loss_bbox: 0.1785 (0.1944) loss_bbox_aux_0: 0.1972 (0.2109) loss_bbox_aux_1: 0.1886 (0.1990) loss_bbox_aux_2: 0.1767 (0.1958) loss_bbox_aux_3: 0.1772 (0.1944) loss_bbox_aux_4: 0.1783 (0.1944) loss_bbox_aux_5: 0.2504 (0.2571) loss_bbox_dn_0: 0.3477 (0.3644) loss_bbox_dn_1: 0.2701 (0.2931) loss_bbox_dn_2: 0.2571 (0.2747) loss_bbox_dn_3: 0.2543 (0.2669) loss_bbox_dn_4: 0.2524 (0.2640) loss_bbox_dn_5: 0.2518 (0.2637) loss_giou: 0.5400 (0.5594) loss_giou_aux_0: 0.5759 (0.5893) loss_giou_aux_1: 0.5482 (0.5687) loss_giou_aux_2: 0.5468 (0.5629) loss_giou_aux_3: 0.5510 (0.5603) loss_giou_aux_4: 0.5469 (0.5596) loss_giou_aux_5: 0.6831 (0.6707) loss_giou_dn_0: 0.7190 (0.7147) loss_giou_dn_1: 0.6208 (0.6094) loss_giou_dn_2: 0.5950 (0.5846) loss_giou_dn_3: 0.5896 (0.5764) loss_giou_dn_4: 0.5885 (0.5739) loss_giou_dn_5: 0.5889 (0.5739) loss_vfl: 0.7464 (0.7669) loss_vfl_aux_0: 0.8717 (0.9105) loss_vfl_aux_1: 0.8127 (0.8596) loss_vfl_aux_2: 0.7818 (0.8060) loss_vfl_aux_3: 0.7536 (0.7795) loss_vfl_aux_4: 0.7382 (0.7695) loss_vfl_aux_5: 0.8633 (0.8872) loss_vfl_dn_0: 0.4809 (0.4876) loss_vfl_dn_1: 0.4371 (0.4428) loss_vfl_dn_2: 0.4228 (0.4250) loss_vfl_dn_3: 0.4114 (0.4175) loss_vfl_dn_4: 0.4091 (0.4149) loss_vfl_dn_5: 0.4061 (0.4147) time: 0.4788 data: 0.0143 max mem: 5653 Epoch: [6] [5200/7393] eta: 0:17:22 lr: 0.000010 loss: 19.4298 (19.2573) loss_bbox: 0.1947 (0.1945) loss_bbox_aux_0: 0.2167 (0.2111) loss_bbox_aux_1: 0.2063 (0.1992) loss_bbox_aux_2: 0.1989 (0.1959) loss_bbox_aux_3: 0.1930 (0.1945) loss_bbox_aux_4: 0.1938 (0.1945) loss_bbox_aux_5: 0.2654 (0.2573) loss_bbox_dn_0: 0.3685 (0.3647) loss_bbox_dn_1: 0.2910 (0.2933) loss_bbox_dn_2: 0.2714 (0.2749) loss_bbox_dn_3: 0.2630 (0.2670) loss_bbox_dn_4: 0.2550 (0.2641) loss_bbox_dn_5: 0.2529 (0.2638) loss_giou: 0.5161 (0.5588) loss_giou_aux_0: 0.5476 (0.5889) loss_giou_aux_1: 0.5181 (0.5682) loss_giou_aux_2: 0.5125 (0.5625) loss_giou_aux_3: 0.5139 (0.5598) loss_giou_aux_4: 0.5163 (0.5591) loss_giou_aux_5: 0.6258 (0.6704) loss_giou_dn_0: 0.7028 (0.7145) loss_giou_dn_1: 0.5929 (0.6091) loss_giou_dn_2: 0.5613 (0.5842) loss_giou_dn_3: 0.5492 (0.5761) loss_giou_dn_4: 0.5445 (0.5736) loss_giou_dn_5: 0.5447 (0.5736) loss_vfl: 0.7861 (0.7673) loss_vfl_aux_0: 0.9383 (0.9106) loss_vfl_aux_1: 0.9301 (0.8600) loss_vfl_aux_2: 0.8490 (0.8063) loss_vfl_aux_3: 0.7898 (0.7799) loss_vfl_aux_4: 0.7823 (0.7699) loss_vfl_aux_5: 0.9151 (0.8873) loss_vfl_dn_0: 0.4929 (0.4876) loss_vfl_dn_1: 0.4389 (0.4428) loss_vfl_dn_2: 0.4217 (0.4250) loss_vfl_dn_3: 0.4123 (0.4175) loss_vfl_dn_4: 0.4071 (0.4148) loss_vfl_dn_5: 0.4048 (0.4147) time: 0.4674 data: 0.0140 max mem: 5653 Epoch: [6] [5300/7393] eta: 0:16:34 lr: 0.000010 loss: 18.9464 (19.2564) loss_bbox: 0.1985 (0.1945) loss_bbox_aux_0: 0.2113 (0.2111) loss_bbox_aux_1: 0.2039 (0.1992) loss_bbox_aux_2: 0.1982 (0.1959) loss_bbox_aux_3: 0.1891 (0.1945) loss_bbox_aux_4: 0.1966 (0.1945) loss_bbox_aux_5: 0.2570 (0.2573) loss_bbox_dn_0: 0.3724 (0.3647) loss_bbox_dn_1: 0.3071 (0.2933) loss_bbox_dn_2: 0.2908 (0.2749) loss_bbox_dn_3: 0.2837 (0.2670) loss_bbox_dn_4: 0.2788 (0.2642) loss_bbox_dn_5: 0.2788 (0.2638) loss_giou: 0.5054 (0.5588) loss_giou_aux_0: 0.5558 (0.5889) loss_giou_aux_1: 0.5256 (0.5681) loss_giou_aux_2: 0.5269 (0.5624) loss_giou_aux_3: 0.5136 (0.5597) loss_giou_aux_4: 0.5305 (0.5590) loss_giou_aux_5: 0.6204 (0.6703) loss_giou_dn_0: 0.6946 (0.7144) loss_giou_dn_1: 0.5794 (0.6090) loss_giou_dn_2: 0.5480 (0.5841) loss_giou_dn_3: 0.5401 (0.5760) loss_giou_dn_4: 0.5373 (0.5735) loss_giou_dn_5: 0.5372 (0.5735) loss_vfl: 0.7867 (0.7674) loss_vfl_aux_0: 0.9152 (0.9107) loss_vfl_aux_1: 0.8861 (0.8599) loss_vfl_aux_2: 0.8299 (0.8063) loss_vfl_aux_3: 0.7962 (0.7799) loss_vfl_aux_4: 0.7879 (0.7700) loss_vfl_aux_5: 0.8967 (0.8875) loss_vfl_dn_0: 0.4909 (0.4876) loss_vfl_dn_1: 0.4420 (0.4428) loss_vfl_dn_2: 0.4232 (0.4250) loss_vfl_dn_3: 0.4126 (0.4175) loss_vfl_dn_4: 0.4104 (0.4148) loss_vfl_dn_5: 0.4095 (0.4147) time: 0.4654 data: 0.0141 max mem: 5653 Epoch: [6] [5400/7393] eta: 0:15:47 lr: 0.000010 loss: 18.5527 (19.2557) loss_bbox: 0.1917 (0.1946) loss_bbox_aux_0: 0.2036 (0.2112) loss_bbox_aux_1: 0.1926 (0.1993) loss_bbox_aux_2: 0.1938 (0.1960) loss_bbox_aux_3: 0.1907 (0.1946) loss_bbox_aux_4: 0.1917 (0.1946) loss_bbox_aux_5: 0.2448 (0.2573) loss_bbox_dn_0: 0.3243 (0.3647) loss_bbox_dn_1: 0.2599 (0.2934) loss_bbox_dn_2: 0.2503 (0.2749) loss_bbox_dn_3: 0.2437 (0.2671) loss_bbox_dn_4: 0.2406 (0.2642) loss_bbox_dn_5: 0.2401 (0.2639) loss_giou: 0.5371 (0.5588) loss_giou_aux_0: 0.5759 (0.5888) loss_giou_aux_1: 0.5430 (0.5681) loss_giou_aux_2: 0.5383 (0.5623) loss_giou_aux_3: 0.5317 (0.5597) loss_giou_aux_4: 0.5317 (0.5590) loss_giou_aux_5: 0.6459 (0.6702) loss_giou_dn_0: 0.6880 (0.7142) loss_giou_dn_1: 0.5763 (0.6089) loss_giou_dn_2: 0.5450 (0.5840) loss_giou_dn_3: 0.5403 (0.5758) loss_giou_dn_4: 0.5369 (0.5733) loss_giou_dn_5: 0.5368 (0.5734) loss_vfl: 0.7576 (0.7673) loss_vfl_aux_0: 0.8963 (0.9105) loss_vfl_aux_1: 0.8667 (0.8599) loss_vfl_aux_2: 0.7999 (0.8063) loss_vfl_aux_3: 0.7730 (0.7799) loss_vfl_aux_4: 0.7548 (0.7699) loss_vfl_aux_5: 0.8787 (0.8874) loss_vfl_dn_0: 0.4877 (0.4877) loss_vfl_dn_1: 0.4395 (0.4428) loss_vfl_dn_2: 0.4212 (0.4250) loss_vfl_dn_3: 0.4141 (0.4175) loss_vfl_dn_4: 0.4106 (0.4148) loss_vfl_dn_5: 0.4105 (0.4147) time: 0.4684 data: 0.0140 max mem: 5653 Epoch: [6] [5500/7393] eta: 0:14:59 lr: 0.000010 loss: 19.7998 (19.2566) loss_bbox: 0.1814 (0.1946) loss_bbox_aux_0: 0.2090 (0.2111) loss_bbox_aux_1: 0.1939 (0.1992) loss_bbox_aux_2: 0.1835 (0.1960) loss_bbox_aux_3: 0.1783 (0.1946) loss_bbox_aux_4: 0.1835 (0.1946) loss_bbox_aux_5: 0.2430 (0.2572) loss_bbox_dn_0: 0.3516 (0.3646) loss_bbox_dn_1: 0.2767 (0.2933) loss_bbox_dn_2: 0.2606 (0.2748) loss_bbox_dn_3: 0.2530 (0.2670) loss_bbox_dn_4: 0.2468 (0.2641) loss_bbox_dn_5: 0.2459 (0.2638) loss_giou: 0.5869 (0.5590) loss_giou_aux_0: 0.6267 (0.5890) loss_giou_aux_1: 0.6045 (0.5683) loss_giou_aux_2: 0.6020 (0.5626) loss_giou_aux_3: 0.5803 (0.5600) loss_giou_aux_4: 0.5828 (0.5593) loss_giou_aux_5: 0.7106 (0.6703) loss_giou_dn_0: 0.7564 (0.7143) loss_giou_dn_1: 0.6598 (0.6090) loss_giou_dn_2: 0.6386 (0.5841) loss_giou_dn_3: 0.6258 (0.5760) loss_giou_dn_4: 0.6220 (0.5735) loss_giou_dn_5: 0.6217 (0.5735) loss_vfl: 0.7615 (0.7671) loss_vfl_aux_0: 0.8862 (0.9103) loss_vfl_aux_1: 0.8466 (0.8599) loss_vfl_aux_2: 0.7584 (0.8062) loss_vfl_aux_3: 0.7579 (0.7798) loss_vfl_aux_4: 0.7547 (0.7698) loss_vfl_aux_5: 0.8556 (0.8873) loss_vfl_dn_0: 0.4896 (0.4876) loss_vfl_dn_1: 0.4390 (0.4428) loss_vfl_dn_2: 0.4188 (0.4250) loss_vfl_dn_3: 0.4152 (0.4175) loss_vfl_dn_4: 0.4145 (0.4149) loss_vfl_dn_5: 0.4170 (0.4147) time: 0.4576 data: 0.0139 max mem: 5653 Epoch: [6] [5600/7393] eta: 0:14:11 lr: 0.000010 loss: 18.7257 (19.2542) loss_bbox: 0.1686 (0.1945) loss_bbox_aux_0: 0.1926 (0.2110) loss_bbox_aux_1: 0.1752 (0.1991) loss_bbox_aux_2: 0.1686 (0.1958) loss_bbox_aux_3: 0.1648 (0.1945) loss_bbox_aux_4: 0.1675 (0.1945) loss_bbox_aux_5: 0.2329 (0.2572) loss_bbox_dn_0: 0.3271 (0.3643) loss_bbox_dn_1: 0.2505 (0.2930) loss_bbox_dn_2: 0.2313 (0.2745) loss_bbox_dn_3: 0.2213 (0.2667) loss_bbox_dn_4: 0.2187 (0.2638) loss_bbox_dn_5: 0.2188 (0.2635) loss_giou: 0.4947 (0.5590) loss_giou_aux_0: 0.5240 (0.5890) loss_giou_aux_1: 0.5104 (0.5683) loss_giou_aux_2: 0.5030 (0.5625) loss_giou_aux_3: 0.4988 (0.5599) loss_giou_aux_4: 0.5014 (0.5592) loss_giou_aux_5: 0.6131 (0.6703) loss_giou_dn_0: 0.6679 (0.7143) loss_giou_dn_1: 0.5474 (0.6089) loss_giou_dn_2: 0.5288 (0.5840) loss_giou_dn_3: 0.5227 (0.5759) loss_giou_dn_4: 0.5223 (0.5734) loss_giou_dn_5: 0.5221 (0.5734) loss_vfl: 0.7539 (0.7673) loss_vfl_aux_0: 0.8907 (0.9104) loss_vfl_aux_1: 0.8713 (0.8600) loss_vfl_aux_2: 0.7752 (0.8064) loss_vfl_aux_3: 0.7596 (0.7800) loss_vfl_aux_4: 0.7631 (0.7699) loss_vfl_aux_5: 0.8686 (0.8872) loss_vfl_dn_0: 0.4953 (0.4877) loss_vfl_dn_1: 0.4467 (0.4428) loss_vfl_dn_2: 0.4242 (0.4251) loss_vfl_dn_3: 0.4131 (0.4175) loss_vfl_dn_4: 0.4144 (0.4149) loss_vfl_dn_5: 0.4120 (0.4147) time: 0.4764 data: 0.0146 max mem: 5653 Epoch: [6] [5700/7393] eta: 0:13:25 lr: 0.000010 loss: 19.2327 (19.2573) loss_bbox: 0.1893 (0.1946) loss_bbox_aux_0: 0.2169 (0.2111) loss_bbox_aux_1: 0.2027 (0.1992) loss_bbox_aux_2: 0.1966 (0.1960) loss_bbox_aux_3: 0.1895 (0.1945) loss_bbox_aux_4: 0.1975 (0.1946) loss_bbox_aux_5: 0.2541 (0.2573) loss_bbox_dn_0: 0.3522 (0.3646) loss_bbox_dn_1: 0.2806 (0.2933) loss_bbox_dn_2: 0.2746 (0.2748) loss_bbox_dn_3: 0.2714 (0.2670) loss_bbox_dn_4: 0.2689 (0.2641) loss_bbox_dn_5: 0.2686 (0.2638) loss_giou: 0.5289 (0.5588) loss_giou_aux_0: 0.5631 (0.5887) loss_giou_aux_1: 0.5355 (0.5681) loss_giou_aux_2: 0.5465 (0.5624) loss_giou_aux_3: 0.5320 (0.5597) loss_giou_aux_4: 0.5283 (0.5590) loss_giou_aux_5: 0.6752 (0.6701) loss_giou_dn_0: 0.6920 (0.7141) loss_giou_dn_1: 0.6008 (0.6088) loss_giou_dn_2: 0.5809 (0.5839) loss_giou_dn_3: 0.5741 (0.5757) loss_giou_dn_4: 0.5716 (0.5732) loss_giou_dn_5: 0.5717 (0.5732) loss_vfl: 0.8069 (0.7676) loss_vfl_aux_0: 0.9267 (0.9110) loss_vfl_aux_1: 0.8836 (0.8605) loss_vfl_aux_2: 0.8291 (0.8067) loss_vfl_aux_3: 0.8076 (0.7804) loss_vfl_aux_4: 0.7973 (0.7703) loss_vfl_aux_5: 0.8706 (0.8875) loss_vfl_dn_0: 0.4922 (0.4877) loss_vfl_dn_1: 0.4442 (0.4428) loss_vfl_dn_2: 0.4279 (0.4251) loss_vfl_dn_3: 0.4208 (0.4176) loss_vfl_dn_4: 0.4171 (0.4150) loss_vfl_dn_5: 0.4150 (0.4148) time: 0.4705 data: 0.0141 max mem: 5653 Epoch: [6] [5800/7393] eta: 0:12:38 lr: 0.000010 loss: 18.9246 (19.2555) loss_bbox: 0.1941 (0.1945) loss_bbox_aux_0: 0.2038 (0.2109) loss_bbox_aux_1: 0.1972 (0.1991) loss_bbox_aux_2: 0.1950 (0.1959) loss_bbox_aux_3: 0.1918 (0.1944) loss_bbox_aux_4: 0.1944 (0.1945) loss_bbox_aux_5: 0.2514 (0.2572) loss_bbox_dn_0: 0.3682 (0.3646) loss_bbox_dn_1: 0.2902 (0.2934) loss_bbox_dn_2: 0.2679 (0.2749) loss_bbox_dn_3: 0.2585 (0.2670) loss_bbox_dn_4: 0.2566 (0.2642) loss_bbox_dn_5: 0.2563 (0.2638) loss_giou: 0.5390 (0.5585) loss_giou_aux_0: 0.5880 (0.5884) loss_giou_aux_1: 0.5582 (0.5678) loss_giou_aux_2: 0.5600 (0.5621) loss_giou_aux_3: 0.5555 (0.5594) loss_giou_aux_4: 0.5560 (0.5587) loss_giou_aux_5: 0.6801 (0.6698) loss_giou_dn_0: 0.7382 (0.7140) loss_giou_dn_1: 0.6352 (0.6087) loss_giou_dn_2: 0.6037 (0.5838) loss_giou_dn_3: 0.5952 (0.5756) loss_giou_dn_4: 0.5910 (0.5731) loss_giou_dn_5: 0.5910 (0.5731) loss_vfl: 0.7338 (0.7678) loss_vfl_aux_0: 0.9076 (0.9111) loss_vfl_aux_1: 0.8617 (0.8607) loss_vfl_aux_2: 0.8228 (0.8069) loss_vfl_aux_3: 0.7612 (0.7806) loss_vfl_aux_4: 0.7369 (0.7705) loss_vfl_aux_5: 0.8666 (0.8876) loss_vfl_dn_0: 0.4824 (0.4877) loss_vfl_dn_1: 0.4400 (0.4428) loss_vfl_dn_2: 0.4182 (0.4251) loss_vfl_dn_3: 0.4121 (0.4176) loss_vfl_dn_4: 0.4095 (0.4149) loss_vfl_dn_5: 0.4105 (0.4147) time: 0.4761 data: 0.0138 max mem: 5653 Epoch: [6] [5900/7393] eta: 0:11:50 lr: 0.000010 loss: 18.8986 (19.2529) loss_bbox: 0.1725 (0.1944) loss_bbox_aux_0: 0.1849 (0.2109) loss_bbox_aux_1: 0.1841 (0.1990) loss_bbox_aux_2: 0.1780 (0.1958) loss_bbox_aux_3: 0.1754 (0.1943) loss_bbox_aux_4: 0.1742 (0.1944) loss_bbox_aux_5: 0.2427 (0.2572) loss_bbox_dn_0: 0.3056 (0.3644) loss_bbox_dn_1: 0.2470 (0.2933) loss_bbox_dn_2: 0.2241 (0.2748) loss_bbox_dn_3: 0.2181 (0.2669) loss_bbox_dn_4: 0.2166 (0.2640) loss_bbox_dn_5: 0.2169 (0.2637) loss_giou: 0.5466 (0.5584) loss_giou_aux_0: 0.5937 (0.5883) loss_giou_aux_1: 0.5620 (0.5676) loss_giou_aux_2: 0.5522 (0.5619) loss_giou_aux_3: 0.5544 (0.5592) loss_giou_aux_4: 0.5524 (0.5586) loss_giou_aux_5: 0.6606 (0.6697) loss_giou_dn_0: 0.7019 (0.7139) loss_giou_dn_1: 0.5908 (0.6086) loss_giou_dn_2: 0.5690 (0.5837) loss_giou_dn_3: 0.5637 (0.5755) loss_giou_dn_4: 0.5607 (0.5730) loss_giou_dn_5: 0.5609 (0.5731) loss_vfl: 0.7290 (0.7679) loss_vfl_aux_0: 0.8660 (0.9111) loss_vfl_aux_1: 0.8208 (0.8608) loss_vfl_aux_2: 0.7768 (0.8070) loss_vfl_aux_3: 0.7312 (0.7808) loss_vfl_aux_4: 0.7257 (0.7705) loss_vfl_aux_5: 0.8487 (0.8876) loss_vfl_dn_0: 0.4779 (0.4877) loss_vfl_dn_1: 0.4379 (0.4428) loss_vfl_dn_2: 0.4188 (0.4251) loss_vfl_dn_3: 0.4130 (0.4175) loss_vfl_dn_4: 0.4081 (0.4149) loss_vfl_dn_5: 0.4085 (0.4147) time: 0.4797 data: 0.0137 max mem: 5653 Epoch: [6] [6000/7393] eta: 0:11:02 lr: 0.000010 loss: 18.2025 (19.2482) loss_bbox: 0.1685 (0.1943) loss_bbox_aux_0: 0.1733 (0.2107) loss_bbox_aux_1: 0.1719 (0.1989) loss_bbox_aux_2: 0.1751 (0.1956) loss_bbox_aux_3: 0.1686 (0.1942) loss_bbox_aux_4: 0.1693 (0.1943) loss_bbox_aux_5: 0.2313 (0.2570) loss_bbox_dn_0: 0.3454 (0.3641) loss_bbox_dn_1: 0.3013 (0.2930) loss_bbox_dn_2: 0.2660 (0.2745) loss_bbox_dn_3: 0.2588 (0.2667) loss_bbox_dn_4: 0.2573 (0.2638) loss_bbox_dn_5: 0.2574 (0.2635) loss_giou: 0.5233 (0.5583) loss_giou_aux_0: 0.5286 (0.5882) loss_giou_aux_1: 0.5284 (0.5676) loss_giou_aux_2: 0.5087 (0.5619) loss_giou_aux_3: 0.5191 (0.5591) loss_giou_aux_4: 0.5178 (0.5585) loss_giou_aux_5: 0.6511 (0.6698) loss_giou_dn_0: 0.6935 (0.7139) loss_giou_dn_1: 0.5805 (0.6085) loss_giou_dn_2: 0.5485 (0.5836) loss_giou_dn_3: 0.5370 (0.5755) loss_giou_dn_4: 0.5338 (0.5730) loss_giou_dn_5: 0.5339 (0.5730) loss_vfl: 0.7668 (0.7677) loss_vfl_aux_0: 0.9261 (0.9110) loss_vfl_aux_1: 0.8576 (0.8606) loss_vfl_aux_2: 0.8224 (0.8069) loss_vfl_aux_3: 0.7800 (0.7807) loss_vfl_aux_4: 0.7616 (0.7704) loss_vfl_aux_5: 0.8606 (0.8872) loss_vfl_dn_0: 0.4875 (0.4876) loss_vfl_dn_1: 0.4422 (0.4427) loss_vfl_dn_2: 0.4242 (0.4250) loss_vfl_dn_3: 0.4144 (0.4175) loss_vfl_dn_4: 0.4110 (0.4148) loss_vfl_dn_5: 0.4111 (0.4146) time: 0.4644 data: 0.0142 max mem: 5653 Epoch: [6] [6100/7393] eta: 0:10:14 lr: 0.000010 loss: 19.3989 (19.2480) loss_bbox: 0.1981 (0.1944) loss_bbox_aux_0: 0.2125 (0.2107) loss_bbox_aux_1: 0.2059 (0.1989) loss_bbox_aux_2: 0.1987 (0.1957) loss_bbox_aux_3: 0.1985 (0.1942) loss_bbox_aux_4: 0.1990 (0.1943) loss_bbox_aux_5: 0.2585 (0.2570) loss_bbox_dn_0: 0.3445 (0.3641) loss_bbox_dn_1: 0.2913 (0.2929) loss_bbox_dn_2: 0.2741 (0.2744) loss_bbox_dn_3: 0.2698 (0.2666) loss_bbox_dn_4: 0.2691 (0.2637) loss_bbox_dn_5: 0.2687 (0.2634) loss_giou: 0.5699 (0.5583) loss_giou_aux_0: 0.5839 (0.5882) loss_giou_aux_1: 0.5667 (0.5676) loss_giou_aux_2: 0.5667 (0.5619) loss_giou_aux_3: 0.5747 (0.5592) loss_giou_aux_4: 0.5740 (0.5585) loss_giou_aux_5: 0.6651 (0.6697) loss_giou_dn_0: 0.7160 (0.7138) loss_giou_dn_1: 0.6080 (0.6084) loss_giou_dn_2: 0.5861 (0.5836) loss_giou_dn_3: 0.5787 (0.5754) loss_giou_dn_4: 0.5746 (0.5729) loss_giou_dn_5: 0.5746 (0.5729) loss_vfl: 0.7570 (0.7678) loss_vfl_aux_0: 0.9057 (0.9111) loss_vfl_aux_1: 0.8482 (0.8607) loss_vfl_aux_2: 0.8207 (0.8070) loss_vfl_aux_3: 0.7812 (0.7808) loss_vfl_aux_4: 0.7790 (0.7705) loss_vfl_aux_5: 0.8803 (0.8871) loss_vfl_dn_0: 0.4863 (0.4876) loss_vfl_dn_1: 0.4433 (0.4427) loss_vfl_dn_2: 0.4273 (0.4250) loss_vfl_dn_3: 0.4235 (0.4175) loss_vfl_dn_4: 0.4194 (0.4148) loss_vfl_dn_5: 0.4191 (0.4146) time: 0.4666 data: 0.0138 max mem: 5653 Epoch: [6] [6200/7393] eta: 0:09:27 lr: 0.000010 loss: 19.1467 (19.2431) loss_bbox: 0.1846 (0.1943) loss_bbox_aux_0: 0.1852 (0.2106) loss_bbox_aux_1: 0.1897 (0.1989) loss_bbox_aux_2: 0.1912 (0.1956) loss_bbox_aux_3: 0.1878 (0.1941) loss_bbox_aux_4: 0.1777 (0.1942) loss_bbox_aux_5: 0.2352 (0.2570) loss_bbox_dn_0: 0.3354 (0.3642) loss_bbox_dn_1: 0.2629 (0.2930) loss_bbox_dn_2: 0.2432 (0.2744) loss_bbox_dn_3: 0.2383 (0.2666) loss_bbox_dn_4: 0.2344 (0.2637) loss_bbox_dn_5: 0.2334 (0.2634) loss_giou: 0.5522 (0.5579) loss_giou_aux_0: 0.5877 (0.5877) loss_giou_aux_1: 0.5567 (0.5671) loss_giou_aux_2: 0.5515 (0.5614) loss_giou_aux_3: 0.5445 (0.5587) loss_giou_aux_4: 0.5538 (0.5581) loss_giou_aux_5: 0.6504 (0.6693) loss_giou_dn_0: 0.7181 (0.7134) loss_giou_dn_1: 0.6161 (0.6081) loss_giou_dn_2: 0.5935 (0.5832) loss_giou_dn_3: 0.5799 (0.5750) loss_giou_dn_4: 0.5759 (0.5725) loss_giou_dn_5: 0.5765 (0.5725) loss_vfl: 0.7427 (0.7680) loss_vfl_aux_0: 0.8645 (0.9113) loss_vfl_aux_1: 0.8460 (0.8608) loss_vfl_aux_2: 0.7822 (0.8072) loss_vfl_aux_3: 0.7748 (0.7810) loss_vfl_aux_4: 0.7506 (0.7707) loss_vfl_aux_5: 0.8596 (0.8873) loss_vfl_dn_0: 0.4853 (0.4877) loss_vfl_dn_1: 0.4459 (0.4427) loss_vfl_dn_2: 0.4307 (0.4250) loss_vfl_dn_3: 0.4217 (0.4174) loss_vfl_dn_4: 0.4199 (0.4148) loss_vfl_dn_5: 0.4205 (0.4146) time: 0.4686 data: 0.0138 max mem: 5653 Epoch: [6] [6300/7393] eta: 0:08:39 lr: 0.000010 loss: 19.3226 (19.2416) loss_bbox: 0.1837 (0.1943) loss_bbox_aux_0: 0.1990 (0.2105) loss_bbox_aux_1: 0.1909 (0.1988) loss_bbox_aux_2: 0.1865 (0.1955) loss_bbox_aux_3: 0.1822 (0.1941) loss_bbox_aux_4: 0.1814 (0.1942) loss_bbox_aux_5: 0.2411 (0.2570) loss_bbox_dn_0: 0.3687 (0.3642) loss_bbox_dn_1: 0.2922 (0.2930) loss_bbox_dn_2: 0.2684 (0.2744) loss_bbox_dn_3: 0.2584 (0.2666) loss_bbox_dn_4: 0.2571 (0.2637) loss_bbox_dn_5: 0.2571 (0.2633) loss_giou: 0.5305 (0.5578) loss_giou_aux_0: 0.5709 (0.5876) loss_giou_aux_1: 0.5469 (0.5670) loss_giou_aux_2: 0.5337 (0.5613) loss_giou_aux_3: 0.5380 (0.5586) loss_giou_aux_4: 0.5324 (0.5580) loss_giou_aux_5: 0.6471 (0.6692) loss_giou_dn_0: 0.7103 (0.7134) loss_giou_dn_1: 0.6134 (0.6081) loss_giou_dn_2: 0.5876 (0.5832) loss_giou_dn_3: 0.5754 (0.5750) loss_giou_dn_4: 0.5732 (0.5725) loss_giou_dn_5: 0.5732 (0.5725) loss_vfl: 0.7665 (0.7680) loss_vfl_aux_0: 0.9108 (0.9112) loss_vfl_aux_1: 0.8552 (0.8608) loss_vfl_aux_2: 0.8073 (0.8072) loss_vfl_aux_3: 0.7763 (0.7810) loss_vfl_aux_4: 0.7726 (0.7707) loss_vfl_aux_5: 0.8981 (0.8872) loss_vfl_dn_0: 0.4847 (0.4876) loss_vfl_dn_1: 0.4481 (0.4426) loss_vfl_dn_2: 0.4303 (0.4249) loss_vfl_dn_3: 0.4246 (0.4174) loss_vfl_dn_4: 0.4197 (0.4147) loss_vfl_dn_5: 0.4186 (0.4146) time: 0.4746 data: 0.0141 max mem: 5653 Epoch: [6] [6400/7393] eta: 0:07:52 lr: 0.000010 loss: 18.6917 (19.2397) loss_bbox: 0.1981 (0.1942) loss_bbox_aux_0: 0.1994 (0.2104) loss_bbox_aux_1: 0.1850 (0.1988) loss_bbox_aux_2: 0.1797 (0.1955) loss_bbox_aux_3: 0.1926 (0.1940) loss_bbox_aux_4: 0.1935 (0.1942) loss_bbox_aux_5: 0.2440 (0.2569) loss_bbox_dn_0: 0.3414 (0.3640) loss_bbox_dn_1: 0.2969 (0.2928) loss_bbox_dn_2: 0.2714 (0.2743) loss_bbox_dn_3: 0.2488 (0.2664) loss_bbox_dn_4: 0.2484 (0.2635) loss_bbox_dn_5: 0.2475 (0.2632) loss_giou: 0.5221 (0.5579) loss_giou_aux_0: 0.5622 (0.5876) loss_giou_aux_1: 0.5488 (0.5671) loss_giou_aux_2: 0.5382 (0.5614) loss_giou_aux_3: 0.5184 (0.5586) loss_giou_aux_4: 0.5238 (0.5580) loss_giou_aux_5: 0.6229 (0.6693) loss_giou_dn_0: 0.6944 (0.7133) loss_giou_dn_1: 0.6017 (0.6080) loss_giou_dn_2: 0.5830 (0.5832) loss_giou_dn_3: 0.5741 (0.5750) loss_giou_dn_4: 0.5722 (0.5725) loss_giou_dn_5: 0.5727 (0.5725) loss_vfl: 0.7607 (0.7679) loss_vfl_aux_0: 0.9267 (0.9110) loss_vfl_aux_1: 0.8506 (0.8606) loss_vfl_aux_2: 0.7795 (0.8070) loss_vfl_aux_3: 0.7632 (0.7810) loss_vfl_aux_4: 0.7539 (0.7706) loss_vfl_aux_5: 0.8678 (0.8870) loss_vfl_dn_0: 0.4909 (0.4876) loss_vfl_dn_1: 0.4432 (0.4426) loss_vfl_dn_2: 0.4184 (0.4249) loss_vfl_dn_3: 0.4124 (0.4174) loss_vfl_dn_4: 0.4084 (0.4147) loss_vfl_dn_5: 0.4097 (0.4145) time: 0.4655 data: 0.0139 max mem: 5653 Epoch: [6] [6500/7393] eta: 0:07:04 lr: 0.000010 loss: 19.2322 (19.2389) loss_bbox: 0.1965 (0.1943) loss_bbox_aux_0: 0.2066 (0.2105) loss_bbox_aux_1: 0.2044 (0.1988) loss_bbox_aux_2: 0.1901 (0.1955) loss_bbox_aux_3: 0.1867 (0.1941) loss_bbox_aux_4: 0.1928 (0.1942) loss_bbox_aux_5: 0.2645 (0.2570) loss_bbox_dn_0: 0.3465 (0.3641) loss_bbox_dn_1: 0.2922 (0.2928) loss_bbox_dn_2: 0.2800 (0.2743) loss_bbox_dn_3: 0.2714 (0.2664) loss_bbox_dn_4: 0.2639 (0.2635) loss_bbox_dn_5: 0.2624 (0.2632) loss_giou: 0.4945 (0.5578) loss_giou_aux_0: 0.5289 (0.5876) loss_giou_aux_1: 0.4915 (0.5670) loss_giou_aux_2: 0.4926 (0.5613) loss_giou_aux_3: 0.4926 (0.5586) loss_giou_aux_4: 0.4814 (0.5580) loss_giou_aux_5: 0.6194 (0.6693) loss_giou_dn_0: 0.6692 (0.7133) loss_giou_dn_1: 0.5688 (0.6080) loss_giou_dn_2: 0.5405 (0.5831) loss_giou_dn_3: 0.5295 (0.5749) loss_giou_dn_4: 0.5260 (0.5724) loss_giou_dn_5: 0.5258 (0.5724) loss_vfl: 0.7713 (0.7679) loss_vfl_aux_0: 0.9343 (0.9110) loss_vfl_aux_1: 0.8749 (0.8606) loss_vfl_aux_2: 0.8224 (0.8070) loss_vfl_aux_3: 0.7890 (0.7809) loss_vfl_aux_4: 0.7789 (0.7706) loss_vfl_aux_5: 0.9005 (0.8869) loss_vfl_dn_0: 0.4969 (0.4876) loss_vfl_dn_1: 0.4475 (0.4426) loss_vfl_dn_2: 0.4311 (0.4249) loss_vfl_dn_3: 0.4234 (0.4174) loss_vfl_dn_4: 0.4199 (0.4147) loss_vfl_dn_5: 0.4163 (0.4145) time: 0.4656 data: 0.0139 max mem: 5653 Epoch: [6] [6600/7393] eta: 0:06:17 lr: 0.000010 loss: 19.0410 (19.2380) loss_bbox: 0.1787 (0.1942) loss_bbox_aux_0: 0.1968 (0.2104) loss_bbox_aux_1: 0.1853 (0.1988) loss_bbox_aux_2: 0.1837 (0.1955) loss_bbox_aux_3: 0.1790 (0.1940) loss_bbox_aux_4: 0.1779 (0.1941) loss_bbox_aux_5: 0.2429 (0.2570) loss_bbox_dn_0: 0.3445 (0.3642) loss_bbox_dn_1: 0.2707 (0.2930) loss_bbox_dn_2: 0.2508 (0.2744) loss_bbox_dn_3: 0.2444 (0.2665) loss_bbox_dn_4: 0.2420 (0.2637) loss_bbox_dn_5: 0.2427 (0.2633) loss_giou: 0.5389 (0.5576) loss_giou_aux_0: 0.6053 (0.5874) loss_giou_aux_1: 0.5735 (0.5669) loss_giou_aux_2: 0.5538 (0.5612) loss_giou_aux_3: 0.5387 (0.5584) loss_giou_aux_4: 0.5386 (0.5578) loss_giou_aux_5: 0.6765 (0.6690) loss_giou_dn_0: 0.7117 (0.7131) loss_giou_dn_1: 0.6114 (0.6079) loss_giou_dn_2: 0.5775 (0.5830) loss_giou_dn_3: 0.5661 (0.5748) loss_giou_dn_4: 0.5604 (0.5722) loss_giou_dn_5: 0.5603 (0.5723) loss_vfl: 0.7358 (0.7680) loss_vfl_aux_0: 0.8794 (0.9111) loss_vfl_aux_1: 0.8156 (0.8606) loss_vfl_aux_2: 0.7659 (0.8070) loss_vfl_aux_3: 0.7498 (0.7810) loss_vfl_aux_4: 0.7374 (0.7707) loss_vfl_aux_5: 0.8609 (0.8870) loss_vfl_dn_0: 0.4775 (0.4876) loss_vfl_dn_1: 0.4347 (0.4426) loss_vfl_dn_2: 0.4155 (0.4249) loss_vfl_dn_3: 0.4094 (0.4173) loss_vfl_dn_4: 0.4040 (0.4147) loss_vfl_dn_5: 0.4045 (0.4145) time: 0.4665 data: 0.0136 max mem: 5653 Epoch: [6] [6700/7393] eta: 0:05:29 lr: 0.000010 loss: 19.0596 (19.2344) loss_bbox: 0.1832 (0.1941) loss_bbox_aux_0: 0.1963 (0.2102) loss_bbox_aux_1: 0.1877 (0.1987) loss_bbox_aux_2: 0.1803 (0.1953) loss_bbox_aux_3: 0.1830 (0.1939) loss_bbox_aux_4: 0.1833 (0.1940) loss_bbox_aux_5: 0.2590 (0.2568) loss_bbox_dn_0: 0.3780 (0.3640) loss_bbox_dn_1: 0.2928 (0.2928) loss_bbox_dn_2: 0.2703 (0.2742) loss_bbox_dn_3: 0.2648 (0.2663) loss_bbox_dn_4: 0.2664 (0.2634) loss_bbox_dn_5: 0.2662 (0.2631) loss_giou: 0.4825 (0.5575) loss_giou_aux_0: 0.5070 (0.5872) loss_giou_aux_1: 0.4726 (0.5668) loss_giou_aux_2: 0.4622 (0.5610) loss_giou_aux_3: 0.4820 (0.5583) loss_giou_aux_4: 0.4834 (0.5577) loss_giou_aux_5: 0.6002 (0.6689) loss_giou_dn_0: 0.6849 (0.7129) loss_giou_dn_1: 0.5847 (0.6077) loss_giou_dn_2: 0.5673 (0.5828) loss_giou_dn_3: 0.5579 (0.5746) loss_giou_dn_4: 0.5550 (0.5721) loss_giou_dn_5: 0.5552 (0.5721) loss_vfl: 0.8154 (0.7682) loss_vfl_aux_0: 0.9297 (0.9113) loss_vfl_aux_1: 0.8996 (0.8607) loss_vfl_aux_2: 0.8539 (0.8072) loss_vfl_aux_3: 0.8275 (0.7812) loss_vfl_aux_4: 0.8228 (0.7708) loss_vfl_aux_5: 0.8953 (0.8871) loss_vfl_dn_0: 0.4919 (0.4876) loss_vfl_dn_1: 0.4425 (0.4426) loss_vfl_dn_2: 0.4234 (0.4249) loss_vfl_dn_3: 0.4135 (0.4173) loss_vfl_dn_4: 0.4134 (0.4147) loss_vfl_dn_5: 0.4134 (0.4145) time: 0.4587 data: 0.0144 max mem: 5653 Epoch: [6] [6800/7393] eta: 0:04:42 lr: 0.000010 loss: 18.8059 (19.2339) loss_bbox: 0.1810 (0.1940) loss_bbox_aux_0: 0.1876 (0.2101) loss_bbox_aux_1: 0.1763 (0.1986) loss_bbox_aux_2: 0.1702 (0.1952) loss_bbox_aux_3: 0.1671 (0.1938) loss_bbox_aux_4: 0.1670 (0.1939) loss_bbox_aux_5: 0.2269 (0.2567) loss_bbox_dn_0: 0.2996 (0.3637) loss_bbox_dn_1: 0.2290 (0.2925) loss_bbox_dn_2: 0.2100 (0.2740) loss_bbox_dn_3: 0.2042 (0.2661) loss_bbox_dn_4: 0.2008 (0.2632) loss_bbox_dn_5: 0.2006 (0.2629) loss_giou: 0.6189 (0.5577) loss_giou_aux_0: 0.6389 (0.5874) loss_giou_aux_1: 0.6240 (0.5670) loss_giou_aux_2: 0.6044 (0.5612) loss_giou_aux_3: 0.6121 (0.5585) loss_giou_aux_4: 0.6146 (0.5579) loss_giou_aux_5: 0.7195 (0.6691) loss_giou_dn_0: 0.7263 (0.7130) loss_giou_dn_1: 0.6198 (0.6078) loss_giou_dn_2: 0.5970 (0.5829) loss_giou_dn_3: 0.5919 (0.5747) loss_giou_dn_4: 0.5916 (0.5722) loss_giou_dn_5: 0.5917 (0.5722) loss_vfl: 0.7238 (0.7682) loss_vfl_aux_0: 0.8701 (0.9112) loss_vfl_aux_1: 0.8102 (0.8606) loss_vfl_aux_2: 0.7683 (0.8071) loss_vfl_aux_3: 0.7383 (0.7811) loss_vfl_aux_4: 0.7168 (0.7708) loss_vfl_aux_5: 0.8239 (0.8870) loss_vfl_dn_0: 0.4783 (0.4876) loss_vfl_dn_1: 0.4312 (0.4425) loss_vfl_dn_2: 0.4146 (0.4248) loss_vfl_dn_3: 0.4068 (0.4173) loss_vfl_dn_4: 0.4044 (0.4147) loss_vfl_dn_5: 0.4043 (0.4145) time: 0.4724 data: 0.0140 max mem: 5653 Epoch: [6] [6900/7393] eta: 0:03:54 lr: 0.000010 loss: 18.9869 (19.2340) loss_bbox: 0.1927 (0.1940) loss_bbox_aux_0: 0.2031 (0.2101) loss_bbox_aux_1: 0.1905 (0.1986) loss_bbox_aux_2: 0.1928 (0.1952) loss_bbox_aux_3: 0.1868 (0.1938) loss_bbox_aux_4: 0.1885 (0.1939) loss_bbox_aux_5: 0.2356 (0.2567) loss_bbox_dn_0: 0.3252 (0.3637) loss_bbox_dn_1: 0.2718 (0.2925) loss_bbox_dn_2: 0.2595 (0.2740) loss_bbox_dn_3: 0.2544 (0.2661) loss_bbox_dn_4: 0.2536 (0.2632) loss_bbox_dn_5: 0.2538 (0.2629) loss_giou: 0.5353 (0.5576) loss_giou_aux_0: 0.5619 (0.5873) loss_giou_aux_1: 0.5428 (0.5669) loss_giou_aux_2: 0.5491 (0.5611) loss_giou_aux_3: 0.5432 (0.5584) loss_giou_aux_4: 0.5335 (0.5578) loss_giou_aux_5: 0.6670 (0.6690) loss_giou_dn_0: 0.7122 (0.7130) loss_giou_dn_1: 0.6015 (0.6078) loss_giou_dn_2: 0.5796 (0.5829) loss_giou_dn_3: 0.5685 (0.5747) loss_giou_dn_4: 0.5663 (0.5722) loss_giou_dn_5: 0.5664 (0.5722) loss_vfl: 0.7698 (0.7683) loss_vfl_aux_0: 0.8886 (0.9113) loss_vfl_aux_1: 0.8804 (0.8607) loss_vfl_aux_2: 0.8153 (0.8073) loss_vfl_aux_3: 0.7727 (0.7813) loss_vfl_aux_4: 0.7712 (0.7710) loss_vfl_aux_5: 0.8752 (0.8871) loss_vfl_dn_0: 0.4921 (0.4877) loss_vfl_dn_1: 0.4480 (0.4425) loss_vfl_dn_2: 0.4270 (0.4248) loss_vfl_dn_3: 0.4179 (0.4173) loss_vfl_dn_4: 0.4151 (0.4147) loss_vfl_dn_5: 0.4148 (0.4145) time: 0.4690 data: 0.0143 max mem: 5653 Epoch: [6] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 18.9227 (19.2317) loss_bbox: 0.1845 (0.1939) loss_bbox_aux_0: 0.1925 (0.2100) loss_bbox_aux_1: 0.1789 (0.1985) loss_bbox_aux_2: 0.1780 (0.1951) loss_bbox_aux_3: 0.1809 (0.1937) loss_bbox_aux_4: 0.1787 (0.1939) loss_bbox_aux_5: 0.2286 (0.2566) loss_bbox_dn_0: 0.3152 (0.3636) loss_bbox_dn_1: 0.2554 (0.2925) loss_bbox_dn_2: 0.2386 (0.2740) loss_bbox_dn_3: 0.2335 (0.2661) loss_bbox_dn_4: 0.2315 (0.2632) loss_bbox_dn_5: 0.2311 (0.2629) loss_giou: 0.5546 (0.5575) loss_giou_aux_0: 0.5751 (0.5871) loss_giou_aux_1: 0.5652 (0.5668) loss_giou_aux_2: 0.5623 (0.5610) loss_giou_aux_3: 0.5501 (0.5583) loss_giou_aux_4: 0.5539 (0.5577) loss_giou_aux_5: 0.6572 (0.6689) loss_giou_dn_0: 0.7240 (0.7129) loss_giou_dn_1: 0.6202 (0.6077) loss_giou_dn_2: 0.6022 (0.5828) loss_giou_dn_3: 0.5974 (0.5746) loss_giou_dn_4: 0.5963 (0.5721) loss_giou_dn_5: 0.5964 (0.5721) loss_vfl: 0.7606 (0.7684) loss_vfl_aux_0: 0.8846 (0.9112) loss_vfl_aux_1: 0.8248 (0.8607) loss_vfl_aux_2: 0.7757 (0.8073) loss_vfl_aux_3: 0.7640 (0.7813) loss_vfl_aux_4: 0.7528 (0.7710) loss_vfl_aux_5: 0.8652 (0.8869) loss_vfl_dn_0: 0.4821 (0.4876) loss_vfl_dn_1: 0.4419 (0.4425) loss_vfl_dn_2: 0.4219 (0.4248) loss_vfl_dn_3: 0.4140 (0.4173) loss_vfl_dn_4: 0.4114 (0.4146) loss_vfl_dn_5: 0.4105 (0.4144) time: 0.4602 data: 0.0141 max mem: 5653 Epoch: [6] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 18.6825 (19.2280) loss_bbox: 0.1834 (0.1939) loss_bbox_aux_0: 0.2155 (0.2100) loss_bbox_aux_1: 0.2065 (0.1985) loss_bbox_aux_2: 0.1953 (0.1951) loss_bbox_aux_3: 0.1999 (0.1937) loss_bbox_aux_4: 0.1827 (0.1938) loss_bbox_aux_5: 0.2424 (0.2566) loss_bbox_dn_0: 0.3410 (0.3637) loss_bbox_dn_1: 0.2808 (0.2925) loss_bbox_dn_2: 0.2621 (0.2740) loss_bbox_dn_3: 0.2467 (0.2661) loss_bbox_dn_4: 0.2431 (0.2632) loss_bbox_dn_5: 0.2440 (0.2628) loss_giou: 0.5244 (0.5573) loss_giou_aux_0: 0.5824 (0.5870) loss_giou_aux_1: 0.5624 (0.5666) loss_giou_aux_2: 0.5450 (0.5608) loss_giou_aux_3: 0.5332 (0.5581) loss_giou_aux_4: 0.5346 (0.5575) loss_giou_aux_5: 0.6665 (0.6688) loss_giou_dn_0: 0.7277 (0.7127) loss_giou_dn_1: 0.6190 (0.6074) loss_giou_dn_2: 0.5858 (0.5826) loss_giou_dn_3: 0.5747 (0.5744) loss_giou_dn_4: 0.5673 (0.5719) loss_giou_dn_5: 0.5672 (0.5719) loss_vfl: 0.7036 (0.7684) loss_vfl_aux_0: 0.9216 (0.9112) loss_vfl_aux_1: 0.8150 (0.8606) loss_vfl_aux_2: 0.7372 (0.8073) loss_vfl_aux_3: 0.7479 (0.7813) loss_vfl_aux_4: 0.6952 (0.7710) loss_vfl_aux_5: 0.8726 (0.8869) loss_vfl_dn_0: 0.4812 (0.4876) loss_vfl_dn_1: 0.4353 (0.4424) loss_vfl_dn_2: 0.4195 (0.4247) loss_vfl_dn_3: 0.4101 (0.4172) loss_vfl_dn_4: 0.4072 (0.4145) loss_vfl_dn_5: 0.4045 (0.4143) time: 0.4786 data: 0.0151 max mem: 5653 Epoch: [6] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 18.6310 (19.2221) loss_bbox: 0.1689 (0.1938) loss_bbox_aux_0: 0.1777 (0.2099) loss_bbox_aux_1: 0.1701 (0.1984) loss_bbox_aux_2: 0.1702 (0.1950) loss_bbox_aux_3: 0.1682 (0.1936) loss_bbox_aux_4: 0.1669 (0.1937) loss_bbox_aux_5: 0.2314 (0.2565) loss_bbox_dn_0: 0.3185 (0.3635) loss_bbox_dn_1: 0.2413 (0.2923) loss_bbox_dn_2: 0.2263 (0.2738) loss_bbox_dn_3: 0.2183 (0.2659) loss_bbox_dn_4: 0.2151 (0.2630) loss_bbox_dn_5: 0.2149 (0.2627) loss_giou: 0.5528 (0.5570) loss_giou_aux_0: 0.5632 (0.5867) loss_giou_aux_1: 0.5484 (0.5663) loss_giou_aux_2: 0.5541 (0.5605) loss_giou_aux_3: 0.5553 (0.5578) loss_giou_aux_4: 0.5564 (0.5572) loss_giou_aux_5: 0.6347 (0.6685) loss_giou_dn_0: 0.7011 (0.7124) loss_giou_dn_1: 0.6114 (0.6072) loss_giou_dn_2: 0.5855 (0.5823) loss_giou_dn_3: 0.5760 (0.5741) loss_giou_dn_4: 0.5746 (0.5716) loss_giou_dn_5: 0.5746 (0.5716) loss_vfl: 0.7463 (0.7683) loss_vfl_aux_0: 0.8973 (0.9112) loss_vfl_aux_1: 0.8472 (0.8605) loss_vfl_aux_2: 0.8027 (0.8072) loss_vfl_aux_3: 0.7645 (0.7812) loss_vfl_aux_4: 0.7617 (0.7709) loss_vfl_aux_5: 0.8925 (0.8869) loss_vfl_dn_0: 0.4858 (0.4876) loss_vfl_dn_1: 0.4363 (0.4424) loss_vfl_dn_2: 0.4198 (0.4246) loss_vfl_dn_3: 0.4096 (0.4171) loss_vfl_dn_4: 0.4045 (0.4144) loss_vfl_dn_5: 0.4046 (0.4142) time: 0.4749 data: 0.0139 max mem: 5653 Epoch: [6] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.8901 (19.2214) loss_bbox: 0.1733 (0.1937) loss_bbox_aux_0: 0.1896 (0.2098) loss_bbox_aux_1: 0.1890 (0.1984) loss_bbox_aux_2: 0.1797 (0.1949) loss_bbox_aux_3: 0.1791 (0.1935) loss_bbox_aux_4: 0.1767 (0.1937) loss_bbox_aux_5: 0.2229 (0.2564) loss_bbox_dn_0: 0.3313 (0.3631) loss_bbox_dn_1: 0.2702 (0.2921) loss_bbox_dn_2: 0.2557 (0.2735) loss_bbox_dn_3: 0.2488 (0.2656) loss_bbox_dn_4: 0.2438 (0.2627) loss_bbox_dn_5: 0.2431 (0.2624) loss_giou: 0.5696 (0.5573) loss_giou_aux_0: 0.5862 (0.5870) loss_giou_aux_1: 0.5836 (0.5667) loss_giou_aux_2: 0.5775 (0.5609) loss_giou_aux_3: 0.5715 (0.5581) loss_giou_aux_4: 0.5700 (0.5575) loss_giou_aux_5: 0.6852 (0.6689) loss_giou_dn_0: 0.7165 (0.7125) loss_giou_dn_1: 0.6189 (0.6073) loss_giou_dn_2: 0.5932 (0.5824) loss_giou_dn_3: 0.5894 (0.5742) loss_giou_dn_4: 0.5893 (0.5717) loss_giou_dn_5: 0.5900 (0.5717) loss_vfl: 0.7498 (0.7682) loss_vfl_aux_0: 0.8894 (0.9109) loss_vfl_aux_1: 0.8601 (0.8602) loss_vfl_aux_2: 0.7802 (0.8070) loss_vfl_aux_3: 0.7403 (0.7811) loss_vfl_aux_4: 0.7457 (0.7708) loss_vfl_aux_5: 0.8568 (0.8867) loss_vfl_dn_0: 0.4882 (0.4875) loss_vfl_dn_1: 0.4400 (0.4423) loss_vfl_dn_2: 0.4186 (0.4246) loss_vfl_dn_3: 0.4135 (0.4171) loss_vfl_dn_4: 0.4149 (0.4144) loss_vfl_dn_5: 0.4124 (0.4142) time: 0.4581 data: 0.0138 max mem: 5653 Epoch: [6] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 19.5300 (19.2201) loss_bbox: 0.1942 (0.1936) loss_bbox_aux_0: 0.2151 (0.2097) loss_bbox_aux_1: 0.1966 (0.1983) loss_bbox_aux_2: 0.2054 (0.1949) loss_bbox_aux_3: 0.1992 (0.1935) loss_bbox_aux_4: 0.1945 (0.1936) loss_bbox_aux_5: 0.2457 (0.2563) loss_bbox_dn_0: 0.3739 (0.3630) loss_bbox_dn_1: 0.2975 (0.2920) loss_bbox_dn_2: 0.2844 (0.2735) loss_bbox_dn_3: 0.2802 (0.2656) loss_bbox_dn_4: 0.2742 (0.2627) loss_bbox_dn_5: 0.2738 (0.2624) loss_giou: 0.5334 (0.5573) loss_giou_aux_0: 0.5643 (0.5869) loss_giou_aux_1: 0.5446 (0.5666) loss_giou_aux_2: 0.5388 (0.5608) loss_giou_aux_3: 0.5375 (0.5581) loss_giou_aux_4: 0.5288 (0.5575) loss_giou_aux_5: 0.6507 (0.6688) loss_giou_dn_0: 0.6777 (0.7124) loss_giou_dn_1: 0.5812 (0.6073) loss_giou_dn_2: 0.5572 (0.5824) loss_giou_dn_3: 0.5506 (0.5742) loss_giou_dn_4: 0.5498 (0.5717) loss_giou_dn_5: 0.5505 (0.5717) loss_vfl: 0.8133 (0.7683) loss_vfl_aux_0: 0.9619 (0.9111) loss_vfl_aux_1: 0.9058 (0.8603) loss_vfl_aux_2: 0.8425 (0.8071) loss_vfl_aux_3: 0.8211 (0.7812) loss_vfl_aux_4: 0.8149 (0.7709) loss_vfl_aux_5: 0.9319 (0.8868) loss_vfl_dn_0: 0.4854 (0.4875) loss_vfl_dn_1: 0.4397 (0.4423) loss_vfl_dn_2: 0.4179 (0.4245) loss_vfl_dn_3: 0.4099 (0.4170) loss_vfl_dn_4: 0.4099 (0.4144) loss_vfl_dn_5: 0.4085 (0.4142) time: 0.4552 data: 0.0139 max mem: 5653 Epoch: [6] Total time: 0:58:42 (0.4765 s / it) Averaged stats: lr: 0.000010 loss: 19.5300 (19.2201) loss_bbox: 0.1942 (0.1936) loss_bbox_aux_0: 0.2151 (0.2097) loss_bbox_aux_1: 0.1966 (0.1983) loss_bbox_aux_2: 0.2054 (0.1949) loss_bbox_aux_3: 0.1992 (0.1935) loss_bbox_aux_4: 0.1945 (0.1936) loss_bbox_aux_5: 0.2457 (0.2563) loss_bbox_dn_0: 0.3739 (0.3630) loss_bbox_dn_1: 0.2975 (0.2920) loss_bbox_dn_2: 0.2844 (0.2735) loss_bbox_dn_3: 0.2802 (0.2656) loss_bbox_dn_4: 0.2742 (0.2627) loss_bbox_dn_5: 0.2738 (0.2624) loss_giou: 0.5334 (0.5573) loss_giou_aux_0: 0.5643 (0.5869) loss_giou_aux_1: 0.5446 (0.5666) loss_giou_aux_2: 0.5388 (0.5608) loss_giou_aux_3: 0.5375 (0.5581) loss_giou_aux_4: 0.5288 (0.5575) loss_giou_aux_5: 0.6507 (0.6688) loss_giou_dn_0: 0.6777 (0.7124) loss_giou_dn_1: 0.5812 (0.6073) loss_giou_dn_2: 0.5572 (0.5824) loss_giou_dn_3: 0.5506 (0.5742) loss_giou_dn_4: 0.5498 (0.5717) loss_giou_dn_5: 0.5505 (0.5717) loss_vfl: 0.8133 (0.7683) loss_vfl_aux_0: 0.9619 (0.9111) loss_vfl_aux_1: 0.9058 (0.8603) loss_vfl_aux_2: 0.8425 (0.8071) loss_vfl_aux_3: 0.8211 (0.7812) loss_vfl_aux_4: 0.8149 (0.7709) loss_vfl_aux_5: 0.9319 (0.8868) loss_vfl_dn_0: 0.4854 (0.4875) loss_vfl_dn_1: 0.4397 (0.4423) loss_vfl_dn_2: 0.4179 (0.4245) loss_vfl_dn_3: 0.4099 (0.4170) loss_vfl_dn_4: 0.4099 (0.4144) loss_vfl_dn_5: 0.4085 (0.4142) Test: [ 0/157] eta: 0:03:56 time: 1.5084 data: 1.0983 max mem: 5653 Test: [ 10/157] eta: 0:01:11 time: 0.4886 data: 0.1231 max mem: 5653 Test: [ 20/157] eta: 0:00:59 time: 0.3814 data: 0.0256 max mem: 5653 Test: [ 30/157] eta: 0:01:17 time: 0.6802 data: 0.0251 max mem: 5653 Test: [ 40/157] eta: 0:01:05 time: 0.6826 data: 0.0250 max mem: 5653 Test: [ 50/157] eta: 0:00:55 time: 0.3840 data: 0.0253 max mem: 5653 Test: [ 60/157] eta: 0:00:48 time: 0.3875 data: 0.0255 max mem: 5653 Test: [ 70/157] eta: 0:00:41 time: 0.3783 data: 0.0259 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.3785 data: 0.0260 max mem: 5653 Test: [ 90/157] eta: 0:00:30 time: 0.3856 data: 0.0252 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.3773 data: 0.0255 max mem: 5653 Test: [110/157] eta: 0:00:20 time: 0.3807 data: 0.0264 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3813 data: 0.0263 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3789 data: 0.0253 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.6320 data: 0.0251 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.6175 data: 0.0256 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3518 data: 0.0249 max mem: 5653 Test: Total time: 0:01:11 (0.4576 s / it) Averaged stats: Accumulating evaluation results... DONE (t=29.86s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.634 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.361 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.678 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.871 best_stat: {'epoch': 6, 'coco_eval_bbox': 0.4612811541490496} Epoch: [7] [ 0/7393] eta: 7:03:32 lr: 0.000010 loss: 18.8598 (18.8598) loss_bbox: 0.1730 (0.1730) loss_bbox_aux_0: 0.1604 (0.1604) loss_bbox_aux_1: 0.1539 (0.1539) loss_bbox_aux_2: 0.1685 (0.1685) loss_bbox_aux_3: 0.1659 (0.1659) loss_bbox_aux_4: 0.1752 (0.1752) loss_bbox_aux_5: 0.1945 (0.1945) loss_bbox_dn_0: 0.2420 (0.2420) loss_bbox_dn_1: 0.1950 (0.1950) loss_bbox_dn_2: 0.1850 (0.1850) loss_bbox_dn_3: 0.1853 (0.1853) loss_bbox_dn_4: 0.1811 (0.1811) loss_bbox_dn_5: 0.1805 (0.1805) loss_giou: 0.7300 (0.7300) loss_giou_aux_0: 0.7384 (0.7384) loss_giou_aux_1: 0.7194 (0.7194) loss_giou_aux_2: 0.7185 (0.7185) loss_giou_aux_3: 0.7230 (0.7230) loss_giou_aux_4: 0.7311 (0.7311) loss_giou_aux_5: 0.8082 (0.8082) loss_giou_dn_0: 0.7999 (0.7999) loss_giou_dn_1: 0.6858 (0.6858) loss_giou_dn_2: 0.6643 (0.6643) loss_giou_dn_3: 0.6581 (0.6581) loss_giou_dn_4: 0.6556 (0.6556) loss_giou_dn_5: 0.6557 (0.6557) loss_vfl: 0.6171 (0.6171) loss_vfl_aux_0: 0.7230 (0.7230) loss_vfl_aux_1: 0.6920 (0.6920) loss_vfl_aux_2: 0.6517 (0.6517) loss_vfl_aux_3: 0.6338 (0.6338) loss_vfl_aux_4: 0.6215 (0.6215) loss_vfl_aux_5: 0.7045 (0.7045) loss_vfl_dn_0: 0.4585 (0.4585) loss_vfl_dn_1: 0.4322 (0.4322) loss_vfl_dn_2: 0.4244 (0.4244) loss_vfl_dn_3: 0.4155 (0.4155) loss_vfl_dn_4: 0.4170 (0.4170) loss_vfl_dn_5: 0.4202 (0.4202) time: 3.4373 data: 1.3939 max mem: 5653 Epoch: [7] [ 100/7393] eta: 1:09:08 lr: 0.000010 loss: 18.6419 (18.7257) loss_bbox: 0.1814 (0.1866) loss_bbox_aux_0: 0.1848 (0.2019) loss_bbox_aux_1: 0.1913 (0.1889) loss_bbox_aux_2: 0.1817 (0.1861) loss_bbox_aux_3: 0.1771 (0.1862) loss_bbox_aux_4: 0.1857 (0.1866) loss_bbox_aux_5: 0.2426 (0.2484) loss_bbox_dn_0: 0.3636 (0.3572) loss_bbox_dn_1: 0.2894 (0.2838) loss_bbox_dn_2: 0.2715 (0.2643) loss_bbox_dn_3: 0.2599 (0.2552) loss_bbox_dn_4: 0.2558 (0.2521) loss_bbox_dn_5: 0.2552 (0.2519) loss_giou: 0.5381 (0.5313) loss_giou_aux_0: 0.5601 (0.5619) loss_giou_aux_1: 0.5278 (0.5383) loss_giou_aux_2: 0.5377 (0.5331) loss_giou_aux_3: 0.5399 (0.5319) loss_giou_aux_4: 0.5368 (0.5314) loss_giou_aux_5: 0.6546 (0.6428) loss_giou_dn_0: 0.7031 (0.6925) loss_giou_dn_1: 0.6000 (0.5864) loss_giou_dn_2: 0.5778 (0.5613) loss_giou_dn_3: 0.5727 (0.5523) loss_giou_dn_4: 0.5638 (0.5494) loss_giou_dn_5: 0.5642 (0.5495) loss_vfl: 0.7437 (0.7557) loss_vfl_aux_0: 0.9061 (0.9064) loss_vfl_aux_1: 0.8447 (0.8580) loss_vfl_aux_2: 0.7944 (0.8028) loss_vfl_aux_3: 0.7606 (0.7702) loss_vfl_aux_4: 0.7446 (0.7579) loss_vfl_aux_5: 0.8590 (0.8906) loss_vfl_dn_0: 0.4858 (0.4853) loss_vfl_dn_1: 0.4365 (0.4377) loss_vfl_dn_2: 0.4194 (0.4202) loss_vfl_dn_3: 0.4141 (0.4119) loss_vfl_dn_4: 0.4079 (0.4093) loss_vfl_dn_5: 0.4062 (0.4088) time: 0.4765 data: 0.0144 max mem: 5653 Epoch: [7] [ 200/7393] eta: 1:02:34 lr: 0.000010 loss: 19.2635 (18.8627) loss_bbox: 0.1768 (0.1883) loss_bbox_aux_0: 0.1865 (0.2039) loss_bbox_aux_1: 0.1776 (0.1910) loss_bbox_aux_2: 0.1833 (0.1882) loss_bbox_aux_3: 0.1780 (0.1884) loss_bbox_aux_4: 0.1771 (0.1879) loss_bbox_aux_5: 0.2365 (0.2494) loss_bbox_dn_0: 0.3191 (0.3552) loss_bbox_dn_1: 0.2537 (0.2836) loss_bbox_dn_2: 0.2412 (0.2646) loss_bbox_dn_3: 0.2343 (0.2556) loss_bbox_dn_4: 0.2325 (0.2526) loss_bbox_dn_5: 0.2324 (0.2524) loss_giou: 0.5911 (0.5471) loss_giou_aux_0: 0.6143 (0.5752) loss_giou_aux_1: 0.6043 (0.5535) loss_giou_aux_2: 0.5898 (0.5488) loss_giou_aux_3: 0.5903 (0.5477) loss_giou_aux_4: 0.5899 (0.5473) loss_giou_aux_5: 0.6899 (0.6575) loss_giou_dn_0: 0.7250 (0.7007) loss_giou_dn_1: 0.6185 (0.5964) loss_giou_dn_2: 0.5941 (0.5712) loss_giou_dn_3: 0.5928 (0.5624) loss_giou_dn_4: 0.5924 (0.5597) loss_giou_dn_5: 0.5919 (0.5598) loss_vfl: 0.7315 (0.7518) loss_vfl_aux_0: 0.8666 (0.9031) loss_vfl_aux_1: 0.8358 (0.8512) loss_vfl_aux_2: 0.7649 (0.7962) loss_vfl_aux_3: 0.7436 (0.7649) loss_vfl_aux_4: 0.7317 (0.7546) loss_vfl_aux_5: 0.8534 (0.8839) loss_vfl_dn_0: 0.4812 (0.4844) loss_vfl_dn_1: 0.4381 (0.4368) loss_vfl_dn_2: 0.4254 (0.4193) loss_vfl_dn_3: 0.4167 (0.4113) loss_vfl_dn_4: 0.4132 (0.4087) loss_vfl_dn_5: 0.4124 (0.4082) time: 0.4825 data: 0.0146 max mem: 5653 Epoch: [7] [ 300/7393] eta: 1:02:16 lr: 0.000010 loss: 19.3857 (18.9799) loss_bbox: 0.1898 (0.1908) loss_bbox_aux_0: 0.2029 (0.2065) loss_bbox_aux_1: 0.2003 (0.1941) loss_bbox_aux_2: 0.1879 (0.1912) loss_bbox_aux_3: 0.1883 (0.1912) loss_bbox_aux_4: 0.1869 (0.1908) loss_bbox_aux_5: 0.2501 (0.2531) loss_bbox_dn_0: 0.3661 (0.3596) loss_bbox_dn_1: 0.2782 (0.2882) loss_bbox_dn_2: 0.2702 (0.2693) loss_bbox_dn_3: 0.2684 (0.2605) loss_bbox_dn_4: 0.2652 (0.2576) loss_bbox_dn_5: 0.2653 (0.2574) loss_giou: 0.5367 (0.5476) loss_giou_aux_0: 0.5393 (0.5760) loss_giou_aux_1: 0.5281 (0.5549) loss_giou_aux_2: 0.5305 (0.5501) loss_giou_aux_3: 0.5351 (0.5485) loss_giou_aux_4: 0.5335 (0.5476) loss_giou_aux_5: 0.6521 (0.6593) loss_giou_dn_0: 0.7130 (0.7029) loss_giou_dn_1: 0.6119 (0.5984) loss_giou_dn_2: 0.5955 (0.5732) loss_giou_dn_3: 0.5906 (0.5645) loss_giou_dn_4: 0.5913 (0.5619) loss_giou_dn_5: 0.5914 (0.5620) loss_vfl: 0.7776 (0.7599) loss_vfl_aux_0: 0.9270 (0.9077) loss_vfl_aux_1: 0.8825 (0.8574) loss_vfl_aux_2: 0.8260 (0.8024) loss_vfl_aux_3: 0.7887 (0.7717) loss_vfl_aux_4: 0.7769 (0.7626) loss_vfl_aux_5: 0.8952 (0.8859) loss_vfl_dn_0: 0.4824 (0.4852) loss_vfl_dn_1: 0.4365 (0.4381) loss_vfl_dn_2: 0.4197 (0.4203) loss_vfl_dn_3: 0.4118 (0.4126) loss_vfl_dn_4: 0.4097 (0.4097) loss_vfl_dn_5: 0.4049 (0.4091) time: 0.4642 data: 0.0150 max mem: 5653 Epoch: [7] [ 400/7393] eta: 0:59:50 lr: 0.000010 loss: 19.5569 (18.9761) loss_bbox: 0.1705 (0.1904) loss_bbox_aux_0: 0.1993 (0.2062) loss_bbox_aux_1: 0.1836 (0.1945) loss_bbox_aux_2: 0.1894 (0.1921) loss_bbox_aux_3: 0.1831 (0.1912) loss_bbox_aux_4: 0.1671 (0.1907) loss_bbox_aux_5: 0.2449 (0.2533) loss_bbox_dn_0: 0.3538 (0.3578) loss_bbox_dn_1: 0.2742 (0.2867) loss_bbox_dn_2: 0.2570 (0.2680) loss_bbox_dn_3: 0.2520 (0.2594) loss_bbox_dn_4: 0.2504 (0.2565) loss_bbox_dn_5: 0.2504 (0.2563) loss_giou: 0.5298 (0.5515) loss_giou_aux_0: 0.5798 (0.5791) loss_giou_aux_1: 0.5413 (0.5591) loss_giou_aux_2: 0.5422 (0.5544) loss_giou_aux_3: 0.5299 (0.5524) loss_giou_aux_4: 0.5293 (0.5517) loss_giou_aux_5: 0.6272 (0.6623) loss_giou_dn_0: 0.7216 (0.7048) loss_giou_dn_1: 0.6296 (0.6004) loss_giou_dn_2: 0.6127 (0.5754) loss_giou_dn_3: 0.6020 (0.5668) loss_giou_dn_4: 0.5996 (0.5642) loss_giou_dn_5: 0.5995 (0.5642) loss_vfl: 0.7911 (0.7562) loss_vfl_aux_0: 0.9017 (0.9037) loss_vfl_aux_1: 0.8986 (0.8511) loss_vfl_aux_2: 0.8333 (0.7959) loss_vfl_aux_3: 0.8076 (0.7680) loss_vfl_aux_4: 0.8010 (0.7588) loss_vfl_aux_5: 0.9144 (0.8808) loss_vfl_dn_0: 0.4862 (0.4849) loss_vfl_dn_1: 0.4436 (0.4375) loss_vfl_dn_2: 0.4261 (0.4198) loss_vfl_dn_3: 0.4166 (0.4121) loss_vfl_dn_4: 0.4131 (0.4093) loss_vfl_dn_5: 0.4107 (0.4087) time: 0.4827 data: 0.0144 max mem: 5653 Epoch: [7] [ 500/7393] eta: 0:58:04 lr: 0.000010 loss: 19.8839 (19.0041) loss_bbox: 0.2083 (0.1904) loss_bbox_aux_0: 0.2013 (0.2054) loss_bbox_aux_1: 0.1961 (0.1945) loss_bbox_aux_2: 0.1941 (0.1918) loss_bbox_aux_3: 0.2055 (0.1912) loss_bbox_aux_4: 0.1990 (0.1909) loss_bbox_aux_5: 0.2463 (0.2516) loss_bbox_dn_0: 0.3330 (0.3559) loss_bbox_dn_1: 0.2799 (0.2857) loss_bbox_dn_2: 0.2672 (0.2670) loss_bbox_dn_3: 0.2579 (0.2587) loss_bbox_dn_4: 0.2584 (0.2560) loss_bbox_dn_5: 0.2582 (0.2558) loss_giou: 0.5486 (0.5561) loss_giou_aux_0: 0.5864 (0.5836) loss_giou_aux_1: 0.5561 (0.5646) loss_giou_aux_2: 0.5536 (0.5593) loss_giou_aux_3: 0.5558 (0.5572) loss_giou_aux_4: 0.5464 (0.5564) loss_giou_aux_5: 0.6506 (0.6660) loss_giou_dn_0: 0.7071 (0.7068) loss_giou_dn_1: 0.6039 (0.6031) loss_giou_dn_2: 0.5730 (0.5781) loss_giou_dn_3: 0.5638 (0.5696) loss_giou_dn_4: 0.5625 (0.5671) loss_giou_dn_5: 0.5620 (0.5671) loss_vfl: 0.7642 (0.7559) loss_vfl_aux_0: 0.9202 (0.9007) loss_vfl_aux_1: 0.8440 (0.8471) loss_vfl_aux_2: 0.8027 (0.7939) loss_vfl_aux_3: 0.7662 (0.7669) loss_vfl_aux_4: 0.7646 (0.7580) loss_vfl_aux_5: 0.8796 (0.8769) loss_vfl_dn_0: 0.4867 (0.4845) loss_vfl_dn_1: 0.4407 (0.4379) loss_vfl_dn_2: 0.4261 (0.4203) loss_vfl_dn_3: 0.4171 (0.4128) loss_vfl_dn_4: 0.4145 (0.4100) loss_vfl_dn_5: 0.4135 (0.4094) time: 0.4780 data: 0.0148 max mem: 5653 Epoch: [7] [ 600/7393] eta: 0:57:35 lr: 0.000010 loss: 18.9588 (19.0320) loss_bbox: 0.1983 (0.1907) loss_bbox_aux_0: 0.2193 (0.2056) loss_bbox_aux_1: 0.1987 (0.1952) loss_bbox_aux_2: 0.1994 (0.1923) loss_bbox_aux_3: 0.1973 (0.1916) loss_bbox_aux_4: 0.2054 (0.1910) loss_bbox_aux_5: 0.2653 (0.2524) loss_bbox_dn_0: 0.3941 (0.3584) loss_bbox_dn_1: 0.3115 (0.2878) loss_bbox_dn_2: 0.2880 (0.2691) loss_bbox_dn_3: 0.2777 (0.2607) loss_bbox_dn_4: 0.2716 (0.2579) loss_bbox_dn_5: 0.2718 (0.2577) loss_giou: 0.5056 (0.5546) loss_giou_aux_0: 0.5430 (0.5822) loss_giou_aux_1: 0.5040 (0.5635) loss_giou_aux_2: 0.4966 (0.5580) loss_giou_aux_3: 0.5067 (0.5559) loss_giou_aux_4: 0.5015 (0.5550) loss_giou_aux_5: 0.6438 (0.6647) loss_giou_dn_0: 0.6881 (0.7072) loss_giou_dn_1: 0.5847 (0.6031) loss_giou_dn_2: 0.5639 (0.5781) loss_giou_dn_3: 0.5587 (0.5696) loss_giou_dn_4: 0.5586 (0.5670) loss_giou_dn_5: 0.5590 (0.5671) loss_vfl: 0.7533 (0.7589) loss_vfl_aux_0: 0.9251 (0.9041) loss_vfl_aux_1: 0.8599 (0.8499) loss_vfl_aux_2: 0.8063 (0.7965) loss_vfl_aux_3: 0.7656 (0.7693) loss_vfl_aux_4: 0.7591 (0.7611) loss_vfl_aux_5: 0.8574 (0.8791) loss_vfl_dn_0: 0.4864 (0.4847) loss_vfl_dn_1: 0.4303 (0.4382) loss_vfl_dn_2: 0.4130 (0.4206) loss_vfl_dn_3: 0.4064 (0.4131) loss_vfl_dn_4: 0.4050 (0.4103) loss_vfl_dn_5: 0.4047 (0.4098) time: 0.4650 data: 0.0146 max mem: 5653 Epoch: [7] [ 700/7393] eta: 0:56:14 lr: 0.000010 loss: 18.9146 (19.0251) loss_bbox: 0.1903 (0.1899) loss_bbox_aux_0: 0.1878 (0.2047) loss_bbox_aux_1: 0.1785 (0.1945) loss_bbox_aux_2: 0.1890 (0.1915) loss_bbox_aux_3: 0.1855 (0.1908) loss_bbox_aux_4: 0.1903 (0.1902) loss_bbox_aux_5: 0.2398 (0.2517) loss_bbox_dn_0: 0.3404 (0.3566) loss_bbox_dn_1: 0.2588 (0.2861) loss_bbox_dn_2: 0.2411 (0.2674) loss_bbox_dn_3: 0.2355 (0.2591) loss_bbox_dn_4: 0.2314 (0.2563) loss_bbox_dn_5: 0.2309 (0.2560) loss_giou: 0.5913 (0.5563) loss_giou_aux_0: 0.6162 (0.5834) loss_giou_aux_1: 0.6071 (0.5650) loss_giou_aux_2: 0.5876 (0.5593) loss_giou_aux_3: 0.5832 (0.5575) loss_giou_aux_4: 0.5925 (0.5565) loss_giou_aux_5: 0.6942 (0.6661) loss_giou_dn_0: 0.7248 (0.7079) loss_giou_dn_1: 0.5981 (0.6033) loss_giou_dn_2: 0.5707 (0.5785) loss_giou_dn_3: 0.5626 (0.5700) loss_giou_dn_4: 0.5594 (0.5674) loss_giou_dn_5: 0.5592 (0.5674) loss_vfl: 0.6915 (0.7580) loss_vfl_aux_0: 0.8458 (0.9035) loss_vfl_aux_1: 0.7992 (0.8491) loss_vfl_aux_2: 0.7333 (0.7958) loss_vfl_aux_3: 0.7270 (0.7685) loss_vfl_aux_4: 0.6981 (0.7603) loss_vfl_aux_5: 0.8314 (0.8774) loss_vfl_dn_0: 0.4833 (0.4849) loss_vfl_dn_1: 0.4317 (0.4386) loss_vfl_dn_2: 0.4146 (0.4210) loss_vfl_dn_3: 0.4057 (0.4135) loss_vfl_dn_4: 0.4041 (0.4107) loss_vfl_dn_5: 0.4038 (0.4103) time: 0.4896 data: 0.0146 max mem: 5653 Epoch: [7] [ 800/7393] eta: 0:54:56 lr: 0.000010 loss: 18.7306 (19.0164) loss_bbox: 0.1760 (0.1902) loss_bbox_aux_0: 0.1805 (0.2048) loss_bbox_aux_1: 0.1810 (0.1949) loss_bbox_aux_2: 0.1756 (0.1918) loss_bbox_aux_3: 0.1688 (0.1911) loss_bbox_aux_4: 0.1760 (0.1905) loss_bbox_aux_5: 0.2329 (0.2517) loss_bbox_dn_0: 0.3409 (0.3573) loss_bbox_dn_1: 0.2494 (0.2865) loss_bbox_dn_2: 0.2280 (0.2680) loss_bbox_dn_3: 0.2182 (0.2598) loss_bbox_dn_4: 0.2145 (0.2569) loss_bbox_dn_5: 0.2147 (0.2566) loss_giou: 0.5670 (0.5551) loss_giou_aux_0: 0.5861 (0.5820) loss_giou_aux_1: 0.5752 (0.5638) loss_giou_aux_2: 0.5731 (0.5582) loss_giou_aux_3: 0.5659 (0.5562) loss_giou_aux_4: 0.5651 (0.5552) loss_giou_aux_5: 0.6906 (0.6648) loss_giou_dn_0: 0.7190 (0.7067) loss_giou_dn_1: 0.6150 (0.6020) loss_giou_dn_2: 0.5890 (0.5772) loss_giou_dn_3: 0.5813 (0.5688) loss_giou_dn_4: 0.5792 (0.5662) loss_giou_dn_5: 0.5792 (0.5663) loss_vfl: 0.7136 (0.7577) loss_vfl_aux_0: 0.9228 (0.9042) loss_vfl_aux_1: 0.8232 (0.8491) loss_vfl_aux_2: 0.7703 (0.7956) loss_vfl_aux_3: 0.7420 (0.7684) loss_vfl_aux_4: 0.7308 (0.7603) loss_vfl_aux_5: 0.8863 (0.8785) loss_vfl_dn_0: 0.4833 (0.4852) loss_vfl_dn_1: 0.4356 (0.4388) loss_vfl_dn_2: 0.4172 (0.4210) loss_vfl_dn_3: 0.4124 (0.4135) loss_vfl_dn_4: 0.4089 (0.4108) loss_vfl_dn_5: 0.4074 (0.4104) time: 0.4761 data: 0.0139 max mem: 5653 Epoch: [7] [ 900/7393] eta: 0:53:45 lr: 0.000010 loss: 18.9948 (19.0158) loss_bbox: 0.1797 (0.1908) loss_bbox_aux_0: 0.1995 (0.2054) loss_bbox_aux_1: 0.1788 (0.1953) loss_bbox_aux_2: 0.1835 (0.1924) loss_bbox_aux_3: 0.1808 (0.1916) loss_bbox_aux_4: 0.1805 (0.1911) loss_bbox_aux_5: 0.2624 (0.2530) loss_bbox_dn_0: 0.3534 (0.3583) loss_bbox_dn_1: 0.2877 (0.2874) loss_bbox_dn_2: 0.2683 (0.2687) loss_bbox_dn_3: 0.2552 (0.2604) loss_bbox_dn_4: 0.2471 (0.2575) loss_bbox_dn_5: 0.2456 (0.2572) loss_giou: 0.5539 (0.5536) loss_giou_aux_0: 0.5704 (0.5805) loss_giou_aux_1: 0.5521 (0.5623) loss_giou_aux_2: 0.5561 (0.5566) loss_giou_aux_3: 0.5551 (0.5548) loss_giou_aux_4: 0.5528 (0.5538) loss_giou_aux_5: 0.6698 (0.6637) loss_giou_dn_0: 0.7011 (0.7058) loss_giou_dn_1: 0.5998 (0.6010) loss_giou_dn_2: 0.5708 (0.5763) loss_giou_dn_3: 0.5624 (0.5678) loss_giou_dn_4: 0.5592 (0.5652) loss_giou_dn_5: 0.5596 (0.5653) loss_vfl: 0.7498 (0.7586) loss_vfl_aux_0: 0.9464 (0.9054) loss_vfl_aux_1: 0.8662 (0.8496) loss_vfl_aux_2: 0.8039 (0.7968) loss_vfl_aux_3: 0.7501 (0.7694) loss_vfl_aux_4: 0.7604 (0.7609) loss_vfl_aux_5: 0.8999 (0.8788) loss_vfl_dn_0: 0.4878 (0.4853) loss_vfl_dn_1: 0.4474 (0.4390) loss_vfl_dn_2: 0.4291 (0.4212) loss_vfl_dn_3: 0.4199 (0.4136) loss_vfl_dn_4: 0.4191 (0.4109) loss_vfl_dn_5: 0.4164 (0.4105) time: 0.4669 data: 0.0147 max mem: 5653 Epoch: [7] [1000/7393] eta: 0:52:40 lr: 0.000010 loss: 18.9513 (19.0412) loss_bbox: 0.1651 (0.1912) loss_bbox_aux_0: 0.1850 (0.2056) loss_bbox_aux_1: 0.1691 (0.1957) loss_bbox_aux_2: 0.1705 (0.1928) loss_bbox_aux_3: 0.1591 (0.1920) loss_bbox_aux_4: 0.1662 (0.1914) loss_bbox_aux_5: 0.2368 (0.2532) loss_bbox_dn_0: 0.3463 (0.3583) loss_bbox_dn_1: 0.2833 (0.2876) loss_bbox_dn_2: 0.2639 (0.2690) loss_bbox_dn_3: 0.2487 (0.2607) loss_bbox_dn_4: 0.2421 (0.2579) loss_bbox_dn_5: 0.2416 (0.2576) loss_giou: 0.4914 (0.5556) loss_giou_aux_0: 0.5281 (0.5826) loss_giou_aux_1: 0.5092 (0.5644) loss_giou_aux_2: 0.4902 (0.5588) loss_giou_aux_3: 0.4866 (0.5568) loss_giou_aux_4: 0.4853 (0.5557) loss_giou_aux_5: 0.6107 (0.6656) loss_giou_dn_0: 0.6998 (0.7070) loss_giou_dn_1: 0.5989 (0.6025) loss_giou_dn_2: 0.5740 (0.5778) loss_giou_dn_3: 0.5705 (0.5694) loss_giou_dn_4: 0.5662 (0.5668) loss_giou_dn_5: 0.5662 (0.5669) loss_vfl: 0.7928 (0.7588) loss_vfl_aux_0: 0.9584 (0.9045) loss_vfl_aux_1: 0.8915 (0.8496) loss_vfl_aux_2: 0.8683 (0.7966) loss_vfl_aux_3: 0.8267 (0.7694) loss_vfl_aux_4: 0.8196 (0.7613) loss_vfl_aux_5: 0.9533 (0.8781) loss_vfl_dn_0: 0.4957 (0.4852) loss_vfl_dn_1: 0.4390 (0.4388) loss_vfl_dn_2: 0.4219 (0.4211) loss_vfl_dn_3: 0.4162 (0.4136) loss_vfl_dn_4: 0.4145 (0.4109) loss_vfl_dn_5: 0.4118 (0.4105) time: 0.4816 data: 0.0150 max mem: 5653 Epoch: [7] [1100/7393] eta: 0:51:39 lr: 0.000010 loss: 19.4219 (19.0451) loss_bbox: 0.1746 (0.1909) loss_bbox_aux_0: 0.1911 (0.2053) loss_bbox_aux_1: 0.1819 (0.1954) loss_bbox_aux_2: 0.1783 (0.1926) loss_bbox_aux_3: 0.1721 (0.1917) loss_bbox_aux_4: 0.1774 (0.1912) loss_bbox_aux_5: 0.2446 (0.2529) loss_bbox_dn_0: 0.3109 (0.3566) loss_bbox_dn_1: 0.2445 (0.2861) loss_bbox_dn_2: 0.2315 (0.2676) loss_bbox_dn_3: 0.2299 (0.2594) loss_bbox_dn_4: 0.2234 (0.2565) loss_bbox_dn_5: 0.2229 (0.2563) loss_giou: 0.6651 (0.5577) loss_giou_aux_0: 0.6863 (0.5853) loss_giou_aux_1: 0.6811 (0.5666) loss_giou_aux_2: 0.6815 (0.5610) loss_giou_aux_3: 0.6687 (0.5589) loss_giou_aux_4: 0.6711 (0.5579) loss_giou_aux_5: 0.7428 (0.6679) loss_giou_dn_0: 0.7506 (0.7077) loss_giou_dn_1: 0.6495 (0.6031) loss_giou_dn_2: 0.6231 (0.5784) loss_giou_dn_3: 0.6172 (0.5700) loss_giou_dn_4: 0.6155 (0.5675) loss_giou_dn_5: 0.6156 (0.5676) loss_vfl: 0.7138 (0.7584) loss_vfl_aux_0: 0.8384 (0.9030) loss_vfl_aux_1: 0.7848 (0.8490) loss_vfl_aux_2: 0.7272 (0.7961) loss_vfl_aux_3: 0.7069 (0.7693) loss_vfl_aux_4: 0.6981 (0.7609) loss_vfl_aux_5: 0.8078 (0.8770) loss_vfl_dn_0: 0.4818 (0.4852) loss_vfl_dn_1: 0.4384 (0.4387) loss_vfl_dn_2: 0.4202 (0.4210) loss_vfl_dn_3: 0.4155 (0.4134) loss_vfl_dn_4: 0.4118 (0.4107) loss_vfl_dn_5: 0.4115 (0.4104) time: 0.4766 data: 0.0148 max mem: 5653 Epoch: [7] [1200/7393] eta: 0:50:39 lr: 0.000010 loss: 19.1441 (19.0458) loss_bbox: 0.1835 (0.1908) loss_bbox_aux_0: 0.2041 (0.2053) loss_bbox_aux_1: 0.1937 (0.1953) loss_bbox_aux_2: 0.1903 (0.1925) loss_bbox_aux_3: 0.1903 (0.1916) loss_bbox_aux_4: 0.1843 (0.1911) loss_bbox_aux_5: 0.2661 (0.2525) loss_bbox_dn_0: 0.3587 (0.3550) loss_bbox_dn_1: 0.2848 (0.2847) loss_bbox_dn_2: 0.2646 (0.2664) loss_bbox_dn_3: 0.2601 (0.2583) loss_bbox_dn_4: 0.2556 (0.2555) loss_bbox_dn_5: 0.2546 (0.2552) loss_giou: 0.5307 (0.5591) loss_giou_aux_0: 0.5715 (0.5868) loss_giou_aux_1: 0.5505 (0.5680) loss_giou_aux_2: 0.5378 (0.5625) loss_giou_aux_3: 0.5380 (0.5604) loss_giou_aux_4: 0.5385 (0.5595) loss_giou_aux_5: 0.6839 (0.6690) loss_giou_dn_0: 0.7372 (0.7084) loss_giou_dn_1: 0.6273 (0.6040) loss_giou_dn_2: 0.5958 (0.5794) loss_giou_dn_3: 0.5906 (0.5710) loss_giou_dn_4: 0.5887 (0.5685) loss_giou_dn_5: 0.5890 (0.5686) loss_vfl: 0.7416 (0.7578) loss_vfl_aux_0: 0.9023 (0.9013) loss_vfl_aux_1: 0.8371 (0.8477) loss_vfl_aux_2: 0.8277 (0.7952) loss_vfl_aux_3: 0.7705 (0.7684) loss_vfl_aux_4: 0.7543 (0.7600) loss_vfl_aux_5: 0.8744 (0.8757) loss_vfl_dn_0: 0.4820 (0.4852) loss_vfl_dn_1: 0.4408 (0.4389) loss_vfl_dn_2: 0.4240 (0.4211) loss_vfl_dn_3: 0.4159 (0.4136) loss_vfl_dn_4: 0.4111 (0.4109) loss_vfl_dn_5: 0.4147 (0.4105) time: 0.4697 data: 0.0148 max mem: 5653 Epoch: [7] [1300/7393] eta: 0:49:40 lr: 0.000010 loss: 18.2316 (19.0292) loss_bbox: 0.1693 (0.1902) loss_bbox_aux_0: 0.1854 (0.2049) loss_bbox_aux_1: 0.1779 (0.1949) loss_bbox_aux_2: 0.1669 (0.1920) loss_bbox_aux_3: 0.1671 (0.1910) loss_bbox_aux_4: 0.1687 (0.1905) loss_bbox_aux_5: 0.2400 (0.2519) loss_bbox_dn_0: 0.3396 (0.3540) loss_bbox_dn_1: 0.2727 (0.2840) loss_bbox_dn_2: 0.2497 (0.2657) loss_bbox_dn_3: 0.2401 (0.2576) loss_bbox_dn_4: 0.2369 (0.2548) loss_bbox_dn_5: 0.2371 (0.2545) loss_giou: 0.5362 (0.5590) loss_giou_aux_0: 0.5740 (0.5871) loss_giou_aux_1: 0.5453 (0.5682) loss_giou_aux_2: 0.5373 (0.5625) loss_giou_aux_3: 0.5362 (0.5604) loss_giou_aux_4: 0.5362 (0.5594) loss_giou_aux_5: 0.6531 (0.6692) loss_giou_dn_0: 0.6945 (0.7083) loss_giou_dn_1: 0.6020 (0.6039) loss_giou_dn_2: 0.5720 (0.5793) loss_giou_dn_3: 0.5629 (0.5709) loss_giou_dn_4: 0.5590 (0.5684) loss_giou_dn_5: 0.5587 (0.5685) loss_vfl: 0.7097 (0.7571) loss_vfl_aux_0: 0.8400 (0.8999) loss_vfl_aux_1: 0.7853 (0.8464) loss_vfl_aux_2: 0.7505 (0.7942) loss_vfl_aux_3: 0.7187 (0.7677) loss_vfl_aux_4: 0.7119 (0.7592) loss_vfl_aux_5: 0.8271 (0.8750) loss_vfl_dn_0: 0.4771 (0.4851) loss_vfl_dn_1: 0.4304 (0.4386) loss_vfl_dn_2: 0.4111 (0.4208) loss_vfl_dn_3: 0.4052 (0.4133) loss_vfl_dn_4: 0.4011 (0.4106) loss_vfl_dn_5: 0.4001 (0.4102) time: 0.4706 data: 0.0153 max mem: 5653 Epoch: [7] [1400/7393] eta: 0:48:44 lr: 0.000010 loss: 19.0675 (19.0266) loss_bbox: 0.1789 (0.1897) loss_bbox_aux_0: 0.1935 (0.2046) loss_bbox_aux_1: 0.1914 (0.1946) loss_bbox_aux_2: 0.1767 (0.1915) loss_bbox_aux_3: 0.1815 (0.1905) loss_bbox_aux_4: 0.1794 (0.1901) loss_bbox_aux_5: 0.2510 (0.2516) loss_bbox_dn_0: 0.3299 (0.3532) loss_bbox_dn_1: 0.2659 (0.2834) loss_bbox_dn_2: 0.2382 (0.2652) loss_bbox_dn_3: 0.2294 (0.2570) loss_bbox_dn_4: 0.2276 (0.2542) loss_bbox_dn_5: 0.2279 (0.2539) loss_giou: 0.5877 (0.5598) loss_giou_aux_0: 0.6117 (0.5880) loss_giou_aux_1: 0.6153 (0.5691) loss_giou_aux_2: 0.5880 (0.5633) loss_giou_aux_3: 0.5860 (0.5612) loss_giou_aux_4: 0.5867 (0.5603) loss_giou_aux_5: 0.7047 (0.6702) loss_giou_dn_0: 0.7346 (0.7086) loss_giou_dn_1: 0.6397 (0.6044) loss_giou_dn_2: 0.6163 (0.5798) loss_giou_dn_3: 0.6086 (0.5715) loss_giou_dn_4: 0.6053 (0.5690) loss_giou_dn_5: 0.6057 (0.5691) loss_vfl: 0.7490 (0.7567) loss_vfl_aux_0: 0.8714 (0.8988) loss_vfl_aux_1: 0.7946 (0.8456) loss_vfl_aux_2: 0.7549 (0.7937) loss_vfl_aux_3: 0.7468 (0.7672) loss_vfl_aux_4: 0.7369 (0.7587) loss_vfl_aux_5: 0.8512 (0.8743) loss_vfl_dn_0: 0.4733 (0.4850) loss_vfl_dn_1: 0.4361 (0.4385) loss_vfl_dn_2: 0.4200 (0.4207) loss_vfl_dn_3: 0.4086 (0.4131) loss_vfl_dn_4: 0.4051 (0.4104) loss_vfl_dn_5: 0.4064 (0.4101) time: 0.4872 data: 0.0143 max mem: 5653 Epoch: [7] [1500/7393] eta: 0:47:46 lr: 0.000010 loss: 19.0371 (19.0206) loss_bbox: 0.2022 (0.1899) loss_bbox_aux_0: 0.2152 (0.2048) loss_bbox_aux_1: 0.2149 (0.1948) loss_bbox_aux_2: 0.2072 (0.1917) loss_bbox_aux_3: 0.2023 (0.1906) loss_bbox_aux_4: 0.2018 (0.1903) loss_bbox_aux_5: 0.2665 (0.2520) loss_bbox_dn_0: 0.3601 (0.3543) loss_bbox_dn_1: 0.2827 (0.2840) loss_bbox_dn_2: 0.2717 (0.2657) loss_bbox_dn_3: 0.2635 (0.2575) loss_bbox_dn_4: 0.2607 (0.2546) loss_bbox_dn_5: 0.2607 (0.2543) loss_giou: 0.5205 (0.5580) loss_giou_aux_0: 0.5678 (0.5863) loss_giou_aux_1: 0.5459 (0.5671) loss_giou_aux_2: 0.5285 (0.5614) loss_giou_aux_3: 0.5294 (0.5594) loss_giou_aux_4: 0.5277 (0.5584) loss_giou_aux_5: 0.6592 (0.6685) loss_giou_dn_0: 0.6999 (0.7074) loss_giou_dn_1: 0.5957 (0.6031) loss_giou_dn_2: 0.5632 (0.5784) loss_giou_dn_3: 0.5508 (0.5701) loss_giou_dn_4: 0.5482 (0.5676) loss_giou_dn_5: 0.5483 (0.5676) loss_vfl: 0.7922 (0.7579) loss_vfl_aux_0: 0.9365 (0.9003) loss_vfl_aux_1: 0.8826 (0.8472) loss_vfl_aux_2: 0.8436 (0.7952) loss_vfl_aux_3: 0.7991 (0.7685) loss_vfl_aux_4: 0.7821 (0.7600) loss_vfl_aux_5: 0.8758 (0.8758) loss_vfl_dn_0: 0.4819 (0.4853) loss_vfl_dn_1: 0.4388 (0.4386) loss_vfl_dn_2: 0.4207 (0.4207) loss_vfl_dn_3: 0.4107 (0.4131) loss_vfl_dn_4: 0.4042 (0.4103) loss_vfl_dn_5: 0.4048 (0.4100) time: 0.4559 data: 0.0148 max mem: 5653 Epoch: [7] [1600/7393] eta: 0:46:55 lr: 0.000010 loss: 19.1325 (19.0232) loss_bbox: 0.2011 (0.1903) loss_bbox_aux_0: 0.2049 (0.2051) loss_bbox_aux_1: 0.1998 (0.1951) loss_bbox_aux_2: 0.1851 (0.1920) loss_bbox_aux_3: 0.1941 (0.1911) loss_bbox_aux_4: 0.2000 (0.1907) loss_bbox_aux_5: 0.2567 (0.2523) loss_bbox_dn_0: 0.3312 (0.3552) loss_bbox_dn_1: 0.2632 (0.2849) loss_bbox_dn_2: 0.2479 (0.2665) loss_bbox_dn_3: 0.2413 (0.2582) loss_bbox_dn_4: 0.2399 (0.2553) loss_bbox_dn_5: 0.2400 (0.2551) loss_giou: 0.5322 (0.5573) loss_giou_aux_0: 0.5620 (0.5855) loss_giou_aux_1: 0.5360 (0.5662) loss_giou_aux_2: 0.5368 (0.5607) loss_giou_aux_3: 0.5351 (0.5587) loss_giou_aux_4: 0.5302 (0.5578) loss_giou_aux_5: 0.6657 (0.6677) loss_giou_dn_0: 0.7202 (0.7073) loss_giou_dn_1: 0.6250 (0.6030) loss_giou_dn_2: 0.5942 (0.5784) loss_giou_dn_3: 0.5866 (0.5699) loss_giou_dn_4: 0.5842 (0.5674) loss_giou_dn_5: 0.5844 (0.5675) loss_vfl: 0.7540 (0.7580) loss_vfl_aux_0: 0.8990 (0.9007) loss_vfl_aux_1: 0.8583 (0.8474) loss_vfl_aux_2: 0.8034 (0.7953) loss_vfl_aux_3: 0.7773 (0.7686) loss_vfl_aux_4: 0.7574 (0.7601) loss_vfl_aux_5: 0.8793 (0.8760) loss_vfl_dn_0: 0.4774 (0.4853) loss_vfl_dn_1: 0.4359 (0.4386) loss_vfl_dn_2: 0.4169 (0.4206) loss_vfl_dn_3: 0.4105 (0.4131) loss_vfl_dn_4: 0.4047 (0.4103) loss_vfl_dn_5: 0.4057 (0.4099) time: 0.4751 data: 0.0144 max mem: 5653 Epoch: [7] [1700/7393] eta: 0:45:59 lr: 0.000010 loss: 18.6552 (19.0131) loss_bbox: 0.1776 (0.1900) loss_bbox_aux_0: 0.2017 (0.2048) loss_bbox_aux_1: 0.1888 (0.1948) loss_bbox_aux_2: 0.1803 (0.1915) loss_bbox_aux_3: 0.1787 (0.1907) loss_bbox_aux_4: 0.1771 (0.1903) loss_bbox_aux_5: 0.2397 (0.2519) loss_bbox_dn_0: 0.3640 (0.3545) loss_bbox_dn_1: 0.2903 (0.2843) loss_bbox_dn_2: 0.2700 (0.2659) loss_bbox_dn_3: 0.2594 (0.2576) loss_bbox_dn_4: 0.2583 (0.2548) loss_bbox_dn_5: 0.2588 (0.2545) loss_giou: 0.5037 (0.5568) loss_giou_aux_0: 0.5260 (0.5850) loss_giou_aux_1: 0.5137 (0.5657) loss_giou_aux_2: 0.5066 (0.5601) loss_giou_aux_3: 0.5044 (0.5582) loss_giou_aux_4: 0.5079 (0.5572) loss_giou_aux_5: 0.6211 (0.6671) loss_giou_dn_0: 0.6915 (0.7070) loss_giou_dn_1: 0.5856 (0.6027) loss_giou_dn_2: 0.5558 (0.5780) loss_giou_dn_3: 0.5446 (0.5696) loss_giou_dn_4: 0.5439 (0.5671) loss_giou_dn_5: 0.5447 (0.5671) loss_vfl: 0.7895 (0.7583) loss_vfl_aux_0: 0.9031 (0.9004) loss_vfl_aux_1: 0.8567 (0.8477) loss_vfl_aux_2: 0.8073 (0.7958) loss_vfl_aux_3: 0.7805 (0.7689) loss_vfl_aux_4: 0.7719 (0.7602) loss_vfl_aux_5: 0.8662 (0.8763) loss_vfl_dn_0: 0.4935 (0.4855) loss_vfl_dn_1: 0.4401 (0.4387) loss_vfl_dn_2: 0.4215 (0.4207) loss_vfl_dn_3: 0.4116 (0.4132) loss_vfl_dn_4: 0.4097 (0.4104) loss_vfl_dn_5: 0.4080 (0.4100) time: 0.4597 data: 0.0153 max mem: 5653 Epoch: [7] [1800/7393] eta: 0:45:08 lr: 0.000010 loss: 18.6857 (19.0051) loss_bbox: 0.1692 (0.1897) loss_bbox_aux_0: 0.1920 (0.2046) loss_bbox_aux_1: 0.1792 (0.1944) loss_bbox_aux_2: 0.1738 (0.1913) loss_bbox_aux_3: 0.1692 (0.1903) loss_bbox_aux_4: 0.1688 (0.1900) loss_bbox_aux_5: 0.2334 (0.2516) loss_bbox_dn_0: 0.3273 (0.3540) loss_bbox_dn_1: 0.2631 (0.2839) loss_bbox_dn_2: 0.2363 (0.2655) loss_bbox_dn_3: 0.2265 (0.2572) loss_bbox_dn_4: 0.2168 (0.2543) loss_bbox_dn_5: 0.2166 (0.2540) loss_giou: 0.5399 (0.5559) loss_giou_aux_0: 0.5555 (0.5842) loss_giou_aux_1: 0.5471 (0.5649) loss_giou_aux_2: 0.5440 (0.5593) loss_giou_aux_3: 0.5420 (0.5572) loss_giou_aux_4: 0.5422 (0.5563) loss_giou_aux_5: 0.6560 (0.6663) loss_giou_dn_0: 0.6802 (0.7066) loss_giou_dn_1: 0.5836 (0.6023) loss_giou_dn_2: 0.5585 (0.5777) loss_giou_dn_3: 0.5459 (0.5692) loss_giou_dn_4: 0.5431 (0.5667) loss_giou_dn_5: 0.5431 (0.5668) loss_vfl: 0.7442 (0.7590) loss_vfl_aux_0: 0.8996 (0.9008) loss_vfl_aux_1: 0.8528 (0.8486) loss_vfl_aux_2: 0.7605 (0.7963) loss_vfl_aux_3: 0.7576 (0.7699) loss_vfl_aux_4: 0.7461 (0.7609) loss_vfl_aux_5: 0.8574 (0.8769) loss_vfl_dn_0: 0.4862 (0.4855) loss_vfl_dn_1: 0.4380 (0.4387) loss_vfl_dn_2: 0.4191 (0.4208) loss_vfl_dn_3: 0.4130 (0.4132) loss_vfl_dn_4: 0.4097 (0.4104) loss_vfl_dn_5: 0.4062 (0.4100) time: 0.4816 data: 0.0162 max mem: 5653 Epoch: [7] [1900/7393] eta: 0:44:16 lr: 0.000010 loss: 18.4961 (19.0032) loss_bbox: 0.1651 (0.1895) loss_bbox_aux_0: 0.1936 (0.2045) loss_bbox_aux_1: 0.1810 (0.1944) loss_bbox_aux_2: 0.1761 (0.1911) loss_bbox_aux_3: 0.1749 (0.1900) loss_bbox_aux_4: 0.1648 (0.1897) loss_bbox_aux_5: 0.2364 (0.2515) loss_bbox_dn_0: 0.3582 (0.3539) loss_bbox_dn_1: 0.2745 (0.2838) loss_bbox_dn_2: 0.2636 (0.2654) loss_bbox_dn_3: 0.2596 (0.2572) loss_bbox_dn_4: 0.2586 (0.2543) loss_bbox_dn_5: 0.2581 (0.2540) loss_giou: 0.5238 (0.5558) loss_giou_aux_0: 0.5492 (0.5842) loss_giou_aux_1: 0.5381 (0.5650) loss_giou_aux_2: 0.5346 (0.5594) loss_giou_aux_3: 0.5350 (0.5571) loss_giou_aux_4: 0.5322 (0.5562) loss_giou_aux_5: 0.6434 (0.6663) loss_giou_dn_0: 0.6946 (0.7064) loss_giou_dn_1: 0.5731 (0.6022) loss_giou_dn_2: 0.5506 (0.5775) loss_giou_dn_3: 0.5351 (0.5691) loss_giou_dn_4: 0.5312 (0.5666) loss_giou_dn_5: 0.5314 (0.5666) loss_vfl: 0.7866 (0.7593) loss_vfl_aux_0: 0.9004 (0.9008) loss_vfl_aux_1: 0.8616 (0.8485) loss_vfl_aux_2: 0.8176 (0.7963) loss_vfl_aux_3: 0.7835 (0.7701) loss_vfl_aux_4: 0.7851 (0.7612) loss_vfl_aux_5: 0.8719 (0.8768) loss_vfl_dn_0: 0.4834 (0.4855) loss_vfl_dn_1: 0.4372 (0.4387) loss_vfl_dn_2: 0.4202 (0.4207) loss_vfl_dn_3: 0.4075 (0.4132) loss_vfl_dn_4: 0.4055 (0.4104) loss_vfl_dn_5: 0.4056 (0.4100) time: 0.4945 data: 0.0150 max mem: 5653 Epoch: [7] [2000/7393] eta: 0:43:24 lr: 0.000010 loss: 18.8325 (19.0069) loss_bbox: 0.1762 (0.1893) loss_bbox_aux_0: 0.1981 (0.2044) loss_bbox_aux_1: 0.1838 (0.1944) loss_bbox_aux_2: 0.1815 (0.1910) loss_bbox_aux_3: 0.1970 (0.1899) loss_bbox_aux_4: 0.1912 (0.1896) loss_bbox_aux_5: 0.2364 (0.2514) loss_bbox_dn_0: 0.3504 (0.3535) loss_bbox_dn_1: 0.2705 (0.2835) loss_bbox_dn_2: 0.2547 (0.2652) loss_bbox_dn_3: 0.2445 (0.2570) loss_bbox_dn_4: 0.2407 (0.2541) loss_bbox_dn_5: 0.2408 (0.2538) loss_giou: 0.5457 (0.5567) loss_giou_aux_0: 0.5732 (0.5853) loss_giou_aux_1: 0.5613 (0.5660) loss_giou_aux_2: 0.5517 (0.5604) loss_giou_aux_3: 0.5459 (0.5581) loss_giou_aux_4: 0.5534 (0.5572) loss_giou_aux_5: 0.6657 (0.6674) loss_giou_dn_0: 0.6931 (0.7067) loss_giou_dn_1: 0.5821 (0.6026) loss_giou_dn_2: 0.5593 (0.5779) loss_giou_dn_3: 0.5501 (0.5695) loss_giou_dn_4: 0.5467 (0.5670) loss_giou_dn_5: 0.5466 (0.5671) loss_vfl: 0.7506 (0.7589) loss_vfl_aux_0: 0.8839 (0.9002) loss_vfl_aux_1: 0.8398 (0.8479) loss_vfl_aux_2: 0.7809 (0.7956) loss_vfl_aux_3: 0.7541 (0.7696) loss_vfl_aux_4: 0.7484 (0.7607) loss_vfl_aux_5: 0.8553 (0.8761) loss_vfl_dn_0: 0.4904 (0.4856) loss_vfl_dn_1: 0.4377 (0.4387) loss_vfl_dn_2: 0.4173 (0.4208) loss_vfl_dn_3: 0.4106 (0.4132) loss_vfl_dn_4: 0.4055 (0.4105) loss_vfl_dn_5: 0.4075 (0.4101) time: 0.4656 data: 0.0144 max mem: 5653 Epoch: [7] [2100/7393] eta: 0:42:33 lr: 0.000010 loss: 19.2238 (19.0082) loss_bbox: 0.1995 (0.1895) loss_bbox_aux_0: 0.2133 (0.2044) loss_bbox_aux_1: 0.2004 (0.1944) loss_bbox_aux_2: 0.1977 (0.1910) loss_bbox_aux_3: 0.1953 (0.1899) loss_bbox_aux_4: 0.1987 (0.1898) loss_bbox_aux_5: 0.2648 (0.2515) loss_bbox_dn_0: 0.3389 (0.3535) loss_bbox_dn_1: 0.2776 (0.2834) loss_bbox_dn_2: 0.2604 (0.2651) loss_bbox_dn_3: 0.2519 (0.2569) loss_bbox_dn_4: 0.2470 (0.2540) loss_bbox_dn_5: 0.2464 (0.2537) loss_giou: 0.5789 (0.5565) loss_giou_aux_0: 0.5970 (0.5849) loss_giou_aux_1: 0.5956 (0.5657) loss_giou_aux_2: 0.5840 (0.5602) loss_giou_aux_3: 0.5921 (0.5579) loss_giou_aux_4: 0.5947 (0.5570) loss_giou_aux_5: 0.6716 (0.6669) loss_giou_dn_0: 0.7211 (0.7064) loss_giou_dn_1: 0.6221 (0.6022) loss_giou_dn_2: 0.5959 (0.5775) loss_giou_dn_3: 0.5887 (0.5691) loss_giou_dn_4: 0.5891 (0.5667) loss_giou_dn_5: 0.5901 (0.5667) loss_vfl: 0.7513 (0.7593) loss_vfl_aux_0: 0.8908 (0.9010) loss_vfl_aux_1: 0.8183 (0.8485) loss_vfl_aux_2: 0.7577 (0.7964) loss_vfl_aux_3: 0.7495 (0.7703) loss_vfl_aux_4: 0.7434 (0.7611) loss_vfl_aux_5: 0.8529 (0.8766) loss_vfl_dn_0: 0.4837 (0.4858) loss_vfl_dn_1: 0.4341 (0.4389) loss_vfl_dn_2: 0.4183 (0.4210) loss_vfl_dn_3: 0.4130 (0.4135) loss_vfl_dn_4: 0.4098 (0.4107) loss_vfl_dn_5: 0.4105 (0.4103) time: 0.4588 data: 0.0144 max mem: 5653 Epoch: [7] [2200/7393] eta: 0:41:42 lr: 0.000010 loss: 18.9545 (19.0052) loss_bbox: 0.1839 (0.1895) loss_bbox_aux_0: 0.2024 (0.2043) loss_bbox_aux_1: 0.1933 (0.1943) loss_bbox_aux_2: 0.1913 (0.1910) loss_bbox_aux_3: 0.1818 (0.1898) loss_bbox_aux_4: 0.1812 (0.1897) loss_bbox_aux_5: 0.2401 (0.2513) loss_bbox_dn_0: 0.3285 (0.3532) loss_bbox_dn_1: 0.2472 (0.2832) loss_bbox_dn_2: 0.2287 (0.2648) loss_bbox_dn_3: 0.2205 (0.2567) loss_bbox_dn_4: 0.2182 (0.2538) loss_bbox_dn_5: 0.2184 (0.2535) loss_giou: 0.5833 (0.5567) loss_giou_aux_0: 0.6055 (0.5850) loss_giou_aux_1: 0.5798 (0.5658) loss_giou_aux_2: 0.5867 (0.5602) loss_giou_aux_3: 0.5950 (0.5580) loss_giou_aux_4: 0.5809 (0.5572) loss_giou_aux_5: 0.6832 (0.6668) loss_giou_dn_0: 0.7317 (0.7064) loss_giou_dn_1: 0.6189 (0.6022) loss_giou_dn_2: 0.5911 (0.5775) loss_giou_dn_3: 0.5851 (0.5691) loss_giou_dn_4: 0.5841 (0.5666) loss_giou_dn_5: 0.5837 (0.5667) loss_vfl: 0.7441 (0.7589) loss_vfl_aux_0: 0.8758 (0.9010) loss_vfl_aux_1: 0.8463 (0.8484) loss_vfl_aux_2: 0.7805 (0.7964) loss_vfl_aux_3: 0.7503 (0.7700) loss_vfl_aux_4: 0.7496 (0.7608) loss_vfl_aux_5: 0.8713 (0.8767) loss_vfl_dn_0: 0.4802 (0.4857) loss_vfl_dn_1: 0.4339 (0.4388) loss_vfl_dn_2: 0.4222 (0.4209) loss_vfl_dn_3: 0.4149 (0.4134) loss_vfl_dn_4: 0.4115 (0.4106) loss_vfl_dn_5: 0.4124 (0.4102) time: 0.4699 data: 0.0146 max mem: 5653 Epoch: [7] [2300/7393] eta: 0:40:51 lr: 0.000010 loss: 18.6531 (19.0050) loss_bbox: 0.1850 (0.1893) loss_bbox_aux_0: 0.2049 (0.2042) loss_bbox_aux_1: 0.1921 (0.1941) loss_bbox_aux_2: 0.1843 (0.1907) loss_bbox_aux_3: 0.1812 (0.1897) loss_bbox_aux_4: 0.1873 (0.1895) loss_bbox_aux_5: 0.2386 (0.2510) loss_bbox_dn_0: 0.3233 (0.3527) loss_bbox_dn_1: 0.2632 (0.2827) loss_bbox_dn_2: 0.2506 (0.2644) loss_bbox_dn_3: 0.2443 (0.2562) loss_bbox_dn_4: 0.2407 (0.2533) loss_bbox_dn_5: 0.2412 (0.2531) loss_giou: 0.5566 (0.5573) loss_giou_aux_0: 0.5905 (0.5855) loss_giou_aux_1: 0.5692 (0.5663) loss_giou_aux_2: 0.5734 (0.5607) loss_giou_aux_3: 0.5572 (0.5586) loss_giou_aux_4: 0.5526 (0.5577) loss_giou_aux_5: 0.6753 (0.6675) loss_giou_dn_0: 0.7075 (0.7065) loss_giou_dn_1: 0.6196 (0.6023) loss_giou_dn_2: 0.5909 (0.5776) loss_giou_dn_3: 0.5838 (0.5692) loss_giou_dn_4: 0.5809 (0.5668) loss_giou_dn_5: 0.5812 (0.5668) loss_vfl: 0.7538 (0.7587) loss_vfl_aux_0: 0.8843 (0.9012) loss_vfl_aux_1: 0.8374 (0.8485) loss_vfl_aux_2: 0.7818 (0.7966) loss_vfl_aux_3: 0.7702 (0.7699) loss_vfl_aux_4: 0.7550 (0.7606) loss_vfl_aux_5: 0.8237 (0.8761) loss_vfl_dn_0: 0.4897 (0.4856) loss_vfl_dn_1: 0.4348 (0.4388) loss_vfl_dn_2: 0.4128 (0.4209) loss_vfl_dn_3: 0.4080 (0.4133) loss_vfl_dn_4: 0.4058 (0.4106) loss_vfl_dn_5: 0.4041 (0.4102) time: 0.4760 data: 0.0145 max mem: 5653 Epoch: [7] [2400/7393] eta: 0:40:13 lr: 0.000010 loss: 19.4973 (19.0100) loss_bbox: 0.1839 (0.1896) loss_bbox_aux_0: 0.1945 (0.2045) loss_bbox_aux_1: 0.1874 (0.1945) loss_bbox_aux_2: 0.1844 (0.1910) loss_bbox_aux_3: 0.1888 (0.1899) loss_bbox_aux_4: 0.1897 (0.1898) loss_bbox_aux_5: 0.2344 (0.2512) loss_bbox_dn_0: 0.3330 (0.3528) loss_bbox_dn_1: 0.2670 (0.2829) loss_bbox_dn_2: 0.2492 (0.2646) loss_bbox_dn_3: 0.2418 (0.2565) loss_bbox_dn_4: 0.2349 (0.2536) loss_bbox_dn_5: 0.2344 (0.2533) loss_giou: 0.5805 (0.5575) loss_giou_aux_0: 0.6144 (0.5857) loss_giou_aux_1: 0.6034 (0.5665) loss_giou_aux_2: 0.5781 (0.5608) loss_giou_aux_3: 0.5862 (0.5587) loss_giou_aux_4: 0.5798 (0.5579) loss_giou_aux_5: 0.6714 (0.6677) loss_giou_dn_0: 0.7246 (0.7066) loss_giou_dn_1: 0.6188 (0.6024) loss_giou_dn_2: 0.5942 (0.5777) loss_giou_dn_3: 0.5859 (0.5693) loss_giou_dn_4: 0.5855 (0.5669) loss_giou_dn_5: 0.5857 (0.5669) loss_vfl: 0.7521 (0.7586) loss_vfl_aux_0: 0.9159 (0.9013) loss_vfl_aux_1: 0.8572 (0.8485) loss_vfl_aux_2: 0.8099 (0.7966) loss_vfl_aux_3: 0.7664 (0.7700) loss_vfl_aux_4: 0.7745 (0.7606) loss_vfl_aux_5: 0.8680 (0.8757) loss_vfl_dn_0: 0.4865 (0.4856) loss_vfl_dn_1: 0.4424 (0.4388) loss_vfl_dn_2: 0.4171 (0.4209) loss_vfl_dn_3: 0.4090 (0.4134) loss_vfl_dn_4: 0.4081 (0.4106) loss_vfl_dn_5: 0.4071 (0.4103) time: 0.4726 data: 0.0150 max mem: 5653 Epoch: [7] [2500/7393] eta: 0:39:22 lr: 0.000010 loss: 18.8978 (18.9994) loss_bbox: 0.1837 (0.1894) loss_bbox_aux_0: 0.1930 (0.2042) loss_bbox_aux_1: 0.1821 (0.1943) loss_bbox_aux_2: 0.1808 (0.1907) loss_bbox_aux_3: 0.1743 (0.1897) loss_bbox_aux_4: 0.1790 (0.1896) loss_bbox_aux_5: 0.2293 (0.2510) loss_bbox_dn_0: 0.3117 (0.3525) loss_bbox_dn_1: 0.2474 (0.2824) loss_bbox_dn_2: 0.2333 (0.2641) loss_bbox_dn_3: 0.2248 (0.2559) loss_bbox_dn_4: 0.2211 (0.2530) loss_bbox_dn_5: 0.2209 (0.2527) loss_giou: 0.5610 (0.5572) loss_giou_aux_0: 0.5772 (0.5855) loss_giou_aux_1: 0.5751 (0.5662) loss_giou_aux_2: 0.5641 (0.5606) loss_giou_aux_3: 0.5636 (0.5584) loss_giou_aux_4: 0.5583 (0.5576) loss_giou_aux_5: 0.6419 (0.6674) loss_giou_dn_0: 0.7179 (0.7066) loss_giou_dn_1: 0.5987 (0.6023) loss_giou_dn_2: 0.5784 (0.5776) loss_giou_dn_3: 0.5757 (0.5692) loss_giou_dn_4: 0.5760 (0.5667) loss_giou_dn_5: 0.5760 (0.5668) loss_vfl: 0.7349 (0.7583) loss_vfl_aux_0: 0.9005 (0.9011) loss_vfl_aux_1: 0.8194 (0.8480) loss_vfl_aux_2: 0.7528 (0.7963) loss_vfl_aux_3: 0.7328 (0.7699) loss_vfl_aux_4: 0.7268 (0.7603) loss_vfl_aux_5: 0.8581 (0.8756) loss_vfl_dn_0: 0.4803 (0.4855) loss_vfl_dn_1: 0.4320 (0.4386) loss_vfl_dn_2: 0.4128 (0.4207) loss_vfl_dn_3: 0.4035 (0.4132) loss_vfl_dn_4: 0.4047 (0.4104) loss_vfl_dn_5: 0.4029 (0.4101) time: 0.4720 data: 0.0141 max mem: 5653 Epoch: [7] [2600/7393] eta: 0:38:32 lr: 0.000010 loss: 19.1769 (18.9967) loss_bbox: 0.1914 (0.1893) loss_bbox_aux_0: 0.2001 (0.2040) loss_bbox_aux_1: 0.1861 (0.1941) loss_bbox_aux_2: 0.1877 (0.1906) loss_bbox_aux_3: 0.1855 (0.1895) loss_bbox_aux_4: 0.1937 (0.1894) loss_bbox_aux_5: 0.2616 (0.2509) loss_bbox_dn_0: 0.3658 (0.3523) loss_bbox_dn_1: 0.2932 (0.2822) loss_bbox_dn_2: 0.2814 (0.2639) loss_bbox_dn_3: 0.2688 (0.2558) loss_bbox_dn_4: 0.2618 (0.2528) loss_bbox_dn_5: 0.2598 (0.2526) loss_giou: 0.5400 (0.5567) loss_giou_aux_0: 0.5483 (0.5850) loss_giou_aux_1: 0.5382 (0.5657) loss_giou_aux_2: 0.5233 (0.5601) loss_giou_aux_3: 0.5343 (0.5579) loss_giou_aux_4: 0.5380 (0.5571) loss_giou_aux_5: 0.6377 (0.6670) loss_giou_dn_0: 0.7220 (0.7064) loss_giou_dn_1: 0.5984 (0.6022) loss_giou_dn_2: 0.5709 (0.5774) loss_giou_dn_3: 0.5690 (0.5691) loss_giou_dn_4: 0.5650 (0.5666) loss_giou_dn_5: 0.5649 (0.5666) loss_vfl: 0.7658 (0.7588) loss_vfl_aux_0: 0.9011 (0.9015) loss_vfl_aux_1: 0.8687 (0.8488) loss_vfl_aux_2: 0.7862 (0.7969) loss_vfl_aux_3: 0.7691 (0.7703) loss_vfl_aux_4: 0.7668 (0.7609) loss_vfl_aux_5: 0.8726 (0.8758) loss_vfl_dn_0: 0.4857 (0.4856) loss_vfl_dn_1: 0.4379 (0.4386) loss_vfl_dn_2: 0.4174 (0.4207) loss_vfl_dn_3: 0.4115 (0.4132) loss_vfl_dn_4: 0.4064 (0.4104) loss_vfl_dn_5: 0.4092 (0.4100) time: 0.4695 data: 0.0144 max mem: 5653 Epoch: [7] [2700/7393] eta: 0:37:43 lr: 0.000010 loss: 19.2278 (18.9984) loss_bbox: 0.1838 (0.1894) loss_bbox_aux_0: 0.1885 (0.2041) loss_bbox_aux_1: 0.1737 (0.1940) loss_bbox_aux_2: 0.1796 (0.1906) loss_bbox_aux_3: 0.1798 (0.1896) loss_bbox_aux_4: 0.1786 (0.1895) loss_bbox_aux_5: 0.2290 (0.2510) loss_bbox_dn_0: 0.3303 (0.3526) loss_bbox_dn_1: 0.2563 (0.2825) loss_bbox_dn_2: 0.2409 (0.2642) loss_bbox_dn_3: 0.2322 (0.2560) loss_bbox_dn_4: 0.2322 (0.2531) loss_bbox_dn_5: 0.2320 (0.2528) loss_giou: 0.5121 (0.5565) loss_giou_aux_0: 0.5256 (0.5848) loss_giou_aux_1: 0.5216 (0.5655) loss_giou_aux_2: 0.5138 (0.5599) loss_giou_aux_3: 0.5092 (0.5577) loss_giou_aux_4: 0.5051 (0.5569) loss_giou_aux_5: 0.6289 (0.6667) loss_giou_dn_0: 0.7169 (0.7063) loss_giou_dn_1: 0.6091 (0.6021) loss_giou_dn_2: 0.5826 (0.5773) loss_giou_dn_3: 0.5740 (0.5690) loss_giou_dn_4: 0.5685 (0.5665) loss_giou_dn_5: 0.5686 (0.5665) loss_vfl: 0.7933 (0.7591) loss_vfl_aux_0: 0.9003 (0.9016) loss_vfl_aux_1: 0.8562 (0.8490) loss_vfl_aux_2: 0.7648 (0.7972) loss_vfl_aux_3: 0.7738 (0.7707) loss_vfl_aux_4: 0.7907 (0.7612) loss_vfl_aux_5: 0.8657 (0.8759) loss_vfl_dn_0: 0.4863 (0.4857) loss_vfl_dn_1: 0.4400 (0.4386) loss_vfl_dn_2: 0.4204 (0.4207) loss_vfl_dn_3: 0.4145 (0.4132) loss_vfl_dn_4: 0.4121 (0.4105) loss_vfl_dn_5: 0.4113 (0.4101) time: 0.4824 data: 0.0151 max mem: 5653 Epoch: [7] [2800/7393] eta: 0:37:00 lr: 0.000010 loss: 19.1414 (18.9934) loss_bbox: 0.1893 (0.1894) loss_bbox_aux_0: 0.2166 (0.2040) loss_bbox_aux_1: 0.1905 (0.1940) loss_bbox_aux_2: 0.1920 (0.1907) loss_bbox_aux_3: 0.1918 (0.1896) loss_bbox_aux_4: 0.1895 (0.1895) loss_bbox_aux_5: 0.2530 (0.2510) loss_bbox_dn_0: 0.3796 (0.3526) loss_bbox_dn_1: 0.3031 (0.2826) loss_bbox_dn_2: 0.2868 (0.2642) loss_bbox_dn_3: 0.2694 (0.2561) loss_bbox_dn_4: 0.2659 (0.2531) loss_bbox_dn_5: 0.2653 (0.2529) loss_giou: 0.4967 (0.5559) loss_giou_aux_0: 0.5214 (0.5842) loss_giou_aux_1: 0.5046 (0.5649) loss_giou_aux_2: 0.5049 (0.5594) loss_giou_aux_3: 0.5034 (0.5571) loss_giou_aux_4: 0.4981 (0.5562) loss_giou_aux_5: 0.5988 (0.6662) loss_giou_dn_0: 0.6780 (0.7060) loss_giou_dn_1: 0.5561 (0.6018) loss_giou_dn_2: 0.5335 (0.5770) loss_giou_dn_3: 0.5245 (0.5686) loss_giou_dn_4: 0.5225 (0.5661) loss_giou_dn_5: 0.5216 (0.5661) loss_vfl: 0.7670 (0.7593) loss_vfl_aux_0: 0.9328 (0.9018) loss_vfl_aux_1: 0.8904 (0.8492) loss_vfl_aux_2: 0.8070 (0.7972) loss_vfl_aux_3: 0.7757 (0.7709) loss_vfl_aux_4: 0.7744 (0.7615) loss_vfl_aux_5: 0.8844 (0.8759) loss_vfl_dn_0: 0.4873 (0.4856) loss_vfl_dn_1: 0.4425 (0.4386) loss_vfl_dn_2: 0.4241 (0.4207) loss_vfl_dn_3: 0.4166 (0.4132) loss_vfl_dn_4: 0.4124 (0.4104) loss_vfl_dn_5: 0.4108 (0.4101) time: 0.4800 data: 0.0137 max mem: 5653 Epoch: [7] [2900/7393] eta: 0:36:10 lr: 0.000010 loss: 18.8238 (19.0006) loss_bbox: 0.1828 (0.1896) loss_bbox_aux_0: 0.1952 (0.2041) loss_bbox_aux_1: 0.1828 (0.1941) loss_bbox_aux_2: 0.1812 (0.1909) loss_bbox_aux_3: 0.1811 (0.1898) loss_bbox_aux_4: 0.1827 (0.1897) loss_bbox_aux_5: 0.2362 (0.2512) loss_bbox_dn_0: 0.2924 (0.3528) loss_bbox_dn_1: 0.2380 (0.2828) loss_bbox_dn_2: 0.2298 (0.2645) loss_bbox_dn_3: 0.2280 (0.2563) loss_bbox_dn_4: 0.2252 (0.2534) loss_bbox_dn_5: 0.2249 (0.2532) loss_giou: 0.5585 (0.5565) loss_giou_aux_0: 0.5919 (0.5847) loss_giou_aux_1: 0.5830 (0.5654) loss_giou_aux_2: 0.5609 (0.5599) loss_giou_aux_3: 0.5468 (0.5577) loss_giou_aux_4: 0.5600 (0.5568) loss_giou_aux_5: 0.7011 (0.6666) loss_giou_dn_0: 0.7099 (0.7063) loss_giou_dn_1: 0.6145 (0.6021) loss_giou_dn_2: 0.5927 (0.5773) loss_giou_dn_3: 0.5823 (0.5689) loss_giou_dn_4: 0.5787 (0.5664) loss_giou_dn_5: 0.5785 (0.5664) loss_vfl: 0.6959 (0.7590) loss_vfl_aux_0: 0.8292 (0.9017) loss_vfl_aux_1: 0.7922 (0.8491) loss_vfl_aux_2: 0.7376 (0.7971) loss_vfl_aux_3: 0.7315 (0.7707) loss_vfl_aux_4: 0.7059 (0.7612) loss_vfl_aux_5: 0.7987 (0.8756) loss_vfl_dn_0: 0.4751 (0.4856) loss_vfl_dn_1: 0.4389 (0.4386) loss_vfl_dn_2: 0.4220 (0.4207) loss_vfl_dn_3: 0.4172 (0.4132) loss_vfl_dn_4: 0.4184 (0.4105) loss_vfl_dn_5: 0.4163 (0.4101) time: 0.4865 data: 0.0138 max mem: 5653 Epoch: [7] [3000/7393] eta: 0:35:28 lr: 0.000010 loss: 18.6112 (18.9999) loss_bbox: 0.1900 (0.1897) loss_bbox_aux_0: 0.2048 (0.2041) loss_bbox_aux_1: 0.1994 (0.1940) loss_bbox_aux_2: 0.1984 (0.1909) loss_bbox_aux_3: 0.1946 (0.1899) loss_bbox_aux_4: 0.1924 (0.1898) loss_bbox_aux_5: 0.2528 (0.2511) loss_bbox_dn_0: 0.3555 (0.3529) loss_bbox_dn_1: 0.2770 (0.2830) loss_bbox_dn_2: 0.2641 (0.2647) loss_bbox_dn_3: 0.2501 (0.2565) loss_bbox_dn_4: 0.2491 (0.2536) loss_bbox_dn_5: 0.2488 (0.2533) loss_giou: 0.4753 (0.5563) loss_giou_aux_0: 0.4999 (0.5844) loss_giou_aux_1: 0.4911 (0.5651) loss_giou_aux_2: 0.4735 (0.5597) loss_giou_aux_3: 0.4767 (0.5575) loss_giou_aux_4: 0.4763 (0.5566) loss_giou_aux_5: 0.5966 (0.6662) loss_giou_dn_0: 0.6736 (0.7063) loss_giou_dn_1: 0.5729 (0.6021) loss_giou_dn_2: 0.5486 (0.5774) loss_giou_dn_3: 0.5438 (0.5690) loss_giou_dn_4: 0.5429 (0.5665) loss_giou_dn_5: 0.5430 (0.5665) loss_vfl: 0.7330 (0.7590) loss_vfl_aux_0: 0.8941 (0.9017) loss_vfl_aux_1: 0.8467 (0.8493) loss_vfl_aux_2: 0.7890 (0.7971) loss_vfl_aux_3: 0.7488 (0.7705) loss_vfl_aux_4: 0.7415 (0.7612) loss_vfl_aux_5: 0.8961 (0.8758) loss_vfl_dn_0: 0.4840 (0.4855) loss_vfl_dn_1: 0.4301 (0.4385) loss_vfl_dn_2: 0.4116 (0.4207) loss_vfl_dn_3: 0.4048 (0.4132) loss_vfl_dn_4: 0.4018 (0.4104) loss_vfl_dn_5: 0.3975 (0.4101) time: 0.4816 data: 0.0141 max mem: 5653 Epoch: [7] [3100/7393] eta: 0:34:37 lr: 0.000010 loss: 19.2031 (19.0040) loss_bbox: 0.1741 (0.1897) loss_bbox_aux_0: 0.1955 (0.2041) loss_bbox_aux_1: 0.1827 (0.1941) loss_bbox_aux_2: 0.1794 (0.1910) loss_bbox_aux_3: 0.1819 (0.1900) loss_bbox_aux_4: 0.1846 (0.1898) loss_bbox_aux_5: 0.2307 (0.2511) loss_bbox_dn_0: 0.3421 (0.3529) loss_bbox_dn_1: 0.2741 (0.2830) loss_bbox_dn_2: 0.2549 (0.2647) loss_bbox_dn_3: 0.2474 (0.2565) loss_bbox_dn_4: 0.2441 (0.2536) loss_bbox_dn_5: 0.2430 (0.2533) loss_giou: 0.5802 (0.5567) loss_giou_aux_0: 0.6040 (0.5848) loss_giou_aux_1: 0.6018 (0.5654) loss_giou_aux_2: 0.5923 (0.5601) loss_giou_aux_3: 0.5798 (0.5579) loss_giou_aux_4: 0.5782 (0.5570) loss_giou_aux_5: 0.6873 (0.6665) loss_giou_dn_0: 0.7241 (0.7065) loss_giou_dn_1: 0.6235 (0.6023) loss_giou_dn_2: 0.5996 (0.5775) loss_giou_dn_3: 0.5887 (0.5691) loss_giou_dn_4: 0.5847 (0.5666) loss_giou_dn_5: 0.5842 (0.5667) loss_vfl: 0.7656 (0.7591) loss_vfl_aux_0: 0.8857 (0.9015) loss_vfl_aux_1: 0.8394 (0.8492) loss_vfl_aux_2: 0.7990 (0.7970) loss_vfl_aux_3: 0.7694 (0.7706) loss_vfl_aux_4: 0.7626 (0.7612) loss_vfl_aux_5: 0.8729 (0.8759) loss_vfl_dn_0: 0.4867 (0.4856) loss_vfl_dn_1: 0.4410 (0.4386) loss_vfl_dn_2: 0.4227 (0.4207) loss_vfl_dn_3: 0.4189 (0.4132) loss_vfl_dn_4: 0.4171 (0.4105) loss_vfl_dn_5: 0.4155 (0.4101) time: 0.4685 data: 0.0138 max mem: 5653 Epoch: [7] [3200/7393] eta: 0:33:47 lr: 0.000010 loss: 19.8028 (19.0034) loss_bbox: 0.1902 (0.1897) loss_bbox_aux_0: 0.1980 (0.2041) loss_bbox_aux_1: 0.1878 (0.1940) loss_bbox_aux_2: 0.1794 (0.1910) loss_bbox_aux_3: 0.1893 (0.1900) loss_bbox_aux_4: 0.1899 (0.1898) loss_bbox_aux_5: 0.2431 (0.2511) loss_bbox_dn_0: 0.3447 (0.3528) loss_bbox_dn_1: 0.2716 (0.2829) loss_bbox_dn_2: 0.2521 (0.2646) loss_bbox_dn_3: 0.2402 (0.2565) loss_bbox_dn_4: 0.2366 (0.2535) loss_bbox_dn_5: 0.2364 (0.2533) loss_giou: 0.5833 (0.5568) loss_giou_aux_0: 0.6049 (0.5849) loss_giou_aux_1: 0.5913 (0.5655) loss_giou_aux_2: 0.5866 (0.5602) loss_giou_aux_3: 0.5861 (0.5579) loss_giou_aux_4: 0.5823 (0.5571) loss_giou_aux_5: 0.6915 (0.6666) loss_giou_dn_0: 0.7556 (0.7065) loss_giou_dn_1: 0.6571 (0.6023) loss_giou_dn_2: 0.6374 (0.5775) loss_giou_dn_3: 0.6259 (0.5691) loss_giou_dn_4: 0.6229 (0.5666) loss_giou_dn_5: 0.6227 (0.5666) loss_vfl: 0.7278 (0.7590) loss_vfl_aux_0: 0.8573 (0.9013) loss_vfl_aux_1: 0.8247 (0.8492) loss_vfl_aux_2: 0.7623 (0.7969) loss_vfl_aux_3: 0.7414 (0.7706) loss_vfl_aux_4: 0.7249 (0.7612) loss_vfl_aux_5: 0.8154 (0.8755) loss_vfl_dn_0: 0.4854 (0.4856) loss_vfl_dn_1: 0.4369 (0.4386) loss_vfl_dn_2: 0.4237 (0.4207) loss_vfl_dn_3: 0.4161 (0.4132) loss_vfl_dn_4: 0.4130 (0.4105) loss_vfl_dn_5: 0.4117 (0.4101) time: 0.4847 data: 0.0148 max mem: 5653 Epoch: [7] [3300/7393] eta: 0:33:03 lr: 0.000010 loss: 19.1174 (19.0016) loss_bbox: 0.1937 (0.1897) loss_bbox_aux_0: 0.2072 (0.2040) loss_bbox_aux_1: 0.1993 (0.1939) loss_bbox_aux_2: 0.1967 (0.1909) loss_bbox_aux_3: 0.1980 (0.1899) loss_bbox_aux_4: 0.1916 (0.1898) loss_bbox_aux_5: 0.2512 (0.2510) loss_bbox_dn_0: 0.3535 (0.3530) loss_bbox_dn_1: 0.2809 (0.2831) loss_bbox_dn_2: 0.2647 (0.2648) loss_bbox_dn_3: 0.2525 (0.2566) loss_bbox_dn_4: 0.2478 (0.2537) loss_bbox_dn_5: 0.2480 (0.2534) loss_giou: 0.5609 (0.5565) loss_giou_aux_0: 0.5894 (0.5846) loss_giou_aux_1: 0.5858 (0.5653) loss_giou_aux_2: 0.5619 (0.5599) loss_giou_aux_3: 0.5609 (0.5576) loss_giou_aux_4: 0.5715 (0.5569) loss_giou_aux_5: 0.6746 (0.6664) loss_giou_dn_0: 0.7224 (0.7063) loss_giou_dn_1: 0.6213 (0.6021) loss_giou_dn_2: 0.5971 (0.5773) loss_giou_dn_3: 0.5844 (0.5689) loss_giou_dn_4: 0.5808 (0.5664) loss_giou_dn_5: 0.5810 (0.5664) loss_vfl: 0.7301 (0.7592) loss_vfl_aux_0: 0.9082 (0.9015) loss_vfl_aux_1: 0.8441 (0.8495) loss_vfl_aux_2: 0.7958 (0.7972) loss_vfl_aux_3: 0.7444 (0.7709) loss_vfl_aux_4: 0.7380 (0.7614) loss_vfl_aux_5: 0.8432 (0.8757) loss_vfl_dn_0: 0.4786 (0.4856) loss_vfl_dn_1: 0.4265 (0.4384) loss_vfl_dn_2: 0.4096 (0.4205) loss_vfl_dn_3: 0.4026 (0.4130) loss_vfl_dn_4: 0.4014 (0.4103) loss_vfl_dn_5: 0.4002 (0.4100) time: 0.7020 data: 0.0149 max mem: 5653 Epoch: [7] [3400/7393] eta: 0:32:13 lr: 0.000010 loss: 19.2541 (19.0016) loss_bbox: 0.1781 (0.1896) loss_bbox_aux_0: 0.2015 (0.2040) loss_bbox_aux_1: 0.1919 (0.1939) loss_bbox_aux_2: 0.1864 (0.1909) loss_bbox_aux_3: 0.1803 (0.1899) loss_bbox_aux_4: 0.1777 (0.1898) loss_bbox_aux_5: 0.2557 (0.2511) loss_bbox_dn_0: 0.3676 (0.3535) loss_bbox_dn_1: 0.2921 (0.2835) loss_bbox_dn_2: 0.2811 (0.2651) loss_bbox_dn_3: 0.2670 (0.2569) loss_bbox_dn_4: 0.2615 (0.2540) loss_bbox_dn_5: 0.2608 (0.2537) loss_giou: 0.5235 (0.5560) loss_giou_aux_0: 0.5518 (0.5841) loss_giou_aux_1: 0.5286 (0.5647) loss_giou_aux_2: 0.5200 (0.5594) loss_giou_aux_3: 0.5213 (0.5571) loss_giou_aux_4: 0.5214 (0.5564) loss_giou_aux_5: 0.6375 (0.6659) loss_giou_dn_0: 0.6867 (0.7060) loss_giou_dn_1: 0.5823 (0.6018) loss_giou_dn_2: 0.5612 (0.5770) loss_giou_dn_3: 0.5507 (0.5686) loss_giou_dn_4: 0.5509 (0.5661) loss_giou_dn_5: 0.5506 (0.5661) loss_vfl: 0.7473 (0.7597) loss_vfl_aux_0: 0.9238 (0.9019) loss_vfl_aux_1: 0.8567 (0.8501) loss_vfl_aux_2: 0.7682 (0.7977) loss_vfl_aux_3: 0.7715 (0.7713) loss_vfl_aux_4: 0.7530 (0.7618) loss_vfl_aux_5: 0.8889 (0.8760) loss_vfl_dn_0: 0.4894 (0.4857) loss_vfl_dn_1: 0.4381 (0.4385) loss_vfl_dn_2: 0.4206 (0.4206) loss_vfl_dn_3: 0.4148 (0.4130) loss_vfl_dn_4: 0.4097 (0.4103) loss_vfl_dn_5: 0.4099 (0.4100) time: 0.4573 data: 0.0141 max mem: 5653 Epoch: [7] [3500/7393] eta: 0:31:23 lr: 0.000010 loss: 19.0638 (19.0016) loss_bbox: 0.2038 (0.1899) loss_bbox_aux_0: 0.2350 (0.2043) loss_bbox_aux_1: 0.2163 (0.1941) loss_bbox_aux_2: 0.2146 (0.1911) loss_bbox_aux_3: 0.2097 (0.1901) loss_bbox_aux_4: 0.2035 (0.1900) loss_bbox_aux_5: 0.2857 (0.2515) loss_bbox_dn_0: 0.4191 (0.3542) loss_bbox_dn_1: 0.3234 (0.2840) loss_bbox_dn_2: 0.3041 (0.2656) loss_bbox_dn_3: 0.2847 (0.2574) loss_bbox_dn_4: 0.2814 (0.2545) loss_bbox_dn_5: 0.2808 (0.2542) loss_giou: 0.4722 (0.5555) loss_giou_aux_0: 0.5152 (0.5837) loss_giou_aux_1: 0.4946 (0.5643) loss_giou_aux_2: 0.4785 (0.5589) loss_giou_aux_3: 0.4754 (0.5566) loss_giou_aux_4: 0.4706 (0.5559) loss_giou_aux_5: 0.5957 (0.6655) loss_giou_dn_0: 0.6613 (0.7056) loss_giou_dn_1: 0.5523 (0.6014) loss_giou_dn_2: 0.5243 (0.5766) loss_giou_dn_3: 0.5158 (0.5681) loss_giou_dn_4: 0.5131 (0.5656) loss_giou_dn_5: 0.5135 (0.5657) loss_vfl: 0.7683 (0.7596) loss_vfl_aux_0: 0.9406 (0.9024) loss_vfl_aux_1: 0.8681 (0.8503) loss_vfl_aux_2: 0.8310 (0.7977) loss_vfl_aux_3: 0.7843 (0.7713) loss_vfl_aux_4: 0.7764 (0.7617) loss_vfl_aux_5: 0.9150 (0.8764) loss_vfl_dn_0: 0.4833 (0.4858) loss_vfl_dn_1: 0.4380 (0.4384) loss_vfl_dn_2: 0.4196 (0.4205) loss_vfl_dn_3: 0.4128 (0.4130) loss_vfl_dn_4: 0.4074 (0.4102) loss_vfl_dn_5: 0.4069 (0.4099) time: 0.4673 data: 0.0141 max mem: 5653 Epoch: [7] [3600/7393] eta: 0:30:33 lr: 0.000010 loss: 18.3957 (19.0024) loss_bbox: 0.1683 (0.1901) loss_bbox_aux_0: 0.1855 (0.2045) loss_bbox_aux_1: 0.1679 (0.1943) loss_bbox_aux_2: 0.1675 (0.1913) loss_bbox_aux_3: 0.1667 (0.1903) loss_bbox_aux_4: 0.1671 (0.1902) loss_bbox_aux_5: 0.2410 (0.2517) loss_bbox_dn_0: 0.3210 (0.3545) loss_bbox_dn_1: 0.2345 (0.2843) loss_bbox_dn_2: 0.2220 (0.2658) loss_bbox_dn_3: 0.2169 (0.2576) loss_bbox_dn_4: 0.2122 (0.2546) loss_bbox_dn_5: 0.2124 (0.2543) loss_giou: 0.5061 (0.5554) loss_giou_aux_0: 0.5574 (0.5836) loss_giou_aux_1: 0.5423 (0.5643) loss_giou_aux_2: 0.5130 (0.5588) loss_giou_aux_3: 0.5077 (0.5565) loss_giou_aux_4: 0.5056 (0.5558) loss_giou_aux_5: 0.6300 (0.6653) loss_giou_dn_0: 0.7060 (0.7055) loss_giou_dn_1: 0.6009 (0.6014) loss_giou_dn_2: 0.5770 (0.5765) loss_giou_dn_3: 0.5722 (0.5681) loss_giou_dn_4: 0.5702 (0.5655) loss_giou_dn_5: 0.5700 (0.5656) loss_vfl: 0.7212 (0.7595) loss_vfl_aux_0: 0.8704 (0.9022) loss_vfl_aux_1: 0.7926 (0.8501) loss_vfl_aux_2: 0.7575 (0.7976) loss_vfl_aux_3: 0.7421 (0.7712) loss_vfl_aux_4: 0.7350 (0.7617) loss_vfl_aux_5: 0.8610 (0.8766) loss_vfl_dn_0: 0.4876 (0.4858) loss_vfl_dn_1: 0.4292 (0.4384) loss_vfl_dn_2: 0.4127 (0.4205) loss_vfl_dn_3: 0.4047 (0.4129) loss_vfl_dn_4: 0.4035 (0.4102) loss_vfl_dn_5: 0.4037 (0.4099) time: 0.4753 data: 0.0136 max mem: 5653 Epoch: [7] [3700/7393] eta: 0:29:44 lr: 0.000010 loss: 18.9554 (19.0003) loss_bbox: 0.1854 (0.1900) loss_bbox_aux_0: 0.1924 (0.2044) loss_bbox_aux_1: 0.1790 (0.1942) loss_bbox_aux_2: 0.1791 (0.1912) loss_bbox_aux_3: 0.1839 (0.1902) loss_bbox_aux_4: 0.1838 (0.1901) loss_bbox_aux_5: 0.2365 (0.2515) loss_bbox_dn_0: 0.3325 (0.3542) loss_bbox_dn_1: 0.2654 (0.2841) loss_bbox_dn_2: 0.2459 (0.2656) loss_bbox_dn_3: 0.2354 (0.2574) loss_bbox_dn_4: 0.2365 (0.2544) loss_bbox_dn_5: 0.2366 (0.2542) loss_giou: 0.5048 (0.5553) loss_giou_aux_0: 0.5324 (0.5834) loss_giou_aux_1: 0.5090 (0.5641) loss_giou_aux_2: 0.5069 (0.5587) loss_giou_aux_3: 0.4997 (0.5563) loss_giou_aux_4: 0.5023 (0.5557) loss_giou_aux_5: 0.6087 (0.6650) loss_giou_dn_0: 0.6437 (0.7053) loss_giou_dn_1: 0.5370 (0.6012) loss_giou_dn_2: 0.5074 (0.5764) loss_giou_dn_3: 0.4975 (0.5679) loss_giou_dn_4: 0.4940 (0.5654) loss_giou_dn_5: 0.4940 (0.5655) loss_vfl: 0.7417 (0.7597) loss_vfl_aux_0: 0.9242 (0.9024) loss_vfl_aux_1: 0.8349 (0.8502) loss_vfl_aux_2: 0.7893 (0.7979) loss_vfl_aux_3: 0.7626 (0.7715) loss_vfl_aux_4: 0.7537 (0.7619) loss_vfl_aux_5: 0.9118 (0.8770) loss_vfl_dn_0: 0.4890 (0.4858) loss_vfl_dn_1: 0.4388 (0.4384) loss_vfl_dn_2: 0.4219 (0.4205) loss_vfl_dn_3: 0.4138 (0.4130) loss_vfl_dn_4: 0.4095 (0.4102) loss_vfl_dn_5: 0.4098 (0.4099) time: 0.4770 data: 0.0142 max mem: 5653 Epoch: [7] [3800/7393] eta: 0:28:54 lr: 0.000010 loss: 18.8911 (18.9972) loss_bbox: 0.1966 (0.1900) loss_bbox_aux_0: 0.2115 (0.2044) loss_bbox_aux_1: 0.2073 (0.1942) loss_bbox_aux_2: 0.2042 (0.1912) loss_bbox_aux_3: 0.1958 (0.1902) loss_bbox_aux_4: 0.1997 (0.1901) loss_bbox_aux_5: 0.2662 (0.2514) loss_bbox_dn_0: 0.3452 (0.3540) loss_bbox_dn_1: 0.2745 (0.2839) loss_bbox_dn_2: 0.2567 (0.2655) loss_bbox_dn_3: 0.2477 (0.2572) loss_bbox_dn_4: 0.2465 (0.2543) loss_bbox_dn_5: 0.2464 (0.2540) loss_giou: 0.5377 (0.5555) loss_giou_aux_0: 0.5865 (0.5836) loss_giou_aux_1: 0.5555 (0.5643) loss_giou_aux_2: 0.5473 (0.5589) loss_giou_aux_3: 0.5470 (0.5566) loss_giou_aux_4: 0.5394 (0.5559) loss_giou_aux_5: 0.6413 (0.6651) loss_giou_dn_0: 0.7011 (0.7053) loss_giou_dn_1: 0.6009 (0.6012) loss_giou_dn_2: 0.5808 (0.5763) loss_giou_dn_3: 0.5680 (0.5679) loss_giou_dn_4: 0.5640 (0.5654) loss_giou_dn_5: 0.5635 (0.5654) loss_vfl: 0.7396 (0.7593) loss_vfl_aux_0: 0.8899 (0.9021) loss_vfl_aux_1: 0.8153 (0.8496) loss_vfl_aux_2: 0.7799 (0.7975) loss_vfl_aux_3: 0.7334 (0.7711) loss_vfl_aux_4: 0.7301 (0.7615) loss_vfl_aux_5: 0.8652 (0.8765) loss_vfl_dn_0: 0.4825 (0.4858) loss_vfl_dn_1: 0.4371 (0.4384) loss_vfl_dn_2: 0.4186 (0.4205) loss_vfl_dn_3: 0.4101 (0.4130) loss_vfl_dn_4: 0.4065 (0.4102) loss_vfl_dn_5: 0.4033 (0.4099) time: 0.4677 data: 0.0140 max mem: 5653 Epoch: [7] [3900/7393] eta: 0:28:05 lr: 0.000010 loss: 18.9877 (19.0011) loss_bbox: 0.1798 (0.1899) loss_bbox_aux_0: 0.1844 (0.2043) loss_bbox_aux_1: 0.1762 (0.1941) loss_bbox_aux_2: 0.1768 (0.1911) loss_bbox_aux_3: 0.1762 (0.1901) loss_bbox_aux_4: 0.1757 (0.1900) loss_bbox_aux_5: 0.2290 (0.2513) loss_bbox_dn_0: 0.3106 (0.3536) loss_bbox_dn_1: 0.2456 (0.2836) loss_bbox_dn_2: 0.2348 (0.2651) loss_bbox_dn_3: 0.2272 (0.2569) loss_bbox_dn_4: 0.2268 (0.2540) loss_bbox_dn_5: 0.2264 (0.2537) loss_giou: 0.5392 (0.5562) loss_giou_aux_0: 0.5487 (0.5842) loss_giou_aux_1: 0.5452 (0.5650) loss_giou_aux_2: 0.5409 (0.5596) loss_giou_aux_3: 0.5380 (0.5572) loss_giou_aux_4: 0.5388 (0.5566) loss_giou_aux_5: 0.6645 (0.6658) loss_giou_dn_0: 0.7101 (0.7056) loss_giou_dn_1: 0.6061 (0.6016) loss_giou_dn_2: 0.5835 (0.5767) loss_giou_dn_3: 0.5755 (0.5683) loss_giou_dn_4: 0.5721 (0.5658) loss_giou_dn_5: 0.5718 (0.5658) loss_vfl: 0.7405 (0.7593) loss_vfl_aux_0: 0.8790 (0.9021) loss_vfl_aux_1: 0.8539 (0.8496) loss_vfl_aux_2: 0.7940 (0.7975) loss_vfl_aux_3: 0.7661 (0.7710) loss_vfl_aux_4: 0.7468 (0.7615) loss_vfl_aux_5: 0.8559 (0.8761) loss_vfl_dn_0: 0.4797 (0.4858) loss_vfl_dn_1: 0.4334 (0.4384) loss_vfl_dn_2: 0.4139 (0.4205) loss_vfl_dn_3: 0.4069 (0.4130) loss_vfl_dn_4: 0.4040 (0.4103) loss_vfl_dn_5: 0.4041 (0.4099) time: 0.4802 data: 0.0142 max mem: 5653 Epoch: [7] [4000/7393] eta: 0:27:16 lr: 0.000010 loss: 18.9524 (19.0027) loss_bbox: 0.1899 (0.1899) loss_bbox_aux_0: 0.2006 (0.2043) loss_bbox_aux_1: 0.1811 (0.1941) loss_bbox_aux_2: 0.1879 (0.1911) loss_bbox_aux_3: 0.1865 (0.1901) loss_bbox_aux_4: 0.1946 (0.1900) loss_bbox_aux_5: 0.2190 (0.2512) loss_bbox_dn_0: 0.3036 (0.3536) loss_bbox_dn_1: 0.2393 (0.2835) loss_bbox_dn_2: 0.2235 (0.2651) loss_bbox_dn_3: 0.2138 (0.2569) loss_bbox_dn_4: 0.2119 (0.2540) loss_bbox_dn_5: 0.2116 (0.2537) loss_giou: 0.5226 (0.5562) loss_giou_aux_0: 0.5586 (0.5843) loss_giou_aux_1: 0.5353 (0.5651) loss_giou_aux_2: 0.5253 (0.5596) loss_giou_aux_3: 0.5278 (0.5573) loss_giou_aux_4: 0.5227 (0.5566) loss_giou_aux_5: 0.6193 (0.6658) loss_giou_dn_0: 0.6913 (0.7056) loss_giou_dn_1: 0.5765 (0.6016) loss_giou_dn_2: 0.5517 (0.5767) loss_giou_dn_3: 0.5416 (0.5683) loss_giou_dn_4: 0.5397 (0.5658) loss_giou_dn_5: 0.5395 (0.5659) loss_vfl: 0.7686 (0.7596) loss_vfl_aux_0: 0.8965 (0.9022) loss_vfl_aux_1: 0.8680 (0.8499) loss_vfl_aux_2: 0.7988 (0.7977) loss_vfl_aux_3: 0.7712 (0.7712) loss_vfl_aux_4: 0.7671 (0.7617) loss_vfl_aux_5: 0.8730 (0.8761) loss_vfl_dn_0: 0.4863 (0.4858) loss_vfl_dn_1: 0.4359 (0.4385) loss_vfl_dn_2: 0.4227 (0.4205) loss_vfl_dn_3: 0.4153 (0.4130) loss_vfl_dn_4: 0.4077 (0.4103) loss_vfl_dn_5: 0.4109 (0.4100) time: 0.4902 data: 0.0147 max mem: 5653 Epoch: [7] [4100/7393] eta: 0:26:27 lr: 0.000010 loss: 18.5526 (18.9985) loss_bbox: 0.1773 (0.1899) loss_bbox_aux_0: 0.1823 (0.2042) loss_bbox_aux_1: 0.1823 (0.1940) loss_bbox_aux_2: 0.1771 (0.1911) loss_bbox_aux_3: 0.1759 (0.1900) loss_bbox_aux_4: 0.1756 (0.1899) loss_bbox_aux_5: 0.2194 (0.2511) loss_bbox_dn_0: 0.3142 (0.3532) loss_bbox_dn_1: 0.2376 (0.2833) loss_bbox_dn_2: 0.2222 (0.2649) loss_bbox_dn_3: 0.2177 (0.2567) loss_bbox_dn_4: 0.2160 (0.2537) loss_bbox_dn_5: 0.2155 (0.2535) loss_giou: 0.5157 (0.5560) loss_giou_aux_0: 0.5470 (0.5840) loss_giou_aux_1: 0.5115 (0.5648) loss_giou_aux_2: 0.5157 (0.5594) loss_giou_aux_3: 0.5163 (0.5570) loss_giou_aux_4: 0.5186 (0.5564) loss_giou_aux_5: 0.6030 (0.6655) loss_giou_dn_0: 0.6819 (0.7055) loss_giou_dn_1: 0.5703 (0.6014) loss_giou_dn_2: 0.5495 (0.5766) loss_giou_dn_3: 0.5419 (0.5682) loss_giou_dn_4: 0.5399 (0.5657) loss_giou_dn_5: 0.5401 (0.5657) loss_vfl: 0.7328 (0.7596) loss_vfl_aux_0: 0.8996 (0.9022) loss_vfl_aux_1: 0.8604 (0.8500) loss_vfl_aux_2: 0.7877 (0.7978) loss_vfl_aux_3: 0.7582 (0.7714) loss_vfl_aux_4: 0.7371 (0.7617) loss_vfl_aux_5: 0.8738 (0.8762) loss_vfl_dn_0: 0.4886 (0.4858) loss_vfl_dn_1: 0.4353 (0.4385) loss_vfl_dn_2: 0.4183 (0.4205) loss_vfl_dn_3: 0.4085 (0.4130) loss_vfl_dn_4: 0.4070 (0.4103) loss_vfl_dn_5: 0.4077 (0.4099) time: 0.4775 data: 0.0139 max mem: 5653 Epoch: [7] [4200/7393] eta: 0:25:39 lr: 0.000010 loss: 19.2894 (18.9978) loss_bbox: 0.1788 (0.1897) loss_bbox_aux_0: 0.1976 (0.2041) loss_bbox_aux_1: 0.1831 (0.1939) loss_bbox_aux_2: 0.1826 (0.1910) loss_bbox_aux_3: 0.1808 (0.1899) loss_bbox_aux_4: 0.1785 (0.1898) loss_bbox_aux_5: 0.2473 (0.2511) loss_bbox_dn_0: 0.3165 (0.3533) loss_bbox_dn_1: 0.2641 (0.2833) loss_bbox_dn_2: 0.2490 (0.2649) loss_bbox_dn_3: 0.2419 (0.2567) loss_bbox_dn_4: 0.2374 (0.2537) loss_bbox_dn_5: 0.2370 (0.2535) loss_giou: 0.5621 (0.5560) loss_giou_aux_0: 0.5978 (0.5841) loss_giou_aux_1: 0.5770 (0.5649) loss_giou_aux_2: 0.5675 (0.5594) loss_giou_aux_3: 0.5649 (0.5570) loss_giou_aux_4: 0.5622 (0.5564) loss_giou_aux_5: 0.6759 (0.6657) loss_giou_dn_0: 0.7264 (0.7057) loss_giou_dn_1: 0.6294 (0.6016) loss_giou_dn_2: 0.6077 (0.5768) loss_giou_dn_3: 0.6015 (0.5684) loss_giou_dn_4: 0.6003 (0.5658) loss_giou_dn_5: 0.6002 (0.5659) loss_vfl: 0.7446 (0.7595) loss_vfl_aux_0: 0.8755 (0.9019) loss_vfl_aux_1: 0.8053 (0.8498) loss_vfl_aux_2: 0.7800 (0.7976) loss_vfl_aux_3: 0.7572 (0.7713) loss_vfl_aux_4: 0.7531 (0.7617) loss_vfl_aux_5: 0.8518 (0.8759) loss_vfl_dn_0: 0.4830 (0.4857) loss_vfl_dn_1: 0.4312 (0.4384) loss_vfl_dn_2: 0.4147 (0.4205) loss_vfl_dn_3: 0.4039 (0.4129) loss_vfl_dn_4: 0.4042 (0.4102) loss_vfl_dn_5: 0.4070 (0.4098) time: 0.4851 data: 0.0138 max mem: 5653 Epoch: [7] [4300/7393] eta: 0:24:50 lr: 0.000010 loss: 19.1872 (19.0032) loss_bbox: 0.1860 (0.1899) loss_bbox_aux_0: 0.2021 (0.2043) loss_bbox_aux_1: 0.1935 (0.1940) loss_bbox_aux_2: 0.1865 (0.1911) loss_bbox_aux_3: 0.1890 (0.1900) loss_bbox_aux_4: 0.1855 (0.1899) loss_bbox_aux_5: 0.2575 (0.2513) loss_bbox_dn_0: 0.3824 (0.3536) loss_bbox_dn_1: 0.2971 (0.2837) loss_bbox_dn_2: 0.2708 (0.2652) loss_bbox_dn_3: 0.2666 (0.2570) loss_bbox_dn_4: 0.2684 (0.2541) loss_bbox_dn_5: 0.2682 (0.2538) loss_giou: 0.5685 (0.5562) loss_giou_aux_0: 0.5986 (0.5844) loss_giou_aux_1: 0.5660 (0.5652) loss_giou_aux_2: 0.5625 (0.5597) loss_giou_aux_3: 0.5683 (0.5573) loss_giou_aux_4: 0.5702 (0.5567) loss_giou_aux_5: 0.6907 (0.6659) loss_giou_dn_0: 0.7084 (0.7059) loss_giou_dn_1: 0.5930 (0.6019) loss_giou_dn_2: 0.5724 (0.5770) loss_giou_dn_3: 0.5624 (0.5686) loss_giou_dn_4: 0.5607 (0.5661) loss_giou_dn_5: 0.5606 (0.5662) loss_vfl: 0.7219 (0.7593) loss_vfl_aux_0: 0.8776 (0.9018) loss_vfl_aux_1: 0.8286 (0.8497) loss_vfl_aux_2: 0.7615 (0.7975) loss_vfl_aux_3: 0.7375 (0.7711) loss_vfl_aux_4: 0.7197 (0.7616) loss_vfl_aux_5: 0.8366 (0.8757) loss_vfl_dn_0: 0.4853 (0.4857) loss_vfl_dn_1: 0.4340 (0.4383) loss_vfl_dn_2: 0.4185 (0.4204) loss_vfl_dn_3: 0.4061 (0.4129) loss_vfl_dn_4: 0.4020 (0.4102) loss_vfl_dn_5: 0.4039 (0.4098) time: 0.4659 data: 0.0146 max mem: 5653 Epoch: [7] [4400/7393] eta: 0:24:01 lr: 0.000010 loss: 19.3416 (19.0027) loss_bbox: 0.1815 (0.1898) loss_bbox_aux_0: 0.1979 (0.2043) loss_bbox_aux_1: 0.1845 (0.1940) loss_bbox_aux_2: 0.1816 (0.1911) loss_bbox_aux_3: 0.1811 (0.1900) loss_bbox_aux_4: 0.1798 (0.1899) loss_bbox_aux_5: 0.2385 (0.2514) loss_bbox_dn_0: 0.3196 (0.3534) loss_bbox_dn_1: 0.2533 (0.2834) loss_bbox_dn_2: 0.2297 (0.2650) loss_bbox_dn_3: 0.2251 (0.2568) loss_bbox_dn_4: 0.2222 (0.2538) loss_bbox_dn_5: 0.2232 (0.2536) loss_giou: 0.5694 (0.5565) loss_giou_aux_0: 0.5847 (0.5847) loss_giou_aux_1: 0.5818 (0.5655) loss_giou_aux_2: 0.5796 (0.5600) loss_giou_aux_3: 0.5740 (0.5576) loss_giou_aux_4: 0.5751 (0.5570) loss_giou_aux_5: 0.6619 (0.6663) loss_giou_dn_0: 0.7097 (0.7059) loss_giou_dn_1: 0.6101 (0.6019) loss_giou_dn_2: 0.5781 (0.5771) loss_giou_dn_3: 0.5629 (0.5687) loss_giou_dn_4: 0.5589 (0.5662) loss_giou_dn_5: 0.5587 (0.5662) loss_vfl: 0.7421 (0.7592) loss_vfl_aux_0: 0.8824 (0.9014) loss_vfl_aux_1: 0.8431 (0.8496) loss_vfl_aux_2: 0.7789 (0.7973) loss_vfl_aux_3: 0.7528 (0.7709) loss_vfl_aux_4: 0.7507 (0.7614) loss_vfl_aux_5: 0.8586 (0.8752) loss_vfl_dn_0: 0.4811 (0.4857) loss_vfl_dn_1: 0.4347 (0.4383) loss_vfl_dn_2: 0.4178 (0.4204) loss_vfl_dn_3: 0.4085 (0.4129) loss_vfl_dn_4: 0.4107 (0.4101) loss_vfl_dn_5: 0.4084 (0.4098) time: 0.4741 data: 0.0139 max mem: 5653 Epoch: [7] [4500/7393] eta: 0:23:12 lr: 0.000010 loss: 18.6490 (18.9979) loss_bbox: 0.1636 (0.1897) loss_bbox_aux_0: 0.1761 (0.2041) loss_bbox_aux_1: 0.1658 (0.1939) loss_bbox_aux_2: 0.1687 (0.1910) loss_bbox_aux_3: 0.1787 (0.1899) loss_bbox_aux_4: 0.1541 (0.1897) loss_bbox_aux_5: 0.2257 (0.2512) loss_bbox_dn_0: 0.2978 (0.3530) loss_bbox_dn_1: 0.2370 (0.2831) loss_bbox_dn_2: 0.2211 (0.2647) loss_bbox_dn_3: 0.2129 (0.2565) loss_bbox_dn_4: 0.2125 (0.2536) loss_bbox_dn_5: 0.2120 (0.2534) loss_giou: 0.5476 (0.5565) loss_giou_aux_0: 0.5810 (0.5846) loss_giou_aux_1: 0.5554 (0.5654) loss_giou_aux_2: 0.5497 (0.5600) loss_giou_aux_3: 0.5555 (0.5576) loss_giou_aux_4: 0.5526 (0.5569) loss_giou_aux_5: 0.6540 (0.6662) loss_giou_dn_0: 0.7107 (0.7059) loss_giou_dn_1: 0.5927 (0.6019) loss_giou_dn_2: 0.5646 (0.5771) loss_giou_dn_3: 0.5568 (0.5687) loss_giou_dn_4: 0.5524 (0.5662) loss_giou_dn_5: 0.5526 (0.5662) loss_vfl: 0.7387 (0.7590) loss_vfl_aux_0: 0.8616 (0.9013) loss_vfl_aux_1: 0.8277 (0.8494) loss_vfl_aux_2: 0.7646 (0.7971) loss_vfl_aux_3: 0.7487 (0.7708) loss_vfl_aux_4: 0.7352 (0.7613) loss_vfl_aux_5: 0.8259 (0.8750) loss_vfl_dn_0: 0.4814 (0.4856) loss_vfl_dn_1: 0.4351 (0.4383) loss_vfl_dn_2: 0.4138 (0.4204) loss_vfl_dn_3: 0.4034 (0.4128) loss_vfl_dn_4: 0.3992 (0.4101) loss_vfl_dn_5: 0.3977 (0.4097) time: 0.4904 data: 0.0138 max mem: 5653 Epoch: [7] [4600/7393] eta: 0:22:23 lr: 0.000010 loss: 18.2615 (18.9954) loss_bbox: 0.1680 (0.1898) loss_bbox_aux_0: 0.1875 (0.2042) loss_bbox_aux_1: 0.1760 (0.1940) loss_bbox_aux_2: 0.1737 (0.1911) loss_bbox_aux_3: 0.1705 (0.1899) loss_bbox_aux_4: 0.1700 (0.1898) loss_bbox_aux_5: 0.2271 (0.2513) loss_bbox_dn_0: 0.3205 (0.3531) loss_bbox_dn_1: 0.2530 (0.2832) loss_bbox_dn_2: 0.2351 (0.2648) loss_bbox_dn_3: 0.2319 (0.2566) loss_bbox_dn_4: 0.2294 (0.2536) loss_bbox_dn_5: 0.2294 (0.2534) loss_giou: 0.4980 (0.5563) loss_giou_aux_0: 0.5529 (0.5844) loss_giou_aux_1: 0.5320 (0.5653) loss_giou_aux_2: 0.5048 (0.5598) loss_giou_aux_3: 0.5036 (0.5574) loss_giou_aux_4: 0.5042 (0.5568) loss_giou_aux_5: 0.6255 (0.6660) loss_giou_dn_0: 0.6846 (0.7057) loss_giou_dn_1: 0.5697 (0.6017) loss_giou_dn_2: 0.5482 (0.5769) loss_giou_dn_3: 0.5393 (0.5685) loss_giou_dn_4: 0.5376 (0.5660) loss_giou_dn_5: 0.5374 (0.5660) loss_vfl: 0.7489 (0.7589) loss_vfl_aux_0: 0.8702 (0.9012) loss_vfl_aux_1: 0.8494 (0.8492) loss_vfl_aux_2: 0.7799 (0.7970) loss_vfl_aux_3: 0.7583 (0.7707) loss_vfl_aux_4: 0.7478 (0.7611) loss_vfl_aux_5: 0.8466 (0.8749) loss_vfl_dn_0: 0.4901 (0.4857) loss_vfl_dn_1: 0.4355 (0.4382) loss_vfl_dn_2: 0.4137 (0.4203) loss_vfl_dn_3: 0.4093 (0.4127) loss_vfl_dn_4: 0.4039 (0.4100) loss_vfl_dn_5: 0.4039 (0.4097) time: 0.4704 data: 0.0136 max mem: 5653 Epoch: [7] [4700/7393] eta: 0:21:34 lr: 0.000010 loss: 18.1814 (18.9956) loss_bbox: 0.1839 (0.1900) loss_bbox_aux_0: 0.1988 (0.2044) loss_bbox_aux_1: 0.1915 (0.1942) loss_bbox_aux_2: 0.1862 (0.1913) loss_bbox_aux_3: 0.1855 (0.1902) loss_bbox_aux_4: 0.1837 (0.1901) loss_bbox_aux_5: 0.2438 (0.2516) loss_bbox_dn_0: 0.3155 (0.3535) loss_bbox_dn_1: 0.2485 (0.2834) loss_bbox_dn_2: 0.2349 (0.2650) loss_bbox_dn_3: 0.2300 (0.2568) loss_bbox_dn_4: 0.2300 (0.2539) loss_bbox_dn_5: 0.2309 (0.2536) loss_giou: 0.4961 (0.5563) loss_giou_aux_0: 0.5224 (0.5844) loss_giou_aux_1: 0.5012 (0.5651) loss_giou_aux_2: 0.5006 (0.5597) loss_giou_aux_3: 0.5101 (0.5573) loss_giou_aux_4: 0.4961 (0.5567) loss_giou_aux_5: 0.6077 (0.6659) loss_giou_dn_0: 0.6634 (0.7055) loss_giou_dn_1: 0.5538 (0.6015) loss_giou_dn_2: 0.5247 (0.5766) loss_giou_dn_3: 0.5176 (0.5682) loss_giou_dn_4: 0.5154 (0.5657) loss_giou_dn_5: 0.5157 (0.5657) loss_vfl: 0.7293 (0.7587) loss_vfl_aux_0: 0.8792 (0.9012) loss_vfl_aux_1: 0.8164 (0.8493) loss_vfl_aux_2: 0.7626 (0.7970) loss_vfl_aux_3: 0.7435 (0.7706) loss_vfl_aux_4: 0.7389 (0.7610) loss_vfl_aux_5: 0.8833 (0.8749) loss_vfl_dn_0: 0.4840 (0.4857) loss_vfl_dn_1: 0.4312 (0.4382) loss_vfl_dn_2: 0.4107 (0.4202) loss_vfl_dn_3: 0.4067 (0.4127) loss_vfl_dn_4: 0.4061 (0.4100) loss_vfl_dn_5: 0.4020 (0.4096) time: 0.4776 data: 0.0138 max mem: 5653 Epoch: [7] [4800/7393] eta: 0:20:46 lr: 0.000010 loss: 19.0873 (18.9969) loss_bbox: 0.1875 (0.1902) loss_bbox_aux_0: 0.2097 (0.2046) loss_bbox_aux_1: 0.1983 (0.1943) loss_bbox_aux_2: 0.1907 (0.1915) loss_bbox_aux_3: 0.1927 (0.1903) loss_bbox_aux_4: 0.1922 (0.1902) loss_bbox_aux_5: 0.2536 (0.2517) loss_bbox_dn_0: 0.3850 (0.3537) loss_bbox_dn_1: 0.3042 (0.2837) loss_bbox_dn_2: 0.2841 (0.2652) loss_bbox_dn_3: 0.2769 (0.2570) loss_bbox_dn_4: 0.2696 (0.2541) loss_bbox_dn_5: 0.2691 (0.2538) loss_giou: 0.5108 (0.5560) loss_giou_aux_0: 0.5526 (0.5843) loss_giou_aux_1: 0.5371 (0.5649) loss_giou_aux_2: 0.5263 (0.5594) loss_giou_aux_3: 0.5120 (0.5571) loss_giou_aux_4: 0.5137 (0.5564) loss_giou_aux_5: 0.6497 (0.6657) loss_giou_dn_0: 0.7008 (0.7054) loss_giou_dn_1: 0.5979 (0.6014) loss_giou_dn_2: 0.5719 (0.5765) loss_giou_dn_3: 0.5640 (0.5681) loss_giou_dn_4: 0.5602 (0.5656) loss_giou_dn_5: 0.5601 (0.5656) loss_vfl: 0.7094 (0.7590) loss_vfl_aux_0: 0.8564 (0.9013) loss_vfl_aux_1: 0.8148 (0.8496) loss_vfl_aux_2: 0.7628 (0.7972) loss_vfl_aux_3: 0.7168 (0.7708) loss_vfl_aux_4: 0.7070 (0.7612) loss_vfl_aux_5: 0.8431 (0.8752) loss_vfl_dn_0: 0.4798 (0.4857) loss_vfl_dn_1: 0.4343 (0.4382) loss_vfl_dn_2: 0.4198 (0.4202) loss_vfl_dn_3: 0.4127 (0.4127) loss_vfl_dn_4: 0.4082 (0.4099) loss_vfl_dn_5: 0.4096 (0.4096) time: 0.4779 data: 0.0141 max mem: 5653 Epoch: [7] [4900/7393] eta: 0:19:57 lr: 0.000010 loss: 18.7148 (18.9974) loss_bbox: 0.1908 (0.1903) loss_bbox_aux_0: 0.2121 (0.2048) loss_bbox_aux_1: 0.1975 (0.1944) loss_bbox_aux_2: 0.1880 (0.1916) loss_bbox_aux_3: 0.1923 (0.1905) loss_bbox_aux_4: 0.1871 (0.1903) loss_bbox_aux_5: 0.2620 (0.2519) loss_bbox_dn_0: 0.3537 (0.3538) loss_bbox_dn_1: 0.2725 (0.2837) loss_bbox_dn_2: 0.2511 (0.2653) loss_bbox_dn_3: 0.2436 (0.2570) loss_bbox_dn_4: 0.2432 (0.2541) loss_bbox_dn_5: 0.2432 (0.2539) loss_giou: 0.5271 (0.5560) loss_giou_aux_0: 0.5614 (0.5843) loss_giou_aux_1: 0.5344 (0.5648) loss_giou_aux_2: 0.5366 (0.5594) loss_giou_aux_3: 0.5226 (0.5570) loss_giou_aux_4: 0.5272 (0.5564) loss_giou_aux_5: 0.6272 (0.6655) loss_giou_dn_0: 0.6876 (0.7053) loss_giou_dn_1: 0.5909 (0.6012) loss_giou_dn_2: 0.5662 (0.5763) loss_giou_dn_3: 0.5611 (0.5679) loss_giou_dn_4: 0.5583 (0.5654) loss_giou_dn_5: 0.5588 (0.5655) loss_vfl: 0.7378 (0.7590) loss_vfl_aux_0: 0.8789 (0.9012) loss_vfl_aux_1: 0.8604 (0.8498) loss_vfl_aux_2: 0.7973 (0.7973) loss_vfl_aux_3: 0.7600 (0.7708) loss_vfl_aux_4: 0.7409 (0.7612) loss_vfl_aux_5: 0.8747 (0.8753) loss_vfl_dn_0: 0.4840 (0.4857) loss_vfl_dn_1: 0.4327 (0.4381) loss_vfl_dn_2: 0.4137 (0.4201) loss_vfl_dn_3: 0.4088 (0.4126) loss_vfl_dn_4: 0.4067 (0.4099) loss_vfl_dn_5: 0.4089 (0.4095) time: 0.4767 data: 0.0140 max mem: 5653 Epoch: [7] [5000/7393] eta: 0:19:09 lr: 0.000010 loss: 19.0712 (19.0014) loss_bbox: 0.1681 (0.1904) loss_bbox_aux_0: 0.1910 (0.2049) loss_bbox_aux_1: 0.1849 (0.1945) loss_bbox_aux_2: 0.1771 (0.1917) loss_bbox_aux_3: 0.1735 (0.1906) loss_bbox_aux_4: 0.1731 (0.1904) loss_bbox_aux_5: 0.2279 (0.2520) loss_bbox_dn_0: 0.3218 (0.3539) loss_bbox_dn_1: 0.2525 (0.2838) loss_bbox_dn_2: 0.2316 (0.2653) loss_bbox_dn_3: 0.2236 (0.2570) loss_bbox_dn_4: 0.2203 (0.2541) loss_bbox_dn_5: 0.2200 (0.2539) loss_giou: 0.5489 (0.5563) loss_giou_aux_0: 0.5905 (0.5846) loss_giou_aux_1: 0.5545 (0.5651) loss_giou_aux_2: 0.5465 (0.5597) loss_giou_aux_3: 0.5548 (0.5573) loss_giou_aux_4: 0.5477 (0.5567) loss_giou_aux_5: 0.6649 (0.6658) loss_giou_dn_0: 0.7213 (0.7054) loss_giou_dn_1: 0.6161 (0.6014) loss_giou_dn_2: 0.5783 (0.5765) loss_giou_dn_3: 0.5691 (0.5681) loss_giou_dn_4: 0.5631 (0.5656) loss_giou_dn_5: 0.5630 (0.5657) loss_vfl: 0.7324 (0.7590) loss_vfl_aux_0: 0.8490 (0.9011) loss_vfl_aux_1: 0.8063 (0.8498) loss_vfl_aux_2: 0.7620 (0.7972) loss_vfl_aux_3: 0.7426 (0.7708) loss_vfl_aux_4: 0.7312 (0.7612) loss_vfl_aux_5: 0.8518 (0.8754) loss_vfl_dn_0: 0.4831 (0.4856) loss_vfl_dn_1: 0.4407 (0.4382) loss_vfl_dn_2: 0.4260 (0.4202) loss_vfl_dn_3: 0.4160 (0.4127) loss_vfl_dn_4: 0.4157 (0.4099) loss_vfl_dn_5: 0.4138 (0.4096) time: 0.4887 data: 0.0147 max mem: 5653 Epoch: [7] [5100/7393] eta: 0:18:22 lr: 0.000010 loss: 19.3416 (19.0049) loss_bbox: 0.1688 (0.1904) loss_bbox_aux_0: 0.1860 (0.2049) loss_bbox_aux_1: 0.1754 (0.1945) loss_bbox_aux_2: 0.1783 (0.1917) loss_bbox_aux_3: 0.1689 (0.1906) loss_bbox_aux_4: 0.1764 (0.1905) loss_bbox_aux_5: 0.2350 (0.2520) loss_bbox_dn_0: 0.3500 (0.3540) loss_bbox_dn_1: 0.2825 (0.2839) loss_bbox_dn_2: 0.2700 (0.2655) loss_bbox_dn_3: 0.2597 (0.2572) loss_bbox_dn_4: 0.2571 (0.2543) loss_bbox_dn_5: 0.2563 (0.2540) loss_giou: 0.5590 (0.5565) loss_giou_aux_0: 0.5960 (0.5850) loss_giou_aux_1: 0.5659 (0.5654) loss_giou_aux_2: 0.5560 (0.5600) loss_giou_aux_3: 0.5557 (0.5576) loss_giou_aux_4: 0.5622 (0.5569) loss_giou_aux_5: 0.6519 (0.6660) loss_giou_dn_0: 0.6919 (0.7054) loss_giou_dn_1: 0.6086 (0.6015) loss_giou_dn_2: 0.5812 (0.5766) loss_giou_dn_3: 0.5713 (0.5682) loss_giou_dn_4: 0.5703 (0.5657) loss_giou_dn_5: 0.5705 (0.5657) loss_vfl: 0.7423 (0.7590) loss_vfl_aux_0: 0.8815 (0.9011) loss_vfl_aux_1: 0.8569 (0.8499) loss_vfl_aux_2: 0.7801 (0.7972) loss_vfl_aux_3: 0.7566 (0.7709) loss_vfl_aux_4: 0.7263 (0.7612) loss_vfl_aux_5: 0.8434 (0.8754) loss_vfl_dn_0: 0.4904 (0.4856) loss_vfl_dn_1: 0.4416 (0.4382) loss_vfl_dn_2: 0.4223 (0.4202) loss_vfl_dn_3: 0.4175 (0.4127) loss_vfl_dn_4: 0.4117 (0.4099) loss_vfl_dn_5: 0.4120 (0.4096) time: 0.4742 data: 0.0138 max mem: 5653 Epoch: [7] [5200/7393] eta: 0:17:34 lr: 0.000010 loss: 18.5113 (19.0048) loss_bbox: 0.1728 (0.1905) loss_bbox_aux_0: 0.1950 (0.2051) loss_bbox_aux_1: 0.1824 (0.1946) loss_bbox_aux_2: 0.1734 (0.1918) loss_bbox_aux_3: 0.1741 (0.1907) loss_bbox_aux_4: 0.1744 (0.1905) loss_bbox_aux_5: 0.2417 (0.2521) loss_bbox_dn_0: 0.3057 (0.3542) loss_bbox_dn_1: 0.2560 (0.2840) loss_bbox_dn_2: 0.2388 (0.2656) loss_bbox_dn_3: 0.2334 (0.2573) loss_bbox_dn_4: 0.2328 (0.2544) loss_bbox_dn_5: 0.2332 (0.2541) loss_giou: 0.5465 (0.5562) loss_giou_aux_0: 0.5695 (0.5847) loss_giou_aux_1: 0.5535 (0.5650) loss_giou_aux_2: 0.5491 (0.5596) loss_giou_aux_3: 0.5422 (0.5572) loss_giou_aux_4: 0.5393 (0.5566) loss_giou_aux_5: 0.6492 (0.6657) loss_giou_dn_0: 0.7066 (0.7052) loss_giou_dn_1: 0.6031 (0.6012) loss_giou_dn_2: 0.5719 (0.5764) loss_giou_dn_3: 0.5627 (0.5680) loss_giou_dn_4: 0.5597 (0.5655) loss_giou_dn_5: 0.5599 (0.5655) loss_vfl: 0.7678 (0.7594) loss_vfl_aux_0: 0.8866 (0.9013) loss_vfl_aux_1: 0.8238 (0.8503) loss_vfl_aux_2: 0.7575 (0.7975) loss_vfl_aux_3: 0.7536 (0.7712) loss_vfl_aux_4: 0.7431 (0.7616) loss_vfl_aux_5: 0.8893 (0.8757) loss_vfl_dn_0: 0.4854 (0.4856) loss_vfl_dn_1: 0.4388 (0.4382) loss_vfl_dn_2: 0.4216 (0.4202) loss_vfl_dn_3: 0.4087 (0.4126) loss_vfl_dn_4: 0.4073 (0.4099) loss_vfl_dn_5: 0.4071 (0.4096) time: 0.4696 data: 0.0143 max mem: 5653 Epoch: [7] [5300/7393] eta: 0:16:46 lr: 0.000010 loss: 18.7364 (19.0023) loss_bbox: 0.1936 (0.1904) loss_bbox_aux_0: 0.1945 (0.2051) loss_bbox_aux_1: 0.1887 (0.1945) loss_bbox_aux_2: 0.1807 (0.1918) loss_bbox_aux_3: 0.1954 (0.1906) loss_bbox_aux_4: 0.1859 (0.1904) loss_bbox_aux_5: 0.2305 (0.2521) loss_bbox_dn_0: 0.3347 (0.3543) loss_bbox_dn_1: 0.2719 (0.2840) loss_bbox_dn_2: 0.2509 (0.2655) loss_bbox_dn_3: 0.2458 (0.2572) loss_bbox_dn_4: 0.2463 (0.2543) loss_bbox_dn_5: 0.2460 (0.2541) loss_giou: 0.5053 (0.5561) loss_giou_aux_0: 0.5343 (0.5846) loss_giou_aux_1: 0.5139 (0.5649) loss_giou_aux_2: 0.5107 (0.5596) loss_giou_aux_3: 0.5059 (0.5571) loss_giou_aux_4: 0.5075 (0.5565) loss_giou_aux_5: 0.6319 (0.6656) loss_giou_dn_0: 0.6802 (0.7051) loss_giou_dn_1: 0.5766 (0.6011) loss_giou_dn_2: 0.5465 (0.5762) loss_giou_dn_3: 0.5368 (0.5678) loss_giou_dn_4: 0.5351 (0.5653) loss_giou_dn_5: 0.5351 (0.5653) loss_vfl: 0.7411 (0.7593) loss_vfl_aux_0: 0.9012 (0.9014) loss_vfl_aux_1: 0.8324 (0.8502) loss_vfl_aux_2: 0.8037 (0.7974) loss_vfl_aux_3: 0.7754 (0.7712) loss_vfl_aux_4: 0.7612 (0.7616) loss_vfl_aux_5: 0.8792 (0.8759) loss_vfl_dn_0: 0.4906 (0.4857) loss_vfl_dn_1: 0.4334 (0.4381) loss_vfl_dn_2: 0.4156 (0.4201) loss_vfl_dn_3: 0.4103 (0.4126) loss_vfl_dn_4: 0.4054 (0.4098) loss_vfl_dn_5: 0.4052 (0.4095) time: 0.4709 data: 0.0141 max mem: 5653 Epoch: [7] [5400/7393] eta: 0:15:57 lr: 0.000010 loss: 18.4296 (19.0017) loss_bbox: 0.1736 (0.1904) loss_bbox_aux_0: 0.1967 (0.2050) loss_bbox_aux_1: 0.1796 (0.1945) loss_bbox_aux_2: 0.1779 (0.1917) loss_bbox_aux_3: 0.1721 (0.1905) loss_bbox_aux_4: 0.1728 (0.1904) loss_bbox_aux_5: 0.2369 (0.2521) loss_bbox_dn_0: 0.3320 (0.3541) loss_bbox_dn_1: 0.2666 (0.2839) loss_bbox_dn_2: 0.2397 (0.2654) loss_bbox_dn_3: 0.2329 (0.2572) loss_bbox_dn_4: 0.2307 (0.2542) loss_bbox_dn_5: 0.2305 (0.2540) loss_giou: 0.4807 (0.5562) loss_giou_aux_0: 0.5113 (0.5848) loss_giou_aux_1: 0.4945 (0.5651) loss_giou_aux_2: 0.4888 (0.5597) loss_giou_aux_3: 0.4777 (0.5573) loss_giou_aux_4: 0.4781 (0.5566) loss_giou_aux_5: 0.5926 (0.6657) loss_giou_dn_0: 0.6641 (0.7051) loss_giou_dn_1: 0.5631 (0.6011) loss_giou_dn_2: 0.5344 (0.5762) loss_giou_dn_3: 0.5275 (0.5678) loss_giou_dn_4: 0.5236 (0.5653) loss_giou_dn_5: 0.5236 (0.5653) loss_vfl: 0.7347 (0.7592) loss_vfl_aux_0: 0.8952 (0.9012) loss_vfl_aux_1: 0.8328 (0.8501) loss_vfl_aux_2: 0.7811 (0.7972) loss_vfl_aux_3: 0.7514 (0.7711) loss_vfl_aux_4: 0.7363 (0.7615) loss_vfl_aux_5: 0.8470 (0.8757) loss_vfl_dn_0: 0.4895 (0.4856) loss_vfl_dn_1: 0.4292 (0.4381) loss_vfl_dn_2: 0.4129 (0.4201) loss_vfl_dn_3: 0.4041 (0.4126) loss_vfl_dn_4: 0.4043 (0.4098) loss_vfl_dn_5: 0.4057 (0.4095) time: 0.4677 data: 0.0137 max mem: 5653 Epoch: [7] [5500/7393] eta: 0:15:10 lr: 0.000010 loss: 18.9304 (18.9990) loss_bbox: 0.2010 (0.1905) loss_bbox_aux_0: 0.2035 (0.2051) loss_bbox_aux_1: 0.1924 (0.1946) loss_bbox_aux_2: 0.1947 (0.1919) loss_bbox_aux_3: 0.2040 (0.1907) loss_bbox_aux_4: 0.1979 (0.1905) loss_bbox_aux_5: 0.2601 (0.2522) loss_bbox_dn_0: 0.3433 (0.3544) loss_bbox_dn_1: 0.2836 (0.2841) loss_bbox_dn_2: 0.2684 (0.2656) loss_bbox_dn_3: 0.2547 (0.2573) loss_bbox_dn_4: 0.2534 (0.2544) loss_bbox_dn_5: 0.2538 (0.2541) loss_giou: 0.5251 (0.5559) loss_giou_aux_0: 0.5582 (0.5844) loss_giou_aux_1: 0.5399 (0.5648) loss_giou_aux_2: 0.5229 (0.5594) loss_giou_aux_3: 0.5226 (0.5569) loss_giou_aux_4: 0.5159 (0.5563) loss_giou_aux_5: 0.6348 (0.6653) loss_giou_dn_0: 0.6767 (0.7049) loss_giou_dn_1: 0.5608 (0.6008) loss_giou_dn_2: 0.5338 (0.5759) loss_giou_dn_3: 0.5247 (0.5675) loss_giou_dn_4: 0.5229 (0.5650) loss_giou_dn_5: 0.5236 (0.5650) loss_vfl: 0.7507 (0.7591) loss_vfl_aux_0: 0.8844 (0.9013) loss_vfl_aux_1: 0.8323 (0.8501) loss_vfl_aux_2: 0.7778 (0.7971) loss_vfl_aux_3: 0.7423 (0.7710) loss_vfl_aux_4: 0.7449 (0.7614) loss_vfl_aux_5: 0.8507 (0.8758) loss_vfl_dn_0: 0.4767 (0.4856) loss_vfl_dn_1: 0.4334 (0.4381) loss_vfl_dn_2: 0.4188 (0.4201) loss_vfl_dn_3: 0.4088 (0.4125) loss_vfl_dn_4: 0.4049 (0.4098) loss_vfl_dn_5: 0.4048 (0.4094) time: 0.4690 data: 0.0149 max mem: 5653 Epoch: [7] [5600/7393] eta: 0:14:22 lr: 0.000010 loss: 17.7895 (18.9956) loss_bbox: 0.1755 (0.1905) loss_bbox_aux_0: 0.1927 (0.2052) loss_bbox_aux_1: 0.1811 (0.1946) loss_bbox_aux_2: 0.1659 (0.1919) loss_bbox_aux_3: 0.1619 (0.1907) loss_bbox_aux_4: 0.1756 (0.1905) loss_bbox_aux_5: 0.2321 (0.2523) loss_bbox_dn_0: 0.3105 (0.3545) loss_bbox_dn_1: 0.2416 (0.2842) loss_bbox_dn_2: 0.2243 (0.2657) loss_bbox_dn_3: 0.2186 (0.2574) loss_bbox_dn_4: 0.2131 (0.2544) loss_bbox_dn_5: 0.2134 (0.2542) loss_giou: 0.4883 (0.5554) loss_giou_aux_0: 0.5403 (0.5840) loss_giou_aux_1: 0.5002 (0.5643) loss_giou_aux_2: 0.4838 (0.5589) loss_giou_aux_3: 0.4884 (0.5564) loss_giou_aux_4: 0.4929 (0.5558) loss_giou_aux_5: 0.6362 (0.6649) loss_giou_dn_0: 0.6599 (0.7047) loss_giou_dn_1: 0.5489 (0.6006) loss_giou_dn_2: 0.5165 (0.5757) loss_giou_dn_3: 0.5042 (0.5672) loss_giou_dn_4: 0.5030 (0.5647) loss_giou_dn_5: 0.5030 (0.5648) loss_vfl: 0.7306 (0.7593) loss_vfl_aux_0: 0.8647 (0.9014) loss_vfl_aux_1: 0.8209 (0.8505) loss_vfl_aux_2: 0.7784 (0.7974) loss_vfl_aux_3: 0.7498 (0.7712) loss_vfl_aux_4: 0.7231 (0.7616) loss_vfl_aux_5: 0.8143 (0.8759) loss_vfl_dn_0: 0.4745 (0.4856) loss_vfl_dn_1: 0.4255 (0.4380) loss_vfl_dn_2: 0.4067 (0.4200) loss_vfl_dn_3: 0.4004 (0.4124) loss_vfl_dn_4: 0.3980 (0.4097) loss_vfl_dn_5: 0.3985 (0.4093) time: 0.4753 data: 0.0135 max mem: 5653 Epoch: [7] [5700/7393] eta: 0:13:35 lr: 0.000010 loss: 18.8533 (18.9961) loss_bbox: 0.1890 (0.1905) loss_bbox_aux_0: 0.2137 (0.2053) loss_bbox_aux_1: 0.1873 (0.1946) loss_bbox_aux_2: 0.1839 (0.1920) loss_bbox_aux_3: 0.1859 (0.1907) loss_bbox_aux_4: 0.1857 (0.1905) loss_bbox_aux_5: 0.2674 (0.2524) loss_bbox_dn_0: 0.3425 (0.3547) loss_bbox_dn_1: 0.2908 (0.2843) loss_bbox_dn_2: 0.2747 (0.2658) loss_bbox_dn_3: 0.2675 (0.2575) loss_bbox_dn_4: 0.2650 (0.2545) loss_bbox_dn_5: 0.2644 (0.2543) loss_giou: 0.5608 (0.5553) loss_giou_aux_0: 0.6019 (0.5840) loss_giou_aux_1: 0.5648 (0.5642) loss_giou_aux_2: 0.5668 (0.5588) loss_giou_aux_3: 0.5598 (0.5563) loss_giou_aux_4: 0.5608 (0.5557) loss_giou_aux_5: 0.6721 (0.6649) loss_giou_dn_0: 0.6789 (0.7046) loss_giou_dn_1: 0.5737 (0.6005) loss_giou_dn_2: 0.5485 (0.5755) loss_giou_dn_3: 0.5379 (0.5671) loss_giou_dn_4: 0.5343 (0.5646) loss_giou_dn_5: 0.5342 (0.5646) loss_vfl: 0.7216 (0.7594) loss_vfl_aux_0: 0.8755 (0.9014) loss_vfl_aux_1: 0.8282 (0.8506) loss_vfl_aux_2: 0.7474 (0.7976) loss_vfl_aux_3: 0.7414 (0.7713) loss_vfl_aux_4: 0.7255 (0.7617) loss_vfl_aux_5: 0.8393 (0.8759) loss_vfl_dn_0: 0.4892 (0.4856) loss_vfl_dn_1: 0.4311 (0.4380) loss_vfl_dn_2: 0.4143 (0.4200) loss_vfl_dn_3: 0.4086 (0.4124) loss_vfl_dn_4: 0.4026 (0.4096) loss_vfl_dn_5: 0.4014 (0.4093) time: 0.4663 data: 0.0140 max mem: 5653 Epoch: [7] [5800/7393] eta: 0:12:46 lr: 0.000010 loss: 19.2864 (18.9936) loss_bbox: 0.1782 (0.1905) loss_bbox_aux_0: 0.1971 (0.2053) loss_bbox_aux_1: 0.1893 (0.1946) loss_bbox_aux_2: 0.1859 (0.1919) loss_bbox_aux_3: 0.1786 (0.1907) loss_bbox_aux_4: 0.1838 (0.1905) loss_bbox_aux_5: 0.2352 (0.2523) loss_bbox_dn_0: 0.3312 (0.3546) loss_bbox_dn_1: 0.2731 (0.2843) loss_bbox_dn_2: 0.2641 (0.2657) loss_bbox_dn_3: 0.2585 (0.2574) loss_bbox_dn_4: 0.2559 (0.2545) loss_bbox_dn_5: 0.2555 (0.2542) loss_giou: 0.5646 (0.5553) loss_giou_aux_0: 0.5712 (0.5840) loss_giou_aux_1: 0.5581 (0.5642) loss_giou_aux_2: 0.5588 (0.5588) loss_giou_aux_3: 0.5619 (0.5563) loss_giou_aux_4: 0.5626 (0.5557) loss_giou_aux_5: 0.6578 (0.6649) loss_giou_dn_0: 0.7140 (0.7045) loss_giou_dn_1: 0.6210 (0.6004) loss_giou_dn_2: 0.5884 (0.5755) loss_giou_dn_3: 0.5859 (0.5671) loss_giou_dn_4: 0.5836 (0.5646) loss_giou_dn_5: 0.5859 (0.5646) loss_vfl: 0.7452 (0.7593) loss_vfl_aux_0: 0.8755 (0.9013) loss_vfl_aux_1: 0.8303 (0.8504) loss_vfl_aux_2: 0.7940 (0.7974) loss_vfl_aux_3: 0.7486 (0.7712) loss_vfl_aux_4: 0.7473 (0.7616) loss_vfl_aux_5: 0.8985 (0.8756) loss_vfl_dn_0: 0.4778 (0.4855) loss_vfl_dn_1: 0.4329 (0.4380) loss_vfl_dn_2: 0.4129 (0.4199) loss_vfl_dn_3: 0.4056 (0.4123) loss_vfl_dn_4: 0.4026 (0.4096) loss_vfl_dn_5: 0.4039 (0.4092) time: 0.4706 data: 0.0142 max mem: 5653 Epoch: [7] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 18.9050 (18.9929) loss_bbox: 0.1759 (0.1905) loss_bbox_aux_0: 0.1971 (0.2053) loss_bbox_aux_1: 0.1839 (0.1946) loss_bbox_aux_2: 0.1796 (0.1919) loss_bbox_aux_3: 0.1761 (0.1907) loss_bbox_aux_4: 0.1841 (0.1905) loss_bbox_aux_5: 0.2433 (0.2523) loss_bbox_dn_0: 0.3411 (0.3546) loss_bbox_dn_1: 0.2675 (0.2843) loss_bbox_dn_2: 0.2446 (0.2658) loss_bbox_dn_3: 0.2364 (0.2575) loss_bbox_dn_4: 0.2324 (0.2545) loss_bbox_dn_5: 0.2308 (0.2542) loss_giou: 0.5345 (0.5551) loss_giou_aux_0: 0.5607 (0.5838) loss_giou_aux_1: 0.5349 (0.5639) loss_giou_aux_2: 0.5269 (0.5585) loss_giou_aux_3: 0.5279 (0.5561) loss_giou_aux_4: 0.5366 (0.5554) loss_giou_aux_5: 0.6477 (0.6646) loss_giou_dn_0: 0.6938 (0.7044) loss_giou_dn_1: 0.5719 (0.6002) loss_giou_dn_2: 0.5498 (0.5753) loss_giou_dn_3: 0.5434 (0.5669) loss_giou_dn_4: 0.5407 (0.5644) loss_giou_dn_5: 0.5409 (0.5644) loss_vfl: 0.7618 (0.7595) loss_vfl_aux_0: 0.8769 (0.9015) loss_vfl_aux_1: 0.8533 (0.8506) loss_vfl_aux_2: 0.8125 (0.7977) loss_vfl_aux_3: 0.7727 (0.7714) loss_vfl_aux_4: 0.7718 (0.7619) loss_vfl_aux_5: 0.8643 (0.8759) loss_vfl_dn_0: 0.4810 (0.4856) loss_vfl_dn_1: 0.4375 (0.4380) loss_vfl_dn_2: 0.4276 (0.4199) loss_vfl_dn_3: 0.4181 (0.4124) loss_vfl_dn_4: 0.4143 (0.4096) loss_vfl_dn_5: 0.4134 (0.4092) time: 0.4729 data: 0.0141 max mem: 5653 Epoch: [7] [6000/7393] eta: 0:11:10 lr: 0.000010 loss: 18.2579 (18.9878) loss_bbox: 0.1831 (0.1904) loss_bbox_aux_0: 0.1945 (0.2053) loss_bbox_aux_1: 0.1834 (0.1946) loss_bbox_aux_2: 0.1826 (0.1918) loss_bbox_aux_3: 0.1847 (0.1906) loss_bbox_aux_4: 0.1832 (0.1904) loss_bbox_aux_5: 0.2321 (0.2523) loss_bbox_dn_0: 0.3226 (0.3545) loss_bbox_dn_1: 0.2630 (0.2842) loss_bbox_dn_2: 0.2454 (0.2657) loss_bbox_dn_3: 0.2375 (0.2573) loss_bbox_dn_4: 0.2362 (0.2544) loss_bbox_dn_5: 0.2363 (0.2542) loss_giou: 0.5182 (0.5546) loss_giou_aux_0: 0.5737 (0.5834) loss_giou_aux_1: 0.5392 (0.5635) loss_giou_aux_2: 0.5312 (0.5581) loss_giou_aux_3: 0.5143 (0.5556) loss_giou_aux_4: 0.5134 (0.5549) loss_giou_aux_5: 0.6349 (0.6642) loss_giou_dn_0: 0.6908 (0.7041) loss_giou_dn_1: 0.5999 (0.5999) loss_giou_dn_2: 0.5742 (0.5750) loss_giou_dn_3: 0.5649 (0.5666) loss_giou_dn_4: 0.5633 (0.5641) loss_giou_dn_5: 0.5636 (0.5641) loss_vfl: 0.7561 (0.7597) loss_vfl_aux_0: 0.8760 (0.9016) loss_vfl_aux_1: 0.8338 (0.8508) loss_vfl_aux_2: 0.7864 (0.7979) loss_vfl_aux_3: 0.7668 (0.7716) loss_vfl_aux_4: 0.7652 (0.7621) loss_vfl_aux_5: 0.8585 (0.8760) loss_vfl_dn_0: 0.4796 (0.4856) loss_vfl_dn_1: 0.4295 (0.4379) loss_vfl_dn_2: 0.4116 (0.4199) loss_vfl_dn_3: 0.4013 (0.4123) loss_vfl_dn_4: 0.4022 (0.4096) loss_vfl_dn_5: 0.4017 (0.4092) time: 0.4696 data: 0.0137 max mem: 5653 Epoch: [7] [6100/7393] eta: 0:10:22 lr: 0.000010 loss: 18.9233 (18.9852) loss_bbox: 0.1951 (0.1903) loss_bbox_aux_0: 0.1971 (0.2052) loss_bbox_aux_1: 0.1951 (0.1944) loss_bbox_aux_2: 0.1858 (0.1917) loss_bbox_aux_3: 0.1938 (0.1905) loss_bbox_aux_4: 0.1949 (0.1903) loss_bbox_aux_5: 0.2507 (0.2522) loss_bbox_dn_0: 0.3513 (0.3544) loss_bbox_dn_1: 0.2819 (0.2840) loss_bbox_dn_2: 0.2585 (0.2655) loss_bbox_dn_3: 0.2443 (0.2572) loss_bbox_dn_4: 0.2427 (0.2543) loss_bbox_dn_5: 0.2429 (0.2540) loss_giou: 0.5051 (0.5544) loss_giou_aux_0: 0.5410 (0.5832) loss_giou_aux_1: 0.5111 (0.5632) loss_giou_aux_2: 0.5081 (0.5579) loss_giou_aux_3: 0.4988 (0.5554) loss_giou_aux_4: 0.5025 (0.5548) loss_giou_aux_5: 0.6213 (0.6640) loss_giou_dn_0: 0.6848 (0.7040) loss_giou_dn_1: 0.5769 (0.5998) loss_giou_dn_2: 0.5541 (0.5749) loss_giou_dn_3: 0.5475 (0.5665) loss_giou_dn_4: 0.5417 (0.5640) loss_giou_dn_5: 0.5418 (0.5640) loss_vfl: 0.7755 (0.7598) loss_vfl_aux_0: 0.9209 (0.9016) loss_vfl_aux_1: 0.8989 (0.8511) loss_vfl_aux_2: 0.7929 (0.7979) loss_vfl_aux_3: 0.7975 (0.7718) loss_vfl_aux_4: 0.7658 (0.7622) loss_vfl_aux_5: 0.9076 (0.8760) loss_vfl_dn_0: 0.4883 (0.4856) loss_vfl_dn_1: 0.4375 (0.4380) loss_vfl_dn_2: 0.4176 (0.4199) loss_vfl_dn_3: 0.4107 (0.4124) loss_vfl_dn_4: 0.4119 (0.4096) loss_vfl_dn_5: 0.4105 (0.4092) time: 0.4730 data: 0.0140 max mem: 5653 Epoch: [7] [6200/7393] eta: 0:09:34 lr: 0.000010 loss: 18.6192 (18.9860) loss_bbox: 0.1852 (0.1904) loss_bbox_aux_0: 0.2046 (0.2053) loss_bbox_aux_1: 0.1903 (0.1945) loss_bbox_aux_2: 0.1847 (0.1918) loss_bbox_aux_3: 0.1822 (0.1905) loss_bbox_aux_4: 0.1851 (0.1903) loss_bbox_aux_5: 0.2573 (0.2522) loss_bbox_dn_0: 0.3297 (0.3544) loss_bbox_dn_1: 0.2657 (0.2841) loss_bbox_dn_2: 0.2491 (0.2656) loss_bbox_dn_3: 0.2429 (0.2573) loss_bbox_dn_4: 0.2404 (0.2543) loss_bbox_dn_5: 0.2396 (0.2541) loss_giou: 0.6092 (0.5542) loss_giou_aux_0: 0.6403 (0.5831) loss_giou_aux_1: 0.6254 (0.5631) loss_giou_aux_2: 0.6120 (0.5578) loss_giou_aux_3: 0.6052 (0.5552) loss_giou_aux_4: 0.6046 (0.5546) loss_giou_aux_5: 0.7233 (0.6639) loss_giou_dn_0: 0.7216 (0.7040) loss_giou_dn_1: 0.6066 (0.5999) loss_giou_dn_2: 0.5818 (0.5749) loss_giou_dn_3: 0.5743 (0.5665) loss_giou_dn_4: 0.5727 (0.5640) loss_giou_dn_5: 0.5731 (0.5641) loss_vfl: 0.7009 (0.7600) loss_vfl_aux_0: 0.8406 (0.9017) loss_vfl_aux_1: 0.7940 (0.8512) loss_vfl_aux_2: 0.7349 (0.7981) loss_vfl_aux_3: 0.7091 (0.7720) loss_vfl_aux_4: 0.7155 (0.7624) loss_vfl_aux_5: 0.8015 (0.8761) loss_vfl_dn_0: 0.4716 (0.4855) loss_vfl_dn_1: 0.4285 (0.4379) loss_vfl_dn_2: 0.4109 (0.4199) loss_vfl_dn_3: 0.4027 (0.4123) loss_vfl_dn_4: 0.3994 (0.4096) loss_vfl_dn_5: 0.3995 (0.4092) time: 0.4670 data: 0.0135 max mem: 5653 Epoch: [7] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 18.8432 (18.9848) loss_bbox: 0.1740 (0.1903) loss_bbox_aux_0: 0.1939 (0.2052) loss_bbox_aux_1: 0.1818 (0.1945) loss_bbox_aux_2: 0.1843 (0.1917) loss_bbox_aux_3: 0.1806 (0.1904) loss_bbox_aux_4: 0.1778 (0.1902) loss_bbox_aux_5: 0.2245 (0.2522) loss_bbox_dn_0: 0.2858 (0.3541) loss_bbox_dn_1: 0.2225 (0.2839) loss_bbox_dn_2: 0.2163 (0.2654) loss_bbox_dn_3: 0.2114 (0.2571) loss_bbox_dn_4: 0.2102 (0.2541) loss_bbox_dn_5: 0.2100 (0.2539) loss_giou: 0.6146 (0.5544) loss_giou_aux_0: 0.6292 (0.5833) loss_giou_aux_1: 0.6142 (0.5633) loss_giou_aux_2: 0.6029 (0.5580) loss_giou_aux_3: 0.6111 (0.5554) loss_giou_aux_4: 0.6055 (0.5548) loss_giou_aux_5: 0.7108 (0.6640) loss_giou_dn_0: 0.6993 (0.7040) loss_giou_dn_1: 0.6040 (0.5999) loss_giou_dn_2: 0.5836 (0.5749) loss_giou_dn_3: 0.5749 (0.5665) loss_giou_dn_4: 0.5723 (0.5640) loss_giou_dn_5: 0.5721 (0.5641) loss_vfl: 0.7262 (0.7600) loss_vfl_aux_0: 0.8191 (0.9015) loss_vfl_aux_1: 0.7793 (0.8510) loss_vfl_aux_2: 0.7586 (0.7980) loss_vfl_aux_3: 0.7398 (0.7720) loss_vfl_aux_4: 0.7337 (0.7624) loss_vfl_aux_5: 0.8008 (0.8759) loss_vfl_dn_0: 0.4859 (0.4856) loss_vfl_dn_1: 0.4332 (0.4379) loss_vfl_dn_2: 0.4127 (0.4199) loss_vfl_dn_3: 0.4070 (0.4123) loss_vfl_dn_4: 0.4041 (0.4096) loss_vfl_dn_5: 0.4044 (0.4092) time: 0.4750 data: 0.0141 max mem: 5653 Epoch: [7] [6400/7393] eta: 0:07:57 lr: 0.000010 loss: 19.0415 (18.9852) loss_bbox: 0.1798 (0.1903) loss_bbox_aux_0: 0.1992 (0.2053) loss_bbox_aux_1: 0.1827 (0.1945) loss_bbox_aux_2: 0.1830 (0.1917) loss_bbox_aux_3: 0.1768 (0.1904) loss_bbox_aux_4: 0.1754 (0.1903) loss_bbox_aux_5: 0.2487 (0.2522) loss_bbox_dn_0: 0.3212 (0.3541) loss_bbox_dn_1: 0.2569 (0.2839) loss_bbox_dn_2: 0.2403 (0.2654) loss_bbox_dn_3: 0.2355 (0.2571) loss_bbox_dn_4: 0.2341 (0.2542) loss_bbox_dn_5: 0.2338 (0.2539) loss_giou: 0.5045 (0.5543) loss_giou_aux_0: 0.5608 (0.5833) loss_giou_aux_1: 0.5444 (0.5633) loss_giou_aux_2: 0.5215 (0.5579) loss_giou_aux_3: 0.5064 (0.5553) loss_giou_aux_4: 0.5000 (0.5547) loss_giou_aux_5: 0.6398 (0.6639) loss_giou_dn_0: 0.7022 (0.7040) loss_giou_dn_1: 0.5958 (0.5998) loss_giou_dn_2: 0.5692 (0.5749) loss_giou_dn_3: 0.5615 (0.5665) loss_giou_dn_4: 0.5586 (0.5640) loss_giou_dn_5: 0.5586 (0.5640) loss_vfl: 0.7600 (0.7602) loss_vfl_aux_0: 0.8934 (0.9015) loss_vfl_aux_1: 0.8503 (0.8511) loss_vfl_aux_2: 0.8049 (0.7981) loss_vfl_aux_3: 0.7974 (0.7722) loss_vfl_aux_4: 0.7693 (0.7625) loss_vfl_aux_5: 0.8534 (0.8760) loss_vfl_dn_0: 0.4870 (0.4855) loss_vfl_dn_1: 0.4382 (0.4379) loss_vfl_dn_2: 0.4321 (0.4199) loss_vfl_dn_3: 0.4231 (0.4123) loss_vfl_dn_4: 0.4156 (0.4096) loss_vfl_dn_5: 0.4156 (0.4092) time: 0.4730 data: 0.0139 max mem: 5653 Epoch: [7] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 19.0580 (18.9818) loss_bbox: 0.1903 (0.1903) loss_bbox_aux_0: 0.2109 (0.2053) loss_bbox_aux_1: 0.2029 (0.1944) loss_bbox_aux_2: 0.1957 (0.1917) loss_bbox_aux_3: 0.1993 (0.1904) loss_bbox_aux_4: 0.1965 (0.1902) loss_bbox_aux_5: 0.2579 (0.2522) loss_bbox_dn_0: 0.3805 (0.3542) loss_bbox_dn_1: 0.2541 (0.2839) loss_bbox_dn_2: 0.2549 (0.2654) loss_bbox_dn_3: 0.2466 (0.2571) loss_bbox_dn_4: 0.2406 (0.2541) loss_bbox_dn_5: 0.2408 (0.2539) loss_giou: 0.5063 (0.5539) loss_giou_aux_0: 0.5220 (0.5829) loss_giou_aux_1: 0.5016 (0.5629) loss_giou_aux_2: 0.4979 (0.5575) loss_giou_aux_3: 0.4989 (0.5549) loss_giou_aux_4: 0.5008 (0.5543) loss_giou_aux_5: 0.6233 (0.6635) loss_giou_dn_0: 0.6866 (0.7037) loss_giou_dn_1: 0.5791 (0.5995) loss_giou_dn_2: 0.5664 (0.5746) loss_giou_dn_3: 0.5636 (0.5662) loss_giou_dn_4: 0.5592 (0.5637) loss_giou_dn_5: 0.5594 (0.5637) loss_vfl: 0.7680 (0.7604) loss_vfl_aux_0: 0.9204 (0.9019) loss_vfl_aux_1: 0.8408 (0.8513) loss_vfl_aux_2: 0.8173 (0.7983) loss_vfl_aux_3: 0.7826 (0.7724) loss_vfl_aux_4: 0.7796 (0.7628) loss_vfl_aux_5: 0.8987 (0.8764) loss_vfl_dn_0: 0.4805 (0.4856) loss_vfl_dn_1: 0.4294 (0.4379) loss_vfl_dn_2: 0.4110 (0.4198) loss_vfl_dn_3: 0.4019 (0.4123) loss_vfl_dn_4: 0.4026 (0.4095) loss_vfl_dn_5: 0.4026 (0.4092) time: 0.4828 data: 0.0138 max mem: 5653 Epoch: [7] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 18.9183 (18.9765) loss_bbox: 0.1796 (0.1902) loss_bbox_aux_0: 0.1887 (0.2051) loss_bbox_aux_1: 0.1775 (0.1943) loss_bbox_aux_2: 0.1810 (0.1915) loss_bbox_aux_3: 0.1759 (0.1902) loss_bbox_aux_4: 0.1794 (0.1901) loss_bbox_aux_5: 0.2326 (0.2520) loss_bbox_dn_0: 0.3326 (0.3539) loss_bbox_dn_1: 0.2662 (0.2836) loss_bbox_dn_2: 0.2440 (0.2652) loss_bbox_dn_3: 0.2314 (0.2569) loss_bbox_dn_4: 0.2273 (0.2539) loss_bbox_dn_5: 0.2264 (0.2537) loss_giou: 0.5241 (0.5538) loss_giou_aux_0: 0.5501 (0.5827) loss_giou_aux_1: 0.5384 (0.5627) loss_giou_aux_2: 0.5178 (0.5573) loss_giou_aux_3: 0.5096 (0.5548) loss_giou_aux_4: 0.5149 (0.5542) loss_giou_aux_5: 0.6484 (0.6632) loss_giou_dn_0: 0.7103 (0.7035) loss_giou_dn_1: 0.6108 (0.5994) loss_giou_dn_2: 0.5768 (0.5745) loss_giou_dn_3: 0.5650 (0.5661) loss_giou_dn_4: 0.5606 (0.5636) loss_giou_dn_5: 0.5600 (0.5636) loss_vfl: 0.7437 (0.7602) loss_vfl_aux_0: 0.8762 (0.9018) loss_vfl_aux_1: 0.8234 (0.8511) loss_vfl_aux_2: 0.8087 (0.7982) loss_vfl_aux_3: 0.7664 (0.7722) loss_vfl_aux_4: 0.7382 (0.7626) loss_vfl_aux_5: 0.8424 (0.8763) loss_vfl_dn_0: 0.4816 (0.4856) loss_vfl_dn_1: 0.4375 (0.4379) loss_vfl_dn_2: 0.4236 (0.4198) loss_vfl_dn_3: 0.4162 (0.4123) loss_vfl_dn_4: 0.4122 (0.4095) loss_vfl_dn_5: 0.4114 (0.4091) time: 0.4592 data: 0.0142 max mem: 5653 Epoch: [7] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 18.6186 (18.9745) loss_bbox: 0.1850 (0.1902) loss_bbox_aux_0: 0.1910 (0.2051) loss_bbox_aux_1: 0.1911 (0.1943) loss_bbox_aux_2: 0.1862 (0.1915) loss_bbox_aux_3: 0.1841 (0.1902) loss_bbox_aux_4: 0.1839 (0.1901) loss_bbox_aux_5: 0.2435 (0.2519) loss_bbox_dn_0: 0.3113 (0.3538) loss_bbox_dn_1: 0.2528 (0.2835) loss_bbox_dn_2: 0.2365 (0.2651) loss_bbox_dn_3: 0.2295 (0.2568) loss_bbox_dn_4: 0.2280 (0.2538) loss_bbox_dn_5: 0.2276 (0.2536) loss_giou: 0.5469 (0.5537) loss_giou_aux_0: 0.5769 (0.5826) loss_giou_aux_1: 0.5614 (0.5626) loss_giou_aux_2: 0.5420 (0.5572) loss_giou_aux_3: 0.5466 (0.5546) loss_giou_aux_4: 0.5481 (0.5540) loss_giou_aux_5: 0.6507 (0.6631) loss_giou_dn_0: 0.7019 (0.7034) loss_giou_dn_1: 0.5922 (0.5992) loss_giou_dn_2: 0.5596 (0.5743) loss_giou_dn_3: 0.5528 (0.5659) loss_giou_dn_4: 0.5501 (0.5634) loss_giou_dn_5: 0.5502 (0.5635) loss_vfl: 0.7331 (0.7603) loss_vfl_aux_0: 0.8817 (0.9018) loss_vfl_aux_1: 0.8100 (0.8511) loss_vfl_aux_2: 0.7977 (0.7983) loss_vfl_aux_3: 0.7441 (0.7724) loss_vfl_aux_4: 0.7441 (0.7627) loss_vfl_aux_5: 0.8517 (0.8763) loss_vfl_dn_0: 0.4819 (0.4856) loss_vfl_dn_1: 0.4337 (0.4378) loss_vfl_dn_2: 0.4137 (0.4198) loss_vfl_dn_3: 0.4065 (0.4123) loss_vfl_dn_4: 0.4069 (0.4095) loss_vfl_dn_5: 0.4041 (0.4091) time: 0.4695 data: 0.0137 max mem: 5653 Epoch: [7] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 18.9025 (18.9742) loss_bbox: 0.1779 (0.1902) loss_bbox_aux_0: 0.1811 (0.2051) loss_bbox_aux_1: 0.1959 (0.1943) loss_bbox_aux_2: 0.1823 (0.1915) loss_bbox_aux_3: 0.1812 (0.1902) loss_bbox_aux_4: 0.1802 (0.1901) loss_bbox_aux_5: 0.2465 (0.2519) loss_bbox_dn_0: 0.3545 (0.3538) loss_bbox_dn_1: 0.2950 (0.2835) loss_bbox_dn_2: 0.2705 (0.2651) loss_bbox_dn_3: 0.2638 (0.2568) loss_bbox_dn_4: 0.2602 (0.2538) loss_bbox_dn_5: 0.2602 (0.2536) loss_giou: 0.5601 (0.5538) loss_giou_aux_0: 0.5794 (0.5828) loss_giou_aux_1: 0.5640 (0.5628) loss_giou_aux_2: 0.5647 (0.5573) loss_giou_aux_3: 0.5621 (0.5548) loss_giou_aux_4: 0.5563 (0.5542) loss_giou_aux_5: 0.6595 (0.6632) loss_giou_dn_0: 0.6855 (0.7034) loss_giou_dn_1: 0.5872 (0.5993) loss_giou_dn_2: 0.5613 (0.5744) loss_giou_dn_3: 0.5508 (0.5660) loss_giou_dn_4: 0.5492 (0.5635) loss_giou_dn_5: 0.5484 (0.5635) loss_vfl: 0.7387 (0.7601) loss_vfl_aux_0: 0.8942 (0.9016) loss_vfl_aux_1: 0.8208 (0.8509) loss_vfl_aux_2: 0.7899 (0.7982) loss_vfl_aux_3: 0.7391 (0.7722) loss_vfl_aux_4: 0.7454 (0.7626) loss_vfl_aux_5: 0.8715 (0.8762) loss_vfl_dn_0: 0.4731 (0.4855) loss_vfl_dn_1: 0.4285 (0.4378) loss_vfl_dn_2: 0.4148 (0.4197) loss_vfl_dn_3: 0.4053 (0.4122) loss_vfl_dn_4: 0.4035 (0.4094) loss_vfl_dn_5: 0.4033 (0.4091) time: 0.4694 data: 0.0145 max mem: 5653 Epoch: [7] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 18.2515 (18.9719) loss_bbox: 0.1732 (0.1901) loss_bbox_aux_0: 0.1844 (0.2051) loss_bbox_aux_1: 0.1723 (0.1943) loss_bbox_aux_2: 0.1715 (0.1914) loss_bbox_aux_3: 0.1697 (0.1902) loss_bbox_aux_4: 0.1752 (0.1900) loss_bbox_aux_5: 0.2331 (0.2519) loss_bbox_dn_0: 0.3220 (0.3537) loss_bbox_dn_1: 0.2447 (0.2834) loss_bbox_dn_2: 0.2334 (0.2649) loss_bbox_dn_3: 0.2282 (0.2566) loss_bbox_dn_4: 0.2287 (0.2537) loss_bbox_dn_5: 0.2288 (0.2534) loss_giou: 0.5317 (0.5538) loss_giou_aux_0: 0.5784 (0.5828) loss_giou_aux_1: 0.5461 (0.5627) loss_giou_aux_2: 0.5314 (0.5573) loss_giou_aux_3: 0.5305 (0.5547) loss_giou_aux_4: 0.5301 (0.5541) loss_giou_aux_5: 0.6395 (0.6632) loss_giou_dn_0: 0.6810 (0.7033) loss_giou_dn_1: 0.5734 (0.5992) loss_giou_dn_2: 0.5463 (0.5743) loss_giou_dn_3: 0.5392 (0.5659) loss_giou_dn_4: 0.5356 (0.5634) loss_giou_dn_5: 0.5355 (0.5634) loss_vfl: 0.7443 (0.7601) loss_vfl_aux_0: 0.9042 (0.9014) loss_vfl_aux_1: 0.8720 (0.8510) loss_vfl_aux_2: 0.7802 (0.7981) loss_vfl_aux_3: 0.7517 (0.7722) loss_vfl_aux_4: 0.7534 (0.7626) loss_vfl_aux_5: 0.8603 (0.8761) loss_vfl_dn_0: 0.4846 (0.4855) loss_vfl_dn_1: 0.4314 (0.4377) loss_vfl_dn_2: 0.4134 (0.4197) loss_vfl_dn_3: 0.4044 (0.4122) loss_vfl_dn_4: 0.4012 (0.4094) loss_vfl_dn_5: 0.4008 (0.4090) time: 0.4714 data: 0.0136 max mem: 5653 Epoch: [7] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 18.9914 (18.9706) loss_bbox: 0.2062 (0.1901) loss_bbox_aux_0: 0.2071 (0.2051) loss_bbox_aux_1: 0.2067 (0.1942) loss_bbox_aux_2: 0.2100 (0.1914) loss_bbox_aux_3: 0.2083 (0.1901) loss_bbox_aux_4: 0.2043 (0.1900) loss_bbox_aux_5: 0.2573 (0.2519) loss_bbox_dn_0: 0.3490 (0.3536) loss_bbox_dn_1: 0.2917 (0.2833) loss_bbox_dn_2: 0.2685 (0.2649) loss_bbox_dn_3: 0.2589 (0.2566) loss_bbox_dn_4: 0.2528 (0.2536) loss_bbox_dn_5: 0.2531 (0.2534) loss_giou: 0.5363 (0.5537) loss_giou_aux_0: 0.5477 (0.5827) loss_giou_aux_1: 0.5357 (0.5626) loss_giou_aux_2: 0.5354 (0.5571) loss_giou_aux_3: 0.5421 (0.5546) loss_giou_aux_4: 0.5377 (0.5540) loss_giou_aux_5: 0.6474 (0.6631) loss_giou_dn_0: 0.6953 (0.7032) loss_giou_dn_1: 0.5901 (0.5991) loss_giou_dn_2: 0.5575 (0.5742) loss_giou_dn_3: 0.5476 (0.5658) loss_giou_dn_4: 0.5433 (0.5633) loss_giou_dn_5: 0.5435 (0.5634) loss_vfl: 0.7708 (0.7603) loss_vfl_aux_0: 0.8876 (0.9014) loss_vfl_aux_1: 0.8474 (0.8510) loss_vfl_aux_2: 0.8000 (0.7982) loss_vfl_aux_3: 0.7771 (0.7724) loss_vfl_aux_4: 0.7680 (0.7627) loss_vfl_aux_5: 0.8833 (0.8761) loss_vfl_dn_0: 0.4829 (0.4855) loss_vfl_dn_1: 0.4339 (0.4377) loss_vfl_dn_2: 0.4148 (0.4196) loss_vfl_dn_3: 0.4072 (0.4121) loss_vfl_dn_4: 0.4065 (0.4093) loss_vfl_dn_5: 0.4064 (0.4090) time: 0.4698 data: 0.0139 max mem: 5653 Epoch: [7] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 18.4495 (18.9693) loss_bbox: 0.1852 (0.1900) loss_bbox_aux_0: 0.1936 (0.2050) loss_bbox_aux_1: 0.1826 (0.1942) loss_bbox_aux_2: 0.1869 (0.1914) loss_bbox_aux_3: 0.1775 (0.1901) loss_bbox_aux_4: 0.1807 (0.1899) loss_bbox_aux_5: 0.2296 (0.2518) loss_bbox_dn_0: 0.3340 (0.3535) loss_bbox_dn_1: 0.2546 (0.2832) loss_bbox_dn_2: 0.2347 (0.2648) loss_bbox_dn_3: 0.2263 (0.2565) loss_bbox_dn_4: 0.2211 (0.2535) loss_bbox_dn_5: 0.2211 (0.2533) loss_giou: 0.5355 (0.5536) loss_giou_aux_0: 0.5479 (0.5826) loss_giou_aux_1: 0.5278 (0.5626) loss_giou_aux_2: 0.5350 (0.5571) loss_giou_aux_3: 0.5331 (0.5546) loss_giou_aux_4: 0.5380 (0.5539) loss_giou_aux_5: 0.6315 (0.6630) loss_giou_dn_0: 0.6932 (0.7032) loss_giou_dn_1: 0.5850 (0.5991) loss_giou_dn_2: 0.5606 (0.5742) loss_giou_dn_3: 0.5450 (0.5658) loss_giou_dn_4: 0.5413 (0.5633) loss_giou_dn_5: 0.5413 (0.5633) loss_vfl: 0.7686 (0.7605) loss_vfl_aux_0: 0.8630 (0.9013) loss_vfl_aux_1: 0.8397 (0.8510) loss_vfl_aux_2: 0.7890 (0.7983) loss_vfl_aux_3: 0.7554 (0.7725) loss_vfl_aux_4: 0.7538 (0.7629) loss_vfl_aux_5: 0.8215 (0.8761) loss_vfl_dn_0: 0.4889 (0.4855) loss_vfl_dn_1: 0.4420 (0.4377) loss_vfl_dn_2: 0.4218 (0.4197) loss_vfl_dn_3: 0.4168 (0.4121) loss_vfl_dn_4: 0.4096 (0.4094) loss_vfl_dn_5: 0.4093 (0.4090) time: 0.4727 data: 0.0140 max mem: 5653 Epoch: [7] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 18.6085 (18.9678) loss_bbox: 0.1904 (0.1899) loss_bbox_aux_0: 0.1993 (0.2050) loss_bbox_aux_1: 0.1863 (0.1942) loss_bbox_aux_2: 0.1911 (0.1913) loss_bbox_aux_3: 0.1902 (0.1901) loss_bbox_aux_4: 0.1904 (0.1899) loss_bbox_aux_5: 0.2492 (0.2518) loss_bbox_dn_0: 0.3554 (0.3534) loss_bbox_dn_1: 0.2784 (0.2831) loss_bbox_dn_2: 0.2585 (0.2647) loss_bbox_dn_3: 0.2469 (0.2564) loss_bbox_dn_4: 0.2443 (0.2535) loss_bbox_dn_5: 0.2438 (0.2532) loss_giou: 0.5385 (0.5535) loss_giou_aux_0: 0.5603 (0.5825) loss_giou_aux_1: 0.5508 (0.5625) loss_giou_aux_2: 0.5424 (0.5570) loss_giou_aux_3: 0.5394 (0.5545) loss_giou_aux_4: 0.5364 (0.5539) loss_giou_aux_5: 0.6479 (0.6630) loss_giou_dn_0: 0.6663 (0.7030) loss_giou_dn_1: 0.5721 (0.5989) loss_giou_dn_2: 0.5465 (0.5740) loss_giou_dn_3: 0.5330 (0.5657) loss_giou_dn_4: 0.5312 (0.5631) loss_giou_dn_5: 0.5306 (0.5632) loss_vfl: 0.7495 (0.7607) loss_vfl_aux_0: 0.8858 (0.9013) loss_vfl_aux_1: 0.8507 (0.8511) loss_vfl_aux_2: 0.7987 (0.7985) loss_vfl_aux_3: 0.7508 (0.7726) loss_vfl_aux_4: 0.7558 (0.7630) loss_vfl_aux_5: 0.8681 (0.8762) loss_vfl_dn_0: 0.4825 (0.4855) loss_vfl_dn_1: 0.4375 (0.4377) loss_vfl_dn_2: 0.4170 (0.4196) loss_vfl_dn_3: 0.4055 (0.4121) loss_vfl_dn_4: 0.4035 (0.4093) loss_vfl_dn_5: 0.4012 (0.4090) time: 0.4746 data: 0.0140 max mem: 5653 Epoch: [7] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.9852 (18.9662) loss_bbox: 0.1823 (0.1899) loss_bbox_aux_0: 0.1968 (0.2050) loss_bbox_aux_1: 0.1833 (0.1942) loss_bbox_aux_2: 0.1802 (0.1913) loss_bbox_aux_3: 0.1848 (0.1901) loss_bbox_aux_4: 0.1806 (0.1899) loss_bbox_aux_5: 0.2338 (0.2517) loss_bbox_dn_0: 0.3039 (0.3533) loss_bbox_dn_1: 0.2513 (0.2831) loss_bbox_dn_2: 0.2415 (0.2647) loss_bbox_dn_3: 0.2353 (0.2564) loss_bbox_dn_4: 0.2314 (0.2534) loss_bbox_dn_5: 0.2313 (0.2532) loss_giou: 0.5766 (0.5534) loss_giou_aux_0: 0.6164 (0.5824) loss_giou_aux_1: 0.6012 (0.5624) loss_giou_aux_2: 0.5866 (0.5569) loss_giou_aux_3: 0.5839 (0.5544) loss_giou_aux_4: 0.5801 (0.5538) loss_giou_aux_5: 0.6833 (0.6628) loss_giou_dn_0: 0.6994 (0.7028) loss_giou_dn_1: 0.6099 (0.5987) loss_giou_dn_2: 0.5888 (0.5738) loss_giou_dn_3: 0.5845 (0.5655) loss_giou_dn_4: 0.5826 (0.5629) loss_giou_dn_5: 0.5826 (0.5630) loss_vfl: 0.7201 (0.7608) loss_vfl_aux_0: 0.8585 (0.9014) loss_vfl_aux_1: 0.7930 (0.8511) loss_vfl_aux_2: 0.7603 (0.7986) loss_vfl_aux_3: 0.7143 (0.7728) loss_vfl_aux_4: 0.7176 (0.7632) loss_vfl_aux_5: 0.8133 (0.8763) loss_vfl_dn_0: 0.4860 (0.4855) loss_vfl_dn_1: 0.4277 (0.4377) loss_vfl_dn_2: 0.4107 (0.4196) loss_vfl_dn_3: 0.4050 (0.4121) loss_vfl_dn_4: 0.4015 (0.4093) loss_vfl_dn_5: 0.4043 (0.4090) time: 0.4586 data: 0.0136 max mem: 5653 Epoch: [7] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 18.3387 (18.9637) loss_bbox: 0.1803 (0.1899) loss_bbox_aux_0: 0.1950 (0.2049) loss_bbox_aux_1: 0.1888 (0.1941) loss_bbox_aux_2: 0.1861 (0.1913) loss_bbox_aux_3: 0.1838 (0.1900) loss_bbox_aux_4: 0.1817 (0.1898) loss_bbox_aux_5: 0.2279 (0.2516) loss_bbox_dn_0: 0.3398 (0.3531) loss_bbox_dn_1: 0.2666 (0.2829) loss_bbox_dn_2: 0.2537 (0.2645) loss_bbox_dn_3: 0.2437 (0.2562) loss_bbox_dn_4: 0.2396 (0.2533) loss_bbox_dn_5: 0.2392 (0.2530) loss_giou: 0.5383 (0.5535) loss_giou_aux_0: 0.5697 (0.5825) loss_giou_aux_1: 0.5458 (0.5625) loss_giou_aux_2: 0.5392 (0.5570) loss_giou_aux_3: 0.5332 (0.5544) loss_giou_aux_4: 0.5391 (0.5539) loss_giou_aux_5: 0.6363 (0.6628) loss_giou_dn_0: 0.6950 (0.7028) loss_giou_dn_1: 0.5960 (0.5988) loss_giou_dn_2: 0.5736 (0.5739) loss_giou_dn_3: 0.5595 (0.5655) loss_giou_dn_4: 0.5566 (0.5630) loss_giou_dn_5: 0.5561 (0.5630) loss_vfl: 0.7479 (0.7606) loss_vfl_aux_0: 0.8923 (0.9011) loss_vfl_aux_1: 0.8429 (0.8509) loss_vfl_aux_2: 0.7912 (0.7984) loss_vfl_aux_3: 0.7462 (0.7726) loss_vfl_aux_4: 0.7560 (0.7630) loss_vfl_aux_5: 0.8604 (0.8760) loss_vfl_dn_0: 0.4729 (0.4855) loss_vfl_dn_1: 0.4299 (0.4376) loss_vfl_dn_2: 0.4097 (0.4196) loss_vfl_dn_3: 0.4023 (0.4120) loss_vfl_dn_4: 0.4005 (0.4093) loss_vfl_dn_5: 0.3998 (0.4089) time: 0.4677 data: 0.0137 max mem: 5653 Epoch: [7] Total time: 0:59:06 (0.4798 s / it) Averaged stats: lr: 0.000010 loss: 18.3387 (18.9637) loss_bbox: 0.1803 (0.1899) loss_bbox_aux_0: 0.1950 (0.2049) loss_bbox_aux_1: 0.1888 (0.1941) loss_bbox_aux_2: 0.1861 (0.1913) loss_bbox_aux_3: 0.1838 (0.1900) loss_bbox_aux_4: 0.1817 (0.1898) loss_bbox_aux_5: 0.2279 (0.2516) loss_bbox_dn_0: 0.3398 (0.3531) loss_bbox_dn_1: 0.2666 (0.2829) loss_bbox_dn_2: 0.2537 (0.2645) loss_bbox_dn_3: 0.2437 (0.2562) loss_bbox_dn_4: 0.2396 (0.2533) loss_bbox_dn_5: 0.2392 (0.2530) loss_giou: 0.5383 (0.5535) loss_giou_aux_0: 0.5697 (0.5825) loss_giou_aux_1: 0.5458 (0.5625) loss_giou_aux_2: 0.5392 (0.5570) loss_giou_aux_3: 0.5332 (0.5544) loss_giou_aux_4: 0.5391 (0.5539) loss_giou_aux_5: 0.6363 (0.6628) loss_giou_dn_0: 0.6950 (0.7028) loss_giou_dn_1: 0.5960 (0.5988) loss_giou_dn_2: 0.5736 (0.5739) loss_giou_dn_3: 0.5595 (0.5655) loss_giou_dn_4: 0.5566 (0.5630) loss_giou_dn_5: 0.5561 (0.5630) loss_vfl: 0.7479 (0.7606) loss_vfl_aux_0: 0.8923 (0.9011) loss_vfl_aux_1: 0.8429 (0.8509) loss_vfl_aux_2: 0.7912 (0.7984) loss_vfl_aux_3: 0.7462 (0.7726) loss_vfl_aux_4: 0.7560 (0.7630) loss_vfl_aux_5: 0.8604 (0.8760) loss_vfl_dn_0: 0.4729 (0.4855) loss_vfl_dn_1: 0.4299 (0.4376) loss_vfl_dn_2: 0.4097 (0.4196) loss_vfl_dn_3: 0.4023 (0.4120) loss_vfl_dn_4: 0.4005 (0.4093) loss_vfl_dn_5: 0.3998 (0.4089) Test: [ 0/157] eta: 0:04:01 time: 1.5384 data: 1.1232 max mem: 5653 Test: [ 10/157] eta: 0:02:26 time: 0.9956 data: 0.1237 max mem: 5653 Test: [ 20/157] eta: 0:01:36 time: 0.6612 data: 0.0252 max mem: 5653 Test: [ 30/157] eta: 0:01:16 time: 0.3826 data: 0.0264 max mem: 5653 Test: [ 40/157] eta: 0:01:04 time: 0.3871 data: 0.0268 max mem: 5653 Test: [ 50/157] eta: 0:00:55 time: 0.3950 data: 0.0286 max mem: 5653 Test: [ 60/157] eta: 0:00:48 time: 0.4030 data: 0.0296 max mem: 5653 Test: [ 70/157] eta: 0:00:42 time: 0.3946 data: 0.0283 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.3905 data: 0.0271 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3933 data: 0.0265 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.3834 data: 0.0265 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3855 data: 0.0273 max mem: 5653 Test: [120/157] eta: 0:00:18 time: 0.6591 data: 0.0271 max mem: 5653 Test: [130/157] eta: 0:00:13 time: 0.6555 data: 0.0261 max mem: 5653 Test: [140/157] eta: 0:00:08 time: 0.3773 data: 0.0255 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3619 data: 0.0251 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3505 data: 0.0245 max mem: 5653 Test: Total time: 0:01:12 (0.4631 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.64s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.469 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.642 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.610 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.684 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.876 best_stat: {'epoch': 7, 'coco_eval_bbox': 0.46890925271282524} Epoch: [8] [ 0/7393] eta: 6:55:37 lr: 0.000010 loss: 20.5085 (20.5085) loss_bbox: 0.2970 (0.2970) loss_bbox_aux_0: 0.2708 (0.2708) loss_bbox_aux_1: 0.2916 (0.2916) loss_bbox_aux_2: 0.2794 (0.2794) loss_bbox_aux_3: 0.2833 (0.2833) loss_bbox_aux_4: 0.2967 (0.2967) loss_bbox_aux_5: 0.2986 (0.2986) loss_bbox_dn_0: 0.4171 (0.4171) loss_bbox_dn_1: 0.3766 (0.3766) loss_bbox_dn_2: 0.3636 (0.3636) loss_bbox_dn_3: 0.3587 (0.3587) loss_bbox_dn_4: 0.3583 (0.3583) loss_bbox_dn_5: 0.3582 (0.3582) loss_giou: 0.4880 (0.4880) loss_giou_aux_0: 0.4993 (0.4993) loss_giou_aux_1: 0.5086 (0.5086) loss_giou_aux_2: 0.4937 (0.4937) loss_giou_aux_3: 0.4867 (0.4867) loss_giou_aux_4: 0.4935 (0.4935) loss_giou_aux_5: 0.5655 (0.5655) loss_giou_dn_0: 0.6964 (0.6964) loss_giou_dn_1: 0.6061 (0.6061) loss_giou_dn_2: 0.5849 (0.5849) loss_giou_dn_3: 0.5758 (0.5758) loss_giou_dn_4: 0.5740 (0.5740) loss_giou_dn_5: 0.5741 (0.5741) loss_vfl: 0.8585 (0.8585) loss_vfl_aux_0: 1.0303 (1.0303) loss_vfl_aux_1: 0.9575 (0.9575) loss_vfl_aux_2: 0.9051 (0.9051) loss_vfl_aux_3: 0.8626 (0.8626) loss_vfl_aux_4: 0.8564 (0.8564) loss_vfl_aux_5: 0.9904 (0.9904) loss_vfl_dn_0: 0.4845 (0.4845) loss_vfl_dn_1: 0.4498 (0.4498) loss_vfl_dn_2: 0.4306 (0.4306) loss_vfl_dn_3: 0.4272 (0.4272) loss_vfl_dn_4: 0.4296 (0.4296) loss_vfl_dn_5: 0.4296 (0.4296) time: 3.3731 data: 1.3166 max mem: 5653 Epoch: [8] [ 100/7393] eta: 1:00:46 lr: 0.000010 loss: 18.1684 (18.6388) loss_bbox: 0.1676 (0.1874) loss_bbox_aux_0: 0.1846 (0.2020) loss_bbox_aux_1: 0.1658 (0.1914) loss_bbox_aux_2: 0.1620 (0.1877) loss_bbox_aux_3: 0.1618 (0.1869) loss_bbox_aux_4: 0.1629 (0.1873) loss_bbox_aux_5: 0.2243 (0.2465) loss_bbox_dn_0: 0.3293 (0.3523) loss_bbox_dn_1: 0.2673 (0.2826) loss_bbox_dn_2: 0.2430 (0.2633) loss_bbox_dn_3: 0.2391 (0.2546) loss_bbox_dn_4: 0.2377 (0.2519) loss_bbox_dn_5: 0.2375 (0.2517) loss_giou: 0.5326 (0.5346) loss_giou_aux_0: 0.5585 (0.5632) loss_giou_aux_1: 0.5428 (0.5442) loss_giou_aux_2: 0.5336 (0.5382) loss_giou_aux_3: 0.5322 (0.5358) loss_giou_aux_4: 0.5326 (0.5355) loss_giou_aux_5: 0.6250 (0.6419) loss_giou_dn_0: 0.6855 (0.6864) loss_giou_dn_1: 0.5863 (0.5852) loss_giou_dn_2: 0.5560 (0.5608) loss_giou_dn_3: 0.5466 (0.5527) loss_giou_dn_4: 0.5446 (0.5503) loss_giou_dn_5: 0.5448 (0.5503) loss_vfl: 0.7685 (0.7538) loss_vfl_aux_0: 0.8757 (0.8925) loss_vfl_aux_1: 0.8414 (0.8405) loss_vfl_aux_2: 0.8082 (0.7922) loss_vfl_aux_3: 0.7784 (0.7637) loss_vfl_aux_4: 0.7749 (0.7549) loss_vfl_aux_5: 0.8433 (0.8741) loss_vfl_dn_0: 0.4791 (0.4813) loss_vfl_dn_1: 0.4309 (0.4323) loss_vfl_dn_2: 0.4112 (0.4141) loss_vfl_dn_3: 0.4085 (0.4069) loss_vfl_dn_4: 0.4055 (0.4039) loss_vfl_dn_5: 0.4066 (0.4038) time: 0.4631 data: 0.0152 max mem: 5653 Epoch: [8] [ 200/7393] eta: 0:58:19 lr: 0.000010 loss: 18.9437 (18.6395) loss_bbox: 0.1802 (0.1835) loss_bbox_aux_0: 0.1986 (0.1975) loss_bbox_aux_1: 0.1901 (0.1877) loss_bbox_aux_2: 0.1820 (0.1841) loss_bbox_aux_3: 0.1810 (0.1831) loss_bbox_aux_4: 0.1820 (0.1832) loss_bbox_aux_5: 0.2419 (0.2412) loss_bbox_dn_0: 0.3353 (0.3363) loss_bbox_dn_1: 0.2625 (0.2687) loss_bbox_dn_2: 0.2452 (0.2508) loss_bbox_dn_3: 0.2382 (0.2424) loss_bbox_dn_4: 0.2340 (0.2396) loss_bbox_dn_5: 0.2334 (0.2395) loss_giou: 0.5573 (0.5469) loss_giou_aux_0: 0.5779 (0.5754) loss_giou_aux_1: 0.5592 (0.5570) loss_giou_aux_2: 0.5559 (0.5506) loss_giou_aux_3: 0.5638 (0.5479) loss_giou_aux_4: 0.5553 (0.5476) loss_giou_aux_5: 0.6560 (0.6531) loss_giou_dn_0: 0.7102 (0.6917) loss_giou_dn_1: 0.6177 (0.5896) loss_giou_dn_2: 0.5872 (0.5654) loss_giou_dn_3: 0.5805 (0.5572) loss_giou_dn_4: 0.5789 (0.5548) loss_giou_dn_5: 0.5789 (0.5549) loss_vfl: 0.7672 (0.7536) loss_vfl_aux_0: 0.8966 (0.8903) loss_vfl_aux_1: 0.8412 (0.8374) loss_vfl_aux_2: 0.8056 (0.7898) loss_vfl_aux_3: 0.7720 (0.7648) loss_vfl_aux_4: 0.7686 (0.7562) loss_vfl_aux_5: 0.8444 (0.8680) loss_vfl_dn_0: 0.4856 (0.4827) loss_vfl_dn_1: 0.4391 (0.4333) loss_vfl_dn_2: 0.4238 (0.4155) loss_vfl_dn_3: 0.4189 (0.4081) loss_vfl_dn_4: 0.4176 (0.4053) loss_vfl_dn_5: 0.4182 (0.4049) time: 0.4686 data: 0.0144 max mem: 5653 Epoch: [8] [ 300/7393] eta: 0:56:56 lr: 0.000010 loss: 19.1106 (18.8421) loss_bbox: 0.1974 (0.1886) loss_bbox_aux_0: 0.2087 (0.2025) loss_bbox_aux_1: 0.2044 (0.1929) loss_bbox_aux_2: 0.2002 (0.1893) loss_bbox_aux_3: 0.1999 (0.1882) loss_bbox_aux_4: 0.1992 (0.1883) loss_bbox_aux_5: 0.2596 (0.2474) loss_bbox_dn_0: 0.3518 (0.3451) loss_bbox_dn_1: 0.2815 (0.2762) loss_bbox_dn_2: 0.2643 (0.2581) loss_bbox_dn_3: 0.2588 (0.2498) loss_bbox_dn_4: 0.2569 (0.2470) loss_bbox_dn_5: 0.2571 (0.2468) loss_giou: 0.5825 (0.5549) loss_giou_aux_0: 0.6225 (0.5836) loss_giou_aux_1: 0.5923 (0.5653) loss_giou_aux_2: 0.5730 (0.5589) loss_giou_aux_3: 0.5751 (0.5562) loss_giou_aux_4: 0.5808 (0.5555) loss_giou_aux_5: 0.7013 (0.6604) loss_giou_dn_0: 0.7249 (0.6979) loss_giou_dn_1: 0.6192 (0.5957) loss_giou_dn_2: 0.5954 (0.5714) loss_giou_dn_3: 0.5924 (0.5633) loss_giou_dn_4: 0.5894 (0.5609) loss_giou_dn_5: 0.5894 (0.5610) loss_vfl: 0.7491 (0.7552) loss_vfl_aux_0: 0.8533 (0.8935) loss_vfl_aux_1: 0.8192 (0.8419) loss_vfl_aux_2: 0.7861 (0.7919) loss_vfl_aux_3: 0.7655 (0.7675) loss_vfl_aux_4: 0.7470 (0.7584) loss_vfl_aux_5: 0.8529 (0.8687) loss_vfl_dn_0: 0.4793 (0.4836) loss_vfl_dn_1: 0.4350 (0.4352) loss_vfl_dn_2: 0.4131 (0.4174) loss_vfl_dn_3: 0.4046 (0.4100) loss_vfl_dn_4: 0.4027 (0.4071) loss_vfl_dn_5: 0.4018 (0.4066) time: 0.4669 data: 0.0145 max mem: 5653 Epoch: [8] [ 400/7393] eta: 0:55:54 lr: 0.000010 loss: 18.3309 (18.8420) loss_bbox: 0.1868 (0.1893) loss_bbox_aux_0: 0.2017 (0.2019) loss_bbox_aux_1: 0.1894 (0.1926) loss_bbox_aux_2: 0.1853 (0.1894) loss_bbox_aux_3: 0.1799 (0.1887) loss_bbox_aux_4: 0.1845 (0.1889) loss_bbox_aux_5: 0.2586 (0.2474) loss_bbox_dn_0: 0.3035 (0.3427) loss_bbox_dn_1: 0.2505 (0.2746) loss_bbox_dn_2: 0.2312 (0.2564) loss_bbox_dn_3: 0.2254 (0.2481) loss_bbox_dn_4: 0.2247 (0.2452) loss_bbox_dn_5: 0.2244 (0.2450) loss_giou: 0.5212 (0.5563) loss_giou_aux_0: 0.5462 (0.5841) loss_giou_aux_1: 0.5190 (0.5659) loss_giou_aux_2: 0.5141 (0.5594) loss_giou_aux_3: 0.5172 (0.5571) loss_giou_aux_4: 0.5241 (0.5570) loss_giou_aux_5: 0.6242 (0.6624) loss_giou_dn_0: 0.6714 (0.6979) loss_giou_dn_1: 0.5658 (0.5961) loss_giou_dn_2: 0.5426 (0.5716) loss_giou_dn_3: 0.5326 (0.5634) loss_giou_dn_4: 0.5323 (0.5610) loss_giou_dn_5: 0.5320 (0.5610) loss_vfl: 0.7463 (0.7542) loss_vfl_aux_0: 0.9012 (0.8958) loss_vfl_aux_1: 0.8691 (0.8446) loss_vfl_aux_2: 0.7956 (0.7930) loss_vfl_aux_3: 0.7684 (0.7671) loss_vfl_aux_4: 0.7496 (0.7567) loss_vfl_aux_5: 0.8847 (0.8682) loss_vfl_dn_0: 0.4881 (0.4838) loss_vfl_dn_1: 0.4373 (0.4351) loss_vfl_dn_2: 0.4207 (0.4173) loss_vfl_dn_3: 0.4083 (0.4098) loss_vfl_dn_4: 0.4055 (0.4070) loss_vfl_dn_5: 0.4057 (0.4064) time: 0.4749 data: 0.0148 max mem: 5653 Epoch: [8] [ 500/7393] eta: 0:54:58 lr: 0.000010 loss: 18.3641 (18.8401) loss_bbox: 0.1729 (0.1886) loss_bbox_aux_0: 0.1877 (0.2019) loss_bbox_aux_1: 0.1764 (0.1920) loss_bbox_aux_2: 0.1832 (0.1891) loss_bbox_aux_3: 0.1774 (0.1884) loss_bbox_aux_4: 0.1739 (0.1885) loss_bbox_aux_5: 0.2352 (0.2472) loss_bbox_dn_0: 0.3229 (0.3441) loss_bbox_dn_1: 0.2578 (0.2756) loss_bbox_dn_2: 0.2283 (0.2574) loss_bbox_dn_3: 0.2199 (0.2491) loss_bbox_dn_4: 0.2183 (0.2463) loss_bbox_dn_5: 0.2183 (0.2461) loss_giou: 0.5288 (0.5555) loss_giou_aux_0: 0.5491 (0.5840) loss_giou_aux_1: 0.5336 (0.5651) loss_giou_aux_2: 0.5280 (0.5588) loss_giou_aux_3: 0.5256 (0.5563) loss_giou_aux_4: 0.5241 (0.5562) loss_giou_aux_5: 0.6250 (0.6622) loss_giou_dn_0: 0.6859 (0.6980) loss_giou_dn_1: 0.5879 (0.5959) loss_giou_dn_2: 0.5601 (0.5713) loss_giou_dn_3: 0.5538 (0.5629) loss_giou_dn_4: 0.5522 (0.5605) loss_giou_dn_5: 0.5527 (0.5605) loss_vfl: 0.7120 (0.7541) loss_vfl_aux_0: 0.8674 (0.8964) loss_vfl_aux_1: 0.8067 (0.8474) loss_vfl_aux_2: 0.7471 (0.7926) loss_vfl_aux_3: 0.7253 (0.7666) loss_vfl_aux_4: 0.7100 (0.7561) loss_vfl_aux_5: 0.8561 (0.8680) loss_vfl_dn_0: 0.4759 (0.4837) loss_vfl_dn_1: 0.4289 (0.4347) loss_vfl_dn_2: 0.4082 (0.4168) loss_vfl_dn_3: 0.4043 (0.4095) loss_vfl_dn_4: 0.4015 (0.4067) loss_vfl_dn_5: 0.4020 (0.4062) time: 0.4759 data: 0.0154 max mem: 5653 Epoch: [8] [ 600/7393] eta: 0:54:06 lr: 0.000010 loss: 18.6758 (18.8112) loss_bbox: 0.1898 (0.1881) loss_bbox_aux_0: 0.2192 (0.2020) loss_bbox_aux_1: 0.1893 (0.1917) loss_bbox_aux_2: 0.1913 (0.1890) loss_bbox_aux_3: 0.1927 (0.1880) loss_bbox_aux_4: 0.1966 (0.1882) loss_bbox_aux_5: 0.2670 (0.2480) loss_bbox_dn_0: 0.3404 (0.3452) loss_bbox_dn_1: 0.2783 (0.2763) loss_bbox_dn_2: 0.2661 (0.2580) loss_bbox_dn_3: 0.2548 (0.2497) loss_bbox_dn_4: 0.2514 (0.2469) loss_bbox_dn_5: 0.2509 (0.2467) loss_giou: 0.4911 (0.5511) loss_giou_aux_0: 0.5358 (0.5798) loss_giou_aux_1: 0.5201 (0.5602) loss_giou_aux_2: 0.4995 (0.5543) loss_giou_aux_3: 0.4920 (0.5517) loss_giou_aux_4: 0.4895 (0.5518) loss_giou_aux_5: 0.5970 (0.6584) loss_giou_dn_0: 0.6631 (0.6958) loss_giou_dn_1: 0.5660 (0.5930) loss_giou_dn_2: 0.5461 (0.5683) loss_giou_dn_3: 0.5399 (0.5600) loss_giou_dn_4: 0.5374 (0.5575) loss_giou_dn_5: 0.5376 (0.5576) loss_vfl: 0.7390 (0.7552) loss_vfl_aux_0: 0.9027 (0.8980) loss_vfl_aux_1: 0.8588 (0.8509) loss_vfl_aux_2: 0.7812 (0.7942) loss_vfl_aux_3: 0.7436 (0.7681) loss_vfl_aux_4: 0.7492 (0.7571) loss_vfl_aux_5: 0.8891 (0.8700) loss_vfl_dn_0: 0.4851 (0.4844) loss_vfl_dn_1: 0.4371 (0.4353) loss_vfl_dn_2: 0.4139 (0.4174) loss_vfl_dn_3: 0.4075 (0.4099) loss_vfl_dn_4: 0.4055 (0.4070) loss_vfl_dn_5: 0.4059 (0.4067) time: 0.4740 data: 0.0143 max mem: 5653 Epoch: [8] [ 700/7393] eta: 0:53:09 lr: 0.000010 loss: 18.8298 (18.8098) loss_bbox: 0.1838 (0.1880) loss_bbox_aux_0: 0.2062 (0.2025) loss_bbox_aux_1: 0.1913 (0.1918) loss_bbox_aux_2: 0.1822 (0.1890) loss_bbox_aux_3: 0.1863 (0.1877) loss_bbox_aux_4: 0.1810 (0.1880) loss_bbox_aux_5: 0.2486 (0.2484) loss_bbox_dn_0: 0.3724 (0.3463) loss_bbox_dn_1: 0.3140 (0.2771) loss_bbox_dn_2: 0.2894 (0.2589) loss_bbox_dn_3: 0.2790 (0.2505) loss_bbox_dn_4: 0.2759 (0.2477) loss_bbox_dn_5: 0.2745 (0.2475) loss_giou: 0.5110 (0.5490) loss_giou_aux_0: 0.5569 (0.5785) loss_giou_aux_1: 0.5194 (0.5583) loss_giou_aux_2: 0.5215 (0.5524) loss_giou_aux_3: 0.5119 (0.5496) loss_giou_aux_4: 0.5110 (0.5498) loss_giou_aux_5: 0.6354 (0.6573) loss_giou_dn_0: 0.6972 (0.6955) loss_giou_dn_1: 0.5790 (0.5925) loss_giou_dn_2: 0.5411 (0.5678) loss_giou_dn_3: 0.5291 (0.5594) loss_giou_dn_4: 0.5261 (0.5570) loss_giou_dn_5: 0.5261 (0.5570) loss_vfl: 0.7716 (0.7567) loss_vfl_aux_0: 0.9091 (0.8986) loss_vfl_aux_1: 0.8774 (0.8523) loss_vfl_aux_2: 0.8148 (0.7954) loss_vfl_aux_3: 0.7674 (0.7698) loss_vfl_aux_4: 0.7677 (0.7588) loss_vfl_aux_5: 0.8870 (0.8699) loss_vfl_dn_0: 0.4845 (0.4844) loss_vfl_dn_1: 0.4341 (0.4353) loss_vfl_dn_2: 0.4201 (0.4173) loss_vfl_dn_3: 0.4112 (0.4099) loss_vfl_dn_4: 0.4081 (0.4070) loss_vfl_dn_5: 0.4074 (0.4067) time: 0.4699 data: 0.0151 max mem: 5653 Epoch: [8] [ 800/7393] eta: 0:52:12 lr: 0.000010 loss: 18.1527 (18.7993) loss_bbox: 0.1784 (0.1881) loss_bbox_aux_0: 0.1976 (0.2031) loss_bbox_aux_1: 0.1824 (0.1919) loss_bbox_aux_2: 0.1852 (0.1892) loss_bbox_aux_3: 0.1798 (0.1878) loss_bbox_aux_4: 0.1857 (0.1881) loss_bbox_aux_5: 0.2291 (0.2485) loss_bbox_dn_0: 0.3089 (0.3461) loss_bbox_dn_1: 0.2464 (0.2769) loss_bbox_dn_2: 0.2299 (0.2587) loss_bbox_dn_3: 0.2236 (0.2502) loss_bbox_dn_4: 0.2211 (0.2474) loss_bbox_dn_5: 0.2209 (0.2472) loss_giou: 0.5210 (0.5487) loss_giou_aux_0: 0.5632 (0.5787) loss_giou_aux_1: 0.5350 (0.5581) loss_giou_aux_2: 0.5219 (0.5522) loss_giou_aux_3: 0.5176 (0.5492) loss_giou_aux_4: 0.5214 (0.5494) loss_giou_aux_5: 0.6370 (0.6574) loss_giou_dn_0: 0.6634 (0.6957) loss_giou_dn_1: 0.5498 (0.5925) loss_giou_dn_2: 0.5265 (0.5677) loss_giou_dn_3: 0.5204 (0.5593) loss_giou_dn_4: 0.5177 (0.5568) loss_giou_dn_5: 0.5171 (0.5569) loss_vfl: 0.7268 (0.7559) loss_vfl_aux_0: 0.8617 (0.8970) loss_vfl_aux_1: 0.7929 (0.8514) loss_vfl_aux_2: 0.7637 (0.7943) loss_vfl_aux_3: 0.7498 (0.7695) loss_vfl_aux_4: 0.7341 (0.7581) loss_vfl_aux_5: 0.8286 (0.8685) loss_vfl_dn_0: 0.4834 (0.4839) loss_vfl_dn_1: 0.4338 (0.4350) loss_vfl_dn_2: 0.4164 (0.4171) loss_vfl_dn_3: 0.4107 (0.4096) loss_vfl_dn_4: 0.4076 (0.4068) loss_vfl_dn_5: 0.4058 (0.4064) time: 0.4717 data: 0.0148 max mem: 5653 Epoch: [8] [ 900/7393] eta: 0:51:20 lr: 0.000010 loss: 18.7244 (18.8120) loss_bbox: 0.1819 (0.1883) loss_bbox_aux_0: 0.1888 (0.2035) loss_bbox_aux_1: 0.1793 (0.1923) loss_bbox_aux_2: 0.1802 (0.1895) loss_bbox_aux_3: 0.1809 (0.1882) loss_bbox_aux_4: 0.1765 (0.1883) loss_bbox_aux_5: 0.2280 (0.2487) loss_bbox_dn_0: 0.3161 (0.3474) loss_bbox_dn_1: 0.2470 (0.2780) loss_bbox_dn_2: 0.2282 (0.2597) loss_bbox_dn_3: 0.2270 (0.2512) loss_bbox_dn_4: 0.2257 (0.2484) loss_bbox_dn_5: 0.2257 (0.2482) loss_giou: 0.5324 (0.5475) loss_giou_aux_0: 0.5690 (0.5777) loss_giou_aux_1: 0.5342 (0.5573) loss_giou_aux_2: 0.5229 (0.5512) loss_giou_aux_3: 0.5245 (0.5482) loss_giou_aux_4: 0.5322 (0.5482) loss_giou_aux_5: 0.6456 (0.6562) loss_giou_dn_0: 0.6843 (0.6955) loss_giou_dn_1: 0.5759 (0.5922) loss_giou_dn_2: 0.5585 (0.5675) loss_giou_dn_3: 0.5512 (0.5590) loss_giou_dn_4: 0.5498 (0.5565) loss_giou_dn_5: 0.5496 (0.5566) loss_vfl: 0.7482 (0.7580) loss_vfl_aux_0: 0.8896 (0.8984) loss_vfl_aux_1: 0.8262 (0.8523) loss_vfl_aux_2: 0.7968 (0.7958) loss_vfl_aux_3: 0.7641 (0.7710) loss_vfl_aux_4: 0.7477 (0.7601) loss_vfl_aux_5: 0.8472 (0.8705) loss_vfl_dn_0: 0.4808 (0.4843) loss_vfl_dn_1: 0.4372 (0.4353) loss_vfl_dn_2: 0.4207 (0.4174) loss_vfl_dn_3: 0.4142 (0.4100) loss_vfl_dn_4: 0.4113 (0.4071) loss_vfl_dn_5: 0.4120 (0.4067) time: 0.4562 data: 0.0147 max mem: 5653 Epoch: [8] [1000/7393] eta: 0:50:30 lr: 0.000010 loss: 18.8138 (18.7969) loss_bbox: 0.1860 (0.1884) loss_bbox_aux_0: 0.2037 (0.2038) loss_bbox_aux_1: 0.1940 (0.1926) loss_bbox_aux_2: 0.1897 (0.1897) loss_bbox_aux_3: 0.1896 (0.1883) loss_bbox_aux_4: 0.1874 (0.1884) loss_bbox_aux_5: 0.2443 (0.2491) loss_bbox_dn_0: 0.3270 (0.3486) loss_bbox_dn_1: 0.2595 (0.2788) loss_bbox_dn_2: 0.2409 (0.2604) loss_bbox_dn_3: 0.2282 (0.2519) loss_bbox_dn_4: 0.2244 (0.2490) loss_bbox_dn_5: 0.2250 (0.2488) loss_giou: 0.5535 (0.5445) loss_giou_aux_0: 0.5923 (0.5749) loss_giou_aux_1: 0.5666 (0.5546) loss_giou_aux_2: 0.5645 (0.5484) loss_giou_aux_3: 0.5556 (0.5453) loss_giou_aux_4: 0.5537 (0.5452) loss_giou_aux_5: 0.6714 (0.6533) loss_giou_dn_0: 0.6840 (0.6938) loss_giou_dn_1: 0.5971 (0.5904) loss_giou_dn_2: 0.5745 (0.5657) loss_giou_dn_3: 0.5665 (0.5572) loss_giou_dn_4: 0.5674 (0.5547) loss_giou_dn_5: 0.5674 (0.5547) loss_vfl: 0.7514 (0.7592) loss_vfl_aux_0: 0.8868 (0.8999) loss_vfl_aux_1: 0.8179 (0.8532) loss_vfl_aux_2: 0.8036 (0.7970) loss_vfl_aux_3: 0.7852 (0.7718) loss_vfl_aux_4: 0.7559 (0.7613) loss_vfl_aux_5: 0.8691 (0.8723) loss_vfl_dn_0: 0.4806 (0.4846) loss_vfl_dn_1: 0.4305 (0.4355) loss_vfl_dn_2: 0.4119 (0.4175) loss_vfl_dn_3: 0.4063 (0.4100) loss_vfl_dn_4: 0.4068 (0.4071) loss_vfl_dn_5: 0.4056 (0.4068) time: 0.4698 data: 0.0139 max mem: 5653 Epoch: [8] [1100/7393] eta: 0:49:40 lr: 0.000010 loss: 18.4048 (18.7808) loss_bbox: 0.1798 (0.1882) loss_bbox_aux_0: 0.1912 (0.2038) loss_bbox_aux_1: 0.1750 (0.1925) loss_bbox_aux_2: 0.1741 (0.1897) loss_bbox_aux_3: 0.1636 (0.1881) loss_bbox_aux_4: 0.1703 (0.1881) loss_bbox_aux_5: 0.2289 (0.2489) loss_bbox_dn_0: 0.3059 (0.3485) loss_bbox_dn_1: 0.2396 (0.2787) loss_bbox_dn_2: 0.2099 (0.2602) loss_bbox_dn_3: 0.2009 (0.2516) loss_bbox_dn_4: 0.2001 (0.2487) loss_bbox_dn_5: 0.2001 (0.2485) loss_giou: 0.5519 (0.5445) loss_giou_aux_0: 0.5845 (0.5750) loss_giou_aux_1: 0.5692 (0.5545) loss_giou_aux_2: 0.5581 (0.5485) loss_giou_aux_3: 0.5546 (0.5453) loss_giou_aux_4: 0.5559 (0.5451) loss_giou_aux_5: 0.6672 (0.6532) loss_giou_dn_0: 0.7261 (0.6938) loss_giou_dn_1: 0.6182 (0.5903) loss_giou_dn_2: 0.5925 (0.5654) loss_giou_dn_3: 0.5856 (0.5568) loss_giou_dn_4: 0.5840 (0.5542) loss_giou_dn_5: 0.5837 (0.5543) loss_vfl: 0.7436 (0.7578) loss_vfl_aux_0: 0.8716 (0.8978) loss_vfl_aux_1: 0.8164 (0.8516) loss_vfl_aux_2: 0.8064 (0.7954) loss_vfl_aux_3: 0.7690 (0.7702) loss_vfl_aux_4: 0.7572 (0.7602) loss_vfl_aux_5: 0.8719 (0.8714) loss_vfl_dn_0: 0.4844 (0.4846) loss_vfl_dn_1: 0.4334 (0.4352) loss_vfl_dn_2: 0.4107 (0.4172) loss_vfl_dn_3: 0.4027 (0.4097) loss_vfl_dn_4: 0.4033 (0.4068) loss_vfl_dn_5: 0.4040 (0.4064) time: 0.4580 data: 0.0142 max mem: 5653 Epoch: [8] [1200/7393] eta: 0:48:51 lr: 0.000010 loss: 18.5268 (18.7862) loss_bbox: 0.1702 (0.1881) loss_bbox_aux_0: 0.1996 (0.2038) loss_bbox_aux_1: 0.1819 (0.1928) loss_bbox_aux_2: 0.1757 (0.1898) loss_bbox_aux_3: 0.1732 (0.1882) loss_bbox_aux_4: 0.1721 (0.1881) loss_bbox_aux_5: 0.2427 (0.2489) loss_bbox_dn_0: 0.3349 (0.3490) loss_bbox_dn_1: 0.2638 (0.2792) loss_bbox_dn_2: 0.2473 (0.2607) loss_bbox_dn_3: 0.2378 (0.2521) loss_bbox_dn_4: 0.2333 (0.2491) loss_bbox_dn_5: 0.2342 (0.2489) loss_giou: 0.5377 (0.5441) loss_giou_aux_0: 0.5597 (0.5746) loss_giou_aux_1: 0.5403 (0.5540) loss_giou_aux_2: 0.5334 (0.5480) loss_giou_aux_3: 0.5358 (0.5449) loss_giou_aux_4: 0.5379 (0.5447) loss_giou_aux_5: 0.6487 (0.6526) loss_giou_dn_0: 0.7043 (0.6938) loss_giou_dn_1: 0.5901 (0.5903) loss_giou_dn_2: 0.5623 (0.5654) loss_giou_dn_3: 0.5564 (0.5568) loss_giou_dn_4: 0.5538 (0.5543) loss_giou_dn_5: 0.5537 (0.5543) loss_vfl: 0.7825 (0.7587) loss_vfl_aux_0: 0.9342 (0.8980) loss_vfl_aux_1: 0.8826 (0.8519) loss_vfl_aux_2: 0.8167 (0.7962) loss_vfl_aux_3: 0.7920 (0.7710) loss_vfl_aux_4: 0.7635 (0.7611) loss_vfl_aux_5: 0.8653 (0.8722) loss_vfl_dn_0: 0.4809 (0.4846) loss_vfl_dn_1: 0.4426 (0.4354) loss_vfl_dn_2: 0.4220 (0.4173) loss_vfl_dn_3: 0.4160 (0.4098) loss_vfl_dn_4: 0.4154 (0.4070) loss_vfl_dn_5: 0.4137 (0.4065) time: 0.4753 data: 0.0140 max mem: 5653 Epoch: [8] [1300/7393] eta: 0:48:01 lr: 0.000010 loss: 18.1886 (18.7847) loss_bbox: 0.1560 (0.1879) loss_bbox_aux_0: 0.1711 (0.2037) loss_bbox_aux_1: 0.1578 (0.1925) loss_bbox_aux_2: 0.1602 (0.1896) loss_bbox_aux_3: 0.1603 (0.1879) loss_bbox_aux_4: 0.1561 (0.1878) loss_bbox_aux_5: 0.2275 (0.2486) loss_bbox_dn_0: 0.2997 (0.3484) loss_bbox_dn_1: 0.2364 (0.2786) loss_bbox_dn_2: 0.2181 (0.2601) loss_bbox_dn_3: 0.2058 (0.2516) loss_bbox_dn_4: 0.1999 (0.2486) loss_bbox_dn_5: 0.1992 (0.2485) loss_giou: 0.5501 (0.5447) loss_giou_aux_0: 0.5849 (0.5754) loss_giou_aux_1: 0.5589 (0.5547) loss_giou_aux_2: 0.5584 (0.5487) loss_giou_aux_3: 0.5465 (0.5456) loss_giou_aux_4: 0.5523 (0.5453) loss_giou_aux_5: 0.6582 (0.6533) loss_giou_dn_0: 0.6839 (0.6942) loss_giou_dn_1: 0.5809 (0.5906) loss_giou_dn_2: 0.5564 (0.5657) loss_giou_dn_3: 0.5472 (0.5572) loss_giou_dn_4: 0.5449 (0.5546) loss_giou_dn_5: 0.5448 (0.5546) loss_vfl: 0.7618 (0.7585) loss_vfl_aux_0: 0.8831 (0.8968) loss_vfl_aux_1: 0.8313 (0.8509) loss_vfl_aux_2: 0.7994 (0.7956) loss_vfl_aux_3: 0.7883 (0.7709) loss_vfl_aux_4: 0.7576 (0.7610) loss_vfl_aux_5: 0.8603 (0.8718) loss_vfl_dn_0: 0.4885 (0.4845) loss_vfl_dn_1: 0.4319 (0.4354) loss_vfl_dn_2: 0.4140 (0.4174) loss_vfl_dn_3: 0.4092 (0.4099) loss_vfl_dn_4: 0.4059 (0.4071) loss_vfl_dn_5: 0.4026 (0.4066) time: 0.4671 data: 0.0141 max mem: 5653 Epoch: [8] [1400/7393] eta: 0:47:12 lr: 0.000010 loss: 18.4505 (18.7866) loss_bbox: 0.1879 (0.1880) loss_bbox_aux_0: 0.1995 (0.2036) loss_bbox_aux_1: 0.1805 (0.1924) loss_bbox_aux_2: 0.1853 (0.1896) loss_bbox_aux_3: 0.1885 (0.1881) loss_bbox_aux_4: 0.1888 (0.1878) loss_bbox_aux_5: 0.2399 (0.2483) loss_bbox_dn_0: 0.3143 (0.3481) loss_bbox_dn_1: 0.2494 (0.2784) loss_bbox_dn_2: 0.2384 (0.2600) loss_bbox_dn_3: 0.2348 (0.2515) loss_bbox_dn_4: 0.2328 (0.2486) loss_bbox_dn_5: 0.2336 (0.2484) loss_giou: 0.5697 (0.5451) loss_giou_aux_0: 0.6007 (0.5757) loss_giou_aux_1: 0.5734 (0.5549) loss_giou_aux_2: 0.5786 (0.5490) loss_giou_aux_3: 0.5669 (0.5460) loss_giou_aux_4: 0.5652 (0.5456) loss_giou_aux_5: 0.6657 (0.6534) loss_giou_dn_0: 0.7100 (0.6946) loss_giou_dn_1: 0.6195 (0.5910) loss_giou_dn_2: 0.6016 (0.5663) loss_giou_dn_3: 0.5925 (0.5578) loss_giou_dn_4: 0.5900 (0.5552) loss_giou_dn_5: 0.5899 (0.5552) loss_vfl: 0.7375 (0.7582) loss_vfl_aux_0: 0.8722 (0.8958) loss_vfl_aux_1: 0.8350 (0.8503) loss_vfl_aux_2: 0.7721 (0.7950) loss_vfl_aux_3: 0.7482 (0.7706) loss_vfl_aux_4: 0.7299 (0.7610) loss_vfl_aux_5: 0.8428 (0.8721) loss_vfl_dn_0: 0.4782 (0.4845) loss_vfl_dn_1: 0.4318 (0.4354) loss_vfl_dn_2: 0.4092 (0.4174) loss_vfl_dn_3: 0.4011 (0.4099) loss_vfl_dn_4: 0.4010 (0.4071) loss_vfl_dn_5: 0.4020 (0.4066) time: 0.4778 data: 0.0144 max mem: 5653 Epoch: [8] [1500/7393] eta: 0:46:25 lr: 0.000010 loss: 18.6925 (18.7900) loss_bbox: 0.1955 (0.1881) loss_bbox_aux_0: 0.2013 (0.2036) loss_bbox_aux_1: 0.1900 (0.1924) loss_bbox_aux_2: 0.1996 (0.1898) loss_bbox_aux_3: 0.2036 (0.1883) loss_bbox_aux_4: 0.1959 (0.1879) loss_bbox_aux_5: 0.2544 (0.2482) loss_bbox_dn_0: 0.3355 (0.3485) loss_bbox_dn_1: 0.2640 (0.2787) loss_bbox_dn_2: 0.2445 (0.2602) loss_bbox_dn_3: 0.2378 (0.2517) loss_bbox_dn_4: 0.2350 (0.2488) loss_bbox_dn_5: 0.2345 (0.2487) loss_giou: 0.5029 (0.5451) loss_giou_aux_0: 0.5244 (0.5755) loss_giou_aux_1: 0.5166 (0.5549) loss_giou_aux_2: 0.5151 (0.5491) loss_giou_aux_3: 0.5014 (0.5461) loss_giou_aux_4: 0.5014 (0.5455) loss_giou_aux_5: 0.5936 (0.6533) loss_giou_dn_0: 0.6717 (0.6945) loss_giou_dn_1: 0.5714 (0.5910) loss_giou_dn_2: 0.5388 (0.5661) loss_giou_dn_3: 0.5290 (0.5576) loss_giou_dn_4: 0.5267 (0.5551) loss_giou_dn_5: 0.5266 (0.5551) loss_vfl: 0.7468 (0.7581) loss_vfl_aux_0: 0.9438 (0.8963) loss_vfl_aux_1: 0.8545 (0.8515) loss_vfl_aux_2: 0.7705 (0.7952) loss_vfl_aux_3: 0.7228 (0.7702) loss_vfl_aux_4: 0.7418 (0.7608) loss_vfl_aux_5: 0.8736 (0.8724) loss_vfl_dn_0: 0.4777 (0.4846) loss_vfl_dn_1: 0.4323 (0.4356) loss_vfl_dn_2: 0.4174 (0.4175) loss_vfl_dn_3: 0.4092 (0.4101) loss_vfl_dn_4: 0.4066 (0.4072) loss_vfl_dn_5: 0.4082 (0.4067) time: 0.4732 data: 0.0142 max mem: 5653 Epoch: [8] [1600/7393] eta: 0:45:34 lr: 0.000010 loss: 18.6653 (18.8010) loss_bbox: 0.1911 (0.1885) loss_bbox_aux_0: 0.1961 (0.2038) loss_bbox_aux_1: 0.1853 (0.1926) loss_bbox_aux_2: 0.1888 (0.1901) loss_bbox_aux_3: 0.1933 (0.1887) loss_bbox_aux_4: 0.1974 (0.1883) loss_bbox_aux_5: 0.2629 (0.2488) loss_bbox_dn_0: 0.3500 (0.3493) loss_bbox_dn_1: 0.2761 (0.2794) loss_bbox_dn_2: 0.2498 (0.2609) loss_bbox_dn_3: 0.2408 (0.2523) loss_bbox_dn_4: 0.2383 (0.2494) loss_bbox_dn_5: 0.2380 (0.2492) loss_giou: 0.5664 (0.5453) loss_giou_aux_0: 0.5840 (0.5757) loss_giou_aux_1: 0.5629 (0.5551) loss_giou_aux_2: 0.5578 (0.5494) loss_giou_aux_3: 0.5652 (0.5463) loss_giou_aux_4: 0.5632 (0.5457) loss_giou_aux_5: 0.6683 (0.6536) loss_giou_dn_0: 0.6824 (0.6948) loss_giou_dn_1: 0.5959 (0.5913) loss_giou_dn_2: 0.5624 (0.5665) loss_giou_dn_3: 0.5485 (0.5580) loss_giou_dn_4: 0.5447 (0.5554) loss_giou_dn_5: 0.5448 (0.5554) loss_vfl: 0.7431 (0.7583) loss_vfl_aux_0: 0.8578 (0.8970) loss_vfl_aux_1: 0.8490 (0.8520) loss_vfl_aux_2: 0.7592 (0.7953) loss_vfl_aux_3: 0.7314 (0.7704) loss_vfl_aux_4: 0.7269 (0.7609) loss_vfl_aux_5: 0.8478 (0.8724) loss_vfl_dn_0: 0.4824 (0.4846) loss_vfl_dn_1: 0.4292 (0.4355) loss_vfl_dn_2: 0.4100 (0.4174) loss_vfl_dn_3: 0.4012 (0.4100) loss_vfl_dn_4: 0.4007 (0.4071) loss_vfl_dn_5: 0.3989 (0.4066) time: 0.4546 data: 0.0142 max mem: 5653 Epoch: [8] [1700/7393] eta: 0:45:07 lr: 0.000010 loss: 19.0072 (18.8087) loss_bbox: 0.1908 (0.1888) loss_bbox_aux_0: 0.2049 (0.2040) loss_bbox_aux_1: 0.1869 (0.1929) loss_bbox_aux_2: 0.1939 (0.1905) loss_bbox_aux_3: 0.1891 (0.1890) loss_bbox_aux_4: 0.1908 (0.1886) loss_bbox_aux_5: 0.2377 (0.2491) loss_bbox_dn_0: 0.3307 (0.3501) loss_bbox_dn_1: 0.2614 (0.2800) loss_bbox_dn_2: 0.2409 (0.2614) loss_bbox_dn_3: 0.2335 (0.2529) loss_bbox_dn_4: 0.2312 (0.2500) loss_bbox_dn_5: 0.2301 (0.2498) loss_giou: 0.5745 (0.5450) loss_giou_aux_0: 0.6018 (0.5753) loss_giou_aux_1: 0.5834 (0.5548) loss_giou_aux_2: 0.5826 (0.5492) loss_giou_aux_3: 0.5758 (0.5461) loss_giou_aux_4: 0.5752 (0.5455) loss_giou_aux_5: 0.6843 (0.6535) loss_giou_dn_0: 0.7131 (0.6947) loss_giou_dn_1: 0.6263 (0.5911) loss_giou_dn_2: 0.6046 (0.5662) loss_giou_dn_3: 0.6005 (0.5577) loss_giou_dn_4: 0.5977 (0.5551) loss_giou_dn_5: 0.5981 (0.5552) loss_vfl: 0.7364 (0.7586) loss_vfl_aux_0: 0.8986 (0.8984) loss_vfl_aux_1: 0.8375 (0.8527) loss_vfl_aux_2: 0.7536 (0.7956) loss_vfl_aux_3: 0.7441 (0.7710) loss_vfl_aux_4: 0.7378 (0.7613) loss_vfl_aux_5: 0.8543 (0.8734) loss_vfl_dn_0: 0.4792 (0.4846) loss_vfl_dn_1: 0.4288 (0.4355) loss_vfl_dn_2: 0.4162 (0.4174) loss_vfl_dn_3: 0.4067 (0.4099) loss_vfl_dn_4: 0.4062 (0.4071) loss_vfl_dn_5: 0.4048 (0.4066) time: 0.4577 data: 0.0138 max mem: 5653 Epoch: [8] [1800/7393] eta: 0:44:16 lr: 0.000010 loss: 18.6022 (18.8008) loss_bbox: 0.1727 (0.1890) loss_bbox_aux_0: 0.2057 (0.2041) loss_bbox_aux_1: 0.1944 (0.1931) loss_bbox_aux_2: 0.1918 (0.1907) loss_bbox_aux_3: 0.1729 (0.1891) loss_bbox_aux_4: 0.1730 (0.1888) loss_bbox_aux_5: 0.2446 (0.2491) loss_bbox_dn_0: 0.3805 (0.3503) loss_bbox_dn_1: 0.2937 (0.2800) loss_bbox_dn_2: 0.2767 (0.2614) loss_bbox_dn_3: 0.2648 (0.2528) loss_bbox_dn_4: 0.2587 (0.2499) loss_bbox_dn_5: 0.2584 (0.2497) loss_giou: 0.4726 (0.5448) loss_giou_aux_0: 0.5014 (0.5748) loss_giou_aux_1: 0.4878 (0.5545) loss_giou_aux_2: 0.4765 (0.5490) loss_giou_aux_3: 0.4806 (0.5459) loss_giou_aux_4: 0.4725 (0.5452) loss_giou_aux_5: 0.5820 (0.6531) loss_giou_dn_0: 0.6684 (0.6941) loss_giou_dn_1: 0.5585 (0.5905) loss_giou_dn_2: 0.5195 (0.5655) loss_giou_dn_3: 0.5073 (0.5571) loss_giou_dn_4: 0.5048 (0.5545) loss_giou_dn_5: 0.5047 (0.5545) loss_vfl: 0.7357 (0.7580) loss_vfl_aux_0: 0.8768 (0.8985) loss_vfl_aux_1: 0.8150 (0.8523) loss_vfl_aux_2: 0.7606 (0.7949) loss_vfl_aux_3: 0.7439 (0.7704) loss_vfl_aux_4: 0.7453 (0.7609) loss_vfl_aux_5: 0.8878 (0.8737) loss_vfl_dn_0: 0.4829 (0.4847) loss_vfl_dn_1: 0.4229 (0.4354) loss_vfl_dn_2: 0.4090 (0.4173) loss_vfl_dn_3: 0.4043 (0.4099) loss_vfl_dn_4: 0.4012 (0.4070) loss_vfl_dn_5: 0.4060 (0.4064) time: 0.4816 data: 0.0147 max mem: 5653 Epoch: [8] [1900/7393] eta: 0:43:28 lr: 0.000010 loss: 18.7522 (18.8089) loss_bbox: 0.1610 (0.1892) loss_bbox_aux_0: 0.1724 (0.2042) loss_bbox_aux_1: 0.1623 (0.1932) loss_bbox_aux_2: 0.1658 (0.1909) loss_bbox_aux_3: 0.1626 (0.1893) loss_bbox_aux_4: 0.1621 (0.1890) loss_bbox_aux_5: 0.2129 (0.2496) loss_bbox_dn_0: 0.2922 (0.3508) loss_bbox_dn_1: 0.2373 (0.2804) loss_bbox_dn_2: 0.2151 (0.2617) loss_bbox_dn_3: 0.2047 (0.2532) loss_bbox_dn_4: 0.2065 (0.2502) loss_bbox_dn_5: 0.2065 (0.2500) loss_giou: 0.5153 (0.5449) loss_giou_aux_0: 0.5428 (0.5748) loss_giou_aux_1: 0.5269 (0.5545) loss_giou_aux_2: 0.5159 (0.5492) loss_giou_aux_3: 0.5111 (0.5461) loss_giou_aux_4: 0.5070 (0.5453) loss_giou_aux_5: 0.6310 (0.6531) loss_giou_dn_0: 0.7036 (0.6943) loss_giou_dn_1: 0.6071 (0.5906) loss_giou_dn_2: 0.5877 (0.5656) loss_giou_dn_3: 0.5706 (0.5572) loss_giou_dn_4: 0.5683 (0.5546) loss_giou_dn_5: 0.5683 (0.5546) loss_vfl: 0.7345 (0.7582) loss_vfl_aux_0: 0.8817 (0.8993) loss_vfl_aux_1: 0.8587 (0.8530) loss_vfl_aux_2: 0.7988 (0.7954) loss_vfl_aux_3: 0.7457 (0.7705) loss_vfl_aux_4: 0.7378 (0.7611) loss_vfl_aux_5: 0.8626 (0.8740) loss_vfl_dn_0: 0.4804 (0.4846) loss_vfl_dn_1: 0.4313 (0.4354) loss_vfl_dn_2: 0.4167 (0.4173) loss_vfl_dn_3: 0.4107 (0.4099) loss_vfl_dn_4: 0.4071 (0.4070) loss_vfl_dn_5: 0.4048 (0.4065) time: 0.4704 data: 0.0141 max mem: 5653 Epoch: [8] [2000/7393] eta: 0:42:39 lr: 0.000010 loss: 18.4127 (18.8139) loss_bbox: 0.1790 (0.1893) loss_bbox_aux_0: 0.1971 (0.2043) loss_bbox_aux_1: 0.1797 (0.1933) loss_bbox_aux_2: 0.1787 (0.1910) loss_bbox_aux_3: 0.1816 (0.1895) loss_bbox_aux_4: 0.1792 (0.1891) loss_bbox_aux_5: 0.2344 (0.2498) loss_bbox_dn_0: 0.3151 (0.3506) loss_bbox_dn_1: 0.2412 (0.2802) loss_bbox_dn_2: 0.2242 (0.2615) loss_bbox_dn_3: 0.2138 (0.2530) loss_bbox_dn_4: 0.2116 (0.2501) loss_bbox_dn_5: 0.2113 (0.2499) loss_giou: 0.5153 (0.5464) loss_giou_aux_0: 0.5330 (0.5761) loss_giou_aux_1: 0.5225 (0.5558) loss_giou_aux_2: 0.5160 (0.5506) loss_giou_aux_3: 0.5178 (0.5476) loss_giou_aux_4: 0.5160 (0.5468) loss_giou_aux_5: 0.6169 (0.6543) loss_giou_dn_0: 0.6657 (0.6946) loss_giou_dn_1: 0.5621 (0.5908) loss_giou_dn_2: 0.5372 (0.5658) loss_giou_dn_3: 0.5300 (0.5573) loss_giou_dn_4: 0.5244 (0.5548) loss_giou_dn_5: 0.5227 (0.5548) loss_vfl: 0.7435 (0.7575) loss_vfl_aux_0: 0.8714 (0.8986) loss_vfl_aux_1: 0.8444 (0.8523) loss_vfl_aux_2: 0.7829 (0.7946) loss_vfl_aux_3: 0.7430 (0.7695) loss_vfl_aux_4: 0.7453 (0.7603) loss_vfl_aux_5: 0.8843 (0.8734) loss_vfl_dn_0: 0.4866 (0.4846) loss_vfl_dn_1: 0.4331 (0.4354) loss_vfl_dn_2: 0.4161 (0.4172) loss_vfl_dn_3: 0.4085 (0.4098) loss_vfl_dn_4: 0.4056 (0.4069) loss_vfl_dn_5: 0.4071 (0.4064) time: 0.4670 data: 0.0140 max mem: 5653 Epoch: [8] [2100/7393] eta: 0:41:49 lr: 0.000010 loss: 17.8545 (18.8122) loss_bbox: 0.1857 (0.1892) loss_bbox_aux_0: 0.2068 (0.2042) loss_bbox_aux_1: 0.1888 (0.1932) loss_bbox_aux_2: 0.1851 (0.1909) loss_bbox_aux_3: 0.1823 (0.1894) loss_bbox_aux_4: 0.1861 (0.1891) loss_bbox_aux_5: 0.2591 (0.2499) loss_bbox_dn_0: 0.3675 (0.3508) loss_bbox_dn_1: 0.2962 (0.2804) loss_bbox_dn_2: 0.2803 (0.2618) loss_bbox_dn_3: 0.2697 (0.2533) loss_bbox_dn_4: 0.2596 (0.2504) loss_bbox_dn_5: 0.2591 (0.2502) loss_giou: 0.4459 (0.5461) loss_giou_aux_0: 0.4862 (0.5757) loss_giou_aux_1: 0.4586 (0.5555) loss_giou_aux_2: 0.4527 (0.5502) loss_giou_aux_3: 0.4444 (0.5473) loss_giou_aux_4: 0.4512 (0.5465) loss_giou_aux_5: 0.5566 (0.6542) loss_giou_dn_0: 0.6358 (0.6945) loss_giou_dn_1: 0.5280 (0.5907) loss_giou_dn_2: 0.4919 (0.5657) loss_giou_dn_3: 0.4835 (0.5573) loss_giou_dn_4: 0.4791 (0.5547) loss_giou_dn_5: 0.4788 (0.5548) loss_vfl: 0.7437 (0.7575) loss_vfl_aux_0: 0.9157 (0.8989) loss_vfl_aux_1: 0.8644 (0.8521) loss_vfl_aux_2: 0.7923 (0.7947) loss_vfl_aux_3: 0.7640 (0.7696) loss_vfl_aux_4: 0.7499 (0.7603) loss_vfl_aux_5: 0.8792 (0.8735) loss_vfl_dn_0: 0.4858 (0.4845) loss_vfl_dn_1: 0.4298 (0.4352) loss_vfl_dn_2: 0.4064 (0.4171) loss_vfl_dn_3: 0.3989 (0.4096) loss_vfl_dn_4: 0.3949 (0.4068) loss_vfl_dn_5: 0.3928 (0.4063) time: 0.4702 data: 0.0141 max mem: 5653 Epoch: [8] [2200/7393] eta: 0:41:03 lr: 0.000010 loss: 18.6671 (18.8060) loss_bbox: 0.1704 (0.1890) loss_bbox_aux_0: 0.1726 (0.2039) loss_bbox_aux_1: 0.1664 (0.1930) loss_bbox_aux_2: 0.1674 (0.1907) loss_bbox_aux_3: 0.1726 (0.1892) loss_bbox_aux_4: 0.1677 (0.1889) loss_bbox_aux_5: 0.2161 (0.2498) loss_bbox_dn_0: 0.3277 (0.3506) loss_bbox_dn_1: 0.2595 (0.2802) loss_bbox_dn_2: 0.2432 (0.2616) loss_bbox_dn_3: 0.2363 (0.2531) loss_bbox_dn_4: 0.2266 (0.2502) loss_bbox_dn_5: 0.2261 (0.2500) loss_giou: 0.5027 (0.5464) loss_giou_aux_0: 0.5678 (0.5759) loss_giou_aux_1: 0.5299 (0.5557) loss_giou_aux_2: 0.5118 (0.5505) loss_giou_aux_3: 0.5021 (0.5475) loss_giou_aux_4: 0.5016 (0.5468) loss_giou_aux_5: 0.6461 (0.6545) loss_giou_dn_0: 0.6887 (0.6945) loss_giou_dn_1: 0.5833 (0.5907) loss_giou_dn_2: 0.5583 (0.5658) loss_giou_dn_3: 0.5474 (0.5573) loss_giou_dn_4: 0.5429 (0.5548) loss_giou_dn_5: 0.5434 (0.5548) loss_vfl: 0.7548 (0.7567) loss_vfl_aux_0: 0.8601 (0.8983) loss_vfl_aux_1: 0.8216 (0.8513) loss_vfl_aux_2: 0.7880 (0.7941) loss_vfl_aux_3: 0.7463 (0.7689) loss_vfl_aux_4: 0.7401 (0.7594) loss_vfl_aux_5: 0.8423 (0.8728) loss_vfl_dn_0: 0.4860 (0.4844) loss_vfl_dn_1: 0.4364 (0.4351) loss_vfl_dn_2: 0.4184 (0.4170) loss_vfl_dn_3: 0.4126 (0.4095) loss_vfl_dn_4: 0.4099 (0.4067) loss_vfl_dn_5: 0.4124 (0.4062) time: 0.4795 data: 0.0144 max mem: 5653 Epoch: [8] [2300/7393] eta: 0:40:28 lr: 0.000010 loss: 18.5556 (18.8004) loss_bbox: 0.1866 (0.1891) loss_bbox_aux_0: 0.1756 (0.2039) loss_bbox_aux_1: 0.1794 (0.1929) loss_bbox_aux_2: 0.1823 (0.1907) loss_bbox_aux_3: 0.1874 (0.1892) loss_bbox_aux_4: 0.1845 (0.1889) loss_bbox_aux_5: 0.2378 (0.2499) loss_bbox_dn_0: 0.3479 (0.3505) loss_bbox_dn_1: 0.2814 (0.2800) loss_bbox_dn_2: 0.2687 (0.2615) loss_bbox_dn_3: 0.2647 (0.2530) loss_bbox_dn_4: 0.2609 (0.2500) loss_bbox_dn_5: 0.2610 (0.2498) loss_giou: 0.5136 (0.5462) loss_giou_aux_0: 0.5429 (0.5754) loss_giou_aux_1: 0.5171 (0.5553) loss_giou_aux_2: 0.5060 (0.5501) loss_giou_aux_3: 0.5218 (0.5473) loss_giou_aux_4: 0.5218 (0.5466) loss_giou_aux_5: 0.6309 (0.6541) loss_giou_dn_0: 0.6793 (0.6943) loss_giou_dn_1: 0.5738 (0.5904) loss_giou_dn_2: 0.5521 (0.5654) loss_giou_dn_3: 0.5446 (0.5569) loss_giou_dn_4: 0.5409 (0.5544) loss_giou_dn_5: 0.5415 (0.5544) loss_vfl: 0.7131 (0.7566) loss_vfl_aux_0: 0.8825 (0.8985) loss_vfl_aux_1: 0.8243 (0.8514) loss_vfl_aux_2: 0.7709 (0.7943) loss_vfl_aux_3: 0.7336 (0.7688) loss_vfl_aux_4: 0.7059 (0.7593) loss_vfl_aux_5: 0.9002 (0.8730) loss_vfl_dn_0: 0.4813 (0.4844) loss_vfl_dn_1: 0.4271 (0.4351) loss_vfl_dn_2: 0.4091 (0.4169) loss_vfl_dn_3: 0.4002 (0.4094) loss_vfl_dn_4: 0.3999 (0.4066) loss_vfl_dn_5: 0.3993 (0.4061) time: 0.4745 data: 0.0140 max mem: 5653 Epoch: [8] [2400/7393] eta: 0:39:39 lr: 0.000010 loss: 19.2207 (18.7956) loss_bbox: 0.1666 (0.1892) loss_bbox_aux_0: 0.2031 (0.2039) loss_bbox_aux_1: 0.1802 (0.1929) loss_bbox_aux_2: 0.1769 (0.1907) loss_bbox_aux_3: 0.1686 (0.1892) loss_bbox_aux_4: 0.1703 (0.1890) loss_bbox_aux_5: 0.2522 (0.2500) loss_bbox_dn_0: 0.3561 (0.3504) loss_bbox_dn_1: 0.2840 (0.2800) loss_bbox_dn_2: 0.2633 (0.2614) loss_bbox_dn_3: 0.2570 (0.2530) loss_bbox_dn_4: 0.2503 (0.2501) loss_bbox_dn_5: 0.2497 (0.2499) loss_giou: 0.5187 (0.5455) loss_giou_aux_0: 0.5396 (0.5746) loss_giou_aux_1: 0.5281 (0.5545) loss_giou_aux_2: 0.5132 (0.5493) loss_giou_aux_3: 0.5176 (0.5466) loss_giou_aux_4: 0.5138 (0.5459) loss_giou_aux_5: 0.6292 (0.6534) loss_giou_dn_0: 0.6680 (0.6939) loss_giou_dn_1: 0.5698 (0.5901) loss_giou_dn_2: 0.5499 (0.5651) loss_giou_dn_3: 0.5389 (0.5566) loss_giou_dn_4: 0.5373 (0.5541) loss_giou_dn_5: 0.5370 (0.5542) loss_vfl: 0.7385 (0.7568) loss_vfl_aux_0: 0.8722 (0.8989) loss_vfl_aux_1: 0.8410 (0.8516) loss_vfl_aux_2: 0.7795 (0.7946) loss_vfl_aux_3: 0.7466 (0.7691) loss_vfl_aux_4: 0.7451 (0.7596) loss_vfl_aux_5: 0.8369 (0.8729) loss_vfl_dn_0: 0.4914 (0.4844) loss_vfl_dn_1: 0.4355 (0.4351) loss_vfl_dn_2: 0.4158 (0.4168) loss_vfl_dn_3: 0.4073 (0.4095) loss_vfl_dn_4: 0.4022 (0.4066) loss_vfl_dn_5: 0.4031 (0.4061) time: 0.4692 data: 0.0137 max mem: 5653 Epoch: [8] [2500/7393] eta: 0:38:50 lr: 0.000010 loss: 18.9809 (18.7988) loss_bbox: 0.1802 (0.1893) loss_bbox_aux_0: 0.1879 (0.2039) loss_bbox_aux_1: 0.1795 (0.1930) loss_bbox_aux_2: 0.1776 (0.1908) loss_bbox_aux_3: 0.1797 (0.1893) loss_bbox_aux_4: 0.1780 (0.1891) loss_bbox_aux_5: 0.2280 (0.2500) loss_bbox_dn_0: 0.3250 (0.3504) loss_bbox_dn_1: 0.2671 (0.2802) loss_bbox_dn_2: 0.2476 (0.2616) loss_bbox_dn_3: 0.2435 (0.2531) loss_bbox_dn_4: 0.2457 (0.2502) loss_bbox_dn_5: 0.2455 (0.2500) loss_giou: 0.5820 (0.5457) loss_giou_aux_0: 0.5921 (0.5747) loss_giou_aux_1: 0.5712 (0.5547) loss_giou_aux_2: 0.5753 (0.5494) loss_giou_aux_3: 0.5781 (0.5468) loss_giou_aux_4: 0.5804 (0.5461) loss_giou_aux_5: 0.6682 (0.6536) loss_giou_dn_0: 0.7108 (0.6940) loss_giou_dn_1: 0.6090 (0.5902) loss_giou_dn_2: 0.5868 (0.5652) loss_giou_dn_3: 0.5828 (0.5568) loss_giou_dn_4: 0.5817 (0.5542) loss_giou_dn_5: 0.5816 (0.5543) loss_vfl: 0.7231 (0.7567) loss_vfl_aux_0: 0.8827 (0.8992) loss_vfl_aux_1: 0.8495 (0.8517) loss_vfl_aux_2: 0.7783 (0.7948) loss_vfl_aux_3: 0.7595 (0.7691) loss_vfl_aux_4: 0.7238 (0.7595) loss_vfl_aux_5: 0.8567 (0.8727) loss_vfl_dn_0: 0.4790 (0.4844) loss_vfl_dn_1: 0.4406 (0.4351) loss_vfl_dn_2: 0.4242 (0.4169) loss_vfl_dn_3: 0.4169 (0.4095) loss_vfl_dn_4: 0.4143 (0.4066) loss_vfl_dn_5: 0.4138 (0.4061) time: 0.4756 data: 0.0135 max mem: 5653 Epoch: [8] [2600/7393] eta: 0:38:13 lr: 0.000010 loss: 18.8366 (18.7952) loss_bbox: 0.1592 (0.1889) loss_bbox_aux_0: 0.1788 (0.2034) loss_bbox_aux_1: 0.1620 (0.1926) loss_bbox_aux_2: 0.1616 (0.1903) loss_bbox_aux_3: 0.1687 (0.1888) loss_bbox_aux_4: 0.1733 (0.1886) loss_bbox_aux_5: 0.2260 (0.2496) loss_bbox_dn_0: 0.2931 (0.3498) loss_bbox_dn_1: 0.2269 (0.2796) loss_bbox_dn_2: 0.2094 (0.2611) loss_bbox_dn_3: 0.2050 (0.2526) loss_bbox_dn_4: 0.2006 (0.2497) loss_bbox_dn_5: 0.2000 (0.2496) loss_giou: 0.5594 (0.5461) loss_giou_aux_0: 0.5695 (0.5751) loss_giou_aux_1: 0.5741 (0.5551) loss_giou_aux_2: 0.5636 (0.5498) loss_giou_aux_3: 0.5558 (0.5472) loss_giou_aux_4: 0.5596 (0.5465) loss_giou_aux_5: 0.6616 (0.6540) loss_giou_dn_0: 0.7018 (0.6942) loss_giou_dn_1: 0.6043 (0.5904) loss_giou_dn_2: 0.5780 (0.5654) loss_giou_dn_3: 0.5721 (0.5570) loss_giou_dn_4: 0.5709 (0.5545) loss_giou_dn_5: 0.5706 (0.5546) loss_vfl: 0.7495 (0.7566) loss_vfl_aux_0: 0.8531 (0.8990) loss_vfl_aux_1: 0.8137 (0.8512) loss_vfl_aux_2: 0.7778 (0.7949) loss_vfl_aux_3: 0.7550 (0.7691) loss_vfl_aux_4: 0.7527 (0.7596) loss_vfl_aux_5: 0.8804 (0.8724) loss_vfl_dn_0: 0.4775 (0.4843) loss_vfl_dn_1: 0.4235 (0.4349) loss_vfl_dn_2: 0.4129 (0.4168) loss_vfl_dn_3: 0.4046 (0.4094) loss_vfl_dn_4: 0.4011 (0.4065) loss_vfl_dn_5: 0.4011 (0.4061) time: 0.4593 data: 0.0142 max mem: 5653 Epoch: [8] [2700/7393] eta: 0:37:23 lr: 0.000010 loss: 18.5575 (18.7989) loss_bbox: 0.1754 (0.1891) loss_bbox_aux_0: 0.1858 (0.2035) loss_bbox_aux_1: 0.1790 (0.1928) loss_bbox_aux_2: 0.1791 (0.1904) loss_bbox_aux_3: 0.1704 (0.1890) loss_bbox_aux_4: 0.1750 (0.1888) loss_bbox_aux_5: 0.2318 (0.2497) loss_bbox_dn_0: 0.3218 (0.3500) loss_bbox_dn_1: 0.2470 (0.2797) loss_bbox_dn_2: 0.2250 (0.2612) loss_bbox_dn_3: 0.2202 (0.2527) loss_bbox_dn_4: 0.2171 (0.2498) loss_bbox_dn_5: 0.2166 (0.2496) loss_giou: 0.5066 (0.5463) loss_giou_aux_0: 0.5307 (0.5752) loss_giou_aux_1: 0.5113 (0.5553) loss_giou_aux_2: 0.5099 (0.5499) loss_giou_aux_3: 0.5190 (0.5472) loss_giou_aux_4: 0.5030 (0.5467) loss_giou_aux_5: 0.6153 (0.6539) loss_giou_dn_0: 0.7014 (0.6942) loss_giou_dn_1: 0.5844 (0.5904) loss_giou_dn_2: 0.5636 (0.5655) loss_giou_dn_3: 0.5554 (0.5570) loss_giou_dn_4: 0.5530 (0.5545) loss_giou_dn_5: 0.5529 (0.5545) loss_vfl: 0.7336 (0.7567) loss_vfl_aux_0: 0.8825 (0.8993) loss_vfl_aux_1: 0.8217 (0.8511) loss_vfl_aux_2: 0.7609 (0.7951) loss_vfl_aux_3: 0.7461 (0.7693) loss_vfl_aux_4: 0.7512 (0.7597) loss_vfl_aux_5: 0.8810 (0.8731) loss_vfl_dn_0: 0.4774 (0.4843) loss_vfl_dn_1: 0.4239 (0.4349) loss_vfl_dn_2: 0.4118 (0.4167) loss_vfl_dn_3: 0.3998 (0.4094) loss_vfl_dn_4: 0.3975 (0.4065) loss_vfl_dn_5: 0.3974 (0.4060) time: 0.4755 data: 0.0141 max mem: 5653 Epoch: [8] [2800/7393] eta: 0:36:34 lr: 0.000010 loss: 19.3195 (18.8024) loss_bbox: 0.2018 (0.1891) loss_bbox_aux_0: 0.2091 (0.2036) loss_bbox_aux_1: 0.1882 (0.1929) loss_bbox_aux_2: 0.1917 (0.1905) loss_bbox_aux_3: 0.2025 (0.1890) loss_bbox_aux_4: 0.2009 (0.1889) loss_bbox_aux_5: 0.2586 (0.2499) loss_bbox_dn_0: 0.3491 (0.3502) loss_bbox_dn_1: 0.2838 (0.2798) loss_bbox_dn_2: 0.2615 (0.2612) loss_bbox_dn_3: 0.2393 (0.2528) loss_bbox_dn_4: 0.2402 (0.2498) loss_bbox_dn_5: 0.2404 (0.2496) loss_giou: 0.5644 (0.5466) loss_giou_aux_0: 0.5850 (0.5755) loss_giou_aux_1: 0.5677 (0.5556) loss_giou_aux_2: 0.5758 (0.5502) loss_giou_aux_3: 0.5670 (0.5475) loss_giou_aux_4: 0.5629 (0.5470) loss_giou_aux_5: 0.6726 (0.6542) loss_giou_dn_0: 0.7172 (0.6944) loss_giou_dn_1: 0.6050 (0.5905) loss_giou_dn_2: 0.5780 (0.5655) loss_giou_dn_3: 0.5674 (0.5571) loss_giou_dn_4: 0.5630 (0.5546) loss_giou_dn_5: 0.5636 (0.5546) loss_vfl: 0.7319 (0.7567) loss_vfl_aux_0: 0.8931 (0.8994) loss_vfl_aux_1: 0.8404 (0.8507) loss_vfl_aux_2: 0.7852 (0.7951) loss_vfl_aux_3: 0.7697 (0.7694) loss_vfl_aux_4: 0.7434 (0.7596) loss_vfl_aux_5: 0.8351 (0.8731) loss_vfl_dn_0: 0.4787 (0.4843) loss_vfl_dn_1: 0.4403 (0.4349) loss_vfl_dn_2: 0.4199 (0.4167) loss_vfl_dn_3: 0.4120 (0.4093) loss_vfl_dn_4: 0.4097 (0.4065) loss_vfl_dn_5: 0.4088 (0.4060) time: 0.4696 data: 0.0140 max mem: 5653 Epoch: [8] [2900/7393] eta: 0:35:45 lr: 0.000010 loss: 18.2296 (18.7966) loss_bbox: 0.1685 (0.1889) loss_bbox_aux_0: 0.1831 (0.2035) loss_bbox_aux_1: 0.1728 (0.1928) loss_bbox_aux_2: 0.1708 (0.1903) loss_bbox_aux_3: 0.1696 (0.1888) loss_bbox_aux_4: 0.1692 (0.1887) loss_bbox_aux_5: 0.2280 (0.2499) loss_bbox_dn_0: 0.2855 (0.3499) loss_bbox_dn_1: 0.2460 (0.2795) loss_bbox_dn_2: 0.2286 (0.2609) loss_bbox_dn_3: 0.2221 (0.2525) loss_bbox_dn_4: 0.2200 (0.2496) loss_bbox_dn_5: 0.2189 (0.2494) loss_giou: 0.5267 (0.5465) loss_giou_aux_0: 0.5531 (0.5755) loss_giou_aux_1: 0.5260 (0.5556) loss_giou_aux_2: 0.5200 (0.5502) loss_giou_aux_3: 0.5249 (0.5475) loss_giou_aux_4: 0.5241 (0.5469) loss_giou_aux_5: 0.6271 (0.6543) loss_giou_dn_0: 0.6744 (0.6943) loss_giou_dn_1: 0.5663 (0.5904) loss_giou_dn_2: 0.5399 (0.5655) loss_giou_dn_3: 0.5344 (0.5570) loss_giou_dn_4: 0.5309 (0.5545) loss_giou_dn_5: 0.5297 (0.5545) loss_vfl: 0.7231 (0.7565) loss_vfl_aux_0: 0.8329 (0.8989) loss_vfl_aux_1: 0.7828 (0.8501) loss_vfl_aux_2: 0.7458 (0.7948) loss_vfl_aux_3: 0.7131 (0.7691) loss_vfl_aux_4: 0.7121 (0.7594) loss_vfl_aux_5: 0.8202 (0.8728) loss_vfl_dn_0: 0.4778 (0.4843) loss_vfl_dn_1: 0.4322 (0.4349) loss_vfl_dn_2: 0.4151 (0.4167) loss_vfl_dn_3: 0.4107 (0.4094) loss_vfl_dn_4: 0.4092 (0.4065) loss_vfl_dn_5: 0.4097 (0.4060) time: 0.4762 data: 0.0138 max mem: 5653 Epoch: [8] [3000/7393] eta: 0:35:05 lr: 0.000010 loss: 19.5683 (18.7958) loss_bbox: 0.1792 (0.1887) loss_bbox_aux_0: 0.1934 (0.2032) loss_bbox_aux_1: 0.1852 (0.1925) loss_bbox_aux_2: 0.1839 (0.1901) loss_bbox_aux_3: 0.1825 (0.1887) loss_bbox_aux_4: 0.1838 (0.1885) loss_bbox_aux_5: 0.2467 (0.2497) loss_bbox_dn_0: 0.3448 (0.3498) loss_bbox_dn_1: 0.2857 (0.2794) loss_bbox_dn_2: 0.2550 (0.2609) loss_bbox_dn_3: 0.2508 (0.2524) loss_bbox_dn_4: 0.2507 (0.2495) loss_bbox_dn_5: 0.2489 (0.2493) loss_giou: 0.5336 (0.5465) loss_giou_aux_0: 0.5681 (0.5755) loss_giou_aux_1: 0.5298 (0.5556) loss_giou_aux_2: 0.5294 (0.5502) loss_giou_aux_3: 0.5349 (0.5475) loss_giou_aux_4: 0.5355 (0.5469) loss_giou_aux_5: 0.6542 (0.6543) loss_giou_dn_0: 0.7083 (0.6944) loss_giou_dn_1: 0.5979 (0.5905) loss_giou_dn_2: 0.5662 (0.5655) loss_giou_dn_3: 0.5588 (0.5571) loss_giou_dn_4: 0.5564 (0.5545) loss_giou_dn_5: 0.5562 (0.5546) loss_vfl: 0.7661 (0.7568) loss_vfl_aux_0: 0.9104 (0.8990) loss_vfl_aux_1: 0.8684 (0.8501) loss_vfl_aux_2: 0.8142 (0.7949) loss_vfl_aux_3: 0.8031 (0.7693) loss_vfl_aux_4: 0.7723 (0.7596) loss_vfl_aux_5: 0.8795 (0.8729) loss_vfl_dn_0: 0.4875 (0.4843) loss_vfl_dn_1: 0.4453 (0.4349) loss_vfl_dn_2: 0.4292 (0.4167) loss_vfl_dn_3: 0.4234 (0.4093) loss_vfl_dn_4: 0.4184 (0.4065) loss_vfl_dn_5: 0.4210 (0.4060) time: 0.4704 data: 0.0136 max mem: 5653 Epoch: [8] [3100/7393] eta: 0:34:16 lr: 0.000010 loss: 18.1219 (18.7932) loss_bbox: 0.1871 (0.1886) loss_bbox_aux_0: 0.1917 (0.2032) loss_bbox_aux_1: 0.1919 (0.1926) loss_bbox_aux_2: 0.1937 (0.1901) loss_bbox_aux_3: 0.1897 (0.1886) loss_bbox_aux_4: 0.1874 (0.1885) loss_bbox_aux_5: 0.2538 (0.2498) loss_bbox_dn_0: 0.3819 (0.3496) loss_bbox_dn_1: 0.3130 (0.2793) loss_bbox_dn_2: 0.3021 (0.2608) loss_bbox_dn_3: 0.2928 (0.2523) loss_bbox_dn_4: 0.2887 (0.2494) loss_bbox_dn_5: 0.2881 (0.2492) loss_giou: 0.4497 (0.5467) loss_giou_aux_0: 0.4825 (0.5757) loss_giou_aux_1: 0.4523 (0.5559) loss_giou_aux_2: 0.4543 (0.5505) loss_giou_aux_3: 0.4489 (0.5477) loss_giou_aux_4: 0.4466 (0.5471) loss_giou_aux_5: 0.5672 (0.6547) loss_giou_dn_0: 0.6438 (0.6944) loss_giou_dn_1: 0.5394 (0.5905) loss_giou_dn_2: 0.5129 (0.5655) loss_giou_dn_3: 0.5037 (0.5571) loss_giou_dn_4: 0.4984 (0.5545) loss_giou_dn_5: 0.4978 (0.5546) loss_vfl: 0.7608 (0.7564) loss_vfl_aux_0: 0.8972 (0.8986) loss_vfl_aux_1: 0.8414 (0.8494) loss_vfl_aux_2: 0.7807 (0.7943) loss_vfl_aux_3: 0.7765 (0.7688) loss_vfl_aux_4: 0.7610 (0.7592) loss_vfl_aux_5: 0.8835 (0.8726) loss_vfl_dn_0: 0.4830 (0.4842) loss_vfl_dn_1: 0.4342 (0.4348) loss_vfl_dn_2: 0.4161 (0.4166) loss_vfl_dn_3: 0.4034 (0.4092) loss_vfl_dn_4: 0.4015 (0.4063) loss_vfl_dn_5: 0.4015 (0.4058) time: 0.4751 data: 0.0139 max mem: 5653 Epoch: [8] [3200/7393] eta: 0:33:27 lr: 0.000010 loss: 18.5510 (18.7930) loss_bbox: 0.1814 (0.1886) loss_bbox_aux_0: 0.2132 (0.2032) loss_bbox_aux_1: 0.1897 (0.1926) loss_bbox_aux_2: 0.1928 (0.1901) loss_bbox_aux_3: 0.1836 (0.1886) loss_bbox_aux_4: 0.1803 (0.1884) loss_bbox_aux_5: 0.2540 (0.2498) loss_bbox_dn_0: 0.3346 (0.3495) loss_bbox_dn_1: 0.2688 (0.2792) loss_bbox_dn_2: 0.2565 (0.2606) loss_bbox_dn_3: 0.2459 (0.2522) loss_bbox_dn_4: 0.2425 (0.2493) loss_bbox_dn_5: 0.2424 (0.2491) loss_giou: 0.5038 (0.5469) loss_giou_aux_0: 0.5452 (0.5760) loss_giou_aux_1: 0.5236 (0.5561) loss_giou_aux_2: 0.5226 (0.5507) loss_giou_aux_3: 0.5082 (0.5479) loss_giou_aux_4: 0.4985 (0.5472) loss_giou_aux_5: 0.6132 (0.6549) loss_giou_dn_0: 0.6784 (0.6945) loss_giou_dn_1: 0.5761 (0.5906) loss_giou_dn_2: 0.5503 (0.5656) loss_giou_dn_3: 0.5429 (0.5572) loss_giou_dn_4: 0.5403 (0.5546) loss_giou_dn_5: 0.5393 (0.5547) loss_vfl: 0.7350 (0.7562) loss_vfl_aux_0: 0.8654 (0.8985) loss_vfl_aux_1: 0.8421 (0.8492) loss_vfl_aux_2: 0.7661 (0.7941) loss_vfl_aux_3: 0.7517 (0.7687) loss_vfl_aux_4: 0.7340 (0.7591) loss_vfl_aux_5: 0.8435 (0.8725) loss_vfl_dn_0: 0.4754 (0.4841) loss_vfl_dn_1: 0.4289 (0.4348) loss_vfl_dn_2: 0.4120 (0.4166) loss_vfl_dn_3: 0.4053 (0.4092) loss_vfl_dn_4: 0.4014 (0.4063) loss_vfl_dn_5: 0.4046 (0.4058) time: 0.4736 data: 0.0139 max mem: 5653 Epoch: [8] [3300/7393] eta: 0:32:37 lr: 0.000010 loss: 19.2443 (18.7988) loss_bbox: 0.1933 (0.1888) loss_bbox_aux_0: 0.2103 (0.2033) loss_bbox_aux_1: 0.2031 (0.1927) loss_bbox_aux_2: 0.1932 (0.1902) loss_bbox_aux_3: 0.2009 (0.1888) loss_bbox_aux_4: 0.1942 (0.1886) loss_bbox_aux_5: 0.2588 (0.2498) loss_bbox_dn_0: 0.3503 (0.3500) loss_bbox_dn_1: 0.2848 (0.2796) loss_bbox_dn_2: 0.2682 (0.2610) loss_bbox_dn_3: 0.2592 (0.2525) loss_bbox_dn_4: 0.2508 (0.2496) loss_bbox_dn_5: 0.2489 (0.2494) loss_giou: 0.5604 (0.5469) loss_giou_aux_0: 0.6051 (0.5760) loss_giou_aux_1: 0.5783 (0.5562) loss_giou_aux_2: 0.5737 (0.5509) loss_giou_aux_3: 0.5646 (0.5480) loss_giou_aux_4: 0.5574 (0.5473) loss_giou_aux_5: 0.6593 (0.6549) loss_giou_dn_0: 0.7048 (0.6947) loss_giou_dn_1: 0.6123 (0.5908) loss_giou_dn_2: 0.5900 (0.5658) loss_giou_dn_3: 0.5756 (0.5573) loss_giou_dn_4: 0.5724 (0.5547) loss_giou_dn_5: 0.5729 (0.5548) loss_vfl: 0.7560 (0.7564) loss_vfl_aux_0: 0.9137 (0.8989) loss_vfl_aux_1: 0.8449 (0.8491) loss_vfl_aux_2: 0.7847 (0.7942) loss_vfl_aux_3: 0.7421 (0.7687) loss_vfl_aux_4: 0.7539 (0.7592) loss_vfl_aux_5: 0.8831 (0.8729) loss_vfl_dn_0: 0.4857 (0.4841) loss_vfl_dn_1: 0.4301 (0.4348) loss_vfl_dn_2: 0.4180 (0.4166) loss_vfl_dn_3: 0.4121 (0.4092) loss_vfl_dn_4: 0.4073 (0.4063) loss_vfl_dn_5: 0.4065 (0.4058) time: 0.4624 data: 0.0134 max mem: 5653 Epoch: [8] [3400/7393] eta: 0:31:48 lr: 0.000010 loss: 18.5694 (18.7922) loss_bbox: 0.1808 (0.1886) loss_bbox_aux_0: 0.2000 (0.2032) loss_bbox_aux_1: 0.1905 (0.1926) loss_bbox_aux_2: 0.1878 (0.1902) loss_bbox_aux_3: 0.1830 (0.1887) loss_bbox_aux_4: 0.1826 (0.1885) loss_bbox_aux_5: 0.2479 (0.2497) loss_bbox_dn_0: 0.3388 (0.3498) loss_bbox_dn_1: 0.2700 (0.2793) loss_bbox_dn_2: 0.2449 (0.2608) loss_bbox_dn_3: 0.2355 (0.2523) loss_bbox_dn_4: 0.2334 (0.2493) loss_bbox_dn_5: 0.2332 (0.2491) loss_giou: 0.5153 (0.5468) loss_giou_aux_0: 0.5425 (0.5759) loss_giou_aux_1: 0.5268 (0.5561) loss_giou_aux_2: 0.5185 (0.5508) loss_giou_aux_3: 0.5152 (0.5478) loss_giou_aux_4: 0.5144 (0.5471) loss_giou_aux_5: 0.6427 (0.6548) loss_giou_dn_0: 0.6522 (0.6944) loss_giou_dn_1: 0.5518 (0.5905) loss_giou_dn_2: 0.5308 (0.5655) loss_giou_dn_3: 0.5220 (0.5570) loss_giou_dn_4: 0.5190 (0.5545) loss_giou_dn_5: 0.5185 (0.5545) loss_vfl: 0.7571 (0.7563) loss_vfl_aux_0: 0.9057 (0.8989) loss_vfl_aux_1: 0.8265 (0.8486) loss_vfl_aux_2: 0.7734 (0.7938) loss_vfl_aux_3: 0.7486 (0.7686) loss_vfl_aux_4: 0.7560 (0.7591) loss_vfl_aux_5: 0.8626 (0.8729) loss_vfl_dn_0: 0.4835 (0.4841) loss_vfl_dn_1: 0.4347 (0.4347) loss_vfl_dn_2: 0.4134 (0.4165) loss_vfl_dn_3: 0.3999 (0.4091) loss_vfl_dn_4: 0.3974 (0.4062) loss_vfl_dn_5: 0.3957 (0.4057) time: 0.4654 data: 0.0135 max mem: 5653 Epoch: [8] [3500/7393] eta: 0:30:58 lr: 0.000010 loss: 19.1666 (18.7908) loss_bbox: 0.1835 (0.1887) loss_bbox_aux_0: 0.1920 (0.2032) loss_bbox_aux_1: 0.1815 (0.1927) loss_bbox_aux_2: 0.1801 (0.1902) loss_bbox_aux_3: 0.1837 (0.1887) loss_bbox_aux_4: 0.1835 (0.1885) loss_bbox_aux_5: 0.2402 (0.2497) loss_bbox_dn_0: 0.3382 (0.3501) loss_bbox_dn_1: 0.2676 (0.2796) loss_bbox_dn_2: 0.2538 (0.2610) loss_bbox_dn_3: 0.2425 (0.2525) loss_bbox_dn_4: 0.2352 (0.2495) loss_bbox_dn_5: 0.2346 (0.2493) loss_giou: 0.5464 (0.5465) loss_giou_aux_0: 0.5631 (0.5755) loss_giou_aux_1: 0.5466 (0.5558) loss_giou_aux_2: 0.5442 (0.5504) loss_giou_aux_3: 0.5457 (0.5475) loss_giou_aux_4: 0.5477 (0.5468) loss_giou_aux_5: 0.6374 (0.6543) loss_giou_dn_0: 0.6848 (0.6943) loss_giou_dn_1: 0.5908 (0.5903) loss_giou_dn_2: 0.5554 (0.5653) loss_giou_dn_3: 0.5424 (0.5569) loss_giou_dn_4: 0.5400 (0.5543) loss_giou_dn_5: 0.5401 (0.5543) loss_vfl: 0.7395 (0.7562) loss_vfl_aux_0: 0.8762 (0.8991) loss_vfl_aux_1: 0.8354 (0.8487) loss_vfl_aux_2: 0.7925 (0.7939) loss_vfl_aux_3: 0.7463 (0.7685) loss_vfl_aux_4: 0.7391 (0.7590) loss_vfl_aux_5: 0.8815 (0.8735) loss_vfl_dn_0: 0.4806 (0.4841) loss_vfl_dn_1: 0.4309 (0.4346) loss_vfl_dn_2: 0.4153 (0.4164) loss_vfl_dn_3: 0.4071 (0.4090) loss_vfl_dn_4: 0.4035 (0.4062) loss_vfl_dn_5: 0.4035 (0.4057) time: 0.4631 data: 0.0134 max mem: 5653 Epoch: [8] [3600/7393] eta: 0:30:09 lr: 0.000010 loss: 18.2513 (18.7909) loss_bbox: 0.1772 (0.1887) loss_bbox_aux_0: 0.1721 (0.2032) loss_bbox_aux_1: 0.1842 (0.1927) loss_bbox_aux_2: 0.1669 (0.1902) loss_bbox_aux_3: 0.1760 (0.1887) loss_bbox_aux_4: 0.1774 (0.1886) loss_bbox_aux_5: 0.2341 (0.2495) loss_bbox_dn_0: 0.3373 (0.3498) loss_bbox_dn_1: 0.2664 (0.2794) loss_bbox_dn_2: 0.2449 (0.2608) loss_bbox_dn_3: 0.2320 (0.2523) loss_bbox_dn_4: 0.2280 (0.2493) loss_bbox_dn_5: 0.2263 (0.2491) loss_giou: 0.5163 (0.5470) loss_giou_aux_0: 0.5364 (0.5759) loss_giou_aux_1: 0.5097 (0.5563) loss_giou_aux_2: 0.5126 (0.5509) loss_giou_aux_3: 0.5197 (0.5480) loss_giou_aux_4: 0.5167 (0.5473) loss_giou_aux_5: 0.5973 (0.6546) loss_giou_dn_0: 0.6783 (0.6945) loss_giou_dn_1: 0.5576 (0.5905) loss_giou_dn_2: 0.5392 (0.5655) loss_giou_dn_3: 0.5311 (0.5570) loss_giou_dn_4: 0.5287 (0.5545) loss_giou_dn_5: 0.5286 (0.5545) loss_vfl: 0.7278 (0.7558) loss_vfl_aux_0: 0.8376 (0.8985) loss_vfl_aux_1: 0.8348 (0.8481) loss_vfl_aux_2: 0.7519 (0.7934) loss_vfl_aux_3: 0.7407 (0.7681) loss_vfl_aux_4: 0.7302 (0.7586) loss_vfl_aux_5: 0.8402 (0.8731) loss_vfl_dn_0: 0.4829 (0.4840) loss_vfl_dn_1: 0.4320 (0.4347) loss_vfl_dn_2: 0.4129 (0.4165) loss_vfl_dn_3: 0.4130 (0.4091) loss_vfl_dn_4: 0.4081 (0.4062) loss_vfl_dn_5: 0.4082 (0.4057) time: 0.4576 data: 0.0134 max mem: 5653 Epoch: [8] [3700/7393] eta: 0:29:20 lr: 0.000010 loss: 18.1884 (18.7808) loss_bbox: 0.1785 (0.1886) loss_bbox_aux_0: 0.2016 (0.2031) loss_bbox_aux_1: 0.1985 (0.1926) loss_bbox_aux_2: 0.1970 (0.1901) loss_bbox_aux_3: 0.1799 (0.1887) loss_bbox_aux_4: 0.1848 (0.1885) loss_bbox_aux_5: 0.2478 (0.2495) loss_bbox_dn_0: 0.3819 (0.3498) loss_bbox_dn_1: 0.2968 (0.2794) loss_bbox_dn_2: 0.2744 (0.2608) loss_bbox_dn_3: 0.2606 (0.2523) loss_bbox_dn_4: 0.2551 (0.2493) loss_bbox_dn_5: 0.2548 (0.2491) loss_giou: 0.5214 (0.5464) loss_giou_aux_0: 0.5558 (0.5753) loss_giou_aux_1: 0.5218 (0.5556) loss_giou_aux_2: 0.5154 (0.5503) loss_giou_aux_3: 0.5056 (0.5474) loss_giou_aux_4: 0.5234 (0.5467) loss_giou_aux_5: 0.6337 (0.6540) loss_giou_dn_0: 0.6758 (0.6941) loss_giou_dn_1: 0.5616 (0.5901) loss_giou_dn_2: 0.5298 (0.5651) loss_giou_dn_3: 0.5229 (0.5566) loss_giou_dn_4: 0.5227 (0.5540) loss_giou_dn_5: 0.5239 (0.5541) loss_vfl: 0.7429 (0.7556) loss_vfl_aux_0: 0.8809 (0.8982) loss_vfl_aux_1: 0.8080 (0.8477) loss_vfl_aux_2: 0.7675 (0.7931) loss_vfl_aux_3: 0.7411 (0.7678) loss_vfl_aux_4: 0.7310 (0.7583) loss_vfl_aux_5: 0.8876 (0.8730) loss_vfl_dn_0: 0.4895 (0.4840) loss_vfl_dn_1: 0.4280 (0.4345) loss_vfl_dn_2: 0.4068 (0.4164) loss_vfl_dn_3: 0.4027 (0.4090) loss_vfl_dn_4: 0.3995 (0.4061) loss_vfl_dn_5: 0.4020 (0.4056) time: 0.4630 data: 0.0136 max mem: 5653 Epoch: [8] [3800/7393] eta: 0:28:31 lr: 0.000010 loss: 18.7230 (18.7766) loss_bbox: 0.2019 (0.1887) loss_bbox_aux_0: 0.2126 (0.2032) loss_bbox_aux_1: 0.1971 (0.1927) loss_bbox_aux_2: 0.2015 (0.1902) loss_bbox_aux_3: 0.1979 (0.1888) loss_bbox_aux_4: 0.1972 (0.1886) loss_bbox_aux_5: 0.2592 (0.2496) loss_bbox_dn_0: 0.3295 (0.3500) loss_bbox_dn_1: 0.2533 (0.2795) loss_bbox_dn_2: 0.2392 (0.2609) loss_bbox_dn_3: 0.2357 (0.2524) loss_bbox_dn_4: 0.2328 (0.2494) loss_bbox_dn_5: 0.2325 (0.2492) loss_giou: 0.5225 (0.5458) loss_giou_aux_0: 0.5562 (0.5747) loss_giou_aux_1: 0.5279 (0.5550) loss_giou_aux_2: 0.5340 (0.5497) loss_giou_aux_3: 0.5285 (0.5468) loss_giou_aux_4: 0.5220 (0.5461) loss_giou_aux_5: 0.6384 (0.6535) loss_giou_dn_0: 0.6675 (0.6938) loss_giou_dn_1: 0.5712 (0.5897) loss_giou_dn_2: 0.5489 (0.5647) loss_giou_dn_3: 0.5396 (0.5563) loss_giou_dn_4: 0.5369 (0.5537) loss_giou_dn_5: 0.5368 (0.5537) loss_vfl: 0.7873 (0.7556) loss_vfl_aux_0: 0.9023 (0.8983) loss_vfl_aux_1: 0.8937 (0.8479) loss_vfl_aux_2: 0.8205 (0.7931) loss_vfl_aux_3: 0.8075 (0.7678) loss_vfl_aux_4: 0.7831 (0.7583) loss_vfl_aux_5: 0.8691 (0.8731) loss_vfl_dn_0: 0.4878 (0.4840) loss_vfl_dn_1: 0.4362 (0.4346) loss_vfl_dn_2: 0.4173 (0.4164) loss_vfl_dn_3: 0.4109 (0.4090) loss_vfl_dn_4: 0.4103 (0.4062) loss_vfl_dn_5: 0.4097 (0.4057) time: 0.4586 data: 0.0136 max mem: 5653 Epoch: [8] [3900/7393] eta: 0:27:42 lr: 0.000010 loss: 19.0155 (18.7721) loss_bbox: 0.1846 (0.1886) loss_bbox_aux_0: 0.2005 (0.2031) loss_bbox_aux_1: 0.1863 (0.1926) loss_bbox_aux_2: 0.1861 (0.1901) loss_bbox_aux_3: 0.1973 (0.1886) loss_bbox_aux_4: 0.1838 (0.1885) loss_bbox_aux_5: 0.2486 (0.2495) loss_bbox_dn_0: 0.3690 (0.3500) loss_bbox_dn_1: 0.2916 (0.2795) loss_bbox_dn_2: 0.2637 (0.2610) loss_bbox_dn_3: 0.2585 (0.2524) loss_bbox_dn_4: 0.2578 (0.2495) loss_bbox_dn_5: 0.2577 (0.2493) loss_giou: 0.4778 (0.5454) loss_giou_aux_0: 0.5197 (0.5743) loss_giou_aux_1: 0.4974 (0.5546) loss_giou_aux_2: 0.4937 (0.5493) loss_giou_aux_3: 0.4876 (0.5464) loss_giou_aux_4: 0.4773 (0.5457) loss_giou_aux_5: 0.6040 (0.6532) loss_giou_dn_0: 0.6865 (0.6935) loss_giou_dn_1: 0.5741 (0.5895) loss_giou_dn_2: 0.5429 (0.5645) loss_giou_dn_3: 0.5339 (0.5560) loss_giou_dn_4: 0.5286 (0.5534) loss_giou_dn_5: 0.5286 (0.5534) loss_vfl: 0.7848 (0.7557) loss_vfl_aux_0: 0.9244 (0.8983) loss_vfl_aux_1: 0.8763 (0.8479) loss_vfl_aux_2: 0.8034 (0.7930) loss_vfl_aux_3: 0.8003 (0.7680) loss_vfl_aux_4: 0.7873 (0.7585) loss_vfl_aux_5: 0.8678 (0.8730) loss_vfl_dn_0: 0.4820 (0.4840) loss_vfl_dn_1: 0.4266 (0.4346) loss_vfl_dn_2: 0.4125 (0.4164) loss_vfl_dn_3: 0.4058 (0.4090) loss_vfl_dn_4: 0.4030 (0.4061) loss_vfl_dn_5: 0.4029 (0.4056) time: 0.4721 data: 0.0136 max mem: 5653 Epoch: [8] [4000/7393] eta: 0:26:53 lr: 0.000010 loss: 18.5768 (18.7744) loss_bbox: 0.2015 (0.1887) loss_bbox_aux_0: 0.2075 (0.2032) loss_bbox_aux_1: 0.2123 (0.1927) loss_bbox_aux_2: 0.1983 (0.1902) loss_bbox_aux_3: 0.1991 (0.1887) loss_bbox_aux_4: 0.1982 (0.1886) loss_bbox_aux_5: 0.2470 (0.2495) loss_bbox_dn_0: 0.3718 (0.3499) loss_bbox_dn_1: 0.2988 (0.2795) loss_bbox_dn_2: 0.2740 (0.2609) loss_bbox_dn_3: 0.2644 (0.2524) loss_bbox_dn_4: 0.2595 (0.2494) loss_bbox_dn_5: 0.2593 (0.2492) loss_giou: 0.5706 (0.5459) loss_giou_aux_0: 0.5981 (0.5748) loss_giou_aux_1: 0.5892 (0.5552) loss_giou_aux_2: 0.5857 (0.5499) loss_giou_aux_3: 0.5736 (0.5469) loss_giou_aux_4: 0.5737 (0.5462) loss_giou_aux_5: 0.6714 (0.6535) loss_giou_dn_0: 0.6961 (0.6936) loss_giou_dn_1: 0.5889 (0.5896) loss_giou_dn_2: 0.5710 (0.5646) loss_giou_dn_3: 0.5578 (0.5561) loss_giou_dn_4: 0.5559 (0.5536) loss_giou_dn_5: 0.5561 (0.5536) loss_vfl: 0.7066 (0.7555) loss_vfl_aux_0: 0.8574 (0.8980) loss_vfl_aux_1: 0.7954 (0.8473) loss_vfl_aux_2: 0.7506 (0.7927) loss_vfl_aux_3: 0.7299 (0.7677) loss_vfl_aux_4: 0.7114 (0.7583) loss_vfl_aux_5: 0.8218 (0.8728) loss_vfl_dn_0: 0.4739 (0.4840) loss_vfl_dn_1: 0.4242 (0.4345) loss_vfl_dn_2: 0.4086 (0.4164) loss_vfl_dn_3: 0.4006 (0.4090) loss_vfl_dn_4: 0.3977 (0.4061) loss_vfl_dn_5: 0.4004 (0.4057) time: 0.4601 data: 0.0135 max mem: 5653 Epoch: [8] [4100/7393] eta: 0:26:04 lr: 0.000010 loss: 18.8801 (18.7673) loss_bbox: 0.1843 (0.1885) loss_bbox_aux_0: 0.1883 (0.2029) loss_bbox_aux_1: 0.1840 (0.1925) loss_bbox_aux_2: 0.1990 (0.1900) loss_bbox_aux_3: 0.1774 (0.1885) loss_bbox_aux_4: 0.1843 (0.1884) loss_bbox_aux_5: 0.2223 (0.2491) loss_bbox_dn_0: 0.3199 (0.3494) loss_bbox_dn_1: 0.2562 (0.2790) loss_bbox_dn_2: 0.2442 (0.2605) loss_bbox_dn_3: 0.2423 (0.2520) loss_bbox_dn_4: 0.2402 (0.2490) loss_bbox_dn_5: 0.2405 (0.2488) loss_giou: 0.5691 (0.5462) loss_giou_aux_0: 0.5914 (0.5750) loss_giou_aux_1: 0.5825 (0.5555) loss_giou_aux_2: 0.5748 (0.5501) loss_giou_aux_3: 0.5780 (0.5472) loss_giou_aux_4: 0.5699 (0.5464) loss_giou_aux_5: 0.6784 (0.6537) loss_giou_dn_0: 0.7225 (0.6938) loss_giou_dn_1: 0.6338 (0.5898) loss_giou_dn_2: 0.6023 (0.5648) loss_giou_dn_3: 0.5848 (0.5563) loss_giou_dn_4: 0.5808 (0.5538) loss_giou_dn_5: 0.5806 (0.5538) loss_vfl: 0.7197 (0.7548) loss_vfl_aux_0: 0.8716 (0.8972) loss_vfl_aux_1: 0.7928 (0.8464) loss_vfl_aux_2: 0.7319 (0.7920) loss_vfl_aux_3: 0.7224 (0.7670) loss_vfl_aux_4: 0.7023 (0.7577) loss_vfl_aux_5: 0.8383 (0.8720) loss_vfl_dn_0: 0.4887 (0.4839) loss_vfl_dn_1: 0.4364 (0.4345) loss_vfl_dn_2: 0.4213 (0.4163) loss_vfl_dn_3: 0.4153 (0.4089) loss_vfl_dn_4: 0.4110 (0.4061) loss_vfl_dn_5: 0.4112 (0.4056) time: 0.4691 data: 0.0136 max mem: 5653 Epoch: [8] [4200/7393] eta: 0:25:16 lr: 0.000010 loss: 18.7503 (18.7626) loss_bbox: 0.1690 (0.1884) loss_bbox_aux_0: 0.1858 (0.2027) loss_bbox_aux_1: 0.1713 (0.1923) loss_bbox_aux_2: 0.1685 (0.1898) loss_bbox_aux_3: 0.1671 (0.1884) loss_bbox_aux_4: 0.1680 (0.1883) loss_bbox_aux_5: 0.2295 (0.2489) loss_bbox_dn_0: 0.3031 (0.3490) loss_bbox_dn_1: 0.2290 (0.2786) loss_bbox_dn_2: 0.2083 (0.2601) loss_bbox_dn_3: 0.1983 (0.2516) loss_bbox_dn_4: 0.1937 (0.2487) loss_bbox_dn_5: 0.1934 (0.2485) loss_giou: 0.5997 (0.5464) loss_giou_aux_0: 0.6149 (0.5752) loss_giou_aux_1: 0.6045 (0.5557) loss_giou_aux_2: 0.5871 (0.5503) loss_giou_aux_3: 0.6032 (0.5474) loss_giou_aux_4: 0.6072 (0.5466) loss_giou_aux_5: 0.6935 (0.6539) loss_giou_dn_0: 0.7161 (0.6937) loss_giou_dn_1: 0.6177 (0.5897) loss_giou_dn_2: 0.5952 (0.5648) loss_giou_dn_3: 0.5899 (0.5563) loss_giou_dn_4: 0.5883 (0.5537) loss_giou_dn_5: 0.5881 (0.5538) loss_vfl: 0.7441 (0.7545) loss_vfl_aux_0: 0.8478 (0.8968) loss_vfl_aux_1: 0.8089 (0.8461) loss_vfl_aux_2: 0.7693 (0.7917) loss_vfl_aux_3: 0.7424 (0.7667) loss_vfl_aux_4: 0.7433 (0.7574) loss_vfl_aux_5: 0.8001 (0.8716) loss_vfl_dn_0: 0.4868 (0.4838) loss_vfl_dn_1: 0.4349 (0.4344) loss_vfl_dn_2: 0.4210 (0.4163) loss_vfl_dn_3: 0.4174 (0.4089) loss_vfl_dn_4: 0.4143 (0.4060) loss_vfl_dn_5: 0.4147 (0.4055) time: 0.4561 data: 0.0135 max mem: 5653 Epoch: [8] [4300/7393] eta: 0:24:28 lr: 0.000010 loss: 18.1933 (18.7575) loss_bbox: 0.1675 (0.1883) loss_bbox_aux_0: 0.1827 (0.2026) loss_bbox_aux_1: 0.1745 (0.1922) loss_bbox_aux_2: 0.1714 (0.1897) loss_bbox_aux_3: 0.1674 (0.1883) loss_bbox_aux_4: 0.1638 (0.1881) loss_bbox_aux_5: 0.2419 (0.2488) loss_bbox_dn_0: 0.3629 (0.3491) loss_bbox_dn_1: 0.2818 (0.2786) loss_bbox_dn_2: 0.2631 (0.2601) loss_bbox_dn_3: 0.2510 (0.2516) loss_bbox_dn_4: 0.2466 (0.2486) loss_bbox_dn_5: 0.2458 (0.2484) loss_giou: 0.4926 (0.5460) loss_giou_aux_0: 0.5222 (0.5748) loss_giou_aux_1: 0.5023 (0.5553) loss_giou_aux_2: 0.4930 (0.5499) loss_giou_aux_3: 0.4963 (0.5470) loss_giou_aux_4: 0.4860 (0.5462) loss_giou_aux_5: 0.6202 (0.6536) loss_giou_dn_0: 0.6335 (0.6934) loss_giou_dn_1: 0.5420 (0.5894) loss_giou_dn_2: 0.5142 (0.5644) loss_giou_dn_3: 0.5065 (0.5560) loss_giou_dn_4: 0.5028 (0.5534) loss_giou_dn_5: 0.5034 (0.5535) loss_vfl: 0.7348 (0.7546) loss_vfl_aux_0: 0.8771 (0.8971) loss_vfl_aux_1: 0.8224 (0.8460) loss_vfl_aux_2: 0.7650 (0.7917) loss_vfl_aux_3: 0.7427 (0.7667) loss_vfl_aux_4: 0.7376 (0.7574) loss_vfl_aux_5: 0.8476 (0.8718) loss_vfl_dn_0: 0.4826 (0.4838) loss_vfl_dn_1: 0.4271 (0.4344) loss_vfl_dn_2: 0.4144 (0.4163) loss_vfl_dn_3: 0.4082 (0.4089) loss_vfl_dn_4: 0.4038 (0.4060) loss_vfl_dn_5: 0.4030 (0.4055) time: 0.4621 data: 0.0133 max mem: 5653 Epoch: [8] [4400/7393] eta: 0:23:43 lr: 0.000010 loss: 18.9546 (18.7589) loss_bbox: 0.1880 (0.1884) loss_bbox_aux_0: 0.2015 (0.2028) loss_bbox_aux_1: 0.1960 (0.1925) loss_bbox_aux_2: 0.1912 (0.1899) loss_bbox_aux_3: 0.1889 (0.1885) loss_bbox_aux_4: 0.1850 (0.1883) loss_bbox_aux_5: 0.2521 (0.2491) loss_bbox_dn_0: 0.3382 (0.3495) loss_bbox_dn_1: 0.2555 (0.2789) loss_bbox_dn_2: 0.2305 (0.2603) loss_bbox_dn_3: 0.2203 (0.2518) loss_bbox_dn_4: 0.2187 (0.2488) loss_bbox_dn_5: 0.2182 (0.2486) loss_giou: 0.5832 (0.5459) loss_giou_aux_0: 0.5936 (0.5747) loss_giou_aux_1: 0.5953 (0.5553) loss_giou_aux_2: 0.5837 (0.5499) loss_giou_aux_3: 0.5844 (0.5470) loss_giou_aux_4: 0.5860 (0.5462) loss_giou_aux_5: 0.6750 (0.6535) loss_giou_dn_0: 0.7136 (0.6933) loss_giou_dn_1: 0.6030 (0.5892) loss_giou_dn_2: 0.5806 (0.5643) loss_giou_dn_3: 0.5692 (0.5558) loss_giou_dn_4: 0.5661 (0.5532) loss_giou_dn_5: 0.5669 (0.5533) loss_vfl: 0.7478 (0.7546) loss_vfl_aux_0: 0.8843 (0.8974) loss_vfl_aux_1: 0.8186 (0.8459) loss_vfl_aux_2: 0.7564 (0.7916) loss_vfl_aux_3: 0.7354 (0.7667) loss_vfl_aux_4: 0.7365 (0.7574) loss_vfl_aux_5: 0.8579 (0.8719) loss_vfl_dn_0: 0.4810 (0.4838) loss_vfl_dn_1: 0.4314 (0.4344) loss_vfl_dn_2: 0.4196 (0.4162) loss_vfl_dn_3: 0.4120 (0.4088) loss_vfl_dn_4: 0.4080 (0.4060) loss_vfl_dn_5: 0.4097 (0.4055) time: 0.4555 data: 0.0131 max mem: 5653 Epoch: [8] [4500/7393] eta: 0:22:54 lr: 0.000010 loss: 18.1807 (18.7585) loss_bbox: 0.1752 (0.1884) loss_bbox_aux_0: 0.1940 (0.2028) loss_bbox_aux_1: 0.1890 (0.1925) loss_bbox_aux_2: 0.1799 (0.1899) loss_bbox_aux_3: 0.1762 (0.1884) loss_bbox_aux_4: 0.1743 (0.1883) loss_bbox_aux_5: 0.2447 (0.2491) loss_bbox_dn_0: 0.3276 (0.3494) loss_bbox_dn_1: 0.2625 (0.2789) loss_bbox_dn_2: 0.2469 (0.2603) loss_bbox_dn_3: 0.2363 (0.2518) loss_bbox_dn_4: 0.2347 (0.2489) loss_bbox_dn_5: 0.2347 (0.2487) loss_giou: 0.5181 (0.5460) loss_giou_aux_0: 0.5361 (0.5748) loss_giou_aux_1: 0.5188 (0.5554) loss_giou_aux_2: 0.5050 (0.5500) loss_giou_aux_3: 0.5081 (0.5471) loss_giou_aux_4: 0.5150 (0.5463) loss_giou_aux_5: 0.6168 (0.6536) loss_giou_dn_0: 0.6739 (0.6933) loss_giou_dn_1: 0.5599 (0.5892) loss_giou_dn_2: 0.5345 (0.5643) loss_giou_dn_3: 0.5274 (0.5558) loss_giou_dn_4: 0.5247 (0.5533) loss_giou_dn_5: 0.5244 (0.5533) loss_vfl: 0.7501 (0.7546) loss_vfl_aux_0: 0.8960 (0.8971) loss_vfl_aux_1: 0.8219 (0.8457) loss_vfl_aux_2: 0.7888 (0.7915) loss_vfl_aux_3: 0.7897 (0.7666) loss_vfl_aux_4: 0.7559 (0.7573) loss_vfl_aux_5: 0.8412 (0.8716) loss_vfl_dn_0: 0.4822 (0.4838) loss_vfl_dn_1: 0.4400 (0.4344) loss_vfl_dn_2: 0.4209 (0.4162) loss_vfl_dn_3: 0.4126 (0.4088) loss_vfl_dn_4: 0.4122 (0.4060) loss_vfl_dn_5: 0.4123 (0.4055) time: 0.4618 data: 0.0132 max mem: 5653 Epoch: [8] [4600/7393] eta: 0:22:06 lr: 0.000010 loss: 19.1219 (18.7612) loss_bbox: 0.1967 (0.1883) loss_bbox_aux_0: 0.2034 (0.2027) loss_bbox_aux_1: 0.1907 (0.1924) loss_bbox_aux_2: 0.1909 (0.1898) loss_bbox_aux_3: 0.1850 (0.1883) loss_bbox_aux_4: 0.1907 (0.1882) loss_bbox_aux_5: 0.2367 (0.2490) loss_bbox_dn_0: 0.3176 (0.3492) loss_bbox_dn_1: 0.2536 (0.2787) loss_bbox_dn_2: 0.2315 (0.2602) loss_bbox_dn_3: 0.2284 (0.2517) loss_bbox_dn_4: 0.2258 (0.2487) loss_bbox_dn_5: 0.2256 (0.2485) loss_giou: 0.5672 (0.5463) loss_giou_aux_0: 0.6200 (0.5750) loss_giou_aux_1: 0.5944 (0.5556) loss_giou_aux_2: 0.5847 (0.5503) loss_giou_aux_3: 0.5782 (0.5474) loss_giou_aux_4: 0.5625 (0.5466) loss_giou_aux_5: 0.6696 (0.6538) loss_giou_dn_0: 0.7221 (0.6935) loss_giou_dn_1: 0.6120 (0.5895) loss_giou_dn_2: 0.5958 (0.5645) loss_giou_dn_3: 0.5865 (0.5561) loss_giou_dn_4: 0.5825 (0.5535) loss_giou_dn_5: 0.5833 (0.5536) loss_vfl: 0.7662 (0.7547) loss_vfl_aux_0: 0.8625 (0.8972) loss_vfl_aux_1: 0.8304 (0.8458) loss_vfl_aux_2: 0.7804 (0.7917) loss_vfl_aux_3: 0.7683 (0.7667) loss_vfl_aux_4: 0.7675 (0.7575) loss_vfl_aux_5: 0.8730 (0.8717) loss_vfl_dn_0: 0.4789 (0.4838) loss_vfl_dn_1: 0.4319 (0.4344) loss_vfl_dn_2: 0.4140 (0.4162) loss_vfl_dn_3: 0.4071 (0.4088) loss_vfl_dn_4: 0.4030 (0.4060) loss_vfl_dn_5: 0.4025 (0.4055) time: 0.4544 data: 0.0133 max mem: 5653 Epoch: [8] [4700/7393] eta: 0:21:18 lr: 0.000010 loss: 18.2170 (18.7585) loss_bbox: 0.1877 (0.1883) loss_bbox_aux_0: 0.1986 (0.2027) loss_bbox_aux_1: 0.1933 (0.1923) loss_bbox_aux_2: 0.1921 (0.1897) loss_bbox_aux_3: 0.1879 (0.1883) loss_bbox_aux_4: 0.1866 (0.1882) loss_bbox_aux_5: 0.2508 (0.2490) loss_bbox_dn_0: 0.3419 (0.3493) loss_bbox_dn_1: 0.2681 (0.2788) loss_bbox_dn_2: 0.2484 (0.2602) loss_bbox_dn_3: 0.2403 (0.2517) loss_bbox_dn_4: 0.2391 (0.2487) loss_bbox_dn_5: 0.2390 (0.2485) loss_giou: 0.4608 (0.5462) loss_giou_aux_0: 0.4704 (0.5749) loss_giou_aux_1: 0.4574 (0.5555) loss_giou_aux_2: 0.4469 (0.5501) loss_giou_aux_3: 0.4513 (0.5472) loss_giou_aux_4: 0.4508 (0.5464) loss_giou_aux_5: 0.5745 (0.6537) loss_giou_dn_0: 0.6489 (0.6933) loss_giou_dn_1: 0.5381 (0.5893) loss_giou_dn_2: 0.5140 (0.5644) loss_giou_dn_3: 0.5023 (0.5559) loss_giou_dn_4: 0.4986 (0.5533) loss_giou_dn_5: 0.4987 (0.5534) loss_vfl: 0.7200 (0.7547) loss_vfl_aux_0: 0.8724 (0.8972) loss_vfl_aux_1: 0.8122 (0.8457) loss_vfl_aux_2: 0.7606 (0.7916) loss_vfl_aux_3: 0.7528 (0.7667) loss_vfl_aux_4: 0.7571 (0.7575) loss_vfl_aux_5: 0.8578 (0.8716) loss_vfl_dn_0: 0.4772 (0.4837) loss_vfl_dn_1: 0.4227 (0.4343) loss_vfl_dn_2: 0.4058 (0.4162) loss_vfl_dn_3: 0.3970 (0.4088) loss_vfl_dn_4: 0.3927 (0.4059) loss_vfl_dn_5: 0.3927 (0.4054) time: 0.4592 data: 0.0132 max mem: 5653 Epoch: [8] [4800/7393] eta: 0:20:30 lr: 0.000010 loss: 18.9805 (18.7576) loss_bbox: 0.1890 (0.1883) loss_bbox_aux_0: 0.2178 (0.2027) loss_bbox_aux_1: 0.1942 (0.1923) loss_bbox_aux_2: 0.2033 (0.1897) loss_bbox_aux_3: 0.1888 (0.1883) loss_bbox_aux_4: 0.1940 (0.1882) loss_bbox_aux_5: 0.2698 (0.2490) loss_bbox_dn_0: 0.3669 (0.3494) loss_bbox_dn_1: 0.2883 (0.2788) loss_bbox_dn_2: 0.2645 (0.2602) loss_bbox_dn_3: 0.2498 (0.2517) loss_bbox_dn_4: 0.2462 (0.2487) loss_bbox_dn_5: 0.2457 (0.2485) loss_giou: 0.4906 (0.5459) loss_giou_aux_0: 0.5216 (0.5746) loss_giou_aux_1: 0.5089 (0.5553) loss_giou_aux_2: 0.4949 (0.5499) loss_giou_aux_3: 0.4875 (0.5469) loss_giou_aux_4: 0.4868 (0.5462) loss_giou_aux_5: 0.6025 (0.6535) loss_giou_dn_0: 0.6610 (0.6931) loss_giou_dn_1: 0.5602 (0.5891) loss_giou_dn_2: 0.5353 (0.5642) loss_giou_dn_3: 0.5314 (0.5557) loss_giou_dn_4: 0.5303 (0.5531) loss_giou_dn_5: 0.5304 (0.5532) loss_vfl: 0.7578 (0.7550) loss_vfl_aux_0: 0.9001 (0.8974) loss_vfl_aux_1: 0.8208 (0.8458) loss_vfl_aux_2: 0.7792 (0.7919) loss_vfl_aux_3: 0.7612 (0.7670) loss_vfl_aux_4: 0.7678 (0.7578) loss_vfl_aux_5: 0.8684 (0.8718) loss_vfl_dn_0: 0.4847 (0.4838) loss_vfl_dn_1: 0.4392 (0.4343) loss_vfl_dn_2: 0.4204 (0.4161) loss_vfl_dn_3: 0.4140 (0.4087) loss_vfl_dn_4: 0.4097 (0.4059) loss_vfl_dn_5: 0.4073 (0.4054) time: 0.4563 data: 0.0135 max mem: 5653 Epoch: [8] [4900/7393] eta: 0:19:42 lr: 0.000010 loss: 18.5514 (18.7580) loss_bbox: 0.1789 (0.1884) loss_bbox_aux_0: 0.1877 (0.2029) loss_bbox_aux_1: 0.1860 (0.1925) loss_bbox_aux_2: 0.1770 (0.1899) loss_bbox_aux_3: 0.1772 (0.1885) loss_bbox_aux_4: 0.1788 (0.1883) loss_bbox_aux_5: 0.2248 (0.2491) loss_bbox_dn_0: 0.3518 (0.3497) loss_bbox_dn_1: 0.2568 (0.2791) loss_bbox_dn_2: 0.2388 (0.2605) loss_bbox_dn_3: 0.2299 (0.2519) loss_bbox_dn_4: 0.2292 (0.2490) loss_bbox_dn_5: 0.2296 (0.2488) loss_giou: 0.4955 (0.5458) loss_giou_aux_0: 0.5323 (0.5746) loss_giou_aux_1: 0.5164 (0.5552) loss_giou_aux_2: 0.5130 (0.5498) loss_giou_aux_3: 0.5084 (0.5469) loss_giou_aux_4: 0.4998 (0.5461) loss_giou_aux_5: 0.6131 (0.6534) loss_giou_dn_0: 0.6706 (0.6931) loss_giou_dn_1: 0.5532 (0.5890) loss_giou_dn_2: 0.5227 (0.5641) loss_giou_dn_3: 0.5116 (0.5556) loss_giou_dn_4: 0.5126 (0.5530) loss_giou_dn_5: 0.5132 (0.5531) loss_vfl: 0.7669 (0.7548) loss_vfl_aux_0: 0.8763 (0.8974) loss_vfl_aux_1: 0.8416 (0.8457) loss_vfl_aux_2: 0.7870 (0.7917) loss_vfl_aux_3: 0.7695 (0.7667) loss_vfl_aux_4: 0.7737 (0.7576) loss_vfl_aux_5: 0.8489 (0.8718) loss_vfl_dn_0: 0.4858 (0.4838) loss_vfl_dn_1: 0.4308 (0.4343) loss_vfl_dn_2: 0.4163 (0.4161) loss_vfl_dn_3: 0.4076 (0.4087) loss_vfl_dn_4: 0.4094 (0.4058) loss_vfl_dn_5: 0.4071 (0.4054) time: 0.4655 data: 0.0134 max mem: 5653 Epoch: [8] [5000/7393] eta: 0:18:56 lr: 0.000010 loss: 18.9852 (18.7524) loss_bbox: 0.2028 (0.1883) loss_bbox_aux_0: 0.2061 (0.2028) loss_bbox_aux_1: 0.1964 (0.1924) loss_bbox_aux_2: 0.1975 (0.1898) loss_bbox_aux_3: 0.2038 (0.1884) loss_bbox_aux_4: 0.1960 (0.1882) loss_bbox_aux_5: 0.2463 (0.2490) loss_bbox_dn_0: 0.3460 (0.3496) loss_bbox_dn_1: 0.2725 (0.2790) loss_bbox_dn_2: 0.2485 (0.2604) loss_bbox_dn_3: 0.2405 (0.2519) loss_bbox_dn_4: 0.2339 (0.2489) loss_bbox_dn_5: 0.2334 (0.2487) loss_giou: 0.4887 (0.5455) loss_giou_aux_0: 0.5378 (0.5743) loss_giou_aux_1: 0.4984 (0.5549) loss_giou_aux_2: 0.4969 (0.5495) loss_giou_aux_3: 0.4914 (0.5466) loss_giou_aux_4: 0.4897 (0.5458) loss_giou_aux_5: 0.6211 (0.6532) loss_giou_dn_0: 0.6767 (0.6929) loss_giou_dn_1: 0.5683 (0.5888) loss_giou_dn_2: 0.5344 (0.5639) loss_giou_dn_3: 0.5215 (0.5554) loss_giou_dn_4: 0.5173 (0.5528) loss_giou_dn_5: 0.5166 (0.5529) loss_vfl: 0.7454 (0.7548) loss_vfl_aux_0: 0.8654 (0.8973) loss_vfl_aux_1: 0.7998 (0.8455) loss_vfl_aux_2: 0.7677 (0.7915) loss_vfl_aux_3: 0.7834 (0.7667) loss_vfl_aux_4: 0.7592 (0.7575) loss_vfl_aux_5: 0.8681 (0.8717) loss_vfl_dn_0: 0.4830 (0.4837) loss_vfl_dn_1: 0.4322 (0.4342) loss_vfl_dn_2: 0.4141 (0.4161) loss_vfl_dn_3: 0.4005 (0.4086) loss_vfl_dn_4: 0.4002 (0.4058) loss_vfl_dn_5: 0.3978 (0.4053) time: 0.4551 data: 0.0136 max mem: 5653 Epoch: [8] [5100/7393] eta: 0:18:08 lr: 0.000010 loss: 18.4268 (18.7515) loss_bbox: 0.1692 (0.1882) loss_bbox_aux_0: 0.1754 (0.2026) loss_bbox_aux_1: 0.1696 (0.1923) loss_bbox_aux_2: 0.1671 (0.1897) loss_bbox_aux_3: 0.1662 (0.1883) loss_bbox_aux_4: 0.1666 (0.1882) loss_bbox_aux_5: 0.2379 (0.2488) loss_bbox_dn_0: 0.3162 (0.3494) loss_bbox_dn_1: 0.2414 (0.2787) loss_bbox_dn_2: 0.2190 (0.2602) loss_bbox_dn_3: 0.2095 (0.2517) loss_bbox_dn_4: 0.2080 (0.2487) loss_bbox_dn_5: 0.2083 (0.2485) loss_giou: 0.5345 (0.5457) loss_giou_aux_0: 0.5587 (0.5745) loss_giou_aux_1: 0.5353 (0.5551) loss_giou_aux_2: 0.5363 (0.5498) loss_giou_aux_3: 0.5316 (0.5468) loss_giou_aux_4: 0.5293 (0.5460) loss_giou_aux_5: 0.6373 (0.6533) loss_giou_dn_0: 0.6744 (0.6929) loss_giou_dn_1: 0.5701 (0.5889) loss_giou_dn_2: 0.5505 (0.5639) loss_giou_dn_3: 0.5437 (0.5554) loss_giou_dn_4: 0.5419 (0.5529) loss_giou_dn_5: 0.5420 (0.5529) loss_vfl: 0.7390 (0.7547) loss_vfl_aux_0: 0.8685 (0.8972) loss_vfl_aux_1: 0.8338 (0.8454) loss_vfl_aux_2: 0.7815 (0.7914) loss_vfl_aux_3: 0.7547 (0.7666) loss_vfl_aux_4: 0.7466 (0.7574) loss_vfl_aux_5: 0.8410 (0.8715) loss_vfl_dn_0: 0.4867 (0.4837) loss_vfl_dn_1: 0.4381 (0.4342) loss_vfl_dn_2: 0.4176 (0.4161) loss_vfl_dn_3: 0.4102 (0.4086) loss_vfl_dn_4: 0.4079 (0.4057) loss_vfl_dn_5: 0.4090 (0.4053) time: 0.4629 data: 0.0133 max mem: 5653 Epoch: [8] [5200/7393] eta: 0:17:20 lr: 0.000010 loss: 18.3088 (18.7499) loss_bbox: 0.1699 (0.1882) loss_bbox_aux_0: 0.1895 (0.2027) loss_bbox_aux_1: 0.1729 (0.1923) loss_bbox_aux_2: 0.1734 (0.1897) loss_bbox_aux_3: 0.1671 (0.1883) loss_bbox_aux_4: 0.1730 (0.1881) loss_bbox_aux_5: 0.2420 (0.2488) loss_bbox_dn_0: 0.3191 (0.3494) loss_bbox_dn_1: 0.2461 (0.2787) loss_bbox_dn_2: 0.2291 (0.2602) loss_bbox_dn_3: 0.2232 (0.2517) loss_bbox_dn_4: 0.2205 (0.2487) loss_bbox_dn_5: 0.2203 (0.2485) loss_giou: 0.5315 (0.5455) loss_giou_aux_0: 0.5669 (0.5744) loss_giou_aux_1: 0.5498 (0.5550) loss_giou_aux_2: 0.5291 (0.5496) loss_giou_aux_3: 0.5382 (0.5466) loss_giou_aux_4: 0.5300 (0.5458) loss_giou_aux_5: 0.6345 (0.6534) loss_giou_dn_0: 0.7094 (0.6928) loss_giou_dn_1: 0.5931 (0.5887) loss_giou_dn_2: 0.5587 (0.5637) loss_giou_dn_3: 0.5542 (0.5553) loss_giou_dn_4: 0.5552 (0.5527) loss_giou_dn_5: 0.5569 (0.5527) loss_vfl: 0.7584 (0.7548) loss_vfl_aux_0: 0.8929 (0.8974) loss_vfl_aux_1: 0.8468 (0.8456) loss_vfl_aux_2: 0.7815 (0.7914) loss_vfl_aux_3: 0.7579 (0.7667) loss_vfl_aux_4: 0.7640 (0.7575) loss_vfl_aux_5: 0.8654 (0.8716) loss_vfl_dn_0: 0.4775 (0.4837) loss_vfl_dn_1: 0.4306 (0.4342) loss_vfl_dn_2: 0.4125 (0.4160) loss_vfl_dn_3: 0.4046 (0.4085) loss_vfl_dn_4: 0.4012 (0.4057) loss_vfl_dn_5: 0.4003 (0.4052) time: 0.4673 data: 0.0134 max mem: 5653 Epoch: [8] [5300/7393] eta: 0:16:34 lr: 0.000010 loss: 18.1148 (18.7468) loss_bbox: 0.1774 (0.1881) loss_bbox_aux_0: 0.1975 (0.2026) loss_bbox_aux_1: 0.1817 (0.1922) loss_bbox_aux_2: 0.1822 (0.1897) loss_bbox_aux_3: 0.1800 (0.1882) loss_bbox_aux_4: 0.1774 (0.1881) loss_bbox_aux_5: 0.2321 (0.2487) loss_bbox_dn_0: 0.3239 (0.3494) loss_bbox_dn_1: 0.2656 (0.2788) loss_bbox_dn_2: 0.2477 (0.2602) loss_bbox_dn_3: 0.2433 (0.2517) loss_bbox_dn_4: 0.2406 (0.2487) loss_bbox_dn_5: 0.2407 (0.2485) loss_giou: 0.4729 (0.5453) loss_giou_aux_0: 0.5272 (0.5742) loss_giou_aux_1: 0.4808 (0.5547) loss_giou_aux_2: 0.4696 (0.5494) loss_giou_aux_3: 0.4786 (0.5464) loss_giou_aux_4: 0.4775 (0.5456) loss_giou_aux_5: 0.6276 (0.6531) loss_giou_dn_0: 0.6783 (0.6926) loss_giou_dn_1: 0.5774 (0.5885) loss_giou_dn_2: 0.5464 (0.5636) loss_giou_dn_3: 0.5390 (0.5551) loss_giou_dn_4: 0.5339 (0.5525) loss_giou_dn_5: 0.5334 (0.5526) loss_vfl: 0.7380 (0.7549) loss_vfl_aux_0: 0.8617 (0.8972) loss_vfl_aux_1: 0.8313 (0.8456) loss_vfl_aux_2: 0.7929 (0.7915) loss_vfl_aux_3: 0.7482 (0.7668) loss_vfl_aux_4: 0.7533 (0.7576) loss_vfl_aux_5: 0.8391 (0.8717) loss_vfl_dn_0: 0.4824 (0.4837) loss_vfl_dn_1: 0.4280 (0.4341) loss_vfl_dn_2: 0.4069 (0.4159) loss_vfl_dn_3: 0.3985 (0.4085) loss_vfl_dn_4: 0.3941 (0.4056) loss_vfl_dn_5: 0.3914 (0.4051) time: 0.4573 data: 0.0136 max mem: 5653 Epoch: [8] [5400/7393] eta: 0:15:46 lr: 0.000010 loss: 18.1672 (18.7445) loss_bbox: 0.1650 (0.1881) loss_bbox_aux_0: 0.1802 (0.2026) loss_bbox_aux_1: 0.1715 (0.1922) loss_bbox_aux_2: 0.1707 (0.1896) loss_bbox_aux_3: 0.1679 (0.1882) loss_bbox_aux_4: 0.1682 (0.1880) loss_bbox_aux_5: 0.2223 (0.2486) loss_bbox_dn_0: 0.3107 (0.3492) loss_bbox_dn_1: 0.2488 (0.2786) loss_bbox_dn_2: 0.2318 (0.2601) loss_bbox_dn_3: 0.2258 (0.2516) loss_bbox_dn_4: 0.2234 (0.2486) loss_bbox_dn_5: 0.2234 (0.2484) loss_giou: 0.5465 (0.5454) loss_giou_aux_0: 0.5660 (0.5743) loss_giou_aux_1: 0.5584 (0.5549) loss_giou_aux_2: 0.5454 (0.5495) loss_giou_aux_3: 0.5416 (0.5465) loss_giou_aux_4: 0.5431 (0.5457) loss_giou_aux_5: 0.6616 (0.6531) loss_giou_dn_0: 0.6814 (0.6926) loss_giou_dn_1: 0.5956 (0.5886) loss_giou_dn_2: 0.5728 (0.5636) loss_giou_dn_3: 0.5617 (0.5552) loss_giou_dn_4: 0.5575 (0.5526) loss_giou_dn_5: 0.5573 (0.5527) loss_vfl: 0.7264 (0.7546) loss_vfl_aux_0: 0.8249 (0.8969) loss_vfl_aux_1: 0.8306 (0.8453) loss_vfl_aux_2: 0.7795 (0.7912) loss_vfl_aux_3: 0.7528 (0.7666) loss_vfl_aux_4: 0.7348 (0.7574) loss_vfl_aux_5: 0.8230 (0.8713) loss_vfl_dn_0: 0.4758 (0.4836) loss_vfl_dn_1: 0.4335 (0.4341) loss_vfl_dn_2: 0.4199 (0.4159) loss_vfl_dn_3: 0.4107 (0.4085) loss_vfl_dn_4: 0.4026 (0.4056) loss_vfl_dn_5: 0.4007 (0.4051) time: 0.4630 data: 0.0135 max mem: 5653 Epoch: [8] [5500/7393] eta: 0:14:58 lr: 0.000010 loss: 18.6739 (18.7442) loss_bbox: 0.1795 (0.1880) loss_bbox_aux_0: 0.1968 (0.2025) loss_bbox_aux_1: 0.1839 (0.1921) loss_bbox_aux_2: 0.1832 (0.1896) loss_bbox_aux_3: 0.1906 (0.1881) loss_bbox_aux_4: 0.1723 (0.1880) loss_bbox_aux_5: 0.2373 (0.2486) loss_bbox_dn_0: 0.3216 (0.3492) loss_bbox_dn_1: 0.2551 (0.2786) loss_bbox_dn_2: 0.2449 (0.2600) loss_bbox_dn_3: 0.2339 (0.2515) loss_bbox_dn_4: 0.2324 (0.2486) loss_bbox_dn_5: 0.2327 (0.2484) loss_giou: 0.5233 (0.5454) loss_giou_aux_0: 0.5371 (0.5744) loss_giou_aux_1: 0.5089 (0.5549) loss_giou_aux_2: 0.5406 (0.5496) loss_giou_aux_3: 0.5210 (0.5465) loss_giou_aux_4: 0.5233 (0.5457) loss_giou_aux_5: 0.6165 (0.6532) loss_giou_dn_0: 0.6768 (0.6927) loss_giou_dn_1: 0.5720 (0.5886) loss_giou_dn_2: 0.5441 (0.5637) loss_giou_dn_3: 0.5316 (0.5552) loss_giou_dn_4: 0.5306 (0.5526) loss_giou_dn_5: 0.5307 (0.5527) loss_vfl: 0.7326 (0.7547) loss_vfl_aux_0: 0.8946 (0.8968) loss_vfl_aux_1: 0.8450 (0.8453) loss_vfl_aux_2: 0.7713 (0.7912) loss_vfl_aux_3: 0.7639 (0.7666) loss_vfl_aux_4: 0.7474 (0.7574) loss_vfl_aux_5: 0.8514 (0.8710) loss_vfl_dn_0: 0.4798 (0.4836) loss_vfl_dn_1: 0.4331 (0.4341) loss_vfl_dn_2: 0.4185 (0.4159) loss_vfl_dn_3: 0.4108 (0.4085) loss_vfl_dn_4: 0.4082 (0.4056) loss_vfl_dn_5: 0.4076 (0.4051) time: 0.4545 data: 0.0135 max mem: 5653 Epoch: [8] [5600/7393] eta: 0:14:10 lr: 0.000010 loss: 18.9265 (18.7435) loss_bbox: 0.1768 (0.1881) loss_bbox_aux_0: 0.1982 (0.2026) loss_bbox_aux_1: 0.1875 (0.1922) loss_bbox_aux_2: 0.1826 (0.1896) loss_bbox_aux_3: 0.1772 (0.1882) loss_bbox_aux_4: 0.1777 (0.1880) loss_bbox_aux_5: 0.2436 (0.2486) loss_bbox_dn_0: 0.3591 (0.3493) loss_bbox_dn_1: 0.2636 (0.2787) loss_bbox_dn_2: 0.2419 (0.2601) loss_bbox_dn_3: 0.2372 (0.2516) loss_bbox_dn_4: 0.2364 (0.2487) loss_bbox_dn_5: 0.2362 (0.2485) loss_giou: 0.4473 (0.5452) loss_giou_aux_0: 0.5132 (0.5743) loss_giou_aux_1: 0.4734 (0.5547) loss_giou_aux_2: 0.4572 (0.5493) loss_giou_aux_3: 0.4392 (0.5463) loss_giou_aux_4: 0.4384 (0.5455) loss_giou_aux_5: 0.5605 (0.6530) loss_giou_dn_0: 0.6350 (0.6925) loss_giou_dn_1: 0.5247 (0.5884) loss_giou_dn_2: 0.5062 (0.5635) loss_giou_dn_3: 0.4996 (0.5550) loss_giou_dn_4: 0.4932 (0.5525) loss_giou_dn_5: 0.4930 (0.5525) loss_vfl: 0.7576 (0.7548) loss_vfl_aux_0: 0.9135 (0.8968) loss_vfl_aux_1: 0.8289 (0.8452) loss_vfl_aux_2: 0.7823 (0.7913) loss_vfl_aux_3: 0.7757 (0.7667) loss_vfl_aux_4: 0.7559 (0.7575) loss_vfl_aux_5: 0.8935 (0.8712) loss_vfl_dn_0: 0.4796 (0.4836) loss_vfl_dn_1: 0.4342 (0.4341) loss_vfl_dn_2: 0.4151 (0.4159) loss_vfl_dn_3: 0.4058 (0.4085) loss_vfl_dn_4: 0.4026 (0.4056) loss_vfl_dn_5: 0.4005 (0.4051) time: 0.4464 data: 0.0135 max mem: 5653 Epoch: [8] [5700/7393] eta: 0:13:24 lr: 0.000010 loss: 18.7729 (18.7414) loss_bbox: 0.1935 (0.1881) loss_bbox_aux_0: 0.2034 (0.2026) loss_bbox_aux_1: 0.1963 (0.1922) loss_bbox_aux_2: 0.2005 (0.1897) loss_bbox_aux_3: 0.1941 (0.1882) loss_bbox_aux_4: 0.1934 (0.1880) loss_bbox_aux_5: 0.2455 (0.2486) loss_bbox_dn_0: 0.3408 (0.3493) loss_bbox_dn_1: 0.2661 (0.2786) loss_bbox_dn_2: 0.2556 (0.2600) loss_bbox_dn_3: 0.2487 (0.2515) loss_bbox_dn_4: 0.2478 (0.2486) loss_bbox_dn_5: 0.2477 (0.2484) loss_giou: 0.5279 (0.5452) loss_giou_aux_0: 0.5739 (0.5743) loss_giou_aux_1: 0.5506 (0.5547) loss_giou_aux_2: 0.5490 (0.5494) loss_giou_aux_3: 0.5315 (0.5463) loss_giou_aux_4: 0.5304 (0.5455) loss_giou_aux_5: 0.6545 (0.6530) loss_giou_dn_0: 0.6796 (0.6923) loss_giou_dn_1: 0.5855 (0.5882) loss_giou_dn_2: 0.5622 (0.5633) loss_giou_dn_3: 0.5554 (0.5548) loss_giou_dn_4: 0.5520 (0.5522) loss_giou_dn_5: 0.5521 (0.5523) loss_vfl: 0.7424 (0.7547) loss_vfl_aux_0: 0.9120 (0.8969) loss_vfl_aux_1: 0.8345 (0.8452) loss_vfl_aux_2: 0.7819 (0.7912) loss_vfl_aux_3: 0.7608 (0.7666) loss_vfl_aux_4: 0.7525 (0.7575) loss_vfl_aux_5: 0.8860 (0.8713) loss_vfl_dn_0: 0.4825 (0.4836) loss_vfl_dn_1: 0.4287 (0.4341) loss_vfl_dn_2: 0.4140 (0.4159) loss_vfl_dn_3: 0.4044 (0.4085) loss_vfl_dn_4: 0.3995 (0.4056) loss_vfl_dn_5: 0.3997 (0.4051) time: 0.6930 data: 0.0134 max mem: 5653 Epoch: [8] [5800/7393] eta: 0:12:36 lr: 0.000010 loss: 19.0779 (18.7395) loss_bbox: 0.1791 (0.1880) loss_bbox_aux_0: 0.1956 (0.2025) loss_bbox_aux_1: 0.1907 (0.1921) loss_bbox_aux_2: 0.1874 (0.1896) loss_bbox_aux_3: 0.1814 (0.1881) loss_bbox_aux_4: 0.1879 (0.1879) loss_bbox_aux_5: 0.2450 (0.2485) loss_bbox_dn_0: 0.3327 (0.3490) loss_bbox_dn_1: 0.2718 (0.2783) loss_bbox_dn_2: 0.2565 (0.2597) loss_bbox_dn_3: 0.2513 (0.2513) loss_bbox_dn_4: 0.2488 (0.2483) loss_bbox_dn_5: 0.2481 (0.2481) loss_giou: 0.5564 (0.5452) loss_giou_aux_0: 0.5888 (0.5743) loss_giou_aux_1: 0.5771 (0.5547) loss_giou_aux_2: 0.5691 (0.5494) loss_giou_aux_3: 0.5623 (0.5464) loss_giou_aux_4: 0.5563 (0.5455) loss_giou_aux_5: 0.6455 (0.6529) loss_giou_dn_0: 0.7037 (0.6924) loss_giou_dn_1: 0.5948 (0.5883) loss_giou_dn_2: 0.5675 (0.5633) loss_giou_dn_3: 0.5587 (0.5549) loss_giou_dn_4: 0.5539 (0.5523) loss_giou_dn_5: 0.5547 (0.5524) loss_vfl: 0.7610 (0.7547) loss_vfl_aux_0: 0.8775 (0.8968) loss_vfl_aux_1: 0.8576 (0.8452) loss_vfl_aux_2: 0.7916 (0.7912) loss_vfl_aux_3: 0.7773 (0.7666) loss_vfl_aux_4: 0.7579 (0.7574) loss_vfl_aux_5: 0.8424 (0.8711) loss_vfl_dn_0: 0.4869 (0.4837) loss_vfl_dn_1: 0.4418 (0.4341) loss_vfl_dn_2: 0.4235 (0.4159) loss_vfl_dn_3: 0.4152 (0.4085) loss_vfl_dn_4: 0.4136 (0.4056) loss_vfl_dn_5: 0.4113 (0.4051) time: 0.4534 data: 0.0134 max mem: 5653 Epoch: [8] [5900/7393] eta: 0:11:48 lr: 0.000010 loss: 19.3772 (18.7400) loss_bbox: 0.2009 (0.1881) loss_bbox_aux_0: 0.2087 (0.2026) loss_bbox_aux_1: 0.2114 (0.1922) loss_bbox_aux_2: 0.1958 (0.1896) loss_bbox_aux_3: 0.2051 (0.1882) loss_bbox_aux_4: 0.2044 (0.1880) loss_bbox_aux_5: 0.2573 (0.2485) loss_bbox_dn_0: 0.3238 (0.3491) loss_bbox_dn_1: 0.2692 (0.2783) loss_bbox_dn_2: 0.2494 (0.2598) loss_bbox_dn_3: 0.2410 (0.2513) loss_bbox_dn_4: 0.2380 (0.2484) loss_bbox_dn_5: 0.2379 (0.2482) loss_giou: 0.5706 (0.5454) loss_giou_aux_0: 0.6025 (0.5744) loss_giou_aux_1: 0.5793 (0.5549) loss_giou_aux_2: 0.5832 (0.5496) loss_giou_aux_3: 0.5751 (0.5466) loss_giou_aux_4: 0.5679 (0.5457) loss_giou_aux_5: 0.6705 (0.6530) loss_giou_dn_0: 0.7102 (0.6924) loss_giou_dn_1: 0.6135 (0.5883) loss_giou_dn_2: 0.5852 (0.5634) loss_giou_dn_3: 0.5792 (0.5550) loss_giou_dn_4: 0.5762 (0.5524) loss_giou_dn_5: 0.5764 (0.5525) loss_vfl: 0.7396 (0.7546) loss_vfl_aux_0: 0.8765 (0.8966) loss_vfl_aux_1: 0.8165 (0.8449) loss_vfl_aux_2: 0.7721 (0.7910) loss_vfl_aux_3: 0.7490 (0.7664) loss_vfl_aux_4: 0.7449 (0.7573) loss_vfl_aux_5: 0.8230 (0.8709) loss_vfl_dn_0: 0.4823 (0.4836) loss_vfl_dn_1: 0.4292 (0.4341) loss_vfl_dn_2: 0.4113 (0.4159) loss_vfl_dn_3: 0.4033 (0.4084) loss_vfl_dn_4: 0.4016 (0.4056) loss_vfl_dn_5: 0.4001 (0.4051) time: 0.4597 data: 0.0135 max mem: 5653 Epoch: [8] [6000/7393] eta: 0:11:00 lr: 0.000010 loss: 18.6944 (18.7371) loss_bbox: 0.1755 (0.1881) loss_bbox_aux_0: 0.1904 (0.2026) loss_bbox_aux_1: 0.1827 (0.1922) loss_bbox_aux_2: 0.1828 (0.1896) loss_bbox_aux_3: 0.1849 (0.1882) loss_bbox_aux_4: 0.1788 (0.1880) loss_bbox_aux_5: 0.2393 (0.2486) loss_bbox_dn_0: 0.3162 (0.3490) loss_bbox_dn_1: 0.2613 (0.2783) loss_bbox_dn_2: 0.2384 (0.2598) loss_bbox_dn_3: 0.2259 (0.2513) loss_bbox_dn_4: 0.2210 (0.2484) loss_bbox_dn_5: 0.2210 (0.2482) loss_giou: 0.5357 (0.5454) loss_giou_aux_0: 0.5907 (0.5744) loss_giou_aux_1: 0.5555 (0.5549) loss_giou_aux_2: 0.5401 (0.5495) loss_giou_aux_3: 0.5459 (0.5465) loss_giou_aux_4: 0.5297 (0.5457) loss_giou_aux_5: 0.6539 (0.6530) loss_giou_dn_0: 0.6940 (0.6922) loss_giou_dn_1: 0.5910 (0.5882) loss_giou_dn_2: 0.5600 (0.5632) loss_giou_dn_3: 0.5526 (0.5548) loss_giou_dn_4: 0.5484 (0.5522) loss_giou_dn_5: 0.5483 (0.5523) loss_vfl: 0.7179 (0.7543) loss_vfl_aux_0: 0.8755 (0.8964) loss_vfl_aux_1: 0.8169 (0.8447) loss_vfl_aux_2: 0.7508 (0.7908) loss_vfl_aux_3: 0.7403 (0.7661) loss_vfl_aux_4: 0.7265 (0.7570) loss_vfl_aux_5: 0.8323 (0.8707) loss_vfl_dn_0: 0.4787 (0.4836) loss_vfl_dn_1: 0.4276 (0.4340) loss_vfl_dn_2: 0.4149 (0.4159) loss_vfl_dn_3: 0.4089 (0.4084) loss_vfl_dn_4: 0.4079 (0.4055) loss_vfl_dn_5: 0.4075 (0.4051) time: 0.4539 data: 0.0133 max mem: 5653 Epoch: [8] [6100/7393] eta: 0:10:12 lr: 0.000010 loss: 18.5466 (18.7351) loss_bbox: 0.1959 (0.1880) loss_bbox_aux_0: 0.2059 (0.2026) loss_bbox_aux_1: 0.1987 (0.1922) loss_bbox_aux_2: 0.1918 (0.1896) loss_bbox_aux_3: 0.1951 (0.1881) loss_bbox_aux_4: 0.1952 (0.1879) loss_bbox_aux_5: 0.2395 (0.2485) loss_bbox_dn_0: 0.3129 (0.3490) loss_bbox_dn_1: 0.2573 (0.2783) loss_bbox_dn_2: 0.2438 (0.2597) loss_bbox_dn_3: 0.2355 (0.2512) loss_bbox_dn_4: 0.2331 (0.2483) loss_bbox_dn_5: 0.2328 (0.2481) loss_giou: 0.5423 (0.5451) loss_giou_aux_0: 0.5548 (0.5741) loss_giou_aux_1: 0.5389 (0.5546) loss_giou_aux_2: 0.5566 (0.5492) loss_giou_aux_3: 0.5432 (0.5463) loss_giou_aux_4: 0.5413 (0.5454) loss_giou_aux_5: 0.6368 (0.6527) loss_giou_dn_0: 0.6820 (0.6920) loss_giou_dn_1: 0.5767 (0.5880) loss_giou_dn_2: 0.5472 (0.5631) loss_giou_dn_3: 0.5355 (0.5546) loss_giou_dn_4: 0.5324 (0.5521) loss_giou_dn_5: 0.5319 (0.5521) loss_vfl: 0.7598 (0.7547) loss_vfl_aux_0: 0.8571 (0.8965) loss_vfl_aux_1: 0.8193 (0.8450) loss_vfl_aux_2: 0.7698 (0.7912) loss_vfl_aux_3: 0.7615 (0.7664) loss_vfl_aux_4: 0.7545 (0.7574) loss_vfl_aux_5: 0.8416 (0.8709) loss_vfl_dn_0: 0.4787 (0.4836) loss_vfl_dn_1: 0.4278 (0.4340) loss_vfl_dn_2: 0.4105 (0.4158) loss_vfl_dn_3: 0.4033 (0.4084) loss_vfl_dn_4: 0.4003 (0.4055) loss_vfl_dn_5: 0.3990 (0.4050) time: 0.4706 data: 0.0135 max mem: 5653 Epoch: [8] [6200/7393] eta: 0:09:25 lr: 0.000010 loss: 18.7299 (18.7327) loss_bbox: 0.1926 (0.1880) loss_bbox_aux_0: 0.1993 (0.2026) loss_bbox_aux_1: 0.1976 (0.1922) loss_bbox_aux_2: 0.1976 (0.1895) loss_bbox_aux_3: 0.1886 (0.1881) loss_bbox_aux_4: 0.1904 (0.1879) loss_bbox_aux_5: 0.2488 (0.2485) loss_bbox_dn_0: 0.3855 (0.3490) loss_bbox_dn_1: 0.2998 (0.2783) loss_bbox_dn_2: 0.2772 (0.2598) loss_bbox_dn_3: 0.2706 (0.2513) loss_bbox_dn_4: 0.2657 (0.2484) loss_bbox_dn_5: 0.2652 (0.2482) loss_giou: 0.4931 (0.5448) loss_giou_aux_0: 0.5185 (0.5739) loss_giou_aux_1: 0.4951 (0.5543) loss_giou_aux_2: 0.4885 (0.5489) loss_giou_aux_3: 0.4854 (0.5460) loss_giou_aux_4: 0.4944 (0.5451) loss_giou_aux_5: 0.5774 (0.6524) loss_giou_dn_0: 0.6723 (0.6919) loss_giou_dn_1: 0.5723 (0.5879) loss_giou_dn_2: 0.5503 (0.5629) loss_giou_dn_3: 0.5441 (0.5545) loss_giou_dn_4: 0.5416 (0.5519) loss_giou_dn_5: 0.5417 (0.5520) loss_vfl: 0.7880 (0.7547) loss_vfl_aux_0: 0.9172 (0.8964) loss_vfl_aux_1: 0.8741 (0.8449) loss_vfl_aux_2: 0.8111 (0.7913) loss_vfl_aux_3: 0.7882 (0.7666) loss_vfl_aux_4: 0.7834 (0.7574) loss_vfl_aux_5: 0.9233 (0.8710) loss_vfl_dn_0: 0.4790 (0.4836) loss_vfl_dn_1: 0.4305 (0.4339) loss_vfl_dn_2: 0.4144 (0.4158) loss_vfl_dn_3: 0.4087 (0.4083) loss_vfl_dn_4: 0.4055 (0.4055) loss_vfl_dn_5: 0.4047 (0.4050) time: 0.4793 data: 0.0141 max mem: 5653 Epoch: [8] [6300/7393] eta: 0:08:37 lr: 0.000010 loss: 18.6181 (18.7310) loss_bbox: 0.1854 (0.1879) loss_bbox_aux_0: 0.2050 (0.2026) loss_bbox_aux_1: 0.1835 (0.1921) loss_bbox_aux_2: 0.1840 (0.1895) loss_bbox_aux_3: 0.1858 (0.1881) loss_bbox_aux_4: 0.1860 (0.1879) loss_bbox_aux_5: 0.2500 (0.2485) loss_bbox_dn_0: 0.3480 (0.3490) loss_bbox_dn_1: 0.2798 (0.2783) loss_bbox_dn_2: 0.2667 (0.2597) loss_bbox_dn_3: 0.2505 (0.2513) loss_bbox_dn_4: 0.2463 (0.2483) loss_bbox_dn_5: 0.2463 (0.2481) loss_giou: 0.5246 (0.5448) loss_giou_aux_0: 0.5483 (0.5739) loss_giou_aux_1: 0.5203 (0.5543) loss_giou_aux_2: 0.5239 (0.5489) loss_giou_aux_3: 0.5258 (0.5460) loss_giou_aux_4: 0.5256 (0.5451) loss_giou_aux_5: 0.6217 (0.6525) loss_giou_dn_0: 0.6853 (0.6919) loss_giou_dn_1: 0.5841 (0.5878) loss_giou_dn_2: 0.5573 (0.5629) loss_giou_dn_3: 0.5496 (0.5545) loss_giou_dn_4: 0.5487 (0.5519) loss_giou_dn_5: 0.5486 (0.5520) loss_vfl: 0.7531 (0.7547) loss_vfl_aux_0: 0.9160 (0.8962) loss_vfl_aux_1: 0.8496 (0.8447) loss_vfl_aux_2: 0.8100 (0.7911) loss_vfl_aux_3: 0.7721 (0.7665) loss_vfl_aux_4: 0.7622 (0.7573) loss_vfl_aux_5: 0.8976 (0.8709) loss_vfl_dn_0: 0.4868 (0.4836) loss_vfl_dn_1: 0.4349 (0.4339) loss_vfl_dn_2: 0.4173 (0.4157) loss_vfl_dn_3: 0.4059 (0.4083) loss_vfl_dn_4: 0.4047 (0.4054) loss_vfl_dn_5: 0.4047 (0.4049) time: 0.4719 data: 0.0143 max mem: 5653 Epoch: [8] [6400/7393] eta: 0:07:50 lr: 0.000010 loss: 18.4965 (18.7317) loss_bbox: 0.1781 (0.1880) loss_bbox_aux_0: 0.1889 (0.2026) loss_bbox_aux_1: 0.1782 (0.1922) loss_bbox_aux_2: 0.1793 (0.1895) loss_bbox_aux_3: 0.1808 (0.1881) loss_bbox_aux_4: 0.1773 (0.1879) loss_bbox_aux_5: 0.2283 (0.2485) loss_bbox_dn_0: 0.3312 (0.3490) loss_bbox_dn_1: 0.2656 (0.2783) loss_bbox_dn_2: 0.2428 (0.2598) loss_bbox_dn_3: 0.2409 (0.2513) loss_bbox_dn_4: 0.2341 (0.2484) loss_bbox_dn_5: 0.2343 (0.2482) loss_giou: 0.5168 (0.5448) loss_giou_aux_0: 0.5244 (0.5739) loss_giou_aux_1: 0.5477 (0.5543) loss_giou_aux_2: 0.5346 (0.5490) loss_giou_aux_3: 0.5242 (0.5460) loss_giou_aux_4: 0.5162 (0.5451) loss_giou_aux_5: 0.6199 (0.6524) loss_giou_dn_0: 0.7000 (0.6919) loss_giou_dn_1: 0.5888 (0.5878) loss_giou_dn_2: 0.5574 (0.5629) loss_giou_dn_3: 0.5461 (0.5545) loss_giou_dn_4: 0.5441 (0.5519) loss_giou_dn_5: 0.5438 (0.5520) loss_vfl: 0.7566 (0.7548) loss_vfl_aux_0: 0.8990 (0.8963) loss_vfl_aux_1: 0.8271 (0.8447) loss_vfl_aux_2: 0.7796 (0.7911) loss_vfl_aux_3: 0.7586 (0.7665) loss_vfl_aux_4: 0.7637 (0.7574) loss_vfl_aux_5: 0.8754 (0.8710) loss_vfl_dn_0: 0.4815 (0.4836) loss_vfl_dn_1: 0.4324 (0.4339) loss_vfl_dn_2: 0.4105 (0.4157) loss_vfl_dn_3: 0.4038 (0.4083) loss_vfl_dn_4: 0.4029 (0.4054) loss_vfl_dn_5: 0.4031 (0.4050) time: 0.4672 data: 0.0144 max mem: 5653 Epoch: [8] [6500/7393] eta: 0:07:02 lr: 0.000010 loss: 19.3807 (18.7358) loss_bbox: 0.1921 (0.1880) loss_bbox_aux_0: 0.2213 (0.2027) loss_bbox_aux_1: 0.2052 (0.1923) loss_bbox_aux_2: 0.2095 (0.1896) loss_bbox_aux_3: 0.1976 (0.1882) loss_bbox_aux_4: 0.1966 (0.1880) loss_bbox_aux_5: 0.2540 (0.2486) loss_bbox_dn_0: 0.3364 (0.3491) loss_bbox_dn_1: 0.2631 (0.2784) loss_bbox_dn_2: 0.2536 (0.2599) loss_bbox_dn_3: 0.2515 (0.2514) loss_bbox_dn_4: 0.2511 (0.2485) loss_bbox_dn_5: 0.2508 (0.2483) loss_giou: 0.5705 (0.5450) loss_giou_aux_0: 0.6310 (0.5740) loss_giou_aux_1: 0.6084 (0.5545) loss_giou_aux_2: 0.5894 (0.5491) loss_giou_aux_3: 0.5774 (0.5462) loss_giou_aux_4: 0.5780 (0.5453) loss_giou_aux_5: 0.7043 (0.6526) loss_giou_dn_0: 0.7267 (0.6919) loss_giou_dn_1: 0.6423 (0.5880) loss_giou_dn_2: 0.6223 (0.5630) loss_giou_dn_3: 0.6101 (0.5546) loss_giou_dn_4: 0.6063 (0.5520) loss_giou_dn_5: 0.6067 (0.5521) loss_vfl: 0.7473 (0.7549) loss_vfl_aux_0: 0.8935 (0.8965) loss_vfl_aux_1: 0.8459 (0.8448) loss_vfl_aux_2: 0.7712 (0.7912) loss_vfl_aux_3: 0.7546 (0.7666) loss_vfl_aux_4: 0.7456 (0.7575) loss_vfl_aux_5: 0.8424 (0.8711) loss_vfl_dn_0: 0.4761 (0.4836) loss_vfl_dn_1: 0.4342 (0.4339) loss_vfl_dn_2: 0.4164 (0.4157) loss_vfl_dn_3: 0.4087 (0.4083) loss_vfl_dn_4: 0.4069 (0.4054) loss_vfl_dn_5: 0.4053 (0.4050) time: 0.4654 data: 0.0142 max mem: 5653 Epoch: [8] [6600/7393] eta: 0:06:15 lr: 0.000010 loss: 18.3608 (18.7341) loss_bbox: 0.1856 (0.1881) loss_bbox_aux_0: 0.1971 (0.2027) loss_bbox_aux_1: 0.1887 (0.1922) loss_bbox_aux_2: 0.1862 (0.1896) loss_bbox_aux_3: 0.1899 (0.1882) loss_bbox_aux_4: 0.1856 (0.1880) loss_bbox_aux_5: 0.2328 (0.2486) loss_bbox_dn_0: 0.2875 (0.3491) loss_bbox_dn_1: 0.2291 (0.2784) loss_bbox_dn_2: 0.2223 (0.2599) loss_bbox_dn_3: 0.2142 (0.2514) loss_bbox_dn_4: 0.2126 (0.2485) loss_bbox_dn_5: 0.2117 (0.2483) loss_giou: 0.5436 (0.5448) loss_giou_aux_0: 0.5682 (0.5738) loss_giou_aux_1: 0.5607 (0.5543) loss_giou_aux_2: 0.5468 (0.5489) loss_giou_aux_3: 0.5543 (0.5459) loss_giou_aux_4: 0.5522 (0.5451) loss_giou_aux_5: 0.6381 (0.6523) loss_giou_dn_0: 0.6869 (0.6918) loss_giou_dn_1: 0.5913 (0.5878) loss_giou_dn_2: 0.5663 (0.5629) loss_giou_dn_3: 0.5565 (0.5545) loss_giou_dn_4: 0.5549 (0.5519) loss_giou_dn_5: 0.5555 (0.5520) loss_vfl: 0.7338 (0.7549) loss_vfl_aux_0: 0.8609 (0.8965) loss_vfl_aux_1: 0.8234 (0.8449) loss_vfl_aux_2: 0.7842 (0.7913) loss_vfl_aux_3: 0.7515 (0.7668) loss_vfl_aux_4: 0.7422 (0.7576) loss_vfl_aux_5: 0.8494 (0.8712) loss_vfl_dn_0: 0.4765 (0.4836) loss_vfl_dn_1: 0.4336 (0.4339) loss_vfl_dn_2: 0.4163 (0.4157) loss_vfl_dn_3: 0.4083 (0.4083) loss_vfl_dn_4: 0.4083 (0.4054) loss_vfl_dn_5: 0.4077 (0.4050) time: 0.4671 data: 0.0141 max mem: 5653 Epoch: [8] [6700/7393] eta: 0:05:28 lr: 0.000010 loss: 18.8523 (18.7345) loss_bbox: 0.1758 (0.1880) loss_bbox_aux_0: 0.1832 (0.2027) loss_bbox_aux_1: 0.1834 (0.1923) loss_bbox_aux_2: 0.1787 (0.1896) loss_bbox_aux_3: 0.1790 (0.1882) loss_bbox_aux_4: 0.1769 (0.1880) loss_bbox_aux_5: 0.2293 (0.2487) loss_bbox_dn_0: 0.3019 (0.3490) loss_bbox_dn_1: 0.2340 (0.2783) loss_bbox_dn_2: 0.2217 (0.2598) loss_bbox_dn_3: 0.2176 (0.2514) loss_bbox_dn_4: 0.2149 (0.2484) loss_bbox_dn_5: 0.2142 (0.2482) loss_giou: 0.5853 (0.5449) loss_giou_aux_0: 0.6025 (0.5740) loss_giou_aux_1: 0.5732 (0.5544) loss_giou_aux_2: 0.5860 (0.5490) loss_giou_aux_3: 0.5828 (0.5461) loss_giou_aux_4: 0.5774 (0.5452) loss_giou_aux_5: 0.6994 (0.6524) loss_giou_dn_0: 0.7149 (0.6919) loss_giou_dn_1: 0.6091 (0.5878) loss_giou_dn_2: 0.5733 (0.5629) loss_giou_dn_3: 0.5659 (0.5545) loss_giou_dn_4: 0.5620 (0.5519) loss_giou_dn_5: 0.5614 (0.5520) loss_vfl: 0.7432 (0.7550) loss_vfl_aux_0: 0.8611 (0.8964) loss_vfl_aux_1: 0.8032 (0.8449) loss_vfl_aux_2: 0.7841 (0.7913) loss_vfl_aux_3: 0.7652 (0.7669) loss_vfl_aux_4: 0.7538 (0.7577) loss_vfl_aux_5: 0.8160 (0.8710) loss_vfl_dn_0: 0.4779 (0.4836) loss_vfl_dn_1: 0.4313 (0.4338) loss_vfl_dn_2: 0.4120 (0.4157) loss_vfl_dn_3: 0.4046 (0.4082) loss_vfl_dn_4: 0.4007 (0.4054) loss_vfl_dn_5: 0.3994 (0.4049) time: 0.4678 data: 0.0138 max mem: 5653 Epoch: [8] [6800/7393] eta: 0:04:40 lr: 0.000010 loss: 18.1138 (18.7382) loss_bbox: 0.1837 (0.1881) loss_bbox_aux_0: 0.1978 (0.2027) loss_bbox_aux_1: 0.1879 (0.1923) loss_bbox_aux_2: 0.1850 (0.1897) loss_bbox_aux_3: 0.1886 (0.1882) loss_bbox_aux_4: 0.1807 (0.1880) loss_bbox_aux_5: 0.2387 (0.2486) loss_bbox_dn_0: 0.3070 (0.3488) loss_bbox_dn_1: 0.2436 (0.2781) loss_bbox_dn_2: 0.2307 (0.2596) loss_bbox_dn_3: 0.2246 (0.2512) loss_bbox_dn_4: 0.2219 (0.2483) loss_bbox_dn_5: 0.2214 (0.2481) loss_giou: 0.5203 (0.5455) loss_giou_aux_0: 0.5524 (0.5746) loss_giou_aux_1: 0.5199 (0.5550) loss_giou_aux_2: 0.5305 (0.5496) loss_giou_aux_3: 0.5195 (0.5466) loss_giou_aux_4: 0.5201 (0.5458) loss_giou_aux_5: 0.6254 (0.6529) loss_giou_dn_0: 0.6732 (0.6922) loss_giou_dn_1: 0.5682 (0.5882) loss_giou_dn_2: 0.5385 (0.5633) loss_giou_dn_3: 0.5314 (0.5549) loss_giou_dn_4: 0.5302 (0.5523) loss_giou_dn_5: 0.5301 (0.5524) loss_vfl: 0.7807 (0.7549) loss_vfl_aux_0: 0.8743 (0.8960) loss_vfl_aux_1: 0.8263 (0.8447) loss_vfl_aux_2: 0.7899 (0.7912) loss_vfl_aux_3: 0.7766 (0.7667) loss_vfl_aux_4: 0.7642 (0.7576) loss_vfl_aux_5: 0.8679 (0.8707) loss_vfl_dn_0: 0.4859 (0.4835) loss_vfl_dn_1: 0.4338 (0.4338) loss_vfl_dn_2: 0.4131 (0.4157) loss_vfl_dn_3: 0.4069 (0.4082) loss_vfl_dn_4: 0.3995 (0.4054) loss_vfl_dn_5: 0.4010 (0.4049) time: 0.4756 data: 0.0146 max mem: 5653 Epoch: [8] [6900/7393] eta: 0:03:53 lr: 0.000010 loss: 18.8842 (18.7388) loss_bbox: 0.1852 (0.1880) loss_bbox_aux_0: 0.1935 (0.2027) loss_bbox_aux_1: 0.1832 (0.1922) loss_bbox_aux_2: 0.1747 (0.1896) loss_bbox_aux_3: 0.1742 (0.1881) loss_bbox_aux_4: 0.1876 (0.1880) loss_bbox_aux_5: 0.2312 (0.2486) loss_bbox_dn_0: 0.3577 (0.3488) loss_bbox_dn_1: 0.2807 (0.2781) loss_bbox_dn_2: 0.2609 (0.2596) loss_bbox_dn_3: 0.2508 (0.2511) loss_bbox_dn_4: 0.2471 (0.2482) loss_bbox_dn_5: 0.2463 (0.2480) loss_giou: 0.5346 (0.5454) loss_giou_aux_0: 0.5565 (0.5745) loss_giou_aux_1: 0.5317 (0.5549) loss_giou_aux_2: 0.5214 (0.5495) loss_giou_aux_3: 0.5547 (0.5466) loss_giou_aux_4: 0.5365 (0.5457) loss_giou_aux_5: 0.6529 (0.6529) loss_giou_dn_0: 0.7058 (0.6923) loss_giou_dn_1: 0.5935 (0.5882) loss_giou_dn_2: 0.5666 (0.5633) loss_giou_dn_3: 0.5524 (0.5549) loss_giou_dn_4: 0.5504 (0.5523) loss_giou_dn_5: 0.5501 (0.5524) loss_vfl: 0.7679 (0.7551) loss_vfl_aux_0: 0.9312 (0.8963) loss_vfl_aux_1: 0.8647 (0.8449) loss_vfl_aux_2: 0.7972 (0.7914) loss_vfl_aux_3: 0.7738 (0.7669) loss_vfl_aux_4: 0.7710 (0.7578) loss_vfl_aux_5: 0.8479 (0.8708) loss_vfl_dn_0: 0.4786 (0.4835) loss_vfl_dn_1: 0.4207 (0.4338) loss_vfl_dn_2: 0.4012 (0.4157) loss_vfl_dn_3: 0.3909 (0.4082) loss_vfl_dn_4: 0.3903 (0.4054) loss_vfl_dn_5: 0.3902 (0.4049) time: 0.4615 data: 0.0144 max mem: 5653 Epoch: [8] [7000/7393] eta: 0:03:06 lr: 0.000010 loss: 18.4250 (18.7391) loss_bbox: 0.1799 (0.1881) loss_bbox_aux_0: 0.1887 (0.2027) loss_bbox_aux_1: 0.1909 (0.1922) loss_bbox_aux_2: 0.1819 (0.1896) loss_bbox_aux_3: 0.1804 (0.1882) loss_bbox_aux_4: 0.1824 (0.1880) loss_bbox_aux_5: 0.2306 (0.2485) loss_bbox_dn_0: 0.3097 (0.3488) loss_bbox_dn_1: 0.2494 (0.2781) loss_bbox_dn_2: 0.2361 (0.2596) loss_bbox_dn_3: 0.2277 (0.2512) loss_bbox_dn_4: 0.2270 (0.2483) loss_bbox_dn_5: 0.2269 (0.2481) loss_giou: 0.5347 (0.5455) loss_giou_aux_0: 0.5680 (0.5745) loss_giou_aux_1: 0.5526 (0.5549) loss_giou_aux_2: 0.5426 (0.5496) loss_giou_aux_3: 0.5477 (0.5466) loss_giou_aux_4: 0.5347 (0.5458) loss_giou_aux_5: 0.6297 (0.6528) loss_giou_dn_0: 0.6910 (0.6923) loss_giou_dn_1: 0.5828 (0.5883) loss_giou_dn_2: 0.5532 (0.5633) loss_giou_dn_3: 0.5490 (0.5549) loss_giou_dn_4: 0.5467 (0.5523) loss_giou_dn_5: 0.5473 (0.5524) loss_vfl: 0.7356 (0.7551) loss_vfl_aux_0: 0.8829 (0.8963) loss_vfl_aux_1: 0.8439 (0.8449) loss_vfl_aux_2: 0.7869 (0.7914) loss_vfl_aux_3: 0.7491 (0.7669) loss_vfl_aux_4: 0.7349 (0.7578) loss_vfl_aux_5: 0.8544 (0.8707) loss_vfl_dn_0: 0.4800 (0.4835) loss_vfl_dn_1: 0.4286 (0.4338) loss_vfl_dn_2: 0.4134 (0.4157) loss_vfl_dn_3: 0.4035 (0.4082) loss_vfl_dn_4: 0.3992 (0.4054) loss_vfl_dn_5: 0.3975 (0.4049) time: 0.4873 data: 0.0141 max mem: 5653 Epoch: [8] [7100/7393] eta: 0:02:18 lr: 0.000010 loss: 17.9270 (18.7364) loss_bbox: 0.1870 (0.1881) loss_bbox_aux_0: 0.1811 (0.2027) loss_bbox_aux_1: 0.1802 (0.1922) loss_bbox_aux_2: 0.1899 (0.1896) loss_bbox_aux_3: 0.1869 (0.1882) loss_bbox_aux_4: 0.1810 (0.1880) loss_bbox_aux_5: 0.2472 (0.2486) loss_bbox_dn_0: 0.3432 (0.3489) loss_bbox_dn_1: 0.2792 (0.2782) loss_bbox_dn_2: 0.2565 (0.2597) loss_bbox_dn_3: 0.2493 (0.2512) loss_bbox_dn_4: 0.2411 (0.2483) loss_bbox_dn_5: 0.2395 (0.2481) loss_giou: 0.5090 (0.5453) loss_giou_aux_0: 0.5372 (0.5743) loss_giou_aux_1: 0.5084 (0.5546) loss_giou_aux_2: 0.5112 (0.5493) loss_giou_aux_3: 0.5064 (0.5464) loss_giou_aux_4: 0.5105 (0.5456) loss_giou_aux_5: 0.6013 (0.6526) loss_giou_dn_0: 0.6774 (0.6921) loss_giou_dn_1: 0.5675 (0.5881) loss_giou_dn_2: 0.5463 (0.5631) loss_giou_dn_3: 0.5350 (0.5547) loss_giou_dn_4: 0.5335 (0.5521) loss_giou_dn_5: 0.5332 (0.5522) loss_vfl: 0.7346 (0.7551) loss_vfl_aux_0: 0.8945 (0.8963) loss_vfl_aux_1: 0.8225 (0.8449) loss_vfl_aux_2: 0.7722 (0.7914) loss_vfl_aux_3: 0.7319 (0.7668) loss_vfl_aux_4: 0.7247 (0.7578) loss_vfl_aux_5: 0.8549 (0.8708) loss_vfl_dn_0: 0.4793 (0.4835) loss_vfl_dn_1: 0.4258 (0.4338) loss_vfl_dn_2: 0.4067 (0.4156) loss_vfl_dn_3: 0.3978 (0.4082) loss_vfl_dn_4: 0.3972 (0.4053) loss_vfl_dn_5: 0.3964 (0.4049) time: 0.6980 data: 0.0137 max mem: 5653 Epoch: [8] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 18.5995 (18.7367) loss_bbox: 0.2032 (0.1881) loss_bbox_aux_0: 0.2168 (0.2028) loss_bbox_aux_1: 0.1973 (0.1923) loss_bbox_aux_2: 0.1970 (0.1897) loss_bbox_aux_3: 0.2017 (0.1883) loss_bbox_aux_4: 0.2034 (0.1881) loss_bbox_aux_5: 0.2670 (0.2487) loss_bbox_dn_0: 0.3422 (0.3490) loss_bbox_dn_1: 0.2777 (0.2783) loss_bbox_dn_2: 0.2586 (0.2597) loss_bbox_dn_3: 0.2400 (0.2513) loss_bbox_dn_4: 0.2383 (0.2484) loss_bbox_dn_5: 0.2384 (0.2482) loss_giou: 0.5616 (0.5452) loss_giou_aux_0: 0.5736 (0.5743) loss_giou_aux_1: 0.5576 (0.5546) loss_giou_aux_2: 0.5555 (0.5493) loss_giou_aux_3: 0.5553 (0.5464) loss_giou_aux_4: 0.5543 (0.5455) loss_giou_aux_5: 0.6540 (0.6526) loss_giou_dn_0: 0.6990 (0.6920) loss_giou_dn_1: 0.5820 (0.5880) loss_giou_dn_2: 0.5588 (0.5630) loss_giou_dn_3: 0.5500 (0.5546) loss_giou_dn_4: 0.5482 (0.5520) loss_giou_dn_5: 0.5484 (0.5521) loss_vfl: 0.7500 (0.7551) loss_vfl_aux_0: 0.8783 (0.8962) loss_vfl_aux_1: 0.8302 (0.8449) loss_vfl_aux_2: 0.7859 (0.7915) loss_vfl_aux_3: 0.7649 (0.7669) loss_vfl_aux_4: 0.7588 (0.7578) loss_vfl_aux_5: 0.8283 (0.8707) loss_vfl_dn_0: 0.4793 (0.4835) loss_vfl_dn_1: 0.4318 (0.4338) loss_vfl_dn_2: 0.4129 (0.4156) loss_vfl_dn_3: 0.4096 (0.4082) loss_vfl_dn_4: 0.4044 (0.4053) loss_vfl_dn_5: 0.4055 (0.4049) time: 0.4630 data: 0.0145 max mem: 5653 Epoch: [8] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.4842 (18.7374) loss_bbox: 0.1756 (0.1882) loss_bbox_aux_0: 0.2014 (0.2028) loss_bbox_aux_1: 0.1901 (0.1923) loss_bbox_aux_2: 0.1765 (0.1897) loss_bbox_aux_3: 0.1783 (0.1883) loss_bbox_aux_4: 0.1763 (0.1881) loss_bbox_aux_5: 0.2434 (0.2487) loss_bbox_dn_0: 0.3358 (0.3490) loss_bbox_dn_1: 0.2778 (0.2782) loss_bbox_dn_2: 0.2595 (0.2597) loss_bbox_dn_3: 0.2561 (0.2512) loss_bbox_dn_4: 0.2524 (0.2483) loss_bbox_dn_5: 0.2523 (0.2481) loss_giou: 0.5545 (0.5453) loss_giou_aux_0: 0.5825 (0.5744) loss_giou_aux_1: 0.5568 (0.5546) loss_giou_aux_2: 0.5552 (0.5494) loss_giou_aux_3: 0.5581 (0.5465) loss_giou_aux_4: 0.5553 (0.5456) loss_giou_aux_5: 0.6355 (0.6527) loss_giou_dn_0: 0.6689 (0.6920) loss_giou_dn_1: 0.5694 (0.5880) loss_giou_dn_2: 0.5502 (0.5630) loss_giou_dn_3: 0.5421 (0.5546) loss_giou_dn_4: 0.5415 (0.5520) loss_giou_dn_5: 0.5417 (0.5521) loss_vfl: 0.7708 (0.7552) loss_vfl_aux_0: 0.9126 (0.8962) loss_vfl_aux_1: 0.8723 (0.8450) loss_vfl_aux_2: 0.7976 (0.7915) loss_vfl_aux_3: 0.7715 (0.7670) loss_vfl_aux_4: 0.7810 (0.7579) loss_vfl_aux_5: 0.8974 (0.8707) loss_vfl_dn_0: 0.4801 (0.4835) loss_vfl_dn_1: 0.4276 (0.4337) loss_vfl_dn_2: 0.4154 (0.4156) loss_vfl_dn_3: 0.4087 (0.4081) loss_vfl_dn_4: 0.4048 (0.4053) loss_vfl_dn_5: 0.4056 (0.4048) time: 0.4795 data: 0.0136 max mem: 5653 Epoch: [8] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 18.6914 (18.7355) loss_bbox: 0.1882 (0.1881) loss_bbox_aux_0: 0.2071 (0.2028) loss_bbox_aux_1: 0.1969 (0.1923) loss_bbox_aux_2: 0.1975 (0.1897) loss_bbox_aux_3: 0.1882 (0.1883) loss_bbox_aux_4: 0.1903 (0.1881) loss_bbox_aux_5: 0.2560 (0.2487) loss_bbox_dn_0: 0.3857 (0.3489) loss_bbox_dn_1: 0.2955 (0.2781) loss_bbox_dn_2: 0.2769 (0.2595) loss_bbox_dn_3: 0.2759 (0.2511) loss_bbox_dn_4: 0.2716 (0.2482) loss_bbox_dn_5: 0.2721 (0.2480) loss_giou: 0.5064 (0.5454) loss_giou_aux_0: 0.5538 (0.5744) loss_giou_aux_1: 0.5213 (0.5547) loss_giou_aux_2: 0.5177 (0.5494) loss_giou_aux_3: 0.5202 (0.5465) loss_giou_aux_4: 0.5069 (0.5456) loss_giou_aux_5: 0.6317 (0.6527) loss_giou_dn_0: 0.6629 (0.6919) loss_giou_dn_1: 0.5647 (0.5879) loss_giou_dn_2: 0.5317 (0.5629) loss_giou_dn_3: 0.5275 (0.5545) loss_giou_dn_4: 0.5245 (0.5519) loss_giou_dn_5: 0.5246 (0.5520) loss_vfl: 0.7897 (0.7551) loss_vfl_aux_0: 0.9291 (0.8961) loss_vfl_aux_1: 0.8687 (0.8448) loss_vfl_aux_2: 0.8124 (0.7914) loss_vfl_aux_3: 0.7849 (0.7668) loss_vfl_aux_4: 0.7826 (0.7578) loss_vfl_aux_5: 0.8820 (0.8706) loss_vfl_dn_0: 0.4868 (0.4835) loss_vfl_dn_1: 0.4274 (0.4337) loss_vfl_dn_2: 0.4098 (0.4156) loss_vfl_dn_3: 0.4020 (0.4081) loss_vfl_dn_4: 0.3989 (0.4053) loss_vfl_dn_5: 0.3995 (0.4048) time: 0.4677 data: 0.0139 max mem: 5653 Epoch: [8] Total time: 0:58:24 (0.4740 s / it) Averaged stats: lr: 0.000010 loss: 18.6914 (18.7355) loss_bbox: 0.1882 (0.1881) loss_bbox_aux_0: 0.2071 (0.2028) loss_bbox_aux_1: 0.1969 (0.1923) loss_bbox_aux_2: 0.1975 (0.1897) loss_bbox_aux_3: 0.1882 (0.1883) loss_bbox_aux_4: 0.1903 (0.1881) loss_bbox_aux_5: 0.2560 (0.2487) loss_bbox_dn_0: 0.3857 (0.3489) loss_bbox_dn_1: 0.2955 (0.2781) loss_bbox_dn_2: 0.2769 (0.2595) loss_bbox_dn_3: 0.2759 (0.2511) loss_bbox_dn_4: 0.2716 (0.2482) loss_bbox_dn_5: 0.2721 (0.2480) loss_giou: 0.5064 (0.5454) loss_giou_aux_0: 0.5538 (0.5744) loss_giou_aux_1: 0.5213 (0.5547) loss_giou_aux_2: 0.5177 (0.5494) loss_giou_aux_3: 0.5202 (0.5465) loss_giou_aux_4: 0.5069 (0.5456) loss_giou_aux_5: 0.6317 (0.6527) loss_giou_dn_0: 0.6629 (0.6919) loss_giou_dn_1: 0.5647 (0.5879) loss_giou_dn_2: 0.5317 (0.5629) loss_giou_dn_3: 0.5275 (0.5545) loss_giou_dn_4: 0.5245 (0.5519) loss_giou_dn_5: 0.5246 (0.5520) loss_vfl: 0.7897 (0.7551) loss_vfl_aux_0: 0.9291 (0.8961) loss_vfl_aux_1: 0.8687 (0.8448) loss_vfl_aux_2: 0.8124 (0.7914) loss_vfl_aux_3: 0.7849 (0.7668) loss_vfl_aux_4: 0.7826 (0.7578) loss_vfl_aux_5: 0.8820 (0.8706) loss_vfl_dn_0: 0.4868 (0.4835) loss_vfl_dn_1: 0.4274 (0.4337) loss_vfl_dn_2: 0.4098 (0.4156) loss_vfl_dn_3: 0.4020 (0.4081) loss_vfl_dn_4: 0.3989 (0.4053) loss_vfl_dn_5: 0.3995 (0.4048) Test: [ 0/157] eta: 0:03:53 time: 1.4883 data: 1.0903 max mem: 5653 Test: [ 10/157] eta: 0:01:12 time: 0.4932 data: 0.1242 max mem: 5653 Test: [ 20/157] eta: 0:01:00 time: 0.3858 data: 0.0272 max mem: 5653 Test: [ 30/157] eta: 0:00:53 time: 0.3815 data: 0.0271 max mem: 5653 Test: [ 40/157] eta: 0:00:48 time: 0.3870 data: 0.0275 max mem: 5653 Test: [ 50/157] eta: 0:00:43 time: 0.3929 data: 0.0276 max mem: 5653 Test: [ 60/157] eta: 0:00:39 time: 0.3990 data: 0.0275 max mem: 5653 Test: [ 70/157] eta: 0:00:35 time: 0.3911 data: 0.0268 max mem: 5653 Test: [ 80/157] eta: 0:00:31 time: 0.3892 data: 0.0264 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.6776 data: 0.0268 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.6661 data: 0.0271 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3825 data: 0.0270 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3829 data: 0.0268 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3799 data: 0.0267 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3767 data: 0.0265 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3641 data: 0.0264 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3569 data: 0.0262 max mem: 5653 Test: Total time: 0:01:07 (0.4284 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.90s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.475 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.649 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.293 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875 best_stat: {'epoch': 8, 'coco_eval_bbox': 0.47477454526695445} Epoch: [9] [ 0/7393] eta: 8:26:29 lr: 0.000010 loss: 18.1768 (18.1768) loss_bbox: 0.2313 (0.2313) loss_bbox_aux_0: 0.2630 (0.2630) loss_bbox_aux_1: 0.2410 (0.2410) loss_bbox_aux_2: 0.2487 (0.2487) loss_bbox_aux_3: 0.2466 (0.2466) loss_bbox_aux_4: 0.2275 (0.2275) loss_bbox_aux_5: 0.3376 (0.3376) loss_bbox_dn_0: 0.4704 (0.4704) loss_bbox_dn_1: 0.3606 (0.3606) loss_bbox_dn_2: 0.3379 (0.3379) loss_bbox_dn_3: 0.3221 (0.3221) loss_bbox_dn_4: 0.3115 (0.3115) loss_bbox_dn_5: 0.3107 (0.3107) loss_giou: 0.4016 (0.4016) loss_giou_aux_0: 0.4430 (0.4430) loss_giou_aux_1: 0.4135 (0.4135) loss_giou_aux_2: 0.4124 (0.4124) loss_giou_aux_3: 0.4018 (0.4018) loss_giou_aux_4: 0.4052 (0.4052) loss_giou_aux_5: 0.5084 (0.5084) loss_giou_dn_0: 0.5680 (0.5680) loss_giou_dn_1: 0.4517 (0.4517) loss_giou_dn_2: 0.4264 (0.4264) loss_giou_dn_3: 0.4130 (0.4130) loss_giou_dn_4: 0.4062 (0.4062) loss_giou_dn_5: 0.4057 (0.4057) loss_vfl: 0.7917 (0.7917) loss_vfl_aux_0: 1.0870 (1.0870) loss_vfl_aux_1: 0.8881 (0.8881) loss_vfl_aux_2: 0.8195 (0.8195) loss_vfl_aux_3: 0.8054 (0.8054) loss_vfl_aux_4: 0.8077 (0.8077) loss_vfl_aux_5: 0.9154 (0.9154) loss_vfl_dn_0: 0.5114 (0.5114) loss_vfl_dn_1: 0.4298 (0.4298) loss_vfl_dn_2: 0.4057 (0.4057) loss_vfl_dn_3: 0.3883 (0.3883) loss_vfl_dn_4: 0.3822 (0.3822) loss_vfl_dn_5: 0.3784 (0.3784) time: 4.1105 data: 1.2896 max mem: 5653 Epoch: [9] [ 100/7393] eta: 1:02:34 lr: 0.000010 loss: 18.2562 (18.4179) loss_bbox: 0.1901 (0.1929) loss_bbox_aux_0: 0.2014 (0.2060) loss_bbox_aux_1: 0.1943 (0.1962) loss_bbox_aux_2: 0.1921 (0.1937) loss_bbox_aux_3: 0.1939 (0.1927) loss_bbox_aux_4: 0.1913 (0.1937) loss_bbox_aux_5: 0.2314 (0.2498) loss_bbox_dn_0: 0.3242 (0.3574) loss_bbox_dn_1: 0.2584 (0.2824) loss_bbox_dn_2: 0.2410 (0.2610) loss_bbox_dn_3: 0.2341 (0.2523) loss_bbox_dn_4: 0.2287 (0.2492) loss_bbox_dn_5: 0.2284 (0.2490) loss_giou: 0.4917 (0.5339) loss_giou_aux_0: 0.5167 (0.5584) loss_giou_aux_1: 0.5020 (0.5405) loss_giou_aux_2: 0.4943 (0.5364) loss_giou_aux_3: 0.4851 (0.5344) loss_giou_aux_4: 0.4914 (0.5338) loss_giou_aux_5: 0.6048 (0.6331) loss_giou_dn_0: 0.6477 (0.6745) loss_giou_dn_1: 0.5415 (0.5705) loss_giou_dn_2: 0.5245 (0.5438) loss_giou_dn_3: 0.5147 (0.5351) loss_giou_dn_4: 0.5132 (0.5325) loss_giou_dn_5: 0.5132 (0.5326) loss_vfl: 0.7078 (0.7308) loss_vfl_aux_0: 0.8643 (0.8858) loss_vfl_aux_1: 0.8120 (0.8238) loss_vfl_aux_2: 0.7395 (0.7719) loss_vfl_aux_3: 0.7237 (0.7438) loss_vfl_aux_4: 0.6960 (0.7325) loss_vfl_aux_5: 0.8629 (0.8674) loss_vfl_dn_0: 0.4774 (0.4819) loss_vfl_dn_1: 0.4277 (0.4298) loss_vfl_dn_2: 0.4111 (0.4115) loss_vfl_dn_3: 0.3989 (0.4029) loss_vfl_dn_4: 0.3970 (0.4004) loss_vfl_dn_5: 0.3964 (0.3996) time: 0.4745 data: 0.0157 max mem: 5653 Epoch: [9] [ 200/7393] eta: 0:58:56 lr: 0.000010 loss: 18.4742 (18.4694) loss_bbox: 0.1726 (0.1878) loss_bbox_aux_0: 0.2014 (0.2026) loss_bbox_aux_1: 0.1810 (0.1928) loss_bbox_aux_2: 0.1753 (0.1903) loss_bbox_aux_3: 0.1726 (0.1875) loss_bbox_aux_4: 0.1721 (0.1886) loss_bbox_aux_5: 0.2388 (0.2470) loss_bbox_dn_0: 0.3375 (0.3507) loss_bbox_dn_1: 0.2623 (0.2784) loss_bbox_dn_2: 0.2446 (0.2576) loss_bbox_dn_3: 0.2325 (0.2490) loss_bbox_dn_4: 0.2311 (0.2461) loss_bbox_dn_5: 0.2308 (0.2459) loss_giou: 0.4606 (0.5316) loss_giou_aux_0: 0.5102 (0.5587) loss_giou_aux_1: 0.4904 (0.5393) loss_giou_aux_2: 0.4809 (0.5361) loss_giou_aux_3: 0.4619 (0.5323) loss_giou_aux_4: 0.4626 (0.5316) loss_giou_aux_5: 0.6115 (0.6345) loss_giou_dn_0: 0.6454 (0.6742) loss_giou_dn_1: 0.5580 (0.5709) loss_giou_dn_2: 0.5337 (0.5452) loss_giou_dn_3: 0.5199 (0.5364) loss_giou_dn_4: 0.5192 (0.5340) loss_giou_dn_5: 0.5191 (0.5341) loss_vfl: 0.7546 (0.7491) loss_vfl_aux_0: 0.8967 (0.8888) loss_vfl_aux_1: 0.8415 (0.8371) loss_vfl_aux_2: 0.7756 (0.7838) loss_vfl_aux_3: 0.7634 (0.7625) loss_vfl_aux_4: 0.7545 (0.7519) loss_vfl_aux_5: 0.8870 (0.8709) loss_vfl_dn_0: 0.4858 (0.4836) loss_vfl_dn_1: 0.4380 (0.4316) loss_vfl_dn_2: 0.4224 (0.4139) loss_vfl_dn_3: 0.4131 (0.4062) loss_vfl_dn_4: 0.4089 (0.4037) loss_vfl_dn_5: 0.4090 (0.4031) time: 0.4668 data: 0.0152 max mem: 5653 Epoch: [9] [ 300/7393] eta: 0:57:11 lr: 0.000010 loss: 18.4406 (18.5307) loss_bbox: 0.1812 (0.1874) loss_bbox_aux_0: 0.1895 (0.2016) loss_bbox_aux_1: 0.1861 (0.1917) loss_bbox_aux_2: 0.1796 (0.1892) loss_bbox_aux_3: 0.1815 (0.1866) loss_bbox_aux_4: 0.1779 (0.1877) loss_bbox_aux_5: 0.2233 (0.2467) loss_bbox_dn_0: 0.3220 (0.3490) loss_bbox_dn_1: 0.2605 (0.2773) loss_bbox_dn_2: 0.2433 (0.2569) loss_bbox_dn_3: 0.2330 (0.2485) loss_bbox_dn_4: 0.2305 (0.2457) loss_bbox_dn_5: 0.2311 (0.2455) loss_giou: 0.4885 (0.5365) loss_giou_aux_0: 0.5291 (0.5633) loss_giou_aux_1: 0.5181 (0.5441) loss_giou_aux_2: 0.4928 (0.5407) loss_giou_aux_3: 0.4990 (0.5370) loss_giou_aux_4: 0.4882 (0.5367) loss_giou_aux_5: 0.6168 (0.6406) loss_giou_dn_0: 0.6734 (0.6783) loss_giou_dn_1: 0.5675 (0.5750) loss_giou_dn_2: 0.5407 (0.5496) loss_giou_dn_3: 0.5305 (0.5409) loss_giou_dn_4: 0.5283 (0.5385) loss_giou_dn_5: 0.5281 (0.5387) loss_vfl: 0.7674 (0.7503) loss_vfl_aux_0: 0.8885 (0.8916) loss_vfl_aux_1: 0.8568 (0.8376) loss_vfl_aux_2: 0.8080 (0.7862) loss_vfl_aux_3: 0.7785 (0.7640) loss_vfl_aux_4: 0.7805 (0.7529) loss_vfl_aux_5: 0.8493 (0.8708) loss_vfl_dn_0: 0.4842 (0.4842) loss_vfl_dn_1: 0.4332 (0.4318) loss_vfl_dn_2: 0.4117 (0.4139) loss_vfl_dn_3: 0.4080 (0.4066) loss_vfl_dn_4: 0.4044 (0.4038) loss_vfl_dn_5: 0.4034 (0.4032) time: 0.4711 data: 0.0159 max mem: 5653 Epoch: [9] [ 400/7393] eta: 0:55:48 lr: 0.000010 loss: 18.2151 (18.4986) loss_bbox: 0.1984 (0.1870) loss_bbox_aux_0: 0.2021 (0.2009) loss_bbox_aux_1: 0.1921 (0.1916) loss_bbox_aux_2: 0.1961 (0.1887) loss_bbox_aux_3: 0.1964 (0.1866) loss_bbox_aux_4: 0.1984 (0.1875) loss_bbox_aux_5: 0.2523 (0.2466) loss_bbox_dn_0: 0.3729 (0.3464) loss_bbox_dn_1: 0.2950 (0.2753) loss_bbox_dn_2: 0.2633 (0.2554) loss_bbox_dn_3: 0.2611 (0.2472) loss_bbox_dn_4: 0.2593 (0.2443) loss_bbox_dn_5: 0.2593 (0.2442) loss_giou: 0.4841 (0.5376) loss_giou_aux_0: 0.5081 (0.5641) loss_giou_aux_1: 0.5009 (0.5456) loss_giou_aux_2: 0.4962 (0.5416) loss_giou_aux_3: 0.4956 (0.5384) loss_giou_aux_4: 0.4918 (0.5380) loss_giou_aux_5: 0.5848 (0.6422) loss_giou_dn_0: 0.6484 (0.6787) loss_giou_dn_1: 0.5547 (0.5758) loss_giou_dn_2: 0.5282 (0.5507) loss_giou_dn_3: 0.5222 (0.5422) loss_giou_dn_4: 0.5189 (0.5397) loss_giou_dn_5: 0.5191 (0.5399) loss_vfl: 0.7302 (0.7467) loss_vfl_aux_0: 0.8914 (0.8890) loss_vfl_aux_1: 0.8259 (0.8326) loss_vfl_aux_2: 0.7765 (0.7823) loss_vfl_aux_3: 0.7261 (0.7595) loss_vfl_aux_4: 0.7251 (0.7486) loss_vfl_aux_5: 0.8677 (0.8665) loss_vfl_dn_0: 0.4861 (0.4835) loss_vfl_dn_1: 0.4276 (0.4310) loss_vfl_dn_2: 0.4080 (0.4129) loss_vfl_dn_3: 0.4022 (0.4053) loss_vfl_dn_4: 0.3994 (0.4025) loss_vfl_dn_5: 0.3987 (0.4020) time: 0.4580 data: 0.0161 max mem: 5653 Epoch: [9] [ 500/7393] eta: 0:54:47 lr: 0.000010 loss: 17.8464 (18.4397) loss_bbox: 0.1749 (0.1847) loss_bbox_aux_0: 0.1905 (0.1992) loss_bbox_aux_1: 0.1754 (0.1892) loss_bbox_aux_2: 0.1696 (0.1862) loss_bbox_aux_3: 0.1723 (0.1842) loss_bbox_aux_4: 0.1767 (0.1852) loss_bbox_aux_5: 0.2400 (0.2445) loss_bbox_dn_0: 0.3316 (0.3432) loss_bbox_dn_1: 0.2568 (0.2717) loss_bbox_dn_2: 0.2342 (0.2521) loss_bbox_dn_3: 0.2235 (0.2440) loss_bbox_dn_4: 0.2213 (0.2412) loss_bbox_dn_5: 0.2213 (0.2411) loss_giou: 0.4816 (0.5361) loss_giou_aux_0: 0.5112 (0.5634) loss_giou_aux_1: 0.4836 (0.5445) loss_giou_aux_2: 0.4749 (0.5399) loss_giou_aux_3: 0.4775 (0.5369) loss_giou_aux_4: 0.4808 (0.5365) loss_giou_aux_5: 0.6069 (0.6413) loss_giou_dn_0: 0.6638 (0.6791) loss_giou_dn_1: 0.5514 (0.5751) loss_giou_dn_2: 0.5243 (0.5499) loss_giou_dn_3: 0.5130 (0.5414) loss_giou_dn_4: 0.5102 (0.5390) loss_giou_dn_5: 0.5100 (0.5391) loss_vfl: 0.7286 (0.7454) loss_vfl_aux_0: 0.8473 (0.8865) loss_vfl_aux_1: 0.7843 (0.8319) loss_vfl_aux_2: 0.7532 (0.7818) loss_vfl_aux_3: 0.7113 (0.7579) loss_vfl_aux_4: 0.7269 (0.7476) loss_vfl_aux_5: 0.8748 (0.8652) loss_vfl_dn_0: 0.4751 (0.4829) loss_vfl_dn_1: 0.4265 (0.4307) loss_vfl_dn_2: 0.4087 (0.4125) loss_vfl_dn_3: 0.4024 (0.4048) loss_vfl_dn_4: 0.3982 (0.4020) loss_vfl_dn_5: 0.3991 (0.4015) time: 0.4751 data: 0.0139 max mem: 5653 Epoch: [9] [ 600/7393] eta: 0:54:02 lr: 0.000010 loss: 18.8784 (18.4473) loss_bbox: 0.1762 (0.1840) loss_bbox_aux_0: 0.2101 (0.1989) loss_bbox_aux_1: 0.1806 (0.1887) loss_bbox_aux_2: 0.1768 (0.1856) loss_bbox_aux_3: 0.1773 (0.1836) loss_bbox_aux_4: 0.1753 (0.1844) loss_bbox_aux_5: 0.2465 (0.2446) loss_bbox_dn_0: 0.3375 (0.3431) loss_bbox_dn_1: 0.2632 (0.2717) loss_bbox_dn_2: 0.2547 (0.2522) loss_bbox_dn_3: 0.2458 (0.2441) loss_bbox_dn_4: 0.2412 (0.2412) loss_bbox_dn_5: 0.2413 (0.2411) loss_giou: 0.5535 (0.5355) loss_giou_aux_0: 0.5671 (0.5629) loss_giou_aux_1: 0.5491 (0.5443) loss_giou_aux_2: 0.5594 (0.5394) loss_giou_aux_3: 0.5450 (0.5364) loss_giou_aux_4: 0.5470 (0.5358) loss_giou_aux_5: 0.6431 (0.6417) loss_giou_dn_0: 0.6955 (0.6799) loss_giou_dn_1: 0.5987 (0.5761) loss_giou_dn_2: 0.5762 (0.5511) loss_giou_dn_3: 0.5715 (0.5426) loss_giou_dn_4: 0.5673 (0.5401) loss_giou_dn_5: 0.5677 (0.5403) loss_vfl: 0.7706 (0.7468) loss_vfl_aux_0: 0.8882 (0.8866) loss_vfl_aux_1: 0.8370 (0.8329) loss_vfl_aux_2: 0.7856 (0.7826) loss_vfl_aux_3: 0.7794 (0.7590) loss_vfl_aux_4: 0.7658 (0.7489) loss_vfl_aux_5: 0.8364 (0.8648) loss_vfl_dn_0: 0.4775 (0.4830) loss_vfl_dn_1: 0.4339 (0.4309) loss_vfl_dn_2: 0.4186 (0.4129) loss_vfl_dn_3: 0.4131 (0.4053) loss_vfl_dn_4: 0.4113 (0.4024) loss_vfl_dn_5: 0.4120 (0.4019) time: 0.4879 data: 0.0157 max mem: 5653 Epoch: [9] [ 700/7393] eta: 0:54:10 lr: 0.000010 loss: 18.7695 (18.5085) loss_bbox: 0.1774 (0.1843) loss_bbox_aux_0: 0.1911 (0.1986) loss_bbox_aux_1: 0.1839 (0.1889) loss_bbox_aux_2: 0.1748 (0.1858) loss_bbox_aux_3: 0.1757 (0.1839) loss_bbox_aux_4: 0.1713 (0.1848) loss_bbox_aux_5: 0.2293 (0.2445) loss_bbox_dn_0: 0.2996 (0.3427) loss_bbox_dn_1: 0.2504 (0.2720) loss_bbox_dn_2: 0.2298 (0.2527) loss_bbox_dn_3: 0.2250 (0.2447) loss_bbox_dn_4: 0.2216 (0.2420) loss_bbox_dn_5: 0.2215 (0.2418) loss_giou: 0.5542 (0.5383) loss_giou_aux_0: 0.5927 (0.5659) loss_giou_aux_1: 0.5697 (0.5476) loss_giou_aux_2: 0.5550 (0.5422) loss_giou_aux_3: 0.5539 (0.5391) loss_giou_aux_4: 0.5564 (0.5387) loss_giou_aux_5: 0.6629 (0.6444) loss_giou_dn_0: 0.7175 (0.6833) loss_giou_dn_1: 0.6196 (0.5796) loss_giou_dn_2: 0.5999 (0.5547) loss_giou_dn_3: 0.5904 (0.5462) loss_giou_dn_4: 0.5883 (0.5438) loss_giou_dn_5: 0.5883 (0.5439) loss_vfl: 0.7384 (0.7497) loss_vfl_aux_0: 0.8613 (0.8884) loss_vfl_aux_1: 0.7999 (0.8342) loss_vfl_aux_2: 0.7578 (0.7849) loss_vfl_aux_3: 0.7548 (0.7616) loss_vfl_aux_4: 0.7423 (0.7513) loss_vfl_aux_5: 0.8226 (0.8650) loss_vfl_dn_0: 0.4779 (0.4828) loss_vfl_dn_1: 0.4352 (0.4315) loss_vfl_dn_2: 0.4110 (0.4134) loss_vfl_dn_3: 0.4030 (0.4059) loss_vfl_dn_4: 0.3974 (0.4030) loss_vfl_dn_5: 0.3981 (0.4026) time: 0.4650 data: 0.0141 max mem: 5653 Epoch: [9] [ 800/7393] eta: 0:53:06 lr: 0.000010 loss: 18.1615 (18.5160) loss_bbox: 0.1673 (0.1849) loss_bbox_aux_0: 0.1921 (0.1987) loss_bbox_aux_1: 0.1779 (0.1893) loss_bbox_aux_2: 0.1753 (0.1863) loss_bbox_aux_3: 0.1770 (0.1847) loss_bbox_aux_4: 0.1732 (0.1854) loss_bbox_aux_5: 0.2361 (0.2447) loss_bbox_dn_0: 0.3265 (0.3426) loss_bbox_dn_1: 0.2659 (0.2721) loss_bbox_dn_2: 0.2443 (0.2529) loss_bbox_dn_3: 0.2341 (0.2449) loss_bbox_dn_4: 0.2351 (0.2423) loss_bbox_dn_5: 0.2346 (0.2421) loss_giou: 0.5100 (0.5377) loss_giou_aux_0: 0.5424 (0.5650) loss_giou_aux_1: 0.5164 (0.5469) loss_giou_aux_2: 0.5191 (0.5413) loss_giou_aux_3: 0.5154 (0.5385) loss_giou_aux_4: 0.5182 (0.5380) loss_giou_aux_5: 0.6101 (0.6439) loss_giou_dn_0: 0.6662 (0.6832) loss_giou_dn_1: 0.5605 (0.5796) loss_giou_dn_2: 0.5314 (0.5546) loss_giou_dn_3: 0.5244 (0.5461) loss_giou_dn_4: 0.5236 (0.5437) loss_giou_dn_5: 0.5239 (0.5438) loss_vfl: 0.7378 (0.7506) loss_vfl_aux_0: 0.8660 (0.8897) loss_vfl_aux_1: 0.8259 (0.8351) loss_vfl_aux_2: 0.7814 (0.7862) loss_vfl_aux_3: 0.7592 (0.7624) loss_vfl_aux_4: 0.7425 (0.7522) loss_vfl_aux_5: 0.8716 (0.8655) loss_vfl_dn_0: 0.4846 (0.4831) loss_vfl_dn_1: 0.4383 (0.4318) loss_vfl_dn_2: 0.4188 (0.4138) loss_vfl_dn_3: 0.4110 (0.4062) loss_vfl_dn_4: 0.4055 (0.4033) loss_vfl_dn_5: 0.4045 (0.4028) time: 0.4681 data: 0.0141 max mem: 5653 Epoch: [9] [ 900/7393] eta: 0:52:13 lr: 0.000010 loss: 17.8738 (18.5327) loss_bbox: 0.1956 (0.1860) loss_bbox_aux_0: 0.2100 (0.1994) loss_bbox_aux_1: 0.2050 (0.1903) loss_bbox_aux_2: 0.2009 (0.1874) loss_bbox_aux_3: 0.2017 (0.1859) loss_bbox_aux_4: 0.2006 (0.1865) loss_bbox_aux_5: 0.2568 (0.2455) loss_bbox_dn_0: 0.3744 (0.3445) loss_bbox_dn_1: 0.2936 (0.2738) loss_bbox_dn_2: 0.2749 (0.2546) loss_bbox_dn_3: 0.2658 (0.2466) loss_bbox_dn_4: 0.2624 (0.2439) loss_bbox_dn_5: 0.2622 (0.2437) loss_giou: 0.4812 (0.5363) loss_giou_aux_0: 0.5001 (0.5635) loss_giou_aux_1: 0.4836 (0.5457) loss_giou_aux_2: 0.4913 (0.5403) loss_giou_aux_3: 0.4871 (0.5373) loss_giou_aux_4: 0.4827 (0.5368) loss_giou_aux_5: 0.5825 (0.6424) loss_giou_dn_0: 0.6454 (0.6828) loss_giou_dn_1: 0.5432 (0.5791) loss_giou_dn_2: 0.5181 (0.5540) loss_giou_dn_3: 0.5098 (0.5456) loss_giou_dn_4: 0.5081 (0.5431) loss_giou_dn_5: 0.5083 (0.5432) loss_vfl: 0.7480 (0.7525) loss_vfl_aux_0: 0.8828 (0.8917) loss_vfl_aux_1: 0.8203 (0.8364) loss_vfl_aux_2: 0.7846 (0.7873) loss_vfl_aux_3: 0.7505 (0.7637) loss_vfl_aux_4: 0.7392 (0.7537) loss_vfl_aux_5: 0.8547 (0.8678) loss_vfl_dn_0: 0.4821 (0.4830) loss_vfl_dn_1: 0.4366 (0.4319) loss_vfl_dn_2: 0.4134 (0.4139) loss_vfl_dn_3: 0.4059 (0.4063) loss_vfl_dn_4: 0.3991 (0.4034) loss_vfl_dn_5: 0.4006 (0.4030) time: 0.4691 data: 0.0144 max mem: 5653 Epoch: [9] [1000/7393] eta: 0:51:18 lr: 0.000010 loss: 18.6748 (18.5267) loss_bbox: 0.1640 (0.1852) loss_bbox_aux_0: 0.1750 (0.1989) loss_bbox_aux_1: 0.1676 (0.1897) loss_bbox_aux_2: 0.1624 (0.1867) loss_bbox_aux_3: 0.1652 (0.1852) loss_bbox_aux_4: 0.1630 (0.1856) loss_bbox_aux_5: 0.2051 (0.2447) loss_bbox_dn_0: 0.2913 (0.3438) loss_bbox_dn_1: 0.2390 (0.2731) loss_bbox_dn_2: 0.2272 (0.2539) loss_bbox_dn_3: 0.2155 (0.2460) loss_bbox_dn_4: 0.2109 (0.2432) loss_bbox_dn_5: 0.2111 (0.2431) loss_giou: 0.5790 (0.5359) loss_giou_aux_0: 0.6550 (0.5636) loss_giou_aux_1: 0.6068 (0.5456) loss_giou_aux_2: 0.6018 (0.5401) loss_giou_aux_3: 0.5855 (0.5371) loss_giou_aux_4: 0.5773 (0.5365) loss_giou_aux_5: 0.7079 (0.6425) loss_giou_dn_0: 0.7380 (0.6827) loss_giou_dn_1: 0.6209 (0.5789) loss_giou_dn_2: 0.6045 (0.5540) loss_giou_dn_3: 0.5966 (0.5455) loss_giou_dn_4: 0.5952 (0.5431) loss_giou_dn_5: 0.5962 (0.5432) loss_vfl: 0.6998 (0.7532) loss_vfl_aux_0: 0.8055 (0.8927) loss_vfl_aux_1: 0.7888 (0.8373) loss_vfl_aux_2: 0.7278 (0.7880) loss_vfl_aux_3: 0.7069 (0.7642) loss_vfl_aux_4: 0.6938 (0.7545) loss_vfl_aux_5: 0.8273 (0.8685) loss_vfl_dn_0: 0.4732 (0.4828) loss_vfl_dn_1: 0.4337 (0.4317) loss_vfl_dn_2: 0.4189 (0.4138) loss_vfl_dn_3: 0.4094 (0.4061) loss_vfl_dn_4: 0.4057 (0.4032) loss_vfl_dn_5: 0.4051 (0.4027) time: 0.4796 data: 0.0139 max mem: 5653 Epoch: [9] [1100/7393] eta: 0:50:23 lr: 0.000010 loss: 18.1839 (18.5271) loss_bbox: 0.1651 (0.1851) loss_bbox_aux_0: 0.1823 (0.1988) loss_bbox_aux_1: 0.1763 (0.1896) loss_bbox_aux_2: 0.1718 (0.1867) loss_bbox_aux_3: 0.1643 (0.1851) loss_bbox_aux_4: 0.1671 (0.1855) loss_bbox_aux_5: 0.2307 (0.2445) loss_bbox_dn_0: 0.3065 (0.3438) loss_bbox_dn_1: 0.2495 (0.2733) loss_bbox_dn_2: 0.2229 (0.2540) loss_bbox_dn_3: 0.2124 (0.2461) loss_bbox_dn_4: 0.2103 (0.2433) loss_bbox_dn_5: 0.2105 (0.2431) loss_giou: 0.5404 (0.5379) loss_giou_aux_0: 0.5530 (0.5655) loss_giou_aux_1: 0.5361 (0.5476) loss_giou_aux_2: 0.5332 (0.5420) loss_giou_aux_3: 0.5350 (0.5390) loss_giou_aux_4: 0.5373 (0.5384) loss_giou_aux_5: 0.6569 (0.6442) loss_giou_dn_0: 0.6960 (0.6836) loss_giou_dn_1: 0.5911 (0.5798) loss_giou_dn_2: 0.5605 (0.5547) loss_giou_dn_3: 0.5514 (0.5463) loss_giou_dn_4: 0.5492 (0.5439) loss_giou_dn_5: 0.5492 (0.5440) loss_vfl: 0.6956 (0.7507) loss_vfl_aux_0: 0.8603 (0.8907) loss_vfl_aux_1: 0.7889 (0.8350) loss_vfl_aux_2: 0.7462 (0.7855) loss_vfl_aux_3: 0.7145 (0.7619) loss_vfl_aux_4: 0.7014 (0.7521) loss_vfl_aux_5: 0.8282 (0.8674) loss_vfl_dn_0: 0.4785 (0.4825) loss_vfl_dn_1: 0.4274 (0.4313) loss_vfl_dn_2: 0.4143 (0.4134) loss_vfl_dn_3: 0.4064 (0.4057) loss_vfl_dn_4: 0.4026 (0.4028) loss_vfl_dn_5: 0.4017 (0.4023) time: 0.4819 data: 0.0143 max mem: 5653 Epoch: [9] [1200/7393] eta: 0:49:31 lr: 0.000010 loss: 18.6211 (18.5217) loss_bbox: 0.1795 (0.1852) loss_bbox_aux_0: 0.1920 (0.1988) loss_bbox_aux_1: 0.1768 (0.1896) loss_bbox_aux_2: 0.1858 (0.1868) loss_bbox_aux_3: 0.1775 (0.1853) loss_bbox_aux_4: 0.1765 (0.1856) loss_bbox_aux_5: 0.2349 (0.2446) loss_bbox_dn_0: 0.3193 (0.3436) loss_bbox_dn_1: 0.2556 (0.2730) loss_bbox_dn_2: 0.2334 (0.2537) loss_bbox_dn_3: 0.2176 (0.2458) loss_bbox_dn_4: 0.2124 (0.2430) loss_bbox_dn_5: 0.2137 (0.2428) loss_giou: 0.5978 (0.5386) loss_giou_aux_0: 0.6061 (0.5660) loss_giou_aux_1: 0.5941 (0.5480) loss_giou_aux_2: 0.6038 (0.5427) loss_giou_aux_3: 0.5933 (0.5397) loss_giou_aux_4: 0.5996 (0.5391) loss_giou_aux_5: 0.6620 (0.6445) loss_giou_dn_0: 0.7029 (0.6838) loss_giou_dn_1: 0.6070 (0.5801) loss_giou_dn_2: 0.5843 (0.5549) loss_giou_dn_3: 0.5773 (0.5466) loss_giou_dn_4: 0.5727 (0.5441) loss_giou_dn_5: 0.5729 (0.5442) loss_vfl: 0.7041 (0.7493) loss_vfl_aux_0: 0.8289 (0.8901) loss_vfl_aux_1: 0.7735 (0.8340) loss_vfl_aux_2: 0.7264 (0.7840) loss_vfl_aux_3: 0.7145 (0.7605) loss_vfl_aux_4: 0.6923 (0.7505) loss_vfl_aux_5: 0.8152 (0.8667) loss_vfl_dn_0: 0.4860 (0.4822) loss_vfl_dn_1: 0.4352 (0.4310) loss_vfl_dn_2: 0.4130 (0.4131) loss_vfl_dn_3: 0.4069 (0.4055) loss_vfl_dn_4: 0.4062 (0.4026) loss_vfl_dn_5: 0.4060 (0.4021) time: 0.4773 data: 0.0143 max mem: 5653 Epoch: [9] [1300/7393] eta: 0:48:35 lr: 0.000010 loss: 18.8361 (18.5282) loss_bbox: 0.1858 (0.1854) loss_bbox_aux_0: 0.1989 (0.1990) loss_bbox_aux_1: 0.1937 (0.1898) loss_bbox_aux_2: 0.1831 (0.1869) loss_bbox_aux_3: 0.1822 (0.1854) loss_bbox_aux_4: 0.1861 (0.1857) loss_bbox_aux_5: 0.2451 (0.2449) loss_bbox_dn_0: 0.3140 (0.3443) loss_bbox_dn_1: 0.2474 (0.2736) loss_bbox_dn_2: 0.2315 (0.2542) loss_bbox_dn_3: 0.2258 (0.2463) loss_bbox_dn_4: 0.2263 (0.2435) loss_bbox_dn_5: 0.2264 (0.2433) loss_giou: 0.5819 (0.5386) loss_giou_aux_0: 0.6126 (0.5659) loss_giou_aux_1: 0.5955 (0.5479) loss_giou_aux_2: 0.5808 (0.5425) loss_giou_aux_3: 0.5872 (0.5397) loss_giou_aux_4: 0.5835 (0.5391) loss_giou_aux_5: 0.6932 (0.6443) loss_giou_dn_0: 0.6808 (0.6837) loss_giou_dn_1: 0.5814 (0.5799) loss_giou_dn_2: 0.5530 (0.5548) loss_giou_dn_3: 0.5469 (0.5464) loss_giou_dn_4: 0.5444 (0.5440) loss_giou_dn_5: 0.5445 (0.5441) loss_vfl: 0.7442 (0.7494) loss_vfl_aux_0: 0.8908 (0.8908) loss_vfl_aux_1: 0.8042 (0.8348) loss_vfl_aux_2: 0.7752 (0.7843) loss_vfl_aux_3: 0.7498 (0.7606) loss_vfl_aux_4: 0.7416 (0.7508) loss_vfl_aux_5: 0.8740 (0.8671) loss_vfl_dn_0: 0.4818 (0.4824) loss_vfl_dn_1: 0.4291 (0.4312) loss_vfl_dn_2: 0.4117 (0.4132) loss_vfl_dn_3: 0.4039 (0.4055) loss_vfl_dn_4: 0.4011 (0.4027) loss_vfl_dn_5: 0.4008 (0.4022) time: 0.4574 data: 0.0140 max mem: 5653 Epoch: [9] [1400/7393] eta: 0:47:42 lr: 0.000010 loss: 18.1470 (18.5129) loss_bbox: 0.1726 (0.1857) loss_bbox_aux_0: 0.2038 (0.1993) loss_bbox_aux_1: 0.1810 (0.1900) loss_bbox_aux_2: 0.1722 (0.1871) loss_bbox_aux_3: 0.1784 (0.1857) loss_bbox_aux_4: 0.1785 (0.1860) loss_bbox_aux_5: 0.2474 (0.2452) loss_bbox_dn_0: 0.3511 (0.3448) loss_bbox_dn_1: 0.2779 (0.2738) loss_bbox_dn_2: 0.2511 (0.2543) loss_bbox_dn_3: 0.2442 (0.2463) loss_bbox_dn_4: 0.2402 (0.2435) loss_bbox_dn_5: 0.2397 (0.2433) loss_giou: 0.4840 (0.5378) loss_giou_aux_0: 0.5254 (0.5653) loss_giou_aux_1: 0.4837 (0.5470) loss_giou_aux_2: 0.4826 (0.5418) loss_giou_aux_3: 0.4772 (0.5388) loss_giou_aux_4: 0.4846 (0.5382) loss_giou_aux_5: 0.5873 (0.6436) loss_giou_dn_0: 0.6634 (0.6830) loss_giou_dn_1: 0.5605 (0.5790) loss_giou_dn_2: 0.5396 (0.5539) loss_giou_dn_3: 0.5311 (0.5454) loss_giou_dn_4: 0.5279 (0.5430) loss_giou_dn_5: 0.5276 (0.5431) loss_vfl: 0.7204 (0.7482) loss_vfl_aux_0: 0.8579 (0.8900) loss_vfl_aux_1: 0.8221 (0.8348) loss_vfl_aux_2: 0.7741 (0.7835) loss_vfl_aux_3: 0.7276 (0.7595) loss_vfl_aux_4: 0.7189 (0.7496) loss_vfl_aux_5: 0.8575 (0.8670) loss_vfl_dn_0: 0.4756 (0.4824) loss_vfl_dn_1: 0.4254 (0.4310) loss_vfl_dn_2: 0.4088 (0.4129) loss_vfl_dn_3: 0.4017 (0.4053) loss_vfl_dn_4: 0.3961 (0.4023) loss_vfl_dn_5: 0.3955 (0.4019) time: 0.4646 data: 0.0144 max mem: 5653 Epoch: [9] [1500/7393] eta: 0:46:51 lr: 0.000010 loss: 18.2834 (18.5213) loss_bbox: 0.1857 (0.1857) loss_bbox_aux_0: 0.2042 (0.1994) loss_bbox_aux_1: 0.1984 (0.1900) loss_bbox_aux_2: 0.1894 (0.1871) loss_bbox_aux_3: 0.1887 (0.1857) loss_bbox_aux_4: 0.1857 (0.1860) loss_bbox_aux_5: 0.2539 (0.2452) loss_bbox_dn_0: 0.3362 (0.3444) loss_bbox_dn_1: 0.2774 (0.2736) loss_bbox_dn_2: 0.2601 (0.2542) loss_bbox_dn_3: 0.2434 (0.2462) loss_bbox_dn_4: 0.2411 (0.2434) loss_bbox_dn_5: 0.2405 (0.2432) loss_giou: 0.5232 (0.5384) loss_giou_aux_0: 0.5494 (0.5659) loss_giou_aux_1: 0.5444 (0.5476) loss_giou_aux_2: 0.5305 (0.5424) loss_giou_aux_3: 0.5241 (0.5395) loss_giou_aux_4: 0.5213 (0.5389) loss_giou_aux_5: 0.6344 (0.6443) loss_giou_dn_0: 0.6761 (0.6834) loss_giou_dn_1: 0.5759 (0.5795) loss_giou_dn_2: 0.5467 (0.5544) loss_giou_dn_3: 0.5359 (0.5460) loss_giou_dn_4: 0.5371 (0.5435) loss_giou_dn_5: 0.5381 (0.5436) loss_vfl: 0.7807 (0.7487) loss_vfl_aux_0: 0.9190 (0.8895) loss_vfl_aux_1: 0.8402 (0.8349) loss_vfl_aux_2: 0.8086 (0.7837) loss_vfl_aux_3: 0.7669 (0.7600) loss_vfl_aux_4: 0.7715 (0.7502) loss_vfl_aux_5: 0.8798 (0.8664) loss_vfl_dn_0: 0.4774 (0.4824) loss_vfl_dn_1: 0.4284 (0.4311) loss_vfl_dn_2: 0.4159 (0.4131) loss_vfl_dn_3: 0.4060 (0.4054) loss_vfl_dn_4: 0.4047 (0.4025) loss_vfl_dn_5: 0.4057 (0.4020) time: 0.4700 data: 0.0143 max mem: 5653 Epoch: [9] [1600/7393] eta: 0:45:59 lr: 0.000010 loss: 18.2665 (18.5322) loss_bbox: 0.1857 (0.1858) loss_bbox_aux_0: 0.1942 (0.1997) loss_bbox_aux_1: 0.1879 (0.1901) loss_bbox_aux_2: 0.1839 (0.1872) loss_bbox_aux_3: 0.1860 (0.1858) loss_bbox_aux_4: 0.1857 (0.1860) loss_bbox_aux_5: 0.2447 (0.2454) loss_bbox_dn_0: 0.3424 (0.3447) loss_bbox_dn_1: 0.2682 (0.2738) loss_bbox_dn_2: 0.2513 (0.2543) loss_bbox_dn_3: 0.2399 (0.2463) loss_bbox_dn_4: 0.2369 (0.2435) loss_bbox_dn_5: 0.2366 (0.2434) loss_giou: 0.5255 (0.5384) loss_giou_aux_0: 0.5586 (0.5661) loss_giou_aux_1: 0.5442 (0.5477) loss_giou_aux_2: 0.5338 (0.5425) loss_giou_aux_3: 0.5340 (0.5395) loss_giou_aux_4: 0.5250 (0.5389) loss_giou_aux_5: 0.6486 (0.6444) loss_giou_dn_0: 0.6617 (0.6834) loss_giou_dn_1: 0.5623 (0.5795) loss_giou_dn_2: 0.5361 (0.5544) loss_giou_dn_3: 0.5272 (0.5460) loss_giou_dn_4: 0.5243 (0.5436) loss_giou_dn_5: 0.5243 (0.5437) loss_vfl: 0.7641 (0.7501) loss_vfl_aux_0: 0.8872 (0.8903) loss_vfl_aux_1: 0.8444 (0.8357) loss_vfl_aux_2: 0.7950 (0.7848) loss_vfl_aux_3: 0.7835 (0.7613) loss_vfl_aux_4: 0.7706 (0.7515) loss_vfl_aux_5: 0.8895 (0.8673) loss_vfl_dn_0: 0.4783 (0.4826) loss_vfl_dn_1: 0.4260 (0.4312) loss_vfl_dn_2: 0.4088 (0.4132) loss_vfl_dn_3: 0.4031 (0.4055) loss_vfl_dn_4: 0.3997 (0.4026) loss_vfl_dn_5: 0.3981 (0.4021) time: 0.4711 data: 0.0141 max mem: 5653 Epoch: [9] [1700/7393] eta: 0:45:32 lr: 0.000010 loss: 18.3311 (18.5266) loss_bbox: 0.1592 (0.1854) loss_bbox_aux_0: 0.1820 (0.1994) loss_bbox_aux_1: 0.1649 (0.1897) loss_bbox_aux_2: 0.1587 (0.1869) loss_bbox_aux_3: 0.1538 (0.1855) loss_bbox_aux_4: 0.1592 (0.1857) loss_bbox_aux_5: 0.2296 (0.2447) loss_bbox_dn_0: 0.3131 (0.3440) loss_bbox_dn_1: 0.2495 (0.2733) loss_bbox_dn_2: 0.2344 (0.2539) loss_bbox_dn_3: 0.2282 (0.2460) loss_bbox_dn_4: 0.2248 (0.2432) loss_bbox_dn_5: 0.2251 (0.2430) loss_giou: 0.4820 (0.5387) loss_giou_aux_0: 0.5241 (0.5664) loss_giou_aux_1: 0.4944 (0.5479) loss_giou_aux_2: 0.4941 (0.5427) loss_giou_aux_3: 0.4864 (0.5398) loss_giou_aux_4: 0.4862 (0.5391) loss_giou_aux_5: 0.6149 (0.6443) loss_giou_dn_0: 0.6628 (0.6840) loss_giou_dn_1: 0.5508 (0.5799) loss_giou_dn_2: 0.5212 (0.5548) loss_giou_dn_3: 0.5131 (0.5464) loss_giou_dn_4: 0.5099 (0.5439) loss_giou_dn_5: 0.5099 (0.5440) loss_vfl: 0.7308 (0.7497) loss_vfl_aux_0: 0.8734 (0.8894) loss_vfl_aux_1: 0.8349 (0.8353) loss_vfl_aux_2: 0.7767 (0.7843) loss_vfl_aux_3: 0.7485 (0.7608) loss_vfl_aux_4: 0.7378 (0.7511) loss_vfl_aux_5: 0.8471 (0.8673) loss_vfl_dn_0: 0.4719 (0.4824) loss_vfl_dn_1: 0.4282 (0.4311) loss_vfl_dn_2: 0.4077 (0.4131) loss_vfl_dn_3: 0.4038 (0.4054) loss_vfl_dn_4: 0.3973 (0.4025) loss_vfl_dn_5: 0.3959 (0.4020) time: 0.4790 data: 0.0144 max mem: 5653 Epoch: [9] [1800/7393] eta: 0:44:40 lr: 0.000010 loss: 18.3338 (18.5329) loss_bbox: 0.1687 (0.1853) loss_bbox_aux_0: 0.1839 (0.1995) loss_bbox_aux_1: 0.1793 (0.1896) loss_bbox_aux_2: 0.1770 (0.1867) loss_bbox_aux_3: 0.1738 (0.1853) loss_bbox_aux_4: 0.1693 (0.1855) loss_bbox_aux_5: 0.2432 (0.2447) loss_bbox_dn_0: 0.3350 (0.3443) loss_bbox_dn_1: 0.2659 (0.2735) loss_bbox_dn_2: 0.2525 (0.2541) loss_bbox_dn_3: 0.2458 (0.2461) loss_bbox_dn_4: 0.2431 (0.2434) loss_bbox_dn_5: 0.2428 (0.2432) loss_giou: 0.5458 (0.5390) loss_giou_aux_0: 0.5607 (0.5669) loss_giou_aux_1: 0.5513 (0.5480) loss_giou_aux_2: 0.5478 (0.5429) loss_giou_aux_3: 0.5428 (0.5401) loss_giou_aux_4: 0.5406 (0.5394) loss_giou_aux_5: 0.6372 (0.6448) loss_giou_dn_0: 0.6940 (0.6842) loss_giou_dn_1: 0.5893 (0.5801) loss_giou_dn_2: 0.5633 (0.5550) loss_giou_dn_3: 0.5576 (0.5466) loss_giou_dn_4: 0.5569 (0.5441) loss_giou_dn_5: 0.5570 (0.5442) loss_vfl: 0.7500 (0.7501) loss_vfl_aux_0: 0.8914 (0.8891) loss_vfl_aux_1: 0.8699 (0.8359) loss_vfl_aux_2: 0.7836 (0.7849) loss_vfl_aux_3: 0.7620 (0.7615) loss_vfl_aux_4: 0.7550 (0.7516) loss_vfl_aux_5: 0.8511 (0.8671) loss_vfl_dn_0: 0.4833 (0.4824) loss_vfl_dn_1: 0.4275 (0.4310) loss_vfl_dn_2: 0.4113 (0.4130) loss_vfl_dn_3: 0.4034 (0.4054) loss_vfl_dn_4: 0.4023 (0.4025) loss_vfl_dn_5: 0.4004 (0.4021) time: 0.4722 data: 0.0143 max mem: 5653 Epoch: [9] [1900/7393] eta: 0:43:51 lr: 0.000010 loss: 18.7455 (18.5294) loss_bbox: 0.1735 (0.1851) loss_bbox_aux_0: 0.1858 (0.1997) loss_bbox_aux_1: 0.1682 (0.1895) loss_bbox_aux_2: 0.1662 (0.1866) loss_bbox_aux_3: 0.1763 (0.1852) loss_bbox_aux_4: 0.1698 (0.1854) loss_bbox_aux_5: 0.2204 (0.2449) loss_bbox_dn_0: 0.3167 (0.3443) loss_bbox_dn_1: 0.2432 (0.2735) loss_bbox_dn_2: 0.2225 (0.2541) loss_bbox_dn_3: 0.2193 (0.2462) loss_bbox_dn_4: 0.2175 (0.2435) loss_bbox_dn_5: 0.2174 (0.2433) loss_giou: 0.5389 (0.5385) loss_giou_aux_0: 0.5644 (0.5666) loss_giou_aux_1: 0.5388 (0.5476) loss_giou_aux_2: 0.5336 (0.5423) loss_giou_aux_3: 0.5340 (0.5396) loss_giou_aux_4: 0.5281 (0.5389) loss_giou_aux_5: 0.6224 (0.6445) loss_giou_dn_0: 0.6864 (0.6841) loss_giou_dn_1: 0.5890 (0.5801) loss_giou_dn_2: 0.5670 (0.5550) loss_giou_dn_3: 0.5634 (0.5466) loss_giou_dn_4: 0.5594 (0.5441) loss_giou_dn_5: 0.5594 (0.5442) loss_vfl: 0.7219 (0.7503) loss_vfl_aux_0: 0.8407 (0.8887) loss_vfl_aux_1: 0.8037 (0.8358) loss_vfl_aux_2: 0.7549 (0.7854) loss_vfl_aux_3: 0.7263 (0.7616) loss_vfl_aux_4: 0.7207 (0.7519) loss_vfl_aux_5: 0.8228 (0.8666) loss_vfl_dn_0: 0.4716 (0.4822) loss_vfl_dn_1: 0.4313 (0.4309) loss_vfl_dn_2: 0.4108 (0.4129) loss_vfl_dn_3: 0.4053 (0.4052) loss_vfl_dn_4: 0.4014 (0.4024) loss_vfl_dn_5: 0.3986 (0.4019) time: 0.4740 data: 0.0141 max mem: 5653 Epoch: [9] [2000/7393] eta: 0:43:18 lr: 0.000010 loss: 18.4080 (18.5298) loss_bbox: 0.1891 (0.1855) loss_bbox_aux_0: 0.2091 (0.2000) loss_bbox_aux_1: 0.2074 (0.1898) loss_bbox_aux_2: 0.1973 (0.1869) loss_bbox_aux_3: 0.1916 (0.1855) loss_bbox_aux_4: 0.1860 (0.1857) loss_bbox_aux_5: 0.2463 (0.2449) loss_bbox_dn_0: 0.3547 (0.3445) loss_bbox_dn_1: 0.2814 (0.2737) loss_bbox_dn_2: 0.2646 (0.2543) loss_bbox_dn_3: 0.2573 (0.2464) loss_bbox_dn_4: 0.2556 (0.2437) loss_bbox_dn_5: 0.2556 (0.2435) loss_giou: 0.4834 (0.5388) loss_giou_aux_0: 0.5344 (0.5669) loss_giou_aux_1: 0.5004 (0.5478) loss_giou_aux_2: 0.4938 (0.5427) loss_giou_aux_3: 0.4840 (0.5399) loss_giou_aux_4: 0.4831 (0.5391) loss_giou_aux_5: 0.6321 (0.6447) loss_giou_dn_0: 0.6630 (0.6841) loss_giou_dn_1: 0.5467 (0.5800) loss_giou_dn_2: 0.5195 (0.5549) loss_giou_dn_3: 0.5086 (0.5465) loss_giou_dn_4: 0.5052 (0.5440) loss_giou_dn_5: 0.5050 (0.5441) loss_vfl: 0.7261 (0.7497) loss_vfl_aux_0: 0.8794 (0.8882) loss_vfl_aux_1: 0.8102 (0.8356) loss_vfl_aux_2: 0.7706 (0.7848) loss_vfl_aux_3: 0.7381 (0.7610) loss_vfl_aux_4: 0.7362 (0.7515) loss_vfl_aux_5: 0.8418 (0.8660) loss_vfl_dn_0: 0.4827 (0.4821) loss_vfl_dn_1: 0.4273 (0.4308) loss_vfl_dn_2: 0.4101 (0.4128) loss_vfl_dn_3: 0.4026 (0.4051) loss_vfl_dn_4: 0.4002 (0.4023) loss_vfl_dn_5: 0.3986 (0.4018) time: 0.7938 data: 0.0140 max mem: 5653 Epoch: [9] [2100/7393] eta: 0:42:26 lr: 0.000010 loss: 18.6458 (18.5376) loss_bbox: 0.1710 (0.1855) loss_bbox_aux_0: 0.1880 (0.2001) loss_bbox_aux_1: 0.1717 (0.1896) loss_bbox_aux_2: 0.1711 (0.1870) loss_bbox_aux_3: 0.1644 (0.1856) loss_bbox_aux_4: 0.1631 (0.1858) loss_bbox_aux_5: 0.2378 (0.2450) loss_bbox_dn_0: 0.3221 (0.3448) loss_bbox_dn_1: 0.2570 (0.2739) loss_bbox_dn_2: 0.2367 (0.2545) loss_bbox_dn_3: 0.2253 (0.2465) loss_bbox_dn_4: 0.2207 (0.2438) loss_bbox_dn_5: 0.2208 (0.2436) loss_giou: 0.5448 (0.5390) loss_giou_aux_0: 0.5730 (0.5671) loss_giou_aux_1: 0.5510 (0.5479) loss_giou_aux_2: 0.5632 (0.5429) loss_giou_aux_3: 0.5521 (0.5401) loss_giou_aux_4: 0.5451 (0.5393) loss_giou_aux_5: 0.6569 (0.6448) loss_giou_dn_0: 0.6994 (0.6844) loss_giou_dn_1: 0.6015 (0.5802) loss_giou_dn_2: 0.5762 (0.5551) loss_giou_dn_3: 0.5672 (0.5467) loss_giou_dn_4: 0.5649 (0.5442) loss_giou_dn_5: 0.5652 (0.5443) loss_vfl: 0.7398 (0.7501) loss_vfl_aux_0: 0.8718 (0.8887) loss_vfl_aux_1: 0.8308 (0.8363) loss_vfl_aux_2: 0.7870 (0.7852) loss_vfl_aux_3: 0.7563 (0.7616) loss_vfl_aux_4: 0.7457 (0.7519) loss_vfl_aux_5: 0.8665 (0.8668) loss_vfl_dn_0: 0.4887 (0.4822) loss_vfl_dn_1: 0.4367 (0.4309) loss_vfl_dn_2: 0.4164 (0.4128) loss_vfl_dn_3: 0.4139 (0.4052) loss_vfl_dn_4: 0.4097 (0.4023) loss_vfl_dn_5: 0.4078 (0.4018) time: 0.4813 data: 0.0143 max mem: 5653 Epoch: [9] [2200/7393] eta: 0:41:36 lr: 0.000010 loss: 18.6368 (18.5351) loss_bbox: 0.1765 (0.1854) loss_bbox_aux_0: 0.1860 (0.1999) loss_bbox_aux_1: 0.1767 (0.1893) loss_bbox_aux_2: 0.1721 (0.1867) loss_bbox_aux_3: 0.1756 (0.1854) loss_bbox_aux_4: 0.1798 (0.1856) loss_bbox_aux_5: 0.2273 (0.2445) loss_bbox_dn_0: 0.3012 (0.3440) loss_bbox_dn_1: 0.2352 (0.2730) loss_bbox_dn_2: 0.2280 (0.2536) loss_bbox_dn_3: 0.2216 (0.2457) loss_bbox_dn_4: 0.2156 (0.2430) loss_bbox_dn_5: 0.2156 (0.2428) loss_giou: 0.5577 (0.5401) loss_giou_aux_0: 0.5873 (0.5681) loss_giou_aux_1: 0.5579 (0.5487) loss_giou_aux_2: 0.5675 (0.5438) loss_giou_aux_3: 0.5620 (0.5411) loss_giou_aux_4: 0.5604 (0.5404) loss_giou_aux_5: 0.6607 (0.6455) loss_giou_dn_0: 0.6903 (0.6849) loss_giou_dn_1: 0.5866 (0.5808) loss_giou_dn_2: 0.5596 (0.5557) loss_giou_dn_3: 0.5539 (0.5473) loss_giou_dn_4: 0.5512 (0.5449) loss_giou_dn_5: 0.5518 (0.5450) loss_vfl: 0.7201 (0.7493) loss_vfl_aux_0: 0.8499 (0.8879) loss_vfl_aux_1: 0.8108 (0.8357) loss_vfl_aux_2: 0.7440 (0.7845) loss_vfl_aux_3: 0.7274 (0.7608) loss_vfl_aux_4: 0.7206 (0.7512) loss_vfl_aux_5: 0.8310 (0.8660) loss_vfl_dn_0: 0.4785 (0.4820) loss_vfl_dn_1: 0.4302 (0.4308) loss_vfl_dn_2: 0.4095 (0.4127) loss_vfl_dn_3: 0.4009 (0.4051) loss_vfl_dn_4: 0.3987 (0.4023) loss_vfl_dn_5: 0.3983 (0.4018) time: 0.4686 data: 0.0140 max mem: 5653 Epoch: [9] [2300/7393] eta: 0:40:46 lr: 0.000010 loss: 19.0192 (18.5430) loss_bbox: 0.1776 (0.1856) loss_bbox_aux_0: 0.1944 (0.2002) loss_bbox_aux_1: 0.1712 (0.1895) loss_bbox_aux_2: 0.1763 (0.1869) loss_bbox_aux_3: 0.1791 (0.1856) loss_bbox_aux_4: 0.1755 (0.1858) loss_bbox_aux_5: 0.2354 (0.2447) loss_bbox_dn_0: 0.3234 (0.3441) loss_bbox_dn_1: 0.2562 (0.2732) loss_bbox_dn_2: 0.2362 (0.2538) loss_bbox_dn_3: 0.2275 (0.2460) loss_bbox_dn_4: 0.2247 (0.2432) loss_bbox_dn_5: 0.2251 (0.2431) loss_giou: 0.5316 (0.5407) loss_giou_aux_0: 0.5904 (0.5688) loss_giou_aux_1: 0.5576 (0.5494) loss_giou_aux_2: 0.5533 (0.5445) loss_giou_aux_3: 0.5350 (0.5417) loss_giou_aux_4: 0.5274 (0.5410) loss_giou_aux_5: 0.6363 (0.6462) loss_giou_dn_0: 0.7131 (0.6853) loss_giou_dn_1: 0.6048 (0.5812) loss_giou_dn_2: 0.5720 (0.5561) loss_giou_dn_3: 0.5655 (0.5477) loss_giou_dn_4: 0.5629 (0.5453) loss_giou_dn_5: 0.5627 (0.5454) loss_vfl: 0.7596 (0.7490) loss_vfl_aux_0: 0.8575 (0.8877) loss_vfl_aux_1: 0.8332 (0.8354) loss_vfl_aux_2: 0.7730 (0.7843) loss_vfl_aux_3: 0.7651 (0.7606) loss_vfl_aux_4: 0.7573 (0.7509) loss_vfl_aux_5: 0.8508 (0.8655) loss_vfl_dn_0: 0.4787 (0.4820) loss_vfl_dn_1: 0.4299 (0.4308) loss_vfl_dn_2: 0.4127 (0.4128) loss_vfl_dn_3: 0.4053 (0.4051) loss_vfl_dn_4: 0.4002 (0.4023) loss_vfl_dn_5: 0.3998 (0.4018) time: 0.4709 data: 0.0138 max mem: 5653 Epoch: [9] [2400/7393] eta: 0:39:57 lr: 0.000010 loss: 18.4708 (18.5449) loss_bbox: 0.1745 (0.1855) loss_bbox_aux_0: 0.1860 (0.2001) loss_bbox_aux_1: 0.1919 (0.1894) loss_bbox_aux_2: 0.1741 (0.1868) loss_bbox_aux_3: 0.1691 (0.1855) loss_bbox_aux_4: 0.1740 (0.1857) loss_bbox_aux_5: 0.2364 (0.2445) loss_bbox_dn_0: 0.3362 (0.3437) loss_bbox_dn_1: 0.2630 (0.2729) loss_bbox_dn_2: 0.2548 (0.2535) loss_bbox_dn_3: 0.2394 (0.2456) loss_bbox_dn_4: 0.2362 (0.2429) loss_bbox_dn_5: 0.2365 (0.2427) loss_giou: 0.5411 (0.5411) loss_giou_aux_0: 0.5615 (0.5693) loss_giou_aux_1: 0.5400 (0.5498) loss_giou_aux_2: 0.5493 (0.5449) loss_giou_aux_3: 0.5431 (0.5421) loss_giou_aux_4: 0.5397 (0.5414) loss_giou_aux_5: 0.6433 (0.6466) loss_giou_dn_0: 0.7278 (0.6855) loss_giou_dn_1: 0.6312 (0.5814) loss_giou_dn_2: 0.5987 (0.5563) loss_giou_dn_3: 0.5886 (0.5480) loss_giou_dn_4: 0.5858 (0.5455) loss_giou_dn_5: 0.5857 (0.5456) loss_vfl: 0.7296 (0.7491) loss_vfl_aux_0: 0.8775 (0.8878) loss_vfl_aux_1: 0.8183 (0.8353) loss_vfl_aux_2: 0.7888 (0.7845) loss_vfl_aux_3: 0.7580 (0.7607) loss_vfl_aux_4: 0.7305 (0.7510) loss_vfl_aux_5: 0.8302 (0.8652) loss_vfl_dn_0: 0.4792 (0.4819) loss_vfl_dn_1: 0.4292 (0.4308) loss_vfl_dn_2: 0.4172 (0.4128) loss_vfl_dn_3: 0.4074 (0.4052) loss_vfl_dn_4: 0.4058 (0.4024) loss_vfl_dn_5: 0.4063 (0.4019) time: 0.4802 data: 0.0144 max mem: 5653 Epoch: [9] [2500/7393] eta: 0:39:06 lr: 0.000010 loss: 18.3464 (18.5471) loss_bbox: 0.1721 (0.1854) loss_bbox_aux_0: 0.1963 (0.2001) loss_bbox_aux_1: 0.1854 (0.1894) loss_bbox_aux_2: 0.1723 (0.1867) loss_bbox_aux_3: 0.1742 (0.1855) loss_bbox_aux_4: 0.1769 (0.1856) loss_bbox_aux_5: 0.2490 (0.2446) loss_bbox_dn_0: 0.3758 (0.3437) loss_bbox_dn_1: 0.2842 (0.2729) loss_bbox_dn_2: 0.2562 (0.2535) loss_bbox_dn_3: 0.2452 (0.2457) loss_bbox_dn_4: 0.2397 (0.2429) loss_bbox_dn_5: 0.2387 (0.2428) loss_giou: 0.4722 (0.5411) loss_giou_aux_0: 0.5000 (0.5692) loss_giou_aux_1: 0.4759 (0.5498) loss_giou_aux_2: 0.4669 (0.5448) loss_giou_aux_3: 0.4703 (0.5422) loss_giou_aux_4: 0.4693 (0.5415) loss_giou_aux_5: 0.5683 (0.6467) loss_giou_dn_0: 0.6572 (0.6853) loss_giou_dn_1: 0.5512 (0.5814) loss_giou_dn_2: 0.5277 (0.5562) loss_giou_dn_3: 0.5153 (0.5479) loss_giou_dn_4: 0.5106 (0.5454) loss_giou_dn_5: 0.5103 (0.5455) loss_vfl: 0.7896 (0.7495) loss_vfl_aux_0: 0.9236 (0.8882) loss_vfl_aux_1: 0.8419 (0.8356) loss_vfl_aux_2: 0.8176 (0.7849) loss_vfl_aux_3: 0.7880 (0.7610) loss_vfl_aux_4: 0.7772 (0.7514) loss_vfl_aux_5: 0.8951 (0.8653) loss_vfl_dn_0: 0.4833 (0.4820) loss_vfl_dn_1: 0.4259 (0.4309) loss_vfl_dn_2: 0.4070 (0.4129) loss_vfl_dn_3: 0.4060 (0.4053) loss_vfl_dn_4: 0.4034 (0.4024) loss_vfl_dn_5: 0.4020 (0.4020) time: 0.4732 data: 0.0140 max mem: 5653 Epoch: [9] [2600/7393] eta: 0:38:16 lr: 0.000010 loss: 18.5321 (18.5475) loss_bbox: 0.1755 (0.1853) loss_bbox_aux_0: 0.1937 (0.2000) loss_bbox_aux_1: 0.1793 (0.1891) loss_bbox_aux_2: 0.1809 (0.1866) loss_bbox_aux_3: 0.1804 (0.1854) loss_bbox_aux_4: 0.1830 (0.1855) loss_bbox_aux_5: 0.2315 (0.2444) loss_bbox_dn_0: 0.3244 (0.3436) loss_bbox_dn_1: 0.2514 (0.2730) loss_bbox_dn_2: 0.2376 (0.2536) loss_bbox_dn_3: 0.2298 (0.2457) loss_bbox_dn_4: 0.2288 (0.2430) loss_bbox_dn_5: 0.2290 (0.2428) loss_giou: 0.5437 (0.5411) loss_giou_aux_0: 0.5583 (0.5692) loss_giou_aux_1: 0.5439 (0.5497) loss_giou_aux_2: 0.5438 (0.5448) loss_giou_aux_3: 0.5476 (0.5421) loss_giou_aux_4: 0.5391 (0.5414) loss_giou_aux_5: 0.6474 (0.6465) loss_giou_dn_0: 0.6947 (0.6856) loss_giou_dn_1: 0.6052 (0.5816) loss_giou_dn_2: 0.5854 (0.5565) loss_giou_dn_3: 0.5808 (0.5481) loss_giou_dn_4: 0.5752 (0.5457) loss_giou_dn_5: 0.5739 (0.5458) loss_vfl: 0.7163 (0.7495) loss_vfl_aux_0: 0.8157 (0.8879) loss_vfl_aux_1: 0.7795 (0.8359) loss_vfl_aux_2: 0.7522 (0.7849) loss_vfl_aux_3: 0.7349 (0.7610) loss_vfl_aux_4: 0.7198 (0.7514) loss_vfl_aux_5: 0.8136 (0.8651) loss_vfl_dn_0: 0.4780 (0.4820) loss_vfl_dn_1: 0.4263 (0.4309) loss_vfl_dn_2: 0.4123 (0.4130) loss_vfl_dn_3: 0.4047 (0.4054) loss_vfl_dn_4: 0.4033 (0.4025) loss_vfl_dn_5: 0.4025 (0.4020) time: 0.4627 data: 0.0136 max mem: 5653 Epoch: [9] [2700/7393] eta: 0:37:37 lr: 0.000010 loss: 18.4004 (18.5425) loss_bbox: 0.1966 (0.1856) loss_bbox_aux_0: 0.1991 (0.2003) loss_bbox_aux_1: 0.1992 (0.1894) loss_bbox_aux_2: 0.1901 (0.1869) loss_bbox_aux_3: 0.1936 (0.1857) loss_bbox_aux_4: 0.1953 (0.1858) loss_bbox_aux_5: 0.2367 (0.2447) loss_bbox_dn_0: 0.3398 (0.3440) loss_bbox_dn_1: 0.2768 (0.2733) loss_bbox_dn_2: 0.2505 (0.2538) loss_bbox_dn_3: 0.2420 (0.2460) loss_bbox_dn_4: 0.2374 (0.2433) loss_bbox_dn_5: 0.2372 (0.2431) loss_giou: 0.4923 (0.5405) loss_giou_aux_0: 0.5351 (0.5686) loss_giou_aux_1: 0.5160 (0.5491) loss_giou_aux_2: 0.5168 (0.5442) loss_giou_aux_3: 0.5008 (0.5416) loss_giou_aux_4: 0.4920 (0.5408) loss_giou_aux_5: 0.6420 (0.6459) loss_giou_dn_0: 0.6827 (0.6849) loss_giou_dn_1: 0.5550 (0.5810) loss_giou_dn_2: 0.5347 (0.5559) loss_giou_dn_3: 0.5231 (0.5475) loss_giou_dn_4: 0.5214 (0.5451) loss_giou_dn_5: 0.5213 (0.5451) loss_vfl: 0.7497 (0.7494) loss_vfl_aux_0: 0.8734 (0.8879) loss_vfl_aux_1: 0.8277 (0.8359) loss_vfl_aux_2: 0.7808 (0.7847) loss_vfl_aux_3: 0.7368 (0.7608) loss_vfl_aux_4: 0.7376 (0.7513) loss_vfl_aux_5: 0.8240 (0.8652) loss_vfl_dn_0: 0.4766 (0.4820) loss_vfl_dn_1: 0.4242 (0.4308) loss_vfl_dn_2: 0.4095 (0.4128) loss_vfl_dn_3: 0.4031 (0.4052) loss_vfl_dn_4: 0.3983 (0.4024) loss_vfl_dn_5: 0.3978 (0.4019) time: 0.4711 data: 0.0136 max mem: 5653 Epoch: [9] [2800/7393] eta: 0:36:46 lr: 0.000010 loss: 18.5422 (18.5515) loss_bbox: 0.1871 (0.1857) loss_bbox_aux_0: 0.1933 (0.2005) loss_bbox_aux_1: 0.1871 (0.1896) loss_bbox_aux_2: 0.1788 (0.1870) loss_bbox_aux_3: 0.1871 (0.1858) loss_bbox_aux_4: 0.1828 (0.1859) loss_bbox_aux_5: 0.2274 (0.2448) loss_bbox_dn_0: 0.3065 (0.3439) loss_bbox_dn_1: 0.2515 (0.2732) loss_bbox_dn_2: 0.2373 (0.2537) loss_bbox_dn_3: 0.2323 (0.2458) loss_bbox_dn_4: 0.2313 (0.2431) loss_bbox_dn_5: 0.2305 (0.2430) loss_giou: 0.5686 (0.5411) loss_giou_aux_0: 0.5963 (0.5694) loss_giou_aux_1: 0.5748 (0.5498) loss_giou_aux_2: 0.5775 (0.5448) loss_giou_aux_3: 0.5652 (0.5422) loss_giou_aux_4: 0.5670 (0.5415) loss_giou_aux_5: 0.6645 (0.6465) loss_giou_dn_0: 0.7175 (0.6855) loss_giou_dn_1: 0.6137 (0.5816) loss_giou_dn_2: 0.5846 (0.5564) loss_giou_dn_3: 0.5750 (0.5480) loss_giou_dn_4: 0.5734 (0.5456) loss_giou_dn_5: 0.5735 (0.5457) loss_vfl: 0.7202 (0.7495) loss_vfl_aux_0: 0.8527 (0.8879) loss_vfl_aux_1: 0.7854 (0.8360) loss_vfl_aux_2: 0.7533 (0.7849) loss_vfl_aux_3: 0.7150 (0.7611) loss_vfl_aux_4: 0.7233 (0.7515) loss_vfl_aux_5: 0.8276 (0.8653) loss_vfl_dn_0: 0.4819 (0.4820) loss_vfl_dn_1: 0.4318 (0.4308) loss_vfl_dn_2: 0.4135 (0.4128) loss_vfl_dn_3: 0.4093 (0.4052) loss_vfl_dn_4: 0.4084 (0.4024) loss_vfl_dn_5: 0.4077 (0.4019) time: 0.4714 data: 0.0142 max mem: 5653 Epoch: [9] [2900/7393] eta: 0:35:56 lr: 0.000010 loss: 18.7117 (18.5472) loss_bbox: 0.1673 (0.1855) loss_bbox_aux_0: 0.1810 (0.2003) loss_bbox_aux_1: 0.1788 (0.1894) loss_bbox_aux_2: 0.1726 (0.1868) loss_bbox_aux_3: 0.1745 (0.1856) loss_bbox_aux_4: 0.1676 (0.1857) loss_bbox_aux_5: 0.2243 (0.2445) loss_bbox_dn_0: 0.3150 (0.3435) loss_bbox_dn_1: 0.2463 (0.2729) loss_bbox_dn_2: 0.2255 (0.2534) loss_bbox_dn_3: 0.2188 (0.2455) loss_bbox_dn_4: 0.2159 (0.2428) loss_bbox_dn_5: 0.2157 (0.2426) loss_giou: 0.5438 (0.5412) loss_giou_aux_0: 0.5457 (0.5694) loss_giou_aux_1: 0.5466 (0.5498) loss_giou_aux_2: 0.5507 (0.5449) loss_giou_aux_3: 0.5527 (0.5422) loss_giou_aux_4: 0.5456 (0.5415) loss_giou_aux_5: 0.6293 (0.6464) loss_giou_dn_0: 0.7051 (0.6855) loss_giou_dn_1: 0.6020 (0.5817) loss_giou_dn_2: 0.5668 (0.5564) loss_giou_dn_3: 0.5567 (0.5480) loss_giou_dn_4: 0.5549 (0.5456) loss_giou_dn_5: 0.5549 (0.5457) loss_vfl: 0.7663 (0.7495) loss_vfl_aux_0: 0.8996 (0.8876) loss_vfl_aux_1: 0.8514 (0.8357) loss_vfl_aux_2: 0.8090 (0.7848) loss_vfl_aux_3: 0.7810 (0.7610) loss_vfl_aux_4: 0.7582 (0.7515) loss_vfl_aux_5: 0.8933 (0.8651) loss_vfl_dn_0: 0.4814 (0.4820) loss_vfl_dn_1: 0.4355 (0.4308) loss_vfl_dn_2: 0.4201 (0.4128) loss_vfl_dn_3: 0.4128 (0.4053) loss_vfl_dn_4: 0.4083 (0.4024) loss_vfl_dn_5: 0.4078 (0.4019) time: 0.4622 data: 0.0137 max mem: 5653 Epoch: [9] [3000/7393] eta: 0:35:06 lr: 0.000010 loss: 18.1139 (18.5473) loss_bbox: 0.1795 (0.1854) loss_bbox_aux_0: 0.1934 (0.2003) loss_bbox_aux_1: 0.1815 (0.1894) loss_bbox_aux_2: 0.1868 (0.1868) loss_bbox_aux_3: 0.1792 (0.1855) loss_bbox_aux_4: 0.1754 (0.1856) loss_bbox_aux_5: 0.2494 (0.2442) loss_bbox_dn_0: 0.3543 (0.3434) loss_bbox_dn_1: 0.2853 (0.2728) loss_bbox_dn_2: 0.2664 (0.2533) loss_bbox_dn_3: 0.2600 (0.2454) loss_bbox_dn_4: 0.2590 (0.2427) loss_bbox_dn_5: 0.2590 (0.2425) loss_giou: 0.5200 (0.5413) loss_giou_aux_0: 0.5305 (0.5695) loss_giou_aux_1: 0.5047 (0.5501) loss_giou_aux_2: 0.5139 (0.5451) loss_giou_aux_3: 0.5226 (0.5424) loss_giou_aux_4: 0.5202 (0.5416) loss_giou_aux_5: 0.6161 (0.6462) loss_giou_dn_0: 0.6596 (0.6856) loss_giou_dn_1: 0.5623 (0.5817) loss_giou_dn_2: 0.5350 (0.5566) loss_giou_dn_3: 0.5270 (0.5481) loss_giou_dn_4: 0.5253 (0.5457) loss_giou_dn_5: 0.5249 (0.5458) loss_vfl: 0.7105 (0.7495) loss_vfl_aux_0: 0.8532 (0.8876) loss_vfl_aux_1: 0.7733 (0.8353) loss_vfl_aux_2: 0.7248 (0.7846) loss_vfl_aux_3: 0.7311 (0.7610) loss_vfl_aux_4: 0.7271 (0.7517) loss_vfl_aux_5: 0.8432 (0.8655) loss_vfl_dn_0: 0.4736 (0.4820) loss_vfl_dn_1: 0.4282 (0.4308) loss_vfl_dn_2: 0.4118 (0.4128) loss_vfl_dn_3: 0.4043 (0.4053) loss_vfl_dn_4: 0.4007 (0.4024) loss_vfl_dn_5: 0.3974 (0.4019) time: 0.4638 data: 0.0135 max mem: 5653 Epoch: [9] [3100/7393] eta: 0:34:17 lr: 0.000010 loss: 18.2837 (18.5362) loss_bbox: 0.1607 (0.1851) loss_bbox_aux_0: 0.1790 (0.2001) loss_bbox_aux_1: 0.1622 (0.1891) loss_bbox_aux_2: 0.1650 (0.1866) loss_bbox_aux_3: 0.1621 (0.1852) loss_bbox_aux_4: 0.1635 (0.1853) loss_bbox_aux_5: 0.2211 (0.2441) loss_bbox_dn_0: 0.2849 (0.3432) loss_bbox_dn_1: 0.2302 (0.2726) loss_bbox_dn_2: 0.2088 (0.2531) loss_bbox_dn_3: 0.2066 (0.2452) loss_bbox_dn_4: 0.2058 (0.2425) loss_bbox_dn_5: 0.2059 (0.2423) loss_giou: 0.5728 (0.5408) loss_giou_aux_0: 0.5972 (0.5690) loss_giou_aux_1: 0.5717 (0.5495) loss_giou_aux_2: 0.5782 (0.5446) loss_giou_aux_3: 0.5792 (0.5419) loss_giou_aux_4: 0.5772 (0.5410) loss_giou_aux_5: 0.6766 (0.6458) loss_giou_dn_0: 0.6838 (0.6850) loss_giou_dn_1: 0.5979 (0.5812) loss_giou_dn_2: 0.5792 (0.5561) loss_giou_dn_3: 0.5741 (0.5477) loss_giou_dn_4: 0.5708 (0.5453) loss_giou_dn_5: 0.5706 (0.5454) loss_vfl: 0.7210 (0.7493) loss_vfl_aux_0: 0.8333 (0.8874) loss_vfl_aux_1: 0.7883 (0.8353) loss_vfl_aux_2: 0.7410 (0.7844) loss_vfl_aux_3: 0.7207 (0.7608) loss_vfl_aux_4: 0.7115 (0.7514) loss_vfl_aux_5: 0.8332 (0.8653) loss_vfl_dn_0: 0.4789 (0.4820) loss_vfl_dn_1: 0.4336 (0.4307) loss_vfl_dn_2: 0.4081 (0.4127) loss_vfl_dn_3: 0.4029 (0.4052) loss_vfl_dn_4: 0.4022 (0.4023) loss_vfl_dn_5: 0.4039 (0.4018) time: 0.4722 data: 0.0135 max mem: 5653 Epoch: [9] [3200/7393] eta: 0:33:29 lr: 0.000010 loss: 17.5701 (18.5353) loss_bbox: 0.1717 (0.1853) loss_bbox_aux_0: 0.1934 (0.2005) loss_bbox_aux_1: 0.1735 (0.1894) loss_bbox_aux_2: 0.1736 (0.1868) loss_bbox_aux_3: 0.1617 (0.1854) loss_bbox_aux_4: 0.1683 (0.1855) loss_bbox_aux_5: 0.2281 (0.2444) loss_bbox_dn_0: 0.3402 (0.3435) loss_bbox_dn_1: 0.2716 (0.2728) loss_bbox_dn_2: 0.2397 (0.2533) loss_bbox_dn_3: 0.2342 (0.2454) loss_bbox_dn_4: 0.2286 (0.2427) loss_bbox_dn_5: 0.2288 (0.2425) loss_giou: 0.4844 (0.5404) loss_giou_aux_0: 0.5151 (0.5687) loss_giou_aux_1: 0.4906 (0.5492) loss_giou_aux_2: 0.4870 (0.5442) loss_giou_aux_3: 0.4855 (0.5415) loss_giou_aux_4: 0.4785 (0.5407) loss_giou_aux_5: 0.5815 (0.6454) loss_giou_dn_0: 0.6506 (0.6849) loss_giou_dn_1: 0.5467 (0.5810) loss_giou_dn_2: 0.5133 (0.5558) loss_giou_dn_3: 0.5098 (0.5474) loss_giou_dn_4: 0.5064 (0.5449) loss_giou_dn_5: 0.5066 (0.5450) loss_vfl: 0.7497 (0.7493) loss_vfl_aux_0: 0.8946 (0.8874) loss_vfl_aux_1: 0.8392 (0.8355) loss_vfl_aux_2: 0.7829 (0.7845) loss_vfl_aux_3: 0.7551 (0.7609) loss_vfl_aux_4: 0.7373 (0.7515) loss_vfl_aux_5: 0.8435 (0.8654) loss_vfl_dn_0: 0.4786 (0.4820) loss_vfl_dn_1: 0.4224 (0.4307) loss_vfl_dn_2: 0.3970 (0.4127) loss_vfl_dn_3: 0.3887 (0.4051) loss_vfl_dn_4: 0.3865 (0.4022) loss_vfl_dn_5: 0.3847 (0.4017) time: 0.4864 data: 0.0139 max mem: 5653 Epoch: [9] [3300/7393] eta: 0:32:40 lr: 0.000010 loss: 18.4155 (18.5391) loss_bbox: 0.1682 (0.1854) loss_bbox_aux_0: 0.1843 (0.2006) loss_bbox_aux_1: 0.1699 (0.1894) loss_bbox_aux_2: 0.1699 (0.1868) loss_bbox_aux_3: 0.1686 (0.1854) loss_bbox_aux_4: 0.1685 (0.1855) loss_bbox_aux_5: 0.2225 (0.2444) loss_bbox_dn_0: 0.2951 (0.3435) loss_bbox_dn_1: 0.2402 (0.2728) loss_bbox_dn_2: 0.2244 (0.2533) loss_bbox_dn_3: 0.2180 (0.2454) loss_bbox_dn_4: 0.2160 (0.2427) loss_bbox_dn_5: 0.2164 (0.2425) loss_giou: 0.5593 (0.5405) loss_giou_aux_0: 0.5915 (0.5689) loss_giou_aux_1: 0.5707 (0.5493) loss_giou_aux_2: 0.5643 (0.5443) loss_giou_aux_3: 0.5644 (0.5416) loss_giou_aux_4: 0.5589 (0.5407) loss_giou_aux_5: 0.6588 (0.6456) loss_giou_dn_0: 0.6881 (0.6850) loss_giou_dn_1: 0.5852 (0.5811) loss_giou_dn_2: 0.5708 (0.5559) loss_giou_dn_3: 0.5630 (0.5475) loss_giou_dn_4: 0.5618 (0.5451) loss_giou_dn_5: 0.5626 (0.5452) loss_vfl: 0.7571 (0.7497) loss_vfl_aux_0: 0.8660 (0.8872) loss_vfl_aux_1: 0.8272 (0.8356) loss_vfl_aux_2: 0.7782 (0.7848) loss_vfl_aux_3: 0.7762 (0.7613) loss_vfl_aux_4: 0.7677 (0.7519) loss_vfl_aux_5: 0.8463 (0.8654) loss_vfl_dn_0: 0.4829 (0.4821) loss_vfl_dn_1: 0.4349 (0.4307) loss_vfl_dn_2: 0.4140 (0.4127) loss_vfl_dn_3: 0.4077 (0.4052) loss_vfl_dn_4: 0.4057 (0.4023) loss_vfl_dn_5: 0.4051 (0.4018) time: 0.4706 data: 0.0142 max mem: 5653 Epoch: [9] [3400/7393] eta: 0:31:51 lr: 0.000010 loss: 18.3344 (18.5366) loss_bbox: 0.1664 (0.1852) loss_bbox_aux_0: 0.1771 (0.2004) loss_bbox_aux_1: 0.1685 (0.1892) loss_bbox_aux_2: 0.1654 (0.1866) loss_bbox_aux_3: 0.1678 (0.1852) loss_bbox_aux_4: 0.1651 (0.1853) loss_bbox_aux_5: 0.2147 (0.2442) loss_bbox_dn_0: 0.3088 (0.3431) loss_bbox_dn_1: 0.2407 (0.2725) loss_bbox_dn_2: 0.2229 (0.2529) loss_bbox_dn_3: 0.2144 (0.2451) loss_bbox_dn_4: 0.2108 (0.2424) loss_bbox_dn_5: 0.2110 (0.2422) loss_giou: 0.5316 (0.5407) loss_giou_aux_0: 0.5663 (0.5692) loss_giou_aux_1: 0.5470 (0.5497) loss_giou_aux_2: 0.5298 (0.5445) loss_giou_aux_3: 0.5295 (0.5418) loss_giou_aux_4: 0.5357 (0.5410) loss_giou_aux_5: 0.6716 (0.6458) loss_giou_dn_0: 0.6757 (0.6851) loss_giou_dn_1: 0.5647 (0.5811) loss_giou_dn_2: 0.5349 (0.5559) loss_giou_dn_3: 0.5239 (0.5475) loss_giou_dn_4: 0.5211 (0.5451) loss_giou_dn_5: 0.5201 (0.5452) loss_vfl: 0.7619 (0.7496) loss_vfl_aux_0: 0.9093 (0.8871) loss_vfl_aux_1: 0.8614 (0.8354) loss_vfl_aux_2: 0.8189 (0.7848) loss_vfl_aux_3: 0.8008 (0.7612) loss_vfl_aux_4: 0.7866 (0.7518) loss_vfl_aux_5: 0.8481 (0.8650) loss_vfl_dn_0: 0.4829 (0.4821) loss_vfl_dn_1: 0.4311 (0.4308) loss_vfl_dn_2: 0.4053 (0.4127) loss_vfl_dn_3: 0.4008 (0.4052) loss_vfl_dn_4: 0.3990 (0.4023) loss_vfl_dn_5: 0.3974 (0.4019) time: 0.4695 data: 0.0139 max mem: 5653 Epoch: [9] [3500/7393] eta: 0:31:08 lr: 0.000010 loss: 17.5917 (18.5341) loss_bbox: 0.1697 (0.1851) loss_bbox_aux_0: 0.1792 (0.2004) loss_bbox_aux_1: 0.1739 (0.1893) loss_bbox_aux_2: 0.1716 (0.1867) loss_bbox_aux_3: 0.1654 (0.1852) loss_bbox_aux_4: 0.1698 (0.1853) loss_bbox_aux_5: 0.2226 (0.2442) loss_bbox_dn_0: 0.3071 (0.3428) loss_bbox_dn_1: 0.2599 (0.2723) loss_bbox_dn_2: 0.2361 (0.2527) loss_bbox_dn_3: 0.2214 (0.2448) loss_bbox_dn_4: 0.2194 (0.2422) loss_bbox_dn_5: 0.2200 (0.2420) loss_giou: 0.4765 (0.5409) loss_giou_aux_0: 0.5296 (0.5694) loss_giou_aux_1: 0.5035 (0.5498) loss_giou_aux_2: 0.4851 (0.5448) loss_giou_aux_3: 0.4787 (0.5420) loss_giou_aux_4: 0.4765 (0.5412) loss_giou_aux_5: 0.5999 (0.6460) loss_giou_dn_0: 0.6507 (0.6851) loss_giou_dn_1: 0.5483 (0.5812) loss_giou_dn_2: 0.5239 (0.5560) loss_giou_dn_3: 0.5129 (0.5476) loss_giou_dn_4: 0.5099 (0.5451) loss_giou_dn_5: 0.5107 (0.5452) loss_vfl: 0.7295 (0.7492) loss_vfl_aux_0: 0.8657 (0.8869) loss_vfl_aux_1: 0.8182 (0.8351) loss_vfl_aux_2: 0.7582 (0.7843) loss_vfl_aux_3: 0.7455 (0.7608) loss_vfl_aux_4: 0.7355 (0.7514) loss_vfl_aux_5: 0.8531 (0.8645) loss_vfl_dn_0: 0.4818 (0.4820) loss_vfl_dn_1: 0.4301 (0.4307) loss_vfl_dn_2: 0.4153 (0.4127) loss_vfl_dn_3: 0.4040 (0.4052) loss_vfl_dn_4: 0.4003 (0.4023) loss_vfl_dn_5: 0.3997 (0.4018) time: 0.4745 data: 0.0135 max mem: 5653 Epoch: [9] [3600/7393] eta: 0:30:19 lr: 0.000010 loss: 18.0796 (18.5316) loss_bbox: 0.1631 (0.1850) loss_bbox_aux_0: 0.1895 (0.2003) loss_bbox_aux_1: 0.1703 (0.1891) loss_bbox_aux_2: 0.1680 (0.1865) loss_bbox_aux_3: 0.1601 (0.1851) loss_bbox_aux_4: 0.1631 (0.1851) loss_bbox_aux_5: 0.2260 (0.2441) loss_bbox_dn_0: 0.2972 (0.3424) loss_bbox_dn_1: 0.2214 (0.2719) loss_bbox_dn_2: 0.2006 (0.2524) loss_bbox_dn_3: 0.1963 (0.2445) loss_bbox_dn_4: 0.1932 (0.2418) loss_bbox_dn_5: 0.1929 (0.2417) loss_giou: 0.5541 (0.5414) loss_giou_aux_0: 0.5561 (0.5698) loss_giou_aux_1: 0.5470 (0.5502) loss_giou_aux_2: 0.5505 (0.5452) loss_giou_aux_3: 0.5446 (0.5424) loss_giou_aux_4: 0.5539 (0.5416) loss_giou_aux_5: 0.6402 (0.6465) loss_giou_dn_0: 0.6963 (0.6852) loss_giou_dn_1: 0.5913 (0.5813) loss_giou_dn_2: 0.5683 (0.5562) loss_giou_dn_3: 0.5576 (0.5478) loss_giou_dn_4: 0.5554 (0.5453) loss_giou_dn_5: 0.5555 (0.5454) loss_vfl: 0.7340 (0.7490) loss_vfl_aux_0: 0.8461 (0.8862) loss_vfl_aux_1: 0.8253 (0.8347) loss_vfl_aux_2: 0.7615 (0.7839) loss_vfl_aux_3: 0.7557 (0.7606) loss_vfl_aux_4: 0.7342 (0.7512) loss_vfl_aux_5: 0.8489 (0.8637) loss_vfl_dn_0: 0.4779 (0.4819) loss_vfl_dn_1: 0.4240 (0.4306) loss_vfl_dn_2: 0.4061 (0.4126) loss_vfl_dn_3: 0.4015 (0.4051) loss_vfl_dn_4: 0.3996 (0.4022) loss_vfl_dn_5: 0.3980 (0.4017) time: 0.4644 data: 0.0138 max mem: 5653 Epoch: [9] [3700/7393] eta: 0:29:30 lr: 0.000010 loss: 18.8368 (18.5400) loss_bbox: 0.1865 (0.1850) loss_bbox_aux_0: 0.2103 (0.2005) loss_bbox_aux_1: 0.1892 (0.1893) loss_bbox_aux_2: 0.1999 (0.1867) loss_bbox_aux_3: 0.1900 (0.1852) loss_bbox_aux_4: 0.1853 (0.1852) loss_bbox_aux_5: 0.2413 (0.2443) loss_bbox_dn_0: 0.3311 (0.3426) loss_bbox_dn_1: 0.2696 (0.2722) loss_bbox_dn_2: 0.2444 (0.2527) loss_bbox_dn_3: 0.2399 (0.2448) loss_bbox_dn_4: 0.2379 (0.2421) loss_bbox_dn_5: 0.2378 (0.2420) loss_giou: 0.5733 (0.5416) loss_giou_aux_0: 0.5828 (0.5701) loss_giou_aux_1: 0.5632 (0.5504) loss_giou_aux_2: 0.5646 (0.5454) loss_giou_aux_3: 0.5619 (0.5426) loss_giou_aux_4: 0.5707 (0.5418) loss_giou_aux_5: 0.6575 (0.6468) loss_giou_dn_0: 0.6805 (0.6854) loss_giou_dn_1: 0.5870 (0.5816) loss_giou_dn_2: 0.5620 (0.5564) loss_giou_dn_3: 0.5605 (0.5480) loss_giou_dn_4: 0.5584 (0.5456) loss_giou_dn_5: 0.5591 (0.5456) loss_vfl: 0.7220 (0.7494) loss_vfl_aux_0: 0.8758 (0.8865) loss_vfl_aux_1: 0.7958 (0.8349) loss_vfl_aux_2: 0.7700 (0.7843) loss_vfl_aux_3: 0.7496 (0.7611) loss_vfl_aux_4: 0.7310 (0.7517) loss_vfl_aux_5: 0.8459 (0.8637) loss_vfl_dn_0: 0.4780 (0.4819) loss_vfl_dn_1: 0.4304 (0.4306) loss_vfl_dn_2: 0.4122 (0.4127) loss_vfl_dn_3: 0.4053 (0.4052) loss_vfl_dn_4: 0.4025 (0.4023) loss_vfl_dn_5: 0.4017 (0.4018) time: 0.4649 data: 0.0145 max mem: 5653 Epoch: [9] [3800/7393] eta: 0:28:41 lr: 0.000010 loss: 18.3685 (18.5455) loss_bbox: 0.1875 (0.1851) loss_bbox_aux_0: 0.2058 (0.2006) loss_bbox_aux_1: 0.1970 (0.1895) loss_bbox_aux_2: 0.1939 (0.1868) loss_bbox_aux_3: 0.1909 (0.1853) loss_bbox_aux_4: 0.1916 (0.1853) loss_bbox_aux_5: 0.2508 (0.2445) loss_bbox_dn_0: 0.3632 (0.3426) loss_bbox_dn_1: 0.2824 (0.2722) loss_bbox_dn_2: 0.2568 (0.2527) loss_bbox_dn_3: 0.2424 (0.2448) loss_bbox_dn_4: 0.2401 (0.2421) loss_bbox_dn_5: 0.2402 (0.2420) loss_giou: 0.4928 (0.5420) loss_giou_aux_0: 0.5331 (0.5704) loss_giou_aux_1: 0.5151 (0.5509) loss_giou_aux_2: 0.4905 (0.5458) loss_giou_aux_3: 0.4927 (0.5430) loss_giou_aux_4: 0.4913 (0.5422) loss_giou_aux_5: 0.6000 (0.6472) loss_giou_dn_0: 0.6673 (0.6857) loss_giou_dn_1: 0.5631 (0.5819) loss_giou_dn_2: 0.5322 (0.5567) loss_giou_dn_3: 0.5268 (0.5483) loss_giou_dn_4: 0.5250 (0.5459) loss_giou_dn_5: 0.5247 (0.5459) loss_vfl: 0.7486 (0.7496) loss_vfl_aux_0: 0.8524 (0.8865) loss_vfl_aux_1: 0.8296 (0.8349) loss_vfl_aux_2: 0.7675 (0.7844) loss_vfl_aux_3: 0.7411 (0.7612) loss_vfl_aux_4: 0.7472 (0.7518) loss_vfl_aux_5: 0.8432 (0.8635) loss_vfl_dn_0: 0.4707 (0.4819) loss_vfl_dn_1: 0.4197 (0.4306) loss_vfl_dn_2: 0.4057 (0.4127) loss_vfl_dn_3: 0.4011 (0.4052) loss_vfl_dn_4: 0.4017 (0.4023) loss_vfl_dn_5: 0.4014 (0.4018) time: 0.4649 data: 0.0142 max mem: 5653 Epoch: [9] [3900/7393] eta: 0:27:52 lr: 0.000010 loss: 18.1906 (18.5444) loss_bbox: 0.1887 (0.1852) loss_bbox_aux_0: 0.1882 (0.2006) loss_bbox_aux_1: 0.1800 (0.1895) loss_bbox_aux_2: 0.1760 (0.1869) loss_bbox_aux_3: 0.1847 (0.1853) loss_bbox_aux_4: 0.1890 (0.1853) loss_bbox_aux_5: 0.2274 (0.2445) loss_bbox_dn_0: 0.3072 (0.3428) loss_bbox_dn_1: 0.2449 (0.2723) loss_bbox_dn_2: 0.2277 (0.2528) loss_bbox_dn_3: 0.2195 (0.2449) loss_bbox_dn_4: 0.2171 (0.2423) loss_bbox_dn_5: 0.2168 (0.2421) loss_giou: 0.5195 (0.5418) loss_giou_aux_0: 0.5382 (0.5702) loss_giou_aux_1: 0.5296 (0.5506) loss_giou_aux_2: 0.5202 (0.5456) loss_giou_aux_3: 0.5259 (0.5427) loss_giou_aux_4: 0.5272 (0.5420) loss_giou_aux_5: 0.6237 (0.6469) loss_giou_dn_0: 0.6718 (0.6857) loss_giou_dn_1: 0.5698 (0.5818) loss_giou_dn_2: 0.5419 (0.5566) loss_giou_dn_3: 0.5341 (0.5482) loss_giou_dn_4: 0.5309 (0.5458) loss_giou_dn_5: 0.5308 (0.5458) loss_vfl: 0.7323 (0.7495) loss_vfl_aux_0: 0.8547 (0.8864) loss_vfl_aux_1: 0.8093 (0.8349) loss_vfl_aux_2: 0.7625 (0.7844) loss_vfl_aux_3: 0.7379 (0.7612) loss_vfl_aux_4: 0.7138 (0.7517) loss_vfl_aux_5: 0.8671 (0.8636) loss_vfl_dn_0: 0.4832 (0.4819) loss_vfl_dn_1: 0.4284 (0.4306) loss_vfl_dn_2: 0.4088 (0.4127) loss_vfl_dn_3: 0.4033 (0.4052) loss_vfl_dn_4: 0.4021 (0.4023) loss_vfl_dn_5: 0.4011 (0.4019) time: 0.4577 data: 0.0142 max mem: 5653 Epoch: [9] [4000/7393] eta: 0:27:03 lr: 0.000010 loss: 17.9296 (18.5448) loss_bbox: 0.1677 (0.1851) loss_bbox_aux_0: 0.1917 (0.2006) loss_bbox_aux_1: 0.1677 (0.1894) loss_bbox_aux_2: 0.1689 (0.1868) loss_bbox_aux_3: 0.1667 (0.1852) loss_bbox_aux_4: 0.1682 (0.1852) loss_bbox_aux_5: 0.2308 (0.2444) loss_bbox_dn_0: 0.3229 (0.3425) loss_bbox_dn_1: 0.2532 (0.2722) loss_bbox_dn_2: 0.2430 (0.2526) loss_bbox_dn_3: 0.2375 (0.2448) loss_bbox_dn_4: 0.2345 (0.2421) loss_bbox_dn_5: 0.2343 (0.2420) loss_giou: 0.4811 (0.5419) loss_giou_aux_0: 0.5080 (0.5703) loss_giou_aux_1: 0.4908 (0.5507) loss_giou_aux_2: 0.4775 (0.5457) loss_giou_aux_3: 0.4755 (0.5429) loss_giou_aux_4: 0.4739 (0.5421) loss_giou_aux_5: 0.6071 (0.6470) loss_giou_dn_0: 0.6490 (0.6857) loss_giou_dn_1: 0.5416 (0.5818) loss_giou_dn_2: 0.5139 (0.5566) loss_giou_dn_3: 0.5041 (0.5482) loss_giou_dn_4: 0.5014 (0.5458) loss_giou_dn_5: 0.5017 (0.5459) loss_vfl: 0.7544 (0.7497) loss_vfl_aux_0: 0.8875 (0.8864) loss_vfl_aux_1: 0.8710 (0.8351) loss_vfl_aux_2: 0.7917 (0.7845) loss_vfl_aux_3: 0.7628 (0.7615) loss_vfl_aux_4: 0.7535 (0.7520) loss_vfl_aux_5: 0.8702 (0.8633) loss_vfl_dn_0: 0.4856 (0.4819) loss_vfl_dn_1: 0.4316 (0.4306) loss_vfl_dn_2: 0.4133 (0.4127) loss_vfl_dn_3: 0.4026 (0.4053) loss_vfl_dn_4: 0.3994 (0.4024) loss_vfl_dn_5: 0.4002 (0.4019) time: 0.4773 data: 0.0140 max mem: 5653 Epoch: [9] [4100/7393] eta: 0:26:15 lr: 0.000010 loss: 18.3134 (18.5471) loss_bbox: 0.1776 (0.1851) loss_bbox_aux_0: 0.1997 (0.2006) loss_bbox_aux_1: 0.1844 (0.1894) loss_bbox_aux_2: 0.1869 (0.1868) loss_bbox_aux_3: 0.1816 (0.1852) loss_bbox_aux_4: 0.1816 (0.1852) loss_bbox_aux_5: 0.2313 (0.2445) loss_bbox_dn_0: 0.3382 (0.3425) loss_bbox_dn_1: 0.2631 (0.2722) loss_bbox_dn_2: 0.2433 (0.2527) loss_bbox_dn_3: 0.2344 (0.2449) loss_bbox_dn_4: 0.2303 (0.2422) loss_bbox_dn_5: 0.2298 (0.2421) loss_giou: 0.5367 (0.5418) loss_giou_aux_0: 0.5393 (0.5702) loss_giou_aux_1: 0.5333 (0.5507) loss_giou_aux_2: 0.5384 (0.5456) loss_giou_aux_3: 0.5351 (0.5428) loss_giou_aux_4: 0.5339 (0.5420) loss_giou_aux_5: 0.6452 (0.6471) loss_giou_dn_0: 0.6780 (0.6856) loss_giou_dn_1: 0.5846 (0.5818) loss_giou_dn_2: 0.5556 (0.5565) loss_giou_dn_3: 0.5461 (0.5481) loss_giou_dn_4: 0.5426 (0.5457) loss_giou_dn_5: 0.5426 (0.5458) loss_vfl: 0.7586 (0.7502) loss_vfl_aux_0: 0.8572 (0.8867) loss_vfl_aux_1: 0.8291 (0.8355) loss_vfl_aux_2: 0.7727 (0.7848) loss_vfl_aux_3: 0.7649 (0.7619) loss_vfl_aux_4: 0.7536 (0.7525) loss_vfl_aux_5: 0.8261 (0.8632) loss_vfl_dn_0: 0.4791 (0.4819) loss_vfl_dn_1: 0.4287 (0.4306) loss_vfl_dn_2: 0.4121 (0.4127) loss_vfl_dn_3: 0.4024 (0.4053) loss_vfl_dn_4: 0.3991 (0.4024) loss_vfl_dn_5: 0.3991 (0.4020) time: 0.4698 data: 0.0140 max mem: 5653 Epoch: [9] [4200/7393] eta: 0:25:27 lr: 0.000010 loss: 18.4304 (18.5455) loss_bbox: 0.1718 (0.1848) loss_bbox_aux_0: 0.1876 (0.2004) loss_bbox_aux_1: 0.1672 (0.1892) loss_bbox_aux_2: 0.1690 (0.1866) loss_bbox_aux_3: 0.1622 (0.1850) loss_bbox_aux_4: 0.1664 (0.1850) loss_bbox_aux_5: 0.2281 (0.2444) loss_bbox_dn_0: 0.3214 (0.3423) loss_bbox_dn_1: 0.2587 (0.2720) loss_bbox_dn_2: 0.2442 (0.2525) loss_bbox_dn_3: 0.2398 (0.2447) loss_bbox_dn_4: 0.2401 (0.2420) loss_bbox_dn_5: 0.2403 (0.2419) loss_giou: 0.5216 (0.5418) loss_giou_aux_0: 0.5403 (0.5702) loss_giou_aux_1: 0.5271 (0.5506) loss_giou_aux_2: 0.5184 (0.5456) loss_giou_aux_3: 0.5215 (0.5428) loss_giou_aux_4: 0.5166 (0.5420) loss_giou_aux_5: 0.6159 (0.6472) loss_giou_dn_0: 0.6583 (0.6856) loss_giou_dn_1: 0.5553 (0.5817) loss_giou_dn_2: 0.5330 (0.5565) loss_giou_dn_3: 0.5223 (0.5481) loss_giou_dn_4: 0.5198 (0.5457) loss_giou_dn_5: 0.5195 (0.5458) loss_vfl: 0.7526 (0.7505) loss_vfl_aux_0: 0.8786 (0.8866) loss_vfl_aux_1: 0.8587 (0.8358) loss_vfl_aux_2: 0.8034 (0.7850) loss_vfl_aux_3: 0.7896 (0.7622) loss_vfl_aux_4: 0.7647 (0.7528) loss_vfl_aux_5: 0.8656 (0.8630) loss_vfl_dn_0: 0.4832 (0.4820) loss_vfl_dn_1: 0.4295 (0.4307) loss_vfl_dn_2: 0.4108 (0.4128) loss_vfl_dn_3: 0.4061 (0.4053) loss_vfl_dn_4: 0.4061 (0.4024) loss_vfl_dn_5: 0.4037 (0.4020) time: 0.4707 data: 0.0137 max mem: 5653 Epoch: [9] [4300/7393] eta: 0:24:38 lr: 0.000010 loss: 19.0218 (18.5464) loss_bbox: 0.1933 (0.1849) loss_bbox_aux_0: 0.2134 (0.2005) loss_bbox_aux_1: 0.1949 (0.1892) loss_bbox_aux_2: 0.1962 (0.1867) loss_bbox_aux_3: 0.1994 (0.1851) loss_bbox_aux_4: 0.2041 (0.1851) loss_bbox_aux_5: 0.2577 (0.2445) loss_bbox_dn_0: 0.3493 (0.3426) loss_bbox_dn_1: 0.2830 (0.2723) loss_bbox_dn_2: 0.2545 (0.2528) loss_bbox_dn_3: 0.2484 (0.2449) loss_bbox_dn_4: 0.2456 (0.2423) loss_bbox_dn_5: 0.2454 (0.2421) loss_giou: 0.4967 (0.5417) loss_giou_aux_0: 0.5315 (0.5702) loss_giou_aux_1: 0.5184 (0.5505) loss_giou_aux_2: 0.5043 (0.5455) loss_giou_aux_3: 0.4975 (0.5426) loss_giou_aux_4: 0.4951 (0.5419) loss_giou_aux_5: 0.6187 (0.6471) loss_giou_dn_0: 0.6634 (0.6856) loss_giou_dn_1: 0.5652 (0.5817) loss_giou_dn_2: 0.5397 (0.5564) loss_giou_dn_3: 0.5314 (0.5480) loss_giou_dn_4: 0.5295 (0.5456) loss_giou_dn_5: 0.5295 (0.5457) loss_vfl: 0.7474 (0.7505) loss_vfl_aux_0: 0.8686 (0.8864) loss_vfl_aux_1: 0.8328 (0.8360) loss_vfl_aux_2: 0.7778 (0.7850) loss_vfl_aux_3: 0.7344 (0.7621) loss_vfl_aux_4: 0.7348 (0.7528) loss_vfl_aux_5: 0.8600 (0.8628) loss_vfl_dn_0: 0.4858 (0.4820) loss_vfl_dn_1: 0.4361 (0.4307) loss_vfl_dn_2: 0.4264 (0.4128) loss_vfl_dn_3: 0.4200 (0.4053) loss_vfl_dn_4: 0.4147 (0.4025) loss_vfl_dn_5: 0.4135 (0.4020) time: 0.4675 data: 0.0140 max mem: 5653 Epoch: [9] [4400/7393] eta: 0:23:53 lr: 0.000010 loss: 18.0412 (18.5397) loss_bbox: 0.1691 (0.1848) loss_bbox_aux_0: 0.1860 (0.2005) loss_bbox_aux_1: 0.1707 (0.1891) loss_bbox_aux_2: 0.1678 (0.1866) loss_bbox_aux_3: 0.1694 (0.1850) loss_bbox_aux_4: 0.1687 (0.1849) loss_bbox_aux_5: 0.2240 (0.2445) loss_bbox_dn_0: 0.3299 (0.3425) loss_bbox_dn_1: 0.2599 (0.2722) loss_bbox_dn_2: 0.2395 (0.2527) loss_bbox_dn_3: 0.2271 (0.2448) loss_bbox_dn_4: 0.2240 (0.2421) loss_bbox_dn_5: 0.2239 (0.2420) loss_giou: 0.5145 (0.5413) loss_giou_aux_0: 0.5387 (0.5699) loss_giou_aux_1: 0.5349 (0.5502) loss_giou_aux_2: 0.5222 (0.5452) loss_giou_aux_3: 0.5142 (0.5423) loss_giou_aux_4: 0.5052 (0.5415) loss_giou_aux_5: 0.6198 (0.6468) loss_giou_dn_0: 0.6774 (0.6854) loss_giou_dn_1: 0.5813 (0.5815) loss_giou_dn_2: 0.5498 (0.5562) loss_giou_dn_3: 0.5422 (0.5478) loss_giou_dn_4: 0.5413 (0.5454) loss_giou_dn_5: 0.5414 (0.5455) loss_vfl: 0.7602 (0.7503) loss_vfl_aux_0: 0.8777 (0.8862) loss_vfl_aux_1: 0.8309 (0.8358) loss_vfl_aux_2: 0.7945 (0.7848) loss_vfl_aux_3: 0.7666 (0.7620) loss_vfl_aux_4: 0.7601 (0.7526) loss_vfl_aux_5: 0.8585 (0.8625) loss_vfl_dn_0: 0.4802 (0.4820) loss_vfl_dn_1: 0.4282 (0.4306) loss_vfl_dn_2: 0.4155 (0.4127) loss_vfl_dn_3: 0.4055 (0.4053) loss_vfl_dn_4: 0.4008 (0.4024) loss_vfl_dn_5: 0.3972 (0.4019) time: 0.4628 data: 0.0145 max mem: 5653 Epoch: [9] [4500/7393] eta: 0:23:05 lr: 0.000010 loss: 18.4030 (18.5392) loss_bbox: 0.1723 (0.1847) loss_bbox_aux_0: 0.1852 (0.2003) loss_bbox_aux_1: 0.1726 (0.1891) loss_bbox_aux_2: 0.1709 (0.1866) loss_bbox_aux_3: 0.1691 (0.1849) loss_bbox_aux_4: 0.1760 (0.1849) loss_bbox_aux_5: 0.2363 (0.2443) loss_bbox_dn_0: 0.3316 (0.3425) loss_bbox_dn_1: 0.2617 (0.2721) loss_bbox_dn_2: 0.2343 (0.2526) loss_bbox_dn_3: 0.2211 (0.2447) loss_bbox_dn_4: 0.2184 (0.2421) loss_bbox_dn_5: 0.2183 (0.2419) loss_giou: 0.5039 (0.5411) loss_giou_aux_0: 0.5415 (0.5697) loss_giou_aux_1: 0.5079 (0.5500) loss_giou_aux_2: 0.5245 (0.5451) loss_giou_aux_3: 0.5053 (0.5421) loss_giou_aux_4: 0.5038 (0.5413) loss_giou_aux_5: 0.6343 (0.6467) loss_giou_dn_0: 0.6803 (0.6854) loss_giou_dn_1: 0.5688 (0.5814) loss_giou_dn_2: 0.5439 (0.5561) loss_giou_dn_3: 0.5319 (0.5477) loss_giou_dn_4: 0.5291 (0.5453) loss_giou_dn_5: 0.5293 (0.5454) loss_vfl: 0.7385 (0.7505) loss_vfl_aux_0: 0.8905 (0.8866) loss_vfl_aux_1: 0.8358 (0.8362) loss_vfl_aux_2: 0.7877 (0.7850) loss_vfl_aux_3: 0.7505 (0.7622) loss_vfl_aux_4: 0.7488 (0.7528) loss_vfl_aux_5: 0.8566 (0.8627) loss_vfl_dn_0: 0.4769 (0.4820) loss_vfl_dn_1: 0.4290 (0.4306) loss_vfl_dn_2: 0.4105 (0.4127) loss_vfl_dn_3: 0.4000 (0.4053) loss_vfl_dn_4: 0.3969 (0.4024) loss_vfl_dn_5: 0.3976 (0.4019) time: 0.4680 data: 0.0137 max mem: 5653 Epoch: [9] [4600/7393] eta: 0:22:17 lr: 0.000010 loss: 18.4801 (18.5419) loss_bbox: 0.1962 (0.1848) loss_bbox_aux_0: 0.2094 (0.2005) loss_bbox_aux_1: 0.2035 (0.1892) loss_bbox_aux_2: 0.2018 (0.1866) loss_bbox_aux_3: 0.1982 (0.1850) loss_bbox_aux_4: 0.1944 (0.1849) loss_bbox_aux_5: 0.2437 (0.2444) loss_bbox_dn_0: 0.3725 (0.3428) loss_bbox_dn_1: 0.2832 (0.2724) loss_bbox_dn_2: 0.2579 (0.2528) loss_bbox_dn_3: 0.2500 (0.2449) loss_bbox_dn_4: 0.2485 (0.2423) loss_bbox_dn_5: 0.2482 (0.2421) loss_giou: 0.4888 (0.5409) loss_giou_aux_0: 0.5536 (0.5697) loss_giou_aux_1: 0.5196 (0.5499) loss_giou_aux_2: 0.5034 (0.5449) loss_giou_aux_3: 0.4978 (0.5419) loss_giou_aux_4: 0.4962 (0.5411) loss_giou_aux_5: 0.6235 (0.6466) loss_giou_dn_0: 0.6742 (0.6854) loss_giou_dn_1: 0.5562 (0.5814) loss_giou_dn_2: 0.5244 (0.5561) loss_giou_dn_3: 0.5174 (0.5477) loss_giou_dn_4: 0.5151 (0.5453) loss_giou_dn_5: 0.5155 (0.5453) loss_vfl: 0.7234 (0.7506) loss_vfl_aux_0: 0.9372 (0.8870) loss_vfl_aux_1: 0.8704 (0.8369) loss_vfl_aux_2: 0.7809 (0.7852) loss_vfl_aux_3: 0.7396 (0.7624) loss_vfl_aux_4: 0.7374 (0.7530) loss_vfl_aux_5: 0.8625 (0.8629) loss_vfl_dn_0: 0.4750 (0.4820) loss_vfl_dn_1: 0.4260 (0.4307) loss_vfl_dn_2: 0.4064 (0.4127) loss_vfl_dn_3: 0.3981 (0.4053) loss_vfl_dn_4: 0.3954 (0.4024) loss_vfl_dn_5: 0.3954 (0.4019) time: 0.4558 data: 0.0140 max mem: 5653 Epoch: [9] [4700/7393] eta: 0:21:31 lr: 0.000010 loss: 18.6950 (18.5400) loss_bbox: 0.1791 (0.1847) loss_bbox_aux_0: 0.1974 (0.2003) loss_bbox_aux_1: 0.1967 (0.1891) loss_bbox_aux_2: 0.1817 (0.1865) loss_bbox_aux_3: 0.1860 (0.1848) loss_bbox_aux_4: 0.1791 (0.1848) loss_bbox_aux_5: 0.2345 (0.2444) loss_bbox_dn_0: 0.3327 (0.3427) loss_bbox_dn_1: 0.2671 (0.2722) loss_bbox_dn_2: 0.2501 (0.2526) loss_bbox_dn_3: 0.2370 (0.2447) loss_bbox_dn_4: 0.2326 (0.2421) loss_bbox_dn_5: 0.2326 (0.2419) loss_giou: 0.5248 (0.5407) loss_giou_aux_0: 0.5660 (0.5695) loss_giou_aux_1: 0.5402 (0.5497) loss_giou_aux_2: 0.5345 (0.5447) loss_giou_aux_3: 0.5278 (0.5417) loss_giou_aux_4: 0.5232 (0.5409) loss_giou_aux_5: 0.6513 (0.6464) loss_giou_dn_0: 0.6720 (0.6853) loss_giou_dn_1: 0.5719 (0.5812) loss_giou_dn_2: 0.5450 (0.5559) loss_giou_dn_3: 0.5354 (0.5475) loss_giou_dn_4: 0.5346 (0.5451) loss_giou_dn_5: 0.5343 (0.5452) loss_vfl: 0.7616 (0.7509) loss_vfl_aux_0: 0.8820 (0.8873) loss_vfl_aux_1: 0.8547 (0.8374) loss_vfl_aux_2: 0.7957 (0.7855) loss_vfl_aux_3: 0.7541 (0.7626) loss_vfl_aux_4: 0.7574 (0.7532) loss_vfl_aux_5: 0.8591 (0.8631) loss_vfl_dn_0: 0.4811 (0.4821) loss_vfl_dn_1: 0.4229 (0.4307) loss_vfl_dn_2: 0.4094 (0.4127) loss_vfl_dn_3: 0.4017 (0.4053) loss_vfl_dn_4: 0.3994 (0.4024) loss_vfl_dn_5: 0.4008 (0.4019) time: 0.7275 data: 0.0144 max mem: 5653 Epoch: [9] [4800/7393] eta: 0:20:43 lr: 0.000010 loss: 18.1332 (18.5399) loss_bbox: 0.1760 (0.1847) loss_bbox_aux_0: 0.2002 (0.2005) loss_bbox_aux_1: 0.1881 (0.1892) loss_bbox_aux_2: 0.1790 (0.1866) loss_bbox_aux_3: 0.1772 (0.1849) loss_bbox_aux_4: 0.1795 (0.1849) loss_bbox_aux_5: 0.2492 (0.2445) loss_bbox_dn_0: 0.3610 (0.3427) loss_bbox_dn_1: 0.2708 (0.2722) loss_bbox_dn_2: 0.2367 (0.2526) loss_bbox_dn_3: 0.2278 (0.2447) loss_bbox_dn_4: 0.2276 (0.2420) loss_bbox_dn_5: 0.2276 (0.2419) loss_giou: 0.4945 (0.5409) loss_giou_aux_0: 0.5458 (0.5698) loss_giou_aux_1: 0.4975 (0.5500) loss_giou_aux_2: 0.5059 (0.5449) loss_giou_aux_3: 0.4892 (0.5419) loss_giou_aux_4: 0.4948 (0.5411) loss_giou_aux_5: 0.6014 (0.6466) loss_giou_dn_0: 0.6558 (0.6854) loss_giou_dn_1: 0.5459 (0.5812) loss_giou_dn_2: 0.5127 (0.5559) loss_giou_dn_3: 0.5057 (0.5475) loss_giou_dn_4: 0.5024 (0.5451) loss_giou_dn_5: 0.5033 (0.5452) loss_vfl: 0.7400 (0.7507) loss_vfl_aux_0: 0.8581 (0.8868) loss_vfl_aux_1: 0.8148 (0.8373) loss_vfl_aux_2: 0.7679 (0.7855) loss_vfl_aux_3: 0.7687 (0.7625) loss_vfl_aux_4: 0.7519 (0.7530) loss_vfl_aux_5: 0.8383 (0.8627) loss_vfl_dn_0: 0.4798 (0.4821) loss_vfl_dn_1: 0.4199 (0.4306) loss_vfl_dn_2: 0.4032 (0.4127) loss_vfl_dn_3: 0.3949 (0.4052) loss_vfl_dn_4: 0.3928 (0.4023) loss_vfl_dn_5: 0.3931 (0.4019) time: 0.4674 data: 0.0143 max mem: 5653 Epoch: [9] [4900/7393] eta: 0:19:54 lr: 0.000010 loss: 18.1249 (18.5323) loss_bbox: 0.1669 (0.1847) loss_bbox_aux_0: 0.1859 (0.2005) loss_bbox_aux_1: 0.1781 (0.1891) loss_bbox_aux_2: 0.1654 (0.1865) loss_bbox_aux_3: 0.1673 (0.1848) loss_bbox_aux_4: 0.1674 (0.1848) loss_bbox_aux_5: 0.2314 (0.2444) loss_bbox_dn_0: 0.3427 (0.3427) loss_bbox_dn_1: 0.2621 (0.2722) loss_bbox_dn_2: 0.2385 (0.2525) loss_bbox_dn_3: 0.2268 (0.2447) loss_bbox_dn_4: 0.2214 (0.2420) loss_bbox_dn_5: 0.2210 (0.2419) loss_giou: 0.5142 (0.5402) loss_giou_aux_0: 0.5081 (0.5693) loss_giou_aux_1: 0.5122 (0.5493) loss_giou_aux_2: 0.5145 (0.5443) loss_giou_aux_3: 0.5121 (0.5413) loss_giou_aux_4: 0.5107 (0.5405) loss_giou_aux_5: 0.6194 (0.6460) loss_giou_dn_0: 0.6668 (0.6850) loss_giou_dn_1: 0.5674 (0.5808) loss_giou_dn_2: 0.5491 (0.5554) loss_giou_dn_3: 0.5357 (0.5470) loss_giou_dn_4: 0.5338 (0.5446) loss_giou_dn_5: 0.5334 (0.5447) loss_vfl: 0.7533 (0.7507) loss_vfl_aux_0: 0.8879 (0.8867) loss_vfl_aux_1: 0.8590 (0.8374) loss_vfl_aux_2: 0.7989 (0.7855) loss_vfl_aux_3: 0.7781 (0.7625) loss_vfl_aux_4: 0.7506 (0.7530) loss_vfl_aux_5: 0.8748 (0.8628) loss_vfl_dn_0: 0.4822 (0.4821) loss_vfl_dn_1: 0.4352 (0.4306) loss_vfl_dn_2: 0.4160 (0.4126) loss_vfl_dn_3: 0.4105 (0.4052) loss_vfl_dn_4: 0.4051 (0.4023) loss_vfl_dn_5: 0.4035 (0.4018) time: 0.4758 data: 0.0139 max mem: 5653 Epoch: [9] [5000/7393] eta: 0:19:06 lr: 0.000010 loss: 18.3903 (18.5281) loss_bbox: 0.1906 (0.1846) loss_bbox_aux_0: 0.2095 (0.2004) loss_bbox_aux_1: 0.1968 (0.1891) loss_bbox_aux_2: 0.1850 (0.1864) loss_bbox_aux_3: 0.1835 (0.1848) loss_bbox_aux_4: 0.1885 (0.1847) loss_bbox_aux_5: 0.2415 (0.2444) loss_bbox_dn_0: 0.3688 (0.3428) loss_bbox_dn_1: 0.2879 (0.2722) loss_bbox_dn_2: 0.2738 (0.2525) loss_bbox_dn_3: 0.2645 (0.2447) loss_bbox_dn_4: 0.2624 (0.2420) loss_bbox_dn_5: 0.2626 (0.2419) loss_giou: 0.4784 (0.5398) loss_giou_aux_0: 0.5232 (0.5689) loss_giou_aux_1: 0.4973 (0.5489) loss_giou_aux_2: 0.4835 (0.5438) loss_giou_aux_3: 0.4779 (0.5408) loss_giou_aux_4: 0.4796 (0.5400) loss_giou_aux_5: 0.6013 (0.6456) loss_giou_dn_0: 0.6481 (0.6847) loss_giou_dn_1: 0.5467 (0.5805) loss_giou_dn_2: 0.5160 (0.5551) loss_giou_dn_3: 0.5088 (0.5467) loss_giou_dn_4: 0.5061 (0.5443) loss_giou_dn_5: 0.5060 (0.5444) loss_vfl: 0.7217 (0.7508) loss_vfl_aux_0: 0.8517 (0.8868) loss_vfl_aux_1: 0.8179 (0.8375) loss_vfl_aux_2: 0.7701 (0.7857) loss_vfl_aux_3: 0.7333 (0.7626) loss_vfl_aux_4: 0.7190 (0.7532) loss_vfl_aux_5: 0.8253 (0.8631) loss_vfl_dn_0: 0.4751 (0.4821) loss_vfl_dn_1: 0.4318 (0.4306) loss_vfl_dn_2: 0.4110 (0.4126) loss_vfl_dn_3: 0.4022 (0.4051) loss_vfl_dn_4: 0.4029 (0.4023) loss_vfl_dn_5: 0.3997 (0.4018) time: 0.4623 data: 0.0137 max mem: 5653 Epoch: [9] [5100/7393] eta: 0:18:18 lr: 0.000010 loss: 18.9459 (18.5304) loss_bbox: 0.2105 (0.1845) loss_bbox_aux_0: 0.2192 (0.2004) loss_bbox_aux_1: 0.2124 (0.1890) loss_bbox_aux_2: 0.2069 (0.1864) loss_bbox_aux_3: 0.2084 (0.1847) loss_bbox_aux_4: 0.2101 (0.1847) loss_bbox_aux_5: 0.2657 (0.2443) loss_bbox_dn_0: 0.3960 (0.3427) loss_bbox_dn_1: 0.3232 (0.2721) loss_bbox_dn_2: 0.2945 (0.2524) loss_bbox_dn_3: 0.2759 (0.2446) loss_bbox_dn_4: 0.2701 (0.2419) loss_bbox_dn_5: 0.2703 (0.2418) loss_giou: 0.5379 (0.5401) loss_giou_aux_0: 0.5519 (0.5692) loss_giou_aux_1: 0.5348 (0.5492) loss_giou_aux_2: 0.5321 (0.5441) loss_giou_aux_3: 0.5339 (0.5411) loss_giou_aux_4: 0.5382 (0.5403) loss_giou_aux_5: 0.6280 (0.6460) loss_giou_dn_0: 0.6926 (0.6850) loss_giou_dn_1: 0.5859 (0.5807) loss_giou_dn_2: 0.5531 (0.5554) loss_giou_dn_3: 0.5421 (0.5470) loss_giou_dn_4: 0.5380 (0.5446) loss_giou_dn_5: 0.5377 (0.5446) loss_vfl: 0.7755 (0.7508) loss_vfl_aux_0: 0.9004 (0.8868) loss_vfl_aux_1: 0.8262 (0.8374) loss_vfl_aux_2: 0.7864 (0.7856) loss_vfl_aux_3: 0.7798 (0.7626) loss_vfl_aux_4: 0.7737 (0.7531) loss_vfl_aux_5: 0.8659 (0.8628) loss_vfl_dn_0: 0.4863 (0.4821) loss_vfl_dn_1: 0.4343 (0.4306) loss_vfl_dn_2: 0.4240 (0.4126) loss_vfl_dn_3: 0.4141 (0.4052) loss_vfl_dn_4: 0.4096 (0.4023) loss_vfl_dn_5: 0.4091 (0.4018) time: 0.4573 data: 0.0138 max mem: 5653 Epoch: [9] [5200/7393] eta: 0:17:29 lr: 0.000010 loss: 17.9970 (18.5283) loss_bbox: 0.1499 (0.1845) loss_bbox_aux_0: 0.1747 (0.2003) loss_bbox_aux_1: 0.1571 (0.1890) loss_bbox_aux_2: 0.1553 (0.1863) loss_bbox_aux_3: 0.1500 (0.1846) loss_bbox_aux_4: 0.1503 (0.1846) loss_bbox_aux_5: 0.2332 (0.2443) loss_bbox_dn_0: 0.3281 (0.3426) loss_bbox_dn_1: 0.2561 (0.2719) loss_bbox_dn_2: 0.2360 (0.2523) loss_bbox_dn_3: 0.2250 (0.2444) loss_bbox_dn_4: 0.2208 (0.2418) loss_bbox_dn_5: 0.2201 (0.2416) loss_giou: 0.4992 (0.5400) loss_giou_aux_0: 0.5316 (0.5691) loss_giou_aux_1: 0.5224 (0.5491) loss_giou_aux_2: 0.5178 (0.5440) loss_giou_aux_3: 0.5120 (0.5410) loss_giou_aux_4: 0.4991 (0.5402) loss_giou_aux_5: 0.6098 (0.6460) loss_giou_dn_0: 0.6433 (0.6849) loss_giou_dn_1: 0.5330 (0.5806) loss_giou_dn_2: 0.5079 (0.5553) loss_giou_dn_3: 0.5016 (0.5469) loss_giou_dn_4: 0.4994 (0.5445) loss_giou_dn_5: 0.4995 (0.5446) loss_vfl: 0.7706 (0.7509) loss_vfl_aux_0: 0.8948 (0.8866) loss_vfl_aux_1: 0.8551 (0.8374) loss_vfl_aux_2: 0.7919 (0.7857) loss_vfl_aux_3: 0.7656 (0.7626) loss_vfl_aux_4: 0.7618 (0.7533) loss_vfl_aux_5: 0.8934 (0.8627) loss_vfl_dn_0: 0.4840 (0.4821) loss_vfl_dn_1: 0.4317 (0.4306) loss_vfl_dn_2: 0.4130 (0.4126) loss_vfl_dn_3: 0.4060 (0.4052) loss_vfl_dn_4: 0.4021 (0.4023) loss_vfl_dn_5: 0.4024 (0.4018) time: 0.4708 data: 0.0139 max mem: 5653 Epoch: [9] [5300/7393] eta: 0:16:41 lr: 0.000010 loss: 18.3601 (18.5289) loss_bbox: 0.1726 (0.1845) loss_bbox_aux_0: 0.1976 (0.2004) loss_bbox_aux_1: 0.1854 (0.1890) loss_bbox_aux_2: 0.1763 (0.1864) loss_bbox_aux_3: 0.1797 (0.1847) loss_bbox_aux_4: 0.1757 (0.1847) loss_bbox_aux_5: 0.2536 (0.2444) loss_bbox_dn_0: 0.3169 (0.3424) loss_bbox_dn_1: 0.2557 (0.2718) loss_bbox_dn_2: 0.2347 (0.2522) loss_bbox_dn_3: 0.2317 (0.2443) loss_bbox_dn_4: 0.2310 (0.2417) loss_bbox_dn_5: 0.2310 (0.2415) loss_giou: 0.5346 (0.5402) loss_giou_aux_0: 0.5560 (0.5694) loss_giou_aux_1: 0.5452 (0.5493) loss_giou_aux_2: 0.5348 (0.5442) loss_giou_aux_3: 0.5325 (0.5413) loss_giou_aux_4: 0.5356 (0.5405) loss_giou_aux_5: 0.6459 (0.6463) loss_giou_dn_0: 0.6700 (0.6849) loss_giou_dn_1: 0.5663 (0.5807) loss_giou_dn_2: 0.5481 (0.5554) loss_giou_dn_3: 0.5419 (0.5470) loss_giou_dn_4: 0.5403 (0.5446) loss_giou_dn_5: 0.5404 (0.5446) loss_vfl: 0.7645 (0.7508) loss_vfl_aux_0: 0.9011 (0.8865) loss_vfl_aux_1: 0.8466 (0.8373) loss_vfl_aux_2: 0.8069 (0.7857) loss_vfl_aux_3: 0.7883 (0.7625) loss_vfl_aux_4: 0.7694 (0.7531) loss_vfl_aux_5: 0.8683 (0.8624) loss_vfl_dn_0: 0.4771 (0.4820) loss_vfl_dn_1: 0.4264 (0.4305) loss_vfl_dn_2: 0.4048 (0.4125) loss_vfl_dn_3: 0.3985 (0.4051) loss_vfl_dn_4: 0.3960 (0.4022) loss_vfl_dn_5: 0.3973 (0.4017) time: 0.4651 data: 0.0142 max mem: 5653 Epoch: [9] [5400/7393] eta: 0:15:55 lr: 0.000010 loss: 18.3963 (18.5273) loss_bbox: 0.1728 (0.1845) loss_bbox_aux_0: 0.1932 (0.2003) loss_bbox_aux_1: 0.1833 (0.1890) loss_bbox_aux_2: 0.1801 (0.1864) loss_bbox_aux_3: 0.1745 (0.1847) loss_bbox_aux_4: 0.1737 (0.1847) loss_bbox_aux_5: 0.2141 (0.2443) loss_bbox_dn_0: 0.2969 (0.3423) loss_bbox_dn_1: 0.2400 (0.2717) loss_bbox_dn_2: 0.2173 (0.2521) loss_bbox_dn_3: 0.2083 (0.2443) loss_bbox_dn_4: 0.2086 (0.2416) loss_bbox_dn_5: 0.2084 (0.2415) loss_giou: 0.5342 (0.5402) loss_giou_aux_0: 0.5640 (0.5693) loss_giou_aux_1: 0.5526 (0.5492) loss_giou_aux_2: 0.5457 (0.5442) loss_giou_aux_3: 0.5395 (0.5412) loss_giou_aux_4: 0.5365 (0.5404) loss_giou_aux_5: 0.6243 (0.6462) loss_giou_dn_0: 0.6881 (0.6847) loss_giou_dn_1: 0.5879 (0.5806) loss_giou_dn_2: 0.5637 (0.5553) loss_giou_dn_3: 0.5522 (0.5469) loss_giou_dn_4: 0.5510 (0.5445) loss_giou_dn_5: 0.5519 (0.5445) loss_vfl: 0.7337 (0.7508) loss_vfl_aux_0: 0.8314 (0.8864) loss_vfl_aux_1: 0.8547 (0.8373) loss_vfl_aux_2: 0.8033 (0.7857) loss_vfl_aux_3: 0.7478 (0.7625) loss_vfl_aux_4: 0.7517 (0.7531) loss_vfl_aux_5: 0.8147 (0.8625) loss_vfl_dn_0: 0.4878 (0.4821) loss_vfl_dn_1: 0.4335 (0.4305) loss_vfl_dn_2: 0.4218 (0.4126) loss_vfl_dn_3: 0.4170 (0.4051) loss_vfl_dn_4: 0.4142 (0.4022) loss_vfl_dn_5: 0.4149 (0.4017) time: 0.7096 data: 0.0141 max mem: 5653 Epoch: [9] [5500/7393] eta: 0:15:07 lr: 0.000010 loss: 18.2809 (18.5238) loss_bbox: 0.1666 (0.1845) loss_bbox_aux_0: 0.1793 (0.2002) loss_bbox_aux_1: 0.1711 (0.1890) loss_bbox_aux_2: 0.1679 (0.1864) loss_bbox_aux_3: 0.1636 (0.1847) loss_bbox_aux_4: 0.1713 (0.1846) loss_bbox_aux_5: 0.2175 (0.2442) loss_bbox_dn_0: 0.3111 (0.3422) loss_bbox_dn_1: 0.2431 (0.2716) loss_bbox_dn_2: 0.2219 (0.2520) loss_bbox_dn_3: 0.2164 (0.2442) loss_bbox_dn_4: 0.2159 (0.2415) loss_bbox_dn_5: 0.2148 (0.2414) loss_giou: 0.5361 (0.5400) loss_giou_aux_0: 0.5794 (0.5692) loss_giou_aux_1: 0.5542 (0.5491) loss_giou_aux_2: 0.5486 (0.5440) loss_giou_aux_3: 0.5445 (0.5410) loss_giou_aux_4: 0.5436 (0.5402) loss_giou_aux_5: 0.6320 (0.6460) loss_giou_dn_0: 0.6863 (0.6846) loss_giou_dn_1: 0.5965 (0.5805) loss_giou_dn_2: 0.5707 (0.5551) loss_giou_dn_3: 0.5619 (0.5467) loss_giou_dn_4: 0.5611 (0.5443) loss_giou_dn_5: 0.5622 (0.5444) loss_vfl: 0.7493 (0.7508) loss_vfl_aux_0: 0.8933 (0.8863) loss_vfl_aux_1: 0.8564 (0.8371) loss_vfl_aux_2: 0.8101 (0.7857) loss_vfl_aux_3: 0.7643 (0.7625) loss_vfl_aux_4: 0.7482 (0.7531) loss_vfl_aux_5: 0.8872 (0.8625) loss_vfl_dn_0: 0.4768 (0.4821) loss_vfl_dn_1: 0.4284 (0.4305) loss_vfl_dn_2: 0.4122 (0.4126) loss_vfl_dn_3: 0.4003 (0.4051) loss_vfl_dn_4: 0.3971 (0.4022) loss_vfl_dn_5: 0.3985 (0.4017) time: 0.4713 data: 0.0144 max mem: 5653 Epoch: [9] [5600/7393] eta: 0:14:18 lr: 0.000010 loss: 18.1738 (18.5240) loss_bbox: 0.1709 (0.1845) loss_bbox_aux_0: 0.1847 (0.2003) loss_bbox_aux_1: 0.1680 (0.1891) loss_bbox_aux_2: 0.1670 (0.1864) loss_bbox_aux_3: 0.1687 (0.1847) loss_bbox_aux_4: 0.1696 (0.1846) loss_bbox_aux_5: 0.2234 (0.2443) loss_bbox_dn_0: 0.3340 (0.3423) loss_bbox_dn_1: 0.2663 (0.2718) loss_bbox_dn_2: 0.2478 (0.2521) loss_bbox_dn_3: 0.2370 (0.2443) loss_bbox_dn_4: 0.2303 (0.2417) loss_bbox_dn_5: 0.2301 (0.2415) loss_giou: 0.5303 (0.5398) loss_giou_aux_0: 0.5562 (0.5690) loss_giou_aux_1: 0.5358 (0.5489) loss_giou_aux_2: 0.5386 (0.5438) loss_giou_aux_3: 0.5303 (0.5408) loss_giou_aux_4: 0.5270 (0.5400) loss_giou_aux_5: 0.6438 (0.6458) loss_giou_dn_0: 0.6719 (0.6845) loss_giou_dn_1: 0.5781 (0.5804) loss_giou_dn_2: 0.5565 (0.5550) loss_giou_dn_3: 0.5555 (0.5466) loss_giou_dn_4: 0.5547 (0.5442) loss_giou_dn_5: 0.5545 (0.5443) loss_vfl: 0.7220 (0.7509) loss_vfl_aux_0: 0.8861 (0.8863) loss_vfl_aux_1: 0.8286 (0.8372) loss_vfl_aux_2: 0.7755 (0.7859) loss_vfl_aux_3: 0.7467 (0.7626) loss_vfl_aux_4: 0.7305 (0.7533) loss_vfl_aux_5: 0.8674 (0.8627) loss_vfl_dn_0: 0.4840 (0.4821) loss_vfl_dn_1: 0.4313 (0.4305) loss_vfl_dn_2: 0.4118 (0.4126) loss_vfl_dn_3: 0.4026 (0.4051) loss_vfl_dn_4: 0.3987 (0.4022) loss_vfl_dn_5: 0.3988 (0.4017) time: 0.4638 data: 0.0138 max mem: 5653 Epoch: [9] [5700/7393] eta: 0:13:30 lr: 0.000010 loss: 18.2789 (18.5246) loss_bbox: 0.1621 (0.1845) loss_bbox_aux_0: 0.1776 (0.2003) loss_bbox_aux_1: 0.1673 (0.1890) loss_bbox_aux_2: 0.1625 (0.1864) loss_bbox_aux_3: 0.1615 (0.1847) loss_bbox_aux_4: 0.1622 (0.1846) loss_bbox_aux_5: 0.2190 (0.2442) loss_bbox_dn_0: 0.3094 (0.3421) loss_bbox_dn_1: 0.2510 (0.2716) loss_bbox_dn_2: 0.2260 (0.2520) loss_bbox_dn_3: 0.2215 (0.2442) loss_bbox_dn_4: 0.2160 (0.2416) loss_bbox_dn_5: 0.2161 (0.2414) loss_giou: 0.5489 (0.5400) loss_giou_aux_0: 0.5785 (0.5692) loss_giou_aux_1: 0.5551 (0.5490) loss_giou_aux_2: 0.5447 (0.5440) loss_giou_aux_3: 0.5528 (0.5410) loss_giou_aux_4: 0.5519 (0.5402) loss_giou_aux_5: 0.6490 (0.6459) loss_giou_dn_0: 0.6985 (0.6845) loss_giou_dn_1: 0.5922 (0.5805) loss_giou_dn_2: 0.5679 (0.5552) loss_giou_dn_3: 0.5626 (0.5467) loss_giou_dn_4: 0.5605 (0.5444) loss_giou_dn_5: 0.5611 (0.5445) loss_vfl: 0.7127 (0.7508) loss_vfl_aux_0: 0.8275 (0.8862) loss_vfl_aux_1: 0.8159 (0.8372) loss_vfl_aux_2: 0.7365 (0.7858) loss_vfl_aux_3: 0.7348 (0.7626) loss_vfl_aux_4: 0.7162 (0.7532) loss_vfl_aux_5: 0.7998 (0.8627) loss_vfl_dn_0: 0.4802 (0.4821) loss_vfl_dn_1: 0.4254 (0.4305) loss_vfl_dn_2: 0.4090 (0.4126) loss_vfl_dn_3: 0.4029 (0.4051) loss_vfl_dn_4: 0.3992 (0.4022) loss_vfl_dn_5: 0.3980 (0.4017) time: 0.4606 data: 0.0141 max mem: 5653 Epoch: [9] [5800/7393] eta: 0:12:42 lr: 0.000010 loss: 18.7498 (18.5230) loss_bbox: 0.1792 (0.1845) loss_bbox_aux_0: 0.2040 (0.2002) loss_bbox_aux_1: 0.1916 (0.1890) loss_bbox_aux_2: 0.1839 (0.1863) loss_bbox_aux_3: 0.1816 (0.1846) loss_bbox_aux_4: 0.1795 (0.1846) loss_bbox_aux_5: 0.2380 (0.2441) loss_bbox_dn_0: 0.3242 (0.3421) loss_bbox_dn_1: 0.2539 (0.2716) loss_bbox_dn_2: 0.2375 (0.2520) loss_bbox_dn_3: 0.2352 (0.2442) loss_bbox_dn_4: 0.2341 (0.2416) loss_bbox_dn_5: 0.2339 (0.2414) loss_giou: 0.5025 (0.5399) loss_giou_aux_0: 0.5268 (0.5691) loss_giou_aux_1: 0.4963 (0.5489) loss_giou_aux_2: 0.5069 (0.5439) loss_giou_aux_3: 0.5109 (0.5409) loss_giou_aux_4: 0.5096 (0.5401) loss_giou_aux_5: 0.6090 (0.6457) loss_giou_dn_0: 0.6478 (0.6845) loss_giou_dn_1: 0.5422 (0.5804) loss_giou_dn_2: 0.5213 (0.5551) loss_giou_dn_3: 0.5073 (0.5467) loss_giou_dn_4: 0.5048 (0.5443) loss_giou_dn_5: 0.5049 (0.5444) loss_vfl: 0.7443 (0.7509) loss_vfl_aux_0: 0.8646 (0.8862) loss_vfl_aux_1: 0.8199 (0.8372) loss_vfl_aux_2: 0.7586 (0.7858) loss_vfl_aux_3: 0.7479 (0.7626) loss_vfl_aux_4: 0.7519 (0.7532) loss_vfl_aux_5: 0.8685 (0.8628) loss_vfl_dn_0: 0.4807 (0.4821) loss_vfl_dn_1: 0.4345 (0.4305) loss_vfl_dn_2: 0.4194 (0.4126) loss_vfl_dn_3: 0.4103 (0.4051) loss_vfl_dn_4: 0.4064 (0.4022) loss_vfl_dn_5: 0.4072 (0.4017) time: 0.4616 data: 0.0137 max mem: 5653 Epoch: [9] [5900/7393] eta: 0:11:54 lr: 0.000010 loss: 18.8737 (18.5205) loss_bbox: 0.1871 (0.1844) loss_bbox_aux_0: 0.1927 (0.2002) loss_bbox_aux_1: 0.1787 (0.1889) loss_bbox_aux_2: 0.1863 (0.1862) loss_bbox_aux_3: 0.1885 (0.1846) loss_bbox_aux_4: 0.1878 (0.1845) loss_bbox_aux_5: 0.2451 (0.2441) loss_bbox_dn_0: 0.2873 (0.3418) loss_bbox_dn_1: 0.2337 (0.2714) loss_bbox_dn_2: 0.2216 (0.2518) loss_bbox_dn_3: 0.2119 (0.2439) loss_bbox_dn_4: 0.2089 (0.2413) loss_bbox_dn_5: 0.2091 (0.2412) loss_giou: 0.5486 (0.5403) loss_giou_aux_0: 0.5730 (0.5694) loss_giou_aux_1: 0.5622 (0.5493) loss_giou_aux_2: 0.5568 (0.5442) loss_giou_aux_3: 0.5485 (0.5413) loss_giou_aux_4: 0.5481 (0.5405) loss_giou_aux_5: 0.6681 (0.6461) loss_giou_dn_0: 0.6765 (0.6846) loss_giou_dn_1: 0.5841 (0.5805) loss_giou_dn_2: 0.5602 (0.5552) loss_giou_dn_3: 0.5524 (0.5468) loss_giou_dn_4: 0.5531 (0.5444) loss_giou_dn_5: 0.5537 (0.5445) loss_vfl: 0.7283 (0.7505) loss_vfl_aux_0: 0.8176 (0.8855) loss_vfl_aux_1: 0.7909 (0.8366) loss_vfl_aux_2: 0.7603 (0.7854) loss_vfl_aux_3: 0.7349 (0.7622) loss_vfl_aux_4: 0.7238 (0.7528) loss_vfl_aux_5: 0.8126 (0.8623) loss_vfl_dn_0: 0.4747 (0.4821) loss_vfl_dn_1: 0.4270 (0.4305) loss_vfl_dn_2: 0.4093 (0.4125) loss_vfl_dn_3: 0.4033 (0.4050) loss_vfl_dn_4: 0.4002 (0.4021) loss_vfl_dn_5: 0.3981 (0.4016) time: 0.4680 data: 0.0136 max mem: 5653 Epoch: [9] [6000/7393] eta: 0:11:06 lr: 0.000010 loss: 17.8428 (18.5156) loss_bbox: 0.1704 (0.1844) loss_bbox_aux_0: 0.1822 (0.2002) loss_bbox_aux_1: 0.1736 (0.1889) loss_bbox_aux_2: 0.1739 (0.1862) loss_bbox_aux_3: 0.1728 (0.1845) loss_bbox_aux_4: 0.1705 (0.1845) loss_bbox_aux_5: 0.2381 (0.2440) loss_bbox_dn_0: 0.3262 (0.3417) loss_bbox_dn_1: 0.2575 (0.2713) loss_bbox_dn_2: 0.2317 (0.2517) loss_bbox_dn_3: 0.2149 (0.2438) loss_bbox_dn_4: 0.2115 (0.2412) loss_bbox_dn_5: 0.2114 (0.2410) loss_giou: 0.5152 (0.5400) loss_giou_aux_0: 0.5243 (0.5692) loss_giou_aux_1: 0.5235 (0.5491) loss_giou_aux_2: 0.5166 (0.5440) loss_giou_aux_3: 0.5262 (0.5410) loss_giou_aux_4: 0.5199 (0.5403) loss_giou_aux_5: 0.6049 (0.6458) loss_giou_dn_0: 0.6671 (0.6844) loss_giou_dn_1: 0.5660 (0.5804) loss_giou_dn_2: 0.5373 (0.5550) loss_giou_dn_3: 0.5282 (0.5466) loss_giou_dn_4: 0.5257 (0.5442) loss_giou_dn_5: 0.5256 (0.5443) loss_vfl: 0.7539 (0.7504) loss_vfl_aux_0: 0.9140 (0.8855) loss_vfl_aux_1: 0.8497 (0.8365) loss_vfl_aux_2: 0.7888 (0.7853) loss_vfl_aux_3: 0.7423 (0.7620) loss_vfl_aux_4: 0.7549 (0.7527) loss_vfl_aux_5: 0.8738 (0.8623) loss_vfl_dn_0: 0.4854 (0.4820) loss_vfl_dn_1: 0.4267 (0.4304) loss_vfl_dn_2: 0.4089 (0.4124) loss_vfl_dn_3: 0.4011 (0.4050) loss_vfl_dn_4: 0.3982 (0.4021) loss_vfl_dn_5: 0.3970 (0.4016) time: 0.4740 data: 0.0140 max mem: 5653 Epoch: [9] [6100/7393] eta: 0:10:18 lr: 0.000010 loss: 18.7234 (18.5128) loss_bbox: 0.1803 (0.1842) loss_bbox_aux_0: 0.1920 (0.2000) loss_bbox_aux_1: 0.1823 (0.1887) loss_bbox_aux_2: 0.1748 (0.1860) loss_bbox_aux_3: 0.1808 (0.1844) loss_bbox_aux_4: 0.1803 (0.1843) loss_bbox_aux_5: 0.2403 (0.2438) loss_bbox_dn_0: 0.3103 (0.3416) loss_bbox_dn_1: 0.2481 (0.2712) loss_bbox_dn_2: 0.2251 (0.2515) loss_bbox_dn_3: 0.2218 (0.2437) loss_bbox_dn_4: 0.2170 (0.2411) loss_bbox_dn_5: 0.2171 (0.2409) loss_giou: 0.5415 (0.5398) loss_giou_aux_0: 0.5602 (0.5689) loss_giou_aux_1: 0.5561 (0.5488) loss_giou_aux_2: 0.5488 (0.5437) loss_giou_aux_3: 0.5548 (0.5408) loss_giou_aux_4: 0.5419 (0.5400) loss_giou_aux_5: 0.6420 (0.6456) loss_giou_dn_0: 0.6946 (0.6842) loss_giou_dn_1: 0.5840 (0.5802) loss_giou_dn_2: 0.5555 (0.5548) loss_giou_dn_3: 0.5470 (0.5464) loss_giou_dn_4: 0.5427 (0.5440) loss_giou_dn_5: 0.5429 (0.5441) loss_vfl: 0.7546 (0.7506) loss_vfl_aux_0: 0.8729 (0.8856) loss_vfl_aux_1: 0.8412 (0.8367) loss_vfl_aux_2: 0.7893 (0.7854) loss_vfl_aux_3: 0.7601 (0.7623) loss_vfl_aux_4: 0.7581 (0.7530) loss_vfl_aux_5: 0.8613 (0.8625) loss_vfl_dn_0: 0.4834 (0.4821) loss_vfl_dn_1: 0.4381 (0.4305) loss_vfl_dn_2: 0.4197 (0.4125) loss_vfl_dn_3: 0.4121 (0.4050) loss_vfl_dn_4: 0.4101 (0.4021) loss_vfl_dn_5: 0.4118 (0.4016) time: 0.4623 data: 0.0141 max mem: 5653 Epoch: [9] [6200/7393] eta: 0:09:30 lr: 0.000010 loss: 18.7398 (18.5123) loss_bbox: 0.1950 (0.1842) loss_bbox_aux_0: 0.2101 (0.2000) loss_bbox_aux_1: 0.2007 (0.1887) loss_bbox_aux_2: 0.1947 (0.1860) loss_bbox_aux_3: 0.1953 (0.1843) loss_bbox_aux_4: 0.1955 (0.1843) loss_bbox_aux_5: 0.2578 (0.2439) loss_bbox_dn_0: 0.3439 (0.3417) loss_bbox_dn_1: 0.2751 (0.2713) loss_bbox_dn_2: 0.2538 (0.2516) loss_bbox_dn_3: 0.2430 (0.2437) loss_bbox_dn_4: 0.2421 (0.2411) loss_bbox_dn_5: 0.2420 (0.2410) loss_giou: 0.4904 (0.5396) loss_giou_aux_0: 0.5207 (0.5688) loss_giou_aux_1: 0.4913 (0.5487) loss_giou_aux_2: 0.4887 (0.5436) loss_giou_aux_3: 0.4824 (0.5407) loss_giou_aux_4: 0.4823 (0.5399) loss_giou_aux_5: 0.5832 (0.6455) loss_giou_dn_0: 0.6709 (0.6841) loss_giou_dn_1: 0.5779 (0.5802) loss_giou_dn_2: 0.5469 (0.5548) loss_giou_dn_3: 0.5382 (0.5464) loss_giou_dn_4: 0.5371 (0.5440) loss_giou_dn_5: 0.5369 (0.5441) loss_vfl: 0.7380 (0.7508) loss_vfl_aux_0: 0.9076 (0.8857) loss_vfl_aux_1: 0.8455 (0.8367) loss_vfl_aux_2: 0.8026 (0.7855) loss_vfl_aux_3: 0.7653 (0.7624) loss_vfl_aux_4: 0.7535 (0.7532) loss_vfl_aux_5: 0.8830 (0.8625) loss_vfl_dn_0: 0.4917 (0.4821) loss_vfl_dn_1: 0.4225 (0.4304) loss_vfl_dn_2: 0.4042 (0.4125) loss_vfl_dn_3: 0.3985 (0.4050) loss_vfl_dn_4: 0.3963 (0.4021) loss_vfl_dn_5: 0.3984 (0.4016) time: 0.4648 data: 0.0140 max mem: 5653 Epoch: [9] [6300/7393] eta: 0:08:43 lr: 0.000010 loss: 18.3726 (18.5129) loss_bbox: 0.1763 (0.1843) loss_bbox_aux_0: 0.1825 (0.2000) loss_bbox_aux_1: 0.1790 (0.1887) loss_bbox_aux_2: 0.1714 (0.1860) loss_bbox_aux_3: 0.1756 (0.1844) loss_bbox_aux_4: 0.1774 (0.1843) loss_bbox_aux_5: 0.2376 (0.2440) loss_bbox_dn_0: 0.3085 (0.3416) loss_bbox_dn_1: 0.2503 (0.2712) loss_bbox_dn_2: 0.2312 (0.2516) loss_bbox_dn_3: 0.2233 (0.2437) loss_bbox_dn_4: 0.2229 (0.2411) loss_bbox_dn_5: 0.2229 (0.2410) loss_giou: 0.5548 (0.5398) loss_giou_aux_0: 0.5719 (0.5689) loss_giou_aux_1: 0.5629 (0.5488) loss_giou_aux_2: 0.5572 (0.5437) loss_giou_aux_3: 0.5550 (0.5408) loss_giou_aux_4: 0.5526 (0.5400) loss_giou_aux_5: 0.6486 (0.6456) loss_giou_dn_0: 0.7014 (0.6841) loss_giou_dn_1: 0.5934 (0.5801) loss_giou_dn_2: 0.5729 (0.5548) loss_giou_dn_3: 0.5657 (0.5463) loss_giou_dn_4: 0.5642 (0.5439) loss_giou_dn_5: 0.5641 (0.5440) loss_vfl: 0.7315 (0.7507) loss_vfl_aux_0: 0.8943 (0.8858) loss_vfl_aux_1: 0.8307 (0.8368) loss_vfl_aux_2: 0.7560 (0.7855) loss_vfl_aux_3: 0.7445 (0.7624) loss_vfl_aux_4: 0.7388 (0.7531) loss_vfl_aux_5: 0.8410 (0.8625) loss_vfl_dn_0: 0.4763 (0.4821) loss_vfl_dn_1: 0.4331 (0.4304) loss_vfl_dn_2: 0.4142 (0.4125) loss_vfl_dn_3: 0.4118 (0.4050) loss_vfl_dn_4: 0.4102 (0.4021) loss_vfl_dn_5: 0.4084 (0.4016) time: 0.4715 data: 0.0141 max mem: 5653 Epoch: [9] [6400/7393] eta: 0:07:55 lr: 0.000010 loss: 18.3138 (18.5123) loss_bbox: 0.1912 (0.1843) loss_bbox_aux_0: 0.2142 (0.2000) loss_bbox_aux_1: 0.1995 (0.1887) loss_bbox_aux_2: 0.1998 (0.1861) loss_bbox_aux_3: 0.1939 (0.1844) loss_bbox_aux_4: 0.1954 (0.1844) loss_bbox_aux_5: 0.2636 (0.2440) loss_bbox_dn_0: 0.3653 (0.3417) loss_bbox_dn_1: 0.2909 (0.2712) loss_bbox_dn_2: 0.2694 (0.2516) loss_bbox_dn_3: 0.2514 (0.2437) loss_bbox_dn_4: 0.2480 (0.2411) loss_bbox_dn_5: 0.2481 (0.2410) loss_giou: 0.4912 (0.5398) loss_giou_aux_0: 0.5198 (0.5688) loss_giou_aux_1: 0.5022 (0.5487) loss_giou_aux_2: 0.4870 (0.5437) loss_giou_aux_3: 0.4865 (0.5408) loss_giou_aux_4: 0.4825 (0.5400) loss_giou_aux_5: 0.5971 (0.6455) loss_giou_dn_0: 0.6661 (0.6841) loss_giou_dn_1: 0.5567 (0.5801) loss_giou_dn_2: 0.5299 (0.5547) loss_giou_dn_3: 0.5165 (0.5463) loss_giou_dn_4: 0.5125 (0.5439) loss_giou_dn_5: 0.5118 (0.5440) loss_vfl: 0.7143 (0.7506) loss_vfl_aux_0: 0.8706 (0.8857) loss_vfl_aux_1: 0.8016 (0.8367) loss_vfl_aux_2: 0.7350 (0.7854) loss_vfl_aux_3: 0.7356 (0.7623) loss_vfl_aux_4: 0.7261 (0.7530) loss_vfl_aux_5: 0.8236 (0.8625) loss_vfl_dn_0: 0.4743 (0.4821) loss_vfl_dn_1: 0.4256 (0.4305) loss_vfl_dn_2: 0.4030 (0.4125) loss_vfl_dn_3: 0.3934 (0.4050) loss_vfl_dn_4: 0.3912 (0.4021) loss_vfl_dn_5: 0.3892 (0.4016) time: 0.4632 data: 0.0141 max mem: 5653 Epoch: [9] [6500/7393] eta: 0:07:07 lr: 0.000010 loss: 18.4937 (18.5117) loss_bbox: 0.1799 (0.1843) loss_bbox_aux_0: 0.1953 (0.2000) loss_bbox_aux_1: 0.1827 (0.1887) loss_bbox_aux_2: 0.1773 (0.1861) loss_bbox_aux_3: 0.1784 (0.1844) loss_bbox_aux_4: 0.1795 (0.1844) loss_bbox_aux_5: 0.2421 (0.2440) loss_bbox_dn_0: 0.3128 (0.3418) loss_bbox_dn_1: 0.2483 (0.2713) loss_bbox_dn_2: 0.2217 (0.2517) loss_bbox_dn_3: 0.2144 (0.2438) loss_bbox_dn_4: 0.2133 (0.2412) loss_bbox_dn_5: 0.2130 (0.2410) loss_giou: 0.4860 (0.5396) loss_giou_aux_0: 0.4969 (0.5686) loss_giou_aux_1: 0.4825 (0.5486) loss_giou_aux_2: 0.4840 (0.5435) loss_giou_aux_3: 0.4779 (0.5406) loss_giou_aux_4: 0.4860 (0.5398) loss_giou_aux_5: 0.5868 (0.6453) loss_giou_dn_0: 0.6747 (0.6840) loss_giou_dn_1: 0.5695 (0.5800) loss_giou_dn_2: 0.5396 (0.5546) loss_giou_dn_3: 0.5300 (0.5461) loss_giou_dn_4: 0.5263 (0.5437) loss_giou_dn_5: 0.5258 (0.5438) loss_vfl: 0.7357 (0.7508) loss_vfl_aux_0: 0.8824 (0.8859) loss_vfl_aux_1: 0.8186 (0.8367) loss_vfl_aux_2: 0.7622 (0.7856) loss_vfl_aux_3: 0.7499 (0.7624) loss_vfl_aux_4: 0.7399 (0.7532) loss_vfl_aux_5: 0.8379 (0.8627) loss_vfl_dn_0: 0.4799 (0.4821) loss_vfl_dn_1: 0.4336 (0.4304) loss_vfl_dn_2: 0.4182 (0.4125) loss_vfl_dn_3: 0.4127 (0.4050) loss_vfl_dn_4: 0.4080 (0.4021) loss_vfl_dn_5: 0.4058 (0.4016) time: 0.4872 data: 0.0140 max mem: 5653 Epoch: [9] [6600/7393] eta: 0:06:19 lr: 0.000010 loss: 18.6305 (18.5112) loss_bbox: 0.1837 (0.1843) loss_bbox_aux_0: 0.2040 (0.1999) loss_bbox_aux_1: 0.1860 (0.1887) loss_bbox_aux_2: 0.1866 (0.1860) loss_bbox_aux_3: 0.1843 (0.1844) loss_bbox_aux_4: 0.1826 (0.1844) loss_bbox_aux_5: 0.2445 (0.2439) loss_bbox_dn_0: 0.3428 (0.3416) loss_bbox_dn_1: 0.2703 (0.2712) loss_bbox_dn_2: 0.2451 (0.2516) loss_bbox_dn_3: 0.2359 (0.2437) loss_bbox_dn_4: 0.2325 (0.2411) loss_bbox_dn_5: 0.2316 (0.2409) loss_giou: 0.5642 (0.5397) loss_giou_aux_0: 0.5976 (0.5687) loss_giou_aux_1: 0.5665 (0.5487) loss_giou_aux_2: 0.5597 (0.5436) loss_giou_aux_3: 0.5689 (0.5407) loss_giou_aux_4: 0.5588 (0.5399) loss_giou_aux_5: 0.6767 (0.6454) loss_giou_dn_0: 0.7073 (0.6840) loss_giou_dn_1: 0.5966 (0.5800) loss_giou_dn_2: 0.5644 (0.5546) loss_giou_dn_3: 0.5573 (0.5462) loss_giou_dn_4: 0.5529 (0.5438) loss_giou_dn_5: 0.5527 (0.5439) loss_vfl: 0.7156 (0.7507) loss_vfl_aux_0: 0.8620 (0.8858) loss_vfl_aux_1: 0.8059 (0.8366) loss_vfl_aux_2: 0.7379 (0.7856) loss_vfl_aux_3: 0.7302 (0.7623) loss_vfl_aux_4: 0.7157 (0.7531) loss_vfl_aux_5: 0.8206 (0.8627) loss_vfl_dn_0: 0.4810 (0.4821) loss_vfl_dn_1: 0.4281 (0.4304) loss_vfl_dn_2: 0.4110 (0.4124) loss_vfl_dn_3: 0.4039 (0.4049) loss_vfl_dn_4: 0.4013 (0.4021) loss_vfl_dn_5: 0.4037 (0.4016) time: 0.4661 data: 0.0137 max mem: 5653 Epoch: [9] [6700/7393] eta: 0:05:31 lr: 0.000010 loss: 18.0596 (18.5067) loss_bbox: 0.1690 (0.1842) loss_bbox_aux_0: 0.1925 (0.1998) loss_bbox_aux_1: 0.1821 (0.1887) loss_bbox_aux_2: 0.1786 (0.1860) loss_bbox_aux_3: 0.1696 (0.1844) loss_bbox_aux_4: 0.1760 (0.1843) loss_bbox_aux_5: 0.2286 (0.2438) loss_bbox_dn_0: 0.3389 (0.3414) loss_bbox_dn_1: 0.2652 (0.2710) loss_bbox_dn_2: 0.2473 (0.2514) loss_bbox_dn_3: 0.2366 (0.2435) loss_bbox_dn_4: 0.2327 (0.2409) loss_bbox_dn_5: 0.2325 (0.2408) loss_giou: 0.5235 (0.5397) loss_giou_aux_0: 0.5542 (0.5687) loss_giou_aux_1: 0.5230 (0.5487) loss_giou_aux_2: 0.5380 (0.5436) loss_giou_aux_3: 0.5194 (0.5408) loss_giou_aux_4: 0.5229 (0.5399) loss_giou_aux_5: 0.6254 (0.6453) loss_giou_dn_0: 0.6666 (0.6840) loss_giou_dn_1: 0.5656 (0.5800) loss_giou_dn_2: 0.5353 (0.5547) loss_giou_dn_3: 0.5299 (0.5462) loss_giou_dn_4: 0.5267 (0.5438) loss_giou_dn_5: 0.5265 (0.5439) loss_vfl: 0.7366 (0.7503) loss_vfl_aux_0: 0.8691 (0.8854) loss_vfl_aux_1: 0.8071 (0.8360) loss_vfl_aux_2: 0.7524 (0.7852) loss_vfl_aux_3: 0.7419 (0.7619) loss_vfl_aux_4: 0.7271 (0.7527) loss_vfl_aux_5: 0.8402 (0.8624) loss_vfl_dn_0: 0.4798 (0.4820) loss_vfl_dn_1: 0.4255 (0.4303) loss_vfl_dn_2: 0.4080 (0.4123) loss_vfl_dn_3: 0.4012 (0.4048) loss_vfl_dn_4: 0.3983 (0.4020) loss_vfl_dn_5: 0.3988 (0.4015) time: 0.4730 data: 0.0137 max mem: 5653 Epoch: [9] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 18.8816 (18.5044) loss_bbox: 0.1726 (0.1842) loss_bbox_aux_0: 0.1861 (0.1998) loss_bbox_aux_1: 0.1758 (0.1886) loss_bbox_aux_2: 0.1749 (0.1859) loss_bbox_aux_3: 0.1720 (0.1843) loss_bbox_aux_4: 0.1727 (0.1842) loss_bbox_aux_5: 0.2266 (0.2437) loss_bbox_dn_0: 0.3405 (0.3412) loss_bbox_dn_1: 0.2538 (0.2708) loss_bbox_dn_2: 0.2348 (0.2512) loss_bbox_dn_3: 0.2280 (0.2433) loss_bbox_dn_4: 0.2258 (0.2407) loss_bbox_dn_5: 0.2256 (0.2406) loss_giou: 0.5835 (0.5397) loss_giou_aux_0: 0.6039 (0.5687) loss_giou_aux_1: 0.5767 (0.5487) loss_giou_aux_2: 0.5807 (0.5436) loss_giou_aux_3: 0.5834 (0.5408) loss_giou_aux_4: 0.5877 (0.5399) loss_giou_aux_5: 0.6673 (0.6453) loss_giou_dn_0: 0.6890 (0.6840) loss_giou_dn_1: 0.5949 (0.5800) loss_giou_dn_2: 0.5643 (0.5546) loss_giou_dn_3: 0.5591 (0.5462) loss_giou_dn_4: 0.5578 (0.5438) loss_giou_dn_5: 0.5560 (0.5439) loss_vfl: 0.7248 (0.7503) loss_vfl_aux_0: 0.8558 (0.8853) loss_vfl_aux_1: 0.8277 (0.8359) loss_vfl_aux_2: 0.7601 (0.7852) loss_vfl_aux_3: 0.7330 (0.7619) loss_vfl_aux_4: 0.7356 (0.7527) loss_vfl_aux_5: 0.8445 (0.8623) loss_vfl_dn_0: 0.4829 (0.4820) loss_vfl_dn_1: 0.4318 (0.4303) loss_vfl_dn_2: 0.4143 (0.4123) loss_vfl_dn_3: 0.4095 (0.4048) loss_vfl_dn_4: 0.4063 (0.4020) loss_vfl_dn_5: 0.4028 (0.4015) time: 0.4846 data: 0.0140 max mem: 5653 Epoch: [9] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 17.5288 (18.5030) loss_bbox: 0.1633 (0.1841) loss_bbox_aux_0: 0.1880 (0.1997) loss_bbox_aux_1: 0.1748 (0.1886) loss_bbox_aux_2: 0.1687 (0.1858) loss_bbox_aux_3: 0.1644 (0.1842) loss_bbox_aux_4: 0.1624 (0.1842) loss_bbox_aux_5: 0.2343 (0.2437) loss_bbox_dn_0: 0.3256 (0.3413) loss_bbox_dn_1: 0.2491 (0.2709) loss_bbox_dn_2: 0.2309 (0.2512) loss_bbox_dn_3: 0.2202 (0.2433) loss_bbox_dn_4: 0.2160 (0.2408) loss_bbox_dn_5: 0.2157 (0.2406) loss_giou: 0.4865 (0.5395) loss_giou_aux_0: 0.5343 (0.5685) loss_giou_aux_1: 0.4902 (0.5485) loss_giou_aux_2: 0.4915 (0.5434) loss_giou_aux_3: 0.4911 (0.5406) loss_giou_aux_4: 0.4865 (0.5397) loss_giou_aux_5: 0.6074 (0.6451) loss_giou_dn_0: 0.6611 (0.6839) loss_giou_dn_1: 0.5612 (0.5799) loss_giou_dn_2: 0.5343 (0.5545) loss_giou_dn_3: 0.5295 (0.5461) loss_giou_dn_4: 0.5285 (0.5437) loss_giou_dn_5: 0.5287 (0.5438) loss_vfl: 0.7706 (0.7506) loss_vfl_aux_0: 0.8990 (0.8853) loss_vfl_aux_1: 0.8320 (0.8360) loss_vfl_aux_2: 0.8210 (0.7853) loss_vfl_aux_3: 0.7770 (0.7621) loss_vfl_aux_4: 0.7658 (0.7530) loss_vfl_aux_5: 0.8539 (0.8624) loss_vfl_dn_0: 0.4739 (0.4819) loss_vfl_dn_1: 0.4150 (0.4303) loss_vfl_dn_2: 0.4008 (0.4123) loss_vfl_dn_3: 0.3903 (0.4048) loss_vfl_dn_4: 0.3913 (0.4019) loss_vfl_dn_5: 0.3911 (0.4014) time: 0.4600 data: 0.0140 max mem: 5653 Epoch: [9] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 18.4968 (18.5011) loss_bbox: 0.1713 (0.1841) loss_bbox_aux_0: 0.1884 (0.1997) loss_bbox_aux_1: 0.1801 (0.1886) loss_bbox_aux_2: 0.1716 (0.1858) loss_bbox_aux_3: 0.1766 (0.1842) loss_bbox_aux_4: 0.1734 (0.1842) loss_bbox_aux_5: 0.2297 (0.2437) loss_bbox_dn_0: 0.3150 (0.3414) loss_bbox_dn_1: 0.2525 (0.2709) loss_bbox_dn_2: 0.2182 (0.2513) loss_bbox_dn_3: 0.2083 (0.2434) loss_bbox_dn_4: 0.2061 (0.2408) loss_bbox_dn_5: 0.2062 (0.2406) loss_giou: 0.5162 (0.5393) loss_giou_aux_0: 0.5263 (0.5684) loss_giou_aux_1: 0.4881 (0.5484) loss_giou_aux_2: 0.5217 (0.5432) loss_giou_aux_3: 0.5128 (0.5404) loss_giou_aux_4: 0.5160 (0.5396) loss_giou_aux_5: 0.6226 (0.6450) loss_giou_dn_0: 0.7052 (0.6838) loss_giou_dn_1: 0.5972 (0.5798) loss_giou_dn_2: 0.5645 (0.5544) loss_giou_dn_3: 0.5543 (0.5459) loss_giou_dn_4: 0.5514 (0.5435) loss_giou_dn_5: 0.5515 (0.5436) loss_vfl: 0.7756 (0.7506) loss_vfl_aux_0: 0.9201 (0.8853) loss_vfl_aux_1: 0.8364 (0.8359) loss_vfl_aux_2: 0.7992 (0.7853) loss_vfl_aux_3: 0.7704 (0.7621) loss_vfl_aux_4: 0.7714 (0.7530) loss_vfl_aux_5: 0.8749 (0.8625) loss_vfl_dn_0: 0.4820 (0.4819) loss_vfl_dn_1: 0.4304 (0.4302) loss_vfl_dn_2: 0.4159 (0.4123) loss_vfl_dn_3: 0.4095 (0.4048) loss_vfl_dn_4: 0.4084 (0.4019) loss_vfl_dn_5: 0.4070 (0.4014) time: 0.4678 data: 0.0143 max mem: 5653 Epoch: [9] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 18.9250 (18.5011) loss_bbox: 0.1764 (0.1841) loss_bbox_aux_0: 0.1900 (0.1996) loss_bbox_aux_1: 0.1826 (0.1885) loss_bbox_aux_2: 0.1834 (0.1858) loss_bbox_aux_3: 0.1868 (0.1842) loss_bbox_aux_4: 0.1793 (0.1841) loss_bbox_aux_5: 0.2465 (0.2436) loss_bbox_dn_0: 0.3288 (0.3413) loss_bbox_dn_1: 0.2434 (0.2709) loss_bbox_dn_2: 0.2245 (0.2512) loss_bbox_dn_3: 0.2137 (0.2433) loss_bbox_dn_4: 0.2119 (0.2407) loss_bbox_dn_5: 0.2117 (0.2406) loss_giou: 0.5967 (0.5396) loss_giou_aux_0: 0.6158 (0.5685) loss_giou_aux_1: 0.5978 (0.5486) loss_giou_aux_2: 0.5921 (0.5435) loss_giou_aux_3: 0.6017 (0.5406) loss_giou_aux_4: 0.5986 (0.5398) loss_giou_aux_5: 0.6721 (0.6451) loss_giou_dn_0: 0.7097 (0.6839) loss_giou_dn_1: 0.6129 (0.5799) loss_giou_dn_2: 0.5894 (0.5545) loss_giou_dn_3: 0.5833 (0.5461) loss_giou_dn_4: 0.5821 (0.5437) loss_giou_dn_5: 0.5842 (0.5437) loss_vfl: 0.6993 (0.7504) loss_vfl_aux_0: 0.8401 (0.8851) loss_vfl_aux_1: 0.8080 (0.8357) loss_vfl_aux_2: 0.7620 (0.7851) loss_vfl_aux_3: 0.7126 (0.7619) loss_vfl_aux_4: 0.7069 (0.7528) loss_vfl_aux_5: 0.8118 (0.8624) loss_vfl_dn_0: 0.4784 (0.4819) loss_vfl_dn_1: 0.4255 (0.4302) loss_vfl_dn_2: 0.4072 (0.4122) loss_vfl_dn_3: 0.4016 (0.4047) loss_vfl_dn_4: 0.3992 (0.4019) loss_vfl_dn_5: 0.3953 (0.4014) time: 0.7109 data: 0.0138 max mem: 5653 Epoch: [9] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.8011 (18.5000) loss_bbox: 0.1716 (0.1841) loss_bbox_aux_0: 0.1876 (0.1996) loss_bbox_aux_1: 0.1861 (0.1885) loss_bbox_aux_2: 0.1678 (0.1858) loss_bbox_aux_3: 0.1741 (0.1842) loss_bbox_aux_4: 0.1734 (0.1841) loss_bbox_aux_5: 0.2316 (0.2437) loss_bbox_dn_0: 0.3048 (0.3414) loss_bbox_dn_1: 0.2350 (0.2709) loss_bbox_dn_2: 0.2186 (0.2512) loss_bbox_dn_3: 0.2123 (0.2433) loss_bbox_dn_4: 0.2099 (0.2407) loss_bbox_dn_5: 0.2100 (0.2406) loss_giou: 0.5053 (0.5396) loss_giou_aux_0: 0.5493 (0.5685) loss_giou_aux_1: 0.5197 (0.5486) loss_giou_aux_2: 0.5162 (0.5434) loss_giou_aux_3: 0.5046 (0.5406) loss_giou_aux_4: 0.5144 (0.5398) loss_giou_aux_5: 0.6105 (0.6451) loss_giou_dn_0: 0.6669 (0.6838) loss_giou_dn_1: 0.5603 (0.5799) loss_giou_dn_2: 0.5336 (0.5545) loss_giou_dn_3: 0.5227 (0.5460) loss_giou_dn_4: 0.5207 (0.5436) loss_giou_dn_5: 0.5209 (0.5437) loss_vfl: 0.7143 (0.7503) loss_vfl_aux_0: 0.8484 (0.8851) loss_vfl_aux_1: 0.7870 (0.8355) loss_vfl_aux_2: 0.7297 (0.7849) loss_vfl_aux_3: 0.7148 (0.7618) loss_vfl_aux_4: 0.7184 (0.7527) loss_vfl_aux_5: 0.8234 (0.8625) loss_vfl_dn_0: 0.4763 (0.4818) loss_vfl_dn_1: 0.4138 (0.4301) loss_vfl_dn_2: 0.3968 (0.4121) loss_vfl_dn_3: 0.3945 (0.4047) loss_vfl_dn_4: 0.3908 (0.4018) loss_vfl_dn_5: 0.3897 (0.4013) time: 0.4861 data: 0.0139 max mem: 5653 Epoch: [9] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.8775 (18.4984) loss_bbox: 0.1645 (0.1840) loss_bbox_aux_0: 0.1930 (0.1996) loss_bbox_aux_1: 0.1789 (0.1885) loss_bbox_aux_2: 0.1699 (0.1857) loss_bbox_aux_3: 0.1656 (0.1841) loss_bbox_aux_4: 0.1644 (0.1841) loss_bbox_aux_5: 0.2247 (0.2436) loss_bbox_dn_0: 0.3089 (0.3413) loss_bbox_dn_1: 0.2281 (0.2708) loss_bbox_dn_2: 0.2185 (0.2511) loss_bbox_dn_3: 0.2053 (0.2432) loss_bbox_dn_4: 0.2053 (0.2407) loss_bbox_dn_5: 0.2055 (0.2405) loss_giou: 0.5531 (0.5395) loss_giou_aux_0: 0.5747 (0.5685) loss_giou_aux_1: 0.5731 (0.5487) loss_giou_aux_2: 0.5496 (0.5435) loss_giou_aux_3: 0.5455 (0.5406) loss_giou_aux_4: 0.5499 (0.5398) loss_giou_aux_5: 0.6566 (0.6451) loss_giou_dn_0: 0.6772 (0.6838) loss_giou_dn_1: 0.5957 (0.5799) loss_giou_dn_2: 0.5683 (0.5544) loss_giou_dn_3: 0.5619 (0.5460) loss_giou_dn_4: 0.5600 (0.5436) loss_giou_dn_5: 0.5612 (0.5437) loss_vfl: 0.7165 (0.7504) loss_vfl_aux_0: 0.8512 (0.8850) loss_vfl_aux_1: 0.7991 (0.8353) loss_vfl_aux_2: 0.7504 (0.7848) loss_vfl_aux_3: 0.7122 (0.7618) loss_vfl_aux_4: 0.7162 (0.7527) loss_vfl_aux_5: 0.8406 (0.8624) loss_vfl_dn_0: 0.4709 (0.4818) loss_vfl_dn_1: 0.4206 (0.4301) loss_vfl_dn_2: 0.4084 (0.4121) loss_vfl_dn_3: 0.3996 (0.4046) loss_vfl_dn_4: 0.3974 (0.4018) loss_vfl_dn_5: 0.3973 (0.4013) time: 0.4693 data: 0.0140 max mem: 5653 Epoch: [9] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 18.2518 (18.4969) loss_bbox: 0.1807 (0.1840) loss_bbox_aux_0: 0.1940 (0.1995) loss_bbox_aux_1: 0.1819 (0.1885) loss_bbox_aux_2: 0.1807 (0.1857) loss_bbox_aux_3: 0.1812 (0.1841) loss_bbox_aux_4: 0.1801 (0.1840) loss_bbox_aux_5: 0.2448 (0.2436) loss_bbox_dn_0: 0.3301 (0.3413) loss_bbox_dn_1: 0.2518 (0.2708) loss_bbox_dn_2: 0.2367 (0.2512) loss_bbox_dn_3: 0.2303 (0.2432) loss_bbox_dn_4: 0.2249 (0.2407) loss_bbox_dn_5: 0.2246 (0.2405) loss_giou: 0.5018 (0.5394) loss_giou_aux_0: 0.5567 (0.5684) loss_giou_aux_1: 0.5274 (0.5486) loss_giou_aux_2: 0.5001 (0.5434) loss_giou_aux_3: 0.5067 (0.5405) loss_giou_aux_4: 0.5047 (0.5397) loss_giou_aux_5: 0.6217 (0.6450) loss_giou_dn_0: 0.6572 (0.6837) loss_giou_dn_1: 0.5540 (0.5798) loss_giou_dn_2: 0.5271 (0.5544) loss_giou_dn_3: 0.5189 (0.5459) loss_giou_dn_4: 0.5150 (0.5435) loss_giou_dn_5: 0.5154 (0.5436) loss_vfl: 0.7578 (0.7504) loss_vfl_aux_0: 0.8527 (0.8850) loss_vfl_aux_1: 0.8025 (0.8352) loss_vfl_aux_2: 0.7740 (0.7848) loss_vfl_aux_3: 0.7501 (0.7618) loss_vfl_aux_4: 0.7525 (0.7527) loss_vfl_aux_5: 0.8496 (0.8623) loss_vfl_dn_0: 0.4828 (0.4818) loss_vfl_dn_1: 0.4329 (0.4301) loss_vfl_dn_2: 0.4178 (0.4121) loss_vfl_dn_3: 0.4080 (0.4046) loss_vfl_dn_4: 0.4058 (0.4018) loss_vfl_dn_5: 0.4035 (0.4013) time: 0.4647 data: 0.0138 max mem: 5653 Epoch: [9] Total time: 0:58:56 (0.4783 s / it) Averaged stats: lr: 0.000010 loss: 18.2518 (18.4969) loss_bbox: 0.1807 (0.1840) loss_bbox_aux_0: 0.1940 (0.1995) loss_bbox_aux_1: 0.1819 (0.1885) loss_bbox_aux_2: 0.1807 (0.1857) loss_bbox_aux_3: 0.1812 (0.1841) loss_bbox_aux_4: 0.1801 (0.1840) loss_bbox_aux_5: 0.2448 (0.2436) loss_bbox_dn_0: 0.3301 (0.3413) loss_bbox_dn_1: 0.2518 (0.2708) loss_bbox_dn_2: 0.2367 (0.2512) loss_bbox_dn_3: 0.2303 (0.2432) loss_bbox_dn_4: 0.2249 (0.2407) loss_bbox_dn_5: 0.2246 (0.2405) loss_giou: 0.5018 (0.5394) loss_giou_aux_0: 0.5567 (0.5684) loss_giou_aux_1: 0.5274 (0.5486) loss_giou_aux_2: 0.5001 (0.5434) loss_giou_aux_3: 0.5067 (0.5405) loss_giou_aux_4: 0.5047 (0.5397) loss_giou_aux_5: 0.6217 (0.6450) loss_giou_dn_0: 0.6572 (0.6837) loss_giou_dn_1: 0.5540 (0.5798) loss_giou_dn_2: 0.5271 (0.5544) loss_giou_dn_3: 0.5189 (0.5459) loss_giou_dn_4: 0.5150 (0.5435) loss_giou_dn_5: 0.5154 (0.5436) loss_vfl: 0.7578 (0.7504) loss_vfl_aux_0: 0.8527 (0.8850) loss_vfl_aux_1: 0.8025 (0.8352) loss_vfl_aux_2: 0.7740 (0.7848) loss_vfl_aux_3: 0.7501 (0.7618) loss_vfl_aux_4: 0.7525 (0.7527) loss_vfl_aux_5: 0.8496 (0.8623) loss_vfl_dn_0: 0.4828 (0.4818) loss_vfl_dn_1: 0.4329 (0.4301) loss_vfl_dn_2: 0.4178 (0.4121) loss_vfl_dn_3: 0.4080 (0.4046) loss_vfl_dn_4: 0.4058 (0.4018) loss_vfl_dn_5: 0.4035 (0.4013) Test: [ 0/157] eta: 0:03:54 time: 1.4942 data: 1.0914 max mem: 5653 Test: [ 10/157] eta: 0:01:12 time: 0.4924 data: 0.1232 max mem: 5653 Test: [ 20/157] eta: 0:01:00 time: 0.3867 data: 0.0260 max mem: 5653 Test: [ 30/157] eta: 0:00:53 time: 0.3807 data: 0.0257 max mem: 5653 Test: [ 40/157] eta: 0:00:48 time: 0.3829 data: 0.0258 max mem: 5653 Test: [ 50/157] eta: 0:00:55 time: 0.6713 data: 0.0261 max mem: 5653 Test: [ 60/157] eta: 0:00:48 time: 0.6764 data: 0.0264 max mem: 5653 Test: [ 70/157] eta: 0:00:41 time: 0.3869 data: 0.0262 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.3873 data: 0.0256 max mem: 5653 Test: [ 90/157] eta: 0:00:30 time: 0.3944 data: 0.0259 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.3831 data: 0.0260 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3831 data: 0.0258 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3839 data: 0.0265 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3791 data: 0.0260 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3750 data: 0.0253 max mem: 5653 Test: [150/157] eta: 0:00:02 time: 0.3621 data: 0.0260 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3527 data: 0.0257 max mem: 5653 Test: Total time: 0:01:06 (0.4265 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.12s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.654 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.296 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.618 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 best_stat: {'epoch': 9, 'coco_eval_bbox': 0.4784709953321637} Epoch: [10] [ 0/7393] eta: 6:20:39 lr: 0.000010 loss: 20.0739 (20.0739) loss_bbox: 0.1858 (0.1858) loss_bbox_aux_0: 0.1735 (0.1735) loss_bbox_aux_1: 0.1798 (0.1798) loss_bbox_aux_2: 0.1934 (0.1934) loss_bbox_aux_3: 0.1880 (0.1880) loss_bbox_aux_4: 0.1859 (0.1859) loss_bbox_aux_5: 0.2078 (0.2078) loss_bbox_dn_0: 0.3310 (0.3310) loss_bbox_dn_1: 0.2835 (0.2835) loss_bbox_dn_2: 0.2777 (0.2777) loss_bbox_dn_3: 0.2750 (0.2750) loss_bbox_dn_4: 0.2741 (0.2741) loss_bbox_dn_5: 0.2736 (0.2736) loss_giou: 0.6537 (0.6537) loss_giou_aux_0: 0.6785 (0.6785) loss_giou_aux_1: 0.6588 (0.6588) loss_giou_aux_2: 0.6639 (0.6639) loss_giou_aux_3: 0.6552 (0.6552) loss_giou_aux_4: 0.6536 (0.6536) loss_giou_aux_5: 0.7185 (0.7185) loss_giou_dn_0: 0.8308 (0.8308) loss_giou_dn_1: 0.7430 (0.7430) loss_giou_dn_2: 0.7282 (0.7282) loss_giou_dn_3: 0.7228 (0.7228) loss_giou_dn_4: 0.7215 (0.7215) loss_giou_dn_5: 0.7221 (0.7221) loss_vfl: 0.7511 (0.7511) loss_vfl_aux_0: 0.8368 (0.8368) loss_vfl_aux_1: 0.7879 (0.7879) loss_vfl_aux_2: 0.7476 (0.7476) loss_vfl_aux_3: 0.7686 (0.7686) loss_vfl_aux_4: 0.7523 (0.7523) loss_vfl_aux_5: 0.8003 (0.8003) loss_vfl_dn_0: 0.4477 (0.4477) loss_vfl_dn_1: 0.4144 (0.4144) loss_vfl_dn_2: 0.4017 (0.4017) loss_vfl_dn_3: 0.3978 (0.3978) loss_vfl_dn_4: 0.3951 (0.3951) loss_vfl_dn_5: 0.3931 (0.3931) time: 3.0894 data: 1.3588 max mem: 5653 Epoch: [10] [ 100/7393] eta: 1:01:10 lr: 0.000010 loss: 17.9153 (18.3696) loss_bbox: 0.1703 (0.1824) loss_bbox_aux_0: 0.1951 (0.1951) loss_bbox_aux_1: 0.1815 (0.1855) loss_bbox_aux_2: 0.1744 (0.1825) loss_bbox_aux_3: 0.1764 (0.1809) loss_bbox_aux_4: 0.1700 (0.1822) loss_bbox_aux_5: 0.2313 (0.2398) loss_bbox_dn_0: 0.3145 (0.3375) loss_bbox_dn_1: 0.2471 (0.2680) loss_bbox_dn_2: 0.2278 (0.2493) loss_bbox_dn_3: 0.2215 (0.2410) loss_bbox_dn_4: 0.2213 (0.2386) loss_bbox_dn_5: 0.2212 (0.2384) loss_giou: 0.4995 (0.5421) loss_giou_aux_0: 0.5277 (0.5698) loss_giou_aux_1: 0.4955 (0.5512) loss_giou_aux_2: 0.4987 (0.5459) loss_giou_aux_3: 0.4897 (0.5416) loss_giou_aux_4: 0.4888 (0.5417) loss_giou_aux_5: 0.6226 (0.6455) loss_giou_dn_0: 0.6987 (0.6786) loss_giou_dn_1: 0.5869 (0.5781) loss_giou_dn_2: 0.5739 (0.5546) loss_giou_dn_3: 0.5578 (0.5460) loss_giou_dn_4: 0.5563 (0.5439) loss_giou_dn_5: 0.5565 (0.5441) loss_vfl: 0.7345 (0.7373) loss_vfl_aux_0: 0.8516 (0.8725) loss_vfl_aux_1: 0.8235 (0.8206) loss_vfl_aux_2: 0.7711 (0.7764) loss_vfl_aux_3: 0.7377 (0.7508) loss_vfl_aux_4: 0.7276 (0.7389) loss_vfl_aux_5: 0.8155 (0.8587) loss_vfl_dn_0: 0.4753 (0.4793) loss_vfl_dn_1: 0.4222 (0.4267) loss_vfl_dn_2: 0.4060 (0.4081) loss_vfl_dn_3: 0.4018 (0.4009) loss_vfl_dn_4: 0.3976 (0.3976) loss_vfl_dn_5: 0.3968 (0.3973) time: 0.4751 data: 0.0154 max mem: 5653 Epoch: [10] [ 200/7393] eta: 0:58:36 lr: 0.000010 loss: 17.7072 (18.3345) loss_bbox: 0.1581 (0.1832) loss_bbox_aux_0: 0.1855 (0.1970) loss_bbox_aux_1: 0.1732 (0.1862) loss_bbox_aux_2: 0.1679 (0.1840) loss_bbox_aux_3: 0.1648 (0.1824) loss_bbox_aux_4: 0.1622 (0.1830) loss_bbox_aux_5: 0.2237 (0.2409) loss_bbox_dn_0: 0.3383 (0.3381) loss_bbox_dn_1: 0.2693 (0.2685) loss_bbox_dn_2: 0.2472 (0.2497) loss_bbox_dn_3: 0.2376 (0.2417) loss_bbox_dn_4: 0.2330 (0.2392) loss_bbox_dn_5: 0.2329 (0.2390) loss_giou: 0.4804 (0.5372) loss_giou_aux_0: 0.5155 (0.5658) loss_giou_aux_1: 0.4667 (0.5458) loss_giou_aux_2: 0.4944 (0.5413) loss_giou_aux_3: 0.4856 (0.5378) loss_giou_aux_4: 0.4763 (0.5377) loss_giou_aux_5: 0.6019 (0.6416) loss_giou_dn_0: 0.6669 (0.6772) loss_giou_dn_1: 0.5611 (0.5744) loss_giou_dn_2: 0.5339 (0.5503) loss_giou_dn_3: 0.5287 (0.5417) loss_giou_dn_4: 0.5292 (0.5394) loss_giou_dn_5: 0.5292 (0.5394) loss_vfl: 0.7231 (0.7376) loss_vfl_aux_0: 0.8630 (0.8732) loss_vfl_aux_1: 0.8232 (0.8234) loss_vfl_aux_2: 0.7749 (0.7749) loss_vfl_aux_3: 0.7207 (0.7508) loss_vfl_aux_4: 0.7318 (0.7396) loss_vfl_aux_5: 0.8359 (0.8582) loss_vfl_dn_0: 0.4776 (0.4794) loss_vfl_dn_1: 0.4321 (0.4271) loss_vfl_dn_2: 0.4120 (0.4092) loss_vfl_dn_3: 0.4036 (0.4017) loss_vfl_dn_4: 0.3974 (0.3986) loss_vfl_dn_5: 0.3956 (0.3980) time: 0.4693 data: 0.0138 max mem: 5653 Epoch: [10] [ 300/7393] eta: 0:57:04 lr: 0.000010 loss: 17.9013 (18.3447) loss_bbox: 0.1697 (0.1826) loss_bbox_aux_0: 0.1813 (0.1964) loss_bbox_aux_1: 0.1678 (0.1858) loss_bbox_aux_2: 0.1731 (0.1838) loss_bbox_aux_3: 0.1712 (0.1824) loss_bbox_aux_4: 0.1695 (0.1829) loss_bbox_aux_5: 0.2324 (0.2406) loss_bbox_dn_0: 0.2995 (0.3343) loss_bbox_dn_1: 0.2282 (0.2652) loss_bbox_dn_2: 0.2127 (0.2461) loss_bbox_dn_3: 0.2117 (0.2382) loss_bbox_dn_4: 0.2136 (0.2358) loss_bbox_dn_5: 0.2142 (0.2356) loss_giou: 0.5313 (0.5420) loss_giou_aux_0: 0.5533 (0.5694) loss_giou_aux_1: 0.5510 (0.5500) loss_giou_aux_2: 0.5370 (0.5460) loss_giou_aux_3: 0.5368 (0.5428) loss_giou_aux_4: 0.5313 (0.5424) loss_giou_aux_5: 0.6352 (0.6453) loss_giou_dn_0: 0.6858 (0.6807) loss_giou_dn_1: 0.5881 (0.5775) loss_giou_dn_2: 0.5548 (0.5529) loss_giou_dn_3: 0.5460 (0.5445) loss_giou_dn_4: 0.5439 (0.5422) loss_giou_dn_5: 0.5440 (0.5422) loss_vfl: 0.7269 (0.7354) loss_vfl_aux_0: 0.8374 (0.8721) loss_vfl_aux_1: 0.7840 (0.8223) loss_vfl_aux_2: 0.7491 (0.7723) loss_vfl_aux_3: 0.7253 (0.7481) loss_vfl_aux_4: 0.7251 (0.7375) loss_vfl_aux_5: 0.7957 (0.8527) loss_vfl_dn_0: 0.4775 (0.4802) loss_vfl_dn_1: 0.4264 (0.4276) loss_vfl_dn_2: 0.4051 (0.4095) loss_vfl_dn_3: 0.3971 (0.4022) loss_vfl_dn_4: 0.3940 (0.3989) loss_vfl_dn_5: 0.3930 (0.3983) time: 0.4631 data: 0.0146 max mem: 5653 Epoch: [10] [ 400/7393] eta: 0:55:37 lr: 0.000010 loss: 18.2010 (18.3268) loss_bbox: 0.1683 (0.1820) loss_bbox_aux_0: 0.1936 (0.1965) loss_bbox_aux_1: 0.1703 (0.1850) loss_bbox_aux_2: 0.1744 (0.1835) loss_bbox_aux_3: 0.1710 (0.1821) loss_bbox_aux_4: 0.1682 (0.1821) loss_bbox_aux_5: 0.2332 (0.2411) loss_bbox_dn_0: 0.3119 (0.3349) loss_bbox_dn_1: 0.2298 (0.2652) loss_bbox_dn_2: 0.2197 (0.2459) loss_bbox_dn_3: 0.2180 (0.2380) loss_bbox_dn_4: 0.2152 (0.2355) loss_bbox_dn_5: 0.2154 (0.2353) loss_giou: 0.4889 (0.5406) loss_giou_aux_0: 0.5173 (0.5684) loss_giou_aux_1: 0.4898 (0.5485) loss_giou_aux_2: 0.4928 (0.5447) loss_giou_aux_3: 0.4916 (0.5415) loss_giou_aux_4: 0.4914 (0.5409) loss_giou_aux_5: 0.5823 (0.6451) loss_giou_dn_0: 0.6417 (0.6795) loss_giou_dn_1: 0.5436 (0.5762) loss_giou_dn_2: 0.5010 (0.5512) loss_giou_dn_3: 0.4907 (0.5429) loss_giou_dn_4: 0.4890 (0.5406) loss_giou_dn_5: 0.4892 (0.5406) loss_vfl: 0.7404 (0.7362) loss_vfl_aux_0: 0.8757 (0.8733) loss_vfl_aux_1: 0.8168 (0.8228) loss_vfl_aux_2: 0.7711 (0.7720) loss_vfl_aux_3: 0.7523 (0.7492) loss_vfl_aux_4: 0.7413 (0.7393) loss_vfl_aux_5: 0.8660 (0.8523) loss_vfl_dn_0: 0.4703 (0.4799) loss_vfl_dn_1: 0.4153 (0.4271) loss_vfl_dn_2: 0.3983 (0.4090) loss_vfl_dn_3: 0.3925 (0.4017) loss_vfl_dn_4: 0.3939 (0.3985) loss_vfl_dn_5: 0.3911 (0.3978) time: 0.4570 data: 0.0137 max mem: 5653 Epoch: [10] [ 500/7393] eta: 0:54:36 lr: 0.000010 loss: 18.9015 (18.3709) loss_bbox: 0.2067 (0.1842) loss_bbox_aux_0: 0.2068 (0.1981) loss_bbox_aux_1: 0.1902 (0.1873) loss_bbox_aux_2: 0.2102 (0.1853) loss_bbox_aux_3: 0.2065 (0.1839) loss_bbox_aux_4: 0.2067 (0.1844) loss_bbox_aux_5: 0.2729 (0.2433) loss_bbox_dn_0: 0.3679 (0.3395) loss_bbox_dn_1: 0.2993 (0.2693) loss_bbox_dn_2: 0.2717 (0.2496) loss_bbox_dn_3: 0.2621 (0.2416) loss_bbox_dn_4: 0.2581 (0.2391) loss_bbox_dn_5: 0.2578 (0.2389) loss_giou: 0.5036 (0.5381) loss_giou_aux_0: 0.5288 (0.5658) loss_giou_aux_1: 0.5103 (0.5463) loss_giou_aux_2: 0.5102 (0.5418) loss_giou_aux_3: 0.5015 (0.5387) loss_giou_aux_4: 0.5038 (0.5384) loss_giou_aux_5: 0.6070 (0.6424) loss_giou_dn_0: 0.6801 (0.6792) loss_giou_dn_1: 0.5740 (0.5760) loss_giou_dn_2: 0.5490 (0.5507) loss_giou_dn_3: 0.5402 (0.5423) loss_giou_dn_4: 0.5364 (0.5400) loss_giou_dn_5: 0.5367 (0.5400) loss_vfl: 0.7693 (0.7404) loss_vfl_aux_0: 0.8980 (0.8776) loss_vfl_aux_1: 0.8286 (0.8251) loss_vfl_aux_2: 0.8091 (0.7765) loss_vfl_aux_3: 0.7921 (0.7536) loss_vfl_aux_4: 0.7712 (0.7430) loss_vfl_aux_5: 0.8781 (0.8556) loss_vfl_dn_0: 0.4808 (0.4800) loss_vfl_dn_1: 0.4265 (0.4272) loss_vfl_dn_2: 0.4093 (0.4091) loss_vfl_dn_3: 0.4039 (0.4019) loss_vfl_dn_4: 0.4004 (0.3987) loss_vfl_dn_5: 0.4018 (0.3980) time: 0.4757 data: 0.0148 max mem: 5653 Epoch: [10] [ 600/7393] eta: 0:53:43 lr: 0.000010 loss: 17.8716 (18.3851) loss_bbox: 0.1618 (0.1836) loss_bbox_aux_0: 0.1660 (0.1978) loss_bbox_aux_1: 0.1624 (0.1872) loss_bbox_aux_2: 0.1556 (0.1849) loss_bbox_aux_3: 0.1609 (0.1835) loss_bbox_aux_4: 0.1602 (0.1838) loss_bbox_aux_5: 0.1948 (0.2429) loss_bbox_dn_0: 0.2733 (0.3391) loss_bbox_dn_1: 0.2159 (0.2691) loss_bbox_dn_2: 0.2012 (0.2494) loss_bbox_dn_3: 0.1978 (0.2415) loss_bbox_dn_4: 0.1997 (0.2390) loss_bbox_dn_5: 0.1997 (0.2388) loss_giou: 0.5423 (0.5389) loss_giou_aux_0: 0.5739 (0.5668) loss_giou_aux_1: 0.5535 (0.5474) loss_giou_aux_2: 0.5398 (0.5428) loss_giou_aux_3: 0.5359 (0.5395) loss_giou_aux_4: 0.5426 (0.5390) loss_giou_aux_5: 0.6464 (0.6430) loss_giou_dn_0: 0.6752 (0.6803) loss_giou_dn_1: 0.5658 (0.5770) loss_giou_dn_2: 0.5397 (0.5519) loss_giou_dn_3: 0.5342 (0.5435) loss_giou_dn_4: 0.5300 (0.5412) loss_giou_dn_5: 0.5300 (0.5412) loss_vfl: 0.6943 (0.7410) loss_vfl_aux_0: 0.8415 (0.8775) loss_vfl_aux_1: 0.7736 (0.8252) loss_vfl_aux_2: 0.7236 (0.7763) loss_vfl_aux_3: 0.7303 (0.7540) loss_vfl_aux_4: 0.7070 (0.7440) loss_vfl_aux_5: 0.8297 (0.8560) loss_vfl_dn_0: 0.4724 (0.4803) loss_vfl_dn_1: 0.4232 (0.4276) loss_vfl_dn_2: 0.4056 (0.4097) loss_vfl_dn_3: 0.4000 (0.4024) loss_vfl_dn_4: 0.3976 (0.3993) loss_vfl_dn_5: 0.3968 (0.3986) time: 0.4707 data: 0.0141 max mem: 5653 Epoch: [10] [ 700/7393] eta: 0:52:44 lr: 0.000010 loss: 17.9515 (18.3737) loss_bbox: 0.1655 (0.1839) loss_bbox_aux_0: 0.1771 (0.1981) loss_bbox_aux_1: 0.1721 (0.1877) loss_bbox_aux_2: 0.1783 (0.1852) loss_bbox_aux_3: 0.1649 (0.1838) loss_bbox_aux_4: 0.1633 (0.1841) loss_bbox_aux_5: 0.2240 (0.2429) loss_bbox_dn_0: 0.3170 (0.3391) loss_bbox_dn_1: 0.2455 (0.2691) loss_bbox_dn_2: 0.2266 (0.2492) loss_bbox_dn_3: 0.2226 (0.2412) loss_bbox_dn_4: 0.2212 (0.2387) loss_bbox_dn_5: 0.2212 (0.2386) loss_giou: 0.5001 (0.5375) loss_giou_aux_0: 0.5478 (0.5655) loss_giou_aux_1: 0.5175 (0.5465) loss_giou_aux_2: 0.5208 (0.5416) loss_giou_aux_3: 0.5007 (0.5382) loss_giou_aux_4: 0.4918 (0.5375) loss_giou_aux_5: 0.6424 (0.6420) loss_giou_dn_0: 0.6479 (0.6789) loss_giou_dn_1: 0.5368 (0.5758) loss_giou_dn_2: 0.5148 (0.5506) loss_giou_dn_3: 0.5088 (0.5422) loss_giou_dn_4: 0.5059 (0.5399) loss_giou_dn_5: 0.5058 (0.5399) loss_vfl: 0.7619 (0.7417) loss_vfl_aux_0: 0.8891 (0.8779) loss_vfl_aux_1: 0.8012 (0.8245) loss_vfl_aux_2: 0.7832 (0.7764) loss_vfl_aux_3: 0.7635 (0.7543) loss_vfl_aux_4: 0.7689 (0.7447) loss_vfl_aux_5: 0.8612 (0.8570) loss_vfl_dn_0: 0.4758 (0.4805) loss_vfl_dn_1: 0.4270 (0.4276) loss_vfl_dn_2: 0.4166 (0.4100) loss_vfl_dn_3: 0.4031 (0.4027) loss_vfl_dn_4: 0.3994 (0.3997) loss_vfl_dn_5: 0.3975 (0.3990) time: 0.4716 data: 0.0136 max mem: 5653 Epoch: [10] [ 800/7393] eta: 0:52:44 lr: 0.000010 loss: 17.8129 (18.3761) loss_bbox: 0.1575 (0.1836) loss_bbox_aux_0: 0.1709 (0.1979) loss_bbox_aux_1: 0.1636 (0.1879) loss_bbox_aux_2: 0.1598 (0.1849) loss_bbox_aux_3: 0.1595 (0.1836) loss_bbox_aux_4: 0.1537 (0.1837) loss_bbox_aux_5: 0.2098 (0.2427) loss_bbox_dn_0: 0.2822 (0.3387) loss_bbox_dn_1: 0.2288 (0.2687) loss_bbox_dn_2: 0.2101 (0.2489) loss_bbox_dn_3: 0.2048 (0.2408) loss_bbox_dn_4: 0.2027 (0.2383) loss_bbox_dn_5: 0.2030 (0.2382) loss_giou: 0.5299 (0.5371) loss_giou_aux_0: 0.5622 (0.5651) loss_giou_aux_1: 0.5488 (0.5466) loss_giou_aux_2: 0.5333 (0.5413) loss_giou_aux_3: 0.5393 (0.5381) loss_giou_aux_4: 0.5372 (0.5371) loss_giou_aux_5: 0.6531 (0.6420) loss_giou_dn_0: 0.6682 (0.6788) loss_giou_dn_1: 0.5711 (0.5758) loss_giou_dn_2: 0.5468 (0.5506) loss_giou_dn_3: 0.5413 (0.5422) loss_giou_dn_4: 0.5397 (0.5399) loss_giou_dn_5: 0.5396 (0.5399) loss_vfl: 0.7122 (0.7431) loss_vfl_aux_0: 0.8639 (0.8790) loss_vfl_aux_1: 0.7887 (0.8247) loss_vfl_aux_2: 0.7739 (0.7779) loss_vfl_aux_3: 0.7278 (0.7552) loss_vfl_aux_4: 0.7152 (0.7460) loss_vfl_aux_5: 0.8122 (0.8577) loss_vfl_dn_0: 0.4831 (0.4805) loss_vfl_dn_1: 0.4305 (0.4279) loss_vfl_dn_2: 0.4139 (0.4101) loss_vfl_dn_3: 0.4074 (0.4028) loss_vfl_dn_4: 0.4035 (0.3998) loss_vfl_dn_5: 0.4018 (0.3991) time: 0.4645 data: 0.0137 max mem: 5653 Epoch: [10] [ 900/7393] eta: 0:51:49 lr: 0.000010 loss: 18.7241 (18.3733) loss_bbox: 0.1935 (0.1837) loss_bbox_aux_0: 0.2046 (0.1980) loss_bbox_aux_1: 0.1994 (0.1883) loss_bbox_aux_2: 0.1920 (0.1851) loss_bbox_aux_3: 0.1898 (0.1836) loss_bbox_aux_4: 0.1941 (0.1838) loss_bbox_aux_5: 0.2371 (0.2427) loss_bbox_dn_0: 0.3289 (0.3386) loss_bbox_dn_1: 0.2652 (0.2684) loss_bbox_dn_2: 0.2430 (0.2487) loss_bbox_dn_3: 0.2376 (0.2407) loss_bbox_dn_4: 0.2387 (0.2382) loss_bbox_dn_5: 0.2386 (0.2381) loss_giou: 0.5905 (0.5370) loss_giou_aux_0: 0.6288 (0.5649) loss_giou_aux_1: 0.6049 (0.5466) loss_giou_aux_2: 0.6033 (0.5414) loss_giou_aux_3: 0.5892 (0.5380) loss_giou_aux_4: 0.5873 (0.5370) loss_giou_aux_5: 0.6954 (0.6418) loss_giou_dn_0: 0.6999 (0.6786) loss_giou_dn_1: 0.5836 (0.5755) loss_giou_dn_2: 0.5638 (0.5503) loss_giou_dn_3: 0.5585 (0.5417) loss_giou_dn_4: 0.5565 (0.5394) loss_giou_dn_5: 0.5570 (0.5395) loss_vfl: 0.7350 (0.7429) loss_vfl_aux_0: 0.8513 (0.8790) loss_vfl_aux_1: 0.7961 (0.8247) loss_vfl_aux_2: 0.7820 (0.7781) loss_vfl_aux_3: 0.7469 (0.7553) loss_vfl_aux_4: 0.7305 (0.7458) loss_vfl_aux_5: 0.8575 (0.8589) loss_vfl_dn_0: 0.4808 (0.4805) loss_vfl_dn_1: 0.4210 (0.4277) loss_vfl_dn_2: 0.4088 (0.4099) loss_vfl_dn_3: 0.3997 (0.4026) loss_vfl_dn_4: 0.3959 (0.3996) loss_vfl_dn_5: 0.3978 (0.3989) time: 0.4794 data: 0.0139 max mem: 5653 Epoch: [10] [1000/7393] eta: 0:50:51 lr: 0.000010 loss: 18.5790 (18.3681) loss_bbox: 0.1878 (0.1842) loss_bbox_aux_0: 0.1807 (0.1983) loss_bbox_aux_1: 0.1783 (0.1885) loss_bbox_aux_2: 0.1824 (0.1855) loss_bbox_aux_3: 0.1855 (0.1841) loss_bbox_aux_4: 0.1842 (0.1843) loss_bbox_aux_5: 0.2111 (0.2429) loss_bbox_dn_0: 0.3101 (0.3394) loss_bbox_dn_1: 0.2542 (0.2691) loss_bbox_dn_2: 0.2316 (0.2495) loss_bbox_dn_3: 0.2239 (0.2414) loss_bbox_dn_4: 0.2236 (0.2389) loss_bbox_dn_5: 0.2238 (0.2388) loss_giou: 0.5246 (0.5359) loss_giou_aux_0: 0.5528 (0.5634) loss_giou_aux_1: 0.5459 (0.5453) loss_giou_aux_2: 0.5255 (0.5401) loss_giou_aux_3: 0.5296 (0.5368) loss_giou_aux_4: 0.5262 (0.5358) loss_giou_aux_5: 0.6285 (0.6406) loss_giou_dn_0: 0.6900 (0.6778) loss_giou_dn_1: 0.6101 (0.5747) loss_giou_dn_2: 0.5818 (0.5495) loss_giou_dn_3: 0.5690 (0.5410) loss_giou_dn_4: 0.5651 (0.5387) loss_giou_dn_5: 0.5656 (0.5388) loss_vfl: 0.7651 (0.7426) loss_vfl_aux_0: 0.8881 (0.8802) loss_vfl_aux_1: 0.8417 (0.8255) loss_vfl_aux_2: 0.7899 (0.7783) loss_vfl_aux_3: 0.7663 (0.7550) loss_vfl_aux_4: 0.7671 (0.7456) loss_vfl_aux_5: 0.8513 (0.8589) loss_vfl_dn_0: 0.4709 (0.4807) loss_vfl_dn_1: 0.4267 (0.4277) loss_vfl_dn_2: 0.4076 (0.4098) loss_vfl_dn_3: 0.4012 (0.4024) loss_vfl_dn_4: 0.3974 (0.3994) loss_vfl_dn_5: 0.3964 (0.3987) time: 0.4599 data: 0.0135 max mem: 5653 Epoch: [10] [1100/7393] eta: 0:50:34 lr: 0.000010 loss: 17.9196 (18.3603) loss_bbox: 0.1709 (0.1836) loss_bbox_aux_0: 0.1811 (0.1979) loss_bbox_aux_1: 0.1800 (0.1880) loss_bbox_aux_2: 0.1695 (0.1849) loss_bbox_aux_3: 0.1663 (0.1835) loss_bbox_aux_4: 0.1643 (0.1837) loss_bbox_aux_5: 0.2365 (0.2424) loss_bbox_dn_0: 0.2925 (0.3377) loss_bbox_dn_1: 0.2295 (0.2676) loss_bbox_dn_2: 0.2075 (0.2480) loss_bbox_dn_3: 0.2019 (0.2400) loss_bbox_dn_4: 0.1984 (0.2375) loss_bbox_dn_5: 0.1974 (0.2374) loss_giou: 0.5171 (0.5377) loss_giou_aux_0: 0.5452 (0.5653) loss_giou_aux_1: 0.5149 (0.5472) loss_giou_aux_2: 0.5205 (0.5419) loss_giou_aux_3: 0.5156 (0.5386) loss_giou_aux_4: 0.5281 (0.5376) loss_giou_aux_5: 0.6213 (0.6422) loss_giou_dn_0: 0.6851 (0.6782) loss_giou_dn_1: 0.5694 (0.5752) loss_giou_dn_2: 0.5468 (0.5500) loss_giou_dn_3: 0.5377 (0.5415) loss_giou_dn_4: 0.5363 (0.5391) loss_giou_dn_5: 0.5360 (0.5392) loss_vfl: 0.7072 (0.7418) loss_vfl_aux_0: 0.8018 (0.8777) loss_vfl_aux_1: 0.7695 (0.8238) loss_vfl_aux_2: 0.7422 (0.7771) loss_vfl_aux_3: 0.7185 (0.7540) loss_vfl_aux_4: 0.7127 (0.7448) loss_vfl_aux_5: 0.8124 (0.8562) loss_vfl_dn_0: 0.4743 (0.4807) loss_vfl_dn_1: 0.4195 (0.4278) loss_vfl_dn_2: 0.4019 (0.4099) loss_vfl_dn_3: 0.3969 (0.4025) loss_vfl_dn_4: 0.3955 (0.3995) loss_vfl_dn_5: 0.3940 (0.3988) time: 0.4739 data: 0.0139 max mem: 5653 Epoch: [10] [1200/7393] eta: 0:49:39 lr: 0.000010 loss: 18.5013 (18.3501) loss_bbox: 0.1711 (0.1829) loss_bbox_aux_0: 0.1875 (0.1979) loss_bbox_aux_1: 0.1833 (0.1878) loss_bbox_aux_2: 0.1809 (0.1845) loss_bbox_aux_3: 0.1693 (0.1830) loss_bbox_aux_4: 0.1719 (0.1830) loss_bbox_aux_5: 0.2241 (0.2422) loss_bbox_dn_0: 0.2962 (0.3373) loss_bbox_dn_1: 0.2430 (0.2674) loss_bbox_dn_2: 0.2305 (0.2478) loss_bbox_dn_3: 0.2260 (0.2398) loss_bbox_dn_4: 0.2234 (0.2373) loss_bbox_dn_5: 0.2233 (0.2372) loss_giou: 0.5419 (0.5372) loss_giou_aux_0: 0.5523 (0.5653) loss_giou_aux_1: 0.5392 (0.5469) loss_giou_aux_2: 0.5384 (0.5415) loss_giou_aux_3: 0.5393 (0.5382) loss_giou_aux_4: 0.5372 (0.5371) loss_giou_aux_5: 0.6147 (0.6420) loss_giou_dn_0: 0.6973 (0.6779) loss_giou_dn_1: 0.5956 (0.5750) loss_giou_dn_2: 0.5647 (0.5499) loss_giou_dn_3: 0.5585 (0.5414) loss_giou_dn_4: 0.5559 (0.5391) loss_giou_dn_5: 0.5562 (0.5392) loss_vfl: 0.7170 (0.7423) loss_vfl_aux_0: 0.8372 (0.8764) loss_vfl_aux_1: 0.7977 (0.8229) loss_vfl_aux_2: 0.7463 (0.7772) loss_vfl_aux_3: 0.7162 (0.7541) loss_vfl_aux_4: 0.7139 (0.7451) loss_vfl_aux_5: 0.8043 (0.8552) loss_vfl_dn_0: 0.4752 (0.4803) loss_vfl_dn_1: 0.4294 (0.4276) loss_vfl_dn_2: 0.4117 (0.4098) loss_vfl_dn_3: 0.4037 (0.4024) loss_vfl_dn_4: 0.3999 (0.3994) loss_vfl_dn_5: 0.4000 (0.3988) time: 0.4623 data: 0.0137 max mem: 5653 Epoch: [10] [1300/7393] eta: 0:48:46 lr: 0.000010 loss: 18.2497 (18.3467) loss_bbox: 0.1706 (0.1825) loss_bbox_aux_0: 0.1822 (0.1972) loss_bbox_aux_1: 0.1738 (0.1873) loss_bbox_aux_2: 0.1717 (0.1840) loss_bbox_aux_3: 0.1665 (0.1826) loss_bbox_aux_4: 0.1697 (0.1825) loss_bbox_aux_5: 0.2298 (0.2416) loss_bbox_dn_0: 0.3050 (0.3369) loss_bbox_dn_1: 0.2419 (0.2670) loss_bbox_dn_2: 0.2286 (0.2475) loss_bbox_dn_3: 0.2200 (0.2395) loss_bbox_dn_4: 0.2198 (0.2370) loss_bbox_dn_5: 0.2194 (0.2369) loss_giou: 0.4654 (0.5370) loss_giou_aux_0: 0.4980 (0.5649) loss_giou_aux_1: 0.4788 (0.5466) loss_giou_aux_2: 0.4788 (0.5411) loss_giou_aux_3: 0.4791 (0.5380) loss_giou_aux_4: 0.4682 (0.5369) loss_giou_aux_5: 0.6161 (0.6419) loss_giou_dn_0: 0.6885 (0.6782) loss_giou_dn_1: 0.5741 (0.5753) loss_giou_dn_2: 0.5436 (0.5502) loss_giou_dn_3: 0.5351 (0.5417) loss_giou_dn_4: 0.5327 (0.5394) loss_giou_dn_5: 0.5329 (0.5395) loss_vfl: 0.7333 (0.7427) loss_vfl_aux_0: 0.8306 (0.8767) loss_vfl_aux_1: 0.7843 (0.8228) loss_vfl_aux_2: 0.7474 (0.7772) loss_vfl_aux_3: 0.7418 (0.7541) loss_vfl_aux_4: 0.7259 (0.7454) loss_vfl_aux_5: 0.8429 (0.8555) loss_vfl_dn_0: 0.4792 (0.4804) loss_vfl_dn_1: 0.4210 (0.4277) loss_vfl_dn_2: 0.4046 (0.4099) loss_vfl_dn_3: 0.3942 (0.4026) loss_vfl_dn_4: 0.3953 (0.3995) loss_vfl_dn_5: 0.3987 (0.3989) time: 0.4647 data: 0.0142 max mem: 5653 Epoch: [10] [1400/7393] eta: 0:47:57 lr: 0.000010 loss: 18.1771 (18.3407) loss_bbox: 0.1847 (0.1823) loss_bbox_aux_0: 0.1987 (0.1970) loss_bbox_aux_1: 0.1814 (0.1869) loss_bbox_aux_2: 0.1776 (0.1839) loss_bbox_aux_3: 0.1829 (0.1824) loss_bbox_aux_4: 0.1836 (0.1824) loss_bbox_aux_5: 0.2325 (0.2412) loss_bbox_dn_0: 0.3140 (0.3361) loss_bbox_dn_1: 0.2434 (0.2663) loss_bbox_dn_2: 0.2244 (0.2468) loss_bbox_dn_3: 0.2196 (0.2389) loss_bbox_dn_4: 0.2164 (0.2364) loss_bbox_dn_5: 0.2165 (0.2363) loss_giou: 0.5032 (0.5378) loss_giou_aux_0: 0.5262 (0.5657) loss_giou_aux_1: 0.5053 (0.5473) loss_giou_aux_2: 0.5046 (0.5419) loss_giou_aux_3: 0.4989 (0.5389) loss_giou_aux_4: 0.5050 (0.5377) loss_giou_aux_5: 0.6169 (0.6423) loss_giou_dn_0: 0.6836 (0.6782) loss_giou_dn_1: 0.5724 (0.5752) loss_giou_dn_2: 0.5532 (0.5501) loss_giou_dn_3: 0.5472 (0.5417) loss_giou_dn_4: 0.5438 (0.5394) loss_giou_dn_5: 0.5445 (0.5395) loss_vfl: 0.7289 (0.7422) loss_vfl_aux_0: 0.8472 (0.8757) loss_vfl_aux_1: 0.8083 (0.8220) loss_vfl_aux_2: 0.7593 (0.7766) loss_vfl_aux_3: 0.7577 (0.7536) loss_vfl_aux_4: 0.7302 (0.7451) loss_vfl_aux_5: 0.8590 (0.8548) loss_vfl_dn_0: 0.4818 (0.4803) loss_vfl_dn_1: 0.4273 (0.4275) loss_vfl_dn_2: 0.4110 (0.4097) loss_vfl_dn_3: 0.4026 (0.4024) loss_vfl_dn_4: 0.4009 (0.3994) loss_vfl_dn_5: 0.4000 (0.3988) time: 0.4792 data: 0.0143 max mem: 5653 Epoch: [10] [1500/7393] eta: 0:47:04 lr: 0.000010 loss: 18.0877 (18.3364) loss_bbox: 0.1785 (0.1823) loss_bbox_aux_0: 0.1962 (0.1968) loss_bbox_aux_1: 0.1764 (0.1868) loss_bbox_aux_2: 0.1808 (0.1838) loss_bbox_aux_3: 0.1788 (0.1825) loss_bbox_aux_4: 0.1790 (0.1823) loss_bbox_aux_5: 0.2327 (0.2411) loss_bbox_dn_0: 0.3098 (0.3361) loss_bbox_dn_1: 0.2471 (0.2663) loss_bbox_dn_2: 0.2284 (0.2467) loss_bbox_dn_3: 0.2216 (0.2388) loss_bbox_dn_4: 0.2202 (0.2363) loss_bbox_dn_5: 0.2196 (0.2362) loss_giou: 0.5110 (0.5370) loss_giou_aux_0: 0.5309 (0.5648) loss_giou_aux_1: 0.5067 (0.5464) loss_giou_aux_2: 0.4990 (0.5411) loss_giou_aux_3: 0.5129 (0.5381) loss_giou_aux_4: 0.5026 (0.5370) loss_giou_aux_5: 0.5935 (0.6416) loss_giou_dn_0: 0.6526 (0.6780) loss_giou_dn_1: 0.5428 (0.5748) loss_giou_dn_2: 0.5215 (0.5497) loss_giou_dn_3: 0.5159 (0.5412) loss_giou_dn_4: 0.5163 (0.5389) loss_giou_dn_5: 0.5169 (0.5390) loss_vfl: 0.7632 (0.7426) loss_vfl_aux_0: 0.9460 (0.8766) loss_vfl_aux_1: 0.8703 (0.8228) loss_vfl_aux_2: 0.8212 (0.7773) loss_vfl_aux_3: 0.7692 (0.7541) loss_vfl_aux_4: 0.7764 (0.7455) loss_vfl_aux_5: 0.9088 (0.8557) loss_vfl_dn_0: 0.4962 (0.4804) loss_vfl_dn_1: 0.4311 (0.4275) loss_vfl_dn_2: 0.4169 (0.4098) loss_vfl_dn_3: 0.4085 (0.4024) loss_vfl_dn_4: 0.4037 (0.3994) loss_vfl_dn_5: 0.4017 (0.3988) time: 0.4649 data: 0.0137 max mem: 5653 Epoch: [10] [1600/7393] eta: 0:46:12 lr: 0.000010 loss: 18.9391 (18.3420) loss_bbox: 0.1729 (0.1822) loss_bbox_aux_0: 0.1820 (0.1968) loss_bbox_aux_1: 0.1761 (0.1869) loss_bbox_aux_2: 0.1771 (0.1840) loss_bbox_aux_3: 0.1708 (0.1825) loss_bbox_aux_4: 0.1693 (0.1823) loss_bbox_aux_5: 0.2291 (0.2413) loss_bbox_dn_0: 0.2961 (0.3360) loss_bbox_dn_1: 0.2130 (0.2662) loss_bbox_dn_2: 0.2007 (0.2467) loss_bbox_dn_3: 0.1926 (0.2387) loss_bbox_dn_4: 0.1950 (0.2363) loss_bbox_dn_5: 0.1950 (0.2362) loss_giou: 0.5234 (0.5372) loss_giou_aux_0: 0.5595 (0.5650) loss_giou_aux_1: 0.5362 (0.5468) loss_giou_aux_2: 0.5368 (0.5413) loss_giou_aux_3: 0.5238 (0.5383) loss_giou_aux_4: 0.5228 (0.5371) loss_giou_aux_5: 0.6635 (0.6420) loss_giou_dn_0: 0.6907 (0.6782) loss_giou_dn_1: 0.5952 (0.5752) loss_giou_dn_2: 0.5571 (0.5500) loss_giou_dn_3: 0.5524 (0.5416) loss_giou_dn_4: 0.5509 (0.5393) loss_giou_dn_5: 0.5513 (0.5393) loss_vfl: 0.7303 (0.7432) loss_vfl_aux_0: 0.8606 (0.8766) loss_vfl_aux_1: 0.8216 (0.8230) loss_vfl_aux_2: 0.7713 (0.7774) loss_vfl_aux_3: 0.7525 (0.7545) loss_vfl_aux_4: 0.7298 (0.7461) loss_vfl_aux_5: 0.8410 (0.8551) loss_vfl_dn_0: 0.4812 (0.4802) loss_vfl_dn_1: 0.4339 (0.4275) loss_vfl_dn_2: 0.4151 (0.4099) loss_vfl_dn_3: 0.4061 (0.4025) loss_vfl_dn_4: 0.4021 (0.3995) loss_vfl_dn_5: 0.4021 (0.3989) time: 0.4713 data: 0.0138 max mem: 5653 Epoch: [10] [1700/7393] eta: 0:45:20 lr: 0.000010 loss: 19.1431 (18.3510) loss_bbox: 0.2005 (0.1824) loss_bbox_aux_0: 0.2173 (0.1970) loss_bbox_aux_1: 0.2035 (0.1871) loss_bbox_aux_2: 0.2012 (0.1841) loss_bbox_aux_3: 0.1968 (0.1826) loss_bbox_aux_4: 0.2008 (0.1824) loss_bbox_aux_5: 0.2469 (0.2414) loss_bbox_dn_0: 0.3677 (0.3362) loss_bbox_dn_1: 0.3019 (0.2666) loss_bbox_dn_2: 0.2845 (0.2471) loss_bbox_dn_3: 0.2799 (0.2392) loss_bbox_dn_4: 0.2792 (0.2368) loss_bbox_dn_5: 0.2786 (0.2366) loss_giou: 0.5259 (0.5375) loss_giou_aux_0: 0.5495 (0.5653) loss_giou_aux_1: 0.5337 (0.5471) loss_giou_aux_2: 0.5277 (0.5416) loss_giou_aux_3: 0.5270 (0.5387) loss_giou_aux_4: 0.5279 (0.5374) loss_giou_aux_5: 0.6196 (0.6423) loss_giou_dn_0: 0.7022 (0.6786) loss_giou_dn_1: 0.5970 (0.5757) loss_giou_dn_2: 0.5756 (0.5505) loss_giou_dn_3: 0.5638 (0.5421) loss_giou_dn_4: 0.5620 (0.5398) loss_giou_dn_5: 0.5618 (0.5399) loss_vfl: 0.7812 (0.7435) loss_vfl_aux_0: 0.9159 (0.8766) loss_vfl_aux_1: 0.8505 (0.8234) loss_vfl_aux_2: 0.8273 (0.7776) loss_vfl_aux_3: 0.7776 (0.7546) loss_vfl_aux_4: 0.7897 (0.7464) loss_vfl_aux_5: 0.8755 (0.8549) loss_vfl_dn_0: 0.4857 (0.4801) loss_vfl_dn_1: 0.4274 (0.4274) loss_vfl_dn_2: 0.4138 (0.4098) loss_vfl_dn_3: 0.4054 (0.4024) loss_vfl_dn_4: 0.4022 (0.3994) loss_vfl_dn_5: 0.4032 (0.3988) time: 0.4620 data: 0.0141 max mem: 5653 Epoch: [10] [1800/7393] eta: 0:44:29 lr: 0.000010 loss: 18.0313 (18.3576) loss_bbox: 0.1724 (0.1824) loss_bbox_aux_0: 0.1877 (0.1971) loss_bbox_aux_1: 0.1792 (0.1872) loss_bbox_aux_2: 0.1701 (0.1842) loss_bbox_aux_3: 0.1692 (0.1827) loss_bbox_aux_4: 0.1687 (0.1825) loss_bbox_aux_5: 0.2273 (0.2416) loss_bbox_dn_0: 0.3305 (0.3360) loss_bbox_dn_1: 0.2525 (0.2665) loss_bbox_dn_2: 0.2414 (0.2470) loss_bbox_dn_3: 0.2328 (0.2390) loss_bbox_dn_4: 0.2255 (0.2366) loss_bbox_dn_5: 0.2257 (0.2365) loss_giou: 0.5224 (0.5383) loss_giou_aux_0: 0.5239 (0.5660) loss_giou_aux_1: 0.5210 (0.5479) loss_giou_aux_2: 0.5141 (0.5422) loss_giou_aux_3: 0.5224 (0.5393) loss_giou_aux_4: 0.5208 (0.5381) loss_giou_aux_5: 0.6188 (0.6431) loss_giou_dn_0: 0.6615 (0.6789) loss_giou_dn_1: 0.5643 (0.5760) loss_giou_dn_2: 0.5461 (0.5508) loss_giou_dn_3: 0.5364 (0.5424) loss_giou_dn_4: 0.5328 (0.5401) loss_giou_dn_5: 0.5335 (0.5401) loss_vfl: 0.7257 (0.7434) loss_vfl_aux_0: 0.8575 (0.8767) loss_vfl_aux_1: 0.7805 (0.8234) loss_vfl_aux_2: 0.7411 (0.7778) loss_vfl_aux_3: 0.7455 (0.7548) loss_vfl_aux_4: 0.7294 (0.7464) loss_vfl_aux_5: 0.8459 (0.8544) loss_vfl_dn_0: 0.4760 (0.4801) loss_vfl_dn_1: 0.4245 (0.4275) loss_vfl_dn_2: 0.4037 (0.4099) loss_vfl_dn_3: 0.3966 (0.4025) loss_vfl_dn_4: 0.3940 (0.3995) loss_vfl_dn_5: 0.3923 (0.3989) time: 0.4676 data: 0.0141 max mem: 5653 Epoch: [10] [1900/7393] eta: 0:43:40 lr: 0.000010 loss: 18.3306 (18.3681) loss_bbox: 0.1906 (0.1825) loss_bbox_aux_0: 0.2068 (0.1971) loss_bbox_aux_1: 0.1881 (0.1872) loss_bbox_aux_2: 0.1934 (0.1842) loss_bbox_aux_3: 0.2012 (0.1828) loss_bbox_aux_4: 0.1896 (0.1825) loss_bbox_aux_5: 0.2450 (0.2417) loss_bbox_dn_0: 0.3626 (0.3366) loss_bbox_dn_1: 0.2845 (0.2670) loss_bbox_dn_2: 0.2735 (0.2474) loss_bbox_dn_3: 0.2644 (0.2395) loss_bbox_dn_4: 0.2603 (0.2371) loss_bbox_dn_5: 0.2598 (0.2369) loss_giou: 0.4702 (0.5381) loss_giou_aux_0: 0.5070 (0.5658) loss_giou_aux_1: 0.4854 (0.5477) loss_giou_aux_2: 0.4748 (0.5421) loss_giou_aux_3: 0.4684 (0.5392) loss_giou_aux_4: 0.4747 (0.5381) loss_giou_aux_5: 0.5895 (0.6431) loss_giou_dn_0: 0.6551 (0.6791) loss_giou_dn_1: 0.5563 (0.5762) loss_giou_dn_2: 0.5301 (0.5509) loss_giou_dn_3: 0.5184 (0.5425) loss_giou_dn_4: 0.5158 (0.5401) loss_giou_dn_5: 0.5156 (0.5402) loss_vfl: 0.7980 (0.7444) loss_vfl_aux_0: 0.9334 (0.8781) loss_vfl_aux_1: 0.8737 (0.8247) loss_vfl_aux_2: 0.8250 (0.7786) loss_vfl_aux_3: 0.8108 (0.7557) loss_vfl_aux_4: 0.7968 (0.7473) loss_vfl_aux_5: 0.9007 (0.8553) loss_vfl_dn_0: 0.4835 (0.4800) loss_vfl_dn_1: 0.4260 (0.4275) loss_vfl_dn_2: 0.4064 (0.4098) loss_vfl_dn_3: 0.3996 (0.4025) loss_vfl_dn_4: 0.3971 (0.3995) loss_vfl_dn_5: 0.3969 (0.3989) time: 0.4644 data: 0.0142 max mem: 5653 Epoch: [10] [2000/7393] eta: 0:42:51 lr: 0.000010 loss: 18.2968 (18.3569) loss_bbox: 0.1990 (0.1823) loss_bbox_aux_0: 0.2016 (0.1969) loss_bbox_aux_1: 0.1904 (0.1871) loss_bbox_aux_2: 0.1976 (0.1841) loss_bbox_aux_3: 0.1966 (0.1827) loss_bbox_aux_4: 0.2033 (0.1824) loss_bbox_aux_5: 0.2483 (0.2416) loss_bbox_dn_0: 0.3206 (0.3361) loss_bbox_dn_1: 0.2444 (0.2666) loss_bbox_dn_2: 0.2211 (0.2470) loss_bbox_dn_3: 0.2137 (0.2391) loss_bbox_dn_4: 0.2087 (0.2367) loss_bbox_dn_5: 0.2093 (0.2365) loss_giou: 0.4566 (0.5383) loss_giou_aux_0: 0.5105 (0.5661) loss_giou_aux_1: 0.4684 (0.5479) loss_giou_aux_2: 0.4604 (0.5423) loss_giou_aux_3: 0.4598 (0.5394) loss_giou_aux_4: 0.4609 (0.5382) loss_giou_aux_5: 0.5730 (0.6433) loss_giou_dn_0: 0.6425 (0.6788) loss_giou_dn_1: 0.5345 (0.5760) loss_giou_dn_2: 0.4994 (0.5507) loss_giou_dn_3: 0.4877 (0.5423) loss_giou_dn_4: 0.4849 (0.5399) loss_giou_dn_5: 0.4852 (0.5400) loss_vfl: 0.6926 (0.7433) loss_vfl_aux_0: 0.8237 (0.8770) loss_vfl_aux_1: 0.8002 (0.8236) loss_vfl_aux_2: 0.7338 (0.7776) loss_vfl_aux_3: 0.7292 (0.7546) loss_vfl_aux_4: 0.7073 (0.7461) loss_vfl_aux_5: 0.8335 (0.8543) loss_vfl_dn_0: 0.4758 (0.4799) loss_vfl_dn_1: 0.4251 (0.4275) loss_vfl_dn_2: 0.4044 (0.4098) loss_vfl_dn_3: 0.3933 (0.4024) loss_vfl_dn_4: 0.3901 (0.3994) loss_vfl_dn_5: 0.3929 (0.3988) time: 0.4748 data: 0.0140 max mem: 5653 Epoch: [10] [2100/7393] eta: 0:42:00 lr: 0.000010 loss: 17.8854 (18.3497) loss_bbox: 0.1747 (0.1825) loss_bbox_aux_0: 0.1875 (0.1972) loss_bbox_aux_1: 0.1843 (0.1872) loss_bbox_aux_2: 0.1775 (0.1842) loss_bbox_aux_3: 0.1832 (0.1828) loss_bbox_aux_4: 0.1764 (0.1825) loss_bbox_aux_5: 0.2447 (0.2419) loss_bbox_dn_0: 0.3105 (0.3371) loss_bbox_dn_1: 0.2460 (0.2673) loss_bbox_dn_2: 0.2295 (0.2476) loss_bbox_dn_3: 0.2273 (0.2395) loss_bbox_dn_4: 0.2266 (0.2371) loss_bbox_dn_5: 0.2272 (0.2370) loss_giou: 0.4958 (0.5367) loss_giou_aux_0: 0.5317 (0.5645) loss_giou_aux_1: 0.5138 (0.5464) loss_giou_aux_2: 0.5074 (0.5408) loss_giou_aux_3: 0.4996 (0.5378) loss_giou_aux_4: 0.4899 (0.5366) loss_giou_aux_5: 0.6171 (0.6418) loss_giou_dn_0: 0.6611 (0.6780) loss_giou_dn_1: 0.5565 (0.5750) loss_giou_dn_2: 0.5251 (0.5497) loss_giou_dn_3: 0.5176 (0.5411) loss_giou_dn_4: 0.5167 (0.5388) loss_giou_dn_5: 0.5163 (0.5389) loss_vfl: 0.7417 (0.7440) loss_vfl_aux_0: 0.8829 (0.8784) loss_vfl_aux_1: 0.8232 (0.8247) loss_vfl_aux_2: 0.7611 (0.7783) loss_vfl_aux_3: 0.7428 (0.7553) loss_vfl_aux_4: 0.7366 (0.7469) loss_vfl_aux_5: 0.8467 (0.8552) loss_vfl_dn_0: 0.4788 (0.4800) loss_vfl_dn_1: 0.4234 (0.4273) loss_vfl_dn_2: 0.4054 (0.4096) loss_vfl_dn_3: 0.3974 (0.4022) loss_vfl_dn_4: 0.3951 (0.3992) loss_vfl_dn_5: 0.3938 (0.3986) time: 0.4702 data: 0.0139 max mem: 5653 Epoch: [10] [2200/7393] eta: 0:41:12 lr: 0.000010 loss: 18.3518 (18.3541) loss_bbox: 0.1906 (0.1826) loss_bbox_aux_0: 0.2025 (0.1974) loss_bbox_aux_1: 0.1776 (0.1872) loss_bbox_aux_2: 0.1843 (0.1843) loss_bbox_aux_3: 0.1856 (0.1828) loss_bbox_aux_4: 0.1861 (0.1826) loss_bbox_aux_5: 0.2329 (0.2419) loss_bbox_dn_0: 0.3156 (0.3367) loss_bbox_dn_1: 0.2466 (0.2671) loss_bbox_dn_2: 0.2280 (0.2474) loss_bbox_dn_3: 0.2218 (0.2394) loss_bbox_dn_4: 0.2176 (0.2370) loss_bbox_dn_5: 0.2171 (0.2369) loss_giou: 0.5226 (0.5375) loss_giou_aux_0: 0.5466 (0.5654) loss_giou_aux_1: 0.5133 (0.5470) loss_giou_aux_2: 0.5102 (0.5415) loss_giou_aux_3: 0.5066 (0.5386) loss_giou_aux_4: 0.5222 (0.5374) loss_giou_aux_5: 0.6199 (0.6426) loss_giou_dn_0: 0.6650 (0.6783) loss_giou_dn_1: 0.5652 (0.5754) loss_giou_dn_2: 0.5408 (0.5501) loss_giou_dn_3: 0.5315 (0.5416) loss_giou_dn_4: 0.5268 (0.5392) loss_giou_dn_5: 0.5267 (0.5393) loss_vfl: 0.7112 (0.7436) loss_vfl_aux_0: 0.8484 (0.8778) loss_vfl_aux_1: 0.7956 (0.8246) loss_vfl_aux_2: 0.7390 (0.7780) loss_vfl_aux_3: 0.7216 (0.7549) loss_vfl_aux_4: 0.7228 (0.7466) loss_vfl_aux_5: 0.8182 (0.8546) loss_vfl_dn_0: 0.4689 (0.4800) loss_vfl_dn_1: 0.4258 (0.4273) loss_vfl_dn_2: 0.4095 (0.4096) loss_vfl_dn_3: 0.4000 (0.4022) loss_vfl_dn_4: 0.3966 (0.3992) loss_vfl_dn_5: 0.3947 (0.3985) time: 0.4741 data: 0.0144 max mem: 5653 Epoch: [10] [2300/7393] eta: 0:40:36 lr: 0.000010 loss: 18.7750 (18.3715) loss_bbox: 0.1782 (0.1829) loss_bbox_aux_0: 0.1922 (0.1978) loss_bbox_aux_1: 0.1809 (0.1875) loss_bbox_aux_2: 0.1828 (0.1846) loss_bbox_aux_3: 0.1744 (0.1832) loss_bbox_aux_4: 0.1747 (0.1829) loss_bbox_aux_5: 0.2339 (0.2422) loss_bbox_dn_0: 0.3015 (0.3369) loss_bbox_dn_1: 0.2447 (0.2673) loss_bbox_dn_2: 0.2335 (0.2476) loss_bbox_dn_3: 0.2316 (0.2396) loss_bbox_dn_4: 0.2296 (0.2372) loss_bbox_dn_5: 0.2296 (0.2371) loss_giou: 0.5483 (0.5385) loss_giou_aux_0: 0.5706 (0.5665) loss_giou_aux_1: 0.5591 (0.5480) loss_giou_aux_2: 0.5569 (0.5426) loss_giou_aux_3: 0.5541 (0.5396) loss_giou_aux_4: 0.5482 (0.5385) loss_giou_aux_5: 0.6423 (0.6436) loss_giou_dn_0: 0.6953 (0.6791) loss_giou_dn_1: 0.5980 (0.5762) loss_giou_dn_2: 0.5729 (0.5508) loss_giou_dn_3: 0.5655 (0.5423) loss_giou_dn_4: 0.5628 (0.5399) loss_giou_dn_5: 0.5633 (0.5400) loss_vfl: 0.7474 (0.7441) loss_vfl_aux_0: 0.8470 (0.8777) loss_vfl_aux_1: 0.8404 (0.8251) loss_vfl_aux_2: 0.7919 (0.7784) loss_vfl_aux_3: 0.7496 (0.7554) loss_vfl_aux_4: 0.7554 (0.7471) loss_vfl_aux_5: 0.8386 (0.8547) loss_vfl_dn_0: 0.4721 (0.4799) loss_vfl_dn_1: 0.4277 (0.4272) loss_vfl_dn_2: 0.4162 (0.4096) loss_vfl_dn_3: 0.4072 (0.4022) loss_vfl_dn_4: 0.4059 (0.3992) loss_vfl_dn_5: 0.4032 (0.3986) time: 0.4632 data: 0.0139 max mem: 5653 Epoch: [10] [2400/7393] eta: 0:39:47 lr: 0.000010 loss: 18.2777 (18.3695) loss_bbox: 0.1762 (0.1827) loss_bbox_aux_0: 0.1833 (0.1977) loss_bbox_aux_1: 0.1709 (0.1874) loss_bbox_aux_2: 0.1756 (0.1844) loss_bbox_aux_3: 0.1748 (0.1830) loss_bbox_aux_4: 0.1754 (0.1827) loss_bbox_aux_5: 0.2338 (0.2419) loss_bbox_dn_0: 0.2927 (0.3364) loss_bbox_dn_1: 0.2392 (0.2668) loss_bbox_dn_2: 0.2184 (0.2472) loss_bbox_dn_3: 0.2049 (0.2392) loss_bbox_dn_4: 0.2014 (0.2368) loss_bbox_dn_5: 0.2015 (0.2367) loss_giou: 0.5340 (0.5387) loss_giou_aux_0: 0.5668 (0.5668) loss_giou_aux_1: 0.5420 (0.5483) loss_giou_aux_2: 0.5371 (0.5428) loss_giou_aux_3: 0.5370 (0.5399) loss_giou_aux_4: 0.5339 (0.5387) loss_giou_aux_5: 0.6293 (0.6437) loss_giou_dn_0: 0.6763 (0.6792) loss_giou_dn_1: 0.5803 (0.5762) loss_giou_dn_2: 0.5565 (0.5509) loss_giou_dn_3: 0.5417 (0.5424) loss_giou_dn_4: 0.5392 (0.5400) loss_giou_dn_5: 0.5392 (0.5401) loss_vfl: 0.7372 (0.7442) loss_vfl_aux_0: 0.8687 (0.8776) loss_vfl_aux_1: 0.8136 (0.8251) loss_vfl_aux_2: 0.7549 (0.7784) loss_vfl_aux_3: 0.7529 (0.7555) loss_vfl_aux_4: 0.7380 (0.7471) loss_vfl_aux_5: 0.8472 (0.8546) loss_vfl_dn_0: 0.4727 (0.4799) loss_vfl_dn_1: 0.4233 (0.4272) loss_vfl_dn_2: 0.4051 (0.4096) loss_vfl_dn_3: 0.3974 (0.4021) loss_vfl_dn_4: 0.3960 (0.3992) loss_vfl_dn_5: 0.3970 (0.3985) time: 0.4745 data: 0.0142 max mem: 5653 Epoch: [10] [2500/7393] eta: 0:38:59 lr: 0.000010 loss: 18.3098 (18.3707) loss_bbox: 0.1633 (0.1827) loss_bbox_aux_0: 0.1849 (0.1978) loss_bbox_aux_1: 0.1771 (0.1874) loss_bbox_aux_2: 0.1683 (0.1845) loss_bbox_aux_3: 0.1666 (0.1830) loss_bbox_aux_4: 0.1617 (0.1827) loss_bbox_aux_5: 0.2268 (0.2419) loss_bbox_dn_0: 0.3153 (0.3365) loss_bbox_dn_1: 0.2487 (0.2669) loss_bbox_dn_2: 0.2353 (0.2473) loss_bbox_dn_3: 0.2284 (0.2393) loss_bbox_dn_4: 0.2240 (0.2369) loss_bbox_dn_5: 0.2234 (0.2368) loss_giou: 0.5351 (0.5387) loss_giou_aux_0: 0.5743 (0.5669) loss_giou_aux_1: 0.5563 (0.5484) loss_giou_aux_2: 0.5464 (0.5429) loss_giou_aux_3: 0.5410 (0.5399) loss_giou_aux_4: 0.5367 (0.5388) loss_giou_aux_5: 0.6594 (0.6437) loss_giou_dn_0: 0.6780 (0.6790) loss_giou_dn_1: 0.5785 (0.5761) loss_giou_dn_2: 0.5508 (0.5507) loss_giou_dn_3: 0.5440 (0.5422) loss_giou_dn_4: 0.5422 (0.5399) loss_giou_dn_5: 0.5423 (0.5400) loss_vfl: 0.7350 (0.7444) loss_vfl_aux_0: 0.8534 (0.8774) loss_vfl_aux_1: 0.8578 (0.8253) loss_vfl_aux_2: 0.7810 (0.7784) loss_vfl_aux_3: 0.7664 (0.7556) loss_vfl_aux_4: 0.7366 (0.7472) loss_vfl_aux_5: 0.8476 (0.8547) loss_vfl_dn_0: 0.4847 (0.4799) loss_vfl_dn_1: 0.4301 (0.4272) loss_vfl_dn_2: 0.4073 (0.4095) loss_vfl_dn_3: 0.3966 (0.4021) loss_vfl_dn_4: 0.3965 (0.3992) loss_vfl_dn_5: 0.3955 (0.3986) time: 0.4706 data: 0.0139 max mem: 5653 Epoch: [10] [2600/7393] eta: 0:38:10 lr: 0.000010 loss: 18.4433 (18.3672) loss_bbox: 0.1787 (0.1828) loss_bbox_aux_0: 0.1898 (0.1978) loss_bbox_aux_1: 0.1936 (0.1874) loss_bbox_aux_2: 0.1818 (0.1846) loss_bbox_aux_3: 0.1789 (0.1831) loss_bbox_aux_4: 0.1775 (0.1828) loss_bbox_aux_5: 0.2317 (0.2420) loss_bbox_dn_0: 0.3410 (0.3367) loss_bbox_dn_1: 0.2579 (0.2670) loss_bbox_dn_2: 0.2422 (0.2474) loss_bbox_dn_3: 0.2405 (0.2394) loss_bbox_dn_4: 0.2423 (0.2370) loss_bbox_dn_5: 0.2421 (0.2368) loss_giou: 0.5155 (0.5387) loss_giou_aux_0: 0.5240 (0.5669) loss_giou_aux_1: 0.5196 (0.5482) loss_giou_aux_2: 0.5129 (0.5429) loss_giou_aux_3: 0.5127 (0.5399) loss_giou_aux_4: 0.5180 (0.5388) loss_giou_aux_5: 0.6074 (0.6435) loss_giou_dn_0: 0.6732 (0.6790) loss_giou_dn_1: 0.5681 (0.5760) loss_giou_dn_2: 0.5386 (0.5506) loss_giou_dn_3: 0.5326 (0.5421) loss_giou_dn_4: 0.5303 (0.5398) loss_giou_dn_5: 0.5302 (0.5399) loss_vfl: 0.7473 (0.7438) loss_vfl_aux_0: 0.9219 (0.8773) loss_vfl_aux_1: 0.8399 (0.8252) loss_vfl_aux_2: 0.8059 (0.7780) loss_vfl_aux_3: 0.7628 (0.7549) loss_vfl_aux_4: 0.7545 (0.7466) loss_vfl_aux_5: 0.8859 (0.8545) loss_vfl_dn_0: 0.4770 (0.4798) loss_vfl_dn_1: 0.4318 (0.4271) loss_vfl_dn_2: 0.4080 (0.4094) loss_vfl_dn_3: 0.4015 (0.4020) loss_vfl_dn_4: 0.3981 (0.3990) loss_vfl_dn_5: 0.3964 (0.3984) time: 0.4743 data: 0.0141 max mem: 5653 Epoch: [10] [2700/7393] eta: 0:37:21 lr: 0.000010 loss: 17.6602 (18.3661) loss_bbox: 0.1652 (0.1826) loss_bbox_aux_0: 0.1775 (0.1977) loss_bbox_aux_1: 0.1697 (0.1871) loss_bbox_aux_2: 0.1664 (0.1844) loss_bbox_aux_3: 0.1674 (0.1830) loss_bbox_aux_4: 0.1675 (0.1826) loss_bbox_aux_5: 0.2254 (0.2417) loss_bbox_dn_0: 0.2697 (0.3363) loss_bbox_dn_1: 0.2072 (0.2667) loss_bbox_dn_2: 0.1913 (0.2472) loss_bbox_dn_3: 0.1870 (0.2391) loss_bbox_dn_4: 0.1872 (0.2367) loss_bbox_dn_5: 0.1872 (0.2366) loss_giou: 0.5325 (0.5391) loss_giou_aux_0: 0.5362 (0.5672) loss_giou_aux_1: 0.5434 (0.5486) loss_giou_aux_2: 0.5378 (0.5432) loss_giou_aux_3: 0.5346 (0.5403) loss_giou_aux_4: 0.5316 (0.5391) loss_giou_aux_5: 0.6269 (0.6438) loss_giou_dn_0: 0.6825 (0.6791) loss_giou_dn_1: 0.5729 (0.5761) loss_giou_dn_2: 0.5502 (0.5508) loss_giou_dn_3: 0.5453 (0.5423) loss_giou_dn_4: 0.5424 (0.5400) loss_giou_dn_5: 0.5422 (0.5401) loss_vfl: 0.7004 (0.7436) loss_vfl_aux_0: 0.8337 (0.8770) loss_vfl_aux_1: 0.7708 (0.8252) loss_vfl_aux_2: 0.7241 (0.7778) loss_vfl_aux_3: 0.7017 (0.7547) loss_vfl_aux_4: 0.7012 (0.7464) loss_vfl_aux_5: 0.8487 (0.8542) loss_vfl_dn_0: 0.4689 (0.4798) loss_vfl_dn_1: 0.4198 (0.4271) loss_vfl_dn_2: 0.4015 (0.4094) loss_vfl_dn_3: 0.3951 (0.4020) loss_vfl_dn_4: 0.3919 (0.3991) loss_vfl_dn_5: 0.3934 (0.3985) time: 0.4767 data: 0.0143 max mem: 5653 Epoch: [10] [2800/7393] eta: 0:36:31 lr: 0.000010 loss: 17.8448 (18.3602) loss_bbox: 0.1692 (0.1826) loss_bbox_aux_0: 0.1835 (0.1976) loss_bbox_aux_1: 0.1754 (0.1871) loss_bbox_aux_2: 0.1711 (0.1844) loss_bbox_aux_3: 0.1685 (0.1829) loss_bbox_aux_4: 0.1691 (0.1826) loss_bbox_aux_5: 0.2156 (0.2416) loss_bbox_dn_0: 0.3261 (0.3365) loss_bbox_dn_1: 0.2525 (0.2668) loss_bbox_dn_2: 0.2377 (0.2472) loss_bbox_dn_3: 0.2353 (0.2391) loss_bbox_dn_4: 0.2321 (0.2367) loss_bbox_dn_5: 0.2319 (0.2366) loss_giou: 0.4806 (0.5385) loss_giou_aux_0: 0.5003 (0.5666) loss_giou_aux_1: 0.4915 (0.5480) loss_giou_aux_2: 0.4889 (0.5426) loss_giou_aux_3: 0.4802 (0.5396) loss_giou_aux_4: 0.4802 (0.5385) loss_giou_aux_5: 0.5646 (0.6431) loss_giou_dn_0: 0.6273 (0.6788) loss_giou_dn_1: 0.5310 (0.5757) loss_giou_dn_2: 0.5028 (0.5503) loss_giou_dn_3: 0.4960 (0.5417) loss_giou_dn_4: 0.4954 (0.5394) loss_giou_dn_5: 0.4954 (0.5395) loss_vfl: 0.7491 (0.7436) loss_vfl_aux_0: 0.8824 (0.8774) loss_vfl_aux_1: 0.8337 (0.8256) loss_vfl_aux_2: 0.7750 (0.7779) loss_vfl_aux_3: 0.7508 (0.7547) loss_vfl_aux_4: 0.7453 (0.7464) loss_vfl_aux_5: 0.8407 (0.8545) loss_vfl_dn_0: 0.4762 (0.4799) loss_vfl_dn_1: 0.4202 (0.4271) loss_vfl_dn_2: 0.4068 (0.4094) loss_vfl_dn_3: 0.4008 (0.4021) loss_vfl_dn_4: 0.3986 (0.3991) loss_vfl_dn_5: 0.3937 (0.3985) time: 0.4579 data: 0.0138 max mem: 5653 Epoch: [10] [2900/7393] eta: 0:35:44 lr: 0.000010 loss: 18.6039 (18.3596) loss_bbox: 0.1699 (0.1825) loss_bbox_aux_0: 0.1886 (0.1974) loss_bbox_aux_1: 0.1755 (0.1870) loss_bbox_aux_2: 0.1703 (0.1842) loss_bbox_aux_3: 0.1715 (0.1828) loss_bbox_aux_4: 0.1691 (0.1825) loss_bbox_aux_5: 0.2311 (0.2415) loss_bbox_dn_0: 0.3054 (0.3365) loss_bbox_dn_1: 0.2405 (0.2668) loss_bbox_dn_2: 0.2322 (0.2472) loss_bbox_dn_3: 0.2264 (0.2392) loss_bbox_dn_4: 0.2249 (0.2367) loss_bbox_dn_5: 0.2245 (0.2366) loss_giou: 0.4677 (0.5378) loss_giou_aux_0: 0.5085 (0.5659) loss_giou_aux_1: 0.5038 (0.5474) loss_giou_aux_2: 0.4698 (0.5420) loss_giou_aux_3: 0.4631 (0.5390) loss_giou_aux_4: 0.4678 (0.5379) loss_giou_aux_5: 0.5792 (0.6424) loss_giou_dn_0: 0.6586 (0.6785) loss_giou_dn_1: 0.5469 (0.5755) loss_giou_dn_2: 0.5248 (0.5501) loss_giou_dn_3: 0.5257 (0.5415) loss_giou_dn_4: 0.5236 (0.5392) loss_giou_dn_5: 0.5234 (0.5393) loss_vfl: 0.7384 (0.7442) loss_vfl_aux_0: 0.8604 (0.8786) loss_vfl_aux_1: 0.8219 (0.8266) loss_vfl_aux_2: 0.7706 (0.7786) loss_vfl_aux_3: 0.7622 (0.7554) loss_vfl_aux_4: 0.7434 (0.7470) loss_vfl_aux_5: 0.8597 (0.8550) loss_vfl_dn_0: 0.4774 (0.4800) loss_vfl_dn_1: 0.4205 (0.4272) loss_vfl_dn_2: 0.4035 (0.4096) loss_vfl_dn_3: 0.3969 (0.4022) loss_vfl_dn_4: 0.3906 (0.3992) loss_vfl_dn_5: 0.3941 (0.3986) time: 0.4907 data: 0.0140 max mem: 5653 Epoch: [10] [3000/7393] eta: 0:34:54 lr: 0.000010 loss: 17.9668 (18.3605) loss_bbox: 0.1780 (0.1824) loss_bbox_aux_0: 0.1933 (0.1974) loss_bbox_aux_1: 0.1761 (0.1868) loss_bbox_aux_2: 0.1834 (0.1842) loss_bbox_aux_3: 0.1806 (0.1827) loss_bbox_aux_4: 0.1822 (0.1825) loss_bbox_aux_5: 0.2530 (0.2415) loss_bbox_dn_0: 0.3435 (0.3367) loss_bbox_dn_1: 0.2777 (0.2670) loss_bbox_dn_2: 0.2527 (0.2474) loss_bbox_dn_3: 0.2416 (0.2393) loss_bbox_dn_4: 0.2388 (0.2369) loss_bbox_dn_5: 0.2386 (0.2367) loss_giou: 0.5102 (0.5374) loss_giou_aux_0: 0.5176 (0.5654) loss_giou_aux_1: 0.5092 (0.5469) loss_giou_aux_2: 0.5159 (0.5415) loss_giou_aux_3: 0.5141 (0.5386) loss_giou_aux_4: 0.5104 (0.5375) loss_giou_aux_5: 0.6025 (0.6421) loss_giou_dn_0: 0.6402 (0.6784) loss_giou_dn_1: 0.5341 (0.5753) loss_giou_dn_2: 0.5062 (0.5498) loss_giou_dn_3: 0.4987 (0.5413) loss_giou_dn_4: 0.4946 (0.5390) loss_giou_dn_5: 0.4947 (0.5390) loss_vfl: 0.7197 (0.7446) loss_vfl_aux_0: 0.8756 (0.8794) loss_vfl_aux_1: 0.8306 (0.8278) loss_vfl_aux_2: 0.7591 (0.7794) loss_vfl_aux_3: 0.7536 (0.7557) loss_vfl_aux_4: 0.7394 (0.7473) loss_vfl_aux_5: 0.8393 (0.8555) loss_vfl_dn_0: 0.4772 (0.4800) loss_vfl_dn_1: 0.4179 (0.4273) loss_vfl_dn_2: 0.4020 (0.4096) loss_vfl_dn_3: 0.3928 (0.4022) loss_vfl_dn_4: 0.3914 (0.3992) loss_vfl_dn_5: 0.3906 (0.3986) time: 0.4674 data: 0.0137 max mem: 5653 Epoch: [10] [3100/7393] eta: 0:34:07 lr: 0.000010 loss: 18.4755 (18.3631) loss_bbox: 0.1819 (0.1827) loss_bbox_aux_0: 0.1930 (0.1975) loss_bbox_aux_1: 0.1930 (0.1870) loss_bbox_aux_2: 0.1850 (0.1844) loss_bbox_aux_3: 0.1860 (0.1830) loss_bbox_aux_4: 0.1822 (0.1827) loss_bbox_aux_5: 0.2347 (0.2418) loss_bbox_dn_0: 0.3438 (0.3371) loss_bbox_dn_1: 0.2624 (0.2673) loss_bbox_dn_2: 0.2349 (0.2476) loss_bbox_dn_3: 0.2261 (0.2396) loss_bbox_dn_4: 0.2269 (0.2371) loss_bbox_dn_5: 0.2279 (0.2370) loss_giou: 0.4789 (0.5371) loss_giou_aux_0: 0.5040 (0.5651) loss_giou_aux_1: 0.4883 (0.5466) loss_giou_aux_2: 0.4744 (0.5413) loss_giou_aux_3: 0.4795 (0.5383) loss_giou_aux_4: 0.4726 (0.5372) loss_giou_aux_5: 0.5884 (0.6418) loss_giou_dn_0: 0.6577 (0.6782) loss_giou_dn_1: 0.5489 (0.5751) loss_giou_dn_2: 0.5243 (0.5496) loss_giou_dn_3: 0.5173 (0.5411) loss_giou_dn_4: 0.5156 (0.5387) loss_giou_dn_5: 0.5156 (0.5388) loss_vfl: 0.7873 (0.7447) loss_vfl_aux_0: 0.9351 (0.8799) loss_vfl_aux_1: 0.9091 (0.8286) loss_vfl_aux_2: 0.8302 (0.7796) loss_vfl_aux_3: 0.8057 (0.7560) loss_vfl_aux_4: 0.8052 (0.7474) loss_vfl_aux_5: 0.9086 (0.8557) loss_vfl_dn_0: 0.4806 (0.4801) loss_vfl_dn_1: 0.4315 (0.4273) loss_vfl_dn_2: 0.4162 (0.4097) loss_vfl_dn_3: 0.4080 (0.4023) loss_vfl_dn_4: 0.4017 (0.3993) loss_vfl_dn_5: 0.4022 (0.3987) time: 0.4725 data: 0.0139 max mem: 5653 Epoch: [10] [3200/7393] eta: 0:33:25 lr: 0.000010 loss: 18.7066 (18.3623) loss_bbox: 0.1843 (0.1828) loss_bbox_aux_0: 0.1965 (0.1977) loss_bbox_aux_1: 0.1874 (0.1872) loss_bbox_aux_2: 0.1801 (0.1845) loss_bbox_aux_3: 0.1849 (0.1831) loss_bbox_aux_4: 0.1831 (0.1829) loss_bbox_aux_5: 0.2374 (0.2419) loss_bbox_dn_0: 0.3727 (0.3373) loss_bbox_dn_1: 0.2857 (0.2675) loss_bbox_dn_2: 0.2584 (0.2477) loss_bbox_dn_3: 0.2520 (0.2397) loss_bbox_dn_4: 0.2494 (0.2372) loss_bbox_dn_5: 0.2490 (0.2371) loss_giou: 0.4908 (0.5367) loss_giou_aux_0: 0.5398 (0.5649) loss_giou_aux_1: 0.5164 (0.5462) loss_giou_aux_2: 0.4947 (0.5409) loss_giou_aux_3: 0.4946 (0.5379) loss_giou_aux_4: 0.4841 (0.5368) loss_giou_aux_5: 0.6074 (0.6415) loss_giou_dn_0: 0.6600 (0.6779) loss_giou_dn_1: 0.5507 (0.5748) loss_giou_dn_2: 0.5276 (0.5493) loss_giou_dn_3: 0.5190 (0.5407) loss_giou_dn_4: 0.5171 (0.5383) loss_giou_dn_5: 0.5172 (0.5384) loss_vfl: 0.8203 (0.7449) loss_vfl_aux_0: 0.9141 (0.8801) loss_vfl_aux_1: 0.8700 (0.8292) loss_vfl_aux_2: 0.8645 (0.7799) loss_vfl_aux_3: 0.8169 (0.7563) loss_vfl_aux_4: 0.8190 (0.7477) loss_vfl_aux_5: 0.9404 (0.8560) loss_vfl_dn_0: 0.4817 (0.4802) loss_vfl_dn_1: 0.4332 (0.4274) loss_vfl_dn_2: 0.4093 (0.4097) loss_vfl_dn_3: 0.4005 (0.4022) loss_vfl_dn_4: 0.3975 (0.3993) loss_vfl_dn_5: 0.3956 (0.3986) time: 0.4651 data: 0.0136 max mem: 5653 Epoch: [10] [3300/7393] eta: 0:32:36 lr: 0.000010 loss: 17.8988 (18.3580) loss_bbox: 0.1902 (0.1828) loss_bbox_aux_0: 0.1980 (0.1977) loss_bbox_aux_1: 0.1803 (0.1870) loss_bbox_aux_2: 0.1851 (0.1844) loss_bbox_aux_3: 0.1921 (0.1830) loss_bbox_aux_4: 0.1926 (0.1828) loss_bbox_aux_5: 0.2435 (0.2418) loss_bbox_dn_0: 0.3357 (0.3376) loss_bbox_dn_1: 0.2630 (0.2676) loss_bbox_dn_2: 0.2423 (0.2478) loss_bbox_dn_3: 0.2353 (0.2397) loss_bbox_dn_4: 0.2302 (0.2373) loss_bbox_dn_5: 0.2302 (0.2371) loss_giou: 0.5213 (0.5361) loss_giou_aux_0: 0.5270 (0.5644) loss_giou_aux_1: 0.5168 (0.5455) loss_giou_aux_2: 0.5027 (0.5403) loss_giou_aux_3: 0.5226 (0.5372) loss_giou_aux_4: 0.5215 (0.5362) loss_giou_aux_5: 0.5933 (0.6410) loss_giou_dn_0: 0.6623 (0.6776) loss_giou_dn_1: 0.5507 (0.5744) loss_giou_dn_2: 0.5232 (0.5489) loss_giou_dn_3: 0.5079 (0.5403) loss_giou_dn_4: 0.5042 (0.5380) loss_giou_dn_5: 0.5038 (0.5381) loss_vfl: 0.7129 (0.7451) loss_vfl_aux_0: 0.8775 (0.8805) loss_vfl_aux_1: 0.8084 (0.8298) loss_vfl_aux_2: 0.7662 (0.7801) loss_vfl_aux_3: 0.7305 (0.7565) loss_vfl_aux_4: 0.7160 (0.7479) loss_vfl_aux_5: 0.8424 (0.8562) loss_vfl_dn_0: 0.4796 (0.4802) loss_vfl_dn_1: 0.4222 (0.4273) loss_vfl_dn_2: 0.4028 (0.4096) loss_vfl_dn_3: 0.3917 (0.4022) loss_vfl_dn_4: 0.3907 (0.3992) loss_vfl_dn_5: 0.3895 (0.3986) time: 0.4741 data: 0.0141 max mem: 5653 Epoch: [10] [3400/7393] eta: 0:31:47 lr: 0.000010 loss: 18.7482 (18.3651) loss_bbox: 0.1874 (0.1828) loss_bbox_aux_0: 0.1997 (0.1977) loss_bbox_aux_1: 0.1886 (0.1870) loss_bbox_aux_2: 0.1871 (0.1844) loss_bbox_aux_3: 0.1921 (0.1831) loss_bbox_aux_4: 0.1864 (0.1828) loss_bbox_aux_5: 0.2341 (0.2417) loss_bbox_dn_0: 0.3385 (0.3377) loss_bbox_dn_1: 0.2794 (0.2679) loss_bbox_dn_2: 0.2568 (0.2481) loss_bbox_dn_3: 0.2492 (0.2400) loss_bbox_dn_4: 0.2436 (0.2375) loss_bbox_dn_5: 0.2443 (0.2374) loss_giou: 0.4615 (0.5360) loss_giou_aux_0: 0.5225 (0.5643) loss_giou_aux_1: 0.4858 (0.5454) loss_giou_aux_2: 0.4773 (0.5402) loss_giou_aux_3: 0.4636 (0.5372) loss_giou_aux_4: 0.4630 (0.5362) loss_giou_aux_5: 0.5954 (0.6408) loss_giou_dn_0: 0.6623 (0.6779) loss_giou_dn_1: 0.5694 (0.5747) loss_giou_dn_2: 0.5308 (0.5491) loss_giou_dn_3: 0.5223 (0.5406) loss_giou_dn_4: 0.5188 (0.5382) loss_giou_dn_5: 0.5189 (0.5383) loss_vfl: 0.7763 (0.7457) loss_vfl_aux_0: 0.9183 (0.8812) loss_vfl_aux_1: 0.8548 (0.8308) loss_vfl_aux_2: 0.8235 (0.7808) loss_vfl_aux_3: 0.7931 (0.7571) loss_vfl_aux_4: 0.7862 (0.7484) loss_vfl_aux_5: 0.8665 (0.8567) loss_vfl_dn_0: 0.4804 (0.4803) loss_vfl_dn_1: 0.4295 (0.4274) loss_vfl_dn_2: 0.4103 (0.4097) loss_vfl_dn_3: 0.4007 (0.4022) loss_vfl_dn_4: 0.3974 (0.3993) loss_vfl_dn_5: 0.3978 (0.3987) time: 0.4720 data: 0.0137 max mem: 5653 Epoch: [10] [3500/7393] eta: 0:31:03 lr: 0.000010 loss: 18.4579 (18.3594) loss_bbox: 0.1871 (0.1829) loss_bbox_aux_0: 0.1832 (0.1978) loss_bbox_aux_1: 0.1830 (0.1870) loss_bbox_aux_2: 0.1790 (0.1844) loss_bbox_aux_3: 0.1889 (0.1831) loss_bbox_aux_4: 0.1877 (0.1828) loss_bbox_aux_5: 0.2367 (0.2418) loss_bbox_dn_0: 0.2952 (0.3376) loss_bbox_dn_1: 0.2413 (0.2677) loss_bbox_dn_2: 0.2267 (0.2478) loss_bbox_dn_3: 0.2186 (0.2397) loss_bbox_dn_4: 0.2151 (0.2373) loss_bbox_dn_5: 0.2151 (0.2372) loss_giou: 0.5353 (0.5362) loss_giou_aux_0: 0.5415 (0.5645) loss_giou_aux_1: 0.5347 (0.5456) loss_giou_aux_2: 0.5360 (0.5404) loss_giou_aux_3: 0.5279 (0.5374) loss_giou_aux_4: 0.5179 (0.5363) loss_giou_aux_5: 0.6131 (0.6409) loss_giou_dn_0: 0.6514 (0.6776) loss_giou_dn_1: 0.5454 (0.5744) loss_giou_dn_2: 0.5203 (0.5488) loss_giou_dn_3: 0.5154 (0.5403) loss_giou_dn_4: 0.5141 (0.5379) loss_giou_dn_5: 0.5140 (0.5380) loss_vfl: 0.7273 (0.7451) loss_vfl_aux_0: 0.8595 (0.8809) loss_vfl_aux_1: 0.8063 (0.8304) loss_vfl_aux_2: 0.7569 (0.7803) loss_vfl_aux_3: 0.7423 (0.7566) loss_vfl_aux_4: 0.7219 (0.7478) loss_vfl_aux_5: 0.8535 (0.8565) loss_vfl_dn_0: 0.4763 (0.4801) loss_vfl_dn_1: 0.4222 (0.4273) loss_vfl_dn_2: 0.4044 (0.4095) loss_vfl_dn_3: 0.3992 (0.4021) loss_vfl_dn_4: 0.3950 (0.3991) loss_vfl_dn_5: 0.3931 (0.3985) time: 0.4677 data: 0.0139 max mem: 5653 Epoch: [10] [3600/7393] eta: 0:30:14 lr: 0.000010 loss: 18.3013 (18.3571) loss_bbox: 0.1824 (0.1828) loss_bbox_aux_0: 0.1926 (0.1976) loss_bbox_aux_1: 0.1880 (0.1869) loss_bbox_aux_2: 0.1830 (0.1844) loss_bbox_aux_3: 0.1826 (0.1830) loss_bbox_aux_4: 0.1809 (0.1828) loss_bbox_aux_5: 0.2298 (0.2415) loss_bbox_dn_0: 0.3242 (0.3371) loss_bbox_dn_1: 0.2429 (0.2673) loss_bbox_dn_2: 0.2187 (0.2475) loss_bbox_dn_3: 0.2074 (0.2394) loss_bbox_dn_4: 0.2061 (0.2369) loss_bbox_dn_5: 0.2062 (0.2368) loss_giou: 0.5865 (0.5366) loss_giou_aux_0: 0.6159 (0.5648) loss_giou_aux_1: 0.5899 (0.5459) loss_giou_aux_2: 0.5991 (0.5407) loss_giou_aux_3: 0.6088 (0.5377) loss_giou_aux_4: 0.5965 (0.5367) loss_giou_aux_5: 0.6766 (0.6411) loss_giou_dn_0: 0.6994 (0.6778) loss_giou_dn_1: 0.6003 (0.5746) loss_giou_dn_2: 0.5733 (0.5490) loss_giou_dn_3: 0.5656 (0.5405) loss_giou_dn_4: 0.5623 (0.5381) loss_giou_dn_5: 0.5628 (0.5382) loss_vfl: 0.7223 (0.7447) loss_vfl_aux_0: 0.8542 (0.8805) loss_vfl_aux_1: 0.8010 (0.8301) loss_vfl_aux_2: 0.7441 (0.7799) loss_vfl_aux_3: 0.7271 (0.7562) loss_vfl_aux_4: 0.7316 (0.7475) loss_vfl_aux_5: 0.8140 (0.8562) loss_vfl_dn_0: 0.4762 (0.4801) loss_vfl_dn_1: 0.4262 (0.4272) loss_vfl_dn_2: 0.4092 (0.4095) loss_vfl_dn_3: 0.4042 (0.4021) loss_vfl_dn_4: 0.4028 (0.3991) loss_vfl_dn_5: 0.4017 (0.3985) time: 0.4692 data: 0.0140 max mem: 5653 Epoch: [10] [3700/7393] eta: 0:29:26 lr: 0.000010 loss: 18.1667 (18.3558) loss_bbox: 0.1719 (0.1826) loss_bbox_aux_0: 0.1808 (0.1975) loss_bbox_aux_1: 0.1651 (0.1868) loss_bbox_aux_2: 0.1620 (0.1842) loss_bbox_aux_3: 0.1703 (0.1828) loss_bbox_aux_4: 0.1743 (0.1827) loss_bbox_aux_5: 0.2160 (0.2414) loss_bbox_dn_0: 0.3120 (0.3372) loss_bbox_dn_1: 0.2445 (0.2673) loss_bbox_dn_2: 0.2325 (0.2474) loss_bbox_dn_3: 0.2293 (0.2394) loss_bbox_dn_4: 0.2275 (0.2369) loss_bbox_dn_5: 0.2274 (0.2368) loss_giou: 0.5137 (0.5364) loss_giou_aux_0: 0.5318 (0.5646) loss_giou_aux_1: 0.5214 (0.5456) loss_giou_aux_2: 0.5118 (0.5405) loss_giou_aux_3: 0.5119 (0.5375) loss_giou_aux_4: 0.5140 (0.5365) loss_giou_aux_5: 0.6225 (0.6409) loss_giou_dn_0: 0.6757 (0.6777) loss_giou_dn_1: 0.5770 (0.5745) loss_giou_dn_2: 0.5450 (0.5489) loss_giou_dn_3: 0.5319 (0.5403) loss_giou_dn_4: 0.5297 (0.5380) loss_giou_dn_5: 0.5299 (0.5381) loss_vfl: 0.7434 (0.7448) loss_vfl_aux_0: 0.8743 (0.8807) loss_vfl_aux_1: 0.8381 (0.8306) loss_vfl_aux_2: 0.7718 (0.7800) loss_vfl_aux_3: 0.7676 (0.7564) loss_vfl_aux_4: 0.7414 (0.7475) loss_vfl_aux_5: 0.8566 (0.8564) loss_vfl_dn_0: 0.4826 (0.4802) loss_vfl_dn_1: 0.4262 (0.4273) loss_vfl_dn_2: 0.4108 (0.4096) loss_vfl_dn_3: 0.4054 (0.4021) loss_vfl_dn_4: 0.4012 (0.3991) loss_vfl_dn_5: 0.3994 (0.3985) time: 0.4783 data: 0.0148 max mem: 5653 Epoch: [10] [3800/7393] eta: 0:28:42 lr: 0.000010 loss: 18.6980 (18.3495) loss_bbox: 0.1846 (0.1825) loss_bbox_aux_0: 0.1981 (0.1974) loss_bbox_aux_1: 0.1839 (0.1866) loss_bbox_aux_2: 0.1870 (0.1841) loss_bbox_aux_3: 0.1830 (0.1827) loss_bbox_aux_4: 0.1838 (0.1825) loss_bbox_aux_5: 0.2352 (0.2413) loss_bbox_dn_0: 0.3122 (0.3369) loss_bbox_dn_1: 0.2423 (0.2670) loss_bbox_dn_2: 0.2247 (0.2472) loss_bbox_dn_3: 0.2190 (0.2391) loss_bbox_dn_4: 0.2164 (0.2366) loss_bbox_dn_5: 0.2157 (0.2365) loss_giou: 0.5667 (0.5364) loss_giou_aux_0: 0.6048 (0.5646) loss_giou_aux_1: 0.5866 (0.5457) loss_giou_aux_2: 0.5743 (0.5405) loss_giou_aux_3: 0.5614 (0.5374) loss_giou_aux_4: 0.5686 (0.5365) loss_giou_aux_5: 0.6814 (0.6409) loss_giou_dn_0: 0.7012 (0.6776) loss_giou_dn_1: 0.5970 (0.5743) loss_giou_dn_2: 0.5755 (0.5487) loss_giou_dn_3: 0.5685 (0.5402) loss_giou_dn_4: 0.5652 (0.5378) loss_giou_dn_5: 0.5650 (0.5379) loss_vfl: 0.6981 (0.7445) loss_vfl_aux_0: 0.7997 (0.8803) loss_vfl_aux_1: 0.7565 (0.8300) loss_vfl_aux_2: 0.7179 (0.7796) loss_vfl_aux_3: 0.7126 (0.7562) loss_vfl_aux_4: 0.7003 (0.7473) loss_vfl_aux_5: 0.7836 (0.8560) loss_vfl_dn_0: 0.4713 (0.4801) loss_vfl_dn_1: 0.4235 (0.4273) loss_vfl_dn_2: 0.4086 (0.4095) loss_vfl_dn_3: 0.4054 (0.4021) loss_vfl_dn_4: 0.4025 (0.3991) loss_vfl_dn_5: 0.4027 (0.3985) time: 0.7217 data: 0.0136 max mem: 5653 Epoch: [10] [3900/7393] eta: 0:27:53 lr: 0.000010 loss: 18.3056 (18.3459) loss_bbox: 0.1683 (0.1826) loss_bbox_aux_0: 0.1898 (0.1974) loss_bbox_aux_1: 0.1656 (0.1866) loss_bbox_aux_2: 0.1580 (0.1841) loss_bbox_aux_3: 0.1572 (0.1827) loss_bbox_aux_4: 0.1644 (0.1826) loss_bbox_aux_5: 0.2302 (0.2414) loss_bbox_dn_0: 0.3349 (0.3369) loss_bbox_dn_1: 0.2574 (0.2670) loss_bbox_dn_2: 0.2407 (0.2472) loss_bbox_dn_3: 0.2333 (0.2391) loss_bbox_dn_4: 0.2333 (0.2367) loss_bbox_dn_5: 0.2334 (0.2366) loss_giou: 0.5067 (0.5360) loss_giou_aux_0: 0.5382 (0.5643) loss_giou_aux_1: 0.5134 (0.5453) loss_giou_aux_2: 0.5164 (0.5401) loss_giou_aux_3: 0.5058 (0.5371) loss_giou_aux_4: 0.5064 (0.5361) loss_giou_aux_5: 0.6077 (0.6407) loss_giou_dn_0: 0.6443 (0.6773) loss_giou_dn_1: 0.5472 (0.5740) loss_giou_dn_2: 0.5273 (0.5485) loss_giou_dn_3: 0.5201 (0.5399) loss_giou_dn_4: 0.5163 (0.5375) loss_giou_dn_5: 0.5164 (0.5376) loss_vfl: 0.7361 (0.7445) loss_vfl_aux_0: 0.8765 (0.8803) loss_vfl_aux_1: 0.8232 (0.8300) loss_vfl_aux_2: 0.7645 (0.7797) loss_vfl_aux_3: 0.7455 (0.7563) loss_vfl_aux_4: 0.7396 (0.7473) loss_vfl_aux_5: 0.8337 (0.8558) loss_vfl_dn_0: 0.4831 (0.4802) loss_vfl_dn_1: 0.4220 (0.4273) loss_vfl_dn_2: 0.4076 (0.4095) loss_vfl_dn_3: 0.4043 (0.4021) loss_vfl_dn_4: 0.3984 (0.3991) loss_vfl_dn_5: 0.3968 (0.3985) time: 0.4795 data: 0.0150 max mem: 5653 Epoch: [10] [4000/7393] eta: 0:27:05 lr: 0.000010 loss: 18.8358 (18.3460) loss_bbox: 0.1620 (0.1824) loss_bbox_aux_0: 0.1738 (0.1973) loss_bbox_aux_1: 0.1657 (0.1865) loss_bbox_aux_2: 0.1772 (0.1840) loss_bbox_aux_3: 0.1636 (0.1825) loss_bbox_aux_4: 0.1585 (0.1824) loss_bbox_aux_5: 0.2196 (0.2412) loss_bbox_dn_0: 0.2974 (0.3367) loss_bbox_dn_1: 0.2423 (0.2669) loss_bbox_dn_2: 0.2232 (0.2470) loss_bbox_dn_3: 0.2026 (0.2390) loss_bbox_dn_4: 0.2009 (0.2365) loss_bbox_dn_5: 0.2012 (0.2364) loss_giou: 0.5061 (0.5360) loss_giou_aux_0: 0.5276 (0.5641) loss_giou_aux_1: 0.5115 (0.5451) loss_giou_aux_2: 0.5192 (0.5400) loss_giou_aux_3: 0.5116 (0.5370) loss_giou_aux_4: 0.5062 (0.5360) loss_giou_aux_5: 0.6252 (0.6405) loss_giou_dn_0: 0.6873 (0.6772) loss_giou_dn_1: 0.5817 (0.5740) loss_giou_dn_2: 0.5565 (0.5484) loss_giou_dn_3: 0.5447 (0.5398) loss_giou_dn_4: 0.5415 (0.5375) loss_giou_dn_5: 0.5424 (0.5376) loss_vfl: 0.7926 (0.7450) loss_vfl_aux_0: 0.9216 (0.8807) loss_vfl_aux_1: 0.8779 (0.8305) loss_vfl_aux_2: 0.8232 (0.7802) loss_vfl_aux_3: 0.7987 (0.7567) loss_vfl_aux_4: 0.7955 (0.7478) loss_vfl_aux_5: 0.8530 (0.8561) loss_vfl_dn_0: 0.4820 (0.4802) loss_vfl_dn_1: 0.4395 (0.4273) loss_vfl_dn_2: 0.4222 (0.4096) loss_vfl_dn_3: 0.4125 (0.4021) loss_vfl_dn_4: 0.4080 (0.3992) loss_vfl_dn_5: 0.4047 (0.3985) time: 0.4635 data: 0.0147 max mem: 5653 Epoch: [10] [4100/7393] eta: 0:26:16 lr: 0.000010 loss: 17.6458 (18.3426) loss_bbox: 0.1536 (0.1823) loss_bbox_aux_0: 0.1639 (0.1971) loss_bbox_aux_1: 0.1549 (0.1863) loss_bbox_aux_2: 0.1534 (0.1839) loss_bbox_aux_3: 0.1560 (0.1824) loss_bbox_aux_4: 0.1525 (0.1823) loss_bbox_aux_5: 0.2030 (0.2410) loss_bbox_dn_0: 0.2855 (0.3363) loss_bbox_dn_1: 0.2217 (0.2666) loss_bbox_dn_2: 0.2037 (0.2467) loss_bbox_dn_3: 0.1994 (0.2387) loss_bbox_dn_4: 0.1995 (0.2362) loss_bbox_dn_5: 0.1997 (0.2361) loss_giou: 0.4851 (0.5361) loss_giou_aux_0: 0.5194 (0.5642) loss_giou_aux_1: 0.4921 (0.5452) loss_giou_aux_2: 0.4847 (0.5401) loss_giou_aux_3: 0.4829 (0.5371) loss_giou_aux_4: 0.4811 (0.5362) loss_giou_aux_5: 0.6070 (0.6406) loss_giou_dn_0: 0.6501 (0.6772) loss_giou_dn_1: 0.5469 (0.5741) loss_giou_dn_2: 0.5308 (0.5485) loss_giou_dn_3: 0.5213 (0.5399) loss_giou_dn_4: 0.5182 (0.5375) loss_giou_dn_5: 0.5183 (0.5377) loss_vfl: 0.6853 (0.7448) loss_vfl_aux_0: 0.8322 (0.8806) loss_vfl_aux_1: 0.7938 (0.8303) loss_vfl_aux_2: 0.7088 (0.7799) loss_vfl_aux_3: 0.6998 (0.7566) loss_vfl_aux_4: 0.6901 (0.7476) loss_vfl_aux_5: 0.7985 (0.8559) loss_vfl_dn_0: 0.4671 (0.4802) loss_vfl_dn_1: 0.4152 (0.4273) loss_vfl_dn_2: 0.3973 (0.4095) loss_vfl_dn_3: 0.3880 (0.4020) loss_vfl_dn_4: 0.3874 (0.3991) loss_vfl_dn_5: 0.3855 (0.3985) time: 0.4891 data: 0.0141 max mem: 5653 Epoch: [10] [4200/7393] eta: 0:25:28 lr: 0.000010 loss: 17.9176 (18.3425) loss_bbox: 0.1700 (0.1824) loss_bbox_aux_0: 0.1781 (0.1972) loss_bbox_aux_1: 0.1792 (0.1865) loss_bbox_aux_2: 0.1710 (0.1840) loss_bbox_aux_3: 0.1630 (0.1825) loss_bbox_aux_4: 0.1688 (0.1824) loss_bbox_aux_5: 0.2356 (0.2411) loss_bbox_dn_0: 0.3271 (0.3364) loss_bbox_dn_1: 0.2627 (0.2666) loss_bbox_dn_2: 0.2360 (0.2467) loss_bbox_dn_3: 0.2225 (0.2387) loss_bbox_dn_4: 0.2194 (0.2363) loss_bbox_dn_5: 0.2194 (0.2361) loss_giou: 0.4683 (0.5362) loss_giou_aux_0: 0.5236 (0.5643) loss_giou_aux_1: 0.4933 (0.5453) loss_giou_aux_2: 0.4716 (0.5402) loss_giou_aux_3: 0.4703 (0.5372) loss_giou_aux_4: 0.4690 (0.5363) loss_giou_aux_5: 0.6234 (0.6407) loss_giou_dn_0: 0.6555 (0.6773) loss_giou_dn_1: 0.5446 (0.5742) loss_giou_dn_2: 0.5126 (0.5485) loss_giou_dn_3: 0.5026 (0.5400) loss_giou_dn_4: 0.4992 (0.5376) loss_giou_dn_5: 0.4991 (0.5377) loss_vfl: 0.7157 (0.7445) loss_vfl_aux_0: 0.8697 (0.8804) loss_vfl_aux_1: 0.8218 (0.8299) loss_vfl_aux_2: 0.7851 (0.7795) loss_vfl_aux_3: 0.7420 (0.7562) loss_vfl_aux_4: 0.7072 (0.7473) loss_vfl_aux_5: 0.8294 (0.8556) loss_vfl_dn_0: 0.4739 (0.4802) loss_vfl_dn_1: 0.4283 (0.4273) loss_vfl_dn_2: 0.4059 (0.4095) loss_vfl_dn_3: 0.4030 (0.4020) loss_vfl_dn_4: 0.4021 (0.3991) loss_vfl_dn_5: 0.4022 (0.3985) time: 0.4737 data: 0.0145 max mem: 5653 Epoch: [10] [4300/7393] eta: 0:24:39 lr: 0.000010 loss: 18.2640 (18.3406) loss_bbox: 0.1685 (0.1824) loss_bbox_aux_0: 0.1859 (0.1971) loss_bbox_aux_1: 0.1761 (0.1864) loss_bbox_aux_2: 0.1736 (0.1840) loss_bbox_aux_3: 0.1724 (0.1825) loss_bbox_aux_4: 0.1687 (0.1824) loss_bbox_aux_5: 0.2205 (0.2411) loss_bbox_dn_0: 0.2975 (0.3363) loss_bbox_dn_1: 0.2439 (0.2665) loss_bbox_dn_2: 0.2271 (0.2467) loss_bbox_dn_3: 0.2212 (0.2386) loss_bbox_dn_4: 0.2196 (0.2362) loss_bbox_dn_5: 0.2191 (0.2361) loss_giou: 0.5618 (0.5361) loss_giou_aux_0: 0.5902 (0.5642) loss_giou_aux_1: 0.5744 (0.5452) loss_giou_aux_2: 0.5582 (0.5401) loss_giou_aux_3: 0.5554 (0.5371) loss_giou_aux_4: 0.5571 (0.5362) loss_giou_aux_5: 0.6847 (0.6406) loss_giou_dn_0: 0.6898 (0.6772) loss_giou_dn_1: 0.5928 (0.5741) loss_giou_dn_2: 0.5726 (0.5484) loss_giou_dn_3: 0.5660 (0.5399) loss_giou_dn_4: 0.5642 (0.5375) loss_giou_dn_5: 0.5645 (0.5376) loss_vfl: 0.7135 (0.7447) loss_vfl_aux_0: 0.8714 (0.8803) loss_vfl_aux_1: 0.8099 (0.8298) loss_vfl_aux_2: 0.7576 (0.7796) loss_vfl_aux_3: 0.7379 (0.7564) loss_vfl_aux_4: 0.7265 (0.7474) loss_vfl_aux_5: 0.8304 (0.8557) loss_vfl_dn_0: 0.4701 (0.4801) loss_vfl_dn_1: 0.4232 (0.4272) loss_vfl_dn_2: 0.4086 (0.4095) loss_vfl_dn_3: 0.4016 (0.4020) loss_vfl_dn_4: 0.3997 (0.3991) loss_vfl_dn_5: 0.4003 (0.3985) time: 0.4714 data: 0.0143 max mem: 5653 Epoch: [10] [4400/7393] eta: 0:23:51 lr: 0.000010 loss: 18.6492 (18.3407) loss_bbox: 0.1817 (0.1823) loss_bbox_aux_0: 0.1869 (0.1970) loss_bbox_aux_1: 0.1856 (0.1863) loss_bbox_aux_2: 0.1858 (0.1839) loss_bbox_aux_3: 0.1843 (0.1824) loss_bbox_aux_4: 0.1816 (0.1823) loss_bbox_aux_5: 0.2245 (0.2408) loss_bbox_dn_0: 0.3185 (0.3360) loss_bbox_dn_1: 0.2680 (0.2663) loss_bbox_dn_2: 0.2431 (0.2465) loss_bbox_dn_3: 0.2337 (0.2385) loss_bbox_dn_4: 0.2335 (0.2360) loss_bbox_dn_5: 0.2332 (0.2359) loss_giou: 0.5620 (0.5365) loss_giou_aux_0: 0.5787 (0.5645) loss_giou_aux_1: 0.5732 (0.5456) loss_giou_aux_2: 0.5731 (0.5404) loss_giou_aux_3: 0.5662 (0.5374) loss_giou_aux_4: 0.5678 (0.5365) loss_giou_aux_5: 0.6752 (0.6409) loss_giou_dn_0: 0.7114 (0.6775) loss_giou_dn_1: 0.6083 (0.5744) loss_giou_dn_2: 0.5800 (0.5488) loss_giou_dn_3: 0.5704 (0.5402) loss_giou_dn_4: 0.5684 (0.5379) loss_giou_dn_5: 0.5688 (0.5380) loss_vfl: 0.7630 (0.7445) loss_vfl_aux_0: 0.8543 (0.8798) loss_vfl_aux_1: 0.8309 (0.8294) loss_vfl_aux_2: 0.7816 (0.7793) loss_vfl_aux_3: 0.7775 (0.7561) loss_vfl_aux_4: 0.7777 (0.7473) loss_vfl_aux_5: 0.8228 (0.8553) loss_vfl_dn_0: 0.4816 (0.4801) loss_vfl_dn_1: 0.4325 (0.4272) loss_vfl_dn_2: 0.4162 (0.4095) loss_vfl_dn_3: 0.4074 (0.4020) loss_vfl_dn_4: 0.4052 (0.3991) loss_vfl_dn_5: 0.4050 (0.3985) time: 0.4682 data: 0.0135 max mem: 5653 Epoch: [10] [4500/7393] eta: 0:23:03 lr: 0.000010 loss: 18.3693 (18.3427) loss_bbox: 0.1833 (0.1823) loss_bbox_aux_0: 0.1995 (0.1971) loss_bbox_aux_1: 0.1924 (0.1864) loss_bbox_aux_2: 0.1947 (0.1840) loss_bbox_aux_3: 0.1777 (0.1824) loss_bbox_aux_4: 0.1824 (0.1823) loss_bbox_aux_5: 0.2459 (0.2409) loss_bbox_dn_0: 0.3145 (0.3361) loss_bbox_dn_1: 0.2472 (0.2664) loss_bbox_dn_2: 0.2267 (0.2466) loss_bbox_dn_3: 0.2199 (0.2386) loss_bbox_dn_4: 0.2171 (0.2361) loss_bbox_dn_5: 0.2168 (0.2360) loss_giou: 0.5481 (0.5365) loss_giou_aux_0: 0.5926 (0.5646) loss_giou_aux_1: 0.5685 (0.5456) loss_giou_aux_2: 0.5658 (0.5405) loss_giou_aux_3: 0.5588 (0.5375) loss_giou_aux_4: 0.5482 (0.5366) loss_giou_aux_5: 0.6688 (0.6409) loss_giou_dn_0: 0.6824 (0.6774) loss_giou_dn_1: 0.5852 (0.5744) loss_giou_dn_2: 0.5666 (0.5488) loss_giou_dn_3: 0.5626 (0.5402) loss_giou_dn_4: 0.5634 (0.5379) loss_giou_dn_5: 0.5634 (0.5380) loss_vfl: 0.7383 (0.7445) loss_vfl_aux_0: 0.8536 (0.8797) loss_vfl_aux_1: 0.8333 (0.8295) loss_vfl_aux_2: 0.7723 (0.7793) loss_vfl_aux_3: 0.7531 (0.7562) loss_vfl_aux_4: 0.7433 (0.7473) loss_vfl_aux_5: 0.8425 (0.8553) loss_vfl_dn_0: 0.4852 (0.4801) loss_vfl_dn_1: 0.4228 (0.4272) loss_vfl_dn_2: 0.4063 (0.4095) loss_vfl_dn_3: 0.4028 (0.4021) loss_vfl_dn_4: 0.4014 (0.3991) loss_vfl_dn_5: 0.3992 (0.3985) time: 0.4689 data: 0.0140 max mem: 5653 Epoch: [10] [4600/7393] eta: 0:22:14 lr: 0.000010 loss: 18.1689 (18.3403) loss_bbox: 0.1581 (0.1823) loss_bbox_aux_0: 0.1766 (0.1970) loss_bbox_aux_1: 0.1614 (0.1863) loss_bbox_aux_2: 0.1561 (0.1839) loss_bbox_aux_3: 0.1510 (0.1823) loss_bbox_aux_4: 0.1585 (0.1823) loss_bbox_aux_5: 0.2255 (0.2410) loss_bbox_dn_0: 0.3110 (0.3363) loss_bbox_dn_1: 0.2411 (0.2665) loss_bbox_dn_2: 0.2309 (0.2467) loss_bbox_dn_3: 0.2186 (0.2387) loss_bbox_dn_4: 0.2187 (0.2363) loss_bbox_dn_5: 0.2189 (0.2361) loss_giou: 0.5169 (0.5362) loss_giou_aux_0: 0.5260 (0.5642) loss_giou_aux_1: 0.5129 (0.5453) loss_giou_aux_2: 0.5165 (0.5402) loss_giou_aux_3: 0.5143 (0.5372) loss_giou_aux_4: 0.5157 (0.5363) loss_giou_aux_5: 0.6255 (0.6407) loss_giou_dn_0: 0.6693 (0.6772) loss_giou_dn_1: 0.5683 (0.5741) loss_giou_dn_2: 0.5413 (0.5485) loss_giou_dn_3: 0.5336 (0.5400) loss_giou_dn_4: 0.5326 (0.5376) loss_giou_dn_5: 0.5327 (0.5377) loss_vfl: 0.7434 (0.7447) loss_vfl_aux_0: 0.8771 (0.8799) loss_vfl_aux_1: 0.8289 (0.8296) loss_vfl_aux_2: 0.7928 (0.7795) loss_vfl_aux_3: 0.7629 (0.7564) loss_vfl_aux_4: 0.7476 (0.7475) loss_vfl_aux_5: 0.8509 (0.8554) loss_vfl_dn_0: 0.4776 (0.4801) loss_vfl_dn_1: 0.4252 (0.4272) loss_vfl_dn_2: 0.4072 (0.4095) loss_vfl_dn_3: 0.3983 (0.4020) loss_vfl_dn_4: 0.3951 (0.3991) loss_vfl_dn_5: 0.3970 (0.3985) time: 0.4654 data: 0.0144 max mem: 5653 Epoch: [10] [4700/7393] eta: 0:21:26 lr: 0.000010 loss: 18.3042 (18.3366) loss_bbox: 0.1940 (0.1821) loss_bbox_aux_0: 0.2053 (0.1968) loss_bbox_aux_1: 0.1825 (0.1862) loss_bbox_aux_2: 0.1839 (0.1837) loss_bbox_aux_3: 0.1807 (0.1822) loss_bbox_aux_4: 0.1839 (0.1821) loss_bbox_aux_5: 0.2294 (0.2408) loss_bbox_dn_0: 0.3098 (0.3360) loss_bbox_dn_1: 0.2572 (0.2662) loss_bbox_dn_2: 0.2446 (0.2464) loss_bbox_dn_3: 0.2332 (0.2384) loss_bbox_dn_4: 0.2342 (0.2360) loss_bbox_dn_5: 0.2342 (0.2359) loss_giou: 0.5422 (0.5363) loss_giou_aux_0: 0.5779 (0.5643) loss_giou_aux_1: 0.5393 (0.5453) loss_giou_aux_2: 0.5305 (0.5403) loss_giou_aux_3: 0.5304 (0.5373) loss_giou_aux_4: 0.5421 (0.5364) loss_giou_aux_5: 0.6449 (0.6408) loss_giou_dn_0: 0.6679 (0.6773) loss_giou_dn_1: 0.5778 (0.5742) loss_giou_dn_2: 0.5554 (0.5486) loss_giou_dn_3: 0.5460 (0.5400) loss_giou_dn_4: 0.5441 (0.5377) loss_giou_dn_5: 0.5446 (0.5378) loss_vfl: 0.7532 (0.7444) loss_vfl_aux_0: 0.8748 (0.8796) loss_vfl_aux_1: 0.8482 (0.8293) loss_vfl_aux_2: 0.7966 (0.7792) loss_vfl_aux_3: 0.7665 (0.7561) loss_vfl_aux_4: 0.7519 (0.7471) loss_vfl_aux_5: 0.8446 (0.8550) loss_vfl_dn_0: 0.4828 (0.4801) loss_vfl_dn_1: 0.4360 (0.4272) loss_vfl_dn_2: 0.4145 (0.4095) loss_vfl_dn_3: 0.4108 (0.4020) loss_vfl_dn_4: 0.4078 (0.3991) loss_vfl_dn_5: 0.4063 (0.3985) time: 0.4630 data: 0.0139 max mem: 5653 Epoch: [10] [4800/7393] eta: 0:20:38 lr: 0.000010 loss: 18.4496 (18.3372) loss_bbox: 0.1833 (0.1822) loss_bbox_aux_0: 0.2007 (0.1968) loss_bbox_aux_1: 0.1841 (0.1862) loss_bbox_aux_2: 0.1854 (0.1838) loss_bbox_aux_3: 0.1818 (0.1823) loss_bbox_aux_4: 0.1814 (0.1822) loss_bbox_aux_5: 0.2341 (0.2408) loss_bbox_dn_0: 0.3144 (0.3361) loss_bbox_dn_1: 0.2370 (0.2663) loss_bbox_dn_2: 0.2236 (0.2465) loss_bbox_dn_3: 0.2224 (0.2385) loss_bbox_dn_4: 0.2220 (0.2360) loss_bbox_dn_5: 0.2214 (0.2359) loss_giou: 0.5181 (0.5362) loss_giou_aux_0: 0.5517 (0.5642) loss_giou_aux_1: 0.5302 (0.5453) loss_giou_aux_2: 0.5200 (0.5402) loss_giou_aux_3: 0.5195 (0.5372) loss_giou_aux_4: 0.5180 (0.5363) loss_giou_aux_5: 0.6280 (0.6407) loss_giou_dn_0: 0.6646 (0.6773) loss_giou_dn_1: 0.5612 (0.5741) loss_giou_dn_2: 0.5285 (0.5485) loss_giou_dn_3: 0.5249 (0.5399) loss_giou_dn_4: 0.5218 (0.5376) loss_giou_dn_5: 0.5209 (0.5377) loss_vfl: 0.7267 (0.7446) loss_vfl_aux_0: 0.8619 (0.8798) loss_vfl_aux_1: 0.8296 (0.8295) loss_vfl_aux_2: 0.7386 (0.7794) loss_vfl_aux_3: 0.7297 (0.7563) loss_vfl_aux_4: 0.7241 (0.7473) loss_vfl_aux_5: 0.8347 (0.8551) loss_vfl_dn_0: 0.4750 (0.4801) loss_vfl_dn_1: 0.4285 (0.4272) loss_vfl_dn_2: 0.4145 (0.4095) loss_vfl_dn_3: 0.4083 (0.4021) loss_vfl_dn_4: 0.4069 (0.3991) loss_vfl_dn_5: 0.4072 (0.3985) time: 0.4707 data: 0.0138 max mem: 5653 Epoch: [10] [4900/7393] eta: 0:19:49 lr: 0.000010 loss: 18.3371 (18.3390) loss_bbox: 0.1612 (0.1821) loss_bbox_aux_0: 0.1926 (0.1968) loss_bbox_aux_1: 0.1717 (0.1861) loss_bbox_aux_2: 0.1698 (0.1837) loss_bbox_aux_3: 0.1751 (0.1822) loss_bbox_aux_4: 0.1725 (0.1821) loss_bbox_aux_5: 0.2282 (0.2407) loss_bbox_dn_0: 0.2982 (0.3359) loss_bbox_dn_1: 0.2229 (0.2661) loss_bbox_dn_2: 0.2074 (0.2464) loss_bbox_dn_3: 0.2067 (0.2384) loss_bbox_dn_4: 0.2053 (0.2359) loss_bbox_dn_5: 0.2047 (0.2358) loss_giou: 0.5492 (0.5366) loss_giou_aux_0: 0.5644 (0.5645) loss_giou_aux_1: 0.5586 (0.5456) loss_giou_aux_2: 0.5510 (0.5406) loss_giou_aux_3: 0.5430 (0.5376) loss_giou_aux_4: 0.5489 (0.5367) loss_giou_aux_5: 0.6447 (0.6410) loss_giou_dn_0: 0.6885 (0.6774) loss_giou_dn_1: 0.5862 (0.5742) loss_giou_dn_2: 0.5694 (0.5486) loss_giou_dn_3: 0.5613 (0.5401) loss_giou_dn_4: 0.5600 (0.5377) loss_giou_dn_5: 0.5604 (0.5378) loss_vfl: 0.7430 (0.7446) loss_vfl_aux_0: 0.8485 (0.8796) loss_vfl_aux_1: 0.8023 (0.8294) loss_vfl_aux_2: 0.7682 (0.7793) loss_vfl_aux_3: 0.7448 (0.7563) loss_vfl_aux_4: 0.7474 (0.7473) loss_vfl_aux_5: 0.8358 (0.8551) loss_vfl_dn_0: 0.4772 (0.4801) loss_vfl_dn_1: 0.4229 (0.4272) loss_vfl_dn_2: 0.4077 (0.4095) loss_vfl_dn_3: 0.3975 (0.4021) loss_vfl_dn_4: 0.3998 (0.3991) loss_vfl_dn_5: 0.3974 (0.3986) time: 0.4730 data: 0.0135 max mem: 5653 Epoch: [10] [5000/7393] eta: 0:19:04 lr: 0.000010 loss: 18.4535 (18.3367) loss_bbox: 0.1868 (0.1822) loss_bbox_aux_0: 0.2015 (0.1968) loss_bbox_aux_1: 0.1892 (0.1862) loss_bbox_aux_2: 0.1881 (0.1838) loss_bbox_aux_3: 0.1860 (0.1822) loss_bbox_aux_4: 0.1867 (0.1821) loss_bbox_aux_5: 0.2296 (0.2408) loss_bbox_dn_0: 0.3096 (0.3360) loss_bbox_dn_1: 0.2185 (0.2662) loss_bbox_dn_2: 0.2022 (0.2465) loss_bbox_dn_3: 0.1982 (0.2385) loss_bbox_dn_4: 0.1947 (0.2360) loss_bbox_dn_5: 0.1949 (0.2359) loss_giou: 0.4851 (0.5362) loss_giou_aux_0: 0.5334 (0.5642) loss_giou_aux_1: 0.5143 (0.5452) loss_giou_aux_2: 0.4933 (0.5403) loss_giou_aux_3: 0.4837 (0.5372) loss_giou_aux_4: 0.4826 (0.5363) loss_giou_aux_5: 0.6042 (0.6406) loss_giou_dn_0: 0.6575 (0.6772) loss_giou_dn_1: 0.5420 (0.5740) loss_giou_dn_2: 0.5221 (0.5484) loss_giou_dn_3: 0.5162 (0.5399) loss_giou_dn_4: 0.5151 (0.5375) loss_giou_dn_5: 0.5151 (0.5376) loss_vfl: 0.7411 (0.7446) loss_vfl_aux_0: 0.8719 (0.8798) loss_vfl_aux_1: 0.8020 (0.8296) loss_vfl_aux_2: 0.7952 (0.7793) loss_vfl_aux_3: 0.7650 (0.7563) loss_vfl_aux_4: 0.7543 (0.7474) loss_vfl_aux_5: 0.8465 (0.8553) loss_vfl_dn_0: 0.4834 (0.4801) loss_vfl_dn_1: 0.4202 (0.4272) loss_vfl_dn_2: 0.4125 (0.4095) loss_vfl_dn_3: 0.4022 (0.4021) loss_vfl_dn_4: 0.3992 (0.3992) loss_vfl_dn_5: 0.3985 (0.3986) time: 0.4752 data: 0.0140 max mem: 5653 Epoch: [10] [5100/7393] eta: 0:18:15 lr: 0.000010 loss: 17.6774 (18.3322) loss_bbox: 0.1687 (0.1822) loss_bbox_aux_0: 0.1968 (0.1969) loss_bbox_aux_1: 0.1871 (0.1861) loss_bbox_aux_2: 0.1702 (0.1838) loss_bbox_aux_3: 0.1742 (0.1822) loss_bbox_aux_4: 0.1698 (0.1821) loss_bbox_aux_5: 0.2327 (0.2408) loss_bbox_dn_0: 0.3039 (0.3358) loss_bbox_dn_1: 0.2325 (0.2660) loss_bbox_dn_2: 0.2140 (0.2462) loss_bbox_dn_3: 0.2090 (0.2382) loss_bbox_dn_4: 0.2089 (0.2358) loss_bbox_dn_5: 0.2094 (0.2357) loss_giou: 0.5205 (0.5363) loss_giou_aux_0: 0.5488 (0.5643) loss_giou_aux_1: 0.5332 (0.5453) loss_giou_aux_2: 0.5303 (0.5403) loss_giou_aux_3: 0.5292 (0.5373) loss_giou_aux_4: 0.5176 (0.5363) loss_giou_aux_5: 0.6245 (0.6406) loss_giou_dn_0: 0.6675 (0.6770) loss_giou_dn_1: 0.5608 (0.5738) loss_giou_dn_2: 0.5394 (0.5482) loss_giou_dn_3: 0.5291 (0.5396) loss_giou_dn_4: 0.5266 (0.5373) loss_giou_dn_5: 0.5266 (0.5374) loss_vfl: 0.7261 (0.7444) loss_vfl_aux_0: 0.8636 (0.8795) loss_vfl_aux_1: 0.8287 (0.8293) loss_vfl_aux_2: 0.7617 (0.7792) loss_vfl_aux_3: 0.7141 (0.7561) loss_vfl_aux_4: 0.7244 (0.7472) loss_vfl_aux_5: 0.8422 (0.8549) loss_vfl_dn_0: 0.4809 (0.4801) loss_vfl_dn_1: 0.4257 (0.4272) loss_vfl_dn_2: 0.4086 (0.4095) loss_vfl_dn_3: 0.4025 (0.4020) loss_vfl_dn_4: 0.3986 (0.3991) loss_vfl_dn_5: 0.3969 (0.3985) time: 0.4607 data: 0.0140 max mem: 5653 Epoch: [10] [5200/7393] eta: 0:17:27 lr: 0.000010 loss: 17.9413 (18.3306) loss_bbox: 0.1840 (0.1821) loss_bbox_aux_0: 0.1740 (0.1967) loss_bbox_aux_1: 0.1729 (0.1860) loss_bbox_aux_2: 0.1776 (0.1836) loss_bbox_aux_3: 0.1768 (0.1821) loss_bbox_aux_4: 0.1826 (0.1820) loss_bbox_aux_5: 0.2375 (0.2407) loss_bbox_dn_0: 0.3297 (0.3357) loss_bbox_dn_1: 0.2542 (0.2659) loss_bbox_dn_2: 0.2379 (0.2461) loss_bbox_dn_3: 0.2288 (0.2381) loss_bbox_dn_4: 0.2268 (0.2357) loss_bbox_dn_5: 0.2267 (0.2356) loss_giou: 0.4740 (0.5361) loss_giou_aux_0: 0.5011 (0.5640) loss_giou_aux_1: 0.4879 (0.5450) loss_giou_aux_2: 0.4806 (0.5401) loss_giou_aux_3: 0.4658 (0.5370) loss_giou_aux_4: 0.4738 (0.5361) loss_giou_aux_5: 0.5486 (0.6404) loss_giou_dn_0: 0.6246 (0.6770) loss_giou_dn_1: 0.5223 (0.5737) loss_giou_dn_2: 0.5008 (0.5481) loss_giou_dn_3: 0.4922 (0.5395) loss_giou_dn_4: 0.4896 (0.5372) loss_giou_dn_5: 0.4896 (0.5373) loss_vfl: 0.7093 (0.7445) loss_vfl_aux_0: 0.9072 (0.8799) loss_vfl_aux_1: 0.8325 (0.8299) loss_vfl_aux_2: 0.7663 (0.7794) loss_vfl_aux_3: 0.7332 (0.7564) loss_vfl_aux_4: 0.7138 (0.7473) loss_vfl_aux_5: 0.8794 (0.8551) loss_vfl_dn_0: 0.4830 (0.4802) loss_vfl_dn_1: 0.4268 (0.4272) loss_vfl_dn_2: 0.4033 (0.4095) loss_vfl_dn_3: 0.3936 (0.4020) loss_vfl_dn_4: 0.3904 (0.3991) loss_vfl_dn_5: 0.3868 (0.3985) time: 0.4693 data: 0.0139 max mem: 5653 Epoch: [10] [5300/7393] eta: 0:16:39 lr: 0.000010 loss: 18.1250 (18.3288) loss_bbox: 0.1775 (0.1821) loss_bbox_aux_0: 0.1919 (0.1968) loss_bbox_aux_1: 0.1747 (0.1860) loss_bbox_aux_2: 0.1743 (0.1836) loss_bbox_aux_3: 0.1732 (0.1821) loss_bbox_aux_4: 0.1762 (0.1820) loss_bbox_aux_5: 0.2391 (0.2407) loss_bbox_dn_0: 0.3173 (0.3357) loss_bbox_dn_1: 0.2570 (0.2658) loss_bbox_dn_2: 0.2337 (0.2461) loss_bbox_dn_3: 0.2184 (0.2380) loss_bbox_dn_4: 0.2146 (0.2356) loss_bbox_dn_5: 0.2135 (0.2355) loss_giou: 0.5148 (0.5362) loss_giou_aux_0: 0.5635 (0.5641) loss_giou_aux_1: 0.5447 (0.5451) loss_giou_aux_2: 0.5050 (0.5401) loss_giou_aux_3: 0.5107 (0.5371) loss_giou_aux_4: 0.5181 (0.5362) loss_giou_aux_5: 0.6116 (0.6404) loss_giou_dn_0: 0.6814 (0.6768) loss_giou_dn_1: 0.5808 (0.5736) loss_giou_dn_2: 0.5453 (0.5480) loss_giou_dn_3: 0.5397 (0.5395) loss_giou_dn_4: 0.5376 (0.5371) loss_giou_dn_5: 0.5384 (0.5372) loss_vfl: 0.7182 (0.7443) loss_vfl_aux_0: 0.8616 (0.8797) loss_vfl_aux_1: 0.7924 (0.8298) loss_vfl_aux_2: 0.7601 (0.7793) loss_vfl_aux_3: 0.7358 (0.7561) loss_vfl_aux_4: 0.7319 (0.7471) loss_vfl_aux_5: 0.8204 (0.8549) loss_vfl_dn_0: 0.4728 (0.4802) loss_vfl_dn_1: 0.4214 (0.4271) loss_vfl_dn_2: 0.4009 (0.4094) loss_vfl_dn_3: 0.3929 (0.4019) loss_vfl_dn_4: 0.3910 (0.3990) loss_vfl_dn_5: 0.3907 (0.3984) time: 0.4585 data: 0.0142 max mem: 5653 Epoch: [10] [5400/7393] eta: 0:15:51 lr: 0.000010 loss: 18.2446 (18.3323) loss_bbox: 0.1818 (0.1821) loss_bbox_aux_0: 0.1987 (0.1968) loss_bbox_aux_1: 0.1855 (0.1861) loss_bbox_aux_2: 0.1794 (0.1837) loss_bbox_aux_3: 0.1829 (0.1822) loss_bbox_aux_4: 0.1819 (0.1821) loss_bbox_aux_5: 0.2407 (0.2407) loss_bbox_dn_0: 0.3019 (0.3358) loss_bbox_dn_1: 0.2616 (0.2660) loss_bbox_dn_2: 0.2354 (0.2462) loss_bbox_dn_3: 0.2344 (0.2382) loss_bbox_dn_4: 0.2322 (0.2358) loss_bbox_dn_5: 0.2326 (0.2357) loss_giou: 0.5087 (0.5363) loss_giou_aux_0: 0.5444 (0.5642) loss_giou_aux_1: 0.5282 (0.5452) loss_giou_aux_2: 0.5110 (0.5402) loss_giou_aux_3: 0.5044 (0.5373) loss_giou_aux_4: 0.5083 (0.5364) loss_giou_aux_5: 0.6428 (0.6405) loss_giou_dn_0: 0.6635 (0.6769) loss_giou_dn_1: 0.5641 (0.5736) loss_giou_dn_2: 0.5324 (0.5480) loss_giou_dn_3: 0.5243 (0.5395) loss_giou_dn_4: 0.5219 (0.5372) loss_giou_dn_5: 0.5218 (0.5373) loss_vfl: 0.7107 (0.7444) loss_vfl_aux_0: 0.8776 (0.8798) loss_vfl_aux_1: 0.8109 (0.8300) loss_vfl_aux_2: 0.7613 (0.7795) loss_vfl_aux_3: 0.7352 (0.7562) loss_vfl_aux_4: 0.7244 (0.7472) loss_vfl_aux_5: 0.8422 (0.8550) loss_vfl_dn_0: 0.4760 (0.4802) loss_vfl_dn_1: 0.4295 (0.4271) loss_vfl_dn_2: 0.4108 (0.4094) loss_vfl_dn_3: 0.4026 (0.4019) loss_vfl_dn_4: 0.4025 (0.3990) loss_vfl_dn_5: 0.4005 (0.3984) time: 0.4633 data: 0.0134 max mem: 5653 Epoch: [10] [5500/7393] eta: 0:15:02 lr: 0.000010 loss: 17.8321 (18.3331) loss_bbox: 0.1661 (0.1821) loss_bbox_aux_0: 0.1831 (0.1969) loss_bbox_aux_1: 0.1680 (0.1861) loss_bbox_aux_2: 0.1665 (0.1837) loss_bbox_aux_3: 0.1635 (0.1822) loss_bbox_aux_4: 0.1649 (0.1821) loss_bbox_aux_5: 0.2264 (0.2408) loss_bbox_dn_0: 0.2959 (0.3359) loss_bbox_dn_1: 0.2475 (0.2661) loss_bbox_dn_2: 0.2253 (0.2463) loss_bbox_dn_3: 0.2229 (0.2383) loss_bbox_dn_4: 0.2184 (0.2358) loss_bbox_dn_5: 0.2194 (0.2357) loss_giou: 0.5127 (0.5364) loss_giou_aux_0: 0.5379 (0.5643) loss_giou_aux_1: 0.5138 (0.5453) loss_giou_aux_2: 0.5174 (0.5403) loss_giou_aux_3: 0.5104 (0.5374) loss_giou_aux_4: 0.5137 (0.5365) loss_giou_aux_5: 0.6238 (0.6406) loss_giou_dn_0: 0.6943 (0.6770) loss_giou_dn_1: 0.5818 (0.5737) loss_giou_dn_2: 0.5527 (0.5481) loss_giou_dn_3: 0.5445 (0.5396) loss_giou_dn_4: 0.5428 (0.5372) loss_giou_dn_5: 0.5429 (0.5373) loss_vfl: 0.7338 (0.7444) loss_vfl_aux_0: 0.8587 (0.8797) loss_vfl_aux_1: 0.8136 (0.8299) loss_vfl_aux_2: 0.7483 (0.7794) loss_vfl_aux_3: 0.7395 (0.7561) loss_vfl_aux_4: 0.7338 (0.7472) loss_vfl_aux_5: 0.8358 (0.8548) loss_vfl_dn_0: 0.4805 (0.4802) loss_vfl_dn_1: 0.4246 (0.4271) loss_vfl_dn_2: 0.4040 (0.4094) loss_vfl_dn_3: 0.3958 (0.4019) loss_vfl_dn_4: 0.3939 (0.3990) loss_vfl_dn_5: 0.3949 (0.3984) time: 0.4552 data: 0.0144 max mem: 5653 Epoch: [10] [5600/7393] eta: 0:14:14 lr: 0.000010 loss: 17.9906 (18.3328) loss_bbox: 0.1799 (0.1822) loss_bbox_aux_0: 0.1895 (0.1969) loss_bbox_aux_1: 0.1703 (0.1861) loss_bbox_aux_2: 0.1663 (0.1837) loss_bbox_aux_3: 0.1737 (0.1822) loss_bbox_aux_4: 0.1782 (0.1821) loss_bbox_aux_5: 0.2329 (0.2409) loss_bbox_dn_0: 0.3397 (0.3361) loss_bbox_dn_1: 0.2608 (0.2661) loss_bbox_dn_2: 0.2405 (0.2463) loss_bbox_dn_3: 0.2313 (0.2383) loss_bbox_dn_4: 0.2225 (0.2359) loss_bbox_dn_5: 0.2218 (0.2358) loss_giou: 0.5052 (0.5359) loss_giou_aux_0: 0.5385 (0.5639) loss_giou_aux_1: 0.5105 (0.5448) loss_giou_aux_2: 0.5064 (0.5399) loss_giou_aux_3: 0.5055 (0.5369) loss_giou_aux_4: 0.5046 (0.5360) loss_giou_aux_5: 0.6197 (0.6403) loss_giou_dn_0: 0.6657 (0.6768) loss_giou_dn_1: 0.5607 (0.5734) loss_giou_dn_2: 0.5230 (0.5478) loss_giou_dn_3: 0.5119 (0.5393) loss_giou_dn_4: 0.5091 (0.5369) loss_giou_dn_5: 0.5097 (0.5370) loss_vfl: 0.7301 (0.7448) loss_vfl_aux_0: 0.8885 (0.8803) loss_vfl_aux_1: 0.8301 (0.8304) loss_vfl_aux_2: 0.7847 (0.7798) loss_vfl_aux_3: 0.7352 (0.7566) loss_vfl_aux_4: 0.7466 (0.7476) loss_vfl_aux_5: 0.8528 (0.8551) loss_vfl_dn_0: 0.4790 (0.4803) loss_vfl_dn_1: 0.4255 (0.4272) loss_vfl_dn_2: 0.4071 (0.4095) loss_vfl_dn_3: 0.3999 (0.4020) loss_vfl_dn_4: 0.3962 (0.3991) loss_vfl_dn_5: 0.3962 (0.3985) time: 0.4649 data: 0.0141 max mem: 5653 Epoch: [10] [5700/7393] eta: 0:13:26 lr: 0.000010 loss: 18.3235 (18.3320) loss_bbox: 0.1698 (0.1822) loss_bbox_aux_0: 0.1868 (0.1969) loss_bbox_aux_1: 0.1756 (0.1862) loss_bbox_aux_2: 0.1677 (0.1837) loss_bbox_aux_3: 0.1719 (0.1822) loss_bbox_aux_4: 0.1712 (0.1822) loss_bbox_aux_5: 0.2312 (0.2410) loss_bbox_dn_0: 0.3082 (0.3362) loss_bbox_dn_1: 0.2511 (0.2662) loss_bbox_dn_2: 0.2293 (0.2463) loss_bbox_dn_3: 0.2199 (0.2383) loss_bbox_dn_4: 0.2178 (0.2359) loss_bbox_dn_5: 0.2177 (0.2358) loss_giou: 0.5372 (0.5358) loss_giou_aux_0: 0.5844 (0.5639) loss_giou_aux_1: 0.5643 (0.5448) loss_giou_aux_2: 0.5390 (0.5398) loss_giou_aux_3: 0.5347 (0.5368) loss_giou_aux_4: 0.5359 (0.5359) loss_giou_aux_5: 0.6789 (0.6403) loss_giou_dn_0: 0.6648 (0.6767) loss_giou_dn_1: 0.5573 (0.5733) loss_giou_dn_2: 0.5331 (0.5477) loss_giou_dn_3: 0.5269 (0.5392) loss_giou_dn_4: 0.5233 (0.5368) loss_giou_dn_5: 0.5235 (0.5369) loss_vfl: 0.7409 (0.7449) loss_vfl_aux_0: 0.8677 (0.8802) loss_vfl_aux_1: 0.8121 (0.8304) loss_vfl_aux_2: 0.7694 (0.7799) loss_vfl_aux_3: 0.7469 (0.7566) loss_vfl_aux_4: 0.7460 (0.7476) loss_vfl_aux_5: 0.8344 (0.8550) loss_vfl_dn_0: 0.4833 (0.4803) loss_vfl_dn_1: 0.4297 (0.4272) loss_vfl_dn_2: 0.4152 (0.4095) loss_vfl_dn_3: 0.4077 (0.4020) loss_vfl_dn_4: 0.4029 (0.3990) loss_vfl_dn_5: 0.4033 (0.3985) time: 0.4562 data: 0.0141 max mem: 5653 Epoch: [10] [5800/7393] eta: 0:12:38 lr: 0.000010 loss: 17.2926 (18.3312) loss_bbox: 0.1577 (0.1822) loss_bbox_aux_0: 0.1736 (0.1969) loss_bbox_aux_1: 0.1585 (0.1862) loss_bbox_aux_2: 0.1597 (0.1837) loss_bbox_aux_3: 0.1615 (0.1822) loss_bbox_aux_4: 0.1595 (0.1821) loss_bbox_aux_5: 0.2126 (0.2409) loss_bbox_dn_0: 0.2898 (0.3361) loss_bbox_dn_1: 0.2216 (0.2661) loss_bbox_dn_2: 0.2041 (0.2463) loss_bbox_dn_3: 0.2047 (0.2383) loss_bbox_dn_4: 0.2057 (0.2358) loss_bbox_dn_5: 0.2062 (0.2357) loss_giou: 0.5064 (0.5359) loss_giou_aux_0: 0.5255 (0.5640) loss_giou_aux_1: 0.5114 (0.5448) loss_giou_aux_2: 0.5162 (0.5399) loss_giou_aux_3: 0.5051 (0.5369) loss_giou_aux_4: 0.5097 (0.5360) loss_giou_aux_5: 0.6064 (0.6404) loss_giou_dn_0: 0.6580 (0.6767) loss_giou_dn_1: 0.5561 (0.5733) loss_giou_dn_2: 0.5371 (0.5476) loss_giou_dn_3: 0.5278 (0.5391) loss_giou_dn_4: 0.5257 (0.5368) loss_giou_dn_5: 0.5256 (0.5369) loss_vfl: 0.7307 (0.7448) loss_vfl_aux_0: 0.8620 (0.8801) loss_vfl_aux_1: 0.7913 (0.8305) loss_vfl_aux_2: 0.7715 (0.7800) loss_vfl_aux_3: 0.7511 (0.7565) loss_vfl_aux_4: 0.7314 (0.7475) loss_vfl_aux_5: 0.8198 (0.8550) loss_vfl_dn_0: 0.4732 (0.4803) loss_vfl_dn_1: 0.4224 (0.4272) loss_vfl_dn_2: 0.4052 (0.4094) loss_vfl_dn_3: 0.3958 (0.4019) loss_vfl_dn_4: 0.3949 (0.3990) loss_vfl_dn_5: 0.3940 (0.3984) time: 0.4584 data: 0.0135 max mem: 5653 Epoch: [10] [5900/7393] eta: 0:11:51 lr: 0.000010 loss: 18.6663 (18.3348) loss_bbox: 0.1849 (0.1823) loss_bbox_aux_0: 0.2014 (0.1970) loss_bbox_aux_1: 0.1884 (0.1863) loss_bbox_aux_2: 0.1854 (0.1838) loss_bbox_aux_3: 0.1900 (0.1823) loss_bbox_aux_4: 0.1857 (0.1823) loss_bbox_aux_5: 0.2464 (0.2411) loss_bbox_dn_0: 0.2890 (0.3362) loss_bbox_dn_1: 0.2149 (0.2662) loss_bbox_dn_2: 0.2022 (0.2463) loss_bbox_dn_3: 0.1992 (0.2383) loss_bbox_dn_4: 0.1989 (0.2359) loss_bbox_dn_5: 0.1991 (0.2358) loss_giou: 0.5524 (0.5361) loss_giou_aux_0: 0.5611 (0.5641) loss_giou_aux_1: 0.5559 (0.5450) loss_giou_aux_2: 0.5387 (0.5400) loss_giou_aux_3: 0.5505 (0.5371) loss_giou_aux_4: 0.5523 (0.5362) loss_giou_aux_5: 0.6636 (0.6406) loss_giou_dn_0: 0.6798 (0.6768) loss_giou_dn_1: 0.5743 (0.5734) loss_giou_dn_2: 0.5472 (0.5478) loss_giou_dn_3: 0.5394 (0.5392) loss_giou_dn_4: 0.5380 (0.5369) loss_giou_dn_5: 0.5376 (0.5370) loss_vfl: 0.7457 (0.7448) loss_vfl_aux_0: 0.8889 (0.8801) loss_vfl_aux_1: 0.8197 (0.8305) loss_vfl_aux_2: 0.7775 (0.7801) loss_vfl_aux_3: 0.7589 (0.7566) loss_vfl_aux_4: 0.7622 (0.7476) loss_vfl_aux_5: 0.8591 (0.8550) loss_vfl_dn_0: 0.4762 (0.4803) loss_vfl_dn_1: 0.4253 (0.4272) loss_vfl_dn_2: 0.4087 (0.4094) loss_vfl_dn_3: 0.4022 (0.4019) loss_vfl_dn_4: 0.3997 (0.3990) loss_vfl_dn_5: 0.3992 (0.3984) time: 0.7052 data: 0.0136 max mem: 5653 Epoch: [10] [6000/7393] eta: 0:11:03 lr: 0.000010 loss: 17.7908 (18.3333) loss_bbox: 0.1733 (0.1824) loss_bbox_aux_0: 0.1970 (0.1971) loss_bbox_aux_1: 0.1830 (0.1864) loss_bbox_aux_2: 0.1764 (0.1838) loss_bbox_aux_3: 0.1771 (0.1824) loss_bbox_aux_4: 0.1713 (0.1823) loss_bbox_aux_5: 0.2362 (0.2411) loss_bbox_dn_0: 0.3104 (0.3362) loss_bbox_dn_1: 0.2359 (0.2662) loss_bbox_dn_2: 0.2134 (0.2464) loss_bbox_dn_3: 0.2022 (0.2383) loss_bbox_dn_4: 0.1990 (0.2359) loss_bbox_dn_5: 0.1991 (0.2358) loss_giou: 0.5120 (0.5360) loss_giou_aux_0: 0.5521 (0.5641) loss_giou_aux_1: 0.5183 (0.5449) loss_giou_aux_2: 0.5111 (0.5399) loss_giou_aux_3: 0.5224 (0.5370) loss_giou_aux_4: 0.5218 (0.5361) loss_giou_aux_5: 0.6044 (0.6405) loss_giou_dn_0: 0.6435 (0.6767) loss_giou_dn_1: 0.5385 (0.5733) loss_giou_dn_2: 0.5170 (0.5476) loss_giou_dn_3: 0.5102 (0.5391) loss_giou_dn_4: 0.5071 (0.5367) loss_giou_dn_5: 0.5077 (0.5369) loss_vfl: 0.7353 (0.7447) loss_vfl_aux_0: 0.8633 (0.8800) loss_vfl_aux_1: 0.8449 (0.8305) loss_vfl_aux_2: 0.7783 (0.7800) loss_vfl_aux_3: 0.7462 (0.7564) loss_vfl_aux_4: 0.7527 (0.7475) loss_vfl_aux_5: 0.8495 (0.8549) loss_vfl_dn_0: 0.4801 (0.4803) loss_vfl_dn_1: 0.4305 (0.4272) loss_vfl_dn_2: 0.4111 (0.4094) loss_vfl_dn_3: 0.4044 (0.4019) loss_vfl_dn_4: 0.3989 (0.3990) loss_vfl_dn_5: 0.4015 (0.3984) time: 0.5073 data: 0.0136 max mem: 5653 Epoch: [10] [6100/7393] eta: 0:10:15 lr: 0.000010 loss: 18.0512 (18.3311) loss_bbox: 0.1725 (0.1823) loss_bbox_aux_0: 0.1815 (0.1970) loss_bbox_aux_1: 0.1765 (0.1863) loss_bbox_aux_2: 0.1725 (0.1838) loss_bbox_aux_3: 0.1733 (0.1823) loss_bbox_aux_4: 0.1729 (0.1823) loss_bbox_aux_5: 0.2358 (0.2411) loss_bbox_dn_0: 0.3049 (0.3360) loss_bbox_dn_1: 0.2515 (0.2661) loss_bbox_dn_2: 0.2304 (0.2462) loss_bbox_dn_3: 0.2208 (0.2382) loss_bbox_dn_4: 0.2158 (0.2358) loss_bbox_dn_5: 0.2164 (0.2357) loss_giou: 0.5664 (0.5361) loss_giou_aux_0: 0.5908 (0.5641) loss_giou_aux_1: 0.5784 (0.5450) loss_giou_aux_2: 0.5556 (0.5399) loss_giou_aux_3: 0.5617 (0.5371) loss_giou_aux_4: 0.5624 (0.5361) loss_giou_aux_5: 0.6769 (0.6405) loss_giou_dn_0: 0.6945 (0.6767) loss_giou_dn_1: 0.5909 (0.5733) loss_giou_dn_2: 0.5659 (0.5476) loss_giou_dn_3: 0.5574 (0.5391) loss_giou_dn_4: 0.5563 (0.5367) loss_giou_dn_5: 0.5570 (0.5368) loss_vfl: 0.6856 (0.7445) loss_vfl_aux_0: 0.8078 (0.8797) loss_vfl_aux_1: 0.7686 (0.8303) loss_vfl_aux_2: 0.7390 (0.7799) loss_vfl_aux_3: 0.7320 (0.7563) loss_vfl_aux_4: 0.6804 (0.7473) loss_vfl_aux_5: 0.7914 (0.8547) loss_vfl_dn_0: 0.4748 (0.4803) loss_vfl_dn_1: 0.4251 (0.4272) loss_vfl_dn_2: 0.4088 (0.4094) loss_vfl_dn_3: 0.4037 (0.4019) loss_vfl_dn_4: 0.3989 (0.3990) loss_vfl_dn_5: 0.3989 (0.3984) time: 0.4597 data: 0.0135 max mem: 5653 Epoch: [10] [6200/7393] eta: 0:09:28 lr: 0.000010 loss: 18.4194 (18.3320) loss_bbox: 0.1818 (0.1823) loss_bbox_aux_0: 0.2055 (0.1971) loss_bbox_aux_1: 0.1943 (0.1864) loss_bbox_aux_2: 0.1768 (0.1838) loss_bbox_aux_3: 0.1885 (0.1824) loss_bbox_aux_4: 0.1886 (0.1823) loss_bbox_aux_5: 0.2361 (0.2411) loss_bbox_dn_0: 0.3106 (0.3360) loss_bbox_dn_1: 0.2450 (0.2661) loss_bbox_dn_2: 0.2275 (0.2463) loss_bbox_dn_3: 0.2199 (0.2383) loss_bbox_dn_4: 0.2182 (0.2359) loss_bbox_dn_5: 0.2184 (0.2358) loss_giou: 0.5389 (0.5361) loss_giou_aux_0: 0.5579 (0.5642) loss_giou_aux_1: 0.5381 (0.5450) loss_giou_aux_2: 0.5298 (0.5399) loss_giou_aux_3: 0.5405 (0.5371) loss_giou_aux_4: 0.5397 (0.5362) loss_giou_aux_5: 0.6221 (0.6406) loss_giou_dn_0: 0.6735 (0.6766) loss_giou_dn_1: 0.5708 (0.5732) loss_giou_dn_2: 0.5438 (0.5476) loss_giou_dn_3: 0.5347 (0.5390) loss_giou_dn_4: 0.5318 (0.5367) loss_giou_dn_5: 0.5323 (0.5368) loss_vfl: 0.7338 (0.7446) loss_vfl_aux_0: 0.8534 (0.8796) loss_vfl_aux_1: 0.8081 (0.8302) loss_vfl_aux_2: 0.7826 (0.7800) loss_vfl_aux_3: 0.7282 (0.7563) loss_vfl_aux_4: 0.7221 (0.7474) loss_vfl_aux_5: 0.8537 (0.8547) loss_vfl_dn_0: 0.4846 (0.4803) loss_vfl_dn_1: 0.4258 (0.4272) loss_vfl_dn_2: 0.4074 (0.4095) loss_vfl_dn_3: 0.4018 (0.4020) loss_vfl_dn_4: 0.4004 (0.3990) loss_vfl_dn_5: 0.4007 (0.3985) time: 0.4586 data: 0.0135 max mem: 5653 Epoch: [10] [6300/7393] eta: 0:08:40 lr: 0.000010 loss: 18.2615 (18.3289) loss_bbox: 0.1578 (0.1823) loss_bbox_aux_0: 0.1940 (0.1971) loss_bbox_aux_1: 0.1892 (0.1864) loss_bbox_aux_2: 0.1655 (0.1838) loss_bbox_aux_3: 0.1607 (0.1824) loss_bbox_aux_4: 0.1615 (0.1823) loss_bbox_aux_5: 0.2319 (0.2410) loss_bbox_dn_0: 0.3399 (0.3360) loss_bbox_dn_1: 0.2751 (0.2661) loss_bbox_dn_2: 0.2533 (0.2463) loss_bbox_dn_3: 0.2399 (0.2383) loss_bbox_dn_4: 0.2366 (0.2359) loss_bbox_dn_5: 0.2364 (0.2358) loss_giou: 0.4905 (0.5360) loss_giou_aux_0: 0.5402 (0.5641) loss_giou_aux_1: 0.5177 (0.5449) loss_giou_aux_2: 0.5154 (0.5399) loss_giou_aux_3: 0.5101 (0.5370) loss_giou_aux_4: 0.4898 (0.5361) loss_giou_aux_5: 0.5977 (0.6404) loss_giou_dn_0: 0.6599 (0.6764) loss_giou_dn_1: 0.5506 (0.5730) loss_giou_dn_2: 0.5264 (0.5474) loss_giou_dn_3: 0.5139 (0.5389) loss_giou_dn_4: 0.5100 (0.5365) loss_giou_dn_5: 0.5102 (0.5366) loss_vfl: 0.7121 (0.7446) loss_vfl_aux_0: 0.8660 (0.8794) loss_vfl_aux_1: 0.7984 (0.8299) loss_vfl_aux_2: 0.7264 (0.7799) loss_vfl_aux_3: 0.7269 (0.7562) loss_vfl_aux_4: 0.7049 (0.7473) loss_vfl_aux_5: 0.8723 (0.8547) loss_vfl_dn_0: 0.4721 (0.4803) loss_vfl_dn_1: 0.4165 (0.4271) loss_vfl_dn_2: 0.3951 (0.4094) loss_vfl_dn_3: 0.3909 (0.4019) loss_vfl_dn_4: 0.3838 (0.3990) loss_vfl_dn_5: 0.3845 (0.3984) time: 0.4687 data: 0.0131 max mem: 5653 Epoch: [10] [6400/7393] eta: 0:07:53 lr: 0.000010 loss: 18.1902 (18.3260) loss_bbox: 0.1779 (0.1822) loss_bbox_aux_0: 0.1870 (0.1970) loss_bbox_aux_1: 0.1791 (0.1863) loss_bbox_aux_2: 0.1686 (0.1837) loss_bbox_aux_3: 0.1749 (0.1823) loss_bbox_aux_4: 0.1704 (0.1822) loss_bbox_aux_5: 0.2219 (0.2410) loss_bbox_dn_0: 0.2958 (0.3359) loss_bbox_dn_1: 0.2423 (0.2660) loss_bbox_dn_2: 0.2252 (0.2462) loss_bbox_dn_3: 0.2216 (0.2382) loss_bbox_dn_4: 0.2215 (0.2358) loss_bbox_dn_5: 0.2215 (0.2357) loss_giou: 0.5107 (0.5358) loss_giou_aux_0: 0.5318 (0.5639) loss_giou_aux_1: 0.5133 (0.5448) loss_giou_aux_2: 0.5050 (0.5397) loss_giou_aux_3: 0.5066 (0.5369) loss_giou_aux_4: 0.5098 (0.5359) loss_giou_aux_5: 0.6171 (0.6403) loss_giou_dn_0: 0.6748 (0.6762) loss_giou_dn_1: 0.5581 (0.5729) loss_giou_dn_2: 0.5281 (0.5472) loss_giou_dn_3: 0.5217 (0.5387) loss_giou_dn_4: 0.5176 (0.5364) loss_giou_dn_5: 0.5177 (0.5365) loss_vfl: 0.7481 (0.7447) loss_vfl_aux_0: 0.8711 (0.8795) loss_vfl_aux_1: 0.8329 (0.8299) loss_vfl_aux_2: 0.7894 (0.7799) loss_vfl_aux_3: 0.7593 (0.7563) loss_vfl_aux_4: 0.7527 (0.7474) loss_vfl_aux_5: 0.8168 (0.8548) loss_vfl_dn_0: 0.4768 (0.4803) loss_vfl_dn_1: 0.4263 (0.4271) loss_vfl_dn_2: 0.4106 (0.4094) loss_vfl_dn_3: 0.4007 (0.4019) loss_vfl_dn_4: 0.3991 (0.3989) loss_vfl_dn_5: 0.3987 (0.3984) time: 0.4504 data: 0.0135 max mem: 5653 Epoch: [10] [6500/7393] eta: 0:07:05 lr: 0.000010 loss: 18.3292 (18.3268) loss_bbox: 0.1714 (0.1821) loss_bbox_aux_0: 0.1758 (0.1969) loss_bbox_aux_1: 0.1700 (0.1862) loss_bbox_aux_2: 0.1638 (0.1837) loss_bbox_aux_3: 0.1708 (0.1822) loss_bbox_aux_4: 0.1714 (0.1821) loss_bbox_aux_5: 0.2205 (0.2409) loss_bbox_dn_0: 0.3071 (0.3358) loss_bbox_dn_1: 0.2403 (0.2659) loss_bbox_dn_2: 0.2290 (0.2461) loss_bbox_dn_3: 0.2207 (0.2381) loss_bbox_dn_4: 0.2152 (0.2357) loss_bbox_dn_5: 0.2148 (0.2356) loss_giou: 0.5382 (0.5359) loss_giou_aux_0: 0.5829 (0.5640) loss_giou_aux_1: 0.5543 (0.5449) loss_giou_aux_2: 0.5409 (0.5398) loss_giou_aux_3: 0.5342 (0.5370) loss_giou_aux_4: 0.5376 (0.5360) loss_giou_aux_5: 0.6499 (0.6404) loss_giou_dn_0: 0.6991 (0.6763) loss_giou_dn_1: 0.6009 (0.5730) loss_giou_dn_2: 0.5821 (0.5474) loss_giou_dn_3: 0.5701 (0.5388) loss_giou_dn_4: 0.5664 (0.5365) loss_giou_dn_5: 0.5662 (0.5366) loss_vfl: 0.7557 (0.7448) loss_vfl_aux_0: 0.8500 (0.8795) loss_vfl_aux_1: 0.8445 (0.8300) loss_vfl_aux_2: 0.8105 (0.7800) loss_vfl_aux_3: 0.7836 (0.7564) loss_vfl_aux_4: 0.7571 (0.7476) loss_vfl_aux_5: 0.8167 (0.8546) loss_vfl_dn_0: 0.4762 (0.4803) loss_vfl_dn_1: 0.4294 (0.4271) loss_vfl_dn_2: 0.4108 (0.4093) loss_vfl_dn_3: 0.4104 (0.4019) loss_vfl_dn_4: 0.4041 (0.3989) loss_vfl_dn_5: 0.4054 (0.3984) time: 0.4655 data: 0.0135 max mem: 5653 Epoch: [10] [6600/7393] eta: 0:06:18 lr: 0.000010 loss: 18.8125 (18.3264) loss_bbox: 0.1713 (0.1822) loss_bbox_aux_0: 0.1819 (0.1969) loss_bbox_aux_1: 0.1778 (0.1863) loss_bbox_aux_2: 0.1737 (0.1837) loss_bbox_aux_3: 0.1730 (0.1823) loss_bbox_aux_4: 0.1725 (0.1822) loss_bbox_aux_5: 0.2327 (0.2410) loss_bbox_dn_0: 0.3023 (0.3359) loss_bbox_dn_1: 0.2457 (0.2660) loss_bbox_dn_2: 0.2244 (0.2462) loss_bbox_dn_3: 0.2185 (0.2382) loss_bbox_dn_4: 0.2187 (0.2358) loss_bbox_dn_5: 0.2185 (0.2357) loss_giou: 0.5328 (0.5356) loss_giou_aux_0: 0.5626 (0.5637) loss_giou_aux_1: 0.5304 (0.5446) loss_giou_aux_2: 0.5430 (0.5395) loss_giou_aux_3: 0.5418 (0.5367) loss_giou_aux_4: 0.5363 (0.5358) loss_giou_aux_5: 0.6489 (0.6402) loss_giou_dn_0: 0.6906 (0.6762) loss_giou_dn_1: 0.5795 (0.5729) loss_giou_dn_2: 0.5469 (0.5473) loss_giou_dn_3: 0.5385 (0.5387) loss_giou_dn_4: 0.5352 (0.5364) loss_giou_dn_5: 0.5354 (0.5365) loss_vfl: 0.7677 (0.7450) loss_vfl_aux_0: 0.8809 (0.8798) loss_vfl_aux_1: 0.8324 (0.8302) loss_vfl_aux_2: 0.8046 (0.7802) loss_vfl_aux_3: 0.7777 (0.7566) loss_vfl_aux_4: 0.7673 (0.7477) loss_vfl_aux_5: 0.8288 (0.8547) loss_vfl_dn_0: 0.4700 (0.4803) loss_vfl_dn_1: 0.4253 (0.4271) loss_vfl_dn_2: 0.4059 (0.4094) loss_vfl_dn_3: 0.3994 (0.4019) loss_vfl_dn_4: 0.3949 (0.3989) loss_vfl_dn_5: 0.3940 (0.3984) time: 0.4576 data: 0.0136 max mem: 5653 Epoch: [10] [6700/7393] eta: 0:05:30 lr: 0.000010 loss: 18.2866 (18.3268) loss_bbox: 0.1901 (0.1823) loss_bbox_aux_0: 0.1936 (0.1970) loss_bbox_aux_1: 0.1824 (0.1864) loss_bbox_aux_2: 0.1838 (0.1838) loss_bbox_aux_3: 0.1831 (0.1823) loss_bbox_aux_4: 0.1894 (0.1822) loss_bbox_aux_5: 0.2418 (0.2411) loss_bbox_dn_0: 0.3206 (0.3360) loss_bbox_dn_1: 0.2591 (0.2660) loss_bbox_dn_2: 0.2459 (0.2462) loss_bbox_dn_3: 0.2374 (0.2382) loss_bbox_dn_4: 0.2362 (0.2358) loss_bbox_dn_5: 0.2360 (0.2357) loss_giou: 0.4940 (0.5357) loss_giou_aux_0: 0.5229 (0.5638) loss_giou_aux_1: 0.4961 (0.5447) loss_giou_aux_2: 0.4897 (0.5396) loss_giou_aux_3: 0.4923 (0.5368) loss_giou_aux_4: 0.4842 (0.5358) loss_giou_aux_5: 0.5921 (0.6403) loss_giou_dn_0: 0.6681 (0.6762) loss_giou_dn_1: 0.5476 (0.5729) loss_giou_dn_2: 0.5197 (0.5472) loss_giou_dn_3: 0.5103 (0.5387) loss_giou_dn_4: 0.5081 (0.5364) loss_giou_dn_5: 0.5078 (0.5365) loss_vfl: 0.7276 (0.7449) loss_vfl_aux_0: 0.8321 (0.8796) loss_vfl_aux_1: 0.8005 (0.8301) loss_vfl_aux_2: 0.7521 (0.7800) loss_vfl_aux_3: 0.7347 (0.7565) loss_vfl_aux_4: 0.7252 (0.7477) loss_vfl_aux_5: 0.7952 (0.8545) loss_vfl_dn_0: 0.4776 (0.4803) loss_vfl_dn_1: 0.4277 (0.4271) loss_vfl_dn_2: 0.4095 (0.4093) loss_vfl_dn_3: 0.4032 (0.4018) loss_vfl_dn_4: 0.3954 (0.3989) loss_vfl_dn_5: 0.3981 (0.3983) time: 0.4675 data: 0.0134 max mem: 5653 Epoch: [10] [6800/7393] eta: 0:04:42 lr: 0.000010 loss: 17.7391 (18.3234) loss_bbox: 0.1619 (0.1822) loss_bbox_aux_0: 0.1820 (0.1969) loss_bbox_aux_1: 0.1681 (0.1863) loss_bbox_aux_2: 0.1602 (0.1837) loss_bbox_aux_3: 0.1631 (0.1823) loss_bbox_aux_4: 0.1611 (0.1821) loss_bbox_aux_5: 0.2249 (0.2410) loss_bbox_dn_0: 0.2987 (0.3359) loss_bbox_dn_1: 0.2369 (0.2660) loss_bbox_dn_2: 0.2280 (0.2462) loss_bbox_dn_3: 0.2154 (0.2382) loss_bbox_dn_4: 0.2150 (0.2357) loss_bbox_dn_5: 0.2150 (0.2356) loss_giou: 0.4743 (0.5356) loss_giou_aux_0: 0.4912 (0.5636) loss_giou_aux_1: 0.4784 (0.5445) loss_giou_aux_2: 0.4761 (0.5395) loss_giou_aux_3: 0.4688 (0.5366) loss_giou_aux_4: 0.4730 (0.5357) loss_giou_aux_5: 0.5896 (0.6401) loss_giou_dn_0: 0.6473 (0.6761) loss_giou_dn_1: 0.5379 (0.5727) loss_giou_dn_2: 0.5079 (0.5471) loss_giou_dn_3: 0.5036 (0.5386) loss_giou_dn_4: 0.5006 (0.5362) loss_giou_dn_5: 0.5003 (0.5363) loss_vfl: 0.7426 (0.7448) loss_vfl_aux_0: 0.9105 (0.8796) loss_vfl_aux_1: 0.8555 (0.8300) loss_vfl_aux_2: 0.7974 (0.7800) loss_vfl_aux_3: 0.7620 (0.7565) loss_vfl_aux_4: 0.7492 (0.7477) loss_vfl_aux_5: 0.8683 (0.8545) loss_vfl_dn_0: 0.4778 (0.4803) loss_vfl_dn_1: 0.4243 (0.4270) loss_vfl_dn_2: 0.4068 (0.4093) loss_vfl_dn_3: 0.3985 (0.4018) loss_vfl_dn_4: 0.3969 (0.3989) loss_vfl_dn_5: 0.3962 (0.3983) time: 0.4682 data: 0.0133 max mem: 5653 Epoch: [10] [6900/7393] eta: 0:03:54 lr: 0.000010 loss: 18.3058 (18.3243) loss_bbox: 0.1784 (0.1822) loss_bbox_aux_0: 0.1980 (0.1970) loss_bbox_aux_1: 0.1862 (0.1864) loss_bbox_aux_2: 0.1835 (0.1838) loss_bbox_aux_3: 0.1726 (0.1823) loss_bbox_aux_4: 0.1793 (0.1822) loss_bbox_aux_5: 0.2560 (0.2412) loss_bbox_dn_0: 0.3484 (0.3361) loss_bbox_dn_1: 0.2772 (0.2661) loss_bbox_dn_2: 0.2559 (0.2462) loss_bbox_dn_3: 0.2348 (0.2382) loss_bbox_dn_4: 0.2271 (0.2358) loss_bbox_dn_5: 0.2269 (0.2357) loss_giou: 0.5107 (0.5354) loss_giou_aux_0: 0.5332 (0.5634) loss_giou_aux_1: 0.5295 (0.5444) loss_giou_aux_2: 0.5225 (0.5394) loss_giou_aux_3: 0.5159 (0.5365) loss_giou_aux_4: 0.5143 (0.5356) loss_giou_aux_5: 0.6292 (0.6401) loss_giou_dn_0: 0.6652 (0.6760) loss_giou_dn_1: 0.5602 (0.5726) loss_giou_dn_2: 0.5337 (0.5470) loss_giou_dn_3: 0.5209 (0.5385) loss_giou_dn_4: 0.5169 (0.5361) loss_giou_dn_5: 0.5169 (0.5362) loss_vfl: 0.7266 (0.7450) loss_vfl_aux_0: 0.8589 (0.8799) loss_vfl_aux_1: 0.8331 (0.8302) loss_vfl_aux_2: 0.7842 (0.7802) loss_vfl_aux_3: 0.7377 (0.7567) loss_vfl_aux_4: 0.7229 (0.7479) loss_vfl_aux_5: 0.8411 (0.8546) loss_vfl_dn_0: 0.4720 (0.4803) loss_vfl_dn_1: 0.4212 (0.4270) loss_vfl_dn_2: 0.4059 (0.4093) loss_vfl_dn_3: 0.3993 (0.4018) loss_vfl_dn_4: 0.3962 (0.3988) loss_vfl_dn_5: 0.3971 (0.3983) time: 0.4612 data: 0.0134 max mem: 5653 Epoch: [10] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 18.2730 (18.3221) loss_bbox: 0.1734 (0.1822) loss_bbox_aux_0: 0.1779 (0.1969) loss_bbox_aux_1: 0.1702 (0.1864) loss_bbox_aux_2: 0.1786 (0.1838) loss_bbox_aux_3: 0.1750 (0.1823) loss_bbox_aux_4: 0.1757 (0.1821) loss_bbox_aux_5: 0.2338 (0.2411) loss_bbox_dn_0: 0.3365 (0.3361) loss_bbox_dn_1: 0.2615 (0.2660) loss_bbox_dn_2: 0.2392 (0.2462) loss_bbox_dn_3: 0.2331 (0.2382) loss_bbox_dn_4: 0.2291 (0.2358) loss_bbox_dn_5: 0.2292 (0.2357) loss_giou: 0.5218 (0.5354) loss_giou_aux_0: 0.5378 (0.5633) loss_giou_aux_1: 0.5186 (0.5443) loss_giou_aux_2: 0.5253 (0.5393) loss_giou_aux_3: 0.5256 (0.5365) loss_giou_aux_4: 0.5236 (0.5355) loss_giou_aux_5: 0.6221 (0.6400) loss_giou_dn_0: 0.6610 (0.6760) loss_giou_dn_1: 0.5578 (0.5725) loss_giou_dn_2: 0.5387 (0.5469) loss_giou_dn_3: 0.5296 (0.5384) loss_giou_dn_4: 0.5254 (0.5360) loss_giou_dn_5: 0.5257 (0.5361) loss_vfl: 0.7415 (0.7449) loss_vfl_aux_0: 0.8747 (0.8798) loss_vfl_aux_1: 0.7924 (0.8301) loss_vfl_aux_2: 0.7613 (0.7800) loss_vfl_aux_3: 0.7377 (0.7566) loss_vfl_aux_4: 0.7388 (0.7477) loss_vfl_aux_5: 0.8298 (0.8545) loss_vfl_dn_0: 0.4785 (0.4803) loss_vfl_dn_1: 0.4215 (0.4270) loss_vfl_dn_2: 0.4037 (0.4092) loss_vfl_dn_3: 0.3981 (0.4017) loss_vfl_dn_4: 0.3966 (0.3988) loss_vfl_dn_5: 0.3951 (0.3982) time: 0.4750 data: 0.0135 max mem: 5653 Epoch: [10] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 18.7751 (18.3233) loss_bbox: 0.2009 (0.1822) loss_bbox_aux_0: 0.2116 (0.1969) loss_bbox_aux_1: 0.2079 (0.1864) loss_bbox_aux_2: 0.2004 (0.1837) loss_bbox_aux_3: 0.1963 (0.1823) loss_bbox_aux_4: 0.1957 (0.1821) loss_bbox_aux_5: 0.2588 (0.2412) loss_bbox_dn_0: 0.3712 (0.3361) loss_bbox_dn_1: 0.2795 (0.2660) loss_bbox_dn_2: 0.2652 (0.2462) loss_bbox_dn_3: 0.2574 (0.2382) loss_bbox_dn_4: 0.2517 (0.2358) loss_bbox_dn_5: 0.2515 (0.2357) loss_giou: 0.4466 (0.5354) loss_giou_aux_0: 0.4817 (0.5634) loss_giou_aux_1: 0.4569 (0.5443) loss_giou_aux_2: 0.4630 (0.5393) loss_giou_aux_3: 0.4525 (0.5364) loss_giou_aux_4: 0.4577 (0.5355) loss_giou_aux_5: 0.5745 (0.6400) loss_giou_dn_0: 0.6282 (0.6759) loss_giou_dn_1: 0.5224 (0.5726) loss_giou_dn_2: 0.4907 (0.5469) loss_giou_dn_3: 0.4848 (0.5384) loss_giou_dn_4: 0.4826 (0.5360) loss_giou_dn_5: 0.4822 (0.5361) loss_vfl: 0.7366 (0.7450) loss_vfl_aux_0: 0.9110 (0.8800) loss_vfl_aux_1: 0.8353 (0.8302) loss_vfl_aux_2: 0.7725 (0.7802) loss_vfl_aux_3: 0.7518 (0.7568) loss_vfl_aux_4: 0.7416 (0.7479) loss_vfl_aux_5: 0.8630 (0.8545) loss_vfl_dn_0: 0.4755 (0.4803) loss_vfl_dn_1: 0.4251 (0.4271) loss_vfl_dn_2: 0.4093 (0.4093) loss_vfl_dn_3: 0.4054 (0.4018) loss_vfl_dn_4: 0.4022 (0.3989) loss_vfl_dn_5: 0.4010 (0.3983) time: 0.4647 data: 0.0136 max mem: 5653 Epoch: [10] [7200/7393] eta: 0:01:31 lr: 0.000010 loss: 18.4969 (18.3250) loss_bbox: 0.1767 (0.1822) loss_bbox_aux_0: 0.1930 (0.1969) loss_bbox_aux_1: 0.1926 (0.1864) loss_bbox_aux_2: 0.1811 (0.1838) loss_bbox_aux_3: 0.1826 (0.1823) loss_bbox_aux_4: 0.1767 (0.1822) loss_bbox_aux_5: 0.2366 (0.2412) loss_bbox_dn_0: 0.3115 (0.3360) loss_bbox_dn_1: 0.2489 (0.2660) loss_bbox_dn_2: 0.2387 (0.2462) loss_bbox_dn_3: 0.2306 (0.2382) loss_bbox_dn_4: 0.2244 (0.2358) loss_bbox_dn_5: 0.2243 (0.2357) loss_giou: 0.5410 (0.5356) loss_giou_aux_0: 0.5762 (0.5635) loss_giou_aux_1: 0.5537 (0.5444) loss_giou_aux_2: 0.5522 (0.5394) loss_giou_aux_3: 0.5502 (0.5366) loss_giou_aux_4: 0.5502 (0.5357) loss_giou_aux_5: 0.6416 (0.6402) loss_giou_dn_0: 0.6777 (0.6761) loss_giou_dn_1: 0.5702 (0.5727) loss_giou_dn_2: 0.5429 (0.5471) loss_giou_dn_3: 0.5353 (0.5385) loss_giou_dn_4: 0.5324 (0.5362) loss_giou_dn_5: 0.5325 (0.5363) loss_vfl: 0.7164 (0.7450) loss_vfl_aux_0: 0.8657 (0.8798) loss_vfl_aux_1: 0.8180 (0.8302) loss_vfl_aux_2: 0.7584 (0.7803) loss_vfl_aux_3: 0.7286 (0.7568) loss_vfl_aux_4: 0.7234 (0.7479) loss_vfl_aux_5: 0.8107 (0.8544) loss_vfl_dn_0: 0.4719 (0.4802) loss_vfl_dn_1: 0.4189 (0.4270) loss_vfl_dn_2: 0.4022 (0.4093) loss_vfl_dn_3: 0.3971 (0.4018) loss_vfl_dn_4: 0.3926 (0.3989) loss_vfl_dn_5: 0.3911 (0.3983) time: 0.4553 data: 0.0134 max mem: 5653 Epoch: [10] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.8604 (18.3246) loss_bbox: 0.1866 (0.1822) loss_bbox_aux_0: 0.2011 (0.1969) loss_bbox_aux_1: 0.1894 (0.1864) loss_bbox_aux_2: 0.1889 (0.1837) loss_bbox_aux_3: 0.1866 (0.1823) loss_bbox_aux_4: 0.1843 (0.1821) loss_bbox_aux_5: 0.2324 (0.2411) loss_bbox_dn_0: 0.3171 (0.3357) loss_bbox_dn_1: 0.2506 (0.2658) loss_bbox_dn_2: 0.2324 (0.2460) loss_bbox_dn_3: 0.2258 (0.2380) loss_bbox_dn_4: 0.2252 (0.2356) loss_bbox_dn_5: 0.2252 (0.2355) loss_giou: 0.5677 (0.5359) loss_giou_aux_0: 0.5933 (0.5638) loss_giou_aux_1: 0.5618 (0.5448) loss_giou_aux_2: 0.5638 (0.5397) loss_giou_aux_3: 0.5642 (0.5370) loss_giou_aux_4: 0.5685 (0.5360) loss_giou_aux_5: 0.6560 (0.6405) loss_giou_dn_0: 0.6975 (0.6762) loss_giou_dn_1: 0.6022 (0.5728) loss_giou_dn_2: 0.5790 (0.5472) loss_giou_dn_3: 0.5689 (0.5387) loss_giou_dn_4: 0.5670 (0.5363) loss_giou_dn_5: 0.5669 (0.5364) loss_vfl: 0.7495 (0.7448) loss_vfl_aux_0: 0.8560 (0.8795) loss_vfl_aux_1: 0.8514 (0.8300) loss_vfl_aux_2: 0.7785 (0.7800) loss_vfl_aux_3: 0.7584 (0.7565) loss_vfl_aux_4: 0.7484 (0.7476) loss_vfl_aux_5: 0.8551 (0.8541) loss_vfl_dn_0: 0.4765 (0.4802) loss_vfl_dn_1: 0.4226 (0.4270) loss_vfl_dn_2: 0.4068 (0.4093) loss_vfl_dn_3: 0.4036 (0.4018) loss_vfl_dn_4: 0.4001 (0.3988) loss_vfl_dn_5: 0.3993 (0.3983) time: 0.4493 data: 0.0133 max mem: 5653 Epoch: [10] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.9847 (18.3265) loss_bbox: 0.1636 (0.1821) loss_bbox_aux_0: 0.1759 (0.1969) loss_bbox_aux_1: 0.1649 (0.1863) loss_bbox_aux_2: 0.1644 (0.1837) loss_bbox_aux_3: 0.1639 (0.1822) loss_bbox_aux_4: 0.1640 (0.1821) loss_bbox_aux_5: 0.2263 (0.2411) loss_bbox_dn_0: 0.2863 (0.3356) loss_bbox_dn_1: 0.2281 (0.2657) loss_bbox_dn_2: 0.2101 (0.2459) loss_bbox_dn_3: 0.2001 (0.2379) loss_bbox_dn_4: 0.1952 (0.2355) loss_bbox_dn_5: 0.1955 (0.2354) loss_giou: 0.5403 (0.5361) loss_giou_aux_0: 0.5671 (0.5640) loss_giou_aux_1: 0.5480 (0.5449) loss_giou_aux_2: 0.5396 (0.5399) loss_giou_aux_3: 0.5455 (0.5371) loss_giou_aux_4: 0.5455 (0.5362) loss_giou_aux_5: 0.6479 (0.6406) loss_giou_dn_0: 0.6648 (0.6763) loss_giou_dn_1: 0.5667 (0.5729) loss_giou_dn_2: 0.5436 (0.5473) loss_giou_dn_3: 0.5340 (0.5388) loss_giou_dn_4: 0.5321 (0.5364) loss_giou_dn_5: 0.5322 (0.5365) loss_vfl: 0.7360 (0.7449) loss_vfl_aux_0: 0.8654 (0.8797) loss_vfl_aux_1: 0.8223 (0.8304) loss_vfl_aux_2: 0.7891 (0.7803) loss_vfl_aux_3: 0.7433 (0.7566) loss_vfl_aux_4: 0.7434 (0.7477) loss_vfl_aux_5: 0.8378 (0.8540) loss_vfl_dn_0: 0.4839 (0.4802) loss_vfl_dn_1: 0.4351 (0.4271) loss_vfl_dn_2: 0.4145 (0.4093) loss_vfl_dn_3: 0.4068 (0.4018) loss_vfl_dn_4: 0.4045 (0.3989) loss_vfl_dn_5: 0.4006 (0.3983) time: 0.4486 data: 0.0138 max mem: 5653 Epoch: [10] Total time: 0:58:33 (0.4753 s / it) Averaged stats: lr: 0.000010 loss: 17.9847 (18.3265) loss_bbox: 0.1636 (0.1821) loss_bbox_aux_0: 0.1759 (0.1969) loss_bbox_aux_1: 0.1649 (0.1863) loss_bbox_aux_2: 0.1644 (0.1837) loss_bbox_aux_3: 0.1639 (0.1822) loss_bbox_aux_4: 0.1640 (0.1821) loss_bbox_aux_5: 0.2263 (0.2411) loss_bbox_dn_0: 0.2863 (0.3356) loss_bbox_dn_1: 0.2281 (0.2657) loss_bbox_dn_2: 0.2101 (0.2459) loss_bbox_dn_3: 0.2001 (0.2379) loss_bbox_dn_4: 0.1952 (0.2355) loss_bbox_dn_5: 0.1955 (0.2354) loss_giou: 0.5403 (0.5361) loss_giou_aux_0: 0.5671 (0.5640) loss_giou_aux_1: 0.5480 (0.5449) loss_giou_aux_2: 0.5396 (0.5399) loss_giou_aux_3: 0.5455 (0.5371) loss_giou_aux_4: 0.5455 (0.5362) loss_giou_aux_5: 0.6479 (0.6406) loss_giou_dn_0: 0.6648 (0.6763) loss_giou_dn_1: 0.5667 (0.5729) loss_giou_dn_2: 0.5436 (0.5473) loss_giou_dn_3: 0.5340 (0.5388) loss_giou_dn_4: 0.5321 (0.5364) loss_giou_dn_5: 0.5322 (0.5365) loss_vfl: 0.7360 (0.7449) loss_vfl_aux_0: 0.8654 (0.8797) loss_vfl_aux_1: 0.8223 (0.8304) loss_vfl_aux_2: 0.7891 (0.7803) loss_vfl_aux_3: 0.7433 (0.7566) loss_vfl_aux_4: 0.7434 (0.7477) loss_vfl_aux_5: 0.8378 (0.8540) loss_vfl_dn_0: 0.4839 (0.4802) loss_vfl_dn_1: 0.4351 (0.4271) loss_vfl_dn_2: 0.4145 (0.4093) loss_vfl_dn_3: 0.4068 (0.4018) loss_vfl_dn_4: 0.4045 (0.3989) loss_vfl_dn_5: 0.4006 (0.3983) Test: [ 0/157] eta: 0:03:49 time: 1.4613 data: 1.0589 max mem: 5653 Test: [ 10/157] eta: 0:01:12 time: 0.4965 data: 0.1205 max mem: 5653 Test: [ 20/157] eta: 0:01:00 time: 0.3887 data: 0.0261 max mem: 5653 Test: [ 30/157] eta: 0:00:53 time: 0.3806 data: 0.0258 max mem: 5653 Test: [ 40/157] eta: 0:01:06 time: 0.7091 data: 0.0260 max mem: 5653 Test: [ 50/157] eta: 0:00:57 time: 0.7136 data: 0.0261 max mem: 5653 Test: [ 60/157] eta: 0:00:49 time: 0.3954 data: 0.0266 max mem: 5653 Test: [ 70/157] eta: 0:00:42 time: 0.3870 data: 0.0266 max mem: 5653 Test: [ 80/157] eta: 0:00:37 time: 0.3868 data: 0.0265 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3941 data: 0.0265 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.3843 data: 0.0259 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3835 data: 0.0258 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3832 data: 0.0263 max mem: 5653 Test: [130/157] eta: 0:00:12 time: 0.3796 data: 0.0260 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3742 data: 0.0254 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.6211 data: 0.0255 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.6125 data: 0.0249 max mem: 5653 Test: Total time: 0:01:13 (0.4655 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.06s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.658 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.620 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 best_stat: {'epoch': 10, 'coco_eval_bbox': 0.48165303598512926} Epoch: [11] [ 0/7393] eta: 14:50:23 lr: 0.000010 loss: 18.0156 (18.0156) loss_bbox: 0.2366 (0.2366) loss_bbox_aux_0: 0.2383 (0.2383) loss_bbox_aux_1: 0.2348 (0.2348) loss_bbox_aux_2: 0.2300 (0.2300) loss_bbox_aux_3: 0.2371 (0.2371) loss_bbox_aux_4: 0.2382 (0.2382) loss_bbox_aux_5: 0.2693 (0.2693) loss_bbox_dn_0: 0.3435 (0.3435) loss_bbox_dn_1: 0.2857 (0.2857) loss_bbox_dn_2: 0.2819 (0.2819) loss_bbox_dn_3: 0.2758 (0.2758) loss_bbox_dn_4: 0.2721 (0.2721) loss_bbox_dn_5: 0.2721 (0.2721) loss_giou: 0.5193 (0.5193) loss_giou_aux_0: 0.5408 (0.5408) loss_giou_aux_1: 0.5235 (0.5235) loss_giou_aux_2: 0.5199 (0.5199) loss_giou_aux_3: 0.5241 (0.5241) loss_giou_aux_4: 0.5195 (0.5195) loss_giou_aux_5: 0.6012 (0.6012) loss_giou_dn_0: 0.6460 (0.6460) loss_giou_dn_1: 0.5583 (0.5583) loss_giou_dn_2: 0.5381 (0.5381) loss_giou_dn_3: 0.5346 (0.5346) loss_giou_dn_4: 0.5322 (0.5322) loss_giou_dn_5: 0.5326 (0.5326) loss_vfl: 0.6712 (0.6712) loss_vfl_aux_0: 0.7978 (0.7978) loss_vfl_aux_1: 0.7563 (0.7563) loss_vfl_aux_2: 0.6908 (0.6908) loss_vfl_aux_3: 0.6675 (0.6675) loss_vfl_aux_4: 0.6723 (0.6723) loss_vfl_aux_5: 0.7827 (0.7827) loss_vfl_dn_0: 0.4756 (0.4756) loss_vfl_dn_1: 0.4209 (0.4209) loss_vfl_dn_2: 0.4004 (0.4004) loss_vfl_dn_3: 0.3936 (0.3936) loss_vfl_dn_4: 0.3919 (0.3919) loss_vfl_dn_5: 0.3892 (0.3892) time: 7.2262 data: 1.2099 max mem: 5653 Epoch: [11] [ 100/7393] eta: 1:12:18 lr: 0.000010 loss: 17.9763 (18.2776) loss_bbox: 0.1791 (0.1849) loss_bbox_aux_0: 0.1916 (0.2023) loss_bbox_aux_1: 0.1833 (0.1893) loss_bbox_aux_2: 0.1746 (0.1858) loss_bbox_aux_3: 0.1766 (0.1845) loss_bbox_aux_4: 0.1790 (0.1845) loss_bbox_aux_5: 0.2428 (0.2466) loss_bbox_dn_0: 0.3376 (0.3393) loss_bbox_dn_1: 0.2580 (0.2667) loss_bbox_dn_2: 0.2386 (0.2449) loss_bbox_dn_3: 0.2358 (0.2365) loss_bbox_dn_4: 0.2337 (0.2341) loss_bbox_dn_5: 0.2332 (0.2340) loss_giou: 0.5197 (0.5273) loss_giou_aux_0: 0.5491 (0.5607) loss_giou_aux_1: 0.5386 (0.5389) loss_giou_aux_2: 0.5276 (0.5305) loss_giou_aux_3: 0.5306 (0.5279) loss_giou_aux_4: 0.5179 (0.5271) loss_giou_aux_5: 0.6345 (0.6375) loss_giou_dn_0: 0.6685 (0.6639) loss_giou_dn_1: 0.5573 (0.5608) loss_giou_dn_2: 0.5353 (0.5347) loss_giou_dn_3: 0.5238 (0.5257) loss_giou_dn_4: 0.5180 (0.5232) loss_giou_dn_5: 0.5177 (0.5233) loss_vfl: 0.7475 (0.7515) loss_vfl_aux_0: 0.9215 (0.8909) loss_vfl_aux_1: 0.8779 (0.8538) loss_vfl_aux_2: 0.7634 (0.7919) loss_vfl_aux_3: 0.7556 (0.7615) loss_vfl_aux_4: 0.7453 (0.7542) loss_vfl_aux_5: 0.8578 (0.8591) loss_vfl_dn_0: 0.4787 (0.4795) loss_vfl_dn_1: 0.4255 (0.4251) loss_vfl_dn_2: 0.4098 (0.4070) loss_vfl_dn_3: 0.3988 (0.3989) loss_vfl_dn_4: 0.3957 (0.3953) loss_vfl_dn_5: 0.3927 (0.3943) time: 0.4586 data: 0.0150 max mem: 5653 Epoch: [11] [ 200/7393] eta: 1:03:18 lr: 0.000010 loss: 18.0521 (18.2410) loss_bbox: 0.1758 (0.1834) loss_bbox_aux_0: 0.1846 (0.1997) loss_bbox_aux_1: 0.1705 (0.1869) loss_bbox_aux_2: 0.1731 (0.1846) loss_bbox_aux_3: 0.1757 (0.1831) loss_bbox_aux_4: 0.1753 (0.1830) loss_bbox_aux_5: 0.2372 (0.2453) loss_bbox_dn_0: 0.3460 (0.3399) loss_bbox_dn_1: 0.2657 (0.2664) loss_bbox_dn_2: 0.2505 (0.2441) loss_bbox_dn_3: 0.2353 (0.2355) loss_bbox_dn_4: 0.2316 (0.2331) loss_bbox_dn_5: 0.2315 (0.2330) loss_giou: 0.4876 (0.5228) loss_giou_aux_0: 0.5235 (0.5533) loss_giou_aux_1: 0.5041 (0.5321) loss_giou_aux_2: 0.4918 (0.5260) loss_giou_aux_3: 0.4913 (0.5231) loss_giou_aux_4: 0.4888 (0.5225) loss_giou_aux_5: 0.6237 (0.6323) loss_giou_dn_0: 0.6508 (0.6651) loss_giou_dn_1: 0.5535 (0.5604) loss_giou_dn_2: 0.5237 (0.5333) loss_giou_dn_3: 0.5155 (0.5243) loss_giou_dn_4: 0.5120 (0.5219) loss_giou_dn_5: 0.5120 (0.5220) loss_vfl: 0.7606 (0.7505) loss_vfl_aux_0: 0.9110 (0.9003) loss_vfl_aux_1: 0.8773 (0.8580) loss_vfl_aux_2: 0.7874 (0.7917) loss_vfl_aux_3: 0.7771 (0.7633) loss_vfl_aux_4: 0.7592 (0.7538) loss_vfl_aux_5: 0.8476 (0.8621) loss_vfl_dn_0: 0.4805 (0.4810) loss_vfl_dn_1: 0.4290 (0.4254) loss_vfl_dn_2: 0.4097 (0.4076) loss_vfl_dn_3: 0.4022 (0.3991) loss_vfl_dn_4: 0.3968 (0.3959) loss_vfl_dn_5: 0.3971 (0.3951) time: 0.4494 data: 0.0152 max mem: 5653 Epoch: [11] [ 300/7393] eta: 0:59:46 lr: 0.000010 loss: 18.2397 (18.3195) loss_bbox: 0.1762 (0.1860) loss_bbox_aux_0: 0.1966 (0.2016) loss_bbox_aux_1: 0.1894 (0.1896) loss_bbox_aux_2: 0.1766 (0.1879) loss_bbox_aux_3: 0.1738 (0.1861) loss_bbox_aux_4: 0.1788 (0.1858) loss_bbox_aux_5: 0.2366 (0.2482) loss_bbox_dn_0: 0.3229 (0.3441) loss_bbox_dn_1: 0.2593 (0.2709) loss_bbox_dn_2: 0.2433 (0.2492) loss_bbox_dn_3: 0.2335 (0.2408) loss_bbox_dn_4: 0.2322 (0.2385) loss_bbox_dn_5: 0.2314 (0.2384) loss_giou: 0.5092 (0.5228) loss_giou_aux_0: 0.5304 (0.5523) loss_giou_aux_1: 0.5141 (0.5323) loss_giou_aux_2: 0.5070 (0.5268) loss_giou_aux_3: 0.5087 (0.5238) loss_giou_aux_4: 0.5093 (0.5229) loss_giou_aux_5: 0.6235 (0.6319) loss_giou_dn_0: 0.6710 (0.6667) loss_giou_dn_1: 0.5727 (0.5614) loss_giou_dn_2: 0.5494 (0.5345) loss_giou_dn_3: 0.5412 (0.5255) loss_giou_dn_4: 0.5392 (0.5232) loss_giou_dn_5: 0.5390 (0.5233) loss_vfl: 0.7432 (0.7538) loss_vfl_aux_0: 0.8686 (0.9033) loss_vfl_aux_1: 0.8210 (0.8592) loss_vfl_aux_2: 0.7553 (0.7940) loss_vfl_aux_3: 0.7676 (0.7656) loss_vfl_aux_4: 0.7366 (0.7558) loss_vfl_aux_5: 0.8318 (0.8624) loss_vfl_dn_0: 0.4811 (0.4816) loss_vfl_dn_1: 0.4286 (0.4264) loss_vfl_dn_2: 0.4126 (0.4085) loss_vfl_dn_3: 0.4055 (0.4004) loss_vfl_dn_4: 0.4021 (0.3972) loss_vfl_dn_5: 0.3993 (0.3967) time: 0.4689 data: 0.0151 max mem: 5653 Epoch: [11] [ 400/7393] eta: 0:57:36 lr: 0.000010 loss: 18.4169 (18.2712) loss_bbox: 0.1932 (0.1851) loss_bbox_aux_0: 0.1991 (0.2003) loss_bbox_aux_1: 0.1963 (0.1887) loss_bbox_aux_2: 0.1924 (0.1864) loss_bbox_aux_3: 0.1862 (0.1844) loss_bbox_aux_4: 0.1902 (0.1846) loss_bbox_aux_5: 0.2292 (0.2462) loss_bbox_dn_0: 0.3163 (0.3412) loss_bbox_dn_1: 0.2618 (0.2686) loss_bbox_dn_2: 0.2446 (0.2474) loss_bbox_dn_3: 0.2446 (0.2391) loss_bbox_dn_4: 0.2455 (0.2367) loss_bbox_dn_5: 0.2457 (0.2366) loss_giou: 0.5424 (0.5238) loss_giou_aux_0: 0.5801 (0.5527) loss_giou_aux_1: 0.5533 (0.5330) loss_giou_aux_2: 0.5374 (0.5274) loss_giou_aux_3: 0.5491 (0.5245) loss_giou_aux_4: 0.5405 (0.5238) loss_giou_aux_5: 0.6546 (0.6315) loss_giou_dn_0: 0.6731 (0.6679) loss_giou_dn_1: 0.5730 (0.5629) loss_giou_dn_2: 0.5536 (0.5364) loss_giou_dn_3: 0.5442 (0.5275) loss_giou_dn_4: 0.5420 (0.5252) loss_giou_dn_5: 0.5418 (0.5253) loss_vfl: 0.6893 (0.7486) loss_vfl_aux_0: 0.8234 (0.8952) loss_vfl_aux_1: 0.8016 (0.8530) loss_vfl_aux_2: 0.7417 (0.7899) loss_vfl_aux_3: 0.7066 (0.7616) loss_vfl_aux_4: 0.7140 (0.7518) loss_vfl_aux_5: 0.7981 (0.8551) loss_vfl_dn_0: 0.4744 (0.4809) loss_vfl_dn_1: 0.4343 (0.4262) loss_vfl_dn_2: 0.4152 (0.4083) loss_vfl_dn_3: 0.4079 (0.4001) loss_vfl_dn_4: 0.4038 (0.3969) loss_vfl_dn_5: 0.4028 (0.3962) time: 0.4571 data: 0.0151 max mem: 5653 Epoch: [11] [ 500/7393] eta: 0:56:12 lr: 0.000010 loss: 17.8349 (18.2540) loss_bbox: 0.1801 (0.1845) loss_bbox_aux_0: 0.1967 (0.1999) loss_bbox_aux_1: 0.1922 (0.1883) loss_bbox_aux_2: 0.1931 (0.1856) loss_bbox_aux_3: 0.1814 (0.1837) loss_bbox_aux_4: 0.1847 (0.1839) loss_bbox_aux_5: 0.2400 (0.2457) loss_bbox_dn_0: 0.3548 (0.3422) loss_bbox_dn_1: 0.2728 (0.2695) loss_bbox_dn_2: 0.2609 (0.2480) loss_bbox_dn_3: 0.2514 (0.2396) loss_bbox_dn_4: 0.2483 (0.2371) loss_bbox_dn_5: 0.2480 (0.2370) loss_giou: 0.4772 (0.5224) loss_giou_aux_0: 0.5048 (0.5515) loss_giou_aux_1: 0.4744 (0.5317) loss_giou_aux_2: 0.4814 (0.5256) loss_giou_aux_3: 0.4747 (0.5230) loss_giou_aux_4: 0.4740 (0.5224) loss_giou_aux_5: 0.5784 (0.6300) loss_giou_dn_0: 0.6408 (0.6684) loss_giou_dn_1: 0.5311 (0.5632) loss_giou_dn_2: 0.5046 (0.5366) loss_giou_dn_3: 0.4930 (0.5277) loss_giou_dn_4: 0.4913 (0.5253) loss_giou_dn_5: 0.4908 (0.5254) loss_vfl: 0.7335 (0.7472) loss_vfl_aux_0: 0.8844 (0.8934) loss_vfl_aux_1: 0.8415 (0.8525) loss_vfl_aux_2: 0.7688 (0.7893) loss_vfl_aux_3: 0.7291 (0.7607) loss_vfl_aux_4: 0.7317 (0.7502) loss_vfl_aux_5: 0.8619 (0.8559) loss_vfl_dn_0: 0.4781 (0.4804) loss_vfl_dn_1: 0.4246 (0.4260) loss_vfl_dn_2: 0.4087 (0.4079) loss_vfl_dn_3: 0.3967 (0.3997) loss_vfl_dn_4: 0.3957 (0.3966) loss_vfl_dn_5: 0.3950 (0.3960) time: 0.4821 data: 0.0161 max mem: 5653 Epoch: [11] [ 600/7393] eta: 0:55:07 lr: 0.000010 loss: 18.2552 (18.2662) loss_bbox: 0.1764 (0.1829) loss_bbox_aux_0: 0.1929 (0.1983) loss_bbox_aux_1: 0.1816 (0.1872) loss_bbox_aux_2: 0.1773 (0.1843) loss_bbox_aux_3: 0.1759 (0.1824) loss_bbox_aux_4: 0.1783 (0.1825) loss_bbox_aux_5: 0.2344 (0.2435) loss_bbox_dn_0: 0.3261 (0.3383) loss_bbox_dn_1: 0.2535 (0.2667) loss_bbox_dn_2: 0.2384 (0.2456) loss_bbox_dn_3: 0.2248 (0.2374) loss_bbox_dn_4: 0.2240 (0.2350) loss_bbox_dn_5: 0.2235 (0.2349) loss_giou: 0.5270 (0.5260) loss_giou_aux_0: 0.5624 (0.5552) loss_giou_aux_1: 0.5423 (0.5354) loss_giou_aux_2: 0.5340 (0.5295) loss_giou_aux_3: 0.5291 (0.5268) loss_giou_aux_4: 0.5308 (0.5260) loss_giou_aux_5: 0.6357 (0.6330) loss_giou_dn_0: 0.6735 (0.6710) loss_giou_dn_1: 0.5833 (0.5663) loss_giou_dn_2: 0.5509 (0.5397) loss_giou_dn_3: 0.5443 (0.5308) loss_giou_dn_4: 0.5409 (0.5285) loss_giou_dn_5: 0.5411 (0.5286) loss_vfl: 0.7424 (0.7473) loss_vfl_aux_0: 0.8567 (0.8914) loss_vfl_aux_1: 0.8112 (0.8508) loss_vfl_aux_2: 0.7537 (0.7878) loss_vfl_aux_3: 0.7790 (0.7604) loss_vfl_aux_4: 0.7540 (0.7500) loss_vfl_aux_5: 0.8390 (0.8541) loss_vfl_dn_0: 0.4758 (0.4802) loss_vfl_dn_1: 0.4277 (0.4263) loss_vfl_dn_2: 0.4094 (0.4083) loss_vfl_dn_3: 0.4014 (0.4001) loss_vfl_dn_4: 0.4005 (0.3970) loss_vfl_dn_5: 0.3988 (0.3964) time: 0.4738 data: 0.0155 max mem: 5653 Epoch: [11] [ 700/7393] eta: 0:54:04 lr: 0.000010 loss: 17.2192 (18.2530) loss_bbox: 0.1617 (0.1821) loss_bbox_aux_0: 0.1755 (0.1969) loss_bbox_aux_1: 0.1698 (0.1862) loss_bbox_aux_2: 0.1650 (0.1834) loss_bbox_aux_3: 0.1635 (0.1816) loss_bbox_aux_4: 0.1616 (0.1817) loss_bbox_aux_5: 0.2239 (0.2420) loss_bbox_dn_0: 0.2986 (0.3360) loss_bbox_dn_1: 0.2302 (0.2648) loss_bbox_dn_2: 0.2058 (0.2438) loss_bbox_dn_3: 0.1902 (0.2356) loss_bbox_dn_4: 0.1878 (0.2333) loss_bbox_dn_5: 0.1878 (0.2332) loss_giou: 0.4455 (0.5286) loss_giou_aux_0: 0.4745 (0.5576) loss_giou_aux_1: 0.4679 (0.5379) loss_giou_aux_2: 0.4504 (0.5324) loss_giou_aux_3: 0.4458 (0.5296) loss_giou_aux_4: 0.4460 (0.5287) loss_giou_aux_5: 0.5629 (0.6348) loss_giou_dn_0: 0.6323 (0.6722) loss_giou_dn_1: 0.5272 (0.5679) loss_giou_dn_2: 0.4953 (0.5414) loss_giou_dn_3: 0.4907 (0.5325) loss_giou_dn_4: 0.4877 (0.5303) loss_giou_dn_5: 0.4877 (0.5304) loss_vfl: 0.6781 (0.7441) loss_vfl_aux_0: 0.8700 (0.8899) loss_vfl_aux_1: 0.7829 (0.8490) loss_vfl_aux_2: 0.7201 (0.7847) loss_vfl_aux_3: 0.6801 (0.7572) loss_vfl_aux_4: 0.6751 (0.7468) loss_vfl_aux_5: 0.8150 (0.8528) loss_vfl_dn_0: 0.4701 (0.4797) loss_vfl_dn_1: 0.4165 (0.4255) loss_vfl_dn_2: 0.3980 (0.4075) loss_vfl_dn_3: 0.3879 (0.3992) loss_vfl_dn_4: 0.3857 (0.3962) loss_vfl_dn_5: 0.3844 (0.3955) time: 0.4877 data: 0.0157 max mem: 5653 Epoch: [11] [ 800/7393] eta: 0:53:08 lr: 0.000010 loss: 17.9663 (18.2301) loss_bbox: 0.1720 (0.1817) loss_bbox_aux_0: 0.1920 (0.1966) loss_bbox_aux_1: 0.1737 (0.1856) loss_bbox_aux_2: 0.1744 (0.1832) loss_bbox_aux_3: 0.1707 (0.1814) loss_bbox_aux_4: 0.1743 (0.1814) loss_bbox_aux_5: 0.2338 (0.2422) loss_bbox_dn_0: 0.3146 (0.3360) loss_bbox_dn_1: 0.2407 (0.2647) loss_bbox_dn_2: 0.2208 (0.2437) loss_bbox_dn_3: 0.2089 (0.2355) loss_bbox_dn_4: 0.2071 (0.2331) loss_bbox_dn_5: 0.2072 (0.2330) loss_giou: 0.4859 (0.5274) loss_giou_aux_0: 0.5121 (0.5567) loss_giou_aux_1: 0.4885 (0.5365) loss_giou_aux_2: 0.4959 (0.5313) loss_giou_aux_3: 0.4900 (0.5284) loss_giou_aux_4: 0.4903 (0.5275) loss_giou_aux_5: 0.5995 (0.6339) loss_giou_dn_0: 0.6668 (0.6717) loss_giou_dn_1: 0.5546 (0.5671) loss_giou_dn_2: 0.5220 (0.5405) loss_giou_dn_3: 0.5120 (0.5316) loss_giou_dn_4: 0.5106 (0.5293) loss_giou_dn_5: 0.5108 (0.5294) loss_vfl: 0.7590 (0.7436) loss_vfl_aux_0: 0.8914 (0.8884) loss_vfl_aux_1: 0.8504 (0.8485) loss_vfl_aux_2: 0.7927 (0.7837) loss_vfl_aux_3: 0.7611 (0.7561) loss_vfl_aux_4: 0.7519 (0.7459) loss_vfl_aux_5: 0.8682 (0.8532) loss_vfl_dn_0: 0.4841 (0.4797) loss_vfl_dn_1: 0.4269 (0.4253) loss_vfl_dn_2: 0.4092 (0.4070) loss_vfl_dn_3: 0.4044 (0.3988) loss_vfl_dn_4: 0.4016 (0.3957) loss_vfl_dn_5: 0.3987 (0.3950) time: 0.4777 data: 0.0156 max mem: 5653 Epoch: [11] [ 900/7393] eta: 0:52:08 lr: 0.000010 loss: 18.5954 (18.2368) loss_bbox: 0.1866 (0.1814) loss_bbox_aux_0: 0.1946 (0.1964) loss_bbox_aux_1: 0.1925 (0.1853) loss_bbox_aux_2: 0.1846 (0.1829) loss_bbox_aux_3: 0.1868 (0.1812) loss_bbox_aux_4: 0.1866 (0.1811) loss_bbox_aux_5: 0.2357 (0.2419) loss_bbox_dn_0: 0.3099 (0.3352) loss_bbox_dn_1: 0.2658 (0.2644) loss_bbox_dn_2: 0.2445 (0.2435) loss_bbox_dn_3: 0.2377 (0.2352) loss_bbox_dn_4: 0.2383 (0.2328) loss_bbox_dn_5: 0.2397 (0.2328) loss_giou: 0.5384 (0.5294) loss_giou_aux_0: 0.5773 (0.5587) loss_giou_aux_1: 0.5573 (0.5385) loss_giou_aux_2: 0.5597 (0.5333) loss_giou_aux_3: 0.5398 (0.5305) loss_giou_aux_4: 0.5436 (0.5295) loss_giou_aux_5: 0.6503 (0.6356) loss_giou_dn_0: 0.6768 (0.6718) loss_giou_dn_1: 0.5893 (0.5679) loss_giou_dn_2: 0.5655 (0.5414) loss_giou_dn_3: 0.5574 (0.5325) loss_giou_dn_4: 0.5561 (0.5302) loss_giou_dn_5: 0.5561 (0.5304) loss_vfl: 0.7391 (0.7433) loss_vfl_aux_0: 0.8646 (0.8866) loss_vfl_aux_1: 0.8256 (0.8465) loss_vfl_aux_2: 0.7534 (0.7829) loss_vfl_aux_3: 0.7333 (0.7555) loss_vfl_aux_4: 0.7304 (0.7456) loss_vfl_aux_5: 0.8225 (0.8523) loss_vfl_dn_0: 0.4704 (0.4795) loss_vfl_dn_1: 0.4228 (0.4250) loss_vfl_dn_2: 0.4053 (0.4069) loss_vfl_dn_3: 0.3952 (0.3987) loss_vfl_dn_4: 0.3912 (0.3956) loss_vfl_dn_5: 0.3909 (0.3949) time: 0.4739 data: 0.0153 max mem: 5653 Epoch: [11] [1000/7393] eta: 0:51:09 lr: 0.000010 loss: 18.9648 (18.2286) loss_bbox: 0.1728 (0.1812) loss_bbox_aux_0: 0.1841 (0.1960) loss_bbox_aux_1: 0.1923 (0.1851) loss_bbox_aux_2: 0.1796 (0.1829) loss_bbox_aux_3: 0.1706 (0.1811) loss_bbox_aux_4: 0.1787 (0.1810) loss_bbox_aux_5: 0.2387 (0.2413) loss_bbox_dn_0: 0.3098 (0.3355) loss_bbox_dn_1: 0.2482 (0.2645) loss_bbox_dn_2: 0.2309 (0.2436) loss_bbox_dn_3: 0.2257 (0.2354) loss_bbox_dn_4: 0.2224 (0.2331) loss_bbox_dn_5: 0.2229 (0.2330) loss_giou: 0.5690 (0.5284) loss_giou_aux_0: 0.5891 (0.5573) loss_giou_aux_1: 0.5760 (0.5374) loss_giou_aux_2: 0.5709 (0.5324) loss_giou_aux_3: 0.5762 (0.5295) loss_giou_aux_4: 0.5659 (0.5286) loss_giou_aux_5: 0.6670 (0.6342) loss_giou_dn_0: 0.6661 (0.6710) loss_giou_dn_1: 0.5493 (0.5669) loss_giou_dn_2: 0.5228 (0.5404) loss_giou_dn_3: 0.5159 (0.5316) loss_giou_dn_4: 0.5135 (0.5293) loss_giou_dn_5: 0.5136 (0.5294) loss_vfl: 0.7462 (0.7439) loss_vfl_aux_0: 0.8758 (0.8874) loss_vfl_aux_1: 0.8149 (0.8467) loss_vfl_aux_2: 0.7748 (0.7831) loss_vfl_aux_3: 0.7731 (0.7565) loss_vfl_aux_4: 0.7532 (0.7464) loss_vfl_aux_5: 0.8610 (0.8535) loss_vfl_dn_0: 0.4781 (0.4795) loss_vfl_dn_1: 0.4245 (0.4249) loss_vfl_dn_2: 0.4116 (0.4069) loss_vfl_dn_3: 0.4058 (0.3987) loss_vfl_dn_4: 0.4030 (0.3958) loss_vfl_dn_5: 0.4023 (0.3950) time: 0.4609 data: 0.0150 max mem: 5653 Epoch: [11] [1100/7393] eta: 0:50:16 lr: 0.000010 loss: 17.4473 (18.2222) loss_bbox: 0.1814 (0.1811) loss_bbox_aux_0: 0.1913 (0.1957) loss_bbox_aux_1: 0.1797 (0.1852) loss_bbox_aux_2: 0.1734 (0.1829) loss_bbox_aux_3: 0.1825 (0.1811) loss_bbox_aux_4: 0.1782 (0.1809) loss_bbox_aux_5: 0.2314 (0.2409) loss_bbox_dn_0: 0.3188 (0.3351) loss_bbox_dn_1: 0.2718 (0.2641) loss_bbox_dn_2: 0.2555 (0.2434) loss_bbox_dn_3: 0.2366 (0.2352) loss_bbox_dn_4: 0.2357 (0.2329) loss_bbox_dn_5: 0.2356 (0.2328) loss_giou: 0.4735 (0.5286) loss_giou_aux_0: 0.5182 (0.5577) loss_giou_aux_1: 0.4893 (0.5382) loss_giou_aux_2: 0.4802 (0.5328) loss_giou_aux_3: 0.4752 (0.5296) loss_giou_aux_4: 0.4729 (0.5288) loss_giou_aux_5: 0.6032 (0.6343) loss_giou_dn_0: 0.6364 (0.6711) loss_giou_dn_1: 0.5311 (0.5673) loss_giou_dn_2: 0.5069 (0.5409) loss_giou_dn_3: 0.4978 (0.5320) loss_giou_dn_4: 0.4956 (0.5298) loss_giou_dn_5: 0.4953 (0.5299) loss_vfl: 0.7155 (0.7435) loss_vfl_aux_0: 0.8484 (0.8859) loss_vfl_aux_1: 0.8041 (0.8441) loss_vfl_aux_2: 0.7689 (0.7820) loss_vfl_aux_3: 0.7196 (0.7561) loss_vfl_aux_4: 0.7188 (0.7462) loss_vfl_aux_5: 0.8202 (0.8530) loss_vfl_dn_0: 0.4720 (0.4794) loss_vfl_dn_1: 0.4167 (0.4246) loss_vfl_dn_2: 0.3963 (0.4065) loss_vfl_dn_3: 0.3889 (0.3984) loss_vfl_dn_4: 0.3850 (0.3954) loss_vfl_dn_5: 0.3858 (0.3947) time: 0.4748 data: 0.0149 max mem: 5653 Epoch: [11] [1200/7393] eta: 0:49:24 lr: 0.000010 loss: 18.0912 (18.2145) loss_bbox: 0.1519 (0.1805) loss_bbox_aux_0: 0.1618 (0.1952) loss_bbox_aux_1: 0.1627 (0.1846) loss_bbox_aux_2: 0.1544 (0.1823) loss_bbox_aux_3: 0.1575 (0.1805) loss_bbox_aux_4: 0.1572 (0.1803) loss_bbox_aux_5: 0.2069 (0.2404) loss_bbox_dn_0: 0.2679 (0.3340) loss_bbox_dn_1: 0.1970 (0.2632) loss_bbox_dn_2: 0.1809 (0.2426) loss_bbox_dn_3: 0.1734 (0.2344) loss_bbox_dn_4: 0.1732 (0.2320) loss_bbox_dn_5: 0.1727 (0.2319) loss_giou: 0.5455 (0.5291) loss_giou_aux_0: 0.5788 (0.5580) loss_giou_aux_1: 0.5551 (0.5384) loss_giou_aux_2: 0.5484 (0.5331) loss_giou_aux_3: 0.5480 (0.5301) loss_giou_aux_4: 0.5452 (0.5293) loss_giou_aux_5: 0.6617 (0.6346) loss_giou_dn_0: 0.6863 (0.6712) loss_giou_dn_1: 0.5893 (0.5674) loss_giou_dn_2: 0.5596 (0.5410) loss_giou_dn_3: 0.5461 (0.5321) loss_giou_dn_4: 0.5442 (0.5299) loss_giou_dn_5: 0.5437 (0.5300) loss_vfl: 0.7002 (0.7435) loss_vfl_aux_0: 0.8532 (0.8853) loss_vfl_aux_1: 0.7874 (0.8434) loss_vfl_aux_2: 0.7383 (0.7821) loss_vfl_aux_3: 0.7213 (0.7562) loss_vfl_aux_4: 0.7109 (0.7461) loss_vfl_aux_5: 0.8103 (0.8525) loss_vfl_dn_0: 0.4779 (0.4792) loss_vfl_dn_1: 0.4260 (0.4246) loss_vfl_dn_2: 0.4098 (0.4066) loss_vfl_dn_3: 0.4035 (0.3985) loss_vfl_dn_4: 0.4003 (0.3955) loss_vfl_dn_5: 0.3993 (0.3948) time: 0.4629 data: 0.0143 max mem: 5653 Epoch: [11] [1300/7393] eta: 0:48:30 lr: 0.000010 loss: 18.1017 (18.2183) loss_bbox: 0.1619 (0.1801) loss_bbox_aux_0: 0.1733 (0.1945) loss_bbox_aux_1: 0.1680 (0.1842) loss_bbox_aux_2: 0.1599 (0.1819) loss_bbox_aux_3: 0.1598 (0.1801) loss_bbox_aux_4: 0.1602 (0.1800) loss_bbox_aux_5: 0.2245 (0.2401) loss_bbox_dn_0: 0.3050 (0.3339) loss_bbox_dn_1: 0.2334 (0.2632) loss_bbox_dn_2: 0.2182 (0.2426) loss_bbox_dn_3: 0.2130 (0.2344) loss_bbox_dn_4: 0.2101 (0.2320) loss_bbox_dn_5: 0.2101 (0.2320) loss_giou: 0.5673 (0.5285) loss_giou_aux_0: 0.6147 (0.5572) loss_giou_aux_1: 0.5791 (0.5379) loss_giou_aux_2: 0.5795 (0.5325) loss_giou_aux_3: 0.5614 (0.5295) loss_giou_aux_4: 0.5680 (0.5287) loss_giou_aux_5: 0.6483 (0.6342) loss_giou_dn_0: 0.6787 (0.6711) loss_giou_dn_1: 0.5843 (0.5673) loss_giou_dn_2: 0.5573 (0.5410) loss_giou_dn_3: 0.5477 (0.5322) loss_giou_dn_4: 0.5438 (0.5298) loss_giou_dn_5: 0.5448 (0.5300) loss_vfl: 0.7540 (0.7448) loss_vfl_aux_0: 0.8593 (0.8870) loss_vfl_aux_1: 0.8487 (0.8446) loss_vfl_aux_2: 0.7889 (0.7836) loss_vfl_aux_3: 0.7530 (0.7573) loss_vfl_aux_4: 0.7501 (0.7474) loss_vfl_aux_5: 0.8095 (0.8537) loss_vfl_dn_0: 0.4853 (0.4794) loss_vfl_dn_1: 0.4317 (0.4249) loss_vfl_dn_2: 0.4146 (0.4069) loss_vfl_dn_3: 0.4021 (0.3988) loss_vfl_dn_4: 0.3981 (0.3958) loss_vfl_dn_5: 0.3964 (0.3951) time: 0.4602 data: 0.0157 max mem: 5653 Epoch: [11] [1400/7393] eta: 0:47:41 lr: 0.000010 loss: 18.1388 (18.2097) loss_bbox: 0.1690 (0.1803) loss_bbox_aux_0: 0.1874 (0.1945) loss_bbox_aux_1: 0.1721 (0.1842) loss_bbox_aux_2: 0.1705 (0.1819) loss_bbox_aux_3: 0.1696 (0.1802) loss_bbox_aux_4: 0.1692 (0.1801) loss_bbox_aux_5: 0.2395 (0.2400) loss_bbox_dn_0: 0.3250 (0.3339) loss_bbox_dn_1: 0.2568 (0.2632) loss_bbox_dn_2: 0.2375 (0.2426) loss_bbox_dn_3: 0.2289 (0.2344) loss_bbox_dn_4: 0.2255 (0.2321) loss_bbox_dn_5: 0.2252 (0.2320) loss_giou: 0.5119 (0.5274) loss_giou_aux_0: 0.5243 (0.5563) loss_giou_aux_1: 0.5018 (0.5369) loss_giou_aux_2: 0.5057 (0.5314) loss_giou_aux_3: 0.5066 (0.5285) loss_giou_aux_4: 0.5134 (0.5276) loss_giou_aux_5: 0.6227 (0.6331) loss_giou_dn_0: 0.6568 (0.6704) loss_giou_dn_1: 0.5560 (0.5666) loss_giou_dn_2: 0.5246 (0.5403) loss_giou_dn_3: 0.5153 (0.5315) loss_giou_dn_4: 0.5128 (0.5292) loss_giou_dn_5: 0.5127 (0.5293) loss_vfl: 0.7483 (0.7454) loss_vfl_aux_0: 0.8626 (0.8868) loss_vfl_aux_1: 0.8429 (0.8446) loss_vfl_aux_2: 0.8035 (0.7843) loss_vfl_aux_3: 0.7768 (0.7580) loss_vfl_aux_4: 0.7615 (0.7480) loss_vfl_aux_5: 0.8449 (0.8540) loss_vfl_dn_0: 0.4802 (0.4795) loss_vfl_dn_1: 0.4180 (0.4249) loss_vfl_dn_2: 0.4072 (0.4068) loss_vfl_dn_3: 0.4043 (0.3988) loss_vfl_dn_4: 0.3987 (0.3958) loss_vfl_dn_5: 0.3946 (0.3951) time: 0.4747 data: 0.0146 max mem: 5653 Epoch: [11] [1500/7393] eta: 0:46:49 lr: 0.000010 loss: 18.5740 (18.2157) loss_bbox: 0.1835 (0.1802) loss_bbox_aux_0: 0.1757 (0.1943) loss_bbox_aux_1: 0.1782 (0.1842) loss_bbox_aux_2: 0.1741 (0.1817) loss_bbox_aux_3: 0.1813 (0.1800) loss_bbox_aux_4: 0.1839 (0.1800) loss_bbox_aux_5: 0.2335 (0.2398) loss_bbox_dn_0: 0.3281 (0.3339) loss_bbox_dn_1: 0.2512 (0.2632) loss_bbox_dn_2: 0.2276 (0.2426) loss_bbox_dn_3: 0.2124 (0.2344) loss_bbox_dn_4: 0.2105 (0.2321) loss_bbox_dn_5: 0.2107 (0.2320) loss_giou: 0.5180 (0.5275) loss_giou_aux_0: 0.5534 (0.5563) loss_giou_aux_1: 0.5442 (0.5371) loss_giou_aux_2: 0.5116 (0.5314) loss_giou_aux_3: 0.5133 (0.5285) loss_giou_aux_4: 0.5177 (0.5278) loss_giou_aux_5: 0.6243 (0.6331) loss_giou_dn_0: 0.6714 (0.6707) loss_giou_dn_1: 0.5738 (0.5668) loss_giou_dn_2: 0.5531 (0.5405) loss_giou_dn_3: 0.5476 (0.5317) loss_giou_dn_4: 0.5456 (0.5294) loss_giou_dn_5: 0.5452 (0.5295) loss_vfl: 0.7695 (0.7459) loss_vfl_aux_0: 0.9259 (0.8871) loss_vfl_aux_1: 0.8673 (0.8448) loss_vfl_aux_2: 0.8270 (0.7853) loss_vfl_aux_3: 0.7820 (0.7587) loss_vfl_aux_4: 0.7666 (0.7486) loss_vfl_aux_5: 0.8436 (0.8541) loss_vfl_dn_0: 0.4911 (0.4797) loss_vfl_dn_1: 0.4354 (0.4252) loss_vfl_dn_2: 0.4132 (0.4071) loss_vfl_dn_3: 0.4092 (0.3990) loss_vfl_dn_4: 0.4043 (0.3961) loss_vfl_dn_5: 0.3996 (0.3953) time: 0.4684 data: 0.0144 max mem: 5653 Epoch: [11] [1600/7393] eta: 0:45:59 lr: 0.000010 loss: 18.3903 (18.2260) loss_bbox: 0.1923 (0.1805) loss_bbox_aux_0: 0.1987 (0.1947) loss_bbox_aux_1: 0.1920 (0.1846) loss_bbox_aux_2: 0.1895 (0.1822) loss_bbox_aux_3: 0.1911 (0.1804) loss_bbox_aux_4: 0.1941 (0.1804) loss_bbox_aux_5: 0.2403 (0.2402) loss_bbox_dn_0: 0.3080 (0.3345) loss_bbox_dn_1: 0.2539 (0.2638) loss_bbox_dn_2: 0.2449 (0.2432) loss_bbox_dn_3: 0.2338 (0.2350) loss_bbox_dn_4: 0.2319 (0.2327) loss_bbox_dn_5: 0.2321 (0.2326) loss_giou: 0.4788 (0.5280) loss_giou_aux_0: 0.4917 (0.5565) loss_giou_aux_1: 0.4733 (0.5376) loss_giou_aux_2: 0.4828 (0.5321) loss_giou_aux_3: 0.4758 (0.5290) loss_giou_aux_4: 0.4812 (0.5282) loss_giou_aux_5: 0.5641 (0.6334) loss_giou_dn_0: 0.6474 (0.6711) loss_giou_dn_1: 0.5488 (0.5673) loss_giou_dn_2: 0.5191 (0.5410) loss_giou_dn_3: 0.5045 (0.5321) loss_giou_dn_4: 0.5025 (0.5298) loss_giou_dn_5: 0.5027 (0.5299) loss_vfl: 0.7296 (0.7455) loss_vfl_aux_0: 0.8704 (0.8870) loss_vfl_aux_1: 0.8454 (0.8449) loss_vfl_aux_2: 0.7718 (0.7848) loss_vfl_aux_3: 0.7385 (0.7582) loss_vfl_aux_4: 0.7275 (0.7483) loss_vfl_aux_5: 0.8469 (0.8538) loss_vfl_dn_0: 0.4801 (0.4796) loss_vfl_dn_1: 0.4263 (0.4251) loss_vfl_dn_2: 0.4054 (0.4071) loss_vfl_dn_3: 0.4027 (0.3991) loss_vfl_dn_4: 0.3999 (0.3961) loss_vfl_dn_5: 0.3999 (0.3954) time: 0.4709 data: 0.0145 max mem: 5653 Epoch: [11] [1700/7393] eta: 0:45:29 lr: 0.000010 loss: 18.3622 (18.2245) loss_bbox: 0.1959 (0.1806) loss_bbox_aux_0: 0.1979 (0.1948) loss_bbox_aux_1: 0.1942 (0.1847) loss_bbox_aux_2: 0.1878 (0.1822) loss_bbox_aux_3: 0.1912 (0.1805) loss_bbox_aux_4: 0.2000 (0.1804) loss_bbox_aux_5: 0.2467 (0.2401) loss_bbox_dn_0: 0.3379 (0.3346) loss_bbox_dn_1: 0.2588 (0.2639) loss_bbox_dn_2: 0.2434 (0.2433) loss_bbox_dn_3: 0.2340 (0.2351) loss_bbox_dn_4: 0.2345 (0.2328) loss_bbox_dn_5: 0.2343 (0.2327) loss_giou: 0.4793 (0.5279) loss_giou_aux_0: 0.5086 (0.5563) loss_giou_aux_1: 0.4864 (0.5374) loss_giou_aux_2: 0.4831 (0.5320) loss_giou_aux_3: 0.4793 (0.5290) loss_giou_aux_4: 0.4845 (0.5281) loss_giou_aux_5: 0.5865 (0.6329) loss_giou_dn_0: 0.6485 (0.6707) loss_giou_dn_1: 0.5470 (0.5670) loss_giou_dn_2: 0.5330 (0.5406) loss_giou_dn_3: 0.5236 (0.5318) loss_giou_dn_4: 0.5211 (0.5295) loss_giou_dn_5: 0.5211 (0.5296) loss_vfl: 0.7306 (0.7457) loss_vfl_aux_0: 0.8979 (0.8868) loss_vfl_aux_1: 0.8700 (0.8451) loss_vfl_aux_2: 0.8216 (0.7850) loss_vfl_aux_3: 0.7641 (0.7586) loss_vfl_aux_4: 0.7451 (0.7485) loss_vfl_aux_5: 0.8365 (0.8543) loss_vfl_dn_0: 0.4849 (0.4796) loss_vfl_dn_1: 0.4356 (0.4250) loss_vfl_dn_2: 0.4158 (0.4070) loss_vfl_dn_3: 0.4078 (0.3990) loss_vfl_dn_4: 0.4047 (0.3961) loss_vfl_dn_5: 0.4040 (0.3954) time: 0.4652 data: 0.0150 max mem: 5653 Epoch: [11] [1800/7393] eta: 0:44:38 lr: 0.000010 loss: 17.9328 (18.2281) loss_bbox: 0.1723 (0.1809) loss_bbox_aux_0: 0.1888 (0.1952) loss_bbox_aux_1: 0.1795 (0.1850) loss_bbox_aux_2: 0.1749 (0.1825) loss_bbox_aux_3: 0.1738 (0.1808) loss_bbox_aux_4: 0.1724 (0.1808) loss_bbox_aux_5: 0.2279 (0.2403) loss_bbox_dn_0: 0.3068 (0.3347) loss_bbox_dn_1: 0.2377 (0.2640) loss_bbox_dn_2: 0.2183 (0.2435) loss_bbox_dn_3: 0.2172 (0.2353) loss_bbox_dn_4: 0.2176 (0.2329) loss_bbox_dn_5: 0.2177 (0.2329) loss_giou: 0.5594 (0.5285) loss_giou_aux_0: 0.5884 (0.5568) loss_giou_aux_1: 0.5723 (0.5378) loss_giou_aux_2: 0.5730 (0.5324) loss_giou_aux_3: 0.5565 (0.5294) loss_giou_aux_4: 0.5602 (0.5286) loss_giou_aux_5: 0.6340 (0.6334) loss_giou_dn_0: 0.6891 (0.6706) loss_giou_dn_1: 0.5793 (0.5670) loss_giou_dn_2: 0.5597 (0.5407) loss_giou_dn_3: 0.5544 (0.5319) loss_giou_dn_4: 0.5521 (0.5296) loss_giou_dn_5: 0.5520 (0.5297) loss_vfl: 0.7161 (0.7453) loss_vfl_aux_0: 0.8324 (0.8860) loss_vfl_aux_1: 0.7707 (0.8446) loss_vfl_aux_2: 0.7479 (0.7847) loss_vfl_aux_3: 0.7093 (0.7581) loss_vfl_aux_4: 0.7102 (0.7481) loss_vfl_aux_5: 0.8091 (0.8538) loss_vfl_dn_0: 0.4716 (0.4796) loss_vfl_dn_1: 0.4187 (0.4251) loss_vfl_dn_2: 0.4054 (0.4071) loss_vfl_dn_3: 0.3993 (0.3991) loss_vfl_dn_4: 0.3942 (0.3962) loss_vfl_dn_5: 0.3947 (0.3955) time: 0.4720 data: 0.0150 max mem: 5653 Epoch: [11] [1900/7393] eta: 0:43:46 lr: 0.000010 loss: 18.2996 (18.2331) loss_bbox: 0.1812 (0.1811) loss_bbox_aux_0: 0.1875 (0.1955) loss_bbox_aux_1: 0.1862 (0.1853) loss_bbox_aux_2: 0.1868 (0.1828) loss_bbox_aux_3: 0.1744 (0.1811) loss_bbox_aux_4: 0.1803 (0.1810) loss_bbox_aux_5: 0.2269 (0.2406) loss_bbox_dn_0: 0.3100 (0.3348) loss_bbox_dn_1: 0.2392 (0.2642) loss_bbox_dn_2: 0.2291 (0.2438) loss_bbox_dn_3: 0.2218 (0.2356) loss_bbox_dn_4: 0.2208 (0.2332) loss_bbox_dn_5: 0.2208 (0.2331) loss_giou: 0.4685 (0.5286) loss_giou_aux_0: 0.5042 (0.5570) loss_giou_aux_1: 0.4952 (0.5379) loss_giou_aux_2: 0.4932 (0.5326) loss_giou_aux_3: 0.4770 (0.5295) loss_giou_aux_4: 0.4802 (0.5287) loss_giou_aux_5: 0.6019 (0.6336) loss_giou_dn_0: 0.6620 (0.6708) loss_giou_dn_1: 0.5854 (0.5673) loss_giou_dn_2: 0.5545 (0.5411) loss_giou_dn_3: 0.5442 (0.5322) loss_giou_dn_4: 0.5390 (0.5299) loss_giou_dn_5: 0.5387 (0.5300) loss_vfl: 0.7428 (0.7453) loss_vfl_aux_0: 0.8766 (0.8859) loss_vfl_aux_1: 0.8345 (0.8442) loss_vfl_aux_2: 0.7633 (0.7841) loss_vfl_aux_3: 0.7503 (0.7580) loss_vfl_aux_4: 0.7451 (0.7480) loss_vfl_aux_5: 0.8361 (0.8536) loss_vfl_dn_0: 0.4775 (0.4795) loss_vfl_dn_1: 0.4286 (0.4251) loss_vfl_dn_2: 0.4117 (0.4071) loss_vfl_dn_3: 0.4028 (0.3991) loss_vfl_dn_4: 0.3992 (0.3962) loss_vfl_dn_5: 0.3985 (0.3955) time: 0.4579 data: 0.0146 max mem: 5653 Epoch: [11] [2000/7393] eta: 0:42:56 lr: 0.000010 loss: 17.8846 (18.2377) loss_bbox: 0.1632 (0.1809) loss_bbox_aux_0: 0.1909 (0.1954) loss_bbox_aux_1: 0.1652 (0.1852) loss_bbox_aux_2: 0.1632 (0.1827) loss_bbox_aux_3: 0.1667 (0.1810) loss_bbox_aux_4: 0.1633 (0.1808) loss_bbox_aux_5: 0.2237 (0.2405) loss_bbox_dn_0: 0.3002 (0.3347) loss_bbox_dn_1: 0.2279 (0.2642) loss_bbox_dn_2: 0.2147 (0.2438) loss_bbox_dn_3: 0.2110 (0.2356) loss_bbox_dn_4: 0.2096 (0.2333) loss_bbox_dn_5: 0.2095 (0.2332) loss_giou: 0.5159 (0.5291) loss_giou_aux_0: 0.5463 (0.5575) loss_giou_aux_1: 0.5298 (0.5384) loss_giou_aux_2: 0.5229 (0.5331) loss_giou_aux_3: 0.5120 (0.5301) loss_giou_aux_4: 0.5136 (0.5293) loss_giou_aux_5: 0.6088 (0.6341) loss_giou_dn_0: 0.6445 (0.6708) loss_giou_dn_1: 0.5411 (0.5673) loss_giou_dn_2: 0.5141 (0.5412) loss_giou_dn_3: 0.5065 (0.5323) loss_giou_dn_4: 0.5037 (0.5300) loss_giou_dn_5: 0.5038 (0.5302) loss_vfl: 0.7221 (0.7455) loss_vfl_aux_0: 0.8515 (0.8857) loss_vfl_aux_1: 0.8087 (0.8438) loss_vfl_aux_2: 0.7542 (0.7841) loss_vfl_aux_3: 0.7271 (0.7579) loss_vfl_aux_4: 0.7267 (0.7482) loss_vfl_aux_5: 0.8417 (0.8538) loss_vfl_dn_0: 0.4806 (0.4797) loss_vfl_dn_1: 0.4286 (0.4253) loss_vfl_dn_2: 0.4088 (0.4073) loss_vfl_dn_3: 0.3993 (0.3993) loss_vfl_dn_4: 0.3967 (0.3964) loss_vfl_dn_5: 0.3964 (0.3957) time: 0.4682 data: 0.0142 max mem: 5653 Epoch: [11] [2100/7393] eta: 0:42:06 lr: 0.000010 loss: 18.3169 (18.2405) loss_bbox: 0.1717 (0.1810) loss_bbox_aux_0: 0.1745 (0.1955) loss_bbox_aux_1: 0.1629 (0.1852) loss_bbox_aux_2: 0.1688 (0.1826) loss_bbox_aux_3: 0.1691 (0.1811) loss_bbox_aux_4: 0.1752 (0.1809) loss_bbox_aux_5: 0.2236 (0.2406) loss_bbox_dn_0: 0.3233 (0.3347) loss_bbox_dn_1: 0.2589 (0.2643) loss_bbox_dn_2: 0.2392 (0.2440) loss_bbox_dn_3: 0.2252 (0.2358) loss_bbox_dn_4: 0.2239 (0.2335) loss_bbox_dn_5: 0.2228 (0.2334) loss_giou: 0.4798 (0.5297) loss_giou_aux_0: 0.5090 (0.5579) loss_giou_aux_1: 0.4952 (0.5389) loss_giou_aux_2: 0.4875 (0.5337) loss_giou_aux_3: 0.4870 (0.5307) loss_giou_aux_4: 0.4830 (0.5299) loss_giou_aux_5: 0.6030 (0.6344) loss_giou_dn_0: 0.6415 (0.6711) loss_giou_dn_1: 0.5579 (0.5678) loss_giou_dn_2: 0.5336 (0.5416) loss_giou_dn_3: 0.5229 (0.5329) loss_giou_dn_4: 0.5208 (0.5305) loss_giou_dn_5: 0.5208 (0.5307) loss_vfl: 0.7381 (0.7447) loss_vfl_aux_0: 0.9191 (0.8854) loss_vfl_aux_1: 0.8352 (0.8428) loss_vfl_aux_2: 0.7682 (0.7834) loss_vfl_aux_3: 0.7487 (0.7572) loss_vfl_aux_4: 0.7422 (0.7475) loss_vfl_aux_5: 0.8742 (0.8536) loss_vfl_dn_0: 0.4780 (0.4795) loss_vfl_dn_1: 0.4258 (0.4252) loss_vfl_dn_2: 0.4048 (0.4073) loss_vfl_dn_3: 0.3990 (0.3993) loss_vfl_dn_4: 0.3951 (0.3964) loss_vfl_dn_5: 0.3940 (0.3957) time: 0.4678 data: 0.0146 max mem: 5653 Epoch: [11] [2200/7393] eta: 0:41:15 lr: 0.000010 loss: 17.8513 (18.2509) loss_bbox: 0.1772 (0.1813) loss_bbox_aux_0: 0.1830 (0.1956) loss_bbox_aux_1: 0.1726 (0.1854) loss_bbox_aux_2: 0.1783 (0.1828) loss_bbox_aux_3: 0.1728 (0.1812) loss_bbox_aux_4: 0.1767 (0.1811) loss_bbox_aux_5: 0.2296 (0.2406) loss_bbox_dn_0: 0.3021 (0.3344) loss_bbox_dn_1: 0.2274 (0.2641) loss_bbox_dn_2: 0.2093 (0.2438) loss_bbox_dn_3: 0.2023 (0.2357) loss_bbox_dn_4: 0.2017 (0.2333) loss_bbox_dn_5: 0.2018 (0.2332) loss_giou: 0.5058 (0.5307) loss_giou_aux_0: 0.5264 (0.5588) loss_giou_aux_1: 0.4966 (0.5399) loss_giou_aux_2: 0.5057 (0.5347) loss_giou_aux_3: 0.5005 (0.5316) loss_giou_aux_4: 0.5017 (0.5308) loss_giou_aux_5: 0.5986 (0.6353) loss_giou_dn_0: 0.6556 (0.6715) loss_giou_dn_1: 0.5717 (0.5683) loss_giou_dn_2: 0.5462 (0.5422) loss_giou_dn_3: 0.5395 (0.5335) loss_giou_dn_4: 0.5372 (0.5312) loss_giou_dn_5: 0.5372 (0.5313) loss_vfl: 0.7351 (0.7451) loss_vfl_aux_0: 0.8944 (0.8854) loss_vfl_aux_1: 0.8255 (0.8423) loss_vfl_aux_2: 0.7674 (0.7833) loss_vfl_aux_3: 0.7580 (0.7574) loss_vfl_aux_4: 0.7563 (0.7479) loss_vfl_aux_5: 0.8444 (0.8531) loss_vfl_dn_0: 0.4759 (0.4794) loss_vfl_dn_1: 0.4208 (0.4253) loss_vfl_dn_2: 0.4058 (0.4074) loss_vfl_dn_3: 0.4010 (0.3995) loss_vfl_dn_4: 0.3990 (0.3965) loss_vfl_dn_5: 0.3982 (0.3958) time: 0.4712 data: 0.0142 max mem: 5653 Epoch: [11] [2300/7393] eta: 0:40:25 lr: 0.000010 loss: 18.3862 (18.2440) loss_bbox: 0.1717 (0.1811) loss_bbox_aux_0: 0.1826 (0.1953) loss_bbox_aux_1: 0.1818 (0.1852) loss_bbox_aux_2: 0.1755 (0.1827) loss_bbox_aux_3: 0.1696 (0.1811) loss_bbox_aux_4: 0.1696 (0.1810) loss_bbox_aux_5: 0.2151 (0.2404) loss_bbox_dn_0: 0.2874 (0.3340) loss_bbox_dn_1: 0.2280 (0.2638) loss_bbox_dn_2: 0.2098 (0.2436) loss_bbox_dn_3: 0.2015 (0.2354) loss_bbox_dn_4: 0.2035 (0.2331) loss_bbox_dn_5: 0.2033 (0.2330) loss_giou: 0.5777 (0.5304) loss_giou_aux_0: 0.6308 (0.5585) loss_giou_aux_1: 0.5951 (0.5396) loss_giou_aux_2: 0.5907 (0.5344) loss_giou_aux_3: 0.5868 (0.5313) loss_giou_aux_4: 0.5803 (0.5305) loss_giou_aux_5: 0.6850 (0.6351) loss_giou_dn_0: 0.6945 (0.6711) loss_giou_dn_1: 0.6005 (0.5679) loss_giou_dn_2: 0.5842 (0.5418) loss_giou_dn_3: 0.5777 (0.5331) loss_giou_dn_4: 0.5763 (0.5308) loss_giou_dn_5: 0.5771 (0.5309) loss_vfl: 0.7327 (0.7452) loss_vfl_aux_0: 0.8781 (0.8855) loss_vfl_aux_1: 0.8081 (0.8420) loss_vfl_aux_2: 0.7653 (0.7833) loss_vfl_aux_3: 0.7442 (0.7575) loss_vfl_aux_4: 0.7374 (0.7480) loss_vfl_aux_5: 0.8000 (0.8529) loss_vfl_dn_0: 0.4854 (0.4796) loss_vfl_dn_1: 0.4271 (0.4254) loss_vfl_dn_2: 0.4066 (0.4075) loss_vfl_dn_3: 0.4039 (0.3995) loss_vfl_dn_4: 0.4008 (0.3966) loss_vfl_dn_5: 0.3987 (0.3959) time: 0.4649 data: 0.0140 max mem: 5653 Epoch: [11] [2400/7393] eta: 0:39:36 lr: 0.000010 loss: 17.8739 (18.2380) loss_bbox: 0.1597 (0.1809) loss_bbox_aux_0: 0.1748 (0.1951) loss_bbox_aux_1: 0.1618 (0.1849) loss_bbox_aux_2: 0.1628 (0.1825) loss_bbox_aux_3: 0.1613 (0.1810) loss_bbox_aux_4: 0.1592 (0.1808) loss_bbox_aux_5: 0.2114 (0.2402) loss_bbox_dn_0: 0.2979 (0.3338) loss_bbox_dn_1: 0.2362 (0.2635) loss_bbox_dn_2: 0.2156 (0.2433) loss_bbox_dn_3: 0.2137 (0.2352) loss_bbox_dn_4: 0.2093 (0.2329) loss_bbox_dn_5: 0.2086 (0.2328) loss_giou: 0.5374 (0.5304) loss_giou_aux_0: 0.5622 (0.5583) loss_giou_aux_1: 0.5398 (0.5394) loss_giou_aux_2: 0.5405 (0.5343) loss_giou_aux_3: 0.5381 (0.5313) loss_giou_aux_4: 0.5385 (0.5305) loss_giou_aux_5: 0.6407 (0.6349) loss_giou_dn_0: 0.6593 (0.6711) loss_giou_dn_1: 0.5504 (0.5678) loss_giou_dn_2: 0.5160 (0.5417) loss_giou_dn_3: 0.5100 (0.5329) loss_giou_dn_4: 0.5083 (0.5307) loss_giou_dn_5: 0.5089 (0.5308) loss_vfl: 0.7386 (0.7449) loss_vfl_aux_0: 0.8665 (0.8855) loss_vfl_aux_1: 0.8214 (0.8420) loss_vfl_aux_2: 0.7501 (0.7829) loss_vfl_aux_3: 0.7502 (0.7571) loss_vfl_aux_4: 0.7372 (0.7478) loss_vfl_aux_5: 0.8282 (0.8529) loss_vfl_dn_0: 0.4747 (0.4796) loss_vfl_dn_1: 0.4211 (0.4254) loss_vfl_dn_2: 0.4061 (0.4074) loss_vfl_dn_3: 0.3985 (0.3995) loss_vfl_dn_4: 0.3966 (0.3966) loss_vfl_dn_5: 0.3968 (0.3959) time: 0.4783 data: 0.0136 max mem: 5653 Epoch: [11] [2500/7393] eta: 0:38:48 lr: 0.000010 loss: 18.4241 (18.2369) loss_bbox: 0.1602 (0.1809) loss_bbox_aux_0: 0.1723 (0.1950) loss_bbox_aux_1: 0.1670 (0.1848) loss_bbox_aux_2: 0.1743 (0.1824) loss_bbox_aux_3: 0.1690 (0.1809) loss_bbox_aux_4: 0.1584 (0.1807) loss_bbox_aux_5: 0.2159 (0.2400) loss_bbox_dn_0: 0.3309 (0.3334) loss_bbox_dn_1: 0.2536 (0.2631) loss_bbox_dn_2: 0.2253 (0.2430) loss_bbox_dn_3: 0.2159 (0.2348) loss_bbox_dn_4: 0.2144 (0.2325) loss_bbox_dn_5: 0.2146 (0.2324) loss_giou: 0.5323 (0.5311) loss_giou_aux_0: 0.5426 (0.5590) loss_giou_aux_1: 0.5318 (0.5400) loss_giou_aux_2: 0.5325 (0.5350) loss_giou_aux_3: 0.5331 (0.5320) loss_giou_aux_4: 0.5343 (0.5312) loss_giou_aux_5: 0.6355 (0.6355) loss_giou_dn_0: 0.6811 (0.6714) loss_giou_dn_1: 0.5817 (0.5681) loss_giou_dn_2: 0.5585 (0.5420) loss_giou_dn_3: 0.5437 (0.5333) loss_giou_dn_4: 0.5420 (0.5310) loss_giou_dn_5: 0.5417 (0.5311) loss_vfl: 0.7239 (0.7442) loss_vfl_aux_0: 0.8632 (0.8847) loss_vfl_aux_1: 0.8064 (0.8411) loss_vfl_aux_2: 0.7519 (0.7822) loss_vfl_aux_3: 0.7333 (0.7564) loss_vfl_aux_4: 0.7211 (0.7470) loss_vfl_aux_5: 0.8211 (0.8520) loss_vfl_dn_0: 0.4744 (0.4796) loss_vfl_dn_1: 0.4251 (0.4253) loss_vfl_dn_2: 0.4085 (0.4074) loss_vfl_dn_3: 0.4025 (0.3995) loss_vfl_dn_4: 0.4011 (0.3966) loss_vfl_dn_5: 0.3980 (0.3959) time: 0.4655 data: 0.0137 max mem: 5653 Epoch: [11] [2600/7393] eta: 0:38:00 lr: 0.000010 loss: 18.1281 (18.2323) loss_bbox: 0.1723 (0.1809) loss_bbox_aux_0: 0.1807 (0.1950) loss_bbox_aux_1: 0.1705 (0.1848) loss_bbox_aux_2: 0.1648 (0.1824) loss_bbox_aux_3: 0.1681 (0.1810) loss_bbox_aux_4: 0.1675 (0.1808) loss_bbox_aux_5: 0.2265 (0.2399) loss_bbox_dn_0: 0.3122 (0.3332) loss_bbox_dn_1: 0.2419 (0.2629) loss_bbox_dn_2: 0.2198 (0.2427) loss_bbox_dn_3: 0.2148 (0.2346) loss_bbox_dn_4: 0.2152 (0.2323) loss_bbox_dn_5: 0.2153 (0.2322) loss_giou: 0.4988 (0.5309) loss_giou_aux_0: 0.5326 (0.5588) loss_giou_aux_1: 0.5133 (0.5399) loss_giou_aux_2: 0.5101 (0.5348) loss_giou_aux_3: 0.5044 (0.5319) loss_giou_aux_4: 0.5018 (0.5310) loss_giou_aux_5: 0.6120 (0.6353) loss_giou_dn_0: 0.6755 (0.6712) loss_giou_dn_1: 0.5707 (0.5679) loss_giou_dn_2: 0.5422 (0.5418) loss_giou_dn_3: 0.5357 (0.5331) loss_giou_dn_4: 0.5344 (0.5308) loss_giou_dn_5: 0.5345 (0.5309) loss_vfl: 0.7490 (0.7443) loss_vfl_aux_0: 0.8736 (0.8846) loss_vfl_aux_1: 0.8058 (0.8406) loss_vfl_aux_2: 0.7859 (0.7821) loss_vfl_aux_3: 0.7666 (0.7564) loss_vfl_aux_4: 0.7696 (0.7471) loss_vfl_aux_5: 0.8344 (0.8520) loss_vfl_dn_0: 0.4845 (0.4796) loss_vfl_dn_1: 0.4307 (0.4253) loss_vfl_dn_2: 0.4120 (0.4074) loss_vfl_dn_3: 0.4047 (0.3995) loss_vfl_dn_4: 0.4050 (0.3966) loss_vfl_dn_5: 0.4035 (0.3959) time: 0.4704 data: 0.0145 max mem: 5653 Epoch: [11] [2700/7393] eta: 0:37:11 lr: 0.000010 loss: 18.7192 (18.2249) loss_bbox: 0.1792 (0.1808) loss_bbox_aux_0: 0.1928 (0.1949) loss_bbox_aux_1: 0.1867 (0.1847) loss_bbox_aux_2: 0.1856 (0.1823) loss_bbox_aux_3: 0.1759 (0.1808) loss_bbox_aux_4: 0.1819 (0.1806) loss_bbox_aux_5: 0.2342 (0.2397) loss_bbox_dn_0: 0.3068 (0.3332) loss_bbox_dn_1: 0.2429 (0.2628) loss_bbox_dn_2: 0.2261 (0.2425) loss_bbox_dn_3: 0.2219 (0.2344) loss_bbox_dn_4: 0.2190 (0.2321) loss_bbox_dn_5: 0.2192 (0.2320) loss_giou: 0.5442 (0.5307) loss_giou_aux_0: 0.5680 (0.5586) loss_giou_aux_1: 0.5440 (0.5397) loss_giou_aux_2: 0.5500 (0.5347) loss_giou_aux_3: 0.5419 (0.5317) loss_giou_aux_4: 0.5458 (0.5309) loss_giou_aux_5: 0.6443 (0.6352) loss_giou_dn_0: 0.7013 (0.6711) loss_giou_dn_1: 0.6021 (0.5677) loss_giou_dn_2: 0.5762 (0.5417) loss_giou_dn_3: 0.5665 (0.5329) loss_giou_dn_4: 0.5629 (0.5307) loss_giou_dn_5: 0.5630 (0.5308) loss_vfl: 0.7567 (0.7440) loss_vfl_aux_0: 0.8448 (0.8842) loss_vfl_aux_1: 0.8071 (0.8397) loss_vfl_aux_2: 0.7670 (0.7816) loss_vfl_aux_3: 0.7492 (0.7561) loss_vfl_aux_4: 0.7488 (0.7468) loss_vfl_aux_5: 0.8384 (0.8519) loss_vfl_dn_0: 0.4761 (0.4795) loss_vfl_dn_1: 0.4239 (0.4252) loss_vfl_dn_2: 0.4064 (0.4073) loss_vfl_dn_3: 0.3994 (0.3993) loss_vfl_dn_4: 0.3994 (0.3964) loss_vfl_dn_5: 0.3977 (0.3958) time: 0.4717 data: 0.0138 max mem: 5653 Epoch: [11] [2800/7393] eta: 0:36:31 lr: 0.000010 loss: 18.7187 (18.2304) loss_bbox: 0.1881 (0.1810) loss_bbox_aux_0: 0.2042 (0.1951) loss_bbox_aux_1: 0.1830 (0.1850) loss_bbox_aux_2: 0.1911 (0.1825) loss_bbox_aux_3: 0.1744 (0.1811) loss_bbox_aux_4: 0.1787 (0.1808) loss_bbox_aux_5: 0.2373 (0.2398) loss_bbox_dn_0: 0.3307 (0.3333) loss_bbox_dn_1: 0.2762 (0.2629) loss_bbox_dn_2: 0.2507 (0.2427) loss_bbox_dn_3: 0.2376 (0.2346) loss_bbox_dn_4: 0.2363 (0.2322) loss_bbox_dn_5: 0.2362 (0.2321) loss_giou: 0.5338 (0.5310) loss_giou_aux_0: 0.5593 (0.5589) loss_giou_aux_1: 0.5349 (0.5400) loss_giou_aux_2: 0.5343 (0.5349) loss_giou_aux_3: 0.5404 (0.5320) loss_giou_aux_4: 0.5350 (0.5311) loss_giou_aux_5: 0.6335 (0.6355) loss_giou_dn_0: 0.6705 (0.6714) loss_giou_dn_1: 0.5653 (0.5680) loss_giou_dn_2: 0.5407 (0.5418) loss_giou_dn_3: 0.5307 (0.5331) loss_giou_dn_4: 0.5274 (0.5308) loss_giou_dn_5: 0.5271 (0.5310) loss_vfl: 0.7619 (0.7441) loss_vfl_aux_0: 0.8825 (0.8840) loss_vfl_aux_1: 0.8361 (0.8393) loss_vfl_aux_2: 0.7838 (0.7817) loss_vfl_aux_3: 0.7837 (0.7561) loss_vfl_aux_4: 0.7585 (0.7469) loss_vfl_aux_5: 0.9027 (0.8519) loss_vfl_dn_0: 0.4836 (0.4795) loss_vfl_dn_1: 0.4285 (0.4253) loss_vfl_dn_2: 0.4084 (0.4074) loss_vfl_dn_3: 0.4013 (0.3995) loss_vfl_dn_4: 0.3967 (0.3965) loss_vfl_dn_5: 0.3981 (0.3959) time: 0.4665 data: 0.0141 max mem: 5653 Epoch: [11] [2900/7393] eta: 0:35:43 lr: 0.000010 loss: 17.8686 (18.2313) loss_bbox: 0.1600 (0.1807) loss_bbox_aux_0: 0.1653 (0.1948) loss_bbox_aux_1: 0.1595 (0.1847) loss_bbox_aux_2: 0.1583 (0.1823) loss_bbox_aux_3: 0.1632 (0.1808) loss_bbox_aux_4: 0.1600 (0.1806) loss_bbox_aux_5: 0.2169 (0.2395) loss_bbox_dn_0: 0.2978 (0.3328) loss_bbox_dn_1: 0.2356 (0.2626) loss_bbox_dn_2: 0.2135 (0.2424) loss_bbox_dn_3: 0.2065 (0.2343) loss_bbox_dn_4: 0.2096 (0.2320) loss_bbox_dn_5: 0.2095 (0.2319) loss_giou: 0.5763 (0.5314) loss_giou_aux_0: 0.6111 (0.5594) loss_giou_aux_1: 0.5938 (0.5405) loss_giou_aux_2: 0.5660 (0.5354) loss_giou_aux_3: 0.5832 (0.5324) loss_giou_aux_4: 0.5713 (0.5316) loss_giou_aux_5: 0.6831 (0.6360) loss_giou_dn_0: 0.6865 (0.6718) loss_giou_dn_1: 0.5939 (0.5683) loss_giou_dn_2: 0.5683 (0.5422) loss_giou_dn_3: 0.5622 (0.5335) loss_giou_dn_4: 0.5613 (0.5312) loss_giou_dn_5: 0.5612 (0.5314) loss_vfl: 0.7209 (0.7441) loss_vfl_aux_0: 0.8207 (0.8836) loss_vfl_aux_1: 0.7840 (0.8388) loss_vfl_aux_2: 0.7486 (0.7817) loss_vfl_aux_3: 0.7218 (0.7560) loss_vfl_aux_4: 0.7342 (0.7468) loss_vfl_aux_5: 0.7709 (0.8516) loss_vfl_dn_0: 0.4709 (0.4794) loss_vfl_dn_1: 0.4173 (0.4253) loss_vfl_dn_2: 0.4044 (0.4074) loss_vfl_dn_3: 0.3948 (0.3995) loss_vfl_dn_4: 0.3943 (0.3966) loss_vfl_dn_5: 0.3935 (0.3959) time: 0.4724 data: 0.0143 max mem: 5653 Epoch: [11] [3000/7393] eta: 0:35:04 lr: 0.000010 loss: 17.9675 (18.2261) loss_bbox: 0.1581 (0.1808) loss_bbox_aux_0: 0.1749 (0.1948) loss_bbox_aux_1: 0.1716 (0.1847) loss_bbox_aux_2: 0.1711 (0.1823) loss_bbox_aux_3: 0.1694 (0.1809) loss_bbox_aux_4: 0.1622 (0.1806) loss_bbox_aux_5: 0.2178 (0.2395) loss_bbox_dn_0: 0.3047 (0.3328) loss_bbox_dn_1: 0.2417 (0.2626) loss_bbox_dn_2: 0.2237 (0.2424) loss_bbox_dn_3: 0.2181 (0.2343) loss_bbox_dn_4: 0.2170 (0.2320) loss_bbox_dn_5: 0.2170 (0.2319) loss_giou: 0.4880 (0.5314) loss_giou_aux_0: 0.5217 (0.5593) loss_giou_aux_1: 0.4950 (0.5405) loss_giou_aux_2: 0.4901 (0.5353) loss_giou_aux_3: 0.4791 (0.5324) loss_giou_aux_4: 0.4871 (0.5315) loss_giou_aux_5: 0.5985 (0.6359) loss_giou_dn_0: 0.6408 (0.6716) loss_giou_dn_1: 0.5402 (0.5682) loss_giou_dn_2: 0.5233 (0.5421) loss_giou_dn_3: 0.5167 (0.5334) loss_giou_dn_4: 0.5133 (0.5311) loss_giou_dn_5: 0.5141 (0.5313) loss_vfl: 0.7672 (0.7437) loss_vfl_aux_0: 0.9116 (0.8830) loss_vfl_aux_1: 0.8488 (0.8380) loss_vfl_aux_2: 0.7880 (0.7812) loss_vfl_aux_3: 0.7727 (0.7555) loss_vfl_aux_4: 0.7669 (0.7464) loss_vfl_aux_5: 0.8595 (0.8512) loss_vfl_dn_0: 0.4756 (0.4793) loss_vfl_dn_1: 0.4244 (0.4252) loss_vfl_dn_2: 0.4102 (0.4074) loss_vfl_dn_3: 0.4014 (0.3994) loss_vfl_dn_4: 0.4020 (0.3966) loss_vfl_dn_5: 0.4020 (0.3959) time: 0.4756 data: 0.0149 max mem: 5653 Epoch: [11] [3100/7393] eta: 0:34:15 lr: 0.000010 loss: 18.4318 (18.2274) loss_bbox: 0.1648 (0.1807) loss_bbox_aux_0: 0.1684 (0.1947) loss_bbox_aux_1: 0.1799 (0.1848) loss_bbox_aux_2: 0.1642 (0.1822) loss_bbox_aux_3: 0.1713 (0.1808) loss_bbox_aux_4: 0.1627 (0.1806) loss_bbox_aux_5: 0.2142 (0.2393) loss_bbox_dn_0: 0.2908 (0.3324) loss_bbox_dn_1: 0.2389 (0.2623) loss_bbox_dn_2: 0.2236 (0.2421) loss_bbox_dn_3: 0.2133 (0.2341) loss_bbox_dn_4: 0.2105 (0.2318) loss_bbox_dn_5: 0.2106 (0.2317) loss_giou: 0.5623 (0.5316) loss_giou_aux_0: 0.5898 (0.5596) loss_giou_aux_1: 0.5777 (0.5408) loss_giou_aux_2: 0.5777 (0.5356) loss_giou_aux_3: 0.5621 (0.5326) loss_giou_aux_4: 0.5643 (0.5317) loss_giou_aux_5: 0.7034 (0.6360) loss_giou_dn_0: 0.6907 (0.6717) loss_giou_dn_1: 0.5688 (0.5682) loss_giou_dn_2: 0.5417 (0.5421) loss_giou_dn_3: 0.5347 (0.5335) loss_giou_dn_4: 0.5338 (0.5312) loss_giou_dn_5: 0.5338 (0.5313) loss_vfl: 0.7286 (0.7441) loss_vfl_aux_0: 0.8227 (0.8826) loss_vfl_aux_1: 0.7850 (0.8377) loss_vfl_aux_2: 0.7495 (0.7813) loss_vfl_aux_3: 0.7334 (0.7560) loss_vfl_aux_4: 0.7323 (0.7469) loss_vfl_aux_5: 0.7996 (0.8513) loss_vfl_dn_0: 0.4810 (0.4794) loss_vfl_dn_1: 0.4214 (0.4252) loss_vfl_dn_2: 0.4063 (0.4074) loss_vfl_dn_3: 0.3977 (0.3995) loss_vfl_dn_4: 0.3981 (0.3966) loss_vfl_dn_5: 0.3993 (0.3960) time: 0.4829 data: 0.0150 max mem: 5653 Epoch: [11] [3200/7393] eta: 0:33:25 lr: 0.000010 loss: 17.7669 (18.2290) loss_bbox: 0.1658 (0.1808) loss_bbox_aux_0: 0.1743 (0.1948) loss_bbox_aux_1: 0.1732 (0.1849) loss_bbox_aux_2: 0.1682 (0.1824) loss_bbox_aux_3: 0.1684 (0.1809) loss_bbox_aux_4: 0.1677 (0.1807) loss_bbox_aux_5: 0.2181 (0.2393) loss_bbox_dn_0: 0.3169 (0.3327) loss_bbox_dn_1: 0.2534 (0.2625) loss_bbox_dn_2: 0.2344 (0.2423) loss_bbox_dn_3: 0.2262 (0.2343) loss_bbox_dn_4: 0.2210 (0.2319) loss_bbox_dn_5: 0.2210 (0.2319) loss_giou: 0.5021 (0.5316) loss_giou_aux_0: 0.5399 (0.5595) loss_giou_aux_1: 0.5150 (0.5407) loss_giou_aux_2: 0.5146 (0.5355) loss_giou_aux_3: 0.5073 (0.5326) loss_giou_aux_4: 0.5031 (0.5317) loss_giou_aux_5: 0.6264 (0.6358) loss_giou_dn_0: 0.6605 (0.6716) loss_giou_dn_1: 0.5621 (0.5682) loss_giou_dn_2: 0.5285 (0.5421) loss_giou_dn_3: 0.5220 (0.5334) loss_giou_dn_4: 0.5193 (0.5311) loss_giou_dn_5: 0.5190 (0.5312) loss_vfl: 0.7510 (0.7442) loss_vfl_aux_0: 0.8642 (0.8826) loss_vfl_aux_1: 0.8414 (0.8375) loss_vfl_aux_2: 0.7858 (0.7813) loss_vfl_aux_3: 0.7675 (0.7561) loss_vfl_aux_4: 0.7423 (0.7470) loss_vfl_aux_5: 0.8510 (0.8516) loss_vfl_dn_0: 0.4801 (0.4794) loss_vfl_dn_1: 0.4262 (0.4253) loss_vfl_dn_2: 0.4122 (0.4074) loss_vfl_dn_3: 0.4033 (0.3995) loss_vfl_dn_4: 0.4017 (0.3967) loss_vfl_dn_5: 0.4016 (0.3960) time: 0.4845 data: 0.0137 max mem: 5653 Epoch: [11] [3300/7393] eta: 0:32:43 lr: 0.000010 loss: 17.5865 (18.2257) loss_bbox: 0.1661 (0.1808) loss_bbox_aux_0: 0.1682 (0.1949) loss_bbox_aux_1: 0.1708 (0.1849) loss_bbox_aux_2: 0.1681 (0.1823) loss_bbox_aux_3: 0.1586 (0.1809) loss_bbox_aux_4: 0.1661 (0.1807) loss_bbox_aux_5: 0.2105 (0.2393) loss_bbox_dn_0: 0.3336 (0.3330) loss_bbox_dn_1: 0.2526 (0.2627) loss_bbox_dn_2: 0.2324 (0.2425) loss_bbox_dn_3: 0.2234 (0.2344) loss_bbox_dn_4: 0.2215 (0.2321) loss_bbox_dn_5: 0.2216 (0.2320) loss_giou: 0.5182 (0.5313) loss_giou_aux_0: 0.5546 (0.5593) loss_giou_aux_1: 0.5306 (0.5406) loss_giou_aux_2: 0.5098 (0.5354) loss_giou_aux_3: 0.5087 (0.5323) loss_giou_aux_4: 0.5154 (0.5314) loss_giou_aux_5: 0.6103 (0.6356) loss_giou_dn_0: 0.6757 (0.6714) loss_giou_dn_1: 0.5673 (0.5680) loss_giou_dn_2: 0.5467 (0.5419) loss_giou_dn_3: 0.5399 (0.5332) loss_giou_dn_4: 0.5379 (0.5309) loss_giou_dn_5: 0.5381 (0.5310) loss_vfl: 0.7204 (0.7440) loss_vfl_aux_0: 0.8692 (0.8826) loss_vfl_aux_1: 0.8110 (0.8370) loss_vfl_aux_2: 0.7508 (0.7810) loss_vfl_aux_3: 0.7503 (0.7560) loss_vfl_aux_4: 0.7242 (0.7468) loss_vfl_aux_5: 0.8543 (0.8518) loss_vfl_dn_0: 0.4746 (0.4794) loss_vfl_dn_1: 0.4155 (0.4252) loss_vfl_dn_2: 0.3994 (0.4074) loss_vfl_dn_3: 0.3909 (0.3994) loss_vfl_dn_4: 0.3913 (0.3966) loss_vfl_dn_5: 0.3897 (0.3959) time: 0.4627 data: 0.0147 max mem: 5653 Epoch: [11] [3400/7393] eta: 0:31:54 lr: 0.000010 loss: 18.1317 (18.2245) loss_bbox: 0.1683 (0.1807) loss_bbox_aux_0: 0.1824 (0.1948) loss_bbox_aux_1: 0.1800 (0.1848) loss_bbox_aux_2: 0.1730 (0.1823) loss_bbox_aux_3: 0.1704 (0.1808) loss_bbox_aux_4: 0.1726 (0.1806) loss_bbox_aux_5: 0.2343 (0.2392) loss_bbox_dn_0: 0.3038 (0.3331) loss_bbox_dn_1: 0.2236 (0.2628) loss_bbox_dn_2: 0.2099 (0.2426) loss_bbox_dn_3: 0.2034 (0.2345) loss_bbox_dn_4: 0.2041 (0.2322) loss_bbox_dn_5: 0.2041 (0.2321) loss_giou: 0.5551 (0.5312) loss_giou_aux_0: 0.5815 (0.5592) loss_giou_aux_1: 0.5544 (0.5404) loss_giou_aux_2: 0.5480 (0.5353) loss_giou_aux_3: 0.5474 (0.5322) loss_giou_aux_4: 0.5584 (0.5313) loss_giou_aux_5: 0.6526 (0.6353) loss_giou_dn_0: 0.6848 (0.6713) loss_giou_dn_1: 0.5688 (0.5678) loss_giou_dn_2: 0.5425 (0.5417) loss_giou_dn_3: 0.5321 (0.5330) loss_giou_dn_4: 0.5302 (0.5307) loss_giou_dn_5: 0.5310 (0.5308) loss_vfl: 0.7135 (0.7442) loss_vfl_aux_0: 0.8255 (0.8827) loss_vfl_aux_1: 0.7570 (0.8368) loss_vfl_aux_2: 0.7267 (0.7810) loss_vfl_aux_3: 0.7231 (0.7561) loss_vfl_aux_4: 0.7170 (0.7469) loss_vfl_aux_5: 0.7903 (0.8521) loss_vfl_dn_0: 0.4772 (0.4794) loss_vfl_dn_1: 0.4204 (0.4252) loss_vfl_dn_2: 0.4013 (0.4074) loss_vfl_dn_3: 0.3946 (0.3994) loss_vfl_dn_4: 0.3922 (0.3966) loss_vfl_dn_5: 0.3920 (0.3960) time: 0.4702 data: 0.0137 max mem: 5653 Epoch: [11] [3500/7393] eta: 0:31:05 lr: 0.000010 loss: 18.1784 (18.2279) loss_bbox: 0.1621 (0.1807) loss_bbox_aux_0: 0.1748 (0.1948) loss_bbox_aux_1: 0.1691 (0.1849) loss_bbox_aux_2: 0.1636 (0.1823) loss_bbox_aux_3: 0.1622 (0.1808) loss_bbox_aux_4: 0.1610 (0.1806) loss_bbox_aux_5: 0.2114 (0.2391) loss_bbox_dn_0: 0.3070 (0.3330) loss_bbox_dn_1: 0.2370 (0.2628) loss_bbox_dn_2: 0.2193 (0.2426) loss_bbox_dn_3: 0.2091 (0.2345) loss_bbox_dn_4: 0.2080 (0.2322) loss_bbox_dn_5: 0.2079 (0.2321) loss_giou: 0.5583 (0.5317) loss_giou_aux_0: 0.5695 (0.5597) loss_giou_aux_1: 0.5558 (0.5409) loss_giou_aux_2: 0.5622 (0.5358) loss_giou_aux_3: 0.5515 (0.5327) loss_giou_aux_4: 0.5580 (0.5318) loss_giou_aux_5: 0.6664 (0.6358) loss_giou_dn_0: 0.6890 (0.6717) loss_giou_dn_1: 0.5858 (0.5683) loss_giou_dn_2: 0.5594 (0.5422) loss_giou_dn_3: 0.5523 (0.5335) loss_giou_dn_4: 0.5505 (0.5312) loss_giou_dn_5: 0.5504 (0.5313) loss_vfl: 0.7159 (0.7439) loss_vfl_aux_0: 0.8353 (0.8821) loss_vfl_aux_1: 0.7655 (0.8361) loss_vfl_aux_2: 0.7356 (0.7806) loss_vfl_aux_3: 0.7125 (0.7557) loss_vfl_aux_4: 0.7242 (0.7466) loss_vfl_aux_5: 0.8159 (0.8517) loss_vfl_dn_0: 0.4719 (0.4794) loss_vfl_dn_1: 0.4210 (0.4252) loss_vfl_dn_2: 0.4042 (0.4074) loss_vfl_dn_3: 0.3967 (0.3995) loss_vfl_dn_4: 0.3954 (0.3966) loss_vfl_dn_5: 0.3954 (0.3960) time: 0.4651 data: 0.0140 max mem: 5653 Epoch: [11] [3600/7393] eta: 0:30:15 lr: 0.000010 loss: 17.6809 (18.2256) loss_bbox: 0.1911 (0.1808) loss_bbox_aux_0: 0.1800 (0.1948) loss_bbox_aux_1: 0.1840 (0.1849) loss_bbox_aux_2: 0.1838 (0.1824) loss_bbox_aux_3: 0.1849 (0.1809) loss_bbox_aux_4: 0.1917 (0.1807) loss_bbox_aux_5: 0.2369 (0.2391) loss_bbox_dn_0: 0.3121 (0.3332) loss_bbox_dn_1: 0.2484 (0.2630) loss_bbox_dn_2: 0.2298 (0.2427) loss_bbox_dn_3: 0.2184 (0.2346) loss_bbox_dn_4: 0.2148 (0.2323) loss_bbox_dn_5: 0.2149 (0.2322) loss_giou: 0.4970 (0.5314) loss_giou_aux_0: 0.5294 (0.5595) loss_giou_aux_1: 0.5083 (0.5407) loss_giou_aux_2: 0.5056 (0.5356) loss_giou_aux_3: 0.4960 (0.5325) loss_giou_aux_4: 0.5037 (0.5316) loss_giou_aux_5: 0.6322 (0.6356) loss_giou_dn_0: 0.6587 (0.6716) loss_giou_dn_1: 0.5498 (0.5681) loss_giou_dn_2: 0.5237 (0.5420) loss_giou_dn_3: 0.5149 (0.5333) loss_giou_dn_4: 0.5104 (0.5310) loss_giou_dn_5: 0.5107 (0.5311) loss_vfl: 0.7451 (0.7438) loss_vfl_aux_0: 0.8579 (0.8820) loss_vfl_aux_1: 0.8053 (0.8358) loss_vfl_aux_2: 0.7944 (0.7804) loss_vfl_aux_3: 0.7581 (0.7556) loss_vfl_aux_4: 0.7540 (0.7465) loss_vfl_aux_5: 0.8541 (0.8517) loss_vfl_dn_0: 0.4760 (0.4794) loss_vfl_dn_1: 0.4252 (0.4252) loss_vfl_dn_2: 0.4046 (0.4074) loss_vfl_dn_3: 0.3938 (0.3995) loss_vfl_dn_4: 0.3907 (0.3967) loss_vfl_dn_5: 0.3905 (0.3961) time: 0.4575 data: 0.0138 max mem: 5653 Epoch: [11] [3700/7393] eta: 0:29:27 lr: 0.000010 loss: 18.5440 (18.2289) loss_bbox: 0.1835 (0.1809) loss_bbox_aux_0: 0.1955 (0.1949) loss_bbox_aux_1: 0.1858 (0.1850) loss_bbox_aux_2: 0.1862 (0.1826) loss_bbox_aux_3: 0.1849 (0.1810) loss_bbox_aux_4: 0.1841 (0.1808) loss_bbox_aux_5: 0.2265 (0.2392) loss_bbox_dn_0: 0.3070 (0.3335) loss_bbox_dn_1: 0.2383 (0.2631) loss_bbox_dn_2: 0.2150 (0.2428) loss_bbox_dn_3: 0.2055 (0.2347) loss_bbox_dn_4: 0.2015 (0.2324) loss_bbox_dn_5: 0.2013 (0.2323) loss_giou: 0.5672 (0.5317) loss_giou_aux_0: 0.5936 (0.5598) loss_giou_aux_1: 0.5604 (0.5410) loss_giou_aux_2: 0.5639 (0.5360) loss_giou_aux_3: 0.5703 (0.5328) loss_giou_aux_4: 0.5659 (0.5319) loss_giou_aux_5: 0.6516 (0.6359) loss_giou_dn_0: 0.6747 (0.6717) loss_giou_dn_1: 0.5820 (0.5681) loss_giou_dn_2: 0.5555 (0.5420) loss_giou_dn_3: 0.5472 (0.5333) loss_giou_dn_4: 0.5455 (0.5310) loss_giou_dn_5: 0.5459 (0.5312) loss_vfl: 0.7217 (0.7439) loss_vfl_aux_0: 0.8364 (0.8818) loss_vfl_aux_1: 0.7741 (0.8357) loss_vfl_aux_2: 0.7453 (0.7801) loss_vfl_aux_3: 0.7088 (0.7555) loss_vfl_aux_4: 0.7160 (0.7464) loss_vfl_aux_5: 0.8355 (0.8518) loss_vfl_dn_0: 0.4816 (0.4794) loss_vfl_dn_1: 0.4263 (0.4252) loss_vfl_dn_2: 0.4134 (0.4074) loss_vfl_dn_3: 0.4025 (0.3994) loss_vfl_dn_4: 0.4027 (0.3966) loss_vfl_dn_5: 0.4024 (0.3960) time: 0.4737 data: 0.0137 max mem: 5653 Epoch: [11] [3800/7393] eta: 0:28:38 lr: 0.000010 loss: 18.3044 (18.2239) loss_bbox: 0.1723 (0.1808) loss_bbox_aux_0: 0.1842 (0.1949) loss_bbox_aux_1: 0.1704 (0.1850) loss_bbox_aux_2: 0.1724 (0.1825) loss_bbox_aux_3: 0.1663 (0.1810) loss_bbox_aux_4: 0.1677 (0.1808) loss_bbox_aux_5: 0.2384 (0.2393) loss_bbox_dn_0: 0.2857 (0.3333) loss_bbox_dn_1: 0.2473 (0.2630) loss_bbox_dn_2: 0.2298 (0.2427) loss_bbox_dn_3: 0.2244 (0.2346) loss_bbox_dn_4: 0.2246 (0.2323) loss_bbox_dn_5: 0.2237 (0.2322) loss_giou: 0.5498 (0.5320) loss_giou_aux_0: 0.5776 (0.5601) loss_giou_aux_1: 0.5568 (0.5413) loss_giou_aux_2: 0.5541 (0.5362) loss_giou_aux_3: 0.5534 (0.5330) loss_giou_aux_4: 0.5539 (0.5322) loss_giou_aux_5: 0.6459 (0.6361) loss_giou_dn_0: 0.6675 (0.6716) loss_giou_dn_1: 0.5737 (0.5681) loss_giou_dn_2: 0.5511 (0.5420) loss_giou_dn_3: 0.5423 (0.5333) loss_giou_dn_4: 0.5406 (0.5310) loss_giou_dn_5: 0.5410 (0.5312) loss_vfl: 0.7144 (0.7432) loss_vfl_aux_0: 0.8366 (0.8811) loss_vfl_aux_1: 0.7675 (0.8348) loss_vfl_aux_2: 0.7468 (0.7794) loss_vfl_aux_3: 0.7369 (0.7550) loss_vfl_aux_4: 0.7161 (0.7458) loss_vfl_aux_5: 0.8034 (0.8512) loss_vfl_dn_0: 0.4696 (0.4792) loss_vfl_dn_1: 0.4139 (0.4250) loss_vfl_dn_2: 0.3940 (0.4072) loss_vfl_dn_3: 0.3860 (0.3993) loss_vfl_dn_4: 0.3827 (0.3964) loss_vfl_dn_5: 0.3821 (0.3958) time: 0.4966 data: 0.0136 max mem: 5653 Epoch: [11] [3900/7393] eta: 0:27:50 lr: 0.000010 loss: 18.1404 (18.2229) loss_bbox: 0.1782 (0.1809) loss_bbox_aux_0: 0.1709 (0.1949) loss_bbox_aux_1: 0.1666 (0.1850) loss_bbox_aux_2: 0.1640 (0.1825) loss_bbox_aux_3: 0.1738 (0.1810) loss_bbox_aux_4: 0.1776 (0.1808) loss_bbox_aux_5: 0.2098 (0.2393) loss_bbox_dn_0: 0.2571 (0.3330) loss_bbox_dn_1: 0.1998 (0.2628) loss_bbox_dn_2: 0.1796 (0.2425) loss_bbox_dn_3: 0.1749 (0.2345) loss_bbox_dn_4: 0.1731 (0.2322) loss_bbox_dn_5: 0.1731 (0.2321) loss_giou: 0.5608 (0.5321) loss_giou_aux_0: 0.5652 (0.5603) loss_giou_aux_1: 0.5666 (0.5415) loss_giou_aux_2: 0.5639 (0.5363) loss_giou_aux_3: 0.5562 (0.5331) loss_giou_aux_4: 0.5630 (0.5323) loss_giou_aux_5: 0.6402 (0.6362) loss_giou_dn_0: 0.6788 (0.6717) loss_giou_dn_1: 0.5770 (0.5682) loss_giou_dn_2: 0.5543 (0.5421) loss_giou_dn_3: 0.5472 (0.5334) loss_giou_dn_4: 0.5468 (0.5311) loss_giou_dn_5: 0.5467 (0.5313) loss_vfl: 0.7386 (0.7431) loss_vfl_aux_0: 0.8554 (0.8807) loss_vfl_aux_1: 0.7874 (0.8345) loss_vfl_aux_2: 0.7318 (0.7792) loss_vfl_aux_3: 0.7171 (0.7549) loss_vfl_aux_4: 0.7202 (0.7456) loss_vfl_aux_5: 0.8561 (0.8511) loss_vfl_dn_0: 0.4782 (0.4792) loss_vfl_dn_1: 0.4239 (0.4250) loss_vfl_dn_2: 0.4025 (0.4071) loss_vfl_dn_3: 0.3952 (0.3993) loss_vfl_dn_4: 0.3953 (0.3964) loss_vfl_dn_5: 0.3932 (0.3958) time: 0.4591 data: 0.0145 max mem: 5653 Epoch: [11] [4000/7393] eta: 0:27:01 lr: 0.000010 loss: 17.8856 (18.2199) loss_bbox: 0.1723 (0.1811) loss_bbox_aux_0: 0.1824 (0.1951) loss_bbox_aux_1: 0.1686 (0.1852) loss_bbox_aux_2: 0.1759 (0.1827) loss_bbox_aux_3: 0.1713 (0.1812) loss_bbox_aux_4: 0.1686 (0.1810) loss_bbox_aux_5: 0.2244 (0.2394) loss_bbox_dn_0: 0.3453 (0.3331) loss_bbox_dn_1: 0.2661 (0.2628) loss_bbox_dn_2: 0.2457 (0.2426) loss_bbox_dn_3: 0.2403 (0.2346) loss_bbox_dn_4: 0.2350 (0.2322) loss_bbox_dn_5: 0.2349 (0.2322) loss_giou: 0.4488 (0.5317) loss_giou_aux_0: 0.4711 (0.5598) loss_giou_aux_1: 0.4548 (0.5410) loss_giou_aux_2: 0.4562 (0.5360) loss_giou_aux_3: 0.4536 (0.5327) loss_giou_aux_4: 0.4461 (0.5319) loss_giou_aux_5: 0.5568 (0.6357) loss_giou_dn_0: 0.6307 (0.6714) loss_giou_dn_1: 0.5280 (0.5678) loss_giou_dn_2: 0.5017 (0.5418) loss_giou_dn_3: 0.4875 (0.5331) loss_giou_dn_4: 0.4841 (0.5308) loss_giou_dn_5: 0.4841 (0.5309) loss_vfl: 0.7371 (0.7431) loss_vfl_aux_0: 0.8735 (0.8807) loss_vfl_aux_1: 0.8187 (0.8343) loss_vfl_aux_2: 0.7585 (0.7792) loss_vfl_aux_3: 0.7559 (0.7549) loss_vfl_aux_4: 0.7444 (0.7457) loss_vfl_aux_5: 0.8587 (0.8513) loss_vfl_dn_0: 0.4813 (0.4792) loss_vfl_dn_1: 0.4199 (0.4249) loss_vfl_dn_2: 0.4005 (0.4071) loss_vfl_dn_3: 0.3884 (0.3992) loss_vfl_dn_4: 0.3829 (0.3964) loss_vfl_dn_5: 0.3829 (0.3958) time: 0.4716 data: 0.0138 max mem: 5653 Epoch: [11] [4100/7393] eta: 0:26:13 lr: 0.000010 loss: 17.6226 (18.2117) loss_bbox: 0.1746 (0.1809) loss_bbox_aux_0: 0.1853 (0.1950) loss_bbox_aux_1: 0.1806 (0.1851) loss_bbox_aux_2: 0.1860 (0.1826) loss_bbox_aux_3: 0.1635 (0.1810) loss_bbox_aux_4: 0.1774 (0.1808) loss_bbox_aux_5: 0.2325 (0.2393) loss_bbox_dn_0: 0.3262 (0.3331) loss_bbox_dn_1: 0.2536 (0.2628) loss_bbox_dn_2: 0.2280 (0.2426) loss_bbox_dn_3: 0.2210 (0.2345) loss_bbox_dn_4: 0.2185 (0.2321) loss_bbox_dn_5: 0.2180 (0.2321) loss_giou: 0.4900 (0.5313) loss_giou_aux_0: 0.5314 (0.5595) loss_giou_aux_1: 0.5027 (0.5407) loss_giou_aux_2: 0.4999 (0.5356) loss_giou_aux_3: 0.4943 (0.5324) loss_giou_aux_4: 0.4914 (0.5316) loss_giou_aux_5: 0.6040 (0.6354) loss_giou_dn_0: 0.6504 (0.6711) loss_giou_dn_1: 0.5407 (0.5675) loss_giou_dn_2: 0.5142 (0.5415) loss_giou_dn_3: 0.5043 (0.5328) loss_giou_dn_4: 0.5008 (0.5305) loss_giou_dn_5: 0.5003 (0.5306) loss_vfl: 0.7103 (0.7428) loss_vfl_aux_0: 0.8623 (0.8804) loss_vfl_aux_1: 0.8135 (0.8337) loss_vfl_aux_2: 0.7492 (0.7788) loss_vfl_aux_3: 0.7213 (0.7547) loss_vfl_aux_4: 0.7174 (0.7453) loss_vfl_aux_5: 0.8440 (0.8514) loss_vfl_dn_0: 0.4791 (0.4792) loss_vfl_dn_1: 0.4216 (0.4249) loss_vfl_dn_2: 0.3995 (0.4070) loss_vfl_dn_3: 0.3869 (0.3992) loss_vfl_dn_4: 0.3845 (0.3963) loss_vfl_dn_5: 0.3865 (0.3957) time: 0.4629 data: 0.0140 max mem: 5653 Epoch: [11] [4200/7393] eta: 0:25:24 lr: 0.000010 loss: 18.2545 (18.2086) loss_bbox: 0.1782 (0.1811) loss_bbox_aux_0: 0.2015 (0.1952) loss_bbox_aux_1: 0.1895 (0.1852) loss_bbox_aux_2: 0.1800 (0.1827) loss_bbox_aux_3: 0.1796 (0.1811) loss_bbox_aux_4: 0.1797 (0.1810) loss_bbox_aux_5: 0.2294 (0.2394) loss_bbox_dn_0: 0.3243 (0.3331) loss_bbox_dn_1: 0.2592 (0.2628) loss_bbox_dn_2: 0.2410 (0.2426) loss_bbox_dn_3: 0.2322 (0.2345) loss_bbox_dn_4: 0.2301 (0.2322) loss_bbox_dn_5: 0.2298 (0.2321) loss_giou: 0.5001 (0.5312) loss_giou_aux_0: 0.5283 (0.5593) loss_giou_aux_1: 0.5091 (0.5405) loss_giou_aux_2: 0.4942 (0.5354) loss_giou_aux_3: 0.4990 (0.5322) loss_giou_aux_4: 0.5001 (0.5314) loss_giou_aux_5: 0.5970 (0.6352) loss_giou_dn_0: 0.6543 (0.6709) loss_giou_dn_1: 0.5532 (0.5674) loss_giou_dn_2: 0.5150 (0.5413) loss_giou_dn_3: 0.5022 (0.5326) loss_giou_dn_4: 0.5004 (0.5303) loss_giou_dn_5: 0.5008 (0.5304) loss_vfl: 0.7436 (0.7426) loss_vfl_aux_0: 0.8602 (0.8802) loss_vfl_aux_1: 0.8173 (0.8333) loss_vfl_aux_2: 0.7744 (0.7785) loss_vfl_aux_3: 0.7523 (0.7544) loss_vfl_aux_4: 0.7412 (0.7451) loss_vfl_aux_5: 0.8571 (0.8513) loss_vfl_dn_0: 0.4804 (0.4792) loss_vfl_dn_1: 0.4225 (0.4248) loss_vfl_dn_2: 0.4052 (0.4070) loss_vfl_dn_3: 0.3974 (0.3992) loss_vfl_dn_4: 0.3916 (0.3963) loss_vfl_dn_5: 0.3916 (0.3957) time: 0.4718 data: 0.0153 max mem: 5653 Epoch: [11] [4300/7393] eta: 0:24:36 lr: 0.000010 loss: 18.4724 (18.2087) loss_bbox: 0.1739 (0.1811) loss_bbox_aux_0: 0.1923 (0.1952) loss_bbox_aux_1: 0.1783 (0.1852) loss_bbox_aux_2: 0.1725 (0.1827) loss_bbox_aux_3: 0.1729 (0.1812) loss_bbox_aux_4: 0.1695 (0.1810) loss_bbox_aux_5: 0.2233 (0.2395) loss_bbox_dn_0: 0.3338 (0.3331) loss_bbox_dn_1: 0.2568 (0.2627) loss_bbox_dn_2: 0.2336 (0.2426) loss_bbox_dn_3: 0.2233 (0.2345) loss_bbox_dn_4: 0.2196 (0.2322) loss_bbox_dn_5: 0.2193 (0.2321) loss_giou: 0.5481 (0.5314) loss_giou_aux_0: 0.5611 (0.5595) loss_giou_aux_1: 0.5444 (0.5407) loss_giou_aux_2: 0.5580 (0.5356) loss_giou_aux_3: 0.5548 (0.5324) loss_giou_aux_4: 0.5497 (0.5316) loss_giou_aux_5: 0.6547 (0.6353) loss_giou_dn_0: 0.6790 (0.6708) loss_giou_dn_1: 0.5813 (0.5673) loss_giou_dn_2: 0.5599 (0.5413) loss_giou_dn_3: 0.5511 (0.5326) loss_giou_dn_4: 0.5511 (0.5303) loss_giou_dn_5: 0.5512 (0.5304) loss_vfl: 0.7362 (0.7425) loss_vfl_aux_0: 0.8861 (0.8800) loss_vfl_aux_1: 0.7949 (0.8329) loss_vfl_aux_2: 0.7527 (0.7782) loss_vfl_aux_3: 0.7437 (0.7543) loss_vfl_aux_4: 0.7340 (0.7450) loss_vfl_aux_5: 0.8701 (0.8513) loss_vfl_dn_0: 0.4785 (0.4792) loss_vfl_dn_1: 0.4212 (0.4248) loss_vfl_dn_2: 0.4041 (0.4070) loss_vfl_dn_3: 0.3967 (0.3992) loss_vfl_dn_4: 0.3934 (0.3963) loss_vfl_dn_5: 0.3942 (0.3957) time: 0.4639 data: 0.0138 max mem: 5653 Epoch: [11] [4400/7393] eta: 0:23:48 lr: 0.000010 loss: 18.2752 (18.2103) loss_bbox: 0.1848 (0.1813) loss_bbox_aux_0: 0.2199 (0.1954) loss_bbox_aux_1: 0.1958 (0.1854) loss_bbox_aux_2: 0.1871 (0.1829) loss_bbox_aux_3: 0.1868 (0.1813) loss_bbox_aux_4: 0.1864 (0.1811) loss_bbox_aux_5: 0.2488 (0.2397) loss_bbox_dn_0: 0.3304 (0.3334) loss_bbox_dn_1: 0.2378 (0.2630) loss_bbox_dn_2: 0.2167 (0.2428) loss_bbox_dn_3: 0.2132 (0.2347) loss_bbox_dn_4: 0.2124 (0.2324) loss_bbox_dn_5: 0.2122 (0.2323) loss_giou: 0.4904 (0.5312) loss_giou_aux_0: 0.5115 (0.5594) loss_giou_aux_1: 0.5009 (0.5406) loss_giou_aux_2: 0.4955 (0.5355) loss_giou_aux_3: 0.4856 (0.5323) loss_giou_aux_4: 0.4934 (0.5314) loss_giou_aux_5: 0.6090 (0.6352) loss_giou_dn_0: 0.6691 (0.6706) loss_giou_dn_1: 0.5649 (0.5672) loss_giou_dn_2: 0.5364 (0.5411) loss_giou_dn_3: 0.5259 (0.5324) loss_giou_dn_4: 0.5246 (0.5301) loss_giou_dn_5: 0.5255 (0.5302) loss_vfl: 0.7584 (0.7427) loss_vfl_aux_0: 0.9251 (0.8801) loss_vfl_aux_1: 0.8448 (0.8328) loss_vfl_aux_2: 0.7942 (0.7783) loss_vfl_aux_3: 0.7740 (0.7544) loss_vfl_aux_4: 0.7789 (0.7452) loss_vfl_aux_5: 0.8747 (0.8515) loss_vfl_dn_0: 0.4763 (0.4792) loss_vfl_dn_1: 0.4290 (0.4249) loss_vfl_dn_2: 0.4109 (0.4071) loss_vfl_dn_3: 0.4036 (0.3992) loss_vfl_dn_4: 0.4017 (0.3964) loss_vfl_dn_5: 0.4018 (0.3958) time: 0.4631 data: 0.0142 max mem: 5653 Epoch: [11] [4500/7393] eta: 0:23:03 lr: 0.000010 loss: 18.2844 (18.2101) loss_bbox: 0.1582 (0.1814) loss_bbox_aux_0: 0.1744 (0.1955) loss_bbox_aux_1: 0.1602 (0.1855) loss_bbox_aux_2: 0.1559 (0.1830) loss_bbox_aux_3: 0.1602 (0.1815) loss_bbox_aux_4: 0.1581 (0.1813) loss_bbox_aux_5: 0.2004 (0.2398) loss_bbox_dn_0: 0.2887 (0.3335) loss_bbox_dn_1: 0.2297 (0.2632) loss_bbox_dn_2: 0.2047 (0.2430) loss_bbox_dn_3: 0.2008 (0.2349) loss_bbox_dn_4: 0.1998 (0.2326) loss_bbox_dn_5: 0.1987 (0.2325) loss_giou: 0.5554 (0.5311) loss_giou_aux_0: 0.5894 (0.5593) loss_giou_aux_1: 0.5641 (0.5404) loss_giou_aux_2: 0.5668 (0.5353) loss_giou_aux_3: 0.5684 (0.5322) loss_giou_aux_4: 0.5585 (0.5313) loss_giou_aux_5: 0.6499 (0.6350) loss_giou_dn_0: 0.6775 (0.6705) loss_giou_dn_1: 0.5764 (0.5671) loss_giou_dn_2: 0.5508 (0.5410) loss_giou_dn_3: 0.5418 (0.5323) loss_giou_dn_4: 0.5411 (0.5300) loss_giou_dn_5: 0.5417 (0.5301) loss_vfl: 0.7086 (0.7425) loss_vfl_aux_0: 0.8369 (0.8800) loss_vfl_aux_1: 0.7941 (0.8326) loss_vfl_aux_2: 0.7539 (0.7783) loss_vfl_aux_3: 0.7144 (0.7543) loss_vfl_aux_4: 0.7218 (0.7451) loss_vfl_aux_5: 0.8266 (0.8516) loss_vfl_dn_0: 0.4694 (0.4792) loss_vfl_dn_1: 0.4223 (0.4248) loss_vfl_dn_2: 0.4041 (0.4070) loss_vfl_dn_3: 0.3966 (0.3992) loss_vfl_dn_4: 0.3954 (0.3964) loss_vfl_dn_5: 0.3942 (0.3958) time: 0.4727 data: 0.0139 max mem: 5653 Epoch: [11] [4600/7393] eta: 0:22:15 lr: 0.000010 loss: 17.6425 (18.2006) loss_bbox: 0.1853 (0.1812) loss_bbox_aux_0: 0.1950 (0.1954) loss_bbox_aux_1: 0.1819 (0.1854) loss_bbox_aux_2: 0.1805 (0.1828) loss_bbox_aux_3: 0.1829 (0.1813) loss_bbox_aux_4: 0.1831 (0.1811) loss_bbox_aux_5: 0.2428 (0.2397) loss_bbox_dn_0: 0.3330 (0.3333) loss_bbox_dn_1: 0.2732 (0.2629) loss_bbox_dn_2: 0.2492 (0.2427) loss_bbox_dn_3: 0.2453 (0.2347) loss_bbox_dn_4: 0.2443 (0.2323) loss_bbox_dn_5: 0.2434 (0.2322) loss_giou: 0.4398 (0.5308) loss_giou_aux_0: 0.4801 (0.5589) loss_giou_aux_1: 0.4481 (0.5401) loss_giou_aux_2: 0.4405 (0.5350) loss_giou_aux_3: 0.4456 (0.5319) loss_giou_aux_4: 0.4366 (0.5310) loss_giou_aux_5: 0.5550 (0.6347) loss_giou_dn_0: 0.6429 (0.6702) loss_giou_dn_1: 0.5257 (0.5667) loss_giou_dn_2: 0.4950 (0.5406) loss_giou_dn_3: 0.4772 (0.5319) loss_giou_dn_4: 0.4739 (0.5296) loss_giou_dn_5: 0.4738 (0.5298) loss_vfl: 0.7381 (0.7422) loss_vfl_aux_0: 0.9097 (0.8797) loss_vfl_aux_1: 0.8340 (0.8321) loss_vfl_aux_2: 0.7730 (0.7781) loss_vfl_aux_3: 0.7475 (0.7541) loss_vfl_aux_4: 0.7337 (0.7448) loss_vfl_aux_5: 0.8749 (0.8514) loss_vfl_dn_0: 0.4848 (0.4792) loss_vfl_dn_1: 0.4245 (0.4248) loss_vfl_dn_2: 0.4032 (0.4070) loss_vfl_dn_3: 0.3938 (0.3991) loss_vfl_dn_4: 0.3924 (0.3963) loss_vfl_dn_5: 0.3936 (0.3957) time: 0.4745 data: 0.0136 max mem: 5653 Epoch: [11] [4700/7393] eta: 0:21:26 lr: 0.000010 loss: 17.5112 (18.1973) loss_bbox: 0.1738 (0.1812) loss_bbox_aux_0: 0.1856 (0.1954) loss_bbox_aux_1: 0.1727 (0.1854) loss_bbox_aux_2: 0.1687 (0.1828) loss_bbox_aux_3: 0.1781 (0.1813) loss_bbox_aux_4: 0.1798 (0.1811) loss_bbox_aux_5: 0.2218 (0.2397) loss_bbox_dn_0: 0.3012 (0.3332) loss_bbox_dn_1: 0.2256 (0.2628) loss_bbox_dn_2: 0.2015 (0.2427) loss_bbox_dn_3: 0.1964 (0.2346) loss_bbox_dn_4: 0.1965 (0.2323) loss_bbox_dn_5: 0.1964 (0.2322) loss_giou: 0.5083 (0.5308) loss_giou_aux_0: 0.5332 (0.5588) loss_giou_aux_1: 0.5094 (0.5400) loss_giou_aux_2: 0.4964 (0.5349) loss_giou_aux_3: 0.5017 (0.5318) loss_giou_aux_4: 0.5014 (0.5310) loss_giou_aux_5: 0.6130 (0.6346) loss_giou_dn_0: 0.6475 (0.6701) loss_giou_dn_1: 0.5392 (0.5666) loss_giou_dn_2: 0.5148 (0.5406) loss_giou_dn_3: 0.5059 (0.5319) loss_giou_dn_4: 0.5032 (0.5296) loss_giou_dn_5: 0.5032 (0.5297) loss_vfl: 0.7276 (0.7420) loss_vfl_aux_0: 0.8350 (0.8794) loss_vfl_aux_1: 0.8079 (0.8317) loss_vfl_aux_2: 0.7641 (0.7778) loss_vfl_aux_3: 0.7309 (0.7538) loss_vfl_aux_4: 0.7316 (0.7445) loss_vfl_aux_5: 0.8108 (0.8512) loss_vfl_dn_0: 0.4806 (0.4792) loss_vfl_dn_1: 0.4245 (0.4247) loss_vfl_dn_2: 0.4012 (0.4069) loss_vfl_dn_3: 0.3949 (0.3991) loss_vfl_dn_4: 0.3927 (0.3963) loss_vfl_dn_5: 0.3941 (0.3956) time: 0.4790 data: 0.0144 max mem: 5653 Epoch: [11] [4800/7393] eta: 0:20:38 lr: 0.000010 loss: 18.3497 (18.1965) loss_bbox: 0.1820 (0.1813) loss_bbox_aux_0: 0.1921 (0.1954) loss_bbox_aux_1: 0.1724 (0.1854) loss_bbox_aux_2: 0.1718 (0.1828) loss_bbox_aux_3: 0.1829 (0.1813) loss_bbox_aux_4: 0.1744 (0.1812) loss_bbox_aux_5: 0.2460 (0.2397) loss_bbox_dn_0: 0.3053 (0.3332) loss_bbox_dn_1: 0.2540 (0.2629) loss_bbox_dn_2: 0.2461 (0.2428) loss_bbox_dn_3: 0.2389 (0.2347) loss_bbox_dn_4: 0.2342 (0.2324) loss_bbox_dn_5: 0.2338 (0.2323) loss_giou: 0.5079 (0.5306) loss_giou_aux_0: 0.5283 (0.5587) loss_giou_aux_1: 0.5169 (0.5399) loss_giou_aux_2: 0.5052 (0.5348) loss_giou_aux_3: 0.4973 (0.5317) loss_giou_aux_4: 0.5090 (0.5309) loss_giou_aux_5: 0.6266 (0.6345) loss_giou_dn_0: 0.6938 (0.6701) loss_giou_dn_1: 0.5897 (0.5666) loss_giou_dn_2: 0.5563 (0.5406) loss_giou_dn_3: 0.5504 (0.5319) loss_giou_dn_4: 0.5460 (0.5296) loss_giou_dn_5: 0.5458 (0.5297) loss_vfl: 0.7410 (0.7419) loss_vfl_aux_0: 0.8652 (0.8792) loss_vfl_aux_1: 0.8395 (0.8315) loss_vfl_aux_2: 0.7844 (0.7777) loss_vfl_aux_3: 0.7583 (0.7538) loss_vfl_aux_4: 0.7467 (0.7445) loss_vfl_aux_5: 0.8443 (0.8511) loss_vfl_dn_0: 0.4789 (0.4792) loss_vfl_dn_1: 0.4260 (0.4247) loss_vfl_dn_2: 0.4090 (0.4069) loss_vfl_dn_3: 0.4051 (0.3991) loss_vfl_dn_4: 0.4006 (0.3963) loss_vfl_dn_5: 0.3998 (0.3956) time: 0.4583 data: 0.0134 max mem: 5653 Epoch: [11] [4900/7393] eta: 0:19:50 lr: 0.000010 loss: 17.8681 (18.1978) loss_bbox: 0.1581 (0.1813) loss_bbox_aux_0: 0.1776 (0.1954) loss_bbox_aux_1: 0.1662 (0.1854) loss_bbox_aux_2: 0.1672 (0.1828) loss_bbox_aux_3: 0.1567 (0.1814) loss_bbox_aux_4: 0.1571 (0.1812) loss_bbox_aux_5: 0.2111 (0.2397) loss_bbox_dn_0: 0.2864 (0.3332) loss_bbox_dn_1: 0.2284 (0.2629) loss_bbox_dn_2: 0.2116 (0.2428) loss_bbox_dn_3: 0.2025 (0.2347) loss_bbox_dn_4: 0.2002 (0.2324) loss_bbox_dn_5: 0.2002 (0.2323) loss_giou: 0.5564 (0.5306) loss_giou_aux_0: 0.5775 (0.5587) loss_giou_aux_1: 0.5624 (0.5399) loss_giou_aux_2: 0.5558 (0.5348) loss_giou_aux_3: 0.5425 (0.5317) loss_giou_aux_4: 0.5616 (0.5308) loss_giou_aux_5: 0.6380 (0.6345) loss_giou_dn_0: 0.6653 (0.6701) loss_giou_dn_1: 0.5668 (0.5667) loss_giou_dn_2: 0.5381 (0.5406) loss_giou_dn_3: 0.5312 (0.5320) loss_giou_dn_4: 0.5306 (0.5296) loss_giou_dn_5: 0.5307 (0.5298) loss_vfl: 0.6989 (0.7421) loss_vfl_aux_0: 0.8573 (0.8792) loss_vfl_aux_1: 0.7720 (0.8314) loss_vfl_aux_2: 0.7384 (0.7779) loss_vfl_aux_3: 0.7285 (0.7539) loss_vfl_aux_4: 0.7035 (0.7446) loss_vfl_aux_5: 0.8308 (0.8512) loss_vfl_dn_0: 0.4727 (0.4792) loss_vfl_dn_1: 0.4184 (0.4247) loss_vfl_dn_2: 0.4025 (0.4069) loss_vfl_dn_3: 0.3957 (0.3991) loss_vfl_dn_4: 0.3953 (0.3963) loss_vfl_dn_5: 0.3928 (0.3957) time: 0.4676 data: 0.0141 max mem: 5653 Epoch: [11] [5000/7393] eta: 0:19:02 lr: 0.000010 loss: 18.8782 (18.1969) loss_bbox: 0.2042 (0.1814) loss_bbox_aux_0: 0.2213 (0.1956) loss_bbox_aux_1: 0.2178 (0.1856) loss_bbox_aux_2: 0.2022 (0.1830) loss_bbox_aux_3: 0.1983 (0.1815) loss_bbox_aux_4: 0.2037 (0.1813) loss_bbox_aux_5: 0.2628 (0.2398) loss_bbox_dn_0: 0.3663 (0.3334) loss_bbox_dn_1: 0.2828 (0.2630) loss_bbox_dn_2: 0.2579 (0.2429) loss_bbox_dn_3: 0.2512 (0.2348) loss_bbox_dn_4: 0.2513 (0.2325) loss_bbox_dn_5: 0.2513 (0.2324) loss_giou: 0.5264 (0.5304) loss_giou_aux_0: 0.5612 (0.5586) loss_giou_aux_1: 0.5442 (0.5398) loss_giou_aux_2: 0.5391 (0.5346) loss_giou_aux_3: 0.5290 (0.5315) loss_giou_aux_4: 0.5259 (0.5307) loss_giou_aux_5: 0.6291 (0.6343) loss_giou_dn_0: 0.6785 (0.6700) loss_giou_dn_1: 0.5760 (0.5665) loss_giou_dn_2: 0.5467 (0.5405) loss_giou_dn_3: 0.5318 (0.5318) loss_giou_dn_4: 0.5291 (0.5295) loss_giou_dn_5: 0.5298 (0.5296) loss_vfl: 0.7532 (0.7420) loss_vfl_aux_0: 0.8829 (0.8792) loss_vfl_aux_1: 0.8343 (0.8310) loss_vfl_aux_2: 0.7876 (0.7777) loss_vfl_aux_3: 0.7538 (0.7538) loss_vfl_aux_4: 0.7581 (0.7446) loss_vfl_aux_5: 0.8713 (0.8513) loss_vfl_dn_0: 0.4859 (0.4792) loss_vfl_dn_1: 0.4319 (0.4247) loss_vfl_dn_2: 0.4166 (0.4069) loss_vfl_dn_3: 0.4121 (0.3991) loss_vfl_dn_4: 0.4096 (0.3963) loss_vfl_dn_5: 0.4103 (0.3957) time: 0.4579 data: 0.0139 max mem: 5653 Epoch: [11] [5100/7393] eta: 0:18:14 lr: 0.000010 loss: 18.4407 (18.1982) loss_bbox: 0.1714 (0.1815) loss_bbox_aux_0: 0.1870 (0.1957) loss_bbox_aux_1: 0.1810 (0.1856) loss_bbox_aux_2: 0.1761 (0.1831) loss_bbox_aux_3: 0.1746 (0.1816) loss_bbox_aux_4: 0.1709 (0.1814) loss_bbox_aux_5: 0.2330 (0.2399) loss_bbox_dn_0: 0.3064 (0.3333) loss_bbox_dn_1: 0.2529 (0.2630) loss_bbox_dn_2: 0.2421 (0.2428) loss_bbox_dn_3: 0.2339 (0.2348) loss_bbox_dn_4: 0.2313 (0.2324) loss_bbox_dn_5: 0.2308 (0.2323) loss_giou: 0.5249 (0.5307) loss_giou_aux_0: 0.5563 (0.5589) loss_giou_aux_1: 0.5335 (0.5401) loss_giou_aux_2: 0.5272 (0.5349) loss_giou_aux_3: 0.5292 (0.5318) loss_giou_aux_4: 0.5267 (0.5309) loss_giou_aux_5: 0.6243 (0.6346) loss_giou_dn_0: 0.6570 (0.6701) loss_giou_dn_1: 0.5492 (0.5666) loss_giou_dn_2: 0.5215 (0.5405) loss_giou_dn_3: 0.5170 (0.5318) loss_giou_dn_4: 0.5138 (0.5295) loss_giou_dn_5: 0.5138 (0.5297) loss_vfl: 0.7306 (0.7420) loss_vfl_aux_0: 0.8765 (0.8791) loss_vfl_aux_1: 0.8197 (0.8308) loss_vfl_aux_2: 0.7735 (0.7776) loss_vfl_aux_3: 0.7307 (0.7537) loss_vfl_aux_4: 0.7267 (0.7445) loss_vfl_aux_5: 0.8483 (0.8512) loss_vfl_dn_0: 0.4837 (0.4792) loss_vfl_dn_1: 0.4275 (0.4247) loss_vfl_dn_2: 0.4107 (0.4069) loss_vfl_dn_3: 0.4007 (0.3991) loss_vfl_dn_4: 0.4006 (0.3963) loss_vfl_dn_5: 0.3995 (0.3957) time: 0.4744 data: 0.0150 max mem: 5653 Epoch: [11] [5200/7393] eta: 0:17:26 lr: 0.000010 loss: 18.0651 (18.1940) loss_bbox: 0.1768 (0.1813) loss_bbox_aux_0: 0.1796 (0.1956) loss_bbox_aux_1: 0.1790 (0.1856) loss_bbox_aux_2: 0.1707 (0.1829) loss_bbox_aux_3: 0.1757 (0.1815) loss_bbox_aux_4: 0.1760 (0.1813) loss_bbox_aux_5: 0.2326 (0.2399) loss_bbox_dn_0: 0.3274 (0.3333) loss_bbox_dn_1: 0.2650 (0.2629) loss_bbox_dn_2: 0.2474 (0.2428) loss_bbox_dn_3: 0.2388 (0.2347) loss_bbox_dn_4: 0.2368 (0.2324) loss_bbox_dn_5: 0.2369 (0.2323) loss_giou: 0.4824 (0.5303) loss_giou_aux_0: 0.5362 (0.5585) loss_giou_aux_1: 0.4982 (0.5397) loss_giou_aux_2: 0.4856 (0.5345) loss_giou_aux_3: 0.4956 (0.5314) loss_giou_aux_4: 0.4873 (0.5305) loss_giou_aux_5: 0.5893 (0.6342) loss_giou_dn_0: 0.6427 (0.6699) loss_giou_dn_1: 0.5351 (0.5663) loss_giou_dn_2: 0.5080 (0.5403) loss_giou_dn_3: 0.5077 (0.5316) loss_giou_dn_4: 0.5081 (0.5293) loss_giou_dn_5: 0.5081 (0.5294) loss_vfl: 0.7522 (0.7421) loss_vfl_aux_0: 0.8801 (0.8794) loss_vfl_aux_1: 0.8165 (0.8308) loss_vfl_aux_2: 0.7923 (0.7778) loss_vfl_aux_3: 0.7595 (0.7538) loss_vfl_aux_4: 0.7358 (0.7446) loss_vfl_aux_5: 0.8588 (0.8513) loss_vfl_dn_0: 0.4757 (0.4792) loss_vfl_dn_1: 0.4220 (0.4247) loss_vfl_dn_2: 0.4043 (0.4069) loss_vfl_dn_3: 0.3984 (0.3991) loss_vfl_dn_4: 0.3914 (0.3963) loss_vfl_dn_5: 0.3932 (0.3957) time: 0.4675 data: 0.0140 max mem: 5653 Epoch: [11] [5300/7393] eta: 0:16:38 lr: 0.000010 loss: 18.1604 (18.1900) loss_bbox: 0.1682 (0.1812) loss_bbox_aux_0: 0.1786 (0.1955) loss_bbox_aux_1: 0.1718 (0.1855) loss_bbox_aux_2: 0.1583 (0.1828) loss_bbox_aux_3: 0.1588 (0.1814) loss_bbox_aux_4: 0.1712 (0.1812) loss_bbox_aux_5: 0.2267 (0.2397) loss_bbox_dn_0: 0.3467 (0.3330) loss_bbox_dn_1: 0.2601 (0.2627) loss_bbox_dn_2: 0.2336 (0.2425) loss_bbox_dn_3: 0.2252 (0.2345) loss_bbox_dn_4: 0.2239 (0.2321) loss_bbox_dn_5: 0.2237 (0.2320) loss_giou: 0.4874 (0.5304) loss_giou_aux_0: 0.5054 (0.5585) loss_giou_aux_1: 0.4926 (0.5397) loss_giou_aux_2: 0.4802 (0.5345) loss_giou_aux_3: 0.4872 (0.5314) loss_giou_aux_4: 0.4841 (0.5306) loss_giou_aux_5: 0.5944 (0.6343) loss_giou_dn_0: 0.6692 (0.6698) loss_giou_dn_1: 0.5510 (0.5663) loss_giou_dn_2: 0.5212 (0.5402) loss_giou_dn_3: 0.5051 (0.5316) loss_giou_dn_4: 0.5014 (0.5293) loss_giou_dn_5: 0.5015 (0.5294) loss_vfl: 0.7268 (0.7419) loss_vfl_aux_0: 0.8495 (0.8793) loss_vfl_aux_1: 0.8051 (0.8306) loss_vfl_aux_2: 0.7370 (0.7776) loss_vfl_aux_3: 0.7475 (0.7536) loss_vfl_aux_4: 0.7304 (0.7445) loss_vfl_aux_5: 0.8484 (0.8511) loss_vfl_dn_0: 0.4772 (0.4792) loss_vfl_dn_1: 0.4262 (0.4246) loss_vfl_dn_2: 0.3995 (0.4068) loss_vfl_dn_3: 0.3929 (0.3991) loss_vfl_dn_4: 0.3880 (0.3962) loss_vfl_dn_5: 0.3877 (0.3956) time: 0.4722 data: 0.0142 max mem: 5653 Epoch: [11] [5400/7393] eta: 0:15:50 lr: 0.000010 loss: 18.3313 (18.1880) loss_bbox: 0.1825 (0.1813) loss_bbox_aux_0: 0.1949 (0.1956) loss_bbox_aux_1: 0.1876 (0.1856) loss_bbox_aux_2: 0.1838 (0.1829) loss_bbox_aux_3: 0.1823 (0.1814) loss_bbox_aux_4: 0.1819 (0.1812) loss_bbox_aux_5: 0.2424 (0.2398) loss_bbox_dn_0: 0.3049 (0.3332) loss_bbox_dn_1: 0.2552 (0.2628) loss_bbox_dn_2: 0.2405 (0.2427) loss_bbox_dn_3: 0.2309 (0.2346) loss_bbox_dn_4: 0.2287 (0.2322) loss_bbox_dn_5: 0.2285 (0.2322) loss_giou: 0.5591 (0.5302) loss_giou_aux_0: 0.5728 (0.5584) loss_giou_aux_1: 0.5745 (0.5396) loss_giou_aux_2: 0.5593 (0.5343) loss_giou_aux_3: 0.5627 (0.5312) loss_giou_aux_4: 0.5670 (0.5304) loss_giou_aux_5: 0.6587 (0.6341) loss_giou_dn_0: 0.6809 (0.6697) loss_giou_dn_1: 0.5880 (0.5661) loss_giou_dn_2: 0.5650 (0.5400) loss_giou_dn_3: 0.5579 (0.5314) loss_giou_dn_4: 0.5541 (0.5291) loss_giou_dn_5: 0.5535 (0.5292) loss_vfl: 0.7318 (0.7418) loss_vfl_aux_0: 0.8839 (0.8791) loss_vfl_aux_1: 0.7876 (0.8303) loss_vfl_aux_2: 0.7728 (0.7775) loss_vfl_aux_3: 0.7400 (0.7535) loss_vfl_aux_4: 0.7199 (0.7443) loss_vfl_aux_5: 0.8228 (0.8511) loss_vfl_dn_0: 0.4721 (0.4792) loss_vfl_dn_1: 0.4223 (0.4246) loss_vfl_dn_2: 0.4060 (0.4068) loss_vfl_dn_3: 0.4002 (0.3990) loss_vfl_dn_4: 0.3991 (0.3962) loss_vfl_dn_5: 0.3981 (0.3956) time: 0.4530 data: 0.0140 max mem: 5653 Epoch: [11] [5500/7393] eta: 0:15:03 lr: 0.000010 loss: 17.6635 (18.1894) loss_bbox: 0.1557 (0.1813) loss_bbox_aux_0: 0.1812 (0.1956) loss_bbox_aux_1: 0.1767 (0.1857) loss_bbox_aux_2: 0.1610 (0.1829) loss_bbox_aux_3: 0.1597 (0.1814) loss_bbox_aux_4: 0.1562 (0.1812) loss_bbox_aux_5: 0.2208 (0.2399) loss_bbox_dn_0: 0.3008 (0.3332) loss_bbox_dn_1: 0.2431 (0.2628) loss_bbox_dn_2: 0.2263 (0.2427) loss_bbox_dn_3: 0.2189 (0.2346) loss_bbox_dn_4: 0.2175 (0.2322) loss_bbox_dn_5: 0.2174 (0.2322) loss_giou: 0.4859 (0.5304) loss_giou_aux_0: 0.5641 (0.5586) loss_giou_aux_1: 0.5220 (0.5399) loss_giou_aux_2: 0.4929 (0.5345) loss_giou_aux_3: 0.4861 (0.5314) loss_giou_aux_4: 0.4844 (0.5306) loss_giou_aux_5: 0.6145 (0.6343) loss_giou_dn_0: 0.6471 (0.6698) loss_giou_dn_1: 0.5476 (0.5663) loss_giou_dn_2: 0.5134 (0.5402) loss_giou_dn_3: 0.4986 (0.5315) loss_giou_dn_4: 0.4964 (0.5292) loss_giou_dn_5: 0.4964 (0.5294) loss_vfl: 0.7115 (0.7417) loss_vfl_aux_0: 0.8337 (0.8789) loss_vfl_aux_1: 0.7836 (0.8299) loss_vfl_aux_2: 0.7569 (0.7773) loss_vfl_aux_3: 0.7159 (0.7534) loss_vfl_aux_4: 0.7148 (0.7442) loss_vfl_aux_5: 0.8135 (0.8509) loss_vfl_dn_0: 0.4768 (0.4792) loss_vfl_dn_1: 0.4191 (0.4246) loss_vfl_dn_2: 0.4028 (0.4068) loss_vfl_dn_3: 0.3976 (0.3990) loss_vfl_dn_4: 0.3945 (0.3962) loss_vfl_dn_5: 0.3921 (0.3956) time: 0.7202 data: 0.0142 max mem: 5653 Epoch: [11] [5600/7393] eta: 0:14:15 lr: 0.000010 loss: 17.7288 (18.1862) loss_bbox: 0.1740 (0.1813) loss_bbox_aux_0: 0.1974 (0.1957) loss_bbox_aux_1: 0.1936 (0.1857) loss_bbox_aux_2: 0.1873 (0.1829) loss_bbox_aux_3: 0.1763 (0.1814) loss_bbox_aux_4: 0.1709 (0.1812) loss_bbox_aux_5: 0.2397 (0.2399) loss_bbox_dn_0: 0.3545 (0.3333) loss_bbox_dn_1: 0.2808 (0.2629) loss_bbox_dn_2: 0.2582 (0.2427) loss_bbox_dn_3: 0.2458 (0.2347) loss_bbox_dn_4: 0.2443 (0.2323) loss_bbox_dn_5: 0.2442 (0.2322) loss_giou: 0.4875 (0.5301) loss_giou_aux_0: 0.5208 (0.5584) loss_giou_aux_1: 0.4947 (0.5396) loss_giou_aux_2: 0.4861 (0.5342) loss_giou_aux_3: 0.4876 (0.5312) loss_giou_aux_4: 0.4904 (0.5303) loss_giou_aux_5: 0.6070 (0.6340) loss_giou_dn_0: 0.6754 (0.6696) loss_giou_dn_1: 0.5639 (0.5661) loss_giou_dn_2: 0.5217 (0.5400) loss_giou_dn_3: 0.5092 (0.5313) loss_giou_dn_4: 0.5036 (0.5290) loss_giou_dn_5: 0.5037 (0.5292) loss_vfl: 0.7344 (0.7417) loss_vfl_aux_0: 0.8336 (0.8788) loss_vfl_aux_1: 0.8204 (0.8296) loss_vfl_aux_2: 0.7643 (0.7772) loss_vfl_aux_3: 0.7404 (0.7533) loss_vfl_aux_4: 0.7424 (0.7442) loss_vfl_aux_5: 0.8368 (0.8510) loss_vfl_dn_0: 0.4771 (0.4792) loss_vfl_dn_1: 0.4236 (0.4246) loss_vfl_dn_2: 0.4055 (0.4068) loss_vfl_dn_3: 0.4006 (0.3990) loss_vfl_dn_4: 0.3971 (0.3962) loss_vfl_dn_5: 0.3986 (0.3956) time: 0.4704 data: 0.0143 max mem: 5653 Epoch: [11] [5700/7393] eta: 0:13:29 lr: 0.000010 loss: 17.9903 (18.1873) loss_bbox: 0.1753 (0.1812) loss_bbox_aux_0: 0.1843 (0.1956) loss_bbox_aux_1: 0.1821 (0.1856) loss_bbox_aux_2: 0.1772 (0.1828) loss_bbox_aux_3: 0.1747 (0.1813) loss_bbox_aux_4: 0.1753 (0.1811) loss_bbox_aux_5: 0.2240 (0.2399) loss_bbox_dn_0: 0.3158 (0.3332) loss_bbox_dn_1: 0.2394 (0.2628) loss_bbox_dn_2: 0.2156 (0.2426) loss_bbox_dn_3: 0.2094 (0.2346) loss_bbox_dn_4: 0.2064 (0.2322) loss_bbox_dn_5: 0.2061 (0.2321) loss_giou: 0.5087 (0.5304) loss_giou_aux_0: 0.5473 (0.5587) loss_giou_aux_1: 0.5352 (0.5399) loss_giou_aux_2: 0.5304 (0.5345) loss_giou_aux_3: 0.5257 (0.5314) loss_giou_aux_4: 0.5075 (0.5306) loss_giou_aux_5: 0.6278 (0.6343) loss_giou_dn_0: 0.6700 (0.6698) loss_giou_dn_1: 0.5522 (0.5663) loss_giou_dn_2: 0.5304 (0.5403) loss_giou_dn_3: 0.5124 (0.5316) loss_giou_dn_4: 0.5093 (0.5293) loss_giou_dn_5: 0.5092 (0.5294) loss_vfl: 0.7451 (0.7416) loss_vfl_aux_0: 0.8563 (0.8785) loss_vfl_aux_1: 0.8022 (0.8293) loss_vfl_aux_2: 0.7593 (0.7770) loss_vfl_aux_3: 0.7496 (0.7532) loss_vfl_aux_4: 0.7398 (0.7441) loss_vfl_aux_5: 0.8522 (0.8507) loss_vfl_dn_0: 0.4735 (0.4791) loss_vfl_dn_1: 0.4202 (0.4246) loss_vfl_dn_2: 0.4051 (0.4068) loss_vfl_dn_3: 0.4000 (0.3990) loss_vfl_dn_4: 0.3989 (0.3962) loss_vfl_dn_5: 0.3970 (0.3956) time: 0.4710 data: 0.0140 max mem: 5653 Epoch: [11] [5800/7393] eta: 0:12:41 lr: 0.000010 loss: 18.4575 (18.1869) loss_bbox: 0.1687 (0.1811) loss_bbox_aux_0: 0.1902 (0.1954) loss_bbox_aux_1: 0.1772 (0.1855) loss_bbox_aux_2: 0.1745 (0.1827) loss_bbox_aux_3: 0.1737 (0.1812) loss_bbox_aux_4: 0.1700 (0.1810) loss_bbox_aux_5: 0.2390 (0.2398) loss_bbox_dn_0: 0.3149 (0.3330) loss_bbox_dn_1: 0.2547 (0.2626) loss_bbox_dn_2: 0.2355 (0.2424) loss_bbox_dn_3: 0.2319 (0.2344) loss_bbox_dn_4: 0.2322 (0.2320) loss_bbox_dn_5: 0.2319 (0.2319) loss_giou: 0.5489 (0.5305) loss_giou_aux_0: 0.5563 (0.5588) loss_giou_aux_1: 0.5342 (0.5400) loss_giou_aux_2: 0.5435 (0.5347) loss_giou_aux_3: 0.5525 (0.5316) loss_giou_aux_4: 0.5506 (0.5307) loss_giou_aux_5: 0.6303 (0.6344) loss_giou_dn_0: 0.6719 (0.6699) loss_giou_dn_1: 0.5854 (0.5664) loss_giou_dn_2: 0.5579 (0.5403) loss_giou_dn_3: 0.5508 (0.5317) loss_giou_dn_4: 0.5478 (0.5294) loss_giou_dn_5: 0.5479 (0.5295) loss_vfl: 0.7945 (0.7417) loss_vfl_aux_0: 0.8947 (0.8786) loss_vfl_aux_1: 0.8480 (0.8294) loss_vfl_aux_2: 0.8024 (0.7770) loss_vfl_aux_3: 0.7921 (0.7532) loss_vfl_aux_4: 0.7786 (0.7442) loss_vfl_aux_5: 0.8333 (0.8506) loss_vfl_dn_0: 0.4749 (0.4791) loss_vfl_dn_1: 0.4255 (0.4246) loss_vfl_dn_2: 0.4065 (0.4068) loss_vfl_dn_3: 0.4012 (0.3990) loss_vfl_dn_4: 0.3992 (0.3962) loss_vfl_dn_5: 0.3977 (0.3956) time: 0.4714 data: 0.0140 max mem: 5653 Epoch: [11] [5900/7393] eta: 0:11:53 lr: 0.000010 loss: 18.4526 (18.1882) loss_bbox: 0.1821 (0.1811) loss_bbox_aux_0: 0.1949 (0.1954) loss_bbox_aux_1: 0.1838 (0.1854) loss_bbox_aux_2: 0.1822 (0.1827) loss_bbox_aux_3: 0.1887 (0.1812) loss_bbox_aux_4: 0.1885 (0.1810) loss_bbox_aux_5: 0.2432 (0.2398) loss_bbox_dn_0: 0.3265 (0.3329) loss_bbox_dn_1: 0.2481 (0.2625) loss_bbox_dn_2: 0.2301 (0.2424) loss_bbox_dn_3: 0.2255 (0.2343) loss_bbox_dn_4: 0.2251 (0.2320) loss_bbox_dn_5: 0.2253 (0.2319) loss_giou: 0.5132 (0.5307) loss_giou_aux_0: 0.5424 (0.5590) loss_giou_aux_1: 0.5175 (0.5402) loss_giou_aux_2: 0.5231 (0.5349) loss_giou_aux_3: 0.5193 (0.5318) loss_giou_aux_4: 0.5101 (0.5310) loss_giou_aux_5: 0.6587 (0.6347) loss_giou_dn_0: 0.6615 (0.6700) loss_giou_dn_1: 0.5541 (0.5665) loss_giou_dn_2: 0.5247 (0.5405) loss_giou_dn_3: 0.5128 (0.5319) loss_giou_dn_4: 0.5104 (0.5296) loss_giou_dn_5: 0.5101 (0.5297) loss_vfl: 0.7291 (0.7416) loss_vfl_aux_0: 0.8617 (0.8784) loss_vfl_aux_1: 0.8024 (0.8292) loss_vfl_aux_2: 0.7671 (0.7769) loss_vfl_aux_3: 0.7394 (0.7532) loss_vfl_aux_4: 0.7197 (0.7442) loss_vfl_aux_5: 0.8080 (0.8504) loss_vfl_dn_0: 0.4763 (0.4791) loss_vfl_dn_1: 0.4222 (0.4246) loss_vfl_dn_2: 0.4035 (0.4068) loss_vfl_dn_3: 0.3933 (0.3990) loss_vfl_dn_4: 0.3919 (0.3962) loss_vfl_dn_5: 0.3911 (0.3956) time: 0.4761 data: 0.0145 max mem: 5653 Epoch: [11] [6000/7393] eta: 0:11:06 lr: 0.000010 loss: 18.4732 (18.1887) loss_bbox: 0.1761 (0.1811) loss_bbox_aux_0: 0.1991 (0.1955) loss_bbox_aux_1: 0.1841 (0.1855) loss_bbox_aux_2: 0.1862 (0.1827) loss_bbox_aux_3: 0.1755 (0.1812) loss_bbox_aux_4: 0.1758 (0.1810) loss_bbox_aux_5: 0.2343 (0.2399) loss_bbox_dn_0: 0.3070 (0.3330) loss_bbox_dn_1: 0.2435 (0.2626) loss_bbox_dn_2: 0.2182 (0.2424) loss_bbox_dn_3: 0.2068 (0.2343) loss_bbox_dn_4: 0.2050 (0.2320) loss_bbox_dn_5: 0.2051 (0.2319) loss_giou: 0.5405 (0.5308) loss_giou_aux_0: 0.5515 (0.5591) loss_giou_aux_1: 0.5440 (0.5403) loss_giou_aux_2: 0.5506 (0.5350) loss_giou_aux_3: 0.5536 (0.5318) loss_giou_aux_4: 0.5436 (0.5310) loss_giou_aux_5: 0.6402 (0.6347) loss_giou_dn_0: 0.6794 (0.6700) loss_giou_dn_1: 0.5736 (0.5665) loss_giou_dn_2: 0.5466 (0.5405) loss_giou_dn_3: 0.5414 (0.5318) loss_giou_dn_4: 0.5415 (0.5295) loss_giou_dn_5: 0.5414 (0.5297) loss_vfl: 0.7465 (0.7416) loss_vfl_aux_0: 0.8908 (0.8784) loss_vfl_aux_1: 0.8328 (0.8290) loss_vfl_aux_2: 0.7607 (0.7768) loss_vfl_aux_3: 0.7435 (0.7532) loss_vfl_aux_4: 0.7413 (0.7442) loss_vfl_aux_5: 0.8594 (0.8505) loss_vfl_dn_0: 0.4782 (0.4791) loss_vfl_dn_1: 0.4150 (0.4245) loss_vfl_dn_2: 0.3942 (0.4067) loss_vfl_dn_3: 0.3866 (0.3990) loss_vfl_dn_4: 0.3839 (0.3962) loss_vfl_dn_5: 0.3834 (0.3956) time: 0.7379 data: 0.0140 max mem: 5653 Epoch: [11] [6100/7393] eta: 0:10:18 lr: 0.000010 loss: 17.8810 (18.1873) loss_bbox: 0.1759 (0.1811) loss_bbox_aux_0: 0.1840 (0.1954) loss_bbox_aux_1: 0.1711 (0.1854) loss_bbox_aux_2: 0.1751 (0.1827) loss_bbox_aux_3: 0.1692 (0.1812) loss_bbox_aux_4: 0.1709 (0.1810) loss_bbox_aux_5: 0.2265 (0.2397) loss_bbox_dn_0: 0.3092 (0.3329) loss_bbox_dn_1: 0.2309 (0.2625) loss_bbox_dn_2: 0.2089 (0.2423) loss_bbox_dn_3: 0.2043 (0.2342) loss_bbox_dn_4: 0.2008 (0.2319) loss_bbox_dn_5: 0.2005 (0.2318) loss_giou: 0.5326 (0.5309) loss_giou_aux_0: 0.5331 (0.5590) loss_giou_aux_1: 0.5252 (0.5403) loss_giou_aux_2: 0.5210 (0.5350) loss_giou_aux_3: 0.5207 (0.5319) loss_giou_aux_4: 0.5293 (0.5311) loss_giou_aux_5: 0.6067 (0.6347) loss_giou_dn_0: 0.6707 (0.6701) loss_giou_dn_1: 0.5740 (0.5666) loss_giou_dn_2: 0.5470 (0.5405) loss_giou_dn_3: 0.5337 (0.5318) loss_giou_dn_4: 0.5327 (0.5295) loss_giou_dn_5: 0.5351 (0.5297) loss_vfl: 0.6835 (0.7414) loss_vfl_aux_0: 0.8362 (0.8785) loss_vfl_aux_1: 0.7999 (0.8289) loss_vfl_aux_2: 0.7295 (0.7767) loss_vfl_aux_3: 0.7092 (0.7530) loss_vfl_aux_4: 0.6971 (0.7441) loss_vfl_aux_5: 0.8025 (0.8505) loss_vfl_dn_0: 0.4735 (0.4791) loss_vfl_dn_1: 0.4192 (0.4245) loss_vfl_dn_2: 0.3961 (0.4067) loss_vfl_dn_3: 0.3906 (0.3990) loss_vfl_dn_4: 0.3878 (0.3961) loss_vfl_dn_5: 0.3876 (0.3955) time: 0.4658 data: 0.0138 max mem: 5653 Epoch: [11] [6200/7393] eta: 0:09:30 lr: 0.000010 loss: 17.9009 (18.1893) loss_bbox: 0.1802 (0.1812) loss_bbox_aux_0: 0.1973 (0.1955) loss_bbox_aux_1: 0.1882 (0.1855) loss_bbox_aux_2: 0.1787 (0.1828) loss_bbox_aux_3: 0.1790 (0.1813) loss_bbox_aux_4: 0.1832 (0.1812) loss_bbox_aux_5: 0.2497 (0.2398) loss_bbox_dn_0: 0.3679 (0.3330) loss_bbox_dn_1: 0.2813 (0.2627) loss_bbox_dn_2: 0.2501 (0.2424) loss_bbox_dn_3: 0.2420 (0.2344) loss_bbox_dn_4: 0.2409 (0.2320) loss_bbox_dn_5: 0.2409 (0.2320) loss_giou: 0.4556 (0.5308) loss_giou_aux_0: 0.4941 (0.5589) loss_giou_aux_1: 0.4665 (0.5401) loss_giou_aux_2: 0.4717 (0.5349) loss_giou_aux_3: 0.4565 (0.5318) loss_giou_aux_4: 0.4687 (0.5310) loss_giou_aux_5: 0.5867 (0.6344) loss_giou_dn_0: 0.6448 (0.6700) loss_giou_dn_1: 0.5321 (0.5665) loss_giou_dn_2: 0.5125 (0.5404) loss_giou_dn_3: 0.5033 (0.5318) loss_giou_dn_4: 0.5019 (0.5295) loss_giou_dn_5: 0.5027 (0.5296) loss_vfl: 0.6963 (0.7416) loss_vfl_aux_0: 0.8920 (0.8789) loss_vfl_aux_1: 0.8038 (0.8290) loss_vfl_aux_2: 0.7484 (0.7768) loss_vfl_aux_3: 0.7324 (0.7532) loss_vfl_aux_4: 0.7129 (0.7442) loss_vfl_aux_5: 0.8656 (0.8507) loss_vfl_dn_0: 0.4773 (0.4791) loss_vfl_dn_1: 0.4173 (0.4245) loss_vfl_dn_2: 0.4022 (0.4068) loss_vfl_dn_3: 0.3946 (0.3990) loss_vfl_dn_4: 0.3919 (0.3962) loss_vfl_dn_5: 0.3902 (0.3956) time: 0.4606 data: 0.0138 max mem: 5653 Epoch: [11] [6300/7393] eta: 0:08:42 lr: 0.000010 loss: 17.8450 (18.1902) loss_bbox: 0.1780 (0.1812) loss_bbox_aux_0: 0.1946 (0.1956) loss_bbox_aux_1: 0.1868 (0.1856) loss_bbox_aux_2: 0.1834 (0.1829) loss_bbox_aux_3: 0.1765 (0.1813) loss_bbox_aux_4: 0.1748 (0.1812) loss_bbox_aux_5: 0.2370 (0.2398) loss_bbox_dn_0: 0.3091 (0.3332) loss_bbox_dn_1: 0.2495 (0.2628) loss_bbox_dn_2: 0.2304 (0.2425) loss_bbox_dn_3: 0.2210 (0.2345) loss_bbox_dn_4: 0.2162 (0.2321) loss_bbox_dn_5: 0.2162 (0.2320) loss_giou: 0.4382 (0.5307) loss_giou_aux_0: 0.4850 (0.5588) loss_giou_aux_1: 0.4566 (0.5401) loss_giou_aux_2: 0.4527 (0.5349) loss_giou_aux_3: 0.4351 (0.5318) loss_giou_aux_4: 0.4384 (0.5310) loss_giou_aux_5: 0.5728 (0.6344) loss_giou_dn_0: 0.6283 (0.6700) loss_giou_dn_1: 0.5183 (0.5665) loss_giou_dn_2: 0.4867 (0.5404) loss_giou_dn_3: 0.4735 (0.5317) loss_giou_dn_4: 0.4708 (0.5294) loss_giou_dn_5: 0.4709 (0.5296) loss_vfl: 0.7537 (0.7418) loss_vfl_aux_0: 0.8710 (0.8789) loss_vfl_aux_1: 0.8284 (0.8290) loss_vfl_aux_2: 0.7813 (0.7769) loss_vfl_aux_3: 0.7649 (0.7533) loss_vfl_aux_4: 0.7463 (0.7443) loss_vfl_aux_5: 0.8900 (0.8508) loss_vfl_dn_0: 0.4792 (0.4791) loss_vfl_dn_1: 0.4222 (0.4245) loss_vfl_dn_2: 0.4011 (0.4067) loss_vfl_dn_3: 0.3962 (0.3990) loss_vfl_dn_4: 0.3956 (0.3962) loss_vfl_dn_5: 0.3924 (0.3956) time: 0.4565 data: 0.0141 max mem: 5653 Epoch: [11] [6400/7393] eta: 0:07:54 lr: 0.000010 loss: 17.8042 (18.1907) loss_bbox: 0.1705 (0.1814) loss_bbox_aux_0: 0.1916 (0.1957) loss_bbox_aux_1: 0.1798 (0.1857) loss_bbox_aux_2: 0.1760 (0.1830) loss_bbox_aux_3: 0.1733 (0.1814) loss_bbox_aux_4: 0.1739 (0.1813) loss_bbox_aux_5: 0.2395 (0.2399) loss_bbox_dn_0: 0.3500 (0.3334) loss_bbox_dn_1: 0.2669 (0.2630) loss_bbox_dn_2: 0.2350 (0.2427) loss_bbox_dn_3: 0.2257 (0.2346) loss_bbox_dn_4: 0.2240 (0.2323) loss_bbox_dn_5: 0.2239 (0.2322) loss_giou: 0.4575 (0.5307) loss_giou_aux_0: 0.5054 (0.5588) loss_giou_aux_1: 0.4638 (0.5401) loss_giou_aux_2: 0.4610 (0.5348) loss_giou_aux_3: 0.4553 (0.5317) loss_giou_aux_4: 0.4593 (0.5310) loss_giou_aux_5: 0.5637 (0.6344) loss_giou_dn_0: 0.6465 (0.6700) loss_giou_dn_1: 0.5320 (0.5664) loss_giou_dn_2: 0.5037 (0.5403) loss_giou_dn_3: 0.4935 (0.5317) loss_giou_dn_4: 0.4910 (0.5294) loss_giou_dn_5: 0.4910 (0.5295) loss_vfl: 0.6897 (0.7417) loss_vfl_aux_0: 0.8520 (0.8788) loss_vfl_aux_1: 0.8359 (0.8288) loss_vfl_aux_2: 0.7625 (0.7768) loss_vfl_aux_3: 0.7370 (0.7532) loss_vfl_aux_4: 0.7131 (0.7442) loss_vfl_aux_5: 0.8690 (0.8508) loss_vfl_dn_0: 0.4776 (0.4791) loss_vfl_dn_1: 0.4198 (0.4245) loss_vfl_dn_2: 0.3988 (0.4067) loss_vfl_dn_3: 0.3912 (0.3990) loss_vfl_dn_4: 0.3884 (0.3962) loss_vfl_dn_5: 0.3877 (0.3955) time: 0.4752 data: 0.0139 max mem: 5653 Epoch: [11] [6500/7393] eta: 0:07:06 lr: 0.000010 loss: 17.6895 (18.1889) loss_bbox: 0.1593 (0.1813) loss_bbox_aux_0: 0.1747 (0.1956) loss_bbox_aux_1: 0.1667 (0.1856) loss_bbox_aux_2: 0.1670 (0.1829) loss_bbox_aux_3: 0.1608 (0.1814) loss_bbox_aux_4: 0.1590 (0.1812) loss_bbox_aux_5: 0.2180 (0.2398) loss_bbox_dn_0: 0.2640 (0.3332) loss_bbox_dn_1: 0.2032 (0.2628) loss_bbox_dn_2: 0.1866 (0.2425) loss_bbox_dn_3: 0.1821 (0.2344) loss_bbox_dn_4: 0.1809 (0.2321) loss_bbox_dn_5: 0.1803 (0.2320) loss_giou: 0.5264 (0.5307) loss_giou_aux_0: 0.5665 (0.5588) loss_giou_aux_1: 0.5424 (0.5401) loss_giou_aux_2: 0.5371 (0.5348) loss_giou_aux_3: 0.5301 (0.5317) loss_giou_aux_4: 0.5259 (0.5310) loss_giou_aux_5: 0.6545 (0.6343) loss_giou_dn_0: 0.6752 (0.6700) loss_giou_dn_1: 0.5646 (0.5664) loss_giou_dn_2: 0.5434 (0.5403) loss_giou_dn_3: 0.5344 (0.5317) loss_giou_dn_4: 0.5349 (0.5294) loss_giou_dn_5: 0.5349 (0.5295) loss_vfl: 0.7534 (0.7417) loss_vfl_aux_0: 0.8794 (0.8788) loss_vfl_aux_1: 0.7978 (0.8287) loss_vfl_aux_2: 0.7651 (0.7768) loss_vfl_aux_3: 0.7473 (0.7533) loss_vfl_aux_4: 0.7568 (0.7442) loss_vfl_aux_5: 0.8114 (0.8507) loss_vfl_dn_0: 0.4797 (0.4791) loss_vfl_dn_1: 0.4283 (0.4245) loss_vfl_dn_2: 0.4104 (0.4067) loss_vfl_dn_3: 0.4030 (0.3990) loss_vfl_dn_4: 0.4004 (0.3962) loss_vfl_dn_5: 0.3984 (0.3956) time: 0.4623 data: 0.0138 max mem: 5653 Epoch: [11] [6600/7393] eta: 0:06:18 lr: 0.000010 loss: 17.5710 (18.1873) loss_bbox: 0.1661 (0.1812) loss_bbox_aux_0: 0.1736 (0.1955) loss_bbox_aux_1: 0.1670 (0.1856) loss_bbox_aux_2: 0.1660 (0.1828) loss_bbox_aux_3: 0.1676 (0.1813) loss_bbox_aux_4: 0.1637 (0.1811) loss_bbox_aux_5: 0.2208 (0.2398) loss_bbox_dn_0: 0.3004 (0.3331) loss_bbox_dn_1: 0.2245 (0.2626) loss_bbox_dn_2: 0.2027 (0.2424) loss_bbox_dn_3: 0.1999 (0.2343) loss_bbox_dn_4: 0.1965 (0.2320) loss_bbox_dn_5: 0.1966 (0.2319) loss_giou: 0.4889 (0.5309) loss_giou_aux_0: 0.5340 (0.5590) loss_giou_aux_1: 0.5211 (0.5403) loss_giou_aux_2: 0.4956 (0.5350) loss_giou_aux_3: 0.4892 (0.5319) loss_giou_aux_4: 0.4876 (0.5312) loss_giou_aux_5: 0.6015 (0.6345) loss_giou_dn_0: 0.6442 (0.6700) loss_giou_dn_1: 0.5385 (0.5664) loss_giou_dn_2: 0.5148 (0.5403) loss_giou_dn_3: 0.5057 (0.5317) loss_giou_dn_4: 0.5042 (0.5294) loss_giou_dn_5: 0.5046 (0.5295) loss_vfl: 0.7268 (0.7415) loss_vfl_aux_0: 0.8772 (0.8786) loss_vfl_aux_1: 0.7881 (0.8284) loss_vfl_aux_2: 0.7452 (0.7766) loss_vfl_aux_3: 0.7320 (0.7531) loss_vfl_aux_4: 0.7281 (0.7440) loss_vfl_aux_5: 0.8080 (0.8505) loss_vfl_dn_0: 0.4759 (0.4791) loss_vfl_dn_1: 0.4227 (0.4245) loss_vfl_dn_2: 0.4025 (0.4067) loss_vfl_dn_3: 0.3955 (0.3990) loss_vfl_dn_4: 0.3946 (0.3961) loss_vfl_dn_5: 0.3954 (0.3955) time: 0.4670 data: 0.0137 max mem: 5653 Epoch: [11] [6700/7393] eta: 0:05:30 lr: 0.000010 loss: 17.7138 (18.1838) loss_bbox: 0.1672 (0.1812) loss_bbox_aux_0: 0.1855 (0.1955) loss_bbox_aux_1: 0.1800 (0.1856) loss_bbox_aux_2: 0.1710 (0.1828) loss_bbox_aux_3: 0.1759 (0.1813) loss_bbox_aux_4: 0.1712 (0.1811) loss_bbox_aux_5: 0.2334 (0.2397) loss_bbox_dn_0: 0.3145 (0.3330) loss_bbox_dn_1: 0.2459 (0.2625) loss_bbox_dn_2: 0.2311 (0.2423) loss_bbox_dn_3: 0.2250 (0.2342) loss_bbox_dn_4: 0.2233 (0.2319) loss_bbox_dn_5: 0.2234 (0.2318) loss_giou: 0.4980 (0.5308) loss_giou_aux_0: 0.5452 (0.5589) loss_giou_aux_1: 0.5114 (0.5402) loss_giou_aux_2: 0.5002 (0.5349) loss_giou_aux_3: 0.4948 (0.5318) loss_giou_aux_4: 0.4938 (0.5310) loss_giou_aux_5: 0.6241 (0.6344) loss_giou_dn_0: 0.6719 (0.6699) loss_giou_dn_1: 0.5705 (0.5663) loss_giou_dn_2: 0.5470 (0.5402) loss_giou_dn_3: 0.5378 (0.5316) loss_giou_dn_4: 0.5345 (0.5293) loss_giou_dn_5: 0.5345 (0.5294) loss_vfl: 0.6966 (0.7414) loss_vfl_aux_0: 0.8264 (0.8784) loss_vfl_aux_1: 0.7712 (0.8281) loss_vfl_aux_2: 0.7133 (0.7765) loss_vfl_aux_3: 0.7097 (0.7530) loss_vfl_aux_4: 0.7025 (0.7440) loss_vfl_aux_5: 0.7938 (0.8502) loss_vfl_dn_0: 0.4698 (0.4790) loss_vfl_dn_1: 0.4179 (0.4244) loss_vfl_dn_2: 0.4001 (0.4066) loss_vfl_dn_3: 0.3925 (0.3989) loss_vfl_dn_4: 0.3908 (0.3961) loss_vfl_dn_5: 0.3902 (0.3955) time: 0.4649 data: 0.0137 max mem: 5653 Epoch: [11] [6800/7393] eta: 0:04:42 lr: 0.000010 loss: 17.4274 (18.1815) loss_bbox: 0.1748 (0.1811) loss_bbox_aux_0: 0.1959 (0.1955) loss_bbox_aux_1: 0.1827 (0.1855) loss_bbox_aux_2: 0.1770 (0.1827) loss_bbox_aux_3: 0.1675 (0.1812) loss_bbox_aux_4: 0.1766 (0.1810) loss_bbox_aux_5: 0.2369 (0.2396) loss_bbox_dn_0: 0.3208 (0.3328) loss_bbox_dn_1: 0.2619 (0.2624) loss_bbox_dn_2: 0.2447 (0.2421) loss_bbox_dn_3: 0.2344 (0.2341) loss_bbox_dn_4: 0.2338 (0.2317) loss_bbox_dn_5: 0.2339 (0.2317) loss_giou: 0.5087 (0.5309) loss_giou_aux_0: 0.5143 (0.5589) loss_giou_aux_1: 0.5210 (0.5403) loss_giou_aux_2: 0.5184 (0.5350) loss_giou_aux_3: 0.5094 (0.5319) loss_giou_aux_4: 0.5127 (0.5311) loss_giou_aux_5: 0.6085 (0.6344) loss_giou_dn_0: 0.6562 (0.6699) loss_giou_dn_1: 0.5413 (0.5663) loss_giou_dn_2: 0.5144 (0.5402) loss_giou_dn_3: 0.5127 (0.5316) loss_giou_dn_4: 0.5093 (0.5293) loss_giou_dn_5: 0.5093 (0.5294) loss_vfl: 0.7380 (0.7412) loss_vfl_aux_0: 0.8559 (0.8781) loss_vfl_aux_1: 0.8175 (0.8278) loss_vfl_aux_2: 0.7784 (0.7762) loss_vfl_aux_3: 0.7449 (0.7528) loss_vfl_aux_4: 0.7292 (0.7438) loss_vfl_aux_5: 0.8316 (0.8501) loss_vfl_dn_0: 0.4774 (0.4790) loss_vfl_dn_1: 0.4202 (0.4245) loss_vfl_dn_2: 0.4040 (0.4067) loss_vfl_dn_3: 0.3978 (0.3990) loss_vfl_dn_4: 0.3952 (0.3961) loss_vfl_dn_5: 0.3944 (0.3955) time: 0.4716 data: 0.0139 max mem: 5653 Epoch: [11] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 18.1275 (18.1810) loss_bbox: 0.1865 (0.1812) loss_bbox_aux_0: 0.2039 (0.1956) loss_bbox_aux_1: 0.1854 (0.1856) loss_bbox_aux_2: 0.1849 (0.1828) loss_bbox_aux_3: 0.1740 (0.1813) loss_bbox_aux_4: 0.1872 (0.1811) loss_bbox_aux_5: 0.2412 (0.2397) loss_bbox_dn_0: 0.3182 (0.3329) loss_bbox_dn_1: 0.2618 (0.2624) loss_bbox_dn_2: 0.2358 (0.2422) loss_bbox_dn_3: 0.2281 (0.2341) loss_bbox_dn_4: 0.2255 (0.2318) loss_bbox_dn_5: 0.2252 (0.2317) loss_giou: 0.4642 (0.5308) loss_giou_aux_0: 0.4882 (0.5588) loss_giou_aux_1: 0.4791 (0.5402) loss_giou_aux_2: 0.4812 (0.5349) loss_giou_aux_3: 0.4666 (0.5318) loss_giou_aux_4: 0.4645 (0.5311) loss_giou_aux_5: 0.5970 (0.6343) loss_giou_dn_0: 0.6538 (0.6698) loss_giou_dn_1: 0.5465 (0.5662) loss_giou_dn_2: 0.5216 (0.5401) loss_giou_dn_3: 0.5148 (0.5315) loss_giou_dn_4: 0.5105 (0.5292) loss_giou_dn_5: 0.5105 (0.5293) loss_vfl: 0.7501 (0.7412) loss_vfl_aux_0: 0.8435 (0.8782) loss_vfl_aux_1: 0.8146 (0.8277) loss_vfl_aux_2: 0.7715 (0.7762) loss_vfl_aux_3: 0.7712 (0.7529) loss_vfl_aux_4: 0.7443 (0.7438) loss_vfl_aux_5: 0.8352 (0.8501) loss_vfl_dn_0: 0.4779 (0.4790) loss_vfl_dn_1: 0.4201 (0.4245) loss_vfl_dn_2: 0.4034 (0.4067) loss_vfl_dn_3: 0.3948 (0.3989) loss_vfl_dn_4: 0.3934 (0.3961) loss_vfl_dn_5: 0.3935 (0.3955) time: 0.4675 data: 0.0141 max mem: 5653 Epoch: [11] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 17.4299 (18.1805) loss_bbox: 0.1710 (0.1811) loss_bbox_aux_0: 0.1865 (0.1955) loss_bbox_aux_1: 0.1738 (0.1855) loss_bbox_aux_2: 0.1780 (0.1827) loss_bbox_aux_3: 0.1800 (0.1812) loss_bbox_aux_4: 0.1716 (0.1810) loss_bbox_aux_5: 0.2249 (0.2396) loss_bbox_dn_0: 0.2687 (0.3327) loss_bbox_dn_1: 0.2157 (0.2623) loss_bbox_dn_2: 0.1994 (0.2420) loss_bbox_dn_3: 0.1988 (0.2340) loss_bbox_dn_4: 0.1933 (0.2316) loss_bbox_dn_5: 0.1932 (0.2316) loss_giou: 0.4560 (0.5309) loss_giou_aux_0: 0.4813 (0.5589) loss_giou_aux_1: 0.4615 (0.5403) loss_giou_aux_2: 0.4655 (0.5350) loss_giou_aux_3: 0.4629 (0.5319) loss_giou_aux_4: 0.4582 (0.5312) loss_giou_aux_5: 0.5524 (0.6344) loss_giou_dn_0: 0.6134 (0.6698) loss_giou_dn_1: 0.5155 (0.5662) loss_giou_dn_2: 0.4932 (0.5401) loss_giou_dn_3: 0.4857 (0.5315) loss_giou_dn_4: 0.4839 (0.5292) loss_giou_dn_5: 0.4839 (0.5293) loss_vfl: 0.7130 (0.7414) loss_vfl_aux_0: 0.8701 (0.8782) loss_vfl_aux_1: 0.8180 (0.8277) loss_vfl_aux_2: 0.7579 (0.7763) loss_vfl_aux_3: 0.7330 (0.7530) loss_vfl_aux_4: 0.7230 (0.7439) loss_vfl_aux_5: 0.8241 (0.8501) loss_vfl_dn_0: 0.4787 (0.4790) loss_vfl_dn_1: 0.4214 (0.4244) loss_vfl_dn_2: 0.4031 (0.4066) loss_vfl_dn_3: 0.3923 (0.3989) loss_vfl_dn_4: 0.3887 (0.3961) loss_vfl_dn_5: 0.3865 (0.3954) time: 0.4750 data: 0.0147 max mem: 5653 Epoch: [11] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 18.3725 (18.1798) loss_bbox: 0.1625 (0.1810) loss_bbox_aux_0: 0.1986 (0.1955) loss_bbox_aux_1: 0.1767 (0.1855) loss_bbox_aux_2: 0.1734 (0.1827) loss_bbox_aux_3: 0.1699 (0.1812) loss_bbox_aux_4: 0.1629 (0.1810) loss_bbox_aux_5: 0.2367 (0.2396) loss_bbox_dn_0: 0.3365 (0.3326) loss_bbox_dn_1: 0.2534 (0.2622) loss_bbox_dn_2: 0.2315 (0.2420) loss_bbox_dn_3: 0.2219 (0.2339) loss_bbox_dn_4: 0.2207 (0.2316) loss_bbox_dn_5: 0.2206 (0.2315) loss_giou: 0.5477 (0.5310) loss_giou_aux_0: 0.5694 (0.5590) loss_giou_aux_1: 0.5476 (0.5404) loss_giou_aux_2: 0.5528 (0.5351) loss_giou_aux_3: 0.5473 (0.5319) loss_giou_aux_4: 0.5478 (0.5312) loss_giou_aux_5: 0.6514 (0.6345) loss_giou_dn_0: 0.6986 (0.6698) loss_giou_dn_1: 0.5591 (0.5662) loss_giou_dn_2: 0.5314 (0.5401) loss_giou_dn_3: 0.5238 (0.5315) loss_giou_dn_4: 0.5205 (0.5292) loss_giou_dn_5: 0.5208 (0.5293) loss_vfl: 0.7611 (0.7415) loss_vfl_aux_0: 0.8976 (0.8781) loss_vfl_aux_1: 0.8222 (0.8275) loss_vfl_aux_2: 0.8001 (0.7763) loss_vfl_aux_3: 0.7695 (0.7530) loss_vfl_aux_4: 0.7642 (0.7440) loss_vfl_aux_5: 0.8604 (0.8500) loss_vfl_dn_0: 0.4764 (0.4790) loss_vfl_dn_1: 0.4234 (0.4244) loss_vfl_dn_2: 0.4036 (0.4066) loss_vfl_dn_3: 0.4013 (0.3989) loss_vfl_dn_4: 0.3949 (0.3960) loss_vfl_dn_5: 0.3943 (0.3954) time: 0.4842 data: 0.0155 max mem: 5653 Epoch: [11] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 18.6381 (18.1802) loss_bbox: 0.1955 (0.1810) loss_bbox_aux_0: 0.2151 (0.1955) loss_bbox_aux_1: 0.2035 (0.1855) loss_bbox_aux_2: 0.1952 (0.1827) loss_bbox_aux_3: 0.1989 (0.1811) loss_bbox_aux_4: 0.1942 (0.1810) loss_bbox_aux_5: 0.2526 (0.2395) loss_bbox_dn_0: 0.3818 (0.3326) loss_bbox_dn_1: 0.3129 (0.2622) loss_bbox_dn_2: 0.2843 (0.2420) loss_bbox_dn_3: 0.2781 (0.2340) loss_bbox_dn_4: 0.2780 (0.2316) loss_bbox_dn_5: 0.2778 (0.2315) loss_giou: 0.4980 (0.5311) loss_giou_aux_0: 0.5224 (0.5591) loss_giou_aux_1: 0.4976 (0.5405) loss_giou_aux_2: 0.5012 (0.5352) loss_giou_aux_3: 0.4930 (0.5320) loss_giou_aux_4: 0.4983 (0.5313) loss_giou_aux_5: 0.5670 (0.6345) loss_giou_dn_0: 0.6406 (0.6698) loss_giou_dn_1: 0.5305 (0.5662) loss_giou_dn_2: 0.5014 (0.5402) loss_giou_dn_3: 0.4931 (0.5315) loss_giou_dn_4: 0.4908 (0.5292) loss_giou_dn_5: 0.4907 (0.5294) loss_vfl: 0.7652 (0.7414) loss_vfl_aux_0: 0.8990 (0.8780) loss_vfl_aux_1: 0.8444 (0.8274) loss_vfl_aux_2: 0.7873 (0.7762) loss_vfl_aux_3: 0.7656 (0.7530) loss_vfl_aux_4: 0.7628 (0.7439) loss_vfl_aux_5: 0.8629 (0.8500) loss_vfl_dn_0: 0.4808 (0.4789) loss_vfl_dn_1: 0.4293 (0.4244) loss_vfl_dn_2: 0.4090 (0.4066) loss_vfl_dn_3: 0.3983 (0.3989) loss_vfl_dn_4: 0.3975 (0.3960) loss_vfl_dn_5: 0.3989 (0.3954) time: 0.4706 data: 0.0139 max mem: 5653 Epoch: [11] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.4549 (18.1792) loss_bbox: 0.1759 (0.1809) loss_bbox_aux_0: 0.1843 (0.1954) loss_bbox_aux_1: 0.1747 (0.1854) loss_bbox_aux_2: 0.1702 (0.1826) loss_bbox_aux_3: 0.1730 (0.1810) loss_bbox_aux_4: 0.1754 (0.1809) loss_bbox_aux_5: 0.2227 (0.2394) loss_bbox_dn_0: 0.3354 (0.3324) loss_bbox_dn_1: 0.2630 (0.2621) loss_bbox_dn_2: 0.2306 (0.2419) loss_bbox_dn_3: 0.2202 (0.2339) loss_bbox_dn_4: 0.2139 (0.2315) loss_bbox_dn_5: 0.2123 (0.2314) loss_giou: 0.5382 (0.5311) loss_giou_aux_0: 0.5485 (0.5591) loss_giou_aux_1: 0.5346 (0.5405) loss_giou_aux_2: 0.5296 (0.5352) loss_giou_aux_3: 0.5246 (0.5321) loss_giou_aux_4: 0.5260 (0.5314) loss_giou_aux_5: 0.6258 (0.6346) loss_giou_dn_0: 0.6775 (0.6698) loss_giou_dn_1: 0.5771 (0.5662) loss_giou_dn_2: 0.5520 (0.5402) loss_giou_dn_3: 0.5463 (0.5316) loss_giou_dn_4: 0.5442 (0.5293) loss_giou_dn_5: 0.5447 (0.5294) loss_vfl: 0.7085 (0.7414) loss_vfl_aux_0: 0.8557 (0.8779) loss_vfl_aux_1: 0.8023 (0.8272) loss_vfl_aux_2: 0.7487 (0.7761) loss_vfl_aux_3: 0.7185 (0.7529) loss_vfl_aux_4: 0.7131 (0.7439) loss_vfl_aux_5: 0.8520 (0.8500) loss_vfl_dn_0: 0.4722 (0.4790) loss_vfl_dn_1: 0.4248 (0.4244) loss_vfl_dn_2: 0.4066 (0.4066) loss_vfl_dn_3: 0.3970 (0.3989) loss_vfl_dn_4: 0.3941 (0.3960) loss_vfl_dn_5: 0.3942 (0.3954) time: 0.4658 data: 0.0138 max mem: 5653 Epoch: [11] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.4985 (18.1770) loss_bbox: 0.1709 (0.1809) loss_bbox_aux_0: 0.1816 (0.1954) loss_bbox_aux_1: 0.1714 (0.1854) loss_bbox_aux_2: 0.1646 (0.1825) loss_bbox_aux_3: 0.1599 (0.1810) loss_bbox_aux_4: 0.1745 (0.1809) loss_bbox_aux_5: 0.2310 (0.2394) loss_bbox_dn_0: 0.2975 (0.3324) loss_bbox_dn_1: 0.2271 (0.2620) loss_bbox_dn_2: 0.2139 (0.2419) loss_bbox_dn_3: 0.2083 (0.2338) loss_bbox_dn_4: 0.2058 (0.2315) loss_bbox_dn_5: 0.2058 (0.2314) loss_giou: 0.5071 (0.5310) loss_giou_aux_0: 0.5286 (0.5589) loss_giou_aux_1: 0.5247 (0.5404) loss_giou_aux_2: 0.5090 (0.5350) loss_giou_aux_3: 0.5077 (0.5319) loss_giou_aux_4: 0.5072 (0.5312) loss_giou_aux_5: 0.6107 (0.6344) loss_giou_dn_0: 0.6523 (0.6696) loss_giou_dn_1: 0.5419 (0.5660) loss_giou_dn_2: 0.5164 (0.5400) loss_giou_dn_3: 0.5116 (0.5314) loss_giou_dn_4: 0.5101 (0.5291) loss_giou_dn_5: 0.5100 (0.5292) loss_vfl: 0.7490 (0.7414) loss_vfl_aux_0: 0.9137 (0.8781) loss_vfl_aux_1: 0.8590 (0.8272) loss_vfl_aux_2: 0.8061 (0.7763) loss_vfl_aux_3: 0.7529 (0.7530) loss_vfl_aux_4: 0.7491 (0.7439) loss_vfl_aux_5: 0.8930 (0.8503) loss_vfl_dn_0: 0.4765 (0.4790) loss_vfl_dn_1: 0.4168 (0.4244) loss_vfl_dn_2: 0.4009 (0.4066) loss_vfl_dn_3: 0.3946 (0.3989) loss_vfl_dn_4: 0.3931 (0.3960) loss_vfl_dn_5: 0.3902 (0.3954) time: 0.4772 data: 0.0149 max mem: 5653 Epoch: [11] Total time: 0:58:49 (0.4774 s / it) Averaged stats: lr: 0.000010 loss: 17.4985 (18.1770) loss_bbox: 0.1709 (0.1809) loss_bbox_aux_0: 0.1816 (0.1954) loss_bbox_aux_1: 0.1714 (0.1854) loss_bbox_aux_2: 0.1646 (0.1825) loss_bbox_aux_3: 0.1599 (0.1810) loss_bbox_aux_4: 0.1745 (0.1809) loss_bbox_aux_5: 0.2310 (0.2394) loss_bbox_dn_0: 0.2975 (0.3324) loss_bbox_dn_1: 0.2271 (0.2620) loss_bbox_dn_2: 0.2139 (0.2419) loss_bbox_dn_3: 0.2083 (0.2338) loss_bbox_dn_4: 0.2058 (0.2315) loss_bbox_dn_5: 0.2058 (0.2314) loss_giou: 0.5071 (0.5310) loss_giou_aux_0: 0.5286 (0.5589) loss_giou_aux_1: 0.5247 (0.5404) loss_giou_aux_2: 0.5090 (0.5350) loss_giou_aux_3: 0.5077 (0.5319) loss_giou_aux_4: 0.5072 (0.5312) loss_giou_aux_5: 0.6107 (0.6344) loss_giou_dn_0: 0.6523 (0.6696) loss_giou_dn_1: 0.5419 (0.5660) loss_giou_dn_2: 0.5164 (0.5400) loss_giou_dn_3: 0.5116 (0.5314) loss_giou_dn_4: 0.5101 (0.5291) loss_giou_dn_5: 0.5100 (0.5292) loss_vfl: 0.7490 (0.7414) loss_vfl_aux_0: 0.9137 (0.8781) loss_vfl_aux_1: 0.8590 (0.8272) loss_vfl_aux_2: 0.8061 (0.7763) loss_vfl_aux_3: 0.7529 (0.7530) loss_vfl_aux_4: 0.7491 (0.7439) loss_vfl_aux_5: 0.8930 (0.8503) loss_vfl_dn_0: 0.4765 (0.4790) loss_vfl_dn_1: 0.4168 (0.4244) loss_vfl_dn_2: 0.4009 (0.4066) loss_vfl_dn_3: 0.3946 (0.3989) loss_vfl_dn_4: 0.3931 (0.3960) loss_vfl_dn_5: 0.3902 (0.3954) Test: [ 0/157] eta: 0:04:01 time: 1.5384 data: 1.1234 max mem: 5653 Test: [ 10/157] eta: 0:01:14 time: 0.5042 data: 0.1254 max mem: 5653 Test: [ 20/157] eta: 0:01:01 time: 0.3912 data: 0.0257 max mem: 5653 Test: [ 30/157] eta: 0:01:19 time: 0.6936 data: 0.0260 max mem: 5653 Test: [ 40/157] eta: 0:01:06 time: 0.6948 data: 0.0264 max mem: 5653 Test: [ 50/157] eta: 0:00:57 time: 0.3876 data: 0.0263 max mem: 5653 Test: [ 60/157] eta: 0:00:49 time: 0.3942 data: 0.0264 max mem: 5653 Test: [ 70/157] eta: 0:00:42 time: 0.3886 data: 0.0266 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.3881 data: 0.0261 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3915 data: 0.0259 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.3819 data: 0.0259 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3845 data: 0.0256 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3843 data: 0.0259 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3802 data: 0.0260 max mem: 5653 Test: [140/157] eta: 0:00:08 time: 0.6437 data: 0.2932 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.6302 data: 0.2931 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.6203 data: 0.2928 max mem: 5653 Test: Total time: 0:01:13 (0.4655 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.03s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.662 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 best_stat: {'epoch': 11, 'coco_eval_bbox': 0.48516061092978796} Epoch: [12] [ 0/7393] eta: 12:04:43 lr: 0.000010 loss: 15.5528 (15.5528) loss_bbox: 0.1768 (0.1768) loss_bbox_aux_0: 0.2048 (0.2048) loss_bbox_aux_1: 0.1931 (0.1931) loss_bbox_aux_2: 0.1901 (0.1901) loss_bbox_aux_3: 0.1791 (0.1791) loss_bbox_aux_4: 0.1767 (0.1767) loss_bbox_aux_5: 0.2559 (0.2559) loss_bbox_dn_0: 0.3993 (0.3993) loss_bbox_dn_1: 0.3037 (0.3037) loss_bbox_dn_2: 0.2702 (0.2702) loss_bbox_dn_3: 0.2608 (0.2608) loss_bbox_dn_4: 0.2546 (0.2546) loss_bbox_dn_5: 0.2548 (0.2548) loss_giou: 0.3164 (0.3164) loss_giou_aux_0: 0.3479 (0.3479) loss_giou_aux_1: 0.3413 (0.3413) loss_giou_aux_2: 0.3262 (0.3262) loss_giou_aux_3: 0.3192 (0.3192) loss_giou_aux_4: 0.3162 (0.3162) loss_giou_aux_5: 0.4469 (0.4469) loss_giou_dn_0: 0.5234 (0.5234) loss_giou_dn_1: 0.4054 (0.4054) loss_giou_dn_2: 0.3723 (0.3723) loss_giou_dn_3: 0.3624 (0.3624) loss_giou_dn_4: 0.3588 (0.3588) loss_giou_dn_5: 0.3588 (0.3588) loss_vfl: 0.6732 (0.6732) loss_vfl_aux_0: 0.9015 (0.9015) loss_vfl_aux_1: 0.7357 (0.7357) loss_vfl_aux_2: 0.6761 (0.6761) loss_vfl_aux_3: 0.7070 (0.7070) loss_vfl_aux_4: 0.6786 (0.6786) loss_vfl_aux_5: 0.8961 (0.8961) loss_vfl_dn_0: 0.4814 (0.4814) loss_vfl_dn_1: 0.4034 (0.4034) loss_vfl_dn_2: 0.3795 (0.3795) loss_vfl_dn_3: 0.3735 (0.3735) loss_vfl_dn_4: 0.3662 (0.3662) loss_vfl_dn_5: 0.3655 (0.3655) time: 5.8817 data: 1.3699 max mem: 5653 Epoch: [12] [ 100/7393] eta: 1:04:53 lr: 0.000010 loss: 18.7456 (17.9346) loss_bbox: 0.1821 (0.1829) loss_bbox_aux_0: 0.1937 (0.1968) loss_bbox_aux_1: 0.1939 (0.1890) loss_bbox_aux_2: 0.1862 (0.1848) loss_bbox_aux_3: 0.1841 (0.1834) loss_bbox_aux_4: 0.1812 (0.1830) loss_bbox_aux_5: 0.2397 (0.2424) loss_bbox_dn_0: 0.3226 (0.3441) loss_bbox_dn_1: 0.2397 (0.2693) loss_bbox_dn_2: 0.2283 (0.2466) loss_bbox_dn_3: 0.2239 (0.2380) loss_bbox_dn_4: 0.2244 (0.2354) loss_bbox_dn_5: 0.2247 (0.2353) loss_giou: 0.5195 (0.5144) loss_giou_aux_0: 0.5369 (0.5401) loss_giou_aux_1: 0.5132 (0.5252) loss_giou_aux_2: 0.5158 (0.5184) loss_giou_aux_3: 0.5158 (0.5152) loss_giou_aux_4: 0.5189 (0.5148) loss_giou_aux_5: 0.6517 (0.6185) loss_giou_dn_0: 0.6751 (0.6569) loss_giou_dn_1: 0.5679 (0.5519) loss_giou_dn_2: 0.5453 (0.5254) loss_giou_dn_3: 0.5366 (0.5165) loss_giou_dn_4: 0.5346 (0.5140) loss_giou_dn_5: 0.5348 (0.5141) loss_vfl: 0.7287 (0.7290) loss_vfl_aux_0: 0.8648 (0.8757) loss_vfl_aux_1: 0.8046 (0.8106) loss_vfl_aux_2: 0.7789 (0.7598) loss_vfl_aux_3: 0.7507 (0.7418) loss_vfl_aux_4: 0.7384 (0.7312) loss_vfl_aux_5: 0.8131 (0.8498) loss_vfl_dn_0: 0.4725 (0.4783) loss_vfl_dn_1: 0.4218 (0.4214) loss_vfl_dn_2: 0.4060 (0.4023) loss_vfl_dn_3: 0.4022 (0.3951) loss_vfl_dn_4: 0.4032 (0.3920) loss_vfl_dn_5: 0.4031 (0.3913) time: 0.4601 data: 0.0159 max mem: 5653 Epoch: [12] [ 200/7393] eta: 1:00:07 lr: 0.000010 loss: 17.7189 (17.9919) loss_bbox: 0.1629 (0.1817) loss_bbox_aux_0: 0.1752 (0.1962) loss_bbox_aux_1: 0.1695 (0.1883) loss_bbox_aux_2: 0.1654 (0.1842) loss_bbox_aux_3: 0.1598 (0.1818) loss_bbox_aux_4: 0.1624 (0.1821) loss_bbox_aux_5: 0.2131 (0.2412) loss_bbox_dn_0: 0.2803 (0.3354) loss_bbox_dn_1: 0.2254 (0.2634) loss_bbox_dn_2: 0.2053 (0.2425) loss_bbox_dn_3: 0.1939 (0.2342) loss_bbox_dn_4: 0.1898 (0.2317) loss_bbox_dn_5: 0.1896 (0.2316) loss_giou: 0.5420 (0.5184) loss_giou_aux_0: 0.5486 (0.5444) loss_giou_aux_1: 0.5394 (0.5290) loss_giou_aux_2: 0.5334 (0.5231) loss_giou_aux_3: 0.5382 (0.5187) loss_giou_aux_4: 0.5333 (0.5191) loss_giou_aux_5: 0.6191 (0.6231) loss_giou_dn_0: 0.6642 (0.6627) loss_giou_dn_1: 0.5646 (0.5580) loss_giou_dn_2: 0.5395 (0.5314) loss_giou_dn_3: 0.5302 (0.5226) loss_giou_dn_4: 0.5265 (0.5202) loss_giou_dn_5: 0.5264 (0.5203) loss_vfl: 0.7061 (0.7340) loss_vfl_aux_0: 0.8307 (0.8770) loss_vfl_aux_1: 0.7806 (0.8113) loss_vfl_aux_2: 0.7341 (0.7648) loss_vfl_aux_3: 0.7153 (0.7479) loss_vfl_aux_4: 0.7066 (0.7365) loss_vfl_aux_5: 0.8112 (0.8472) loss_vfl_dn_0: 0.4748 (0.4785) loss_vfl_dn_1: 0.4199 (0.4226) loss_vfl_dn_2: 0.4014 (0.4038) loss_vfl_dn_3: 0.3950 (0.3966) loss_vfl_dn_4: 0.3954 (0.3936) loss_vfl_dn_5: 0.3954 (0.3929) time: 0.4799 data: 0.0157 max mem: 5653 Epoch: [12] [ 300/7393] eta: 0:58:05 lr: 0.000010 loss: 17.6707 (17.9892) loss_bbox: 0.1662 (0.1798) loss_bbox_aux_0: 0.1755 (0.1940) loss_bbox_aux_1: 0.1708 (0.1860) loss_bbox_aux_2: 0.1648 (0.1824) loss_bbox_aux_3: 0.1630 (0.1799) loss_bbox_aux_4: 0.1673 (0.1803) loss_bbox_aux_5: 0.2269 (0.2385) loss_bbox_dn_0: 0.3260 (0.3336) loss_bbox_dn_1: 0.2512 (0.2619) loss_bbox_dn_2: 0.2289 (0.2411) loss_bbox_dn_3: 0.2183 (0.2331) loss_bbox_dn_4: 0.2179 (0.2308) loss_bbox_dn_5: 0.2177 (0.2307) loss_giou: 0.4620 (0.5173) loss_giou_aux_0: 0.4930 (0.5432) loss_giou_aux_1: 0.4800 (0.5278) loss_giou_aux_2: 0.4829 (0.5224) loss_giou_aux_3: 0.4663 (0.5183) loss_giou_aux_4: 0.4666 (0.5180) loss_giou_aux_5: 0.5765 (0.6202) loss_giou_dn_0: 0.6409 (0.6640) loss_giou_dn_1: 0.5349 (0.5590) loss_giou_dn_2: 0.5150 (0.5321) loss_giou_dn_3: 0.5064 (0.5235) loss_giou_dn_4: 0.5022 (0.5211) loss_giou_dn_5: 0.5022 (0.5212) loss_vfl: 0.7283 (0.7383) loss_vfl_aux_0: 0.8509 (0.8779) loss_vfl_aux_1: 0.8068 (0.8140) loss_vfl_aux_2: 0.7565 (0.7669) loss_vfl_aux_3: 0.7591 (0.7507) loss_vfl_aux_4: 0.7388 (0.7408) loss_vfl_aux_5: 0.8517 (0.8505) loss_vfl_dn_0: 0.4771 (0.4782) loss_vfl_dn_1: 0.4226 (0.4226) loss_vfl_dn_2: 0.4041 (0.4045) loss_vfl_dn_3: 0.3971 (0.3971) loss_vfl_dn_4: 0.3941 (0.3942) loss_vfl_dn_5: 0.3918 (0.3935) time: 0.4722 data: 0.0152 max mem: 5653 Epoch: [12] [ 400/7393] eta: 0:56:37 lr: 0.000010 loss: 18.5617 (17.9976) loss_bbox: 0.1778 (0.1797) loss_bbox_aux_0: 0.1850 (0.1943) loss_bbox_aux_1: 0.1787 (0.1858) loss_bbox_aux_2: 0.1765 (0.1821) loss_bbox_aux_3: 0.1811 (0.1798) loss_bbox_aux_4: 0.1776 (0.1801) loss_bbox_aux_5: 0.2363 (0.2388) loss_bbox_dn_0: 0.2930 (0.3310) loss_bbox_dn_1: 0.2343 (0.2606) loss_bbox_dn_2: 0.2200 (0.2401) loss_bbox_dn_3: 0.2102 (0.2321) loss_bbox_dn_4: 0.2087 (0.2299) loss_bbox_dn_5: 0.2087 (0.2298) loss_giou: 0.5462 (0.5199) loss_giou_aux_0: 0.5746 (0.5458) loss_giou_aux_1: 0.5629 (0.5297) loss_giou_aux_2: 0.5486 (0.5244) loss_giou_aux_3: 0.5465 (0.5211) loss_giou_aux_4: 0.5448 (0.5206) loss_giou_aux_5: 0.6567 (0.6230) loss_giou_dn_0: 0.6850 (0.6633) loss_giou_dn_1: 0.5765 (0.5585) loss_giou_dn_2: 0.5498 (0.5318) loss_giou_dn_3: 0.5437 (0.5232) loss_giou_dn_4: 0.5413 (0.5208) loss_giou_dn_5: 0.5410 (0.5209) loss_vfl: 0.7297 (0.7384) loss_vfl_aux_0: 0.8409 (0.8761) loss_vfl_aux_1: 0.8116 (0.8155) loss_vfl_aux_2: 0.7431 (0.7690) loss_vfl_aux_3: 0.7364 (0.7506) loss_vfl_aux_4: 0.7251 (0.7411) loss_vfl_aux_5: 0.8503 (0.8494) loss_vfl_dn_0: 0.4749 (0.4779) loss_vfl_dn_1: 0.4286 (0.4227) loss_vfl_dn_2: 0.4131 (0.4046) loss_vfl_dn_3: 0.4098 (0.3972) loss_vfl_dn_4: 0.4080 (0.3942) loss_vfl_dn_5: 0.4084 (0.3937) time: 0.4619 data: 0.0146 max mem: 5653 Epoch: [12] [ 500/7393] eta: 0:55:33 lr: 0.000010 loss: 17.6796 (17.9777) loss_bbox: 0.1586 (0.1804) loss_bbox_aux_0: 0.1716 (0.1955) loss_bbox_aux_1: 0.1673 (0.1860) loss_bbox_aux_2: 0.1647 (0.1827) loss_bbox_aux_3: 0.1587 (0.1807) loss_bbox_aux_4: 0.1586 (0.1807) loss_bbox_aux_5: 0.2120 (0.2397) loss_bbox_dn_0: 0.3177 (0.3321) loss_bbox_dn_1: 0.2457 (0.2611) loss_bbox_dn_2: 0.2235 (0.2404) loss_bbox_dn_3: 0.2129 (0.2324) loss_bbox_dn_4: 0.2092 (0.2301) loss_bbox_dn_5: 0.2088 (0.2301) loss_giou: 0.4444 (0.5195) loss_giou_aux_0: 0.4807 (0.5455) loss_giou_aux_1: 0.4504 (0.5284) loss_giou_aux_2: 0.4548 (0.5233) loss_giou_aux_3: 0.4473 (0.5205) loss_giou_aux_4: 0.4557 (0.5201) loss_giou_aux_5: 0.5739 (0.6231) loss_giou_dn_0: 0.6059 (0.6616) loss_giou_dn_1: 0.5074 (0.5571) loss_giou_dn_2: 0.4819 (0.5304) loss_giou_dn_3: 0.4719 (0.5217) loss_giou_dn_4: 0.4698 (0.5194) loss_giou_dn_5: 0.4699 (0.5195) loss_vfl: 0.7311 (0.7356) loss_vfl_aux_0: 0.8843 (0.8741) loss_vfl_aux_1: 0.8206 (0.8148) loss_vfl_aux_2: 0.7666 (0.7683) loss_vfl_aux_3: 0.7480 (0.7479) loss_vfl_aux_4: 0.7431 (0.7387) loss_vfl_aux_5: 0.8640 (0.8477) loss_vfl_dn_0: 0.4792 (0.4780) loss_vfl_dn_1: 0.4159 (0.4224) loss_vfl_dn_2: 0.4030 (0.4043) loss_vfl_dn_3: 0.3915 (0.3968) loss_vfl_dn_4: 0.3893 (0.3938) loss_vfl_dn_5: 0.3888 (0.3931) time: 0.4735 data: 0.0156 max mem: 5653 Epoch: [12] [ 600/7393] eta: 0:54:32 lr: 0.000010 loss: 18.0124 (18.0138) loss_bbox: 0.1864 (0.1802) loss_bbox_aux_0: 0.2015 (0.1950) loss_bbox_aux_1: 0.1950 (0.1859) loss_bbox_aux_2: 0.1855 (0.1824) loss_bbox_aux_3: 0.1876 (0.1808) loss_bbox_aux_4: 0.1833 (0.1806) loss_bbox_aux_5: 0.2368 (0.2392) loss_bbox_dn_0: 0.3328 (0.3310) loss_bbox_dn_1: 0.2763 (0.2604) loss_bbox_dn_2: 0.2487 (0.2399) loss_bbox_dn_3: 0.2357 (0.2319) loss_bbox_dn_4: 0.2320 (0.2297) loss_bbox_dn_5: 0.2321 (0.2296) loss_giou: 0.5176 (0.5226) loss_giou_aux_0: 0.5504 (0.5487) loss_giou_aux_1: 0.5298 (0.5318) loss_giou_aux_2: 0.5210 (0.5267) loss_giou_aux_3: 0.5210 (0.5240) loss_giou_aux_4: 0.5172 (0.5234) loss_giou_aux_5: 0.6189 (0.6259) loss_giou_dn_0: 0.6662 (0.6638) loss_giou_dn_1: 0.5774 (0.5595) loss_giou_dn_2: 0.5440 (0.5328) loss_giou_dn_3: 0.5312 (0.5242) loss_giou_dn_4: 0.5295 (0.5219) loss_giou_dn_5: 0.5296 (0.5220) loss_vfl: 0.7870 (0.7365) loss_vfl_aux_0: 0.8818 (0.8752) loss_vfl_aux_1: 0.8441 (0.8148) loss_vfl_aux_2: 0.7937 (0.7686) loss_vfl_aux_3: 0.7806 (0.7477) loss_vfl_aux_4: 0.7837 (0.7391) loss_vfl_aux_5: 0.8594 (0.8482) loss_vfl_dn_0: 0.4829 (0.4782) loss_vfl_dn_1: 0.4188 (0.4226) loss_vfl_dn_2: 0.4024 (0.4046) loss_vfl_dn_3: 0.3914 (0.3971) loss_vfl_dn_4: 0.3856 (0.3940) loss_vfl_dn_5: 0.3849 (0.3934) time: 0.4770 data: 0.0150 max mem: 5653 Epoch: [12] [ 700/7393] eta: 0:53:42 lr: 0.000010 loss: 17.2973 (17.9825) loss_bbox: 0.1693 (0.1790) loss_bbox_aux_0: 0.1872 (0.1937) loss_bbox_aux_1: 0.1654 (0.1850) loss_bbox_aux_2: 0.1750 (0.1812) loss_bbox_aux_3: 0.1702 (0.1795) loss_bbox_aux_4: 0.1683 (0.1793) loss_bbox_aux_5: 0.2288 (0.2374) loss_bbox_dn_0: 0.3079 (0.3286) loss_bbox_dn_1: 0.2347 (0.2583) loss_bbox_dn_2: 0.2206 (0.2381) loss_bbox_dn_3: 0.2178 (0.2302) loss_bbox_dn_4: 0.2141 (0.2279) loss_bbox_dn_5: 0.2141 (0.2279) loss_giou: 0.4570 (0.5225) loss_giou_aux_0: 0.4804 (0.5489) loss_giou_aux_1: 0.4408 (0.5319) loss_giou_aux_2: 0.4559 (0.5267) loss_giou_aux_3: 0.4472 (0.5239) loss_giou_aux_4: 0.4480 (0.5231) loss_giou_aux_5: 0.5273 (0.6256) loss_giou_dn_0: 0.6095 (0.6630) loss_giou_dn_1: 0.5004 (0.5583) loss_giou_dn_2: 0.4746 (0.5318) loss_giou_dn_3: 0.4656 (0.5233) loss_giou_dn_4: 0.4652 (0.5209) loss_giou_dn_5: 0.4648 (0.5210) loss_vfl: 0.7455 (0.7360) loss_vfl_aux_0: 0.9073 (0.8739) loss_vfl_aux_1: 0.8389 (0.8142) loss_vfl_aux_2: 0.7701 (0.7684) loss_vfl_aux_3: 0.7556 (0.7473) loss_vfl_aux_4: 0.7554 (0.7385) loss_vfl_aux_5: 0.8644 (0.8477) loss_vfl_dn_0: 0.4815 (0.4782) loss_vfl_dn_1: 0.4242 (0.4226) loss_vfl_dn_2: 0.4007 (0.4045) loss_vfl_dn_3: 0.3916 (0.3970) loss_vfl_dn_4: 0.3900 (0.3939) loss_vfl_dn_5: 0.3923 (0.3933) time: 0.4656 data: 0.0150 max mem: 5653 Epoch: [12] [ 800/7393] eta: 0:52:41 lr: 0.000010 loss: 18.6075 (18.0112) loss_bbox: 0.2064 (0.1793) loss_bbox_aux_0: 0.2092 (0.1941) loss_bbox_aux_1: 0.2007 (0.1854) loss_bbox_aux_2: 0.2081 (0.1818) loss_bbox_aux_3: 0.2010 (0.1798) loss_bbox_aux_4: 0.2064 (0.1795) loss_bbox_aux_5: 0.2553 (0.2382) loss_bbox_dn_0: 0.3815 (0.3299) loss_bbox_dn_1: 0.3088 (0.2594) loss_bbox_dn_2: 0.2781 (0.2391) loss_bbox_dn_3: 0.2608 (0.2311) loss_bbox_dn_4: 0.2608 (0.2289) loss_bbox_dn_5: 0.2607 (0.2288) loss_giou: 0.4787 (0.5237) loss_giou_aux_0: 0.5105 (0.5502) loss_giou_aux_1: 0.4697 (0.5331) loss_giou_aux_2: 0.4775 (0.5280) loss_giou_aux_3: 0.4774 (0.5251) loss_giou_aux_4: 0.4785 (0.5242) loss_giou_aux_5: 0.6036 (0.6269) loss_giou_dn_0: 0.6436 (0.6639) loss_giou_dn_1: 0.5471 (0.5593) loss_giou_dn_2: 0.5187 (0.5329) loss_giou_dn_3: 0.5061 (0.5242) loss_giou_dn_4: 0.5018 (0.5219) loss_giou_dn_5: 0.5017 (0.5220) loss_vfl: 0.7764 (0.7370) loss_vfl_aux_0: 0.8958 (0.8739) loss_vfl_aux_1: 0.8765 (0.8154) loss_vfl_aux_2: 0.8285 (0.7693) loss_vfl_aux_3: 0.8129 (0.7480) loss_vfl_aux_4: 0.7911 (0.7395) loss_vfl_aux_5: 0.8569 (0.8468) loss_vfl_dn_0: 0.4827 (0.4784) loss_vfl_dn_1: 0.4212 (0.4226) loss_vfl_dn_2: 0.4034 (0.4047) loss_vfl_dn_3: 0.3981 (0.3971) loss_vfl_dn_4: 0.3971 (0.3941) loss_vfl_dn_5: 0.3982 (0.3934) time: 0.4504 data: 0.0140 max mem: 5653 Epoch: [12] [ 900/7393] eta: 0:52:29 lr: 0.000010 loss: 18.2583 (18.0066) loss_bbox: 0.1551 (0.1790) loss_bbox_aux_0: 0.1698 (0.1940) loss_bbox_aux_1: 0.1570 (0.1848) loss_bbox_aux_2: 0.1553 (0.1813) loss_bbox_aux_3: 0.1543 (0.1795) loss_bbox_aux_4: 0.1551 (0.1792) loss_bbox_aux_5: 0.2162 (0.2381) loss_bbox_dn_0: 0.2985 (0.3297) loss_bbox_dn_1: 0.2427 (0.2591) loss_bbox_dn_2: 0.2213 (0.2388) loss_bbox_dn_3: 0.2171 (0.2308) loss_bbox_dn_4: 0.2170 (0.2286) loss_bbox_dn_5: 0.2169 (0.2285) loss_giou: 0.5734 (0.5239) loss_giou_aux_0: 0.6016 (0.5509) loss_giou_aux_1: 0.5800 (0.5333) loss_giou_aux_2: 0.5618 (0.5281) loss_giou_aux_3: 0.5768 (0.5254) loss_giou_aux_4: 0.5735 (0.5245) loss_giou_aux_5: 0.6608 (0.6273) loss_giou_dn_0: 0.7077 (0.6640) loss_giou_dn_1: 0.6025 (0.5594) loss_giou_dn_2: 0.5790 (0.5329) loss_giou_dn_3: 0.5709 (0.5242) loss_giou_dn_4: 0.5695 (0.5219) loss_giou_dn_5: 0.5693 (0.5220) loss_vfl: 0.7503 (0.7367) loss_vfl_aux_0: 0.8236 (0.8725) loss_vfl_aux_1: 0.7886 (0.8157) loss_vfl_aux_2: 0.7748 (0.7697) loss_vfl_aux_3: 0.7597 (0.7478) loss_vfl_aux_4: 0.7443 (0.7392) loss_vfl_aux_5: 0.8237 (0.8463) loss_vfl_dn_0: 0.4727 (0.4782) loss_vfl_dn_1: 0.4273 (0.4225) loss_vfl_dn_2: 0.4051 (0.4045) loss_vfl_dn_3: 0.3980 (0.3970) loss_vfl_dn_4: 0.3930 (0.3939) loss_vfl_dn_5: 0.3917 (0.3933) time: 0.4756 data: 0.0153 max mem: 5653 Epoch: [12] [1000/7393] eta: 0:51:31 lr: 0.000010 loss: 17.3189 (18.0024) loss_bbox: 0.1731 (0.1783) loss_bbox_aux_0: 0.1764 (0.1930) loss_bbox_aux_1: 0.1686 (0.1838) loss_bbox_aux_2: 0.1659 (0.1805) loss_bbox_aux_3: 0.1665 (0.1788) loss_bbox_aux_4: 0.1675 (0.1783) loss_bbox_aux_5: 0.2156 (0.2371) loss_bbox_dn_0: 0.2862 (0.3284) loss_bbox_dn_1: 0.2108 (0.2580) loss_bbox_dn_2: 0.1940 (0.2378) loss_bbox_dn_3: 0.1851 (0.2299) loss_bbox_dn_4: 0.1841 (0.2277) loss_bbox_dn_5: 0.1839 (0.2276) loss_giou: 0.4876 (0.5241) loss_giou_aux_0: 0.5105 (0.5511) loss_giou_aux_1: 0.4980 (0.5337) loss_giou_aux_2: 0.4891 (0.5283) loss_giou_aux_3: 0.4896 (0.5257) loss_giou_aux_4: 0.4886 (0.5247) loss_giou_aux_5: 0.5961 (0.6276) loss_giou_dn_0: 0.6295 (0.6642) loss_giou_dn_1: 0.5248 (0.5596) loss_giou_dn_2: 0.5037 (0.5332) loss_giou_dn_3: 0.4937 (0.5246) loss_giou_dn_4: 0.4897 (0.5223) loss_giou_dn_5: 0.4895 (0.5224) loss_vfl: 0.7105 (0.7373) loss_vfl_aux_0: 0.8488 (0.8730) loss_vfl_aux_1: 0.7839 (0.8161) loss_vfl_aux_2: 0.7386 (0.7706) loss_vfl_aux_3: 0.7184 (0.7484) loss_vfl_aux_4: 0.7120 (0.7399) loss_vfl_aux_5: 0.8312 (0.8464) loss_vfl_dn_0: 0.4759 (0.4782) loss_vfl_dn_1: 0.4177 (0.4226) loss_vfl_dn_2: 0.4034 (0.4047) loss_vfl_dn_3: 0.3964 (0.3971) loss_vfl_dn_4: 0.3929 (0.3941) loss_vfl_dn_5: 0.3929 (0.3935) time: 0.4747 data: 0.0139 max mem: 5653 Epoch: [12] [1100/7393] eta: 0:50:37 lr: 0.000010 loss: 17.3017 (18.0094) loss_bbox: 0.1584 (0.1784) loss_bbox_aux_0: 0.1829 (0.1931) loss_bbox_aux_1: 0.1690 (0.1839) loss_bbox_aux_2: 0.1636 (0.1806) loss_bbox_aux_3: 0.1601 (0.1788) loss_bbox_aux_4: 0.1586 (0.1784) loss_bbox_aux_5: 0.2296 (0.2371) loss_bbox_dn_0: 0.2885 (0.3287) loss_bbox_dn_1: 0.2169 (0.2584) loss_bbox_dn_2: 0.1904 (0.2382) loss_bbox_dn_3: 0.1829 (0.2302) loss_bbox_dn_4: 0.1800 (0.2280) loss_bbox_dn_5: 0.1799 (0.2279) loss_giou: 0.4786 (0.5255) loss_giou_aux_0: 0.5088 (0.5525) loss_giou_aux_1: 0.4828 (0.5352) loss_giou_aux_2: 0.4873 (0.5296) loss_giou_aux_3: 0.4722 (0.5270) loss_giou_aux_4: 0.4827 (0.5260) loss_giou_aux_5: 0.6037 (0.6288) loss_giou_dn_0: 0.6311 (0.6647) loss_giou_dn_1: 0.5246 (0.5602) loss_giou_dn_2: 0.5021 (0.5338) loss_giou_dn_3: 0.4974 (0.5252) loss_giou_dn_4: 0.4937 (0.5229) loss_giou_dn_5: 0.4939 (0.5230) loss_vfl: 0.7095 (0.7362) loss_vfl_aux_0: 0.8639 (0.8716) loss_vfl_aux_1: 0.7708 (0.8142) loss_vfl_aux_2: 0.7459 (0.7692) loss_vfl_aux_3: 0.7172 (0.7474) loss_vfl_aux_4: 0.7129 (0.7389) loss_vfl_aux_5: 0.8237 (0.8454) loss_vfl_dn_0: 0.4737 (0.4781) loss_vfl_dn_1: 0.4153 (0.4226) loss_vfl_dn_2: 0.3945 (0.4047) loss_vfl_dn_3: 0.3848 (0.3972) loss_vfl_dn_4: 0.3834 (0.3941) loss_vfl_dn_5: 0.3831 (0.3935) time: 0.4785 data: 0.0145 max mem: 5653 Epoch: [12] [1200/7393] eta: 0:49:40 lr: 0.000010 loss: 18.4508 (18.0164) loss_bbox: 0.1748 (0.1787) loss_bbox_aux_0: 0.1818 (0.1932) loss_bbox_aux_1: 0.1745 (0.1840) loss_bbox_aux_2: 0.1736 (0.1807) loss_bbox_aux_3: 0.1740 (0.1790) loss_bbox_aux_4: 0.1748 (0.1786) loss_bbox_aux_5: 0.2186 (0.2372) loss_bbox_dn_0: 0.2979 (0.3288) loss_bbox_dn_1: 0.2174 (0.2584) loss_bbox_dn_2: 0.2034 (0.2381) loss_bbox_dn_3: 0.1978 (0.2301) loss_bbox_dn_4: 0.1944 (0.2278) loss_bbox_dn_5: 0.1945 (0.2278) loss_giou: 0.5616 (0.5263) loss_giou_aux_0: 0.5765 (0.5530) loss_giou_aux_1: 0.5497 (0.5358) loss_giou_aux_2: 0.5463 (0.5302) loss_giou_aux_3: 0.5565 (0.5277) loss_giou_aux_4: 0.5630 (0.5266) loss_giou_aux_5: 0.6718 (0.6295) loss_giou_dn_0: 0.6712 (0.6648) loss_giou_dn_1: 0.5685 (0.5604) loss_giou_dn_2: 0.5346 (0.5340) loss_giou_dn_3: 0.5243 (0.5253) loss_giou_dn_4: 0.5261 (0.5230) loss_giou_dn_5: 0.5276 (0.5231) loss_vfl: 0.7352 (0.7360) loss_vfl_aux_0: 0.8756 (0.8715) loss_vfl_aux_1: 0.7975 (0.8140) loss_vfl_aux_2: 0.7602 (0.7695) loss_vfl_aux_3: 0.7362 (0.7473) loss_vfl_aux_4: 0.7268 (0.7389) loss_vfl_aux_5: 0.8377 (0.8457) loss_vfl_dn_0: 0.4682 (0.4781) loss_vfl_dn_1: 0.4256 (0.4227) loss_vfl_dn_2: 0.4079 (0.4049) loss_vfl_dn_3: 0.4008 (0.3974) loss_vfl_dn_4: 0.3977 (0.3944) loss_vfl_dn_5: 0.3989 (0.3938) time: 0.4632 data: 0.0156 max mem: 5653 Epoch: [12] [1300/7393] eta: 0:48:47 lr: 0.000010 loss: 17.9646 (18.0197) loss_bbox: 0.1709 (0.1788) loss_bbox_aux_0: 0.1875 (0.1932) loss_bbox_aux_1: 0.1749 (0.1840) loss_bbox_aux_2: 0.1847 (0.1807) loss_bbox_aux_3: 0.1743 (0.1791) loss_bbox_aux_4: 0.1742 (0.1787) loss_bbox_aux_5: 0.2263 (0.2376) loss_bbox_dn_0: 0.3167 (0.3294) loss_bbox_dn_1: 0.2368 (0.2587) loss_bbox_dn_2: 0.2204 (0.2383) loss_bbox_dn_3: 0.2063 (0.2302) loss_bbox_dn_4: 0.2048 (0.2280) loss_bbox_dn_5: 0.2051 (0.2279) loss_giou: 0.4711 (0.5258) loss_giou_aux_0: 0.4975 (0.5527) loss_giou_aux_1: 0.4873 (0.5353) loss_giou_aux_2: 0.4842 (0.5296) loss_giou_aux_3: 0.4750 (0.5272) loss_giou_aux_4: 0.4715 (0.5262) loss_giou_aux_5: 0.5961 (0.6291) loss_giou_dn_0: 0.6380 (0.6646) loss_giou_dn_1: 0.5324 (0.5601) loss_giou_dn_2: 0.5105 (0.5336) loss_giou_dn_3: 0.4973 (0.5250) loss_giou_dn_4: 0.4985 (0.5227) loss_giou_dn_5: 0.5000 (0.5228) loss_vfl: 0.7660 (0.7366) loss_vfl_aux_0: 0.9025 (0.8725) loss_vfl_aux_1: 0.8311 (0.8146) loss_vfl_aux_2: 0.7835 (0.7706) loss_vfl_aux_3: 0.7960 (0.7481) loss_vfl_aux_4: 0.7756 (0.7396) loss_vfl_aux_5: 0.8437 (0.8463) loss_vfl_dn_0: 0.4767 (0.4782) loss_vfl_dn_1: 0.4244 (0.4229) loss_vfl_dn_2: 0.4102 (0.4051) loss_vfl_dn_3: 0.4064 (0.3976) loss_vfl_dn_4: 0.4045 (0.3946) loss_vfl_dn_5: 0.4042 (0.3939) time: 0.4710 data: 0.0146 max mem: 5653 Epoch: [12] [1400/7393] eta: 0:47:56 lr: 0.000010 loss: 17.7171 (18.0099) loss_bbox: 0.1572 (0.1787) loss_bbox_aux_0: 0.1844 (0.1930) loss_bbox_aux_1: 0.1652 (0.1839) loss_bbox_aux_2: 0.1688 (0.1807) loss_bbox_aux_3: 0.1594 (0.1790) loss_bbox_aux_4: 0.1570 (0.1786) loss_bbox_aux_5: 0.2327 (0.2372) loss_bbox_dn_0: 0.2945 (0.3289) loss_bbox_dn_1: 0.2385 (0.2582) loss_bbox_dn_2: 0.2171 (0.2378) loss_bbox_dn_3: 0.2079 (0.2297) loss_bbox_dn_4: 0.2074 (0.2275) loss_bbox_dn_5: 0.2072 (0.2275) loss_giou: 0.5325 (0.5258) loss_giou_aux_0: 0.5543 (0.5526) loss_giou_aux_1: 0.5449 (0.5353) loss_giou_aux_2: 0.5377 (0.5295) loss_giou_aux_3: 0.5293 (0.5271) loss_giou_aux_4: 0.5388 (0.5261) loss_giou_aux_5: 0.6253 (0.6289) loss_giou_dn_0: 0.6657 (0.6642) loss_giou_dn_1: 0.5496 (0.5599) loss_giou_dn_2: 0.5251 (0.5334) loss_giou_dn_3: 0.5151 (0.5247) loss_giou_dn_4: 0.5095 (0.5224) loss_giou_dn_5: 0.5095 (0.5225) loss_vfl: 0.7009 (0.7361) loss_vfl_aux_0: 0.8320 (0.8721) loss_vfl_aux_1: 0.7610 (0.8141) loss_vfl_aux_2: 0.7105 (0.7698) loss_vfl_aux_3: 0.7125 (0.7473) loss_vfl_aux_4: 0.6992 (0.7390) loss_vfl_aux_5: 0.7969 (0.8462) loss_vfl_dn_0: 0.4771 (0.4782) loss_vfl_dn_1: 0.4226 (0.4228) loss_vfl_dn_2: 0.4072 (0.4051) loss_vfl_dn_3: 0.3981 (0.3975) loss_vfl_dn_4: 0.3960 (0.3945) loss_vfl_dn_5: 0.3951 (0.3939) time: 0.4702 data: 0.0149 max mem: 5653 Epoch: [12] [1500/7393] eta: 0:47:03 lr: 0.000010 loss: 17.5902 (18.0137) loss_bbox: 0.1702 (0.1780) loss_bbox_aux_0: 0.1790 (0.1922) loss_bbox_aux_1: 0.1725 (0.1831) loss_bbox_aux_2: 0.1693 (0.1799) loss_bbox_aux_3: 0.1689 (0.1783) loss_bbox_aux_4: 0.1703 (0.1780) loss_bbox_aux_5: 0.2226 (0.2362) loss_bbox_dn_0: 0.3094 (0.3270) loss_bbox_dn_1: 0.2489 (0.2568) loss_bbox_dn_2: 0.2265 (0.2366) loss_bbox_dn_3: 0.2211 (0.2286) loss_bbox_dn_4: 0.2198 (0.2264) loss_bbox_dn_5: 0.2195 (0.2263) loss_giou: 0.5063 (0.5278) loss_giou_aux_0: 0.5463 (0.5545) loss_giou_aux_1: 0.5211 (0.5372) loss_giou_aux_2: 0.5165 (0.5315) loss_giou_aux_3: 0.5071 (0.5291) loss_giou_aux_4: 0.5127 (0.5282) loss_giou_aux_5: 0.6161 (0.6307) loss_giou_dn_0: 0.6634 (0.6654) loss_giou_dn_1: 0.5560 (0.5611) loss_giou_dn_2: 0.5342 (0.5346) loss_giou_dn_3: 0.5187 (0.5260) loss_giou_dn_4: 0.5158 (0.5237) loss_giou_dn_5: 0.5153 (0.5238) loss_vfl: 0.7269 (0.7356) loss_vfl_aux_0: 0.8639 (0.8712) loss_vfl_aux_1: 0.8282 (0.8139) loss_vfl_aux_2: 0.7863 (0.7695) loss_vfl_aux_3: 0.7587 (0.7470) loss_vfl_aux_4: 0.7237 (0.7385) loss_vfl_aux_5: 0.8375 (0.8450) loss_vfl_dn_0: 0.4758 (0.4779) loss_vfl_dn_1: 0.4224 (0.4228) loss_vfl_dn_2: 0.3955 (0.4051) loss_vfl_dn_3: 0.3889 (0.3976) loss_vfl_dn_4: 0.3861 (0.3947) loss_vfl_dn_5: 0.3856 (0.3940) time: 0.4772 data: 0.0140 max mem: 5653 Epoch: [12] [1600/7393] eta: 0:46:12 lr: 0.000010 loss: 17.5195 (18.0143) loss_bbox: 0.1633 (0.1780) loss_bbox_aux_0: 0.1784 (0.1922) loss_bbox_aux_1: 0.1708 (0.1830) loss_bbox_aux_2: 0.1633 (0.1798) loss_bbox_aux_3: 0.1585 (0.1782) loss_bbox_aux_4: 0.1579 (0.1779) loss_bbox_aux_5: 0.2186 (0.2360) loss_bbox_dn_0: 0.2904 (0.3269) loss_bbox_dn_1: 0.2267 (0.2566) loss_bbox_dn_2: 0.2068 (0.2364) loss_bbox_dn_3: 0.1977 (0.2284) loss_bbox_dn_4: 0.1959 (0.2262) loss_bbox_dn_5: 0.1959 (0.2262) loss_giou: 0.5154 (0.5277) loss_giou_aux_0: 0.5500 (0.5544) loss_giou_aux_1: 0.5312 (0.5372) loss_giou_aux_2: 0.5190 (0.5314) loss_giou_aux_3: 0.5215 (0.5289) loss_giou_aux_4: 0.5226 (0.5280) loss_giou_aux_5: 0.6237 (0.6304) loss_giou_dn_0: 0.6572 (0.6651) loss_giou_dn_1: 0.5564 (0.5608) loss_giou_dn_2: 0.5345 (0.5343) loss_giou_dn_3: 0.5201 (0.5257) loss_giou_dn_4: 0.5154 (0.5234) loss_giou_dn_5: 0.5154 (0.5236) loss_vfl: 0.7145 (0.7364) loss_vfl_aux_0: 0.8441 (0.8715) loss_vfl_aux_1: 0.7895 (0.8143) loss_vfl_aux_2: 0.7445 (0.7699) loss_vfl_aux_3: 0.7205 (0.7479) loss_vfl_aux_4: 0.7180 (0.7394) loss_vfl_aux_5: 0.8219 (0.8455) loss_vfl_dn_0: 0.4737 (0.4781) loss_vfl_dn_1: 0.4187 (0.4229) loss_vfl_dn_2: 0.3974 (0.4052) loss_vfl_dn_3: 0.3891 (0.3976) loss_vfl_dn_4: 0.3853 (0.3946) loss_vfl_dn_5: 0.3874 (0.3940) time: 0.4689 data: 0.0138 max mem: 5653 Epoch: [12] [1700/7393] eta: 0:45:21 lr: 0.000010 loss: 17.6811 (18.0037) loss_bbox: 0.1805 (0.1777) loss_bbox_aux_0: 0.1945 (0.1919) loss_bbox_aux_1: 0.1848 (0.1828) loss_bbox_aux_2: 0.1819 (0.1796) loss_bbox_aux_3: 0.1801 (0.1780) loss_bbox_aux_4: 0.1809 (0.1776) loss_bbox_aux_5: 0.2424 (0.2358) loss_bbox_dn_0: 0.3504 (0.3268) loss_bbox_dn_1: 0.2787 (0.2565) loss_bbox_dn_2: 0.2544 (0.2363) loss_bbox_dn_3: 0.2359 (0.2283) loss_bbox_dn_4: 0.2313 (0.2261) loss_bbox_dn_5: 0.2319 (0.2260) loss_giou: 0.4803 (0.5270) loss_giou_aux_0: 0.5125 (0.5539) loss_giou_aux_1: 0.4875 (0.5365) loss_giou_aux_2: 0.4814 (0.5308) loss_giou_aux_3: 0.4776 (0.5283) loss_giou_aux_4: 0.4803 (0.5273) loss_giou_aux_5: 0.5799 (0.6297) loss_giou_dn_0: 0.6395 (0.6647) loss_giou_dn_1: 0.5263 (0.5604) loss_giou_dn_2: 0.4916 (0.5339) loss_giou_dn_3: 0.4815 (0.5253) loss_giou_dn_4: 0.4782 (0.5230) loss_giou_dn_5: 0.4784 (0.5232) loss_vfl: 0.7529 (0.7365) loss_vfl_aux_0: 0.8873 (0.8716) loss_vfl_aux_1: 0.8401 (0.8143) loss_vfl_aux_2: 0.7862 (0.7698) loss_vfl_aux_3: 0.7351 (0.7477) loss_vfl_aux_4: 0.7436 (0.7394) loss_vfl_aux_5: 0.8526 (0.8455) loss_vfl_dn_0: 0.4745 (0.4779) loss_vfl_dn_1: 0.4225 (0.4227) loss_vfl_dn_2: 0.4016 (0.4051) loss_vfl_dn_3: 0.3931 (0.3974) loss_vfl_dn_4: 0.3907 (0.3945) loss_vfl_dn_5: 0.3902 (0.3938) time: 0.4650 data: 0.0137 max mem: 5653 Epoch: [12] [1800/7393] eta: 0:44:32 lr: 0.000010 loss: 17.9588 (18.0062) loss_bbox: 0.1803 (0.1776) loss_bbox_aux_0: 0.1927 (0.1918) loss_bbox_aux_1: 0.1776 (0.1827) loss_bbox_aux_2: 0.1779 (0.1794) loss_bbox_aux_3: 0.1803 (0.1779) loss_bbox_aux_4: 0.1791 (0.1776) loss_bbox_aux_5: 0.2381 (0.2356) loss_bbox_dn_0: 0.3102 (0.3265) loss_bbox_dn_1: 0.2423 (0.2563) loss_bbox_dn_2: 0.2207 (0.2362) loss_bbox_dn_3: 0.2100 (0.2282) loss_bbox_dn_4: 0.2091 (0.2260) loss_bbox_dn_5: 0.2096 (0.2259) loss_giou: 0.4726 (0.5272) loss_giou_aux_0: 0.5202 (0.5542) loss_giou_aux_1: 0.4976 (0.5369) loss_giou_aux_2: 0.4949 (0.5311) loss_giou_aux_3: 0.4904 (0.5285) loss_giou_aux_4: 0.4682 (0.5276) loss_giou_aux_5: 0.5967 (0.6299) loss_giou_dn_0: 0.6446 (0.6648) loss_giou_dn_1: 0.5495 (0.5606) loss_giou_dn_2: 0.5195 (0.5342) loss_giou_dn_3: 0.5097 (0.5256) loss_giou_dn_4: 0.5070 (0.5233) loss_giou_dn_5: 0.5069 (0.5234) loss_vfl: 0.7334 (0.7370) loss_vfl_aux_0: 0.8606 (0.8714) loss_vfl_aux_1: 0.8293 (0.8144) loss_vfl_aux_2: 0.7885 (0.7699) loss_vfl_aux_3: 0.7587 (0.7481) loss_vfl_aux_4: 0.7421 (0.7397) loss_vfl_aux_5: 0.7935 (0.8454) loss_vfl_dn_0: 0.4740 (0.4779) loss_vfl_dn_1: 0.4210 (0.4226) loss_vfl_dn_2: 0.4027 (0.4050) loss_vfl_dn_3: 0.3959 (0.3974) loss_vfl_dn_4: 0.3918 (0.3944) loss_vfl_dn_5: 0.3904 (0.3938) time: 0.4729 data: 0.0140 max mem: 5653 Epoch: [12] [1900/7393] eta: 0:43:42 lr: 0.000010 loss: 17.7832 (18.0139) loss_bbox: 0.1635 (0.1776) loss_bbox_aux_0: 0.1834 (0.1919) loss_bbox_aux_1: 0.1687 (0.1827) loss_bbox_aux_2: 0.1669 (0.1794) loss_bbox_aux_3: 0.1610 (0.1779) loss_bbox_aux_4: 0.1618 (0.1775) loss_bbox_aux_5: 0.2198 (0.2358) loss_bbox_dn_0: 0.2727 (0.3269) loss_bbox_dn_1: 0.2133 (0.2566) loss_bbox_dn_2: 0.2025 (0.2365) loss_bbox_dn_3: 0.1944 (0.2285) loss_bbox_dn_4: 0.1923 (0.2262) loss_bbox_dn_5: 0.1923 (0.2262) loss_giou: 0.5197 (0.5278) loss_giou_aux_0: 0.5367 (0.5548) loss_giou_aux_1: 0.5281 (0.5374) loss_giou_aux_2: 0.5214 (0.5317) loss_giou_aux_3: 0.5236 (0.5291) loss_giou_aux_4: 0.5187 (0.5282) loss_giou_aux_5: 0.6383 (0.6307) loss_giou_dn_0: 0.6742 (0.6651) loss_giou_dn_1: 0.5501 (0.5611) loss_giou_dn_2: 0.5256 (0.5346) loss_giou_dn_3: 0.5204 (0.5261) loss_giou_dn_4: 0.5164 (0.5238) loss_giou_dn_5: 0.5166 (0.5239) loss_vfl: 0.6831 (0.7368) loss_vfl_aux_0: 0.8499 (0.8712) loss_vfl_aux_1: 0.7573 (0.8144) loss_vfl_aux_2: 0.7074 (0.7697) loss_vfl_aux_3: 0.6947 (0.7480) loss_vfl_aux_4: 0.6852 (0.7396) loss_vfl_aux_5: 0.8237 (0.8453) loss_vfl_dn_0: 0.4758 (0.4778) loss_vfl_dn_1: 0.4179 (0.4226) loss_vfl_dn_2: 0.4018 (0.4049) loss_vfl_dn_3: 0.3898 (0.3973) loss_vfl_dn_4: 0.3877 (0.3944) loss_vfl_dn_5: 0.3888 (0.3938) time: 0.4712 data: 0.0143 max mem: 5653 Epoch: [12] [2000/7393] eta: 0:42:53 lr: 0.000010 loss: 17.9312 (18.0122) loss_bbox: 0.1699 (0.1777) loss_bbox_aux_0: 0.1834 (0.1920) loss_bbox_aux_1: 0.1721 (0.1828) loss_bbox_aux_2: 0.1738 (0.1795) loss_bbox_aux_3: 0.1732 (0.1780) loss_bbox_aux_4: 0.1706 (0.1777) loss_bbox_aux_5: 0.2226 (0.2357) loss_bbox_dn_0: 0.3311 (0.3269) loss_bbox_dn_1: 0.2570 (0.2567) loss_bbox_dn_2: 0.2437 (0.2366) loss_bbox_dn_3: 0.2352 (0.2286) loss_bbox_dn_4: 0.2324 (0.2263) loss_bbox_dn_5: 0.2327 (0.2263) loss_giou: 0.4641 (0.5276) loss_giou_aux_0: 0.4976 (0.5547) loss_giou_aux_1: 0.4770 (0.5372) loss_giou_aux_2: 0.4719 (0.5314) loss_giou_aux_3: 0.4581 (0.5288) loss_giou_aux_4: 0.4643 (0.5280) loss_giou_aux_5: 0.5858 (0.6305) loss_giou_dn_0: 0.6228 (0.6649) loss_giou_dn_1: 0.5195 (0.5609) loss_giou_dn_2: 0.4943 (0.5344) loss_giou_dn_3: 0.4885 (0.5258) loss_giou_dn_4: 0.4850 (0.5235) loss_giou_dn_5: 0.4852 (0.5236) loss_vfl: 0.7414 (0.7368) loss_vfl_aux_0: 0.8733 (0.8712) loss_vfl_aux_1: 0.8198 (0.8143) loss_vfl_aux_2: 0.7714 (0.7699) loss_vfl_aux_3: 0.7535 (0.7482) loss_vfl_aux_4: 0.7349 (0.7396) loss_vfl_aux_5: 0.8759 (0.8458) loss_vfl_dn_0: 0.4690 (0.4777) loss_vfl_dn_1: 0.4205 (0.4225) loss_vfl_dn_2: 0.3964 (0.4048) loss_vfl_dn_3: 0.3889 (0.3972) loss_vfl_dn_4: 0.3880 (0.3943) loss_vfl_dn_5: 0.3886 (0.3937) time: 0.4724 data: 0.0138 max mem: 5653 Epoch: [12] [2100/7393] eta: 0:42:02 lr: 0.000010 loss: 17.9815 (18.0082) loss_bbox: 0.1689 (0.1777) loss_bbox_aux_0: 0.1784 (0.1920) loss_bbox_aux_1: 0.1682 (0.1827) loss_bbox_aux_2: 0.1716 (0.1794) loss_bbox_aux_3: 0.1650 (0.1779) loss_bbox_aux_4: 0.1660 (0.1776) loss_bbox_aux_5: 0.2132 (0.2354) loss_bbox_dn_0: 0.3105 (0.3268) loss_bbox_dn_1: 0.2444 (0.2566) loss_bbox_dn_2: 0.2264 (0.2363) loss_bbox_dn_3: 0.2192 (0.2283) loss_bbox_dn_4: 0.2174 (0.2261) loss_bbox_dn_5: 0.2175 (0.2260) loss_giou: 0.5301 (0.5276) loss_giou_aux_0: 0.5482 (0.5548) loss_giou_aux_1: 0.5489 (0.5373) loss_giou_aux_2: 0.5369 (0.5315) loss_giou_aux_3: 0.5358 (0.5289) loss_giou_aux_4: 0.5321 (0.5281) loss_giou_aux_5: 0.6122 (0.6304) loss_giou_dn_0: 0.6819 (0.6651) loss_giou_dn_1: 0.5694 (0.5611) loss_giou_dn_2: 0.5423 (0.5346) loss_giou_dn_3: 0.5293 (0.5260) loss_giou_dn_4: 0.5276 (0.5237) loss_giou_dn_5: 0.5279 (0.5238) loss_vfl: 0.7343 (0.7365) loss_vfl_aux_0: 0.8421 (0.8704) loss_vfl_aux_1: 0.8034 (0.8137) loss_vfl_aux_2: 0.7771 (0.7696) loss_vfl_aux_3: 0.7582 (0.7479) loss_vfl_aux_4: 0.7435 (0.7392) loss_vfl_aux_5: 0.7942 (0.8458) loss_vfl_dn_0: 0.4692 (0.4775) loss_vfl_dn_1: 0.4254 (0.4224) loss_vfl_dn_2: 0.4039 (0.4047) loss_vfl_dn_3: 0.3942 (0.3971) loss_vfl_dn_4: 0.3908 (0.3942) loss_vfl_dn_5: 0.3899 (0.3936) time: 0.4576 data: 0.0139 max mem: 5653 Epoch: [12] [2200/7393] eta: 0:41:13 lr: 0.000010 loss: 17.4084 (17.9993) loss_bbox: 0.1530 (0.1777) loss_bbox_aux_0: 0.1784 (0.1921) loss_bbox_aux_1: 0.1690 (0.1828) loss_bbox_aux_2: 0.1613 (0.1794) loss_bbox_aux_3: 0.1546 (0.1778) loss_bbox_aux_4: 0.1518 (0.1776) loss_bbox_aux_5: 0.2167 (0.2355) loss_bbox_dn_0: 0.2907 (0.3262) loss_bbox_dn_1: 0.2406 (0.2562) loss_bbox_dn_2: 0.2249 (0.2360) loss_bbox_dn_3: 0.2124 (0.2280) loss_bbox_dn_4: 0.2091 (0.2257) loss_bbox_dn_5: 0.2088 (0.2256) loss_giou: 0.4996 (0.5275) loss_giou_aux_0: 0.5182 (0.5547) loss_giou_aux_1: 0.5206 (0.5372) loss_giou_aux_2: 0.5076 (0.5314) loss_giou_aux_3: 0.4998 (0.5287) loss_giou_aux_4: 0.4952 (0.5280) loss_giou_aux_5: 0.5930 (0.6301) loss_giou_dn_0: 0.6298 (0.6646) loss_giou_dn_1: 0.5305 (0.5607) loss_giou_dn_2: 0.5019 (0.5343) loss_giou_dn_3: 0.4968 (0.5257) loss_giou_dn_4: 0.4987 (0.5234) loss_giou_dn_5: 0.4989 (0.5235) loss_vfl: 0.7245 (0.7361) loss_vfl_aux_0: 0.8499 (0.8696) loss_vfl_aux_1: 0.7919 (0.8130) loss_vfl_aux_2: 0.7608 (0.7690) loss_vfl_aux_3: 0.7244 (0.7475) loss_vfl_aux_4: 0.7318 (0.7387) loss_vfl_aux_5: 0.8390 (0.8456) loss_vfl_dn_0: 0.4783 (0.4775) loss_vfl_dn_1: 0.4254 (0.4223) loss_vfl_dn_2: 0.4046 (0.4046) loss_vfl_dn_3: 0.3971 (0.3970) loss_vfl_dn_4: 0.3932 (0.3941) loss_vfl_dn_5: 0.3921 (0.3935) time: 0.4666 data: 0.0142 max mem: 5653 Epoch: [12] [2300/7393] eta: 0:40:23 lr: 0.000010 loss: 18.2613 (18.0019) loss_bbox: 0.1516 (0.1774) loss_bbox_aux_0: 0.1648 (0.1919) loss_bbox_aux_1: 0.1591 (0.1826) loss_bbox_aux_2: 0.1604 (0.1791) loss_bbox_aux_3: 0.1565 (0.1775) loss_bbox_aux_4: 0.1506 (0.1774) loss_bbox_aux_5: 0.2118 (0.2352) loss_bbox_dn_0: 0.2901 (0.3259) loss_bbox_dn_1: 0.2285 (0.2560) loss_bbox_dn_2: 0.2075 (0.2358) loss_bbox_dn_3: 0.2089 (0.2278) loss_bbox_dn_4: 0.2072 (0.2256) loss_bbox_dn_5: 0.2074 (0.2255) loss_giou: 0.5542 (0.5278) loss_giou_aux_0: 0.5695 (0.5550) loss_giou_aux_1: 0.5611 (0.5375) loss_giou_aux_2: 0.5704 (0.5316) loss_giou_aux_3: 0.5549 (0.5289) loss_giou_aux_4: 0.5539 (0.5282) loss_giou_aux_5: 0.6483 (0.6303) loss_giou_dn_0: 0.6619 (0.6648) loss_giou_dn_1: 0.5619 (0.5610) loss_giou_dn_2: 0.5340 (0.5346) loss_giou_dn_3: 0.5292 (0.5260) loss_giou_dn_4: 0.5304 (0.5237) loss_giou_dn_5: 0.5305 (0.5238) loss_vfl: 0.7307 (0.7365) loss_vfl_aux_0: 0.8830 (0.8698) loss_vfl_aux_1: 0.8176 (0.8134) loss_vfl_aux_2: 0.7860 (0.7695) loss_vfl_aux_3: 0.7465 (0.7481) loss_vfl_aux_4: 0.7310 (0.7392) loss_vfl_aux_5: 0.8386 (0.8457) loss_vfl_dn_0: 0.4750 (0.4774) loss_vfl_dn_1: 0.4247 (0.4222) loss_vfl_dn_2: 0.4069 (0.4046) loss_vfl_dn_3: 0.3991 (0.3970) loss_vfl_dn_4: 0.3970 (0.3941) loss_vfl_dn_5: 0.3961 (0.3935) time: 0.4642 data: 0.0140 max mem: 5653 Epoch: [12] [2400/7393] eta: 0:39:48 lr: 0.000010 loss: 17.7438 (18.0061) loss_bbox: 0.1517 (0.1778) loss_bbox_aux_0: 0.1669 (0.1921) loss_bbox_aux_1: 0.1637 (0.1829) loss_bbox_aux_2: 0.1615 (0.1795) loss_bbox_aux_3: 0.1598 (0.1778) loss_bbox_aux_4: 0.1588 (0.1777) loss_bbox_aux_5: 0.2075 (0.2355) loss_bbox_dn_0: 0.2798 (0.3261) loss_bbox_dn_1: 0.2181 (0.2563) loss_bbox_dn_2: 0.2018 (0.2361) loss_bbox_dn_3: 0.1973 (0.2281) loss_bbox_dn_4: 0.1950 (0.2258) loss_bbox_dn_5: 0.1950 (0.2258) loss_giou: 0.5394 (0.5274) loss_giou_aux_0: 0.5452 (0.5546) loss_giou_aux_1: 0.5538 (0.5371) loss_giou_aux_2: 0.5398 (0.5313) loss_giou_aux_3: 0.5333 (0.5285) loss_giou_aux_4: 0.5319 (0.5279) loss_giou_aux_5: 0.6328 (0.6300) loss_giou_dn_0: 0.6557 (0.6645) loss_giou_dn_1: 0.5653 (0.5606) loss_giou_dn_2: 0.5436 (0.5342) loss_giou_dn_3: 0.5340 (0.5256) loss_giou_dn_4: 0.5326 (0.5233) loss_giou_dn_5: 0.5327 (0.5234) loss_vfl: 0.7537 (0.7370) loss_vfl_aux_0: 0.8555 (0.8707) loss_vfl_aux_1: 0.8080 (0.8142) loss_vfl_aux_2: 0.7669 (0.7699) loss_vfl_aux_3: 0.7561 (0.7487) loss_vfl_aux_4: 0.7432 (0.7396) loss_vfl_aux_5: 0.8494 (0.8462) loss_vfl_dn_0: 0.4836 (0.4776) loss_vfl_dn_1: 0.4211 (0.4224) loss_vfl_dn_2: 0.4045 (0.4047) loss_vfl_dn_3: 0.3983 (0.3971) loss_vfl_dn_4: 0.3951 (0.3942) loss_vfl_dn_5: 0.3935 (0.3936) time: 0.8021 data: 0.0138 max mem: 5653 Epoch: [12] [2500/7393] eta: 0:38:59 lr: 0.000010 loss: 18.1976 (18.0066) loss_bbox: 0.1700 (0.1779) loss_bbox_aux_0: 0.1840 (0.1922) loss_bbox_aux_1: 0.1793 (0.1830) loss_bbox_aux_2: 0.1719 (0.1797) loss_bbox_aux_3: 0.1684 (0.1780) loss_bbox_aux_4: 0.1692 (0.1779) loss_bbox_aux_5: 0.2305 (0.2356) loss_bbox_dn_0: 0.3308 (0.3268) loss_bbox_dn_1: 0.2552 (0.2568) loss_bbox_dn_2: 0.2287 (0.2366) loss_bbox_dn_3: 0.2184 (0.2286) loss_bbox_dn_4: 0.2193 (0.2264) loss_bbox_dn_5: 0.2196 (0.2263) loss_giou: 0.4838 (0.5268) loss_giou_aux_0: 0.5039 (0.5540) loss_giou_aux_1: 0.4906 (0.5365) loss_giou_aux_2: 0.4816 (0.5308) loss_giou_aux_3: 0.4844 (0.5279) loss_giou_aux_4: 0.4862 (0.5273) loss_giou_aux_5: 0.5956 (0.6294) loss_giou_dn_0: 0.6465 (0.6641) loss_giou_dn_1: 0.5494 (0.5603) loss_giou_dn_2: 0.5202 (0.5339) loss_giou_dn_3: 0.5134 (0.5253) loss_giou_dn_4: 0.5122 (0.5230) loss_giou_dn_5: 0.5121 (0.5231) loss_vfl: 0.7427 (0.7374) loss_vfl_aux_0: 0.8851 (0.8713) loss_vfl_aux_1: 0.8161 (0.8146) loss_vfl_aux_2: 0.7593 (0.7701) loss_vfl_aux_3: 0.7615 (0.7489) loss_vfl_aux_4: 0.7413 (0.7400) loss_vfl_aux_5: 0.8477 (0.8469) loss_vfl_dn_0: 0.4776 (0.4776) loss_vfl_dn_1: 0.4270 (0.4223) loss_vfl_dn_2: 0.4089 (0.4046) loss_vfl_dn_3: 0.4024 (0.3970) loss_vfl_dn_4: 0.4005 (0.3941) loss_vfl_dn_5: 0.4045 (0.3935) time: 0.4651 data: 0.0144 max mem: 5653 Epoch: [12] [2600/7393] eta: 0:38:10 lr: 0.000010 loss: 17.9047 (18.0046) loss_bbox: 0.1739 (0.1780) loss_bbox_aux_0: 0.1951 (0.1925) loss_bbox_aux_1: 0.1798 (0.1832) loss_bbox_aux_2: 0.1737 (0.1799) loss_bbox_aux_3: 0.1747 (0.1782) loss_bbox_aux_4: 0.1739 (0.1780) loss_bbox_aux_5: 0.2376 (0.2360) loss_bbox_dn_0: 0.3303 (0.3271) loss_bbox_dn_1: 0.2623 (0.2571) loss_bbox_dn_2: 0.2379 (0.2369) loss_bbox_dn_3: 0.2282 (0.2289) loss_bbox_dn_4: 0.2275 (0.2267) loss_bbox_dn_5: 0.2275 (0.2266) loss_giou: 0.5083 (0.5259) loss_giou_aux_0: 0.5368 (0.5531) loss_giou_aux_1: 0.5257 (0.5355) loss_giou_aux_2: 0.5083 (0.5298) loss_giou_aux_3: 0.5099 (0.5269) loss_giou_aux_4: 0.5076 (0.5263) loss_giou_aux_5: 0.6103 (0.6285) loss_giou_dn_0: 0.6391 (0.6637) loss_giou_dn_1: 0.5371 (0.5598) loss_giou_dn_2: 0.5175 (0.5334) loss_giou_dn_3: 0.5125 (0.5248) loss_giou_dn_4: 0.5080 (0.5225) loss_giou_dn_5: 0.5082 (0.5226) loss_vfl: 0.7421 (0.7381) loss_vfl_aux_0: 0.8839 (0.8718) loss_vfl_aux_1: 0.8371 (0.8153) loss_vfl_aux_2: 0.7843 (0.7708) loss_vfl_aux_3: 0.7481 (0.7494) loss_vfl_aux_4: 0.7577 (0.7406) loss_vfl_aux_5: 0.8509 (0.8476) loss_vfl_dn_0: 0.4723 (0.4777) loss_vfl_dn_1: 0.4246 (0.4223) loss_vfl_dn_2: 0.4003 (0.4046) loss_vfl_dn_3: 0.3967 (0.3970) loss_vfl_dn_4: 0.3943 (0.3941) loss_vfl_dn_5: 0.3931 (0.3935) time: 0.4613 data: 0.0141 max mem: 5653 Epoch: [12] [2700/7393] eta: 0:37:31 lr: 0.000010 loss: 17.5733 (18.0077) loss_bbox: 0.1541 (0.1779) loss_bbox_aux_0: 0.1814 (0.1924) loss_bbox_aux_1: 0.1632 (0.1831) loss_bbox_aux_2: 0.1559 (0.1798) loss_bbox_aux_3: 0.1560 (0.1781) loss_bbox_aux_4: 0.1551 (0.1779) loss_bbox_aux_5: 0.2172 (0.2360) loss_bbox_dn_0: 0.3014 (0.3270) loss_bbox_dn_1: 0.2212 (0.2570) loss_bbox_dn_2: 0.2022 (0.2368) loss_bbox_dn_3: 0.1929 (0.2288) loss_bbox_dn_4: 0.1896 (0.2265) loss_bbox_dn_5: 0.1897 (0.2265) loss_giou: 0.5340 (0.5260) loss_giou_aux_0: 0.5656 (0.5534) loss_giou_aux_1: 0.5426 (0.5357) loss_giou_aux_2: 0.5411 (0.5300) loss_giou_aux_3: 0.5355 (0.5271) loss_giou_aux_4: 0.5354 (0.5265) loss_giou_aux_5: 0.6345 (0.6288) loss_giou_dn_0: 0.6574 (0.6640) loss_giou_dn_1: 0.5547 (0.5600) loss_giou_dn_2: 0.5254 (0.5336) loss_giou_dn_3: 0.5203 (0.5251) loss_giou_dn_4: 0.5192 (0.5228) loss_giou_dn_5: 0.5196 (0.5229) loss_vfl: 0.7316 (0.7383) loss_vfl_aux_0: 0.8740 (0.8719) loss_vfl_aux_1: 0.8215 (0.8156) loss_vfl_aux_2: 0.7715 (0.7710) loss_vfl_aux_3: 0.7509 (0.7498) loss_vfl_aux_4: 0.7487 (0.7409) loss_vfl_aux_5: 0.8454 (0.8476) loss_vfl_dn_0: 0.4723 (0.4776) loss_vfl_dn_1: 0.4176 (0.4223) loss_vfl_dn_2: 0.4034 (0.4046) loss_vfl_dn_3: 0.3962 (0.3970) loss_vfl_dn_4: 0.3935 (0.3941) loss_vfl_dn_5: 0.3931 (0.3935) time: 0.4750 data: 0.0140 max mem: 5653 Epoch: [12] [2800/7393] eta: 0:36:41 lr: 0.000010 loss: 18.0636 (18.0116) loss_bbox: 0.1722 (0.1782) loss_bbox_aux_0: 0.1884 (0.1926) loss_bbox_aux_1: 0.1775 (0.1833) loss_bbox_aux_2: 0.1804 (0.1801) loss_bbox_aux_3: 0.1729 (0.1784) loss_bbox_aux_4: 0.1722 (0.1782) loss_bbox_aux_5: 0.2332 (0.2363) loss_bbox_dn_0: 0.2949 (0.3271) loss_bbox_dn_1: 0.2407 (0.2571) loss_bbox_dn_2: 0.2208 (0.2370) loss_bbox_dn_3: 0.2121 (0.2290) loss_bbox_dn_4: 0.2092 (0.2268) loss_bbox_dn_5: 0.2092 (0.2268) loss_giou: 0.5476 (0.5264) loss_giou_aux_0: 0.5637 (0.5537) loss_giou_aux_1: 0.5548 (0.5361) loss_giou_aux_2: 0.5539 (0.5304) loss_giou_aux_3: 0.5510 (0.5275) loss_giou_aux_4: 0.5459 (0.5269) loss_giou_aux_5: 0.6345 (0.6291) loss_giou_dn_0: 0.6644 (0.6643) loss_giou_dn_1: 0.5789 (0.5603) loss_giou_dn_2: 0.5604 (0.5340) loss_giou_dn_3: 0.5466 (0.5254) loss_giou_dn_4: 0.5450 (0.5231) loss_giou_dn_5: 0.5452 (0.5232) loss_vfl: 0.7075 (0.7378) loss_vfl_aux_0: 0.8354 (0.8712) loss_vfl_aux_1: 0.8013 (0.8151) loss_vfl_aux_2: 0.7338 (0.7704) loss_vfl_aux_3: 0.7274 (0.7493) loss_vfl_aux_4: 0.7205 (0.7404) loss_vfl_aux_5: 0.8041 (0.8469) loss_vfl_dn_0: 0.4726 (0.4776) loss_vfl_dn_1: 0.4197 (0.4223) loss_vfl_dn_2: 0.4008 (0.4046) loss_vfl_dn_3: 0.3906 (0.3970) loss_vfl_dn_4: 0.3892 (0.3941) loss_vfl_dn_5: 0.3877 (0.3935) time: 0.4745 data: 0.0142 max mem: 5653 Epoch: [12] [2900/7393] eta: 0:35:52 lr: 0.000010 loss: 18.2214 (18.0068) loss_bbox: 0.1741 (0.1781) loss_bbox_aux_0: 0.1892 (0.1926) loss_bbox_aux_1: 0.1864 (0.1833) loss_bbox_aux_2: 0.1694 (0.1801) loss_bbox_aux_3: 0.1760 (0.1784) loss_bbox_aux_4: 0.1737 (0.1781) loss_bbox_aux_5: 0.2381 (0.2363) loss_bbox_dn_0: 0.3239 (0.3271) loss_bbox_dn_1: 0.2528 (0.2571) loss_bbox_dn_2: 0.2321 (0.2370) loss_bbox_dn_3: 0.2270 (0.2290) loss_bbox_dn_4: 0.2265 (0.2268) loss_bbox_dn_5: 0.2266 (0.2267) loss_giou: 0.5497 (0.5262) loss_giou_aux_0: 0.5499 (0.5537) loss_giou_aux_1: 0.5726 (0.5359) loss_giou_aux_2: 0.5404 (0.5303) loss_giou_aux_3: 0.5527 (0.5273) loss_giou_aux_4: 0.5479 (0.5267) loss_giou_aux_5: 0.6592 (0.6292) loss_giou_dn_0: 0.6656 (0.6642) loss_giou_dn_1: 0.5597 (0.5602) loss_giou_dn_2: 0.5443 (0.5339) loss_giou_dn_3: 0.5370 (0.5253) loss_giou_dn_4: 0.5339 (0.5230) loss_giou_dn_5: 0.5340 (0.5231) loss_vfl: 0.7021 (0.7375) loss_vfl_aux_0: 0.8331 (0.8709) loss_vfl_aux_1: 0.7937 (0.8147) loss_vfl_aux_2: 0.7418 (0.7700) loss_vfl_aux_3: 0.7180 (0.7489) loss_vfl_aux_4: 0.7086 (0.7400) loss_vfl_aux_5: 0.8011 (0.8464) loss_vfl_dn_0: 0.4745 (0.4776) loss_vfl_dn_1: 0.4235 (0.4222) loss_vfl_dn_2: 0.4048 (0.4045) loss_vfl_dn_3: 0.3989 (0.3969) loss_vfl_dn_4: 0.3972 (0.3940) loss_vfl_dn_5: 0.3988 (0.3934) time: 0.4749 data: 0.0141 max mem: 5653 Epoch: [12] [3000/7393] eta: 0:35:03 lr: 0.000010 loss: 18.2538 (18.0103) loss_bbox: 0.1782 (0.1782) loss_bbox_aux_0: 0.1938 (0.1927) loss_bbox_aux_1: 0.1804 (0.1834) loss_bbox_aux_2: 0.1774 (0.1802) loss_bbox_aux_3: 0.1722 (0.1784) loss_bbox_aux_4: 0.1779 (0.1782) loss_bbox_aux_5: 0.2424 (0.2365) loss_bbox_dn_0: 0.3311 (0.3272) loss_bbox_dn_1: 0.2602 (0.2572) loss_bbox_dn_2: 0.2343 (0.2371) loss_bbox_dn_3: 0.2264 (0.2291) loss_bbox_dn_4: 0.2265 (0.2269) loss_bbox_dn_5: 0.2267 (0.2268) loss_giou: 0.5560 (0.5264) loss_giou_aux_0: 0.5883 (0.5541) loss_giou_aux_1: 0.5676 (0.5362) loss_giou_aux_2: 0.5630 (0.5305) loss_giou_aux_3: 0.5565 (0.5275) loss_giou_aux_4: 0.5579 (0.5269) loss_giou_aux_5: 0.6433 (0.6295) loss_giou_dn_0: 0.6930 (0.6644) loss_giou_dn_1: 0.5739 (0.5604) loss_giou_dn_2: 0.5392 (0.5341) loss_giou_dn_3: 0.5318 (0.5255) loss_giou_dn_4: 0.5297 (0.5232) loss_giou_dn_5: 0.5297 (0.5233) loss_vfl: 0.6939 (0.7375) loss_vfl_aux_0: 0.8259 (0.8705) loss_vfl_aux_1: 0.7842 (0.8146) loss_vfl_aux_2: 0.7129 (0.7699) loss_vfl_aux_3: 0.7104 (0.7489) loss_vfl_aux_4: 0.7070 (0.7400) loss_vfl_aux_5: 0.8087 (0.8461) loss_vfl_dn_0: 0.4754 (0.4776) loss_vfl_dn_1: 0.4250 (0.4223) loss_vfl_dn_2: 0.4037 (0.4046) loss_vfl_dn_3: 0.3958 (0.3970) loss_vfl_dn_4: 0.3929 (0.3940) loss_vfl_dn_5: 0.3948 (0.3934) time: 0.4761 data: 0.0142 max mem: 5653 Epoch: [12] [3100/7393] eta: 0:34:21 lr: 0.000010 loss: 18.1497 (18.0141) loss_bbox: 0.1789 (0.1779) loss_bbox_aux_0: 0.1889 (0.1926) loss_bbox_aux_1: 0.1772 (0.1832) loss_bbox_aux_2: 0.1810 (0.1799) loss_bbox_aux_3: 0.1789 (0.1782) loss_bbox_aux_4: 0.1788 (0.1779) loss_bbox_aux_5: 0.2302 (0.2362) loss_bbox_dn_0: 0.3302 (0.3270) loss_bbox_dn_1: 0.2569 (0.2571) loss_bbox_dn_2: 0.2412 (0.2370) loss_bbox_dn_3: 0.2352 (0.2290) loss_bbox_dn_4: 0.2330 (0.2268) loss_bbox_dn_5: 0.2329 (0.2267) loss_giou: 0.5064 (0.5267) loss_giou_aux_0: 0.5429 (0.5544) loss_giou_aux_1: 0.5278 (0.5365) loss_giou_aux_2: 0.5188 (0.5308) loss_giou_aux_3: 0.5072 (0.5277) loss_giou_aux_4: 0.5106 (0.5271) loss_giou_aux_5: 0.6382 (0.6298) loss_giou_dn_0: 0.6601 (0.6647) loss_giou_dn_1: 0.5577 (0.5607) loss_giou_dn_2: 0.5347 (0.5344) loss_giou_dn_3: 0.5255 (0.5258) loss_giou_dn_4: 0.5227 (0.5236) loss_giou_dn_5: 0.5226 (0.5237) loss_vfl: 0.7010 (0.7378) loss_vfl_aux_0: 0.8540 (0.8707) loss_vfl_aux_1: 0.8096 (0.8150) loss_vfl_aux_2: 0.7289 (0.7703) loss_vfl_aux_3: 0.7330 (0.7493) loss_vfl_aux_4: 0.7157 (0.7404) loss_vfl_aux_5: 0.8136 (0.8464) loss_vfl_dn_0: 0.4739 (0.4775) loss_vfl_dn_1: 0.4188 (0.4223) loss_vfl_dn_2: 0.4048 (0.4046) loss_vfl_dn_3: 0.3972 (0.3970) loss_vfl_dn_4: 0.3977 (0.3940) loss_vfl_dn_5: 0.3966 (0.3934) time: 0.4717 data: 0.0141 max mem: 5653 Epoch: [12] [3200/7393] eta: 0:33:32 lr: 0.000010 loss: 18.2614 (18.0153) loss_bbox: 0.1707 (0.1780) loss_bbox_aux_0: 0.1938 (0.1927) loss_bbox_aux_1: 0.1779 (0.1834) loss_bbox_aux_2: 0.1752 (0.1801) loss_bbox_aux_3: 0.1745 (0.1783) loss_bbox_aux_4: 0.1747 (0.1780) loss_bbox_aux_5: 0.2445 (0.2364) loss_bbox_dn_0: 0.3036 (0.3273) loss_bbox_dn_1: 0.2450 (0.2573) loss_bbox_dn_2: 0.2293 (0.2372) loss_bbox_dn_3: 0.2249 (0.2292) loss_bbox_dn_4: 0.2248 (0.2270) loss_bbox_dn_5: 0.2249 (0.2269) loss_giou: 0.4731 (0.5263) loss_giou_aux_0: 0.5178 (0.5540) loss_giou_aux_1: 0.5036 (0.5362) loss_giou_aux_2: 0.4901 (0.5305) loss_giou_aux_3: 0.4740 (0.5274) loss_giou_aux_4: 0.4801 (0.5267) loss_giou_aux_5: 0.6134 (0.6294) loss_giou_dn_0: 0.6383 (0.6643) loss_giou_dn_1: 0.5404 (0.5604) loss_giou_dn_2: 0.5150 (0.5341) loss_giou_dn_3: 0.5041 (0.5255) loss_giou_dn_4: 0.5019 (0.5232) loss_giou_dn_5: 0.5022 (0.5234) loss_vfl: 0.7248 (0.7383) loss_vfl_aux_0: 0.8673 (0.8715) loss_vfl_aux_1: 0.8241 (0.8156) loss_vfl_aux_2: 0.7739 (0.7708) loss_vfl_aux_3: 0.7315 (0.7498) loss_vfl_aux_4: 0.7273 (0.7409) loss_vfl_aux_5: 0.8407 (0.8469) loss_vfl_dn_0: 0.4768 (0.4777) loss_vfl_dn_1: 0.4198 (0.4222) loss_vfl_dn_2: 0.4051 (0.4045) loss_vfl_dn_3: 0.3945 (0.3969) loss_vfl_dn_4: 0.3920 (0.3940) loss_vfl_dn_5: 0.3913 (0.3934) time: 0.4742 data: 0.0135 max mem: 5653 Epoch: [12] [3300/7393] eta: 0:32:42 lr: 0.000010 loss: 17.6597 (18.0121) loss_bbox: 0.1717 (0.1780) loss_bbox_aux_0: 0.1832 (0.1927) loss_bbox_aux_1: 0.1727 (0.1834) loss_bbox_aux_2: 0.1779 (0.1801) loss_bbox_aux_3: 0.1715 (0.1783) loss_bbox_aux_4: 0.1704 (0.1780) loss_bbox_aux_5: 0.2173 (0.2363) loss_bbox_dn_0: 0.2861 (0.3273) loss_bbox_dn_1: 0.2312 (0.2572) loss_bbox_dn_2: 0.2148 (0.2371) loss_bbox_dn_3: 0.2032 (0.2291) loss_bbox_dn_4: 0.2002 (0.2269) loss_bbox_dn_5: 0.1996 (0.2268) loss_giou: 0.4920 (0.5261) loss_giou_aux_0: 0.5205 (0.5538) loss_giou_aux_1: 0.4924 (0.5361) loss_giou_aux_2: 0.5032 (0.5303) loss_giou_aux_3: 0.4975 (0.5272) loss_giou_aux_4: 0.4924 (0.5266) loss_giou_aux_5: 0.5940 (0.6293) loss_giou_dn_0: 0.6350 (0.6641) loss_giou_dn_1: 0.5345 (0.5602) loss_giou_dn_2: 0.5096 (0.5339) loss_giou_dn_3: 0.5001 (0.5253) loss_giou_dn_4: 0.4990 (0.5231) loss_giou_dn_5: 0.4992 (0.5232) loss_vfl: 0.7390 (0.7383) loss_vfl_aux_0: 0.8581 (0.8712) loss_vfl_aux_1: 0.8015 (0.8155) loss_vfl_aux_2: 0.7397 (0.7707) loss_vfl_aux_3: 0.7360 (0.7497) loss_vfl_aux_4: 0.7395 (0.7409) loss_vfl_aux_5: 0.8516 (0.8467) loss_vfl_dn_0: 0.4773 (0.4778) loss_vfl_dn_1: 0.4217 (0.4223) loss_vfl_dn_2: 0.4008 (0.4045) loss_vfl_dn_3: 0.3920 (0.3969) loss_vfl_dn_4: 0.3873 (0.3940) loss_vfl_dn_5: 0.3885 (0.3934) time: 0.4707 data: 0.0135 max mem: 5653 Epoch: [12] [3400/7393] eta: 0:31:53 lr: 0.000010 loss: 17.9634 (18.0113) loss_bbox: 0.1796 (0.1780) loss_bbox_aux_0: 0.2018 (0.1928) loss_bbox_aux_1: 0.1935 (0.1834) loss_bbox_aux_2: 0.1814 (0.1801) loss_bbox_aux_3: 0.1821 (0.1783) loss_bbox_aux_4: 0.1825 (0.1780) loss_bbox_aux_5: 0.2473 (0.2363) loss_bbox_dn_0: 0.3267 (0.3274) loss_bbox_dn_1: 0.2599 (0.2574) loss_bbox_dn_2: 0.2408 (0.2372) loss_bbox_dn_3: 0.2309 (0.2293) loss_bbox_dn_4: 0.2282 (0.2270) loss_bbox_dn_5: 0.2282 (0.2270) loss_giou: 0.4686 (0.5258) loss_giou_aux_0: 0.4838 (0.5535) loss_giou_aux_1: 0.4694 (0.5358) loss_giou_aux_2: 0.4640 (0.5300) loss_giou_aux_3: 0.4602 (0.5269) loss_giou_aux_4: 0.4603 (0.5262) loss_giou_aux_5: 0.5609 (0.6289) loss_giou_dn_0: 0.6641 (0.6640) loss_giou_dn_1: 0.5474 (0.5601) loss_giou_dn_2: 0.5200 (0.5338) loss_giou_dn_3: 0.5111 (0.5252) loss_giou_dn_4: 0.5088 (0.5229) loss_giou_dn_5: 0.5087 (0.5231) loss_vfl: 0.7236 (0.7384) loss_vfl_aux_0: 0.8560 (0.8714) loss_vfl_aux_1: 0.7945 (0.8155) loss_vfl_aux_2: 0.7365 (0.7708) loss_vfl_aux_3: 0.7285 (0.7498) loss_vfl_aux_4: 0.7288 (0.7411) loss_vfl_aux_5: 0.8335 (0.8470) loss_vfl_dn_0: 0.4720 (0.4778) loss_vfl_dn_1: 0.4184 (0.4222) loss_vfl_dn_2: 0.3971 (0.4045) loss_vfl_dn_3: 0.3907 (0.3969) loss_vfl_dn_4: 0.3875 (0.3940) loss_vfl_dn_5: 0.3878 (0.3934) time: 0.4636 data: 0.0140 max mem: 5653 Epoch: [12] [3500/7393] eta: 0:31:04 lr: 0.000010 loss: 18.2854 (18.0048) loss_bbox: 0.1761 (0.1779) loss_bbox_aux_0: 0.1885 (0.1926) loss_bbox_aux_1: 0.1806 (0.1833) loss_bbox_aux_2: 0.1786 (0.1800) loss_bbox_aux_3: 0.1781 (0.1782) loss_bbox_aux_4: 0.1763 (0.1778) loss_bbox_aux_5: 0.2410 (0.2361) loss_bbox_dn_0: 0.3439 (0.3272) loss_bbox_dn_1: 0.2689 (0.2571) loss_bbox_dn_2: 0.2451 (0.2370) loss_bbox_dn_3: 0.2376 (0.2290) loss_bbox_dn_4: 0.2334 (0.2267) loss_bbox_dn_5: 0.2336 (0.2267) loss_giou: 0.5196 (0.5256) loss_giou_aux_0: 0.5626 (0.5534) loss_giou_aux_1: 0.5253 (0.5356) loss_giou_aux_2: 0.5291 (0.5298) loss_giou_aux_3: 0.5266 (0.5267) loss_giou_aux_4: 0.5177 (0.5261) loss_giou_aux_5: 0.6288 (0.6288) loss_giou_dn_0: 0.6633 (0.6636) loss_giou_dn_1: 0.5496 (0.5598) loss_giou_dn_2: 0.5260 (0.5335) loss_giou_dn_3: 0.5193 (0.5249) loss_giou_dn_4: 0.5175 (0.5226) loss_giou_dn_5: 0.5175 (0.5227) loss_vfl: 0.7530 (0.7383) loss_vfl_aux_0: 0.8972 (0.8715) loss_vfl_aux_1: 0.8374 (0.8156) loss_vfl_aux_2: 0.7801 (0.7708) loss_vfl_aux_3: 0.7578 (0.7497) loss_vfl_aux_4: 0.7524 (0.7410) loss_vfl_aux_5: 0.8455 (0.8469) loss_vfl_dn_0: 0.4789 (0.4777) loss_vfl_dn_1: 0.4255 (0.4221) loss_vfl_dn_2: 0.4098 (0.4044) loss_vfl_dn_3: 0.3992 (0.3968) loss_vfl_dn_4: 0.3967 (0.3939) loss_vfl_dn_5: 0.3968 (0.3933) time: 0.4617 data: 0.0142 max mem: 5653 Epoch: [12] [3600/7393] eta: 0:30:20 lr: 0.000010 loss: 16.7877 (18.0054) loss_bbox: 0.1551 (0.1779) loss_bbox_aux_0: 0.1738 (0.1926) loss_bbox_aux_1: 0.1652 (0.1833) loss_bbox_aux_2: 0.1525 (0.1800) loss_bbox_aux_3: 0.1558 (0.1782) loss_bbox_aux_4: 0.1582 (0.1779) loss_bbox_aux_5: 0.2135 (0.2361) loss_bbox_dn_0: 0.3133 (0.3274) loss_bbox_dn_1: 0.2266 (0.2573) loss_bbox_dn_2: 0.2084 (0.2371) loss_bbox_dn_3: 0.1952 (0.2291) loss_bbox_dn_4: 0.1967 (0.2269) loss_bbox_dn_5: 0.1966 (0.2268) loss_giou: 0.4848 (0.5256) loss_giou_aux_0: 0.5109 (0.5533) loss_giou_aux_1: 0.4994 (0.5355) loss_giou_aux_2: 0.4784 (0.5298) loss_giou_aux_3: 0.4912 (0.5267) loss_giou_aux_4: 0.4898 (0.5260) loss_giou_aux_5: 0.5915 (0.6288) loss_giou_dn_0: 0.6067 (0.6635) loss_giou_dn_1: 0.5016 (0.5597) loss_giou_dn_2: 0.4762 (0.5333) loss_giou_dn_3: 0.4662 (0.5248) loss_giou_dn_4: 0.4628 (0.5225) loss_giou_dn_5: 0.4628 (0.5226) loss_vfl: 0.6819 (0.7384) loss_vfl_aux_0: 0.8565 (0.8717) loss_vfl_aux_1: 0.7591 (0.8157) loss_vfl_aux_2: 0.7298 (0.7709) loss_vfl_aux_3: 0.6965 (0.7497) loss_vfl_aux_4: 0.6868 (0.7411) loss_vfl_aux_5: 0.8096 (0.8468) loss_vfl_dn_0: 0.4763 (0.4778) loss_vfl_dn_1: 0.4075 (0.4221) loss_vfl_dn_2: 0.3886 (0.4044) loss_vfl_dn_3: 0.3797 (0.3968) loss_vfl_dn_4: 0.3778 (0.3939) loss_vfl_dn_5: 0.3771 (0.3933) time: 0.7052 data: 0.0140 max mem: 5653 Epoch: [12] [3700/7393] eta: 0:29:31 lr: 0.000010 loss: 17.9852 (17.9978) loss_bbox: 0.1677 (0.1778) loss_bbox_aux_0: 0.1905 (0.1926) loss_bbox_aux_1: 0.1745 (0.1832) loss_bbox_aux_2: 0.1692 (0.1799) loss_bbox_aux_3: 0.1743 (0.1781) loss_bbox_aux_4: 0.1657 (0.1778) loss_bbox_aux_5: 0.2278 (0.2361) loss_bbox_dn_0: 0.3168 (0.3276) loss_bbox_dn_1: 0.2515 (0.2574) loss_bbox_dn_2: 0.2246 (0.2371) loss_bbox_dn_3: 0.2153 (0.2291) loss_bbox_dn_4: 0.2092 (0.2269) loss_bbox_dn_5: 0.2092 (0.2268) loss_giou: 0.4567 (0.5252) loss_giou_aux_0: 0.4840 (0.5529) loss_giou_aux_1: 0.4585 (0.5351) loss_giou_aux_2: 0.4478 (0.5294) loss_giou_aux_3: 0.4482 (0.5263) loss_giou_aux_4: 0.4603 (0.5256) loss_giou_aux_5: 0.5614 (0.6285) loss_giou_dn_0: 0.6186 (0.6632) loss_giou_dn_1: 0.5207 (0.5593) loss_giou_dn_2: 0.4988 (0.5330) loss_giou_dn_3: 0.4891 (0.5244) loss_giou_dn_4: 0.4841 (0.5221) loss_giou_dn_5: 0.4842 (0.5222) loss_vfl: 0.7114 (0.7380) loss_vfl_aux_0: 0.8835 (0.8716) loss_vfl_aux_1: 0.8274 (0.8156) loss_vfl_aux_2: 0.7602 (0.7707) loss_vfl_aux_3: 0.7294 (0.7494) loss_vfl_aux_4: 0.7153 (0.7408) loss_vfl_aux_5: 0.8610 (0.8468) loss_vfl_dn_0: 0.4808 (0.4777) loss_vfl_dn_1: 0.4228 (0.4219) loss_vfl_dn_2: 0.4062 (0.4042) loss_vfl_dn_3: 0.4014 (0.3966) loss_vfl_dn_4: 0.3943 (0.3937) loss_vfl_dn_5: 0.3921 (0.3931) time: 0.4739 data: 0.0145 max mem: 5653 Epoch: [12] [3800/7393] eta: 0:28:42 lr: 0.000010 loss: 18.0277 (17.9971) loss_bbox: 0.1607 (0.1778) loss_bbox_aux_0: 0.1923 (0.1925) loss_bbox_aux_1: 0.1719 (0.1831) loss_bbox_aux_2: 0.1623 (0.1799) loss_bbox_aux_3: 0.1623 (0.1781) loss_bbox_aux_4: 0.1626 (0.1778) loss_bbox_aux_5: 0.2203 (0.2360) loss_bbox_dn_0: 0.3123 (0.3273) loss_bbox_dn_1: 0.2296 (0.2571) loss_bbox_dn_2: 0.2079 (0.2369) loss_bbox_dn_3: 0.1999 (0.2289) loss_bbox_dn_4: 0.1961 (0.2266) loss_bbox_dn_5: 0.1961 (0.2266) loss_giou: 0.5413 (0.5255) loss_giou_aux_0: 0.5655 (0.5532) loss_giou_aux_1: 0.5402 (0.5354) loss_giou_aux_2: 0.5369 (0.5297) loss_giou_aux_3: 0.5335 (0.5266) loss_giou_aux_4: 0.5370 (0.5259) loss_giou_aux_5: 0.6453 (0.6286) loss_giou_dn_0: 0.6823 (0.6633) loss_giou_dn_1: 0.5744 (0.5594) loss_giou_dn_2: 0.5479 (0.5331) loss_giou_dn_3: 0.5394 (0.5245) loss_giou_dn_4: 0.5377 (0.5222) loss_giou_dn_5: 0.5384 (0.5223) loss_vfl: 0.7207 (0.7379) loss_vfl_aux_0: 0.8561 (0.8714) loss_vfl_aux_1: 0.7967 (0.8155) loss_vfl_aux_2: 0.7478 (0.7705) loss_vfl_aux_3: 0.7398 (0.7493) loss_vfl_aux_4: 0.7239 (0.7406) loss_vfl_aux_5: 0.8200 (0.8465) loss_vfl_dn_0: 0.4806 (0.4777) loss_vfl_dn_1: 0.4224 (0.4219) loss_vfl_dn_2: 0.4060 (0.4042) loss_vfl_dn_3: 0.3964 (0.3966) loss_vfl_dn_4: 0.3933 (0.3937) loss_vfl_dn_5: 0.3936 (0.3931) time: 0.4654 data: 0.0137 max mem: 5653 Epoch: [12] [3900/7393] eta: 0:27:53 lr: 0.000010 loss: 18.2513 (18.0083) loss_bbox: 0.1854 (0.1779) loss_bbox_aux_0: 0.1990 (0.1926) loss_bbox_aux_1: 0.1935 (0.1833) loss_bbox_aux_2: 0.1904 (0.1800) loss_bbox_aux_3: 0.1888 (0.1782) loss_bbox_aux_4: 0.1871 (0.1779) loss_bbox_aux_5: 0.2392 (0.2360) loss_bbox_dn_0: 0.2970 (0.3275) loss_bbox_dn_1: 0.2308 (0.2572) loss_bbox_dn_2: 0.2171 (0.2370) loss_bbox_dn_3: 0.2190 (0.2290) loss_bbox_dn_4: 0.2177 (0.2267) loss_bbox_dn_5: 0.2175 (0.2266) loss_giou: 0.5232 (0.5262) loss_giou_aux_0: 0.5422 (0.5538) loss_giou_aux_1: 0.5305 (0.5360) loss_giou_aux_2: 0.5122 (0.5303) loss_giou_aux_3: 0.5085 (0.5273) loss_giou_aux_4: 0.5088 (0.5265) loss_giou_aux_5: 0.6281 (0.6291) loss_giou_dn_0: 0.6543 (0.6638) loss_giou_dn_1: 0.5505 (0.5599) loss_giou_dn_2: 0.5294 (0.5336) loss_giou_dn_3: 0.5170 (0.5250) loss_giou_dn_4: 0.5115 (0.5227) loss_giou_dn_5: 0.5116 (0.5228) loss_vfl: 0.7321 (0.7382) loss_vfl_aux_0: 0.8854 (0.8717) loss_vfl_aux_1: 0.7868 (0.8157) loss_vfl_aux_2: 0.7799 (0.7709) loss_vfl_aux_3: 0.7501 (0.7496) loss_vfl_aux_4: 0.7288 (0.7410) loss_vfl_aux_5: 0.8715 (0.8468) loss_vfl_dn_0: 0.4745 (0.4777) loss_vfl_dn_1: 0.4242 (0.4219) loss_vfl_dn_2: 0.4110 (0.4042) loss_vfl_dn_3: 0.3995 (0.3966) loss_vfl_dn_4: 0.3981 (0.3937) loss_vfl_dn_5: 0.3983 (0.3931) time: 0.4662 data: 0.0135 max mem: 5653 Epoch: [12] [4000/7393] eta: 0:27:05 lr: 0.000010 loss: 18.1182 (18.0110) loss_bbox: 0.1785 (0.1779) loss_bbox_aux_0: 0.1909 (0.1927) loss_bbox_aux_1: 0.1836 (0.1833) loss_bbox_aux_2: 0.1829 (0.1800) loss_bbox_aux_3: 0.1839 (0.1782) loss_bbox_aux_4: 0.1828 (0.1779) loss_bbox_aux_5: 0.2284 (0.2362) loss_bbox_dn_0: 0.3122 (0.3278) loss_bbox_dn_1: 0.2360 (0.2575) loss_bbox_dn_2: 0.2199 (0.2372) loss_bbox_dn_3: 0.2103 (0.2292) loss_bbox_dn_4: 0.2092 (0.2269) loss_bbox_dn_5: 0.2092 (0.2269) loss_giou: 0.5195 (0.5261) loss_giou_aux_0: 0.5551 (0.5537) loss_giou_aux_1: 0.5249 (0.5359) loss_giou_aux_2: 0.5248 (0.5302) loss_giou_aux_3: 0.5255 (0.5271) loss_giou_aux_4: 0.5192 (0.5264) loss_giou_aux_5: 0.6294 (0.6290) loss_giou_dn_0: 0.6548 (0.6637) loss_giou_dn_1: 0.5726 (0.5598) loss_giou_dn_2: 0.5494 (0.5335) loss_giou_dn_3: 0.5438 (0.5249) loss_giou_dn_4: 0.5423 (0.5226) loss_giou_dn_5: 0.5423 (0.5227) loss_vfl: 0.7410 (0.7385) loss_vfl_aux_0: 0.8704 (0.8719) loss_vfl_aux_1: 0.8232 (0.8161) loss_vfl_aux_2: 0.7718 (0.7712) loss_vfl_aux_3: 0.7496 (0.7499) loss_vfl_aux_4: 0.7456 (0.7413) loss_vfl_aux_5: 0.8447 (0.8470) loss_vfl_dn_0: 0.4802 (0.4777) loss_vfl_dn_1: 0.4227 (0.4219) loss_vfl_dn_2: 0.4089 (0.4042) loss_vfl_dn_3: 0.3995 (0.3967) loss_vfl_dn_4: 0.3978 (0.3938) loss_vfl_dn_5: 0.3991 (0.3931) time: 0.4584 data: 0.0137 max mem: 5653 Epoch: [12] [4100/7393] eta: 0:26:16 lr: 0.000010 loss: 18.7972 (18.0180) loss_bbox: 0.1674 (0.1780) loss_bbox_aux_0: 0.1905 (0.1927) loss_bbox_aux_1: 0.1636 (0.1833) loss_bbox_aux_2: 0.1649 (0.1800) loss_bbox_aux_3: 0.1652 (0.1782) loss_bbox_aux_4: 0.1667 (0.1779) loss_bbox_aux_5: 0.2246 (0.2361) loss_bbox_dn_0: 0.3102 (0.3276) loss_bbox_dn_1: 0.2528 (0.2574) loss_bbox_dn_2: 0.2343 (0.2372) loss_bbox_dn_3: 0.2339 (0.2292) loss_bbox_dn_4: 0.2338 (0.2269) loss_bbox_dn_5: 0.2338 (0.2269) loss_giou: 0.5308 (0.5269) loss_giou_aux_0: 0.5602 (0.5544) loss_giou_aux_1: 0.5345 (0.5366) loss_giou_aux_2: 0.5449 (0.5310) loss_giou_aux_3: 0.5411 (0.5279) loss_giou_aux_4: 0.5323 (0.5272) loss_giou_aux_5: 0.6279 (0.6298) loss_giou_dn_0: 0.6916 (0.6641) loss_giou_dn_1: 0.5977 (0.5603) loss_giou_dn_2: 0.5682 (0.5340) loss_giou_dn_3: 0.5625 (0.5254) loss_giou_dn_4: 0.5596 (0.5231) loss_giou_dn_5: 0.5596 (0.5232) loss_vfl: 0.7579 (0.7385) loss_vfl_aux_0: 0.8669 (0.8716) loss_vfl_aux_1: 0.8474 (0.8162) loss_vfl_aux_2: 0.7865 (0.7711) loss_vfl_aux_3: 0.7685 (0.7499) loss_vfl_aux_4: 0.7709 (0.7412) loss_vfl_aux_5: 0.8142 (0.8466) loss_vfl_dn_0: 0.4682 (0.4776) loss_vfl_dn_1: 0.4154 (0.4220) loss_vfl_dn_2: 0.3966 (0.4043) loss_vfl_dn_3: 0.3902 (0.3967) loss_vfl_dn_4: 0.3885 (0.3938) loss_vfl_dn_5: 0.3859 (0.3932) time: 0.4644 data: 0.0138 max mem: 5653 Epoch: [12] [4200/7393] eta: 0:25:28 lr: 0.000010 loss: 17.8020 (18.0170) loss_bbox: 0.1677 (0.1779) loss_bbox_aux_0: 0.1799 (0.1926) loss_bbox_aux_1: 0.1748 (0.1832) loss_bbox_aux_2: 0.1734 (0.1799) loss_bbox_aux_3: 0.1664 (0.1782) loss_bbox_aux_4: 0.1667 (0.1779) loss_bbox_aux_5: 0.2293 (0.2361) loss_bbox_dn_0: 0.3265 (0.3277) loss_bbox_dn_1: 0.2552 (0.2575) loss_bbox_dn_2: 0.2292 (0.2373) loss_bbox_dn_3: 0.2234 (0.2293) loss_bbox_dn_4: 0.2220 (0.2270) loss_bbox_dn_5: 0.2225 (0.2270) loss_giou: 0.5078 (0.5265) loss_giou_aux_0: 0.5157 (0.5540) loss_giou_aux_1: 0.5095 (0.5363) loss_giou_aux_2: 0.5078 (0.5306) loss_giou_aux_3: 0.5088 (0.5276) loss_giou_aux_4: 0.5086 (0.5269) loss_giou_aux_5: 0.5815 (0.6295) loss_giou_dn_0: 0.6734 (0.6640) loss_giou_dn_1: 0.5750 (0.5602) loss_giou_dn_2: 0.5418 (0.5338) loss_giou_dn_3: 0.5298 (0.5252) loss_giou_dn_4: 0.5265 (0.5229) loss_giou_dn_5: 0.5268 (0.5231) loss_vfl: 0.7440 (0.7387) loss_vfl_aux_0: 0.8624 (0.8721) loss_vfl_aux_1: 0.8138 (0.8166) loss_vfl_aux_2: 0.7791 (0.7714) loss_vfl_aux_3: 0.7592 (0.7501) loss_vfl_aux_4: 0.7528 (0.7414) loss_vfl_aux_5: 0.8342 (0.8468) loss_vfl_dn_0: 0.4823 (0.4777) loss_vfl_dn_1: 0.4208 (0.4220) loss_vfl_dn_2: 0.4025 (0.4043) loss_vfl_dn_3: 0.3942 (0.3967) loss_vfl_dn_4: 0.3906 (0.3938) loss_vfl_dn_5: 0.3883 (0.3932) time: 0.4767 data: 0.0136 max mem: 5653 Epoch: [12] [4300/7393] eta: 0:24:39 lr: 0.000010 loss: 18.2764 (18.0148) loss_bbox: 0.1842 (0.1779) loss_bbox_aux_0: 0.1916 (0.1926) loss_bbox_aux_1: 0.1948 (0.1832) loss_bbox_aux_2: 0.1843 (0.1799) loss_bbox_aux_3: 0.1806 (0.1781) loss_bbox_aux_4: 0.1842 (0.1778) loss_bbox_aux_5: 0.2413 (0.2361) loss_bbox_dn_0: 0.2979 (0.3277) loss_bbox_dn_1: 0.2389 (0.2575) loss_bbox_dn_2: 0.2243 (0.2373) loss_bbox_dn_3: 0.2243 (0.2293) loss_bbox_dn_4: 0.2217 (0.2270) loss_bbox_dn_5: 0.2214 (0.2270) loss_giou: 0.5323 (0.5264) loss_giou_aux_0: 0.5702 (0.5539) loss_giou_aux_1: 0.5402 (0.5362) loss_giou_aux_2: 0.5262 (0.5305) loss_giou_aux_3: 0.5275 (0.5275) loss_giou_aux_4: 0.5332 (0.5268) loss_giou_aux_5: 0.6435 (0.6294) loss_giou_dn_0: 0.6762 (0.6639) loss_giou_dn_1: 0.5669 (0.5600) loss_giou_dn_2: 0.5418 (0.5337) loss_giou_dn_3: 0.5301 (0.5251) loss_giou_dn_4: 0.5276 (0.5228) loss_giou_dn_5: 0.5277 (0.5229) loss_vfl: 0.7240 (0.7387) loss_vfl_aux_0: 0.8179 (0.8720) loss_vfl_aux_1: 0.7788 (0.8167) loss_vfl_aux_2: 0.7587 (0.7714) loss_vfl_aux_3: 0.7383 (0.7500) loss_vfl_aux_4: 0.7249 (0.7413) loss_vfl_aux_5: 0.7983 (0.8465) loss_vfl_dn_0: 0.4749 (0.4777) loss_vfl_dn_1: 0.4205 (0.4219) loss_vfl_dn_2: 0.4008 (0.4043) loss_vfl_dn_3: 0.3921 (0.3967) loss_vfl_dn_4: 0.3902 (0.3938) loss_vfl_dn_5: 0.3896 (0.3932) time: 0.4736 data: 0.0144 max mem: 5653 Epoch: [12] [4400/7393] eta: 0:23:51 lr: 0.000010 loss: 18.2079 (18.0146) loss_bbox: 0.1646 (0.1778) loss_bbox_aux_0: 0.1827 (0.1925) loss_bbox_aux_1: 0.1750 (0.1830) loss_bbox_aux_2: 0.1702 (0.1798) loss_bbox_aux_3: 0.1664 (0.1781) loss_bbox_aux_4: 0.1670 (0.1778) loss_bbox_aux_5: 0.2192 (0.2361) loss_bbox_dn_0: 0.2811 (0.3277) loss_bbox_dn_1: 0.2254 (0.2575) loss_bbox_dn_2: 0.2064 (0.2372) loss_bbox_dn_3: 0.1998 (0.2292) loss_bbox_dn_4: 0.1983 (0.2270) loss_bbox_dn_5: 0.1983 (0.2269) loss_giou: 0.5385 (0.5262) loss_giou_aux_0: 0.5571 (0.5538) loss_giou_aux_1: 0.5382 (0.5360) loss_giou_aux_2: 0.5417 (0.5304) loss_giou_aux_3: 0.5306 (0.5273) loss_giou_aux_4: 0.5357 (0.5266) loss_giou_aux_5: 0.6367 (0.6294) loss_giou_dn_0: 0.6784 (0.6638) loss_giou_dn_1: 0.5771 (0.5599) loss_giou_dn_2: 0.5603 (0.5336) loss_giou_dn_3: 0.5573 (0.5250) loss_giou_dn_4: 0.5568 (0.5227) loss_giou_dn_5: 0.5567 (0.5229) loss_vfl: 0.7280 (0.7389) loss_vfl_aux_0: 0.8621 (0.8724) loss_vfl_aux_1: 0.8059 (0.8172) loss_vfl_aux_2: 0.7682 (0.7717) loss_vfl_aux_3: 0.7362 (0.7502) loss_vfl_aux_4: 0.7300 (0.7416) loss_vfl_aux_5: 0.8360 (0.8465) loss_vfl_dn_0: 0.4759 (0.4777) loss_vfl_dn_1: 0.4270 (0.4220) loss_vfl_dn_2: 0.4053 (0.4043) loss_vfl_dn_3: 0.3927 (0.3967) loss_vfl_dn_4: 0.3897 (0.3938) loss_vfl_dn_5: 0.3902 (0.3932) time: 0.4735 data: 0.0137 max mem: 5653 Epoch: [12] [4500/7393] eta: 0:23:03 lr: 0.000010 loss: 17.9124 (18.0163) loss_bbox: 0.1621 (0.1777) loss_bbox_aux_0: 0.1744 (0.1924) loss_bbox_aux_1: 0.1619 (0.1829) loss_bbox_aux_2: 0.1607 (0.1797) loss_bbox_aux_3: 0.1610 (0.1780) loss_bbox_aux_4: 0.1606 (0.1777) loss_bbox_aux_5: 0.2070 (0.2360) loss_bbox_dn_0: 0.2850 (0.3277) loss_bbox_dn_1: 0.2242 (0.2575) loss_bbox_dn_2: 0.1888 (0.2372) loss_bbox_dn_3: 0.1865 (0.2292) loss_bbox_dn_4: 0.1875 (0.2270) loss_bbox_dn_5: 0.1874 (0.2269) loss_giou: 0.5533 (0.5265) loss_giou_aux_0: 0.6102 (0.5540) loss_giou_aux_1: 0.5696 (0.5362) loss_giou_aux_2: 0.5598 (0.5306) loss_giou_aux_3: 0.5614 (0.5276) loss_giou_aux_4: 0.5541 (0.5269) loss_giou_aux_5: 0.6590 (0.6296) loss_giou_dn_0: 0.6825 (0.6639) loss_giou_dn_1: 0.5744 (0.5601) loss_giou_dn_2: 0.5533 (0.5338) loss_giou_dn_3: 0.5480 (0.5252) loss_giou_dn_4: 0.5459 (0.5229) loss_giou_dn_5: 0.5457 (0.5231) loss_vfl: 0.7249 (0.7387) loss_vfl_aux_0: 0.8466 (0.8725) loss_vfl_aux_1: 0.7999 (0.8174) loss_vfl_aux_2: 0.7553 (0.7717) loss_vfl_aux_3: 0.7248 (0.7500) loss_vfl_aux_4: 0.7219 (0.7413) loss_vfl_aux_5: 0.7975 (0.8464) loss_vfl_dn_0: 0.4809 (0.4778) loss_vfl_dn_1: 0.4180 (0.4220) loss_vfl_dn_2: 0.3992 (0.4043) loss_vfl_dn_3: 0.3958 (0.3967) loss_vfl_dn_4: 0.3941 (0.3938) loss_vfl_dn_5: 0.3931 (0.3932) time: 0.4821 data: 0.0145 max mem: 5653 Epoch: [12] [4600/7393] eta: 0:22:14 lr: 0.000010 loss: 17.9071 (18.0162) loss_bbox: 0.1699 (0.1777) loss_bbox_aux_0: 0.1855 (0.1924) loss_bbox_aux_1: 0.1732 (0.1829) loss_bbox_aux_2: 0.1760 (0.1797) loss_bbox_aux_3: 0.1779 (0.1780) loss_bbox_aux_4: 0.1749 (0.1777) loss_bbox_aux_5: 0.2167 (0.2359) loss_bbox_dn_0: 0.3013 (0.3275) loss_bbox_dn_1: 0.2363 (0.2573) loss_bbox_dn_2: 0.2148 (0.2371) loss_bbox_dn_3: 0.2085 (0.2291) loss_bbox_dn_4: 0.2069 (0.2268) loss_bbox_dn_5: 0.2071 (0.2268) loss_giou: 0.5508 (0.5269) loss_giou_aux_0: 0.5686 (0.5544) loss_giou_aux_1: 0.5368 (0.5366) loss_giou_aux_2: 0.5358 (0.5310) loss_giou_aux_3: 0.5435 (0.5280) loss_giou_aux_4: 0.5511 (0.5273) loss_giou_aux_5: 0.6206 (0.6299) loss_giou_dn_0: 0.6501 (0.6640) loss_giou_dn_1: 0.5474 (0.5603) loss_giou_dn_2: 0.5195 (0.5340) loss_giou_dn_3: 0.5173 (0.5254) loss_giou_dn_4: 0.5154 (0.5232) loss_giou_dn_5: 0.5158 (0.5233) loss_vfl: 0.7088 (0.7384) loss_vfl_aux_0: 0.8573 (0.8722) loss_vfl_aux_1: 0.8016 (0.8171) loss_vfl_aux_2: 0.7483 (0.7715) loss_vfl_aux_3: 0.7236 (0.7496) loss_vfl_aux_4: 0.7111 (0.7410) loss_vfl_aux_5: 0.8169 (0.8461) loss_vfl_dn_0: 0.4730 (0.4777) loss_vfl_dn_1: 0.4133 (0.4219) loss_vfl_dn_2: 0.3971 (0.4042) loss_vfl_dn_3: 0.3907 (0.3966) loss_vfl_dn_4: 0.3868 (0.3937) loss_vfl_dn_5: 0.3845 (0.3931) time: 0.4697 data: 0.0142 max mem: 5653 Epoch: [12] [4700/7393] eta: 0:21:26 lr: 0.000010 loss: 17.4650 (18.0160) loss_bbox: 0.1660 (0.1777) loss_bbox_aux_0: 0.1669 (0.1924) loss_bbox_aux_1: 0.1653 (0.1828) loss_bbox_aux_2: 0.1632 (0.1796) loss_bbox_aux_3: 0.1698 (0.1779) loss_bbox_aux_4: 0.1675 (0.1776) loss_bbox_aux_5: 0.2082 (0.2358) loss_bbox_dn_0: 0.2830 (0.3275) loss_bbox_dn_1: 0.2127 (0.2573) loss_bbox_dn_2: 0.1977 (0.2370) loss_bbox_dn_3: 0.1911 (0.2290) loss_bbox_dn_4: 0.1904 (0.2268) loss_bbox_dn_5: 0.1904 (0.2267) loss_giou: 0.5051 (0.5268) loss_giou_aux_0: 0.5164 (0.5544) loss_giou_aux_1: 0.5040 (0.5366) loss_giou_aux_2: 0.5103 (0.5309) loss_giou_aux_3: 0.5098 (0.5280) loss_giou_aux_4: 0.5115 (0.5273) loss_giou_aux_5: 0.6046 (0.6298) loss_giou_dn_0: 0.6446 (0.6640) loss_giou_dn_1: 0.5461 (0.5603) loss_giou_dn_2: 0.5211 (0.5340) loss_giou_dn_3: 0.5108 (0.5254) loss_giou_dn_4: 0.5088 (0.5231) loss_giou_dn_5: 0.5088 (0.5233) loss_vfl: 0.7299 (0.7384) loss_vfl_aux_0: 0.8432 (0.8722) loss_vfl_aux_1: 0.8054 (0.8173) loss_vfl_aux_2: 0.7669 (0.7715) loss_vfl_aux_3: 0.7384 (0.7497) loss_vfl_aux_4: 0.7324 (0.7410) loss_vfl_aux_5: 0.8173 (0.8461) loss_vfl_dn_0: 0.4811 (0.4778) loss_vfl_dn_1: 0.4263 (0.4219) loss_vfl_dn_2: 0.4055 (0.4042) loss_vfl_dn_3: 0.3973 (0.3966) loss_vfl_dn_4: 0.3942 (0.3938) loss_vfl_dn_5: 0.3926 (0.3931) time: 0.4749 data: 0.0140 max mem: 5653 Epoch: [12] [4800/7393] eta: 0:20:38 lr: 0.000010 loss: 18.4921 (18.0166) loss_bbox: 0.1856 (0.1777) loss_bbox_aux_0: 0.1952 (0.1924) loss_bbox_aux_1: 0.1917 (0.1829) loss_bbox_aux_2: 0.1793 (0.1797) loss_bbox_aux_3: 0.1858 (0.1780) loss_bbox_aux_4: 0.1809 (0.1777) loss_bbox_aux_5: 0.2350 (0.2358) loss_bbox_dn_0: 0.3207 (0.3274) loss_bbox_dn_1: 0.2609 (0.2572) loss_bbox_dn_2: 0.2518 (0.2370) loss_bbox_dn_3: 0.2438 (0.2290) loss_bbox_dn_4: 0.2426 (0.2267) loss_bbox_dn_5: 0.2425 (0.2267) loss_giou: 0.5350 (0.5271) loss_giou_aux_0: 0.5635 (0.5546) loss_giou_aux_1: 0.5516 (0.5368) loss_giou_aux_2: 0.5382 (0.5312) loss_giou_aux_3: 0.5375 (0.5282) loss_giou_aux_4: 0.5347 (0.5275) loss_giou_aux_5: 0.6368 (0.6299) loss_giou_dn_0: 0.6658 (0.6641) loss_giou_dn_1: 0.5778 (0.5604) loss_giou_dn_2: 0.5488 (0.5341) loss_giou_dn_3: 0.5398 (0.5255) loss_giou_dn_4: 0.5385 (0.5232) loss_giou_dn_5: 0.5388 (0.5234) loss_vfl: 0.7470 (0.7383) loss_vfl_aux_0: 0.9041 (0.8720) loss_vfl_aux_1: 0.7926 (0.8170) loss_vfl_aux_2: 0.7795 (0.7714) loss_vfl_aux_3: 0.7438 (0.7495) loss_vfl_aux_4: 0.7423 (0.7409) loss_vfl_aux_5: 0.8615 (0.8459) loss_vfl_dn_0: 0.4766 (0.4777) loss_vfl_dn_1: 0.4199 (0.4219) loss_vfl_dn_2: 0.4079 (0.4042) loss_vfl_dn_3: 0.3965 (0.3966) loss_vfl_dn_4: 0.3917 (0.3938) loss_vfl_dn_5: 0.3922 (0.3931) time: 0.4719 data: 0.0140 max mem: 5653 Epoch: [12] [4900/7393] eta: 0:19:50 lr: 0.000010 loss: 17.9615 (18.0181) loss_bbox: 0.1503 (0.1777) loss_bbox_aux_0: 0.1735 (0.1924) loss_bbox_aux_1: 0.1607 (0.1829) loss_bbox_aux_2: 0.1533 (0.1797) loss_bbox_aux_3: 0.1518 (0.1780) loss_bbox_aux_4: 0.1502 (0.1777) loss_bbox_aux_5: 0.2159 (0.2359) loss_bbox_dn_0: 0.2858 (0.3273) loss_bbox_dn_1: 0.2180 (0.2571) loss_bbox_dn_2: 0.2015 (0.2369) loss_bbox_dn_3: 0.1967 (0.2289) loss_bbox_dn_4: 0.1962 (0.2267) loss_bbox_dn_5: 0.1968 (0.2266) loss_giou: 0.5335 (0.5274) loss_giou_aux_0: 0.5767 (0.5549) loss_giou_aux_1: 0.5613 (0.5371) loss_giou_aux_2: 0.5417 (0.5315) loss_giou_aux_3: 0.5368 (0.5285) loss_giou_aux_4: 0.5354 (0.5278) loss_giou_aux_5: 0.6446 (0.6302) loss_giou_dn_0: 0.6880 (0.6642) loss_giou_dn_1: 0.5841 (0.5605) loss_giou_dn_2: 0.5519 (0.5343) loss_giou_dn_3: 0.5390 (0.5257) loss_giou_dn_4: 0.5357 (0.5234) loss_giou_dn_5: 0.5354 (0.5236) loss_vfl: 0.7174 (0.7382) loss_vfl_aux_0: 0.8318 (0.8717) loss_vfl_aux_1: 0.7737 (0.8170) loss_vfl_aux_2: 0.7213 (0.7712) loss_vfl_aux_3: 0.7175 (0.7494) loss_vfl_aux_4: 0.7103 (0.7408) loss_vfl_aux_5: 0.7888 (0.8456) loss_vfl_dn_0: 0.4775 (0.4777) loss_vfl_dn_1: 0.4244 (0.4219) loss_vfl_dn_2: 0.4085 (0.4042) loss_vfl_dn_3: 0.4006 (0.3966) loss_vfl_dn_4: 0.3987 (0.3938) loss_vfl_dn_5: 0.3969 (0.3931) time: 0.4624 data: 0.0141 max mem: 5653 Epoch: [12] [5000/7393] eta: 0:19:01 lr: 0.000010 loss: 18.4092 (18.0185) loss_bbox: 0.1782 (0.1777) loss_bbox_aux_0: 0.1801 (0.1924) loss_bbox_aux_1: 0.1774 (0.1828) loss_bbox_aux_2: 0.1704 (0.1797) loss_bbox_aux_3: 0.1728 (0.1780) loss_bbox_aux_4: 0.1777 (0.1777) loss_bbox_aux_5: 0.2146 (0.2358) loss_bbox_dn_0: 0.2786 (0.3271) loss_bbox_dn_1: 0.2157 (0.2570) loss_bbox_dn_2: 0.2004 (0.2368) loss_bbox_dn_3: 0.1912 (0.2288) loss_bbox_dn_4: 0.1889 (0.2266) loss_bbox_dn_5: 0.1888 (0.2265) loss_giou: 0.5173 (0.5276) loss_giou_aux_0: 0.5546 (0.5551) loss_giou_aux_1: 0.5326 (0.5372) loss_giou_aux_2: 0.5173 (0.5316) loss_giou_aux_3: 0.5232 (0.5287) loss_giou_aux_4: 0.5239 (0.5280) loss_giou_aux_5: 0.6319 (0.6304) loss_giou_dn_0: 0.6763 (0.6641) loss_giou_dn_1: 0.5696 (0.5605) loss_giou_dn_2: 0.5462 (0.5343) loss_giou_dn_3: 0.5379 (0.5257) loss_giou_dn_4: 0.5367 (0.5234) loss_giou_dn_5: 0.5369 (0.5236) loss_vfl: 0.7205 (0.7381) loss_vfl_aux_0: 0.8955 (0.8718) loss_vfl_aux_1: 0.8266 (0.8172) loss_vfl_aux_2: 0.7623 (0.7712) loss_vfl_aux_3: 0.7545 (0.7493) loss_vfl_aux_4: 0.7250 (0.7407) loss_vfl_aux_5: 0.8461 (0.8455) loss_vfl_dn_0: 0.4790 (0.4777) loss_vfl_dn_1: 0.4216 (0.4219) loss_vfl_dn_2: 0.4020 (0.4042) loss_vfl_dn_3: 0.3960 (0.3966) loss_vfl_dn_4: 0.3909 (0.3938) loss_vfl_dn_5: 0.3885 (0.3931) time: 0.4694 data: 0.0139 max mem: 5653 Epoch: [12] [5100/7393] eta: 0:18:14 lr: 0.000010 loss: 18.1252 (18.0147) loss_bbox: 0.1715 (0.1776) loss_bbox_aux_0: 0.1759 (0.1922) loss_bbox_aux_1: 0.1816 (0.1826) loss_bbox_aux_2: 0.1761 (0.1795) loss_bbox_aux_3: 0.1780 (0.1779) loss_bbox_aux_4: 0.1764 (0.1776) loss_bbox_aux_5: 0.2292 (0.2356) loss_bbox_dn_0: 0.3020 (0.3267) loss_bbox_dn_1: 0.2482 (0.2567) loss_bbox_dn_2: 0.2247 (0.2365) loss_bbox_dn_3: 0.2193 (0.2285) loss_bbox_dn_4: 0.2169 (0.2263) loss_bbox_dn_5: 0.2168 (0.2262) loss_giou: 0.5216 (0.5276) loss_giou_aux_0: 0.5616 (0.5552) loss_giou_aux_1: 0.5276 (0.5372) loss_giou_aux_2: 0.5274 (0.5317) loss_giou_aux_3: 0.5282 (0.5287) loss_giou_aux_4: 0.5214 (0.5280) loss_giou_aux_5: 0.6131 (0.6305) loss_giou_dn_0: 0.6581 (0.6640) loss_giou_dn_1: 0.5519 (0.5605) loss_giou_dn_2: 0.5298 (0.5343) loss_giou_dn_3: 0.5253 (0.5257) loss_giou_dn_4: 0.5235 (0.5234) loss_giou_dn_5: 0.5226 (0.5235) loss_vfl: 0.7040 (0.7380) loss_vfl_aux_0: 0.8334 (0.8717) loss_vfl_aux_1: 0.8096 (0.8172) loss_vfl_aux_2: 0.7421 (0.7711) loss_vfl_aux_3: 0.7223 (0.7492) loss_vfl_aux_4: 0.6995 (0.7406) loss_vfl_aux_5: 0.8241 (0.8454) loss_vfl_dn_0: 0.4772 (0.4777) loss_vfl_dn_1: 0.4230 (0.4219) loss_vfl_dn_2: 0.4000 (0.4042) loss_vfl_dn_3: 0.3931 (0.3967) loss_vfl_dn_4: 0.3910 (0.3938) loss_vfl_dn_5: 0.3924 (0.3931) time: 0.4676 data: 0.0140 max mem: 5653 Epoch: [12] [5200/7393] eta: 0:17:28 lr: 0.000010 loss: 17.9223 (18.0148) loss_bbox: 0.1536 (0.1775) loss_bbox_aux_0: 0.1654 (0.1921) loss_bbox_aux_1: 0.1585 (0.1825) loss_bbox_aux_2: 0.1498 (0.1794) loss_bbox_aux_3: 0.1469 (0.1778) loss_bbox_aux_4: 0.1499 (0.1775) loss_bbox_aux_5: 0.2025 (0.2355) loss_bbox_dn_0: 0.2781 (0.3265) loss_bbox_dn_1: 0.2085 (0.2565) loss_bbox_dn_2: 0.1890 (0.2363) loss_bbox_dn_3: 0.1821 (0.2284) loss_bbox_dn_4: 0.1801 (0.2261) loss_bbox_dn_5: 0.1797 (0.2261) loss_giou: 0.5705 (0.5280) loss_giou_aux_0: 0.6091 (0.5555) loss_giou_aux_1: 0.6013 (0.5375) loss_giou_aux_2: 0.5577 (0.5320) loss_giou_aux_3: 0.5633 (0.5291) loss_giou_aux_4: 0.5720 (0.5283) loss_giou_aux_5: 0.6715 (0.6308) loss_giou_dn_0: 0.6894 (0.6643) loss_giou_dn_1: 0.5879 (0.5608) loss_giou_dn_2: 0.5655 (0.5345) loss_giou_dn_3: 0.5560 (0.5260) loss_giou_dn_4: 0.5521 (0.5237) loss_giou_dn_5: 0.5529 (0.5238) loss_vfl: 0.6895 (0.7377) loss_vfl_aux_0: 0.8032 (0.8712) loss_vfl_aux_1: 0.7718 (0.8170) loss_vfl_aux_2: 0.7179 (0.7710) loss_vfl_aux_3: 0.7023 (0.7490) loss_vfl_aux_4: 0.6954 (0.7403) loss_vfl_aux_5: 0.7929 (0.8449) loss_vfl_dn_0: 0.4744 (0.4777) loss_vfl_dn_1: 0.4191 (0.4219) loss_vfl_dn_2: 0.3984 (0.4042) loss_vfl_dn_3: 0.3890 (0.3966) loss_vfl_dn_4: 0.3866 (0.3938) loss_vfl_dn_5: 0.3850 (0.3931) time: 0.4769 data: 0.0143 max mem: 5653 Epoch: [12] [5300/7393] eta: 0:16:39 lr: 0.000010 loss: 17.7693 (18.0149) loss_bbox: 0.1638 (0.1775) loss_bbox_aux_0: 0.1855 (0.1921) loss_bbox_aux_1: 0.1809 (0.1824) loss_bbox_aux_2: 0.1790 (0.1794) loss_bbox_aux_3: 0.1708 (0.1777) loss_bbox_aux_4: 0.1646 (0.1775) loss_bbox_aux_5: 0.2236 (0.2355) loss_bbox_dn_0: 0.3089 (0.3266) loss_bbox_dn_1: 0.2315 (0.2565) loss_bbox_dn_2: 0.2232 (0.2363) loss_bbox_dn_3: 0.2185 (0.2284) loss_bbox_dn_4: 0.2184 (0.2261) loss_bbox_dn_5: 0.2187 (0.2261) loss_giou: 0.5150 (0.5279) loss_giou_aux_0: 0.5374 (0.5554) loss_giou_aux_1: 0.5136 (0.5374) loss_giou_aux_2: 0.5086 (0.5319) loss_giou_aux_3: 0.5098 (0.5290) loss_giou_aux_4: 0.5166 (0.5283) loss_giou_aux_5: 0.6009 (0.6307) loss_giou_dn_0: 0.6629 (0.6643) loss_giou_dn_1: 0.5465 (0.5607) loss_giou_dn_2: 0.5243 (0.5345) loss_giou_dn_3: 0.5109 (0.5259) loss_giou_dn_4: 0.5080 (0.5236) loss_giou_dn_5: 0.5080 (0.5238) loss_vfl: 0.7146 (0.7379) loss_vfl_aux_0: 0.8521 (0.8713) loss_vfl_aux_1: 0.8044 (0.8173) loss_vfl_aux_2: 0.7408 (0.7711) loss_vfl_aux_3: 0.7276 (0.7491) loss_vfl_aux_4: 0.7198 (0.7405) loss_vfl_aux_5: 0.8096 (0.8449) loss_vfl_dn_0: 0.4707 (0.4776) loss_vfl_dn_1: 0.4111 (0.4219) loss_vfl_dn_2: 0.3930 (0.4042) loss_vfl_dn_3: 0.3851 (0.3966) loss_vfl_dn_4: 0.3833 (0.3938) loss_vfl_dn_5: 0.3839 (0.3931) time: 0.4662 data: 0.0142 max mem: 5653 Epoch: [12] [5400/7393] eta: 0:15:53 lr: 0.000010 loss: 17.9424 (18.0158) loss_bbox: 0.1728 (0.1776) loss_bbox_aux_0: 0.1718 (0.1922) loss_bbox_aux_1: 0.1686 (0.1825) loss_bbox_aux_2: 0.1662 (0.1795) loss_bbox_aux_3: 0.1753 (0.1778) loss_bbox_aux_4: 0.1615 (0.1775) loss_bbox_aux_5: 0.2428 (0.2356) loss_bbox_dn_0: 0.3297 (0.3265) loss_bbox_dn_1: 0.2583 (0.2564) loss_bbox_dn_2: 0.2436 (0.2363) loss_bbox_dn_3: 0.2390 (0.2283) loss_bbox_dn_4: 0.2381 (0.2261) loss_bbox_dn_5: 0.2380 (0.2260) loss_giou: 0.4768 (0.5281) loss_giou_aux_0: 0.5117 (0.5556) loss_giou_aux_1: 0.4869 (0.5376) loss_giou_aux_2: 0.4808 (0.5321) loss_giou_aux_3: 0.4754 (0.5292) loss_giou_aux_4: 0.4718 (0.5284) loss_giou_aux_5: 0.5877 (0.6309) loss_giou_dn_0: 0.6391 (0.6643) loss_giou_dn_1: 0.5489 (0.5608) loss_giou_dn_2: 0.5222 (0.5345) loss_giou_dn_3: 0.5118 (0.5260) loss_giou_dn_4: 0.5102 (0.5237) loss_giou_dn_5: 0.5102 (0.5238) loss_vfl: 0.7346 (0.7378) loss_vfl_aux_0: 0.8806 (0.8710) loss_vfl_aux_1: 0.7993 (0.8172) loss_vfl_aux_2: 0.7735 (0.7710) loss_vfl_aux_3: 0.7478 (0.7490) loss_vfl_aux_4: 0.7647 (0.7404) loss_vfl_aux_5: 0.8328 (0.8448) loss_vfl_dn_0: 0.4764 (0.4777) loss_vfl_dn_1: 0.4200 (0.4219) loss_vfl_dn_2: 0.4052 (0.4042) loss_vfl_dn_3: 0.3944 (0.3966) loss_vfl_dn_4: 0.3933 (0.3938) loss_vfl_dn_5: 0.3923 (0.3931) time: 0.4624 data: 0.0139 max mem: 5653 Epoch: [12] [5500/7393] eta: 0:15:05 lr: 0.000010 loss: 18.2652 (18.0178) loss_bbox: 0.1596 (0.1777) loss_bbox_aux_0: 0.1817 (0.1923) loss_bbox_aux_1: 0.1657 (0.1826) loss_bbox_aux_2: 0.1657 (0.1796) loss_bbox_aux_3: 0.1593 (0.1780) loss_bbox_aux_4: 0.1620 (0.1776) loss_bbox_aux_5: 0.2147 (0.2356) loss_bbox_dn_0: 0.2842 (0.3266) loss_bbox_dn_1: 0.2285 (0.2565) loss_bbox_dn_2: 0.2083 (0.2363) loss_bbox_dn_3: 0.2015 (0.2284) loss_bbox_dn_4: 0.2002 (0.2262) loss_bbox_dn_5: 0.1998 (0.2261) loss_giou: 0.5457 (0.5281) loss_giou_aux_0: 0.5731 (0.5556) loss_giou_aux_1: 0.5566 (0.5376) loss_giou_aux_2: 0.5555 (0.5321) loss_giou_aux_3: 0.5514 (0.5292) loss_giou_aux_4: 0.5454 (0.5285) loss_giou_aux_5: 0.6426 (0.6309) loss_giou_dn_0: 0.6703 (0.6643) loss_giou_dn_1: 0.5696 (0.5608) loss_giou_dn_2: 0.5434 (0.5346) loss_giou_dn_3: 0.5327 (0.5260) loss_giou_dn_4: 0.5327 (0.5237) loss_giou_dn_5: 0.5346 (0.5239) loss_vfl: 0.7185 (0.7379) loss_vfl_aux_0: 0.8288 (0.8711) loss_vfl_aux_1: 0.7976 (0.8173) loss_vfl_aux_2: 0.7725 (0.7711) loss_vfl_aux_3: 0.7263 (0.7490) loss_vfl_aux_4: 0.7157 (0.7405) loss_vfl_aux_5: 0.8095 (0.8448) loss_vfl_dn_0: 0.4796 (0.4777) loss_vfl_dn_1: 0.4293 (0.4220) loss_vfl_dn_2: 0.4122 (0.4043) loss_vfl_dn_3: 0.4049 (0.3967) loss_vfl_dn_4: 0.4021 (0.3938) loss_vfl_dn_5: 0.4006 (0.3931) time: 0.4664 data: 0.0142 max mem: 5653 Epoch: [12] [5600/7393] eta: 0:14:17 lr: 0.000010 loss: 17.3332 (18.0180) loss_bbox: 0.1483 (0.1777) loss_bbox_aux_0: 0.1574 (0.1923) loss_bbox_aux_1: 0.1551 (0.1825) loss_bbox_aux_2: 0.1579 (0.1796) loss_bbox_aux_3: 0.1548 (0.1779) loss_bbox_aux_4: 0.1509 (0.1776) loss_bbox_aux_5: 0.1939 (0.2356) loss_bbox_dn_0: 0.2663 (0.3265) loss_bbox_dn_1: 0.2054 (0.2564) loss_bbox_dn_2: 0.1849 (0.2363) loss_bbox_dn_3: 0.1807 (0.2283) loss_bbox_dn_4: 0.1786 (0.2261) loss_bbox_dn_5: 0.1786 (0.2260) loss_giou: 0.5250 (0.5282) loss_giou_aux_0: 0.5535 (0.5558) loss_giou_aux_1: 0.5421 (0.5377) loss_giou_aux_2: 0.5325 (0.5322) loss_giou_aux_3: 0.5277 (0.5294) loss_giou_aux_4: 0.5166 (0.5286) loss_giou_aux_5: 0.6381 (0.6310) loss_giou_dn_0: 0.6590 (0.6643) loss_giou_dn_1: 0.5682 (0.5609) loss_giou_dn_2: 0.5491 (0.5346) loss_giou_dn_3: 0.5383 (0.5261) loss_giou_dn_4: 0.5360 (0.5238) loss_giou_dn_5: 0.5363 (0.5239) loss_vfl: 0.7116 (0.7378) loss_vfl_aux_0: 0.8581 (0.8711) loss_vfl_aux_1: 0.7780 (0.8173) loss_vfl_aux_2: 0.7683 (0.7710) loss_vfl_aux_3: 0.7205 (0.7489) loss_vfl_aux_4: 0.7062 (0.7404) loss_vfl_aux_5: 0.8374 (0.8448) loss_vfl_dn_0: 0.4715 (0.4777) loss_vfl_dn_1: 0.4186 (0.4219) loss_vfl_dn_2: 0.4018 (0.4043) loss_vfl_dn_3: 0.3942 (0.3967) loss_vfl_dn_4: 0.3931 (0.3938) loss_vfl_dn_5: 0.3913 (0.3931) time: 0.4761 data: 0.0136 max mem: 5653 Epoch: [12] [5700/7393] eta: 0:13:28 lr: 0.000010 loss: 18.2425 (18.0192) loss_bbox: 0.1671 (0.1777) loss_bbox_aux_0: 0.1832 (0.1923) loss_bbox_aux_1: 0.1695 (0.1826) loss_bbox_aux_2: 0.1659 (0.1796) loss_bbox_aux_3: 0.1609 (0.1780) loss_bbox_aux_4: 0.1619 (0.1777) loss_bbox_aux_5: 0.2157 (0.2356) loss_bbox_dn_0: 0.3058 (0.3264) loss_bbox_dn_1: 0.2470 (0.2564) loss_bbox_dn_2: 0.2150 (0.2362) loss_bbox_dn_3: 0.2006 (0.2283) loss_bbox_dn_4: 0.1986 (0.2261) loss_bbox_dn_5: 0.1984 (0.2260) loss_giou: 0.5544 (0.5284) loss_giou_aux_0: 0.5906 (0.5560) loss_giou_aux_1: 0.5797 (0.5379) loss_giou_aux_2: 0.5689 (0.5324) loss_giou_aux_3: 0.5576 (0.5296) loss_giou_aux_4: 0.5607 (0.5288) loss_giou_aux_5: 0.6689 (0.6312) loss_giou_dn_0: 0.6866 (0.6644) loss_giou_dn_1: 0.6017 (0.5610) loss_giou_dn_2: 0.5741 (0.5347) loss_giou_dn_3: 0.5602 (0.5261) loss_giou_dn_4: 0.5572 (0.5239) loss_giou_dn_5: 0.5574 (0.5240) loss_vfl: 0.7107 (0.7378) loss_vfl_aux_0: 0.8366 (0.8709) loss_vfl_aux_1: 0.8052 (0.8172) loss_vfl_aux_2: 0.7403 (0.7708) loss_vfl_aux_3: 0.7053 (0.7489) loss_vfl_aux_4: 0.7088 (0.7404) loss_vfl_aux_5: 0.8465 (0.8446) loss_vfl_dn_0: 0.4745 (0.4776) loss_vfl_dn_1: 0.4209 (0.4219) loss_vfl_dn_2: 0.4045 (0.4042) loss_vfl_dn_3: 0.3953 (0.3966) loss_vfl_dn_4: 0.3947 (0.3938) loss_vfl_dn_5: 0.3940 (0.3931) time: 0.4676 data: 0.0138 max mem: 5653 Epoch: [12] [5800/7393] eta: 0:12:40 lr: 0.000010 loss: 17.4306 (18.0205) loss_bbox: 0.1755 (0.1777) loss_bbox_aux_0: 0.1769 (0.1922) loss_bbox_aux_1: 0.1708 (0.1825) loss_bbox_aux_2: 0.1761 (0.1796) loss_bbox_aux_3: 0.1711 (0.1780) loss_bbox_aux_4: 0.1780 (0.1776) loss_bbox_aux_5: 0.2214 (0.2355) loss_bbox_dn_0: 0.2806 (0.3261) loss_bbox_dn_1: 0.2106 (0.2562) loss_bbox_dn_2: 0.1977 (0.2360) loss_bbox_dn_3: 0.1886 (0.2281) loss_bbox_dn_4: 0.1858 (0.2259) loss_bbox_dn_5: 0.1850 (0.2258) loss_giou: 0.5534 (0.5288) loss_giou_aux_0: 0.5951 (0.5563) loss_giou_aux_1: 0.5809 (0.5382) loss_giou_aux_2: 0.5685 (0.5328) loss_giou_aux_3: 0.5564 (0.5299) loss_giou_aux_4: 0.5591 (0.5291) loss_giou_aux_5: 0.6674 (0.6315) loss_giou_dn_0: 0.6724 (0.6646) loss_giou_dn_1: 0.5893 (0.5612) loss_giou_dn_2: 0.5666 (0.5350) loss_giou_dn_3: 0.5549 (0.5264) loss_giou_dn_4: 0.5548 (0.5241) loss_giou_dn_5: 0.5545 (0.5243) loss_vfl: 0.7005 (0.7376) loss_vfl_aux_0: 0.8400 (0.8707) loss_vfl_aux_1: 0.7740 (0.8170) loss_vfl_aux_2: 0.7384 (0.7707) loss_vfl_aux_3: 0.6930 (0.7487) loss_vfl_aux_4: 0.7071 (0.7402) loss_vfl_aux_5: 0.7997 (0.8444) loss_vfl_dn_0: 0.4750 (0.4776) loss_vfl_dn_1: 0.4175 (0.4220) loss_vfl_dn_2: 0.3994 (0.4043) loss_vfl_dn_3: 0.3961 (0.3967) loss_vfl_dn_4: 0.3934 (0.3938) loss_vfl_dn_5: 0.3922 (0.3932) time: 0.4737 data: 0.0137 max mem: 5653 Epoch: [12] [5900/7393] eta: 0:11:54 lr: 0.000010 loss: 18.5127 (18.0201) loss_bbox: 0.1610 (0.1776) loss_bbox_aux_0: 0.1784 (0.1922) loss_bbox_aux_1: 0.1654 (0.1824) loss_bbox_aux_2: 0.1669 (0.1795) loss_bbox_aux_3: 0.1639 (0.1779) loss_bbox_aux_4: 0.1523 (0.1775) loss_bbox_aux_5: 0.2070 (0.2354) loss_bbox_dn_0: 0.2814 (0.3259) loss_bbox_dn_1: 0.2168 (0.2560) loss_bbox_dn_2: 0.2031 (0.2359) loss_bbox_dn_3: 0.1985 (0.2280) loss_bbox_dn_4: 0.1975 (0.2258) loss_bbox_dn_5: 0.1974 (0.2257) loss_giou: 0.5001 (0.5291) loss_giou_aux_0: 0.5328 (0.5566) loss_giou_aux_1: 0.5139 (0.5385) loss_giou_aux_2: 0.5118 (0.5330) loss_giou_aux_3: 0.5071 (0.5302) loss_giou_aux_4: 0.5016 (0.5294) loss_giou_aux_5: 0.5937 (0.6317) loss_giou_dn_0: 0.6573 (0.6648) loss_giou_dn_1: 0.5678 (0.5614) loss_giou_dn_2: 0.5535 (0.5351) loss_giou_dn_3: 0.5497 (0.5266) loss_giou_dn_4: 0.5504 (0.5243) loss_giou_dn_5: 0.5504 (0.5245) loss_vfl: 0.7017 (0.7375) loss_vfl_aux_0: 0.8276 (0.8702) loss_vfl_aux_1: 0.7837 (0.8168) loss_vfl_aux_2: 0.7380 (0.7705) loss_vfl_aux_3: 0.7261 (0.7486) loss_vfl_aux_4: 0.7123 (0.7400) loss_vfl_aux_5: 0.7966 (0.8441) loss_vfl_dn_0: 0.4688 (0.4776) loss_vfl_dn_1: 0.4169 (0.4219) loss_vfl_dn_2: 0.4056 (0.4042) loss_vfl_dn_3: 0.3992 (0.3967) loss_vfl_dn_4: 0.3966 (0.3938) loss_vfl_dn_5: 0.3970 (0.3931) time: 0.4699 data: 0.0140 max mem: 5653 Epoch: [12] [6000/7393] eta: 0:11:06 lr: 0.000010 loss: 17.5385 (18.0187) loss_bbox: 0.1715 (0.1776) loss_bbox_aux_0: 0.1899 (0.1923) loss_bbox_aux_1: 0.1735 (0.1825) loss_bbox_aux_2: 0.1752 (0.1796) loss_bbox_aux_3: 0.1731 (0.1779) loss_bbox_aux_4: 0.1720 (0.1776) loss_bbox_aux_5: 0.2388 (0.2355) loss_bbox_dn_0: 0.3109 (0.3260) loss_bbox_dn_1: 0.2511 (0.2561) loss_bbox_dn_2: 0.2215 (0.2360) loss_bbox_dn_3: 0.2176 (0.2281) loss_bbox_dn_4: 0.2161 (0.2259) loss_bbox_dn_5: 0.2164 (0.2258) loss_giou: 0.5086 (0.5289) loss_giou_aux_0: 0.5233 (0.5564) loss_giou_aux_1: 0.5128 (0.5384) loss_giou_aux_2: 0.5085 (0.5329) loss_giou_aux_3: 0.5117 (0.5300) loss_giou_aux_4: 0.5038 (0.5292) loss_giou_aux_5: 0.6138 (0.6315) loss_giou_dn_0: 0.6405 (0.6646) loss_giou_dn_1: 0.5310 (0.5613) loss_giou_dn_2: 0.4994 (0.5350) loss_giou_dn_3: 0.4940 (0.5265) loss_giou_dn_4: 0.4924 (0.5242) loss_giou_dn_5: 0.4930 (0.5244) loss_vfl: 0.7226 (0.7375) loss_vfl_aux_0: 0.8696 (0.8702) loss_vfl_aux_1: 0.7901 (0.8168) loss_vfl_aux_2: 0.7436 (0.7704) loss_vfl_aux_3: 0.7234 (0.7484) loss_vfl_aux_4: 0.7258 (0.7400) loss_vfl_aux_5: 0.8352 (0.8441) loss_vfl_dn_0: 0.4652 (0.4776) loss_vfl_dn_1: 0.4176 (0.4219) loss_vfl_dn_2: 0.3981 (0.4042) loss_vfl_dn_3: 0.3901 (0.3966) loss_vfl_dn_4: 0.3872 (0.3938) loss_vfl_dn_5: 0.3852 (0.3931) time: 0.4665 data: 0.0140 max mem: 5653 Epoch: [12] [6100/7393] eta: 0:10:18 lr: 0.000010 loss: 17.9845 (18.0149) loss_bbox: 0.1694 (0.1777) loss_bbox_aux_0: 0.1771 (0.1923) loss_bbox_aux_1: 0.1764 (0.1825) loss_bbox_aux_2: 0.1702 (0.1796) loss_bbox_aux_3: 0.1621 (0.1780) loss_bbox_aux_4: 0.1652 (0.1776) loss_bbox_aux_5: 0.2286 (0.2355) loss_bbox_dn_0: 0.3186 (0.3259) loss_bbox_dn_1: 0.2374 (0.2560) loss_bbox_dn_2: 0.2144 (0.2359) loss_bbox_dn_3: 0.2084 (0.2280) loss_bbox_dn_4: 0.2080 (0.2258) loss_bbox_dn_5: 0.2081 (0.2257) loss_giou: 0.5236 (0.5288) loss_giou_aux_0: 0.5448 (0.5563) loss_giou_aux_1: 0.5220 (0.5383) loss_giou_aux_2: 0.5238 (0.5328) loss_giou_aux_3: 0.5263 (0.5300) loss_giou_aux_4: 0.5255 (0.5292) loss_giou_aux_5: 0.6258 (0.6315) loss_giou_dn_0: 0.6584 (0.6645) loss_giou_dn_1: 0.5595 (0.5612) loss_giou_dn_2: 0.5395 (0.5349) loss_giou_dn_3: 0.5299 (0.5264) loss_giou_dn_4: 0.5286 (0.5241) loss_giou_dn_5: 0.5286 (0.5243) loss_vfl: 0.7376 (0.7371) loss_vfl_aux_0: 0.8574 (0.8700) loss_vfl_aux_1: 0.8256 (0.8165) loss_vfl_aux_2: 0.7650 (0.7701) loss_vfl_aux_3: 0.7534 (0.7481) loss_vfl_aux_4: 0.7359 (0.7396) loss_vfl_aux_5: 0.8199 (0.8440) loss_vfl_dn_0: 0.4739 (0.4775) loss_vfl_dn_1: 0.4189 (0.4218) loss_vfl_dn_2: 0.3986 (0.4041) loss_vfl_dn_3: 0.3960 (0.3965) loss_vfl_dn_4: 0.3934 (0.3937) loss_vfl_dn_5: 0.3930 (0.3930) time: 0.4757 data: 0.0138 max mem: 5653 Epoch: [12] [6200/7393] eta: 0:09:30 lr: 0.000010 loss: 17.9533 (18.0170) loss_bbox: 0.1894 (0.1777) loss_bbox_aux_0: 0.1921 (0.1923) loss_bbox_aux_1: 0.1686 (0.1825) loss_bbox_aux_2: 0.1898 (0.1796) loss_bbox_aux_3: 0.1869 (0.1780) loss_bbox_aux_4: 0.1894 (0.1776) loss_bbox_aux_5: 0.2259 (0.2355) loss_bbox_dn_0: 0.2948 (0.3259) loss_bbox_dn_1: 0.2302 (0.2560) loss_bbox_dn_2: 0.2091 (0.2359) loss_bbox_dn_3: 0.2013 (0.2280) loss_bbox_dn_4: 0.2001 (0.2257) loss_bbox_dn_5: 0.1999 (0.2257) loss_giou: 0.5406 (0.5289) loss_giou_aux_0: 0.5607 (0.5564) loss_giou_aux_1: 0.5402 (0.5384) loss_giou_aux_2: 0.5318 (0.5329) loss_giou_aux_3: 0.5453 (0.5301) loss_giou_aux_4: 0.5423 (0.5293) loss_giou_aux_5: 0.6349 (0.6316) loss_giou_dn_0: 0.6639 (0.6646) loss_giou_dn_1: 0.5487 (0.5613) loss_giou_dn_2: 0.5235 (0.5350) loss_giou_dn_3: 0.5137 (0.5265) loss_giou_dn_4: 0.5121 (0.5242) loss_giou_dn_5: 0.5122 (0.5243) loss_vfl: 0.7300 (0.7371) loss_vfl_aux_0: 0.9033 (0.8701) loss_vfl_aux_1: 0.8799 (0.8170) loss_vfl_aux_2: 0.8004 (0.7703) loss_vfl_aux_3: 0.7641 (0.7482) loss_vfl_aux_4: 0.7351 (0.7397) loss_vfl_aux_5: 0.8243 (0.8439) loss_vfl_dn_0: 0.4737 (0.4776) loss_vfl_dn_1: 0.4211 (0.4218) loss_vfl_dn_2: 0.4012 (0.4041) loss_vfl_dn_3: 0.3925 (0.3965) loss_vfl_dn_4: 0.3889 (0.3937) loss_vfl_dn_5: 0.3890 (0.3930) time: 0.4818 data: 0.0141 max mem: 5653 Epoch: [12] [6300/7393] eta: 0:08:42 lr: 0.000010 loss: 18.2870 (18.0184) loss_bbox: 0.1636 (0.1778) loss_bbox_aux_0: 0.1944 (0.1923) loss_bbox_aux_1: 0.1720 (0.1825) loss_bbox_aux_2: 0.1713 (0.1796) loss_bbox_aux_3: 0.1685 (0.1780) loss_bbox_aux_4: 0.1640 (0.1777) loss_bbox_aux_5: 0.2362 (0.2355) loss_bbox_dn_0: 0.3050 (0.3258) loss_bbox_dn_1: 0.2285 (0.2559) loss_bbox_dn_2: 0.2076 (0.2358) loss_bbox_dn_3: 0.2044 (0.2279) loss_bbox_dn_4: 0.2018 (0.2257) loss_bbox_dn_5: 0.2018 (0.2256) loss_giou: 0.5521 (0.5292) loss_giou_aux_0: 0.5810 (0.5566) loss_giou_aux_1: 0.5842 (0.5386) loss_giou_aux_2: 0.5495 (0.5331) loss_giou_aux_3: 0.5499 (0.5303) loss_giou_aux_4: 0.5602 (0.5295) loss_giou_aux_5: 0.6601 (0.6318) loss_giou_dn_0: 0.6681 (0.6646) loss_giou_dn_1: 0.5605 (0.5613) loss_giou_dn_2: 0.5311 (0.5351) loss_giou_dn_3: 0.5251 (0.5265) loss_giou_dn_4: 0.5244 (0.5242) loss_giou_dn_5: 0.5243 (0.5244) loss_vfl: 0.7440 (0.7370) loss_vfl_aux_0: 0.8614 (0.8700) loss_vfl_aux_1: 0.8267 (0.8173) loss_vfl_aux_2: 0.7869 (0.7706) loss_vfl_aux_3: 0.7670 (0.7482) loss_vfl_aux_4: 0.7495 (0.7396) loss_vfl_aux_5: 0.8528 (0.8438) loss_vfl_dn_0: 0.4801 (0.4776) loss_vfl_dn_1: 0.4210 (0.4218) loss_vfl_dn_2: 0.3970 (0.4041) loss_vfl_dn_3: 0.3865 (0.3965) loss_vfl_dn_4: 0.3856 (0.3936) loss_vfl_dn_5: 0.3861 (0.3930) time: 0.4546 data: 0.0144 max mem: 5653 Epoch: [12] [6400/7393] eta: 0:07:55 lr: 0.000010 loss: 17.7165 (18.0203) loss_bbox: 0.1778 (0.1777) loss_bbox_aux_0: 0.1862 (0.1923) loss_bbox_aux_1: 0.1844 (0.1825) loss_bbox_aux_2: 0.1785 (0.1796) loss_bbox_aux_3: 0.1768 (0.1780) loss_bbox_aux_4: 0.1773 (0.1776) loss_bbox_aux_5: 0.2253 (0.2354) loss_bbox_dn_0: 0.3127 (0.3256) loss_bbox_dn_1: 0.2343 (0.2558) loss_bbox_dn_2: 0.2105 (0.2357) loss_bbox_dn_3: 0.2040 (0.2278) loss_bbox_dn_4: 0.2013 (0.2256) loss_bbox_dn_5: 0.2014 (0.2255) loss_giou: 0.4981 (0.5293) loss_giou_aux_0: 0.5289 (0.5568) loss_giou_aux_1: 0.4933 (0.5388) loss_giou_aux_2: 0.5021 (0.5333) loss_giou_aux_3: 0.5072 (0.5305) loss_giou_aux_4: 0.4881 (0.5296) loss_giou_aux_5: 0.5957 (0.6319) loss_giou_dn_0: 0.6618 (0.6648) loss_giou_dn_1: 0.5596 (0.5615) loss_giou_dn_2: 0.5267 (0.5353) loss_giou_dn_3: 0.5148 (0.5267) loss_giou_dn_4: 0.5110 (0.5244) loss_giou_dn_5: 0.5115 (0.5246) loss_vfl: 0.7170 (0.7371) loss_vfl_aux_0: 0.8649 (0.8700) loss_vfl_aux_1: 0.7989 (0.8175) loss_vfl_aux_2: 0.7522 (0.7706) loss_vfl_aux_3: 0.7200 (0.7483) loss_vfl_aux_4: 0.7222 (0.7397) loss_vfl_aux_5: 0.8305 (0.8437) loss_vfl_dn_0: 0.4802 (0.4775) loss_vfl_dn_1: 0.4273 (0.4218) loss_vfl_dn_2: 0.4098 (0.4041) loss_vfl_dn_3: 0.3990 (0.3965) loss_vfl_dn_4: 0.3955 (0.3937) loss_vfl_dn_5: 0.3954 (0.3930) time: 0.4618 data: 0.0141 max mem: 5653 Epoch: [12] [6500/7393] eta: 0:07:07 lr: 0.000010 loss: 18.4579 (18.0180) loss_bbox: 0.1762 (0.1776) loss_bbox_aux_0: 0.1929 (0.1922) loss_bbox_aux_1: 0.1821 (0.1824) loss_bbox_aux_2: 0.1796 (0.1795) loss_bbox_aux_3: 0.1717 (0.1779) loss_bbox_aux_4: 0.1762 (0.1776) loss_bbox_aux_5: 0.2542 (0.2353) loss_bbox_dn_0: 0.3211 (0.3255) loss_bbox_dn_1: 0.2508 (0.2557) loss_bbox_dn_2: 0.2304 (0.2356) loss_bbox_dn_3: 0.2200 (0.2277) loss_bbox_dn_4: 0.2178 (0.2254) loss_bbox_dn_5: 0.2179 (0.2254) loss_giou: 0.4992 (0.5293) loss_giou_aux_0: 0.5206 (0.5568) loss_giou_aux_1: 0.5081 (0.5387) loss_giou_aux_2: 0.5054 (0.5332) loss_giou_aux_3: 0.5051 (0.5304) loss_giou_aux_4: 0.4938 (0.5296) loss_giou_aux_5: 0.5990 (0.6319) loss_giou_dn_0: 0.6658 (0.6648) loss_giou_dn_1: 0.5679 (0.5614) loss_giou_dn_2: 0.5369 (0.5352) loss_giou_dn_3: 0.5296 (0.5266) loss_giou_dn_4: 0.5266 (0.5244) loss_giou_dn_5: 0.5265 (0.5245) loss_vfl: 0.7262 (0.7370) loss_vfl_aux_0: 0.9091 (0.8699) loss_vfl_aux_1: 0.8212 (0.8175) loss_vfl_aux_2: 0.7723 (0.7705) loss_vfl_aux_3: 0.7323 (0.7482) loss_vfl_aux_4: 0.7299 (0.7397) loss_vfl_aux_5: 0.8813 (0.8437) loss_vfl_dn_0: 0.4785 (0.4776) loss_vfl_dn_1: 0.4305 (0.4218) loss_vfl_dn_2: 0.4129 (0.4041) loss_vfl_dn_3: 0.4022 (0.3965) loss_vfl_dn_4: 0.3976 (0.3937) loss_vfl_dn_5: 0.3960 (0.3930) time: 0.4745 data: 0.0139 max mem: 5653 Epoch: [12] [6600/7393] eta: 0:06:19 lr: 0.000010 loss: 17.1887 (18.0167) loss_bbox: 0.1627 (0.1776) loss_bbox_aux_0: 0.1560 (0.1922) loss_bbox_aux_1: 0.1429 (0.1824) loss_bbox_aux_2: 0.1525 (0.1795) loss_bbox_aux_3: 0.1441 (0.1779) loss_bbox_aux_4: 0.1612 (0.1775) loss_bbox_aux_5: 0.2085 (0.2353) loss_bbox_dn_0: 0.2777 (0.3254) loss_bbox_dn_1: 0.2186 (0.2557) loss_bbox_dn_2: 0.2018 (0.2356) loss_bbox_dn_3: 0.1820 (0.2277) loss_bbox_dn_4: 0.1750 (0.2254) loss_bbox_dn_5: 0.1749 (0.2254) loss_giou: 0.4999 (0.5291) loss_giou_aux_0: 0.5181 (0.5566) loss_giou_aux_1: 0.4964 (0.5386) loss_giou_aux_2: 0.4953 (0.5331) loss_giou_aux_3: 0.5041 (0.5303) loss_giou_aux_4: 0.4998 (0.5294) loss_giou_aux_5: 0.6085 (0.6318) loss_giou_dn_0: 0.6256 (0.6647) loss_giou_dn_1: 0.5285 (0.5613) loss_giou_dn_2: 0.5090 (0.5351) loss_giou_dn_3: 0.4968 (0.5266) loss_giou_dn_4: 0.4937 (0.5243) loss_giou_dn_5: 0.4940 (0.5245) loss_vfl: 0.6963 (0.7371) loss_vfl_aux_0: 0.8282 (0.8701) loss_vfl_aux_1: 0.7865 (0.8176) loss_vfl_aux_2: 0.6976 (0.7706) loss_vfl_aux_3: 0.7090 (0.7483) loss_vfl_aux_4: 0.6903 (0.7397) loss_vfl_aux_5: 0.7697 (0.8437) loss_vfl_dn_0: 0.4615 (0.4776) loss_vfl_dn_1: 0.4081 (0.4218) loss_vfl_dn_2: 0.3942 (0.4041) loss_vfl_dn_3: 0.3862 (0.3965) loss_vfl_dn_4: 0.3810 (0.3936) loss_vfl_dn_5: 0.3802 (0.3930) time: 0.4611 data: 0.0136 max mem: 5653 Epoch: [12] [6700/7393] eta: 0:05:31 lr: 0.000010 loss: 17.9896 (18.0166) loss_bbox: 0.1791 (0.1776) loss_bbox_aux_0: 0.1917 (0.1921) loss_bbox_aux_1: 0.1841 (0.1823) loss_bbox_aux_2: 0.1793 (0.1795) loss_bbox_aux_3: 0.1826 (0.1778) loss_bbox_aux_4: 0.1786 (0.1775) loss_bbox_aux_5: 0.2254 (0.2352) loss_bbox_dn_0: 0.2936 (0.3253) loss_bbox_dn_1: 0.2333 (0.2556) loss_bbox_dn_2: 0.2096 (0.2355) loss_bbox_dn_3: 0.1991 (0.2276) loss_bbox_dn_4: 0.1959 (0.2253) loss_bbox_dn_5: 0.1964 (0.2253) loss_giou: 0.5393 (0.5294) loss_giou_aux_0: 0.5677 (0.5569) loss_giou_aux_1: 0.5543 (0.5388) loss_giou_aux_2: 0.5386 (0.5333) loss_giou_aux_3: 0.5413 (0.5305) loss_giou_aux_4: 0.5513 (0.5297) loss_giou_aux_5: 0.6371 (0.6319) loss_giou_dn_0: 0.6567 (0.6648) loss_giou_dn_1: 0.5627 (0.5615) loss_giou_dn_2: 0.5327 (0.5353) loss_giou_dn_3: 0.5222 (0.5267) loss_giou_dn_4: 0.5185 (0.5245) loss_giou_dn_5: 0.5191 (0.5246) loss_vfl: 0.6905 (0.7368) loss_vfl_aux_0: 0.8421 (0.8699) loss_vfl_aux_1: 0.7743 (0.8174) loss_vfl_aux_2: 0.7430 (0.7703) loss_vfl_aux_3: 0.7107 (0.7480) loss_vfl_aux_4: 0.6950 (0.7394) loss_vfl_aux_5: 0.8014 (0.8435) loss_vfl_dn_0: 0.4717 (0.4776) loss_vfl_dn_1: 0.4183 (0.4218) loss_vfl_dn_2: 0.4010 (0.4041) loss_vfl_dn_3: 0.3935 (0.3965) loss_vfl_dn_4: 0.3910 (0.3936) loss_vfl_dn_5: 0.3894 (0.3930) time: 0.4629 data: 0.0141 max mem: 5653 Epoch: [12] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 17.7785 (18.0183) loss_bbox: 0.1751 (0.1776) loss_bbox_aux_0: 0.1751 (0.1921) loss_bbox_aux_1: 0.1673 (0.1823) loss_bbox_aux_2: 0.1764 (0.1795) loss_bbox_aux_3: 0.1753 (0.1778) loss_bbox_aux_4: 0.1753 (0.1775) loss_bbox_aux_5: 0.2179 (0.2352) loss_bbox_dn_0: 0.2973 (0.3254) loss_bbox_dn_1: 0.2423 (0.2556) loss_bbox_dn_2: 0.2236 (0.2355) loss_bbox_dn_3: 0.2154 (0.2276) loss_bbox_dn_4: 0.2132 (0.2254) loss_bbox_dn_5: 0.2128 (0.2253) loss_giou: 0.5101 (0.5294) loss_giou_aux_0: 0.5441 (0.5568) loss_giou_aux_1: 0.5285 (0.5388) loss_giou_aux_2: 0.5206 (0.5333) loss_giou_aux_3: 0.5145 (0.5305) loss_giou_aux_4: 0.5096 (0.5297) loss_giou_aux_5: 0.6135 (0.6319) loss_giou_dn_0: 0.6544 (0.6649) loss_giou_dn_1: 0.5433 (0.5615) loss_giou_dn_2: 0.5265 (0.5353) loss_giou_dn_3: 0.5193 (0.5268) loss_giou_dn_4: 0.5172 (0.5245) loss_giou_dn_5: 0.5173 (0.5247) loss_vfl: 0.7203 (0.7368) loss_vfl_aux_0: 0.8484 (0.8699) loss_vfl_aux_1: 0.8138 (0.8177) loss_vfl_aux_2: 0.7602 (0.7705) loss_vfl_aux_3: 0.7382 (0.7481) loss_vfl_aux_4: 0.7275 (0.7395) loss_vfl_aux_5: 0.8267 (0.8434) loss_vfl_dn_0: 0.4869 (0.4776) loss_vfl_dn_1: 0.4251 (0.4219) loss_vfl_dn_2: 0.4048 (0.4042) loss_vfl_dn_3: 0.4008 (0.3966) loss_vfl_dn_4: 0.3953 (0.3937) loss_vfl_dn_5: 0.3953 (0.3931) time: 0.4739 data: 0.0136 max mem: 5653 Epoch: [12] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 17.9304 (18.0196) loss_bbox: 0.1830 (0.1776) loss_bbox_aux_0: 0.1970 (0.1922) loss_bbox_aux_1: 0.1868 (0.1823) loss_bbox_aux_2: 0.1769 (0.1795) loss_bbox_aux_3: 0.1832 (0.1778) loss_bbox_aux_4: 0.1845 (0.1776) loss_bbox_aux_5: 0.2303 (0.2352) loss_bbox_dn_0: 0.3300 (0.3255) loss_bbox_dn_1: 0.2527 (0.2557) loss_bbox_dn_2: 0.2294 (0.2356) loss_bbox_dn_3: 0.2240 (0.2277) loss_bbox_dn_4: 0.2188 (0.2255) loss_bbox_dn_5: 0.2188 (0.2254) loss_giou: 0.4631 (0.5294) loss_giou_aux_0: 0.4999 (0.5569) loss_giou_aux_1: 0.4927 (0.5388) loss_giou_aux_2: 0.4725 (0.5333) loss_giou_aux_3: 0.4678 (0.5305) loss_giou_aux_4: 0.4657 (0.5297) loss_giou_aux_5: 0.5713 (0.6318) loss_giou_dn_0: 0.6321 (0.6649) loss_giou_dn_1: 0.5286 (0.5616) loss_giou_dn_2: 0.4965 (0.5354) loss_giou_dn_3: 0.4881 (0.5268) loss_giou_dn_4: 0.4837 (0.5246) loss_giou_dn_5: 0.4837 (0.5247) loss_vfl: 0.7205 (0.7369) loss_vfl_aux_0: 0.8573 (0.8699) loss_vfl_aux_1: 0.8114 (0.8177) loss_vfl_aux_2: 0.7631 (0.7706) loss_vfl_aux_3: 0.7400 (0.7482) loss_vfl_aux_4: 0.7248 (0.7395) loss_vfl_aux_5: 0.8428 (0.8434) loss_vfl_dn_0: 0.4767 (0.4776) loss_vfl_dn_1: 0.4222 (0.4220) loss_vfl_dn_2: 0.3976 (0.4042) loss_vfl_dn_3: 0.3911 (0.3966) loss_vfl_dn_4: 0.3878 (0.3937) loss_vfl_dn_5: 0.3892 (0.3931) time: 0.4661 data: 0.0145 max mem: 5653 Epoch: [12] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 17.8157 (18.0217) loss_bbox: 0.1840 (0.1777) loss_bbox_aux_0: 0.1956 (0.1923) loss_bbox_aux_1: 0.1920 (0.1825) loss_bbox_aux_2: 0.1868 (0.1796) loss_bbox_aux_3: 0.1861 (0.1780) loss_bbox_aux_4: 0.1842 (0.1777) loss_bbox_aux_5: 0.2296 (0.2353) loss_bbox_dn_0: 0.3088 (0.3256) loss_bbox_dn_1: 0.2272 (0.2558) loss_bbox_dn_2: 0.2042 (0.2357) loss_bbox_dn_3: 0.1993 (0.2278) loss_bbox_dn_4: 0.1998 (0.2256) loss_bbox_dn_5: 0.1999 (0.2255) loss_giou: 0.5862 (0.5296) loss_giou_aux_0: 0.5962 (0.5570) loss_giou_aux_1: 0.5849 (0.5390) loss_giou_aux_2: 0.5925 (0.5335) loss_giou_aux_3: 0.5913 (0.5307) loss_giou_aux_4: 0.5868 (0.5299) loss_giou_aux_5: 0.6703 (0.6320) loss_giou_dn_0: 0.6580 (0.6650) loss_giou_dn_1: 0.5657 (0.5617) loss_giou_dn_2: 0.5440 (0.5355) loss_giou_dn_3: 0.5336 (0.5269) loss_giou_dn_4: 0.5316 (0.5247) loss_giou_dn_5: 0.5323 (0.5248) loss_vfl: 0.6736 (0.7367) loss_vfl_aux_0: 0.8248 (0.8698) loss_vfl_aux_1: 0.7575 (0.8176) loss_vfl_aux_2: 0.6918 (0.7704) loss_vfl_aux_3: 0.6891 (0.7481) loss_vfl_aux_4: 0.6796 (0.7394) loss_vfl_aux_5: 0.7872 (0.8432) loss_vfl_dn_0: 0.4730 (0.4776) loss_vfl_dn_1: 0.4212 (0.4219) loss_vfl_dn_2: 0.4004 (0.4042) loss_vfl_dn_3: 0.3934 (0.3966) loss_vfl_dn_4: 0.3911 (0.3937) loss_vfl_dn_5: 0.3921 (0.3931) time: 0.4612 data: 0.0134 max mem: 5653 Epoch: [12] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 18.5385 (18.0233) loss_bbox: 0.1857 (0.1778) loss_bbox_aux_0: 0.1981 (0.1923) loss_bbox_aux_1: 0.1832 (0.1825) loss_bbox_aux_2: 0.1799 (0.1796) loss_bbox_aux_3: 0.1878 (0.1780) loss_bbox_aux_4: 0.1858 (0.1777) loss_bbox_aux_5: 0.2542 (0.2353) loss_bbox_dn_0: 0.3110 (0.3256) loss_bbox_dn_1: 0.2496 (0.2558) loss_bbox_dn_2: 0.2375 (0.2357) loss_bbox_dn_3: 0.2340 (0.2278) loss_bbox_dn_4: 0.2318 (0.2256) loss_bbox_dn_5: 0.2317 (0.2255) loss_giou: 0.5242 (0.5297) loss_giou_aux_0: 0.5874 (0.5572) loss_giou_aux_1: 0.5435 (0.5392) loss_giou_aux_2: 0.5410 (0.5337) loss_giou_aux_3: 0.5230 (0.5309) loss_giou_aux_4: 0.5259 (0.5300) loss_giou_aux_5: 0.6504 (0.6321) loss_giou_dn_0: 0.6813 (0.6651) loss_giou_dn_1: 0.5734 (0.5618) loss_giou_dn_2: 0.5579 (0.5356) loss_giou_dn_3: 0.5549 (0.5270) loss_giou_dn_4: 0.5529 (0.5248) loss_giou_dn_5: 0.5533 (0.5249) loss_vfl: 0.7471 (0.7367) loss_vfl_aux_0: 0.8784 (0.8699) loss_vfl_aux_1: 0.8201 (0.8175) loss_vfl_aux_2: 0.7750 (0.7703) loss_vfl_aux_3: 0.7594 (0.7480) loss_vfl_aux_4: 0.7472 (0.7394) loss_vfl_aux_5: 0.8617 (0.8433) loss_vfl_dn_0: 0.4794 (0.4775) loss_vfl_dn_1: 0.4267 (0.4219) loss_vfl_dn_2: 0.4094 (0.4042) loss_vfl_dn_3: 0.4025 (0.3966) loss_vfl_dn_4: 0.4004 (0.3937) loss_vfl_dn_5: 0.4009 (0.3931) time: 0.4667 data: 0.0139 max mem: 5653 Epoch: [12] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 18.2880 (18.0245) loss_bbox: 0.1711 (0.1778) loss_bbox_aux_0: 0.1860 (0.1923) loss_bbox_aux_1: 0.1805 (0.1825) loss_bbox_aux_2: 0.1715 (0.1796) loss_bbox_aux_3: 0.1795 (0.1780) loss_bbox_aux_4: 0.1777 (0.1777) loss_bbox_aux_5: 0.2330 (0.2353) loss_bbox_dn_0: 0.3124 (0.3257) loss_bbox_dn_1: 0.2475 (0.2559) loss_bbox_dn_2: 0.2236 (0.2357) loss_bbox_dn_3: 0.2160 (0.2278) loss_bbox_dn_4: 0.2147 (0.2256) loss_bbox_dn_5: 0.2145 (0.2255) loss_giou: 0.5249 (0.5296) loss_giou_aux_0: 0.5526 (0.5571) loss_giou_aux_1: 0.5316 (0.5392) loss_giou_aux_2: 0.5296 (0.5336) loss_giou_aux_3: 0.5211 (0.5308) loss_giou_aux_4: 0.5200 (0.5299) loss_giou_aux_5: 0.6199 (0.6321) loss_giou_dn_0: 0.6736 (0.6651) loss_giou_dn_1: 0.5767 (0.5618) loss_giou_dn_2: 0.5396 (0.5356) loss_giou_dn_3: 0.5265 (0.5270) loss_giou_dn_4: 0.5217 (0.5247) loss_giou_dn_5: 0.5216 (0.5249) loss_vfl: 0.7663 (0.7370) loss_vfl_aux_0: 0.9073 (0.8702) loss_vfl_aux_1: 0.8357 (0.8177) loss_vfl_aux_2: 0.7774 (0.7706) loss_vfl_aux_3: 0.7754 (0.7483) loss_vfl_aux_4: 0.7696 (0.7396) loss_vfl_aux_5: 0.8702 (0.8434) loss_vfl_dn_0: 0.4772 (0.4775) loss_vfl_dn_1: 0.4235 (0.4219) loss_vfl_dn_2: 0.4075 (0.4042) loss_vfl_dn_3: 0.4001 (0.3966) loss_vfl_dn_4: 0.3985 (0.3937) loss_vfl_dn_5: 0.3974 (0.3931) time: 0.4802 data: 0.0140 max mem: 5653 Epoch: [12] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.9556 (18.0253) loss_bbox: 0.1767 (0.1778) loss_bbox_aux_0: 0.1939 (0.1923) loss_bbox_aux_1: 0.1770 (0.1825) loss_bbox_aux_2: 0.1781 (0.1796) loss_bbox_aux_3: 0.1747 (0.1780) loss_bbox_aux_4: 0.1754 (0.1777) loss_bbox_aux_5: 0.2316 (0.2353) loss_bbox_dn_0: 0.3357 (0.3257) loss_bbox_dn_1: 0.2625 (0.2559) loss_bbox_dn_2: 0.2375 (0.2357) loss_bbox_dn_3: 0.2272 (0.2278) loss_bbox_dn_4: 0.2259 (0.2256) loss_bbox_dn_5: 0.2260 (0.2255) loss_giou: 0.5319 (0.5296) loss_giou_aux_0: 0.5582 (0.5571) loss_giou_aux_1: 0.5405 (0.5392) loss_giou_aux_2: 0.5297 (0.5336) loss_giou_aux_3: 0.5308 (0.5307) loss_giou_aux_4: 0.5357 (0.5299) loss_giou_aux_5: 0.6271 (0.6321) loss_giou_dn_0: 0.6700 (0.6650) loss_giou_dn_1: 0.5682 (0.5617) loss_giou_dn_2: 0.5422 (0.5355) loss_giou_dn_3: 0.5340 (0.5269) loss_giou_dn_4: 0.5317 (0.5247) loss_giou_dn_5: 0.5325 (0.5248) loss_vfl: 0.7300 (0.7371) loss_vfl_aux_0: 0.8464 (0.8705) loss_vfl_aux_1: 0.8024 (0.8179) loss_vfl_aux_2: 0.7649 (0.7706) loss_vfl_aux_3: 0.7428 (0.7483) loss_vfl_aux_4: 0.7260 (0.7398) loss_vfl_aux_5: 0.8231 (0.8436) loss_vfl_dn_0: 0.4796 (0.4776) loss_vfl_dn_1: 0.4225 (0.4219) loss_vfl_dn_2: 0.4020 (0.4042) loss_vfl_dn_3: 0.3924 (0.3966) loss_vfl_dn_4: 0.3917 (0.3937) loss_vfl_dn_5: 0.3894 (0.3931) time: 0.4806 data: 0.0151 max mem: 5653 Epoch: [12] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.1703 (18.0237) loss_bbox: 0.1576 (0.1778) loss_bbox_aux_0: 0.1668 (0.1922) loss_bbox_aux_1: 0.1616 (0.1824) loss_bbox_aux_2: 0.1652 (0.1796) loss_bbox_aux_3: 0.1584 (0.1780) loss_bbox_aux_4: 0.1598 (0.1777) loss_bbox_aux_5: 0.2123 (0.2353) loss_bbox_dn_0: 0.3010 (0.3257) loss_bbox_dn_1: 0.2396 (0.2559) loss_bbox_dn_2: 0.2221 (0.2357) loss_bbox_dn_3: 0.2140 (0.2278) loss_bbox_dn_4: 0.2105 (0.2256) loss_bbox_dn_5: 0.2106 (0.2255) loss_giou: 0.4846 (0.5295) loss_giou_aux_0: 0.4919 (0.5569) loss_giou_aux_1: 0.4680 (0.5390) loss_giou_aux_2: 0.4801 (0.5334) loss_giou_aux_3: 0.4833 (0.5306) loss_giou_aux_4: 0.4804 (0.5298) loss_giou_aux_5: 0.6041 (0.6319) loss_giou_dn_0: 0.6193 (0.6649) loss_giou_dn_1: 0.5087 (0.5616) loss_giou_dn_2: 0.4853 (0.5354) loss_giou_dn_3: 0.4771 (0.5269) loss_giou_dn_4: 0.4759 (0.5246) loss_giou_dn_5: 0.4764 (0.5248) loss_vfl: 0.7144 (0.7371) loss_vfl_aux_0: 0.8984 (0.8706) loss_vfl_aux_1: 0.7912 (0.8179) loss_vfl_aux_2: 0.7497 (0.7707) loss_vfl_aux_3: 0.7248 (0.7483) loss_vfl_aux_4: 0.7153 (0.7398) loss_vfl_aux_5: 0.8608 (0.8437) loss_vfl_dn_0: 0.4753 (0.4775) loss_vfl_dn_1: 0.4138 (0.4218) loss_vfl_dn_2: 0.3931 (0.4042) loss_vfl_dn_3: 0.3854 (0.3965) loss_vfl_dn_4: 0.3838 (0.3937) loss_vfl_dn_5: 0.3822 (0.3930) time: 0.4639 data: 0.0144 max mem: 5653 Epoch: [12] Total time: 0:58:49 (0.4775 s / it) Averaged stats: lr: 0.000010 loss: 17.1703 (18.0237) loss_bbox: 0.1576 (0.1778) loss_bbox_aux_0: 0.1668 (0.1922) loss_bbox_aux_1: 0.1616 (0.1824) loss_bbox_aux_2: 0.1652 (0.1796) loss_bbox_aux_3: 0.1584 (0.1780) loss_bbox_aux_4: 0.1598 (0.1777) loss_bbox_aux_5: 0.2123 (0.2353) loss_bbox_dn_0: 0.3010 (0.3257) loss_bbox_dn_1: 0.2396 (0.2559) loss_bbox_dn_2: 0.2221 (0.2357) loss_bbox_dn_3: 0.2140 (0.2278) loss_bbox_dn_4: 0.2105 (0.2256) loss_bbox_dn_5: 0.2106 (0.2255) loss_giou: 0.4846 (0.5295) loss_giou_aux_0: 0.4919 (0.5569) loss_giou_aux_1: 0.4680 (0.5390) loss_giou_aux_2: 0.4801 (0.5334) loss_giou_aux_3: 0.4833 (0.5306) loss_giou_aux_4: 0.4804 (0.5298) loss_giou_aux_5: 0.6041 (0.6319) loss_giou_dn_0: 0.6193 (0.6649) loss_giou_dn_1: 0.5087 (0.5616) loss_giou_dn_2: 0.4853 (0.5354) loss_giou_dn_3: 0.4771 (0.5269) loss_giou_dn_4: 0.4759 (0.5246) loss_giou_dn_5: 0.4764 (0.5248) loss_vfl: 0.7144 (0.7371) loss_vfl_aux_0: 0.8984 (0.8706) loss_vfl_aux_1: 0.7912 (0.8179) loss_vfl_aux_2: 0.7497 (0.7707) loss_vfl_aux_3: 0.7248 (0.7483) loss_vfl_aux_4: 0.7153 (0.7398) loss_vfl_aux_5: 0.8608 (0.8437) loss_vfl_dn_0: 0.4753 (0.4775) loss_vfl_dn_1: 0.4138 (0.4218) loss_vfl_dn_2: 0.3931 (0.4042) loss_vfl_dn_3: 0.3854 (0.3965) loss_vfl_dn_4: 0.3838 (0.3937) loss_vfl_dn_5: 0.3822 (0.3930) Test: [ 0/157] eta: 0:04:04 time: 1.5566 data: 1.1357 max mem: 5653 Test: [ 10/157] eta: 0:01:14 time: 0.5040 data: 0.1234 max mem: 5653 Test: [ 20/157] eta: 0:01:44 time: 0.7213 data: 0.0237 max mem: 5653 Test: [ 30/157] eta: 0:01:20 time: 0.7108 data: 0.0257 max mem: 5653 Test: [ 40/157] eta: 0:01:07 time: 0.3805 data: 0.0258 max mem: 5653 Test: [ 50/157] eta: 0:00:57 time: 0.3854 data: 0.0253 max mem: 5653 Test: [ 60/157] eta: 0:00:49 time: 0.3919 data: 0.0254 max mem: 5653 Test: [ 70/157] eta: 0:00:43 time: 0.3863 data: 0.0258 max mem: 5653 Test: [ 80/157] eta: 0:00:37 time: 0.3851 data: 0.0254 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3901 data: 0.0249 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.3812 data: 0.0246 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3843 data: 0.0244 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3837 data: 0.0247 max mem: 5653 Test: [130/157] eta: 0:00:13 time: 0.6515 data: 0.0253 max mem: 5653 Test: [140/157] eta: 0:00:08 time: 0.6467 data: 0.0257 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3603 data: 0.0252 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3501 data: 0.0242 max mem: 5653 Test: Total time: 0:01:13 (0.4672 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.85s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.667 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.625 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 best_stat: {'epoch': 12, 'coco_eval_bbox': 0.4887275802049155} Epoch: [13] [ 0/7393] eta: 19:09:27 lr: 0.000010 loss: 15.8837 (15.8837) loss_bbox: 0.1674 (0.1674) loss_bbox_aux_0: 0.1972 (0.1972) loss_bbox_aux_1: 0.1921 (0.1921) loss_bbox_aux_2: 0.2017 (0.2017) loss_bbox_aux_3: 0.1647 (0.1647) loss_bbox_aux_4: 0.1671 (0.1671) loss_bbox_aux_5: 0.2635 (0.2635) loss_bbox_dn_0: 0.3455 (0.3455) loss_bbox_dn_1: 0.2473 (0.2473) loss_bbox_dn_2: 0.2120 (0.2120) loss_bbox_dn_3: 0.2011 (0.2011) loss_bbox_dn_4: 0.1981 (0.1981) loss_bbox_dn_5: 0.1973 (0.1973) loss_giou: 0.4055 (0.4055) loss_giou_aux_0: 0.4386 (0.4386) loss_giou_aux_1: 0.4164 (0.4164) loss_giou_aux_2: 0.4058 (0.4058) loss_giou_aux_3: 0.3978 (0.3978) loss_giou_aux_4: 0.4055 (0.4055) loss_giou_aux_5: 0.5201 (0.5201) loss_giou_dn_0: 0.5625 (0.5625) loss_giou_dn_1: 0.4418 (0.4418) loss_giou_dn_2: 0.4075 (0.4075) loss_giou_dn_3: 0.3960 (0.3960) loss_giou_dn_4: 0.3944 (0.3944) loss_giou_dn_5: 0.3938 (0.3938) loss_vfl: 0.6487 (0.6487) loss_vfl_aux_0: 0.8943 (0.8943) loss_vfl_aux_1: 0.7776 (0.7776) loss_vfl_aux_2: 0.7132 (0.7132) loss_vfl_aux_3: 0.6805 (0.6805) loss_vfl_aux_4: 0.6601 (0.6601) loss_vfl_aux_5: 0.8408 (0.8408) loss_vfl_dn_0: 0.4841 (0.4841) loss_vfl_dn_1: 0.4015 (0.4015) loss_vfl_dn_2: 0.3704 (0.3704) loss_vfl_dn_3: 0.3602 (0.3602) loss_vfl_dn_4: 0.3571 (0.3571) loss_vfl_dn_5: 0.3547 (0.3547) time: 9.3288 data: 1.3744 max mem: 5653 Epoch: [13] [ 100/7393] eta: 1:10:01 lr: 0.000010 loss: 17.9891 (18.1172) loss_bbox: 0.1590 (0.1739) loss_bbox_aux_0: 0.1780 (0.1904) loss_bbox_aux_1: 0.1639 (0.1798) loss_bbox_aux_2: 0.1594 (0.1772) loss_bbox_aux_3: 0.1585 (0.1739) loss_bbox_aux_4: 0.1593 (0.1735) loss_bbox_aux_5: 0.2110 (0.2338) loss_bbox_dn_0: 0.2789 (0.3291) loss_bbox_dn_1: 0.2250 (0.2571) loss_bbox_dn_2: 0.2026 (0.2362) loss_bbox_dn_3: 0.1948 (0.2288) loss_bbox_dn_4: 0.1942 (0.2265) loss_bbox_dn_5: 0.1943 (0.2264) loss_giou: 0.5534 (0.5321) loss_giou_aux_0: 0.6010 (0.5634) loss_giou_aux_1: 0.5886 (0.5438) loss_giou_aux_2: 0.5619 (0.5360) loss_giou_aux_3: 0.5492 (0.5331) loss_giou_aux_4: 0.5652 (0.5325) loss_giou_aux_5: 0.6775 (0.6406) loss_giou_dn_0: 0.6829 (0.6689) loss_giou_dn_1: 0.5784 (0.5643) loss_giou_dn_2: 0.5545 (0.5375) loss_giou_dn_3: 0.5486 (0.5288) loss_giou_dn_4: 0.5484 (0.5266) loss_giou_dn_5: 0.5483 (0.5267) loss_vfl: 0.7153 (0.7463) loss_vfl_aux_0: 0.8412 (0.8772) loss_vfl_aux_1: 0.7733 (0.8266) loss_vfl_aux_2: 0.7571 (0.7791) loss_vfl_aux_3: 0.7389 (0.7604) loss_vfl_aux_4: 0.7182 (0.7497) loss_vfl_aux_5: 0.7832 (0.8473) loss_vfl_dn_0: 0.4732 (0.4773) loss_vfl_dn_1: 0.4191 (0.4218) loss_vfl_dn_2: 0.4023 (0.4044) loss_vfl_dn_3: 0.3969 (0.3974) loss_vfl_dn_4: 0.3935 (0.3944) loss_vfl_dn_5: 0.3942 (0.3943) time: 0.5023 data: 0.0161 max mem: 5653 Epoch: [13] [ 200/7393] eta: 1:03:12 lr: 0.000010 loss: 17.6092 (18.0588) loss_bbox: 0.1581 (0.1733) loss_bbox_aux_0: 0.1721 (0.1878) loss_bbox_aux_1: 0.1660 (0.1777) loss_bbox_aux_2: 0.1619 (0.1764) loss_bbox_aux_3: 0.1589 (0.1737) loss_bbox_aux_4: 0.1586 (0.1729) loss_bbox_aux_5: 0.2023 (0.2314) loss_bbox_dn_0: 0.2952 (0.3239) loss_bbox_dn_1: 0.2316 (0.2536) loss_bbox_dn_2: 0.2083 (0.2340) loss_bbox_dn_3: 0.2049 (0.2265) loss_bbox_dn_4: 0.2017 (0.2243) loss_bbox_dn_5: 0.2016 (0.2242) loss_giou: 0.4753 (0.5311) loss_giou_aux_0: 0.5056 (0.5590) loss_giou_aux_1: 0.4871 (0.5413) loss_giou_aux_2: 0.4796 (0.5354) loss_giou_aux_3: 0.4736 (0.5319) loss_giou_aux_4: 0.4750 (0.5316) loss_giou_aux_5: 0.5597 (0.6343) loss_giou_dn_0: 0.6380 (0.6665) loss_giou_dn_1: 0.5375 (0.5629) loss_giou_dn_2: 0.5033 (0.5369) loss_giou_dn_3: 0.4955 (0.5284) loss_giou_dn_4: 0.4932 (0.5262) loss_giou_dn_5: 0.4932 (0.5263) loss_vfl: 0.7475 (0.7433) loss_vfl_aux_0: 0.8794 (0.8779) loss_vfl_aux_1: 0.8202 (0.8261) loss_vfl_aux_2: 0.7719 (0.7760) loss_vfl_aux_3: 0.7481 (0.7571) loss_vfl_aux_4: 0.7418 (0.7467) loss_vfl_aux_5: 0.8466 (0.8514) loss_vfl_dn_0: 0.4776 (0.4776) loss_vfl_dn_1: 0.4187 (0.4216) loss_vfl_dn_2: 0.3996 (0.4044) loss_vfl_dn_3: 0.3920 (0.3971) loss_vfl_dn_4: 0.3865 (0.3943) loss_vfl_dn_5: 0.3836 (0.3937) time: 0.4818 data: 0.0157 max mem: 5653 Epoch: [13] [ 300/7393] eta: 1:00:01 lr: 0.000010 loss: 18.4386 (18.0533) loss_bbox: 0.1857 (0.1778) loss_bbox_aux_0: 0.1790 (0.1911) loss_bbox_aux_1: 0.1849 (0.1812) loss_bbox_aux_2: 0.1835 (0.1800) loss_bbox_aux_3: 0.1854 (0.1779) loss_bbox_aux_4: 0.1823 (0.1778) loss_bbox_aux_5: 0.2314 (0.2353) loss_bbox_dn_0: 0.2995 (0.3306) loss_bbox_dn_1: 0.2375 (0.2590) loss_bbox_dn_2: 0.2238 (0.2387) loss_bbox_dn_3: 0.2160 (0.2309) loss_bbox_dn_4: 0.2162 (0.2287) loss_bbox_dn_5: 0.2161 (0.2286) loss_giou: 0.5421 (0.5278) loss_giou_aux_0: 0.5798 (0.5542) loss_giou_aux_1: 0.5636 (0.5373) loss_giou_aux_2: 0.5502 (0.5321) loss_giou_aux_3: 0.5439 (0.5288) loss_giou_aux_4: 0.5446 (0.5285) loss_giou_aux_5: 0.6559 (0.6294) loss_giou_dn_0: 0.6847 (0.6630) loss_giou_dn_1: 0.5992 (0.5595) loss_giou_dn_2: 0.5749 (0.5334) loss_giou_dn_3: 0.5655 (0.5248) loss_giou_dn_4: 0.5637 (0.5224) loss_giou_dn_5: 0.5635 (0.5225) loss_vfl: 0.6999 (0.7406) loss_vfl_aux_0: 0.8350 (0.8789) loss_vfl_aux_1: 0.7482 (0.8239) loss_vfl_aux_2: 0.7246 (0.7734) loss_vfl_aux_3: 0.7101 (0.7538) loss_vfl_aux_4: 0.7017 (0.7433) loss_vfl_aux_5: 0.7827 (0.8524) loss_vfl_dn_0: 0.4702 (0.4779) loss_vfl_dn_1: 0.4228 (0.4210) loss_vfl_dn_2: 0.4050 (0.4037) loss_vfl_dn_3: 0.3993 (0.3964) loss_vfl_dn_4: 0.3965 (0.3936) loss_vfl_dn_5: 0.3949 (0.3930) time: 0.4652 data: 0.0159 max mem: 5653 Epoch: [13] [ 400/7393] eta: 0:58:03 lr: 0.000010 loss: 17.5763 (17.9980) loss_bbox: 0.1843 (0.1774) loss_bbox_aux_0: 0.1763 (0.1900) loss_bbox_aux_1: 0.1860 (0.1810) loss_bbox_aux_2: 0.1737 (0.1794) loss_bbox_aux_3: 0.1796 (0.1772) loss_bbox_aux_4: 0.1692 (0.1772) loss_bbox_aux_5: 0.2357 (0.2336) loss_bbox_dn_0: 0.3254 (0.3283) loss_bbox_dn_1: 0.2622 (0.2572) loss_bbox_dn_2: 0.2426 (0.2368) loss_bbox_dn_3: 0.2362 (0.2289) loss_bbox_dn_4: 0.2350 (0.2266) loss_bbox_dn_5: 0.2351 (0.2266) loss_giou: 0.4995 (0.5261) loss_giou_aux_0: 0.5033 (0.5520) loss_giou_aux_1: 0.4879 (0.5356) loss_giou_aux_2: 0.5001 (0.5302) loss_giou_aux_3: 0.5006 (0.5270) loss_giou_aux_4: 0.5031 (0.5266) loss_giou_aux_5: 0.5858 (0.6271) loss_giou_dn_0: 0.6373 (0.6616) loss_giou_dn_1: 0.5368 (0.5582) loss_giou_dn_2: 0.5161 (0.5320) loss_giou_dn_3: 0.5071 (0.5233) loss_giou_dn_4: 0.5078 (0.5209) loss_giou_dn_5: 0.5082 (0.5210) loss_vfl: 0.7378 (0.7385) loss_vfl_aux_0: 0.8932 (0.8767) loss_vfl_aux_1: 0.8428 (0.8210) loss_vfl_aux_2: 0.7720 (0.7722) loss_vfl_aux_3: 0.7452 (0.7513) loss_vfl_aux_4: 0.7471 (0.7416) loss_vfl_aux_5: 0.8209 (0.8501) loss_vfl_dn_0: 0.4748 (0.4781) loss_vfl_dn_1: 0.4094 (0.4210) loss_vfl_dn_2: 0.3943 (0.4035) loss_vfl_dn_3: 0.3905 (0.3962) loss_vfl_dn_4: 0.3877 (0.3934) loss_vfl_dn_5: 0.3861 (0.3928) time: 0.4661 data: 0.0155 max mem: 5653 Epoch: [13] [ 500/7393] eta: 0:56:29 lr: 0.000010 loss: 17.9743 (17.9292) loss_bbox: 0.1701 (0.1763) loss_bbox_aux_0: 0.1898 (0.1889) loss_bbox_aux_1: 0.1767 (0.1799) loss_bbox_aux_2: 0.1740 (0.1781) loss_bbox_aux_3: 0.1755 (0.1761) loss_bbox_aux_4: 0.1731 (0.1759) loss_bbox_aux_5: 0.2331 (0.2320) loss_bbox_dn_0: 0.2995 (0.3259) loss_bbox_dn_1: 0.2402 (0.2551) loss_bbox_dn_2: 0.2146 (0.2347) loss_bbox_dn_3: 0.2045 (0.2270) loss_bbox_dn_4: 0.2023 (0.2248) loss_bbox_dn_5: 0.2023 (0.2247) loss_giou: 0.5355 (0.5243) loss_giou_aux_0: 0.5687 (0.5502) loss_giou_aux_1: 0.5572 (0.5337) loss_giou_aux_2: 0.5520 (0.5284) loss_giou_aux_3: 0.5444 (0.5250) loss_giou_aux_4: 0.5400 (0.5246) loss_giou_aux_5: 0.6499 (0.6249) loss_giou_dn_0: 0.6662 (0.6595) loss_giou_dn_1: 0.5663 (0.5563) loss_giou_dn_2: 0.5485 (0.5301) loss_giou_dn_3: 0.5407 (0.5215) loss_giou_dn_4: 0.5379 (0.5192) loss_giou_dn_5: 0.5381 (0.5193) loss_vfl: 0.7218 (0.7354) loss_vfl_aux_0: 0.8356 (0.8730) loss_vfl_aux_1: 0.7950 (0.8187) loss_vfl_aux_2: 0.7563 (0.7687) loss_vfl_aux_3: 0.7242 (0.7482) loss_vfl_aux_4: 0.7215 (0.7384) loss_vfl_aux_5: 0.8172 (0.8477) loss_vfl_dn_0: 0.4782 (0.4780) loss_vfl_dn_1: 0.4284 (0.4206) loss_vfl_dn_2: 0.4124 (0.4031) loss_vfl_dn_3: 0.4073 (0.3959) loss_vfl_dn_4: 0.4022 (0.3929) loss_vfl_dn_5: 0.4021 (0.3924) time: 0.4624 data: 0.0156 max mem: 5653 Epoch: [13] [ 600/7393] eta: 0:55:12 lr: 0.000010 loss: 17.8502 (17.9236) loss_bbox: 0.1578 (0.1757) loss_bbox_aux_0: 0.1660 (0.1883) loss_bbox_aux_1: 0.1611 (0.1792) loss_bbox_aux_2: 0.1564 (0.1776) loss_bbox_aux_3: 0.1563 (0.1756) loss_bbox_aux_4: 0.1558 (0.1754) loss_bbox_aux_5: 0.2204 (0.2315) loss_bbox_dn_0: 0.3054 (0.3237) loss_bbox_dn_1: 0.2346 (0.2532) loss_bbox_dn_2: 0.2087 (0.2330) loss_bbox_dn_3: 0.1959 (0.2253) loss_bbox_dn_4: 0.1925 (0.2232) loss_bbox_dn_5: 0.1926 (0.2231) loss_giou: 0.5738 (0.5266) loss_giou_aux_0: 0.6089 (0.5527) loss_giou_aux_1: 0.5912 (0.5357) loss_giou_aux_2: 0.5821 (0.5308) loss_giou_aux_3: 0.5732 (0.5272) loss_giou_aux_4: 0.5807 (0.5268) loss_giou_aux_5: 0.6702 (0.6278) loss_giou_dn_0: 0.6766 (0.6603) loss_giou_dn_1: 0.5681 (0.5572) loss_giou_dn_2: 0.5402 (0.5312) loss_giou_dn_3: 0.5304 (0.5225) loss_giou_dn_4: 0.5301 (0.5203) loss_giou_dn_5: 0.5303 (0.5204) loss_vfl: 0.7101 (0.7339) loss_vfl_aux_0: 0.8175 (0.8699) loss_vfl_aux_1: 0.7738 (0.8164) loss_vfl_aux_2: 0.7437 (0.7671) loss_vfl_aux_3: 0.7061 (0.7465) loss_vfl_aux_4: 0.7015 (0.7368) loss_vfl_aux_5: 0.7688 (0.8441) loss_vfl_dn_0: 0.4693 (0.4780) loss_vfl_dn_1: 0.4199 (0.4208) loss_vfl_dn_2: 0.4025 (0.4034) loss_vfl_dn_3: 0.3985 (0.3962) loss_vfl_dn_4: 0.3960 (0.3932) loss_vfl_dn_5: 0.3970 (0.3926) time: 0.4694 data: 0.0152 max mem: 5653 Epoch: [13] [ 700/7393] eta: 0:54:13 lr: 0.000010 loss: 17.6991 (17.9121) loss_bbox: 0.1791 (0.1758) loss_bbox_aux_0: 0.1888 (0.1887) loss_bbox_aux_1: 0.1891 (0.1797) loss_bbox_aux_2: 0.1701 (0.1778) loss_bbox_aux_3: 0.1740 (0.1759) loss_bbox_aux_4: 0.1801 (0.1757) loss_bbox_aux_5: 0.2426 (0.2324) loss_bbox_dn_0: 0.3583 (0.3247) loss_bbox_dn_1: 0.2841 (0.2539) loss_bbox_dn_2: 0.2577 (0.2336) loss_bbox_dn_3: 0.2442 (0.2258) loss_bbox_dn_4: 0.2417 (0.2237) loss_bbox_dn_5: 0.2419 (0.2236) loss_giou: 0.4414 (0.5254) loss_giou_aux_0: 0.4751 (0.5513) loss_giou_aux_1: 0.4493 (0.5346) loss_giou_aux_2: 0.4440 (0.5294) loss_giou_aux_3: 0.4431 (0.5261) loss_giou_aux_4: 0.4390 (0.5258) loss_giou_aux_5: 0.5574 (0.6264) loss_giou_dn_0: 0.6404 (0.6590) loss_giou_dn_1: 0.5200 (0.5558) loss_giou_dn_2: 0.4936 (0.5299) loss_giou_dn_3: 0.4809 (0.5213) loss_giou_dn_4: 0.4772 (0.5190) loss_giou_dn_5: 0.4771 (0.5192) loss_vfl: 0.7096 (0.7343) loss_vfl_aux_0: 0.8409 (0.8703) loss_vfl_aux_1: 0.7904 (0.8159) loss_vfl_aux_2: 0.7419 (0.7674) loss_vfl_aux_3: 0.7318 (0.7468) loss_vfl_aux_4: 0.7296 (0.7370) loss_vfl_aux_5: 0.8252 (0.8441) loss_vfl_dn_0: 0.4767 (0.4777) loss_vfl_dn_1: 0.4110 (0.4206) loss_vfl_dn_2: 0.3966 (0.4031) loss_vfl_dn_3: 0.3866 (0.3957) loss_vfl_dn_4: 0.3847 (0.3927) loss_vfl_dn_5: 0.3829 (0.3922) time: 0.4706 data: 0.0149 max mem: 5653 Epoch: [13] [ 800/7393] eta: 0:53:05 lr: 0.000010 loss: 17.8738 (17.9223) loss_bbox: 0.1761 (0.1757) loss_bbox_aux_0: 0.1821 (0.1888) loss_bbox_aux_1: 0.1708 (0.1797) loss_bbox_aux_2: 0.1708 (0.1778) loss_bbox_aux_3: 0.1763 (0.1758) loss_bbox_aux_4: 0.1757 (0.1754) loss_bbox_aux_5: 0.2104 (0.2321) loss_bbox_dn_0: 0.3344 (0.3247) loss_bbox_dn_1: 0.2582 (0.2539) loss_bbox_dn_2: 0.2374 (0.2335) loss_bbox_dn_3: 0.2278 (0.2258) loss_bbox_dn_4: 0.2238 (0.2236) loss_bbox_dn_5: 0.2230 (0.2236) loss_giou: 0.4637 (0.5259) loss_giou_aux_0: 0.4881 (0.5522) loss_giou_aux_1: 0.4837 (0.5350) loss_giou_aux_2: 0.4720 (0.5299) loss_giou_aux_3: 0.4648 (0.5265) loss_giou_aux_4: 0.4653 (0.5261) loss_giou_aux_5: 0.5755 (0.6268) loss_giou_dn_0: 0.6548 (0.6602) loss_giou_dn_1: 0.5691 (0.5568) loss_giou_dn_2: 0.5395 (0.5308) loss_giou_dn_3: 0.5291 (0.5222) loss_giou_dn_4: 0.5264 (0.5200) loss_giou_dn_5: 0.5268 (0.5201) loss_vfl: 0.7530 (0.7350) loss_vfl_aux_0: 0.9105 (0.8695) loss_vfl_aux_1: 0.8375 (0.8160) loss_vfl_aux_2: 0.8043 (0.7674) loss_vfl_aux_3: 0.7507 (0.7474) loss_vfl_aux_4: 0.7567 (0.7377) loss_vfl_aux_5: 0.8758 (0.8434) loss_vfl_dn_0: 0.4745 (0.4776) loss_vfl_dn_1: 0.4154 (0.4209) loss_vfl_dn_2: 0.3954 (0.4034) loss_vfl_dn_3: 0.3879 (0.3958) loss_vfl_dn_4: 0.3854 (0.3929) loss_vfl_dn_5: 0.3830 (0.3923) time: 0.4667 data: 0.0153 max mem: 5653 Epoch: [13] [ 900/7393] eta: 0:52:05 lr: 0.000010 loss: 17.9614 (17.9240) loss_bbox: 0.1743 (0.1758) loss_bbox_aux_0: 0.2035 (0.1892) loss_bbox_aux_1: 0.1925 (0.1797) loss_bbox_aux_2: 0.1865 (0.1778) loss_bbox_aux_3: 0.1779 (0.1757) loss_bbox_aux_4: 0.1826 (0.1754) loss_bbox_aux_5: 0.2497 (0.2325) loss_bbox_dn_0: 0.3639 (0.3247) loss_bbox_dn_1: 0.2903 (0.2539) loss_bbox_dn_2: 0.2696 (0.2335) loss_bbox_dn_3: 0.2597 (0.2257) loss_bbox_dn_4: 0.2583 (0.2235) loss_bbox_dn_5: 0.2586 (0.2235) loss_giou: 0.5031 (0.5258) loss_giou_aux_0: 0.5405 (0.5524) loss_giou_aux_1: 0.5211 (0.5347) loss_giou_aux_2: 0.4998 (0.5296) loss_giou_aux_3: 0.5036 (0.5263) loss_giou_aux_4: 0.5024 (0.5260) loss_giou_aux_5: 0.6098 (0.6270) loss_giou_dn_0: 0.6642 (0.6601) loss_giou_dn_1: 0.5503 (0.5568) loss_giou_dn_2: 0.5289 (0.5308) loss_giou_dn_3: 0.5221 (0.5221) loss_giou_dn_4: 0.5178 (0.5199) loss_giou_dn_5: 0.5173 (0.5200) loss_vfl: 0.6911 (0.7350) loss_vfl_aux_0: 0.8464 (0.8694) loss_vfl_aux_1: 0.7875 (0.8167) loss_vfl_aux_2: 0.7406 (0.7682) loss_vfl_aux_3: 0.7174 (0.7477) loss_vfl_aux_4: 0.7069 (0.7379) loss_vfl_aux_5: 0.8291 (0.8434) loss_vfl_dn_0: 0.4710 (0.4778) loss_vfl_dn_1: 0.4197 (0.4210) loss_vfl_dn_2: 0.3978 (0.4034) loss_vfl_dn_3: 0.3872 (0.3958) loss_vfl_dn_4: 0.3836 (0.3929) loss_vfl_dn_5: 0.3835 (0.3923) time: 0.4689 data: 0.0153 max mem: 5653 Epoch: [13] [1000/7393] eta: 0:51:08 lr: 0.000010 loss: 17.4301 (17.9130) loss_bbox: 0.1689 (0.1761) loss_bbox_aux_0: 0.1725 (0.1895) loss_bbox_aux_1: 0.1779 (0.1802) loss_bbox_aux_2: 0.1710 (0.1780) loss_bbox_aux_3: 0.1706 (0.1760) loss_bbox_aux_4: 0.1681 (0.1758) loss_bbox_aux_5: 0.2138 (0.2326) loss_bbox_dn_0: 0.3147 (0.3243) loss_bbox_dn_1: 0.2325 (0.2535) loss_bbox_dn_2: 0.2118 (0.2332) loss_bbox_dn_3: 0.1992 (0.2254) loss_bbox_dn_4: 0.1956 (0.2233) loss_bbox_dn_5: 0.1957 (0.2232) loss_giou: 0.4666 (0.5253) loss_giou_aux_0: 0.4927 (0.5520) loss_giou_aux_1: 0.4811 (0.5344) loss_giou_aux_2: 0.4930 (0.5291) loss_giou_aux_3: 0.4719 (0.5259) loss_giou_aux_4: 0.4669 (0.5255) loss_giou_aux_5: 0.5822 (0.6262) loss_giou_dn_0: 0.6253 (0.6596) loss_giou_dn_1: 0.5100 (0.5561) loss_giou_dn_2: 0.4866 (0.5301) loss_giou_dn_3: 0.4750 (0.5214) loss_giou_dn_4: 0.4724 (0.5192) loss_giou_dn_5: 0.4730 (0.5193) loss_vfl: 0.6936 (0.7345) loss_vfl_aux_0: 0.8589 (0.8690) loss_vfl_aux_1: 0.8257 (0.8159) loss_vfl_aux_2: 0.7466 (0.7682) loss_vfl_aux_3: 0.7364 (0.7473) loss_vfl_aux_4: 0.6924 (0.7373) loss_vfl_aux_5: 0.8397 (0.8437) loss_vfl_dn_0: 0.4716 (0.4776) loss_vfl_dn_1: 0.4118 (0.4208) loss_vfl_dn_2: 0.3933 (0.4032) loss_vfl_dn_3: 0.3882 (0.3956) loss_vfl_dn_4: 0.3836 (0.3928) loss_vfl_dn_5: 0.3846 (0.3922) time: 0.4645 data: 0.0151 max mem: 5653 Epoch: [13] [1100/7393] eta: 0:50:13 lr: 0.000010 loss: 18.2130 (17.8933) loss_bbox: 0.1653 (0.1756) loss_bbox_aux_0: 0.1780 (0.1887) loss_bbox_aux_1: 0.1650 (0.1793) loss_bbox_aux_2: 0.1721 (0.1773) loss_bbox_aux_3: 0.1645 (0.1753) loss_bbox_aux_4: 0.1658 (0.1753) loss_bbox_aux_5: 0.2142 (0.2319) loss_bbox_dn_0: 0.2831 (0.3233) loss_bbox_dn_1: 0.2308 (0.2528) loss_bbox_dn_2: 0.2061 (0.2325) loss_bbox_dn_3: 0.1991 (0.2247) loss_bbox_dn_4: 0.1981 (0.2225) loss_bbox_dn_5: 0.1980 (0.2225) loss_giou: 0.5202 (0.5245) loss_giou_aux_0: 0.5529 (0.5510) loss_giou_aux_1: 0.5285 (0.5332) loss_giou_aux_2: 0.5248 (0.5282) loss_giou_aux_3: 0.5180 (0.5250) loss_giou_aux_4: 0.5203 (0.5247) loss_giou_aux_5: 0.6424 (0.6253) loss_giou_dn_0: 0.6678 (0.6589) loss_giou_dn_1: 0.5611 (0.5554) loss_giou_dn_2: 0.5395 (0.5294) loss_giou_dn_3: 0.5276 (0.5207) loss_giou_dn_4: 0.5230 (0.5185) loss_giou_dn_5: 0.5227 (0.5186) loss_vfl: 0.7297 (0.7343) loss_vfl_aux_0: 0.8656 (0.8692) loss_vfl_aux_1: 0.8507 (0.8166) loss_vfl_aux_2: 0.7559 (0.7685) loss_vfl_aux_3: 0.7425 (0.7475) loss_vfl_aux_4: 0.7312 (0.7371) loss_vfl_aux_5: 0.7928 (0.8435) loss_vfl_dn_0: 0.4791 (0.4777) loss_vfl_dn_1: 0.4243 (0.4208) loss_vfl_dn_2: 0.4074 (0.4031) loss_vfl_dn_3: 0.3993 (0.3955) loss_vfl_dn_4: 0.3997 (0.3927) loss_vfl_dn_5: 0.3968 (0.3921) time: 0.4573 data: 0.0152 max mem: 5653 Epoch: [13] [1200/7393] eta: 0:49:17 lr: 0.000010 loss: 18.3175 (17.8889) loss_bbox: 0.1683 (0.1758) loss_bbox_aux_0: 0.1872 (0.1888) loss_bbox_aux_1: 0.1808 (0.1793) loss_bbox_aux_2: 0.1697 (0.1773) loss_bbox_aux_3: 0.1615 (0.1754) loss_bbox_aux_4: 0.1601 (0.1755) loss_bbox_aux_5: 0.2377 (0.2323) loss_bbox_dn_0: 0.3413 (0.3242) loss_bbox_dn_1: 0.2518 (0.2535) loss_bbox_dn_2: 0.2241 (0.2331) loss_bbox_dn_3: 0.2166 (0.2252) loss_bbox_dn_4: 0.2125 (0.2230) loss_bbox_dn_5: 0.2121 (0.2229) loss_giou: 0.5219 (0.5236) loss_giou_aux_0: 0.5436 (0.5500) loss_giou_aux_1: 0.5331 (0.5322) loss_giou_aux_2: 0.5331 (0.5272) loss_giou_aux_3: 0.5296 (0.5241) loss_giou_aux_4: 0.5225 (0.5238) loss_giou_aux_5: 0.6198 (0.6245) loss_giou_dn_0: 0.6499 (0.6586) loss_giou_dn_1: 0.5473 (0.5549) loss_giou_dn_2: 0.5154 (0.5287) loss_giou_dn_3: 0.5081 (0.5199) loss_giou_dn_4: 0.5054 (0.5177) loss_giou_dn_5: 0.5066 (0.5178) loss_vfl: 0.7436 (0.7342) loss_vfl_aux_0: 0.9189 (0.8703) loss_vfl_aux_1: 0.8389 (0.8173) loss_vfl_aux_2: 0.7856 (0.7687) loss_vfl_aux_3: 0.7529 (0.7473) loss_vfl_aux_4: 0.7471 (0.7372) loss_vfl_aux_5: 0.8514 (0.8440) loss_vfl_dn_0: 0.4807 (0.4775) loss_vfl_dn_1: 0.4243 (0.4206) loss_vfl_dn_2: 0.4044 (0.4029) loss_vfl_dn_3: 0.3959 (0.3953) loss_vfl_dn_4: 0.3951 (0.3924) loss_vfl_dn_5: 0.3929 (0.3918) time: 0.4665 data: 0.0137 max mem: 5653 Epoch: [13] [1300/7393] eta: 0:48:24 lr: 0.000010 loss: 17.8518 (17.8807) loss_bbox: 0.1727 (0.1759) loss_bbox_aux_0: 0.1802 (0.1888) loss_bbox_aux_1: 0.1723 (0.1793) loss_bbox_aux_2: 0.1754 (0.1773) loss_bbox_aux_3: 0.1642 (0.1754) loss_bbox_aux_4: 0.1726 (0.1755) loss_bbox_aux_5: 0.2226 (0.2322) loss_bbox_dn_0: 0.3340 (0.3240) loss_bbox_dn_1: 0.2454 (0.2530) loss_bbox_dn_2: 0.2217 (0.2325) loss_bbox_dn_3: 0.2120 (0.2246) loss_bbox_dn_4: 0.2070 (0.2224) loss_bbox_dn_5: 0.2070 (0.2223) loss_giou: 0.4678 (0.5236) loss_giou_aux_0: 0.4860 (0.5501) loss_giou_aux_1: 0.4813 (0.5322) loss_giou_aux_2: 0.4718 (0.5273) loss_giou_aux_3: 0.4651 (0.5241) loss_giou_aux_4: 0.4606 (0.5238) loss_giou_aux_5: 0.5599 (0.6244) loss_giou_dn_0: 0.6467 (0.6588) loss_giou_dn_1: 0.5206 (0.5550) loss_giou_dn_2: 0.4909 (0.5286) loss_giou_dn_3: 0.4812 (0.5199) loss_giou_dn_4: 0.4775 (0.5176) loss_giou_dn_5: 0.4775 (0.5177) loss_vfl: 0.7213 (0.7332) loss_vfl_aux_0: 0.8745 (0.8696) loss_vfl_aux_1: 0.8165 (0.8170) loss_vfl_aux_2: 0.7807 (0.7683) loss_vfl_aux_3: 0.7494 (0.7465) loss_vfl_aux_4: 0.7312 (0.7365) loss_vfl_aux_5: 0.8630 (0.8437) loss_vfl_dn_0: 0.4750 (0.4775) loss_vfl_dn_1: 0.4145 (0.4205) loss_vfl_dn_2: 0.4019 (0.4027) loss_vfl_dn_3: 0.3931 (0.3951) loss_vfl_dn_4: 0.3898 (0.3923) loss_vfl_dn_5: 0.3889 (0.3916) time: 0.4558 data: 0.0149 max mem: 5653 Epoch: [13] [1400/7393] eta: 0:47:31 lr: 0.000010 loss: 18.3418 (17.8822) loss_bbox: 0.1687 (0.1757) loss_bbox_aux_0: 0.1839 (0.1884) loss_bbox_aux_1: 0.1765 (0.1791) loss_bbox_aux_2: 0.1747 (0.1771) loss_bbox_aux_3: 0.1663 (0.1753) loss_bbox_aux_4: 0.1688 (0.1753) loss_bbox_aux_5: 0.2299 (0.2319) loss_bbox_dn_0: 0.3385 (0.3239) loss_bbox_dn_1: 0.2572 (0.2528) loss_bbox_dn_2: 0.2273 (0.2324) loss_bbox_dn_3: 0.2221 (0.2245) loss_bbox_dn_4: 0.2203 (0.2223) loss_bbox_dn_5: 0.2203 (0.2222) loss_giou: 0.5075 (0.5237) loss_giou_aux_0: 0.5381 (0.5501) loss_giou_aux_1: 0.5219 (0.5323) loss_giou_aux_2: 0.5291 (0.5274) loss_giou_aux_3: 0.5190 (0.5242) loss_giou_aux_4: 0.5070 (0.5239) loss_giou_aux_5: 0.6056 (0.6245) loss_giou_dn_0: 0.6603 (0.6588) loss_giou_dn_1: 0.5696 (0.5550) loss_giou_dn_2: 0.5494 (0.5286) loss_giou_dn_3: 0.5394 (0.5198) loss_giou_dn_4: 0.5350 (0.5176) loss_giou_dn_5: 0.5350 (0.5177) loss_vfl: 0.7206 (0.7335) loss_vfl_aux_0: 0.8851 (0.8707) loss_vfl_aux_1: 0.8045 (0.8176) loss_vfl_aux_2: 0.7421 (0.7688) loss_vfl_aux_3: 0.7390 (0.7468) loss_vfl_aux_4: 0.7265 (0.7368) loss_vfl_aux_5: 0.8447 (0.8442) loss_vfl_dn_0: 0.4785 (0.4775) loss_vfl_dn_1: 0.4161 (0.4205) loss_vfl_dn_2: 0.3999 (0.4026) loss_vfl_dn_3: 0.3965 (0.3950) loss_vfl_dn_4: 0.3951 (0.3922) loss_vfl_dn_5: 0.3931 (0.3915) time: 0.4617 data: 0.0144 max mem: 5653 Epoch: [13] [1500/7393] eta: 0:46:40 lr: 0.000010 loss: 17.5811 (17.8761) loss_bbox: 0.1815 (0.1760) loss_bbox_aux_0: 0.2034 (0.1885) loss_bbox_aux_1: 0.1900 (0.1794) loss_bbox_aux_2: 0.1920 (0.1774) loss_bbox_aux_3: 0.1876 (0.1757) loss_bbox_aux_4: 0.1856 (0.1757) loss_bbox_aux_5: 0.2591 (0.2323) loss_bbox_dn_0: 0.3385 (0.3241) loss_bbox_dn_1: 0.2642 (0.2531) loss_bbox_dn_2: 0.2431 (0.2327) loss_bbox_dn_3: 0.2329 (0.2248) loss_bbox_dn_4: 0.2297 (0.2225) loss_bbox_dn_5: 0.2296 (0.2225) loss_giou: 0.5115 (0.5231) loss_giou_aux_0: 0.5443 (0.5491) loss_giou_aux_1: 0.5185 (0.5315) loss_giou_aux_2: 0.5141 (0.5267) loss_giou_aux_3: 0.5122 (0.5236) loss_giou_aux_4: 0.5114 (0.5233) loss_giou_aux_5: 0.6142 (0.6238) loss_giou_dn_0: 0.6641 (0.6584) loss_giou_dn_1: 0.5629 (0.5547) loss_giou_dn_2: 0.5343 (0.5283) loss_giou_dn_3: 0.5291 (0.5196) loss_giou_dn_4: 0.5275 (0.5173) loss_giou_dn_5: 0.5274 (0.5174) loss_vfl: 0.7027 (0.7332) loss_vfl_aux_0: 0.8288 (0.8709) loss_vfl_aux_1: 0.7846 (0.8174) loss_vfl_aux_2: 0.7349 (0.7683) loss_vfl_aux_3: 0.7235 (0.7465) loss_vfl_aux_4: 0.7088 (0.7365) loss_vfl_aux_5: 0.8140 (0.8439) loss_vfl_dn_0: 0.4692 (0.4774) loss_vfl_dn_1: 0.4119 (0.4202) loss_vfl_dn_2: 0.3916 (0.4024) loss_vfl_dn_3: 0.3878 (0.3948) loss_vfl_dn_4: 0.3861 (0.3920) loss_vfl_dn_5: 0.3853 (0.3913) time: 0.4700 data: 0.0145 max mem: 5653 Epoch: [13] [1600/7393] eta: 0:45:47 lr: 0.000010 loss: 17.5441 (17.8684) loss_bbox: 0.1654 (0.1758) loss_bbox_aux_0: 0.1754 (0.1883) loss_bbox_aux_1: 0.1671 (0.1793) loss_bbox_aux_2: 0.1645 (0.1773) loss_bbox_aux_3: 0.1616 (0.1754) loss_bbox_aux_4: 0.1661 (0.1755) loss_bbox_aux_5: 0.2216 (0.2322) loss_bbox_dn_0: 0.2721 (0.3233) loss_bbox_dn_1: 0.2144 (0.2525) loss_bbox_dn_2: 0.1945 (0.2320) loss_bbox_dn_3: 0.1871 (0.2241) loss_bbox_dn_4: 0.1857 (0.2219) loss_bbox_dn_5: 0.1857 (0.2219) loss_giou: 0.5340 (0.5232) loss_giou_aux_0: 0.5721 (0.5493) loss_giou_aux_1: 0.5460 (0.5318) loss_giou_aux_2: 0.5416 (0.5268) loss_giou_aux_3: 0.5263 (0.5237) loss_giou_aux_4: 0.5333 (0.5234) loss_giou_aux_5: 0.6490 (0.6243) loss_giou_dn_0: 0.6595 (0.6587) loss_giou_dn_1: 0.5404 (0.5550) loss_giou_dn_2: 0.5168 (0.5286) loss_giou_dn_3: 0.5093 (0.5198) loss_giou_dn_4: 0.5070 (0.5175) loss_giou_dn_5: 0.5075 (0.5177) loss_vfl: 0.6758 (0.7328) loss_vfl_aux_0: 0.8706 (0.8702) loss_vfl_aux_1: 0.7787 (0.8166) loss_vfl_aux_2: 0.7025 (0.7677) loss_vfl_aux_3: 0.6871 (0.7460) loss_vfl_aux_4: 0.6768 (0.7361) loss_vfl_aux_5: 0.7775 (0.8425) loss_vfl_dn_0: 0.4656 (0.4771) loss_vfl_dn_1: 0.4181 (0.4201) loss_vfl_dn_2: 0.4029 (0.4022) loss_vfl_dn_3: 0.3952 (0.3947) loss_vfl_dn_4: 0.3922 (0.3918) loss_vfl_dn_5: 0.3936 (0.3912) time: 0.4630 data: 0.0143 max mem: 5653 Epoch: [13] [1700/7393] eta: 0:44:59 lr: 0.000010 loss: 18.3736 (17.8641) loss_bbox: 0.1858 (0.1759) loss_bbox_aux_0: 0.1980 (0.1884) loss_bbox_aux_1: 0.1897 (0.1796) loss_bbox_aux_2: 0.1811 (0.1774) loss_bbox_aux_3: 0.1869 (0.1756) loss_bbox_aux_4: 0.1852 (0.1756) loss_bbox_aux_5: 0.2320 (0.2324) loss_bbox_dn_0: 0.3317 (0.3238) loss_bbox_dn_1: 0.2557 (0.2529) loss_bbox_dn_2: 0.2371 (0.2324) loss_bbox_dn_3: 0.2334 (0.2245) loss_bbox_dn_4: 0.2318 (0.2222) loss_bbox_dn_5: 0.2319 (0.2222) loss_giou: 0.5074 (0.5225) loss_giou_aux_0: 0.5330 (0.5486) loss_giou_aux_1: 0.5135 (0.5312) loss_giou_aux_2: 0.5080 (0.5262) loss_giou_aux_3: 0.5074 (0.5230) loss_giou_aux_4: 0.5099 (0.5227) loss_giou_aux_5: 0.6204 (0.6237) loss_giou_dn_0: 0.6646 (0.6583) loss_giou_dn_1: 0.5614 (0.5545) loss_giou_dn_2: 0.5272 (0.5281) loss_giou_dn_3: 0.5143 (0.5193) loss_giou_dn_4: 0.5111 (0.5170) loss_giou_dn_5: 0.5108 (0.5172) loss_vfl: 0.7377 (0.7330) loss_vfl_aux_0: 0.8448 (0.8703) loss_vfl_aux_1: 0.8014 (0.8162) loss_vfl_aux_2: 0.7443 (0.7676) loss_vfl_aux_3: 0.7444 (0.7460) loss_vfl_aux_4: 0.7160 (0.7363) loss_vfl_aux_5: 0.8399 (0.8425) loss_vfl_dn_0: 0.4689 (0.4772) loss_vfl_dn_1: 0.4187 (0.4201) loss_vfl_dn_2: 0.4013 (0.4022) loss_vfl_dn_3: 0.3918 (0.3946) loss_vfl_dn_4: 0.3885 (0.3918) loss_vfl_dn_5: 0.3908 (0.3911) time: 0.4635 data: 0.0143 max mem: 5653 Epoch: [13] [1800/7393] eta: 0:44:07 lr: 0.000010 loss: 17.8354 (17.8639) loss_bbox: 0.1634 (0.1762) loss_bbox_aux_0: 0.1842 (0.1888) loss_bbox_aux_1: 0.1768 (0.1800) loss_bbox_aux_2: 0.1774 (0.1777) loss_bbox_aux_3: 0.1695 (0.1758) loss_bbox_aux_4: 0.1631 (0.1759) loss_bbox_aux_5: 0.2222 (0.2328) loss_bbox_dn_0: 0.3243 (0.3245) loss_bbox_dn_1: 0.2618 (0.2535) loss_bbox_dn_2: 0.2461 (0.2330) loss_bbox_dn_3: 0.2376 (0.2250) loss_bbox_dn_4: 0.2363 (0.2228) loss_bbox_dn_5: 0.2368 (0.2227) loss_giou: 0.4788 (0.5216) loss_giou_aux_0: 0.5017 (0.5478) loss_giou_aux_1: 0.4797 (0.5304) loss_giou_aux_2: 0.4810 (0.5254) loss_giou_aux_3: 0.4770 (0.5222) loss_giou_aux_4: 0.4773 (0.5218) loss_giou_aux_5: 0.5653 (0.6229) loss_giou_dn_0: 0.6558 (0.6581) loss_giou_dn_1: 0.5504 (0.5543) loss_giou_dn_2: 0.5196 (0.5278) loss_giou_dn_3: 0.5129 (0.5190) loss_giou_dn_4: 0.5087 (0.5167) loss_giou_dn_5: 0.5086 (0.5169) loss_vfl: 0.7237 (0.7332) loss_vfl_aux_0: 0.8594 (0.8712) loss_vfl_aux_1: 0.8189 (0.8164) loss_vfl_aux_2: 0.7620 (0.7677) loss_vfl_aux_3: 0.7402 (0.7461) loss_vfl_aux_4: 0.7284 (0.7364) loss_vfl_aux_5: 0.8232 (0.8428) loss_vfl_dn_0: 0.4741 (0.4771) loss_vfl_dn_1: 0.4212 (0.4200) loss_vfl_dn_2: 0.4025 (0.4022) loss_vfl_dn_3: 0.4002 (0.3945) loss_vfl_dn_4: 0.4020 (0.3917) loss_vfl_dn_5: 0.4017 (0.3911) time: 0.4503 data: 0.0148 max mem: 5653 Epoch: [13] [1900/7393] eta: 0:43:18 lr: 0.000010 loss: 17.8106 (17.8721) loss_bbox: 0.1602 (0.1762) loss_bbox_aux_0: 0.1653 (0.1889) loss_bbox_aux_1: 0.1615 (0.1800) loss_bbox_aux_2: 0.1559 (0.1776) loss_bbox_aux_3: 0.1591 (0.1758) loss_bbox_aux_4: 0.1588 (0.1759) loss_bbox_aux_5: 0.2140 (0.2328) loss_bbox_dn_0: 0.2924 (0.3244) loss_bbox_dn_1: 0.2272 (0.2533) loss_bbox_dn_2: 0.2118 (0.2328) loss_bbox_dn_3: 0.2080 (0.2248) loss_bbox_dn_4: 0.2055 (0.2226) loss_bbox_dn_5: 0.2056 (0.2225) loss_giou: 0.4995 (0.5223) loss_giou_aux_0: 0.5254 (0.5486) loss_giou_aux_1: 0.4964 (0.5311) loss_giou_aux_2: 0.4924 (0.5261) loss_giou_aux_3: 0.4985 (0.5228) loss_giou_aux_4: 0.4999 (0.5225) loss_giou_aux_5: 0.5960 (0.6235) loss_giou_dn_0: 0.6451 (0.6586) loss_giou_dn_1: 0.5441 (0.5547) loss_giou_dn_2: 0.5189 (0.5283) loss_giou_dn_3: 0.5068 (0.5194) loss_giou_dn_4: 0.5050 (0.5171) loss_giou_dn_5: 0.5052 (0.5173) loss_vfl: 0.7214 (0.7335) loss_vfl_aux_0: 0.8742 (0.8715) loss_vfl_aux_1: 0.8119 (0.8168) loss_vfl_aux_2: 0.7626 (0.7682) loss_vfl_aux_3: 0.7450 (0.7464) loss_vfl_aux_4: 0.7249 (0.7366) loss_vfl_aux_5: 0.8360 (0.8423) loss_vfl_dn_0: 0.4724 (0.4771) loss_vfl_dn_1: 0.4209 (0.4200) loss_vfl_dn_2: 0.4056 (0.4022) loss_vfl_dn_3: 0.3960 (0.3946) loss_vfl_dn_4: 0.3921 (0.3918) loss_vfl_dn_5: 0.3916 (0.3911) time: 0.4715 data: 0.0149 max mem: 5653 Epoch: [13] [2000/7393] eta: 0:42:30 lr: 0.000010 loss: 18.1226 (17.8821) loss_bbox: 0.1510 (0.1765) loss_bbox_aux_0: 0.1720 (0.1892) loss_bbox_aux_1: 0.1637 (0.1803) loss_bbox_aux_2: 0.1643 (0.1780) loss_bbox_aux_3: 0.1545 (0.1762) loss_bbox_aux_4: 0.1493 (0.1762) loss_bbox_aux_5: 0.2216 (0.2331) loss_bbox_dn_0: 0.2832 (0.3243) loss_bbox_dn_1: 0.2276 (0.2534) loss_bbox_dn_2: 0.2069 (0.2328) loss_bbox_dn_3: 0.1986 (0.2248) loss_bbox_dn_4: 0.1975 (0.2226) loss_bbox_dn_5: 0.1973 (0.2226) loss_giou: 0.5686 (0.5239) loss_giou_aux_0: 0.5980 (0.5503) loss_giou_aux_1: 0.5832 (0.5327) loss_giou_aux_2: 0.5769 (0.5277) loss_giou_aux_3: 0.5715 (0.5245) loss_giou_aux_4: 0.5666 (0.5241) loss_giou_aux_5: 0.6596 (0.6250) loss_giou_dn_0: 0.7126 (0.6597) loss_giou_dn_1: 0.6011 (0.5559) loss_giou_dn_2: 0.5622 (0.5294) loss_giou_dn_3: 0.5517 (0.5206) loss_giou_dn_4: 0.5508 (0.5183) loss_giou_dn_5: 0.5518 (0.5184) loss_vfl: 0.7102 (0.7322) loss_vfl_aux_0: 0.8289 (0.8697) loss_vfl_aux_1: 0.7979 (0.8153) loss_vfl_aux_2: 0.7489 (0.7667) loss_vfl_aux_3: 0.7428 (0.7449) loss_vfl_aux_4: 0.7115 (0.7353) loss_vfl_aux_5: 0.8054 (0.8406) loss_vfl_dn_0: 0.4709 (0.4770) loss_vfl_dn_1: 0.4262 (0.4200) loss_vfl_dn_2: 0.4112 (0.4023) loss_vfl_dn_3: 0.4068 (0.3947) loss_vfl_dn_4: 0.4045 (0.3918) loss_vfl_dn_5: 0.4025 (0.3912) time: 0.4647 data: 0.0144 max mem: 5653 Epoch: [13] [2100/7393] eta: 0:41:54 lr: 0.000010 loss: 17.9742 (17.8849) loss_bbox: 0.1592 (0.1763) loss_bbox_aux_0: 0.1750 (0.1890) loss_bbox_aux_1: 0.1654 (0.1801) loss_bbox_aux_2: 0.1650 (0.1779) loss_bbox_aux_3: 0.1619 (0.1761) loss_bbox_aux_4: 0.1642 (0.1761) loss_bbox_aux_5: 0.2211 (0.2329) loss_bbox_dn_0: 0.2944 (0.3242) loss_bbox_dn_1: 0.2348 (0.2533) loss_bbox_dn_2: 0.2152 (0.2328) loss_bbox_dn_3: 0.2086 (0.2249) loss_bbox_dn_4: 0.2072 (0.2226) loss_bbox_dn_5: 0.2070 (0.2226) loss_giou: 0.5674 (0.5238) loss_giou_aux_0: 0.5748 (0.5503) loss_giou_aux_1: 0.5581 (0.5326) loss_giou_aux_2: 0.5591 (0.5277) loss_giou_aux_3: 0.5587 (0.5244) loss_giou_aux_4: 0.5544 (0.5241) loss_giou_aux_5: 0.6464 (0.6249) loss_giou_dn_0: 0.6945 (0.6600) loss_giou_dn_1: 0.5842 (0.5563) loss_giou_dn_2: 0.5571 (0.5298) loss_giou_dn_3: 0.5525 (0.5210) loss_giou_dn_4: 0.5522 (0.5188) loss_giou_dn_5: 0.5520 (0.5189) loss_vfl: 0.7312 (0.7328) loss_vfl_aux_0: 0.8648 (0.8696) loss_vfl_aux_1: 0.8131 (0.8155) loss_vfl_aux_2: 0.7640 (0.7670) loss_vfl_aux_3: 0.7412 (0.7453) loss_vfl_aux_4: 0.7319 (0.7357) loss_vfl_aux_5: 0.8354 (0.8409) loss_vfl_dn_0: 0.4687 (0.4768) loss_vfl_dn_1: 0.4182 (0.4199) loss_vfl_dn_2: 0.4023 (0.4023) loss_vfl_dn_3: 0.3974 (0.3947) loss_vfl_dn_4: 0.3930 (0.3918) loss_vfl_dn_5: 0.3943 (0.3912) time: 0.4642 data: 0.0143 max mem: 5653 Epoch: [13] [2200/7393] eta: 0:41:03 lr: 0.000010 loss: 17.8950 (17.8728) loss_bbox: 0.1828 (0.1760) loss_bbox_aux_0: 0.1843 (0.1889) loss_bbox_aux_1: 0.1786 (0.1799) loss_bbox_aux_2: 0.1844 (0.1777) loss_bbox_aux_3: 0.1845 (0.1759) loss_bbox_aux_4: 0.1831 (0.1759) loss_bbox_aux_5: 0.2302 (0.2327) loss_bbox_dn_0: 0.2928 (0.3238) loss_bbox_dn_1: 0.2187 (0.2529) loss_bbox_dn_2: 0.2033 (0.2324) loss_bbox_dn_3: 0.1993 (0.2244) loss_bbox_dn_4: 0.1985 (0.2222) loss_bbox_dn_5: 0.1985 (0.2222) loss_giou: 0.5529 (0.5238) loss_giou_aux_0: 0.5785 (0.5503) loss_giou_aux_1: 0.5592 (0.5327) loss_giou_aux_2: 0.5531 (0.5276) loss_giou_aux_3: 0.5490 (0.5244) loss_giou_aux_4: 0.5538 (0.5240) loss_giou_aux_5: 0.6388 (0.6248) loss_giou_dn_0: 0.6752 (0.6598) loss_giou_dn_1: 0.5721 (0.5559) loss_giou_dn_2: 0.5417 (0.5294) loss_giou_dn_3: 0.5296 (0.5206) loss_giou_dn_4: 0.5268 (0.5183) loss_giou_dn_5: 0.5274 (0.5185) loss_vfl: 0.7150 (0.7322) loss_vfl_aux_0: 0.8320 (0.8687) loss_vfl_aux_1: 0.7841 (0.8147) loss_vfl_aux_2: 0.7388 (0.7663) loss_vfl_aux_3: 0.7117 (0.7446) loss_vfl_aux_4: 0.7170 (0.7351) loss_vfl_aux_5: 0.8308 (0.8404) loss_vfl_dn_0: 0.4724 (0.4767) loss_vfl_dn_1: 0.4170 (0.4198) loss_vfl_dn_2: 0.3971 (0.4021) loss_vfl_dn_3: 0.3904 (0.3945) loss_vfl_dn_4: 0.3867 (0.3917) loss_vfl_dn_5: 0.3860 (0.3910) time: 0.4535 data: 0.0146 max mem: 5653 Epoch: [13] [2300/7393] eta: 0:40:24 lr: 0.000010 loss: 17.3309 (17.8659) loss_bbox: 0.1630 (0.1759) loss_bbox_aux_0: 0.1800 (0.1888) loss_bbox_aux_1: 0.1636 (0.1798) loss_bbox_aux_2: 0.1634 (0.1775) loss_bbox_aux_3: 0.1606 (0.1757) loss_bbox_aux_4: 0.1630 (0.1757) loss_bbox_aux_5: 0.2260 (0.2326) loss_bbox_dn_0: 0.2963 (0.3239) loss_bbox_dn_1: 0.2347 (0.2529) loss_bbox_dn_2: 0.2141 (0.2323) loss_bbox_dn_3: 0.2105 (0.2244) loss_bbox_dn_4: 0.2094 (0.2221) loss_bbox_dn_5: 0.2090 (0.2221) loss_giou: 0.4751 (0.5234) loss_giou_aux_0: 0.4868 (0.5500) loss_giou_aux_1: 0.4800 (0.5324) loss_giou_aux_2: 0.4780 (0.5273) loss_giou_aux_3: 0.4704 (0.5240) loss_giou_aux_4: 0.4737 (0.5236) loss_giou_aux_5: 0.5775 (0.6245) loss_giou_dn_0: 0.6444 (0.6595) loss_giou_dn_1: 0.5342 (0.5557) loss_giou_dn_2: 0.5094 (0.5292) loss_giou_dn_3: 0.4984 (0.5204) loss_giou_dn_4: 0.4942 (0.5181) loss_giou_dn_5: 0.4944 (0.5183) loss_vfl: 0.7354 (0.7320) loss_vfl_aux_0: 0.8614 (0.8682) loss_vfl_aux_1: 0.8331 (0.8143) loss_vfl_aux_2: 0.7700 (0.7661) loss_vfl_aux_3: 0.7512 (0.7445) loss_vfl_aux_4: 0.7426 (0.7348) loss_vfl_aux_5: 0.8351 (0.8405) loss_vfl_dn_0: 0.4754 (0.4767) loss_vfl_dn_1: 0.4192 (0.4197) loss_vfl_dn_2: 0.4025 (0.4020) loss_vfl_dn_3: 0.3941 (0.3944) loss_vfl_dn_4: 0.3892 (0.3915) loss_vfl_dn_5: 0.3899 (0.3909) time: 0.4643 data: 0.0142 max mem: 5653 Epoch: [13] [2400/7393] eta: 0:39:34 lr: 0.000010 loss: 17.8378 (17.8674) loss_bbox: 0.1683 (0.1757) loss_bbox_aux_0: 0.1747 (0.1887) loss_bbox_aux_1: 0.1675 (0.1797) loss_bbox_aux_2: 0.1616 (0.1773) loss_bbox_aux_3: 0.1599 (0.1755) loss_bbox_aux_4: 0.1672 (0.1755) loss_bbox_aux_5: 0.2259 (0.2323) loss_bbox_dn_0: 0.2911 (0.3229) loss_bbox_dn_1: 0.2301 (0.2521) loss_bbox_dn_2: 0.2168 (0.2316) loss_bbox_dn_3: 0.2084 (0.2237) loss_bbox_dn_4: 0.2060 (0.2214) loss_bbox_dn_5: 0.2060 (0.2214) loss_giou: 0.5649 (0.5244) loss_giou_aux_0: 0.6099 (0.5511) loss_giou_aux_1: 0.5873 (0.5335) loss_giou_aux_2: 0.5787 (0.5283) loss_giou_aux_3: 0.5638 (0.5250) loss_giou_aux_4: 0.5669 (0.5246) loss_giou_aux_5: 0.6477 (0.6254) loss_giou_dn_0: 0.6854 (0.6601) loss_giou_dn_1: 0.5857 (0.5563) loss_giou_dn_2: 0.5557 (0.5298) loss_giou_dn_3: 0.5510 (0.5210) loss_giou_dn_4: 0.5494 (0.5187) loss_giou_dn_5: 0.5494 (0.5189) loss_vfl: 0.7147 (0.7318) loss_vfl_aux_0: 0.8214 (0.8674) loss_vfl_aux_1: 0.7718 (0.8136) loss_vfl_aux_2: 0.7467 (0.7656) loss_vfl_aux_3: 0.7107 (0.7441) loss_vfl_aux_4: 0.7178 (0.7347) loss_vfl_aux_5: 0.8162 (0.8401) loss_vfl_dn_0: 0.4694 (0.4765) loss_vfl_dn_1: 0.4211 (0.4197) loss_vfl_dn_2: 0.4068 (0.4020) loss_vfl_dn_3: 0.3982 (0.3944) loss_vfl_dn_4: 0.3959 (0.3916) loss_vfl_dn_5: 0.3947 (0.3909) time: 0.4583 data: 0.0147 max mem: 5653 Epoch: [13] [2500/7393] eta: 0:38:45 lr: 0.000010 loss: 17.9766 (17.8668) loss_bbox: 0.1789 (0.1759) loss_bbox_aux_0: 0.1987 (0.1890) loss_bbox_aux_1: 0.1895 (0.1800) loss_bbox_aux_2: 0.1824 (0.1776) loss_bbox_aux_3: 0.1804 (0.1758) loss_bbox_aux_4: 0.1800 (0.1757) loss_bbox_aux_5: 0.2494 (0.2329) loss_bbox_dn_0: 0.3308 (0.3234) loss_bbox_dn_1: 0.2553 (0.2525) loss_bbox_dn_2: 0.2345 (0.2320) loss_bbox_dn_3: 0.2313 (0.2240) loss_bbox_dn_4: 0.2257 (0.2218) loss_bbox_dn_5: 0.2256 (0.2217) loss_giou: 0.5020 (0.5237) loss_giou_aux_0: 0.5150 (0.5503) loss_giou_aux_1: 0.5120 (0.5328) loss_giou_aux_2: 0.5208 (0.5276) loss_giou_aux_3: 0.5157 (0.5244) loss_giou_aux_4: 0.5022 (0.5239) loss_giou_aux_5: 0.5984 (0.6248) loss_giou_dn_0: 0.6407 (0.6595) loss_giou_dn_1: 0.5479 (0.5557) loss_giou_dn_2: 0.5189 (0.5292) loss_giou_dn_3: 0.5093 (0.5204) loss_giou_dn_4: 0.5081 (0.5181) loss_giou_dn_5: 0.5083 (0.5183) loss_vfl: 0.7258 (0.7324) loss_vfl_aux_0: 0.8781 (0.8681) loss_vfl_aux_1: 0.8236 (0.8139) loss_vfl_aux_2: 0.7301 (0.7660) loss_vfl_aux_3: 0.7257 (0.7445) loss_vfl_aux_4: 0.7239 (0.7352) loss_vfl_aux_5: 0.8397 (0.8406) loss_vfl_dn_0: 0.4699 (0.4765) loss_vfl_dn_1: 0.4197 (0.4196) loss_vfl_dn_2: 0.3992 (0.4020) loss_vfl_dn_3: 0.3933 (0.3944) loss_vfl_dn_4: 0.3898 (0.3915) loss_vfl_dn_5: 0.3897 (0.3909) time: 0.4744 data: 0.0156 max mem: 5653 Epoch: [13] [2600/7393] eta: 0:37:57 lr: 0.000010 loss: 17.6110 (17.8628) loss_bbox: 0.1667 (0.1758) loss_bbox_aux_0: 0.1878 (0.1890) loss_bbox_aux_1: 0.1767 (0.1799) loss_bbox_aux_2: 0.1659 (0.1775) loss_bbox_aux_3: 0.1672 (0.1757) loss_bbox_aux_4: 0.1664 (0.1756) loss_bbox_aux_5: 0.2304 (0.2328) loss_bbox_dn_0: 0.3096 (0.3230) loss_bbox_dn_1: 0.2415 (0.2522) loss_bbox_dn_2: 0.2271 (0.2317) loss_bbox_dn_3: 0.2208 (0.2237) loss_bbox_dn_4: 0.2173 (0.2215) loss_bbox_dn_5: 0.2183 (0.2214) loss_giou: 0.5145 (0.5240) loss_giou_aux_0: 0.5410 (0.5507) loss_giou_aux_1: 0.5194 (0.5331) loss_giou_aux_2: 0.5150 (0.5280) loss_giou_aux_3: 0.5130 (0.5247) loss_giou_aux_4: 0.5196 (0.5242) loss_giou_aux_5: 0.6073 (0.6252) loss_giou_dn_0: 0.6533 (0.6596) loss_giou_dn_1: 0.5658 (0.5558) loss_giou_dn_2: 0.5389 (0.5293) loss_giou_dn_3: 0.5271 (0.5205) loss_giou_dn_4: 0.5244 (0.5182) loss_giou_dn_5: 0.5245 (0.5184) loss_vfl: 0.6974 (0.7319) loss_vfl_aux_0: 0.8474 (0.8674) loss_vfl_aux_1: 0.7961 (0.8133) loss_vfl_aux_2: 0.7308 (0.7653) loss_vfl_aux_3: 0.7125 (0.7440) loss_vfl_aux_4: 0.7113 (0.7347) loss_vfl_aux_5: 0.8186 (0.8400) loss_vfl_dn_0: 0.4691 (0.4764) loss_vfl_dn_1: 0.4157 (0.4196) loss_vfl_dn_2: 0.3979 (0.4020) loss_vfl_dn_3: 0.3908 (0.3944) loss_vfl_dn_4: 0.3880 (0.3915) loss_vfl_dn_5: 0.3865 (0.3909) time: 0.4578 data: 0.0141 max mem: 5653 Epoch: [13] [2700/7393] eta: 0:37:08 lr: 0.000010 loss: 18.0167 (17.8698) loss_bbox: 0.1957 (0.1760) loss_bbox_aux_0: 0.2102 (0.1892) loss_bbox_aux_1: 0.1974 (0.1800) loss_bbox_aux_2: 0.1941 (0.1777) loss_bbox_aux_3: 0.1933 (0.1759) loss_bbox_aux_4: 0.1938 (0.1759) loss_bbox_aux_5: 0.2549 (0.2330) loss_bbox_dn_0: 0.3282 (0.3231) loss_bbox_dn_1: 0.2623 (0.2523) loss_bbox_dn_2: 0.2379 (0.2318) loss_bbox_dn_3: 0.2281 (0.2239) loss_bbox_dn_4: 0.2272 (0.2217) loss_bbox_dn_5: 0.2268 (0.2216) loss_giou: 0.4968 (0.5243) loss_giou_aux_0: 0.5290 (0.5511) loss_giou_aux_1: 0.4991 (0.5334) loss_giou_aux_2: 0.4998 (0.5284) loss_giou_aux_3: 0.4975 (0.5251) loss_giou_aux_4: 0.4995 (0.5246) loss_giou_aux_5: 0.6089 (0.6255) loss_giou_dn_0: 0.6438 (0.6597) loss_giou_dn_1: 0.5491 (0.5560) loss_giou_dn_2: 0.5175 (0.5294) loss_giou_dn_3: 0.5102 (0.5207) loss_giou_dn_4: 0.5048 (0.5184) loss_giou_dn_5: 0.5048 (0.5186) loss_vfl: 0.7528 (0.7320) loss_vfl_aux_0: 0.8720 (0.8675) loss_vfl_aux_1: 0.8499 (0.8137) loss_vfl_aux_2: 0.7944 (0.7654) loss_vfl_aux_3: 0.7695 (0.7441) loss_vfl_aux_4: 0.7493 (0.7346) loss_vfl_aux_5: 0.8494 (0.8404) loss_vfl_dn_0: 0.4808 (0.4764) loss_vfl_dn_1: 0.4177 (0.4196) loss_vfl_dn_2: 0.4040 (0.4020) loss_vfl_dn_3: 0.3963 (0.3944) loss_vfl_dn_4: 0.3931 (0.3915) loss_vfl_dn_5: 0.3936 (0.3909) time: 0.4736 data: 0.0140 max mem: 5653 Epoch: [13] [2800/7393] eta: 0:36:29 lr: 0.000010 loss: 18.0542 (17.8814) loss_bbox: 0.1682 (0.1762) loss_bbox_aux_0: 0.1824 (0.1895) loss_bbox_aux_1: 0.1670 (0.1803) loss_bbox_aux_2: 0.1674 (0.1779) loss_bbox_aux_3: 0.1711 (0.1762) loss_bbox_aux_4: 0.1694 (0.1761) loss_bbox_aux_5: 0.2243 (0.2333) loss_bbox_dn_0: 0.3430 (0.3235) loss_bbox_dn_1: 0.2619 (0.2528) loss_bbox_dn_2: 0.2383 (0.2323) loss_bbox_dn_3: 0.2258 (0.2244) loss_bbox_dn_4: 0.2223 (0.2221) loss_bbox_dn_5: 0.2222 (0.2221) loss_giou: 0.4735 (0.5248) loss_giou_aux_0: 0.5172 (0.5516) loss_giou_aux_1: 0.4913 (0.5339) loss_giou_aux_2: 0.4722 (0.5288) loss_giou_aux_3: 0.4721 (0.5256) loss_giou_aux_4: 0.4690 (0.5252) loss_giou_aux_5: 0.6058 (0.6260) loss_giou_dn_0: 0.6360 (0.6600) loss_giou_dn_1: 0.5319 (0.5563) loss_giou_dn_2: 0.4957 (0.5298) loss_giou_dn_3: 0.4848 (0.5211) loss_giou_dn_4: 0.4830 (0.5188) loss_giou_dn_5: 0.4828 (0.5189) loss_vfl: 0.7428 (0.7321) loss_vfl_aux_0: 0.8659 (0.8677) loss_vfl_aux_1: 0.8494 (0.8139) loss_vfl_aux_2: 0.7978 (0.7657) loss_vfl_aux_3: 0.7675 (0.7441) loss_vfl_aux_4: 0.7494 (0.7347) loss_vfl_aux_5: 0.8643 (0.8404) loss_vfl_dn_0: 0.4740 (0.4764) loss_vfl_dn_1: 0.4171 (0.4196) loss_vfl_dn_2: 0.4024 (0.4021) loss_vfl_dn_3: 0.3935 (0.3944) loss_vfl_dn_4: 0.3893 (0.3916) loss_vfl_dn_5: 0.3875 (0.3910) time: 0.7764 data: 0.0142 max mem: 5653 Epoch: [13] [2900/7393] eta: 0:35:40 lr: 0.000010 loss: 18.1540 (17.8894) loss_bbox: 0.1733 (0.1764) loss_bbox_aux_0: 0.1940 (0.1896) loss_bbox_aux_1: 0.1818 (0.1804) loss_bbox_aux_2: 0.1792 (0.1781) loss_bbox_aux_3: 0.1808 (0.1763) loss_bbox_aux_4: 0.1700 (0.1762) loss_bbox_aux_5: 0.2266 (0.2334) loss_bbox_dn_0: 0.3148 (0.3238) loss_bbox_dn_1: 0.2542 (0.2531) loss_bbox_dn_2: 0.2288 (0.2325) loss_bbox_dn_3: 0.2232 (0.2247) loss_bbox_dn_4: 0.2178 (0.2224) loss_bbox_dn_5: 0.2179 (0.2224) loss_giou: 0.5262 (0.5253) loss_giou_aux_0: 0.5467 (0.5521) loss_giou_aux_1: 0.5426 (0.5343) loss_giou_aux_2: 0.5319 (0.5292) loss_giou_aux_3: 0.5268 (0.5260) loss_giou_aux_4: 0.5272 (0.5255) loss_giou_aux_5: 0.6283 (0.6266) loss_giou_dn_0: 0.6543 (0.6604) loss_giou_dn_1: 0.5599 (0.5566) loss_giou_dn_2: 0.5304 (0.5301) loss_giou_dn_3: 0.5205 (0.5214) loss_giou_dn_4: 0.5158 (0.5191) loss_giou_dn_5: 0.5160 (0.5193) loss_vfl: 0.7300 (0.7322) loss_vfl_aux_0: 0.8546 (0.8677) loss_vfl_aux_1: 0.8150 (0.8140) loss_vfl_aux_2: 0.7736 (0.7659) loss_vfl_aux_3: 0.7355 (0.7442) loss_vfl_aux_4: 0.7377 (0.7350) loss_vfl_aux_5: 0.8249 (0.8403) loss_vfl_dn_0: 0.4715 (0.4763) loss_vfl_dn_1: 0.4214 (0.4196) loss_vfl_dn_2: 0.4015 (0.4020) loss_vfl_dn_3: 0.3934 (0.3944) loss_vfl_dn_4: 0.3900 (0.3916) loss_vfl_dn_5: 0.3892 (0.3909) time: 0.4538 data: 0.0139 max mem: 5653 Epoch: [13] [3000/7393] eta: 0:34:51 lr: 0.000010 loss: 17.5650 (17.8903) loss_bbox: 0.1725 (0.1764) loss_bbox_aux_0: 0.1778 (0.1896) loss_bbox_aux_1: 0.1713 (0.1804) loss_bbox_aux_2: 0.1733 (0.1781) loss_bbox_aux_3: 0.1797 (0.1763) loss_bbox_aux_4: 0.1697 (0.1763) loss_bbox_aux_5: 0.2299 (0.2334) loss_bbox_dn_0: 0.3159 (0.3233) loss_bbox_dn_1: 0.2358 (0.2527) loss_bbox_dn_2: 0.2150 (0.2322) loss_bbox_dn_3: 0.2092 (0.2244) loss_bbox_dn_4: 0.2074 (0.2221) loss_bbox_dn_5: 0.2069 (0.2221) loss_giou: 0.5025 (0.5259) loss_giou_aux_0: 0.5375 (0.5527) loss_giou_aux_1: 0.5284 (0.5350) loss_giou_aux_2: 0.5178 (0.5298) loss_giou_aux_3: 0.5037 (0.5266) loss_giou_aux_4: 0.5033 (0.5262) loss_giou_aux_5: 0.5880 (0.6271) loss_giou_dn_0: 0.6433 (0.6605) loss_giou_dn_1: 0.5361 (0.5568) loss_giou_dn_2: 0.5108 (0.5303) loss_giou_dn_3: 0.5011 (0.5216) loss_giou_dn_4: 0.4977 (0.5193) loss_giou_dn_5: 0.4978 (0.5195) loss_vfl: 0.7052 (0.7318) loss_vfl_aux_0: 0.8496 (0.8673) loss_vfl_aux_1: 0.8023 (0.8135) loss_vfl_aux_2: 0.7662 (0.7656) loss_vfl_aux_3: 0.7372 (0.7439) loss_vfl_aux_4: 0.7192 (0.7346) loss_vfl_aux_5: 0.8183 (0.8397) loss_vfl_dn_0: 0.4844 (0.4763) loss_vfl_dn_1: 0.4227 (0.4196) loss_vfl_dn_2: 0.4089 (0.4021) loss_vfl_dn_3: 0.4004 (0.3945) loss_vfl_dn_4: 0.3972 (0.3916) loss_vfl_dn_5: 0.3971 (0.3910) time: 0.4663 data: 0.0136 max mem: 5653 Epoch: [13] [3100/7393] eta: 0:34:02 lr: 0.000010 loss: 17.3866 (17.8906) loss_bbox: 0.1628 (0.1765) loss_bbox_aux_0: 0.1823 (0.1896) loss_bbox_aux_1: 0.1704 (0.1804) loss_bbox_aux_2: 0.1611 (0.1781) loss_bbox_aux_3: 0.1626 (0.1764) loss_bbox_aux_4: 0.1616 (0.1763) loss_bbox_aux_5: 0.2212 (0.2333) loss_bbox_dn_0: 0.3080 (0.3232) loss_bbox_dn_1: 0.2373 (0.2526) loss_bbox_dn_2: 0.2098 (0.2321) loss_bbox_dn_3: 0.2061 (0.2243) loss_bbox_dn_4: 0.2038 (0.2220) loss_bbox_dn_5: 0.2038 (0.2220) loss_giou: 0.4751 (0.5262) loss_giou_aux_0: 0.4867 (0.5529) loss_giou_aux_1: 0.4859 (0.5352) loss_giou_aux_2: 0.4780 (0.5301) loss_giou_aux_3: 0.4746 (0.5269) loss_giou_aux_4: 0.4750 (0.5265) loss_giou_aux_5: 0.5949 (0.6273) loss_giou_dn_0: 0.6401 (0.6607) loss_giou_dn_1: 0.5275 (0.5569) loss_giou_dn_2: 0.5020 (0.5304) loss_giou_dn_3: 0.4899 (0.5217) loss_giou_dn_4: 0.4872 (0.5194) loss_giou_dn_5: 0.4872 (0.5196) loss_vfl: 0.6933 (0.7317) loss_vfl_aux_0: 0.8237 (0.8671) loss_vfl_aux_1: 0.7552 (0.8132) loss_vfl_aux_2: 0.7256 (0.7654) loss_vfl_aux_3: 0.7174 (0.7437) loss_vfl_aux_4: 0.6982 (0.7343) loss_vfl_aux_5: 0.8002 (0.8395) loss_vfl_dn_0: 0.4775 (0.4762) loss_vfl_dn_1: 0.4206 (0.4196) loss_vfl_dn_2: 0.4032 (0.4021) loss_vfl_dn_3: 0.3934 (0.3945) loss_vfl_dn_4: 0.3923 (0.3916) loss_vfl_dn_5: 0.3932 (0.3910) time: 0.4651 data: 0.0142 max mem: 5653 Epoch: [13] [3200/7393] eta: 0:33:13 lr: 0.000010 loss: 17.9776 (17.8877) loss_bbox: 0.1862 (0.1766) loss_bbox_aux_0: 0.1902 (0.1897) loss_bbox_aux_1: 0.1846 (0.1805) loss_bbox_aux_2: 0.1953 (0.1783) loss_bbox_aux_3: 0.1912 (0.1766) loss_bbox_aux_4: 0.1876 (0.1765) loss_bbox_aux_5: 0.2308 (0.2335) loss_bbox_dn_0: 0.3293 (0.3233) loss_bbox_dn_1: 0.2638 (0.2527) loss_bbox_dn_2: 0.2316 (0.2322) loss_bbox_dn_3: 0.2252 (0.2244) loss_bbox_dn_4: 0.2219 (0.2222) loss_bbox_dn_5: 0.2218 (0.2221) loss_giou: 0.4932 (0.5257) loss_giou_aux_0: 0.5245 (0.5524) loss_giou_aux_1: 0.5197 (0.5348) loss_giou_aux_2: 0.5009 (0.5297) loss_giou_aux_3: 0.4917 (0.5265) loss_giou_aux_4: 0.4935 (0.5260) loss_giou_aux_5: 0.5810 (0.6268) loss_giou_dn_0: 0.6451 (0.6602) loss_giou_dn_1: 0.5470 (0.5566) loss_giou_dn_2: 0.5124 (0.5301) loss_giou_dn_3: 0.5050 (0.5214) loss_giou_dn_4: 0.5010 (0.5191) loss_giou_dn_5: 0.5005 (0.5192) loss_vfl: 0.7321 (0.7320) loss_vfl_aux_0: 0.8564 (0.8673) loss_vfl_aux_1: 0.7994 (0.8133) loss_vfl_aux_2: 0.7627 (0.7654) loss_vfl_aux_3: 0.7406 (0.7438) loss_vfl_aux_4: 0.7313 (0.7345) loss_vfl_aux_5: 0.8253 (0.8396) loss_vfl_dn_0: 0.4710 (0.4762) loss_vfl_dn_1: 0.4144 (0.4196) loss_vfl_dn_2: 0.3973 (0.4020) loss_vfl_dn_3: 0.3922 (0.3944) loss_vfl_dn_4: 0.3866 (0.3915) loss_vfl_dn_5: 0.3902 (0.3909) time: 0.4750 data: 0.0147 max mem: 5653 Epoch: [13] [3300/7393] eta: 0:32:26 lr: 0.000010 loss: 17.8205 (17.8833) loss_bbox: 0.1807 (0.1766) loss_bbox_aux_0: 0.1881 (0.1899) loss_bbox_aux_1: 0.1980 (0.1806) loss_bbox_aux_2: 0.1895 (0.1783) loss_bbox_aux_3: 0.1844 (0.1767) loss_bbox_aux_4: 0.1849 (0.1765) loss_bbox_aux_5: 0.2288 (0.2336) loss_bbox_dn_0: 0.3260 (0.3237) loss_bbox_dn_1: 0.2335 (0.2531) loss_bbox_dn_2: 0.2177 (0.2326) loss_bbox_dn_3: 0.2100 (0.2248) loss_bbox_dn_4: 0.2102 (0.2225) loss_bbox_dn_5: 0.2102 (0.2225) loss_giou: 0.4324 (0.5251) loss_giou_aux_0: 0.4695 (0.5518) loss_giou_aux_1: 0.4537 (0.5341) loss_giou_aux_2: 0.4575 (0.5291) loss_giou_aux_3: 0.4384 (0.5259) loss_giou_aux_4: 0.4368 (0.5254) loss_giou_aux_5: 0.5656 (0.6262) loss_giou_dn_0: 0.6571 (0.6598) loss_giou_dn_1: 0.5464 (0.5562) loss_giou_dn_2: 0.5122 (0.5297) loss_giou_dn_3: 0.5025 (0.5210) loss_giou_dn_4: 0.5012 (0.5187) loss_giou_dn_5: 0.5015 (0.5188) loss_vfl: 0.7474 (0.7319) loss_vfl_aux_0: 0.8461 (0.8672) loss_vfl_aux_1: 0.7918 (0.8131) loss_vfl_aux_2: 0.7558 (0.7652) loss_vfl_aux_3: 0.7681 (0.7437) loss_vfl_aux_4: 0.7603 (0.7344) loss_vfl_aux_5: 0.8475 (0.8398) loss_vfl_dn_0: 0.4751 (0.4762) loss_vfl_dn_1: 0.4197 (0.4195) loss_vfl_dn_2: 0.4022 (0.4020) loss_vfl_dn_3: 0.3902 (0.3944) loss_vfl_dn_4: 0.3865 (0.3915) loss_vfl_dn_5: 0.3877 (0.3909) time: 0.4648 data: 0.0140 max mem: 5653 Epoch: [13] [3400/7393] eta: 0:31:39 lr: 0.000010 loss: 18.0199 (17.8871) loss_bbox: 0.1672 (0.1768) loss_bbox_aux_0: 0.1857 (0.1900) loss_bbox_aux_1: 0.1751 (0.1807) loss_bbox_aux_2: 0.1687 (0.1785) loss_bbox_aux_3: 0.1654 (0.1768) loss_bbox_aux_4: 0.1658 (0.1767) loss_bbox_aux_5: 0.2233 (0.2337) loss_bbox_dn_0: 0.3158 (0.3241) loss_bbox_dn_1: 0.2516 (0.2534) loss_bbox_dn_2: 0.2440 (0.2329) loss_bbox_dn_3: 0.2340 (0.2251) loss_bbox_dn_4: 0.2304 (0.2229) loss_bbox_dn_5: 0.2307 (0.2228) loss_giou: 0.5201 (0.5251) loss_giou_aux_0: 0.5580 (0.5518) loss_giou_aux_1: 0.5292 (0.5342) loss_giou_aux_2: 0.5259 (0.5291) loss_giou_aux_3: 0.5181 (0.5259) loss_giou_aux_4: 0.5155 (0.5254) loss_giou_aux_5: 0.6219 (0.6262) loss_giou_dn_0: 0.6660 (0.6596) loss_giou_dn_1: 0.5639 (0.5560) loss_giou_dn_2: 0.5392 (0.5295) loss_giou_dn_3: 0.5329 (0.5208) loss_giou_dn_4: 0.5311 (0.5185) loss_giou_dn_5: 0.5314 (0.5186) loss_vfl: 0.7618 (0.7321) loss_vfl_aux_0: 0.9104 (0.8677) loss_vfl_aux_1: 0.8485 (0.8134) loss_vfl_aux_2: 0.8132 (0.7654) loss_vfl_aux_3: 0.7648 (0.7439) loss_vfl_aux_4: 0.7576 (0.7347) loss_vfl_aux_5: 0.8696 (0.8403) loss_vfl_dn_0: 0.4828 (0.4763) loss_vfl_dn_1: 0.4227 (0.4196) loss_vfl_dn_2: 0.4115 (0.4020) loss_vfl_dn_3: 0.4047 (0.3944) loss_vfl_dn_4: 0.4024 (0.3915) loss_vfl_dn_5: 0.4022 (0.3909) time: 0.4788 data: 0.0139 max mem: 5653 Epoch: [13] [3500/7393] eta: 0:30:51 lr: 0.000010 loss: 17.6055 (17.8853) loss_bbox: 0.1462 (0.1766) loss_bbox_aux_0: 0.1735 (0.1898) loss_bbox_aux_1: 0.1559 (0.1805) loss_bbox_aux_2: 0.1492 (0.1783) loss_bbox_aux_3: 0.1507 (0.1766) loss_bbox_aux_4: 0.1464 (0.1765) loss_bbox_aux_5: 0.2259 (0.2335) loss_bbox_dn_0: 0.3097 (0.3236) loss_bbox_dn_1: 0.2293 (0.2531) loss_bbox_dn_2: 0.2055 (0.2326) loss_bbox_dn_3: 0.1981 (0.2248) loss_bbox_dn_4: 0.1970 (0.2225) loss_bbox_dn_5: 0.1972 (0.2225) loss_giou: 0.5001 (0.5251) loss_giou_aux_0: 0.5367 (0.5518) loss_giou_aux_1: 0.5232 (0.5341) loss_giou_aux_2: 0.5062 (0.5292) loss_giou_aux_3: 0.5016 (0.5258) loss_giou_aux_4: 0.4994 (0.5254) loss_giou_aux_5: 0.6083 (0.6263) loss_giou_dn_0: 0.6564 (0.6595) loss_giou_dn_1: 0.5575 (0.5559) loss_giou_dn_2: 0.5341 (0.5294) loss_giou_dn_3: 0.5275 (0.5207) loss_giou_dn_4: 0.5232 (0.5184) loss_giou_dn_5: 0.5234 (0.5185) loss_vfl: 0.7691 (0.7324) loss_vfl_aux_0: 0.8353 (0.8680) loss_vfl_aux_1: 0.8159 (0.8137) loss_vfl_aux_2: 0.7947 (0.7657) loss_vfl_aux_3: 0.7811 (0.7442) loss_vfl_aux_4: 0.7784 (0.7350) loss_vfl_aux_5: 0.8358 (0.8404) loss_vfl_dn_0: 0.4702 (0.4763) loss_vfl_dn_1: 0.4226 (0.4196) loss_vfl_dn_2: 0.4016 (0.4021) loss_vfl_dn_3: 0.3931 (0.3945) loss_vfl_dn_4: 0.3906 (0.3916) loss_vfl_dn_5: 0.3874 (0.3910) time: 0.4642 data: 0.0146 max mem: 5653 Epoch: [13] [3600/7393] eta: 0:30:10 lr: 0.000010 loss: 17.7725 (17.8840) loss_bbox: 0.1682 (0.1765) loss_bbox_aux_0: 0.1858 (0.1898) loss_bbox_aux_1: 0.1613 (0.1804) loss_bbox_aux_2: 0.1687 (0.1782) loss_bbox_aux_3: 0.1671 (0.1765) loss_bbox_aux_4: 0.1743 (0.1764) loss_bbox_aux_5: 0.2307 (0.2333) loss_bbox_dn_0: 0.2915 (0.3234) loss_bbox_dn_1: 0.2236 (0.2529) loss_bbox_dn_2: 0.2085 (0.2324) loss_bbox_dn_3: 0.1984 (0.2246) loss_bbox_dn_4: 0.1931 (0.2224) loss_bbox_dn_5: 0.1929 (0.2223) loss_giou: 0.5176 (0.5251) loss_giou_aux_0: 0.5247 (0.5518) loss_giou_aux_1: 0.5210 (0.5341) loss_giou_aux_2: 0.5157 (0.5291) loss_giou_aux_3: 0.5178 (0.5259) loss_giou_aux_4: 0.5180 (0.5254) loss_giou_aux_5: 0.6223 (0.6262) loss_giou_dn_0: 0.6373 (0.6595) loss_giou_dn_1: 0.5433 (0.5559) loss_giou_dn_2: 0.5213 (0.5293) loss_giou_dn_3: 0.5144 (0.5206) loss_giou_dn_4: 0.5122 (0.5184) loss_giou_dn_5: 0.5139 (0.5185) loss_vfl: 0.7383 (0.7325) loss_vfl_aux_0: 0.8744 (0.8680) loss_vfl_aux_1: 0.8368 (0.8139) loss_vfl_aux_2: 0.7934 (0.7659) loss_vfl_aux_3: 0.7570 (0.7444) loss_vfl_aux_4: 0.7459 (0.7351) loss_vfl_aux_5: 0.8607 (0.8405) loss_vfl_dn_0: 0.4834 (0.4763) loss_vfl_dn_1: 0.4161 (0.4196) loss_vfl_dn_2: 0.3994 (0.4020) loss_vfl_dn_3: 0.3922 (0.3944) loss_vfl_dn_4: 0.3900 (0.3916) loss_vfl_dn_5: 0.3875 (0.3909) time: 0.4754 data: 0.0137 max mem: 5653 Epoch: [13] [3700/7393] eta: 0:29:21 lr: 0.000010 loss: 17.4422 (17.8776) loss_bbox: 0.1781 (0.1765) loss_bbox_aux_0: 0.1910 (0.1899) loss_bbox_aux_1: 0.1842 (0.1805) loss_bbox_aux_2: 0.1825 (0.1783) loss_bbox_aux_3: 0.1741 (0.1766) loss_bbox_aux_4: 0.1790 (0.1765) loss_bbox_aux_5: 0.2359 (0.2335) loss_bbox_dn_0: 0.3185 (0.3234) loss_bbox_dn_1: 0.2476 (0.2529) loss_bbox_dn_2: 0.2272 (0.2325) loss_bbox_dn_3: 0.2188 (0.2246) loss_bbox_dn_4: 0.2176 (0.2224) loss_bbox_dn_5: 0.2173 (0.2224) loss_giou: 0.4500 (0.5245) loss_giou_aux_0: 0.4873 (0.5512) loss_giou_aux_1: 0.4732 (0.5335) loss_giou_aux_2: 0.4549 (0.5285) loss_giou_aux_3: 0.4494 (0.5253) loss_giou_aux_4: 0.4525 (0.5248) loss_giou_aux_5: 0.5555 (0.6256) loss_giou_dn_0: 0.6302 (0.6590) loss_giou_dn_1: 0.5221 (0.5554) loss_giou_dn_2: 0.4883 (0.5289) loss_giou_dn_3: 0.4716 (0.5201) loss_giou_dn_4: 0.4677 (0.5179) loss_giou_dn_5: 0.4679 (0.5180) loss_vfl: 0.7323 (0.7325) loss_vfl_aux_0: 0.8909 (0.8680) loss_vfl_aux_1: 0.8407 (0.8139) loss_vfl_aux_2: 0.7732 (0.7659) loss_vfl_aux_3: 0.7352 (0.7444) loss_vfl_aux_4: 0.7323 (0.7352) loss_vfl_aux_5: 0.8389 (0.8406) loss_vfl_dn_0: 0.4764 (0.4764) loss_vfl_dn_1: 0.4123 (0.4195) loss_vfl_dn_2: 0.3942 (0.4020) loss_vfl_dn_3: 0.3882 (0.3944) loss_vfl_dn_4: 0.3829 (0.3915) loss_vfl_dn_5: 0.3820 (0.3909) time: 0.4686 data: 0.0143 max mem: 5653 Epoch: [13] [3800/7393] eta: 0:28:33 lr: 0.000010 loss: 18.1062 (17.8860) loss_bbox: 0.1688 (0.1766) loss_bbox_aux_0: 0.1896 (0.1900) loss_bbox_aux_1: 0.1748 (0.1806) loss_bbox_aux_2: 0.1703 (0.1784) loss_bbox_aux_3: 0.1624 (0.1767) loss_bbox_aux_4: 0.1690 (0.1765) loss_bbox_aux_5: 0.2252 (0.2335) loss_bbox_dn_0: 0.3148 (0.3234) loss_bbox_dn_1: 0.2407 (0.2529) loss_bbox_dn_2: 0.2265 (0.2325) loss_bbox_dn_3: 0.2225 (0.2247) loss_bbox_dn_4: 0.2233 (0.2225) loss_bbox_dn_5: 0.2234 (0.2225) loss_giou: 0.5149 (0.5248) loss_giou_aux_0: 0.5585 (0.5517) loss_giou_aux_1: 0.5366 (0.5340) loss_giou_aux_2: 0.5355 (0.5290) loss_giou_aux_3: 0.5254 (0.5256) loss_giou_aux_4: 0.5263 (0.5251) loss_giou_aux_5: 0.6053 (0.6260) loss_giou_dn_0: 0.6779 (0.6593) loss_giou_dn_1: 0.5625 (0.5557) loss_giou_dn_2: 0.5448 (0.5292) loss_giou_dn_3: 0.5440 (0.5205) loss_giou_dn_4: 0.5435 (0.5182) loss_giou_dn_5: 0.5441 (0.5184) loss_vfl: 0.7714 (0.7330) loss_vfl_aux_0: 0.9037 (0.8681) loss_vfl_aux_1: 0.8312 (0.8140) loss_vfl_aux_2: 0.7774 (0.7661) loss_vfl_aux_3: 0.7757 (0.7448) loss_vfl_aux_4: 0.7776 (0.7356) loss_vfl_aux_5: 0.8715 (0.8407) loss_vfl_dn_0: 0.4740 (0.4763) loss_vfl_dn_1: 0.4251 (0.4196) loss_vfl_dn_2: 0.4026 (0.4021) loss_vfl_dn_3: 0.3944 (0.3945) loss_vfl_dn_4: 0.3907 (0.3916) loss_vfl_dn_5: 0.3901 (0.3910) time: 0.4748 data: 0.0151 max mem: 5653 Epoch: [13] [3900/7393] eta: 0:27:45 lr: 0.000010 loss: 17.9239 (17.8880) loss_bbox: 0.1644 (0.1766) loss_bbox_aux_0: 0.1750 (0.1901) loss_bbox_aux_1: 0.1739 (0.1807) loss_bbox_aux_2: 0.1669 (0.1784) loss_bbox_aux_3: 0.1612 (0.1767) loss_bbox_aux_4: 0.1617 (0.1765) loss_bbox_aux_5: 0.2241 (0.2336) loss_bbox_dn_0: 0.3265 (0.3233) loss_bbox_dn_1: 0.2386 (0.2528) loss_bbox_dn_2: 0.2253 (0.2324) loss_bbox_dn_3: 0.2238 (0.2246) loss_bbox_dn_4: 0.2227 (0.2223) loss_bbox_dn_5: 0.2223 (0.2223) loss_giou: 0.5468 (0.5252) loss_giou_aux_0: 0.5714 (0.5520) loss_giou_aux_1: 0.5613 (0.5344) loss_giou_aux_2: 0.5493 (0.5294) loss_giou_aux_3: 0.5505 (0.5261) loss_giou_aux_4: 0.5500 (0.5255) loss_giou_aux_5: 0.6428 (0.6264) loss_giou_dn_0: 0.6658 (0.6595) loss_giou_dn_1: 0.5606 (0.5559) loss_giou_dn_2: 0.5352 (0.5294) loss_giou_dn_3: 0.5268 (0.5207) loss_giou_dn_4: 0.5257 (0.5184) loss_giou_dn_5: 0.5258 (0.5186) loss_vfl: 0.7018 (0.7329) loss_vfl_aux_0: 0.8395 (0.8680) loss_vfl_aux_1: 0.7649 (0.8136) loss_vfl_aux_2: 0.7224 (0.7660) loss_vfl_aux_3: 0.7113 (0.7445) loss_vfl_aux_4: 0.7006 (0.7355) loss_vfl_aux_5: 0.8247 (0.8406) loss_vfl_dn_0: 0.4703 (0.4763) loss_vfl_dn_1: 0.4144 (0.4196) loss_vfl_dn_2: 0.4008 (0.4022) loss_vfl_dn_3: 0.3950 (0.3945) loss_vfl_dn_4: 0.3909 (0.3917) loss_vfl_dn_5: 0.3910 (0.3910) time: 0.4705 data: 0.0147 max mem: 5653 Epoch: [13] [4000/7393] eta: 0:26:56 lr: 0.000010 loss: 17.6411 (17.8914) loss_bbox: 0.1718 (0.1764) loss_bbox_aux_0: 0.1830 (0.1899) loss_bbox_aux_1: 0.1659 (0.1805) loss_bbox_aux_2: 0.1629 (0.1782) loss_bbox_aux_3: 0.1686 (0.1765) loss_bbox_aux_4: 0.1727 (0.1763) loss_bbox_aux_5: 0.2238 (0.2333) loss_bbox_dn_0: 0.3079 (0.3228) loss_bbox_dn_1: 0.2345 (0.2524) loss_bbox_dn_2: 0.2109 (0.2321) loss_bbox_dn_3: 0.2068 (0.2243) loss_bbox_dn_4: 0.2080 (0.2221) loss_bbox_dn_5: 0.2082 (0.2220) loss_giou: 0.5162 (0.5258) loss_giou_aux_0: 0.5434 (0.5527) loss_giou_aux_1: 0.5125 (0.5350) loss_giou_aux_2: 0.5129 (0.5301) loss_giou_aux_3: 0.5144 (0.5268) loss_giou_aux_4: 0.5146 (0.5262) loss_giou_aux_5: 0.6373 (0.6270) loss_giou_dn_0: 0.6643 (0.6599) loss_giou_dn_1: 0.5742 (0.5564) loss_giou_dn_2: 0.5377 (0.5299) loss_giou_dn_3: 0.5277 (0.5212) loss_giou_dn_4: 0.5249 (0.5190) loss_giou_dn_5: 0.5248 (0.5191) loss_vfl: 0.7444 (0.7329) loss_vfl_aux_0: 0.8597 (0.8678) loss_vfl_aux_1: 0.8232 (0.8135) loss_vfl_aux_2: 0.8028 (0.7659) loss_vfl_aux_3: 0.7499 (0.7445) loss_vfl_aux_4: 0.7538 (0.7354) loss_vfl_aux_5: 0.8347 (0.8403) loss_vfl_dn_0: 0.4746 (0.4762) loss_vfl_dn_1: 0.4124 (0.4196) loss_vfl_dn_2: 0.4022 (0.4022) loss_vfl_dn_3: 0.3949 (0.3946) loss_vfl_dn_4: 0.3911 (0.3917) loss_vfl_dn_5: 0.3906 (0.3911) time: 0.4709 data: 0.0138 max mem: 5653 Epoch: [13] [4100/7393] eta: 0:26:09 lr: 0.000010 loss: 18.0548 (17.8921) loss_bbox: 0.1895 (0.1764) loss_bbox_aux_0: 0.1996 (0.1900) loss_bbox_aux_1: 0.1901 (0.1805) loss_bbox_aux_2: 0.1876 (0.1783) loss_bbox_aux_3: 0.1890 (0.1766) loss_bbox_aux_4: 0.1895 (0.1764) loss_bbox_aux_5: 0.2326 (0.2334) loss_bbox_dn_0: 0.3268 (0.3230) loss_bbox_dn_1: 0.2637 (0.2526) loss_bbox_dn_2: 0.2463 (0.2322) loss_bbox_dn_3: 0.2372 (0.2245) loss_bbox_dn_4: 0.2373 (0.2222) loss_bbox_dn_5: 0.2372 (0.2222) loss_giou: 0.5154 (0.5258) loss_giou_aux_0: 0.5509 (0.5526) loss_giou_aux_1: 0.5256 (0.5349) loss_giou_aux_2: 0.5128 (0.5300) loss_giou_aux_3: 0.5081 (0.5267) loss_giou_aux_4: 0.5140 (0.5262) loss_giou_aux_5: 0.6330 (0.6269) loss_giou_dn_0: 0.6584 (0.6599) loss_giou_dn_1: 0.5528 (0.5564) loss_giou_dn_2: 0.5351 (0.5299) loss_giou_dn_3: 0.5287 (0.5213) loss_giou_dn_4: 0.5273 (0.5190) loss_giou_dn_5: 0.5270 (0.5192) loss_vfl: 0.6930 (0.7327) loss_vfl_aux_0: 0.8546 (0.8677) loss_vfl_aux_1: 0.7978 (0.8134) loss_vfl_aux_2: 0.7328 (0.7659) loss_vfl_aux_3: 0.7349 (0.7444) loss_vfl_aux_4: 0.7027 (0.7353) loss_vfl_aux_5: 0.8261 (0.8400) loss_vfl_dn_0: 0.4789 (0.4763) loss_vfl_dn_1: 0.4243 (0.4197) loss_vfl_dn_2: 0.4067 (0.4022) loss_vfl_dn_3: 0.3970 (0.3946) loss_vfl_dn_4: 0.3921 (0.3918) loss_vfl_dn_5: 0.3921 (0.3911) time: 0.4745 data: 0.0143 max mem: 5653 Epoch: [13] [4200/7393] eta: 0:25:20 lr: 0.000010 loss: 17.2908 (17.8924) loss_bbox: 0.1739 (0.1765) loss_bbox_aux_0: 0.1804 (0.1900) loss_bbox_aux_1: 0.1775 (0.1805) loss_bbox_aux_2: 0.1746 (0.1783) loss_bbox_aux_3: 0.1767 (0.1766) loss_bbox_aux_4: 0.1747 (0.1764) loss_bbox_aux_5: 0.2197 (0.2333) loss_bbox_dn_0: 0.2914 (0.3229) loss_bbox_dn_1: 0.2340 (0.2526) loss_bbox_dn_2: 0.2170 (0.2322) loss_bbox_dn_3: 0.2118 (0.2245) loss_bbox_dn_4: 0.2128 (0.2222) loss_bbox_dn_5: 0.2127 (0.2222) loss_giou: 0.5157 (0.5259) loss_giou_aux_0: 0.5443 (0.5527) loss_giou_aux_1: 0.5174 (0.5350) loss_giou_aux_2: 0.5018 (0.5301) loss_giou_aux_3: 0.5146 (0.5269) loss_giou_aux_4: 0.5143 (0.5262) loss_giou_aux_5: 0.6125 (0.6269) loss_giou_dn_0: 0.6530 (0.6599) loss_giou_dn_1: 0.5558 (0.5565) loss_giou_dn_2: 0.5251 (0.5300) loss_giou_dn_3: 0.5142 (0.5214) loss_giou_dn_4: 0.5121 (0.5191) loss_giou_dn_5: 0.5121 (0.5193) loss_vfl: 0.7081 (0.7326) loss_vfl_aux_0: 0.8205 (0.8674) loss_vfl_aux_1: 0.7812 (0.8132) loss_vfl_aux_2: 0.7418 (0.7659) loss_vfl_aux_3: 0.7281 (0.7443) loss_vfl_aux_4: 0.7242 (0.7353) loss_vfl_aux_5: 0.8080 (0.8399) loss_vfl_dn_0: 0.4709 (0.4763) loss_vfl_dn_1: 0.4138 (0.4197) loss_vfl_dn_2: 0.4011 (0.4022) loss_vfl_dn_3: 0.3921 (0.3946) loss_vfl_dn_4: 0.3888 (0.3918) loss_vfl_dn_5: 0.3877 (0.3911) time: 0.4802 data: 0.0145 max mem: 5653 Epoch: [13] [4300/7393] eta: 0:24:32 lr: 0.000010 loss: 17.9397 (17.8954) loss_bbox: 0.1753 (0.1764) loss_bbox_aux_0: 0.1882 (0.1899) loss_bbox_aux_1: 0.1785 (0.1804) loss_bbox_aux_2: 0.1739 (0.1782) loss_bbox_aux_3: 0.1730 (0.1765) loss_bbox_aux_4: 0.1766 (0.1763) loss_bbox_aux_5: 0.2366 (0.2332) loss_bbox_dn_0: 0.3039 (0.3228) loss_bbox_dn_1: 0.2377 (0.2525) loss_bbox_dn_2: 0.2283 (0.2322) loss_bbox_dn_3: 0.2223 (0.2245) loss_bbox_dn_4: 0.2213 (0.2222) loss_bbox_dn_5: 0.2209 (0.2222) loss_giou: 0.5362 (0.5263) loss_giou_aux_0: 0.5504 (0.5530) loss_giou_aux_1: 0.5289 (0.5354) loss_giou_aux_2: 0.5336 (0.5304) loss_giou_aux_3: 0.5298 (0.5272) loss_giou_aux_4: 0.5366 (0.5266) loss_giou_aux_5: 0.6112 (0.6273) loss_giou_dn_0: 0.6632 (0.6602) loss_giou_dn_1: 0.5382 (0.5567) loss_giou_dn_2: 0.5155 (0.5303) loss_giou_dn_3: 0.5085 (0.5216) loss_giou_dn_4: 0.5065 (0.5194) loss_giou_dn_5: 0.5063 (0.5195) loss_vfl: 0.7104 (0.7327) loss_vfl_aux_0: 0.8897 (0.8673) loss_vfl_aux_1: 0.8121 (0.8133) loss_vfl_aux_2: 0.7563 (0.7660) loss_vfl_aux_3: 0.7188 (0.7443) loss_vfl_aux_4: 0.7205 (0.7352) loss_vfl_aux_5: 0.8515 (0.8396) loss_vfl_dn_0: 0.4747 (0.4763) loss_vfl_dn_1: 0.4167 (0.4197) loss_vfl_dn_2: 0.3996 (0.4023) loss_vfl_dn_3: 0.3960 (0.3946) loss_vfl_dn_4: 0.3917 (0.3918) loss_vfl_dn_5: 0.3925 (0.3912) time: 0.4740 data: 0.0137 max mem: 5653 Epoch: [13] [4400/7393] eta: 0:23:44 lr: 0.000010 loss: 17.6504 (17.8950) loss_bbox: 0.1868 (0.1765) loss_bbox_aux_0: 0.1918 (0.1900) loss_bbox_aux_1: 0.1903 (0.1805) loss_bbox_aux_2: 0.1879 (0.1783) loss_bbox_aux_3: 0.1839 (0.1766) loss_bbox_aux_4: 0.1856 (0.1764) loss_bbox_aux_5: 0.2449 (0.2333) loss_bbox_dn_0: 0.3271 (0.3230) loss_bbox_dn_1: 0.2525 (0.2527) loss_bbox_dn_2: 0.2361 (0.2324) loss_bbox_dn_3: 0.2241 (0.2247) loss_bbox_dn_4: 0.2211 (0.2224) loss_bbox_dn_5: 0.2216 (0.2224) loss_giou: 0.4773 (0.5260) loss_giou_aux_0: 0.4902 (0.5527) loss_giou_aux_1: 0.4838 (0.5351) loss_giou_aux_2: 0.4745 (0.5301) loss_giou_aux_3: 0.4723 (0.5269) loss_giou_aux_4: 0.4715 (0.5263) loss_giou_aux_5: 0.5871 (0.6271) loss_giou_dn_0: 0.6417 (0.6601) loss_giou_dn_1: 0.5280 (0.5566) loss_giou_dn_2: 0.4982 (0.5302) loss_giou_dn_3: 0.4929 (0.5215) loss_giou_dn_4: 0.4920 (0.5193) loss_giou_dn_5: 0.4920 (0.5194) loss_vfl: 0.7633 (0.7327) loss_vfl_aux_0: 0.8904 (0.8674) loss_vfl_aux_1: 0.8398 (0.8134) loss_vfl_aux_2: 0.7806 (0.7662) loss_vfl_aux_3: 0.7710 (0.7444) loss_vfl_aux_4: 0.7592 (0.7353) loss_vfl_aux_5: 0.8486 (0.8396) loss_vfl_dn_0: 0.4795 (0.4763) loss_vfl_dn_1: 0.4246 (0.4197) loss_vfl_dn_2: 0.4034 (0.4022) loss_vfl_dn_3: 0.3947 (0.3946) loss_vfl_dn_4: 0.3896 (0.3917) loss_vfl_dn_5: 0.3890 (0.3911) time: 0.4762 data: 0.0136 max mem: 5653 Epoch: [13] [4500/7393] eta: 0:22:56 lr: 0.000010 loss: 17.6053 (17.8966) loss_bbox: 0.1752 (0.1764) loss_bbox_aux_0: 0.1910 (0.1899) loss_bbox_aux_1: 0.1802 (0.1804) loss_bbox_aux_2: 0.1779 (0.1782) loss_bbox_aux_3: 0.1744 (0.1765) loss_bbox_aux_4: 0.1753 (0.1763) loss_bbox_aux_5: 0.2362 (0.2333) loss_bbox_dn_0: 0.3476 (0.3231) loss_bbox_dn_1: 0.2856 (0.2528) loss_bbox_dn_2: 0.2594 (0.2324) loss_bbox_dn_3: 0.2449 (0.2247) loss_bbox_dn_4: 0.2407 (0.2224) loss_bbox_dn_5: 0.2403 (0.2224) loss_giou: 0.5063 (0.5260) loss_giou_aux_0: 0.5355 (0.5528) loss_giou_aux_1: 0.5198 (0.5352) loss_giou_aux_2: 0.5141 (0.5301) loss_giou_aux_3: 0.5062 (0.5269) loss_giou_aux_4: 0.5061 (0.5264) loss_giou_aux_5: 0.5987 (0.6271) loss_giou_dn_0: 0.6345 (0.6602) loss_giou_dn_1: 0.5490 (0.5567) loss_giou_dn_2: 0.5204 (0.5303) loss_giou_dn_3: 0.5092 (0.5216) loss_giou_dn_4: 0.5037 (0.5194) loss_giou_dn_5: 0.5037 (0.5195) loss_vfl: 0.7171 (0.7329) loss_vfl_aux_0: 0.8196 (0.8675) loss_vfl_aux_1: 0.7960 (0.8135) loss_vfl_aux_2: 0.7420 (0.7663) loss_vfl_aux_3: 0.7355 (0.7446) loss_vfl_aux_4: 0.7297 (0.7355) loss_vfl_aux_5: 0.8132 (0.8398) loss_vfl_dn_0: 0.4672 (0.4763) loss_vfl_dn_1: 0.4084 (0.4196) loss_vfl_dn_2: 0.3931 (0.4022) loss_vfl_dn_3: 0.3856 (0.3945) loss_vfl_dn_4: 0.3820 (0.3917) loss_vfl_dn_5: 0.3816 (0.3911) time: 0.4692 data: 0.0144 max mem: 5653 Epoch: [13] [4600/7393] eta: 0:22:09 lr: 0.000010 loss: 16.9966 (17.8975) loss_bbox: 0.1744 (0.1765) loss_bbox_aux_0: 0.1902 (0.1901) loss_bbox_aux_1: 0.1844 (0.1805) loss_bbox_aux_2: 0.1720 (0.1783) loss_bbox_aux_3: 0.1757 (0.1766) loss_bbox_aux_4: 0.1806 (0.1765) loss_bbox_aux_5: 0.2335 (0.2334) loss_bbox_dn_0: 0.3126 (0.3233) loss_bbox_dn_1: 0.2347 (0.2530) loss_bbox_dn_2: 0.2191 (0.2327) loss_bbox_dn_3: 0.2187 (0.2249) loss_bbox_dn_4: 0.2169 (0.2226) loss_bbox_dn_5: 0.2169 (0.2226) loss_giou: 0.4617 (0.5257) loss_giou_aux_0: 0.4891 (0.5524) loss_giou_aux_1: 0.4679 (0.5348) loss_giou_aux_2: 0.4574 (0.5298) loss_giou_aux_3: 0.4511 (0.5266) loss_giou_aux_4: 0.4639 (0.5260) loss_giou_aux_5: 0.5647 (0.6268) loss_giou_dn_0: 0.6389 (0.6601) loss_giou_dn_1: 0.5134 (0.5567) loss_giou_dn_2: 0.4878 (0.5302) loss_giou_dn_3: 0.4800 (0.5216) loss_giou_dn_4: 0.4783 (0.5193) loss_giou_dn_5: 0.4785 (0.5195) loss_vfl: 0.7305 (0.7332) loss_vfl_aux_0: 0.8767 (0.8676) loss_vfl_aux_1: 0.8075 (0.8138) loss_vfl_aux_2: 0.7892 (0.7665) loss_vfl_aux_3: 0.7679 (0.7449) loss_vfl_aux_4: 0.7545 (0.7357) loss_vfl_aux_5: 0.8547 (0.8400) loss_vfl_dn_0: 0.4720 (0.4763) loss_vfl_dn_1: 0.4133 (0.4196) loss_vfl_dn_2: 0.3998 (0.4022) loss_vfl_dn_3: 0.3862 (0.3945) loss_vfl_dn_4: 0.3866 (0.3917) loss_vfl_dn_5: 0.3862 (0.3911) time: 0.4825 data: 0.0143 max mem: 5653 Epoch: [13] [4700/7393] eta: 0:21:21 lr: 0.000010 loss: 18.0869 (17.9008) loss_bbox: 0.1793 (0.1766) loss_bbox_aux_0: 0.1864 (0.1901) loss_bbox_aux_1: 0.1732 (0.1807) loss_bbox_aux_2: 0.1822 (0.1785) loss_bbox_aux_3: 0.1758 (0.1767) loss_bbox_aux_4: 0.1821 (0.1766) loss_bbox_aux_5: 0.2233 (0.2335) loss_bbox_dn_0: 0.3011 (0.3236) loss_bbox_dn_1: 0.2350 (0.2533) loss_bbox_dn_2: 0.2165 (0.2329) loss_bbox_dn_3: 0.1993 (0.2251) loss_bbox_dn_4: 0.2010 (0.2229) loss_bbox_dn_5: 0.2015 (0.2228) loss_giou: 0.5151 (0.5254) loss_giou_aux_0: 0.5232 (0.5520) loss_giou_aux_1: 0.5268 (0.5345) loss_giou_aux_2: 0.5210 (0.5295) loss_giou_aux_3: 0.5184 (0.5262) loss_giou_aux_4: 0.5153 (0.5257) loss_giou_aux_5: 0.6167 (0.6264) loss_giou_dn_0: 0.6233 (0.6600) loss_giou_dn_1: 0.5233 (0.5565) loss_giou_dn_2: 0.4984 (0.5301) loss_giou_dn_3: 0.4938 (0.5215) loss_giou_dn_4: 0.4927 (0.5192) loss_giou_dn_5: 0.4928 (0.5194) loss_vfl: 0.7139 (0.7337) loss_vfl_aux_0: 0.8774 (0.8683) loss_vfl_aux_1: 0.8321 (0.8143) loss_vfl_aux_2: 0.7715 (0.7670) loss_vfl_aux_3: 0.7353 (0.7454) loss_vfl_aux_4: 0.7224 (0.7362) loss_vfl_aux_5: 0.8394 (0.8406) loss_vfl_dn_0: 0.4832 (0.4763) loss_vfl_dn_1: 0.4200 (0.4197) loss_vfl_dn_2: 0.4068 (0.4022) loss_vfl_dn_3: 0.4011 (0.3946) loss_vfl_dn_4: 0.3980 (0.3917) loss_vfl_dn_5: 0.3983 (0.3911) time: 0.4659 data: 0.0144 max mem: 5653 Epoch: [13] [4800/7393] eta: 0:20:36 lr: 0.000010 loss: 17.9294 (17.8986) loss_bbox: 0.1633 (0.1766) loss_bbox_aux_0: 0.1968 (0.1902) loss_bbox_aux_1: 0.1918 (0.1808) loss_bbox_aux_2: 0.1700 (0.1785) loss_bbox_aux_3: 0.1627 (0.1768) loss_bbox_aux_4: 0.1612 (0.1766) loss_bbox_aux_5: 0.2271 (0.2336) loss_bbox_dn_0: 0.3037 (0.3235) loss_bbox_dn_1: 0.2232 (0.2532) loss_bbox_dn_2: 0.2012 (0.2329) loss_bbox_dn_3: 0.1909 (0.2251) loss_bbox_dn_4: 0.1888 (0.2228) loss_bbox_dn_5: 0.1888 (0.2228) loss_giou: 0.5405 (0.5251) loss_giou_aux_0: 0.5815 (0.5519) loss_giou_aux_1: 0.5478 (0.5343) loss_giou_aux_2: 0.5347 (0.5293) loss_giou_aux_3: 0.5350 (0.5260) loss_giou_aux_4: 0.5430 (0.5254) loss_giou_aux_5: 0.6297 (0.6263) loss_giou_dn_0: 0.6562 (0.6598) loss_giou_dn_1: 0.5446 (0.5563) loss_giou_dn_2: 0.5176 (0.5299) loss_giou_dn_3: 0.5063 (0.5212) loss_giou_dn_4: 0.5034 (0.5190) loss_giou_dn_5: 0.5035 (0.5191) loss_vfl: 0.7201 (0.7338) loss_vfl_aux_0: 0.8420 (0.8683) loss_vfl_aux_1: 0.7839 (0.8144) loss_vfl_aux_2: 0.7428 (0.7672) loss_vfl_aux_3: 0.7188 (0.7455) loss_vfl_aux_4: 0.7170 (0.7364) loss_vfl_aux_5: 0.8393 (0.8406) loss_vfl_dn_0: 0.4791 (0.4763) loss_vfl_dn_1: 0.4220 (0.4196) loss_vfl_dn_2: 0.4023 (0.4022) loss_vfl_dn_3: 0.3942 (0.3945) loss_vfl_dn_4: 0.3913 (0.3917) loss_vfl_dn_5: 0.3903 (0.3911) time: 0.4713 data: 0.0139 max mem: 5653 Epoch: [13] [4900/7393] eta: 0:19:48 lr: 0.000010 loss: 17.3105 (17.9003) loss_bbox: 0.1579 (0.1768) loss_bbox_aux_0: 0.1793 (0.1903) loss_bbox_aux_1: 0.1607 (0.1808) loss_bbox_aux_2: 0.1648 (0.1786) loss_bbox_aux_3: 0.1641 (0.1769) loss_bbox_aux_4: 0.1579 (0.1767) loss_bbox_aux_5: 0.2209 (0.2337) loss_bbox_dn_0: 0.3350 (0.3239) loss_bbox_dn_1: 0.2618 (0.2535) loss_bbox_dn_2: 0.2418 (0.2331) loss_bbox_dn_3: 0.2318 (0.2253) loss_bbox_dn_4: 0.2279 (0.2231) loss_bbox_dn_5: 0.2280 (0.2230) loss_giou: 0.4868 (0.5248) loss_giou_aux_0: 0.5212 (0.5516) loss_giou_aux_1: 0.4840 (0.5339) loss_giou_aux_2: 0.4902 (0.5290) loss_giou_aux_3: 0.4893 (0.5257) loss_giou_aux_4: 0.4837 (0.5251) loss_giou_aux_5: 0.5963 (0.6260) loss_giou_dn_0: 0.6290 (0.6597) loss_giou_dn_1: 0.5289 (0.5562) loss_giou_dn_2: 0.4962 (0.5298) loss_giou_dn_3: 0.4848 (0.5211) loss_giou_dn_4: 0.4809 (0.5188) loss_giou_dn_5: 0.4810 (0.5190) loss_vfl: 0.7503 (0.7340) loss_vfl_aux_0: 0.9176 (0.8686) loss_vfl_aux_1: 0.8453 (0.8149) loss_vfl_aux_2: 0.7946 (0.7675) loss_vfl_aux_3: 0.7671 (0.7458) loss_vfl_aux_4: 0.7538 (0.7366) loss_vfl_aux_5: 0.8674 (0.8410) loss_vfl_dn_0: 0.4751 (0.4763) loss_vfl_dn_1: 0.4163 (0.4196) loss_vfl_dn_2: 0.3927 (0.4022) loss_vfl_dn_3: 0.3920 (0.3945) loss_vfl_dn_4: 0.3857 (0.3917) loss_vfl_dn_5: 0.3862 (0.3911) time: 0.4825 data: 0.0144 max mem: 5653 Epoch: [13] [5000/7393] eta: 0:19:00 lr: 0.000010 loss: 17.7733 (17.9016) loss_bbox: 0.1589 (0.1767) loss_bbox_aux_0: 0.1732 (0.1903) loss_bbox_aux_1: 0.1693 (0.1808) loss_bbox_aux_2: 0.1633 (0.1785) loss_bbox_aux_3: 0.1616 (0.1768) loss_bbox_aux_4: 0.1588 (0.1766) loss_bbox_aux_5: 0.2132 (0.2336) loss_bbox_dn_0: 0.2650 (0.3237) loss_bbox_dn_1: 0.2089 (0.2534) loss_bbox_dn_2: 0.1950 (0.2330) loss_bbox_dn_3: 0.1878 (0.2252) loss_bbox_dn_4: 0.1848 (0.2230) loss_bbox_dn_5: 0.1849 (0.2229) loss_giou: 0.5464 (0.5251) loss_giou_aux_0: 0.5707 (0.5519) loss_giou_aux_1: 0.5552 (0.5341) loss_giou_aux_2: 0.5519 (0.5292) loss_giou_aux_3: 0.5513 (0.5259) loss_giou_aux_4: 0.5496 (0.5253) loss_giou_aux_5: 0.6541 (0.6261) loss_giou_dn_0: 0.6816 (0.6599) loss_giou_dn_1: 0.5654 (0.5564) loss_giou_dn_2: 0.5376 (0.5300) loss_giou_dn_3: 0.5258 (0.5213) loss_giou_dn_4: 0.5223 (0.5190) loss_giou_dn_5: 0.5222 (0.5192) loss_vfl: 0.6918 (0.7339) loss_vfl_aux_0: 0.8389 (0.8684) loss_vfl_aux_1: 0.7868 (0.8150) loss_vfl_aux_2: 0.7394 (0.7675) loss_vfl_aux_3: 0.7048 (0.7457) loss_vfl_aux_4: 0.6975 (0.7365) loss_vfl_aux_5: 0.7989 (0.8409) loss_vfl_dn_0: 0.4782 (0.4763) loss_vfl_dn_1: 0.4257 (0.4197) loss_vfl_dn_2: 0.4074 (0.4022) loss_vfl_dn_3: 0.3999 (0.3946) loss_vfl_dn_4: 0.3971 (0.3917) loss_vfl_dn_5: 0.3952 (0.3911) time: 0.4621 data: 0.0138 max mem: 5653 Epoch: [13] [5100/7393] eta: 0:18:14 lr: 0.000010 loss: 17.6086 (17.9002) loss_bbox: 0.1730 (0.1767) loss_bbox_aux_0: 0.1827 (0.1903) loss_bbox_aux_1: 0.1702 (0.1807) loss_bbox_aux_2: 0.1735 (0.1785) loss_bbox_aux_3: 0.1750 (0.1768) loss_bbox_aux_4: 0.1734 (0.1766) loss_bbox_aux_5: 0.2239 (0.2336) loss_bbox_dn_0: 0.3386 (0.3236) loss_bbox_dn_1: 0.2506 (0.2534) loss_bbox_dn_2: 0.2222 (0.2330) loss_bbox_dn_3: 0.2140 (0.2252) loss_bbox_dn_4: 0.2130 (0.2230) loss_bbox_dn_5: 0.2131 (0.2229) loss_giou: 0.4832 (0.5251) loss_giou_aux_0: 0.5260 (0.5520) loss_giou_aux_1: 0.4896 (0.5342) loss_giou_aux_2: 0.4837 (0.5293) loss_giou_aux_3: 0.4801 (0.5260) loss_giou_aux_4: 0.4827 (0.5254) loss_giou_aux_5: 0.6064 (0.6261) loss_giou_dn_0: 0.6395 (0.6600) loss_giou_dn_1: 0.5399 (0.5565) loss_giou_dn_2: 0.5118 (0.5301) loss_giou_dn_3: 0.4993 (0.5214) loss_giou_dn_4: 0.4982 (0.5191) loss_giou_dn_5: 0.4983 (0.5193) loss_vfl: 0.7350 (0.7337) loss_vfl_aux_0: 0.8854 (0.8680) loss_vfl_aux_1: 0.8100 (0.8148) loss_vfl_aux_2: 0.7730 (0.7672) loss_vfl_aux_3: 0.7697 (0.7455) loss_vfl_aux_4: 0.7425 (0.7364) loss_vfl_aux_5: 0.8594 (0.8407) loss_vfl_dn_0: 0.4746 (0.4763) loss_vfl_dn_1: 0.4137 (0.4196) loss_vfl_dn_2: 0.3991 (0.4022) loss_vfl_dn_3: 0.3952 (0.3945) loss_vfl_dn_4: 0.3934 (0.3917) loss_vfl_dn_5: 0.3955 (0.3911) time: 0.4850 data: 0.0139 max mem: 5653 Epoch: [13] [5200/7393] eta: 0:17:26 lr: 0.000010 loss: 17.8703 (17.8999) loss_bbox: 0.1608 (0.1766) loss_bbox_aux_0: 0.1684 (0.1902) loss_bbox_aux_1: 0.1544 (0.1807) loss_bbox_aux_2: 0.1617 (0.1784) loss_bbox_aux_3: 0.1582 (0.1767) loss_bbox_aux_4: 0.1597 (0.1765) loss_bbox_aux_5: 0.2073 (0.2335) loss_bbox_dn_0: 0.2835 (0.3234) loss_bbox_dn_1: 0.2273 (0.2532) loss_bbox_dn_2: 0.2080 (0.2329) loss_bbox_dn_3: 0.2034 (0.2251) loss_bbox_dn_4: 0.1998 (0.2228) loss_bbox_dn_5: 0.1993 (0.2228) loss_giou: 0.5318 (0.5253) loss_giou_aux_0: 0.5628 (0.5523) loss_giou_aux_1: 0.5611 (0.5344) loss_giou_aux_2: 0.5403 (0.5296) loss_giou_aux_3: 0.5429 (0.5262) loss_giou_aux_4: 0.5315 (0.5256) loss_giou_aux_5: 0.6355 (0.6263) loss_giou_dn_0: 0.6681 (0.6601) loss_giou_dn_1: 0.5661 (0.5566) loss_giou_dn_2: 0.5514 (0.5302) loss_giou_dn_3: 0.5423 (0.5216) loss_giou_dn_4: 0.5414 (0.5193) loss_giou_dn_5: 0.5418 (0.5195) loss_vfl: 0.7217 (0.7336) loss_vfl_aux_0: 0.8230 (0.8677) loss_vfl_aux_1: 0.7623 (0.8145) loss_vfl_aux_2: 0.7298 (0.7670) loss_vfl_aux_3: 0.7266 (0.7453) loss_vfl_aux_4: 0.7228 (0.7363) loss_vfl_aux_5: 0.8039 (0.8404) loss_vfl_dn_0: 0.4714 (0.4763) loss_vfl_dn_1: 0.4125 (0.4196) loss_vfl_dn_2: 0.4014 (0.4021) loss_vfl_dn_3: 0.3931 (0.3945) loss_vfl_dn_4: 0.3908 (0.3917) loss_vfl_dn_5: 0.3880 (0.3911) time: 0.4725 data: 0.0146 max mem: 5653 Epoch: [13] [5300/7393] eta: 0:16:38 lr: 0.000010 loss: 18.0259 (17.9035) loss_bbox: 0.1647 (0.1767) loss_bbox_aux_0: 0.1917 (0.1904) loss_bbox_aux_1: 0.1768 (0.1808) loss_bbox_aux_2: 0.1747 (0.1786) loss_bbox_aux_3: 0.1655 (0.1768) loss_bbox_aux_4: 0.1664 (0.1766) loss_bbox_aux_5: 0.2241 (0.2335) loss_bbox_dn_0: 0.3244 (0.3236) loss_bbox_dn_1: 0.2636 (0.2534) loss_bbox_dn_2: 0.2467 (0.2331) loss_bbox_dn_3: 0.2375 (0.2253) loss_bbox_dn_4: 0.2361 (0.2230) loss_bbox_dn_5: 0.2363 (0.2230) loss_giou: 0.4879 (0.5252) loss_giou_aux_0: 0.5181 (0.5521) loss_giou_aux_1: 0.4913 (0.5343) loss_giou_aux_2: 0.4872 (0.5295) loss_giou_aux_3: 0.4877 (0.5261) loss_giou_aux_4: 0.4818 (0.5255) loss_giou_aux_5: 0.5889 (0.6262) loss_giou_dn_0: 0.6640 (0.6603) loss_giou_dn_1: 0.5558 (0.5567) loss_giou_dn_2: 0.5262 (0.5303) loss_giou_dn_3: 0.5185 (0.5216) loss_giou_dn_4: 0.5173 (0.5194) loss_giou_dn_5: 0.5174 (0.5195) loss_vfl: 0.7642 (0.7340) loss_vfl_aux_0: 0.9419 (0.8679) loss_vfl_aux_1: 0.8601 (0.8145) loss_vfl_aux_2: 0.8256 (0.7672) loss_vfl_aux_3: 0.7683 (0.7456) loss_vfl_aux_4: 0.7606 (0.7366) loss_vfl_aux_5: 0.8869 (0.8406) loss_vfl_dn_0: 0.4776 (0.4763) loss_vfl_dn_1: 0.4303 (0.4197) loss_vfl_dn_2: 0.4095 (0.4023) loss_vfl_dn_3: 0.3959 (0.3946) loss_vfl_dn_4: 0.3928 (0.3918) loss_vfl_dn_5: 0.3921 (0.3912) time: 0.4608 data: 0.0146 max mem: 5653 Epoch: [13] [5400/7393] eta: 0:15:50 lr: 0.000010 loss: 17.5195 (17.8997) loss_bbox: 0.1593 (0.1766) loss_bbox_aux_0: 0.1788 (0.1903) loss_bbox_aux_1: 0.1701 (0.1808) loss_bbox_aux_2: 0.1692 (0.1785) loss_bbox_aux_3: 0.1621 (0.1768) loss_bbox_aux_4: 0.1612 (0.1766) loss_bbox_aux_5: 0.2228 (0.2335) loss_bbox_dn_0: 0.2858 (0.3235) loss_bbox_dn_1: 0.2293 (0.2533) loss_bbox_dn_2: 0.2067 (0.2330) loss_bbox_dn_3: 0.2009 (0.2252) loss_bbox_dn_4: 0.1977 (0.2230) loss_bbox_dn_5: 0.1976 (0.2229) loss_giou: 0.4946 (0.5248) loss_giou_aux_0: 0.5140 (0.5518) loss_giou_aux_1: 0.5154 (0.5340) loss_giou_aux_2: 0.5095 (0.5291) loss_giou_aux_3: 0.5012 (0.5258) loss_giou_aux_4: 0.4977 (0.5251) loss_giou_aux_5: 0.5964 (0.6258) loss_giou_dn_0: 0.6377 (0.6599) loss_giou_dn_1: 0.5269 (0.5564) loss_giou_dn_2: 0.5046 (0.5300) loss_giou_dn_3: 0.4990 (0.5213) loss_giou_dn_4: 0.4976 (0.5191) loss_giou_dn_5: 0.4976 (0.5192) loss_vfl: 0.7508 (0.7342) loss_vfl_aux_0: 0.9033 (0.8680) loss_vfl_aux_1: 0.8223 (0.8146) loss_vfl_aux_2: 0.7648 (0.7673) loss_vfl_aux_3: 0.7717 (0.7457) loss_vfl_aux_4: 0.7595 (0.7368) loss_vfl_aux_5: 0.8520 (0.8407) loss_vfl_dn_0: 0.4843 (0.4764) loss_vfl_dn_1: 0.4228 (0.4198) loss_vfl_dn_2: 0.4049 (0.4023) loss_vfl_dn_3: 0.3975 (0.3946) loss_vfl_dn_4: 0.3924 (0.3918) loss_vfl_dn_5: 0.3948 (0.3912) time: 0.4847 data: 0.0140 max mem: 5653 Epoch: [13] [5500/7393] eta: 0:15:03 lr: 0.000010 loss: 17.8883 (17.8986) loss_bbox: 0.1720 (0.1765) loss_bbox_aux_0: 0.1805 (0.1902) loss_bbox_aux_1: 0.1724 (0.1807) loss_bbox_aux_2: 0.1648 (0.1784) loss_bbox_aux_3: 0.1673 (0.1767) loss_bbox_aux_4: 0.1705 (0.1765) loss_bbox_aux_5: 0.2180 (0.2334) loss_bbox_dn_0: 0.2871 (0.3232) loss_bbox_dn_1: 0.2211 (0.2531) loss_bbox_dn_2: 0.2089 (0.2328) loss_bbox_dn_3: 0.1963 (0.2250) loss_bbox_dn_4: 0.1938 (0.2228) loss_bbox_dn_5: 0.1936 (0.2227) loss_giou: 0.5613 (0.5253) loss_giou_aux_0: 0.5908 (0.5522) loss_giou_aux_1: 0.5675 (0.5344) loss_giou_aux_2: 0.5591 (0.5296) loss_giou_aux_3: 0.5764 (0.5263) loss_giou_aux_4: 0.5597 (0.5256) loss_giou_aux_5: 0.6633 (0.6262) loss_giou_dn_0: 0.6776 (0.6600) loss_giou_dn_1: 0.5757 (0.5565) loss_giou_dn_2: 0.5545 (0.5301) loss_giou_dn_3: 0.5486 (0.5215) loss_giou_dn_4: 0.5462 (0.5192) loss_giou_dn_5: 0.5463 (0.5194) loss_vfl: 0.6892 (0.7339) loss_vfl_aux_0: 0.8158 (0.8675) loss_vfl_aux_1: 0.7627 (0.8141) loss_vfl_aux_2: 0.7217 (0.7670) loss_vfl_aux_3: 0.6916 (0.7454) loss_vfl_aux_4: 0.6939 (0.7365) loss_vfl_aux_5: 0.8149 (0.8402) loss_vfl_dn_0: 0.4772 (0.4764) loss_vfl_dn_1: 0.4168 (0.4197) loss_vfl_dn_2: 0.3950 (0.4022) loss_vfl_dn_3: 0.3919 (0.3946) loss_vfl_dn_4: 0.3910 (0.3918) loss_vfl_dn_5: 0.3893 (0.3911) time: 0.4787 data: 0.0140 max mem: 5653 Epoch: [13] [5600/7393] eta: 0:14:16 lr: 0.000010 loss: 17.8957 (17.8963) loss_bbox: 0.1726 (0.1765) loss_bbox_aux_0: 0.1885 (0.1902) loss_bbox_aux_1: 0.1723 (0.1806) loss_bbox_aux_2: 0.1718 (0.1784) loss_bbox_aux_3: 0.1711 (0.1767) loss_bbox_aux_4: 0.1725 (0.1764) loss_bbox_aux_5: 0.2276 (0.2334) loss_bbox_dn_0: 0.2927 (0.3233) loss_bbox_dn_1: 0.2216 (0.2531) loss_bbox_dn_2: 0.2010 (0.2328) loss_bbox_dn_3: 0.1925 (0.2250) loss_bbox_dn_4: 0.1897 (0.2228) loss_bbox_dn_5: 0.1896 (0.2228) loss_giou: 0.4868 (0.5250) loss_giou_aux_0: 0.5084 (0.5520) loss_giou_aux_1: 0.4857 (0.5342) loss_giou_aux_2: 0.4850 (0.5293) loss_giou_aux_3: 0.4890 (0.5260) loss_giou_aux_4: 0.4938 (0.5253) loss_giou_aux_5: 0.6130 (0.6260) loss_giou_dn_0: 0.6584 (0.6599) loss_giou_dn_1: 0.5581 (0.5564) loss_giou_dn_2: 0.5337 (0.5299) loss_giou_dn_3: 0.5234 (0.5213) loss_giou_dn_4: 0.5211 (0.5191) loss_giou_dn_5: 0.5212 (0.5192) loss_vfl: 0.7264 (0.7340) loss_vfl_aux_0: 0.8534 (0.8675) loss_vfl_aux_1: 0.8168 (0.8141) loss_vfl_aux_2: 0.7735 (0.7671) loss_vfl_aux_3: 0.7557 (0.7455) loss_vfl_aux_4: 0.7282 (0.7366) loss_vfl_aux_5: 0.8446 (0.8402) loss_vfl_dn_0: 0.4766 (0.4764) loss_vfl_dn_1: 0.4261 (0.4197) loss_vfl_dn_2: 0.4085 (0.4022) loss_vfl_dn_3: 0.4035 (0.3946) loss_vfl_dn_4: 0.3988 (0.3917) loss_vfl_dn_5: 0.3982 (0.3911) time: 0.4679 data: 0.0137 max mem: 5653 Epoch: [13] [5700/7393] eta: 0:13:28 lr: 0.000010 loss: 18.0258 (17.8997) loss_bbox: 0.1604 (0.1765) loss_bbox_aux_0: 0.1728 (0.1903) loss_bbox_aux_1: 0.1723 (0.1807) loss_bbox_aux_2: 0.1626 (0.1784) loss_bbox_aux_3: 0.1616 (0.1767) loss_bbox_aux_4: 0.1625 (0.1765) loss_bbox_aux_5: 0.2072 (0.2335) loss_bbox_dn_0: 0.2618 (0.3235) loss_bbox_dn_1: 0.2083 (0.2533) loss_bbox_dn_2: 0.1951 (0.2330) loss_bbox_dn_3: 0.1878 (0.2252) loss_bbox_dn_4: 0.1864 (0.2229) loss_bbox_dn_5: 0.1864 (0.2229) loss_giou: 0.5476 (0.5251) loss_giou_aux_0: 0.5802 (0.5520) loss_giou_aux_1: 0.5618 (0.5343) loss_giou_aux_2: 0.5619 (0.5294) loss_giou_aux_3: 0.5621 (0.5261) loss_giou_aux_4: 0.5583 (0.5253) loss_giou_aux_5: 0.6606 (0.6261) loss_giou_dn_0: 0.6922 (0.6600) loss_giou_dn_1: 0.5841 (0.5565) loss_giou_dn_2: 0.5623 (0.5300) loss_giou_dn_3: 0.5560 (0.5214) loss_giou_dn_4: 0.5543 (0.5191) loss_giou_dn_5: 0.5545 (0.5193) loss_vfl: 0.7042 (0.7342) loss_vfl_aux_0: 0.8282 (0.8675) loss_vfl_aux_1: 0.7930 (0.8143) loss_vfl_aux_2: 0.7377 (0.7672) loss_vfl_aux_3: 0.7226 (0.7457) loss_vfl_aux_4: 0.7134 (0.7368) loss_vfl_aux_5: 0.8209 (0.8403) loss_vfl_dn_0: 0.4694 (0.4764) loss_vfl_dn_1: 0.4171 (0.4197) loss_vfl_dn_2: 0.4065 (0.4022) loss_vfl_dn_3: 0.3970 (0.3946) loss_vfl_dn_4: 0.3930 (0.3918) loss_vfl_dn_5: 0.3922 (0.3911) time: 0.4603 data: 0.0140 max mem: 5653 Epoch: [13] [5800/7393] eta: 0:12:40 lr: 0.000010 loss: 17.4610 (17.8977) loss_bbox: 0.1807 (0.1765) loss_bbox_aux_0: 0.1860 (0.1903) loss_bbox_aux_1: 0.1821 (0.1807) loss_bbox_aux_2: 0.1849 (0.1784) loss_bbox_aux_3: 0.1828 (0.1767) loss_bbox_aux_4: 0.1825 (0.1765) loss_bbox_aux_5: 0.2277 (0.2335) loss_bbox_dn_0: 0.3024 (0.3234) loss_bbox_dn_1: 0.2469 (0.2532) loss_bbox_dn_2: 0.2300 (0.2329) loss_bbox_dn_3: 0.2247 (0.2251) loss_bbox_dn_4: 0.2240 (0.2229) loss_bbox_dn_5: 0.2237 (0.2228) loss_giou: 0.5340 (0.5250) loss_giou_aux_0: 0.5438 (0.5520) loss_giou_aux_1: 0.5183 (0.5342) loss_giou_aux_2: 0.5221 (0.5293) loss_giou_aux_3: 0.5298 (0.5260) loss_giou_aux_4: 0.5359 (0.5253) loss_giou_aux_5: 0.6231 (0.6261) loss_giou_dn_0: 0.6453 (0.6600) loss_giou_dn_1: 0.5410 (0.5564) loss_giou_dn_2: 0.5152 (0.5300) loss_giou_dn_3: 0.5036 (0.5214) loss_giou_dn_4: 0.5018 (0.5191) loss_giou_dn_5: 0.5017 (0.5193) loss_vfl: 0.7050 (0.7341) loss_vfl_aux_0: 0.8326 (0.8674) loss_vfl_aux_1: 0.7793 (0.8142) loss_vfl_aux_2: 0.7414 (0.7671) loss_vfl_aux_3: 0.7221 (0.7455) loss_vfl_aux_4: 0.7064 (0.7367) loss_vfl_aux_5: 0.8075 (0.8401) loss_vfl_dn_0: 0.4636 (0.4763) loss_vfl_dn_1: 0.4195 (0.4197) loss_vfl_dn_2: 0.3957 (0.4022) loss_vfl_dn_3: 0.3898 (0.3946) loss_vfl_dn_4: 0.3867 (0.3918) loss_vfl_dn_5: 0.3867 (0.3911) time: 0.4658 data: 0.0143 max mem: 5653 Epoch: [13] [5900/7393] eta: 0:11:52 lr: 0.000010 loss: 18.4012 (17.8950) loss_bbox: 0.1881 (0.1766) loss_bbox_aux_0: 0.1965 (0.1904) loss_bbox_aux_1: 0.1789 (0.1807) loss_bbox_aux_2: 0.1853 (0.1785) loss_bbox_aux_3: 0.1846 (0.1767) loss_bbox_aux_4: 0.1878 (0.1765) loss_bbox_aux_5: 0.2428 (0.2335) loss_bbox_dn_0: 0.3039 (0.3234) loss_bbox_dn_1: 0.2462 (0.2532) loss_bbox_dn_2: 0.2298 (0.2329) loss_bbox_dn_3: 0.2221 (0.2251) loss_bbox_dn_4: 0.2227 (0.2228) loss_bbox_dn_5: 0.2227 (0.2228) loss_giou: 0.5515 (0.5249) loss_giou_aux_0: 0.5573 (0.5519) loss_giou_aux_1: 0.5385 (0.5341) loss_giou_aux_2: 0.5346 (0.5293) loss_giou_aux_3: 0.5461 (0.5260) loss_giou_aux_4: 0.5475 (0.5252) loss_giou_aux_5: 0.6559 (0.6260) loss_giou_dn_0: 0.6822 (0.6598) loss_giou_dn_1: 0.5836 (0.5563) loss_giou_dn_2: 0.5600 (0.5298) loss_giou_dn_3: 0.5547 (0.5212) loss_giou_dn_4: 0.5536 (0.5189) loss_giou_dn_5: 0.5538 (0.5191) loss_vfl: 0.7218 (0.7340) loss_vfl_aux_0: 0.8608 (0.8672) loss_vfl_aux_1: 0.7838 (0.8141) loss_vfl_aux_2: 0.7697 (0.7669) loss_vfl_aux_3: 0.7506 (0.7454) loss_vfl_aux_4: 0.7424 (0.7366) loss_vfl_aux_5: 0.8263 (0.8400) loss_vfl_dn_0: 0.4719 (0.4763) loss_vfl_dn_1: 0.4199 (0.4196) loss_vfl_dn_2: 0.4038 (0.4021) loss_vfl_dn_3: 0.3957 (0.3945) loss_vfl_dn_4: 0.3941 (0.3917) loss_vfl_dn_5: 0.3957 (0.3911) time: 0.4749 data: 0.0144 max mem: 5653 Epoch: [13] [6000/7393] eta: 0:11:04 lr: 0.000010 loss: 17.8384 (17.8978) loss_bbox: 0.1860 (0.1767) loss_bbox_aux_0: 0.2045 (0.1905) loss_bbox_aux_1: 0.1957 (0.1808) loss_bbox_aux_2: 0.1888 (0.1786) loss_bbox_aux_3: 0.1837 (0.1769) loss_bbox_aux_4: 0.1858 (0.1767) loss_bbox_aux_5: 0.2539 (0.2337) loss_bbox_dn_0: 0.2897 (0.3235) loss_bbox_dn_1: 0.2227 (0.2533) loss_bbox_dn_2: 0.2074 (0.2329) loss_bbox_dn_3: 0.2071 (0.2251) loss_bbox_dn_4: 0.2081 (0.2229) loss_bbox_dn_5: 0.2081 (0.2229) loss_giou: 0.5123 (0.5252) loss_giou_aux_0: 0.5228 (0.5522) loss_giou_aux_1: 0.5134 (0.5344) loss_giou_aux_2: 0.5175 (0.5296) loss_giou_aux_3: 0.5095 (0.5263) loss_giou_aux_4: 0.5056 (0.5255) loss_giou_aux_5: 0.5995 (0.6263) loss_giou_dn_0: 0.6398 (0.6599) loss_giou_dn_1: 0.5370 (0.5564) loss_giou_dn_2: 0.5067 (0.5300) loss_giou_dn_3: 0.4957 (0.5213) loss_giou_dn_4: 0.4938 (0.5191) loss_giou_dn_5: 0.4938 (0.5192) loss_vfl: 0.7226 (0.7338) loss_vfl_aux_0: 0.8894 (0.8669) loss_vfl_aux_1: 0.7803 (0.8138) loss_vfl_aux_2: 0.7433 (0.7668) loss_vfl_aux_3: 0.7275 (0.7453) loss_vfl_aux_4: 0.7323 (0.7365) loss_vfl_aux_5: 0.8226 (0.8398) loss_vfl_dn_0: 0.4708 (0.4762) loss_vfl_dn_1: 0.4175 (0.4196) loss_vfl_dn_2: 0.3992 (0.4021) loss_vfl_dn_3: 0.3941 (0.3945) loss_vfl_dn_4: 0.3916 (0.3917) loss_vfl_dn_5: 0.3888 (0.3910) time: 0.4626 data: 0.0140 max mem: 5653 Epoch: [13] [6100/7393] eta: 0:10:17 lr: 0.000010 loss: 17.4571 (17.8950) loss_bbox: 0.1682 (0.1767) loss_bbox_aux_0: 0.1828 (0.1905) loss_bbox_aux_1: 0.1698 (0.1808) loss_bbox_aux_2: 0.1662 (0.1786) loss_bbox_aux_3: 0.1638 (0.1769) loss_bbox_aux_4: 0.1646 (0.1767) loss_bbox_aux_5: 0.2347 (0.2337) loss_bbox_dn_0: 0.3302 (0.3234) loss_bbox_dn_1: 0.2567 (0.2532) loss_bbox_dn_2: 0.2384 (0.2329) loss_bbox_dn_3: 0.2265 (0.2251) loss_bbox_dn_4: 0.2204 (0.2228) loss_bbox_dn_5: 0.2206 (0.2228) loss_giou: 0.4649 (0.5251) loss_giou_aux_0: 0.4861 (0.5520) loss_giou_aux_1: 0.4652 (0.5342) loss_giou_aux_2: 0.4637 (0.5294) loss_giou_aux_3: 0.4593 (0.5261) loss_giou_aux_4: 0.4585 (0.5253) loss_giou_aux_5: 0.5551 (0.6261) loss_giou_dn_0: 0.6319 (0.6597) loss_giou_dn_1: 0.5221 (0.5562) loss_giou_dn_2: 0.4939 (0.5297) loss_giou_dn_3: 0.4818 (0.5211) loss_giou_dn_4: 0.4763 (0.5188) loss_giou_dn_5: 0.4762 (0.5190) loss_vfl: 0.7815 (0.7339) loss_vfl_aux_0: 0.8897 (0.8670) loss_vfl_aux_1: 0.8313 (0.8139) loss_vfl_aux_2: 0.8025 (0.7669) loss_vfl_aux_3: 0.7800 (0.7453) loss_vfl_aux_4: 0.7630 (0.7366) loss_vfl_aux_5: 0.8662 (0.8399) loss_vfl_dn_0: 0.4843 (0.4762) loss_vfl_dn_1: 0.4151 (0.4195) loss_vfl_dn_2: 0.3991 (0.4021) loss_vfl_dn_3: 0.3911 (0.3944) loss_vfl_dn_4: 0.3894 (0.3916) loss_vfl_dn_5: 0.3875 (0.3910) time: 0.4619 data: 0.0138 max mem: 5653 Epoch: [13] [6200/7393] eta: 0:09:29 lr: 0.000010 loss: 17.8008 (17.8933) loss_bbox: 0.1799 (0.1768) loss_bbox_aux_0: 0.1925 (0.1905) loss_bbox_aux_1: 0.1770 (0.1809) loss_bbox_aux_2: 0.1851 (0.1786) loss_bbox_aux_3: 0.1796 (0.1769) loss_bbox_aux_4: 0.1802 (0.1767) loss_bbox_aux_5: 0.2287 (0.2338) loss_bbox_dn_0: 0.3205 (0.3234) loss_bbox_dn_1: 0.2629 (0.2532) loss_bbox_dn_2: 0.2388 (0.2329) loss_bbox_dn_3: 0.2271 (0.2250) loss_bbox_dn_4: 0.2254 (0.2228) loss_bbox_dn_5: 0.2256 (0.2227) loss_giou: 0.4699 (0.5250) loss_giou_aux_0: 0.5198 (0.5519) loss_giou_aux_1: 0.4887 (0.5342) loss_giou_aux_2: 0.4846 (0.5293) loss_giou_aux_3: 0.4659 (0.5260) loss_giou_aux_4: 0.4674 (0.5253) loss_giou_aux_5: 0.5799 (0.6261) loss_giou_dn_0: 0.6448 (0.6596) loss_giou_dn_1: 0.5386 (0.5561) loss_giou_dn_2: 0.5145 (0.5296) loss_giou_dn_3: 0.5077 (0.5210) loss_giou_dn_4: 0.5057 (0.5187) loss_giou_dn_5: 0.5062 (0.5189) loss_vfl: 0.7016 (0.7337) loss_vfl_aux_0: 0.8324 (0.8668) loss_vfl_aux_1: 0.8044 (0.8136) loss_vfl_aux_2: 0.7587 (0.7668) loss_vfl_aux_3: 0.7419 (0.7452) loss_vfl_aux_4: 0.7161 (0.7365) loss_vfl_aux_5: 0.8545 (0.8398) loss_vfl_dn_0: 0.4802 (0.4762) loss_vfl_dn_1: 0.4264 (0.4195) loss_vfl_dn_2: 0.4017 (0.4021) loss_vfl_dn_3: 0.3998 (0.3944) loss_vfl_dn_4: 0.3953 (0.3916) loss_vfl_dn_5: 0.3949 (0.3910) time: 0.4859 data: 0.0148 max mem: 5653 Epoch: [13] [6300/7393] eta: 0:08:42 lr: 0.000010 loss: 18.0620 (17.8913) loss_bbox: 0.1734 (0.1768) loss_bbox_aux_0: 0.2000 (0.1907) loss_bbox_aux_1: 0.1801 (0.1810) loss_bbox_aux_2: 0.1778 (0.1787) loss_bbox_aux_3: 0.1757 (0.1770) loss_bbox_aux_4: 0.1719 (0.1767) loss_bbox_aux_5: 0.2312 (0.2339) loss_bbox_dn_0: 0.3348 (0.3236) loss_bbox_dn_1: 0.2625 (0.2533) loss_bbox_dn_2: 0.2342 (0.2330) loss_bbox_dn_3: 0.2270 (0.2251) loss_bbox_dn_4: 0.2254 (0.2229) loss_bbox_dn_5: 0.2257 (0.2228) loss_giou: 0.4774 (0.5247) loss_giou_aux_0: 0.5173 (0.5517) loss_giou_aux_1: 0.4858 (0.5339) loss_giou_aux_2: 0.4749 (0.5290) loss_giou_aux_3: 0.4693 (0.5257) loss_giou_aux_4: 0.4704 (0.5249) loss_giou_aux_5: 0.5912 (0.6258) loss_giou_dn_0: 0.6505 (0.6594) loss_giou_dn_1: 0.5454 (0.5559) loss_giou_dn_2: 0.5234 (0.5294) loss_giou_dn_3: 0.5185 (0.5207) loss_giou_dn_4: 0.5152 (0.5185) loss_giou_dn_5: 0.5151 (0.5186) loss_vfl: 0.7104 (0.7338) loss_vfl_aux_0: 0.8655 (0.8667) loss_vfl_aux_1: 0.7880 (0.8137) loss_vfl_aux_2: 0.7490 (0.7669) loss_vfl_aux_3: 0.7229 (0.7452) loss_vfl_aux_4: 0.7210 (0.7366) loss_vfl_aux_5: 0.8670 (0.8399) loss_vfl_dn_0: 0.4879 (0.4762) loss_vfl_dn_1: 0.4269 (0.4195) loss_vfl_dn_2: 0.4104 (0.4021) loss_vfl_dn_3: 0.4104 (0.3944) loss_vfl_dn_4: 0.4049 (0.3916) loss_vfl_dn_5: 0.4046 (0.3910) time: 0.4694 data: 0.0136 max mem: 5653 Epoch: [13] [6400/7393] eta: 0:07:54 lr: 0.000010 loss: 17.7910 (17.8896) loss_bbox: 0.1891 (0.1769) loss_bbox_aux_0: 0.1968 (0.1907) loss_bbox_aux_1: 0.1956 (0.1810) loss_bbox_aux_2: 0.1891 (0.1788) loss_bbox_aux_3: 0.1908 (0.1770) loss_bbox_aux_4: 0.1927 (0.1768) loss_bbox_aux_5: 0.2402 (0.2340) loss_bbox_dn_0: 0.2918 (0.3236) loss_bbox_dn_1: 0.2341 (0.2533) loss_bbox_dn_2: 0.2213 (0.2330) loss_bbox_dn_3: 0.2167 (0.2251) loss_bbox_dn_4: 0.2129 (0.2229) loss_bbox_dn_5: 0.2128 (0.2228) loss_giou: 0.5561 (0.5246) loss_giou_aux_0: 0.5893 (0.5516) loss_giou_aux_1: 0.5705 (0.5338) loss_giou_aux_2: 0.5598 (0.5289) loss_giou_aux_3: 0.5516 (0.5256) loss_giou_aux_4: 0.5534 (0.5248) loss_giou_aux_5: 0.6579 (0.6257) loss_giou_dn_0: 0.6619 (0.6593) loss_giou_dn_1: 0.5570 (0.5557) loss_giou_dn_2: 0.5241 (0.5292) loss_giou_dn_3: 0.5139 (0.5206) loss_giou_dn_4: 0.5139 (0.5183) loss_giou_dn_5: 0.5137 (0.5185) loss_vfl: 0.6905 (0.7337) loss_vfl_aux_0: 0.8208 (0.8668) loss_vfl_aux_1: 0.7536 (0.8137) loss_vfl_aux_2: 0.7048 (0.7667) loss_vfl_aux_3: 0.7087 (0.7451) loss_vfl_aux_4: 0.6912 (0.7365) loss_vfl_aux_5: 0.8124 (0.8400) loss_vfl_dn_0: 0.4671 (0.4762) loss_vfl_dn_1: 0.4133 (0.4195) loss_vfl_dn_2: 0.3957 (0.4020) loss_vfl_dn_3: 0.3905 (0.3944) loss_vfl_dn_4: 0.3862 (0.3916) loss_vfl_dn_5: 0.3853 (0.3909) time: 0.4738 data: 0.0141 max mem: 5653 Epoch: [13] [6500/7393] eta: 0:07:06 lr: 0.000010 loss: 17.8672 (17.8912) loss_bbox: 0.1813 (0.1769) loss_bbox_aux_0: 0.1831 (0.1908) loss_bbox_aux_1: 0.1849 (0.1810) loss_bbox_aux_2: 0.1731 (0.1788) loss_bbox_aux_3: 0.1667 (0.1770) loss_bbox_aux_4: 0.1816 (0.1768) loss_bbox_aux_5: 0.2302 (0.2340) loss_bbox_dn_0: 0.3197 (0.3237) loss_bbox_dn_1: 0.2379 (0.2534) loss_bbox_dn_2: 0.2215 (0.2330) loss_bbox_dn_3: 0.2110 (0.2252) loss_bbox_dn_4: 0.2097 (0.2230) loss_bbox_dn_5: 0.2098 (0.2229) loss_giou: 0.5139 (0.5245) loss_giou_aux_0: 0.5619 (0.5516) loss_giou_aux_1: 0.5312 (0.5338) loss_giou_aux_2: 0.5223 (0.5289) loss_giou_aux_3: 0.5184 (0.5255) loss_giou_aux_4: 0.5165 (0.5247) loss_giou_aux_5: 0.6450 (0.6257) loss_giou_dn_0: 0.6401 (0.6592) loss_giou_dn_1: 0.5389 (0.5556) loss_giou_dn_2: 0.5182 (0.5291) loss_giou_dn_3: 0.5128 (0.5205) loss_giou_dn_4: 0.5099 (0.5182) loss_giou_dn_5: 0.5102 (0.5184) loss_vfl: 0.7874 (0.7341) loss_vfl_aux_0: 0.8600 (0.8669) loss_vfl_aux_1: 0.8519 (0.8139) loss_vfl_aux_2: 0.7704 (0.7670) loss_vfl_aux_3: 0.7949 (0.7454) loss_vfl_aux_4: 0.7729 (0.7368) loss_vfl_aux_5: 0.8624 (0.8402) loss_vfl_dn_0: 0.4819 (0.4762) loss_vfl_dn_1: 0.4156 (0.4195) loss_vfl_dn_2: 0.4030 (0.4021) loss_vfl_dn_3: 0.3983 (0.3944) loss_vfl_dn_4: 0.3948 (0.3916) loss_vfl_dn_5: 0.3936 (0.3910) time: 0.4667 data: 0.0137 max mem: 5653 Epoch: [13] [6600/7393] eta: 0:06:18 lr: 0.000010 loss: 17.0135 (17.8878) loss_bbox: 0.1529 (0.1769) loss_bbox_aux_0: 0.1716 (0.1908) loss_bbox_aux_1: 0.1642 (0.1811) loss_bbox_aux_2: 0.1608 (0.1788) loss_bbox_aux_3: 0.1596 (0.1771) loss_bbox_aux_4: 0.1528 (0.1768) loss_bbox_aux_5: 0.2122 (0.2340) loss_bbox_dn_0: 0.2934 (0.3238) loss_bbox_dn_1: 0.2123 (0.2535) loss_bbox_dn_2: 0.1904 (0.2331) loss_bbox_dn_3: 0.1810 (0.2253) loss_bbox_dn_4: 0.1782 (0.2230) loss_bbox_dn_5: 0.1781 (0.2230) loss_giou: 0.5153 (0.5242) loss_giou_aux_0: 0.5543 (0.5513) loss_giou_aux_1: 0.5229 (0.5334) loss_giou_aux_2: 0.5251 (0.5286) loss_giou_aux_3: 0.5078 (0.5252) loss_giou_aux_4: 0.5073 (0.5244) loss_giou_aux_5: 0.6085 (0.6253) loss_giou_dn_0: 0.6520 (0.6589) loss_giou_dn_1: 0.5422 (0.5553) loss_giou_dn_2: 0.5198 (0.5288) loss_giou_dn_3: 0.5066 (0.5202) loss_giou_dn_4: 0.5069 (0.5179) loss_giou_dn_5: 0.5069 (0.5181) loss_vfl: 0.6925 (0.7340) loss_vfl_aux_0: 0.8181 (0.8669) loss_vfl_aux_1: 0.7830 (0.8141) loss_vfl_aux_2: 0.7399 (0.7670) loss_vfl_aux_3: 0.7140 (0.7454) loss_vfl_aux_4: 0.7126 (0.7367) loss_vfl_aux_5: 0.8247 (0.8403) loss_vfl_dn_0: 0.4707 (0.4762) loss_vfl_dn_1: 0.4152 (0.4195) loss_vfl_dn_2: 0.3966 (0.4020) loss_vfl_dn_3: 0.3867 (0.3944) loss_vfl_dn_4: 0.3861 (0.3915) loss_vfl_dn_5: 0.3862 (0.3909) time: 0.4690 data: 0.0141 max mem: 5653 Epoch: [13] [6700/7393] eta: 0:05:30 lr: 0.000010 loss: 18.1156 (17.8912) loss_bbox: 0.1670 (0.1770) loss_bbox_aux_0: 0.1859 (0.1909) loss_bbox_aux_1: 0.1773 (0.1811) loss_bbox_aux_2: 0.1785 (0.1789) loss_bbox_aux_3: 0.1746 (0.1771) loss_bbox_aux_4: 0.1793 (0.1769) loss_bbox_aux_5: 0.2184 (0.2341) loss_bbox_dn_0: 0.3059 (0.3239) loss_bbox_dn_1: 0.2450 (0.2536) loss_bbox_dn_2: 0.2154 (0.2332) loss_bbox_dn_3: 0.2061 (0.2254) loss_bbox_dn_4: 0.2058 (0.2231) loss_bbox_dn_5: 0.2047 (0.2231) loss_giou: 0.5738 (0.5244) loss_giou_aux_0: 0.5783 (0.5515) loss_giou_aux_1: 0.5824 (0.5336) loss_giou_aux_2: 0.5776 (0.5287) loss_giou_aux_3: 0.5710 (0.5254) loss_giou_aux_4: 0.5715 (0.5246) loss_giou_aux_5: 0.6577 (0.6255) loss_giou_dn_0: 0.6822 (0.6591) loss_giou_dn_1: 0.5868 (0.5555) loss_giou_dn_2: 0.5562 (0.5290) loss_giou_dn_3: 0.5452 (0.5204) loss_giou_dn_4: 0.5444 (0.5181) loss_giou_dn_5: 0.5442 (0.5183) loss_vfl: 0.7395 (0.7340) loss_vfl_aux_0: 0.8314 (0.8667) loss_vfl_aux_1: 0.7775 (0.8140) loss_vfl_aux_2: 0.7465 (0.7670) loss_vfl_aux_3: 0.7299 (0.7454) loss_vfl_aux_4: 0.7427 (0.7367) loss_vfl_aux_5: 0.8378 (0.8404) loss_vfl_dn_0: 0.4764 (0.4762) loss_vfl_dn_1: 0.4147 (0.4194) loss_vfl_dn_2: 0.4012 (0.4020) loss_vfl_dn_3: 0.3939 (0.3944) loss_vfl_dn_4: 0.3923 (0.3915) loss_vfl_dn_5: 0.3927 (0.3909) time: 0.4626 data: 0.0147 max mem: 5653 Epoch: [13] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 17.3800 (17.8883) loss_bbox: 0.1439 (0.1769) loss_bbox_aux_0: 0.1637 (0.1908) loss_bbox_aux_1: 0.1544 (0.1811) loss_bbox_aux_2: 0.1492 (0.1788) loss_bbox_aux_3: 0.1439 (0.1771) loss_bbox_aux_4: 0.1429 (0.1768) loss_bbox_aux_5: 0.2030 (0.2340) loss_bbox_dn_0: 0.2717 (0.3238) loss_bbox_dn_1: 0.2093 (0.2536) loss_bbox_dn_2: 0.1909 (0.2332) loss_bbox_dn_3: 0.1846 (0.2254) loss_bbox_dn_4: 0.1838 (0.2231) loss_bbox_dn_5: 0.1837 (0.2231) loss_giou: 0.4811 (0.5240) loss_giou_aux_0: 0.5131 (0.5512) loss_giou_aux_1: 0.4874 (0.5333) loss_giou_aux_2: 0.4856 (0.5284) loss_giou_aux_3: 0.4852 (0.5251) loss_giou_aux_4: 0.4848 (0.5243) loss_giou_aux_5: 0.5854 (0.6252) loss_giou_dn_0: 0.6320 (0.6589) loss_giou_dn_1: 0.5351 (0.5553) loss_giou_dn_2: 0.5135 (0.5288) loss_giou_dn_3: 0.5008 (0.5202) loss_giou_dn_4: 0.4986 (0.5179) loss_giou_dn_5: 0.4990 (0.5181) loss_vfl: 0.7189 (0.7342) loss_vfl_aux_0: 0.8694 (0.8668) loss_vfl_aux_1: 0.8008 (0.8142) loss_vfl_aux_2: 0.7757 (0.7672) loss_vfl_aux_3: 0.7584 (0.7456) loss_vfl_aux_4: 0.7313 (0.7369) loss_vfl_aux_5: 0.8362 (0.8406) loss_vfl_dn_0: 0.4699 (0.4762) loss_vfl_dn_1: 0.4131 (0.4194) loss_vfl_dn_2: 0.3944 (0.4020) loss_vfl_dn_3: 0.3863 (0.3944) loss_vfl_dn_4: 0.3831 (0.3915) loss_vfl_dn_5: 0.3830 (0.3909) time: 0.4716 data: 0.0146 max mem: 5653 Epoch: [13] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 17.4591 (17.8880) loss_bbox: 0.1683 (0.1770) loss_bbox_aux_0: 0.1897 (0.1909) loss_bbox_aux_1: 0.1726 (0.1811) loss_bbox_aux_2: 0.1723 (0.1789) loss_bbox_aux_3: 0.1657 (0.1771) loss_bbox_aux_4: 0.1694 (0.1769) loss_bbox_aux_5: 0.2205 (0.2340) loss_bbox_dn_0: 0.2804 (0.3239) loss_bbox_dn_1: 0.2332 (0.2536) loss_bbox_dn_2: 0.2128 (0.2332) loss_bbox_dn_3: 0.2061 (0.2254) loss_bbox_dn_4: 0.2051 (0.2232) loss_bbox_dn_5: 0.2050 (0.2231) loss_giou: 0.5253 (0.5241) loss_giou_aux_0: 0.5512 (0.5512) loss_giou_aux_1: 0.5434 (0.5333) loss_giou_aux_2: 0.5334 (0.5284) loss_giou_aux_3: 0.5286 (0.5251) loss_giou_aux_4: 0.5169 (0.5243) loss_giou_aux_5: 0.6203 (0.6252) loss_giou_dn_0: 0.6453 (0.6588) loss_giou_dn_1: 0.5266 (0.5553) loss_giou_dn_2: 0.5007 (0.5288) loss_giou_dn_3: 0.5004 (0.5201) loss_giou_dn_4: 0.4998 (0.5179) loss_giou_dn_5: 0.4998 (0.5180) loss_vfl: 0.7214 (0.7341) loss_vfl_aux_0: 0.8276 (0.8668) loss_vfl_aux_1: 0.7773 (0.8140) loss_vfl_aux_2: 0.7666 (0.7671) loss_vfl_aux_3: 0.7432 (0.7455) loss_vfl_aux_4: 0.7245 (0.7368) loss_vfl_aux_5: 0.8082 (0.8407) loss_vfl_dn_0: 0.4702 (0.4762) loss_vfl_dn_1: 0.4158 (0.4194) loss_vfl_dn_2: 0.3978 (0.4020) loss_vfl_dn_3: 0.3893 (0.3943) loss_vfl_dn_4: 0.3870 (0.3915) loss_vfl_dn_5: 0.3875 (0.3909) time: 0.4645 data: 0.0142 max mem: 5653 Epoch: [13] [7000/7393] eta: 0:03:07 lr: 0.000010 loss: 19.0255 (17.8902) loss_bbox: 0.1860 (0.1771) loss_bbox_aux_0: 0.2017 (0.1909) loss_bbox_aux_1: 0.1954 (0.1812) loss_bbox_aux_2: 0.1821 (0.1789) loss_bbox_aux_3: 0.1906 (0.1772) loss_bbox_aux_4: 0.1924 (0.1770) loss_bbox_aux_5: 0.2545 (0.2341) loss_bbox_dn_0: 0.3304 (0.3239) loss_bbox_dn_1: 0.2559 (0.2536) loss_bbox_dn_2: 0.2327 (0.2333) loss_bbox_dn_3: 0.2189 (0.2254) loss_bbox_dn_4: 0.2175 (0.2232) loss_bbox_dn_5: 0.2175 (0.2231) loss_giou: 0.5479 (0.5241) loss_giou_aux_0: 0.5764 (0.5512) loss_giou_aux_1: 0.5587 (0.5334) loss_giou_aux_2: 0.5591 (0.5285) loss_giou_aux_3: 0.5586 (0.5252) loss_giou_aux_4: 0.5586 (0.5244) loss_giou_aux_5: 0.6564 (0.6253) loss_giou_dn_0: 0.6778 (0.6588) loss_giou_dn_1: 0.5805 (0.5553) loss_giou_dn_2: 0.5598 (0.5288) loss_giou_dn_3: 0.5544 (0.5202) loss_giou_dn_4: 0.5528 (0.5179) loss_giou_dn_5: 0.5528 (0.5181) loss_vfl: 0.7080 (0.7343) loss_vfl_aux_0: 0.8495 (0.8669) loss_vfl_aux_1: 0.7695 (0.8141) loss_vfl_aux_2: 0.7354 (0.7672) loss_vfl_aux_3: 0.7205 (0.7456) loss_vfl_aux_4: 0.7179 (0.7369) loss_vfl_aux_5: 0.8066 (0.8407) loss_vfl_dn_0: 0.4634 (0.4762) loss_vfl_dn_1: 0.4116 (0.4194) loss_vfl_dn_2: 0.3954 (0.4020) loss_vfl_dn_3: 0.3910 (0.3943) loss_vfl_dn_4: 0.3891 (0.3915) loss_vfl_dn_5: 0.3887 (0.3909) time: 0.4779 data: 0.0143 max mem: 5653 Epoch: [13] [7100/7393] eta: 0:02:19 lr: 0.000010 loss: 18.5102 (17.8922) loss_bbox: 0.1703 (0.1771) loss_bbox_aux_0: 0.1950 (0.1910) loss_bbox_aux_1: 0.1792 (0.1812) loss_bbox_aux_2: 0.1709 (0.1790) loss_bbox_aux_3: 0.1706 (0.1772) loss_bbox_aux_4: 0.1663 (0.1770) loss_bbox_aux_5: 0.2444 (0.2341) loss_bbox_dn_0: 0.3324 (0.3239) loss_bbox_dn_1: 0.2601 (0.2536) loss_bbox_dn_2: 0.2282 (0.2332) loss_bbox_dn_3: 0.2209 (0.2254) loss_bbox_dn_4: 0.2222 (0.2231) loss_bbox_dn_5: 0.2224 (0.2231) loss_giou: 0.5177 (0.5243) loss_giou_aux_0: 0.5615 (0.5514) loss_giou_aux_1: 0.5330 (0.5336) loss_giou_aux_2: 0.5315 (0.5287) loss_giou_aux_3: 0.5213 (0.5254) loss_giou_aux_4: 0.5110 (0.5246) loss_giou_aux_5: 0.6300 (0.6255) loss_giou_dn_0: 0.6780 (0.6589) loss_giou_dn_1: 0.5510 (0.5554) loss_giou_dn_2: 0.5172 (0.5289) loss_giou_dn_3: 0.5084 (0.5203) loss_giou_dn_4: 0.5061 (0.5180) loss_giou_dn_5: 0.5066 (0.5182) loss_vfl: 0.7593 (0.7343) loss_vfl_aux_0: 0.8837 (0.8669) loss_vfl_aux_1: 0.8549 (0.8140) loss_vfl_aux_2: 0.7923 (0.7672) loss_vfl_aux_3: 0.7734 (0.7457) loss_vfl_aux_4: 0.7744 (0.7370) loss_vfl_aux_5: 0.8248 (0.8406) loss_vfl_dn_0: 0.4795 (0.4762) loss_vfl_dn_1: 0.4187 (0.4194) loss_vfl_dn_2: 0.3995 (0.4020) loss_vfl_dn_3: 0.3927 (0.3943) loss_vfl_dn_4: 0.3884 (0.3915) loss_vfl_dn_5: 0.3885 (0.3909) time: 0.4800 data: 0.0139 max mem: 5653 Epoch: [13] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 18.4451 (17.8939) loss_bbox: 0.1745 (0.1771) loss_bbox_aux_0: 0.1852 (0.1910) loss_bbox_aux_1: 0.1787 (0.1813) loss_bbox_aux_2: 0.1782 (0.1790) loss_bbox_aux_3: 0.1778 (0.1772) loss_bbox_aux_4: 0.1885 (0.1770) loss_bbox_aux_5: 0.2335 (0.2341) loss_bbox_dn_0: 0.3164 (0.3239) loss_bbox_dn_1: 0.2470 (0.2536) loss_bbox_dn_2: 0.2187 (0.2333) loss_bbox_dn_3: 0.2122 (0.2254) loss_bbox_dn_4: 0.2110 (0.2232) loss_bbox_dn_5: 0.2109 (0.2231) loss_giou: 0.5302 (0.5243) loss_giou_aux_0: 0.5477 (0.5514) loss_giou_aux_1: 0.5359 (0.5336) loss_giou_aux_2: 0.5344 (0.5287) loss_giou_aux_3: 0.5346 (0.5253) loss_giou_aux_4: 0.5306 (0.5245) loss_giou_aux_5: 0.6142 (0.6255) loss_giou_dn_0: 0.6705 (0.6589) loss_giou_dn_1: 0.5636 (0.5554) loss_giou_dn_2: 0.5459 (0.5289) loss_giou_dn_3: 0.5412 (0.5203) loss_giou_dn_4: 0.5404 (0.5180) loss_giou_dn_5: 0.5410 (0.5182) loss_vfl: 0.7819 (0.7346) loss_vfl_aux_0: 0.8808 (0.8671) loss_vfl_aux_1: 0.8487 (0.8142) loss_vfl_aux_2: 0.7950 (0.7674) loss_vfl_aux_3: 0.7743 (0.7459) loss_vfl_aux_4: 0.7766 (0.7372) loss_vfl_aux_5: 0.8645 (0.8408) loss_vfl_dn_0: 0.4763 (0.4762) loss_vfl_dn_1: 0.4237 (0.4195) loss_vfl_dn_2: 0.4103 (0.4021) loss_vfl_dn_3: 0.4013 (0.3944) loss_vfl_dn_4: 0.3967 (0.3916) loss_vfl_dn_5: 0.3966 (0.3909) time: 0.4673 data: 0.0141 max mem: 5653 Epoch: [13] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 18.0415 (17.8927) loss_bbox: 0.1869 (0.1771) loss_bbox_aux_0: 0.1836 (0.1909) loss_bbox_aux_1: 0.1868 (0.1812) loss_bbox_aux_2: 0.1741 (0.1790) loss_bbox_aux_3: 0.1822 (0.1772) loss_bbox_aux_4: 0.1838 (0.1770) loss_bbox_aux_5: 0.2243 (0.2340) loss_bbox_dn_0: 0.3244 (0.3238) loss_bbox_dn_1: 0.2528 (0.2536) loss_bbox_dn_2: 0.2229 (0.2332) loss_bbox_dn_3: 0.2197 (0.2254) loss_bbox_dn_4: 0.2192 (0.2232) loss_bbox_dn_5: 0.2191 (0.2231) loss_giou: 0.5237 (0.5243) loss_giou_aux_0: 0.5387 (0.5514) loss_giou_aux_1: 0.5275 (0.5335) loss_giou_aux_2: 0.5260 (0.5286) loss_giou_aux_3: 0.5232 (0.5253) loss_giou_aux_4: 0.5241 (0.5245) loss_giou_aux_5: 0.6219 (0.6254) loss_giou_dn_0: 0.6501 (0.6589) loss_giou_dn_1: 0.5708 (0.5554) loss_giou_dn_2: 0.5405 (0.5289) loss_giou_dn_3: 0.5266 (0.5203) loss_giou_dn_4: 0.5253 (0.5180) loss_giou_dn_5: 0.5251 (0.5182) loss_vfl: 0.6948 (0.7345) loss_vfl_aux_0: 0.8077 (0.8671) loss_vfl_aux_1: 0.7741 (0.8141) loss_vfl_aux_2: 0.7327 (0.7674) loss_vfl_aux_3: 0.7032 (0.7458) loss_vfl_aux_4: 0.7016 (0.7372) loss_vfl_aux_5: 0.8009 (0.8408) loss_vfl_dn_0: 0.4700 (0.4762) loss_vfl_dn_1: 0.4114 (0.4194) loss_vfl_dn_2: 0.4025 (0.4020) loss_vfl_dn_3: 0.3965 (0.3944) loss_vfl_dn_4: 0.3941 (0.3915) loss_vfl_dn_5: 0.3923 (0.3909) time: 0.4647 data: 0.0138 max mem: 5653 Epoch: [13] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 18.0299 (17.8916) loss_bbox: 0.1841 (0.1771) loss_bbox_aux_0: 0.1904 (0.1909) loss_bbox_aux_1: 0.1858 (0.1812) loss_bbox_aux_2: 0.1804 (0.1790) loss_bbox_aux_3: 0.1836 (0.1772) loss_bbox_aux_4: 0.1840 (0.1770) loss_bbox_aux_5: 0.2327 (0.2341) loss_bbox_dn_0: 0.3522 (0.3239) loss_bbox_dn_1: 0.2688 (0.2537) loss_bbox_dn_2: 0.2447 (0.2332) loss_bbox_dn_3: 0.2380 (0.2254) loss_bbox_dn_4: 0.2328 (0.2232) loss_bbox_dn_5: 0.2326 (0.2232) loss_giou: 0.5214 (0.5242) loss_giou_aux_0: 0.5656 (0.5513) loss_giou_aux_1: 0.5336 (0.5335) loss_giou_aux_2: 0.5180 (0.5286) loss_giou_aux_3: 0.5208 (0.5253) loss_giou_aux_4: 0.5188 (0.5245) loss_giou_aux_5: 0.6418 (0.6254) loss_giou_dn_0: 0.6657 (0.6587) loss_giou_dn_1: 0.5673 (0.5553) loss_giou_dn_2: 0.5310 (0.5288) loss_giou_dn_3: 0.5182 (0.5202) loss_giou_dn_4: 0.5185 (0.5179) loss_giou_dn_5: 0.5191 (0.5181) loss_vfl: 0.7216 (0.7345) loss_vfl_aux_0: 0.8636 (0.8671) loss_vfl_aux_1: 0.8087 (0.8140) loss_vfl_aux_2: 0.7560 (0.7673) loss_vfl_aux_3: 0.7473 (0.7458) loss_vfl_aux_4: 0.7272 (0.7372) loss_vfl_aux_5: 0.8375 (0.8407) loss_vfl_dn_0: 0.4785 (0.4762) loss_vfl_dn_1: 0.4243 (0.4194) loss_vfl_dn_2: 0.4074 (0.4020) loss_vfl_dn_3: 0.4018 (0.3943) loss_vfl_dn_4: 0.3984 (0.3915) loss_vfl_dn_5: 0.3960 (0.3908) time: 0.4799 data: 0.0138 max mem: 5653 Epoch: [13] Total time: 0:58:47 (0.4771 s / it) Averaged stats: lr: 0.000010 loss: 18.0299 (17.8916) loss_bbox: 0.1841 (0.1771) loss_bbox_aux_0: 0.1904 (0.1909) loss_bbox_aux_1: 0.1858 (0.1812) loss_bbox_aux_2: 0.1804 (0.1790) loss_bbox_aux_3: 0.1836 (0.1772) loss_bbox_aux_4: 0.1840 (0.1770) loss_bbox_aux_5: 0.2327 (0.2341) loss_bbox_dn_0: 0.3522 (0.3239) loss_bbox_dn_1: 0.2688 (0.2537) loss_bbox_dn_2: 0.2447 (0.2332) loss_bbox_dn_3: 0.2380 (0.2254) loss_bbox_dn_4: 0.2328 (0.2232) loss_bbox_dn_5: 0.2326 (0.2232) loss_giou: 0.5214 (0.5242) loss_giou_aux_0: 0.5656 (0.5513) loss_giou_aux_1: 0.5336 (0.5335) loss_giou_aux_2: 0.5180 (0.5286) loss_giou_aux_3: 0.5208 (0.5253) loss_giou_aux_4: 0.5188 (0.5245) loss_giou_aux_5: 0.6418 (0.6254) loss_giou_dn_0: 0.6657 (0.6587) loss_giou_dn_1: 0.5673 (0.5553) loss_giou_dn_2: 0.5310 (0.5288) loss_giou_dn_3: 0.5182 (0.5202) loss_giou_dn_4: 0.5185 (0.5179) loss_giou_dn_5: 0.5191 (0.5181) loss_vfl: 0.7216 (0.7345) loss_vfl_aux_0: 0.8636 (0.8671) loss_vfl_aux_1: 0.8087 (0.8140) loss_vfl_aux_2: 0.7560 (0.7673) loss_vfl_aux_3: 0.7473 (0.7458) loss_vfl_aux_4: 0.7272 (0.7372) loss_vfl_aux_5: 0.8375 (0.8407) loss_vfl_dn_0: 0.4785 (0.4762) loss_vfl_dn_1: 0.4243 (0.4194) loss_vfl_dn_2: 0.4074 (0.4020) loss_vfl_dn_3: 0.4018 (0.3943) loss_vfl_dn_4: 0.3984 (0.3915) loss_vfl_dn_5: 0.3960 (0.3908) Test: [ 0/157] eta: 0:03:56 time: 1.5083 data: 1.1073 max mem: 5653 Test: [ 10/157] eta: 0:02:37 time: 1.0728 data: 0.1229 max mem: 5653 Test: [ 20/157] eta: 0:01:41 time: 0.7049 data: 0.0252 max mem: 5653 Test: [ 30/157] eta: 0:01:19 time: 0.3800 data: 0.0256 max mem: 5653 Test: [ 40/157] eta: 0:01:06 time: 0.3819 data: 0.0254 max mem: 5653 Test: [ 50/157] eta: 0:00:56 time: 0.3877 data: 0.0255 max mem: 5653 Test: [ 60/157] eta: 0:00:49 time: 0.3937 data: 0.0257 max mem: 5653 Test: [ 70/157] eta: 0:00:42 time: 0.3871 data: 0.0257 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.3894 data: 0.0260 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3930 data: 0.0261 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.3802 data: 0.0253 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3845 data: 0.0253 max mem: 5653 Test: [120/157] eta: 0:00:18 time: 0.6546 data: 0.0256 max mem: 5653 Test: [130/157] eta: 0:00:13 time: 0.6500 data: 0.0256 max mem: 5653 Test: [140/157] eta: 0:00:08 time: 0.3772 data: 0.0257 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3636 data: 0.0258 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3528 data: 0.0251 max mem: 5653 Test: Total time: 0:01:13 (0.4658 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.20s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.670 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.675 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.627 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 best_stat: {'epoch': 13, 'coco_eval_bbox': 0.4917301957100251} Epoch: [14] [ 0/7393] eta: 1 day, 1:11:48 lr: 0.000010 loss: 17.2069 (17.2069) loss_bbox: 0.1541 (0.1541) loss_bbox_aux_0: 0.1870 (0.1870) loss_bbox_aux_1: 0.1559 (0.1559) loss_bbox_aux_2: 0.1685 (0.1685) loss_bbox_aux_3: 0.1503 (0.1503) loss_bbox_aux_4: 0.1503 (0.1503) loss_bbox_aux_5: 0.2481 (0.2481) loss_bbox_dn_0: 0.3129 (0.3129) loss_bbox_dn_1: 0.2411 (0.2411) loss_bbox_dn_2: 0.2218 (0.2218) loss_bbox_dn_3: 0.2164 (0.2164) loss_bbox_dn_4: 0.2137 (0.2137) loss_bbox_dn_5: 0.2132 (0.2132) loss_giou: 0.4400 (0.4400) loss_giou_aux_0: 0.4852 (0.4852) loss_giou_aux_1: 0.4566 (0.4566) loss_giou_aux_2: 0.4625 (0.4625) loss_giou_aux_3: 0.4376 (0.4376) loss_giou_aux_4: 0.4345 (0.4345) loss_giou_aux_5: 0.5986 (0.5986) loss_giou_dn_0: 0.6419 (0.6419) loss_giou_dn_1: 0.5331 (0.5331) loss_giou_dn_2: 0.5089 (0.5089) loss_giou_dn_3: 0.4946 (0.4946) loss_giou_dn_4: 0.4882 (0.4882) loss_giou_dn_5: 0.4879 (0.4879) loss_vfl: 0.7773 (0.7773) loss_vfl_aux_0: 0.8940 (0.8940) loss_vfl_aux_1: 0.8553 (0.8553) loss_vfl_aux_2: 0.7797 (0.7797) loss_vfl_aux_3: 0.8113 (0.8113) loss_vfl_aux_4: 0.7800 (0.7800) loss_vfl_aux_5: 0.8163 (0.8163) loss_vfl_dn_0: 0.4809 (0.4809) loss_vfl_dn_1: 0.4073 (0.4073) loss_vfl_dn_2: 0.3838 (0.3838) loss_vfl_dn_3: 0.3761 (0.3761) loss_vfl_dn_4: 0.3721 (0.3721) loss_vfl_dn_5: 0.3700 (0.3700) time: 12.2695 data: 1.0989 max mem: 5653 Epoch: [14] [ 100/7393] eta: 1:12:57 lr: 0.000010 loss: 17.4618 (17.8073) loss_bbox: 0.1617 (0.1727) loss_bbox_aux_0: 0.1740 (0.1879) loss_bbox_aux_1: 0.1614 (0.1778) loss_bbox_aux_2: 0.1654 (0.1758) loss_bbox_aux_3: 0.1640 (0.1730) loss_bbox_aux_4: 0.1593 (0.1725) loss_bbox_aux_5: 0.2014 (0.2302) loss_bbox_dn_0: 0.2515 (0.3127) loss_bbox_dn_1: 0.1918 (0.2444) loss_bbox_dn_2: 0.1808 (0.2236) loss_bbox_dn_3: 0.1732 (0.2161) loss_bbox_dn_4: 0.1728 (0.2141) loss_bbox_dn_5: 0.1728 (0.2141) loss_giou: 0.5076 (0.5348) loss_giou_aux_0: 0.5173 (0.5624) loss_giou_aux_1: 0.5361 (0.5457) loss_giou_aux_2: 0.5197 (0.5412) loss_giou_aux_3: 0.5155 (0.5366) loss_giou_aux_4: 0.5025 (0.5341) loss_giou_aux_5: 0.5967 (0.6357) loss_giou_dn_0: 0.6570 (0.6608) loss_giou_dn_1: 0.5430 (0.5593) loss_giou_dn_2: 0.5183 (0.5320) loss_giou_dn_3: 0.5108 (0.5233) loss_giou_dn_4: 0.5114 (0.5210) loss_giou_dn_5: 0.5118 (0.5212) loss_vfl: 0.6790 (0.7240) loss_vfl_aux_0: 0.8540 (0.8584) loss_vfl_aux_1: 0.7978 (0.8047) loss_vfl_aux_2: 0.7140 (0.7550) loss_vfl_aux_3: 0.7197 (0.7341) loss_vfl_aux_4: 0.7122 (0.7273) loss_vfl_aux_5: 0.8085 (0.8314) loss_vfl_dn_0: 0.4748 (0.4737) loss_vfl_dn_1: 0.4152 (0.4162) loss_vfl_dn_2: 0.3962 (0.3973) loss_vfl_dn_3: 0.3883 (0.3894) loss_vfl_dn_4: 0.3842 (0.3866) loss_vfl_dn_5: 0.3833 (0.3862) time: 0.4897 data: 0.0162 max mem: 5653 Epoch: [14] [ 200/7393] eta: 1:04:46 lr: 0.000010 loss: 17.3738 (17.7748) loss_bbox: 0.1719 (0.1746) loss_bbox_aux_0: 0.1774 (0.1876) loss_bbox_aux_1: 0.1771 (0.1793) loss_bbox_aux_2: 0.1688 (0.1773) loss_bbox_aux_3: 0.1704 (0.1751) loss_bbox_aux_4: 0.1692 (0.1746) loss_bbox_aux_5: 0.2314 (0.2311) loss_bbox_dn_0: 0.2956 (0.3178) loss_bbox_dn_1: 0.2342 (0.2480) loss_bbox_dn_2: 0.2200 (0.2267) loss_bbox_dn_3: 0.2137 (0.2193) loss_bbox_dn_4: 0.2117 (0.2174) loss_bbox_dn_5: 0.2113 (0.2173) loss_giou: 0.4640 (0.5315) loss_giou_aux_0: 0.4847 (0.5567) loss_giou_aux_1: 0.4867 (0.5417) loss_giou_aux_2: 0.4656 (0.5373) loss_giou_aux_3: 0.4660 (0.5336) loss_giou_aux_4: 0.4626 (0.5314) loss_giou_aux_5: 0.5757 (0.6314) loss_giou_dn_0: 0.6280 (0.6594) loss_giou_dn_1: 0.5325 (0.5564) loss_giou_dn_2: 0.5057 (0.5289) loss_giou_dn_3: 0.4930 (0.5204) loss_giou_dn_4: 0.4919 (0.5183) loss_giou_dn_5: 0.4924 (0.5185) loss_vfl: 0.7088 (0.7209) loss_vfl_aux_0: 0.8569 (0.8605) loss_vfl_aux_1: 0.7918 (0.7979) loss_vfl_aux_2: 0.7527 (0.7492) loss_vfl_aux_3: 0.7170 (0.7288) loss_vfl_aux_4: 0.7166 (0.7237) loss_vfl_aux_5: 0.8603 (0.8345) loss_vfl_dn_0: 0.4754 (0.4731) loss_vfl_dn_1: 0.4189 (0.4157) loss_vfl_dn_2: 0.3994 (0.3972) loss_vfl_dn_3: 0.3928 (0.3894) loss_vfl_dn_4: 0.3897 (0.3865) loss_vfl_dn_5: 0.3887 (0.3859) time: 0.4782 data: 0.0148 max mem: 5653 Epoch: [14] [ 300/7393] eta: 1:00:58 lr: 0.000010 loss: 18.0364 (17.8060) loss_bbox: 0.1759 (0.1768) loss_bbox_aux_0: 0.1912 (0.1904) loss_bbox_aux_1: 0.1795 (0.1818) loss_bbox_aux_2: 0.1794 (0.1788) loss_bbox_aux_3: 0.1779 (0.1770) loss_bbox_aux_4: 0.1759 (0.1765) loss_bbox_aux_5: 0.2436 (0.2341) loss_bbox_dn_0: 0.2897 (0.3184) loss_bbox_dn_1: 0.2309 (0.2486) loss_bbox_dn_2: 0.2128 (0.2279) loss_bbox_dn_3: 0.2097 (0.2207) loss_bbox_dn_4: 0.2085 (0.2189) loss_bbox_dn_5: 0.2094 (0.2188) loss_giou: 0.5723 (0.5296) loss_giou_aux_0: 0.5976 (0.5554) loss_giou_aux_1: 0.5790 (0.5393) loss_giou_aux_2: 0.5768 (0.5344) loss_giou_aux_3: 0.5771 (0.5310) loss_giou_aux_4: 0.5723 (0.5294) loss_giou_aux_5: 0.6688 (0.6300) loss_giou_dn_0: 0.6665 (0.6578) loss_giou_dn_1: 0.5563 (0.5553) loss_giou_dn_2: 0.5342 (0.5282) loss_giou_dn_3: 0.5254 (0.5198) loss_giou_dn_4: 0.5231 (0.5177) loss_giou_dn_5: 0.5234 (0.5179) loss_vfl: 0.7145 (0.7251) loss_vfl_aux_0: 0.8141 (0.8603) loss_vfl_aux_1: 0.7862 (0.8005) loss_vfl_aux_2: 0.7524 (0.7555) loss_vfl_aux_3: 0.7101 (0.7345) loss_vfl_aux_4: 0.7164 (0.7283) loss_vfl_aux_5: 0.8228 (0.8358) loss_vfl_dn_0: 0.4683 (0.4737) loss_vfl_dn_1: 0.4098 (0.4163) loss_vfl_dn_2: 0.3967 (0.3979) loss_vfl_dn_3: 0.3894 (0.3901) loss_vfl_dn_4: 0.3848 (0.3872) loss_vfl_dn_5: 0.3840 (0.3868) time: 0.4631 data: 0.0155 max mem: 5653 Epoch: [14] [ 400/7393] eta: 0:58:42 lr: 0.000010 loss: 17.6279 (17.7759) loss_bbox: 0.1821 (0.1785) loss_bbox_aux_0: 0.1877 (0.1922) loss_bbox_aux_1: 0.1833 (0.1832) loss_bbox_aux_2: 0.1831 (0.1804) loss_bbox_aux_3: 0.1824 (0.1789) loss_bbox_aux_4: 0.1765 (0.1780) loss_bbox_aux_5: 0.2378 (0.2366) loss_bbox_dn_0: 0.3100 (0.3265) loss_bbox_dn_1: 0.2456 (0.2553) loss_bbox_dn_2: 0.2311 (0.2339) loss_bbox_dn_3: 0.2255 (0.2263) loss_bbox_dn_4: 0.2194 (0.2245) loss_bbox_dn_5: 0.2191 (0.2244) loss_giou: 0.5034 (0.5207) loss_giou_aux_0: 0.5396 (0.5472) loss_giou_aux_1: 0.4986 (0.5305) loss_giou_aux_2: 0.5156 (0.5260) loss_giou_aux_3: 0.5084 (0.5225) loss_giou_aux_4: 0.5035 (0.5205) loss_giou_aux_5: 0.5983 (0.6219) loss_giou_dn_0: 0.6296 (0.6531) loss_giou_dn_1: 0.5199 (0.5506) loss_giou_dn_2: 0.4929 (0.5234) loss_giou_dn_3: 0.4838 (0.5149) loss_giou_dn_4: 0.4815 (0.5127) loss_giou_dn_5: 0.4821 (0.5129) loss_vfl: 0.7352 (0.7254) loss_vfl_aux_0: 0.8502 (0.8600) loss_vfl_aux_1: 0.8258 (0.8032) loss_vfl_aux_2: 0.7489 (0.7558) loss_vfl_aux_3: 0.7393 (0.7346) loss_vfl_aux_4: 0.7305 (0.7290) loss_vfl_aux_5: 0.8307 (0.8376) loss_vfl_dn_0: 0.4798 (0.4745) loss_vfl_dn_1: 0.4143 (0.4165) loss_vfl_dn_2: 0.3992 (0.3984) loss_vfl_dn_3: 0.3931 (0.3904) loss_vfl_dn_4: 0.3872 (0.3876) loss_vfl_dn_5: 0.3873 (0.3871) time: 0.4687 data: 0.0152 max mem: 5653 Epoch: [14] [ 500/7393] eta: 0:57:02 lr: 0.000010 loss: 17.8826 (17.7860) loss_bbox: 0.1828 (0.1782) loss_bbox_aux_0: 0.1849 (0.1916) loss_bbox_aux_1: 0.1815 (0.1828) loss_bbox_aux_2: 0.1790 (0.1797) loss_bbox_aux_3: 0.1826 (0.1784) loss_bbox_aux_4: 0.1824 (0.1778) loss_bbox_aux_5: 0.2293 (0.2353) loss_bbox_dn_0: 0.3157 (0.3251) loss_bbox_dn_1: 0.2523 (0.2544) loss_bbox_dn_2: 0.2277 (0.2333) loss_bbox_dn_3: 0.2244 (0.2259) loss_bbox_dn_4: 0.2233 (0.2239) loss_bbox_dn_5: 0.2232 (0.2239) loss_giou: 0.5090 (0.5199) loss_giou_aux_0: 0.5526 (0.5465) loss_giou_aux_1: 0.5230 (0.5298) loss_giou_aux_2: 0.5226 (0.5247) loss_giou_aux_3: 0.5051 (0.5213) loss_giou_aux_4: 0.5073 (0.5198) loss_giou_aux_5: 0.6128 (0.6206) loss_giou_dn_0: 0.6798 (0.6532) loss_giou_dn_1: 0.5525 (0.5503) loss_giou_dn_2: 0.5279 (0.5231) loss_giou_dn_3: 0.5185 (0.5146) loss_giou_dn_4: 0.5169 (0.5124) loss_giou_dn_5: 0.5174 (0.5125) loss_vfl: 0.7452 (0.7292) loss_vfl_aux_0: 0.8341 (0.8617) loss_vfl_aux_1: 0.8088 (0.8060) loss_vfl_aux_2: 0.7695 (0.7606) loss_vfl_aux_3: 0.7360 (0.7386) loss_vfl_aux_4: 0.7375 (0.7322) loss_vfl_aux_5: 0.8146 (0.8393) loss_vfl_dn_0: 0.4732 (0.4748) loss_vfl_dn_1: 0.4212 (0.4172) loss_vfl_dn_2: 0.4076 (0.3992) loss_vfl_dn_3: 0.3993 (0.3914) loss_vfl_dn_4: 0.3978 (0.3887) loss_vfl_dn_5: 0.3984 (0.3881) time: 0.4745 data: 0.0149 max mem: 5653 Epoch: [14] [ 600/7393] eta: 0:55:45 lr: 0.000010 loss: 17.7567 (17.7681) loss_bbox: 0.1794 (0.1775) loss_bbox_aux_0: 0.1816 (0.1902) loss_bbox_aux_1: 0.1795 (0.1816) loss_bbox_aux_2: 0.1749 (0.1785) loss_bbox_aux_3: 0.1695 (0.1774) loss_bbox_aux_4: 0.1733 (0.1769) loss_bbox_aux_5: 0.2140 (0.2343) loss_bbox_dn_0: 0.2868 (0.3235) loss_bbox_dn_1: 0.2408 (0.2532) loss_bbox_dn_2: 0.2237 (0.2322) loss_bbox_dn_3: 0.2182 (0.2246) loss_bbox_dn_4: 0.2177 (0.2227) loss_bbox_dn_5: 0.2184 (0.2227) loss_giou: 0.4863 (0.5196) loss_giou_aux_0: 0.5006 (0.5453) loss_giou_aux_1: 0.4891 (0.5292) loss_giou_aux_2: 0.4797 (0.5238) loss_giou_aux_3: 0.4859 (0.5207) loss_giou_aux_4: 0.4864 (0.5195) loss_giou_aux_5: 0.5817 (0.6199) loss_giou_dn_0: 0.6358 (0.6525) loss_giou_dn_1: 0.5313 (0.5499) loss_giou_dn_2: 0.5091 (0.5228) loss_giou_dn_3: 0.4980 (0.5143) loss_giou_dn_4: 0.4968 (0.5121) loss_giou_dn_5: 0.4967 (0.5122) loss_vfl: 0.6991 (0.7289) loss_vfl_aux_0: 0.8160 (0.8630) loss_vfl_aux_1: 0.7658 (0.8057) loss_vfl_aux_2: 0.7367 (0.7609) loss_vfl_aux_3: 0.7163 (0.7396) loss_vfl_aux_4: 0.6981 (0.7323) loss_vfl_aux_5: 0.7836 (0.8399) loss_vfl_dn_0: 0.4714 (0.4753) loss_vfl_dn_1: 0.4127 (0.4173) loss_vfl_dn_2: 0.3933 (0.3994) loss_vfl_dn_3: 0.3865 (0.3916) loss_vfl_dn_4: 0.3863 (0.3888) loss_vfl_dn_5: 0.3870 (0.3882) time: 0.4746 data: 0.0141 max mem: 5653 Epoch: [14] [ 700/7393] eta: 0:54:32 lr: 0.000010 loss: 17.2687 (17.7601) loss_bbox: 0.1671 (0.1764) loss_bbox_aux_0: 0.1863 (0.1892) loss_bbox_aux_1: 0.1754 (0.1804) loss_bbox_aux_2: 0.1665 (0.1774) loss_bbox_aux_3: 0.1663 (0.1762) loss_bbox_aux_4: 0.1673 (0.1758) loss_bbox_aux_5: 0.2212 (0.2337) loss_bbox_dn_0: 0.3230 (0.3224) loss_bbox_dn_1: 0.2502 (0.2521) loss_bbox_dn_2: 0.2288 (0.2310) loss_bbox_dn_3: 0.2268 (0.2234) loss_bbox_dn_4: 0.2244 (0.2214) loss_bbox_dn_5: 0.2245 (0.2214) loss_giou: 0.4916 (0.5200) loss_giou_aux_0: 0.5393 (0.5458) loss_giou_aux_1: 0.4998 (0.5294) loss_giou_aux_2: 0.4979 (0.5242) loss_giou_aux_3: 0.4921 (0.5210) loss_giou_aux_4: 0.4938 (0.5199) loss_giou_aux_5: 0.5966 (0.6207) loss_giou_dn_0: 0.6320 (0.6530) loss_giou_dn_1: 0.5374 (0.5502) loss_giou_dn_2: 0.5084 (0.5232) loss_giou_dn_3: 0.5063 (0.5147) loss_giou_dn_4: 0.5051 (0.5125) loss_giou_dn_5: 0.5053 (0.5126) loss_vfl: 0.7010 (0.7287) loss_vfl_aux_0: 0.8071 (0.8627) loss_vfl_aux_1: 0.7665 (0.8057) loss_vfl_aux_2: 0.7334 (0.7611) loss_vfl_aux_3: 0.7084 (0.7399) loss_vfl_aux_4: 0.7132 (0.7324) loss_vfl_aux_5: 0.8113 (0.8396) loss_vfl_dn_0: 0.4700 (0.4753) loss_vfl_dn_1: 0.4173 (0.4173) loss_vfl_dn_2: 0.3989 (0.3996) loss_vfl_dn_3: 0.3911 (0.3919) loss_vfl_dn_4: 0.3871 (0.3891) loss_vfl_dn_5: 0.3868 (0.3885) time: 0.4793 data: 0.0144 max mem: 5653 Epoch: [14] [ 800/7393] eta: 0:53:28 lr: 0.000010 loss: 17.0919 (17.7599) loss_bbox: 0.1651 (0.1765) loss_bbox_aux_0: 0.1735 (0.1892) loss_bbox_aux_1: 0.1693 (0.1804) loss_bbox_aux_2: 0.1622 (0.1774) loss_bbox_aux_3: 0.1665 (0.1764) loss_bbox_aux_4: 0.1680 (0.1759) loss_bbox_aux_5: 0.2133 (0.2334) loss_bbox_dn_0: 0.2832 (0.3225) loss_bbox_dn_1: 0.2072 (0.2523) loss_bbox_dn_2: 0.1832 (0.2313) loss_bbox_dn_3: 0.1740 (0.2238) loss_bbox_dn_4: 0.1713 (0.2218) loss_bbox_dn_5: 0.1713 (0.2218) loss_giou: 0.5117 (0.5204) loss_giou_aux_0: 0.5262 (0.5463) loss_giou_aux_1: 0.5214 (0.5298) loss_giou_aux_2: 0.5173 (0.5247) loss_giou_aux_3: 0.5083 (0.5216) loss_giou_aux_4: 0.5117 (0.5204) loss_giou_aux_5: 0.6119 (0.6212) loss_giou_dn_0: 0.6471 (0.6534) loss_giou_dn_1: 0.5518 (0.5505) loss_giou_dn_2: 0.5241 (0.5236) loss_giou_dn_3: 0.5121 (0.5151) loss_giou_dn_4: 0.5082 (0.5129) loss_giou_dn_5: 0.5084 (0.5130) loss_vfl: 0.6816 (0.7276) loss_vfl_aux_0: 0.7940 (0.8623) loss_vfl_aux_1: 0.7427 (0.8044) loss_vfl_aux_2: 0.7061 (0.7599) loss_vfl_aux_3: 0.6962 (0.7386) loss_vfl_aux_4: 0.6853 (0.7313) loss_vfl_aux_5: 0.7816 (0.8386) loss_vfl_dn_0: 0.4670 (0.4751) loss_vfl_dn_1: 0.4128 (0.4173) loss_vfl_dn_2: 0.3969 (0.3996) loss_vfl_dn_3: 0.3874 (0.3919) loss_vfl_dn_4: 0.3829 (0.3891) loss_vfl_dn_5: 0.3808 (0.3885) time: 0.4685 data: 0.0149 max mem: 5653 Epoch: [14] [ 900/7393] eta: 0:52:28 lr: 0.000010 loss: 17.4616 (17.7467) loss_bbox: 0.1468 (0.1760) loss_bbox_aux_0: 0.1608 (0.1887) loss_bbox_aux_1: 0.1554 (0.1801) loss_bbox_aux_2: 0.1592 (0.1773) loss_bbox_aux_3: 0.1452 (0.1760) loss_bbox_aux_4: 0.1525 (0.1754) loss_bbox_aux_5: 0.1905 (0.2328) loss_bbox_dn_0: 0.2651 (0.3210) loss_bbox_dn_1: 0.1959 (0.2512) loss_bbox_dn_2: 0.1835 (0.2303) loss_bbox_dn_3: 0.1851 (0.2228) loss_bbox_dn_4: 0.1836 (0.2208) loss_bbox_dn_5: 0.1836 (0.2208) loss_giou: 0.5343 (0.5202) loss_giou_aux_0: 0.5669 (0.5464) loss_giou_aux_1: 0.5651 (0.5298) loss_giou_aux_2: 0.5504 (0.5247) loss_giou_aux_3: 0.5355 (0.5214) loss_giou_aux_4: 0.5438 (0.5201) loss_giou_aux_5: 0.6601 (0.6211) loss_giou_dn_0: 0.6649 (0.6526) loss_giou_dn_1: 0.5619 (0.5496) loss_giou_dn_2: 0.5412 (0.5228) loss_giou_dn_3: 0.5296 (0.5143) loss_giou_dn_4: 0.5301 (0.5121) loss_giou_dn_5: 0.5305 (0.5122) loss_vfl: 0.7023 (0.7283) loss_vfl_aux_0: 0.7533 (0.8617) loss_vfl_aux_1: 0.7520 (0.8040) loss_vfl_aux_2: 0.7208 (0.7600) loss_vfl_aux_3: 0.7046 (0.7394) loss_vfl_aux_4: 0.7101 (0.7322) loss_vfl_aux_5: 0.7454 (0.8385) loss_vfl_dn_0: 0.4721 (0.4753) loss_vfl_dn_1: 0.4043 (0.4173) loss_vfl_dn_2: 0.3953 (0.3997) loss_vfl_dn_3: 0.3862 (0.3920) loss_vfl_dn_4: 0.3831 (0.3891) loss_vfl_dn_5: 0.3821 (0.3885) time: 0.4715 data: 0.0143 max mem: 5653 Epoch: [14] [1000/7393] eta: 0:51:28 lr: 0.000010 loss: 17.9187 (17.7573) loss_bbox: 0.1640 (0.1766) loss_bbox_aux_0: 0.1832 (0.1894) loss_bbox_aux_1: 0.1738 (0.1808) loss_bbox_aux_2: 0.1704 (0.1781) loss_bbox_aux_3: 0.1658 (0.1766) loss_bbox_aux_4: 0.1639 (0.1760) loss_bbox_aux_5: 0.2355 (0.2334) loss_bbox_dn_0: 0.3151 (0.3221) loss_bbox_dn_1: 0.2431 (0.2521) loss_bbox_dn_2: 0.2148 (0.2312) loss_bbox_dn_3: 0.2100 (0.2237) loss_bbox_dn_4: 0.2051 (0.2217) loss_bbox_dn_5: 0.2050 (0.2217) loss_giou: 0.5063 (0.5193) loss_giou_aux_0: 0.5320 (0.5459) loss_giou_aux_1: 0.5080 (0.5293) loss_giou_aux_2: 0.5135 (0.5241) loss_giou_aux_3: 0.5071 (0.5206) loss_giou_aux_4: 0.5021 (0.5194) loss_giou_aux_5: 0.6230 (0.6204) loss_giou_dn_0: 0.6586 (0.6525) loss_giou_dn_1: 0.5691 (0.5495) loss_giou_dn_2: 0.5424 (0.5227) loss_giou_dn_3: 0.5342 (0.5142) loss_giou_dn_4: 0.5321 (0.5120) loss_giou_dn_5: 0.5324 (0.5121) loss_vfl: 0.7203 (0.7296) loss_vfl_aux_0: 0.8467 (0.8617) loss_vfl_aux_1: 0.7725 (0.8044) loss_vfl_aux_2: 0.7253 (0.7606) loss_vfl_aux_3: 0.7199 (0.7407) loss_vfl_aux_4: 0.7244 (0.7333) loss_vfl_aux_5: 0.7828 (0.8389) loss_vfl_dn_0: 0.4770 (0.4754) loss_vfl_dn_1: 0.4177 (0.4173) loss_vfl_dn_2: 0.3998 (0.3998) loss_vfl_dn_3: 0.3940 (0.3922) loss_vfl_dn_4: 0.3915 (0.3893) loss_vfl_dn_5: 0.3918 (0.3887) time: 0.4679 data: 0.0141 max mem: 5653 Epoch: [14] [1100/7393] eta: 0:50:35 lr: 0.000010 loss: 18.1109 (17.7509) loss_bbox: 0.1704 (0.1769) loss_bbox_aux_0: 0.1841 (0.1901) loss_bbox_aux_1: 0.1871 (0.1814) loss_bbox_aux_2: 0.1811 (0.1787) loss_bbox_aux_3: 0.1755 (0.1770) loss_bbox_aux_4: 0.1710 (0.1764) loss_bbox_aux_5: 0.2220 (0.2341) loss_bbox_dn_0: 0.3341 (0.3239) loss_bbox_dn_1: 0.2524 (0.2535) loss_bbox_dn_2: 0.2339 (0.2325) loss_bbox_dn_3: 0.2267 (0.2249) loss_bbox_dn_4: 0.2278 (0.2229) loss_bbox_dn_5: 0.2278 (0.2229) loss_giou: 0.4697 (0.5173) loss_giou_aux_0: 0.4988 (0.5440) loss_giou_aux_1: 0.4761 (0.5273) loss_giou_aux_2: 0.4807 (0.5222) loss_giou_aux_3: 0.4722 (0.5185) loss_giou_aux_4: 0.4714 (0.5174) loss_giou_aux_5: 0.5832 (0.6188) loss_giou_dn_0: 0.6549 (0.6518) loss_giou_dn_1: 0.5587 (0.5488) loss_giou_dn_2: 0.5390 (0.5219) loss_giou_dn_3: 0.5271 (0.5133) loss_giou_dn_4: 0.5229 (0.5111) loss_giou_dn_5: 0.5234 (0.5112) loss_vfl: 0.7150 (0.7299) loss_vfl_aux_0: 0.8376 (0.8619) loss_vfl_aux_1: 0.7898 (0.8045) loss_vfl_aux_2: 0.7403 (0.7606) loss_vfl_aux_3: 0.7389 (0.7410) loss_vfl_aux_4: 0.7204 (0.7333) loss_vfl_aux_5: 0.8187 (0.8388) loss_vfl_dn_0: 0.4748 (0.4753) loss_vfl_dn_1: 0.4200 (0.4172) loss_vfl_dn_2: 0.4059 (0.3997) loss_vfl_dn_3: 0.4020 (0.3922) loss_vfl_dn_4: 0.4000 (0.3892) loss_vfl_dn_5: 0.3997 (0.3886) time: 0.4764 data: 0.0152 max mem: 5653 Epoch: [14] [1200/7393] eta: 0:49:38 lr: 0.000010 loss: 18.3361 (17.7653) loss_bbox: 0.1820 (0.1769) loss_bbox_aux_0: 0.1881 (0.1902) loss_bbox_aux_1: 0.1888 (0.1814) loss_bbox_aux_2: 0.1858 (0.1788) loss_bbox_aux_3: 0.1818 (0.1770) loss_bbox_aux_4: 0.1854 (0.1764) loss_bbox_aux_5: 0.2423 (0.2343) loss_bbox_dn_0: 0.3245 (0.3240) loss_bbox_dn_1: 0.2585 (0.2536) loss_bbox_dn_2: 0.2243 (0.2325) loss_bbox_dn_3: 0.2135 (0.2249) loss_bbox_dn_4: 0.2123 (0.2228) loss_bbox_dn_5: 0.2125 (0.2228) loss_giou: 0.5013 (0.5182) loss_giou_aux_0: 0.5402 (0.5453) loss_giou_aux_1: 0.5281 (0.5283) loss_giou_aux_2: 0.5219 (0.5232) loss_giou_aux_3: 0.5147 (0.5194) loss_giou_aux_4: 0.5012 (0.5183) loss_giou_aux_5: 0.6258 (0.6202) loss_giou_dn_0: 0.6753 (0.6526) loss_giou_dn_1: 0.5601 (0.5494) loss_giou_dn_2: 0.5286 (0.5225) loss_giou_dn_3: 0.5184 (0.5139) loss_giou_dn_4: 0.5138 (0.5117) loss_giou_dn_5: 0.5141 (0.5118) loss_vfl: 0.7745 (0.7301) loss_vfl_aux_0: 0.8746 (0.8617) loss_vfl_aux_1: 0.8192 (0.8047) loss_vfl_aux_2: 0.7909 (0.7610) loss_vfl_aux_3: 0.7770 (0.7416) loss_vfl_aux_4: 0.7883 (0.7336) loss_vfl_aux_5: 0.8455 (0.8387) loss_vfl_dn_0: 0.4705 (0.4753) loss_vfl_dn_1: 0.4185 (0.4174) loss_vfl_dn_2: 0.3959 (0.4000) loss_vfl_dn_3: 0.3908 (0.3924) loss_vfl_dn_4: 0.3866 (0.3895) loss_vfl_dn_5: 0.3868 (0.3888) time: 0.4742 data: 0.0141 max mem: 5653 Epoch: [14] [1300/7393] eta: 0:48:45 lr: 0.000010 loss: 17.6108 (17.7745) loss_bbox: 0.1505 (0.1764) loss_bbox_aux_0: 0.1675 (0.1900) loss_bbox_aux_1: 0.1606 (0.1811) loss_bbox_aux_2: 0.1577 (0.1785) loss_bbox_aux_3: 0.1539 (0.1766) loss_bbox_aux_4: 0.1542 (0.1760) loss_bbox_aux_5: 0.2134 (0.2339) loss_bbox_dn_0: 0.3021 (0.3237) loss_bbox_dn_1: 0.2227 (0.2533) loss_bbox_dn_2: 0.2026 (0.2322) loss_bbox_dn_3: 0.1955 (0.2246) loss_bbox_dn_4: 0.1940 (0.2226) loss_bbox_dn_5: 0.1940 (0.2225) loss_giou: 0.5276 (0.5192) loss_giou_aux_0: 0.5693 (0.5465) loss_giou_aux_1: 0.5501 (0.5295) loss_giou_aux_2: 0.5352 (0.5244) loss_giou_aux_3: 0.5320 (0.5204) loss_giou_aux_4: 0.5274 (0.5193) loss_giou_aux_5: 0.6376 (0.6213) loss_giou_dn_0: 0.6759 (0.6539) loss_giou_dn_1: 0.5622 (0.5504) loss_giou_dn_2: 0.5320 (0.5235) loss_giou_dn_3: 0.5248 (0.5149) loss_giou_dn_4: 0.5221 (0.5127) loss_giou_dn_5: 0.5220 (0.5128) loss_vfl: 0.6948 (0.7303) loss_vfl_aux_0: 0.8477 (0.8616) loss_vfl_aux_1: 0.7712 (0.8047) loss_vfl_aux_2: 0.7100 (0.7606) loss_vfl_aux_3: 0.7142 (0.7415) loss_vfl_aux_4: 0.7256 (0.7337) loss_vfl_aux_5: 0.8093 (0.8385) loss_vfl_dn_0: 0.4727 (0.4752) loss_vfl_dn_1: 0.4177 (0.4175) loss_vfl_dn_2: 0.3992 (0.4001) loss_vfl_dn_3: 0.3943 (0.3924) loss_vfl_dn_4: 0.3907 (0.3895) loss_vfl_dn_5: 0.3885 (0.3888) time: 0.4848 data: 0.0140 max mem: 5653 Epoch: [14] [1400/7393] eta: 0:48:18 lr: 0.000010 loss: 17.0819 (17.7637) loss_bbox: 0.1650 (0.1765) loss_bbox_aux_0: 0.1727 (0.1900) loss_bbox_aux_1: 0.1812 (0.1812) loss_bbox_aux_2: 0.1751 (0.1785) loss_bbox_aux_3: 0.1610 (0.1767) loss_bbox_aux_4: 0.1609 (0.1761) loss_bbox_aux_5: 0.2096 (0.2338) loss_bbox_dn_0: 0.2935 (0.3236) loss_bbox_dn_1: 0.2234 (0.2533) loss_bbox_dn_2: 0.1998 (0.2321) loss_bbox_dn_3: 0.1972 (0.2245) loss_bbox_dn_4: 0.1963 (0.2224) loss_bbox_dn_5: 0.1963 (0.2224) loss_giou: 0.5603 (0.5186) loss_giou_aux_0: 0.5713 (0.5457) loss_giou_aux_1: 0.5644 (0.5287) loss_giou_aux_2: 0.5636 (0.5237) loss_giou_aux_3: 0.5679 (0.5198) loss_giou_aux_4: 0.5562 (0.5187) loss_giou_aux_5: 0.6475 (0.6204) loss_giou_dn_0: 0.6436 (0.6533) loss_giou_dn_1: 0.5520 (0.5498) loss_giou_dn_2: 0.5296 (0.5230) loss_giou_dn_3: 0.5238 (0.5144) loss_giou_dn_4: 0.5235 (0.5122) loss_giou_dn_5: 0.5247 (0.5123) loss_vfl: 0.6823 (0.7301) loss_vfl_aux_0: 0.7967 (0.8612) loss_vfl_aux_1: 0.7627 (0.8046) loss_vfl_aux_2: 0.6983 (0.7603) loss_vfl_aux_3: 0.6875 (0.7411) loss_vfl_aux_4: 0.6928 (0.7334) loss_vfl_aux_5: 0.7601 (0.8380) loss_vfl_dn_0: 0.4676 (0.4751) loss_vfl_dn_1: 0.4084 (0.4174) loss_vfl_dn_2: 0.4006 (0.4000) loss_vfl_dn_3: 0.3899 (0.3924) loss_vfl_dn_4: 0.3861 (0.3895) loss_vfl_dn_5: 0.3861 (0.3888) time: 0.4646 data: 0.0146 max mem: 5653 Epoch: [14] [1500/7393] eta: 0:47:24 lr: 0.000010 loss: 18.2443 (17.7740) loss_bbox: 0.1611 (0.1761) loss_bbox_aux_0: 0.1843 (0.1896) loss_bbox_aux_1: 0.1812 (0.1809) loss_bbox_aux_2: 0.1848 (0.1782) loss_bbox_aux_3: 0.1716 (0.1762) loss_bbox_aux_4: 0.1602 (0.1757) loss_bbox_aux_5: 0.2360 (0.2334) loss_bbox_dn_0: 0.2914 (0.3226) loss_bbox_dn_1: 0.2240 (0.2526) loss_bbox_dn_2: 0.2028 (0.2315) loss_bbox_dn_3: 0.1946 (0.2238) loss_bbox_dn_4: 0.1944 (0.2218) loss_bbox_dn_5: 0.1943 (0.2218) loss_giou: 0.5573 (0.5200) loss_giou_aux_0: 0.5698 (0.5473) loss_giou_aux_1: 0.5635 (0.5303) loss_giou_aux_2: 0.5544 (0.5251) loss_giou_aux_3: 0.5517 (0.5212) loss_giou_aux_4: 0.5522 (0.5201) loss_giou_aux_5: 0.6505 (0.6219) loss_giou_dn_0: 0.6824 (0.6542) loss_giou_dn_1: 0.5827 (0.5508) loss_giou_dn_2: 0.5494 (0.5240) loss_giou_dn_3: 0.5451 (0.5153) loss_giou_dn_4: 0.5424 (0.5131) loss_giou_dn_5: 0.5433 (0.5133) loss_vfl: 0.7379 (0.7304) loss_vfl_aux_0: 0.8235 (0.8611) loss_vfl_aux_1: 0.7812 (0.8046) loss_vfl_aux_2: 0.7629 (0.7607) loss_vfl_aux_3: 0.7342 (0.7413) loss_vfl_aux_4: 0.7265 (0.7336) loss_vfl_aux_5: 0.7703 (0.8375) loss_vfl_dn_0: 0.4718 (0.4751) loss_vfl_dn_1: 0.4213 (0.4175) loss_vfl_dn_2: 0.4067 (0.4002) loss_vfl_dn_3: 0.3940 (0.3926) loss_vfl_dn_4: 0.3930 (0.3897) loss_vfl_dn_5: 0.3940 (0.3890) time: 0.4768 data: 0.0146 max mem: 5653 Epoch: [14] [1600/7393] eta: 0:46:31 lr: 0.000010 loss: 17.0237 (17.7689) loss_bbox: 0.1520 (0.1757) loss_bbox_aux_0: 0.1724 (0.1893) loss_bbox_aux_1: 0.1678 (0.1806) loss_bbox_aux_2: 0.1537 (0.1778) loss_bbox_aux_3: 0.1582 (0.1760) loss_bbox_aux_4: 0.1520 (0.1754) loss_bbox_aux_5: 0.2111 (0.2330) loss_bbox_dn_0: 0.2812 (0.3222) loss_bbox_dn_1: 0.2223 (0.2522) loss_bbox_dn_2: 0.2071 (0.2311) loss_bbox_dn_3: 0.2018 (0.2235) loss_bbox_dn_4: 0.1991 (0.2215) loss_bbox_dn_5: 0.1990 (0.2215) loss_giou: 0.5067 (0.5200) loss_giou_aux_0: 0.4977 (0.5470) loss_giou_aux_1: 0.5017 (0.5301) loss_giou_aux_2: 0.4981 (0.5250) loss_giou_aux_3: 0.4997 (0.5212) loss_giou_aux_4: 0.5023 (0.5201) loss_giou_aux_5: 0.5613 (0.6217) loss_giou_dn_0: 0.6235 (0.6544) loss_giou_dn_1: 0.5389 (0.5509) loss_giou_dn_2: 0.5110 (0.5241) loss_giou_dn_3: 0.5049 (0.5154) loss_giou_dn_4: 0.5047 (0.5133) loss_giou_dn_5: 0.5053 (0.5134) loss_vfl: 0.7302 (0.7302) loss_vfl_aux_0: 0.8773 (0.8613) loss_vfl_aux_1: 0.8180 (0.8047) loss_vfl_aux_2: 0.7639 (0.7605) loss_vfl_aux_3: 0.7309 (0.7409) loss_vfl_aux_4: 0.7461 (0.7334) loss_vfl_aux_5: 0.8656 (0.8372) loss_vfl_dn_0: 0.4737 (0.4750) loss_vfl_dn_1: 0.4144 (0.4176) loss_vfl_dn_2: 0.3962 (0.4003) loss_vfl_dn_3: 0.3882 (0.3926) loss_vfl_dn_4: 0.3849 (0.3897) loss_vfl_dn_5: 0.3835 (0.3891) time: 0.4646 data: 0.0145 max mem: 5653 Epoch: [14] [1700/7393] eta: 0:45:36 lr: 0.000010 loss: 17.6208 (17.7698) loss_bbox: 0.1857 (0.1761) loss_bbox_aux_0: 0.1938 (0.1895) loss_bbox_aux_1: 0.1808 (0.1807) loss_bbox_aux_2: 0.1830 (0.1780) loss_bbox_aux_3: 0.1793 (0.1762) loss_bbox_aux_4: 0.1859 (0.1756) loss_bbox_aux_5: 0.2319 (0.2332) loss_bbox_dn_0: 0.3207 (0.3228) loss_bbox_dn_1: 0.2486 (0.2526) loss_bbox_dn_2: 0.2242 (0.2314) loss_bbox_dn_3: 0.2156 (0.2239) loss_bbox_dn_4: 0.2127 (0.2219) loss_bbox_dn_5: 0.2126 (0.2218) loss_giou: 0.5190 (0.5199) loss_giou_aux_0: 0.5376 (0.5466) loss_giou_aux_1: 0.5215 (0.5297) loss_giou_aux_2: 0.5284 (0.5247) loss_giou_aux_3: 0.5224 (0.5210) loss_giou_aux_4: 0.5249 (0.5199) loss_giou_aux_5: 0.5925 (0.6211) loss_giou_dn_0: 0.6345 (0.6540) loss_giou_dn_1: 0.5316 (0.5506) loss_giou_dn_2: 0.5070 (0.5238) loss_giou_dn_3: 0.4973 (0.5152) loss_giou_dn_4: 0.4953 (0.5130) loss_giou_dn_5: 0.4952 (0.5131) loss_vfl: 0.7169 (0.7299) loss_vfl_aux_0: 0.8240 (0.8619) loss_vfl_aux_1: 0.7784 (0.8050) loss_vfl_aux_2: 0.7269 (0.7605) loss_vfl_aux_3: 0.7134 (0.7409) loss_vfl_aux_4: 0.7142 (0.7332) loss_vfl_aux_5: 0.8421 (0.8377) loss_vfl_dn_0: 0.4720 (0.4753) loss_vfl_dn_1: 0.4176 (0.4176) loss_vfl_dn_2: 0.4013 (0.4003) loss_vfl_dn_3: 0.3938 (0.3926) loss_vfl_dn_4: 0.3909 (0.3898) loss_vfl_dn_5: 0.3908 (0.3891) time: 0.4646 data: 0.0138 max mem: 5653 Epoch: [14] [1800/7393] eta: 0:44:43 lr: 0.000010 loss: 17.7011 (17.7729) loss_bbox: 0.1570 (0.1763) loss_bbox_aux_0: 0.1780 (0.1897) loss_bbox_aux_1: 0.1664 (0.1810) loss_bbox_aux_2: 0.1658 (0.1782) loss_bbox_aux_3: 0.1582 (0.1765) loss_bbox_aux_4: 0.1570 (0.1759) loss_bbox_aux_5: 0.2197 (0.2335) loss_bbox_dn_0: 0.2735 (0.3235) loss_bbox_dn_1: 0.2175 (0.2531) loss_bbox_dn_2: 0.1983 (0.2319) loss_bbox_dn_3: 0.1883 (0.2243) loss_bbox_dn_4: 0.1861 (0.2223) loss_bbox_dn_5: 0.1861 (0.2223) loss_giou: 0.4954 (0.5195) loss_giou_aux_0: 0.5339 (0.5463) loss_giou_aux_1: 0.5117 (0.5293) loss_giou_aux_2: 0.5061 (0.5243) loss_giou_aux_3: 0.5027 (0.5206) loss_giou_aux_4: 0.4964 (0.5195) loss_giou_aux_5: 0.5966 (0.6206) loss_giou_dn_0: 0.6512 (0.6538) loss_giou_dn_1: 0.5384 (0.5503) loss_giou_dn_2: 0.5116 (0.5235) loss_giou_dn_3: 0.5018 (0.5148) loss_giou_dn_4: 0.5009 (0.5126) loss_giou_dn_5: 0.5009 (0.5128) loss_vfl: 0.7145 (0.7302) loss_vfl_aux_0: 0.8374 (0.8624) loss_vfl_aux_1: 0.7665 (0.8056) loss_vfl_aux_2: 0.7509 (0.7608) loss_vfl_aux_3: 0.7270 (0.7409) loss_vfl_aux_4: 0.7216 (0.7334) loss_vfl_aux_5: 0.8366 (0.8385) loss_vfl_dn_0: 0.4725 (0.4753) loss_vfl_dn_1: 0.4174 (0.4176) loss_vfl_dn_2: 0.4025 (0.4003) loss_vfl_dn_3: 0.3940 (0.3926) loss_vfl_dn_4: 0.3921 (0.3897) loss_vfl_dn_5: 0.3900 (0.3891) time: 0.4627 data: 0.0136 max mem: 5653 Epoch: [14] [1900/7393] eta: 0:44:09 lr: 0.000010 loss: 17.8619 (17.7556) loss_bbox: 0.1671 (0.1760) loss_bbox_aux_0: 0.1839 (0.1894) loss_bbox_aux_1: 0.1692 (0.1807) loss_bbox_aux_2: 0.1631 (0.1779) loss_bbox_aux_3: 0.1674 (0.1762) loss_bbox_aux_4: 0.1670 (0.1757) loss_bbox_aux_5: 0.2277 (0.2332) loss_bbox_dn_0: 0.3064 (0.3230) loss_bbox_dn_1: 0.2416 (0.2526) loss_bbox_dn_2: 0.2205 (0.2314) loss_bbox_dn_3: 0.2122 (0.2238) loss_bbox_dn_4: 0.2075 (0.2218) loss_bbox_dn_5: 0.2071 (0.2218) loss_giou: 0.5164 (0.5193) loss_giou_aux_0: 0.5594 (0.5460) loss_giou_aux_1: 0.5381 (0.5290) loss_giou_aux_2: 0.5200 (0.5239) loss_giou_aux_3: 0.5164 (0.5203) loss_giou_aux_4: 0.5129 (0.5193) loss_giou_aux_5: 0.6296 (0.6203) loss_giou_dn_0: 0.6343 (0.6535) loss_giou_dn_1: 0.5324 (0.5499) loss_giou_dn_2: 0.5057 (0.5231) loss_giou_dn_3: 0.4981 (0.5145) loss_giou_dn_4: 0.4964 (0.5123) loss_giou_dn_5: 0.4964 (0.5124) loss_vfl: 0.7171 (0.7292) loss_vfl_aux_0: 0.8578 (0.8615) loss_vfl_aux_1: 0.7922 (0.8046) loss_vfl_aux_2: 0.7665 (0.7599) loss_vfl_aux_3: 0.7442 (0.7398) loss_vfl_aux_4: 0.7163 (0.7324) loss_vfl_aux_5: 0.8371 (0.8374) loss_vfl_dn_0: 0.4698 (0.4751) loss_vfl_dn_1: 0.4173 (0.4174) loss_vfl_dn_2: 0.3965 (0.4000) loss_vfl_dn_3: 0.3883 (0.3924) loss_vfl_dn_4: 0.3866 (0.3896) loss_vfl_dn_5: 0.3859 (0.3889) time: 0.4574 data: 0.0137 max mem: 5653 Epoch: [14] [2000/7393] eta: 0:43:18 lr: 0.000010 loss: 17.8515 (17.7581) loss_bbox: 0.1517 (0.1759) loss_bbox_aux_0: 0.1738 (0.1893) loss_bbox_aux_1: 0.1626 (0.1806) loss_bbox_aux_2: 0.1479 (0.1778) loss_bbox_aux_3: 0.1638 (0.1762) loss_bbox_aux_4: 0.1504 (0.1756) loss_bbox_aux_5: 0.2163 (0.2330) loss_bbox_dn_0: 0.2767 (0.3226) loss_bbox_dn_1: 0.2133 (0.2523) loss_bbox_dn_2: 0.1996 (0.2311) loss_bbox_dn_3: 0.1931 (0.2235) loss_bbox_dn_4: 0.1881 (0.2215) loss_bbox_dn_5: 0.1879 (0.2214) loss_giou: 0.5368 (0.5197) loss_giou_aux_0: 0.5595 (0.5463) loss_giou_aux_1: 0.5482 (0.5293) loss_giou_aux_2: 0.5504 (0.5243) loss_giou_aux_3: 0.5446 (0.5208) loss_giou_aux_4: 0.5388 (0.5197) loss_giou_aux_5: 0.6419 (0.6206) loss_giou_dn_0: 0.6627 (0.6538) loss_giou_dn_1: 0.5589 (0.5502) loss_giou_dn_2: 0.5317 (0.5234) loss_giou_dn_3: 0.5189 (0.5148) loss_giou_dn_4: 0.5155 (0.5126) loss_giou_dn_5: 0.5153 (0.5127) loss_vfl: 0.6902 (0.7291) loss_vfl_aux_0: 0.8353 (0.8615) loss_vfl_aux_1: 0.7914 (0.8045) loss_vfl_aux_2: 0.7610 (0.7600) loss_vfl_aux_3: 0.7252 (0.7398) loss_vfl_aux_4: 0.7034 (0.7324) loss_vfl_aux_5: 0.7962 (0.8377) loss_vfl_dn_0: 0.4810 (0.4752) loss_vfl_dn_1: 0.4188 (0.4175) loss_vfl_dn_2: 0.4019 (0.4001) loss_vfl_dn_3: 0.3954 (0.3925) loss_vfl_dn_4: 0.3950 (0.3896) loss_vfl_dn_5: 0.3952 (0.3890) time: 0.4876 data: 0.0143 max mem: 5653 Epoch: [14] [2100/7393] eta: 0:42:26 lr: 0.000010 loss: 17.3034 (17.7578) loss_bbox: 0.1605 (0.1759) loss_bbox_aux_0: 0.1776 (0.1893) loss_bbox_aux_1: 0.1678 (0.1808) loss_bbox_aux_2: 0.1643 (0.1778) loss_bbox_aux_3: 0.1609 (0.1762) loss_bbox_aux_4: 0.1611 (0.1757) loss_bbox_aux_5: 0.2312 (0.2330) loss_bbox_dn_0: 0.2872 (0.3223) loss_bbox_dn_1: 0.2306 (0.2520) loss_bbox_dn_2: 0.2096 (0.2308) loss_bbox_dn_3: 0.2033 (0.2232) loss_bbox_dn_4: 0.2013 (0.2213) loss_bbox_dn_5: 0.2013 (0.2212) loss_giou: 0.4781 (0.5200) loss_giou_aux_0: 0.5009 (0.5468) loss_giou_aux_1: 0.4832 (0.5297) loss_giou_aux_2: 0.4752 (0.5246) loss_giou_aux_3: 0.4834 (0.5211) loss_giou_aux_4: 0.4715 (0.5201) loss_giou_aux_5: 0.5652 (0.6210) loss_giou_dn_0: 0.6207 (0.6538) loss_giou_dn_1: 0.5292 (0.5502) loss_giou_dn_2: 0.5038 (0.5234) loss_giou_dn_3: 0.4907 (0.5147) loss_giou_dn_4: 0.4870 (0.5126) loss_giou_dn_5: 0.4865 (0.5127) loss_vfl: 0.6857 (0.7291) loss_vfl_aux_0: 0.8132 (0.8613) loss_vfl_aux_1: 0.7443 (0.8041) loss_vfl_aux_2: 0.7168 (0.7600) loss_vfl_aux_3: 0.7040 (0.7399) loss_vfl_aux_4: 0.6892 (0.7323) loss_vfl_aux_5: 0.7760 (0.8376) loss_vfl_dn_0: 0.4740 (0.4751) loss_vfl_dn_1: 0.4106 (0.4174) loss_vfl_dn_2: 0.3970 (0.4001) loss_vfl_dn_3: 0.3843 (0.3924) loss_vfl_dn_4: 0.3822 (0.3895) loss_vfl_dn_5: 0.3803 (0.3889) time: 0.4664 data: 0.0147 max mem: 5653 Epoch: [14] [2200/7393] eta: 0:41:34 lr: 0.000010 loss: 18.0681 (17.7511) loss_bbox: 0.1679 (0.1763) loss_bbox_aux_0: 0.1787 (0.1897) loss_bbox_aux_1: 0.1728 (0.1811) loss_bbox_aux_2: 0.1754 (0.1782) loss_bbox_aux_3: 0.1700 (0.1766) loss_bbox_aux_4: 0.1678 (0.1760) loss_bbox_aux_5: 0.2247 (0.2333) loss_bbox_dn_0: 0.3109 (0.3229) loss_bbox_dn_1: 0.2476 (0.2526) loss_bbox_dn_2: 0.2285 (0.2314) loss_bbox_dn_3: 0.2225 (0.2238) loss_bbox_dn_4: 0.2218 (0.2219) loss_bbox_dn_5: 0.2223 (0.2218) loss_giou: 0.4695 (0.5193) loss_giou_aux_0: 0.4911 (0.5459) loss_giou_aux_1: 0.4772 (0.5290) loss_giou_aux_2: 0.4705 (0.5238) loss_giou_aux_3: 0.4672 (0.5203) loss_giou_aux_4: 0.4697 (0.5193) loss_giou_aux_5: 0.5654 (0.6202) loss_giou_dn_0: 0.6578 (0.6532) loss_giou_dn_1: 0.5488 (0.5496) loss_giou_dn_2: 0.5224 (0.5228) loss_giou_dn_3: 0.5139 (0.5141) loss_giou_dn_4: 0.5108 (0.5120) loss_giou_dn_5: 0.5107 (0.5121) loss_vfl: 0.7300 (0.7287) loss_vfl_aux_0: 0.8525 (0.8611) loss_vfl_aux_1: 0.7886 (0.8038) loss_vfl_aux_2: 0.7612 (0.7595) loss_vfl_aux_3: 0.7426 (0.7394) loss_vfl_aux_4: 0.7383 (0.7320) loss_vfl_aux_5: 0.8174 (0.8372) loss_vfl_dn_0: 0.4795 (0.4750) loss_vfl_dn_1: 0.4195 (0.4172) loss_vfl_dn_2: 0.4064 (0.3999) loss_vfl_dn_3: 0.4012 (0.3922) loss_vfl_dn_4: 0.3957 (0.3893) loss_vfl_dn_5: 0.3978 (0.3886) time: 0.4678 data: 0.0141 max mem: 5653 Epoch: [14] [2300/7393] eta: 0:40:44 lr: 0.000010 loss: 17.8898 (17.7532) loss_bbox: 0.1752 (0.1762) loss_bbox_aux_0: 0.1732 (0.1896) loss_bbox_aux_1: 0.1659 (0.1810) loss_bbox_aux_2: 0.1681 (0.1782) loss_bbox_aux_3: 0.1777 (0.1765) loss_bbox_aux_4: 0.1737 (0.1759) loss_bbox_aux_5: 0.2179 (0.2332) loss_bbox_dn_0: 0.2876 (0.3225) loss_bbox_dn_1: 0.2296 (0.2523) loss_bbox_dn_2: 0.2100 (0.2311) loss_bbox_dn_3: 0.2037 (0.2235) loss_bbox_dn_4: 0.2033 (0.2216) loss_bbox_dn_5: 0.2034 (0.2215) loss_giou: 0.5646 (0.5194) loss_giou_aux_0: 0.5993 (0.5461) loss_giou_aux_1: 0.5700 (0.5293) loss_giou_aux_2: 0.5681 (0.5240) loss_giou_aux_3: 0.5659 (0.5204) loss_giou_aux_4: 0.5637 (0.5195) loss_giou_aux_5: 0.6762 (0.6205) loss_giou_dn_0: 0.6722 (0.6534) loss_giou_dn_1: 0.5798 (0.5497) loss_giou_dn_2: 0.5540 (0.5230) loss_giou_dn_3: 0.5486 (0.5143) loss_giou_dn_4: 0.5466 (0.5121) loss_giou_dn_5: 0.5466 (0.5123) loss_vfl: 0.6936 (0.7290) loss_vfl_aux_0: 0.8263 (0.8616) loss_vfl_aux_1: 0.7626 (0.8039) loss_vfl_aux_2: 0.7110 (0.7595) loss_vfl_aux_3: 0.7013 (0.7398) loss_vfl_aux_4: 0.7093 (0.7321) loss_vfl_aux_5: 0.7821 (0.8373) loss_vfl_dn_0: 0.4726 (0.4751) loss_vfl_dn_1: 0.4181 (0.4173) loss_vfl_dn_2: 0.4068 (0.4000) loss_vfl_dn_3: 0.3989 (0.3923) loss_vfl_dn_4: 0.3979 (0.3895) loss_vfl_dn_5: 0.3974 (0.3888) time: 0.4812 data: 0.0138 max mem: 5653 Epoch: [14] [2400/7393] eta: 0:39:53 lr: 0.000010 loss: 18.6180 (17.7573) loss_bbox: 0.1751 (0.1763) loss_bbox_aux_0: 0.1864 (0.1897) loss_bbox_aux_1: 0.1841 (0.1812) loss_bbox_aux_2: 0.1785 (0.1782) loss_bbox_aux_3: 0.1715 (0.1765) loss_bbox_aux_4: 0.1694 (0.1760) loss_bbox_aux_5: 0.2435 (0.2335) loss_bbox_dn_0: 0.3219 (0.3227) loss_bbox_dn_1: 0.2552 (0.2525) loss_bbox_dn_2: 0.2365 (0.2313) loss_bbox_dn_3: 0.2276 (0.2237) loss_bbox_dn_4: 0.2287 (0.2217) loss_bbox_dn_5: 0.2296 (0.2217) loss_giou: 0.4767 (0.5197) loss_giou_aux_0: 0.4961 (0.5463) loss_giou_aux_1: 0.4883 (0.5296) loss_giou_aux_2: 0.4819 (0.5243) loss_giou_aux_3: 0.4812 (0.5207) loss_giou_aux_4: 0.4787 (0.5197) loss_giou_aux_5: 0.5821 (0.6208) loss_giou_dn_0: 0.6364 (0.6534) loss_giou_dn_1: 0.5395 (0.5498) loss_giou_dn_2: 0.5168 (0.5230) loss_giou_dn_3: 0.5072 (0.5144) loss_giou_dn_4: 0.5053 (0.5122) loss_giou_dn_5: 0.5050 (0.5123) loss_vfl: 0.7465 (0.7290) loss_vfl_aux_0: 0.8717 (0.8616) loss_vfl_aux_1: 0.8077 (0.8040) loss_vfl_aux_2: 0.7916 (0.7597) loss_vfl_aux_3: 0.7630 (0.7397) loss_vfl_aux_4: 0.7556 (0.7322) loss_vfl_aux_5: 0.8455 (0.8370) loss_vfl_dn_0: 0.4755 (0.4751) loss_vfl_dn_1: 0.4229 (0.4174) loss_vfl_dn_2: 0.4076 (0.4000) loss_vfl_dn_3: 0.3988 (0.3924) loss_vfl_dn_4: 0.3931 (0.3895) loss_vfl_dn_5: 0.3915 (0.3888) time: 0.4723 data: 0.0143 max mem: 5653 Epoch: [14] [2500/7393] eta: 0:39:17 lr: 0.000010 loss: 17.6689 (17.7580) loss_bbox: 0.1785 (0.1764) loss_bbox_aux_0: 0.2050 (0.1899) loss_bbox_aux_1: 0.1846 (0.1813) loss_bbox_aux_2: 0.1770 (0.1783) loss_bbox_aux_3: 0.1825 (0.1767) loss_bbox_aux_4: 0.1775 (0.1762) loss_bbox_aux_5: 0.2497 (0.2337) loss_bbox_dn_0: 0.3358 (0.3231) loss_bbox_dn_1: 0.2609 (0.2528) loss_bbox_dn_2: 0.2443 (0.2315) loss_bbox_dn_3: 0.2375 (0.2239) loss_bbox_dn_4: 0.2329 (0.2219) loss_bbox_dn_5: 0.2328 (0.2219) loss_giou: 0.4710 (0.5194) loss_giou_aux_0: 0.4865 (0.5460) loss_giou_aux_1: 0.4830 (0.5292) loss_giou_aux_2: 0.4703 (0.5239) loss_giou_aux_3: 0.4727 (0.5204) loss_giou_aux_4: 0.4711 (0.5194) loss_giou_aux_5: 0.5604 (0.6204) loss_giou_dn_0: 0.6155 (0.6529) loss_giou_dn_1: 0.5251 (0.5494) loss_giou_dn_2: 0.4948 (0.5226) loss_giou_dn_3: 0.4810 (0.5139) loss_giou_dn_4: 0.4796 (0.5118) loss_giou_dn_5: 0.4794 (0.5119) loss_vfl: 0.7270 (0.7292) loss_vfl_aux_0: 0.9151 (0.8624) loss_vfl_aux_1: 0.8132 (0.8044) loss_vfl_aux_2: 0.7949 (0.7601) loss_vfl_aux_3: 0.7328 (0.7400) loss_vfl_aux_4: 0.7438 (0.7324) loss_vfl_aux_5: 0.8987 (0.8374) loss_vfl_dn_0: 0.4790 (0.4752) loss_vfl_dn_1: 0.4144 (0.4174) loss_vfl_dn_2: 0.3935 (0.4000) loss_vfl_dn_3: 0.3879 (0.3923) loss_vfl_dn_4: 0.3857 (0.3895) loss_vfl_dn_5: 0.3842 (0.3888) time: 0.4820 data: 0.0138 max mem: 5653 Epoch: [14] [2600/7393] eta: 0:38:26 lr: 0.000010 loss: 17.6337 (17.7552) loss_bbox: 0.1622 (0.1765) loss_bbox_aux_0: 0.1740 (0.1899) loss_bbox_aux_1: 0.1663 (0.1814) loss_bbox_aux_2: 0.1679 (0.1784) loss_bbox_aux_3: 0.1591 (0.1767) loss_bbox_aux_4: 0.1621 (0.1762) loss_bbox_aux_5: 0.2092 (0.2337) loss_bbox_dn_0: 0.3073 (0.3232) loss_bbox_dn_1: 0.2294 (0.2529) loss_bbox_dn_2: 0.2144 (0.2316) loss_bbox_dn_3: 0.2051 (0.2240) loss_bbox_dn_4: 0.2026 (0.2221) loss_bbox_dn_5: 0.2026 (0.2220) loss_giou: 0.4561 (0.5190) loss_giou_aux_0: 0.4854 (0.5456) loss_giou_aux_1: 0.4647 (0.5288) loss_giou_aux_2: 0.4684 (0.5235) loss_giou_aux_3: 0.4643 (0.5200) loss_giou_aux_4: 0.4572 (0.5190) loss_giou_aux_5: 0.5637 (0.6200) loss_giou_dn_0: 0.6562 (0.6529) loss_giou_dn_1: 0.5493 (0.5493) loss_giou_dn_2: 0.5303 (0.5225) loss_giou_dn_3: 0.5254 (0.5139) loss_giou_dn_4: 0.5231 (0.5117) loss_giou_dn_5: 0.5233 (0.5119) loss_vfl: 0.7168 (0.7292) loss_vfl_aux_0: 0.8474 (0.8623) loss_vfl_aux_1: 0.7916 (0.8043) loss_vfl_aux_2: 0.7342 (0.7599) loss_vfl_aux_3: 0.7200 (0.7400) loss_vfl_aux_4: 0.7162 (0.7324) loss_vfl_aux_5: 0.8197 (0.8373) loss_vfl_dn_0: 0.4738 (0.4752) loss_vfl_dn_1: 0.4245 (0.4173) loss_vfl_dn_2: 0.4041 (0.3999) loss_vfl_dn_3: 0.3963 (0.3923) loss_vfl_dn_4: 0.3916 (0.3894) loss_vfl_dn_5: 0.3900 (0.3888) time: 0.4634 data: 0.0139 max mem: 5653 Epoch: [14] [2700/7393] eta: 0:37:35 lr: 0.000010 loss: 17.6041 (17.7582) loss_bbox: 0.1786 (0.1766) loss_bbox_aux_0: 0.1872 (0.1897) loss_bbox_aux_1: 0.1728 (0.1814) loss_bbox_aux_2: 0.1678 (0.1784) loss_bbox_aux_3: 0.1721 (0.1767) loss_bbox_aux_4: 0.1786 (0.1762) loss_bbox_aux_5: 0.2437 (0.2336) loss_bbox_dn_0: 0.3080 (0.3231) loss_bbox_dn_1: 0.2448 (0.2529) loss_bbox_dn_2: 0.2286 (0.2316) loss_bbox_dn_3: 0.2211 (0.2241) loss_bbox_dn_4: 0.2198 (0.2221) loss_bbox_dn_5: 0.2199 (0.2221) loss_giou: 0.4618 (0.5189) loss_giou_aux_0: 0.4985 (0.5453) loss_giou_aux_1: 0.4690 (0.5287) loss_giou_aux_2: 0.4694 (0.5234) loss_giou_aux_3: 0.4560 (0.5200) loss_giou_aux_4: 0.4575 (0.5189) loss_giou_aux_5: 0.5648 (0.6199) loss_giou_dn_0: 0.6273 (0.6529) loss_giou_dn_1: 0.5272 (0.5494) loss_giou_dn_2: 0.4984 (0.5225) loss_giou_dn_3: 0.4920 (0.5139) loss_giou_dn_4: 0.4910 (0.5118) loss_giou_dn_5: 0.4908 (0.5119) loss_vfl: 0.7356 (0.7295) loss_vfl_aux_0: 0.8612 (0.8633) loss_vfl_aux_1: 0.8287 (0.8050) loss_vfl_aux_2: 0.7850 (0.7604) loss_vfl_aux_3: 0.7445 (0.7404) loss_vfl_aux_4: 0.7511 (0.7328) loss_vfl_aux_5: 0.8589 (0.8379) loss_vfl_dn_0: 0.4728 (0.4753) loss_vfl_dn_1: 0.4119 (0.4174) loss_vfl_dn_2: 0.3920 (0.3999) loss_vfl_dn_3: 0.3833 (0.3923) loss_vfl_dn_4: 0.3806 (0.3894) loss_vfl_dn_5: 0.3797 (0.3888) time: 0.4704 data: 0.0136 max mem: 5653 Epoch: [14] [2800/7393] eta: 0:36:44 lr: 0.000010 loss: 17.9415 (17.7593) loss_bbox: 0.1830 (0.1766) loss_bbox_aux_0: 0.2011 (0.1898) loss_bbox_aux_1: 0.1989 (0.1814) loss_bbox_aux_2: 0.1875 (0.1785) loss_bbox_aux_3: 0.1858 (0.1768) loss_bbox_aux_4: 0.1879 (0.1763) loss_bbox_aux_5: 0.2498 (0.2337) loss_bbox_dn_0: 0.3267 (0.3232) loss_bbox_dn_1: 0.2542 (0.2530) loss_bbox_dn_2: 0.2281 (0.2317) loss_bbox_dn_3: 0.2176 (0.2241) loss_bbox_dn_4: 0.2144 (0.2222) loss_bbox_dn_5: 0.2145 (0.2222) loss_giou: 0.5123 (0.5187) loss_giou_aux_0: 0.5249 (0.5450) loss_giou_aux_1: 0.5001 (0.5284) loss_giou_aux_2: 0.4944 (0.5231) loss_giou_aux_3: 0.5116 (0.5198) loss_giou_aux_4: 0.5128 (0.5187) loss_giou_aux_5: 0.6189 (0.6197) loss_giou_dn_0: 0.6475 (0.6526) loss_giou_dn_1: 0.5500 (0.5490) loss_giou_dn_2: 0.5220 (0.5222) loss_giou_dn_3: 0.5091 (0.5135) loss_giou_dn_4: 0.5057 (0.5114) loss_giou_dn_5: 0.5054 (0.5116) loss_vfl: 0.7315 (0.7298) loss_vfl_aux_0: 0.8575 (0.8640) loss_vfl_aux_1: 0.8195 (0.8057) loss_vfl_aux_2: 0.7755 (0.7611) loss_vfl_aux_3: 0.7485 (0.7408) loss_vfl_aux_4: 0.7359 (0.7332) loss_vfl_aux_5: 0.8157 (0.8383) loss_vfl_dn_0: 0.4683 (0.4752) loss_vfl_dn_1: 0.4121 (0.4174) loss_vfl_dn_2: 0.3974 (0.4000) loss_vfl_dn_3: 0.3913 (0.3923) loss_vfl_dn_4: 0.3895 (0.3894) loss_vfl_dn_5: 0.3888 (0.3888) time: 0.4585 data: 0.0138 max mem: 5653 Epoch: [14] [2900/7393] eta: 0:35:55 lr: 0.000010 loss: 16.8448 (17.7587) loss_bbox: 0.1591 (0.1765) loss_bbox_aux_0: 0.1793 (0.1899) loss_bbox_aux_1: 0.1642 (0.1814) loss_bbox_aux_2: 0.1628 (0.1785) loss_bbox_aux_3: 0.1593 (0.1768) loss_bbox_aux_4: 0.1618 (0.1762) loss_bbox_aux_5: 0.2327 (0.2338) loss_bbox_dn_0: 0.3315 (0.3235) loss_bbox_dn_1: 0.2532 (0.2532) loss_bbox_dn_2: 0.2163 (0.2319) loss_bbox_dn_3: 0.2029 (0.2243) loss_bbox_dn_4: 0.2020 (0.2224) loss_bbox_dn_5: 0.2022 (0.2224) loss_giou: 0.4631 (0.5182) loss_giou_aux_0: 0.4949 (0.5446) loss_giou_aux_1: 0.4714 (0.5279) loss_giou_aux_2: 0.4738 (0.5226) loss_giou_aux_3: 0.4622 (0.5193) loss_giou_aux_4: 0.4669 (0.5182) loss_giou_aux_5: 0.5839 (0.6193) loss_giou_dn_0: 0.6182 (0.6525) loss_giou_dn_1: 0.5037 (0.5489) loss_giou_dn_2: 0.4769 (0.5221) loss_giou_dn_3: 0.4690 (0.5134) loss_giou_dn_4: 0.4655 (0.5113) loss_giou_dn_5: 0.4657 (0.5114) loss_vfl: 0.7281 (0.7303) loss_vfl_aux_0: 0.8595 (0.8644) loss_vfl_aux_1: 0.7941 (0.8061) loss_vfl_aux_2: 0.7719 (0.7614) loss_vfl_aux_3: 0.7382 (0.7411) loss_vfl_aux_4: 0.7365 (0.7335) loss_vfl_aux_5: 0.7974 (0.8385) loss_vfl_dn_0: 0.4752 (0.4752) loss_vfl_dn_1: 0.4117 (0.4173) loss_vfl_dn_2: 0.3963 (0.3999) loss_vfl_dn_3: 0.3852 (0.3923) loss_vfl_dn_4: 0.3788 (0.3894) loss_vfl_dn_5: 0.3793 (0.3887) time: 0.4778 data: 0.0143 max mem: 5653 Epoch: [14] [3000/7393] eta: 0:35:07 lr: 0.000010 loss: 18.2710 (17.7656) loss_bbox: 0.1770 (0.1767) loss_bbox_aux_0: 0.1914 (0.1899) loss_bbox_aux_1: 0.1771 (0.1815) loss_bbox_aux_2: 0.1769 (0.1786) loss_bbox_aux_3: 0.1729 (0.1769) loss_bbox_aux_4: 0.1773 (0.1763) loss_bbox_aux_5: 0.2396 (0.2338) loss_bbox_dn_0: 0.3134 (0.3237) loss_bbox_dn_1: 0.2427 (0.2535) loss_bbox_dn_2: 0.2193 (0.2322) loss_bbox_dn_3: 0.2146 (0.2246) loss_bbox_dn_4: 0.2137 (0.2226) loss_bbox_dn_5: 0.2136 (0.2226) loss_giou: 0.5077 (0.5183) loss_giou_aux_0: 0.5205 (0.5446) loss_giou_aux_1: 0.5027 (0.5280) loss_giou_aux_2: 0.5126 (0.5227) loss_giou_aux_3: 0.5196 (0.5194) loss_giou_aux_4: 0.5160 (0.5183) loss_giou_aux_5: 0.6034 (0.6195) loss_giou_dn_0: 0.6428 (0.6527) loss_giou_dn_1: 0.5466 (0.5491) loss_giou_dn_2: 0.5157 (0.5222) loss_giou_dn_3: 0.5132 (0.5136) loss_giou_dn_4: 0.5117 (0.5114) loss_giou_dn_5: 0.5121 (0.5116) loss_vfl: 0.7389 (0.7306) loss_vfl_aux_0: 0.8658 (0.8651) loss_vfl_aux_1: 0.8368 (0.8067) loss_vfl_aux_2: 0.7798 (0.7618) loss_vfl_aux_3: 0.7544 (0.7415) loss_vfl_aux_4: 0.7444 (0.7339) loss_vfl_aux_5: 0.8291 (0.8385) loss_vfl_dn_0: 0.4755 (0.4752) loss_vfl_dn_1: 0.4163 (0.4174) loss_vfl_dn_2: 0.4018 (0.4000) loss_vfl_dn_3: 0.3927 (0.3924) loss_vfl_dn_4: 0.3883 (0.3895) loss_vfl_dn_5: 0.3873 (0.3888) time: 0.4820 data: 0.0138 max mem: 5653 Epoch: [14] [3100/7393] eta: 0:34:18 lr: 0.000010 loss: 17.7690 (17.7649) loss_bbox: 0.1632 (0.1766) loss_bbox_aux_0: 0.1673 (0.1898) loss_bbox_aux_1: 0.1637 (0.1814) loss_bbox_aux_2: 0.1582 (0.1785) loss_bbox_aux_3: 0.1591 (0.1769) loss_bbox_aux_4: 0.1601 (0.1763) loss_bbox_aux_5: 0.2130 (0.2337) loss_bbox_dn_0: 0.2787 (0.3237) loss_bbox_dn_1: 0.2194 (0.2535) loss_bbox_dn_2: 0.1999 (0.2321) loss_bbox_dn_3: 0.1975 (0.2245) loss_bbox_dn_4: 0.1967 (0.2226) loss_bbox_dn_5: 0.1968 (0.2225) loss_giou: 0.5072 (0.5183) loss_giou_aux_0: 0.5149 (0.5446) loss_giou_aux_1: 0.5191 (0.5281) loss_giou_aux_2: 0.5016 (0.5227) loss_giou_aux_3: 0.5025 (0.5195) loss_giou_aux_4: 0.5073 (0.5183) loss_giou_aux_5: 0.5951 (0.6195) loss_giou_dn_0: 0.6670 (0.6528) loss_giou_dn_1: 0.5829 (0.5491) loss_giou_dn_2: 0.5561 (0.5223) loss_giou_dn_3: 0.5509 (0.5136) loss_giou_dn_4: 0.5470 (0.5115) loss_giou_dn_5: 0.5470 (0.5116) loss_vfl: 0.7329 (0.7304) loss_vfl_aux_0: 0.8703 (0.8653) loss_vfl_aux_1: 0.8224 (0.8067) loss_vfl_aux_2: 0.7845 (0.7618) loss_vfl_aux_3: 0.7439 (0.7412) loss_vfl_aux_4: 0.7372 (0.7336) loss_vfl_aux_5: 0.8410 (0.8387) loss_vfl_dn_0: 0.4755 (0.4752) loss_vfl_dn_1: 0.4131 (0.4174) loss_vfl_dn_2: 0.3906 (0.4000) loss_vfl_dn_3: 0.3818 (0.3923) loss_vfl_dn_4: 0.3780 (0.3894) loss_vfl_dn_5: 0.3776 (0.3887) time: 0.4739 data: 0.0140 max mem: 5653 Epoch: [14] [3200/7393] eta: 0:33:28 lr: 0.000010 loss: 17.5040 (17.7578) loss_bbox: 0.1557 (0.1765) loss_bbox_aux_0: 0.1724 (0.1897) loss_bbox_aux_1: 0.1666 (0.1813) loss_bbox_aux_2: 0.1622 (0.1784) loss_bbox_aux_3: 0.1606 (0.1767) loss_bbox_aux_4: 0.1563 (0.1762) loss_bbox_aux_5: 0.2185 (0.2335) loss_bbox_dn_0: 0.2792 (0.3233) loss_bbox_dn_1: 0.2156 (0.2531) loss_bbox_dn_2: 0.2071 (0.2318) loss_bbox_dn_3: 0.2015 (0.2242) loss_bbox_dn_4: 0.2008 (0.2223) loss_bbox_dn_5: 0.2007 (0.2222) loss_giou: 0.5041 (0.5181) loss_giou_aux_0: 0.5181 (0.5442) loss_giou_aux_1: 0.5039 (0.5277) loss_giou_aux_2: 0.5016 (0.5225) loss_giou_aux_3: 0.5050 (0.5192) loss_giou_aux_4: 0.5047 (0.5181) loss_giou_aux_5: 0.5796 (0.6192) loss_giou_dn_0: 0.6292 (0.6526) loss_giou_dn_1: 0.5217 (0.5489) loss_giou_dn_2: 0.4997 (0.5220) loss_giou_dn_3: 0.4932 (0.5134) loss_giou_dn_4: 0.4901 (0.5112) loss_giou_dn_5: 0.4900 (0.5114) loss_vfl: 0.7426 (0.7302) loss_vfl_aux_0: 0.8522 (0.8653) loss_vfl_aux_1: 0.8148 (0.8069) loss_vfl_aux_2: 0.7661 (0.7617) loss_vfl_aux_3: 0.7585 (0.7412) loss_vfl_aux_4: 0.7593 (0.7336) loss_vfl_aux_5: 0.8215 (0.8386) loss_vfl_dn_0: 0.4750 (0.4752) loss_vfl_dn_1: 0.4217 (0.4173) loss_vfl_dn_2: 0.4008 (0.3999) loss_vfl_dn_3: 0.3955 (0.3923) loss_vfl_dn_4: 0.3917 (0.3893) loss_vfl_dn_5: 0.3922 (0.3887) time: 0.4622 data: 0.0142 max mem: 5653 Epoch: [14] [3300/7393] eta: 0:32:39 lr: 0.000010 loss: 17.1930 (17.7565) loss_bbox: 0.1610 (0.1763) loss_bbox_aux_0: 0.1728 (0.1895) loss_bbox_aux_1: 0.1603 (0.1810) loss_bbox_aux_2: 0.1593 (0.1782) loss_bbox_aux_3: 0.1574 (0.1765) loss_bbox_aux_4: 0.1568 (0.1760) loss_bbox_aux_5: 0.2199 (0.2333) loss_bbox_dn_0: 0.2757 (0.3228) loss_bbox_dn_1: 0.2011 (0.2527) loss_bbox_dn_2: 0.1810 (0.2315) loss_bbox_dn_3: 0.1760 (0.2238) loss_bbox_dn_4: 0.1747 (0.2219) loss_bbox_dn_5: 0.1744 (0.2219) loss_giou: 0.4870 (0.5183) loss_giou_aux_0: 0.5055 (0.5445) loss_giou_aux_1: 0.4959 (0.5278) loss_giou_aux_2: 0.4945 (0.5226) loss_giou_aux_3: 0.4878 (0.5194) loss_giou_aux_4: 0.4860 (0.5183) loss_giou_aux_5: 0.6039 (0.6194) loss_giou_dn_0: 0.6186 (0.6527) loss_giou_dn_1: 0.5105 (0.5490) loss_giou_dn_2: 0.4855 (0.5222) loss_giou_dn_3: 0.4758 (0.5135) loss_giou_dn_4: 0.4732 (0.5114) loss_giou_dn_5: 0.4725 (0.5115) loss_vfl: 0.7283 (0.7303) loss_vfl_aux_0: 0.8396 (0.8651) loss_vfl_aux_1: 0.7985 (0.8071) loss_vfl_aux_2: 0.7409 (0.7620) loss_vfl_aux_3: 0.7399 (0.7413) loss_vfl_aux_4: 0.7245 (0.7337) loss_vfl_aux_5: 0.8199 (0.8384) loss_vfl_dn_0: 0.4701 (0.4752) loss_vfl_dn_1: 0.4159 (0.4173) loss_vfl_dn_2: 0.3990 (0.4000) loss_vfl_dn_3: 0.3936 (0.3923) loss_vfl_dn_4: 0.3892 (0.3893) loss_vfl_dn_5: 0.3875 (0.3887) time: 0.4684 data: 0.0140 max mem: 5653 Epoch: [14] [3400/7393] eta: 0:31:50 lr: 0.000010 loss: 17.5804 (17.7505) loss_bbox: 0.1563 (0.1762) loss_bbox_aux_0: 0.1827 (0.1895) loss_bbox_aux_1: 0.1696 (0.1809) loss_bbox_aux_2: 0.1624 (0.1780) loss_bbox_aux_3: 0.1557 (0.1764) loss_bbox_aux_4: 0.1543 (0.1759) loss_bbox_aux_5: 0.2295 (0.2332) loss_bbox_dn_0: 0.2980 (0.3227) loss_bbox_dn_1: 0.2363 (0.2526) loss_bbox_dn_2: 0.2196 (0.2313) loss_bbox_dn_3: 0.2122 (0.2237) loss_bbox_dn_4: 0.2071 (0.2218) loss_bbox_dn_5: 0.2074 (0.2217) loss_giou: 0.4659 (0.5180) loss_giou_aux_0: 0.5164 (0.5443) loss_giou_aux_1: 0.4936 (0.5276) loss_giou_aux_2: 0.4749 (0.5223) loss_giou_aux_3: 0.4584 (0.5191) loss_giou_aux_4: 0.4653 (0.5180) loss_giou_aux_5: 0.5884 (0.6193) loss_giou_dn_0: 0.6446 (0.6525) loss_giou_dn_1: 0.5402 (0.5488) loss_giou_dn_2: 0.5188 (0.5220) loss_giou_dn_3: 0.5089 (0.5133) loss_giou_dn_4: 0.5064 (0.5112) loss_giou_dn_5: 0.5066 (0.5113) loss_vfl: 0.7693 (0.7302) loss_vfl_aux_0: 0.8988 (0.8647) loss_vfl_aux_1: 0.8169 (0.8071) loss_vfl_aux_2: 0.7785 (0.7618) loss_vfl_aux_3: 0.7699 (0.7411) loss_vfl_aux_4: 0.7643 (0.7335) loss_vfl_aux_5: 0.8455 (0.8382) loss_vfl_dn_0: 0.4764 (0.4751) loss_vfl_dn_1: 0.4129 (0.4173) loss_vfl_dn_2: 0.3920 (0.3999) loss_vfl_dn_3: 0.3844 (0.3922) loss_vfl_dn_4: 0.3813 (0.3893) loss_vfl_dn_5: 0.3807 (0.3886) time: 0.4771 data: 0.0142 max mem: 5653 Epoch: [14] [3500/7393] eta: 0:31:02 lr: 0.000010 loss: 18.5046 (17.7523) loss_bbox: 0.1631 (0.1761) loss_bbox_aux_0: 0.1767 (0.1894) loss_bbox_aux_1: 0.1692 (0.1808) loss_bbox_aux_2: 0.1690 (0.1780) loss_bbox_aux_3: 0.1621 (0.1763) loss_bbox_aux_4: 0.1620 (0.1758) loss_bbox_aux_5: 0.2149 (0.2331) loss_bbox_dn_0: 0.2785 (0.3224) loss_bbox_dn_1: 0.2216 (0.2523) loss_bbox_dn_2: 0.2038 (0.2310) loss_bbox_dn_3: 0.2015 (0.2234) loss_bbox_dn_4: 0.1985 (0.2215) loss_bbox_dn_5: 0.1986 (0.2215) loss_giou: 0.5716 (0.5184) loss_giou_aux_0: 0.5707 (0.5447) loss_giou_aux_1: 0.5810 (0.5280) loss_giou_aux_2: 0.5823 (0.5227) loss_giou_aux_3: 0.5706 (0.5195) loss_giou_aux_4: 0.5730 (0.5184) loss_giou_aux_5: 0.6611 (0.6197) loss_giou_dn_0: 0.6519 (0.6526) loss_giou_dn_1: 0.5578 (0.5488) loss_giou_dn_2: 0.5336 (0.5220) loss_giou_dn_3: 0.5270 (0.5133) loss_giou_dn_4: 0.5250 (0.5112) loss_giou_dn_5: 0.5253 (0.5113) loss_vfl: 0.7229 (0.7303) loss_vfl_aux_0: 0.8358 (0.8649) loss_vfl_aux_1: 0.7912 (0.8074) loss_vfl_aux_2: 0.7533 (0.7619) loss_vfl_aux_3: 0.7417 (0.7413) loss_vfl_aux_4: 0.7367 (0.7336) loss_vfl_aux_5: 0.8178 (0.8382) loss_vfl_dn_0: 0.4681 (0.4751) loss_vfl_dn_1: 0.4235 (0.4173) loss_vfl_dn_2: 0.4055 (0.3999) loss_vfl_dn_3: 0.4010 (0.3922) loss_vfl_dn_4: 0.3981 (0.3893) loss_vfl_dn_5: 0.3981 (0.3886) time: 0.4764 data: 0.0137 max mem: 5653 Epoch: [14] [3600/7393] eta: 0:30:20 lr: 0.000010 loss: 17.7296 (17.7601) loss_bbox: 0.1600 (0.1762) loss_bbox_aux_0: 0.1728 (0.1896) loss_bbox_aux_1: 0.1577 (0.1810) loss_bbox_aux_2: 0.1604 (0.1781) loss_bbox_aux_3: 0.1590 (0.1764) loss_bbox_aux_4: 0.1599 (0.1759) loss_bbox_aux_5: 0.2065 (0.2332) loss_bbox_dn_0: 0.2821 (0.3226) loss_bbox_dn_1: 0.2107 (0.2525) loss_bbox_dn_2: 0.1876 (0.2312) loss_bbox_dn_3: 0.1794 (0.2236) loss_bbox_dn_4: 0.1780 (0.2217) loss_bbox_dn_5: 0.1779 (0.2216) loss_giou: 0.5538 (0.5188) loss_giou_aux_0: 0.5901 (0.5453) loss_giou_aux_1: 0.5758 (0.5285) loss_giou_aux_2: 0.5560 (0.5232) loss_giou_aux_3: 0.5586 (0.5199) loss_giou_aux_4: 0.5542 (0.5189) loss_giou_aux_5: 0.6687 (0.6202) loss_giou_dn_0: 0.6724 (0.6530) loss_giou_dn_1: 0.5596 (0.5493) loss_giou_dn_2: 0.5400 (0.5225) loss_giou_dn_3: 0.5276 (0.5138) loss_giou_dn_4: 0.5270 (0.5116) loss_giou_dn_5: 0.5270 (0.5118) loss_vfl: 0.6839 (0.7304) loss_vfl_aux_0: 0.8129 (0.8645) loss_vfl_aux_1: 0.7628 (0.8073) loss_vfl_aux_2: 0.7277 (0.7619) loss_vfl_aux_3: 0.6986 (0.7414) loss_vfl_aux_4: 0.6810 (0.7336) loss_vfl_aux_5: 0.8100 (0.8380) loss_vfl_dn_0: 0.4654 (0.4750) loss_vfl_dn_1: 0.4135 (0.4172) loss_vfl_dn_2: 0.3974 (0.3998) loss_vfl_dn_3: 0.3939 (0.3922) loss_vfl_dn_4: 0.3885 (0.3893) loss_vfl_dn_5: 0.3881 (0.3886) time: 0.4646 data: 0.0144 max mem: 5653 Epoch: [14] [3700/7393] eta: 0:29:31 lr: 0.000010 loss: 17.7112 (17.7622) loss_bbox: 0.1748 (0.1762) loss_bbox_aux_0: 0.1875 (0.1896) loss_bbox_aux_1: 0.1807 (0.1810) loss_bbox_aux_2: 0.1807 (0.1781) loss_bbox_aux_3: 0.1792 (0.1764) loss_bbox_aux_4: 0.1731 (0.1759) loss_bbox_aux_5: 0.2257 (0.2332) loss_bbox_dn_0: 0.3221 (0.3227) loss_bbox_dn_1: 0.2681 (0.2526) loss_bbox_dn_2: 0.2443 (0.2313) loss_bbox_dn_3: 0.2342 (0.2236) loss_bbox_dn_4: 0.2339 (0.2217) loss_bbox_dn_5: 0.2337 (0.2217) loss_giou: 0.5167 (0.5189) loss_giou_aux_0: 0.5316 (0.5455) loss_giou_aux_1: 0.5195 (0.5286) loss_giou_aux_2: 0.5221 (0.5233) loss_giou_aux_3: 0.5169 (0.5200) loss_giou_aux_4: 0.5106 (0.5190) loss_giou_aux_5: 0.6209 (0.6203) loss_giou_dn_0: 0.6405 (0.6531) loss_giou_dn_1: 0.5349 (0.5493) loss_giou_dn_2: 0.5080 (0.5225) loss_giou_dn_3: 0.4987 (0.5138) loss_giou_dn_4: 0.4958 (0.5116) loss_giou_dn_5: 0.4958 (0.5118) loss_vfl: 0.7445 (0.7306) loss_vfl_aux_0: 0.8732 (0.8645) loss_vfl_aux_1: 0.7995 (0.8075) loss_vfl_aux_2: 0.7786 (0.7621) loss_vfl_aux_3: 0.7407 (0.7415) loss_vfl_aux_4: 0.7309 (0.7338) loss_vfl_aux_5: 0.8155 (0.8379) loss_vfl_dn_0: 0.4687 (0.4750) loss_vfl_dn_1: 0.4101 (0.4173) loss_vfl_dn_2: 0.3953 (0.3999) loss_vfl_dn_3: 0.3896 (0.3922) loss_vfl_dn_4: 0.3846 (0.3893) loss_vfl_dn_5: 0.3856 (0.3887) time: 0.4617 data: 0.0135 max mem: 5653 Epoch: [14] [3800/7393] eta: 0:28:42 lr: 0.000010 loss: 17.7461 (17.7626) loss_bbox: 0.1848 (0.1762) loss_bbox_aux_0: 0.1878 (0.1895) loss_bbox_aux_1: 0.1834 (0.1809) loss_bbox_aux_2: 0.1916 (0.1782) loss_bbox_aux_3: 0.1808 (0.1764) loss_bbox_aux_4: 0.1806 (0.1759) loss_bbox_aux_5: 0.2282 (0.2330) loss_bbox_dn_0: 0.3100 (0.3224) loss_bbox_dn_1: 0.2308 (0.2524) loss_bbox_dn_2: 0.2103 (0.2311) loss_bbox_dn_3: 0.1998 (0.2235) loss_bbox_dn_4: 0.1985 (0.2216) loss_bbox_dn_5: 0.1985 (0.2215) loss_giou: 0.5072 (0.5192) loss_giou_aux_0: 0.5244 (0.5457) loss_giou_aux_1: 0.5144 (0.5289) loss_giou_aux_2: 0.5232 (0.5237) loss_giou_aux_3: 0.5146 (0.5203) loss_giou_aux_4: 0.5095 (0.5193) loss_giou_aux_5: 0.6135 (0.6205) loss_giou_dn_0: 0.6385 (0.6532) loss_giou_dn_1: 0.5492 (0.5495) loss_giou_dn_2: 0.5278 (0.5227) loss_giou_dn_3: 0.5212 (0.5140) loss_giou_dn_4: 0.5182 (0.5118) loss_giou_dn_5: 0.5179 (0.5120) loss_vfl: 0.7262 (0.7306) loss_vfl_aux_0: 0.8571 (0.8644) loss_vfl_aux_1: 0.7917 (0.8073) loss_vfl_aux_2: 0.7398 (0.7618) loss_vfl_aux_3: 0.7214 (0.7413) loss_vfl_aux_4: 0.7319 (0.7337) loss_vfl_aux_5: 0.8236 (0.8377) loss_vfl_dn_0: 0.4693 (0.4749) loss_vfl_dn_1: 0.4195 (0.4173) loss_vfl_dn_2: 0.4005 (0.3999) loss_vfl_dn_3: 0.3933 (0.3922) loss_vfl_dn_4: 0.3901 (0.3893) loss_vfl_dn_5: 0.3910 (0.3887) time: 0.4868 data: 0.0141 max mem: 5653 Epoch: [14] [3900/7393] eta: 0:27:54 lr: 0.000010 loss: 16.8309 (17.7591) loss_bbox: 0.1623 (0.1762) loss_bbox_aux_0: 0.1763 (0.1895) loss_bbox_aux_1: 0.1547 (0.1809) loss_bbox_aux_2: 0.1577 (0.1782) loss_bbox_aux_3: 0.1590 (0.1764) loss_bbox_aux_4: 0.1574 (0.1759) loss_bbox_aux_5: 0.2482 (0.2331) loss_bbox_dn_0: 0.3595 (0.3224) loss_bbox_dn_1: 0.2537 (0.2523) loss_bbox_dn_2: 0.2248 (0.2310) loss_bbox_dn_3: 0.2144 (0.2234) loss_bbox_dn_4: 0.2119 (0.2215) loss_bbox_dn_5: 0.2119 (0.2214) loss_giou: 0.4305 (0.5191) loss_giou_aux_0: 0.4480 (0.5456) loss_giou_aux_1: 0.4322 (0.5288) loss_giou_aux_2: 0.4305 (0.5236) loss_giou_aux_3: 0.4343 (0.5202) loss_giou_aux_4: 0.4339 (0.5192) loss_giou_aux_5: 0.5481 (0.6204) loss_giou_dn_0: 0.5951 (0.6529) loss_giou_dn_1: 0.4949 (0.5493) loss_giou_dn_2: 0.4613 (0.5225) loss_giou_dn_3: 0.4505 (0.5138) loss_giou_dn_4: 0.4497 (0.5116) loss_giou_dn_5: 0.4505 (0.5118) loss_vfl: 0.7091 (0.7305) loss_vfl_aux_0: 0.8559 (0.8642) loss_vfl_aux_1: 0.8126 (0.8073) loss_vfl_aux_2: 0.7362 (0.7616) loss_vfl_aux_3: 0.7223 (0.7412) loss_vfl_aux_4: 0.7125 (0.7336) loss_vfl_aux_5: 0.8453 (0.8375) loss_vfl_dn_0: 0.4711 (0.4749) loss_vfl_dn_1: 0.4149 (0.4172) loss_vfl_dn_2: 0.3960 (0.3999) loss_vfl_dn_3: 0.3865 (0.3922) loss_vfl_dn_4: 0.3833 (0.3893) loss_vfl_dn_5: 0.3822 (0.3886) time: 0.4788 data: 0.0138 max mem: 5653 Epoch: [14] [4000/7393] eta: 0:27:05 lr: 0.000010 loss: 17.9121 (17.7622) loss_bbox: 0.1905 (0.1762) loss_bbox_aux_0: 0.1803 (0.1895) loss_bbox_aux_1: 0.1939 (0.1809) loss_bbox_aux_2: 0.1862 (0.1782) loss_bbox_aux_3: 0.1845 (0.1764) loss_bbox_aux_4: 0.1862 (0.1759) loss_bbox_aux_5: 0.2292 (0.2331) loss_bbox_dn_0: 0.3104 (0.3223) loss_bbox_dn_1: 0.2563 (0.2522) loss_bbox_dn_2: 0.2278 (0.2309) loss_bbox_dn_3: 0.2190 (0.2233) loss_bbox_dn_4: 0.2166 (0.2214) loss_bbox_dn_5: 0.2161 (0.2213) loss_giou: 0.4608 (0.5194) loss_giou_aux_0: 0.4886 (0.5459) loss_giou_aux_1: 0.4679 (0.5290) loss_giou_aux_2: 0.4500 (0.5238) loss_giou_aux_3: 0.4627 (0.5205) loss_giou_aux_4: 0.4614 (0.5194) loss_giou_aux_5: 0.5568 (0.6207) loss_giou_dn_0: 0.6249 (0.6531) loss_giou_dn_1: 0.5168 (0.5495) loss_giou_dn_2: 0.4946 (0.5226) loss_giou_dn_3: 0.4881 (0.5140) loss_giou_dn_4: 0.4854 (0.5118) loss_giou_dn_5: 0.4857 (0.5120) loss_vfl: 0.7349 (0.7307) loss_vfl_aux_0: 0.8764 (0.8642) loss_vfl_aux_1: 0.8061 (0.8074) loss_vfl_aux_2: 0.7556 (0.7618) loss_vfl_aux_3: 0.7491 (0.7415) loss_vfl_aux_4: 0.7371 (0.7339) loss_vfl_aux_5: 0.8598 (0.8374) loss_vfl_dn_0: 0.4775 (0.4749) loss_vfl_dn_1: 0.4190 (0.4172) loss_vfl_dn_2: 0.4022 (0.3998) loss_vfl_dn_3: 0.3952 (0.3922) loss_vfl_dn_4: 0.3912 (0.3893) loss_vfl_dn_5: 0.3867 (0.3886) time: 0.4745 data: 0.0141 max mem: 5653 Epoch: [14] [4100/7393] eta: 0:26:20 lr: 0.000010 loss: 18.1011 (17.7646) loss_bbox: 0.1706 (0.1762) loss_bbox_aux_0: 0.1751 (0.1896) loss_bbox_aux_1: 0.1627 (0.1809) loss_bbox_aux_2: 0.1689 (0.1782) loss_bbox_aux_3: 0.1711 (0.1764) loss_bbox_aux_4: 0.1688 (0.1759) loss_bbox_aux_5: 0.2241 (0.2331) loss_bbox_dn_0: 0.2978 (0.3223) loss_bbox_dn_1: 0.2201 (0.2523) loss_bbox_dn_2: 0.2011 (0.2309) loss_bbox_dn_3: 0.1959 (0.2233) loss_bbox_dn_4: 0.1951 (0.2214) loss_bbox_dn_5: 0.1951 (0.2214) loss_giou: 0.5617 (0.5196) loss_giou_aux_0: 0.5725 (0.5461) loss_giou_aux_1: 0.5619 (0.5292) loss_giou_aux_2: 0.5576 (0.5240) loss_giou_aux_3: 0.5596 (0.5207) loss_giou_aux_4: 0.5532 (0.5197) loss_giou_aux_5: 0.6068 (0.6207) loss_giou_dn_0: 0.6763 (0.6532) loss_giou_dn_1: 0.5591 (0.5497) loss_giou_dn_2: 0.5313 (0.5228) loss_giou_dn_3: 0.5256 (0.5141) loss_giou_dn_4: 0.5231 (0.5120) loss_giou_dn_5: 0.5232 (0.5121) loss_vfl: 0.7055 (0.7305) loss_vfl_aux_0: 0.8411 (0.8642) loss_vfl_aux_1: 0.7894 (0.8074) loss_vfl_aux_2: 0.7213 (0.7619) loss_vfl_aux_3: 0.7055 (0.7414) loss_vfl_aux_4: 0.7013 (0.7337) loss_vfl_aux_5: 0.8240 (0.8376) loss_vfl_dn_0: 0.4743 (0.4749) loss_vfl_dn_1: 0.4190 (0.4172) loss_vfl_dn_2: 0.4008 (0.3998) loss_vfl_dn_3: 0.3960 (0.3922) loss_vfl_dn_4: 0.3885 (0.3893) loss_vfl_dn_5: 0.3868 (0.3886) time: 0.7173 data: 0.0149 max mem: 5653 Epoch: [14] [4200/7393] eta: 0:25:31 lr: 0.000010 loss: 17.1250 (17.7617) loss_bbox: 0.1498 (0.1762) loss_bbox_aux_0: 0.1628 (0.1895) loss_bbox_aux_1: 0.1585 (0.1808) loss_bbox_aux_2: 0.1502 (0.1782) loss_bbox_aux_3: 0.1487 (0.1764) loss_bbox_aux_4: 0.1499 (0.1759) loss_bbox_aux_5: 0.2010 (0.2330) loss_bbox_dn_0: 0.2869 (0.3224) loss_bbox_dn_1: 0.2020 (0.2522) loss_bbox_dn_2: 0.1879 (0.2309) loss_bbox_dn_3: 0.1835 (0.2233) loss_bbox_dn_4: 0.1835 (0.2214) loss_bbox_dn_5: 0.1834 (0.2214) loss_giou: 0.4694 (0.5193) loss_giou_aux_0: 0.5056 (0.5458) loss_giou_aux_1: 0.4726 (0.5289) loss_giou_aux_2: 0.4674 (0.5237) loss_giou_aux_3: 0.4628 (0.5204) loss_giou_aux_4: 0.4605 (0.5194) loss_giou_aux_5: 0.5607 (0.6204) loss_giou_dn_0: 0.6301 (0.6530) loss_giou_dn_1: 0.5380 (0.5494) loss_giou_dn_2: 0.5102 (0.5225) loss_giou_dn_3: 0.5014 (0.5138) loss_giou_dn_4: 0.5000 (0.5117) loss_giou_dn_5: 0.5001 (0.5118) loss_vfl: 0.7526 (0.7306) loss_vfl_aux_0: 0.8679 (0.8644) loss_vfl_aux_1: 0.8265 (0.8077) loss_vfl_aux_2: 0.7825 (0.7620) loss_vfl_aux_3: 0.7518 (0.7415) loss_vfl_aux_4: 0.7404 (0.7338) loss_vfl_aux_5: 0.8732 (0.8379) loss_vfl_dn_0: 0.4835 (0.4749) loss_vfl_dn_1: 0.4213 (0.4172) loss_vfl_dn_2: 0.4015 (0.3998) loss_vfl_dn_3: 0.3954 (0.3922) loss_vfl_dn_4: 0.3922 (0.3893) loss_vfl_dn_5: 0.3927 (0.3886) time: 0.4769 data: 0.0135 max mem: 5653 Epoch: [14] [4300/7393] eta: 0:24:43 lr: 0.000010 loss: 17.6014 (17.7590) loss_bbox: 0.1860 (0.1761) loss_bbox_aux_0: 0.1985 (0.1894) loss_bbox_aux_1: 0.1856 (0.1807) loss_bbox_aux_2: 0.1856 (0.1781) loss_bbox_aux_3: 0.1783 (0.1763) loss_bbox_aux_4: 0.1804 (0.1758) loss_bbox_aux_5: 0.2397 (0.2330) loss_bbox_dn_0: 0.3690 (0.3224) loss_bbox_dn_1: 0.2929 (0.2523) loss_bbox_dn_2: 0.2720 (0.2310) loss_bbox_dn_3: 0.2607 (0.2233) loss_bbox_dn_4: 0.2572 (0.2214) loss_bbox_dn_5: 0.2571 (0.2214) loss_giou: 0.4645 (0.5190) loss_giou_aux_0: 0.4950 (0.5455) loss_giou_aux_1: 0.4595 (0.5286) loss_giou_aux_2: 0.4439 (0.5234) loss_giou_aux_3: 0.4514 (0.5201) loss_giou_aux_4: 0.4642 (0.5191) loss_giou_aux_5: 0.5741 (0.6201) loss_giou_dn_0: 0.6276 (0.6528) loss_giou_dn_1: 0.5162 (0.5492) loss_giou_dn_2: 0.4868 (0.5223) loss_giou_dn_3: 0.4741 (0.5136) loss_giou_dn_4: 0.4706 (0.5115) loss_giou_dn_5: 0.4710 (0.5116) loss_vfl: 0.7307 (0.7308) loss_vfl_aux_0: 0.8674 (0.8645) loss_vfl_aux_1: 0.8035 (0.8079) loss_vfl_aux_2: 0.7685 (0.7622) loss_vfl_aux_3: 0.7554 (0.7417) loss_vfl_aux_4: 0.7174 (0.7340) loss_vfl_aux_5: 0.8444 (0.8378) loss_vfl_dn_0: 0.4811 (0.4750) loss_vfl_dn_1: 0.4229 (0.4172) loss_vfl_dn_2: 0.3998 (0.3998) loss_vfl_dn_3: 0.3932 (0.3922) loss_vfl_dn_4: 0.3937 (0.3893) loss_vfl_dn_5: 0.3916 (0.3886) time: 0.4614 data: 0.0139 max mem: 5653 Epoch: [14] [4400/7393] eta: 0:23:54 lr: 0.000010 loss: 17.9331 (17.7608) loss_bbox: 0.1773 (0.1761) loss_bbox_aux_0: 0.2009 (0.1894) loss_bbox_aux_1: 0.1880 (0.1807) loss_bbox_aux_2: 0.1833 (0.1781) loss_bbox_aux_3: 0.1748 (0.1763) loss_bbox_aux_4: 0.1744 (0.1758) loss_bbox_aux_5: 0.2480 (0.2330) loss_bbox_dn_0: 0.3223 (0.3223) loss_bbox_dn_1: 0.2498 (0.2522) loss_bbox_dn_2: 0.2227 (0.2309) loss_bbox_dn_3: 0.2172 (0.2233) loss_bbox_dn_4: 0.2146 (0.2214) loss_bbox_dn_5: 0.2146 (0.2214) loss_giou: 0.4674 (0.5190) loss_giou_aux_0: 0.5186 (0.5457) loss_giou_aux_1: 0.4879 (0.5287) loss_giou_aux_2: 0.4882 (0.5234) loss_giou_aux_3: 0.4721 (0.5201) loss_giou_aux_4: 0.4676 (0.5191) loss_giou_aux_5: 0.5923 (0.6202) loss_giou_dn_0: 0.5967 (0.6528) loss_giou_dn_1: 0.4965 (0.5492) loss_giou_dn_2: 0.4771 (0.5223) loss_giou_dn_3: 0.4670 (0.5136) loss_giou_dn_4: 0.4639 (0.5115) loss_giou_dn_5: 0.4642 (0.5116) loss_vfl: 0.7558 (0.7312) loss_vfl_aux_0: 0.8994 (0.8644) loss_vfl_aux_1: 0.8305 (0.8080) loss_vfl_aux_2: 0.8189 (0.7626) loss_vfl_aux_3: 0.7760 (0.7421) loss_vfl_aux_4: 0.7670 (0.7344) loss_vfl_aux_5: 0.8610 (0.8378) loss_vfl_dn_0: 0.4753 (0.4750) loss_vfl_dn_1: 0.4134 (0.4172) loss_vfl_dn_2: 0.3973 (0.3999) loss_vfl_dn_3: 0.3890 (0.3922) loss_vfl_dn_4: 0.3865 (0.3893) loss_vfl_dn_5: 0.3859 (0.3887) time: 0.4669 data: 0.0146 max mem: 5653 Epoch: [14] [4500/7393] eta: 0:23:05 lr: 0.000010 loss: 17.6267 (17.7594) loss_bbox: 0.1749 (0.1759) loss_bbox_aux_0: 0.1779 (0.1892) loss_bbox_aux_1: 0.1721 (0.1805) loss_bbox_aux_2: 0.1749 (0.1779) loss_bbox_aux_3: 0.1748 (0.1761) loss_bbox_aux_4: 0.1748 (0.1756) loss_bbox_aux_5: 0.2260 (0.2328) loss_bbox_dn_0: 0.2887 (0.3218) loss_bbox_dn_1: 0.2193 (0.2518) loss_bbox_dn_2: 0.2048 (0.2305) loss_bbox_dn_3: 0.1905 (0.2229) loss_bbox_dn_4: 0.1885 (0.2210) loss_bbox_dn_5: 0.1884 (0.2210) loss_giou: 0.5329 (0.5195) loss_giou_aux_0: 0.5450 (0.5461) loss_giou_aux_1: 0.5201 (0.5292) loss_giou_aux_2: 0.5422 (0.5239) loss_giou_aux_3: 0.5359 (0.5207) loss_giou_aux_4: 0.5267 (0.5196) loss_giou_aux_5: 0.6240 (0.6206) loss_giou_dn_0: 0.6505 (0.6530) loss_giou_dn_1: 0.5502 (0.5495) loss_giou_dn_2: 0.5207 (0.5226) loss_giou_dn_3: 0.5090 (0.5140) loss_giou_dn_4: 0.5072 (0.5118) loss_giou_dn_5: 0.5079 (0.5120) loss_vfl: 0.7163 (0.7309) loss_vfl_aux_0: 0.8319 (0.8639) loss_vfl_aux_1: 0.7922 (0.8076) loss_vfl_aux_2: 0.7401 (0.7621) loss_vfl_aux_3: 0.7143 (0.7417) loss_vfl_aux_4: 0.7204 (0.7340) loss_vfl_aux_5: 0.8364 (0.8372) loss_vfl_dn_0: 0.4735 (0.4750) loss_vfl_dn_1: 0.4137 (0.4172) loss_vfl_dn_2: 0.4001 (0.3999) loss_vfl_dn_3: 0.3909 (0.3922) loss_vfl_dn_4: 0.3864 (0.3893) loss_vfl_dn_5: 0.3860 (0.3887) time: 0.4729 data: 0.0140 max mem: 5653 Epoch: [14] [4600/7393] eta: 0:22:20 lr: 0.000010 loss: 17.3836 (17.7596) loss_bbox: 0.1687 (0.1760) loss_bbox_aux_0: 0.1847 (0.1893) loss_bbox_aux_1: 0.1762 (0.1806) loss_bbox_aux_2: 0.1742 (0.1780) loss_bbox_aux_3: 0.1693 (0.1762) loss_bbox_aux_4: 0.1685 (0.1757) loss_bbox_aux_5: 0.2149 (0.2328) loss_bbox_dn_0: 0.3064 (0.3217) loss_bbox_dn_1: 0.2348 (0.2517) loss_bbox_dn_2: 0.2117 (0.2305) loss_bbox_dn_3: 0.1971 (0.2229) loss_bbox_dn_4: 0.1904 (0.2210) loss_bbox_dn_5: 0.1902 (0.2209) loss_giou: 0.5295 (0.5197) loss_giou_aux_0: 0.5664 (0.5463) loss_giou_aux_1: 0.5417 (0.5293) loss_giou_aux_2: 0.5351 (0.5241) loss_giou_aux_3: 0.5238 (0.5208) loss_giou_aux_4: 0.5254 (0.5198) loss_giou_aux_5: 0.6283 (0.6208) loss_giou_dn_0: 0.6570 (0.6531) loss_giou_dn_1: 0.5564 (0.5496) loss_giou_dn_2: 0.5316 (0.5227) loss_giou_dn_3: 0.5218 (0.5141) loss_giou_dn_4: 0.5210 (0.5120) loss_giou_dn_5: 0.5212 (0.5121) loss_vfl: 0.7007 (0.7308) loss_vfl_aux_0: 0.8079 (0.8633) loss_vfl_aux_1: 0.7640 (0.8073) loss_vfl_aux_2: 0.7192 (0.7619) loss_vfl_aux_3: 0.7082 (0.7416) loss_vfl_aux_4: 0.7075 (0.7339) loss_vfl_aux_5: 0.7775 (0.8369) loss_vfl_dn_0: 0.4718 (0.4749) loss_vfl_dn_1: 0.4105 (0.4172) loss_vfl_dn_2: 0.3947 (0.3998) loss_vfl_dn_3: 0.3830 (0.3922) loss_vfl_dn_4: 0.3788 (0.3893) loss_vfl_dn_5: 0.3771 (0.3887) time: 0.4757 data: 0.0136 max mem: 5653 Epoch: [14] [4700/7393] eta: 0:21:32 lr: 0.000010 loss: 17.3742 (17.7547) loss_bbox: 0.1768 (0.1758) loss_bbox_aux_0: 0.1838 (0.1891) loss_bbox_aux_1: 0.1764 (0.1804) loss_bbox_aux_2: 0.1764 (0.1778) loss_bbox_aux_3: 0.1734 (0.1760) loss_bbox_aux_4: 0.1732 (0.1755) loss_bbox_aux_5: 0.2328 (0.2326) loss_bbox_dn_0: 0.2891 (0.3213) loss_bbox_dn_1: 0.2104 (0.2513) loss_bbox_dn_2: 0.1952 (0.2301) loss_bbox_dn_3: 0.1893 (0.2225) loss_bbox_dn_4: 0.1863 (0.2206) loss_bbox_dn_5: 0.1860 (0.2205) loss_giou: 0.4885 (0.5197) loss_giou_aux_0: 0.5114 (0.5463) loss_giou_aux_1: 0.4970 (0.5294) loss_giou_aux_2: 0.4913 (0.5241) loss_giou_aux_3: 0.4993 (0.5209) loss_giou_aux_4: 0.4870 (0.5198) loss_giou_aux_5: 0.5886 (0.6208) loss_giou_dn_0: 0.6351 (0.6530) loss_giou_dn_1: 0.5371 (0.5495) loss_giou_dn_2: 0.5097 (0.5227) loss_giou_dn_3: 0.4987 (0.5141) loss_giou_dn_4: 0.4960 (0.5119) loss_giou_dn_5: 0.4962 (0.5121) loss_vfl: 0.6622 (0.7307) loss_vfl_aux_0: 0.8038 (0.8632) loss_vfl_aux_1: 0.7489 (0.8072) loss_vfl_aux_2: 0.7053 (0.7619) loss_vfl_aux_3: 0.6804 (0.7415) loss_vfl_aux_4: 0.6676 (0.7338) loss_vfl_aux_5: 0.7966 (0.8370) loss_vfl_dn_0: 0.4652 (0.4748) loss_vfl_dn_1: 0.4101 (0.4172) loss_vfl_dn_2: 0.3932 (0.3998) loss_vfl_dn_3: 0.3888 (0.3922) loss_vfl_dn_4: 0.3829 (0.3893) loss_vfl_dn_5: 0.3826 (0.3887) time: 0.4866 data: 0.0147 max mem: 5653 Epoch: [14] [4800/7393] eta: 0:20:43 lr: 0.000010 loss: 17.5573 (17.7564) loss_bbox: 0.1512 (0.1758) loss_bbox_aux_0: 0.1701 (0.1892) loss_bbox_aux_1: 0.1633 (0.1805) loss_bbox_aux_2: 0.1576 (0.1778) loss_bbox_aux_3: 0.1556 (0.1760) loss_bbox_aux_4: 0.1542 (0.1755) loss_bbox_aux_5: 0.2149 (0.2327) loss_bbox_dn_0: 0.2959 (0.3214) loss_bbox_dn_1: 0.2306 (0.2515) loss_bbox_dn_2: 0.2127 (0.2302) loss_bbox_dn_3: 0.2094 (0.2227) loss_bbox_dn_4: 0.2080 (0.2208) loss_bbox_dn_5: 0.2086 (0.2207) loss_giou: 0.5049 (0.5195) loss_giou_aux_0: 0.5201 (0.5461) loss_giou_aux_1: 0.5169 (0.5292) loss_giou_aux_2: 0.5185 (0.5239) loss_giou_aux_3: 0.5075 (0.5207) loss_giou_aux_4: 0.5093 (0.5196) loss_giou_aux_5: 0.6067 (0.6206) loss_giou_dn_0: 0.6501 (0.6530) loss_giou_dn_1: 0.5451 (0.5495) loss_giou_dn_2: 0.5228 (0.5226) loss_giou_dn_3: 0.5135 (0.5140) loss_giou_dn_4: 0.5112 (0.5119) loss_giou_dn_5: 0.5112 (0.5120) loss_vfl: 0.7267 (0.7310) loss_vfl_aux_0: 0.8357 (0.8633) loss_vfl_aux_1: 0.7853 (0.8074) loss_vfl_aux_2: 0.7521 (0.7622) loss_vfl_aux_3: 0.7302 (0.7418) loss_vfl_aux_4: 0.7333 (0.7342) loss_vfl_aux_5: 0.8332 (0.8370) loss_vfl_dn_0: 0.4654 (0.4749) loss_vfl_dn_1: 0.4061 (0.4172) loss_vfl_dn_2: 0.3865 (0.3998) loss_vfl_dn_3: 0.3815 (0.3922) loss_vfl_dn_4: 0.3784 (0.3893) loss_vfl_dn_5: 0.3770 (0.3887) time: 0.4628 data: 0.0140 max mem: 5653 Epoch: [14] [4900/7393] eta: 0:19:55 lr: 0.000010 loss: 17.4838 (17.7551) loss_bbox: 0.1529 (0.1756) loss_bbox_aux_0: 0.1728 (0.1890) loss_bbox_aux_1: 0.1686 (0.1803) loss_bbox_aux_2: 0.1643 (0.1777) loss_bbox_aux_3: 0.1555 (0.1759) loss_bbox_aux_4: 0.1531 (0.1753) loss_bbox_aux_5: 0.2129 (0.2325) loss_bbox_dn_0: 0.2647 (0.3212) loss_bbox_dn_1: 0.1952 (0.2512) loss_bbox_dn_2: 0.1815 (0.2300) loss_bbox_dn_3: 0.1791 (0.2224) loss_bbox_dn_4: 0.1789 (0.2206) loss_bbox_dn_5: 0.1791 (0.2205) loss_giou: 0.4788 (0.5195) loss_giou_aux_0: 0.5020 (0.5462) loss_giou_aux_1: 0.4977 (0.5292) loss_giou_aux_2: 0.4898 (0.5239) loss_giou_aux_3: 0.4852 (0.5206) loss_giou_aux_4: 0.4898 (0.5196) loss_giou_aux_5: 0.5871 (0.6206) loss_giou_dn_0: 0.6451 (0.6530) loss_giou_dn_1: 0.5488 (0.5495) loss_giou_dn_2: 0.5197 (0.5226) loss_giou_dn_3: 0.5104 (0.5140) loss_giou_dn_4: 0.5074 (0.5119) loss_giou_dn_5: 0.5073 (0.5120) loss_vfl: 0.7186 (0.7313) loss_vfl_aux_0: 0.8475 (0.8634) loss_vfl_aux_1: 0.7857 (0.8074) loss_vfl_aux_2: 0.7563 (0.7623) loss_vfl_aux_3: 0.7524 (0.7421) loss_vfl_aux_4: 0.7178 (0.7344) loss_vfl_aux_5: 0.8254 (0.8370) loss_vfl_dn_0: 0.4641 (0.4748) loss_vfl_dn_1: 0.4102 (0.4172) loss_vfl_dn_2: 0.3954 (0.3999) loss_vfl_dn_3: 0.3852 (0.3922) loss_vfl_dn_4: 0.3848 (0.3894) loss_vfl_dn_5: 0.3829 (0.3887) time: 0.4658 data: 0.0136 max mem: 5653 Epoch: [14] [5000/7393] eta: 0:19:06 lr: 0.000010 loss: 17.2561 (17.7507) loss_bbox: 0.1576 (0.1756) loss_bbox_aux_0: 0.1685 (0.1890) loss_bbox_aux_1: 0.1644 (0.1803) loss_bbox_aux_2: 0.1601 (0.1776) loss_bbox_aux_3: 0.1538 (0.1758) loss_bbox_aux_4: 0.1549 (0.1752) loss_bbox_aux_5: 0.2084 (0.2324) loss_bbox_dn_0: 0.2793 (0.3210) loss_bbox_dn_1: 0.2177 (0.2512) loss_bbox_dn_2: 0.1958 (0.2300) loss_bbox_dn_3: 0.1937 (0.2224) loss_bbox_dn_4: 0.1926 (0.2205) loss_bbox_dn_5: 0.1924 (0.2204) loss_giou: 0.4953 (0.5192) loss_giou_aux_0: 0.5243 (0.5459) loss_giou_aux_1: 0.5039 (0.5289) loss_giou_aux_2: 0.5085 (0.5236) loss_giou_aux_3: 0.4987 (0.5203) loss_giou_aux_4: 0.5022 (0.5193) loss_giou_aux_5: 0.5979 (0.6203) loss_giou_dn_0: 0.6444 (0.6528) loss_giou_dn_1: 0.5514 (0.5493) loss_giou_dn_2: 0.5252 (0.5224) loss_giou_dn_3: 0.5202 (0.5138) loss_giou_dn_4: 0.5183 (0.5117) loss_giou_dn_5: 0.5190 (0.5118) loss_vfl: 0.7248 (0.7314) loss_vfl_aux_0: 0.8161 (0.8632) loss_vfl_aux_1: 0.7715 (0.8073) loss_vfl_aux_2: 0.7362 (0.7623) loss_vfl_aux_3: 0.7196 (0.7421) loss_vfl_aux_4: 0.7253 (0.7345) loss_vfl_aux_5: 0.8099 (0.8371) loss_vfl_dn_0: 0.4716 (0.4748) loss_vfl_dn_1: 0.4101 (0.4172) loss_vfl_dn_2: 0.3967 (0.3998) loss_vfl_dn_3: 0.3905 (0.3922) loss_vfl_dn_4: 0.3900 (0.3894) loss_vfl_dn_5: 0.3882 (0.3887) time: 0.4723 data: 0.0145 max mem: 5653 Epoch: [14] [5100/7393] eta: 0:18:18 lr: 0.000010 loss: 17.4392 (17.7508) loss_bbox: 0.1657 (0.1754) loss_bbox_aux_0: 0.1795 (0.1888) loss_bbox_aux_1: 0.1655 (0.1801) loss_bbox_aux_2: 0.1685 (0.1775) loss_bbox_aux_3: 0.1635 (0.1756) loss_bbox_aux_4: 0.1656 (0.1751) loss_bbox_aux_5: 0.2270 (0.2322) loss_bbox_dn_0: 0.2939 (0.3207) loss_bbox_dn_1: 0.2294 (0.2509) loss_bbox_dn_2: 0.2063 (0.2297) loss_bbox_dn_3: 0.1976 (0.2221) loss_bbox_dn_4: 0.1959 (0.2203) loss_bbox_dn_5: 0.1959 (0.2202) loss_giou: 0.4782 (0.5195) loss_giou_aux_0: 0.5163 (0.5462) loss_giou_aux_1: 0.5031 (0.5292) loss_giou_aux_2: 0.4832 (0.5239) loss_giou_aux_3: 0.4774 (0.5206) loss_giou_aux_4: 0.4776 (0.5195) loss_giou_aux_5: 0.6042 (0.6206) loss_giou_dn_0: 0.6357 (0.6530) loss_giou_dn_1: 0.5416 (0.5495) loss_giou_dn_2: 0.5167 (0.5227) loss_giou_dn_3: 0.5107 (0.5141) loss_giou_dn_4: 0.5087 (0.5119) loss_giou_dn_5: 0.5093 (0.5121) loss_vfl: 0.7303 (0.7314) loss_vfl_aux_0: 0.8363 (0.8630) loss_vfl_aux_1: 0.7916 (0.8072) loss_vfl_aux_2: 0.7516 (0.7623) loss_vfl_aux_3: 0.7357 (0.7422) loss_vfl_aux_4: 0.7324 (0.7345) loss_vfl_aux_5: 0.8207 (0.8367) loss_vfl_dn_0: 0.4650 (0.4747) loss_vfl_dn_1: 0.4171 (0.4172) loss_vfl_dn_2: 0.3974 (0.3999) loss_vfl_dn_3: 0.3852 (0.3922) loss_vfl_dn_4: 0.3848 (0.3894) loss_vfl_dn_5: 0.3821 (0.3887) time: 0.4709 data: 0.0139 max mem: 5653 Epoch: [14] [5200/7393] eta: 0:17:32 lr: 0.000010 loss: 18.0231 (17.7516) loss_bbox: 0.1618 (0.1754) loss_bbox_aux_0: 0.1786 (0.1887) loss_bbox_aux_1: 0.1690 (0.1801) loss_bbox_aux_2: 0.1669 (0.1775) loss_bbox_aux_3: 0.1605 (0.1756) loss_bbox_aux_4: 0.1617 (0.1751) loss_bbox_aux_5: 0.2273 (0.2322) loss_bbox_dn_0: 0.3171 (0.3208) loss_bbox_dn_1: 0.2427 (0.2510) loss_bbox_dn_2: 0.2144 (0.2298) loss_bbox_dn_3: 0.2039 (0.2222) loss_bbox_dn_4: 0.2027 (0.2204) loss_bbox_dn_5: 0.2026 (0.2203) loss_giou: 0.5114 (0.5192) loss_giou_aux_0: 0.5468 (0.5459) loss_giou_aux_1: 0.5234 (0.5290) loss_giou_aux_2: 0.5169 (0.5237) loss_giou_aux_3: 0.5053 (0.5204) loss_giou_aux_4: 0.5139 (0.5193) loss_giou_aux_5: 0.6182 (0.6203) loss_giou_dn_0: 0.6567 (0.6529) loss_giou_dn_1: 0.5381 (0.5494) loss_giou_dn_2: 0.5008 (0.5225) loss_giou_dn_3: 0.4819 (0.5139) loss_giou_dn_4: 0.4772 (0.5118) loss_giou_dn_5: 0.4773 (0.5119) loss_vfl: 0.7063 (0.7317) loss_vfl_aux_0: 0.8660 (0.8634) loss_vfl_aux_1: 0.7847 (0.8074) loss_vfl_aux_2: 0.7582 (0.7627) loss_vfl_aux_3: 0.7309 (0.7425) loss_vfl_aux_4: 0.7143 (0.7348) loss_vfl_aux_5: 0.8236 (0.8371) loss_vfl_dn_0: 0.4763 (0.4748) loss_vfl_dn_1: 0.4241 (0.4172) loss_vfl_dn_2: 0.4063 (0.3999) loss_vfl_dn_3: 0.3991 (0.3923) loss_vfl_dn_4: 0.3966 (0.3894) loss_vfl_dn_5: 0.3968 (0.3888) time: 0.4663 data: 0.0136 max mem: 5653 Epoch: [14] [5300/7393] eta: 0:16:43 lr: 0.000010 loss: 17.2606 (17.7472) loss_bbox: 0.1455 (0.1753) loss_bbox_aux_0: 0.1638 (0.1886) loss_bbox_aux_1: 0.1581 (0.1800) loss_bbox_aux_2: 0.1551 (0.1774) loss_bbox_aux_3: 0.1532 (0.1755) loss_bbox_aux_4: 0.1504 (0.1750) loss_bbox_aux_5: 0.2002 (0.2321) loss_bbox_dn_0: 0.2677 (0.3207) loss_bbox_dn_1: 0.2123 (0.2509) loss_bbox_dn_2: 0.1875 (0.2297) loss_bbox_dn_3: 0.1826 (0.2221) loss_bbox_dn_4: 0.1830 (0.2203) loss_bbox_dn_5: 0.1829 (0.2202) loss_giou: 0.5176 (0.5191) loss_giou_aux_0: 0.5756 (0.5457) loss_giou_aux_1: 0.5431 (0.5288) loss_giou_aux_2: 0.5304 (0.5235) loss_giou_aux_3: 0.5345 (0.5202) loss_giou_aux_4: 0.5209 (0.5192) loss_giou_aux_5: 0.6578 (0.6201) loss_giou_dn_0: 0.6361 (0.6527) loss_giou_dn_1: 0.5433 (0.5492) loss_giou_dn_2: 0.5183 (0.5223) loss_giou_dn_3: 0.5083 (0.5137) loss_giou_dn_4: 0.5068 (0.5116) loss_giou_dn_5: 0.5074 (0.5117) loss_vfl: 0.6996 (0.7318) loss_vfl_aux_0: 0.8181 (0.8633) loss_vfl_aux_1: 0.7664 (0.8074) loss_vfl_aux_2: 0.7202 (0.7626) loss_vfl_aux_3: 0.7141 (0.7425) loss_vfl_aux_4: 0.7021 (0.7348) loss_vfl_aux_5: 0.8096 (0.8370) loss_vfl_dn_0: 0.4675 (0.4748) loss_vfl_dn_1: 0.4058 (0.4171) loss_vfl_dn_2: 0.3890 (0.3998) loss_vfl_dn_3: 0.3830 (0.3922) loss_vfl_dn_4: 0.3769 (0.3893) loss_vfl_dn_5: 0.3768 (0.3887) time: 0.4621 data: 0.0135 max mem: 5653 Epoch: [14] [5400/7393] eta: 0:15:55 lr: 0.000010 loss: 17.0215 (17.7442) loss_bbox: 0.1658 (0.1753) loss_bbox_aux_0: 0.1882 (0.1886) loss_bbox_aux_1: 0.1826 (0.1800) loss_bbox_aux_2: 0.1679 (0.1773) loss_bbox_aux_3: 0.1636 (0.1755) loss_bbox_aux_4: 0.1627 (0.1749) loss_bbox_aux_5: 0.2196 (0.2319) loss_bbox_dn_0: 0.3024 (0.3206) loss_bbox_dn_1: 0.2184 (0.2507) loss_bbox_dn_2: 0.2012 (0.2295) loss_bbox_dn_3: 0.1991 (0.2220) loss_bbox_dn_4: 0.1976 (0.2201) loss_bbox_dn_5: 0.1976 (0.2201) loss_giou: 0.4890 (0.5191) loss_giou_aux_0: 0.5042 (0.5458) loss_giou_aux_1: 0.4935 (0.5289) loss_giou_aux_2: 0.4814 (0.5235) loss_giou_aux_3: 0.4821 (0.5203) loss_giou_aux_4: 0.4870 (0.5192) loss_giou_aux_5: 0.5768 (0.6201) loss_giou_dn_0: 0.6235 (0.6527) loss_giou_dn_1: 0.5150 (0.5491) loss_giou_dn_2: 0.4894 (0.5223) loss_giou_dn_3: 0.4826 (0.5137) loss_giou_dn_4: 0.4775 (0.5115) loss_giou_dn_5: 0.4774 (0.5117) loss_vfl: 0.7489 (0.7317) loss_vfl_aux_0: 0.8710 (0.8630) loss_vfl_aux_1: 0.7688 (0.8071) loss_vfl_aux_2: 0.7494 (0.7626) loss_vfl_aux_3: 0.7302 (0.7424) loss_vfl_aux_4: 0.7528 (0.7347) loss_vfl_aux_5: 0.8289 (0.8368) loss_vfl_dn_0: 0.4720 (0.4747) loss_vfl_dn_1: 0.4045 (0.4171) loss_vfl_dn_2: 0.3926 (0.3998) loss_vfl_dn_3: 0.3843 (0.3922) loss_vfl_dn_4: 0.3846 (0.3893) loss_vfl_dn_5: 0.3841 (0.3887) time: 0.4664 data: 0.0134 max mem: 5653 Epoch: [14] [5500/7393] eta: 0:15:07 lr: 0.000010 loss: 17.8384 (17.7396) loss_bbox: 0.1793 (0.1753) loss_bbox_aux_0: 0.2059 (0.1887) loss_bbox_aux_1: 0.1924 (0.1800) loss_bbox_aux_2: 0.1829 (0.1774) loss_bbox_aux_3: 0.1814 (0.1755) loss_bbox_aux_4: 0.1876 (0.1749) loss_bbox_aux_5: 0.2392 (0.2319) loss_bbox_dn_0: 0.3412 (0.3208) loss_bbox_dn_1: 0.2805 (0.2508) loss_bbox_dn_2: 0.2466 (0.2296) loss_bbox_dn_3: 0.2358 (0.2221) loss_bbox_dn_4: 0.2330 (0.2202) loss_bbox_dn_5: 0.2325 (0.2201) loss_giou: 0.5050 (0.5188) loss_giou_aux_0: 0.5351 (0.5455) loss_giou_aux_1: 0.5142 (0.5286) loss_giou_aux_2: 0.5073 (0.5232) loss_giou_aux_3: 0.5043 (0.5199) loss_giou_aux_4: 0.5004 (0.5188) loss_giou_aux_5: 0.6065 (0.6197) loss_giou_dn_0: 0.6795 (0.6525) loss_giou_dn_1: 0.5671 (0.5488) loss_giou_dn_2: 0.5384 (0.5220) loss_giou_dn_3: 0.5284 (0.5134) loss_giou_dn_4: 0.5249 (0.5112) loss_giou_dn_5: 0.5251 (0.5114) loss_vfl: 0.7155 (0.7315) loss_vfl_aux_0: 0.8319 (0.8630) loss_vfl_aux_1: 0.7999 (0.8068) loss_vfl_aux_2: 0.7525 (0.7624) loss_vfl_aux_3: 0.7276 (0.7422) loss_vfl_aux_4: 0.7158 (0.7345) loss_vfl_aux_5: 0.8148 (0.8368) loss_vfl_dn_0: 0.4573 (0.4747) loss_vfl_dn_1: 0.4060 (0.4170) loss_vfl_dn_2: 0.3945 (0.3997) loss_vfl_dn_3: 0.3901 (0.3921) loss_vfl_dn_4: 0.3860 (0.3892) loss_vfl_dn_5: 0.3843 (0.3886) time: 0.4747 data: 0.0138 max mem: 5653 Epoch: [14] [5600/7393] eta: 0:14:19 lr: 0.000010 loss: 17.6058 (17.7356) loss_bbox: 0.1616 (0.1752) loss_bbox_aux_0: 0.1777 (0.1886) loss_bbox_aux_1: 0.1630 (0.1799) loss_bbox_aux_2: 0.1590 (0.1772) loss_bbox_aux_3: 0.1615 (0.1754) loss_bbox_aux_4: 0.1625 (0.1748) loss_bbox_aux_5: 0.2131 (0.2319) loss_bbox_dn_0: 0.2819 (0.3208) loss_bbox_dn_1: 0.2195 (0.2508) loss_bbox_dn_2: 0.1999 (0.2296) loss_bbox_dn_3: 0.1914 (0.2220) loss_bbox_dn_4: 0.1918 (0.2202) loss_bbox_dn_5: 0.1920 (0.2201) loss_giou: 0.5305 (0.5184) loss_giou_aux_0: 0.5737 (0.5451) loss_giou_aux_1: 0.5479 (0.5282) loss_giou_aux_2: 0.5347 (0.5229) loss_giou_aux_3: 0.5378 (0.5196) loss_giou_aux_4: 0.5306 (0.5185) loss_giou_aux_5: 0.6358 (0.6194) loss_giou_dn_0: 0.6566 (0.6523) loss_giou_dn_1: 0.5507 (0.5486) loss_giou_dn_2: 0.5224 (0.5217) loss_giou_dn_3: 0.5188 (0.5131) loss_giou_dn_4: 0.5196 (0.5110) loss_giou_dn_5: 0.5194 (0.5111) loss_vfl: 0.7162 (0.7316) loss_vfl_aux_0: 0.8172 (0.8631) loss_vfl_aux_1: 0.7777 (0.8068) loss_vfl_aux_2: 0.7585 (0.7624) loss_vfl_aux_3: 0.7302 (0.7422) loss_vfl_aux_4: 0.7196 (0.7346) loss_vfl_aux_5: 0.8057 (0.8370) loss_vfl_dn_0: 0.4717 (0.4747) loss_vfl_dn_1: 0.4190 (0.4170) loss_vfl_dn_2: 0.4058 (0.3997) loss_vfl_dn_3: 0.3993 (0.3921) loss_vfl_dn_4: 0.3959 (0.3892) loss_vfl_dn_5: 0.3948 (0.3886) time: 0.4640 data: 0.0139 max mem: 5653 Epoch: [14] [5700/7393] eta: 0:13:31 lr: 0.000010 loss: 17.9753 (17.7319) loss_bbox: 0.1744 (0.1752) loss_bbox_aux_0: 0.1819 (0.1886) loss_bbox_aux_1: 0.1698 (0.1799) loss_bbox_aux_2: 0.1728 (0.1772) loss_bbox_aux_3: 0.1700 (0.1754) loss_bbox_aux_4: 0.1730 (0.1748) loss_bbox_aux_5: 0.2315 (0.2318) loss_bbox_dn_0: 0.3079 (0.3206) loss_bbox_dn_1: 0.2284 (0.2506) loss_bbox_dn_2: 0.1989 (0.2294) loss_bbox_dn_3: 0.1936 (0.2219) loss_bbox_dn_4: 0.1910 (0.2200) loss_bbox_dn_5: 0.1914 (0.2199) loss_giou: 0.4858 (0.5184) loss_giou_aux_0: 0.5250 (0.5452) loss_giou_aux_1: 0.5018 (0.5283) loss_giou_aux_2: 0.4911 (0.5229) loss_giou_aux_3: 0.4844 (0.5196) loss_giou_aux_4: 0.4857 (0.5185) loss_giou_aux_5: 0.6131 (0.6194) loss_giou_dn_0: 0.6504 (0.6522) loss_giou_dn_1: 0.5572 (0.5485) loss_giou_dn_2: 0.5296 (0.5217) loss_giou_dn_3: 0.5147 (0.5131) loss_giou_dn_4: 0.5109 (0.5109) loss_giou_dn_5: 0.5115 (0.5111) loss_vfl: 0.7540 (0.7314) loss_vfl_aux_0: 0.8429 (0.8627) loss_vfl_aux_1: 0.8124 (0.8063) loss_vfl_aux_2: 0.7873 (0.7622) loss_vfl_aux_3: 0.7499 (0.7420) loss_vfl_aux_4: 0.7451 (0.7344) loss_vfl_aux_5: 0.8359 (0.8367) loss_vfl_dn_0: 0.4721 (0.4746) loss_vfl_dn_1: 0.4150 (0.4169) loss_vfl_dn_2: 0.3914 (0.3996) loss_vfl_dn_3: 0.3886 (0.3920) loss_vfl_dn_4: 0.3865 (0.3892) loss_vfl_dn_5: 0.3850 (0.3885) time: 0.4612 data: 0.0142 max mem: 5653 Epoch: [14] [5800/7393] eta: 0:12:42 lr: 0.000010 loss: 17.2048 (17.7302) loss_bbox: 0.1676 (0.1753) loss_bbox_aux_0: 0.1885 (0.1888) loss_bbox_aux_1: 0.1676 (0.1800) loss_bbox_aux_2: 0.1606 (0.1773) loss_bbox_aux_3: 0.1679 (0.1755) loss_bbox_aux_4: 0.1633 (0.1749) loss_bbox_aux_5: 0.2365 (0.2319) loss_bbox_dn_0: 0.2975 (0.3206) loss_bbox_dn_1: 0.2151 (0.2506) loss_bbox_dn_2: 0.1933 (0.2294) loss_bbox_dn_3: 0.1879 (0.2219) loss_bbox_dn_4: 0.1877 (0.2200) loss_bbox_dn_5: 0.1876 (0.2199) loss_giou: 0.4934 (0.5184) loss_giou_aux_0: 0.5312 (0.5452) loss_giou_aux_1: 0.5122 (0.5283) loss_giou_aux_2: 0.4925 (0.5229) loss_giou_aux_3: 0.4976 (0.5197) loss_giou_aux_4: 0.4873 (0.5185) loss_giou_aux_5: 0.6021 (0.6194) loss_giou_dn_0: 0.6484 (0.6521) loss_giou_dn_1: 0.5289 (0.5484) loss_giou_dn_2: 0.5058 (0.5216) loss_giou_dn_3: 0.5022 (0.5130) loss_giou_dn_4: 0.5009 (0.5108) loss_giou_dn_5: 0.5009 (0.5110) loss_vfl: 0.6804 (0.7312) loss_vfl_aux_0: 0.8045 (0.8623) loss_vfl_aux_1: 0.7694 (0.8061) loss_vfl_aux_2: 0.7152 (0.7620) loss_vfl_aux_3: 0.6997 (0.7418) loss_vfl_aux_4: 0.6888 (0.7343) loss_vfl_aux_5: 0.8090 (0.8364) loss_vfl_dn_0: 0.4729 (0.4746) loss_vfl_dn_1: 0.4161 (0.4169) loss_vfl_dn_2: 0.3959 (0.3996) loss_vfl_dn_3: 0.3885 (0.3920) loss_vfl_dn_4: 0.3843 (0.3891) loss_vfl_dn_5: 0.3836 (0.3885) time: 0.4766 data: 0.0141 max mem: 5653 Epoch: [14] [5900/7393] eta: 0:11:54 lr: 0.000010 loss: 17.7819 (17.7277) loss_bbox: 0.1798 (0.1752) loss_bbox_aux_0: 0.1912 (0.1887) loss_bbox_aux_1: 0.1806 (0.1799) loss_bbox_aux_2: 0.1716 (0.1772) loss_bbox_aux_3: 0.1782 (0.1754) loss_bbox_aux_4: 0.1791 (0.1749) loss_bbox_aux_5: 0.2233 (0.2318) loss_bbox_dn_0: 0.3183 (0.3201) loss_bbox_dn_1: 0.2531 (0.2503) loss_bbox_dn_2: 0.2310 (0.2291) loss_bbox_dn_3: 0.2182 (0.2216) loss_bbox_dn_4: 0.2140 (0.2197) loss_bbox_dn_5: 0.2139 (0.2196) loss_giou: 0.5083 (0.5188) loss_giou_aux_0: 0.5291 (0.5456) loss_giou_aux_1: 0.5299 (0.5287) loss_giou_aux_2: 0.5087 (0.5233) loss_giou_aux_3: 0.5069 (0.5201) loss_giou_aux_4: 0.5131 (0.5189) loss_giou_aux_5: 0.6187 (0.6198) loss_giou_dn_0: 0.6340 (0.6521) loss_giou_dn_1: 0.5447 (0.5485) loss_giou_dn_2: 0.5167 (0.5217) loss_giou_dn_3: 0.5098 (0.5131) loss_giou_dn_4: 0.5079 (0.5109) loss_giou_dn_5: 0.5082 (0.5111) loss_vfl: 0.7353 (0.7308) loss_vfl_aux_0: 0.8708 (0.8617) loss_vfl_aux_1: 0.7846 (0.8055) loss_vfl_aux_2: 0.7645 (0.7616) loss_vfl_aux_3: 0.7492 (0.7414) loss_vfl_aux_4: 0.7350 (0.7338) loss_vfl_aux_5: 0.8539 (0.8360) loss_vfl_dn_0: 0.4680 (0.4746) loss_vfl_dn_1: 0.4121 (0.4168) loss_vfl_dn_2: 0.3957 (0.3996) loss_vfl_dn_3: 0.3857 (0.3920) loss_vfl_dn_4: 0.3835 (0.3891) loss_vfl_dn_5: 0.3837 (0.3885) time: 0.4746 data: 0.0142 max mem: 5653 Epoch: [14] [6000/7393] eta: 0:11:06 lr: 0.000010 loss: 18.6857 (17.7289) loss_bbox: 0.1798 (0.1752) loss_bbox_aux_0: 0.1931 (0.1887) loss_bbox_aux_1: 0.1888 (0.1799) loss_bbox_aux_2: 0.1885 (0.1772) loss_bbox_aux_3: 0.1802 (0.1754) loss_bbox_aux_4: 0.1810 (0.1748) loss_bbox_aux_5: 0.2418 (0.2317) loss_bbox_dn_0: 0.2855 (0.3200) loss_bbox_dn_1: 0.2271 (0.2501) loss_bbox_dn_2: 0.2112 (0.2290) loss_bbox_dn_3: 0.2063 (0.2214) loss_bbox_dn_4: 0.2074 (0.2195) loss_bbox_dn_5: 0.2076 (0.2195) loss_giou: 0.5160 (0.5192) loss_giou_aux_0: 0.5416 (0.5460) loss_giou_aux_1: 0.5290 (0.5291) loss_giou_aux_2: 0.5239 (0.5237) loss_giou_aux_3: 0.5225 (0.5204) loss_giou_aux_4: 0.5162 (0.5193) loss_giou_aux_5: 0.6281 (0.6202) loss_giou_dn_0: 0.6905 (0.6524) loss_giou_dn_1: 0.5860 (0.5487) loss_giou_dn_2: 0.5470 (0.5218) loss_giou_dn_3: 0.5371 (0.5133) loss_giou_dn_4: 0.5351 (0.5111) loss_giou_dn_5: 0.5351 (0.5113) loss_vfl: 0.7480 (0.7306) loss_vfl_aux_0: 0.8466 (0.8615) loss_vfl_aux_1: 0.7976 (0.8052) loss_vfl_aux_2: 0.7781 (0.7614) loss_vfl_aux_3: 0.7514 (0.7412) loss_vfl_aux_4: 0.7602 (0.7337) loss_vfl_aux_5: 0.8380 (0.8357) loss_vfl_dn_0: 0.4697 (0.4746) loss_vfl_dn_1: 0.4244 (0.4169) loss_vfl_dn_2: 0.4003 (0.3996) loss_vfl_dn_3: 0.3918 (0.3920) loss_vfl_dn_4: 0.3898 (0.3891) loss_vfl_dn_5: 0.3896 (0.3885) time: 0.4699 data: 0.0141 max mem: 5653 Epoch: [14] [6100/7393] eta: 0:10:18 lr: 0.000010 loss: 17.4117 (17.7251) loss_bbox: 0.1767 (0.1751) loss_bbox_aux_0: 0.1841 (0.1886) loss_bbox_aux_1: 0.1740 (0.1799) loss_bbox_aux_2: 0.1707 (0.1771) loss_bbox_aux_3: 0.1736 (0.1754) loss_bbox_aux_4: 0.1709 (0.1748) loss_bbox_aux_5: 0.2242 (0.2317) loss_bbox_dn_0: 0.3050 (0.3200) loss_bbox_dn_1: 0.2228 (0.2502) loss_bbox_dn_2: 0.2085 (0.2290) loss_bbox_dn_3: 0.2064 (0.2214) loss_bbox_dn_4: 0.2063 (0.2196) loss_bbox_dn_5: 0.2060 (0.2195) loss_giou: 0.4596 (0.5189) loss_giou_aux_0: 0.4907 (0.5457) loss_giou_aux_1: 0.4838 (0.5287) loss_giou_aux_2: 0.4629 (0.5233) loss_giou_aux_3: 0.4546 (0.5201) loss_giou_aux_4: 0.4541 (0.5189) loss_giou_aux_5: 0.5493 (0.6199) loss_giou_dn_0: 0.6388 (0.6521) loss_giou_dn_1: 0.5305 (0.5485) loss_giou_dn_2: 0.5033 (0.5216) loss_giou_dn_3: 0.4906 (0.5130) loss_giou_dn_4: 0.4861 (0.5109) loss_giou_dn_5: 0.4863 (0.5110) loss_vfl: 0.7399 (0.7306) loss_vfl_aux_0: 0.8553 (0.8615) loss_vfl_aux_1: 0.8110 (0.8052) loss_vfl_aux_2: 0.7557 (0.7616) loss_vfl_aux_3: 0.7290 (0.7413) loss_vfl_aux_4: 0.7301 (0.7338) loss_vfl_aux_5: 0.8253 (0.8356) loss_vfl_dn_0: 0.4740 (0.4746) loss_vfl_dn_1: 0.4167 (0.4168) loss_vfl_dn_2: 0.4013 (0.3996) loss_vfl_dn_3: 0.3935 (0.3920) loss_vfl_dn_4: 0.3919 (0.3891) loss_vfl_dn_5: 0.3910 (0.3885) time: 0.4627 data: 0.0137 max mem: 5653 Epoch: [14] [6200/7393] eta: 0:09:30 lr: 0.000010 loss: 17.8461 (17.7224) loss_bbox: 0.1968 (0.1751) loss_bbox_aux_0: 0.1986 (0.1886) loss_bbox_aux_1: 0.1958 (0.1799) loss_bbox_aux_2: 0.1941 (0.1771) loss_bbox_aux_3: 0.1991 (0.1753) loss_bbox_aux_4: 0.1991 (0.1748) loss_bbox_aux_5: 0.2472 (0.2316) loss_bbox_dn_0: 0.3288 (0.3198) loss_bbox_dn_1: 0.2631 (0.2500) loss_bbox_dn_2: 0.2449 (0.2288) loss_bbox_dn_3: 0.2350 (0.2213) loss_bbox_dn_4: 0.2349 (0.2194) loss_bbox_dn_5: 0.2347 (0.2193) loss_giou: 0.4808 (0.5188) loss_giou_aux_0: 0.5043 (0.5456) loss_giou_aux_1: 0.4949 (0.5287) loss_giou_aux_2: 0.4898 (0.5232) loss_giou_aux_3: 0.4812 (0.5200) loss_giou_aux_4: 0.4860 (0.5189) loss_giou_aux_5: 0.5801 (0.6198) loss_giou_dn_0: 0.6222 (0.6520) loss_giou_dn_1: 0.5180 (0.5484) loss_giou_dn_2: 0.4907 (0.5215) loss_giou_dn_3: 0.4804 (0.5129) loss_giou_dn_4: 0.4796 (0.5108) loss_giou_dn_5: 0.4797 (0.5109) loss_vfl: 0.7334 (0.7306) loss_vfl_aux_0: 0.8356 (0.8615) loss_vfl_aux_1: 0.7973 (0.8052) loss_vfl_aux_2: 0.7429 (0.7616) loss_vfl_aux_3: 0.7247 (0.7413) loss_vfl_aux_4: 0.7347 (0.7338) loss_vfl_aux_5: 0.8501 (0.8356) loss_vfl_dn_0: 0.4747 (0.4746) loss_vfl_dn_1: 0.4110 (0.4168) loss_vfl_dn_2: 0.3954 (0.3995) loss_vfl_dn_3: 0.3833 (0.3919) loss_vfl_dn_4: 0.3819 (0.3891) loss_vfl_dn_5: 0.3808 (0.3885) time: 0.4820 data: 0.0137 max mem: 5653 Epoch: [14] [6300/7393] eta: 0:08:42 lr: 0.000010 loss: 17.6485 (17.7213) loss_bbox: 0.1631 (0.1752) loss_bbox_aux_0: 0.1703 (0.1886) loss_bbox_aux_1: 0.1637 (0.1799) loss_bbox_aux_2: 0.1568 (0.1771) loss_bbox_aux_3: 0.1544 (0.1754) loss_bbox_aux_4: 0.1572 (0.1748) loss_bbox_aux_5: 0.1988 (0.2315) loss_bbox_dn_0: 0.2789 (0.3196) loss_bbox_dn_1: 0.2090 (0.2498) loss_bbox_dn_2: 0.1926 (0.2287) loss_bbox_dn_3: 0.1916 (0.2212) loss_bbox_dn_4: 0.1875 (0.2193) loss_bbox_dn_5: 0.1875 (0.2192) loss_giou: 0.5184 (0.5190) loss_giou_aux_0: 0.5385 (0.5457) loss_giou_aux_1: 0.5313 (0.5288) loss_giou_aux_2: 0.5197 (0.5233) loss_giou_aux_3: 0.5233 (0.5201) loss_giou_aux_4: 0.5275 (0.5190) loss_giou_aux_5: 0.6180 (0.6198) loss_giou_dn_0: 0.6329 (0.6520) loss_giou_dn_1: 0.5455 (0.5484) loss_giou_dn_2: 0.5269 (0.5215) loss_giou_dn_3: 0.5219 (0.5129) loss_giou_dn_4: 0.5198 (0.5108) loss_giou_dn_5: 0.5202 (0.5110) loss_vfl: 0.7254 (0.7304) loss_vfl_aux_0: 0.8163 (0.8612) loss_vfl_aux_1: 0.7745 (0.8051) loss_vfl_aux_2: 0.7494 (0.7614) loss_vfl_aux_3: 0.7324 (0.7411) loss_vfl_aux_4: 0.7142 (0.7336) loss_vfl_aux_5: 0.8043 (0.8354) loss_vfl_dn_0: 0.4645 (0.4746) loss_vfl_dn_1: 0.4166 (0.4168) loss_vfl_dn_2: 0.3953 (0.3995) loss_vfl_dn_3: 0.3871 (0.3920) loss_vfl_dn_4: 0.3858 (0.3891) loss_vfl_dn_5: 0.3843 (0.3885) time: 0.4624 data: 0.0139 max mem: 5653 Epoch: [14] [6400/7393] eta: 0:07:55 lr: 0.000010 loss: 17.4600 (17.7217) loss_bbox: 0.1692 (0.1751) loss_bbox_aux_0: 0.1871 (0.1886) loss_bbox_aux_1: 0.1723 (0.1798) loss_bbox_aux_2: 0.1810 (0.1770) loss_bbox_aux_3: 0.1691 (0.1753) loss_bbox_aux_4: 0.1691 (0.1747) loss_bbox_aux_5: 0.2162 (0.2314) loss_bbox_dn_0: 0.2836 (0.3194) loss_bbox_dn_1: 0.2273 (0.2496) loss_bbox_dn_2: 0.2067 (0.2285) loss_bbox_dn_3: 0.2009 (0.2210) loss_bbox_dn_4: 0.1973 (0.2191) loss_bbox_dn_5: 0.1976 (0.2191) loss_giou: 0.5255 (0.5192) loss_giou_aux_0: 0.5482 (0.5460) loss_giou_aux_1: 0.5217 (0.5290) loss_giou_aux_2: 0.5144 (0.5236) loss_giou_aux_3: 0.5178 (0.5204) loss_giou_aux_4: 0.5262 (0.5192) loss_giou_aux_5: 0.5966 (0.6200) loss_giou_dn_0: 0.6632 (0.6521) loss_giou_dn_1: 0.5610 (0.5485) loss_giou_dn_2: 0.5367 (0.5217) loss_giou_dn_3: 0.5299 (0.5131) loss_giou_dn_4: 0.5283 (0.5109) loss_giou_dn_5: 0.5286 (0.5111) loss_vfl: 0.7011 (0.7304) loss_vfl_aux_0: 0.8085 (0.8610) loss_vfl_aux_1: 0.7689 (0.8050) loss_vfl_aux_2: 0.7234 (0.7614) loss_vfl_aux_3: 0.7138 (0.7412) loss_vfl_aux_4: 0.7008 (0.7335) loss_vfl_aux_5: 0.8285 (0.8353) loss_vfl_dn_0: 0.4690 (0.4746) loss_vfl_dn_1: 0.4183 (0.4169) loss_vfl_dn_2: 0.4038 (0.3996) loss_vfl_dn_3: 0.3977 (0.3920) loss_vfl_dn_4: 0.3955 (0.3891) loss_vfl_dn_5: 0.3953 (0.3885) time: 0.4826 data: 0.0142 max mem: 5653 Epoch: [14] [6500/7393] eta: 0:07:07 lr: 0.000010 loss: 17.6645 (17.7219) loss_bbox: 0.1852 (0.1751) loss_bbox_aux_0: 0.2074 (0.1887) loss_bbox_aux_1: 0.1965 (0.1798) loss_bbox_aux_2: 0.1860 (0.1770) loss_bbox_aux_3: 0.1863 (0.1753) loss_bbox_aux_4: 0.1845 (0.1748) loss_bbox_aux_5: 0.2346 (0.2315) loss_bbox_dn_0: 0.3448 (0.3195) loss_bbox_dn_1: 0.2653 (0.2497) loss_bbox_dn_2: 0.2522 (0.2286) loss_bbox_dn_3: 0.2441 (0.2211) loss_bbox_dn_4: 0.2428 (0.2192) loss_bbox_dn_5: 0.2422 (0.2192) loss_giou: 0.4929 (0.5190) loss_giou_aux_0: 0.5169 (0.5458) loss_giou_aux_1: 0.4999 (0.5288) loss_giou_aux_2: 0.4903 (0.5234) loss_giou_aux_3: 0.4862 (0.5202) loss_giou_aux_4: 0.4874 (0.5191) loss_giou_aux_5: 0.5864 (0.6198) loss_giou_dn_0: 0.6420 (0.6520) loss_giou_dn_1: 0.5373 (0.5484) loss_giou_dn_2: 0.5118 (0.5216) loss_giou_dn_3: 0.5016 (0.5129) loss_giou_dn_4: 0.4984 (0.5108) loss_giou_dn_5: 0.4986 (0.5110) loss_vfl: 0.7679 (0.7305) loss_vfl_aux_0: 0.8483 (0.8611) loss_vfl_aux_1: 0.8092 (0.8053) loss_vfl_aux_2: 0.7774 (0.7615) loss_vfl_aux_3: 0.7660 (0.7413) loss_vfl_aux_4: 0.7748 (0.7337) loss_vfl_aux_5: 0.8510 (0.8354) loss_vfl_dn_0: 0.4697 (0.4746) loss_vfl_dn_1: 0.4161 (0.4169) loss_vfl_dn_2: 0.4003 (0.3996) loss_vfl_dn_3: 0.3922 (0.3920) loss_vfl_dn_4: 0.3909 (0.3892) loss_vfl_dn_5: 0.3916 (0.3885) time: 0.4812 data: 0.0135 max mem: 5653 Epoch: [14] [6600/7393] eta: 0:06:19 lr: 0.000010 loss: 17.7010 (17.7212) loss_bbox: 0.1778 (0.1750) loss_bbox_aux_0: 0.1831 (0.1886) loss_bbox_aux_1: 0.1791 (0.1798) loss_bbox_aux_2: 0.1802 (0.1770) loss_bbox_aux_3: 0.1783 (0.1753) loss_bbox_aux_4: 0.1800 (0.1747) loss_bbox_aux_5: 0.2333 (0.2314) loss_bbox_dn_0: 0.2980 (0.3193) loss_bbox_dn_1: 0.2246 (0.2495) loss_bbox_dn_2: 0.2154 (0.2284) loss_bbox_dn_3: 0.2111 (0.2209) loss_bbox_dn_4: 0.2099 (0.2190) loss_bbox_dn_5: 0.2099 (0.2190) loss_giou: 0.5286 (0.5193) loss_giou_aux_0: 0.5744 (0.5461) loss_giou_aux_1: 0.5286 (0.5290) loss_giou_aux_2: 0.5208 (0.5236) loss_giou_aux_3: 0.5161 (0.5204) loss_giou_aux_4: 0.5395 (0.5193) loss_giou_aux_5: 0.6481 (0.6200) loss_giou_dn_0: 0.6707 (0.6521) loss_giou_dn_1: 0.5598 (0.5485) loss_giou_dn_2: 0.5327 (0.5217) loss_giou_dn_3: 0.5269 (0.5131) loss_giou_dn_4: 0.5220 (0.5109) loss_giou_dn_5: 0.5225 (0.5111) loss_vfl: 0.7219 (0.7304) loss_vfl_aux_0: 0.8317 (0.8607) loss_vfl_aux_1: 0.7928 (0.8050) loss_vfl_aux_2: 0.7453 (0.7612) loss_vfl_aux_3: 0.7298 (0.7412) loss_vfl_aux_4: 0.7162 (0.7335) loss_vfl_aux_5: 0.7913 (0.8351) loss_vfl_dn_0: 0.4656 (0.4746) loss_vfl_dn_1: 0.4229 (0.4169) loss_vfl_dn_2: 0.4029 (0.3996) loss_vfl_dn_3: 0.3947 (0.3920) loss_vfl_dn_4: 0.3914 (0.3892) loss_vfl_dn_5: 0.3930 (0.3885) time: 0.4865 data: 0.0149 max mem: 5653 Epoch: [14] [6700/7393] eta: 0:05:31 lr: 0.000010 loss: 17.5055 (17.7218) loss_bbox: 0.1714 (0.1751) loss_bbox_aux_0: 0.1849 (0.1887) loss_bbox_aux_1: 0.1771 (0.1799) loss_bbox_aux_2: 0.1752 (0.1771) loss_bbox_aux_3: 0.1711 (0.1754) loss_bbox_aux_4: 0.1700 (0.1748) loss_bbox_aux_5: 0.2393 (0.2315) loss_bbox_dn_0: 0.2787 (0.3192) loss_bbox_dn_1: 0.2104 (0.2495) loss_bbox_dn_2: 0.1940 (0.2284) loss_bbox_dn_3: 0.1906 (0.2209) loss_bbox_dn_4: 0.1909 (0.2190) loss_bbox_dn_5: 0.1913 (0.2190) loss_giou: 0.5515 (0.5194) loss_giou_aux_0: 0.5716 (0.5461) loss_giou_aux_1: 0.5531 (0.5291) loss_giou_aux_2: 0.5569 (0.5237) loss_giou_aux_3: 0.5509 (0.5205) loss_giou_aux_4: 0.5523 (0.5194) loss_giou_aux_5: 0.6696 (0.6201) loss_giou_dn_0: 0.6592 (0.6521) loss_giou_dn_1: 0.5579 (0.5485) loss_giou_dn_2: 0.5324 (0.5216) loss_giou_dn_3: 0.5301 (0.5130) loss_giou_dn_4: 0.5303 (0.5109) loss_giou_dn_5: 0.5305 (0.5110) loss_vfl: 0.7159 (0.7303) loss_vfl_aux_0: 0.8870 (0.8608) loss_vfl_aux_1: 0.7927 (0.8049) loss_vfl_aux_2: 0.7444 (0.7612) loss_vfl_aux_3: 0.7266 (0.7411) loss_vfl_aux_4: 0.7133 (0.7334) loss_vfl_aux_5: 0.8499 (0.8351) loss_vfl_dn_0: 0.4752 (0.4746) loss_vfl_dn_1: 0.4184 (0.4169) loss_vfl_dn_2: 0.4021 (0.3996) loss_vfl_dn_3: 0.3945 (0.3920) loss_vfl_dn_4: 0.3932 (0.3891) loss_vfl_dn_5: 0.3905 (0.3885) time: 0.4731 data: 0.0140 max mem: 5653 Epoch: [14] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 17.8996 (17.7227) loss_bbox: 0.1716 (0.1753) loss_bbox_aux_0: 0.1964 (0.1888) loss_bbox_aux_1: 0.1717 (0.1800) loss_bbox_aux_2: 0.1720 (0.1772) loss_bbox_aux_3: 0.1691 (0.1755) loss_bbox_aux_4: 0.1719 (0.1749) loss_bbox_aux_5: 0.2198 (0.2316) loss_bbox_dn_0: 0.2924 (0.3194) loss_bbox_dn_1: 0.2237 (0.2496) loss_bbox_dn_2: 0.2025 (0.2285) loss_bbox_dn_3: 0.1965 (0.2209) loss_bbox_dn_4: 0.1933 (0.2191) loss_bbox_dn_5: 0.1932 (0.2190) loss_giou: 0.5323 (0.5194) loss_giou_aux_0: 0.5626 (0.5461) loss_giou_aux_1: 0.5395 (0.5292) loss_giou_aux_2: 0.5149 (0.5237) loss_giou_aux_3: 0.5307 (0.5206) loss_giou_aux_4: 0.5285 (0.5194) loss_giou_aux_5: 0.6153 (0.6202) loss_giou_dn_0: 0.6701 (0.6520) loss_giou_dn_1: 0.5655 (0.5484) loss_giou_dn_2: 0.5343 (0.5215) loss_giou_dn_3: 0.5282 (0.5129) loss_giou_dn_4: 0.5263 (0.5108) loss_giou_dn_5: 0.5260 (0.5109) loss_vfl: 0.6794 (0.7303) loss_vfl_aux_0: 0.8092 (0.8609) loss_vfl_aux_1: 0.7717 (0.8049) loss_vfl_aux_2: 0.7263 (0.7612) loss_vfl_aux_3: 0.6879 (0.7411) loss_vfl_aux_4: 0.6801 (0.7334) loss_vfl_aux_5: 0.7700 (0.8352) loss_vfl_dn_0: 0.4695 (0.4746) loss_vfl_dn_1: 0.4115 (0.4169) loss_vfl_dn_2: 0.3973 (0.3996) loss_vfl_dn_3: 0.3903 (0.3920) loss_vfl_dn_4: 0.3892 (0.3891) loss_vfl_dn_5: 0.3886 (0.3885) time: 0.4691 data: 0.0149 max mem: 5653 Epoch: [14] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 17.7183 (17.7215) loss_bbox: 0.1891 (0.1752) loss_bbox_aux_0: 0.1966 (0.1888) loss_bbox_aux_1: 0.1951 (0.1800) loss_bbox_aux_2: 0.1881 (0.1771) loss_bbox_aux_3: 0.1801 (0.1754) loss_bbox_aux_4: 0.1870 (0.1749) loss_bbox_aux_5: 0.2496 (0.2316) loss_bbox_dn_0: 0.3593 (0.3194) loss_bbox_dn_1: 0.2582 (0.2497) loss_bbox_dn_2: 0.2407 (0.2285) loss_bbox_dn_3: 0.2378 (0.2210) loss_bbox_dn_4: 0.2357 (0.2191) loss_bbox_dn_5: 0.2357 (0.2191) loss_giou: 0.4868 (0.5193) loss_giou_aux_0: 0.5197 (0.5461) loss_giou_aux_1: 0.4985 (0.5291) loss_giou_aux_2: 0.4873 (0.5236) loss_giou_aux_3: 0.4843 (0.5204) loss_giou_aux_4: 0.4864 (0.5193) loss_giou_aux_5: 0.5938 (0.6201) loss_giou_dn_0: 0.6409 (0.6519) loss_giou_dn_1: 0.5303 (0.5483) loss_giou_dn_2: 0.5082 (0.5215) loss_giou_dn_3: 0.4991 (0.5129) loss_giou_dn_4: 0.4973 (0.5108) loss_giou_dn_5: 0.4975 (0.5109) loss_vfl: 0.7062 (0.7303) loss_vfl_aux_0: 0.8152 (0.8608) loss_vfl_aux_1: 0.7628 (0.8048) loss_vfl_aux_2: 0.7345 (0.7612) loss_vfl_aux_3: 0.7246 (0.7411) loss_vfl_aux_4: 0.7057 (0.7335) loss_vfl_aux_5: 0.7706 (0.8352) loss_vfl_dn_0: 0.4684 (0.4746) loss_vfl_dn_1: 0.4179 (0.4169) loss_vfl_dn_2: 0.4041 (0.3996) loss_vfl_dn_3: 0.3949 (0.3920) loss_vfl_dn_4: 0.3893 (0.3891) loss_vfl_dn_5: 0.3899 (0.3885) time: 0.4582 data: 0.0143 max mem: 5653 Epoch: [14] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.4399 (17.7215) loss_bbox: 0.1507 (0.1752) loss_bbox_aux_0: 0.1721 (0.1889) loss_bbox_aux_1: 0.1651 (0.1800) loss_bbox_aux_2: 0.1619 (0.1772) loss_bbox_aux_3: 0.1533 (0.1755) loss_bbox_aux_4: 0.1510 (0.1749) loss_bbox_aux_5: 0.2226 (0.2317) loss_bbox_dn_0: 0.2854 (0.3195) loss_bbox_dn_1: 0.2163 (0.2497) loss_bbox_dn_2: 0.1940 (0.2285) loss_bbox_dn_3: 0.1873 (0.2210) loss_bbox_dn_4: 0.1846 (0.2191) loss_bbox_dn_5: 0.1848 (0.2191) loss_giou: 0.4956 (0.5192) loss_giou_aux_0: 0.5500 (0.5460) loss_giou_aux_1: 0.5253 (0.5290) loss_giou_aux_2: 0.5103 (0.5235) loss_giou_aux_3: 0.4921 (0.5203) loss_giou_aux_4: 0.4964 (0.5192) loss_giou_aux_5: 0.6246 (0.6201) loss_giou_dn_0: 0.6314 (0.6518) loss_giou_dn_1: 0.5289 (0.5482) loss_giou_dn_2: 0.5106 (0.5214) loss_giou_dn_3: 0.5016 (0.5128) loss_giou_dn_4: 0.5005 (0.5107) loss_giou_dn_5: 0.5007 (0.5108) loss_vfl: 0.7265 (0.7304) loss_vfl_aux_0: 0.8408 (0.8608) loss_vfl_aux_1: 0.8027 (0.8049) loss_vfl_aux_2: 0.7354 (0.7613) loss_vfl_aux_3: 0.7240 (0.7412) loss_vfl_aux_4: 0.7184 (0.7336) loss_vfl_aux_5: 0.8102 (0.8353) loss_vfl_dn_0: 0.4713 (0.4746) loss_vfl_dn_1: 0.4148 (0.4169) loss_vfl_dn_2: 0.3988 (0.3996) loss_vfl_dn_3: 0.3917 (0.3920) loss_vfl_dn_4: 0.3888 (0.3891) loss_vfl_dn_5: 0.3910 (0.3885) time: 0.4742 data: 0.0148 max mem: 5653 Epoch: [14] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 18.0012 (17.7238) loss_bbox: 0.1632 (0.1752) loss_bbox_aux_0: 0.1834 (0.1888) loss_bbox_aux_1: 0.1661 (0.1800) loss_bbox_aux_2: 0.1626 (0.1772) loss_bbox_aux_3: 0.1672 (0.1755) loss_bbox_aux_4: 0.1669 (0.1749) loss_bbox_aux_5: 0.2380 (0.2317) loss_bbox_dn_0: 0.3096 (0.3194) loss_bbox_dn_1: 0.2460 (0.2496) loss_bbox_dn_2: 0.2372 (0.2285) loss_bbox_dn_3: 0.2346 (0.2210) loss_bbox_dn_4: 0.2347 (0.2192) loss_bbox_dn_5: 0.2349 (0.2191) loss_giou: 0.5244 (0.5193) loss_giou_aux_0: 0.5496 (0.5462) loss_giou_aux_1: 0.5370 (0.5291) loss_giou_aux_2: 0.5468 (0.5237) loss_giou_aux_3: 0.5452 (0.5205) loss_giou_aux_4: 0.5377 (0.5193) loss_giou_aux_5: 0.6229 (0.6202) loss_giou_dn_0: 0.6494 (0.6519) loss_giou_dn_1: 0.5374 (0.5484) loss_giou_dn_2: 0.5067 (0.5215) loss_giou_dn_3: 0.4963 (0.5129) loss_giou_dn_4: 0.4943 (0.5108) loss_giou_dn_5: 0.4944 (0.5110) loss_vfl: 0.7405 (0.7306) loss_vfl_aux_0: 0.8698 (0.8608) loss_vfl_aux_1: 0.8395 (0.8050) loss_vfl_aux_2: 0.7646 (0.7614) loss_vfl_aux_3: 0.7356 (0.7413) loss_vfl_aux_4: 0.7291 (0.7337) loss_vfl_aux_5: 0.8362 (0.8352) loss_vfl_dn_0: 0.4761 (0.4746) loss_vfl_dn_1: 0.4273 (0.4170) loss_vfl_dn_2: 0.4011 (0.3997) loss_vfl_dn_3: 0.3957 (0.3921) loss_vfl_dn_4: 0.3947 (0.3892) loss_vfl_dn_5: 0.3947 (0.3885) time: 0.4907 data: 0.0140 max mem: 5653 Epoch: [14] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 18.0740 (17.7241) loss_bbox: 0.1854 (0.1752) loss_bbox_aux_0: 0.1935 (0.1888) loss_bbox_aux_1: 0.1840 (0.1800) loss_bbox_aux_2: 0.1879 (0.1772) loss_bbox_aux_3: 0.1844 (0.1755) loss_bbox_aux_4: 0.1876 (0.1749) loss_bbox_aux_5: 0.2285 (0.2317) loss_bbox_dn_0: 0.3091 (0.3194) loss_bbox_dn_1: 0.2459 (0.2496) loss_bbox_dn_2: 0.2218 (0.2285) loss_bbox_dn_3: 0.2149 (0.2210) loss_bbox_dn_4: 0.2158 (0.2192) loss_bbox_dn_5: 0.2158 (0.2191) loss_giou: 0.5125 (0.5193) loss_giou_aux_0: 0.5421 (0.5461) loss_giou_aux_1: 0.5185 (0.5291) loss_giou_aux_2: 0.5179 (0.5237) loss_giou_aux_3: 0.5095 (0.5205) loss_giou_aux_4: 0.5149 (0.5193) loss_giou_aux_5: 0.6019 (0.6202) loss_giou_dn_0: 0.6425 (0.6518) loss_giou_dn_1: 0.5436 (0.5483) loss_giou_dn_2: 0.5175 (0.5215) loss_giou_dn_3: 0.5097 (0.5129) loss_giou_dn_4: 0.5067 (0.5108) loss_giou_dn_5: 0.5067 (0.5109) loss_vfl: 0.7228 (0.7306) loss_vfl_aux_0: 0.8480 (0.8610) loss_vfl_aux_1: 0.7995 (0.8051) loss_vfl_aux_2: 0.7807 (0.7616) loss_vfl_aux_3: 0.7160 (0.7414) loss_vfl_aux_4: 0.7320 (0.7338) loss_vfl_aux_5: 0.8055 (0.8352) loss_vfl_dn_0: 0.4800 (0.4747) loss_vfl_dn_1: 0.4100 (0.4169) loss_vfl_dn_2: 0.3931 (0.3996) loss_vfl_dn_3: 0.3852 (0.3920) loss_vfl_dn_4: 0.3822 (0.3892) loss_vfl_dn_5: 0.3825 (0.3885) time: 0.4766 data: 0.0141 max mem: 5653 Epoch: [14] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.2921 (17.7207) loss_bbox: 0.1418 (0.1750) loss_bbox_aux_0: 0.1533 (0.1887) loss_bbox_aux_1: 0.1445 (0.1799) loss_bbox_aux_2: 0.1415 (0.1770) loss_bbox_aux_3: 0.1454 (0.1753) loss_bbox_aux_4: 0.1418 (0.1747) loss_bbox_aux_5: 0.1933 (0.2315) loss_bbox_dn_0: 0.2695 (0.3191) loss_bbox_dn_1: 0.2132 (0.2494) loss_bbox_dn_2: 0.1785 (0.2283) loss_bbox_dn_3: 0.1773 (0.2208) loss_bbox_dn_4: 0.1774 (0.2189) loss_bbox_dn_5: 0.1772 (0.2189) loss_giou: 0.5122 (0.5193) loss_giou_aux_0: 0.5472 (0.5460) loss_giou_aux_1: 0.5175 (0.5290) loss_giou_aux_2: 0.5104 (0.5236) loss_giou_aux_3: 0.5185 (0.5204) loss_giou_aux_4: 0.5092 (0.5193) loss_giou_aux_5: 0.6250 (0.6201) loss_giou_dn_0: 0.6436 (0.6518) loss_giou_dn_1: 0.5460 (0.5483) loss_giou_dn_2: 0.5212 (0.5214) loss_giou_dn_3: 0.5127 (0.5129) loss_giou_dn_4: 0.5083 (0.5107) loss_giou_dn_5: 0.5081 (0.5109) loss_vfl: 0.7464 (0.7307) loss_vfl_aux_0: 0.8565 (0.8610) loss_vfl_aux_1: 0.8080 (0.8051) loss_vfl_aux_2: 0.7599 (0.7616) loss_vfl_aux_3: 0.7622 (0.7414) loss_vfl_aux_4: 0.7479 (0.7338) loss_vfl_aux_5: 0.8364 (0.8352) loss_vfl_dn_0: 0.4749 (0.4746) loss_vfl_dn_1: 0.4162 (0.4169) loss_vfl_dn_2: 0.4007 (0.3996) loss_vfl_dn_3: 0.3902 (0.3920) loss_vfl_dn_4: 0.3875 (0.3891) loss_vfl_dn_5: 0.3879 (0.3885) time: 0.4795 data: 0.0140 max mem: 5653 Epoch: [14] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.4853 (17.7209) loss_bbox: 0.1611 (0.1750) loss_bbox_aux_0: 0.1810 (0.1887) loss_bbox_aux_1: 0.1678 (0.1798) loss_bbox_aux_2: 0.1616 (0.1770) loss_bbox_aux_3: 0.1535 (0.1753) loss_bbox_aux_4: 0.1580 (0.1747) loss_bbox_aux_5: 0.2045 (0.2315) loss_bbox_dn_0: 0.3109 (0.3191) loss_bbox_dn_1: 0.2371 (0.2494) loss_bbox_dn_2: 0.2205 (0.2283) loss_bbox_dn_3: 0.2129 (0.2208) loss_bbox_dn_4: 0.2136 (0.2190) loss_bbox_dn_5: 0.2138 (0.2189) loss_giou: 0.4720 (0.5191) loss_giou_aux_0: 0.4992 (0.5459) loss_giou_aux_1: 0.4788 (0.5289) loss_giou_aux_2: 0.4878 (0.5235) loss_giou_aux_3: 0.4879 (0.5203) loss_giou_aux_4: 0.4728 (0.5192) loss_giou_aux_5: 0.5815 (0.6200) loss_giou_dn_0: 0.6339 (0.6517) loss_giou_dn_1: 0.5241 (0.5482) loss_giou_dn_2: 0.5038 (0.5214) loss_giou_dn_3: 0.4916 (0.5128) loss_giou_dn_4: 0.4873 (0.5107) loss_giou_dn_5: 0.4872 (0.5108) loss_vfl: 0.7463 (0.7308) loss_vfl_aux_0: 0.8803 (0.8611) loss_vfl_aux_1: 0.8217 (0.8052) loss_vfl_aux_2: 0.7770 (0.7618) loss_vfl_aux_3: 0.7578 (0.7416) loss_vfl_aux_4: 0.7497 (0.7340) loss_vfl_aux_5: 0.8600 (0.8352) loss_vfl_dn_0: 0.4875 (0.4747) loss_vfl_dn_1: 0.4227 (0.4169) loss_vfl_dn_2: 0.4092 (0.3997) loss_vfl_dn_3: 0.3995 (0.3921) loss_vfl_dn_4: 0.3978 (0.3892) loss_vfl_dn_5: 0.3974 (0.3885) time: 0.4665 data: 0.0144 max mem: 5653 Epoch: [14] Total time: 0:59:05 (0.4796 s / it) Averaged stats: lr: 0.000010 loss: 17.4853 (17.7209) loss_bbox: 0.1611 (0.1750) loss_bbox_aux_0: 0.1810 (0.1887) loss_bbox_aux_1: 0.1678 (0.1798) loss_bbox_aux_2: 0.1616 (0.1770) loss_bbox_aux_3: 0.1535 (0.1753) loss_bbox_aux_4: 0.1580 (0.1747) loss_bbox_aux_5: 0.2045 (0.2315) loss_bbox_dn_0: 0.3109 (0.3191) loss_bbox_dn_1: 0.2371 (0.2494) loss_bbox_dn_2: 0.2205 (0.2283) loss_bbox_dn_3: 0.2129 (0.2208) loss_bbox_dn_4: 0.2136 (0.2190) loss_bbox_dn_5: 0.2138 (0.2189) loss_giou: 0.4720 (0.5191) loss_giou_aux_0: 0.4992 (0.5459) loss_giou_aux_1: 0.4788 (0.5289) loss_giou_aux_2: 0.4878 (0.5235) loss_giou_aux_3: 0.4879 (0.5203) loss_giou_aux_4: 0.4728 (0.5192) loss_giou_aux_5: 0.5815 (0.6200) loss_giou_dn_0: 0.6339 (0.6517) loss_giou_dn_1: 0.5241 (0.5482) loss_giou_dn_2: 0.5038 (0.5214) loss_giou_dn_3: 0.4916 (0.5128) loss_giou_dn_4: 0.4873 (0.5107) loss_giou_dn_5: 0.4872 (0.5108) loss_vfl: 0.7463 (0.7308) loss_vfl_aux_0: 0.8803 (0.8611) loss_vfl_aux_1: 0.8217 (0.8052) loss_vfl_aux_2: 0.7770 (0.7618) loss_vfl_aux_3: 0.7578 (0.7416) loss_vfl_aux_4: 0.7497 (0.7340) loss_vfl_aux_5: 0.8600 (0.8352) loss_vfl_dn_0: 0.4875 (0.4747) loss_vfl_dn_1: 0.4227 (0.4169) loss_vfl_dn_2: 0.4092 (0.3997) loss_vfl_dn_3: 0.3995 (0.3921) loss_vfl_dn_4: 0.3978 (0.3892) loss_vfl_dn_5: 0.3974 (0.3885) Test: [ 0/157] eta: 0:03:57 time: 1.5147 data: 1.0947 max mem: 5653 Test: [ 10/157] eta: 0:01:13 time: 0.5022 data: 0.1252 max mem: 5653 Test: [ 20/157] eta: 0:01:01 time: 0.3980 data: 0.0280 max mem: 5653 Test: [ 30/157] eta: 0:00:54 time: 0.3864 data: 0.0276 max mem: 5653 Test: [ 40/157] eta: 0:00:49 time: 0.3851 data: 0.0270 max mem: 5653 Test: [ 50/157] eta: 0:00:44 time: 0.3955 data: 0.0264 max mem: 5653 Test: [ 60/157] eta: 0:00:40 time: 0.3992 data: 0.0267 max mem: 5653 Test: [ 70/157] eta: 0:00:35 time: 0.3915 data: 0.0269 max mem: 5653 Test: [ 80/157] eta: 0:00:31 time: 0.3894 data: 0.0265 max mem: 5653 Test: [ 90/157] eta: 0:00:27 time: 0.3948 data: 0.0259 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.6967 data: 0.0262 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.6997 data: 0.0267 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3898 data: 0.0269 max mem: 5653 Test: [130/157] eta: 0:00:12 time: 0.3865 data: 0.0272 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3824 data: 0.0269 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3673 data: 0.0268 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3578 data: 0.0262 max mem: 5653 Test: Total time: 0:01:08 (0.4365 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.56s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.494 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.673 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.673 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.629 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 best_stat: {'epoch': 14, 'coco_eval_bbox': 0.4939787106306586} Epoch: [15] [ 0/7393] eta: 1 day, 0:39:19 lr: 0.000010 loss: 19.9638 (19.9638) loss_bbox: 0.2584 (0.2584) loss_bbox_aux_0: 0.2757 (0.2757) loss_bbox_aux_1: 0.2404 (0.2404) loss_bbox_aux_2: 0.2522 (0.2522) loss_bbox_aux_3: 0.2559 (0.2559) loss_bbox_aux_4: 0.2572 (0.2572) loss_bbox_aux_5: 0.2936 (0.2936) loss_bbox_dn_0: 0.5634 (0.5634) loss_bbox_dn_1: 0.4935 (0.4935) loss_bbox_dn_2: 0.4463 (0.4463) loss_bbox_dn_3: 0.4292 (0.4292) loss_bbox_dn_4: 0.4229 (0.4229) loss_bbox_dn_5: 0.4225 (0.4225) loss_giou: 0.4038 (0.4038) loss_giou_aux_0: 0.4223 (0.4223) loss_giou_aux_1: 0.4008 (0.4008) loss_giou_aux_2: 0.4127 (0.4127) loss_giou_aux_3: 0.4069 (0.4069) loss_giou_aux_4: 0.4089 (0.4089) loss_giou_aux_5: 0.4582 (0.4582) loss_giou_dn_0: 0.6479 (0.6479) loss_giou_dn_1: 0.5571 (0.5571) loss_giou_dn_2: 0.5214 (0.5214) loss_giou_dn_3: 0.5069 (0.5069) loss_giou_dn_4: 0.5014 (0.5014) loss_giou_dn_5: 0.5013 (0.5013) loss_vfl: 0.8782 (0.8782) loss_vfl_aux_0: 1.0300 (1.0300) loss_vfl_aux_1: 0.9903 (0.9903) loss_vfl_aux_2: 0.9220 (0.9220) loss_vfl_aux_3: 0.8910 (0.8910) loss_vfl_aux_4: 0.8807 (0.8807) loss_vfl_aux_5: 1.0101 (1.0101) loss_vfl_dn_0: 0.4944 (0.4944) loss_vfl_dn_1: 0.4356 (0.4356) loss_vfl_dn_2: 0.4245 (0.4245) loss_vfl_dn_3: 0.4164 (0.4164) loss_vfl_dn_4: 0.4155 (0.4155) loss_vfl_dn_5: 0.4142 (0.4142) time: 12.0058 data: 1.3120 max mem: 5653 Epoch: [15] [ 100/7393] eta: 1:11:56 lr: 0.000010 loss: 17.5234 (17.6375) loss_bbox: 0.1685 (0.1718) loss_bbox_aux_0: 0.1828 (0.1863) loss_bbox_aux_1: 0.1734 (0.1762) loss_bbox_aux_2: 0.1676 (0.1731) loss_bbox_aux_3: 0.1621 (0.1711) loss_bbox_aux_4: 0.1668 (0.1716) loss_bbox_aux_5: 0.2131 (0.2282) loss_bbox_dn_0: 0.3021 (0.3183) loss_bbox_dn_1: 0.2545 (0.2486) loss_bbox_dn_2: 0.2317 (0.2263) loss_bbox_dn_3: 0.2189 (0.2187) loss_bbox_dn_4: 0.2169 (0.2171) loss_bbox_dn_5: 0.2172 (0.2171) loss_giou: 0.5014 (0.5065) loss_giou_aux_0: 0.5313 (0.5335) loss_giou_aux_1: 0.5215 (0.5163) loss_giou_aux_2: 0.5189 (0.5091) loss_giou_aux_3: 0.5110 (0.5071) loss_giou_aux_4: 0.4978 (0.5069) loss_giou_aux_5: 0.6195 (0.6096) loss_giou_dn_0: 0.6524 (0.6464) loss_giou_dn_1: 0.5503 (0.5414) loss_giou_dn_2: 0.5230 (0.5137) loss_giou_dn_3: 0.5163 (0.5049) loss_giou_dn_4: 0.5143 (0.5028) loss_giou_dn_5: 0.5146 (0.5030) loss_vfl: 0.7113 (0.7410) loss_vfl_aux_0: 0.8425 (0.8724) loss_vfl_aux_1: 0.8031 (0.8272) loss_vfl_aux_2: 0.7539 (0.7759) loss_vfl_aux_3: 0.7354 (0.7541) loss_vfl_aux_4: 0.7260 (0.7437) loss_vfl_aux_5: 0.8016 (0.8366) loss_vfl_dn_0: 0.4687 (0.4750) loss_vfl_dn_1: 0.4222 (0.4180) loss_vfl_dn_2: 0.4077 (0.3996) loss_vfl_dn_3: 0.4024 (0.3915) loss_vfl_dn_4: 0.4002 (0.3888) loss_vfl_dn_5: 0.4000 (0.3882) time: 0.4728 data: 0.0151 max mem: 5653 Epoch: [15] [ 200/7393] eta: 1:03:56 lr: 0.000010 loss: 17.8219 (17.6244) loss_bbox: 0.1624 (0.1714) loss_bbox_aux_0: 0.1717 (0.1867) loss_bbox_aux_1: 0.1733 (0.1768) loss_bbox_aux_2: 0.1594 (0.1731) loss_bbox_aux_3: 0.1642 (0.1710) loss_bbox_aux_4: 0.1562 (0.1707) loss_bbox_aux_5: 0.2066 (0.2274) loss_bbox_dn_0: 0.2890 (0.3127) loss_bbox_dn_1: 0.2194 (0.2443) loss_bbox_dn_2: 0.2019 (0.2230) loss_bbox_dn_3: 0.1994 (0.2160) loss_bbox_dn_4: 0.2003 (0.2145) loss_bbox_dn_5: 0.2003 (0.2144) loss_giou: 0.5081 (0.5161) loss_giou_aux_0: 0.5323 (0.5445) loss_giou_aux_1: 0.5167 (0.5265) loss_giou_aux_2: 0.5078 (0.5192) loss_giou_aux_3: 0.5082 (0.5168) loss_giou_aux_4: 0.5099 (0.5161) loss_giou_aux_5: 0.6182 (0.6182) loss_giou_dn_0: 0.6460 (0.6488) loss_giou_dn_1: 0.5376 (0.5453) loss_giou_dn_2: 0.5123 (0.5178) loss_giou_dn_3: 0.5059 (0.5094) loss_giou_dn_4: 0.5045 (0.5073) loss_giou_dn_5: 0.5048 (0.5075) loss_vfl: 0.7027 (0.7304) loss_vfl_aux_0: 0.8399 (0.8579) loss_vfl_aux_1: 0.7842 (0.8087) loss_vfl_aux_2: 0.7323 (0.7641) loss_vfl_aux_3: 0.7104 (0.7423) loss_vfl_aux_4: 0.7003 (0.7340) loss_vfl_aux_5: 0.7914 (0.8301) loss_vfl_dn_0: 0.4685 (0.4752) loss_vfl_dn_1: 0.4127 (0.4175) loss_vfl_dn_2: 0.3948 (0.3995) loss_vfl_dn_3: 0.3878 (0.3918) loss_vfl_dn_4: 0.3857 (0.3889) loss_vfl_dn_5: 0.3862 (0.3883) time: 0.4799 data: 0.0156 max mem: 5653 Epoch: [15] [ 300/7393] eta: 1:00:47 lr: 0.000010 loss: 17.4028 (17.6485) loss_bbox: 0.1573 (0.1725) loss_bbox_aux_0: 0.1718 (0.1879) loss_bbox_aux_1: 0.1689 (0.1786) loss_bbox_aux_2: 0.1670 (0.1751) loss_bbox_aux_3: 0.1600 (0.1726) loss_bbox_aux_4: 0.1606 (0.1721) loss_bbox_aux_5: 0.2065 (0.2300) loss_bbox_dn_0: 0.3051 (0.3160) loss_bbox_dn_1: 0.2322 (0.2470) loss_bbox_dn_2: 0.2077 (0.2254) loss_bbox_dn_3: 0.1999 (0.2180) loss_bbox_dn_4: 0.1996 (0.2164) loss_bbox_dn_5: 0.1996 (0.2164) loss_giou: 0.4918 (0.5155) loss_giou_aux_0: 0.5050 (0.5437) loss_giou_aux_1: 0.4983 (0.5253) loss_giou_aux_2: 0.4986 (0.5194) loss_giou_aux_3: 0.4934 (0.5167) loss_giou_aux_4: 0.4918 (0.5153) loss_giou_aux_5: 0.5853 (0.6183) loss_giou_dn_0: 0.6441 (0.6507) loss_giou_dn_1: 0.5361 (0.5467) loss_giou_dn_2: 0.5098 (0.5191) loss_giou_dn_3: 0.5040 (0.5104) loss_giou_dn_4: 0.5002 (0.5084) loss_giou_dn_5: 0.5003 (0.5085) loss_vfl: 0.7192 (0.7301) loss_vfl_aux_0: 0.8672 (0.8592) loss_vfl_aux_1: 0.8179 (0.8069) loss_vfl_aux_2: 0.7458 (0.7630) loss_vfl_aux_3: 0.7373 (0.7406) loss_vfl_aux_4: 0.7260 (0.7339) loss_vfl_aux_5: 0.8350 (0.8299) loss_vfl_dn_0: 0.4763 (0.4745) loss_vfl_dn_1: 0.4251 (0.4173) loss_vfl_dn_2: 0.4051 (0.3992) loss_vfl_dn_3: 0.3948 (0.3913) loss_vfl_dn_4: 0.3905 (0.3885) loss_vfl_dn_5: 0.3899 (0.3880) time: 0.4820 data: 0.0153 max mem: 5653 Epoch: [15] [ 400/7393] eta: 0:58:53 lr: 0.000010 loss: 17.9221 (17.6529) loss_bbox: 0.1696 (0.1730) loss_bbox_aux_0: 0.1940 (0.1885) loss_bbox_aux_1: 0.1722 (0.1792) loss_bbox_aux_2: 0.1705 (0.1756) loss_bbox_aux_3: 0.1679 (0.1731) loss_bbox_aux_4: 0.1727 (0.1728) loss_bbox_aux_5: 0.2241 (0.2318) loss_bbox_dn_0: 0.3025 (0.3182) loss_bbox_dn_1: 0.2281 (0.2494) loss_bbox_dn_2: 0.2033 (0.2278) loss_bbox_dn_3: 0.1976 (0.2203) loss_bbox_dn_4: 0.1985 (0.2188) loss_bbox_dn_5: 0.1984 (0.2187) loss_giou: 0.5055 (0.5132) loss_giou_aux_0: 0.5395 (0.5418) loss_giou_aux_1: 0.5057 (0.5230) loss_giou_aux_2: 0.5033 (0.5172) loss_giou_aux_3: 0.5038 (0.5142) loss_giou_aux_4: 0.5064 (0.5133) loss_giou_aux_5: 0.6127 (0.6169) loss_giou_dn_0: 0.6451 (0.6482) loss_giou_dn_1: 0.5335 (0.5445) loss_giou_dn_2: 0.5081 (0.5172) loss_giou_dn_3: 0.4999 (0.5084) loss_giou_dn_4: 0.5000 (0.5064) loss_giou_dn_5: 0.5000 (0.5065) loss_vfl: 0.7319 (0.7321) loss_vfl_aux_0: 0.8570 (0.8601) loss_vfl_aux_1: 0.8144 (0.8080) loss_vfl_aux_2: 0.7819 (0.7650) loss_vfl_aux_3: 0.7391 (0.7430) loss_vfl_aux_4: 0.7238 (0.7355) loss_vfl_aux_5: 0.8279 (0.8313) loss_vfl_dn_0: 0.4817 (0.4750) loss_vfl_dn_1: 0.4277 (0.4174) loss_vfl_dn_2: 0.4124 (0.3993) loss_vfl_dn_3: 0.4041 (0.3915) loss_vfl_dn_4: 0.4006 (0.3886) loss_vfl_dn_5: 0.4020 (0.3881) time: 0.4731 data: 0.0156 max mem: 5653 Epoch: [15] [ 500/7393] eta: 0:58:43 lr: 0.000010 loss: 17.6707 (17.6338) loss_bbox: 0.1778 (0.1724) loss_bbox_aux_0: 0.2056 (0.1882) loss_bbox_aux_1: 0.1908 (0.1786) loss_bbox_aux_2: 0.1863 (0.1751) loss_bbox_aux_3: 0.1834 (0.1727) loss_bbox_aux_4: 0.1778 (0.1723) loss_bbox_aux_5: 0.2255 (0.2312) loss_bbox_dn_0: 0.3199 (0.3176) loss_bbox_dn_1: 0.2423 (0.2483) loss_bbox_dn_2: 0.2237 (0.2266) loss_bbox_dn_3: 0.2060 (0.2191) loss_bbox_dn_4: 0.2038 (0.2175) loss_bbox_dn_5: 0.2031 (0.2174) loss_giou: 0.4315 (0.5136) loss_giou_aux_0: 0.4777 (0.5424) loss_giou_aux_1: 0.4537 (0.5237) loss_giou_aux_2: 0.4359 (0.5177) loss_giou_aux_3: 0.4430 (0.5148) loss_giou_aux_4: 0.4362 (0.5138) loss_giou_aux_5: 0.5620 (0.6174) loss_giou_dn_0: 0.6135 (0.6481) loss_giou_dn_1: 0.5120 (0.5440) loss_giou_dn_2: 0.4806 (0.5167) loss_giou_dn_3: 0.4740 (0.5080) loss_giou_dn_4: 0.4688 (0.5059) loss_giou_dn_5: 0.4682 (0.5060) loss_vfl: 0.7199 (0.7309) loss_vfl_aux_0: 0.8679 (0.8586) loss_vfl_aux_1: 0.7963 (0.8076) loss_vfl_aux_2: 0.7602 (0.7638) loss_vfl_aux_3: 0.7450 (0.7421) loss_vfl_aux_4: 0.7384 (0.7342) loss_vfl_aux_5: 0.8167 (0.8303) loss_vfl_dn_0: 0.4746 (0.4746) loss_vfl_dn_1: 0.4100 (0.4167) loss_vfl_dn_2: 0.3949 (0.3990) loss_vfl_dn_3: 0.3877 (0.3911) loss_vfl_dn_4: 0.3838 (0.3882) loss_vfl_dn_5: 0.3833 (0.3876) time: 0.4754 data: 0.0155 max mem: 5653 Epoch: [15] [ 600/7393] eta: 0:57:02 lr: 0.000010 loss: 17.8151 (17.6244) loss_bbox: 0.1741 (0.1726) loss_bbox_aux_0: 0.1795 (0.1882) loss_bbox_aux_1: 0.1574 (0.1787) loss_bbox_aux_2: 0.1613 (0.1754) loss_bbox_aux_3: 0.1625 (0.1732) loss_bbox_aux_4: 0.1675 (0.1729) loss_bbox_aux_5: 0.2224 (0.2315) loss_bbox_dn_0: 0.2661 (0.3186) loss_bbox_dn_1: 0.2228 (0.2486) loss_bbox_dn_2: 0.2071 (0.2268) loss_bbox_dn_3: 0.2033 (0.2192) loss_bbox_dn_4: 0.2029 (0.2175) loss_bbox_dn_5: 0.2031 (0.2175) loss_giou: 0.5088 (0.5126) loss_giou_aux_0: 0.5325 (0.5410) loss_giou_aux_1: 0.5156 (0.5227) loss_giou_aux_2: 0.5241 (0.5166) loss_giou_aux_3: 0.5014 (0.5136) loss_giou_aux_4: 0.4965 (0.5128) loss_giou_aux_5: 0.6281 (0.6158) loss_giou_dn_0: 0.6705 (0.6470) loss_giou_dn_1: 0.5501 (0.5429) loss_giou_dn_2: 0.5292 (0.5158) loss_giou_dn_3: 0.5255 (0.5071) loss_giou_dn_4: 0.5217 (0.5050) loss_giou_dn_5: 0.5225 (0.5051) loss_vfl: 0.7321 (0.7305) loss_vfl_aux_0: 0.8710 (0.8604) loss_vfl_aux_1: 0.8337 (0.8087) loss_vfl_aux_2: 0.7810 (0.7643) loss_vfl_aux_3: 0.7312 (0.7421) loss_vfl_aux_4: 0.7202 (0.7337) loss_vfl_aux_5: 0.8174 (0.8321) loss_vfl_dn_0: 0.4697 (0.4742) loss_vfl_dn_1: 0.4124 (0.4161) loss_vfl_dn_2: 0.3954 (0.3984) loss_vfl_dn_3: 0.3896 (0.3906) loss_vfl_dn_4: 0.3893 (0.3877) loss_vfl_dn_5: 0.3880 (0.3870) time: 0.4600 data: 0.0151 max mem: 5653 Epoch: [15] [ 700/7393] eta: 0:55:47 lr: 0.000010 loss: 17.6098 (17.5892) loss_bbox: 0.1629 (0.1720) loss_bbox_aux_0: 0.1850 (0.1875) loss_bbox_aux_1: 0.1753 (0.1781) loss_bbox_aux_2: 0.1673 (0.1749) loss_bbox_aux_3: 0.1703 (0.1727) loss_bbox_aux_4: 0.1629 (0.1723) loss_bbox_aux_5: 0.2263 (0.2306) loss_bbox_dn_0: 0.2877 (0.3165) loss_bbox_dn_1: 0.2254 (0.2470) loss_bbox_dn_2: 0.2041 (0.2255) loss_bbox_dn_3: 0.2034 (0.2179) loss_bbox_dn_4: 0.2029 (0.2162) loss_bbox_dn_5: 0.2030 (0.2162) loss_giou: 0.4726 (0.5123) loss_giou_aux_0: 0.5225 (0.5406) loss_giou_aux_1: 0.4907 (0.5224) loss_giou_aux_2: 0.4835 (0.5164) loss_giou_aux_3: 0.4853 (0.5134) loss_giou_aux_4: 0.4819 (0.5125) loss_giou_aux_5: 0.6120 (0.6151) loss_giou_dn_0: 0.6480 (0.6459) loss_giou_dn_1: 0.5449 (0.5424) loss_giou_dn_2: 0.5196 (0.5155) loss_giou_dn_3: 0.5114 (0.5069) loss_giou_dn_4: 0.5097 (0.5049) loss_giou_dn_5: 0.5096 (0.5050) loss_vfl: 0.7233 (0.7286) loss_vfl_aux_0: 0.8348 (0.8572) loss_vfl_aux_1: 0.7786 (0.8060) loss_vfl_aux_2: 0.7483 (0.7618) loss_vfl_aux_3: 0.7128 (0.7393) loss_vfl_aux_4: 0.7154 (0.7318) loss_vfl_aux_5: 0.8082 (0.8307) loss_vfl_dn_0: 0.4735 (0.4741) loss_vfl_dn_1: 0.4118 (0.4159) loss_vfl_dn_2: 0.3959 (0.3982) loss_vfl_dn_3: 0.3869 (0.3905) loss_vfl_dn_4: 0.3840 (0.3876) loss_vfl_dn_5: 0.3816 (0.3869) time: 0.4736 data: 0.0154 max mem: 5653 Epoch: [15] [ 800/7393] eta: 0:54:32 lr: 0.000010 loss: 17.0336 (17.6087) loss_bbox: 0.1626 (0.1718) loss_bbox_aux_0: 0.1777 (0.1871) loss_bbox_aux_1: 0.1639 (0.1777) loss_bbox_aux_2: 0.1721 (0.1746) loss_bbox_aux_3: 0.1590 (0.1726) loss_bbox_aux_4: 0.1597 (0.1721) loss_bbox_aux_5: 0.2069 (0.2297) loss_bbox_dn_0: 0.2963 (0.3153) loss_bbox_dn_1: 0.2185 (0.2460) loss_bbox_dn_2: 0.2012 (0.2246) loss_bbox_dn_3: 0.1951 (0.2171) loss_bbox_dn_4: 0.1954 (0.2154) loss_bbox_dn_5: 0.1953 (0.2154) loss_giou: 0.5325 (0.5162) loss_giou_aux_0: 0.5699 (0.5445) loss_giou_aux_1: 0.5492 (0.5263) loss_giou_aux_2: 0.5399 (0.5202) loss_giou_aux_3: 0.5463 (0.5175) loss_giou_aux_4: 0.5324 (0.5164) loss_giou_aux_5: 0.6328 (0.6189) loss_giou_dn_0: 0.6709 (0.6486) loss_giou_dn_1: 0.5584 (0.5450) loss_giou_dn_2: 0.5274 (0.5180) loss_giou_dn_3: 0.5212 (0.5095) loss_giou_dn_4: 0.5194 (0.5074) loss_giou_dn_5: 0.5196 (0.5075) loss_vfl: 0.6995 (0.7269) loss_vfl_aux_0: 0.8120 (0.8545) loss_vfl_aux_1: 0.7963 (0.8039) loss_vfl_aux_2: 0.7432 (0.7602) loss_vfl_aux_3: 0.7232 (0.7375) loss_vfl_aux_4: 0.7070 (0.7300) loss_vfl_aux_5: 0.8144 (0.8287) loss_vfl_dn_0: 0.4703 (0.4736) loss_vfl_dn_1: 0.4107 (0.4156) loss_vfl_dn_2: 0.3955 (0.3979) loss_vfl_dn_3: 0.3904 (0.3902) loss_vfl_dn_4: 0.3891 (0.3874) loss_vfl_dn_5: 0.3860 (0.3867) time: 0.4671 data: 0.0153 max mem: 5653 Epoch: [15] [ 900/7393] eta: 0:53:27 lr: 0.000010 loss: 17.6163 (17.6325) loss_bbox: 0.1624 (0.1722) loss_bbox_aux_0: 0.1768 (0.1875) loss_bbox_aux_1: 0.1715 (0.1781) loss_bbox_aux_2: 0.1633 (0.1749) loss_bbox_aux_3: 0.1585 (0.1730) loss_bbox_aux_4: 0.1635 (0.1724) loss_bbox_aux_5: 0.2106 (0.2300) loss_bbox_dn_0: 0.2936 (0.3166) loss_bbox_dn_1: 0.2258 (0.2473) loss_bbox_dn_2: 0.2049 (0.2259) loss_bbox_dn_3: 0.1981 (0.2184) loss_bbox_dn_4: 0.1942 (0.2166) loss_bbox_dn_5: 0.1941 (0.2166) loss_giou: 0.5471 (0.5174) loss_giou_aux_0: 0.5755 (0.5458) loss_giou_aux_1: 0.5612 (0.5277) loss_giou_aux_2: 0.5579 (0.5215) loss_giou_aux_3: 0.5564 (0.5188) loss_giou_aux_4: 0.5465 (0.5175) loss_giou_aux_5: 0.6407 (0.6202) loss_giou_dn_0: 0.6895 (0.6495) loss_giou_dn_1: 0.5844 (0.5462) loss_giou_dn_2: 0.5593 (0.5192) loss_giou_dn_3: 0.5458 (0.5107) loss_giou_dn_4: 0.5421 (0.5086) loss_giou_dn_5: 0.5422 (0.5087) loss_vfl: 0.6999 (0.7265) loss_vfl_aux_0: 0.8439 (0.8547) loss_vfl_aux_1: 0.7949 (0.8031) loss_vfl_aux_2: 0.7437 (0.7599) loss_vfl_aux_3: 0.7107 (0.7371) loss_vfl_aux_4: 0.7080 (0.7296) loss_vfl_aux_5: 0.8147 (0.8283) loss_vfl_dn_0: 0.4734 (0.4734) loss_vfl_dn_1: 0.4173 (0.4156) loss_vfl_dn_2: 0.4024 (0.3981) loss_vfl_dn_3: 0.3946 (0.3904) loss_vfl_dn_4: 0.3937 (0.3876) loss_vfl_dn_5: 0.3889 (0.3869) time: 0.4733 data: 0.0143 max mem: 5653 Epoch: [15] [1000/7393] eta: 0:52:23 lr: 0.000010 loss: 18.0389 (17.6462) loss_bbox: 0.1696 (0.1723) loss_bbox_aux_0: 0.1843 (0.1872) loss_bbox_aux_1: 0.1853 (0.1780) loss_bbox_aux_2: 0.1779 (0.1749) loss_bbox_aux_3: 0.1841 (0.1731) loss_bbox_aux_4: 0.1698 (0.1725) loss_bbox_aux_5: 0.2302 (0.2299) loss_bbox_dn_0: 0.2974 (0.3160) loss_bbox_dn_1: 0.2371 (0.2469) loss_bbox_dn_2: 0.2118 (0.2256) loss_bbox_dn_3: 0.2039 (0.2181) loss_bbox_dn_4: 0.2060 (0.2163) loss_bbox_dn_5: 0.2056 (0.2163) loss_giou: 0.5210 (0.5186) loss_giou_aux_0: 0.5519 (0.5466) loss_giou_aux_1: 0.5225 (0.5288) loss_giou_aux_2: 0.5187 (0.5227) loss_giou_aux_3: 0.4997 (0.5199) loss_giou_aux_4: 0.4984 (0.5187) loss_giou_aux_5: 0.6036 (0.6212) loss_giou_dn_0: 0.6469 (0.6503) loss_giou_dn_1: 0.5378 (0.5471) loss_giou_dn_2: 0.5200 (0.5203) loss_giou_dn_3: 0.5116 (0.5117) loss_giou_dn_4: 0.5088 (0.5096) loss_giou_dn_5: 0.5089 (0.5098) loss_vfl: 0.7034 (0.7268) loss_vfl_aux_0: 0.8346 (0.8556) loss_vfl_aux_1: 0.8085 (0.8033) loss_vfl_aux_2: 0.7342 (0.7597) loss_vfl_aux_3: 0.7259 (0.7375) loss_vfl_aux_4: 0.7056 (0.7300) loss_vfl_aux_5: 0.8107 (0.8285) loss_vfl_dn_0: 0.4705 (0.4734) loss_vfl_dn_1: 0.4140 (0.4157) loss_vfl_dn_2: 0.3986 (0.3982) loss_vfl_dn_3: 0.3905 (0.3904) loss_vfl_dn_4: 0.3892 (0.3876) loss_vfl_dn_5: 0.3881 (0.3869) time: 0.4715 data: 0.0153 max mem: 5653 Epoch: [15] [1100/7393] eta: 0:51:58 lr: 0.000010 loss: 17.9191 (17.6434) loss_bbox: 0.1621 (0.1718) loss_bbox_aux_0: 0.1775 (0.1866) loss_bbox_aux_1: 0.1659 (0.1775) loss_bbox_aux_2: 0.1674 (0.1745) loss_bbox_aux_3: 0.1672 (0.1727) loss_bbox_aux_4: 0.1676 (0.1720) loss_bbox_aux_5: 0.2098 (0.2292) loss_bbox_dn_0: 0.2922 (0.3149) loss_bbox_dn_1: 0.2307 (0.2460) loss_bbox_dn_2: 0.2138 (0.2248) loss_bbox_dn_3: 0.2082 (0.2173) loss_bbox_dn_4: 0.2050 (0.2156) loss_bbox_dn_5: 0.2047 (0.2155) loss_giou: 0.5440 (0.5198) loss_giou_aux_0: 0.5562 (0.5477) loss_giou_aux_1: 0.5547 (0.5300) loss_giou_aux_2: 0.5510 (0.5241) loss_giou_aux_3: 0.5483 (0.5212) loss_giou_aux_4: 0.5489 (0.5199) loss_giou_aux_5: 0.6508 (0.6221) loss_giou_dn_0: 0.6620 (0.6511) loss_giou_dn_1: 0.5599 (0.5480) loss_giou_dn_2: 0.5416 (0.5212) loss_giou_dn_3: 0.5377 (0.5126) loss_giou_dn_4: 0.5385 (0.5106) loss_giou_dn_5: 0.5385 (0.5107) loss_vfl: 0.7060 (0.7261) loss_vfl_aux_0: 0.8112 (0.8545) loss_vfl_aux_1: 0.7846 (0.8017) loss_vfl_aux_2: 0.7186 (0.7581) loss_vfl_aux_3: 0.7152 (0.7366) loss_vfl_aux_4: 0.7000 (0.7290) loss_vfl_aux_5: 0.8087 (0.8271) loss_vfl_dn_0: 0.4670 (0.4733) loss_vfl_dn_1: 0.4196 (0.4158) loss_vfl_dn_2: 0.4007 (0.3984) loss_vfl_dn_3: 0.3920 (0.3906) loss_vfl_dn_4: 0.3894 (0.3878) loss_vfl_dn_5: 0.3895 (0.3871) time: 0.4673 data: 0.0143 max mem: 5653 Epoch: [15] [1200/7393] eta: 0:50:55 lr: 0.000010 loss: 17.8618 (17.6474) loss_bbox: 0.1730 (0.1715) loss_bbox_aux_0: 0.1867 (0.1864) loss_bbox_aux_1: 0.1821 (0.1774) loss_bbox_aux_2: 0.1814 (0.1743) loss_bbox_aux_3: 0.1721 (0.1724) loss_bbox_aux_4: 0.1728 (0.1717) loss_bbox_aux_5: 0.2339 (0.2289) loss_bbox_dn_0: 0.3247 (0.3144) loss_bbox_dn_1: 0.2521 (0.2455) loss_bbox_dn_2: 0.2322 (0.2243) loss_bbox_dn_3: 0.2250 (0.2168) loss_bbox_dn_4: 0.2226 (0.2151) loss_bbox_dn_5: 0.2228 (0.2150) loss_giou: 0.5109 (0.5208) loss_giou_aux_0: 0.5279 (0.5487) loss_giou_aux_1: 0.5300 (0.5311) loss_giou_aux_2: 0.5268 (0.5251) loss_giou_aux_3: 0.5177 (0.5220) loss_giou_aux_4: 0.5194 (0.5209) loss_giou_aux_5: 0.5999 (0.6232) loss_giou_dn_0: 0.6461 (0.6513) loss_giou_dn_1: 0.5488 (0.5484) loss_giou_dn_2: 0.5173 (0.5214) loss_giou_dn_3: 0.5022 (0.5129) loss_giou_dn_4: 0.5000 (0.5108) loss_giou_dn_5: 0.4995 (0.5109) loss_vfl: 0.7330 (0.7260) loss_vfl_aux_0: 0.8627 (0.8546) loss_vfl_aux_1: 0.8127 (0.8019) loss_vfl_aux_2: 0.7815 (0.7582) loss_vfl_aux_3: 0.7481 (0.7368) loss_vfl_aux_4: 0.7409 (0.7291) loss_vfl_aux_5: 0.8299 (0.8267) loss_vfl_dn_0: 0.4766 (0.4734) loss_vfl_dn_1: 0.4148 (0.4158) loss_vfl_dn_2: 0.3987 (0.3984) loss_vfl_dn_3: 0.3895 (0.3906) loss_vfl_dn_4: 0.3871 (0.3878) loss_vfl_dn_5: 0.3862 (0.3871) time: 0.4689 data: 0.0146 max mem: 5653 Epoch: [15] [1300/7393] eta: 0:49:55 lr: 0.000010 loss: 17.5019 (17.6341) loss_bbox: 0.1616 (0.1713) loss_bbox_aux_0: 0.1764 (0.1861) loss_bbox_aux_1: 0.1725 (0.1771) loss_bbox_aux_2: 0.1659 (0.1740) loss_bbox_aux_3: 0.1616 (0.1721) loss_bbox_aux_4: 0.1626 (0.1715) loss_bbox_aux_5: 0.2219 (0.2288) loss_bbox_dn_0: 0.2655 (0.3136) loss_bbox_dn_1: 0.2028 (0.2449) loss_bbox_dn_2: 0.1946 (0.2238) loss_bbox_dn_3: 0.1858 (0.2164) loss_bbox_dn_4: 0.1832 (0.2147) loss_bbox_dn_5: 0.1832 (0.2146) loss_giou: 0.5670 (0.5212) loss_giou_aux_0: 0.5889 (0.5489) loss_giou_aux_1: 0.5666 (0.5313) loss_giou_aux_2: 0.5604 (0.5254) loss_giou_aux_3: 0.5626 (0.5225) loss_giou_aux_4: 0.5618 (0.5213) loss_giou_aux_5: 0.6557 (0.6236) loss_giou_dn_0: 0.6479 (0.6513) loss_giou_dn_1: 0.5507 (0.5483) loss_giou_dn_2: 0.5233 (0.5214) loss_giou_dn_3: 0.5177 (0.5129) loss_giou_dn_4: 0.5151 (0.5108) loss_giou_dn_5: 0.5155 (0.5110) loss_vfl: 0.6921 (0.7246) loss_vfl_aux_0: 0.7999 (0.8535) loss_vfl_aux_1: 0.7423 (0.8002) loss_vfl_aux_2: 0.7071 (0.7567) loss_vfl_aux_3: 0.7124 (0.7352) loss_vfl_aux_4: 0.6912 (0.7277) loss_vfl_aux_5: 0.7820 (0.8253) loss_vfl_dn_0: 0.4681 (0.4731) loss_vfl_dn_1: 0.4124 (0.4157) loss_vfl_dn_2: 0.3920 (0.3983) loss_vfl_dn_3: 0.3869 (0.3905) loss_vfl_dn_4: 0.3854 (0.3877) loss_vfl_dn_5: 0.3841 (0.3870) time: 0.4760 data: 0.0138 max mem: 5653 Epoch: [15] [1400/7393] eta: 0:48:57 lr: 0.000010 loss: 17.1735 (17.6219) loss_bbox: 0.1700 (0.1715) loss_bbox_aux_0: 0.1757 (0.1861) loss_bbox_aux_1: 0.1696 (0.1771) loss_bbox_aux_2: 0.1631 (0.1740) loss_bbox_aux_3: 0.1653 (0.1722) loss_bbox_aux_4: 0.1682 (0.1716) loss_bbox_aux_5: 0.2075 (0.2289) loss_bbox_dn_0: 0.2692 (0.3131) loss_bbox_dn_1: 0.2065 (0.2444) loss_bbox_dn_2: 0.1923 (0.2234) loss_bbox_dn_3: 0.1857 (0.2160) loss_bbox_dn_4: 0.1832 (0.2143) loss_bbox_dn_5: 0.1833 (0.2143) loss_giou: 0.5521 (0.5206) loss_giou_aux_0: 0.5608 (0.5481) loss_giou_aux_1: 0.5546 (0.5306) loss_giou_aux_2: 0.5425 (0.5249) loss_giou_aux_3: 0.5450 (0.5219) loss_giou_aux_4: 0.5495 (0.5207) loss_giou_aux_5: 0.6155 (0.6226) loss_giou_dn_0: 0.6474 (0.6502) loss_giou_dn_1: 0.5489 (0.5472) loss_giou_dn_2: 0.5203 (0.5204) loss_giou_dn_3: 0.5134 (0.5119) loss_giou_dn_4: 0.5101 (0.5098) loss_giou_dn_5: 0.5103 (0.5100) loss_vfl: 0.6658 (0.7247) loss_vfl_aux_0: 0.8058 (0.8538) loss_vfl_aux_1: 0.7575 (0.8003) loss_vfl_aux_2: 0.7066 (0.7569) loss_vfl_aux_3: 0.6806 (0.7352) loss_vfl_aux_4: 0.6711 (0.7278) loss_vfl_aux_5: 0.7812 (0.8259) loss_vfl_dn_0: 0.4708 (0.4733) loss_vfl_dn_1: 0.4115 (0.4155) loss_vfl_dn_2: 0.3932 (0.3982) loss_vfl_dn_3: 0.3833 (0.3904) loss_vfl_dn_4: 0.3808 (0.3875) loss_vfl_dn_5: 0.3804 (0.3868) time: 0.4706 data: 0.0139 max mem: 5653 Epoch: [15] [1500/7393] eta: 0:48:02 lr: 0.000010 loss: 17.1399 (17.6300) loss_bbox: 0.1701 (0.1721) loss_bbox_aux_0: 0.1736 (0.1865) loss_bbox_aux_1: 0.1707 (0.1774) loss_bbox_aux_2: 0.1648 (0.1745) loss_bbox_aux_3: 0.1702 (0.1727) loss_bbox_aux_4: 0.1683 (0.1721) loss_bbox_aux_5: 0.2100 (0.2292) loss_bbox_dn_0: 0.2804 (0.3137) loss_bbox_dn_1: 0.2221 (0.2449) loss_bbox_dn_2: 0.2031 (0.2239) loss_bbox_dn_3: 0.1901 (0.2165) loss_bbox_dn_4: 0.1865 (0.2149) loss_bbox_dn_5: 0.1868 (0.2148) loss_giou: 0.4933 (0.5204) loss_giou_aux_0: 0.5113 (0.5478) loss_giou_aux_1: 0.4896 (0.5304) loss_giou_aux_2: 0.4873 (0.5247) loss_giou_aux_3: 0.4840 (0.5217) loss_giou_aux_4: 0.4792 (0.5205) loss_giou_aux_5: 0.5851 (0.6224) loss_giou_dn_0: 0.6336 (0.6500) loss_giou_dn_1: 0.5270 (0.5469) loss_giou_dn_2: 0.5055 (0.5201) loss_giou_dn_3: 0.4946 (0.5115) loss_giou_dn_4: 0.4921 (0.5095) loss_giou_dn_5: 0.4922 (0.5097) loss_vfl: 0.7128 (0.7253) loss_vfl_aux_0: 0.8576 (0.8544) loss_vfl_aux_1: 0.7909 (0.8008) loss_vfl_aux_2: 0.7601 (0.7574) loss_vfl_aux_3: 0.7149 (0.7357) loss_vfl_aux_4: 0.7207 (0.7283) loss_vfl_aux_5: 0.8316 (0.8267) loss_vfl_dn_0: 0.4722 (0.4733) loss_vfl_dn_1: 0.4200 (0.4156) loss_vfl_dn_2: 0.4033 (0.3983) loss_vfl_dn_3: 0.3944 (0.3905) loss_vfl_dn_4: 0.3906 (0.3877) loss_vfl_dn_5: 0.3889 (0.3870) time: 0.4730 data: 0.0137 max mem: 5653 Epoch: [15] [1600/7393] eta: 0:47:07 lr: 0.000010 loss: 17.0926 (17.6258) loss_bbox: 0.1551 (0.1723) loss_bbox_aux_0: 0.1789 (0.1867) loss_bbox_aux_1: 0.1673 (0.1776) loss_bbox_aux_2: 0.1550 (0.1746) loss_bbox_aux_3: 0.1582 (0.1729) loss_bbox_aux_4: 0.1546 (0.1722) loss_bbox_aux_5: 0.2195 (0.2296) loss_bbox_dn_0: 0.3305 (0.3142) loss_bbox_dn_1: 0.2382 (0.2451) loss_bbox_dn_2: 0.2257 (0.2241) loss_bbox_dn_3: 0.2156 (0.2167) loss_bbox_dn_4: 0.2136 (0.2150) loss_bbox_dn_5: 0.2136 (0.2150) loss_giou: 0.4511 (0.5198) loss_giou_aux_0: 0.4958 (0.5474) loss_giou_aux_1: 0.4856 (0.5300) loss_giou_aux_2: 0.4655 (0.5241) loss_giou_aux_3: 0.4569 (0.5213) loss_giou_aux_4: 0.4509 (0.5200) loss_giou_aux_5: 0.5679 (0.6219) loss_giou_dn_0: 0.6101 (0.6496) loss_giou_dn_1: 0.4962 (0.5463) loss_giou_dn_2: 0.4724 (0.5194) loss_giou_dn_3: 0.4664 (0.5108) loss_giou_dn_4: 0.4629 (0.5088) loss_giou_dn_5: 0.4629 (0.5089) loss_vfl: 0.7210 (0.7255) loss_vfl_aux_0: 0.8654 (0.8549) loss_vfl_aux_1: 0.8169 (0.8006) loss_vfl_aux_2: 0.7430 (0.7572) loss_vfl_aux_3: 0.7316 (0.7357) loss_vfl_aux_4: 0.7128 (0.7284) loss_vfl_aux_5: 0.8409 (0.8271) loss_vfl_dn_0: 0.4778 (0.4734) loss_vfl_dn_1: 0.4116 (0.4155) loss_vfl_dn_2: 0.3928 (0.3982) loss_vfl_dn_3: 0.3830 (0.3904) loss_vfl_dn_4: 0.3812 (0.3876) loss_vfl_dn_5: 0.3798 (0.3869) time: 0.4771 data: 0.0148 max mem: 5653 Epoch: [15] [1700/7393] eta: 0:46:11 lr: 0.000010 loss: 17.4111 (17.6192) loss_bbox: 0.1726 (0.1726) loss_bbox_aux_0: 0.1724 (0.1869) loss_bbox_aux_1: 0.1644 (0.1778) loss_bbox_aux_2: 0.1602 (0.1748) loss_bbox_aux_3: 0.1694 (0.1731) loss_bbox_aux_4: 0.1741 (0.1725) loss_bbox_aux_5: 0.2113 (0.2299) loss_bbox_dn_0: 0.2994 (0.3150) loss_bbox_dn_1: 0.2219 (0.2455) loss_bbox_dn_2: 0.2171 (0.2243) loss_bbox_dn_3: 0.2112 (0.2169) loss_bbox_dn_4: 0.2084 (0.2152) loss_bbox_dn_5: 0.2084 (0.2152) loss_giou: 0.4447 (0.5189) loss_giou_aux_0: 0.4781 (0.5464) loss_giou_aux_1: 0.4700 (0.5287) loss_giou_aux_2: 0.4612 (0.5230) loss_giou_aux_3: 0.4524 (0.5202) loss_giou_aux_4: 0.4477 (0.5189) loss_giou_aux_5: 0.5512 (0.6210) loss_giou_dn_0: 0.6182 (0.6491) loss_giou_dn_1: 0.5175 (0.5456) loss_giou_dn_2: 0.4853 (0.5186) loss_giou_dn_3: 0.4776 (0.5100) loss_giou_dn_4: 0.4727 (0.5080) loss_giou_dn_5: 0.4726 (0.5081) loss_vfl: 0.7477 (0.7253) loss_vfl_aux_0: 0.8826 (0.8556) loss_vfl_aux_1: 0.8066 (0.8013) loss_vfl_aux_2: 0.7591 (0.7574) loss_vfl_aux_3: 0.7460 (0.7358) loss_vfl_aux_4: 0.7329 (0.7282) loss_vfl_aux_5: 0.8500 (0.8280) loss_vfl_dn_0: 0.4810 (0.4736) loss_vfl_dn_1: 0.4102 (0.4154) loss_vfl_dn_2: 0.3979 (0.3981) loss_vfl_dn_3: 0.3918 (0.3902) loss_vfl_dn_4: 0.3883 (0.3874) loss_vfl_dn_5: 0.3835 (0.3867) time: 0.4609 data: 0.0137 max mem: 5653 Epoch: [15] [1800/7393] eta: 0:45:17 lr: 0.000010 loss: 17.2242 (17.6208) loss_bbox: 0.1783 (0.1731) loss_bbox_aux_0: 0.1947 (0.1873) loss_bbox_aux_1: 0.1897 (0.1783) loss_bbox_aux_2: 0.1821 (0.1754) loss_bbox_aux_3: 0.1836 (0.1736) loss_bbox_aux_4: 0.1826 (0.1730) loss_bbox_aux_5: 0.2437 (0.2306) loss_bbox_dn_0: 0.3469 (0.3158) loss_bbox_dn_1: 0.2636 (0.2462) loss_bbox_dn_2: 0.2428 (0.2250) loss_bbox_dn_3: 0.2388 (0.2175) loss_bbox_dn_4: 0.2362 (0.2158) loss_bbox_dn_5: 0.2363 (0.2158) loss_giou: 0.4646 (0.5183) loss_giou_aux_0: 0.4798 (0.5457) loss_giou_aux_1: 0.4644 (0.5281) loss_giou_aux_2: 0.4513 (0.5225) loss_giou_aux_3: 0.4699 (0.5196) loss_giou_aux_4: 0.4656 (0.5183) loss_giou_aux_5: 0.5871 (0.6203) loss_giou_dn_0: 0.6296 (0.6488) loss_giou_dn_1: 0.5360 (0.5452) loss_giou_dn_2: 0.5058 (0.5182) loss_giou_dn_3: 0.4932 (0.5096) loss_giou_dn_4: 0.4902 (0.5076) loss_giou_dn_5: 0.4899 (0.5077) loss_vfl: 0.7038 (0.7251) loss_vfl_aux_0: 0.9008 (0.8564) loss_vfl_aux_1: 0.8094 (0.8015) loss_vfl_aux_2: 0.7593 (0.7572) loss_vfl_aux_3: 0.7172 (0.7356) loss_vfl_aux_4: 0.7113 (0.7280) loss_vfl_aux_5: 0.8219 (0.8284) loss_vfl_dn_0: 0.4733 (0.4735) loss_vfl_dn_1: 0.4141 (0.4153) loss_vfl_dn_2: 0.3971 (0.3981) loss_vfl_dn_3: 0.3847 (0.3902) loss_vfl_dn_4: 0.3804 (0.3874) loss_vfl_dn_5: 0.3788 (0.3867) time: 0.4663 data: 0.0138 max mem: 5653 Epoch: [15] [1900/7393] eta: 0:44:24 lr: 0.000010 loss: 17.8997 (17.6199) loss_bbox: 0.1640 (0.1733) loss_bbox_aux_0: 0.1691 (0.1871) loss_bbox_aux_1: 0.1637 (0.1782) loss_bbox_aux_2: 0.1659 (0.1753) loss_bbox_aux_3: 0.1608 (0.1737) loss_bbox_aux_4: 0.1615 (0.1731) loss_bbox_aux_5: 0.2105 (0.2306) loss_bbox_dn_0: 0.2742 (0.3160) loss_bbox_dn_1: 0.2116 (0.2463) loss_bbox_dn_2: 0.1885 (0.2251) loss_bbox_dn_3: 0.1848 (0.2176) loss_bbox_dn_4: 0.1859 (0.2159) loss_bbox_dn_5: 0.1863 (0.2159) loss_giou: 0.5621 (0.5177) loss_giou_aux_0: 0.5928 (0.5449) loss_giou_aux_1: 0.5716 (0.5273) loss_giou_aux_2: 0.5619 (0.5217) loss_giou_aux_3: 0.5602 (0.5188) loss_giou_aux_4: 0.5657 (0.5177) loss_giou_aux_5: 0.6753 (0.6196) loss_giou_dn_0: 0.6686 (0.6487) loss_giou_dn_1: 0.5804 (0.5451) loss_giou_dn_2: 0.5572 (0.5181) loss_giou_dn_3: 0.5537 (0.5095) loss_giou_dn_4: 0.5559 (0.5075) loss_giou_dn_5: 0.5563 (0.5076) loss_vfl: 0.7043 (0.7255) loss_vfl_aux_0: 0.8336 (0.8573) loss_vfl_aux_1: 0.7893 (0.8026) loss_vfl_aux_2: 0.7307 (0.7579) loss_vfl_aux_3: 0.7055 (0.7362) loss_vfl_aux_4: 0.6964 (0.7283) loss_vfl_aux_5: 0.7849 (0.8290) loss_vfl_dn_0: 0.4681 (0.4734) loss_vfl_dn_1: 0.4206 (0.4153) loss_vfl_dn_2: 0.4089 (0.3980) loss_vfl_dn_3: 0.3987 (0.3901) loss_vfl_dn_4: 0.3972 (0.3873) loss_vfl_dn_5: 0.3960 (0.3866) time: 0.4732 data: 0.0136 max mem: 5653 Epoch: [15] [2000/7393] eta: 0:43:47 lr: 0.000010 loss: 17.6877 (17.6237) loss_bbox: 0.1730 (0.1734) loss_bbox_aux_0: 0.1749 (0.1871) loss_bbox_aux_1: 0.1759 (0.1781) loss_bbox_aux_2: 0.1651 (0.1753) loss_bbox_aux_3: 0.1748 (0.1738) loss_bbox_aux_4: 0.1744 (0.1733) loss_bbox_aux_5: 0.2295 (0.2307) loss_bbox_dn_0: 0.3119 (0.3163) loss_bbox_dn_1: 0.2477 (0.2466) loss_bbox_dn_2: 0.2273 (0.2254) loss_bbox_dn_3: 0.2206 (0.2179) loss_bbox_dn_4: 0.2193 (0.2162) loss_bbox_dn_5: 0.2191 (0.2161) loss_giou: 0.5224 (0.5174) loss_giou_aux_0: 0.5516 (0.5447) loss_giou_aux_1: 0.5320 (0.5270) loss_giou_aux_2: 0.5175 (0.5215) loss_giou_aux_3: 0.5179 (0.5186) loss_giou_aux_4: 0.5221 (0.5175) loss_giou_aux_5: 0.6165 (0.6192) loss_giou_dn_0: 0.6606 (0.6485) loss_giou_dn_1: 0.5603 (0.5450) loss_giou_dn_2: 0.5346 (0.5180) loss_giou_dn_3: 0.5263 (0.5095) loss_giou_dn_4: 0.5229 (0.5074) loss_giou_dn_5: 0.5232 (0.5076) loss_vfl: 0.7140 (0.7258) loss_vfl_aux_0: 0.8433 (0.8577) loss_vfl_aux_1: 0.7960 (0.8038) loss_vfl_aux_2: 0.7497 (0.7585) loss_vfl_aux_3: 0.7217 (0.7366) loss_vfl_aux_4: 0.7151 (0.7287) loss_vfl_aux_5: 0.8222 (0.8297) loss_vfl_dn_0: 0.4727 (0.4735) loss_vfl_dn_1: 0.4127 (0.4153) loss_vfl_dn_2: 0.4014 (0.3981) loss_vfl_dn_3: 0.3901 (0.3902) loss_vfl_dn_4: 0.3862 (0.3873) loss_vfl_dn_5: 0.3855 (0.3866) time: 0.4519 data: 0.0133 max mem: 5653 Epoch: [15] [2100/7393] eta: 0:42:52 lr: 0.000010 loss: 17.2605 (17.6251) loss_bbox: 0.1662 (0.1735) loss_bbox_aux_0: 0.1870 (0.1872) loss_bbox_aux_1: 0.1654 (0.1782) loss_bbox_aux_2: 0.1628 (0.1755) loss_bbox_aux_3: 0.1680 (0.1739) loss_bbox_aux_4: 0.1658 (0.1734) loss_bbox_aux_5: 0.2331 (0.2307) loss_bbox_dn_0: 0.3188 (0.3162) loss_bbox_dn_1: 0.2480 (0.2465) loss_bbox_dn_2: 0.2252 (0.2252) loss_bbox_dn_3: 0.2130 (0.2177) loss_bbox_dn_4: 0.2105 (0.2160) loss_bbox_dn_5: 0.2106 (0.2160) loss_giou: 0.4731 (0.5179) loss_giou_aux_0: 0.4906 (0.5449) loss_giou_aux_1: 0.4782 (0.5274) loss_giou_aux_2: 0.4712 (0.5219) loss_giou_aux_3: 0.4771 (0.5191) loss_giou_aux_4: 0.4786 (0.5180) loss_giou_aux_5: 0.5706 (0.6193) loss_giou_dn_0: 0.6338 (0.6487) loss_giou_dn_1: 0.5236 (0.5452) loss_giou_dn_2: 0.5005 (0.5182) loss_giou_dn_3: 0.4913 (0.5096) loss_giou_dn_4: 0.4891 (0.5075) loss_giou_dn_5: 0.4895 (0.5077) loss_vfl: 0.7294 (0.7253) loss_vfl_aux_0: 0.8760 (0.8576) loss_vfl_aux_1: 0.8107 (0.8033) loss_vfl_aux_2: 0.7666 (0.7582) loss_vfl_aux_3: 0.7373 (0.7363) loss_vfl_aux_4: 0.7203 (0.7282) loss_vfl_aux_5: 0.8349 (0.8293) loss_vfl_dn_0: 0.4738 (0.4734) loss_vfl_dn_1: 0.4189 (0.4154) loss_vfl_dn_2: 0.3977 (0.3981) loss_vfl_dn_3: 0.3919 (0.3903) loss_vfl_dn_4: 0.3891 (0.3874) loss_vfl_dn_5: 0.3901 (0.3867) time: 0.4636 data: 0.0135 max mem: 5653 Epoch: [15] [2200/7393] eta: 0:41:58 lr: 0.000010 loss: 17.4067 (17.6294) loss_bbox: 0.1625 (0.1736) loss_bbox_aux_0: 0.1606 (0.1871) loss_bbox_aux_1: 0.1616 (0.1782) loss_bbox_aux_2: 0.1594 (0.1755) loss_bbox_aux_3: 0.1603 (0.1739) loss_bbox_aux_4: 0.1596 (0.1735) loss_bbox_aux_5: 0.2009 (0.2304) loss_bbox_dn_0: 0.2879 (0.3159) loss_bbox_dn_1: 0.2153 (0.2462) loss_bbox_dn_2: 0.1886 (0.2250) loss_bbox_dn_3: 0.1887 (0.2175) loss_bbox_dn_4: 0.1902 (0.2158) loss_bbox_dn_5: 0.1905 (0.2157) loss_giou: 0.5289 (0.5189) loss_giou_aux_0: 0.5629 (0.5457) loss_giou_aux_1: 0.5367 (0.5283) loss_giou_aux_2: 0.5306 (0.5229) loss_giou_aux_3: 0.5334 (0.5201) loss_giou_aux_4: 0.5301 (0.5189) loss_giou_aux_5: 0.6407 (0.6200) loss_giou_dn_0: 0.6564 (0.6493) loss_giou_dn_1: 0.5534 (0.5457) loss_giou_dn_2: 0.5241 (0.5186) loss_giou_dn_3: 0.5173 (0.5101) loss_giou_dn_4: 0.5155 (0.5080) loss_giou_dn_5: 0.5159 (0.5082) loss_vfl: 0.6659 (0.7247) loss_vfl_aux_0: 0.8239 (0.8573) loss_vfl_aux_1: 0.7783 (0.8031) loss_vfl_aux_2: 0.7119 (0.7576) loss_vfl_aux_3: 0.6910 (0.7357) loss_vfl_aux_4: 0.6785 (0.7277) loss_vfl_aux_5: 0.8169 (0.8288) loss_vfl_dn_0: 0.4697 (0.4734) loss_vfl_dn_1: 0.4166 (0.4155) loss_vfl_dn_2: 0.3960 (0.3982) loss_vfl_dn_3: 0.3879 (0.3903) loss_vfl_dn_4: 0.3852 (0.3875) loss_vfl_dn_5: 0.3834 (0.3868) time: 0.4625 data: 0.0135 max mem: 5653 Epoch: [15] [2300/7393] eta: 0:41:05 lr: 0.000010 loss: 17.2830 (17.6244) loss_bbox: 0.1586 (0.1733) loss_bbox_aux_0: 0.1687 (0.1871) loss_bbox_aux_1: 0.1555 (0.1779) loss_bbox_aux_2: 0.1636 (0.1753) loss_bbox_aux_3: 0.1551 (0.1737) loss_bbox_aux_4: 0.1602 (0.1732) loss_bbox_aux_5: 0.2124 (0.2303) loss_bbox_dn_0: 0.2715 (0.3160) loss_bbox_dn_1: 0.2147 (0.2463) loss_bbox_dn_2: 0.1938 (0.2250) loss_bbox_dn_3: 0.1817 (0.2175) loss_bbox_dn_4: 0.1798 (0.2158) loss_bbox_dn_5: 0.1798 (0.2157) loss_giou: 0.4810 (0.5181) loss_giou_aux_0: 0.4938 (0.5450) loss_giou_aux_1: 0.4835 (0.5275) loss_giou_aux_2: 0.4777 (0.5221) loss_giou_aux_3: 0.4829 (0.5193) loss_giou_aux_4: 0.4752 (0.5181) loss_giou_aux_5: 0.5775 (0.6192) loss_giou_dn_0: 0.6376 (0.6489) loss_giou_dn_1: 0.5337 (0.5452) loss_giou_dn_2: 0.4941 (0.5181) loss_giou_dn_3: 0.4890 (0.5095) loss_giou_dn_4: 0.4898 (0.5074) loss_giou_dn_5: 0.4898 (0.5076) loss_vfl: 0.7144 (0.7253) loss_vfl_aux_0: 0.8560 (0.8583) loss_vfl_aux_1: 0.7989 (0.8039) loss_vfl_aux_2: 0.7580 (0.7582) loss_vfl_aux_3: 0.7222 (0.7363) loss_vfl_aux_4: 0.7178 (0.7283) loss_vfl_aux_5: 0.8373 (0.8294) loss_vfl_dn_0: 0.4803 (0.4735) loss_vfl_dn_1: 0.4224 (0.4155) loss_vfl_dn_2: 0.4055 (0.3982) loss_vfl_dn_3: 0.3990 (0.3903) loss_vfl_dn_4: 0.3974 (0.3875) loss_vfl_dn_5: 0.3962 (0.3868) time: 0.4672 data: 0.0134 max mem: 5653 Epoch: [15] [2400/7393] eta: 0:40:13 lr: 0.000010 loss: 17.8008 (17.6346) loss_bbox: 0.1791 (0.1736) loss_bbox_aux_0: 0.1989 (0.1874) loss_bbox_aux_1: 0.1794 (0.1782) loss_bbox_aux_2: 0.1808 (0.1757) loss_bbox_aux_3: 0.1792 (0.1740) loss_bbox_aux_4: 0.1791 (0.1736) loss_bbox_aux_5: 0.2352 (0.2306) loss_bbox_dn_0: 0.3370 (0.3161) loss_bbox_dn_1: 0.2527 (0.2464) loss_bbox_dn_2: 0.2253 (0.2252) loss_bbox_dn_3: 0.2175 (0.2177) loss_bbox_dn_4: 0.2158 (0.2160) loss_bbox_dn_5: 0.2159 (0.2160) loss_giou: 0.5081 (0.5187) loss_giou_aux_0: 0.5266 (0.5455) loss_giou_aux_1: 0.5126 (0.5280) loss_giou_aux_2: 0.5090 (0.5227) loss_giou_aux_3: 0.5071 (0.5199) loss_giou_aux_4: 0.5075 (0.5187) loss_giou_aux_5: 0.5967 (0.6197) loss_giou_dn_0: 0.6487 (0.6491) loss_giou_dn_1: 0.5272 (0.5455) loss_giou_dn_2: 0.4973 (0.5184) loss_giou_dn_3: 0.4917 (0.5098) loss_giou_dn_4: 0.4902 (0.5078) loss_giou_dn_5: 0.4912 (0.5079) loss_vfl: 0.7327 (0.7255) loss_vfl_aux_0: 0.8501 (0.8583) loss_vfl_aux_1: 0.8218 (0.8042) loss_vfl_aux_2: 0.7767 (0.7582) loss_vfl_aux_3: 0.7488 (0.7364) loss_vfl_aux_4: 0.7380 (0.7284) loss_vfl_aux_5: 0.8600 (0.8296) loss_vfl_dn_0: 0.4748 (0.4735) loss_vfl_dn_1: 0.4206 (0.4154) loss_vfl_dn_2: 0.4036 (0.3981) loss_vfl_dn_3: 0.3913 (0.3903) loss_vfl_dn_4: 0.3890 (0.3875) loss_vfl_dn_5: 0.3883 (0.3868) time: 0.4703 data: 0.0134 max mem: 5653 Epoch: [15] [2500/7393] eta: 0:39:20 lr: 0.000010 loss: 17.7186 (17.6377) loss_bbox: 0.1660 (0.1737) loss_bbox_aux_0: 0.1869 (0.1875) loss_bbox_aux_1: 0.1691 (0.1782) loss_bbox_aux_2: 0.1637 (0.1757) loss_bbox_aux_3: 0.1621 (0.1741) loss_bbox_aux_4: 0.1638 (0.1736) loss_bbox_aux_5: 0.2291 (0.2306) loss_bbox_dn_0: 0.3108 (0.3161) loss_bbox_dn_1: 0.2439 (0.2463) loss_bbox_dn_2: 0.2237 (0.2252) loss_bbox_dn_3: 0.2139 (0.2177) loss_bbox_dn_4: 0.2111 (0.2160) loss_bbox_dn_5: 0.2113 (0.2159) loss_giou: 0.5252 (0.5186) loss_giou_aux_0: 0.5450 (0.5454) loss_giou_aux_1: 0.5346 (0.5278) loss_giou_aux_2: 0.5328 (0.5226) loss_giou_aux_3: 0.5294 (0.5197) loss_giou_aux_4: 0.5267 (0.5186) loss_giou_aux_5: 0.6252 (0.6196) loss_giou_dn_0: 0.6406 (0.6490) loss_giou_dn_1: 0.5387 (0.5453) loss_giou_dn_2: 0.5218 (0.5183) loss_giou_dn_3: 0.5131 (0.5097) loss_giou_dn_4: 0.5092 (0.5077) loss_giou_dn_5: 0.5095 (0.5078) loss_vfl: 0.7103 (0.7261) loss_vfl_aux_0: 0.8303 (0.8587) loss_vfl_aux_1: 0.7921 (0.8047) loss_vfl_aux_2: 0.7343 (0.7586) loss_vfl_aux_3: 0.7257 (0.7370) loss_vfl_aux_4: 0.7142 (0.7290) loss_vfl_aux_5: 0.8117 (0.8301) loss_vfl_dn_0: 0.4765 (0.4736) loss_vfl_dn_1: 0.4172 (0.4155) loss_vfl_dn_2: 0.3969 (0.3982) loss_vfl_dn_3: 0.3915 (0.3905) loss_vfl_dn_4: 0.3896 (0.3876) loss_vfl_dn_5: 0.3884 (0.3870) time: 0.4629 data: 0.0135 max mem: 5653 Epoch: [15] [2600/7393] eta: 0:38:29 lr: 0.000010 loss: 17.5669 (17.6398) loss_bbox: 0.1608 (0.1738) loss_bbox_aux_0: 0.1724 (0.1875) loss_bbox_aux_1: 0.1690 (0.1782) loss_bbox_aux_2: 0.1636 (0.1758) loss_bbox_aux_3: 0.1585 (0.1742) loss_bbox_aux_4: 0.1603 (0.1738) loss_bbox_aux_5: 0.2047 (0.2306) loss_bbox_dn_0: 0.2734 (0.3162) loss_bbox_dn_1: 0.2157 (0.2465) loss_bbox_dn_2: 0.2009 (0.2254) loss_bbox_dn_3: 0.1931 (0.2179) loss_bbox_dn_4: 0.1927 (0.2162) loss_bbox_dn_5: 0.1929 (0.2161) loss_giou: 0.5004 (0.5186) loss_giou_aux_0: 0.5208 (0.5454) loss_giou_aux_1: 0.4942 (0.5277) loss_giou_aux_2: 0.5018 (0.5226) loss_giou_aux_3: 0.5056 (0.5197) loss_giou_aux_4: 0.5024 (0.5187) loss_giou_aux_5: 0.5944 (0.6196) loss_giou_dn_0: 0.6384 (0.6490) loss_giou_dn_1: 0.5451 (0.5454) loss_giou_dn_2: 0.5159 (0.5184) loss_giou_dn_3: 0.5079 (0.5098) loss_giou_dn_4: 0.5047 (0.5077) loss_giou_dn_5: 0.5047 (0.5078) loss_vfl: 0.7140 (0.7260) loss_vfl_aux_0: 0.8577 (0.8590) loss_vfl_aux_1: 0.7761 (0.8048) loss_vfl_aux_2: 0.7306 (0.7586) loss_vfl_aux_3: 0.7250 (0.7370) loss_vfl_aux_4: 0.7107 (0.7288) loss_vfl_aux_5: 0.8007 (0.8303) loss_vfl_dn_0: 0.4656 (0.4736) loss_vfl_dn_1: 0.4139 (0.4155) loss_vfl_dn_2: 0.3981 (0.3983) loss_vfl_dn_3: 0.3896 (0.3905) loss_vfl_dn_4: 0.3879 (0.3877) loss_vfl_dn_5: 0.3871 (0.3870) time: 0.4634 data: 0.0134 max mem: 5653 Epoch: [15] [2700/7393] eta: 0:37:37 lr: 0.000010 loss: 18.0565 (17.6406) loss_bbox: 0.1674 (0.1738) loss_bbox_aux_0: 0.1929 (0.1875) loss_bbox_aux_1: 0.1669 (0.1783) loss_bbox_aux_2: 0.1692 (0.1758) loss_bbox_aux_3: 0.1600 (0.1742) loss_bbox_aux_4: 0.1715 (0.1738) loss_bbox_aux_5: 0.2246 (0.2306) loss_bbox_dn_0: 0.3269 (0.3163) loss_bbox_dn_1: 0.2558 (0.2466) loss_bbox_dn_2: 0.2296 (0.2255) loss_bbox_dn_3: 0.2225 (0.2180) loss_bbox_dn_4: 0.2208 (0.2162) loss_bbox_dn_5: 0.2206 (0.2162) loss_giou: 0.5240 (0.5185) loss_giou_aux_0: 0.5516 (0.5452) loss_giou_aux_1: 0.5383 (0.5277) loss_giou_aux_2: 0.5325 (0.5226) loss_giou_aux_3: 0.5322 (0.5197) loss_giou_aux_4: 0.5227 (0.5186) loss_giou_aux_5: 0.6046 (0.6194) loss_giou_dn_0: 0.6540 (0.6487) loss_giou_dn_1: 0.5560 (0.5453) loss_giou_dn_2: 0.5319 (0.5182) loss_giou_dn_3: 0.5232 (0.5096) loss_giou_dn_4: 0.5237 (0.5076) loss_giou_dn_5: 0.5242 (0.5077) loss_vfl: 0.7420 (0.7261) loss_vfl_aux_0: 0.8662 (0.8595) loss_vfl_aux_1: 0.8356 (0.8051) loss_vfl_aux_2: 0.7870 (0.7587) loss_vfl_aux_3: 0.7767 (0.7372) loss_vfl_aux_4: 0.7478 (0.7290) loss_vfl_aux_5: 0.8363 (0.8309) loss_vfl_dn_0: 0.4689 (0.4737) loss_vfl_dn_1: 0.4155 (0.4155) loss_vfl_dn_2: 0.4017 (0.3983) loss_vfl_dn_3: 0.3939 (0.3905) loss_vfl_dn_4: 0.3911 (0.3877) loss_vfl_dn_5: 0.3905 (0.3870) time: 0.4626 data: 0.0134 max mem: 5653 Epoch: [15] [2800/7393] eta: 0:36:46 lr: 0.000010 loss: 17.8638 (17.6406) loss_bbox: 0.1758 (0.1739) loss_bbox_aux_0: 0.1900 (0.1876) loss_bbox_aux_1: 0.1841 (0.1784) loss_bbox_aux_2: 0.1817 (0.1760) loss_bbox_aux_3: 0.1799 (0.1743) loss_bbox_aux_4: 0.1774 (0.1739) loss_bbox_aux_5: 0.2350 (0.2307) loss_bbox_dn_0: 0.3413 (0.3166) loss_bbox_dn_1: 0.2631 (0.2469) loss_bbox_dn_2: 0.2358 (0.2257) loss_bbox_dn_3: 0.2277 (0.2182) loss_bbox_dn_4: 0.2261 (0.2164) loss_bbox_dn_5: 0.2255 (0.2164) loss_giou: 0.5204 (0.5182) loss_giou_aux_0: 0.5312 (0.5447) loss_giou_aux_1: 0.5241 (0.5273) loss_giou_aux_2: 0.5292 (0.5222) loss_giou_aux_3: 0.5276 (0.5193) loss_giou_aux_4: 0.5247 (0.5182) loss_giou_aux_5: 0.6077 (0.6188) loss_giou_dn_0: 0.6548 (0.6484) loss_giou_dn_1: 0.5506 (0.5450) loss_giou_dn_2: 0.5291 (0.5179) loss_giou_dn_3: 0.5200 (0.5093) loss_giou_dn_4: 0.5179 (0.5072) loss_giou_dn_5: 0.5179 (0.5074) loss_vfl: 0.7297 (0.7264) loss_vfl_aux_0: 0.8970 (0.8601) loss_vfl_aux_1: 0.8385 (0.8055) loss_vfl_aux_2: 0.7762 (0.7591) loss_vfl_aux_3: 0.7445 (0.7375) loss_vfl_aux_4: 0.7340 (0.7293) loss_vfl_aux_5: 0.8779 (0.8314) loss_vfl_dn_0: 0.4809 (0.4738) loss_vfl_dn_1: 0.4140 (0.4155) loss_vfl_dn_2: 0.3968 (0.3983) loss_vfl_dn_3: 0.3905 (0.3905) loss_vfl_dn_4: 0.3903 (0.3876) loss_vfl_dn_5: 0.3922 (0.3870) time: 0.4674 data: 0.0137 max mem: 5653 Epoch: [15] [2900/7393] eta: 0:35:55 lr: 0.000010 loss: 17.1228 (17.6426) loss_bbox: 0.1618 (0.1738) loss_bbox_aux_0: 0.1738 (0.1875) loss_bbox_aux_1: 0.1600 (0.1783) loss_bbox_aux_2: 0.1582 (0.1759) loss_bbox_aux_3: 0.1634 (0.1742) loss_bbox_aux_4: 0.1617 (0.1738) loss_bbox_aux_5: 0.2006 (0.2306) loss_bbox_dn_0: 0.2947 (0.3163) loss_bbox_dn_1: 0.2149 (0.2467) loss_bbox_dn_2: 0.1884 (0.2255) loss_bbox_dn_3: 0.1781 (0.2180) loss_bbox_dn_4: 0.1742 (0.2162) loss_bbox_dn_5: 0.1742 (0.2162) loss_giou: 0.5091 (0.5185) loss_giou_aux_0: 0.5097 (0.5451) loss_giou_aux_1: 0.5076 (0.5276) loss_giou_aux_2: 0.5000 (0.5225) loss_giou_aux_3: 0.5074 (0.5197) loss_giou_aux_4: 0.5044 (0.5186) loss_giou_aux_5: 0.5937 (0.6191) loss_giou_dn_0: 0.6395 (0.6486) loss_giou_dn_1: 0.5330 (0.5451) loss_giou_dn_2: 0.5081 (0.5180) loss_giou_dn_3: 0.4956 (0.5094) loss_giou_dn_4: 0.4961 (0.5073) loss_giou_dn_5: 0.4963 (0.5075) loss_vfl: 0.6942 (0.7265) loss_vfl_aux_0: 0.8418 (0.8602) loss_vfl_aux_1: 0.7680 (0.8057) loss_vfl_aux_2: 0.7164 (0.7592) loss_vfl_aux_3: 0.7096 (0.7376) loss_vfl_aux_4: 0.6887 (0.7295) loss_vfl_aux_5: 0.8024 (0.8313) loss_vfl_dn_0: 0.4690 (0.4738) loss_vfl_dn_1: 0.4063 (0.4154) loss_vfl_dn_2: 0.3866 (0.3982) loss_vfl_dn_3: 0.3800 (0.3904) loss_vfl_dn_4: 0.3784 (0.3876) loss_vfl_dn_5: 0.3768 (0.3869) time: 0.4609 data: 0.0143 max mem: 5653 Epoch: [15] [3000/7393] eta: 0:35:05 lr: 0.000010 loss: 17.6759 (17.6445) loss_bbox: 0.1747 (0.1738) loss_bbox_aux_0: 0.1950 (0.1875) loss_bbox_aux_1: 0.1823 (0.1783) loss_bbox_aux_2: 0.1711 (0.1759) loss_bbox_aux_3: 0.1729 (0.1742) loss_bbox_aux_4: 0.1741 (0.1737) loss_bbox_aux_5: 0.2263 (0.2307) loss_bbox_dn_0: 0.3100 (0.3167) loss_bbox_dn_1: 0.2342 (0.2469) loss_bbox_dn_2: 0.2081 (0.2257) loss_bbox_dn_3: 0.1989 (0.2182) loss_bbox_dn_4: 0.1957 (0.2164) loss_bbox_dn_5: 0.1956 (0.2164) loss_giou: 0.5426 (0.5181) loss_giou_aux_0: 0.5740 (0.5446) loss_giou_aux_1: 0.5416 (0.5272) loss_giou_aux_2: 0.5545 (0.5221) loss_giou_aux_3: 0.5381 (0.5193) loss_giou_aux_4: 0.5412 (0.5182) loss_giou_aux_5: 0.6334 (0.6186) loss_giou_dn_0: 0.6537 (0.6485) loss_giou_dn_1: 0.5529 (0.5450) loss_giou_dn_2: 0.5313 (0.5179) loss_giou_dn_3: 0.5241 (0.5093) loss_giou_dn_4: 0.5209 (0.5072) loss_giou_dn_5: 0.5210 (0.5073) loss_vfl: 0.7231 (0.7270) loss_vfl_aux_0: 0.8442 (0.8609) loss_vfl_aux_1: 0.7954 (0.8064) loss_vfl_aux_2: 0.7629 (0.7598) loss_vfl_aux_3: 0.7371 (0.7381) loss_vfl_aux_4: 0.7177 (0.7300) loss_vfl_aux_5: 0.8298 (0.8318) loss_vfl_dn_0: 0.4707 (0.4739) loss_vfl_dn_1: 0.4147 (0.4155) loss_vfl_dn_2: 0.3981 (0.3982) loss_vfl_dn_3: 0.3929 (0.3905) loss_vfl_dn_4: 0.3889 (0.3876) loss_vfl_dn_5: 0.3918 (0.3870) time: 0.4621 data: 0.0144 max mem: 5653 Epoch: [15] [3100/7393] eta: 0:34:14 lr: 0.000010 loss: 17.7319 (17.6438) loss_bbox: 0.1689 (0.1738) loss_bbox_aux_0: 0.1749 (0.1876) loss_bbox_aux_1: 0.1702 (0.1784) loss_bbox_aux_2: 0.1610 (0.1759) loss_bbox_aux_3: 0.1637 (0.1742) loss_bbox_aux_4: 0.1653 (0.1737) loss_bbox_aux_5: 0.2288 (0.2307) loss_bbox_dn_0: 0.2844 (0.3165) loss_bbox_dn_1: 0.2255 (0.2468) loss_bbox_dn_2: 0.2041 (0.2255) loss_bbox_dn_3: 0.1850 (0.2179) loss_bbox_dn_4: 0.1807 (0.2162) loss_bbox_dn_5: 0.1804 (0.2161) loss_giou: 0.5225 (0.5184) loss_giou_aux_0: 0.5423 (0.5450) loss_giou_aux_1: 0.5144 (0.5274) loss_giou_aux_2: 0.5187 (0.5224) loss_giou_aux_3: 0.5180 (0.5196) loss_giou_aux_4: 0.5170 (0.5185) loss_giou_aux_5: 0.6377 (0.6189) loss_giou_dn_0: 0.6462 (0.6487) loss_giou_dn_1: 0.5405 (0.5451) loss_giou_dn_2: 0.5039 (0.5180) loss_giou_dn_3: 0.4951 (0.5093) loss_giou_dn_4: 0.4907 (0.5072) loss_giou_dn_5: 0.4904 (0.5074) loss_vfl: 0.6913 (0.7267) loss_vfl_aux_0: 0.7944 (0.8605) loss_vfl_aux_1: 0.7796 (0.8062) loss_vfl_aux_2: 0.7157 (0.7594) loss_vfl_aux_3: 0.7071 (0.7379) loss_vfl_aux_4: 0.6970 (0.7298) loss_vfl_aux_5: 0.7812 (0.8316) loss_vfl_dn_0: 0.4685 (0.4738) loss_vfl_dn_1: 0.4061 (0.4154) loss_vfl_dn_2: 0.3931 (0.3982) loss_vfl_dn_3: 0.3886 (0.3904) loss_vfl_dn_4: 0.3847 (0.3876) loss_vfl_dn_5: 0.3847 (0.3869) time: 0.4486 data: 0.0146 max mem: 5653 Epoch: [15] [3200/7393] eta: 0:33:31 lr: 0.000010 loss: 17.5264 (17.6419) loss_bbox: 0.1751 (0.1737) loss_bbox_aux_0: 0.1910 (0.1875) loss_bbox_aux_1: 0.1798 (0.1784) loss_bbox_aux_2: 0.1790 (0.1759) loss_bbox_aux_3: 0.1797 (0.1741) loss_bbox_aux_4: 0.1758 (0.1737) loss_bbox_aux_5: 0.2352 (0.2307) loss_bbox_dn_0: 0.2959 (0.3163) loss_bbox_dn_1: 0.2371 (0.2466) loss_bbox_dn_2: 0.2200 (0.2253) loss_bbox_dn_3: 0.2185 (0.2178) loss_bbox_dn_4: 0.2184 (0.2160) loss_bbox_dn_5: 0.2185 (0.2160) loss_giou: 0.5219 (0.5183) loss_giou_aux_0: 0.5559 (0.5448) loss_giou_aux_1: 0.5332 (0.5273) loss_giou_aux_2: 0.5328 (0.5224) loss_giou_aux_3: 0.5229 (0.5195) loss_giou_aux_4: 0.5220 (0.5184) loss_giou_aux_5: 0.6073 (0.6188) loss_giou_dn_0: 0.6338 (0.6487) loss_giou_dn_1: 0.5382 (0.5452) loss_giou_dn_2: 0.5129 (0.5180) loss_giou_dn_3: 0.5046 (0.5094) loss_giou_dn_4: 0.5039 (0.5073) loss_giou_dn_5: 0.5039 (0.5075) loss_vfl: 0.6929 (0.7268) loss_vfl_aux_0: 0.8195 (0.8605) loss_vfl_aux_1: 0.7539 (0.8061) loss_vfl_aux_2: 0.7123 (0.7594) loss_vfl_aux_3: 0.7085 (0.7379) loss_vfl_aux_4: 0.7064 (0.7298) loss_vfl_aux_5: 0.7976 (0.8314) loss_vfl_dn_0: 0.4674 (0.4738) loss_vfl_dn_1: 0.4160 (0.4154) loss_vfl_dn_2: 0.4029 (0.3983) loss_vfl_dn_3: 0.3958 (0.3905) loss_vfl_dn_4: 0.3936 (0.3876) loss_vfl_dn_5: 0.3938 (0.3870) time: 0.4626 data: 0.0150 max mem: 5653 Epoch: [15] [3300/7393] eta: 0:32:41 lr: 0.000010 loss: 17.1558 (17.6347) loss_bbox: 0.1686 (0.1736) loss_bbox_aux_0: 0.1861 (0.1875) loss_bbox_aux_1: 0.1782 (0.1783) loss_bbox_aux_2: 0.1728 (0.1758) loss_bbox_aux_3: 0.1685 (0.1740) loss_bbox_aux_4: 0.1677 (0.1736) loss_bbox_aux_5: 0.2595 (0.2308) loss_bbox_dn_0: 0.3191 (0.3162) loss_bbox_dn_1: 0.2564 (0.2465) loss_bbox_dn_2: 0.2362 (0.2252) loss_bbox_dn_3: 0.2287 (0.2177) loss_bbox_dn_4: 0.2222 (0.2159) loss_bbox_dn_5: 0.2223 (0.2159) loss_giou: 0.4732 (0.5179) loss_giou_aux_0: 0.4995 (0.5444) loss_giou_aux_1: 0.4696 (0.5269) loss_giou_aux_2: 0.4648 (0.5219) loss_giou_aux_3: 0.4738 (0.5191) loss_giou_aux_4: 0.4709 (0.5180) loss_giou_aux_5: 0.5815 (0.6184) loss_giou_dn_0: 0.6370 (0.6485) loss_giou_dn_1: 0.5325 (0.5449) loss_giou_dn_2: 0.5052 (0.5177) loss_giou_dn_3: 0.4902 (0.5091) loss_giou_dn_4: 0.4881 (0.5070) loss_giou_dn_5: 0.4885 (0.5071) loss_vfl: 0.7310 (0.7266) loss_vfl_aux_0: 0.8502 (0.8602) loss_vfl_aux_1: 0.8111 (0.8060) loss_vfl_aux_2: 0.7658 (0.7592) loss_vfl_aux_3: 0.7498 (0.7377) loss_vfl_aux_4: 0.7389 (0.7296) loss_vfl_aux_5: 0.8296 (0.8313) loss_vfl_dn_0: 0.4675 (0.4738) loss_vfl_dn_1: 0.4053 (0.4154) loss_vfl_dn_2: 0.3889 (0.3982) loss_vfl_dn_3: 0.3800 (0.3904) loss_vfl_dn_4: 0.3736 (0.3875) loss_vfl_dn_5: 0.3713 (0.3868) time: 0.4750 data: 0.0143 max mem: 5653 Epoch: [15] [3400/7393] eta: 0:31:51 lr: 0.000010 loss: 17.1781 (17.6360) loss_bbox: 0.1549 (0.1736) loss_bbox_aux_0: 0.1741 (0.1875) loss_bbox_aux_1: 0.1612 (0.1783) loss_bbox_aux_2: 0.1633 (0.1757) loss_bbox_aux_3: 0.1480 (0.1740) loss_bbox_aux_4: 0.1498 (0.1736) loss_bbox_aux_5: 0.2137 (0.2308) loss_bbox_dn_0: 0.2619 (0.3161) loss_bbox_dn_1: 0.2130 (0.2464) loss_bbox_dn_2: 0.1988 (0.2251) loss_bbox_dn_3: 0.1896 (0.2176) loss_bbox_dn_4: 0.1891 (0.2158) loss_bbox_dn_5: 0.1889 (0.2158) loss_giou: 0.5248 (0.5182) loss_giou_aux_0: 0.5782 (0.5446) loss_giou_aux_1: 0.5473 (0.5272) loss_giou_aux_2: 0.5490 (0.5221) loss_giou_aux_3: 0.5307 (0.5193) loss_giou_aux_4: 0.5204 (0.5182) loss_giou_aux_5: 0.6499 (0.6186) loss_giou_dn_0: 0.6733 (0.6486) loss_giou_dn_1: 0.5721 (0.5450) loss_giou_dn_2: 0.5430 (0.5179) loss_giou_dn_3: 0.5351 (0.5093) loss_giou_dn_4: 0.5321 (0.5072) loss_giou_dn_5: 0.5321 (0.5073) loss_vfl: 0.7183 (0.7265) loss_vfl_aux_0: 0.8336 (0.8602) loss_vfl_aux_1: 0.7900 (0.8057) loss_vfl_aux_2: 0.7384 (0.7594) loss_vfl_aux_3: 0.7225 (0.7378) loss_vfl_aux_4: 0.7232 (0.7296) loss_vfl_aux_5: 0.7948 (0.8311) loss_vfl_dn_0: 0.4636 (0.4737) loss_vfl_dn_1: 0.4052 (0.4154) loss_vfl_dn_2: 0.3870 (0.3982) loss_vfl_dn_3: 0.3752 (0.3904) loss_vfl_dn_4: 0.3766 (0.3875) loss_vfl_dn_5: 0.3761 (0.3868) time: 0.4533 data: 0.0139 max mem: 5653 Epoch: [15] [3500/7393] eta: 0:31:01 lr: 0.000010 loss: 17.3535 (17.6344) loss_bbox: 0.1744 (0.1736) loss_bbox_aux_0: 0.1717 (0.1874) loss_bbox_aux_1: 0.1758 (0.1783) loss_bbox_aux_2: 0.1799 (0.1757) loss_bbox_aux_3: 0.1748 (0.1740) loss_bbox_aux_4: 0.1735 (0.1736) loss_bbox_aux_5: 0.2188 (0.2308) loss_bbox_dn_0: 0.2831 (0.3160) loss_bbox_dn_1: 0.2209 (0.2463) loss_bbox_dn_2: 0.2069 (0.2251) loss_bbox_dn_3: 0.2030 (0.2175) loss_bbox_dn_4: 0.2051 (0.2158) loss_bbox_dn_5: 0.2052 (0.2157) loss_giou: 0.4948 (0.5178) loss_giou_aux_0: 0.5022 (0.5442) loss_giou_aux_1: 0.4991 (0.5269) loss_giou_aux_2: 0.5002 (0.5218) loss_giou_aux_3: 0.4950 (0.5190) loss_giou_aux_4: 0.4935 (0.5179) loss_giou_aux_5: 0.5692 (0.6183) loss_giou_dn_0: 0.6203 (0.6484) loss_giou_dn_1: 0.5221 (0.5449) loss_giou_dn_2: 0.4953 (0.5177) loss_giou_dn_3: 0.4785 (0.5091) loss_giou_dn_4: 0.4754 (0.5070) loss_giou_dn_5: 0.4749 (0.5071) loss_vfl: 0.7320 (0.7269) loss_vfl_aux_0: 0.8573 (0.8606) loss_vfl_aux_1: 0.7827 (0.8059) loss_vfl_aux_2: 0.7655 (0.7597) loss_vfl_aux_3: 0.7299 (0.7380) loss_vfl_aux_4: 0.7285 (0.7300) loss_vfl_aux_5: 0.8361 (0.8314) loss_vfl_dn_0: 0.4734 (0.4736) loss_vfl_dn_1: 0.4205 (0.4154) loss_vfl_dn_2: 0.4039 (0.3982) loss_vfl_dn_3: 0.3958 (0.3904) loss_vfl_dn_4: 0.3919 (0.3875) loss_vfl_dn_5: 0.3923 (0.3868) time: 0.4614 data: 0.0135 max mem: 5653 Epoch: [15] [3600/7393] eta: 0:30:18 lr: 0.000010 loss: 17.2878 (17.6364) loss_bbox: 0.1817 (0.1738) loss_bbox_aux_0: 0.2075 (0.1875) loss_bbox_aux_1: 0.1799 (0.1784) loss_bbox_aux_2: 0.1852 (0.1759) loss_bbox_aux_3: 0.1804 (0.1742) loss_bbox_aux_4: 0.1796 (0.1737) loss_bbox_aux_5: 0.2256 (0.2310) loss_bbox_dn_0: 0.3015 (0.3163) loss_bbox_dn_1: 0.2419 (0.2466) loss_bbox_dn_2: 0.2091 (0.2253) loss_bbox_dn_3: 0.2054 (0.2177) loss_bbox_dn_4: 0.2061 (0.2160) loss_bbox_dn_5: 0.2061 (0.2159) loss_giou: 0.4876 (0.5178) loss_giou_aux_0: 0.5221 (0.5442) loss_giou_aux_1: 0.5010 (0.5269) loss_giou_aux_2: 0.4925 (0.5218) loss_giou_aux_3: 0.4743 (0.5190) loss_giou_aux_4: 0.4823 (0.5179) loss_giou_aux_5: 0.5984 (0.6182) loss_giou_dn_0: 0.6341 (0.6483) loss_giou_dn_1: 0.5216 (0.5448) loss_giou_dn_2: 0.4976 (0.5177) loss_giou_dn_3: 0.4912 (0.5091) loss_giou_dn_4: 0.4876 (0.5070) loss_giou_dn_5: 0.4877 (0.5071) loss_vfl: 0.7088 (0.7269) loss_vfl_aux_0: 0.8693 (0.8607) loss_vfl_aux_1: 0.7989 (0.8058) loss_vfl_aux_2: 0.7392 (0.7596) loss_vfl_aux_3: 0.7191 (0.7379) loss_vfl_aux_4: 0.7276 (0.7300) loss_vfl_aux_5: 0.8263 (0.8316) loss_vfl_dn_0: 0.4717 (0.4736) loss_vfl_dn_1: 0.4119 (0.4154) loss_vfl_dn_2: 0.3965 (0.3982) loss_vfl_dn_3: 0.3855 (0.3904) loss_vfl_dn_4: 0.3820 (0.3875) loss_vfl_dn_5: 0.3825 (0.3869) time: 0.7544 data: 0.0135 max mem: 5653 Epoch: [15] [3700/7393] eta: 0:29:28 lr: 0.000010 loss: 16.6223 (17.6335) loss_bbox: 0.1690 (0.1739) loss_bbox_aux_0: 0.1787 (0.1876) loss_bbox_aux_1: 0.1664 (0.1785) loss_bbox_aux_2: 0.1631 (0.1760) loss_bbox_aux_3: 0.1665 (0.1743) loss_bbox_aux_4: 0.1675 (0.1739) loss_bbox_aux_5: 0.2320 (0.2311) loss_bbox_dn_0: 0.3204 (0.3166) loss_bbox_dn_1: 0.2442 (0.2468) loss_bbox_dn_2: 0.2328 (0.2255) loss_bbox_dn_3: 0.2289 (0.2179) loss_bbox_dn_4: 0.2286 (0.2162) loss_bbox_dn_5: 0.2286 (0.2161) loss_giou: 0.4644 (0.5174) loss_giou_aux_0: 0.4789 (0.5438) loss_giou_aux_1: 0.4581 (0.5266) loss_giou_aux_2: 0.4460 (0.5214) loss_giou_aux_3: 0.4602 (0.5186) loss_giou_aux_4: 0.4656 (0.5175) loss_giou_aux_5: 0.5722 (0.6179) loss_giou_dn_0: 0.6200 (0.6481) loss_giou_dn_1: 0.5094 (0.5445) loss_giou_dn_2: 0.4802 (0.5174) loss_giou_dn_3: 0.4701 (0.5088) loss_giou_dn_4: 0.4682 (0.5067) loss_giou_dn_5: 0.4682 (0.5068) loss_vfl: 0.7213 (0.7269) loss_vfl_aux_0: 0.8412 (0.8607) loss_vfl_aux_1: 0.7987 (0.8056) loss_vfl_aux_2: 0.7571 (0.7596) loss_vfl_aux_3: 0.7213 (0.7379) loss_vfl_aux_4: 0.7250 (0.7298) loss_vfl_aux_5: 0.8217 (0.8316) loss_vfl_dn_0: 0.4722 (0.4736) loss_vfl_dn_1: 0.4133 (0.4153) loss_vfl_dn_2: 0.3935 (0.3981) loss_vfl_dn_3: 0.3828 (0.3904) loss_vfl_dn_4: 0.3824 (0.3875) loss_vfl_dn_5: 0.3835 (0.3868) time: 0.4618 data: 0.0134 max mem: 5653 Epoch: [15] [3800/7393] eta: 0:28:39 lr: 0.000010 loss: 17.4683 (17.6279) loss_bbox: 0.1707 (0.1738) loss_bbox_aux_0: 0.1778 (0.1875) loss_bbox_aux_1: 0.1780 (0.1784) loss_bbox_aux_2: 0.1701 (0.1759) loss_bbox_aux_3: 0.1691 (0.1742) loss_bbox_aux_4: 0.1662 (0.1738) loss_bbox_aux_5: 0.2221 (0.2310) loss_bbox_dn_0: 0.3120 (0.3164) loss_bbox_dn_1: 0.2488 (0.2466) loss_bbox_dn_2: 0.2190 (0.2253) loss_bbox_dn_3: 0.2086 (0.2177) loss_bbox_dn_4: 0.2071 (0.2160) loss_bbox_dn_5: 0.2072 (0.2159) loss_giou: 0.4754 (0.5172) loss_giou_aux_0: 0.4935 (0.5435) loss_giou_aux_1: 0.4930 (0.5263) loss_giou_aux_2: 0.4691 (0.5211) loss_giou_aux_3: 0.4764 (0.5184) loss_giou_aux_4: 0.4754 (0.5173) loss_giou_aux_5: 0.5533 (0.6176) loss_giou_dn_0: 0.6335 (0.6479) loss_giou_dn_1: 0.5226 (0.5442) loss_giou_dn_2: 0.4926 (0.5171) loss_giou_dn_3: 0.4834 (0.5085) loss_giou_dn_4: 0.4806 (0.5064) loss_giou_dn_5: 0.4804 (0.5065) loss_vfl: 0.7360 (0.7268) loss_vfl_aux_0: 0.8979 (0.8607) loss_vfl_aux_1: 0.8291 (0.8054) loss_vfl_aux_2: 0.7902 (0.7596) loss_vfl_aux_3: 0.7485 (0.7379) loss_vfl_aux_4: 0.7385 (0.7298) loss_vfl_aux_5: 0.8400 (0.8316) loss_vfl_dn_0: 0.4737 (0.4737) loss_vfl_dn_1: 0.4173 (0.4153) loss_vfl_dn_2: 0.4022 (0.3981) loss_vfl_dn_3: 0.3915 (0.3904) loss_vfl_dn_4: 0.3878 (0.3874) loss_vfl_dn_5: 0.3851 (0.3868) time: 0.4745 data: 0.0135 max mem: 5653 Epoch: [15] [3900/7393] eta: 0:27:54 lr: 0.000010 loss: 17.2853 (17.6208) loss_bbox: 0.1569 (0.1738) loss_bbox_aux_0: 0.1710 (0.1875) loss_bbox_aux_1: 0.1684 (0.1785) loss_bbox_aux_2: 0.1625 (0.1759) loss_bbox_aux_3: 0.1575 (0.1742) loss_bbox_aux_4: 0.1576 (0.1738) loss_bbox_aux_5: 0.2256 (0.2311) loss_bbox_dn_0: 0.3122 (0.3165) loss_bbox_dn_1: 0.2337 (0.2466) loss_bbox_dn_2: 0.2069 (0.2253) loss_bbox_dn_3: 0.2005 (0.2178) loss_bbox_dn_4: 0.1994 (0.2160) loss_bbox_dn_5: 0.1992 (0.2159) loss_giou: 0.4679 (0.5166) loss_giou_aux_0: 0.4930 (0.5428) loss_giou_aux_1: 0.4736 (0.5257) loss_giou_aux_2: 0.4738 (0.5205) loss_giou_aux_3: 0.4653 (0.5177) loss_giou_aux_4: 0.4661 (0.5166) loss_giou_aux_5: 0.5808 (0.6170) loss_giou_dn_0: 0.6278 (0.6474) loss_giou_dn_1: 0.5343 (0.5437) loss_giou_dn_2: 0.5012 (0.5166) loss_giou_dn_3: 0.4889 (0.5079) loss_giou_dn_4: 0.4852 (0.5058) loss_giou_dn_5: 0.4853 (0.5060) loss_vfl: 0.7462 (0.7270) loss_vfl_aux_0: 0.8872 (0.8610) loss_vfl_aux_1: 0.8070 (0.8054) loss_vfl_aux_2: 0.7692 (0.7596) loss_vfl_aux_3: 0.7469 (0.7379) loss_vfl_aux_4: 0.7504 (0.7300) loss_vfl_aux_5: 0.8653 (0.8317) loss_vfl_dn_0: 0.4687 (0.4736) loss_vfl_dn_1: 0.4132 (0.4152) loss_vfl_dn_2: 0.3976 (0.3980) loss_vfl_dn_3: 0.3893 (0.3903) loss_vfl_dn_4: 0.3841 (0.3873) loss_vfl_dn_5: 0.3855 (0.3867) time: 0.4509 data: 0.0134 max mem: 5653 Epoch: [15] [4000/7393] eta: 0:27:05 lr: 0.000010 loss: 17.4402 (17.6229) loss_bbox: 0.1683 (0.1738) loss_bbox_aux_0: 0.1867 (0.1875) loss_bbox_aux_1: 0.1713 (0.1784) loss_bbox_aux_2: 0.1713 (0.1759) loss_bbox_aux_3: 0.1723 (0.1742) loss_bbox_aux_4: 0.1687 (0.1738) loss_bbox_aux_5: 0.2342 (0.2311) loss_bbox_dn_0: 0.3130 (0.3166) loss_bbox_dn_1: 0.2231 (0.2467) loss_bbox_dn_2: 0.2061 (0.2254) loss_bbox_dn_3: 0.2041 (0.2179) loss_bbox_dn_4: 0.2065 (0.2161) loss_bbox_dn_5: 0.2060 (0.2161) loss_giou: 0.5056 (0.5166) loss_giou_aux_0: 0.5399 (0.5427) loss_giou_aux_1: 0.5115 (0.5256) loss_giou_aux_2: 0.5082 (0.5205) loss_giou_aux_3: 0.5030 (0.5177) loss_giou_aux_4: 0.5059 (0.5166) loss_giou_aux_5: 0.6067 (0.6170) loss_giou_dn_0: 0.6293 (0.6473) loss_giou_dn_1: 0.5385 (0.5437) loss_giou_dn_2: 0.5072 (0.5166) loss_giou_dn_3: 0.4973 (0.5079) loss_giou_dn_4: 0.4957 (0.5058) loss_giou_dn_5: 0.4955 (0.5060) loss_vfl: 0.7368 (0.7272) loss_vfl_aux_0: 0.8726 (0.8613) loss_vfl_aux_1: 0.7973 (0.8056) loss_vfl_aux_2: 0.7682 (0.7598) loss_vfl_aux_3: 0.7597 (0.7382) loss_vfl_aux_4: 0.7437 (0.7302) loss_vfl_aux_5: 0.8639 (0.8318) loss_vfl_dn_0: 0.4690 (0.4736) loss_vfl_dn_1: 0.4097 (0.4152) loss_vfl_dn_2: 0.3959 (0.3980) loss_vfl_dn_3: 0.3909 (0.3903) loss_vfl_dn_4: 0.3885 (0.3873) loss_vfl_dn_5: 0.3874 (0.3867) time: 0.4615 data: 0.0131 max mem: 5653 Epoch: [15] [4100/7393] eta: 0:26:15 lr: 0.000010 loss: 17.6910 (17.6275) loss_bbox: 0.1701 (0.1739) loss_bbox_aux_0: 0.1770 (0.1875) loss_bbox_aux_1: 0.1702 (0.1785) loss_bbox_aux_2: 0.1766 (0.1760) loss_bbox_aux_3: 0.1694 (0.1743) loss_bbox_aux_4: 0.1702 (0.1739) loss_bbox_aux_5: 0.2206 (0.2311) loss_bbox_dn_0: 0.2996 (0.3166) loss_bbox_dn_1: 0.2351 (0.2468) loss_bbox_dn_2: 0.2136 (0.2255) loss_bbox_dn_3: 0.2081 (0.2179) loss_bbox_dn_4: 0.2043 (0.2162) loss_bbox_dn_5: 0.2042 (0.2161) loss_giou: 0.5118 (0.5168) loss_giou_aux_0: 0.5420 (0.5429) loss_giou_aux_1: 0.5190 (0.5259) loss_giou_aux_2: 0.5284 (0.5208) loss_giou_aux_3: 0.5300 (0.5180) loss_giou_aux_4: 0.5205 (0.5169) loss_giou_aux_5: 0.6167 (0.6172) loss_giou_dn_0: 0.6350 (0.6474) loss_giou_dn_1: 0.5219 (0.5439) loss_giou_dn_2: 0.4909 (0.5167) loss_giou_dn_3: 0.4820 (0.5081) loss_giou_dn_4: 0.4800 (0.5060) loss_giou_dn_5: 0.4805 (0.5061) loss_vfl: 0.7021 (0.7275) loss_vfl_aux_0: 0.8231 (0.8614) loss_vfl_aux_1: 0.7749 (0.8058) loss_vfl_aux_2: 0.7307 (0.7600) loss_vfl_aux_3: 0.7122 (0.7385) loss_vfl_aux_4: 0.7087 (0.7305) loss_vfl_aux_5: 0.7879 (0.8319) loss_vfl_dn_0: 0.4670 (0.4736) loss_vfl_dn_1: 0.4220 (0.4152) loss_vfl_dn_2: 0.4071 (0.3980) loss_vfl_dn_3: 0.4012 (0.3903) loss_vfl_dn_4: 0.3987 (0.3874) loss_vfl_dn_5: 0.3959 (0.3867) time: 0.4554 data: 0.0131 max mem: 5653 Epoch: [15] [4200/7393] eta: 0:25:26 lr: 0.000010 loss: 17.0797 (17.6293) loss_bbox: 0.1765 (0.1739) loss_bbox_aux_0: 0.1935 (0.1876) loss_bbox_aux_1: 0.1736 (0.1786) loss_bbox_aux_2: 0.1656 (0.1761) loss_bbox_aux_3: 0.1760 (0.1743) loss_bbox_aux_4: 0.1733 (0.1739) loss_bbox_aux_5: 0.2298 (0.2312) loss_bbox_dn_0: 0.3298 (0.3169) loss_bbox_dn_1: 0.2574 (0.2470) loss_bbox_dn_2: 0.2279 (0.2257) loss_bbox_dn_3: 0.2227 (0.2182) loss_bbox_dn_4: 0.2230 (0.2164) loss_bbox_dn_5: 0.2227 (0.2164) loss_giou: 0.4973 (0.5168) loss_giou_aux_0: 0.5313 (0.5429) loss_giou_aux_1: 0.5074 (0.5259) loss_giou_aux_2: 0.4934 (0.5207) loss_giou_aux_3: 0.4971 (0.5179) loss_giou_aux_4: 0.4973 (0.5168) loss_giou_aux_5: 0.6021 (0.6172) loss_giou_dn_0: 0.6298 (0.6476) loss_giou_dn_1: 0.5153 (0.5440) loss_giou_dn_2: 0.4940 (0.5168) loss_giou_dn_3: 0.4892 (0.5082) loss_giou_dn_4: 0.4868 (0.5061) loss_giou_dn_5: 0.4871 (0.5062) loss_vfl: 0.6901 (0.7275) loss_vfl_aux_0: 0.8340 (0.8613) loss_vfl_aux_1: 0.7603 (0.8056) loss_vfl_aux_2: 0.7027 (0.7598) loss_vfl_aux_3: 0.6895 (0.7385) loss_vfl_aux_4: 0.6811 (0.7305) loss_vfl_aux_5: 0.7980 (0.8318) loss_vfl_dn_0: 0.4644 (0.4736) loss_vfl_dn_1: 0.4072 (0.4152) loss_vfl_dn_2: 0.3852 (0.3980) loss_vfl_dn_3: 0.3782 (0.3902) loss_vfl_dn_4: 0.3779 (0.3873) loss_vfl_dn_5: 0.3757 (0.3866) time: 0.4639 data: 0.0135 max mem: 5653 Epoch: [15] [4300/7393] eta: 0:24:37 lr: 0.000010 loss: 17.5857 (17.6287) loss_bbox: 0.1646 (0.1740) loss_bbox_aux_0: 0.1696 (0.1876) loss_bbox_aux_1: 0.1701 (0.1786) loss_bbox_aux_2: 0.1648 (0.1761) loss_bbox_aux_3: 0.1642 (0.1743) loss_bbox_aux_4: 0.1646 (0.1739) loss_bbox_aux_5: 0.2181 (0.2311) loss_bbox_dn_0: 0.2805 (0.3169) loss_bbox_dn_1: 0.2107 (0.2470) loss_bbox_dn_2: 0.1973 (0.2257) loss_bbox_dn_3: 0.1915 (0.2181) loss_bbox_dn_4: 0.1892 (0.2164) loss_bbox_dn_5: 0.1891 (0.2163) loss_giou: 0.5236 (0.5168) loss_giou_aux_0: 0.5521 (0.5430) loss_giou_aux_1: 0.5370 (0.5259) loss_giou_aux_2: 0.5371 (0.5208) loss_giou_aux_3: 0.5259 (0.5179) loss_giou_aux_4: 0.5229 (0.5168) loss_giou_aux_5: 0.6228 (0.6172) loss_giou_dn_0: 0.6629 (0.6476) loss_giou_dn_1: 0.5601 (0.5440) loss_giou_dn_2: 0.5268 (0.5168) loss_giou_dn_3: 0.5158 (0.5082) loss_giou_dn_4: 0.5149 (0.5061) loss_giou_dn_5: 0.5165 (0.5062) loss_vfl: 0.7068 (0.7273) loss_vfl_aux_0: 0.8035 (0.8613) loss_vfl_aux_1: 0.7724 (0.8053) loss_vfl_aux_2: 0.7182 (0.7596) loss_vfl_aux_3: 0.7059 (0.7384) loss_vfl_aux_4: 0.7080 (0.7304) loss_vfl_aux_5: 0.7893 (0.8318) loss_vfl_dn_0: 0.4724 (0.4736) loss_vfl_dn_1: 0.4210 (0.4152) loss_vfl_dn_2: 0.4053 (0.3980) loss_vfl_dn_3: 0.3961 (0.3903) loss_vfl_dn_4: 0.3909 (0.3873) loss_vfl_dn_5: 0.3892 (0.3867) time: 0.4695 data: 0.0134 max mem: 5653 Epoch: [15] [4400/7393] eta: 0:23:49 lr: 0.000010 loss: 17.3035 (17.6291) loss_bbox: 0.1541 (0.1739) loss_bbox_aux_0: 0.1684 (0.1875) loss_bbox_aux_1: 0.1668 (0.1785) loss_bbox_aux_2: 0.1544 (0.1760) loss_bbox_aux_3: 0.1549 (0.1742) loss_bbox_aux_4: 0.1551 (0.1738) loss_bbox_aux_5: 0.2068 (0.2310) loss_bbox_dn_0: 0.2982 (0.3168) loss_bbox_dn_1: 0.2223 (0.2469) loss_bbox_dn_2: 0.1947 (0.2256) loss_bbox_dn_3: 0.1843 (0.2181) loss_bbox_dn_4: 0.1771 (0.2163) loss_bbox_dn_5: 0.1770 (0.2163) loss_giou: 0.4770 (0.5166) loss_giou_aux_0: 0.5113 (0.5428) loss_giou_aux_1: 0.4770 (0.5258) loss_giou_aux_2: 0.4746 (0.5206) loss_giou_aux_3: 0.4717 (0.5177) loss_giou_aux_4: 0.4796 (0.5166) loss_giou_aux_5: 0.5850 (0.6170) loss_giou_dn_0: 0.6158 (0.6476) loss_giou_dn_1: 0.5140 (0.5440) loss_giou_dn_2: 0.4907 (0.5168) loss_giou_dn_3: 0.4821 (0.5082) loss_giou_dn_4: 0.4808 (0.5061) loss_giou_dn_5: 0.4810 (0.5063) loss_vfl: 0.7519 (0.7278) loss_vfl_aux_0: 0.8536 (0.8616) loss_vfl_aux_1: 0.7999 (0.8055) loss_vfl_aux_2: 0.7579 (0.7600) loss_vfl_aux_3: 0.7599 (0.7389) loss_vfl_aux_4: 0.7579 (0.7309) loss_vfl_aux_5: 0.8205 (0.8321) loss_vfl_dn_0: 0.4746 (0.4736) loss_vfl_dn_1: 0.4162 (0.4152) loss_vfl_dn_2: 0.3976 (0.3980) loss_vfl_dn_3: 0.3874 (0.3903) loss_vfl_dn_4: 0.3869 (0.3874) loss_vfl_dn_5: 0.3858 (0.3867) time: 0.4549 data: 0.0134 max mem: 5653 Epoch: [15] [4500/7393] eta: 0:23:00 lr: 0.000010 loss: 17.0564 (17.6276) loss_bbox: 0.1472 (0.1740) loss_bbox_aux_0: 0.1771 (0.1877) loss_bbox_aux_1: 0.1603 (0.1787) loss_bbox_aux_2: 0.1544 (0.1761) loss_bbox_aux_3: 0.1614 (0.1743) loss_bbox_aux_4: 0.1472 (0.1739) loss_bbox_aux_5: 0.2247 (0.2312) loss_bbox_dn_0: 0.2854 (0.3171) loss_bbox_dn_1: 0.2156 (0.2471) loss_bbox_dn_2: 0.1958 (0.2258) loss_bbox_dn_3: 0.1835 (0.2182) loss_bbox_dn_4: 0.1801 (0.2165) loss_bbox_dn_5: 0.1801 (0.2164) loss_giou: 0.4969 (0.5162) loss_giou_aux_0: 0.5292 (0.5424) loss_giou_aux_1: 0.5068 (0.5255) loss_giou_aux_2: 0.5068 (0.5203) loss_giou_aux_3: 0.5078 (0.5174) loss_giou_aux_4: 0.5058 (0.5163) loss_giou_aux_5: 0.5841 (0.6167) loss_giou_dn_0: 0.6417 (0.6474) loss_giou_dn_1: 0.5302 (0.5437) loss_giou_dn_2: 0.5008 (0.5165) loss_giou_dn_3: 0.4932 (0.5079) loss_giou_dn_4: 0.4894 (0.5058) loss_giou_dn_5: 0.4897 (0.5060) loss_vfl: 0.7304 (0.7278) loss_vfl_aux_0: 0.8651 (0.8619) loss_vfl_aux_1: 0.8166 (0.8056) loss_vfl_aux_2: 0.7752 (0.7601) loss_vfl_aux_3: 0.7340 (0.7389) loss_vfl_aux_4: 0.7245 (0.7309) loss_vfl_aux_5: 0.8261 (0.8324) loss_vfl_dn_0: 0.4702 (0.4736) loss_vfl_dn_1: 0.4125 (0.4152) loss_vfl_dn_2: 0.3927 (0.3980) loss_vfl_dn_3: 0.3850 (0.3903) loss_vfl_dn_4: 0.3834 (0.3873) loss_vfl_dn_5: 0.3815 (0.3867) time: 0.4713 data: 0.0139 max mem: 5653 Epoch: [15] [4600/7393] eta: 0:22:12 lr: 0.000010 loss: 17.1614 (17.6228) loss_bbox: 0.1601 (0.1739) loss_bbox_aux_0: 0.1891 (0.1876) loss_bbox_aux_1: 0.1700 (0.1787) loss_bbox_aux_2: 0.1500 (0.1760) loss_bbox_aux_3: 0.1519 (0.1742) loss_bbox_aux_4: 0.1607 (0.1739) loss_bbox_aux_5: 0.2144 (0.2312) loss_bbox_dn_0: 0.3047 (0.3169) loss_bbox_dn_1: 0.2393 (0.2470) loss_bbox_dn_2: 0.2194 (0.2257) loss_bbox_dn_3: 0.2161 (0.2181) loss_bbox_dn_4: 0.2116 (0.2164) loss_bbox_dn_5: 0.2113 (0.2163) loss_giou: 0.4908 (0.5161) loss_giou_aux_0: 0.5208 (0.5423) loss_giou_aux_1: 0.5125 (0.5253) loss_giou_aux_2: 0.4895 (0.5201) loss_giou_aux_3: 0.4922 (0.5172) loss_giou_aux_4: 0.4891 (0.5161) loss_giou_aux_5: 0.6005 (0.6164) loss_giou_dn_0: 0.6406 (0.6472) loss_giou_dn_1: 0.5435 (0.5436) loss_giou_dn_2: 0.5155 (0.5164) loss_giou_dn_3: 0.5064 (0.5078) loss_giou_dn_4: 0.5014 (0.5057) loss_giou_dn_5: 0.5013 (0.5058) loss_vfl: 0.7377 (0.7277) loss_vfl_aux_0: 0.8504 (0.8617) loss_vfl_aux_1: 0.7942 (0.8053) loss_vfl_aux_2: 0.7607 (0.7599) loss_vfl_aux_3: 0.7440 (0.7388) loss_vfl_aux_4: 0.7410 (0.7307) loss_vfl_aux_5: 0.8286 (0.8323) loss_vfl_dn_0: 0.4669 (0.4736) loss_vfl_dn_1: 0.4103 (0.4151) loss_vfl_dn_2: 0.3939 (0.3979) loss_vfl_dn_3: 0.3854 (0.3902) loss_vfl_dn_4: 0.3832 (0.3873) loss_vfl_dn_5: 0.3847 (0.3866) time: 0.4680 data: 0.0150 max mem: 5653 Epoch: [15] [4700/7393] eta: 0:21:27 lr: 0.000010 loss: 17.8012 (17.6227) loss_bbox: 0.1470 (0.1738) loss_bbox_aux_0: 0.1607 (0.1876) loss_bbox_aux_1: 0.1516 (0.1786) loss_bbox_aux_2: 0.1512 (0.1760) loss_bbox_aux_3: 0.1487 (0.1742) loss_bbox_aux_4: 0.1485 (0.1738) loss_bbox_aux_5: 0.1982 (0.2311) loss_bbox_dn_0: 0.2769 (0.3171) loss_bbox_dn_1: 0.2171 (0.2471) loss_bbox_dn_2: 0.2032 (0.2258) loss_bbox_dn_3: 0.2018 (0.2183) loss_bbox_dn_4: 0.2009 (0.2165) loss_bbox_dn_5: 0.2010 (0.2165) loss_giou: 0.5368 (0.5159) loss_giou_aux_0: 0.5632 (0.5421) loss_giou_aux_1: 0.5394 (0.5252) loss_giou_aux_2: 0.5443 (0.5200) loss_giou_aux_3: 0.5421 (0.5170) loss_giou_aux_4: 0.5376 (0.5159) loss_giou_aux_5: 0.6390 (0.6162) loss_giou_dn_0: 0.6778 (0.6472) loss_giou_dn_1: 0.5798 (0.5435) loss_giou_dn_2: 0.5547 (0.5164) loss_giou_dn_3: 0.5440 (0.5077) loss_giou_dn_4: 0.5411 (0.5056) loss_giou_dn_5: 0.5413 (0.5058) loss_vfl: 0.7082 (0.7278) loss_vfl_aux_0: 0.8255 (0.8618) loss_vfl_aux_1: 0.7630 (0.8054) loss_vfl_aux_2: 0.7041 (0.7600) loss_vfl_aux_3: 0.7132 (0.7389) loss_vfl_aux_4: 0.7012 (0.7308) loss_vfl_aux_5: 0.7909 (0.8324) loss_vfl_dn_0: 0.4679 (0.4736) loss_vfl_dn_1: 0.4110 (0.4151) loss_vfl_dn_2: 0.3994 (0.3979) loss_vfl_dn_3: 0.3925 (0.3902) loss_vfl_dn_4: 0.3916 (0.3872) loss_vfl_dn_5: 0.3917 (0.3866) time: 0.4624 data: 0.0138 max mem: 5653 Epoch: [15] [4800/7393] eta: 0:20:39 lr: 0.000010 loss: 17.3358 (17.6217) loss_bbox: 0.1624 (0.1738) loss_bbox_aux_0: 0.1858 (0.1874) loss_bbox_aux_1: 0.1814 (0.1785) loss_bbox_aux_2: 0.1726 (0.1759) loss_bbox_aux_3: 0.1622 (0.1741) loss_bbox_aux_4: 0.1612 (0.1737) loss_bbox_aux_5: 0.2240 (0.2309) loss_bbox_dn_0: 0.3106 (0.3169) loss_bbox_dn_1: 0.2384 (0.2469) loss_bbox_dn_2: 0.2203 (0.2256) loss_bbox_dn_3: 0.2061 (0.2181) loss_bbox_dn_4: 0.2041 (0.2163) loss_bbox_dn_5: 0.2039 (0.2163) loss_giou: 0.5490 (0.5162) loss_giou_aux_0: 0.6131 (0.5423) loss_giou_aux_1: 0.5922 (0.5254) loss_giou_aux_2: 0.5438 (0.5202) loss_giou_aux_3: 0.5457 (0.5172) loss_giou_aux_4: 0.5461 (0.5162) loss_giou_aux_5: 0.6892 (0.6164) loss_giou_dn_0: 0.6867 (0.6473) loss_giou_dn_1: 0.5966 (0.5437) loss_giou_dn_2: 0.5656 (0.5165) loss_giou_dn_3: 0.5590 (0.5079) loss_giou_dn_4: 0.5573 (0.5058) loss_giou_dn_5: 0.5580 (0.5059) loss_vfl: 0.6622 (0.7277) loss_vfl_aux_0: 0.7801 (0.8616) loss_vfl_aux_1: 0.7176 (0.8051) loss_vfl_aux_2: 0.6785 (0.7598) loss_vfl_aux_3: 0.6709 (0.7388) loss_vfl_aux_4: 0.6616 (0.7307) loss_vfl_aux_5: 0.7535 (0.8322) loss_vfl_dn_0: 0.4699 (0.4735) loss_vfl_dn_1: 0.4184 (0.4151) loss_vfl_dn_2: 0.3983 (0.3979) loss_vfl_dn_3: 0.3899 (0.3902) loss_vfl_dn_4: 0.3880 (0.3873) loss_vfl_dn_5: 0.3875 (0.3866) time: 0.4800 data: 0.0139 max mem: 5653 Epoch: [15] [4900/7393] eta: 0:19:51 lr: 0.000010 loss: 17.7253 (17.6171) loss_bbox: 0.1740 (0.1738) loss_bbox_aux_0: 0.1877 (0.1875) loss_bbox_aux_1: 0.1872 (0.1785) loss_bbox_aux_2: 0.1817 (0.1759) loss_bbox_aux_3: 0.1788 (0.1741) loss_bbox_aux_4: 0.1738 (0.1737) loss_bbox_aux_5: 0.2186 (0.2310) loss_bbox_dn_0: 0.2985 (0.3171) loss_bbox_dn_1: 0.2276 (0.2471) loss_bbox_dn_2: 0.2069 (0.2257) loss_bbox_dn_3: 0.2006 (0.2182) loss_bbox_dn_4: 0.1980 (0.2164) loss_bbox_dn_5: 0.1976 (0.2164) loss_giou: 0.4668 (0.5158) loss_giou_aux_0: 0.4945 (0.5419) loss_giou_aux_1: 0.4852 (0.5251) loss_giou_aux_2: 0.4777 (0.5198) loss_giou_aux_3: 0.4705 (0.5169) loss_giou_aux_4: 0.4654 (0.5158) loss_giou_aux_5: 0.6012 (0.6161) loss_giou_dn_0: 0.6392 (0.6470) loss_giou_dn_1: 0.5356 (0.5434) loss_giou_dn_2: 0.5055 (0.5161) loss_giou_dn_3: 0.4960 (0.5075) loss_giou_dn_4: 0.4928 (0.5054) loss_giou_dn_5: 0.4926 (0.5056) loss_vfl: 0.7238 (0.7276) loss_vfl_aux_0: 0.8755 (0.8615) loss_vfl_aux_1: 0.7888 (0.8049) loss_vfl_aux_2: 0.7674 (0.7597) loss_vfl_aux_3: 0.7339 (0.7387) loss_vfl_aux_4: 0.7265 (0.7305) loss_vfl_aux_5: 0.8363 (0.8322) loss_vfl_dn_0: 0.4658 (0.4735) loss_vfl_dn_1: 0.4122 (0.4150) loss_vfl_dn_2: 0.4002 (0.3978) loss_vfl_dn_3: 0.3939 (0.3901) loss_vfl_dn_4: 0.3920 (0.3872) loss_vfl_dn_5: 0.3941 (0.3865) time: 0.4566 data: 0.0145 max mem: 5653 Epoch: [15] [5000/7393] eta: 0:19:03 lr: 0.000010 loss: 18.1234 (17.6162) loss_bbox: 0.1691 (0.1738) loss_bbox_aux_0: 0.1847 (0.1874) loss_bbox_aux_1: 0.1742 (0.1785) loss_bbox_aux_2: 0.1694 (0.1759) loss_bbox_aux_3: 0.1696 (0.1741) loss_bbox_aux_4: 0.1690 (0.1737) loss_bbox_aux_5: 0.2138 (0.2309) loss_bbox_dn_0: 0.2802 (0.3171) loss_bbox_dn_1: 0.2269 (0.2470) loss_bbox_dn_2: 0.2084 (0.2257) loss_bbox_dn_3: 0.2013 (0.2181) loss_bbox_dn_4: 0.2008 (0.2164) loss_bbox_dn_5: 0.2006 (0.2163) loss_giou: 0.5594 (0.5160) loss_giou_aux_0: 0.5766 (0.5421) loss_giou_aux_1: 0.5754 (0.5253) loss_giou_aux_2: 0.5694 (0.5201) loss_giou_aux_3: 0.5604 (0.5171) loss_giou_aux_4: 0.5593 (0.5161) loss_giou_aux_5: 0.6598 (0.6162) loss_giou_dn_0: 0.6939 (0.6471) loss_giou_dn_1: 0.5917 (0.5435) loss_giou_dn_2: 0.5727 (0.5163) loss_giou_dn_3: 0.5619 (0.5076) loss_giou_dn_4: 0.5572 (0.5055) loss_giou_dn_5: 0.5579 (0.5057) loss_vfl: 0.6828 (0.7272) loss_vfl_aux_0: 0.8243 (0.8611) loss_vfl_aux_1: 0.7485 (0.8044) loss_vfl_aux_2: 0.7080 (0.7594) loss_vfl_aux_3: 0.6969 (0.7384) loss_vfl_aux_4: 0.6884 (0.7301) loss_vfl_aux_5: 0.8224 (0.8320) loss_vfl_dn_0: 0.4601 (0.4735) loss_vfl_dn_1: 0.4094 (0.4150) loss_vfl_dn_2: 0.3966 (0.3978) loss_vfl_dn_3: 0.3898 (0.3901) loss_vfl_dn_4: 0.3866 (0.3872) loss_vfl_dn_5: 0.3872 (0.3865) time: 0.4653 data: 0.0138 max mem: 5653 Epoch: [15] [5100/7393] eta: 0:18:15 lr: 0.000010 loss: 17.5435 (17.6156) loss_bbox: 0.1644 (0.1738) loss_bbox_aux_0: 0.1896 (0.1875) loss_bbox_aux_1: 0.1772 (0.1786) loss_bbox_aux_2: 0.1681 (0.1759) loss_bbox_aux_3: 0.1670 (0.1741) loss_bbox_aux_4: 0.1665 (0.1737) loss_bbox_aux_5: 0.2138 (0.2309) loss_bbox_dn_0: 0.2858 (0.3169) loss_bbox_dn_1: 0.2169 (0.2469) loss_bbox_dn_2: 0.1989 (0.2256) loss_bbox_dn_3: 0.1909 (0.2180) loss_bbox_dn_4: 0.1902 (0.2163) loss_bbox_dn_5: 0.1900 (0.2162) loss_giou: 0.5065 (0.5161) loss_giou_aux_0: 0.5290 (0.5421) loss_giou_aux_1: 0.5179 (0.5254) loss_giou_aux_2: 0.5104 (0.5202) loss_giou_aux_3: 0.5115 (0.5171) loss_giou_aux_4: 0.5074 (0.5161) loss_giou_aux_5: 0.5947 (0.6162) loss_giou_dn_0: 0.6428 (0.6472) loss_giou_dn_1: 0.5442 (0.5435) loss_giou_dn_2: 0.5152 (0.5163) loss_giou_dn_3: 0.5074 (0.5077) loss_giou_dn_4: 0.5044 (0.5056) loss_giou_dn_5: 0.5042 (0.5057) loss_vfl: 0.7011 (0.7272) loss_vfl_aux_0: 0.8127 (0.8609) loss_vfl_aux_1: 0.7723 (0.8042) loss_vfl_aux_2: 0.7330 (0.7592) loss_vfl_aux_3: 0.7071 (0.7384) loss_vfl_aux_4: 0.6984 (0.7302) loss_vfl_aux_5: 0.8008 (0.8318) loss_vfl_dn_0: 0.4752 (0.4735) loss_vfl_dn_1: 0.4194 (0.4150) loss_vfl_dn_2: 0.3998 (0.3978) loss_vfl_dn_3: 0.3928 (0.3901) loss_vfl_dn_4: 0.3895 (0.3872) loss_vfl_dn_5: 0.3870 (0.3865) time: 0.4697 data: 0.0145 max mem: 5653 Epoch: [15] [5200/7393] eta: 0:17:27 lr: 0.000010 loss: 17.6560 (17.6126) loss_bbox: 0.1771 (0.1738) loss_bbox_aux_0: 0.1844 (0.1874) loss_bbox_aux_1: 0.1691 (0.1786) loss_bbox_aux_2: 0.1738 (0.1760) loss_bbox_aux_3: 0.1758 (0.1741) loss_bbox_aux_4: 0.1780 (0.1738) loss_bbox_aux_5: 0.2194 (0.2308) loss_bbox_dn_0: 0.3380 (0.3170) loss_bbox_dn_1: 0.2587 (0.2470) loss_bbox_dn_2: 0.2264 (0.2257) loss_bbox_dn_3: 0.2123 (0.2181) loss_bbox_dn_4: 0.2097 (0.2163) loss_bbox_dn_5: 0.2099 (0.2163) loss_giou: 0.4737 (0.5158) loss_giou_aux_0: 0.5034 (0.5417) loss_giou_aux_1: 0.4764 (0.5251) loss_giou_aux_2: 0.4771 (0.5199) loss_giou_aux_3: 0.4756 (0.5169) loss_giou_aux_4: 0.4741 (0.5158) loss_giou_aux_5: 0.5689 (0.6158) loss_giou_dn_0: 0.6207 (0.6469) loss_giou_dn_1: 0.5171 (0.5432) loss_giou_dn_2: 0.4917 (0.5160) loss_giou_dn_3: 0.4825 (0.5074) loss_giou_dn_4: 0.4789 (0.5053) loss_giou_dn_5: 0.4791 (0.5055) loss_vfl: 0.7044 (0.7272) loss_vfl_aux_0: 0.8716 (0.8611) loss_vfl_aux_1: 0.8185 (0.8043) loss_vfl_aux_2: 0.7597 (0.7592) loss_vfl_aux_3: 0.7344 (0.7383) loss_vfl_aux_4: 0.7267 (0.7302) loss_vfl_aux_5: 0.8416 (0.8319) loss_vfl_dn_0: 0.4706 (0.4735) loss_vfl_dn_1: 0.4162 (0.4150) loss_vfl_dn_2: 0.3959 (0.3978) loss_vfl_dn_3: 0.3874 (0.3901) loss_vfl_dn_4: 0.3869 (0.3872) loss_vfl_dn_5: 0.3866 (0.3865) time: 0.4626 data: 0.0140 max mem: 5653 Epoch: [15] [5300/7393] eta: 0:16:39 lr: 0.000010 loss: 17.9610 (17.6152) loss_bbox: 0.1705 (0.1738) loss_bbox_aux_0: 0.1737 (0.1875) loss_bbox_aux_1: 0.1686 (0.1786) loss_bbox_aux_2: 0.1724 (0.1760) loss_bbox_aux_3: 0.1738 (0.1741) loss_bbox_aux_4: 0.1702 (0.1738) loss_bbox_aux_5: 0.2140 (0.2308) loss_bbox_dn_0: 0.2585 (0.3171) loss_bbox_dn_1: 0.2203 (0.2471) loss_bbox_dn_2: 0.2063 (0.2258) loss_bbox_dn_3: 0.2054 (0.2182) loss_bbox_dn_4: 0.2033 (0.2165) loss_bbox_dn_5: 0.2031 (0.2164) loss_giou: 0.5566 (0.5158) loss_giou_aux_0: 0.5621 (0.5418) loss_giou_aux_1: 0.5626 (0.5251) loss_giou_aux_2: 0.5563 (0.5199) loss_giou_aux_3: 0.5578 (0.5169) loss_giou_aux_4: 0.5552 (0.5159) loss_giou_aux_5: 0.6333 (0.6159) loss_giou_dn_0: 0.6468 (0.6470) loss_giou_dn_1: 0.5496 (0.5433) loss_giou_dn_2: 0.5207 (0.5161) loss_giou_dn_3: 0.5162 (0.5075) loss_giou_dn_4: 0.5150 (0.5054) loss_giou_dn_5: 0.5152 (0.5056) loss_vfl: 0.6750 (0.7273) loss_vfl_aux_0: 0.8066 (0.8612) loss_vfl_aux_1: 0.7611 (0.8044) loss_vfl_aux_2: 0.7173 (0.7594) loss_vfl_aux_3: 0.6940 (0.7385) loss_vfl_aux_4: 0.6853 (0.7304) loss_vfl_aux_5: 0.7760 (0.8319) loss_vfl_dn_0: 0.4648 (0.4735) loss_vfl_dn_1: 0.4131 (0.4150) loss_vfl_dn_2: 0.3944 (0.3978) loss_vfl_dn_3: 0.3882 (0.3901) loss_vfl_dn_4: 0.3871 (0.3872) loss_vfl_dn_5: 0.3852 (0.3865) time: 0.4811 data: 0.0148 max mem: 5653 Epoch: [15] [5400/7393] eta: 0:15:51 lr: 0.000010 loss: 18.0597 (17.6168) loss_bbox: 0.1632 (0.1738) loss_bbox_aux_0: 0.1739 (0.1874) loss_bbox_aux_1: 0.1689 (0.1785) loss_bbox_aux_2: 0.1626 (0.1759) loss_bbox_aux_3: 0.1613 (0.1741) loss_bbox_aux_4: 0.1648 (0.1737) loss_bbox_aux_5: 0.2211 (0.2308) loss_bbox_dn_0: 0.3126 (0.3170) loss_bbox_dn_1: 0.2378 (0.2471) loss_bbox_dn_2: 0.2107 (0.2258) loss_bbox_dn_3: 0.2129 (0.2182) loss_bbox_dn_4: 0.2129 (0.2164) loss_bbox_dn_5: 0.2131 (0.2164) loss_giou: 0.4970 (0.5162) loss_giou_aux_0: 0.5405 (0.5422) loss_giou_aux_1: 0.5259 (0.5256) loss_giou_aux_2: 0.5187 (0.5203) loss_giou_aux_3: 0.5120 (0.5173) loss_giou_aux_4: 0.4969 (0.5162) loss_giou_aux_5: 0.6101 (0.6163) loss_giou_dn_0: 0.6529 (0.6471) loss_giou_dn_1: 0.5585 (0.5435) loss_giou_dn_2: 0.5222 (0.5164) loss_giou_dn_3: 0.5148 (0.5078) loss_giou_dn_4: 0.5151 (0.5057) loss_giou_dn_5: 0.5165 (0.5058) loss_vfl: 0.6940 (0.7271) loss_vfl_aux_0: 0.8564 (0.8610) loss_vfl_aux_1: 0.7539 (0.8040) loss_vfl_aux_2: 0.7214 (0.7592) loss_vfl_aux_3: 0.7069 (0.7383) loss_vfl_aux_4: 0.6979 (0.7302) loss_vfl_aux_5: 0.7786 (0.8316) loss_vfl_dn_0: 0.4690 (0.4734) loss_vfl_dn_1: 0.4177 (0.4150) loss_vfl_dn_2: 0.4045 (0.3978) loss_vfl_dn_3: 0.3964 (0.3901) loss_vfl_dn_4: 0.3930 (0.3872) loss_vfl_dn_5: 0.3926 (0.3865) time: 0.4818 data: 0.0151 max mem: 5653 Epoch: [15] [5500/7393] eta: 0:15:03 lr: 0.000010 loss: 17.0389 (17.6144) loss_bbox: 0.1697 (0.1736) loss_bbox_aux_0: 0.1738 (0.1873) loss_bbox_aux_1: 0.1657 (0.1784) loss_bbox_aux_2: 0.1681 (0.1759) loss_bbox_aux_3: 0.1679 (0.1740) loss_bbox_aux_4: 0.1688 (0.1736) loss_bbox_aux_5: 0.2257 (0.2306) loss_bbox_dn_0: 0.3156 (0.3169) loss_bbox_dn_1: 0.2399 (0.2469) loss_bbox_dn_2: 0.2208 (0.2256) loss_bbox_dn_3: 0.2127 (0.2181) loss_bbox_dn_4: 0.2145 (0.2163) loss_bbox_dn_5: 0.2142 (0.2163) loss_giou: 0.5049 (0.5163) loss_giou_aux_0: 0.5291 (0.5423) loss_giou_aux_1: 0.5136 (0.5257) loss_giou_aux_2: 0.5210 (0.5205) loss_giou_aux_3: 0.5072 (0.5174) loss_giou_aux_4: 0.5047 (0.5163) loss_giou_aux_5: 0.5894 (0.6163) loss_giou_dn_0: 0.6310 (0.6473) loss_giou_dn_1: 0.5158 (0.5437) loss_giou_dn_2: 0.4919 (0.5165) loss_giou_dn_3: 0.4860 (0.5079) loss_giou_dn_4: 0.4859 (0.5058) loss_giou_dn_5: 0.4858 (0.5059) loss_vfl: 0.7005 (0.7269) loss_vfl_aux_0: 0.8430 (0.8606) loss_vfl_aux_1: 0.7633 (0.8036) loss_vfl_aux_2: 0.7105 (0.7587) loss_vfl_aux_3: 0.7057 (0.7381) loss_vfl_aux_4: 0.6913 (0.7300) loss_vfl_aux_5: 0.8125 (0.8314) loss_vfl_dn_0: 0.4747 (0.4734) loss_vfl_dn_1: 0.4163 (0.4149) loss_vfl_dn_2: 0.3953 (0.3978) loss_vfl_dn_3: 0.3885 (0.3901) loss_vfl_dn_4: 0.3865 (0.3872) loss_vfl_dn_5: 0.3868 (0.3865) time: 0.4670 data: 0.0147 max mem: 5653 Epoch: [15] [5600/7393] eta: 0:14:15 lr: 0.000010 loss: 17.2005 (17.6082) loss_bbox: 0.1495 (0.1735) loss_bbox_aux_0: 0.1679 (0.1872) loss_bbox_aux_1: 0.1553 (0.1783) loss_bbox_aux_2: 0.1486 (0.1757) loss_bbox_aux_3: 0.1494 (0.1738) loss_bbox_aux_4: 0.1495 (0.1734) loss_bbox_aux_5: 0.2163 (0.2305) loss_bbox_dn_0: 0.2921 (0.3166) loss_bbox_dn_1: 0.2061 (0.2467) loss_bbox_dn_2: 0.1894 (0.2254) loss_bbox_dn_3: 0.1847 (0.2178) loss_bbox_dn_4: 0.1834 (0.2161) loss_bbox_dn_5: 0.1832 (0.2160) loss_giou: 0.4615 (0.5159) loss_giou_aux_0: 0.4800 (0.5420) loss_giou_aux_1: 0.4695 (0.5254) loss_giou_aux_2: 0.4681 (0.5201) loss_giou_aux_3: 0.4604 (0.5170) loss_giou_aux_4: 0.4611 (0.5160) loss_giou_aux_5: 0.5568 (0.6160) loss_giou_dn_0: 0.6163 (0.6470) loss_giou_dn_1: 0.5107 (0.5434) loss_giou_dn_2: 0.4872 (0.5162) loss_giou_dn_3: 0.4839 (0.5076) loss_giou_dn_4: 0.4830 (0.5055) loss_giou_dn_5: 0.4830 (0.5057) loss_vfl: 0.7251 (0.7270) loss_vfl_aux_0: 0.8416 (0.8607) loss_vfl_aux_1: 0.7896 (0.8036) loss_vfl_aux_2: 0.7512 (0.7588) loss_vfl_aux_3: 0.7368 (0.7382) loss_vfl_aux_4: 0.7272 (0.7301) loss_vfl_aux_5: 0.7978 (0.8313) loss_vfl_dn_0: 0.4687 (0.4734) loss_vfl_dn_1: 0.4099 (0.4149) loss_vfl_dn_2: 0.3898 (0.3977) loss_vfl_dn_3: 0.3794 (0.3900) loss_vfl_dn_4: 0.3790 (0.3871) loss_vfl_dn_5: 0.3775 (0.3865) time: 0.4639 data: 0.0145 max mem: 5653 Epoch: [15] [5700/7393] eta: 0:13:27 lr: 0.000010 loss: 17.1788 (17.6063) loss_bbox: 0.1590 (0.1736) loss_bbox_aux_0: 0.1759 (0.1871) loss_bbox_aux_1: 0.1724 (0.1783) loss_bbox_aux_2: 0.1679 (0.1757) loss_bbox_aux_3: 0.1569 (0.1739) loss_bbox_aux_4: 0.1563 (0.1735) loss_bbox_aux_5: 0.2251 (0.2305) loss_bbox_dn_0: 0.2755 (0.3166) loss_bbox_dn_1: 0.2175 (0.2467) loss_bbox_dn_2: 0.1902 (0.2254) loss_bbox_dn_3: 0.1847 (0.2178) loss_bbox_dn_4: 0.1820 (0.2161) loss_bbox_dn_5: 0.1820 (0.2160) loss_giou: 0.5183 (0.5159) loss_giou_aux_0: 0.5564 (0.5419) loss_giou_aux_1: 0.5330 (0.5252) loss_giou_aux_2: 0.5271 (0.5200) loss_giou_aux_3: 0.5200 (0.5169) loss_giou_aux_4: 0.5182 (0.5159) loss_giou_aux_5: 0.6563 (0.6159) loss_giou_dn_0: 0.6431 (0.6469) loss_giou_dn_1: 0.5290 (0.5433) loss_giou_dn_2: 0.5136 (0.5161) loss_giou_dn_3: 0.4982 (0.5075) loss_giou_dn_4: 0.4976 (0.5054) loss_giou_dn_5: 0.4980 (0.5056) loss_vfl: 0.6813 (0.7269) loss_vfl_aux_0: 0.8185 (0.8607) loss_vfl_aux_1: 0.7376 (0.8035) loss_vfl_aux_2: 0.7121 (0.7588) loss_vfl_aux_3: 0.6903 (0.7381) loss_vfl_aux_4: 0.6749 (0.7300) loss_vfl_aux_5: 0.7838 (0.8312) loss_vfl_dn_0: 0.4665 (0.4734) loss_vfl_dn_1: 0.4040 (0.4149) loss_vfl_dn_2: 0.3822 (0.3977) loss_vfl_dn_3: 0.3783 (0.3900) loss_vfl_dn_4: 0.3735 (0.3871) loss_vfl_dn_5: 0.3749 (0.3864) time: 0.4767 data: 0.0144 max mem: 5653 Epoch: [15] [5800/7393] eta: 0:12:39 lr: 0.000010 loss: 17.5558 (17.6108) loss_bbox: 0.1726 (0.1736) loss_bbox_aux_0: 0.1849 (0.1872) loss_bbox_aux_1: 0.1726 (0.1784) loss_bbox_aux_2: 0.1755 (0.1758) loss_bbox_aux_3: 0.1642 (0.1740) loss_bbox_aux_4: 0.1714 (0.1735) loss_bbox_aux_5: 0.2258 (0.2306) loss_bbox_dn_0: 0.3096 (0.3168) loss_bbox_dn_1: 0.2477 (0.2469) loss_bbox_dn_2: 0.2226 (0.2256) loss_bbox_dn_3: 0.2194 (0.2180) loss_bbox_dn_4: 0.2172 (0.2163) loss_bbox_dn_5: 0.2172 (0.2163) loss_giou: 0.4878 (0.5158) loss_giou_aux_0: 0.5017 (0.5419) loss_giou_aux_1: 0.4928 (0.5253) loss_giou_aux_2: 0.4792 (0.5200) loss_giou_aux_3: 0.4855 (0.5169) loss_giou_aux_4: 0.4791 (0.5158) loss_giou_aux_5: 0.6044 (0.6159) loss_giou_dn_0: 0.6227 (0.6471) loss_giou_dn_1: 0.5229 (0.5435) loss_giou_dn_2: 0.4976 (0.5163) loss_giou_dn_3: 0.4922 (0.5076) loss_giou_dn_4: 0.4890 (0.5056) loss_giou_dn_5: 0.4893 (0.5057) loss_vfl: 0.7305 (0.7273) loss_vfl_aux_0: 0.8599 (0.8608) loss_vfl_aux_1: 0.8052 (0.8036) loss_vfl_aux_2: 0.7588 (0.7591) loss_vfl_aux_3: 0.7624 (0.7383) loss_vfl_aux_4: 0.7469 (0.7302) loss_vfl_aux_5: 0.8111 (0.8314) loss_vfl_dn_0: 0.4725 (0.4734) loss_vfl_dn_1: 0.4180 (0.4149) loss_vfl_dn_2: 0.3971 (0.3978) loss_vfl_dn_3: 0.3913 (0.3901) loss_vfl_dn_4: 0.3885 (0.3872) loss_vfl_dn_5: 0.3876 (0.3865) time: 0.4677 data: 0.0141 max mem: 5653 Epoch: [15] [5900/7393] eta: 0:11:52 lr: 0.000010 loss: 17.8718 (17.6116) loss_bbox: 0.1709 (0.1735) loss_bbox_aux_0: 0.1860 (0.1872) loss_bbox_aux_1: 0.1759 (0.1783) loss_bbox_aux_2: 0.1730 (0.1757) loss_bbox_aux_3: 0.1768 (0.1739) loss_bbox_aux_4: 0.1709 (0.1735) loss_bbox_aux_5: 0.2269 (0.2305) loss_bbox_dn_0: 0.2692 (0.3168) loss_bbox_dn_1: 0.2178 (0.2469) loss_bbox_dn_2: 0.1962 (0.2255) loss_bbox_dn_3: 0.1923 (0.2180) loss_bbox_dn_4: 0.1895 (0.2163) loss_bbox_dn_5: 0.1894 (0.2162) loss_giou: 0.5202 (0.5159) loss_giou_aux_0: 0.5511 (0.5420) loss_giou_aux_1: 0.5358 (0.5253) loss_giou_aux_2: 0.5363 (0.5201) loss_giou_aux_3: 0.5281 (0.5170) loss_giou_aux_4: 0.5235 (0.5159) loss_giou_aux_5: 0.6227 (0.6160) loss_giou_dn_0: 0.6536 (0.6471) loss_giou_dn_1: 0.5595 (0.5435) loss_giou_dn_2: 0.5350 (0.5163) loss_giou_dn_3: 0.5295 (0.5077) loss_giou_dn_4: 0.5287 (0.5056) loss_giou_dn_5: 0.5284 (0.5057) loss_vfl: 0.7258 (0.7274) loss_vfl_aux_0: 0.8345 (0.8610) loss_vfl_aux_1: 0.7941 (0.8038) loss_vfl_aux_2: 0.7401 (0.7591) loss_vfl_aux_3: 0.7357 (0.7385) loss_vfl_aux_4: 0.7374 (0.7304) loss_vfl_aux_5: 0.8000 (0.8315) loss_vfl_dn_0: 0.4747 (0.4734) loss_vfl_dn_1: 0.4141 (0.4150) loss_vfl_dn_2: 0.3989 (0.3978) loss_vfl_dn_3: 0.3900 (0.3901) loss_vfl_dn_4: 0.3873 (0.3872) loss_vfl_dn_5: 0.3877 (0.3865) time: 0.4602 data: 0.0141 max mem: 5653 Epoch: [15] [6000/7393] eta: 0:11:05 lr: 0.000010 loss: 18.1189 (17.6099) loss_bbox: 0.1649 (0.1735) loss_bbox_aux_0: 0.1795 (0.1870) loss_bbox_aux_1: 0.1753 (0.1782) loss_bbox_aux_2: 0.1719 (0.1757) loss_bbox_aux_3: 0.1706 (0.1738) loss_bbox_aux_4: 0.1671 (0.1734) loss_bbox_aux_5: 0.2171 (0.2303) loss_bbox_dn_0: 0.2808 (0.3166) loss_bbox_dn_1: 0.2109 (0.2467) loss_bbox_dn_2: 0.1954 (0.2254) loss_bbox_dn_3: 0.1927 (0.2179) loss_bbox_dn_4: 0.1930 (0.2161) loss_bbox_dn_5: 0.1927 (0.2161) loss_giou: 0.5021 (0.5160) loss_giou_aux_0: 0.5332 (0.5420) loss_giou_aux_1: 0.5086 (0.5253) loss_giou_aux_2: 0.5076 (0.5201) loss_giou_aux_3: 0.5029 (0.5170) loss_giou_aux_4: 0.4964 (0.5160) loss_giou_aux_5: 0.6009 (0.6161) loss_giou_dn_0: 0.6404 (0.6471) loss_giou_dn_1: 0.5347 (0.5434) loss_giou_dn_2: 0.5085 (0.5162) loss_giou_dn_3: 0.5007 (0.5076) loss_giou_dn_4: 0.4974 (0.5055) loss_giou_dn_5: 0.4973 (0.5057) loss_vfl: 0.7183 (0.7273) loss_vfl_aux_0: 0.8324 (0.8609) loss_vfl_aux_1: 0.8121 (0.8037) loss_vfl_aux_2: 0.7557 (0.7591) loss_vfl_aux_3: 0.7478 (0.7384) loss_vfl_aux_4: 0.7162 (0.7304) loss_vfl_aux_5: 0.8053 (0.8313) loss_vfl_dn_0: 0.4772 (0.4733) loss_vfl_dn_1: 0.4192 (0.4149) loss_vfl_dn_2: 0.4051 (0.3978) loss_vfl_dn_3: 0.3958 (0.3901) loss_vfl_dn_4: 0.3933 (0.3872) loss_vfl_dn_5: 0.3939 (0.3865) time: 0.4737 data: 0.0150 max mem: 5653 Epoch: [15] [6100/7393] eta: 0:10:17 lr: 0.000010 loss: 17.8902 (17.6101) loss_bbox: 0.1801 (0.1735) loss_bbox_aux_0: 0.1821 (0.1870) loss_bbox_aux_1: 0.1856 (0.1782) loss_bbox_aux_2: 0.1781 (0.1757) loss_bbox_aux_3: 0.1785 (0.1739) loss_bbox_aux_4: 0.1819 (0.1735) loss_bbox_aux_5: 0.2274 (0.2304) loss_bbox_dn_0: 0.2995 (0.3167) loss_bbox_dn_1: 0.2242 (0.2468) loss_bbox_dn_2: 0.1967 (0.2255) loss_bbox_dn_3: 0.1926 (0.2180) loss_bbox_dn_4: 0.1897 (0.2162) loss_bbox_dn_5: 0.1898 (0.2162) loss_giou: 0.5589 (0.5158) loss_giou_aux_0: 0.5968 (0.5419) loss_giou_aux_1: 0.5684 (0.5252) loss_giou_aux_2: 0.5623 (0.5200) loss_giou_aux_3: 0.5594 (0.5169) loss_giou_aux_4: 0.5617 (0.5158) loss_giou_aux_5: 0.6811 (0.6160) loss_giou_dn_0: 0.6779 (0.6471) loss_giou_dn_1: 0.5677 (0.5434) loss_giou_dn_2: 0.5372 (0.5162) loss_giou_dn_3: 0.5293 (0.5076) loss_giou_dn_4: 0.5271 (0.5055) loss_giou_dn_5: 0.5273 (0.5057) loss_vfl: 0.6989 (0.7273) loss_vfl_aux_0: 0.8185 (0.8611) loss_vfl_aux_1: 0.7787 (0.8038) loss_vfl_aux_2: 0.7274 (0.7591) loss_vfl_aux_3: 0.6914 (0.7384) loss_vfl_aux_4: 0.6996 (0.7304) loss_vfl_aux_5: 0.7753 (0.8314) loss_vfl_dn_0: 0.4684 (0.4734) loss_vfl_dn_1: 0.4122 (0.4150) loss_vfl_dn_2: 0.3948 (0.3978) loss_vfl_dn_3: 0.3857 (0.3901) loss_vfl_dn_4: 0.3843 (0.3872) loss_vfl_dn_5: 0.3830 (0.3865) time: 0.4792 data: 0.0146 max mem: 5653 Epoch: [15] [6200/7393] eta: 0:09:29 lr: 0.000010 loss: 17.6770 (17.6101) loss_bbox: 0.1712 (0.1736) loss_bbox_aux_0: 0.1743 (0.1870) loss_bbox_aux_1: 0.1838 (0.1783) loss_bbox_aux_2: 0.1693 (0.1757) loss_bbox_aux_3: 0.1729 (0.1739) loss_bbox_aux_4: 0.1783 (0.1735) loss_bbox_aux_5: 0.2131 (0.2304) loss_bbox_dn_0: 0.2975 (0.3168) loss_bbox_dn_1: 0.2352 (0.2469) loss_bbox_dn_2: 0.2134 (0.2256) loss_bbox_dn_3: 0.2000 (0.2180) loss_bbox_dn_4: 0.1954 (0.2163) loss_bbox_dn_5: 0.1951 (0.2163) loss_giou: 0.4866 (0.5157) loss_giou_aux_0: 0.5056 (0.5417) loss_giou_aux_1: 0.4803 (0.5250) loss_giou_aux_2: 0.4765 (0.5198) loss_giou_aux_3: 0.4878 (0.5168) loss_giou_aux_4: 0.4881 (0.5157) loss_giou_aux_5: 0.5840 (0.6158) loss_giou_dn_0: 0.6389 (0.6470) loss_giou_dn_1: 0.5370 (0.5433) loss_giou_dn_2: 0.5102 (0.5161) loss_giou_dn_3: 0.4994 (0.5075) loss_giou_dn_4: 0.4969 (0.5054) loss_giou_dn_5: 0.4970 (0.5056) loss_vfl: 0.7189 (0.7274) loss_vfl_aux_0: 0.8773 (0.8614) loss_vfl_aux_1: 0.7870 (0.8040) loss_vfl_aux_2: 0.7318 (0.7592) loss_vfl_aux_3: 0.7229 (0.7385) loss_vfl_aux_4: 0.7157 (0.7304) loss_vfl_aux_5: 0.8556 (0.8316) loss_vfl_dn_0: 0.4739 (0.4734) loss_vfl_dn_1: 0.4151 (0.4149) loss_vfl_dn_2: 0.4000 (0.3978) loss_vfl_dn_3: 0.3907 (0.3901) loss_vfl_dn_4: 0.3890 (0.3872) loss_vfl_dn_5: 0.3860 (0.3865) time: 0.4794 data: 0.0137 max mem: 5653 Epoch: [15] [6300/7393] eta: 0:08:41 lr: 0.000010 loss: 17.3374 (17.6101) loss_bbox: 0.1652 (0.1736) loss_bbox_aux_0: 0.1823 (0.1870) loss_bbox_aux_1: 0.1763 (0.1782) loss_bbox_aux_2: 0.1637 (0.1757) loss_bbox_aux_3: 0.1596 (0.1739) loss_bbox_aux_4: 0.1650 (0.1735) loss_bbox_aux_5: 0.2385 (0.2304) loss_bbox_dn_0: 0.3228 (0.3168) loss_bbox_dn_1: 0.2478 (0.2469) loss_bbox_dn_2: 0.2200 (0.2256) loss_bbox_dn_3: 0.2082 (0.2181) loss_bbox_dn_4: 0.2069 (0.2163) loss_bbox_dn_5: 0.2063 (0.2163) loss_giou: 0.4722 (0.5156) loss_giou_aux_0: 0.5006 (0.5415) loss_giou_aux_1: 0.4658 (0.5249) loss_giou_aux_2: 0.4667 (0.5197) loss_giou_aux_3: 0.4654 (0.5166) loss_giou_aux_4: 0.4636 (0.5156) loss_giou_aux_5: 0.5654 (0.6157) loss_giou_dn_0: 0.6202 (0.6469) loss_giou_dn_1: 0.5127 (0.5432) loss_giou_dn_2: 0.4905 (0.5160) loss_giou_dn_3: 0.4795 (0.5074) loss_giou_dn_4: 0.4767 (0.5053) loss_giou_dn_5: 0.4766 (0.5055) loss_vfl: 0.7300 (0.7276) loss_vfl_aux_0: 0.8832 (0.8616) loss_vfl_aux_1: 0.8334 (0.8043) loss_vfl_aux_2: 0.7598 (0.7594) loss_vfl_aux_3: 0.7464 (0.7387) loss_vfl_aux_4: 0.7379 (0.7306) loss_vfl_aux_5: 0.8392 (0.8317) loss_vfl_dn_0: 0.4810 (0.4734) loss_vfl_dn_1: 0.4157 (0.4150) loss_vfl_dn_2: 0.3996 (0.3978) loss_vfl_dn_3: 0.3914 (0.3901) loss_vfl_dn_4: 0.3845 (0.3873) loss_vfl_dn_5: 0.3833 (0.3866) time: 0.4831 data: 0.0144 max mem: 5653 Epoch: [15] [6400/7393] eta: 0:07:54 lr: 0.000010 loss: 17.8693 (17.6120) loss_bbox: 0.1698 (0.1735) loss_bbox_aux_0: 0.1824 (0.1870) loss_bbox_aux_1: 0.1686 (0.1782) loss_bbox_aux_2: 0.1737 (0.1757) loss_bbox_aux_3: 0.1743 (0.1739) loss_bbox_aux_4: 0.1700 (0.1735) loss_bbox_aux_5: 0.2183 (0.2303) loss_bbox_dn_0: 0.2741 (0.3166) loss_bbox_dn_1: 0.2095 (0.2468) loss_bbox_dn_2: 0.1926 (0.2255) loss_bbox_dn_3: 0.1872 (0.2180) loss_bbox_dn_4: 0.1871 (0.2162) loss_bbox_dn_5: 0.1872 (0.2162) loss_giou: 0.5379 (0.5159) loss_giou_aux_0: 0.5640 (0.5419) loss_giou_aux_1: 0.5514 (0.5252) loss_giou_aux_2: 0.5434 (0.5200) loss_giou_aux_3: 0.5458 (0.5169) loss_giou_aux_4: 0.5368 (0.5159) loss_giou_aux_5: 0.6422 (0.6159) loss_giou_dn_0: 0.6422 (0.6471) loss_giou_dn_1: 0.5540 (0.5434) loss_giou_dn_2: 0.5276 (0.5162) loss_giou_dn_3: 0.5257 (0.5076) loss_giou_dn_4: 0.5233 (0.5055) loss_giou_dn_5: 0.5233 (0.5057) loss_vfl: 0.6935 (0.7275) loss_vfl_aux_0: 0.8153 (0.8614) loss_vfl_aux_1: 0.7447 (0.8042) loss_vfl_aux_2: 0.7057 (0.7593) loss_vfl_aux_3: 0.6963 (0.7386) loss_vfl_aux_4: 0.6929 (0.7305) loss_vfl_aux_5: 0.8192 (0.8316) loss_vfl_dn_0: 0.4727 (0.4734) loss_vfl_dn_1: 0.4084 (0.4150) loss_vfl_dn_2: 0.3963 (0.3979) loss_vfl_dn_3: 0.3889 (0.3902) loss_vfl_dn_4: 0.3867 (0.3873) loss_vfl_dn_5: 0.3844 (0.3866) time: 0.4566 data: 0.0142 max mem: 5653 Epoch: [15] [6500/7393] eta: 0:07:06 lr: 0.000010 loss: 17.5576 (17.6130) loss_bbox: 0.1518 (0.1736) loss_bbox_aux_0: 0.1723 (0.1870) loss_bbox_aux_1: 0.1547 (0.1783) loss_bbox_aux_2: 0.1600 (0.1757) loss_bbox_aux_3: 0.1491 (0.1739) loss_bbox_aux_4: 0.1468 (0.1735) loss_bbox_aux_5: 0.2083 (0.2303) loss_bbox_dn_0: 0.2909 (0.3167) loss_bbox_dn_1: 0.2107 (0.2468) loss_bbox_dn_2: 0.1928 (0.2255) loss_bbox_dn_3: 0.1860 (0.2180) loss_bbox_dn_4: 0.1843 (0.2163) loss_bbox_dn_5: 0.1845 (0.2162) loss_giou: 0.5314 (0.5160) loss_giou_aux_0: 0.5611 (0.5421) loss_giou_aux_1: 0.5478 (0.5254) loss_giou_aux_2: 0.5424 (0.5202) loss_giou_aux_3: 0.5374 (0.5171) loss_giou_aux_4: 0.5332 (0.5161) loss_giou_aux_5: 0.6688 (0.6161) loss_giou_dn_0: 0.6677 (0.6471) loss_giou_dn_1: 0.5679 (0.5435) loss_giou_dn_2: 0.5387 (0.5163) loss_giou_dn_3: 0.5252 (0.5077) loss_giou_dn_4: 0.5247 (0.5056) loss_giou_dn_5: 0.5251 (0.5058) loss_vfl: 0.7071 (0.7274) loss_vfl_aux_0: 0.8493 (0.8612) loss_vfl_aux_1: 0.7784 (0.8041) loss_vfl_aux_2: 0.7503 (0.7591) loss_vfl_aux_3: 0.7234 (0.7385) loss_vfl_aux_4: 0.7168 (0.7304) loss_vfl_aux_5: 0.8051 (0.8315) loss_vfl_dn_0: 0.4711 (0.4734) loss_vfl_dn_1: 0.4127 (0.4149) loss_vfl_dn_2: 0.3948 (0.3978) loss_vfl_dn_3: 0.3878 (0.3901) loss_vfl_dn_4: 0.3862 (0.3873) loss_vfl_dn_5: 0.3847 (0.3866) time: 0.4558 data: 0.0138 max mem: 5653 Epoch: [15] [6600/7393] eta: 0:06:19 lr: 0.000010 loss: 17.4800 (17.6137) loss_bbox: 0.1765 (0.1736) loss_bbox_aux_0: 0.1978 (0.1871) loss_bbox_aux_1: 0.1924 (0.1783) loss_bbox_aux_2: 0.1780 (0.1758) loss_bbox_aux_3: 0.1770 (0.1740) loss_bbox_aux_4: 0.1765 (0.1736) loss_bbox_aux_5: 0.2370 (0.2304) loss_bbox_dn_0: 0.2852 (0.3168) loss_bbox_dn_1: 0.2179 (0.2469) loss_bbox_dn_2: 0.1942 (0.2256) loss_bbox_dn_3: 0.1871 (0.2181) loss_bbox_dn_4: 0.1863 (0.2164) loss_bbox_dn_5: 0.1867 (0.2163) loss_giou: 0.5088 (0.5160) loss_giou_aux_0: 0.4922 (0.5420) loss_giou_aux_1: 0.4747 (0.5253) loss_giou_aux_2: 0.4879 (0.5201) loss_giou_aux_3: 0.4976 (0.5171) loss_giou_aux_4: 0.5037 (0.5160) loss_giou_aux_5: 0.5877 (0.6161) loss_giou_dn_0: 0.6254 (0.6471) loss_giou_dn_1: 0.5213 (0.5434) loss_giou_dn_2: 0.4892 (0.5162) loss_giou_dn_3: 0.4849 (0.5076) loss_giou_dn_4: 0.4850 (0.5055) loss_giou_dn_5: 0.4849 (0.5057) loss_vfl: 0.7384 (0.7274) loss_vfl_aux_0: 0.8911 (0.8614) loss_vfl_aux_1: 0.8051 (0.8042) loss_vfl_aux_2: 0.7648 (0.7592) loss_vfl_aux_3: 0.7368 (0.7385) loss_vfl_aux_4: 0.7342 (0.7304) loss_vfl_aux_5: 0.8506 (0.8315) loss_vfl_dn_0: 0.4690 (0.4734) loss_vfl_dn_1: 0.4116 (0.4149) loss_vfl_dn_2: 0.3930 (0.3978) loss_vfl_dn_3: 0.3857 (0.3901) loss_vfl_dn_4: 0.3814 (0.3872) loss_vfl_dn_5: 0.3808 (0.3865) time: 0.7055 data: 0.0157 max mem: 5653 Epoch: [15] [6700/7393] eta: 0:05:31 lr: 0.000010 loss: 16.8227 (17.6154) loss_bbox: 0.1624 (0.1736) loss_bbox_aux_0: 0.1772 (0.1871) loss_bbox_aux_1: 0.1570 (0.1783) loss_bbox_aux_2: 0.1687 (0.1757) loss_bbox_aux_3: 0.1679 (0.1740) loss_bbox_aux_4: 0.1658 (0.1736) loss_bbox_aux_5: 0.2108 (0.2304) loss_bbox_dn_0: 0.2920 (0.3166) loss_bbox_dn_1: 0.2117 (0.2468) loss_bbox_dn_2: 0.1953 (0.2255) loss_bbox_dn_3: 0.1947 (0.2180) loss_bbox_dn_4: 0.1919 (0.2162) loss_bbox_dn_5: 0.1921 (0.2162) loss_giou: 0.4821 (0.5163) loss_giou_aux_0: 0.5057 (0.5422) loss_giou_aux_1: 0.4825 (0.5256) loss_giou_aux_2: 0.4812 (0.5204) loss_giou_aux_3: 0.4892 (0.5174) loss_giou_aux_4: 0.4852 (0.5163) loss_giou_aux_5: 0.5882 (0.6163) loss_giou_dn_0: 0.6310 (0.6471) loss_giou_dn_1: 0.5146 (0.5435) loss_giou_dn_2: 0.4788 (0.5163) loss_giou_dn_3: 0.4645 (0.5077) loss_giou_dn_4: 0.4623 (0.5057) loss_giou_dn_5: 0.4624 (0.5058) loss_vfl: 0.7172 (0.7274) loss_vfl_aux_0: 0.8681 (0.8615) loss_vfl_aux_1: 0.8004 (0.8042) loss_vfl_aux_2: 0.7498 (0.7592) loss_vfl_aux_3: 0.7295 (0.7384) loss_vfl_aux_4: 0.7107 (0.7304) loss_vfl_aux_5: 0.8335 (0.8315) loss_vfl_dn_0: 0.4755 (0.4734) loss_vfl_dn_1: 0.4135 (0.4149) loss_vfl_dn_2: 0.3989 (0.3978) loss_vfl_dn_3: 0.3900 (0.3901) loss_vfl_dn_4: 0.3853 (0.3873) loss_vfl_dn_5: 0.3849 (0.3866) time: 0.4931 data: 0.0149 max mem: 5653 Epoch: [15] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 17.0822 (17.6119) loss_bbox: 0.1572 (0.1735) loss_bbox_aux_0: 0.1679 (0.1870) loss_bbox_aux_1: 0.1591 (0.1782) loss_bbox_aux_2: 0.1551 (0.1756) loss_bbox_aux_3: 0.1547 (0.1739) loss_bbox_aux_4: 0.1558 (0.1735) loss_bbox_aux_5: 0.2135 (0.2303) loss_bbox_dn_0: 0.2898 (0.3164) loss_bbox_dn_1: 0.2162 (0.2466) loss_bbox_dn_2: 0.1874 (0.2253) loss_bbox_dn_3: 0.1808 (0.2178) loss_bbox_dn_4: 0.1803 (0.2161) loss_bbox_dn_5: 0.1804 (0.2160) loss_giou: 0.4814 (0.5163) loss_giou_aux_0: 0.5024 (0.5422) loss_giou_aux_1: 0.4951 (0.5255) loss_giou_aux_2: 0.4859 (0.5204) loss_giou_aux_3: 0.4783 (0.5173) loss_giou_aux_4: 0.4802 (0.5163) loss_giou_aux_5: 0.6072 (0.6163) loss_giou_dn_0: 0.6090 (0.6470) loss_giou_dn_1: 0.5251 (0.5434) loss_giou_dn_2: 0.5027 (0.5162) loss_giou_dn_3: 0.4974 (0.5077) loss_giou_dn_4: 0.4959 (0.5056) loss_giou_dn_5: 0.4959 (0.5057) loss_vfl: 0.7048 (0.7273) loss_vfl_aux_0: 0.8385 (0.8614) loss_vfl_aux_1: 0.7910 (0.8041) loss_vfl_aux_2: 0.7412 (0.7591) loss_vfl_aux_3: 0.7145 (0.7384) loss_vfl_aux_4: 0.7127 (0.7303) loss_vfl_aux_5: 0.7921 (0.8314) loss_vfl_dn_0: 0.4658 (0.4734) loss_vfl_dn_1: 0.4043 (0.4149) loss_vfl_dn_2: 0.3889 (0.3978) loss_vfl_dn_3: 0.3869 (0.3901) loss_vfl_dn_4: 0.3837 (0.3872) loss_vfl_dn_5: 0.3836 (0.3865) time: 0.4785 data: 0.0145 max mem: 5653 Epoch: [15] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 17.8890 (17.6129) loss_bbox: 0.1729 (0.1736) loss_bbox_aux_0: 0.1830 (0.1870) loss_bbox_aux_1: 0.1819 (0.1782) loss_bbox_aux_2: 0.1808 (0.1757) loss_bbox_aux_3: 0.1729 (0.1739) loss_bbox_aux_4: 0.1734 (0.1735) loss_bbox_aux_5: 0.2172 (0.2303) loss_bbox_dn_0: 0.3237 (0.3166) loss_bbox_dn_1: 0.2574 (0.2467) loss_bbox_dn_2: 0.2350 (0.2254) loss_bbox_dn_3: 0.2224 (0.2179) loss_bbox_dn_4: 0.2183 (0.2162) loss_bbox_dn_5: 0.2182 (0.2161) loss_giou: 0.4745 (0.5160) loss_giou_aux_0: 0.4942 (0.5420) loss_giou_aux_1: 0.4951 (0.5253) loss_giou_aux_2: 0.4810 (0.5202) loss_giou_aux_3: 0.4787 (0.5171) loss_giou_aux_4: 0.4715 (0.5160) loss_giou_aux_5: 0.5883 (0.6161) loss_giou_dn_0: 0.6310 (0.6470) loss_giou_dn_1: 0.5278 (0.5433) loss_giou_dn_2: 0.4953 (0.5161) loss_giou_dn_3: 0.4840 (0.5075) loss_giou_dn_4: 0.4814 (0.5054) loss_giou_dn_5: 0.4815 (0.5056) loss_vfl: 0.7669 (0.7277) loss_vfl_aux_0: 0.8887 (0.8616) loss_vfl_aux_1: 0.8290 (0.8044) loss_vfl_aux_2: 0.8076 (0.7594) loss_vfl_aux_3: 0.7817 (0.7387) loss_vfl_aux_4: 0.7722 (0.7307) loss_vfl_aux_5: 0.8543 (0.8316) loss_vfl_dn_0: 0.4748 (0.4734) loss_vfl_dn_1: 0.4202 (0.4149) loss_vfl_dn_2: 0.4023 (0.3978) loss_vfl_dn_3: 0.3919 (0.3901) loss_vfl_dn_4: 0.3887 (0.3872) loss_vfl_dn_5: 0.3876 (0.3865) time: 0.4773 data: 0.0141 max mem: 5653 Epoch: [15] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.6771 (17.6130) loss_bbox: 0.1779 (0.1736) loss_bbox_aux_0: 0.1856 (0.1870) loss_bbox_aux_1: 0.1778 (0.1782) loss_bbox_aux_2: 0.1751 (0.1757) loss_bbox_aux_3: 0.1801 (0.1740) loss_bbox_aux_4: 0.1779 (0.1735) loss_bbox_aux_5: 0.2276 (0.2303) loss_bbox_dn_0: 0.3071 (0.3165) loss_bbox_dn_1: 0.2260 (0.2466) loss_bbox_dn_2: 0.2200 (0.2254) loss_bbox_dn_3: 0.2076 (0.2179) loss_bbox_dn_4: 0.2087 (0.2161) loss_bbox_dn_5: 0.2088 (0.2161) loss_giou: 0.5130 (0.5160) loss_giou_aux_0: 0.5394 (0.5420) loss_giou_aux_1: 0.5210 (0.5253) loss_giou_aux_2: 0.5135 (0.5201) loss_giou_aux_3: 0.5151 (0.5171) loss_giou_aux_4: 0.5129 (0.5161) loss_giou_aux_5: 0.6200 (0.6161) loss_giou_dn_0: 0.6709 (0.6469) loss_giou_dn_1: 0.5674 (0.5433) loss_giou_dn_2: 0.5328 (0.5161) loss_giou_dn_3: 0.5218 (0.5075) loss_giou_dn_4: 0.5214 (0.5054) loss_giou_dn_5: 0.5228 (0.5056) loss_vfl: 0.6999 (0.7278) loss_vfl_aux_0: 0.8390 (0.8616) loss_vfl_aux_1: 0.7580 (0.8044) loss_vfl_aux_2: 0.7216 (0.7594) loss_vfl_aux_3: 0.6937 (0.7387) loss_vfl_aux_4: 0.6908 (0.7307) loss_vfl_aux_5: 0.7902 (0.8316) loss_vfl_dn_0: 0.4713 (0.4734) loss_vfl_dn_1: 0.4131 (0.4149) loss_vfl_dn_2: 0.3964 (0.3978) loss_vfl_dn_3: 0.3897 (0.3901) loss_vfl_dn_4: 0.3886 (0.3873) loss_vfl_dn_5: 0.3870 (0.3866) time: 0.4686 data: 0.0142 max mem: 5653 Epoch: [15] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.5559 (17.6119) loss_bbox: 0.1442 (0.1735) loss_bbox_aux_0: 0.1521 (0.1869) loss_bbox_aux_1: 0.1431 (0.1782) loss_bbox_aux_2: 0.1499 (0.1756) loss_bbox_aux_3: 0.1487 (0.1739) loss_bbox_aux_4: 0.1449 (0.1734) loss_bbox_aux_5: 0.1984 (0.2302) loss_bbox_dn_0: 0.2526 (0.3164) loss_bbox_dn_1: 0.1822 (0.2465) loss_bbox_dn_2: 0.1657 (0.2252) loss_bbox_dn_3: 0.1591 (0.2177) loss_bbox_dn_4: 0.1592 (0.2160) loss_bbox_dn_5: 0.1597 (0.2160) loss_giou: 0.5849 (0.5161) loss_giou_aux_0: 0.5708 (0.5420) loss_giou_aux_1: 0.5683 (0.5254) loss_giou_aux_2: 0.5899 (0.5203) loss_giou_aux_3: 0.5949 (0.5172) loss_giou_aux_4: 0.5860 (0.5162) loss_giou_aux_5: 0.6495 (0.6162) loss_giou_dn_0: 0.6752 (0.6470) loss_giou_dn_1: 0.5683 (0.5433) loss_giou_dn_2: 0.5410 (0.5161) loss_giou_dn_3: 0.5253 (0.5075) loss_giou_dn_4: 0.5227 (0.5054) loss_giou_dn_5: 0.5228 (0.5056) loss_vfl: 0.6632 (0.7277) loss_vfl_aux_0: 0.7528 (0.8616) loss_vfl_aux_1: 0.7185 (0.8044) loss_vfl_aux_2: 0.6780 (0.7593) loss_vfl_aux_3: 0.6643 (0.7387) loss_vfl_aux_4: 0.6686 (0.7308) loss_vfl_aux_5: 0.7451 (0.8316) loss_vfl_dn_0: 0.4639 (0.4733) loss_vfl_dn_1: 0.4193 (0.4149) loss_vfl_dn_2: 0.3980 (0.3978) loss_vfl_dn_3: 0.3914 (0.3901) loss_vfl_dn_4: 0.3887 (0.3873) loss_vfl_dn_5: 0.3874 (0.3866) time: 0.4621 data: 0.0140 max mem: 5653 Epoch: [15] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.6670 (17.6130) loss_bbox: 0.1772 (0.1736) loss_bbox_aux_0: 0.1826 (0.1870) loss_bbox_aux_1: 0.1783 (0.1782) loss_bbox_aux_2: 0.1828 (0.1757) loss_bbox_aux_3: 0.1790 (0.1740) loss_bbox_aux_4: 0.1766 (0.1735) loss_bbox_aux_5: 0.2306 (0.2303) loss_bbox_dn_0: 0.3094 (0.3163) loss_bbox_dn_1: 0.2404 (0.2464) loss_bbox_dn_2: 0.2222 (0.2252) loss_bbox_dn_3: 0.2158 (0.2177) loss_bbox_dn_4: 0.2138 (0.2160) loss_bbox_dn_5: 0.2135 (0.2159) loss_giou: 0.4805 (0.5162) loss_giou_aux_0: 0.5313 (0.5422) loss_giou_aux_1: 0.5119 (0.5256) loss_giou_aux_2: 0.5015 (0.5204) loss_giou_aux_3: 0.4918 (0.5174) loss_giou_aux_4: 0.4818 (0.5163) loss_giou_aux_5: 0.6045 (0.6163) loss_giou_dn_0: 0.6461 (0.6471) loss_giou_dn_1: 0.5443 (0.5434) loss_giou_dn_2: 0.5123 (0.5162) loss_giou_dn_3: 0.5026 (0.5076) loss_giou_dn_4: 0.5020 (0.5055) loss_giou_dn_5: 0.5016 (0.5057) loss_vfl: 0.7409 (0.7277) loss_vfl_aux_0: 0.8704 (0.8615) loss_vfl_aux_1: 0.8473 (0.8043) loss_vfl_aux_2: 0.7748 (0.7592) loss_vfl_aux_3: 0.7549 (0.7387) loss_vfl_aux_4: 0.7443 (0.7307) loss_vfl_aux_5: 0.8393 (0.8314) loss_vfl_dn_0: 0.4732 (0.4733) loss_vfl_dn_1: 0.4242 (0.4149) loss_vfl_dn_2: 0.4079 (0.3978) loss_vfl_dn_3: 0.4026 (0.3901) loss_vfl_dn_4: 0.4005 (0.3873) loss_vfl_dn_5: 0.3990 (0.3866) time: 0.4795 data: 0.0143 max mem: 5653 Epoch: [15] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.5940 (17.6123) loss_bbox: 0.1651 (0.1735) loss_bbox_aux_0: 0.1820 (0.1870) loss_bbox_aux_1: 0.1694 (0.1782) loss_bbox_aux_2: 0.1714 (0.1757) loss_bbox_aux_3: 0.1646 (0.1739) loss_bbox_aux_4: 0.1652 (0.1735) loss_bbox_aux_5: 0.2258 (0.2302) loss_bbox_dn_0: 0.3104 (0.3162) loss_bbox_dn_1: 0.2402 (0.2464) loss_bbox_dn_2: 0.2313 (0.2252) loss_bbox_dn_3: 0.2241 (0.2177) loss_bbox_dn_4: 0.2233 (0.2159) loss_bbox_dn_5: 0.2233 (0.2159) loss_giou: 0.5165 (0.5161) loss_giou_aux_0: 0.5182 (0.5421) loss_giou_aux_1: 0.5234 (0.5255) loss_giou_aux_2: 0.5107 (0.5203) loss_giou_aux_3: 0.5028 (0.5173) loss_giou_aux_4: 0.5105 (0.5162) loss_giou_aux_5: 0.5898 (0.6162) loss_giou_dn_0: 0.6481 (0.6469) loss_giou_dn_1: 0.5358 (0.5432) loss_giou_dn_2: 0.5011 (0.5161) loss_giou_dn_3: 0.4954 (0.5075) loss_giou_dn_4: 0.4934 (0.5054) loss_giou_dn_5: 0.4934 (0.5056) loss_vfl: 0.7478 (0.7279) loss_vfl_aux_0: 0.8557 (0.8615) loss_vfl_aux_1: 0.8343 (0.8044) loss_vfl_aux_2: 0.7725 (0.7593) loss_vfl_aux_3: 0.7635 (0.7388) loss_vfl_aux_4: 0.7655 (0.7309) loss_vfl_aux_5: 0.8285 (0.8316) loss_vfl_dn_0: 0.4737 (0.4733) loss_vfl_dn_1: 0.4132 (0.4149) loss_vfl_dn_2: 0.3967 (0.3978) loss_vfl_dn_3: 0.3889 (0.3901) loss_vfl_dn_4: 0.3871 (0.3873) loss_vfl_dn_5: 0.3866 (0.3866) time: 0.4831 data: 0.0141 max mem: 5653 Epoch: [15] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.2209 (17.6106) loss_bbox: 0.1580 (0.1735) loss_bbox_aux_0: 0.1788 (0.1870) loss_bbox_aux_1: 0.1627 (0.1782) loss_bbox_aux_2: 0.1607 (0.1757) loss_bbox_aux_3: 0.1558 (0.1739) loss_bbox_aux_4: 0.1582 (0.1735) loss_bbox_aux_5: 0.2147 (0.2303) loss_bbox_dn_0: 0.2859 (0.3163) loss_bbox_dn_1: 0.2178 (0.2464) loss_bbox_dn_2: 0.1943 (0.2252) loss_bbox_dn_3: 0.1902 (0.2177) loss_bbox_dn_4: 0.1878 (0.2159) loss_bbox_dn_5: 0.1877 (0.2159) loss_giou: 0.5044 (0.5159) loss_giou_aux_0: 0.5152 (0.5419) loss_giou_aux_1: 0.5038 (0.5252) loss_giou_aux_2: 0.5060 (0.5201) loss_giou_aux_3: 0.4992 (0.5171) loss_giou_aux_4: 0.5041 (0.5159) loss_giou_aux_5: 0.5885 (0.6159) loss_giou_dn_0: 0.6410 (0.6467) loss_giou_dn_1: 0.5304 (0.5430) loss_giou_dn_2: 0.5032 (0.5159) loss_giou_dn_3: 0.4938 (0.5073) loss_giou_dn_4: 0.4930 (0.5052) loss_giou_dn_5: 0.4931 (0.5054) loss_vfl: 0.6857 (0.7281) loss_vfl_aux_0: 0.8420 (0.8617) loss_vfl_aux_1: 0.7732 (0.8046) loss_vfl_aux_2: 0.7334 (0.7594) loss_vfl_aux_3: 0.7070 (0.7389) loss_vfl_aux_4: 0.6897 (0.7311) loss_vfl_aux_5: 0.8337 (0.8319) loss_vfl_dn_0: 0.4748 (0.4734) loss_vfl_dn_1: 0.4097 (0.4149) loss_vfl_dn_2: 0.3926 (0.3978) loss_vfl_dn_3: 0.3835 (0.3901) loss_vfl_dn_4: 0.3838 (0.3872) loss_vfl_dn_5: 0.3826 (0.3865) time: 0.4714 data: 0.0145 max mem: 5653 Epoch: [15] Total time: 0:58:56 (0.4783 s / it) Averaged stats: lr: 0.000010 loss: 17.2209 (17.6106) loss_bbox: 0.1580 (0.1735) loss_bbox_aux_0: 0.1788 (0.1870) loss_bbox_aux_1: 0.1627 (0.1782) loss_bbox_aux_2: 0.1607 (0.1757) loss_bbox_aux_3: 0.1558 (0.1739) loss_bbox_aux_4: 0.1582 (0.1735) loss_bbox_aux_5: 0.2147 (0.2303) loss_bbox_dn_0: 0.2859 (0.3163) loss_bbox_dn_1: 0.2178 (0.2464) loss_bbox_dn_2: 0.1943 (0.2252) loss_bbox_dn_3: 0.1902 (0.2177) loss_bbox_dn_4: 0.1878 (0.2159) loss_bbox_dn_5: 0.1877 (0.2159) loss_giou: 0.5044 (0.5159) loss_giou_aux_0: 0.5152 (0.5419) loss_giou_aux_1: 0.5038 (0.5252) loss_giou_aux_2: 0.5060 (0.5201) loss_giou_aux_3: 0.4992 (0.5171) loss_giou_aux_4: 0.5041 (0.5159) loss_giou_aux_5: 0.5885 (0.6159) loss_giou_dn_0: 0.6410 (0.6467) loss_giou_dn_1: 0.5304 (0.5430) loss_giou_dn_2: 0.5032 (0.5159) loss_giou_dn_3: 0.4938 (0.5073) loss_giou_dn_4: 0.4930 (0.5052) loss_giou_dn_5: 0.4931 (0.5054) loss_vfl: 0.6857 (0.7281) loss_vfl_aux_0: 0.8420 (0.8617) loss_vfl_aux_1: 0.7732 (0.8046) loss_vfl_aux_2: 0.7334 (0.7594) loss_vfl_aux_3: 0.7070 (0.7389) loss_vfl_aux_4: 0.6897 (0.7311) loss_vfl_aux_5: 0.8337 (0.8319) loss_vfl_dn_0: 0.4748 (0.4734) loss_vfl_dn_1: 0.4097 (0.4149) loss_vfl_dn_2: 0.3926 (0.3978) loss_vfl_dn_3: 0.3835 (0.3901) loss_vfl_dn_4: 0.3838 (0.3872) loss_vfl_dn_5: 0.3826 (0.3865) Test: [ 0/157] eta: 0:03:52 time: 1.4833 data: 1.0901 max mem: 5653 Test: [ 10/157] eta: 0:01:12 time: 0.4959 data: 0.1230 max mem: 5653 Test: [ 20/157] eta: 0:01:00 time: 0.3892 data: 0.0260 max mem: 5653 Test: [ 30/157] eta: 0:00:53 time: 0.3795 data: 0.0257 max mem: 5653 Test: [ 40/157] eta: 0:00:48 time: 0.3807 data: 0.0257 max mem: 5653 Test: [ 50/157] eta: 0:00:43 time: 0.3874 data: 0.0255 max mem: 5653 Test: [ 60/157] eta: 0:00:39 time: 0.3940 data: 0.0256 max mem: 5653 Test: [ 70/157] eta: 0:00:42 time: 0.6757 data: 0.0255 max mem: 5653 Test: [ 80/157] eta: 0:00:36 time: 0.6759 data: 0.0260 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3948 data: 0.0265 max mem: 5653 Test: [100/157] eta: 0:00:25 time: 0.3858 data: 0.0263 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3882 data: 0.0265 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3890 data: 0.0264 max mem: 5653 Test: [130/157] eta: 0:00:11 time: 0.3853 data: 0.0264 max mem: 5653 Test: [140/157] eta: 0:00:07 time: 0.3820 data: 0.0264 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.3698 data: 0.0259 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.3595 data: 0.0253 max mem: 5653 Test: Total time: 0:01:07 (0.4303 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.88s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.496 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.677 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 best_stat: {'epoch': 15, 'coco_eval_bbox': 0.4959471319829407} Epoch: [16] [ 0/7393] eta: 1 day, 2:28:40 lr: 0.000010 loss: 17.3486 (17.3486) loss_bbox: 0.3064 (0.3064) loss_bbox_aux_0: 0.3105 (0.3105) loss_bbox_aux_1: 0.3326 (0.3326) loss_bbox_aux_2: 0.3364 (0.3364) loss_bbox_aux_3: 0.3348 (0.3348) loss_bbox_aux_4: 0.3081 (0.3081) loss_bbox_aux_5: 0.3945 (0.3945) loss_bbox_dn_0: 0.5195 (0.5195) loss_bbox_dn_1: 0.3847 (0.3847) loss_bbox_dn_2: 0.3481 (0.3481) loss_bbox_dn_3: 0.3293 (0.3293) loss_bbox_dn_4: 0.3236 (0.3236) loss_bbox_dn_5: 0.3235 (0.3235) loss_giou: 0.3735 (0.3735) loss_giou_aux_0: 0.3218 (0.3218) loss_giou_aux_1: 0.3298 (0.3298) loss_giou_aux_2: 0.3926 (0.3926) loss_giou_aux_3: 0.3868 (0.3868) loss_giou_aux_4: 0.3741 (0.3741) loss_giou_aux_5: 0.3770 (0.3770) loss_giou_dn_0: 0.4595 (0.4595) loss_giou_dn_1: 0.3580 (0.3580) loss_giou_dn_2: 0.3337 (0.3337) loss_giou_dn_3: 0.3229 (0.3229) loss_giou_dn_4: 0.3173 (0.3173) loss_giou_dn_5: 0.3174 (0.3174) loss_vfl: 0.7415 (0.7415) loss_vfl_aux_0: 1.0608 (1.0608) loss_vfl_aux_1: 0.8877 (0.8877) loss_vfl_aux_2: 0.7845 (0.7845) loss_vfl_aux_3: 0.7087 (0.7087) loss_vfl_aux_4: 0.7319 (0.7319) loss_vfl_aux_5: 1.0103 (1.0103) loss_vfl_dn_0: 0.4636 (0.4636) loss_vfl_dn_1: 0.3719 (0.3719) loss_vfl_dn_2: 0.3529 (0.3529) loss_vfl_dn_3: 0.3446 (0.3446) loss_vfl_dn_4: 0.3378 (0.3378) loss_vfl_dn_5: 0.3359 (0.3359) time: 12.8933 data: 1.1518 max mem: 5653 Epoch: [16] [ 100/7393] eta: 1:20:27 lr: 0.000010 loss: 17.4141 (17.6369) loss_bbox: 0.1558 (0.1777) loss_bbox_aux_0: 0.1859 (0.1933) loss_bbox_aux_1: 0.1722 (0.1843) loss_bbox_aux_2: 0.1667 (0.1813) loss_bbox_aux_3: 0.1590 (0.1791) loss_bbox_aux_4: 0.1517 (0.1778) loss_bbox_aux_5: 0.2210 (0.2356) loss_bbox_dn_0: 0.3002 (0.3285) loss_bbox_dn_1: 0.2328 (0.2551) loss_bbox_dn_2: 0.2061 (0.2328) loss_bbox_dn_3: 0.2025 (0.2250) loss_bbox_dn_4: 0.2049 (0.2231) loss_bbox_dn_5: 0.2051 (0.2231) loss_giou: 0.5063 (0.5024) loss_giou_aux_0: 0.5352 (0.5278) loss_giou_aux_1: 0.5156 (0.5100) loss_giou_aux_2: 0.4988 (0.5069) loss_giou_aux_3: 0.5036 (0.5046) loss_giou_aux_4: 0.5040 (0.5020) loss_giou_aux_5: 0.5944 (0.6025) loss_giou_dn_0: 0.6336 (0.6400) loss_giou_dn_1: 0.5255 (0.5358) loss_giou_dn_2: 0.5027 (0.5083) loss_giou_dn_3: 0.4951 (0.4990) loss_giou_dn_4: 0.4927 (0.4967) loss_giou_dn_5: 0.4925 (0.4968) loss_vfl: 0.7229 (0.7401) loss_vfl_aux_0: 0.8533 (0.8707) loss_vfl_aux_1: 0.7832 (0.8135) loss_vfl_aux_2: 0.7312 (0.7728) loss_vfl_aux_3: 0.7232 (0.7473) loss_vfl_aux_4: 0.7154 (0.7448) loss_vfl_aux_5: 0.8188 (0.8401) loss_vfl_dn_0: 0.4687 (0.4763) loss_vfl_dn_1: 0.4113 (0.4165) loss_vfl_dn_2: 0.3979 (0.3987) loss_vfl_dn_3: 0.3893 (0.3912) loss_vfl_dn_4: 0.3868 (0.3880) loss_vfl_dn_5: 0.3862 (0.3874) time: 0.4777 data: 0.0151 max mem: 5653 Epoch: [16] [ 200/7393] eta: 1:08:22 lr: 0.000010 loss: 17.9071 (17.6818) loss_bbox: 0.1605 (0.1739) loss_bbox_aux_0: 0.1686 (0.1889) loss_bbox_aux_1: 0.1692 (0.1806) loss_bbox_aux_2: 0.1599 (0.1767) loss_bbox_aux_3: 0.1649 (0.1746) loss_bbox_aux_4: 0.1594 (0.1733) loss_bbox_aux_5: 0.2078 (0.2313) loss_bbox_dn_0: 0.3026 (0.3180) loss_bbox_dn_1: 0.2394 (0.2468) loss_bbox_dn_2: 0.2200 (0.2249) loss_bbox_dn_3: 0.2129 (0.2174) loss_bbox_dn_4: 0.2101 (0.2154) loss_bbox_dn_5: 0.2104 (0.2154) loss_giou: 0.5066 (0.5178) loss_giou_aux_0: 0.5445 (0.5428) loss_giou_aux_1: 0.5260 (0.5258) loss_giou_aux_2: 0.5213 (0.5221) loss_giou_aux_3: 0.5091 (0.5194) loss_giou_aux_4: 0.5102 (0.5175) loss_giou_aux_5: 0.6205 (0.6160) loss_giou_dn_0: 0.6700 (0.6481) loss_giou_dn_1: 0.5581 (0.5440) loss_giou_dn_2: 0.5304 (0.5164) loss_giou_dn_3: 0.5266 (0.5076) loss_giou_dn_4: 0.5264 (0.5053) loss_giou_dn_5: 0.5265 (0.5054) loss_vfl: 0.7243 (0.7352) loss_vfl_aux_0: 0.8730 (0.8672) loss_vfl_aux_1: 0.8156 (0.8106) loss_vfl_aux_2: 0.7803 (0.7673) loss_vfl_aux_3: 0.7468 (0.7446) loss_vfl_aux_4: 0.7290 (0.7393) loss_vfl_aux_5: 0.8616 (0.8382) loss_vfl_dn_0: 0.4729 (0.4746) loss_vfl_dn_1: 0.4157 (0.4161) loss_vfl_dn_2: 0.4000 (0.3985) loss_vfl_dn_3: 0.3911 (0.3908) loss_vfl_dn_4: 0.3876 (0.3874) loss_vfl_dn_5: 0.3862 (0.3866) time: 0.4870 data: 0.0151 max mem: 5653 Epoch: [16] [ 300/7393] eta: 1:03:45 lr: 0.000010 loss: 17.7293 (17.6603) loss_bbox: 0.1631 (0.1731) loss_bbox_aux_0: 0.1841 (0.1884) loss_bbox_aux_1: 0.1726 (0.1789) loss_bbox_aux_2: 0.1714 (0.1758) loss_bbox_aux_3: 0.1644 (0.1736) loss_bbox_aux_4: 0.1727 (0.1728) loss_bbox_aux_5: 0.2218 (0.2306) loss_bbox_dn_0: 0.3180 (0.3176) loss_bbox_dn_1: 0.2538 (0.2469) loss_bbox_dn_2: 0.2276 (0.2255) loss_bbox_dn_3: 0.2198 (0.2180) loss_bbox_dn_4: 0.2145 (0.2160) loss_bbox_dn_5: 0.2144 (0.2160) loss_giou: 0.4943 (0.5171) loss_giou_aux_0: 0.5249 (0.5428) loss_giou_aux_1: 0.5034 (0.5250) loss_giou_aux_2: 0.4961 (0.5216) loss_giou_aux_3: 0.4884 (0.5186) loss_giou_aux_4: 0.4983 (0.5175) loss_giou_aux_5: 0.5950 (0.6149) loss_giou_dn_0: 0.6392 (0.6478) loss_giou_dn_1: 0.5345 (0.5445) loss_giou_dn_2: 0.5102 (0.5172) loss_giou_dn_3: 0.5041 (0.5086) loss_giou_dn_4: 0.5026 (0.5062) loss_giou_dn_5: 0.5026 (0.5064) loss_vfl: 0.7319 (0.7335) loss_vfl_aux_0: 0.8750 (0.8641) loss_vfl_aux_1: 0.7858 (0.8096) loss_vfl_aux_2: 0.7584 (0.7644) loss_vfl_aux_3: 0.7606 (0.7444) loss_vfl_aux_4: 0.7304 (0.7369) loss_vfl_aux_5: 0.8166 (0.8369) loss_vfl_dn_0: 0.4713 (0.4733) loss_vfl_dn_1: 0.4162 (0.4153) loss_vfl_dn_2: 0.3995 (0.3978) loss_vfl_dn_3: 0.3949 (0.3900) loss_vfl_dn_4: 0.3930 (0.3868) loss_vfl_dn_5: 0.3911 (0.3860) time: 0.4856 data: 0.0154 max mem: 5653 Epoch: [16] [ 400/7393] eta: 1:01:06 lr: 0.000010 loss: 17.8555 (17.6386) loss_bbox: 0.1695 (0.1723) loss_bbox_aux_0: 0.1853 (0.1879) loss_bbox_aux_1: 0.1739 (0.1777) loss_bbox_aux_2: 0.1649 (0.1748) loss_bbox_aux_3: 0.1648 (0.1728) loss_bbox_aux_4: 0.1682 (0.1720) loss_bbox_aux_5: 0.2295 (0.2295) loss_bbox_dn_0: 0.3022 (0.3167) loss_bbox_dn_1: 0.2390 (0.2464) loss_bbox_dn_2: 0.2205 (0.2251) loss_bbox_dn_3: 0.2154 (0.2176) loss_bbox_dn_4: 0.2139 (0.2158) loss_bbox_dn_5: 0.2137 (0.2158) loss_giou: 0.5327 (0.5175) loss_giou_aux_0: 0.5848 (0.5441) loss_giou_aux_1: 0.5509 (0.5260) loss_giou_aux_2: 0.5488 (0.5224) loss_giou_aux_3: 0.5228 (0.5188) loss_giou_aux_4: 0.5329 (0.5176) loss_giou_aux_5: 0.6571 (0.6159) loss_giou_dn_0: 0.6944 (0.6485) loss_giou_dn_1: 0.5844 (0.5451) loss_giou_dn_2: 0.5661 (0.5178) loss_giou_dn_3: 0.5565 (0.5092) loss_giou_dn_4: 0.5535 (0.5069) loss_giou_dn_5: 0.5535 (0.5070) loss_vfl: 0.7138 (0.7313) loss_vfl_aux_0: 0.8104 (0.8597) loss_vfl_aux_1: 0.7977 (0.8060) loss_vfl_aux_2: 0.7362 (0.7605) loss_vfl_aux_3: 0.7340 (0.7435) loss_vfl_aux_4: 0.7184 (0.7353) loss_vfl_aux_5: 0.7866 (0.8342) loss_vfl_dn_0: 0.4649 (0.4734) loss_vfl_dn_1: 0.4094 (0.4147) loss_vfl_dn_2: 0.3955 (0.3972) loss_vfl_dn_3: 0.3859 (0.3896) loss_vfl_dn_4: 0.3845 (0.3864) loss_vfl_dn_5: 0.3824 (0.3856) time: 0.4790 data: 0.0156 max mem: 5653 Epoch: [16] [ 500/7393] eta: 0:59:02 lr: 0.000010 loss: 17.3471 (17.5738) loss_bbox: 0.1627 (0.1710) loss_bbox_aux_0: 0.1687 (0.1862) loss_bbox_aux_1: 0.1542 (0.1760) loss_bbox_aux_2: 0.1545 (0.1729) loss_bbox_aux_3: 0.1569 (0.1713) loss_bbox_aux_4: 0.1511 (0.1707) loss_bbox_aux_5: 0.1955 (0.2274) loss_bbox_dn_0: 0.2854 (0.3129) loss_bbox_dn_1: 0.2285 (0.2429) loss_bbox_dn_2: 0.2082 (0.2220) loss_bbox_dn_3: 0.1993 (0.2145) loss_bbox_dn_4: 0.1995 (0.2127) loss_bbox_dn_5: 0.1991 (0.2127) loss_giou: 0.5201 (0.5159) loss_giou_aux_0: 0.5434 (0.5422) loss_giou_aux_1: 0.5258 (0.5241) loss_giou_aux_2: 0.5215 (0.5203) loss_giou_aux_3: 0.5190 (0.5169) loss_giou_aux_4: 0.5215 (0.5160) loss_giou_aux_5: 0.6222 (0.6149) loss_giou_dn_0: 0.6426 (0.6468) loss_giou_dn_1: 0.5398 (0.5428) loss_giou_dn_2: 0.5162 (0.5158) loss_giou_dn_3: 0.5140 (0.5071) loss_giou_dn_4: 0.5117 (0.5048) loss_giou_dn_5: 0.5119 (0.5050) loss_vfl: 0.7232 (0.7296) loss_vfl_aux_0: 0.8887 (0.8589) loss_vfl_aux_1: 0.8058 (0.8052) loss_vfl_aux_2: 0.7703 (0.7602) loss_vfl_aux_3: 0.7318 (0.7417) loss_vfl_aux_4: 0.7403 (0.7334) loss_vfl_aux_5: 0.8411 (0.8327) loss_vfl_dn_0: 0.4714 (0.4735) loss_vfl_dn_1: 0.4192 (0.4146) loss_vfl_dn_2: 0.4024 (0.3971) loss_vfl_dn_3: 0.3969 (0.3894) loss_vfl_dn_4: 0.3928 (0.3863) loss_vfl_dn_5: 0.3919 (0.3855) time: 0.4740 data: 0.0151 max mem: 5653 Epoch: [16] [ 600/7393] eta: 0:57:28 lr: 0.000010 loss: 17.6178 (17.5644) loss_bbox: 0.1850 (0.1719) loss_bbox_aux_0: 0.1985 (0.1869) loss_bbox_aux_1: 0.1965 (0.1766) loss_bbox_aux_2: 0.1835 (0.1737) loss_bbox_aux_3: 0.1879 (0.1722) loss_bbox_aux_4: 0.1850 (0.1716) loss_bbox_aux_5: 0.2372 (0.2288) loss_bbox_dn_0: 0.3298 (0.3151) loss_bbox_dn_1: 0.2568 (0.2446) loss_bbox_dn_2: 0.2338 (0.2234) loss_bbox_dn_3: 0.2264 (0.2160) loss_bbox_dn_4: 0.2231 (0.2142) loss_bbox_dn_5: 0.2232 (0.2142) loss_giou: 0.4981 (0.5142) loss_giou_aux_0: 0.5250 (0.5404) loss_giou_aux_1: 0.5131 (0.5228) loss_giou_aux_2: 0.5104 (0.5185) loss_giou_aux_3: 0.5009 (0.5152) loss_giou_aux_4: 0.4945 (0.5141) loss_giou_aux_5: 0.6049 (0.6134) loss_giou_dn_0: 0.6417 (0.6452) loss_giou_dn_1: 0.5428 (0.5411) loss_giou_dn_2: 0.5126 (0.5141) loss_giou_dn_3: 0.5018 (0.5054) loss_giou_dn_4: 0.4989 (0.5032) loss_giou_dn_5: 0.4993 (0.5033) loss_vfl: 0.7092 (0.7284) loss_vfl_aux_0: 0.8590 (0.8590) loss_vfl_aux_1: 0.8012 (0.8049) loss_vfl_aux_2: 0.7478 (0.7595) loss_vfl_aux_3: 0.7223 (0.7404) loss_vfl_aux_4: 0.7170 (0.7326) loss_vfl_aux_5: 0.8409 (0.8336) loss_vfl_dn_0: 0.4801 (0.4735) loss_vfl_dn_1: 0.4210 (0.4147) loss_vfl_dn_2: 0.3982 (0.3968) loss_vfl_dn_3: 0.3927 (0.3892) loss_vfl_dn_4: 0.3937 (0.3862) loss_vfl_dn_5: 0.3927 (0.3854) time: 0.4736 data: 0.0152 max mem: 5653 Epoch: [16] [ 700/7393] eta: 0:56:04 lr: 0.000010 loss: 17.5333 (17.5375) loss_bbox: 0.1577 (0.1720) loss_bbox_aux_0: 0.1761 (0.1868) loss_bbox_aux_1: 0.1662 (0.1766) loss_bbox_aux_2: 0.1651 (0.1739) loss_bbox_aux_3: 0.1572 (0.1724) loss_bbox_aux_4: 0.1601 (0.1717) loss_bbox_aux_5: 0.2145 (0.2282) loss_bbox_dn_0: 0.2857 (0.3156) loss_bbox_dn_1: 0.2210 (0.2451) loss_bbox_dn_2: 0.1983 (0.2238) loss_bbox_dn_3: 0.1884 (0.2163) loss_bbox_dn_4: 0.1870 (0.2146) loss_bbox_dn_5: 0.1872 (0.2145) loss_giou: 0.5117 (0.5117) loss_giou_aux_0: 0.5098 (0.5380) loss_giou_aux_1: 0.5182 (0.5200) loss_giou_aux_2: 0.5252 (0.5158) loss_giou_aux_3: 0.5277 (0.5125) loss_giou_aux_4: 0.5189 (0.5117) loss_giou_aux_5: 0.5800 (0.6110) loss_giou_dn_0: 0.6297 (0.6433) loss_giou_dn_1: 0.5120 (0.5393) loss_giou_dn_2: 0.4733 (0.5122) loss_giou_dn_3: 0.4654 (0.5036) loss_giou_dn_4: 0.4651 (0.5014) loss_giou_dn_5: 0.4661 (0.5015) loss_vfl: 0.7083 (0.7284) loss_vfl_aux_0: 0.8412 (0.8603) loss_vfl_aux_1: 0.7798 (0.8055) loss_vfl_aux_2: 0.7305 (0.7597) loss_vfl_aux_3: 0.7137 (0.7411) loss_vfl_aux_4: 0.7019 (0.7326) loss_vfl_aux_5: 0.7939 (0.8339) loss_vfl_dn_0: 0.4707 (0.4731) loss_vfl_dn_1: 0.4138 (0.4141) loss_vfl_dn_2: 0.3957 (0.3962) loss_vfl_dn_3: 0.3845 (0.3886) loss_vfl_dn_4: 0.3824 (0.3857) loss_vfl_dn_5: 0.3805 (0.3848) time: 0.4707 data: 0.0145 max mem: 5653 Epoch: [16] [ 800/7393] eta: 0:54:52 lr: 0.000010 loss: 17.2483 (17.5402) loss_bbox: 0.1847 (0.1717) loss_bbox_aux_0: 0.2022 (0.1865) loss_bbox_aux_1: 0.1856 (0.1765) loss_bbox_aux_2: 0.1898 (0.1737) loss_bbox_aux_3: 0.1853 (0.1723) loss_bbox_aux_4: 0.1826 (0.1715) loss_bbox_aux_5: 0.2279 (0.2277) loss_bbox_dn_0: 0.3064 (0.3153) loss_bbox_dn_1: 0.2372 (0.2448) loss_bbox_dn_2: 0.2152 (0.2237) loss_bbox_dn_3: 0.2140 (0.2162) loss_bbox_dn_4: 0.2133 (0.2144) loss_bbox_dn_5: 0.2133 (0.2144) loss_giou: 0.5418 (0.5131) loss_giou_aux_0: 0.5599 (0.5391) loss_giou_aux_1: 0.5458 (0.5214) loss_giou_aux_2: 0.5488 (0.5173) loss_giou_aux_3: 0.5434 (0.5140) loss_giou_aux_4: 0.5414 (0.5131) loss_giou_aux_5: 0.6192 (0.6123) loss_giou_dn_0: 0.6311 (0.6430) loss_giou_dn_1: 0.5303 (0.5393) loss_giou_dn_2: 0.5155 (0.5124) loss_giou_dn_3: 0.5098 (0.5038) loss_giou_dn_4: 0.5083 (0.5016) loss_giou_dn_5: 0.5086 (0.5017) loss_vfl: 0.6688 (0.7274) loss_vfl_aux_0: 0.8147 (0.8606) loss_vfl_aux_1: 0.7743 (0.8054) loss_vfl_aux_2: 0.7032 (0.7588) loss_vfl_aux_3: 0.6762 (0.7396) loss_vfl_aux_4: 0.6746 (0.7313) loss_vfl_aux_5: 0.8203 (0.8331) loss_vfl_dn_0: 0.4661 (0.4734) loss_vfl_dn_1: 0.4106 (0.4141) loss_vfl_dn_2: 0.3933 (0.3963) loss_vfl_dn_3: 0.3858 (0.3886) loss_vfl_dn_4: 0.3833 (0.3857) loss_vfl_dn_5: 0.3824 (0.3849) time: 0.4591 data: 0.0158 max mem: 5653 Epoch: [16] [ 900/7393] eta: 0:53:44 lr: 0.000010 loss: 17.2527 (17.5346) loss_bbox: 0.1659 (0.1723) loss_bbox_aux_0: 0.1790 (0.1872) loss_bbox_aux_1: 0.1699 (0.1771) loss_bbox_aux_2: 0.1667 (0.1743) loss_bbox_aux_3: 0.1669 (0.1728) loss_bbox_aux_4: 0.1699 (0.1722) loss_bbox_aux_5: 0.2131 (0.2284) loss_bbox_dn_0: 0.2679 (0.3162) loss_bbox_dn_1: 0.2161 (0.2456) loss_bbox_dn_2: 0.1954 (0.2243) loss_bbox_dn_3: 0.1894 (0.2168) loss_bbox_dn_4: 0.1890 (0.2150) loss_bbox_dn_5: 0.1889 (0.2150) loss_giou: 0.5287 (0.5122) loss_giou_aux_0: 0.5475 (0.5386) loss_giou_aux_1: 0.5395 (0.5207) loss_giou_aux_2: 0.5259 (0.5162) loss_giou_aux_3: 0.5188 (0.5132) loss_giou_aux_4: 0.5254 (0.5123) loss_giou_aux_5: 0.6089 (0.6117) loss_giou_dn_0: 0.6513 (0.6427) loss_giou_dn_1: 0.5597 (0.5389) loss_giou_dn_2: 0.5280 (0.5119) loss_giou_dn_3: 0.5201 (0.5032) loss_giou_dn_4: 0.5175 (0.5010) loss_giou_dn_5: 0.5173 (0.5011) loss_vfl: 0.7101 (0.7268) loss_vfl_aux_0: 0.8388 (0.8597) loss_vfl_aux_1: 0.8100 (0.8044) loss_vfl_aux_2: 0.7533 (0.7584) loss_vfl_aux_3: 0.7182 (0.7388) loss_vfl_aux_4: 0.7231 (0.7307) loss_vfl_aux_5: 0.7870 (0.8322) loss_vfl_dn_0: 0.4723 (0.4737) loss_vfl_dn_1: 0.4118 (0.4141) loss_vfl_dn_2: 0.3937 (0.3961) loss_vfl_dn_3: 0.3858 (0.3885) loss_vfl_dn_4: 0.3863 (0.3857) loss_vfl_dn_5: 0.3842 (0.3848) time: 0.4835 data: 0.0155 max mem: 5653 Epoch: [16] [1000/7393] eta: 0:52:37 lr: 0.000010 loss: 17.5466 (17.5324) loss_bbox: 0.1560 (0.1719) loss_bbox_aux_0: 0.1783 (0.1867) loss_bbox_aux_1: 0.1779 (0.1767) loss_bbox_aux_2: 0.1732 (0.1740) loss_bbox_aux_3: 0.1595 (0.1724) loss_bbox_aux_4: 0.1568 (0.1718) loss_bbox_aux_5: 0.2124 (0.2283) loss_bbox_dn_0: 0.3088 (0.3162) loss_bbox_dn_1: 0.2392 (0.2455) loss_bbox_dn_2: 0.2144 (0.2241) loss_bbox_dn_3: 0.2002 (0.2165) loss_bbox_dn_4: 0.1959 (0.2148) loss_bbox_dn_5: 0.1956 (0.2147) loss_giou: 0.5064 (0.5115) loss_giou_aux_0: 0.5464 (0.5381) loss_giou_aux_1: 0.5136 (0.5202) loss_giou_aux_2: 0.5131 (0.5157) loss_giou_aux_3: 0.5114 (0.5124) loss_giou_aux_4: 0.5080 (0.5116) loss_giou_aux_5: 0.6094 (0.6116) loss_giou_dn_0: 0.6515 (0.6429) loss_giou_dn_1: 0.5437 (0.5391) loss_giou_dn_2: 0.5191 (0.5120) loss_giou_dn_3: 0.5089 (0.5033) loss_giou_dn_4: 0.5059 (0.5011) loss_giou_dn_5: 0.5062 (0.5012) loss_vfl: 0.7271 (0.7274) loss_vfl_aux_0: 0.8350 (0.8602) loss_vfl_aux_1: 0.7794 (0.8053) loss_vfl_aux_2: 0.7478 (0.7590) loss_vfl_aux_3: 0.7401 (0.7397) loss_vfl_aux_4: 0.7273 (0.7310) loss_vfl_aux_5: 0.8179 (0.8323) loss_vfl_dn_0: 0.4705 (0.4736) loss_vfl_dn_1: 0.4140 (0.4141) loss_vfl_dn_2: 0.3935 (0.3963) loss_vfl_dn_3: 0.3869 (0.3886) loss_vfl_dn_4: 0.3845 (0.3857) loss_vfl_dn_5: 0.3840 (0.3849) time: 0.4698 data: 0.0158 max mem: 5653 Epoch: [16] [1100/7393] eta: 0:51:33 lr: 0.000010 loss: 17.3440 (17.5558) loss_bbox: 0.1769 (0.1724) loss_bbox_aux_0: 0.1943 (0.1871) loss_bbox_aux_1: 0.1914 (0.1772) loss_bbox_aux_2: 0.1810 (0.1746) loss_bbox_aux_3: 0.1688 (0.1728) loss_bbox_aux_4: 0.1769 (0.1723) loss_bbox_aux_5: 0.2379 (0.2286) loss_bbox_dn_0: 0.3140 (0.3159) loss_bbox_dn_1: 0.2456 (0.2454) loss_bbox_dn_2: 0.2218 (0.2239) loss_bbox_dn_3: 0.2153 (0.2164) loss_bbox_dn_4: 0.2139 (0.2146) loss_bbox_dn_5: 0.2139 (0.2146) loss_giou: 0.5325 (0.5140) loss_giou_aux_0: 0.5781 (0.5408) loss_giou_aux_1: 0.5561 (0.5229) loss_giou_aux_2: 0.5449 (0.5184) loss_giou_aux_3: 0.5249 (0.5147) loss_giou_aux_4: 0.5250 (0.5141) loss_giou_aux_5: 0.6415 (0.6141) loss_giou_dn_0: 0.6407 (0.6441) loss_giou_dn_1: 0.5302 (0.5402) loss_giou_dn_2: 0.5023 (0.5129) loss_giou_dn_3: 0.4900 (0.5042) loss_giou_dn_4: 0.4877 (0.5020) loss_giou_dn_5: 0.4878 (0.5021) loss_vfl: 0.7177 (0.7274) loss_vfl_aux_0: 0.8027 (0.8587) loss_vfl_aux_1: 0.7749 (0.8045) loss_vfl_aux_2: 0.7393 (0.7584) loss_vfl_aux_3: 0.7307 (0.7399) loss_vfl_aux_4: 0.7095 (0.7310) loss_vfl_aux_5: 0.7844 (0.8307) loss_vfl_dn_0: 0.4670 (0.4736) loss_vfl_dn_1: 0.4122 (0.4143) loss_vfl_dn_2: 0.3934 (0.3966) loss_vfl_dn_3: 0.3862 (0.3890) loss_vfl_dn_4: 0.3812 (0.3861) loss_vfl_dn_5: 0.3813 (0.3853) time: 0.4713 data: 0.0148 max mem: 5653 Epoch: [16] [1200/7393] eta: 0:51:08 lr: 0.000010 loss: 17.4476 (17.5616) loss_bbox: 0.1572 (0.1728) loss_bbox_aux_0: 0.1800 (0.1871) loss_bbox_aux_1: 0.1654 (0.1774) loss_bbox_aux_2: 0.1581 (0.1749) loss_bbox_aux_3: 0.1601 (0.1732) loss_bbox_aux_4: 0.1575 (0.1727) loss_bbox_aux_5: 0.2117 (0.2289) loss_bbox_dn_0: 0.2971 (0.3162) loss_bbox_dn_1: 0.2258 (0.2457) loss_bbox_dn_2: 0.2054 (0.2242) loss_bbox_dn_3: 0.2039 (0.2167) loss_bbox_dn_4: 0.2011 (0.2149) loss_bbox_dn_5: 0.2010 (0.2149) loss_giou: 0.5185 (0.5133) loss_giou_aux_0: 0.5580 (0.5402) loss_giou_aux_1: 0.5248 (0.5222) loss_giou_aux_2: 0.5180 (0.5178) loss_giou_aux_3: 0.5141 (0.5141) loss_giou_aux_4: 0.5218 (0.5135) loss_giou_aux_5: 0.6220 (0.6135) loss_giou_dn_0: 0.6593 (0.6444) loss_giou_dn_1: 0.5550 (0.5404) loss_giou_dn_2: 0.5185 (0.5130) loss_giou_dn_3: 0.5111 (0.5042) loss_giou_dn_4: 0.5074 (0.5021) loss_giou_dn_5: 0.5072 (0.5022) loss_vfl: 0.7341 (0.7281) loss_vfl_aux_0: 0.8590 (0.8597) loss_vfl_aux_1: 0.7891 (0.8052) loss_vfl_aux_2: 0.7443 (0.7592) loss_vfl_aux_3: 0.7319 (0.7403) loss_vfl_aux_4: 0.7317 (0.7316) loss_vfl_aux_5: 0.8360 (0.8310) loss_vfl_dn_0: 0.4707 (0.4736) loss_vfl_dn_1: 0.4218 (0.4145) loss_vfl_dn_2: 0.4025 (0.3968) loss_vfl_dn_3: 0.3922 (0.3892) loss_vfl_dn_4: 0.3893 (0.3864) loss_vfl_dn_5: 0.3891 (0.3855) time: 0.4696 data: 0.0152 max mem: 5653 Epoch: [16] [1300/7393] eta: 0:50:06 lr: 0.000010 loss: 17.5696 (17.5468) loss_bbox: 0.1512 (0.1728) loss_bbox_aux_0: 0.1730 (0.1872) loss_bbox_aux_1: 0.1601 (0.1775) loss_bbox_aux_2: 0.1645 (0.1750) loss_bbox_aux_3: 0.1538 (0.1732) loss_bbox_aux_4: 0.1497 (0.1726) loss_bbox_aux_5: 0.2162 (0.2293) loss_bbox_dn_0: 0.2897 (0.3166) loss_bbox_dn_1: 0.2101 (0.2459) loss_bbox_dn_2: 0.1858 (0.2243) loss_bbox_dn_3: 0.1779 (0.2168) loss_bbox_dn_4: 0.1768 (0.2150) loss_bbox_dn_5: 0.1766 (0.2150) loss_giou: 0.5029 (0.5123) loss_giou_aux_0: 0.5272 (0.5392) loss_giou_aux_1: 0.5120 (0.5212) loss_giou_aux_2: 0.5158 (0.5167) loss_giou_aux_3: 0.4970 (0.5131) loss_giou_aux_4: 0.4960 (0.5124) loss_giou_aux_5: 0.6077 (0.6123) loss_giou_dn_0: 0.6480 (0.6435) loss_giou_dn_1: 0.5453 (0.5395) loss_giou_dn_2: 0.5146 (0.5122) loss_giou_dn_3: 0.5078 (0.5034) loss_giou_dn_4: 0.5050 (0.5013) loss_giou_dn_5: 0.5047 (0.5014) loss_vfl: 0.7094 (0.7278) loss_vfl_aux_0: 0.8384 (0.8594) loss_vfl_aux_1: 0.7821 (0.8047) loss_vfl_aux_2: 0.7344 (0.7587) loss_vfl_aux_3: 0.7166 (0.7399) loss_vfl_aux_4: 0.7068 (0.7314) loss_vfl_aux_5: 0.7989 (0.8304) loss_vfl_dn_0: 0.4718 (0.4735) loss_vfl_dn_1: 0.4170 (0.4143) loss_vfl_dn_2: 0.3946 (0.3966) loss_vfl_dn_3: 0.3873 (0.3890) loss_vfl_dn_4: 0.3888 (0.3861) loss_vfl_dn_5: 0.3897 (0.3853) time: 0.4729 data: 0.0145 max mem: 5653 Epoch: [16] [1400/7393] eta: 0:49:09 lr: 0.000010 loss: 17.8735 (17.5384) loss_bbox: 0.1528 (0.1727) loss_bbox_aux_0: 0.1682 (0.1872) loss_bbox_aux_1: 0.1500 (0.1773) loss_bbox_aux_2: 0.1468 (0.1748) loss_bbox_aux_3: 0.1525 (0.1730) loss_bbox_aux_4: 0.1538 (0.1725) loss_bbox_aux_5: 0.2038 (0.2296) loss_bbox_dn_0: 0.2699 (0.3164) loss_bbox_dn_1: 0.2066 (0.2457) loss_bbox_dn_2: 0.1840 (0.2242) loss_bbox_dn_3: 0.1769 (0.2166) loss_bbox_dn_4: 0.1745 (0.2148) loss_bbox_dn_5: 0.1744 (0.2148) loss_giou: 0.4967 (0.5116) loss_giou_aux_0: 0.5169 (0.5387) loss_giou_aux_1: 0.4938 (0.5206) loss_giou_aux_2: 0.5050 (0.5162) loss_giou_aux_3: 0.4968 (0.5125) loss_giou_aux_4: 0.4994 (0.5118) loss_giou_aux_5: 0.6043 (0.6123) loss_giou_dn_0: 0.6460 (0.6428) loss_giou_dn_1: 0.5436 (0.5388) loss_giou_dn_2: 0.5139 (0.5115) loss_giou_dn_3: 0.5022 (0.5027) loss_giou_dn_4: 0.5021 (0.5006) loss_giou_dn_5: 0.5021 (0.5007) loss_vfl: 0.6944 (0.7277) loss_vfl_aux_0: 0.8315 (0.8600) loss_vfl_aux_1: 0.7828 (0.8056) loss_vfl_aux_2: 0.7150 (0.7587) loss_vfl_aux_3: 0.7009 (0.7398) loss_vfl_aux_4: 0.6908 (0.7313) loss_vfl_aux_5: 0.7854 (0.8302) loss_vfl_dn_0: 0.4701 (0.4735) loss_vfl_dn_1: 0.4129 (0.4142) loss_vfl_dn_2: 0.3983 (0.3966) loss_vfl_dn_3: 0.3891 (0.3889) loss_vfl_dn_4: 0.3874 (0.3860) loss_vfl_dn_5: 0.3875 (0.3852) time: 0.4690 data: 0.0138 max mem: 5653 Epoch: [16] [1500/7393] eta: 0:48:10 lr: 0.000010 loss: 17.3712 (17.5327) loss_bbox: 0.1660 (0.1726) loss_bbox_aux_0: 0.1908 (0.1870) loss_bbox_aux_1: 0.1749 (0.1772) loss_bbox_aux_2: 0.1748 (0.1749) loss_bbox_aux_3: 0.1648 (0.1730) loss_bbox_aux_4: 0.1660 (0.1724) loss_bbox_aux_5: 0.2202 (0.2291) loss_bbox_dn_0: 0.3040 (0.3160) loss_bbox_dn_1: 0.2443 (0.2455) loss_bbox_dn_2: 0.2191 (0.2240) loss_bbox_dn_3: 0.2085 (0.2164) loss_bbox_dn_4: 0.2020 (0.2147) loss_bbox_dn_5: 0.2021 (0.2147) loss_giou: 0.5030 (0.5116) loss_giou_aux_0: 0.5480 (0.5388) loss_giou_aux_1: 0.5043 (0.5207) loss_giou_aux_2: 0.5166 (0.5163) loss_giou_aux_3: 0.5181 (0.5125) loss_giou_aux_4: 0.5108 (0.5117) loss_giou_aux_5: 0.6280 (0.6120) loss_giou_dn_0: 0.6616 (0.6427) loss_giou_dn_1: 0.5343 (0.5389) loss_giou_dn_2: 0.5055 (0.5116) loss_giou_dn_3: 0.5009 (0.5029) loss_giou_dn_4: 0.5009 (0.5007) loss_giou_dn_5: 0.5010 (0.5009) loss_vfl: 0.7160 (0.7274) loss_vfl_aux_0: 0.8485 (0.8589) loss_vfl_aux_1: 0.7989 (0.8046) loss_vfl_aux_2: 0.7531 (0.7581) loss_vfl_aux_3: 0.7462 (0.7394) loss_vfl_aux_4: 0.7313 (0.7311) loss_vfl_aux_5: 0.8101 (0.8297) loss_vfl_dn_0: 0.4715 (0.4734) loss_vfl_dn_1: 0.4076 (0.4141) loss_vfl_dn_2: 0.3937 (0.3966) loss_vfl_dn_3: 0.3869 (0.3890) loss_vfl_dn_4: 0.3853 (0.3861) loss_vfl_dn_5: 0.3838 (0.3853) time: 0.4751 data: 0.0141 max mem: 5653 Epoch: [16] [1600/7393] eta: 0:47:13 lr: 0.000010 loss: 18.2415 (17.5388) loss_bbox: 0.1822 (0.1730) loss_bbox_aux_0: 0.1975 (0.1872) loss_bbox_aux_1: 0.1874 (0.1775) loss_bbox_aux_2: 0.1816 (0.1753) loss_bbox_aux_3: 0.1826 (0.1733) loss_bbox_aux_4: 0.1823 (0.1728) loss_bbox_aux_5: 0.2411 (0.2294) loss_bbox_dn_0: 0.3092 (0.3162) loss_bbox_dn_1: 0.2403 (0.2455) loss_bbox_dn_2: 0.2173 (0.2240) loss_bbox_dn_3: 0.2097 (0.2164) loss_bbox_dn_4: 0.2105 (0.2147) loss_bbox_dn_5: 0.2101 (0.2146) loss_giou: 0.5644 (0.5126) loss_giou_aux_0: 0.5896 (0.5395) loss_giou_aux_1: 0.5720 (0.5215) loss_giou_aux_2: 0.5777 (0.5172) loss_giou_aux_3: 0.5606 (0.5134) loss_giou_aux_4: 0.5606 (0.5127) loss_giou_aux_5: 0.6523 (0.6127) loss_giou_dn_0: 0.6738 (0.6429) loss_giou_dn_1: 0.5715 (0.5391) loss_giou_dn_2: 0.5469 (0.5118) loss_giou_dn_3: 0.5476 (0.5031) loss_giou_dn_4: 0.5458 (0.5009) loss_giou_dn_5: 0.5458 (0.5010) loss_vfl: 0.6969 (0.7268) loss_vfl_aux_0: 0.8210 (0.8588) loss_vfl_aux_1: 0.7625 (0.8044) loss_vfl_aux_2: 0.7320 (0.7574) loss_vfl_aux_3: 0.7054 (0.7388) loss_vfl_aux_4: 0.7011 (0.7304) loss_vfl_aux_5: 0.7891 (0.8297) loss_vfl_dn_0: 0.4669 (0.4733) loss_vfl_dn_1: 0.4111 (0.4140) loss_vfl_dn_2: 0.3949 (0.3966) loss_vfl_dn_3: 0.3869 (0.3890) loss_vfl_dn_4: 0.3844 (0.3861) loss_vfl_dn_5: 0.3831 (0.3853) time: 0.4521 data: 0.0142 max mem: 5653 Epoch: [16] [1700/7393] eta: 0:46:18 lr: 0.000010 loss: 17.8223 (17.5291) loss_bbox: 0.1547 (0.1730) loss_bbox_aux_0: 0.1653 (0.1870) loss_bbox_aux_1: 0.1621 (0.1774) loss_bbox_aux_2: 0.1596 (0.1752) loss_bbox_aux_3: 0.1535 (0.1732) loss_bbox_aux_4: 0.1546 (0.1728) loss_bbox_aux_5: 0.2134 (0.2292) loss_bbox_dn_0: 0.2753 (0.3158) loss_bbox_dn_1: 0.2145 (0.2452) loss_bbox_dn_2: 0.1986 (0.2237) loss_bbox_dn_3: 0.1946 (0.2161) loss_bbox_dn_4: 0.1931 (0.2144) loss_bbox_dn_5: 0.1932 (0.2144) loss_giou: 0.5457 (0.5126) loss_giou_aux_0: 0.5536 (0.5393) loss_giou_aux_1: 0.5434 (0.5214) loss_giou_aux_2: 0.5545 (0.5172) loss_giou_aux_3: 0.5401 (0.5135) loss_giou_aux_4: 0.5455 (0.5127) loss_giou_aux_5: 0.6320 (0.6124) loss_giou_dn_0: 0.6559 (0.6428) loss_giou_dn_1: 0.5524 (0.5389) loss_giou_dn_2: 0.5240 (0.5115) loss_giou_dn_3: 0.5196 (0.5028) loss_giou_dn_4: 0.5190 (0.5006) loss_giou_dn_5: 0.5192 (0.5008) loss_vfl: 0.6780 (0.7258) loss_vfl_aux_0: 0.8316 (0.8583) loss_vfl_aux_1: 0.7705 (0.8040) loss_vfl_aux_2: 0.7084 (0.7566) loss_vfl_aux_3: 0.6865 (0.7378) loss_vfl_aux_4: 0.6791 (0.7294) loss_vfl_aux_5: 0.7754 (0.8295) loss_vfl_dn_0: 0.4755 (0.4733) loss_vfl_dn_1: 0.4181 (0.4140) loss_vfl_dn_2: 0.4002 (0.3965) loss_vfl_dn_3: 0.3858 (0.3889) loss_vfl_dn_4: 0.3810 (0.3860) loss_vfl_dn_5: 0.3817 (0.3852) time: 0.4821 data: 0.0142 max mem: 5653 Epoch: [16] [1800/7393] eta: 0:45:25 lr: 0.000010 loss: 17.3619 (17.5178) loss_bbox: 0.1719 (0.1728) loss_bbox_aux_0: 0.1871 (0.1867) loss_bbox_aux_1: 0.1657 (0.1770) loss_bbox_aux_2: 0.1756 (0.1749) loss_bbox_aux_3: 0.1690 (0.1730) loss_bbox_aux_4: 0.1719 (0.1726) loss_bbox_aux_5: 0.2334 (0.2288) loss_bbox_dn_0: 0.3068 (0.3151) loss_bbox_dn_1: 0.2299 (0.2445) loss_bbox_dn_2: 0.2077 (0.2230) loss_bbox_dn_3: 0.1983 (0.2154) loss_bbox_dn_4: 0.1926 (0.2137) loss_bbox_dn_5: 0.1921 (0.2136) loss_giou: 0.4923 (0.5128) loss_giou_aux_0: 0.4884 (0.5394) loss_giou_aux_1: 0.4738 (0.5216) loss_giou_aux_2: 0.4752 (0.5174) loss_giou_aux_3: 0.4915 (0.5137) loss_giou_aux_4: 0.4936 (0.5129) loss_giou_aux_5: 0.5457 (0.6122) loss_giou_dn_0: 0.6465 (0.6428) loss_giou_dn_1: 0.5411 (0.5390) loss_giou_dn_2: 0.5089 (0.5117) loss_giou_dn_3: 0.5012 (0.5029) loss_giou_dn_4: 0.5003 (0.5008) loss_giou_dn_5: 0.5002 (0.5009) loss_vfl: 0.7206 (0.7247) loss_vfl_aux_0: 0.8362 (0.8572) loss_vfl_aux_1: 0.8088 (0.8030) loss_vfl_aux_2: 0.7415 (0.7556) loss_vfl_aux_3: 0.7303 (0.7368) loss_vfl_aux_4: 0.7186 (0.7284) loss_vfl_aux_5: 0.8056 (0.8291) loss_vfl_dn_0: 0.4656 (0.4733) loss_vfl_dn_1: 0.4084 (0.4139) loss_vfl_dn_2: 0.3898 (0.3964) loss_vfl_dn_3: 0.3815 (0.3888) loss_vfl_dn_4: 0.3799 (0.3859) loss_vfl_dn_5: 0.3805 (0.3852) time: 0.4840 data: 0.0144 max mem: 5653 Epoch: [16] [1900/7393] eta: 0:44:30 lr: 0.000010 loss: 17.3396 (17.5187) loss_bbox: 0.1778 (0.1726) loss_bbox_aux_0: 0.1837 (0.1866) loss_bbox_aux_1: 0.1781 (0.1769) loss_bbox_aux_2: 0.1794 (0.1748) loss_bbox_aux_3: 0.1793 (0.1729) loss_bbox_aux_4: 0.1818 (0.1725) loss_bbox_aux_5: 0.2185 (0.2288) loss_bbox_dn_0: 0.2867 (0.3152) loss_bbox_dn_1: 0.2246 (0.2446) loss_bbox_dn_2: 0.2094 (0.2231) loss_bbox_dn_3: 0.2032 (0.2155) loss_bbox_dn_4: 0.2014 (0.2138) loss_bbox_dn_5: 0.2015 (0.2137) loss_giou: 0.4757 (0.5124) loss_giou_aux_0: 0.4880 (0.5391) loss_giou_aux_1: 0.4672 (0.5212) loss_giou_aux_2: 0.4635 (0.5170) loss_giou_aux_3: 0.4787 (0.5133) loss_giou_aux_4: 0.4774 (0.5125) loss_giou_aux_5: 0.5501 (0.6121) loss_giou_dn_0: 0.6121 (0.6426) loss_giou_dn_1: 0.5136 (0.5388) loss_giou_dn_2: 0.4817 (0.5115) loss_giou_dn_3: 0.4747 (0.5028) loss_giou_dn_4: 0.4733 (0.5006) loss_giou_dn_5: 0.4733 (0.5008) loss_vfl: 0.6749 (0.7252) loss_vfl_aux_0: 0.8244 (0.8579) loss_vfl_aux_1: 0.7784 (0.8037) loss_vfl_aux_2: 0.7199 (0.7563) loss_vfl_aux_3: 0.6880 (0.7372) loss_vfl_aux_4: 0.6750 (0.7287) loss_vfl_aux_5: 0.8040 (0.8295) loss_vfl_dn_0: 0.4692 (0.4735) loss_vfl_dn_1: 0.4156 (0.4141) loss_vfl_dn_2: 0.3963 (0.3966) loss_vfl_dn_3: 0.3894 (0.3890) loss_vfl_dn_4: 0.3867 (0.3861) loss_vfl_dn_5: 0.3833 (0.3853) time: 0.4585 data: 0.0144 max mem: 5653 Epoch: [16] [2000/7393] eta: 0:43:37 lr: 0.000010 loss: 17.6437 (17.5187) loss_bbox: 0.1695 (0.1725) loss_bbox_aux_0: 0.1763 (0.1864) loss_bbox_aux_1: 0.1726 (0.1767) loss_bbox_aux_2: 0.1727 (0.1747) loss_bbox_aux_3: 0.1693 (0.1727) loss_bbox_aux_4: 0.1695 (0.1724) loss_bbox_aux_5: 0.2096 (0.2284) loss_bbox_dn_0: 0.2728 (0.3149) loss_bbox_dn_1: 0.2215 (0.2444) loss_bbox_dn_2: 0.2006 (0.2230) loss_bbox_dn_3: 0.1899 (0.2154) loss_bbox_dn_4: 0.1871 (0.2137) loss_bbox_dn_5: 0.1870 (0.2137) loss_giou: 0.4926 (0.5124) loss_giou_aux_0: 0.5099 (0.5390) loss_giou_aux_1: 0.4849 (0.5211) loss_giou_aux_2: 0.4947 (0.5170) loss_giou_aux_3: 0.4981 (0.5134) loss_giou_aux_4: 0.4908 (0.5125) loss_giou_aux_5: 0.5742 (0.6120) loss_giou_dn_0: 0.6382 (0.6429) loss_giou_dn_1: 0.5386 (0.5390) loss_giou_dn_2: 0.5122 (0.5117) loss_giou_dn_3: 0.5031 (0.5029) loss_giou_dn_4: 0.5024 (0.5008) loss_giou_dn_5: 0.5024 (0.5010) loss_vfl: 0.7252 (0.7255) loss_vfl_aux_0: 0.8685 (0.8583) loss_vfl_aux_1: 0.8006 (0.8038) loss_vfl_aux_2: 0.7631 (0.7563) loss_vfl_aux_3: 0.7268 (0.7373) loss_vfl_aux_4: 0.7308 (0.7290) loss_vfl_aux_5: 0.8564 (0.8297) loss_vfl_dn_0: 0.4750 (0.4734) loss_vfl_dn_1: 0.4146 (0.4141) loss_vfl_dn_2: 0.4008 (0.3965) loss_vfl_dn_3: 0.3940 (0.3889) loss_vfl_dn_4: 0.3910 (0.3861) loss_vfl_dn_5: 0.3874 (0.3853) time: 0.4693 data: 0.0141 max mem: 5653 Epoch: [16] [2100/7393] eta: 0:42:45 lr: 0.000010 loss: 17.5792 (17.5236) loss_bbox: 0.1641 (0.1723) loss_bbox_aux_0: 0.1740 (0.1861) loss_bbox_aux_1: 0.1689 (0.1765) loss_bbox_aux_2: 0.1690 (0.1744) loss_bbox_aux_3: 0.1640 (0.1726) loss_bbox_aux_4: 0.1642 (0.1722) loss_bbox_aux_5: 0.2229 (0.2281) loss_bbox_dn_0: 0.3187 (0.3144) loss_bbox_dn_1: 0.2384 (0.2439) loss_bbox_dn_2: 0.2114 (0.2225) loss_bbox_dn_3: 0.2064 (0.2149) loss_bbox_dn_4: 0.2044 (0.2132) loss_bbox_dn_5: 0.2043 (0.2132) loss_giou: 0.4882 (0.5132) loss_giou_aux_0: 0.5082 (0.5397) loss_giou_aux_1: 0.4898 (0.5219) loss_giou_aux_2: 0.4952 (0.5177) loss_giou_aux_3: 0.4891 (0.5141) loss_giou_aux_4: 0.4881 (0.5132) loss_giou_aux_5: 0.5895 (0.6127) loss_giou_dn_0: 0.6495 (0.6433) loss_giou_dn_1: 0.5374 (0.5394) loss_giou_dn_2: 0.4979 (0.5120) loss_giou_dn_3: 0.4925 (0.5033) loss_giou_dn_4: 0.4916 (0.5012) loss_giou_dn_5: 0.4926 (0.5013) loss_vfl: 0.6777 (0.7257) loss_vfl_aux_0: 0.8029 (0.8587) loss_vfl_aux_1: 0.7717 (0.8041) loss_vfl_aux_2: 0.7053 (0.7567) loss_vfl_aux_3: 0.6791 (0.7375) loss_vfl_aux_4: 0.6750 (0.7293) loss_vfl_aux_5: 0.7961 (0.8299) loss_vfl_dn_0: 0.4659 (0.4734) loss_vfl_dn_1: 0.4131 (0.4141) loss_vfl_dn_2: 0.3996 (0.3966) loss_vfl_dn_3: 0.3861 (0.3890) loss_vfl_dn_4: 0.3843 (0.3861) loss_vfl_dn_5: 0.3849 (0.3853) time: 0.4641 data: 0.0141 max mem: 5653 Epoch: [16] [2200/7393] eta: 0:41:53 lr: 0.000010 loss: 17.7516 (17.5187) loss_bbox: 0.1762 (0.1725) loss_bbox_aux_0: 0.1804 (0.1861) loss_bbox_aux_1: 0.1775 (0.1766) loss_bbox_aux_2: 0.1744 (0.1745) loss_bbox_aux_3: 0.1757 (0.1727) loss_bbox_aux_4: 0.1754 (0.1723) loss_bbox_aux_5: 0.2175 (0.2280) loss_bbox_dn_0: 0.2838 (0.3142) loss_bbox_dn_1: 0.2151 (0.2437) loss_bbox_dn_2: 0.1927 (0.2223) loss_bbox_dn_3: 0.1843 (0.2147) loss_bbox_dn_4: 0.1820 (0.2130) loss_bbox_dn_5: 0.1828 (0.2129) loss_giou: 0.5250 (0.5133) loss_giou_aux_0: 0.5480 (0.5397) loss_giou_aux_1: 0.5205 (0.5220) loss_giou_aux_2: 0.5250 (0.5178) loss_giou_aux_3: 0.5173 (0.5143) loss_giou_aux_4: 0.5296 (0.5134) loss_giou_aux_5: 0.6341 (0.6127) loss_giou_dn_0: 0.6520 (0.6433) loss_giou_dn_1: 0.5464 (0.5391) loss_giou_dn_2: 0.5162 (0.5119) loss_giou_dn_3: 0.5046 (0.5031) loss_giou_dn_4: 0.5009 (0.5010) loss_giou_dn_5: 0.5010 (0.5012) loss_vfl: 0.6831 (0.7252) loss_vfl_aux_0: 0.8461 (0.8582) loss_vfl_aux_1: 0.7644 (0.8034) loss_vfl_aux_2: 0.7195 (0.7562) loss_vfl_aux_3: 0.6976 (0.7368) loss_vfl_aux_4: 0.6923 (0.7287) loss_vfl_aux_5: 0.7865 (0.8294) loss_vfl_dn_0: 0.4710 (0.4734) loss_vfl_dn_1: 0.4142 (0.4142) loss_vfl_dn_2: 0.3967 (0.3966) loss_vfl_dn_3: 0.3897 (0.3890) loss_vfl_dn_4: 0.3900 (0.3861) loss_vfl_dn_5: 0.3885 (0.3853) time: 0.4806 data: 0.0138 max mem: 5653 Epoch: [16] [2300/7393] eta: 0:41:01 lr: 0.000010 loss: 17.5694 (17.5209) loss_bbox: 0.1692 (0.1726) loss_bbox_aux_0: 0.1855 (0.1860) loss_bbox_aux_1: 0.1677 (0.1767) loss_bbox_aux_2: 0.1682 (0.1745) loss_bbox_aux_3: 0.1652 (0.1727) loss_bbox_aux_4: 0.1634 (0.1723) loss_bbox_aux_5: 0.2069 (0.2278) loss_bbox_dn_0: 0.3072 (0.3140) loss_bbox_dn_1: 0.2333 (0.2437) loss_bbox_dn_2: 0.2156 (0.2224) loss_bbox_dn_3: 0.2095 (0.2148) loss_bbox_dn_4: 0.2090 (0.2131) loss_bbox_dn_5: 0.2091 (0.2131) loss_giou: 0.4947 (0.5137) loss_giou_aux_0: 0.5328 (0.5400) loss_giou_aux_1: 0.5127 (0.5224) loss_giou_aux_2: 0.4957 (0.5182) loss_giou_aux_3: 0.4951 (0.5147) loss_giou_aux_4: 0.4943 (0.5138) loss_giou_aux_5: 0.6220 (0.6131) loss_giou_dn_0: 0.6343 (0.6436) loss_giou_dn_1: 0.5277 (0.5395) loss_giou_dn_2: 0.5007 (0.5123) loss_giou_dn_3: 0.4924 (0.5036) loss_giou_dn_4: 0.4910 (0.5015) loss_giou_dn_5: 0.4917 (0.5016) loss_vfl: 0.7026 (0.7249) loss_vfl_aux_0: 0.8523 (0.8576) loss_vfl_aux_1: 0.7608 (0.8026) loss_vfl_aux_2: 0.7334 (0.7558) loss_vfl_aux_3: 0.7223 (0.7366) loss_vfl_aux_4: 0.7121 (0.7284) loss_vfl_aux_5: 0.8201 (0.8288) loss_vfl_dn_0: 0.4665 (0.4733) loss_vfl_dn_1: 0.4115 (0.4141) loss_vfl_dn_2: 0.3966 (0.3966) loss_vfl_dn_3: 0.3910 (0.3890) loss_vfl_dn_4: 0.3881 (0.3862) loss_vfl_dn_5: 0.3858 (0.3854) time: 0.4622 data: 0.0141 max mem: 5653 Epoch: [16] [2400/7393] eta: 0:40:11 lr: 0.000010 loss: 16.8874 (17.5122) loss_bbox: 0.1651 (0.1724) loss_bbox_aux_0: 0.1856 (0.1859) loss_bbox_aux_1: 0.1735 (0.1765) loss_bbox_aux_2: 0.1721 (0.1744) loss_bbox_aux_3: 0.1733 (0.1726) loss_bbox_aux_4: 0.1629 (0.1722) loss_bbox_aux_5: 0.2377 (0.2275) loss_bbox_dn_0: 0.3269 (0.3139) loss_bbox_dn_1: 0.2522 (0.2436) loss_bbox_dn_2: 0.2228 (0.2223) loss_bbox_dn_3: 0.2132 (0.2147) loss_bbox_dn_4: 0.2121 (0.2130) loss_bbox_dn_5: 0.2122 (0.2130) loss_giou: 0.4666 (0.5134) loss_giou_aux_0: 0.4796 (0.5395) loss_giou_aux_1: 0.4695 (0.5220) loss_giou_aux_2: 0.4649 (0.5178) loss_giou_aux_3: 0.4666 (0.5144) loss_giou_aux_4: 0.4619 (0.5135) loss_giou_aux_5: 0.5670 (0.6127) loss_giou_dn_0: 0.6054 (0.6432) loss_giou_dn_1: 0.5053 (0.5392) loss_giou_dn_2: 0.4758 (0.5119) loss_giou_dn_3: 0.4664 (0.5032) loss_giou_dn_4: 0.4612 (0.5011) loss_giou_dn_5: 0.4616 (0.5012) loss_vfl: 0.6801 (0.7247) loss_vfl_aux_0: 0.8520 (0.8572) loss_vfl_aux_1: 0.7744 (0.8022) loss_vfl_aux_2: 0.7470 (0.7556) loss_vfl_aux_3: 0.7008 (0.7364) loss_vfl_aux_4: 0.6942 (0.7282) loss_vfl_aux_5: 0.8198 (0.8288) loss_vfl_dn_0: 0.4749 (0.4733) loss_vfl_dn_1: 0.4110 (0.4140) loss_vfl_dn_2: 0.3908 (0.3965) loss_vfl_dn_3: 0.3837 (0.3889) loss_vfl_dn_4: 0.3819 (0.3860) loss_vfl_dn_5: 0.3803 (0.3853) time: 0.4741 data: 0.0140 max mem: 5653 Epoch: [16] [2500/7393] eta: 0:39:19 lr: 0.000010 loss: 16.5432 (17.5086) loss_bbox: 0.1731 (0.1722) loss_bbox_aux_0: 0.1838 (0.1857) loss_bbox_aux_1: 0.1694 (0.1764) loss_bbox_aux_2: 0.1720 (0.1742) loss_bbox_aux_3: 0.1685 (0.1724) loss_bbox_aux_4: 0.1731 (0.1719) loss_bbox_aux_5: 0.2277 (0.2275) loss_bbox_dn_0: 0.3071 (0.3137) loss_bbox_dn_1: 0.2303 (0.2434) loss_bbox_dn_2: 0.2108 (0.2221) loss_bbox_dn_3: 0.2033 (0.2145) loss_bbox_dn_4: 0.2043 (0.2128) loss_bbox_dn_5: 0.2046 (0.2128) loss_giou: 0.4141 (0.5138) loss_giou_aux_0: 0.4427 (0.5399) loss_giou_aux_1: 0.4102 (0.5225) loss_giou_aux_2: 0.4151 (0.5182) loss_giou_aux_3: 0.4153 (0.5149) loss_giou_aux_4: 0.4122 (0.5140) loss_giou_aux_5: 0.5246 (0.6132) loss_giou_dn_0: 0.5884 (0.6432) loss_giou_dn_1: 0.4781 (0.5393) loss_giou_dn_2: 0.4428 (0.5120) loss_giou_dn_3: 0.4316 (0.5033) loss_giou_dn_4: 0.4289 (0.5012) loss_giou_dn_5: 0.4283 (0.5014) loss_vfl: 0.7099 (0.7243) loss_vfl_aux_0: 0.8649 (0.8567) loss_vfl_aux_1: 0.7967 (0.8015) loss_vfl_aux_2: 0.7288 (0.7552) loss_vfl_aux_3: 0.7200 (0.7357) loss_vfl_aux_4: 0.7102 (0.7276) loss_vfl_aux_5: 0.8591 (0.8282) loss_vfl_dn_0: 0.4693 (0.4731) loss_vfl_dn_1: 0.4045 (0.4138) loss_vfl_dn_2: 0.3865 (0.3962) loss_vfl_dn_3: 0.3780 (0.3887) loss_vfl_dn_4: 0.3746 (0.3858) loss_vfl_dn_5: 0.3727 (0.3851) time: 0.4669 data: 0.0148 max mem: 5653 Epoch: [16] [2600/7393] eta: 0:38:28 lr: 0.000010 loss: 18.1195 (17.5087) loss_bbox: 0.1724 (0.1722) loss_bbox_aux_0: 0.1920 (0.1856) loss_bbox_aux_1: 0.1762 (0.1763) loss_bbox_aux_2: 0.1743 (0.1741) loss_bbox_aux_3: 0.1714 (0.1723) loss_bbox_aux_4: 0.1724 (0.1719) loss_bbox_aux_5: 0.2365 (0.2275) loss_bbox_dn_0: 0.3113 (0.3137) loss_bbox_dn_1: 0.2367 (0.2434) loss_bbox_dn_2: 0.2158 (0.2220) loss_bbox_dn_3: 0.2095 (0.2145) loss_bbox_dn_4: 0.2082 (0.2127) loss_bbox_dn_5: 0.2087 (0.2127) loss_giou: 0.5193 (0.5140) loss_giou_aux_0: 0.5426 (0.5400) loss_giou_aux_1: 0.5249 (0.5227) loss_giou_aux_2: 0.5187 (0.5184) loss_giou_aux_3: 0.5158 (0.5150) loss_giou_aux_4: 0.5179 (0.5141) loss_giou_aux_5: 0.6081 (0.6134) loss_giou_dn_0: 0.6519 (0.6434) loss_giou_dn_1: 0.5388 (0.5394) loss_giou_dn_2: 0.5181 (0.5122) loss_giou_dn_3: 0.5086 (0.5035) loss_giou_dn_4: 0.5062 (0.5014) loss_giou_dn_5: 0.5063 (0.5016) loss_vfl: 0.7101 (0.7240) loss_vfl_aux_0: 0.8296 (0.8566) loss_vfl_aux_1: 0.8221 (0.8015) loss_vfl_aux_2: 0.7326 (0.7550) loss_vfl_aux_3: 0.7191 (0.7356) loss_vfl_aux_4: 0.7212 (0.7274) loss_vfl_aux_5: 0.8133 (0.8281) loss_vfl_dn_0: 0.4645 (0.4730) loss_vfl_dn_1: 0.4169 (0.4137) loss_vfl_dn_2: 0.3994 (0.3962) loss_vfl_dn_3: 0.3940 (0.3886) loss_vfl_dn_4: 0.3923 (0.3858) loss_vfl_dn_5: 0.3919 (0.3850) time: 0.4631 data: 0.0143 max mem: 5653 Epoch: [16] [2700/7393] eta: 0:37:37 lr: 0.000010 loss: 17.5475 (17.5108) loss_bbox: 0.1835 (0.1722) loss_bbox_aux_0: 0.1927 (0.1857) loss_bbox_aux_1: 0.1724 (0.1763) loss_bbox_aux_2: 0.1784 (0.1741) loss_bbox_aux_3: 0.1825 (0.1724) loss_bbox_aux_4: 0.1828 (0.1720) loss_bbox_aux_5: 0.2380 (0.2276) loss_bbox_dn_0: 0.3179 (0.3137) loss_bbox_dn_1: 0.2471 (0.2434) loss_bbox_dn_2: 0.2236 (0.2220) loss_bbox_dn_3: 0.2183 (0.2145) loss_bbox_dn_4: 0.2189 (0.2127) loss_bbox_dn_5: 0.2190 (0.2127) loss_giou: 0.5016 (0.5141) loss_giou_aux_0: 0.5274 (0.5400) loss_giou_aux_1: 0.5010 (0.5227) loss_giou_aux_2: 0.5005 (0.5184) loss_giou_aux_3: 0.5037 (0.5151) loss_giou_aux_4: 0.5027 (0.5142) loss_giou_aux_5: 0.6116 (0.6135) loss_giou_dn_0: 0.6310 (0.6434) loss_giou_dn_1: 0.5245 (0.5395) loss_giou_dn_2: 0.4917 (0.5122) loss_giou_dn_3: 0.4851 (0.5036) loss_giou_dn_4: 0.4828 (0.5015) loss_giou_dn_5: 0.4838 (0.5016) loss_vfl: 0.7133 (0.7242) loss_vfl_aux_0: 0.8493 (0.8567) loss_vfl_aux_1: 0.7963 (0.8017) loss_vfl_aux_2: 0.7505 (0.7552) loss_vfl_aux_3: 0.7405 (0.7357) loss_vfl_aux_4: 0.7165 (0.7276) loss_vfl_aux_5: 0.8037 (0.8282) loss_vfl_dn_0: 0.4676 (0.4730) loss_vfl_dn_1: 0.4108 (0.4137) loss_vfl_dn_2: 0.3971 (0.3962) loss_vfl_dn_3: 0.3888 (0.3887) loss_vfl_dn_4: 0.3888 (0.3858) loss_vfl_dn_5: 0.3871 (0.3850) time: 0.4627 data: 0.0140 max mem: 5653 Epoch: [16] [2800/7393] eta: 0:36:47 lr: 0.000010 loss: 17.4465 (17.5168) loss_bbox: 0.1527 (0.1723) loss_bbox_aux_0: 0.1715 (0.1859) loss_bbox_aux_1: 0.1649 (0.1765) loss_bbox_aux_2: 0.1630 (0.1743) loss_bbox_aux_3: 0.1599 (0.1725) loss_bbox_aux_4: 0.1589 (0.1721) loss_bbox_aux_5: 0.2074 (0.2277) loss_bbox_dn_0: 0.3033 (0.3139) loss_bbox_dn_1: 0.2307 (0.2437) loss_bbox_dn_2: 0.2075 (0.2222) loss_bbox_dn_3: 0.1999 (0.2147) loss_bbox_dn_4: 0.1978 (0.2130) loss_bbox_dn_5: 0.1978 (0.2130) loss_giou: 0.4923 (0.5139) loss_giou_aux_0: 0.5143 (0.5399) loss_giou_aux_1: 0.4995 (0.5226) loss_giou_aux_2: 0.4934 (0.5183) loss_giou_aux_3: 0.5033 (0.5149) loss_giou_aux_4: 0.4918 (0.5140) loss_giou_aux_5: 0.5801 (0.6132) loss_giou_dn_0: 0.6307 (0.6434) loss_giou_dn_1: 0.5503 (0.5396) loss_giou_dn_2: 0.5313 (0.5123) loss_giou_dn_3: 0.5166 (0.5036) loss_giou_dn_4: 0.5138 (0.5015) loss_giou_dn_5: 0.5132 (0.5017) loss_vfl: 0.6978 (0.7249) loss_vfl_aux_0: 0.8430 (0.8570) loss_vfl_aux_1: 0.7771 (0.8020) loss_vfl_aux_2: 0.7493 (0.7558) loss_vfl_aux_3: 0.7122 (0.7363) loss_vfl_aux_4: 0.7043 (0.7282) loss_vfl_aux_5: 0.8541 (0.8288) loss_vfl_dn_0: 0.4760 (0.4731) loss_vfl_dn_1: 0.4185 (0.4138) loss_vfl_dn_2: 0.4004 (0.3963) loss_vfl_dn_3: 0.3903 (0.3888) loss_vfl_dn_4: 0.3879 (0.3859) loss_vfl_dn_5: 0.3860 (0.3851) time: 0.4770 data: 0.0139 max mem: 5653 Epoch: [16] [2900/7393] eta: 0:36:04 lr: 0.000010 loss: 17.4848 (17.5129) loss_bbox: 0.1659 (0.1723) loss_bbox_aux_0: 0.1820 (0.1859) loss_bbox_aux_1: 0.1718 (0.1765) loss_bbox_aux_2: 0.1647 (0.1742) loss_bbox_aux_3: 0.1626 (0.1725) loss_bbox_aux_4: 0.1616 (0.1721) loss_bbox_aux_5: 0.2200 (0.2277) loss_bbox_dn_0: 0.2999 (0.3139) loss_bbox_dn_1: 0.2372 (0.2437) loss_bbox_dn_2: 0.2249 (0.2223) loss_bbox_dn_3: 0.2161 (0.2147) loss_bbox_dn_4: 0.2136 (0.2130) loss_bbox_dn_5: 0.2133 (0.2130) loss_giou: 0.4869 (0.5137) loss_giou_aux_0: 0.4901 (0.5397) loss_giou_aux_1: 0.4958 (0.5225) loss_giou_aux_2: 0.4938 (0.5181) loss_giou_aux_3: 0.4914 (0.5147) loss_giou_aux_4: 0.4825 (0.5139) loss_giou_aux_5: 0.5524 (0.6130) loss_giou_dn_0: 0.6457 (0.6432) loss_giou_dn_1: 0.5324 (0.5394) loss_giou_dn_2: 0.5003 (0.5121) loss_giou_dn_3: 0.4930 (0.5034) loss_giou_dn_4: 0.4916 (0.5013) loss_giou_dn_5: 0.4916 (0.5015) loss_vfl: 0.7300 (0.7248) loss_vfl_aux_0: 0.8595 (0.8570) loss_vfl_aux_1: 0.8034 (0.8017) loss_vfl_aux_2: 0.7677 (0.7555) loss_vfl_aux_3: 0.7413 (0.7363) loss_vfl_aux_4: 0.7373 (0.7280) loss_vfl_aux_5: 0.8282 (0.8288) loss_vfl_dn_0: 0.4689 (0.4730) loss_vfl_dn_1: 0.4068 (0.4137) loss_vfl_dn_2: 0.3925 (0.3962) loss_vfl_dn_3: 0.3848 (0.3887) loss_vfl_dn_4: 0.3810 (0.3858) loss_vfl_dn_5: 0.3815 (0.3850) time: 0.4632 data: 0.0144 max mem: 5653 Epoch: [16] [3000/7393] eta: 0:35:23 lr: 0.000010 loss: 17.5223 (17.5156) loss_bbox: 0.1569 (0.1723) loss_bbox_aux_0: 0.1671 (0.1859) loss_bbox_aux_1: 0.1520 (0.1765) loss_bbox_aux_2: 0.1522 (0.1742) loss_bbox_aux_3: 0.1574 (0.1724) loss_bbox_aux_4: 0.1568 (0.1721) loss_bbox_aux_5: 0.1983 (0.2278) loss_bbox_dn_0: 0.2776 (0.3140) loss_bbox_dn_1: 0.2243 (0.2438) loss_bbox_dn_2: 0.2030 (0.2223) loss_bbox_dn_3: 0.1930 (0.2148) loss_bbox_dn_4: 0.1918 (0.2131) loss_bbox_dn_5: 0.1919 (0.2131) loss_giou: 0.4768 (0.5137) loss_giou_aux_0: 0.5118 (0.5398) loss_giou_aux_1: 0.5015 (0.5226) loss_giou_aux_2: 0.4844 (0.5182) loss_giou_aux_3: 0.4807 (0.5147) loss_giou_aux_4: 0.4764 (0.5139) loss_giou_aux_5: 0.5939 (0.6130) loss_giou_dn_0: 0.6254 (0.6432) loss_giou_dn_1: 0.5175 (0.5394) loss_giou_dn_2: 0.4871 (0.5121) loss_giou_dn_3: 0.4804 (0.5034) loss_giou_dn_4: 0.4800 (0.5014) loss_giou_dn_5: 0.4807 (0.5015) loss_vfl: 0.7202 (0.7252) loss_vfl_aux_0: 0.8357 (0.8569) loss_vfl_aux_1: 0.7848 (0.8018) loss_vfl_aux_2: 0.7439 (0.7558) loss_vfl_aux_3: 0.7247 (0.7367) loss_vfl_aux_4: 0.7201 (0.7284) loss_vfl_aux_5: 0.8121 (0.8287) loss_vfl_dn_0: 0.4760 (0.4731) loss_vfl_dn_1: 0.4078 (0.4137) loss_vfl_dn_2: 0.3928 (0.3963) loss_vfl_dn_3: 0.3848 (0.3888) loss_vfl_dn_4: 0.3824 (0.3859) loss_vfl_dn_5: 0.3804 (0.3851) time: 0.4657 data: 0.0135 max mem: 5653 Epoch: [16] [3100/7393] eta: 0:34:34 lr: 0.000010 loss: 17.5326 (17.5200) loss_bbox: 0.1594 (0.1724) loss_bbox_aux_0: 0.1845 (0.1860) loss_bbox_aux_1: 0.1734 (0.1766) loss_bbox_aux_2: 0.1651 (0.1743) loss_bbox_aux_3: 0.1643 (0.1725) loss_bbox_aux_4: 0.1596 (0.1722) loss_bbox_aux_5: 0.2209 (0.2279) loss_bbox_dn_0: 0.2908 (0.3141) loss_bbox_dn_1: 0.2417 (0.2440) loss_bbox_dn_2: 0.2221 (0.2225) loss_bbox_dn_3: 0.2151 (0.2150) loss_bbox_dn_4: 0.2139 (0.2133) loss_bbox_dn_5: 0.2138 (0.2133) loss_giou: 0.5359 (0.5138) loss_giou_aux_0: 0.5380 (0.5397) loss_giou_aux_1: 0.5362 (0.5226) loss_giou_aux_2: 0.5367 (0.5183) loss_giou_aux_3: 0.5252 (0.5148) loss_giou_aux_4: 0.5374 (0.5139) loss_giou_aux_5: 0.6409 (0.6130) loss_giou_dn_0: 0.6493 (0.6434) loss_giou_dn_1: 0.5489 (0.5395) loss_giou_dn_2: 0.5244 (0.5122) loss_giou_dn_3: 0.5219 (0.5035) loss_giou_dn_4: 0.5189 (0.5015) loss_giou_dn_5: 0.5194 (0.5016) loss_vfl: 0.7034 (0.7254) loss_vfl_aux_0: 0.8470 (0.8571) loss_vfl_aux_1: 0.7688 (0.8018) loss_vfl_aux_2: 0.7174 (0.7559) loss_vfl_aux_3: 0.7070 (0.7369) loss_vfl_aux_4: 0.7021 (0.7285) loss_vfl_aux_5: 0.7824 (0.8290) loss_vfl_dn_0: 0.4709 (0.4730) loss_vfl_dn_1: 0.4161 (0.4138) loss_vfl_dn_2: 0.3958 (0.3964) loss_vfl_dn_3: 0.3917 (0.3889) loss_vfl_dn_4: 0.3908 (0.3860) loss_vfl_dn_5: 0.3880 (0.3852) time: 0.4730 data: 0.0139 max mem: 5653 Epoch: [16] [3200/7393] eta: 0:33:44 lr: 0.000010 loss: 18.1444 (17.5170) loss_bbox: 0.1646 (0.1724) loss_bbox_aux_0: 0.1697 (0.1861) loss_bbox_aux_1: 0.1670 (0.1767) loss_bbox_aux_2: 0.1644 (0.1744) loss_bbox_aux_3: 0.1638 (0.1726) loss_bbox_aux_4: 0.1557 (0.1723) loss_bbox_aux_5: 0.2123 (0.2280) loss_bbox_dn_0: 0.2714 (0.3139) loss_bbox_dn_1: 0.2179 (0.2438) loss_bbox_dn_2: 0.2037 (0.2224) loss_bbox_dn_3: 0.1952 (0.2149) loss_bbox_dn_4: 0.1910 (0.2132) loss_bbox_dn_5: 0.1911 (0.2132) loss_giou: 0.5417 (0.5139) loss_giou_aux_0: 0.5544 (0.5399) loss_giou_aux_1: 0.5619 (0.5228) loss_giou_aux_2: 0.5445 (0.5184) loss_giou_aux_3: 0.5450 (0.5149) loss_giou_aux_4: 0.5420 (0.5141) loss_giou_aux_5: 0.6415 (0.6132) loss_giou_dn_0: 0.6547 (0.6434) loss_giou_dn_1: 0.5611 (0.5396) loss_giou_dn_2: 0.5281 (0.5123) loss_giou_dn_3: 0.5209 (0.5036) loss_giou_dn_4: 0.5192 (0.5016) loss_giou_dn_5: 0.5191 (0.5017) loss_vfl: 0.7034 (0.7250) loss_vfl_aux_0: 0.8105 (0.8563) loss_vfl_aux_1: 0.7656 (0.8012) loss_vfl_aux_2: 0.7429 (0.7556) loss_vfl_aux_3: 0.6972 (0.7365) loss_vfl_aux_4: 0.6958 (0.7282) loss_vfl_aux_5: 0.8034 (0.8283) loss_vfl_dn_0: 0.4630 (0.4729) loss_vfl_dn_1: 0.4085 (0.4137) loss_vfl_dn_2: 0.3943 (0.3963) loss_vfl_dn_3: 0.3861 (0.3888) loss_vfl_dn_4: 0.3826 (0.3859) loss_vfl_dn_5: 0.3828 (0.3851) time: 0.4740 data: 0.0140 max mem: 5653 Epoch: [16] [3300/7393] eta: 0:32:55 lr: 0.000010 loss: 17.6760 (17.5174) loss_bbox: 0.1581 (0.1725) loss_bbox_aux_0: 0.1702 (0.1862) loss_bbox_aux_1: 0.1682 (0.1768) loss_bbox_aux_2: 0.1656 (0.1744) loss_bbox_aux_3: 0.1559 (0.1727) loss_bbox_aux_4: 0.1588 (0.1723) loss_bbox_aux_5: 0.2229 (0.2281) loss_bbox_dn_0: 0.3099 (0.3141) loss_bbox_dn_1: 0.2376 (0.2440) loss_bbox_dn_2: 0.2106 (0.2225) loss_bbox_dn_3: 0.1995 (0.2150) loss_bbox_dn_4: 0.1971 (0.2133) loss_bbox_dn_5: 0.1972 (0.2133) loss_giou: 0.4599 (0.5137) loss_giou_aux_0: 0.4751 (0.5397) loss_giou_aux_1: 0.4640 (0.5226) loss_giou_aux_2: 0.4657 (0.5182) loss_giou_aux_3: 0.4637 (0.5147) loss_giou_aux_4: 0.4618 (0.5139) loss_giou_aux_5: 0.5628 (0.6131) loss_giou_dn_0: 0.6055 (0.6432) loss_giou_dn_1: 0.5129 (0.5394) loss_giou_dn_2: 0.4856 (0.5121) loss_giou_dn_3: 0.4692 (0.5034) loss_giou_dn_4: 0.4710 (0.5013) loss_giou_dn_5: 0.4710 (0.5015) loss_vfl: 0.7408 (0.7251) loss_vfl_aux_0: 0.8985 (0.8566) loss_vfl_aux_1: 0.8502 (0.8013) loss_vfl_aux_2: 0.7562 (0.7559) loss_vfl_aux_3: 0.7497 (0.7367) loss_vfl_aux_4: 0.7281 (0.7283) loss_vfl_aux_5: 0.8661 (0.8285) loss_vfl_dn_0: 0.4819 (0.4730) loss_vfl_dn_1: 0.4162 (0.4137) loss_vfl_dn_2: 0.4016 (0.3963) loss_vfl_dn_3: 0.3921 (0.3888) loss_vfl_dn_4: 0.3861 (0.3859) loss_vfl_dn_5: 0.3883 (0.3852) time: 0.4812 data: 0.0143 max mem: 5653 Epoch: [16] [3400/7393] eta: 0:32:05 lr: 0.000010 loss: 17.6293 (17.5216) loss_bbox: 0.1738 (0.1725) loss_bbox_aux_0: 0.1797 (0.1862) loss_bbox_aux_1: 0.1736 (0.1768) loss_bbox_aux_2: 0.1752 (0.1744) loss_bbox_aux_3: 0.1756 (0.1727) loss_bbox_aux_4: 0.1759 (0.1723) loss_bbox_aux_5: 0.2138 (0.2282) loss_bbox_dn_0: 0.2820 (0.3142) loss_bbox_dn_1: 0.2231 (0.2441) loss_bbox_dn_2: 0.2086 (0.2226) loss_bbox_dn_3: 0.2013 (0.2151) loss_bbox_dn_4: 0.1998 (0.2134) loss_bbox_dn_5: 0.1999 (0.2134) loss_giou: 0.4915 (0.5139) loss_giou_aux_0: 0.5075 (0.5400) loss_giou_aux_1: 0.4962 (0.5228) loss_giou_aux_2: 0.4931 (0.5184) loss_giou_aux_3: 0.4958 (0.5150) loss_giou_aux_4: 0.5005 (0.5141) loss_giou_aux_5: 0.5746 (0.6134) loss_giou_dn_0: 0.6180 (0.6433) loss_giou_dn_1: 0.5372 (0.5396) loss_giou_dn_2: 0.5062 (0.5123) loss_giou_dn_3: 0.4912 (0.5036) loss_giou_dn_4: 0.4882 (0.5015) loss_giou_dn_5: 0.4879 (0.5017) loss_vfl: 0.7298 (0.7253) loss_vfl_aux_0: 0.8658 (0.8564) loss_vfl_aux_1: 0.8524 (0.8014) loss_vfl_aux_2: 0.7789 (0.7561) loss_vfl_aux_3: 0.7421 (0.7369) loss_vfl_aux_4: 0.7354 (0.7285) loss_vfl_aux_5: 0.8595 (0.8285) loss_vfl_dn_0: 0.4716 (0.4729) loss_vfl_dn_1: 0.4100 (0.4137) loss_vfl_dn_2: 0.3952 (0.3964) loss_vfl_dn_3: 0.3850 (0.3889) loss_vfl_dn_4: 0.3805 (0.3860) loss_vfl_dn_5: 0.3799 (0.3852) time: 0.4704 data: 0.0145 max mem: 5653 Epoch: [16] [3500/7393] eta: 0:31:15 lr: 0.000010 loss: 17.3674 (17.5170) loss_bbox: 0.1705 (0.1725) loss_bbox_aux_0: 0.1715 (0.1861) loss_bbox_aux_1: 0.1647 (0.1767) loss_bbox_aux_2: 0.1643 (0.1745) loss_bbox_aux_3: 0.1618 (0.1727) loss_bbox_aux_4: 0.1662 (0.1723) loss_bbox_aux_5: 0.2015 (0.2281) loss_bbox_dn_0: 0.3075 (0.3140) loss_bbox_dn_1: 0.2390 (0.2439) loss_bbox_dn_2: 0.2276 (0.2224) loss_bbox_dn_3: 0.2217 (0.2149) loss_bbox_dn_4: 0.2216 (0.2132) loss_bbox_dn_5: 0.2215 (0.2132) loss_giou: 0.5071 (0.5140) loss_giou_aux_0: 0.5460 (0.5400) loss_giou_aux_1: 0.5289 (0.5228) loss_giou_aux_2: 0.5149 (0.5185) loss_giou_aux_3: 0.5090 (0.5150) loss_giou_aux_4: 0.5059 (0.5141) loss_giou_aux_5: 0.6145 (0.6134) loss_giou_dn_0: 0.6551 (0.6432) loss_giou_dn_1: 0.5344 (0.5395) loss_giou_dn_2: 0.5010 (0.5122) loss_giou_dn_3: 0.4931 (0.5035) loss_giou_dn_4: 0.4928 (0.5014) loss_giou_dn_5: 0.4929 (0.5016) loss_vfl: 0.6792 (0.7249) loss_vfl_aux_0: 0.8247 (0.8561) loss_vfl_aux_1: 0.7707 (0.8011) loss_vfl_aux_2: 0.7019 (0.7557) loss_vfl_aux_3: 0.6856 (0.7364) loss_vfl_aux_4: 0.6821 (0.7282) loss_vfl_aux_5: 0.7923 (0.8281) loss_vfl_dn_0: 0.4630 (0.4728) loss_vfl_dn_1: 0.4107 (0.4137) loss_vfl_dn_2: 0.3968 (0.3964) loss_vfl_dn_3: 0.3889 (0.3888) loss_vfl_dn_4: 0.3843 (0.3860) loss_vfl_dn_5: 0.3821 (0.3852) time: 0.4679 data: 0.0136 max mem: 5653 Epoch: [16] [3600/7393] eta: 0:30:27 lr: 0.000010 loss: 17.2761 (17.5186) loss_bbox: 0.1406 (0.1724) loss_bbox_aux_0: 0.1587 (0.1861) loss_bbox_aux_1: 0.1483 (0.1767) loss_bbox_aux_2: 0.1423 (0.1744) loss_bbox_aux_3: 0.1357 (0.1725) loss_bbox_aux_4: 0.1373 (0.1722) loss_bbox_aux_5: 0.2025 (0.2280) loss_bbox_dn_0: 0.2491 (0.3136) loss_bbox_dn_1: 0.1738 (0.2436) loss_bbox_dn_2: 0.1558 (0.2221) loss_bbox_dn_3: 0.1527 (0.2147) loss_bbox_dn_4: 0.1505 (0.2130) loss_bbox_dn_5: 0.1505 (0.2129) loss_giou: 0.5270 (0.5146) loss_giou_aux_0: 0.5653 (0.5407) loss_giou_aux_1: 0.5345 (0.5235) loss_giou_aux_2: 0.5299 (0.5191) loss_giou_aux_3: 0.5247 (0.5157) loss_giou_aux_4: 0.5272 (0.5147) loss_giou_aux_5: 0.6252 (0.6139) loss_giou_dn_0: 0.6534 (0.6435) loss_giou_dn_1: 0.5543 (0.5398) loss_giou_dn_2: 0.5299 (0.5125) loss_giou_dn_3: 0.5209 (0.5039) loss_giou_dn_4: 0.5207 (0.5018) loss_giou_dn_5: 0.5219 (0.5020) loss_vfl: 0.6774 (0.7245) loss_vfl_aux_0: 0.8300 (0.8557) loss_vfl_aux_1: 0.7468 (0.8007) loss_vfl_aux_2: 0.7312 (0.7552) loss_vfl_aux_3: 0.6974 (0.7360) loss_vfl_aux_4: 0.6837 (0.7278) loss_vfl_aux_5: 0.7974 (0.8280) loss_vfl_dn_0: 0.4760 (0.4728) loss_vfl_dn_1: 0.4126 (0.4137) loss_vfl_dn_2: 0.3979 (0.3963) loss_vfl_dn_3: 0.3859 (0.3888) loss_vfl_dn_4: 0.3851 (0.3860) loss_vfl_dn_5: 0.3842 (0.3852) time: 0.4787 data: 0.0138 max mem: 5653 Epoch: [16] [3700/7393] eta: 0:29:37 lr: 0.000010 loss: 17.3706 (17.5196) loss_bbox: 0.1608 (0.1724) loss_bbox_aux_0: 0.1777 (0.1860) loss_bbox_aux_1: 0.1623 (0.1767) loss_bbox_aux_2: 0.1633 (0.1744) loss_bbox_aux_3: 0.1637 (0.1725) loss_bbox_aux_4: 0.1618 (0.1722) loss_bbox_aux_5: 0.2237 (0.2280) loss_bbox_dn_0: 0.2642 (0.3138) loss_bbox_dn_1: 0.1999 (0.2437) loss_bbox_dn_2: 0.1804 (0.2222) loss_bbox_dn_3: 0.1732 (0.2147) loss_bbox_dn_4: 0.1711 (0.2131) loss_bbox_dn_5: 0.1711 (0.2130) loss_giou: 0.4956 (0.5144) loss_giou_aux_0: 0.5283 (0.5404) loss_giou_aux_1: 0.5055 (0.5233) loss_giou_aux_2: 0.5034 (0.5189) loss_giou_aux_3: 0.4988 (0.5154) loss_giou_aux_4: 0.4958 (0.5145) loss_giou_aux_5: 0.6059 (0.6137) loss_giou_dn_0: 0.6461 (0.6434) loss_giou_dn_1: 0.5424 (0.5397) loss_giou_dn_2: 0.5121 (0.5124) loss_giou_dn_3: 0.5055 (0.5037) loss_giou_dn_4: 0.5041 (0.5016) loss_giou_dn_5: 0.5044 (0.5018) loss_vfl: 0.7303 (0.7249) loss_vfl_aux_0: 0.8353 (0.8560) loss_vfl_aux_1: 0.7975 (0.8011) loss_vfl_aux_2: 0.7408 (0.7556) loss_vfl_aux_3: 0.7207 (0.7365) loss_vfl_aux_4: 0.7123 (0.7282) loss_vfl_aux_5: 0.8090 (0.8282) loss_vfl_dn_0: 0.4593 (0.4729) loss_vfl_dn_1: 0.4145 (0.4138) loss_vfl_dn_2: 0.3949 (0.3964) loss_vfl_dn_3: 0.3904 (0.3888) loss_vfl_dn_4: 0.3841 (0.3860) loss_vfl_dn_5: 0.3845 (0.3852) time: 0.4721 data: 0.0141 max mem: 5653 Epoch: [16] [3800/7393] eta: 0:28:54 lr: 0.000010 loss: 17.2920 (17.5228) loss_bbox: 0.1555 (0.1724) loss_bbox_aux_0: 0.1623 (0.1860) loss_bbox_aux_1: 0.1541 (0.1767) loss_bbox_aux_2: 0.1545 (0.1744) loss_bbox_aux_3: 0.1586 (0.1725) loss_bbox_aux_4: 0.1550 (0.1722) loss_bbox_aux_5: 0.1988 (0.2280) loss_bbox_dn_0: 0.2847 (0.3139) loss_bbox_dn_1: 0.2098 (0.2438) loss_bbox_dn_2: 0.1922 (0.2224) loss_bbox_dn_3: 0.1909 (0.2149) loss_bbox_dn_4: 0.1896 (0.2132) loss_bbox_dn_5: 0.1899 (0.2131) loss_giou: 0.5234 (0.5144) loss_giou_aux_0: 0.5097 (0.5404) loss_giou_aux_1: 0.4929 (0.5232) loss_giou_aux_2: 0.5086 (0.5189) loss_giou_aux_3: 0.5072 (0.5154) loss_giou_aux_4: 0.5108 (0.5145) loss_giou_aux_5: 0.5838 (0.6136) loss_giou_dn_0: 0.6568 (0.6434) loss_giou_dn_1: 0.5384 (0.5396) loss_giou_dn_2: 0.5033 (0.5124) loss_giou_dn_3: 0.4963 (0.5037) loss_giou_dn_4: 0.4951 (0.5016) loss_giou_dn_5: 0.4960 (0.5018) loss_vfl: 0.7129 (0.7252) loss_vfl_aux_0: 0.8559 (0.8565) loss_vfl_aux_1: 0.7887 (0.8015) loss_vfl_aux_2: 0.7342 (0.7560) loss_vfl_aux_3: 0.7080 (0.7367) loss_vfl_aux_4: 0.7072 (0.7285) loss_vfl_aux_5: 0.8429 (0.8288) loss_vfl_dn_0: 0.4706 (0.4729) loss_vfl_dn_1: 0.4129 (0.4138) loss_vfl_dn_2: 0.3980 (0.3964) loss_vfl_dn_3: 0.3888 (0.3889) loss_vfl_dn_4: 0.3863 (0.3860) loss_vfl_dn_5: 0.3854 (0.3852) time: 0.4855 data: 0.0136 max mem: 5653 Epoch: [16] [3900/7393] eta: 0:28:09 lr: 0.000010 loss: 17.2447 (17.5260) loss_bbox: 0.1635 (0.1723) loss_bbox_aux_0: 0.1722 (0.1860) loss_bbox_aux_1: 0.1722 (0.1767) loss_bbox_aux_2: 0.1607 (0.1744) loss_bbox_aux_3: 0.1629 (0.1726) loss_bbox_aux_4: 0.1599 (0.1721) loss_bbox_aux_5: 0.2142 (0.2280) loss_bbox_dn_0: 0.2889 (0.3139) loss_bbox_dn_1: 0.2230 (0.2439) loss_bbox_dn_2: 0.2030 (0.2224) loss_bbox_dn_3: 0.1996 (0.2149) loss_bbox_dn_4: 0.2005 (0.2132) loss_bbox_dn_5: 0.1994 (0.2132) loss_giou: 0.4608 (0.5147) loss_giou_aux_0: 0.4933 (0.5407) loss_giou_aux_1: 0.4836 (0.5236) loss_giou_aux_2: 0.4678 (0.5192) loss_giou_aux_3: 0.4610 (0.5157) loss_giou_aux_4: 0.4603 (0.5148) loss_giou_aux_5: 0.5699 (0.6139) loss_giou_dn_0: 0.6073 (0.6435) loss_giou_dn_1: 0.5076 (0.5397) loss_giou_dn_2: 0.4781 (0.5124) loss_giou_dn_3: 0.4699 (0.5037) loss_giou_dn_4: 0.4674 (0.5017) loss_giou_dn_5: 0.4675 (0.5018) loss_vfl: 0.6841 (0.7253) loss_vfl_aux_0: 0.8350 (0.8569) loss_vfl_aux_1: 0.8109 (0.8016) loss_vfl_aux_2: 0.7387 (0.7559) loss_vfl_aux_3: 0.7028 (0.7367) loss_vfl_aux_4: 0.6898 (0.7286) loss_vfl_aux_5: 0.8041 (0.8288) loss_vfl_dn_0: 0.4655 (0.4729) loss_vfl_dn_1: 0.4130 (0.4138) loss_vfl_dn_2: 0.3891 (0.3964) loss_vfl_dn_3: 0.3824 (0.3889) loss_vfl_dn_4: 0.3811 (0.3860) loss_vfl_dn_5: 0.3783 (0.3852) time: 0.4724 data: 0.0135 max mem: 5653 Epoch: [16] [4000/7393] eta: 0:27:19 lr: 0.000010 loss: 17.1599 (17.5246) loss_bbox: 0.1668 (0.1722) loss_bbox_aux_0: 0.1824 (0.1859) loss_bbox_aux_1: 0.1712 (0.1766) loss_bbox_aux_2: 0.1670 (0.1744) loss_bbox_aux_3: 0.1672 (0.1724) loss_bbox_aux_4: 0.1667 (0.1720) loss_bbox_aux_5: 0.2265 (0.2279) loss_bbox_dn_0: 0.2976 (0.3140) loss_bbox_dn_1: 0.2269 (0.2439) loss_bbox_dn_2: 0.2129 (0.2224) loss_bbox_dn_3: 0.2061 (0.2149) loss_bbox_dn_4: 0.2047 (0.2132) loss_bbox_dn_5: 0.2050 (0.2132) loss_giou: 0.4664 (0.5144) loss_giou_aux_0: 0.4903 (0.5405) loss_giou_aux_1: 0.4696 (0.5234) loss_giou_aux_2: 0.4702 (0.5190) loss_giou_aux_3: 0.4546 (0.5155) loss_giou_aux_4: 0.4653 (0.5145) loss_giou_aux_5: 0.5560 (0.6137) loss_giou_dn_0: 0.6229 (0.6435) loss_giou_dn_1: 0.5221 (0.5397) loss_giou_dn_2: 0.4827 (0.5124) loss_giou_dn_3: 0.4735 (0.5037) loss_giou_dn_4: 0.4712 (0.5016) loss_giou_dn_5: 0.4712 (0.5018) loss_vfl: 0.7492 (0.7254) loss_vfl_aux_0: 0.8721 (0.8570) loss_vfl_aux_1: 0.8227 (0.8017) loss_vfl_aux_2: 0.7760 (0.7560) loss_vfl_aux_3: 0.7634 (0.7369) loss_vfl_aux_4: 0.7524 (0.7288) loss_vfl_aux_5: 0.8285 (0.8288) loss_vfl_dn_0: 0.4751 (0.4729) loss_vfl_dn_1: 0.4096 (0.4138) loss_vfl_dn_2: 0.3929 (0.3964) loss_vfl_dn_3: 0.3819 (0.3889) loss_vfl_dn_4: 0.3810 (0.3860) loss_vfl_dn_5: 0.3790 (0.3852) time: 0.4659 data: 0.0138 max mem: 5653 Epoch: [16] [4100/7393] eta: 0:26:30 lr: 0.000010 loss: 17.2899 (17.5254) loss_bbox: 0.1849 (0.1724) loss_bbox_aux_0: 0.1898 (0.1859) loss_bbox_aux_1: 0.1837 (0.1768) loss_bbox_aux_2: 0.1841 (0.1745) loss_bbox_aux_3: 0.1829 (0.1726) loss_bbox_aux_4: 0.1846 (0.1722) loss_bbox_aux_5: 0.2405 (0.2280) loss_bbox_dn_0: 0.3427 (0.3142) loss_bbox_dn_1: 0.2595 (0.2441) loss_bbox_dn_2: 0.2283 (0.2225) loss_bbox_dn_3: 0.2163 (0.2150) loss_bbox_dn_4: 0.2137 (0.2134) loss_bbox_dn_5: 0.2133 (0.2134) loss_giou: 0.4895 (0.5144) loss_giou_aux_0: 0.5213 (0.5404) loss_giou_aux_1: 0.4919 (0.5234) loss_giou_aux_2: 0.4910 (0.5190) loss_giou_aux_3: 0.4885 (0.5154) loss_giou_aux_4: 0.4896 (0.5145) loss_giou_aux_5: 0.5888 (0.6137) loss_giou_dn_0: 0.6027 (0.6434) loss_giou_dn_1: 0.4763 (0.5395) loss_giou_dn_2: 0.4483 (0.5122) loss_giou_dn_3: 0.4406 (0.5036) loss_giou_dn_4: 0.4389 (0.5015) loss_giou_dn_5: 0.4379 (0.5017) loss_vfl: 0.7194 (0.7254) loss_vfl_aux_0: 0.8596 (0.8572) loss_vfl_aux_1: 0.7994 (0.8016) loss_vfl_aux_2: 0.7606 (0.7560) loss_vfl_aux_3: 0.7174 (0.7370) loss_vfl_aux_4: 0.7093 (0.7288) loss_vfl_aux_5: 0.8075 (0.8289) loss_vfl_dn_0: 0.4764 (0.4729) loss_vfl_dn_1: 0.4107 (0.4138) loss_vfl_dn_2: 0.3897 (0.3964) loss_vfl_dn_3: 0.3820 (0.3888) loss_vfl_dn_4: 0.3773 (0.3859) loss_vfl_dn_5: 0.3767 (0.3852) time: 0.4609 data: 0.0140 max mem: 5653 Epoch: [16] [4200/7393] eta: 0:25:40 lr: 0.000010 loss: 17.3085 (17.5262) loss_bbox: 0.1858 (0.1723) loss_bbox_aux_0: 0.1845 (0.1859) loss_bbox_aux_1: 0.1743 (0.1767) loss_bbox_aux_2: 0.1785 (0.1744) loss_bbox_aux_3: 0.1848 (0.1725) loss_bbox_aux_4: 0.1861 (0.1721) loss_bbox_aux_5: 0.2286 (0.2280) loss_bbox_dn_0: 0.3111 (0.3140) loss_bbox_dn_1: 0.2429 (0.2438) loss_bbox_dn_2: 0.2206 (0.2223) loss_bbox_dn_3: 0.2098 (0.2148) loss_bbox_dn_4: 0.2083 (0.2132) loss_bbox_dn_5: 0.2085 (0.2132) loss_giou: 0.4497 (0.5146) loss_giou_aux_0: 0.4619 (0.5406) loss_giou_aux_1: 0.4514 (0.5236) loss_giou_aux_2: 0.4515 (0.5192) loss_giou_aux_3: 0.4535 (0.5157) loss_giou_aux_4: 0.4483 (0.5147) loss_giou_aux_5: 0.5401 (0.6139) loss_giou_dn_0: 0.6171 (0.6435) loss_giou_dn_1: 0.5025 (0.5396) loss_giou_dn_2: 0.4684 (0.5123) loss_giou_dn_3: 0.4579 (0.5037) loss_giou_dn_4: 0.4558 (0.5016) loss_giou_dn_5: 0.4556 (0.5018) loss_vfl: 0.7070 (0.7255) loss_vfl_aux_0: 0.8611 (0.8572) loss_vfl_aux_1: 0.7691 (0.8015) loss_vfl_aux_2: 0.7265 (0.7561) loss_vfl_aux_3: 0.7137 (0.7371) loss_vfl_aux_4: 0.6937 (0.7289) loss_vfl_aux_5: 0.7977 (0.8290) loss_vfl_dn_0: 0.4668 (0.4729) loss_vfl_dn_1: 0.4172 (0.4138) loss_vfl_dn_2: 0.3931 (0.3964) loss_vfl_dn_3: 0.3837 (0.3889) loss_vfl_dn_4: 0.3823 (0.3860) loss_vfl_dn_5: 0.3799 (0.3852) time: 0.4684 data: 0.0141 max mem: 5653 Epoch: [16] [4300/7393] eta: 0:24:51 lr: 0.000010 loss: 17.8115 (17.5243) loss_bbox: 0.1710 (0.1723) loss_bbox_aux_0: 0.1992 (0.1859) loss_bbox_aux_1: 0.1888 (0.1767) loss_bbox_aux_2: 0.1809 (0.1745) loss_bbox_aux_3: 0.1753 (0.1725) loss_bbox_aux_4: 0.1767 (0.1721) loss_bbox_aux_5: 0.2250 (0.2280) loss_bbox_dn_0: 0.3460 (0.3140) loss_bbox_dn_1: 0.2571 (0.2440) loss_bbox_dn_2: 0.2435 (0.2224) loss_bbox_dn_3: 0.2341 (0.2149) loss_bbox_dn_4: 0.2350 (0.2133) loss_bbox_dn_5: 0.2351 (0.2132) loss_giou: 0.4914 (0.5146) loss_giou_aux_0: 0.5270 (0.5405) loss_giou_aux_1: 0.5031 (0.5236) loss_giou_aux_2: 0.5049 (0.5192) loss_giou_aux_3: 0.4833 (0.5156) loss_giou_aux_4: 0.4998 (0.5147) loss_giou_aux_5: 0.5999 (0.6138) loss_giou_dn_0: 0.6447 (0.6434) loss_giou_dn_1: 0.5421 (0.5396) loss_giou_dn_2: 0.5187 (0.5123) loss_giou_dn_3: 0.5070 (0.5036) loss_giou_dn_4: 0.5047 (0.5015) loss_giou_dn_5: 0.5052 (0.5017) loss_vfl: 0.7261 (0.7253) loss_vfl_aux_0: 0.8510 (0.8570) loss_vfl_aux_1: 0.8012 (0.8013) loss_vfl_aux_2: 0.7572 (0.7558) loss_vfl_aux_3: 0.7383 (0.7369) loss_vfl_aux_4: 0.7271 (0.7286) loss_vfl_aux_5: 0.8164 (0.8289) loss_vfl_dn_0: 0.4733 (0.4728) loss_vfl_dn_1: 0.4183 (0.4137) loss_vfl_dn_2: 0.4044 (0.3964) loss_vfl_dn_3: 0.3976 (0.3888) loss_vfl_dn_4: 0.3962 (0.3859) loss_vfl_dn_5: 0.3974 (0.3852) time: 0.4681 data: 0.0140 max mem: 5653 Epoch: [16] [4400/7393] eta: 0:24:02 lr: 0.000010 loss: 17.7164 (17.5218) loss_bbox: 0.1770 (0.1724) loss_bbox_aux_0: 0.1967 (0.1860) loss_bbox_aux_1: 0.1834 (0.1769) loss_bbox_aux_2: 0.1765 (0.1746) loss_bbox_aux_3: 0.1807 (0.1727) loss_bbox_aux_4: 0.1790 (0.1722) loss_bbox_aux_5: 0.2150 (0.2280) loss_bbox_dn_0: 0.2960 (0.3142) loss_bbox_dn_1: 0.2290 (0.2441) loss_bbox_dn_2: 0.2110 (0.2226) loss_bbox_dn_3: 0.2066 (0.2151) loss_bbox_dn_4: 0.2055 (0.2134) loss_bbox_dn_5: 0.2055 (0.2134) loss_giou: 0.4903 (0.5142) loss_giou_aux_0: 0.5184 (0.5402) loss_giou_aux_1: 0.4952 (0.5232) loss_giou_aux_2: 0.4858 (0.5189) loss_giou_aux_3: 0.4838 (0.5153) loss_giou_aux_4: 0.4857 (0.5143) loss_giou_aux_5: 0.5788 (0.6134) loss_giou_dn_0: 0.6496 (0.6431) loss_giou_dn_1: 0.5488 (0.5393) loss_giou_dn_2: 0.5131 (0.5121) loss_giou_dn_3: 0.5041 (0.5034) loss_giou_dn_4: 0.4998 (0.5013) loss_giou_dn_5: 0.4997 (0.5015) loss_vfl: 0.7123 (0.7253) loss_vfl_aux_0: 0.8664 (0.8571) loss_vfl_aux_1: 0.7955 (0.8012) loss_vfl_aux_2: 0.7595 (0.7556) loss_vfl_aux_3: 0.7294 (0.7368) loss_vfl_aux_4: 0.7111 (0.7285) loss_vfl_aux_5: 0.8551 (0.8291) loss_vfl_dn_0: 0.4705 (0.4728) loss_vfl_dn_1: 0.4170 (0.4137) loss_vfl_dn_2: 0.4025 (0.3963) loss_vfl_dn_3: 0.3934 (0.3887) loss_vfl_dn_4: 0.3909 (0.3859) loss_vfl_dn_5: 0.3900 (0.3851) time: 0.4979 data: 0.0143 max mem: 5653 Epoch: [16] [4500/7393] eta: 0:23:13 lr: 0.000010 loss: 17.4795 (17.5217) loss_bbox: 0.1796 (0.1725) loss_bbox_aux_0: 0.1896 (0.1860) loss_bbox_aux_1: 0.1717 (0.1769) loss_bbox_aux_2: 0.1707 (0.1747) loss_bbox_aux_3: 0.1809 (0.1727) loss_bbox_aux_4: 0.1798 (0.1723) loss_bbox_aux_5: 0.2272 (0.2281) loss_bbox_dn_0: 0.3148 (0.3143) loss_bbox_dn_1: 0.2353 (0.2442) loss_bbox_dn_2: 0.2197 (0.2226) loss_bbox_dn_3: 0.2139 (0.2151) loss_bbox_dn_4: 0.2139 (0.2135) loss_bbox_dn_5: 0.2140 (0.2135) loss_giou: 0.5201 (0.5142) loss_giou_aux_0: 0.5402 (0.5402) loss_giou_aux_1: 0.5169 (0.5232) loss_giou_aux_2: 0.5156 (0.5189) loss_giou_aux_3: 0.5235 (0.5153) loss_giou_aux_4: 0.5200 (0.5144) loss_giou_aux_5: 0.6129 (0.6134) loss_giou_dn_0: 0.6359 (0.6432) loss_giou_dn_1: 0.5255 (0.5393) loss_giou_dn_2: 0.4898 (0.5121) loss_giou_dn_3: 0.4819 (0.5034) loss_giou_dn_4: 0.4802 (0.5013) loss_giou_dn_5: 0.4802 (0.5015) loss_vfl: 0.7039 (0.7251) loss_vfl_aux_0: 0.8506 (0.8570) loss_vfl_aux_1: 0.7935 (0.8010) loss_vfl_aux_2: 0.7495 (0.7555) loss_vfl_aux_3: 0.7233 (0.7366) loss_vfl_aux_4: 0.6966 (0.7283) loss_vfl_aux_5: 0.8174 (0.8290) loss_vfl_dn_0: 0.4711 (0.4728) loss_vfl_dn_1: 0.4118 (0.4136) loss_vfl_dn_2: 0.4002 (0.3963) loss_vfl_dn_3: 0.3903 (0.3887) loss_vfl_dn_4: 0.3880 (0.3859) loss_vfl_dn_5: 0.3856 (0.3851) time: 0.4697 data: 0.0137 max mem: 5653 Epoch: [16] [4600/7393] eta: 0:22:25 lr: 0.000010 loss: 17.2543 (17.5212) loss_bbox: 0.1643 (0.1725) loss_bbox_aux_0: 0.1862 (0.1860) loss_bbox_aux_1: 0.1677 (0.1770) loss_bbox_aux_2: 0.1628 (0.1747) loss_bbox_aux_3: 0.1641 (0.1728) loss_bbox_aux_4: 0.1655 (0.1724) loss_bbox_aux_5: 0.2299 (0.2281) loss_bbox_dn_0: 0.2840 (0.3143) loss_bbox_dn_1: 0.2278 (0.2442) loss_bbox_dn_2: 0.1992 (0.2227) loss_bbox_dn_3: 0.1910 (0.2151) loss_bbox_dn_4: 0.1875 (0.2135) loss_bbox_dn_5: 0.1876 (0.2134) loss_giou: 0.5427 (0.5141) loss_giou_aux_0: 0.5496 (0.5400) loss_giou_aux_1: 0.5551 (0.5231) loss_giou_aux_2: 0.5474 (0.5188) loss_giou_aux_3: 0.5485 (0.5152) loss_giou_aux_4: 0.5417 (0.5143) loss_giou_aux_5: 0.6259 (0.6132) loss_giou_dn_0: 0.6534 (0.6431) loss_giou_dn_1: 0.5527 (0.5393) loss_giou_dn_2: 0.5255 (0.5120) loss_giou_dn_3: 0.5211 (0.5034) loss_giou_dn_4: 0.5195 (0.5013) loss_giou_dn_5: 0.5203 (0.5015) loss_vfl: 0.7179 (0.7251) loss_vfl_aux_0: 0.8219 (0.8570) loss_vfl_aux_1: 0.7991 (0.8009) loss_vfl_aux_2: 0.7341 (0.7555) loss_vfl_aux_3: 0.7337 (0.7366) loss_vfl_aux_4: 0.7067 (0.7283) loss_vfl_aux_5: 0.7992 (0.8291) loss_vfl_dn_0: 0.4764 (0.4728) loss_vfl_dn_1: 0.4159 (0.4137) loss_vfl_dn_2: 0.3972 (0.3964) loss_vfl_dn_3: 0.3906 (0.3888) loss_vfl_dn_4: 0.3876 (0.3859) loss_vfl_dn_5: 0.3874 (0.3851) time: 0.4689 data: 0.0144 max mem: 5653 Epoch: [16] [4700/7393] eta: 0:21:36 lr: 0.000010 loss: 17.3156 (17.5193) loss_bbox: 0.1619 (0.1725) loss_bbox_aux_0: 0.1644 (0.1861) loss_bbox_aux_1: 0.1620 (0.1770) loss_bbox_aux_2: 0.1627 (0.1748) loss_bbox_aux_3: 0.1573 (0.1728) loss_bbox_aux_4: 0.1618 (0.1724) loss_bbox_aux_5: 0.2286 (0.2282) loss_bbox_dn_0: 0.3195 (0.3144) loss_bbox_dn_1: 0.2287 (0.2442) loss_bbox_dn_2: 0.2007 (0.2226) loss_bbox_dn_3: 0.1866 (0.2151) loss_bbox_dn_4: 0.1842 (0.2134) loss_bbox_dn_5: 0.1843 (0.2134) loss_giou: 0.4294 (0.5141) loss_giou_aux_0: 0.4655 (0.5401) loss_giou_aux_1: 0.4325 (0.5231) loss_giou_aux_2: 0.4386 (0.5188) loss_giou_aux_3: 0.4356 (0.5153) loss_giou_aux_4: 0.4298 (0.5143) loss_giou_aux_5: 0.5691 (0.6132) loss_giou_dn_0: 0.6053 (0.6431) loss_giou_dn_1: 0.4875 (0.5393) loss_giou_dn_2: 0.4622 (0.5120) loss_giou_dn_3: 0.4507 (0.5033) loss_giou_dn_4: 0.4504 (0.5012) loss_giou_dn_5: 0.4501 (0.5014) loss_vfl: 0.6720 (0.7249) loss_vfl_aux_0: 0.7675 (0.8565) loss_vfl_aux_1: 0.7381 (0.8006) loss_vfl_aux_2: 0.6981 (0.7553) loss_vfl_aux_3: 0.6711 (0.7364) loss_vfl_aux_4: 0.6715 (0.7280) loss_vfl_aux_5: 0.7725 (0.8289) loss_vfl_dn_0: 0.4652 (0.4728) loss_vfl_dn_1: 0.4063 (0.4136) loss_vfl_dn_2: 0.3875 (0.3963) loss_vfl_dn_3: 0.3795 (0.3887) loss_vfl_dn_4: 0.3742 (0.3859) loss_vfl_dn_5: 0.3739 (0.3851) time: 0.4855 data: 0.0140 max mem: 5653 Epoch: [16] [4800/7393] eta: 0:20:47 lr: 0.000010 loss: 17.2249 (17.5206) loss_bbox: 0.1614 (0.1724) loss_bbox_aux_0: 0.1720 (0.1860) loss_bbox_aux_1: 0.1632 (0.1769) loss_bbox_aux_2: 0.1646 (0.1747) loss_bbox_aux_3: 0.1616 (0.1727) loss_bbox_aux_4: 0.1612 (0.1723) loss_bbox_aux_5: 0.2106 (0.2281) loss_bbox_dn_0: 0.2764 (0.3143) loss_bbox_dn_1: 0.2094 (0.2441) loss_bbox_dn_2: 0.1921 (0.2226) loss_bbox_dn_3: 0.1874 (0.2151) loss_bbox_dn_4: 0.1871 (0.2134) loss_bbox_dn_5: 0.1866 (0.2134) loss_giou: 0.4997 (0.5141) loss_giou_aux_0: 0.5280 (0.5401) loss_giou_aux_1: 0.4963 (0.5231) loss_giou_aux_2: 0.5106 (0.5188) loss_giou_aux_3: 0.4979 (0.5152) loss_giou_aux_4: 0.4985 (0.5143) loss_giou_aux_5: 0.6138 (0.6132) loss_giou_dn_0: 0.6339 (0.6431) loss_giou_dn_1: 0.5310 (0.5393) loss_giou_dn_2: 0.5063 (0.5120) loss_giou_dn_3: 0.4935 (0.5034) loss_giou_dn_4: 0.4899 (0.5013) loss_giou_dn_5: 0.4899 (0.5015) loss_vfl: 0.7188 (0.7253) loss_vfl_aux_0: 0.8480 (0.8566) loss_vfl_aux_1: 0.7957 (0.8008) loss_vfl_aux_2: 0.7643 (0.7556) loss_vfl_aux_3: 0.7362 (0.7367) loss_vfl_aux_4: 0.7404 (0.7284) loss_vfl_aux_5: 0.8251 (0.8290) loss_vfl_dn_0: 0.4815 (0.4728) loss_vfl_dn_1: 0.4192 (0.4137) loss_vfl_dn_2: 0.4023 (0.3964) loss_vfl_dn_3: 0.3974 (0.3888) loss_vfl_dn_4: 0.3914 (0.3859) loss_vfl_dn_5: 0.3906 (0.3851) time: 0.4716 data: 0.0141 max mem: 5653 Epoch: [16] [4900/7393] eta: 0:19:59 lr: 0.000010 loss: 17.7074 (17.5266) loss_bbox: 0.1655 (0.1725) loss_bbox_aux_0: 0.1849 (0.1861) loss_bbox_aux_1: 0.1769 (0.1771) loss_bbox_aux_2: 0.1761 (0.1748) loss_bbox_aux_3: 0.1680 (0.1729) loss_bbox_aux_4: 0.1671 (0.1724) loss_bbox_aux_5: 0.2238 (0.2283) loss_bbox_dn_0: 0.2949 (0.3144) loss_bbox_dn_1: 0.2199 (0.2442) loss_bbox_dn_2: 0.1950 (0.2227) loss_bbox_dn_3: 0.1936 (0.2152) loss_bbox_dn_4: 0.1933 (0.2135) loss_bbox_dn_5: 0.1934 (0.2135) loss_giou: 0.5204 (0.5145) loss_giou_aux_0: 0.5278 (0.5405) loss_giou_aux_1: 0.5468 (0.5236) loss_giou_aux_2: 0.5272 (0.5192) loss_giou_aux_3: 0.5155 (0.5157) loss_giou_aux_4: 0.5186 (0.5147) loss_giou_aux_5: 0.6033 (0.6136) loss_giou_dn_0: 0.6188 (0.6432) loss_giou_dn_1: 0.5250 (0.5395) loss_giou_dn_2: 0.4954 (0.5123) loss_giou_dn_3: 0.4859 (0.5036) loss_giou_dn_4: 0.4858 (0.5015) loss_giou_dn_5: 0.4860 (0.5017) loss_vfl: 0.7378 (0.7254) loss_vfl_aux_0: 0.8650 (0.8566) loss_vfl_aux_1: 0.7960 (0.8007) loss_vfl_aux_2: 0.7568 (0.7557) loss_vfl_aux_3: 0.7371 (0.7367) loss_vfl_aux_4: 0.7434 (0.7285) loss_vfl_aux_5: 0.8236 (0.8290) loss_vfl_dn_0: 0.4697 (0.4728) loss_vfl_dn_1: 0.4121 (0.4137) loss_vfl_dn_2: 0.3926 (0.3964) loss_vfl_dn_3: 0.3887 (0.3888) loss_vfl_dn_4: 0.3859 (0.3860) loss_vfl_dn_5: 0.3849 (0.3852) time: 0.4701 data: 0.0141 max mem: 5653 Epoch: [16] [5000/7393] eta: 0:19:10 lr: 0.000010 loss: 17.6327 (17.5278) loss_bbox: 0.1506 (0.1724) loss_bbox_aux_0: 0.1622 (0.1860) loss_bbox_aux_1: 0.1443 (0.1770) loss_bbox_aux_2: 0.1471 (0.1747) loss_bbox_aux_3: 0.1508 (0.1728) loss_bbox_aux_4: 0.1467 (0.1723) loss_bbox_aux_5: 0.2021 (0.2282) loss_bbox_dn_0: 0.2971 (0.3144) loss_bbox_dn_1: 0.2212 (0.2442) loss_bbox_dn_2: 0.2020 (0.2227) loss_bbox_dn_3: 0.1949 (0.2152) loss_bbox_dn_4: 0.1967 (0.2135) loss_bbox_dn_5: 0.1969 (0.2135) loss_giou: 0.5110 (0.5146) loss_giou_aux_0: 0.5454 (0.5406) loss_giou_aux_1: 0.5152 (0.5237) loss_giou_aux_2: 0.5127 (0.5192) loss_giou_aux_3: 0.5086 (0.5158) loss_giou_aux_4: 0.5105 (0.5148) loss_giou_aux_5: 0.6045 (0.6136) loss_giou_dn_0: 0.6552 (0.6434) loss_giou_dn_1: 0.5496 (0.5397) loss_giou_dn_2: 0.5232 (0.5124) loss_giou_dn_3: 0.5092 (0.5038) loss_giou_dn_4: 0.5086 (0.5017) loss_giou_dn_5: 0.5091 (0.5018) loss_vfl: 0.7156 (0.7254) loss_vfl_aux_0: 0.8431 (0.8567) loss_vfl_aux_1: 0.8102 (0.8007) loss_vfl_aux_2: 0.7436 (0.7558) loss_vfl_aux_3: 0.7463 (0.7368) loss_vfl_aux_4: 0.7190 (0.7285) loss_vfl_aux_5: 0.8304 (0.8290) loss_vfl_dn_0: 0.4733 (0.4728) loss_vfl_dn_1: 0.4142 (0.4137) loss_vfl_dn_2: 0.3980 (0.3964) loss_vfl_dn_3: 0.3881 (0.3888) loss_vfl_dn_4: 0.3872 (0.3860) loss_vfl_dn_5: 0.3871 (0.3852) time: 0.4696 data: 0.0143 max mem: 5653 Epoch: [16] [5100/7393] eta: 0:18:21 lr: 0.000010 loss: 17.4515 (17.5259) loss_bbox: 0.1824 (0.1725) loss_bbox_aux_0: 0.1911 (0.1860) loss_bbox_aux_1: 0.1824 (0.1770) loss_bbox_aux_2: 0.1823 (0.1747) loss_bbox_aux_3: 0.1833 (0.1728) loss_bbox_aux_4: 0.1810 (0.1724) loss_bbox_aux_5: 0.2352 (0.2281) loss_bbox_dn_0: 0.3083 (0.3143) loss_bbox_dn_1: 0.2395 (0.2441) loss_bbox_dn_2: 0.2176 (0.2226) loss_bbox_dn_3: 0.2113 (0.2151) loss_bbox_dn_4: 0.2102 (0.2135) loss_bbox_dn_5: 0.2098 (0.2134) loss_giou: 0.4985 (0.5145) loss_giou_aux_0: 0.5279 (0.5405) loss_giou_aux_1: 0.4954 (0.5236) loss_giou_aux_2: 0.5049 (0.5192) loss_giou_aux_3: 0.4986 (0.5157) loss_giou_aux_4: 0.4997 (0.5148) loss_giou_aux_5: 0.6015 (0.6135) loss_giou_dn_0: 0.6344 (0.6433) loss_giou_dn_1: 0.5173 (0.5396) loss_giou_dn_2: 0.4954 (0.5123) loss_giou_dn_3: 0.4873 (0.5037) loss_giou_dn_4: 0.4852 (0.5016) loss_giou_dn_5: 0.4852 (0.5018) loss_vfl: 0.7051 (0.7253) loss_vfl_aux_0: 0.8153 (0.8566) loss_vfl_aux_1: 0.7653 (0.8006) loss_vfl_aux_2: 0.7208 (0.7556) loss_vfl_aux_3: 0.7214 (0.7366) loss_vfl_aux_4: 0.7214 (0.7284) loss_vfl_aux_5: 0.8176 (0.8290) loss_vfl_dn_0: 0.4678 (0.4728) loss_vfl_dn_1: 0.4160 (0.4137) loss_vfl_dn_2: 0.3988 (0.3964) loss_vfl_dn_3: 0.3889 (0.3889) loss_vfl_dn_4: 0.3831 (0.3860) loss_vfl_dn_5: 0.3826 (0.3852) time: 0.4740 data: 0.0143 max mem: 5653 Epoch: [16] [5200/7393] eta: 0:17:33 lr: 0.000010 loss: 17.0363 (17.5256) loss_bbox: 0.1675 (0.1724) loss_bbox_aux_0: 0.1807 (0.1859) loss_bbox_aux_1: 0.1745 (0.1769) loss_bbox_aux_2: 0.1681 (0.1746) loss_bbox_aux_3: 0.1677 (0.1728) loss_bbox_aux_4: 0.1675 (0.1723) loss_bbox_aux_5: 0.2164 (0.2280) loss_bbox_dn_0: 0.2955 (0.3140) loss_bbox_dn_1: 0.2273 (0.2439) loss_bbox_dn_2: 0.2089 (0.2224) loss_bbox_dn_3: 0.2011 (0.2149) loss_bbox_dn_4: 0.2001 (0.2132) loss_bbox_dn_5: 0.2001 (0.2132) loss_giou: 0.4629 (0.5148) loss_giou_aux_0: 0.4861 (0.5408) loss_giou_aux_1: 0.4689 (0.5239) loss_giou_aux_2: 0.4673 (0.5195) loss_giou_aux_3: 0.4596 (0.5160) loss_giou_aux_4: 0.4600 (0.5150) loss_giou_aux_5: 0.5387 (0.6139) loss_giou_dn_0: 0.6080 (0.6435) loss_giou_dn_1: 0.4880 (0.5398) loss_giou_dn_2: 0.4578 (0.5125) loss_giou_dn_3: 0.4503 (0.5038) loss_giou_dn_4: 0.4480 (0.5018) loss_giou_dn_5: 0.4479 (0.5019) loss_vfl: 0.7036 (0.7251) loss_vfl_aux_0: 0.8486 (0.8564) loss_vfl_aux_1: 0.7990 (0.8004) loss_vfl_aux_2: 0.7445 (0.7553) loss_vfl_aux_3: 0.7161 (0.7363) loss_vfl_aux_4: 0.7097 (0.7281) loss_vfl_aux_5: 0.8421 (0.8287) loss_vfl_dn_0: 0.4704 (0.4728) loss_vfl_dn_1: 0.4180 (0.4138) loss_vfl_dn_2: 0.3980 (0.3965) loss_vfl_dn_3: 0.3898 (0.3889) loss_vfl_dn_4: 0.3866 (0.3861) loss_vfl_dn_5: 0.3849 (0.3853) time: 0.4683 data: 0.0139 max mem: 5653 Epoch: [16] [5300/7393] eta: 0:16:44 lr: 0.000010 loss: 17.4870 (17.5232) loss_bbox: 0.1593 (0.1723) loss_bbox_aux_0: 0.1806 (0.1859) loss_bbox_aux_1: 0.1711 (0.1768) loss_bbox_aux_2: 0.1649 (0.1745) loss_bbox_aux_3: 0.1603 (0.1727) loss_bbox_aux_4: 0.1605 (0.1722) loss_bbox_aux_5: 0.2138 (0.2280) loss_bbox_dn_0: 0.2965 (0.3139) loss_bbox_dn_1: 0.2325 (0.2438) loss_bbox_dn_2: 0.2133 (0.2223) loss_bbox_dn_3: 0.2090 (0.2148) loss_bbox_dn_4: 0.2086 (0.2131) loss_bbox_dn_5: 0.2086 (0.2131) loss_giou: 0.5168 (0.5149) loss_giou_aux_0: 0.5368 (0.5409) loss_giou_aux_1: 0.5137 (0.5240) loss_giou_aux_2: 0.5101 (0.5195) loss_giou_aux_3: 0.5098 (0.5161) loss_giou_aux_4: 0.5089 (0.5151) loss_giou_aux_5: 0.6128 (0.6139) loss_giou_dn_0: 0.6437 (0.6435) loss_giou_dn_1: 0.5410 (0.5398) loss_giou_dn_2: 0.5118 (0.5125) loss_giou_dn_3: 0.5060 (0.5039) loss_giou_dn_4: 0.5052 (0.5018) loss_giou_dn_5: 0.5056 (0.5020) loss_vfl: 0.7332 (0.7248) loss_vfl_aux_0: 0.8458 (0.8560) loss_vfl_aux_1: 0.8189 (0.8000) loss_vfl_aux_2: 0.7639 (0.7551) loss_vfl_aux_3: 0.7404 (0.7361) loss_vfl_aux_4: 0.7278 (0.7279) loss_vfl_aux_5: 0.8304 (0.8285) loss_vfl_dn_0: 0.4743 (0.4728) loss_vfl_dn_1: 0.4229 (0.4137) loss_vfl_dn_2: 0.4069 (0.3965) loss_vfl_dn_3: 0.4003 (0.3889) loss_vfl_dn_4: 0.3971 (0.3861) loss_vfl_dn_5: 0.3959 (0.3853) time: 0.4739 data: 0.0147 max mem: 5653 Epoch: [16] [5400/7393] eta: 0:15:56 lr: 0.000010 loss: 16.9070 (17.5195) loss_bbox: 0.1526 (0.1723) loss_bbox_aux_0: 0.1568 (0.1858) loss_bbox_aux_1: 0.1525 (0.1768) loss_bbox_aux_2: 0.1476 (0.1745) loss_bbox_aux_3: 0.1479 (0.1726) loss_bbox_aux_4: 0.1517 (0.1722) loss_bbox_aux_5: 0.2018 (0.2280) loss_bbox_dn_0: 0.2718 (0.3137) loss_bbox_dn_1: 0.1921 (0.2436) loss_bbox_dn_2: 0.1677 (0.2221) loss_bbox_dn_3: 0.1583 (0.2146) loss_bbox_dn_4: 0.1569 (0.2129) loss_bbox_dn_5: 0.1565 (0.2129) loss_giou: 0.4879 (0.5150) loss_giou_aux_0: 0.5095 (0.5409) loss_giou_aux_1: 0.4796 (0.5240) loss_giou_aux_2: 0.4867 (0.5196) loss_giou_aux_3: 0.4855 (0.5161) loss_giou_aux_4: 0.4875 (0.5152) loss_giou_aux_5: 0.5850 (0.6140) loss_giou_dn_0: 0.6155 (0.6435) loss_giou_dn_1: 0.5099 (0.5397) loss_giou_dn_2: 0.4797 (0.5124) loss_giou_dn_3: 0.4709 (0.5038) loss_giou_dn_4: 0.4678 (0.5017) loss_giou_dn_5: 0.4677 (0.5019) loss_vfl: 0.7264 (0.7245) loss_vfl_aux_0: 0.8581 (0.8558) loss_vfl_aux_1: 0.7871 (0.7996) loss_vfl_aux_2: 0.7794 (0.7549) loss_vfl_aux_3: 0.7563 (0.7358) loss_vfl_aux_4: 0.7287 (0.7277) loss_vfl_aux_5: 0.8141 (0.8283) loss_vfl_dn_0: 0.4716 (0.4728) loss_vfl_dn_1: 0.4205 (0.4137) loss_vfl_dn_2: 0.4003 (0.3965) loss_vfl_dn_3: 0.3882 (0.3889) loss_vfl_dn_4: 0.3842 (0.3860) loss_vfl_dn_5: 0.3837 (0.3852) time: 0.4628 data: 0.0136 max mem: 5653 Epoch: [16] [5500/7393] eta: 0:15:08 lr: 0.000010 loss: 17.1754 (17.5195) loss_bbox: 0.1690 (0.1724) loss_bbox_aux_0: 0.1770 (0.1859) loss_bbox_aux_1: 0.1613 (0.1769) loss_bbox_aux_2: 0.1666 (0.1746) loss_bbox_aux_3: 0.1679 (0.1727) loss_bbox_aux_4: 0.1689 (0.1723) loss_bbox_aux_5: 0.2224 (0.2281) loss_bbox_dn_0: 0.3257 (0.3140) loss_bbox_dn_1: 0.2516 (0.2438) loss_bbox_dn_2: 0.2290 (0.2223) loss_bbox_dn_3: 0.2173 (0.2148) loss_bbox_dn_4: 0.2171 (0.2131) loss_bbox_dn_5: 0.2173 (0.2131) loss_giou: 0.4513 (0.5145) loss_giou_aux_0: 0.4815 (0.5405) loss_giou_aux_1: 0.4652 (0.5236) loss_giou_aux_2: 0.4615 (0.5191) loss_giou_aux_3: 0.4542 (0.5157) loss_giou_aux_4: 0.4513 (0.5147) loss_giou_aux_5: 0.5493 (0.6135) loss_giou_dn_0: 0.6269 (0.6432) loss_giou_dn_1: 0.5088 (0.5394) loss_giou_dn_2: 0.4778 (0.5121) loss_giou_dn_3: 0.4666 (0.5035) loss_giou_dn_4: 0.4651 (0.5014) loss_giou_dn_5: 0.4653 (0.5016) loss_vfl: 0.8042 (0.7250) loss_vfl_aux_0: 0.9032 (0.8561) loss_vfl_aux_1: 0.8511 (0.8000) loss_vfl_aux_2: 0.8177 (0.7553) loss_vfl_aux_3: 0.8041 (0.7362) loss_vfl_aux_4: 0.7987 (0.7280) loss_vfl_aux_5: 0.8688 (0.8288) loss_vfl_dn_0: 0.4774 (0.4728) loss_vfl_dn_1: 0.4080 (0.4137) loss_vfl_dn_2: 0.3898 (0.3965) loss_vfl_dn_3: 0.3815 (0.3889) loss_vfl_dn_4: 0.3806 (0.3860) loss_vfl_dn_5: 0.3802 (0.3853) time: 0.4668 data: 0.0138 max mem: 5653 Epoch: [16] [5600/7393] eta: 0:14:21 lr: 0.000010 loss: 17.4092 (17.5171) loss_bbox: 0.1565 (0.1724) loss_bbox_aux_0: 0.1693 (0.1859) loss_bbox_aux_1: 0.1648 (0.1769) loss_bbox_aux_2: 0.1544 (0.1745) loss_bbox_aux_3: 0.1540 (0.1727) loss_bbox_aux_4: 0.1567 (0.1723) loss_bbox_aux_5: 0.2201 (0.2281) loss_bbox_dn_0: 0.2897 (0.3140) loss_bbox_dn_1: 0.2251 (0.2438) loss_bbox_dn_2: 0.1958 (0.2223) loss_bbox_dn_3: 0.1858 (0.2148) loss_bbox_dn_4: 0.1843 (0.2131) loss_bbox_dn_5: 0.1844 (0.2131) loss_giou: 0.5068 (0.5144) loss_giou_aux_0: 0.5366 (0.5403) loss_giou_aux_1: 0.5172 (0.5234) loss_giou_aux_2: 0.5064 (0.5189) loss_giou_aux_3: 0.5053 (0.5156) loss_giou_aux_4: 0.5068 (0.5146) loss_giou_aux_5: 0.6179 (0.6133) loss_giou_dn_0: 0.6436 (0.6431) loss_giou_dn_1: 0.5449 (0.5393) loss_giou_dn_2: 0.5149 (0.5120) loss_giou_dn_3: 0.5042 (0.5033) loss_giou_dn_4: 0.5008 (0.5013) loss_giou_dn_5: 0.5008 (0.5014) loss_vfl: 0.6982 (0.7249) loss_vfl_aux_0: 0.8065 (0.8560) loss_vfl_aux_1: 0.7570 (0.7999) loss_vfl_aux_2: 0.7194 (0.7553) loss_vfl_aux_3: 0.7122 (0.7361) loss_vfl_aux_4: 0.6786 (0.7279) loss_vfl_aux_5: 0.7722 (0.8289) loss_vfl_dn_0: 0.4666 (0.4729) loss_vfl_dn_1: 0.4050 (0.4137) loss_vfl_dn_2: 0.3889 (0.3965) loss_vfl_dn_3: 0.3803 (0.3889) loss_vfl_dn_4: 0.3777 (0.3860) loss_vfl_dn_5: 0.3781 (0.3852) time: 0.4715 data: 0.0145 max mem: 5653 Epoch: [16] [5700/7393] eta: 0:13:33 lr: 0.000010 loss: 17.2345 (17.5188) loss_bbox: 0.1613 (0.1724) loss_bbox_aux_0: 0.1677 (0.1859) loss_bbox_aux_1: 0.1633 (0.1769) loss_bbox_aux_2: 0.1657 (0.1746) loss_bbox_aux_3: 0.1609 (0.1728) loss_bbox_aux_4: 0.1617 (0.1723) loss_bbox_aux_5: 0.2107 (0.2281) loss_bbox_dn_0: 0.2648 (0.3141) loss_bbox_dn_1: 0.1954 (0.2439) loss_bbox_dn_2: 0.1827 (0.2223) loss_bbox_dn_3: 0.1764 (0.2148) loss_bbox_dn_4: 0.1716 (0.2132) loss_bbox_dn_5: 0.1718 (0.2131) loss_giou: 0.5058 (0.5144) loss_giou_aux_0: 0.5305 (0.5403) loss_giou_aux_1: 0.5100 (0.5234) loss_giou_aux_2: 0.5060 (0.5189) loss_giou_aux_3: 0.5073 (0.5156) loss_giou_aux_4: 0.5054 (0.5146) loss_giou_aux_5: 0.5928 (0.6132) loss_giou_dn_0: 0.6353 (0.6430) loss_giou_dn_1: 0.5373 (0.5393) loss_giou_dn_2: 0.5022 (0.5120) loss_giou_dn_3: 0.4983 (0.5033) loss_giou_dn_4: 0.4966 (0.5013) loss_giou_dn_5: 0.4970 (0.5014) loss_vfl: 0.6947 (0.7251) loss_vfl_aux_0: 0.8183 (0.8562) loss_vfl_aux_1: 0.7534 (0.8001) loss_vfl_aux_2: 0.7250 (0.7556) loss_vfl_aux_3: 0.7096 (0.7363) loss_vfl_aux_4: 0.7028 (0.7282) loss_vfl_aux_5: 0.7986 (0.8291) loss_vfl_dn_0: 0.4676 (0.4729) loss_vfl_dn_1: 0.4041 (0.4137) loss_vfl_dn_2: 0.3847 (0.3964) loss_vfl_dn_3: 0.3794 (0.3888) loss_vfl_dn_4: 0.3759 (0.3860) loss_vfl_dn_5: 0.3739 (0.3852) time: 0.4753 data: 0.0140 max mem: 5653 Epoch: [16] [5800/7393] eta: 0:12:46 lr: 0.000010 loss: 17.2891 (17.5156) loss_bbox: 0.1692 (0.1724) loss_bbox_aux_0: 0.1725 (0.1860) loss_bbox_aux_1: 0.1744 (0.1770) loss_bbox_aux_2: 0.1715 (0.1746) loss_bbox_aux_3: 0.1761 (0.1728) loss_bbox_aux_4: 0.1690 (0.1724) loss_bbox_aux_5: 0.2093 (0.2282) loss_bbox_dn_0: 0.2789 (0.3142) loss_bbox_dn_1: 0.2112 (0.2439) loss_bbox_dn_2: 0.1935 (0.2224) loss_bbox_dn_3: 0.1812 (0.2149) loss_bbox_dn_4: 0.1803 (0.2132) loss_bbox_dn_5: 0.1800 (0.2132) loss_giou: 0.4819 (0.5142) loss_giou_aux_0: 0.5118 (0.5401) loss_giou_aux_1: 0.4992 (0.5232) loss_giou_aux_2: 0.4980 (0.5187) loss_giou_aux_3: 0.4845 (0.5154) loss_giou_aux_4: 0.4832 (0.5144) loss_giou_aux_5: 0.5949 (0.6130) loss_giou_dn_0: 0.6092 (0.6428) loss_giou_dn_1: 0.5035 (0.5391) loss_giou_dn_2: 0.4708 (0.5118) loss_giou_dn_3: 0.4577 (0.5031) loss_giou_dn_4: 0.4556 (0.5011) loss_giou_dn_5: 0.4561 (0.5012) loss_vfl: 0.7113 (0.7250) loss_vfl_aux_0: 0.8240 (0.8561) loss_vfl_aux_1: 0.7937 (0.7999) loss_vfl_aux_2: 0.7418 (0.7555) loss_vfl_aux_3: 0.7216 (0.7362) loss_vfl_aux_4: 0.7071 (0.7280) loss_vfl_aux_5: 0.8315 (0.8291) loss_vfl_dn_0: 0.4710 (0.4728) loss_vfl_dn_1: 0.4048 (0.4136) loss_vfl_dn_2: 0.3900 (0.3963) loss_vfl_dn_3: 0.3823 (0.3888) loss_vfl_dn_4: 0.3796 (0.3859) loss_vfl_dn_5: 0.3784 (0.3851) time: 0.4787 data: 0.0139 max mem: 5653 Epoch: [16] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 17.5979 (17.5167) loss_bbox: 0.1786 (0.1724) loss_bbox_aux_0: 0.1961 (0.1859) loss_bbox_aux_1: 0.1771 (0.1769) loss_bbox_aux_2: 0.1726 (0.1746) loss_bbox_aux_3: 0.1761 (0.1728) loss_bbox_aux_4: 0.1815 (0.1723) loss_bbox_aux_5: 0.2241 (0.2281) loss_bbox_dn_0: 0.2837 (0.3140) loss_bbox_dn_1: 0.2245 (0.2438) loss_bbox_dn_2: 0.2086 (0.2222) loss_bbox_dn_3: 0.2032 (0.2147) loss_bbox_dn_4: 0.1977 (0.2131) loss_bbox_dn_5: 0.1973 (0.2130) loss_giou: 0.5168 (0.5144) loss_giou_aux_0: 0.5497 (0.5403) loss_giou_aux_1: 0.5284 (0.5235) loss_giou_aux_2: 0.5189 (0.5189) loss_giou_aux_3: 0.5088 (0.5155) loss_giou_aux_4: 0.5175 (0.5146) loss_giou_aux_5: 0.5950 (0.6132) loss_giou_dn_0: 0.6755 (0.6429) loss_giou_dn_1: 0.5632 (0.5392) loss_giou_dn_2: 0.5313 (0.5119) loss_giou_dn_3: 0.5210 (0.5033) loss_giou_dn_4: 0.5211 (0.5012) loss_giou_dn_5: 0.5214 (0.5014) loss_vfl: 0.7208 (0.7251) loss_vfl_aux_0: 0.8719 (0.8561) loss_vfl_aux_1: 0.8079 (0.7997) loss_vfl_aux_2: 0.7674 (0.7555) loss_vfl_aux_3: 0.7377 (0.7363) loss_vfl_aux_4: 0.7290 (0.7281) loss_vfl_aux_5: 0.8595 (0.8291) loss_vfl_dn_0: 0.4681 (0.4728) loss_vfl_dn_1: 0.4169 (0.4136) loss_vfl_dn_2: 0.3980 (0.3963) loss_vfl_dn_3: 0.3833 (0.3887) loss_vfl_dn_4: 0.3814 (0.3859) loss_vfl_dn_5: 0.3828 (0.3851) time: 0.4671 data: 0.0139 max mem: 5653 Epoch: [16] [6000/7393] eta: 0:11:09 lr: 0.000010 loss: 17.6999 (17.5195) loss_bbox: 0.1542 (0.1724) loss_bbox_aux_0: 0.1678 (0.1859) loss_bbox_aux_1: 0.1661 (0.1769) loss_bbox_aux_2: 0.1487 (0.1746) loss_bbox_aux_3: 0.1552 (0.1728) loss_bbox_aux_4: 0.1533 (0.1723) loss_bbox_aux_5: 0.2201 (0.2282) loss_bbox_dn_0: 0.3232 (0.3141) loss_bbox_dn_1: 0.2396 (0.2439) loss_bbox_dn_2: 0.2144 (0.2223) loss_bbox_dn_3: 0.2065 (0.2148) loss_bbox_dn_4: 0.2029 (0.2132) loss_bbox_dn_5: 0.2021 (0.2131) loss_giou: 0.5132 (0.5145) loss_giou_aux_0: 0.5171 (0.5403) loss_giou_aux_1: 0.5019 (0.5235) loss_giou_aux_2: 0.5144 (0.5190) loss_giou_aux_3: 0.5141 (0.5156) loss_giou_aux_4: 0.5121 (0.5147) loss_giou_aux_5: 0.5898 (0.6133) loss_giou_dn_0: 0.6625 (0.6431) loss_giou_dn_1: 0.5456 (0.5393) loss_giou_dn_2: 0.5161 (0.5120) loss_giou_dn_3: 0.5112 (0.5034) loss_giou_dn_4: 0.5090 (0.5013) loss_giou_dn_5: 0.5089 (0.5015) loss_vfl: 0.7022 (0.7252) loss_vfl_aux_0: 0.8429 (0.8563) loss_vfl_aux_1: 0.7948 (0.7999) loss_vfl_aux_2: 0.7451 (0.7557) loss_vfl_aux_3: 0.7183 (0.7364) loss_vfl_aux_4: 0.7139 (0.7283) loss_vfl_aux_5: 0.8138 (0.8291) loss_vfl_dn_0: 0.4771 (0.4729) loss_vfl_dn_1: 0.4197 (0.4136) loss_vfl_dn_2: 0.3979 (0.3964) loss_vfl_dn_3: 0.3911 (0.3888) loss_vfl_dn_4: 0.3887 (0.3859) loss_vfl_dn_5: 0.3876 (0.3851) time: 0.4765 data: 0.0138 max mem: 5653 Epoch: [16] [6100/7393] eta: 0:10:21 lr: 0.000010 loss: 17.0897 (17.5208) loss_bbox: 0.1712 (0.1724) loss_bbox_aux_0: 0.1766 (0.1860) loss_bbox_aux_1: 0.1766 (0.1769) loss_bbox_aux_2: 0.1741 (0.1746) loss_bbox_aux_3: 0.1653 (0.1728) loss_bbox_aux_4: 0.1699 (0.1724) loss_bbox_aux_5: 0.2072 (0.2283) loss_bbox_dn_0: 0.2868 (0.3144) loss_bbox_dn_1: 0.2103 (0.2440) loss_bbox_dn_2: 0.1989 (0.2225) loss_bbox_dn_3: 0.1942 (0.2149) loss_bbox_dn_4: 0.1931 (0.2133) loss_bbox_dn_5: 0.1932 (0.2132) loss_giou: 0.4986 (0.5145) loss_giou_aux_0: 0.5468 (0.5403) loss_giou_aux_1: 0.5206 (0.5234) loss_giou_aux_2: 0.5051 (0.5189) loss_giou_aux_3: 0.5007 (0.5156) loss_giou_aux_4: 0.4960 (0.5147) loss_giou_aux_5: 0.5872 (0.6134) loss_giou_dn_0: 0.6373 (0.6431) loss_giou_dn_1: 0.5229 (0.5392) loss_giou_dn_2: 0.4986 (0.5120) loss_giou_dn_3: 0.4863 (0.5033) loss_giou_dn_4: 0.4826 (0.5012) loss_giou_dn_5: 0.4833 (0.5014) loss_vfl: 0.7000 (0.7251) loss_vfl_aux_0: 0.8656 (0.8564) loss_vfl_aux_1: 0.8093 (0.8003) loss_vfl_aux_2: 0.7310 (0.7557) loss_vfl_aux_3: 0.7379 (0.7364) loss_vfl_aux_4: 0.7071 (0.7282) loss_vfl_aux_5: 0.8258 (0.8291) loss_vfl_dn_0: 0.4735 (0.4729) loss_vfl_dn_1: 0.4077 (0.4136) loss_vfl_dn_2: 0.3883 (0.3964) loss_vfl_dn_3: 0.3811 (0.3888) loss_vfl_dn_4: 0.3795 (0.3859) loss_vfl_dn_5: 0.3770 (0.3851) time: 0.4668 data: 0.0141 max mem: 5653 Epoch: [16] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 17.4480 (17.5221) loss_bbox: 0.1636 (0.1725) loss_bbox_aux_0: 0.1765 (0.1861) loss_bbox_aux_1: 0.1689 (0.1769) loss_bbox_aux_2: 0.1610 (0.1746) loss_bbox_aux_3: 0.1636 (0.1729) loss_bbox_aux_4: 0.1662 (0.1724) loss_bbox_aux_5: 0.2156 (0.2284) loss_bbox_dn_0: 0.2811 (0.3144) loss_bbox_dn_1: 0.2239 (0.2440) loss_bbox_dn_2: 0.1989 (0.2224) loss_bbox_dn_3: 0.1941 (0.2149) loss_bbox_dn_4: 0.1936 (0.2132) loss_bbox_dn_5: 0.1938 (0.2132) loss_giou: 0.5357 (0.5146) loss_giou_aux_0: 0.5426 (0.5405) loss_giou_aux_1: 0.5353 (0.5236) loss_giou_aux_2: 0.5333 (0.5190) loss_giou_aux_3: 0.5372 (0.5157) loss_giou_aux_4: 0.5356 (0.5148) loss_giou_aux_5: 0.6067 (0.6135) loss_giou_dn_0: 0.6390 (0.6432) loss_giou_dn_1: 0.5458 (0.5394) loss_giou_dn_2: 0.5103 (0.5121) loss_giou_dn_3: 0.5051 (0.5034) loss_giou_dn_4: 0.5022 (0.5014) loss_giou_dn_5: 0.5024 (0.5015) loss_vfl: 0.7281 (0.7251) loss_vfl_aux_0: 0.8395 (0.8563) loss_vfl_aux_1: 0.7773 (0.8003) loss_vfl_aux_2: 0.7612 (0.7558) loss_vfl_aux_3: 0.7143 (0.7363) loss_vfl_aux_4: 0.7278 (0.7282) loss_vfl_aux_5: 0.8381 (0.8290) loss_vfl_dn_0: 0.4686 (0.4728) loss_vfl_dn_1: 0.4103 (0.4136) loss_vfl_dn_2: 0.3995 (0.3964) loss_vfl_dn_3: 0.3917 (0.3888) loss_vfl_dn_4: 0.3892 (0.3859) loss_vfl_dn_5: 0.3859 (0.3851) time: 0.4699 data: 0.0142 max mem: 5653 Epoch: [16] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 17.4304 (17.5231) loss_bbox: 0.1732 (0.1725) loss_bbox_aux_0: 0.1826 (0.1862) loss_bbox_aux_1: 0.1740 (0.1770) loss_bbox_aux_2: 0.1766 (0.1747) loss_bbox_aux_3: 0.1732 (0.1729) loss_bbox_aux_4: 0.1736 (0.1724) loss_bbox_aux_5: 0.2243 (0.2284) loss_bbox_dn_0: 0.3161 (0.3145) loss_bbox_dn_1: 0.2383 (0.2441) loss_bbox_dn_2: 0.2111 (0.2226) loss_bbox_dn_3: 0.2061 (0.2150) loss_bbox_dn_4: 0.2065 (0.2133) loss_bbox_dn_5: 0.2065 (0.2133) loss_giou: 0.4900 (0.5146) loss_giou_aux_0: 0.5259 (0.5406) loss_giou_aux_1: 0.4999 (0.5236) loss_giou_aux_2: 0.4964 (0.5190) loss_giou_aux_3: 0.4813 (0.5157) loss_giou_aux_4: 0.4828 (0.5148) loss_giou_aux_5: 0.5696 (0.6135) loss_giou_dn_0: 0.6393 (0.6432) loss_giou_dn_1: 0.5206 (0.5394) loss_giou_dn_2: 0.4965 (0.5121) loss_giou_dn_3: 0.4899 (0.5035) loss_giou_dn_4: 0.4878 (0.5014) loss_giou_dn_5: 0.4879 (0.5016) loss_vfl: 0.7077 (0.7250) loss_vfl_aux_0: 0.8561 (0.8562) loss_vfl_aux_1: 0.7982 (0.8002) loss_vfl_aux_2: 0.7487 (0.7557) loss_vfl_aux_3: 0.7213 (0.7363) loss_vfl_aux_4: 0.7283 (0.7282) loss_vfl_aux_5: 0.8023 (0.8290) loss_vfl_dn_0: 0.4678 (0.4728) loss_vfl_dn_1: 0.4122 (0.4136) loss_vfl_dn_2: 0.3928 (0.3964) loss_vfl_dn_3: 0.3896 (0.3888) loss_vfl_dn_4: 0.3868 (0.3859) loss_vfl_dn_5: 0.3854 (0.3851) time: 0.4611 data: 0.0140 max mem: 5653 Epoch: [16] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 18.1452 (17.5254) loss_bbox: 0.1716 (0.1725) loss_bbox_aux_0: 0.1906 (0.1862) loss_bbox_aux_1: 0.1820 (0.1770) loss_bbox_aux_2: 0.1770 (0.1746) loss_bbox_aux_3: 0.1712 (0.1728) loss_bbox_aux_4: 0.1720 (0.1724) loss_bbox_aux_5: 0.2278 (0.2283) loss_bbox_dn_0: 0.3101 (0.3143) loss_bbox_dn_1: 0.2326 (0.2439) loss_bbox_dn_2: 0.2096 (0.2224) loss_bbox_dn_3: 0.1983 (0.2149) loss_bbox_dn_4: 0.1955 (0.2132) loss_bbox_dn_5: 0.1955 (0.2132) loss_giou: 0.5232 (0.5147) loss_giou_aux_0: 0.5411 (0.5408) loss_giou_aux_1: 0.5308 (0.5238) loss_giou_aux_2: 0.5233 (0.5192) loss_giou_aux_3: 0.5234 (0.5159) loss_giou_aux_4: 0.5250 (0.5149) loss_giou_aux_5: 0.6169 (0.6136) loss_giou_dn_0: 0.6778 (0.6434) loss_giou_dn_1: 0.5672 (0.5395) loss_giou_dn_2: 0.5339 (0.5122) loss_giou_dn_3: 0.5256 (0.5036) loss_giou_dn_4: 0.5210 (0.5015) loss_giou_dn_5: 0.5215 (0.5017) loss_vfl: 0.7423 (0.7253) loss_vfl_aux_0: 0.8398 (0.8564) loss_vfl_aux_1: 0.7875 (0.8005) loss_vfl_aux_2: 0.7619 (0.7559) loss_vfl_aux_3: 0.7382 (0.7365) loss_vfl_aux_4: 0.7527 (0.7284) loss_vfl_aux_5: 0.8361 (0.8290) loss_vfl_dn_0: 0.4739 (0.4728) loss_vfl_dn_1: 0.4155 (0.4136) loss_vfl_dn_2: 0.3994 (0.3964) loss_vfl_dn_3: 0.3918 (0.3888) loss_vfl_dn_4: 0.3917 (0.3859) loss_vfl_dn_5: 0.3901 (0.3851) time: 0.4827 data: 0.0143 max mem: 5653 Epoch: [16] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 17.2976 (17.5280) loss_bbox: 0.1583 (0.1725) loss_bbox_aux_0: 0.1654 (0.1862) loss_bbox_aux_1: 0.1595 (0.1770) loss_bbox_aux_2: 0.1588 (0.1746) loss_bbox_aux_3: 0.1542 (0.1728) loss_bbox_aux_4: 0.1584 (0.1724) loss_bbox_aux_5: 0.2082 (0.2283) loss_bbox_dn_0: 0.2960 (0.3144) loss_bbox_dn_1: 0.2403 (0.2441) loss_bbox_dn_2: 0.2171 (0.2225) loss_bbox_dn_3: 0.2075 (0.2150) loss_bbox_dn_4: 0.2041 (0.2133) loss_bbox_dn_5: 0.2041 (0.2133) loss_giou: 0.4661 (0.5146) loss_giou_aux_0: 0.5043 (0.5407) loss_giou_aux_1: 0.4657 (0.5237) loss_giou_aux_2: 0.4664 (0.5191) loss_giou_aux_3: 0.4679 (0.5158) loss_giou_aux_4: 0.4665 (0.5148) loss_giou_aux_5: 0.5862 (0.6136) loss_giou_dn_0: 0.6072 (0.6435) loss_giou_dn_1: 0.5073 (0.5396) loss_giou_dn_2: 0.4844 (0.5123) loss_giou_dn_3: 0.4755 (0.5037) loss_giou_dn_4: 0.4739 (0.5016) loss_giou_dn_5: 0.4741 (0.5018) loss_vfl: 0.7326 (0.7256) loss_vfl_aux_0: 0.8697 (0.8564) loss_vfl_aux_1: 0.8222 (0.8008) loss_vfl_aux_2: 0.7745 (0.7562) loss_vfl_aux_3: 0.7601 (0.7368) loss_vfl_aux_4: 0.7353 (0.7287) loss_vfl_aux_5: 0.8665 (0.8292) loss_vfl_dn_0: 0.4666 (0.4728) loss_vfl_dn_1: 0.4125 (0.4137) loss_vfl_dn_2: 0.3949 (0.3964) loss_vfl_dn_3: 0.3881 (0.3888) loss_vfl_dn_4: 0.3870 (0.3860) loss_vfl_dn_5: 0.3877 (0.3852) time: 0.4769 data: 0.0147 max mem: 5653 Epoch: [16] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 17.5875 (17.5295) loss_bbox: 0.1696 (0.1725) loss_bbox_aux_0: 0.1657 (0.1862) loss_bbox_aux_1: 0.1712 (0.1770) loss_bbox_aux_2: 0.1699 (0.1747) loss_bbox_aux_3: 0.1684 (0.1729) loss_bbox_aux_4: 0.1676 (0.1724) loss_bbox_aux_5: 0.2235 (0.2284) loss_bbox_dn_0: 0.2719 (0.3146) loss_bbox_dn_1: 0.2121 (0.2442) loss_bbox_dn_2: 0.1989 (0.2226) loss_bbox_dn_3: 0.1923 (0.2151) loss_bbox_dn_4: 0.1880 (0.2134) loss_bbox_dn_5: 0.1881 (0.2134) loss_giou: 0.5259 (0.5146) loss_giou_aux_0: 0.5413 (0.5408) loss_giou_aux_1: 0.5466 (0.5237) loss_giou_aux_2: 0.5296 (0.5191) loss_giou_aux_3: 0.5288 (0.5158) loss_giou_aux_4: 0.5259 (0.5148) loss_giou_aux_5: 0.6252 (0.6136) loss_giou_dn_0: 0.6560 (0.6436) loss_giou_dn_1: 0.5616 (0.5397) loss_giou_dn_2: 0.5322 (0.5124) loss_giou_dn_3: 0.5261 (0.5037) loss_giou_dn_4: 0.5237 (0.5016) loss_giou_dn_5: 0.5233 (0.5018) loss_vfl: 0.7000 (0.7256) loss_vfl_aux_0: 0.8174 (0.8565) loss_vfl_aux_1: 0.7652 (0.8008) loss_vfl_aux_2: 0.7264 (0.7563) loss_vfl_aux_3: 0.7015 (0.7368) loss_vfl_aux_4: 0.6999 (0.7287) loss_vfl_aux_5: 0.8006 (0.8292) loss_vfl_dn_0: 0.4683 (0.4728) loss_vfl_dn_1: 0.4155 (0.4137) loss_vfl_dn_2: 0.4005 (0.3964) loss_vfl_dn_3: 0.3889 (0.3888) loss_vfl_dn_4: 0.3877 (0.3860) loss_vfl_dn_5: 0.3847 (0.3852) time: 0.4583 data: 0.0141 max mem: 5653 Epoch: [16] [6700/7393] eta: 0:05:33 lr: 0.000010 loss: 17.6177 (17.5274) loss_bbox: 0.1645 (0.1725) loss_bbox_aux_0: 0.1834 (0.1861) loss_bbox_aux_1: 0.1734 (0.1770) loss_bbox_aux_2: 0.1703 (0.1746) loss_bbox_aux_3: 0.1634 (0.1728) loss_bbox_aux_4: 0.1633 (0.1723) loss_bbox_aux_5: 0.2165 (0.2283) loss_bbox_dn_0: 0.3094 (0.3145) loss_bbox_dn_1: 0.2240 (0.2441) loss_bbox_dn_2: 0.2028 (0.2225) loss_bbox_dn_3: 0.2003 (0.2149) loss_bbox_dn_4: 0.1996 (0.2133) loss_bbox_dn_5: 0.1995 (0.2132) loss_giou: 0.5248 (0.5146) loss_giou_aux_0: 0.5569 (0.5407) loss_giou_aux_1: 0.5358 (0.5237) loss_giou_aux_2: 0.5319 (0.5191) loss_giou_aux_3: 0.5301 (0.5157) loss_giou_aux_4: 0.5227 (0.5148) loss_giou_aux_5: 0.6310 (0.6136) loss_giou_dn_0: 0.6249 (0.6436) loss_giou_dn_1: 0.5240 (0.5397) loss_giou_dn_2: 0.5036 (0.5124) loss_giou_dn_3: 0.5021 (0.5037) loss_giou_dn_4: 0.5001 (0.5017) loss_giou_dn_5: 0.5003 (0.5018) loss_vfl: 0.7395 (0.7255) loss_vfl_aux_0: 0.8695 (0.8564) loss_vfl_aux_1: 0.8066 (0.8007) loss_vfl_aux_2: 0.7549 (0.7562) loss_vfl_aux_3: 0.7598 (0.7367) loss_vfl_aux_4: 0.7310 (0.7286) loss_vfl_aux_5: 0.8256 (0.8291) loss_vfl_dn_0: 0.4759 (0.4728) loss_vfl_dn_1: 0.4211 (0.4136) loss_vfl_dn_2: 0.4053 (0.3964) loss_vfl_dn_3: 0.4007 (0.3888) loss_vfl_dn_4: 0.3949 (0.3859) loss_vfl_dn_5: 0.3941 (0.3851) time: 0.4684 data: 0.0145 max mem: 5653 Epoch: [16] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 17.2334 (17.5265) loss_bbox: 0.1552 (0.1725) loss_bbox_aux_0: 0.1599 (0.1861) loss_bbox_aux_1: 0.1472 (0.1769) loss_bbox_aux_2: 0.1495 (0.1746) loss_bbox_aux_3: 0.1501 (0.1728) loss_bbox_aux_4: 0.1552 (0.1723) loss_bbox_aux_5: 0.2042 (0.2282) loss_bbox_dn_0: 0.3165 (0.3146) loss_bbox_dn_1: 0.2508 (0.2441) loss_bbox_dn_2: 0.2199 (0.2226) loss_bbox_dn_3: 0.2094 (0.2150) loss_bbox_dn_4: 0.2065 (0.2133) loss_bbox_dn_5: 0.2065 (0.2133) loss_giou: 0.5051 (0.5144) loss_giou_aux_0: 0.5233 (0.5405) loss_giou_aux_1: 0.5013 (0.5235) loss_giou_aux_2: 0.4946 (0.5189) loss_giou_aux_3: 0.4900 (0.5155) loss_giou_aux_4: 0.5065 (0.5146) loss_giou_aux_5: 0.5993 (0.6134) loss_giou_dn_0: 0.6388 (0.6435) loss_giou_dn_1: 0.5406 (0.5396) loss_giou_dn_2: 0.5144 (0.5123) loss_giou_dn_3: 0.5064 (0.5036) loss_giou_dn_4: 0.5044 (0.5015) loss_giou_dn_5: 0.5040 (0.5017) loss_vfl: 0.7450 (0.7257) loss_vfl_aux_0: 0.8594 (0.8566) loss_vfl_aux_1: 0.8185 (0.8009) loss_vfl_aux_2: 0.7724 (0.7564) loss_vfl_aux_3: 0.7585 (0.7370) loss_vfl_aux_4: 0.7541 (0.7287) loss_vfl_aux_5: 0.8285 (0.8294) loss_vfl_dn_0: 0.4747 (0.4728) loss_vfl_dn_1: 0.4140 (0.4137) loss_vfl_dn_2: 0.3976 (0.3964) loss_vfl_dn_3: 0.3941 (0.3888) loss_vfl_dn_4: 0.3907 (0.3859) loss_vfl_dn_5: 0.3922 (0.3852) time: 0.4641 data: 0.0142 max mem: 5653 Epoch: [16] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.9753 (17.5249) loss_bbox: 0.1712 (0.1724) loss_bbox_aux_0: 0.1741 (0.1860) loss_bbox_aux_1: 0.1688 (0.1769) loss_bbox_aux_2: 0.1672 (0.1745) loss_bbox_aux_3: 0.1718 (0.1727) loss_bbox_aux_4: 0.1713 (0.1723) loss_bbox_aux_5: 0.2216 (0.2282) loss_bbox_dn_0: 0.3034 (0.3145) loss_bbox_dn_1: 0.2216 (0.2441) loss_bbox_dn_2: 0.2044 (0.2225) loss_bbox_dn_3: 0.1936 (0.2149) loss_bbox_dn_4: 0.1936 (0.2133) loss_bbox_dn_5: 0.1936 (0.2132) loss_giou: 0.5018 (0.5143) loss_giou_aux_0: 0.5375 (0.5403) loss_giou_aux_1: 0.5233 (0.5233) loss_giou_aux_2: 0.5101 (0.5187) loss_giou_aux_3: 0.5072 (0.5153) loss_giou_aux_4: 0.4999 (0.5145) loss_giou_aux_5: 0.6061 (0.6132) loss_giou_dn_0: 0.6433 (0.6434) loss_giou_dn_1: 0.5213 (0.5394) loss_giou_dn_2: 0.4933 (0.5121) loss_giou_dn_3: 0.4897 (0.5035) loss_giou_dn_4: 0.4891 (0.5014) loss_giou_dn_5: 0.4888 (0.5016) loss_vfl: 0.7056 (0.7258) loss_vfl_aux_0: 0.8485 (0.8568) loss_vfl_aux_1: 0.7922 (0.8010) loss_vfl_aux_2: 0.7203 (0.7565) loss_vfl_aux_3: 0.7038 (0.7371) loss_vfl_aux_4: 0.7114 (0.7288) loss_vfl_aux_5: 0.8407 (0.8295) loss_vfl_dn_0: 0.4700 (0.4728) loss_vfl_dn_1: 0.4066 (0.4136) loss_vfl_dn_2: 0.3890 (0.3964) loss_vfl_dn_3: 0.3806 (0.3888) loss_vfl_dn_4: 0.3761 (0.3859) loss_vfl_dn_5: 0.3766 (0.3851) time: 0.4642 data: 0.0137 max mem: 5653 Epoch: [16] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.1288 (17.5239) loss_bbox: 0.1729 (0.1724) loss_bbox_aux_0: 0.1965 (0.1861) loss_bbox_aux_1: 0.1888 (0.1769) loss_bbox_aux_2: 0.1846 (0.1746) loss_bbox_aux_3: 0.1761 (0.1728) loss_bbox_aux_4: 0.1743 (0.1724) loss_bbox_aux_5: 0.2388 (0.2282) loss_bbox_dn_0: 0.3316 (0.3145) loss_bbox_dn_1: 0.2588 (0.2441) loss_bbox_dn_2: 0.2325 (0.2225) loss_bbox_dn_3: 0.2221 (0.2149) loss_bbox_dn_4: 0.2180 (0.2132) loss_bbox_dn_5: 0.2178 (0.2132) loss_giou: 0.4735 (0.5142) loss_giou_aux_0: 0.5072 (0.5401) loss_giou_aux_1: 0.4974 (0.5232) loss_giou_aux_2: 0.4919 (0.5186) loss_giou_aux_3: 0.4850 (0.5152) loss_giou_aux_4: 0.4816 (0.5144) loss_giou_aux_5: 0.5685 (0.6130) loss_giou_dn_0: 0.6350 (0.6434) loss_giou_dn_1: 0.5149 (0.5393) loss_giou_dn_2: 0.4839 (0.5120) loss_giou_dn_3: 0.4759 (0.5033) loss_giou_dn_4: 0.4749 (0.5013) loss_giou_dn_5: 0.4751 (0.5014) loss_vfl: 0.7345 (0.7258) loss_vfl_aux_0: 0.8625 (0.8568) loss_vfl_aux_1: 0.7885 (0.8010) loss_vfl_aux_2: 0.7591 (0.7566) loss_vfl_aux_3: 0.7442 (0.7372) loss_vfl_aux_4: 0.7381 (0.7289) loss_vfl_aux_5: 0.8437 (0.8296) loss_vfl_dn_0: 0.4819 (0.4729) loss_vfl_dn_1: 0.4265 (0.4136) loss_vfl_dn_2: 0.4032 (0.3964) loss_vfl_dn_3: 0.3939 (0.3888) loss_vfl_dn_4: 0.3924 (0.3859) loss_vfl_dn_5: 0.3902 (0.3851) time: 0.4780 data: 0.0144 max mem: 5653 Epoch: [16] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.7731 (17.5229) loss_bbox: 0.1707 (0.1724) loss_bbox_aux_0: 0.1926 (0.1861) loss_bbox_aux_1: 0.1688 (0.1769) loss_bbox_aux_2: 0.1748 (0.1746) loss_bbox_aux_3: 0.1678 (0.1728) loss_bbox_aux_4: 0.1723 (0.1723) loss_bbox_aux_5: 0.2314 (0.2282) loss_bbox_dn_0: 0.3148 (0.3145) loss_bbox_dn_1: 0.2498 (0.2441) loss_bbox_dn_2: 0.2239 (0.2225) loss_bbox_dn_3: 0.2186 (0.2149) loss_bbox_dn_4: 0.2173 (0.2132) loss_bbox_dn_5: 0.2173 (0.2132) loss_giou: 0.4874 (0.5142) loss_giou_aux_0: 0.5287 (0.5401) loss_giou_aux_1: 0.4973 (0.5232) loss_giou_aux_2: 0.4953 (0.5186) loss_giou_aux_3: 0.4873 (0.5152) loss_giou_aux_4: 0.4864 (0.5144) loss_giou_aux_5: 0.5978 (0.6130) loss_giou_dn_0: 0.6513 (0.6434) loss_giou_dn_1: 0.5428 (0.5393) loss_giou_dn_2: 0.5163 (0.5120) loss_giou_dn_3: 0.5140 (0.5033) loss_giou_dn_4: 0.5125 (0.5013) loss_giou_dn_5: 0.5127 (0.5014) loss_vfl: 0.7197 (0.7257) loss_vfl_aux_0: 0.8752 (0.8567) loss_vfl_aux_1: 0.8145 (0.8008) loss_vfl_aux_2: 0.7459 (0.7565) loss_vfl_aux_3: 0.7352 (0.7371) loss_vfl_aux_4: 0.7359 (0.7288) loss_vfl_aux_5: 0.8197 (0.8295) loss_vfl_dn_0: 0.4703 (0.4728) loss_vfl_dn_1: 0.4087 (0.4136) loss_vfl_dn_2: 0.3924 (0.3964) loss_vfl_dn_3: 0.3855 (0.3888) loss_vfl_dn_4: 0.3852 (0.3859) loss_vfl_dn_5: 0.3874 (0.3851) time: 0.4761 data: 0.0141 max mem: 5653 Epoch: [16] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.2477 (17.5231) loss_bbox: 0.1727 (0.1724) loss_bbox_aux_0: 0.1879 (0.1860) loss_bbox_aux_1: 0.1789 (0.1769) loss_bbox_aux_2: 0.1754 (0.1746) loss_bbox_aux_3: 0.1775 (0.1728) loss_bbox_aux_4: 0.1765 (0.1724) loss_bbox_aux_5: 0.2241 (0.2282) loss_bbox_dn_0: 0.3111 (0.3145) loss_bbox_dn_1: 0.2301 (0.2440) loss_bbox_dn_2: 0.1994 (0.2224) loss_bbox_dn_3: 0.1925 (0.2149) loss_bbox_dn_4: 0.1941 (0.2132) loss_bbox_dn_5: 0.1939 (0.2132) loss_giou: 0.4828 (0.5143) loss_giou_aux_0: 0.4983 (0.5402) loss_giou_aux_1: 0.4966 (0.5233) loss_giou_aux_2: 0.4853 (0.5187) loss_giou_aux_3: 0.4823 (0.5153) loss_giou_aux_4: 0.4879 (0.5145) loss_giou_aux_5: 0.5791 (0.6131) loss_giou_dn_0: 0.6269 (0.6434) loss_giou_dn_1: 0.5080 (0.5393) loss_giou_dn_2: 0.4781 (0.5120) loss_giou_dn_3: 0.4699 (0.5034) loss_giou_dn_4: 0.4689 (0.5013) loss_giou_dn_5: 0.4684 (0.5015) loss_vfl: 0.7420 (0.7257) loss_vfl_aux_0: 0.8676 (0.8567) loss_vfl_aux_1: 0.8054 (0.8007) loss_vfl_aux_2: 0.7690 (0.7564) loss_vfl_aux_3: 0.7638 (0.7370) loss_vfl_aux_4: 0.7613 (0.7287) loss_vfl_aux_5: 0.8471 (0.8296) loss_vfl_dn_0: 0.4694 (0.4728) loss_vfl_dn_1: 0.4123 (0.4136) loss_vfl_dn_2: 0.3951 (0.3964) loss_vfl_dn_3: 0.3882 (0.3888) loss_vfl_dn_4: 0.3869 (0.3859) loss_vfl_dn_5: 0.3864 (0.3851) time: 0.4806 data: 0.0138 max mem: 5653 Epoch: [16] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.3385 (17.5208) loss_bbox: 0.1609 (0.1724) loss_bbox_aux_0: 0.1829 (0.1861) loss_bbox_aux_1: 0.1742 (0.1770) loss_bbox_aux_2: 0.1677 (0.1746) loss_bbox_aux_3: 0.1646 (0.1728) loss_bbox_aux_4: 0.1629 (0.1724) loss_bbox_aux_5: 0.2398 (0.2282) loss_bbox_dn_0: 0.3001 (0.3146) loss_bbox_dn_1: 0.2248 (0.2441) loss_bbox_dn_2: 0.2125 (0.2225) loss_bbox_dn_3: 0.2117 (0.2149) loss_bbox_dn_4: 0.2108 (0.2132) loss_bbox_dn_5: 0.2109 (0.2132) loss_giou: 0.4718 (0.5141) loss_giou_aux_0: 0.5028 (0.5401) loss_giou_aux_1: 0.4805 (0.5232) loss_giou_aux_2: 0.4778 (0.5186) loss_giou_aux_3: 0.4741 (0.5152) loss_giou_aux_4: 0.4723 (0.5143) loss_giou_aux_5: 0.5748 (0.6130) loss_giou_dn_0: 0.6221 (0.6433) loss_giou_dn_1: 0.5134 (0.5392) loss_giou_dn_2: 0.4940 (0.5119) loss_giou_dn_3: 0.4856 (0.5032) loss_giou_dn_4: 0.4830 (0.5012) loss_giou_dn_5: 0.4827 (0.5013) loss_vfl: 0.7411 (0.7256) loss_vfl_aux_0: 0.8189 (0.8565) loss_vfl_aux_1: 0.7950 (0.8005) loss_vfl_aux_2: 0.7558 (0.7563) loss_vfl_aux_3: 0.7503 (0.7370) loss_vfl_aux_4: 0.7459 (0.7287) loss_vfl_aux_5: 0.8154 (0.8294) loss_vfl_dn_0: 0.4652 (0.4728) loss_vfl_dn_1: 0.4052 (0.4136) loss_vfl_dn_2: 0.3892 (0.3963) loss_vfl_dn_3: 0.3830 (0.3887) loss_vfl_dn_4: 0.3798 (0.3858) loss_vfl_dn_5: 0.3799 (0.3851) time: 0.4577 data: 0.0139 max mem: 5653 Epoch: [16] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.3774 (17.5206) loss_bbox: 0.1671 (0.1725) loss_bbox_aux_0: 0.1799 (0.1861) loss_bbox_aux_1: 0.1633 (0.1770) loss_bbox_aux_2: 0.1706 (0.1746) loss_bbox_aux_3: 0.1640 (0.1728) loss_bbox_aux_4: 0.1675 (0.1724) loss_bbox_aux_5: 0.2172 (0.2282) loss_bbox_dn_0: 0.2864 (0.3145) loss_bbox_dn_1: 0.2390 (0.2440) loss_bbox_dn_2: 0.2173 (0.2224) loss_bbox_dn_3: 0.2076 (0.2148) loss_bbox_dn_4: 0.2066 (0.2131) loss_bbox_dn_5: 0.2067 (0.2131) loss_giou: 0.4952 (0.5143) loss_giou_aux_0: 0.5279 (0.5402) loss_giou_aux_1: 0.4922 (0.5233) loss_giou_aux_2: 0.4988 (0.5187) loss_giou_aux_3: 0.4989 (0.5153) loss_giou_aux_4: 0.4959 (0.5145) loss_giou_aux_5: 0.6093 (0.6131) loss_giou_dn_0: 0.6476 (0.6434) loss_giou_dn_1: 0.5536 (0.5393) loss_giou_dn_2: 0.5169 (0.5120) loss_giou_dn_3: 0.5052 (0.5033) loss_giou_dn_4: 0.5042 (0.5013) loss_giou_dn_5: 0.5043 (0.5014) loss_vfl: 0.6873 (0.7255) loss_vfl_aux_0: 0.8261 (0.8562) loss_vfl_aux_1: 0.7635 (0.8003) loss_vfl_aux_2: 0.7178 (0.7562) loss_vfl_aux_3: 0.7079 (0.7368) loss_vfl_aux_4: 0.6898 (0.7285) loss_vfl_aux_5: 0.8121 (0.8293) loss_vfl_dn_0: 0.4699 (0.4727) loss_vfl_dn_1: 0.4141 (0.4135) loss_vfl_dn_2: 0.3977 (0.3963) loss_vfl_dn_3: 0.3917 (0.3887) loss_vfl_dn_4: 0.3902 (0.3858) loss_vfl_dn_5: 0.3896 (0.3850) time: 0.4773 data: 0.0141 max mem: 5653 Epoch: [16] Total time: 0:59:11 (0.4805 s / it) Averaged stats: lr: 0.000010 loss: 17.3774 (17.5206) loss_bbox: 0.1671 (0.1725) loss_bbox_aux_0: 0.1799 (0.1861) loss_bbox_aux_1: 0.1633 (0.1770) loss_bbox_aux_2: 0.1706 (0.1746) loss_bbox_aux_3: 0.1640 (0.1728) loss_bbox_aux_4: 0.1675 (0.1724) loss_bbox_aux_5: 0.2172 (0.2282) loss_bbox_dn_0: 0.2864 (0.3145) loss_bbox_dn_1: 0.2390 (0.2440) loss_bbox_dn_2: 0.2173 (0.2224) loss_bbox_dn_3: 0.2076 (0.2148) loss_bbox_dn_4: 0.2066 (0.2131) loss_bbox_dn_5: 0.2067 (0.2131) loss_giou: 0.4952 (0.5143) loss_giou_aux_0: 0.5279 (0.5402) loss_giou_aux_1: 0.4922 (0.5233) loss_giou_aux_2: 0.4988 (0.5187) loss_giou_aux_3: 0.4989 (0.5153) loss_giou_aux_4: 0.4959 (0.5145) loss_giou_aux_5: 0.6093 (0.6131) loss_giou_dn_0: 0.6476 (0.6434) loss_giou_dn_1: 0.5536 (0.5393) loss_giou_dn_2: 0.5169 (0.5120) loss_giou_dn_3: 0.5052 (0.5033) loss_giou_dn_4: 0.5042 (0.5013) loss_giou_dn_5: 0.5043 (0.5014) loss_vfl: 0.6873 (0.7255) loss_vfl_aux_0: 0.8261 (0.8562) loss_vfl_aux_1: 0.7635 (0.8003) loss_vfl_aux_2: 0.7178 (0.7562) loss_vfl_aux_3: 0.7079 (0.7368) loss_vfl_aux_4: 0.6898 (0.7285) loss_vfl_aux_5: 0.8121 (0.8293) loss_vfl_dn_0: 0.4699 (0.4727) loss_vfl_dn_1: 0.4141 (0.4135) loss_vfl_dn_2: 0.3977 (0.3963) loss_vfl_dn_3: 0.3917 (0.3887) loss_vfl_dn_4: 0.3902 (0.3858) loss_vfl_dn_5: 0.3896 (0.3850) Test: [ 0/157] eta: 0:03:59 time: 1.5235 data: 1.1183 max mem: 5653 Test: [ 10/157] eta: 0:01:13 time: 0.5019 data: 0.1256 max mem: 5653 Test: [ 20/157] eta: 0:01:01 time: 0.3919 data: 0.0261 max mem: 5653 Test: [ 30/157] eta: 0:01:20 time: 0.7077 data: 0.0257 max mem: 5653 Test: [ 40/157] eta: 0:01:07 time: 0.7059 data: 0.0258 max mem: 5653 Test: [ 50/157] eta: 0:00:57 time: 0.3860 data: 0.0257 max mem: 5653 Test: [ 60/157] eta: 0:00:49 time: 0.3938 data: 0.0260 max mem: 5653 Test: [ 70/157] eta: 0:00:43 time: 0.3860 data: 0.0259 max mem: 5653 Test: [ 80/157] eta: 0:00:37 time: 0.3874 data: 0.0254 max mem: 5653 Test: [ 90/157] eta: 0:00:31 time: 0.3927 data: 0.0263 max mem: 5653 Test: [100/157] eta: 0:00:26 time: 0.3827 data: 0.0260 max mem: 5653 Test: [110/157] eta: 0:00:21 time: 0.3853 data: 0.0248 max mem: 5653 Test: [120/157] eta: 0:00:16 time: 0.3828 data: 0.0250 max mem: 5653 Test: [130/157] eta: 0:00:12 time: 0.3810 data: 0.0261 max mem: 5653 Test: [140/157] eta: 0:00:08 time: 0.6534 data: 0.0262 max mem: 5653 Test: [150/157] eta: 0:00:03 time: 0.6390 data: 0.0258 max mem: 5653 Test: [156/157] eta: 0:00:00 time: 0.6286 data: 0.0249 max mem: 5653 Test: Total time: 0:01:13 (0.4683 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.74s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.498 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.678 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.677 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.378 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.513 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 best_stat: {'epoch': 16, 'coco_eval_bbox': 0.4984835289444741} Epoch: [17] [ 0/7393] eta: 21:57:43 lr: 0.000010 loss: 16.6714 (16.6714) loss_bbox: 0.1513 (0.1513) loss_bbox_aux_0: 0.1706 (0.1706) loss_bbox_aux_1: 0.1713 (0.1713) loss_bbox_aux_2: 0.1640 (0.1640) loss_bbox_aux_3: 0.1562 (0.1562) loss_bbox_aux_4: 0.1512 (0.1512) loss_bbox_aux_5: 0.2040 (0.2040) loss_bbox_dn_0: 0.2941 (0.2941) loss_bbox_dn_1: 0.2191 (0.2191) loss_bbox_dn_2: 0.1950 (0.1950) loss_bbox_dn_3: 0.1822 (0.1822) loss_bbox_dn_4: 0.1789 (0.1789) loss_bbox_dn_5: 0.1789 (0.1789) loss_giou: 0.5135 (0.5135) loss_giou_aux_0: 0.5534 (0.5534) loss_giou_aux_1: 0.5393 (0.5393) loss_giou_aux_2: 0.5227 (0.5227) loss_giou_aux_3: 0.5170 (0.5170) loss_giou_aux_4: 0.5116 (0.5116) loss_giou_aux_5: 0.6237 (0.6237) loss_giou_dn_0: 0.6384 (0.6384) loss_giou_dn_1: 0.5164 (0.5164) loss_giou_dn_2: 0.4915 (0.4915) loss_giou_dn_3: 0.4785 (0.4785) loss_giou_dn_4: 0.4759 (0.4759) loss_giou_dn_5: 0.4760 (0.4760) loss_vfl: 0.6884 (0.6884) loss_vfl_aux_0: 0.8190 (0.8190) loss_vfl_aux_1: 0.7349 (0.7349) loss_vfl_aux_2: 0.6964 (0.6964) loss_vfl_aux_3: 0.6836 (0.6836) loss_vfl_aux_4: 0.6864 (0.6864) loss_vfl_aux_5: 0.8051 (0.8051) loss_vfl_dn_0: 0.4523 (0.4523) loss_vfl_dn_1: 0.3848 (0.3848) loss_vfl_dn_2: 0.3713 (0.3713) loss_vfl_dn_3: 0.3617 (0.3617) loss_vfl_dn_4: 0.3558 (0.3558) loss_vfl_dn_5: 0.3569 (0.3569) time: 10.6944 data: 1.2977 max mem: 5653 Epoch: [17] [ 100/7393] eta: 1:10:55 lr: 0.000010 loss: 17.3232 (17.3833) loss_bbox: 0.1651 (0.1660) loss_bbox_aux_0: 0.1693 (0.1793) loss_bbox_aux_1: 0.1602 (0.1707) loss_bbox_aux_2: 0.1635 (0.1691) loss_bbox_aux_3: 0.1679 (0.1669) loss_bbox_aux_4: 0.1650 (0.1664) loss_bbox_aux_5: 0.1984 (0.2165) loss_bbox_dn_0: 0.2907 (0.2990) loss_bbox_dn_1: 0.2305 (0.2309) loss_bbox_dn_2: 0.2043 (0.2100) loss_bbox_dn_3: 0.1962 (0.2022) loss_bbox_dn_4: 0.1930 (0.2004) loss_bbox_dn_5: 0.1925 (0.2003) loss_giou: 0.5248 (0.5272) loss_giou_aux_0: 0.5366 (0.5528) loss_giou_aux_1: 0.5183 (0.5358) loss_giou_aux_2: 0.5373 (0.5324) loss_giou_aux_3: 0.5355 (0.5277) loss_giou_aux_4: 0.5247 (0.5272) loss_giou_aux_5: 0.6085 (0.6220) loss_giou_dn_0: 0.6629 (0.6437) loss_giou_dn_1: 0.5476 (0.5408) loss_giou_dn_2: 0.5230 (0.5130) loss_giou_dn_3: 0.5117 (0.5039) loss_giou_dn_4: 0.5098 (0.5018) loss_giou_dn_5: 0.5096 (0.5020) loss_vfl: 0.7062 (0.7165) loss_vfl_aux_0: 0.8192 (0.8368) loss_vfl_aux_1: 0.7674 (0.7899) loss_vfl_aux_2: 0.7219 (0.7437) loss_vfl_aux_3: 0.6958 (0.7268) loss_vfl_aux_4: 0.7019 (0.7181) loss_vfl_aux_5: 0.8036 (0.8184) loss_vfl_dn_0: 0.4709 (0.4713) loss_vfl_dn_1: 0.4132 (0.4106) loss_vfl_dn_2: 0.3955 (0.3936) loss_vfl_dn_3: 0.3871 (0.3855) loss_vfl_dn_4: 0.3840 (0.3823) loss_vfl_dn_5: 0.3818 (0.3818) time: 0.4830 data: 0.0160 max mem: 5653 Epoch: [17] [ 200/7393] eta: 1:07:17 lr: 0.000010 loss: 17.2992 (17.3155) loss_bbox: 0.1672 (0.1692) loss_bbox_aux_0: 0.1795 (0.1808) loss_bbox_aux_1: 0.1777 (0.1747) loss_bbox_aux_2: 0.1645 (0.1723) loss_bbox_aux_3: 0.1691 (0.1703) loss_bbox_aux_4: 0.1652 (0.1695) loss_bbox_aux_5: 0.2289 (0.2192) loss_bbox_dn_0: 0.3063 (0.3028) loss_bbox_dn_1: 0.2327 (0.2333) loss_bbox_dn_2: 0.2184 (0.2121) loss_bbox_dn_3: 0.2115 (0.2045) loss_bbox_dn_4: 0.2098 (0.2028) loss_bbox_dn_5: 0.2099 (0.2028) loss_giou: 0.4295 (0.5175) loss_giou_aux_0: 0.4603 (0.5410) loss_giou_aux_1: 0.4536 (0.5266) loss_giou_aux_2: 0.4346 (0.5217) loss_giou_aux_3: 0.4285 (0.5180) loss_giou_aux_4: 0.4250 (0.5172) loss_giou_aux_5: 0.5353 (0.6105) loss_giou_dn_0: 0.6040 (0.6368) loss_giou_dn_1: 0.5061 (0.5343) loss_giou_dn_2: 0.4680 (0.5067) loss_giou_dn_3: 0.4589 (0.4979) loss_giou_dn_4: 0.4574 (0.4958) loss_giou_dn_5: 0.4572 (0.4960) loss_vfl: 0.7458 (0.7116) loss_vfl_aux_0: 0.8888 (0.8504) loss_vfl_aux_1: 0.8116 (0.7859) loss_vfl_aux_2: 0.7656 (0.7415) loss_vfl_aux_3: 0.7483 (0.7234) loss_vfl_aux_4: 0.7416 (0.7139) loss_vfl_aux_5: 0.8494 (0.8238) loss_vfl_dn_0: 0.4739 (0.4725) loss_vfl_dn_1: 0.4135 (0.4114) loss_vfl_dn_2: 0.3943 (0.3940) loss_vfl_dn_3: 0.3883 (0.3863) loss_vfl_dn_4: 0.3864 (0.3835) loss_vfl_dn_5: 0.3844 (0.3828) time: 0.8029 data: 0.0157 max mem: 5653 Epoch: [17] [ 300/7393] eta: 1:02:44 lr: 0.000010 loss: 17.2012 (17.4391) loss_bbox: 0.1543 (0.1711) loss_bbox_aux_0: 0.1620 (0.1835) loss_bbox_aux_1: 0.1535 (0.1756) loss_bbox_aux_2: 0.1557 (0.1736) loss_bbox_aux_3: 0.1546 (0.1717) loss_bbox_aux_4: 0.1550 (0.1714) loss_bbox_aux_5: 0.2015 (0.2229) loss_bbox_dn_0: 0.2767 (0.3078) loss_bbox_dn_1: 0.2070 (0.2380) loss_bbox_dn_2: 0.1853 (0.2163) loss_bbox_dn_3: 0.1820 (0.2087) loss_bbox_dn_4: 0.1802 (0.2071) loss_bbox_dn_5: 0.1801 (0.2070) loss_giou: 0.5014 (0.5213) loss_giou_aux_0: 0.5348 (0.5447) loss_giou_aux_1: 0.5096 (0.5298) loss_giou_aux_2: 0.5022 (0.5255) loss_giou_aux_3: 0.5043 (0.5220) loss_giou_aux_4: 0.4999 (0.5210) loss_giou_aux_5: 0.6044 (0.6151) loss_giou_dn_0: 0.6347 (0.6430) loss_giou_dn_1: 0.5330 (0.5402) loss_giou_dn_2: 0.5058 (0.5129) loss_giou_dn_3: 0.4922 (0.5040) loss_giou_dn_4: 0.4897 (0.5020) loss_giou_dn_5: 0.4894 (0.5022) loss_vfl: 0.7005 (0.7136) loss_vfl_aux_0: 0.8298 (0.8517) loss_vfl_aux_1: 0.7484 (0.7901) loss_vfl_aux_2: 0.7196 (0.7430) loss_vfl_aux_3: 0.6956 (0.7254) loss_vfl_aux_4: 0.7069 (0.7164) loss_vfl_aux_5: 0.8037 (0.8244) loss_vfl_dn_0: 0.4701 (0.4720) loss_vfl_dn_1: 0.4103 (0.4123) loss_vfl_dn_2: 0.3892 (0.3954) loss_vfl_dn_3: 0.3833 (0.3875) loss_vfl_dn_4: 0.3790 (0.3847) loss_vfl_dn_5: 0.3823 (0.3841) time: 0.4623 data: 0.0159 max mem: 5653 Epoch: [17] [ 400/7393] eta: 1:00:12 lr: 0.000010 loss: 17.1700 (17.4208) loss_bbox: 0.1569 (0.1707) loss_bbox_aux_0: 0.1758 (0.1840) loss_bbox_aux_1: 0.1714 (0.1755) loss_bbox_aux_2: 0.1648 (0.1733) loss_bbox_aux_3: 0.1593 (0.1713) loss_bbox_aux_4: 0.1568 (0.1709) loss_bbox_aux_5: 0.2199 (0.2234) loss_bbox_dn_0: 0.2967 (0.3091) loss_bbox_dn_1: 0.2328 (0.2388) loss_bbox_dn_2: 0.2113 (0.2171) loss_bbox_dn_3: 0.1984 (0.2095) loss_bbox_dn_4: 0.1951 (0.2079) loss_bbox_dn_5: 0.1951 (0.2078) loss_giou: 0.4908 (0.5184) loss_giou_aux_0: 0.5200 (0.5425) loss_giou_aux_1: 0.4943 (0.5272) loss_giou_aux_2: 0.4825 (0.5229) loss_giou_aux_3: 0.4850 (0.5194) loss_giou_aux_4: 0.4856 (0.5180) loss_giou_aux_5: 0.5539 (0.6134) loss_giou_dn_0: 0.6141 (0.6419) loss_giou_dn_1: 0.5171 (0.5383) loss_giou_dn_2: 0.4893 (0.5112) loss_giou_dn_3: 0.4791 (0.5024) loss_giou_dn_4: 0.4762 (0.5005) loss_giou_dn_5: 0.4762 (0.5006) loss_vfl: 0.7384 (0.7153) loss_vfl_aux_0: 0.8546 (0.8505) loss_vfl_aux_1: 0.7917 (0.7907) loss_vfl_aux_2: 0.7510 (0.7447) loss_vfl_aux_3: 0.7378 (0.7269) loss_vfl_aux_4: 0.7437 (0.7186) loss_vfl_aux_5: 0.8023 (0.8242) loss_vfl_dn_0: 0.4678 (0.4716) loss_vfl_dn_1: 0.4066 (0.4120) loss_vfl_dn_2: 0.3909 (0.3950) loss_vfl_dn_3: 0.3852 (0.3871) loss_vfl_dn_4: 0.3812 (0.3843) loss_vfl_dn_5: 0.3800 (0.3836) time: 0.4740 data: 0.0163 max mem: 5653 Epoch: [17] [ 500/7393] eta: 0:58:25 lr: 0.000010 loss: 17.1037 (17.4268) loss_bbox: 0.1629 (0.1707) loss_bbox_aux_0: 0.1745 (0.1837) loss_bbox_aux_1: 0.1740 (0.1754) loss_bbox_aux_2: 0.1713 (0.1734) loss_bbox_aux_3: 0.1719 (0.1712) loss_bbox_aux_4: 0.1628 (0.1709) loss_bbox_aux_5: 0.2206 (0.2235) loss_bbox_dn_0: 0.2918 (0.3087) loss_bbox_dn_1: 0.2123 (0.2383) loss_bbox_dn_2: 0.1986 (0.2167) loss_bbox_dn_3: 0.1944 (0.2091) loss_bbox_dn_4: 0.1937 (0.2075) loss_bbox_dn_5: 0.1935 (0.2075) loss_giou: 0.4886 (0.5172) loss_giou_aux_0: 0.5335 (0.5421) loss_giou_aux_1: 0.5128 (0.5265) loss_giou_aux_2: 0.5027 (0.5218) loss_giou_aux_3: 0.5065 (0.5183) loss_giou_aux_4: 0.4886 (0.5168) loss_giou_aux_5: 0.5916 (0.6132) loss_giou_dn_0: 0.6365 (0.6424) loss_giou_dn_1: 0.5333 (0.5386) loss_giou_dn_2: 0.5053 (0.5113) loss_giou_dn_3: 0.5026 (0.5025) loss_giou_dn_4: 0.4994 (0.5005) loss_giou_dn_5: 0.4999 (0.5007) loss_vfl: 0.7163 (0.7175) loss_vfl_aux_0: 0.8295 (0.8521) loss_vfl_aux_1: 0.8148 (0.7926) loss_vfl_aux_2: 0.7541 (0.7467) loss_vfl_aux_3: 0.7307 (0.7292) loss_vfl_aux_4: 0.7254 (0.7207) loss_vfl_aux_5: 0.8293 (0.8260) loss_vfl_dn_0: 0.4650 (0.4715) loss_vfl_dn_1: 0.4007 (0.4118) loss_vfl_dn_2: 0.3832 (0.3951) loss_vfl_dn_3: 0.3769 (0.3872) loss_vfl_dn_4: 0.3706 (0.3844) loss_vfl_dn_5: 0.3699 (0.3837) time: 0.4819 data: 0.0155 max mem: 5653 Epoch: [17] [ 600/7393] eta: 0:56:55 lr: 0.000010 loss: 17.2620 (17.4273) loss_bbox: 0.1664 (0.1712) loss_bbox_aux_0: 0.1719 (0.1843) loss_bbox_aux_1: 0.1716 (0.1758) loss_bbox_aux_2: 0.1718 (0.1737) loss_bbox_aux_3: 0.1671 (0.1717) loss_bbox_aux_4: 0.1688 (0.1712) loss_bbox_aux_5: 0.2178 (0.2249) loss_bbox_dn_0: 0.2733 (0.3110) loss_bbox_dn_1: 0.2198 (0.2401) loss_bbox_dn_2: 0.2073 (0.2181) loss_bbox_dn_3: 0.1993 (0.2104) loss_bbox_dn_4: 0.1952 (0.2088) loss_bbox_dn_5: 0.1954 (0.2088) loss_giou: 0.5121 (0.5153) loss_giou_aux_0: 0.5278 (0.5402) loss_giou_aux_1: 0.5262 (0.5245) loss_giou_aux_2: 0.5118 (0.5199) loss_giou_aux_3: 0.5153 (0.5164) loss_giou_aux_4: 0.5129 (0.5148) loss_giou_aux_5: 0.6048 (0.6118) loss_giou_dn_0: 0.6497 (0.6428) loss_giou_dn_1: 0.5434 (0.5391) loss_giou_dn_2: 0.5184 (0.5114) loss_giou_dn_3: 0.5088 (0.5026) loss_giou_dn_4: 0.5059 (0.5006) loss_giou_dn_5: 0.5059 (0.5007) loss_vfl: 0.6594 (0.7171) loss_vfl_aux_0: 0.8303 (0.8534) loss_vfl_aux_1: 0.7359 (0.7929) loss_vfl_aux_2: 0.6885 (0.7469) loss_vfl_aux_3: 0.6629 (0.7289) loss_vfl_aux_4: 0.6688 (0.7206) loss_vfl_aux_5: 0.7859 (0.8260) loss_vfl_dn_0: 0.4593 (0.4710) loss_vfl_dn_1: 0.4004 (0.4115) loss_vfl_dn_2: 0.3918 (0.3946) loss_vfl_dn_3: 0.3817 (0.3868) loss_vfl_dn_4: 0.3785 (0.3840) loss_vfl_dn_5: 0.3770 (0.3834) time: 0.4672 data: 0.0166 max mem: 5653 Epoch: [17] [ 700/7393] eta: 0:55:38 lr: 0.000010 loss: 18.0375 (17.3937) loss_bbox: 0.1712 (0.1710) loss_bbox_aux_0: 0.1752 (0.1835) loss_bbox_aux_1: 0.1573 (0.1754) loss_bbox_aux_2: 0.1589 (0.1732) loss_bbox_aux_3: 0.1713 (0.1711) loss_bbox_aux_4: 0.1713 (0.1707) loss_bbox_aux_5: 0.2124 (0.2244) loss_bbox_dn_0: 0.2937 (0.3108) loss_bbox_dn_1: 0.2406 (0.2401) loss_bbox_dn_2: 0.2206 (0.2180) loss_bbox_dn_3: 0.2116 (0.2104) loss_bbox_dn_4: 0.2069 (0.2088) loss_bbox_dn_5: 0.2068 (0.2087) loss_giou: 0.5025 (0.5123) loss_giou_aux_0: 0.5216 (0.5367) loss_giou_aux_1: 0.5127 (0.5214) loss_giou_aux_2: 0.4924 (0.5168) loss_giou_aux_3: 0.4849 (0.5130) loss_giou_aux_4: 0.4971 (0.5117) loss_giou_aux_5: 0.6038 (0.6086) loss_giou_dn_0: 0.6477 (0.6409) loss_giou_dn_1: 0.5472 (0.5372) loss_giou_dn_2: 0.5194 (0.5094) loss_giou_dn_3: 0.5065 (0.5007) loss_giou_dn_4: 0.5024 (0.4986) loss_giou_dn_5: 0.5025 (0.4987) loss_vfl: 0.7255 (0.7173) loss_vfl_aux_0: 0.8738 (0.8545) loss_vfl_aux_1: 0.7938 (0.7935) loss_vfl_aux_2: 0.7439 (0.7473) loss_vfl_aux_3: 0.7388 (0.7293) loss_vfl_aux_4: 0.7366 (0.7211) loss_vfl_aux_5: 0.8350 (0.8271) loss_vfl_dn_0: 0.4732 (0.4713) loss_vfl_dn_1: 0.4129 (0.4115) loss_vfl_dn_2: 0.3972 (0.3947) loss_vfl_dn_3: 0.3886 (0.3868) loss_vfl_dn_4: 0.3875 (0.3840) loss_vfl_dn_5: 0.3879 (0.3833) time: 0.4663 data: 0.0149 max mem: 5653 Epoch: [17] [ 800/7393] eta: 0:54:30 lr: 0.000010 loss: 17.2560 (17.3856) loss_bbox: 0.1471 (0.1713) loss_bbox_aux_0: 0.1551 (0.1836) loss_bbox_aux_1: 0.1530 (0.1756) loss_bbox_aux_2: 0.1511 (0.1734) loss_bbox_aux_3: 0.1575 (0.1714) loss_bbox_aux_4: 0.1481 (0.1711) loss_bbox_aux_5: 0.1987 (0.2250) loss_bbox_dn_0: 0.2692 (0.3109) loss_bbox_dn_1: 0.2083 (0.2400) loss_bbox_dn_2: 0.1787 (0.2181) loss_bbox_dn_3: 0.1680 (0.2104) loss_bbox_dn_4: 0.1662 (0.2088) loss_bbox_dn_5: 0.1663 (0.2088) loss_giou: 0.5303 (0.5120) loss_giou_aux_0: 0.5322 (0.5361) loss_giou_aux_1: 0.5215 (0.5210) loss_giou_aux_2: 0.5151 (0.5163) loss_giou_aux_3: 0.5327 (0.5127) loss_giou_aux_4: 0.5253 (0.5114) loss_giou_aux_5: 0.6089 (0.6086) loss_giou_dn_0: 0.6451 (0.6399) loss_giou_dn_1: 0.5230 (0.5359) loss_giou_dn_2: 0.4984 (0.5083) loss_giou_dn_3: 0.4916 (0.4996) loss_giou_dn_4: 0.4889 (0.4975) loss_giou_dn_5: 0.4893 (0.4976) loss_vfl: 0.6561 (0.7165) loss_vfl_aux_0: 0.8352 (0.8554) loss_vfl_aux_1: 0.7621 (0.7932) loss_vfl_aux_2: 0.7101 (0.7473) loss_vfl_aux_3: 0.6890 (0.7290) loss_vfl_aux_4: 0.6672 (0.7201) loss_vfl_aux_5: 0.7993 (0.8274) loss_vfl_dn_0: 0.4669 (0.4714) loss_vfl_dn_1: 0.4098 (0.4116) loss_vfl_dn_2: 0.3893 (0.3946) loss_vfl_dn_3: 0.3791 (0.3867) loss_vfl_dn_4: 0.3736 (0.3839) loss_vfl_dn_5: 0.3740 (0.3833) time: 0.4746 data: 0.0143 max mem: 5653 Epoch: [17] [ 900/7393] eta: 0:53:25 lr: 0.000010 loss: 17.2714 (17.3825) loss_bbox: 0.1668 (0.1714) loss_bbox_aux_0: 0.1787 (0.1836) loss_bbox_aux_1: 0.1643 (0.1755) loss_bbox_aux_2: 0.1684 (0.1734) loss_bbox_aux_3: 0.1684 (0.1715) loss_bbox_aux_4: 0.1672 (0.1711) loss_bbox_aux_5: 0.2126 (0.2246) loss_bbox_dn_0: 0.3093 (0.3105) loss_bbox_dn_1: 0.2418 (0.2397) loss_bbox_dn_2: 0.2204 (0.2178) loss_bbox_dn_3: 0.2114 (0.2102) loss_bbox_dn_4: 0.2099 (0.2085) loss_bbox_dn_5: 0.2108 (0.2085) loss_giou: 0.4647 (0.5122) loss_giou_aux_0: 0.4842 (0.5362) loss_giou_aux_1: 0.4823 (0.5212) loss_giou_aux_2: 0.4774 (0.5165) loss_giou_aux_3: 0.4785 (0.5130) loss_giou_aux_4: 0.4755 (0.5117) loss_giou_aux_5: 0.5513 (0.6089) loss_giou_dn_0: 0.6329 (0.6396) loss_giou_dn_1: 0.5418 (0.5357) loss_giou_dn_2: 0.5115 (0.5081) loss_giou_dn_3: 0.5012 (0.4994) loss_giou_dn_4: 0.4993 (0.4973) loss_giou_dn_5: 0.4996 (0.4975) loss_vfl: 0.7319 (0.7163) loss_vfl_aux_0: 0.8733 (0.8552) loss_vfl_aux_1: 0.8060 (0.7928) loss_vfl_aux_2: 0.7581 (0.7473) loss_vfl_aux_3: 0.7330 (0.7284) loss_vfl_aux_4: 0.7401 (0.7201) loss_vfl_aux_5: 0.8663 (0.8274) loss_vfl_dn_0: 0.4731 (0.4714) loss_vfl_dn_1: 0.4065 (0.4117) loss_vfl_dn_2: 0.3895 (0.3945) loss_vfl_dn_3: 0.3823 (0.3867) loss_vfl_dn_4: 0.3802 (0.3839) loss_vfl_dn_5: 0.3775 (0.3832) time: 0.4853 data: 0.0154 max mem: 5653 Epoch: [17] [1000/7393] eta: 0:52:22 lr: 0.000010 loss: 17.4698 (17.3791) loss_bbox: 0.1637 (0.1715) loss_bbox_aux_0: 0.1820 (0.1835) loss_bbox_aux_1: 0.1675 (0.1755) loss_bbox_aux_2: 0.1624 (0.1732) loss_bbox_aux_3: 0.1597 (0.1713) loss_bbox_aux_4: 0.1629 (0.1712) loss_bbox_aux_5: 0.2221 (0.2251) loss_bbox_dn_0: 0.2953 (0.3111) loss_bbox_dn_1: 0.2344 (0.2402) loss_bbox_dn_2: 0.2138 (0.2183) loss_bbox_dn_3: 0.2065 (0.2106) loss_bbox_dn_4: 0.2051 (0.2089) loss_bbox_dn_5: 0.2048 (0.2089) loss_giou: 0.5026 (0.5110) loss_giou_aux_0: 0.5195 (0.5352) loss_giou_aux_1: 0.5076 (0.5200) loss_giou_aux_2: 0.5085 (0.5152) loss_giou_aux_3: 0.4949 (0.5117) loss_giou_aux_4: 0.4985 (0.5106) loss_giou_aux_5: 0.6036 (0.6081) loss_giou_dn_0: 0.6414 (0.6395) loss_giou_dn_1: 0.5386 (0.5354) loss_giou_dn_2: 0.5191 (0.5079) loss_giou_dn_3: 0.5176 (0.4991) loss_giou_dn_4: 0.5156 (0.4970) loss_giou_dn_5: 0.5157 (0.4972) loss_vfl: 0.6728 (0.7167) loss_vfl_aux_0: 0.8215 (0.8557) loss_vfl_aux_1: 0.7424 (0.7932) loss_vfl_aux_2: 0.7025 (0.7483) loss_vfl_aux_3: 0.6999 (0.7295) loss_vfl_aux_4: 0.6782 (0.7203) loss_vfl_aux_5: 0.7873 (0.8277) loss_vfl_dn_0: 0.4601 (0.4712) loss_vfl_dn_1: 0.4028 (0.4116) loss_vfl_dn_2: 0.3876 (0.3945) loss_vfl_dn_3: 0.3782 (0.3865) loss_vfl_dn_4: 0.3751 (0.3837) loss_vfl_dn_5: 0.3749 (0.3830) time: 0.4720 data: 0.0150 max mem: 5653 Epoch: [17] [1100/7393] eta: 0:51:22 lr: 0.000010 loss: 17.2737 (17.3922) loss_bbox: 0.1678 (0.1717) loss_bbox_aux_0: 0.1712 (0.1835) loss_bbox_aux_1: 0.1639 (0.1755) loss_bbox_aux_2: 0.1693 (0.1734) loss_bbox_aux_3: 0.1697 (0.1715) loss_bbox_aux_4: 0.1684 (0.1714) loss_bbox_aux_5: 0.2113 (0.2255) loss_bbox_dn_0: 0.2891 (0.3115) loss_bbox_dn_1: 0.2218 (0.2404) loss_bbox_dn_2: 0.2052 (0.2185) loss_bbox_dn_3: 0.1932 (0.2108) loss_bbox_dn_4: 0.1905 (0.2091) loss_bbox_dn_5: 0.1905 (0.2090) loss_giou: 0.4899 (0.5117) loss_giou_aux_0: 0.4940 (0.5357) loss_giou_aux_1: 0.5013 (0.5206) loss_giou_aux_2: 0.4900 (0.5157) loss_giou_aux_3: 0.4917 (0.5123) loss_giou_aux_4: 0.4857 (0.5113) loss_giou_aux_5: 0.5818 (0.6090) loss_giou_dn_0: 0.6210 (0.6397) loss_giou_dn_1: 0.5148 (0.5355) loss_giou_dn_2: 0.4887 (0.5080) loss_giou_dn_3: 0.4809 (0.4992) loss_giou_dn_4: 0.4789 (0.4972) loss_giou_dn_5: 0.4790 (0.4973) loss_vfl: 0.6813 (0.7172) loss_vfl_aux_0: 0.8560 (0.8572) loss_vfl_aux_1: 0.7669 (0.7943) loss_vfl_aux_2: 0.7119 (0.7493) loss_vfl_aux_3: 0.7028 (0.7300) loss_vfl_aux_4: 0.6846 (0.7207) loss_vfl_aux_5: 0.8300 (0.8282) loss_vfl_dn_0: 0.4755 (0.4713) loss_vfl_dn_1: 0.4090 (0.4116) loss_vfl_dn_2: 0.3846 (0.3944) loss_vfl_dn_3: 0.3776 (0.3865) loss_vfl_dn_4: 0.3744 (0.3836) loss_vfl_dn_5: 0.3743 (0.3830) time: 0.4874 data: 0.0152 max mem: 5653 Epoch: [17] [1200/7393] eta: 0:50:26 lr: 0.000010 loss: 17.5413 (17.3950) loss_bbox: 0.1563 (0.1718) loss_bbox_aux_0: 0.1837 (0.1835) loss_bbox_aux_1: 0.1665 (0.1756) loss_bbox_aux_2: 0.1631 (0.1736) loss_bbox_aux_3: 0.1649 (0.1716) loss_bbox_aux_4: 0.1638 (0.1716) loss_bbox_aux_5: 0.2316 (0.2258) loss_bbox_dn_0: 0.3491 (0.3126) loss_bbox_dn_1: 0.2757 (0.2414) loss_bbox_dn_2: 0.2554 (0.2193) loss_bbox_dn_3: 0.2450 (0.2115) loss_bbox_dn_4: 0.2408 (0.2098) loss_bbox_dn_5: 0.2408 (0.2098) loss_giou: 0.4729 (0.5095) loss_giou_aux_0: 0.4823 (0.5335) loss_giou_aux_1: 0.4769 (0.5184) loss_giou_aux_2: 0.4728 (0.5135) loss_giou_aux_3: 0.4663 (0.5102) loss_giou_aux_4: 0.4796 (0.5092) loss_giou_aux_5: 0.5721 (0.6075) loss_giou_dn_0: 0.6372 (0.6390) loss_giou_dn_1: 0.5229 (0.5348) loss_giou_dn_2: 0.4938 (0.5072) loss_giou_dn_3: 0.4838 (0.4983) loss_giou_dn_4: 0.4825 (0.4963) loss_giou_dn_5: 0.4825 (0.4965) loss_vfl: 0.7440 (0.7193) loss_vfl_aux_0: 0.8790 (0.8601) loss_vfl_aux_1: 0.8106 (0.7966) loss_vfl_aux_2: 0.7817 (0.7517) loss_vfl_aux_3: 0.7597 (0.7321) loss_vfl_aux_4: 0.7338 (0.7228) loss_vfl_aux_5: 0.8112 (0.8294) loss_vfl_dn_0: 0.4691 (0.4715) loss_vfl_dn_1: 0.4103 (0.4117) loss_vfl_dn_2: 0.3903 (0.3945) loss_vfl_dn_3: 0.3807 (0.3866) loss_vfl_dn_4: 0.3776 (0.3838) loss_vfl_dn_5: 0.3764 (0.3831) time: 0.4724 data: 0.0138 max mem: 5653 Epoch: [17] [1300/7393] eta: 0:49:31 lr: 0.000010 loss: 17.3714 (17.3813) loss_bbox: 0.1587 (0.1715) loss_bbox_aux_0: 0.1695 (0.1833) loss_bbox_aux_1: 0.1562 (0.1752) loss_bbox_aux_2: 0.1599 (0.1734) loss_bbox_aux_3: 0.1583 (0.1713) loss_bbox_aux_4: 0.1549 (0.1713) loss_bbox_aux_5: 0.1952 (0.2258) loss_bbox_dn_0: 0.2679 (0.3127) loss_bbox_dn_1: 0.1921 (0.2414) loss_bbox_dn_2: 0.1716 (0.2193) loss_bbox_dn_3: 0.1644 (0.2115) loss_bbox_dn_4: 0.1636 (0.2098) loss_bbox_dn_5: 0.1635 (0.2098) loss_giou: 0.5089 (0.5085) loss_giou_aux_0: 0.5286 (0.5325) loss_giou_aux_1: 0.5049 (0.5173) loss_giou_aux_2: 0.5156 (0.5125) loss_giou_aux_3: 0.5071 (0.5091) loss_giou_aux_4: 0.5076 (0.5082) loss_giou_aux_5: 0.6381 (0.6067) loss_giou_dn_0: 0.6458 (0.6380) loss_giou_dn_1: 0.5438 (0.5338) loss_giou_dn_2: 0.5191 (0.5062) loss_giou_dn_3: 0.5123 (0.4974) loss_giou_dn_4: 0.5106 (0.4953) loss_giou_dn_5: 0.5110 (0.4955) loss_vfl: 0.7055 (0.7195) loss_vfl_aux_0: 0.8250 (0.8602) loss_vfl_aux_1: 0.7658 (0.7968) loss_vfl_aux_2: 0.7292 (0.7517) loss_vfl_aux_3: 0.7093 (0.7324) loss_vfl_aux_4: 0.7106 (0.7230) loss_vfl_aux_5: 0.7966 (0.8300) loss_vfl_dn_0: 0.4701 (0.4716) loss_vfl_dn_1: 0.4128 (0.4115) loss_vfl_dn_2: 0.3978 (0.3944) loss_vfl_dn_3: 0.3872 (0.3864) loss_vfl_dn_4: 0.3845 (0.3836) loss_vfl_dn_5: 0.3832 (0.3829) time: 0.4742 data: 0.0136 max mem: 5653 Epoch: [17] [1400/7393] eta: 0:48:34 lr: 0.000010 loss: 17.6009 (17.3837) loss_bbox: 0.1576 (0.1714) loss_bbox_aux_0: 0.1780 (0.1832) loss_bbox_aux_1: 0.1643 (0.1751) loss_bbox_aux_2: 0.1554 (0.1732) loss_bbox_aux_3: 0.1601 (0.1713) loss_bbox_aux_4: 0.1584 (0.1712) loss_bbox_aux_5: 0.2083 (0.2257) loss_bbox_dn_0: 0.2922 (0.3125) loss_bbox_dn_1: 0.2405 (0.2414) loss_bbox_dn_2: 0.2192 (0.2194) loss_bbox_dn_3: 0.2098 (0.2115) loss_bbox_dn_4: 0.2073 (0.2098) loss_bbox_dn_5: 0.2072 (0.2098) loss_giou: 0.5100 (0.5086) loss_giou_aux_0: 0.5257 (0.5326) loss_giou_aux_1: 0.5181 (0.5173) loss_giou_aux_2: 0.5135 (0.5126) loss_giou_aux_3: 0.5195 (0.5093) loss_giou_aux_4: 0.5126 (0.5083) loss_giou_aux_5: 0.6189 (0.6065) loss_giou_dn_0: 0.6477 (0.6381) loss_giou_dn_1: 0.5474 (0.5339) loss_giou_dn_2: 0.5216 (0.5064) loss_giou_dn_3: 0.5118 (0.4976) loss_giou_dn_4: 0.5094 (0.4955) loss_giou_dn_5: 0.5096 (0.4957) loss_vfl: 0.7215 (0.7198) loss_vfl_aux_0: 0.8470 (0.8602) loss_vfl_aux_1: 0.7824 (0.7972) loss_vfl_aux_2: 0.7526 (0.7522) loss_vfl_aux_3: 0.7310 (0.7325) loss_vfl_aux_4: 0.7282 (0.7233) loss_vfl_aux_5: 0.8164 (0.8300) loss_vfl_dn_0: 0.4711 (0.4716) loss_vfl_dn_1: 0.4152 (0.4115) loss_vfl_dn_2: 0.3974 (0.3944) loss_vfl_dn_3: 0.3917 (0.3865) loss_vfl_dn_4: 0.3900 (0.3837) loss_vfl_dn_5: 0.3886 (0.3829) time: 0.4663 data: 0.0150 max mem: 5653 Epoch: [17] [1500/7393] eta: 0:47:41 lr: 0.000010 loss: 17.3945 (17.3925) loss_bbox: 0.1722 (0.1718) loss_bbox_aux_0: 0.1851 (0.1835) loss_bbox_aux_1: 0.1733 (0.1754) loss_bbox_aux_2: 0.1737 (0.1737) loss_bbox_aux_3: 0.1695 (0.1718) loss_bbox_aux_4: 0.1669 (0.1716) loss_bbox_aux_5: 0.2381 (0.2261) loss_bbox_dn_0: 0.2885 (0.3126) loss_bbox_dn_1: 0.2242 (0.2417) loss_bbox_dn_2: 0.2009 (0.2197) loss_bbox_dn_3: 0.1921 (0.2119) loss_bbox_dn_4: 0.1891 (0.2102) loss_bbox_dn_5: 0.1889 (0.2102) loss_giou: 0.4940 (0.5091) loss_giou_aux_0: 0.5195 (0.5331) loss_giou_aux_1: 0.4946 (0.5177) loss_giou_aux_2: 0.4921 (0.5132) loss_giou_aux_3: 0.4926 (0.5099) loss_giou_aux_4: 0.4934 (0.5089) loss_giou_aux_5: 0.5997 (0.6071) loss_giou_dn_0: 0.6432 (0.6385) loss_giou_dn_1: 0.5481 (0.5346) loss_giou_dn_2: 0.5148 (0.5071) loss_giou_dn_3: 0.5106 (0.4983) loss_giou_dn_4: 0.5085 (0.4962) loss_giou_dn_5: 0.5083 (0.4963) loss_vfl: 0.6870 (0.7196) loss_vfl_aux_0: 0.7942 (0.8592) loss_vfl_aux_1: 0.7524 (0.7968) loss_vfl_aux_2: 0.7234 (0.7518) loss_vfl_aux_3: 0.6942 (0.7320) loss_vfl_aux_4: 0.6844 (0.7231) loss_vfl_aux_5: 0.7899 (0.8290) loss_vfl_dn_0: 0.4639 (0.4716) loss_vfl_dn_1: 0.4089 (0.4116) loss_vfl_dn_2: 0.3947 (0.3944) loss_vfl_dn_3: 0.3896 (0.3866) loss_vfl_dn_4: 0.3877 (0.3838) loss_vfl_dn_5: 0.3861 (0.3831) time: 0.4590 data: 0.0143 max mem: 5653 Epoch: [17] [1600/7393] eta: 0:46:46 lr: 0.000010 loss: 17.6225 (17.3845) loss_bbox: 0.1732 (0.1717) loss_bbox_aux_0: 0.1758 (0.1834) loss_bbox_aux_1: 0.1678 (0.1754) loss_bbox_aux_2: 0.1680 (0.1736) loss_bbox_aux_3: 0.1672 (0.1716) loss_bbox_aux_4: 0.1711 (0.1715) loss_bbox_aux_5: 0.2171 (0.2260) loss_bbox_dn_0: 0.2918 (0.3122) loss_bbox_dn_1: 0.2292 (0.2415) loss_bbox_dn_2: 0.2119 (0.2196) loss_bbox_dn_3: 0.2045 (0.2119) loss_bbox_dn_4: 0.2020 (0.2102) loss_bbox_dn_5: 0.2021 (0.2101) loss_giou: 0.5189 (0.5090) loss_giou_aux_0: 0.5170 (0.5330) loss_giou_aux_1: 0.5279 (0.5177) loss_giou_aux_2: 0.5137 (0.5131) loss_giou_aux_3: 0.5194 (0.5097) loss_giou_aux_4: 0.5205 (0.5088) loss_giou_aux_5: 0.6303 (0.6070) loss_giou_dn_0: 0.6410 (0.6383) loss_giou_dn_1: 0.5395 (0.5344) loss_giou_dn_2: 0.4983 (0.5069) loss_giou_dn_3: 0.4889 (0.4981) loss_giou_dn_4: 0.4845 (0.4961) loss_giou_dn_5: 0.4848 (0.4962) loss_vfl: 0.7144 (0.7191) loss_vfl_aux_0: 0.8437 (0.8585) loss_vfl_aux_1: 0.7680 (0.7960) loss_vfl_aux_2: 0.7355 (0.7510) loss_vfl_aux_3: 0.7138 (0.7318) loss_vfl_aux_4: 0.7145 (0.7226) loss_vfl_aux_5: 0.8036 (0.8284) loss_vfl_dn_0: 0.4684 (0.4714) loss_vfl_dn_1: 0.4131 (0.4113) loss_vfl_dn_2: 0.3982 (0.3943) loss_vfl_dn_3: 0.3918 (0.3864) loss_vfl_dn_4: 0.3900 (0.3837) loss_vfl_dn_5: 0.3906 (0.3829) time: 0.4822 data: 0.0146 max mem: 5653 Epoch: [17] [1700/7393] eta: 0:45:53 lr: 0.000010 loss: 17.7328 (17.3901) loss_bbox: 0.1645 (0.1716) loss_bbox_aux_0: 0.1737 (0.1834) loss_bbox_aux_1: 0.1687 (0.1753) loss_bbox_aux_2: 0.1652 (0.1735) loss_bbox_aux_3: 0.1668 (0.1715) loss_bbox_aux_4: 0.1674 (0.1714) loss_bbox_aux_5: 0.2113 (0.2260) loss_bbox_dn_0: 0.2990 (0.3116) loss_bbox_dn_1: 0.2212 (0.2411) loss_bbox_dn_2: 0.1895 (0.2192) loss_bbox_dn_3: 0.1829 (0.2115) loss_bbox_dn_4: 0.1801 (0.2098) loss_bbox_dn_5: 0.1804 (0.2098) loss_giou: 0.4915 (0.5096) loss_giou_aux_0: 0.5243 (0.5337) loss_giou_aux_1: 0.5018 (0.5183) loss_giou_aux_2: 0.4867 (0.5138) loss_giou_aux_3: 0.4873 (0.5104) loss_giou_aux_4: 0.4916 (0.5095) loss_giou_aux_5: 0.6265 (0.6074) loss_giou_dn_0: 0.6596 (0.6388) loss_giou_dn_1: 0.5356 (0.5348) loss_giou_dn_2: 0.5023 (0.5074) loss_giou_dn_3: 0.4909 (0.4987) loss_giou_dn_4: 0.4892 (0.4966) loss_giou_dn_5: 0.4895 (0.4968) loss_vfl: 0.6548 (0.7197) loss_vfl_aux_0: 0.8333 (0.8578) loss_vfl_aux_1: 0.7468 (0.7961) loss_vfl_aux_2: 0.7101 (0.7516) loss_vfl_aux_3: 0.6755 (0.7321) loss_vfl_aux_4: 0.6559 (0.7231) loss_vfl_aux_5: 0.8099 (0.8277) loss_vfl_dn_0: 0.4649 (0.4715) loss_vfl_dn_1: 0.4092 (0.4114) loss_vfl_dn_2: 0.3936 (0.3944) loss_vfl_dn_3: 0.3876 (0.3866) loss_vfl_dn_4: 0.3858 (0.3838) loss_vfl_dn_5: 0.3851 (0.3830) time: 0.4894 data: 0.0144 max mem: 5653 Epoch: [17] [1800/7393] eta: 0:45:02 lr: 0.000010 loss: 17.2885 (17.3786) loss_bbox: 0.1657 (0.1718) loss_bbox_aux_0: 0.1924 (0.1837) loss_bbox_aux_1: 0.1792 (0.1755) loss_bbox_aux_2: 0.1752 (0.1737) loss_bbox_aux_3: 0.1676 (0.1718) loss_bbox_aux_4: 0.1681 (0.1716) loss_bbox_aux_5: 0.2296 (0.2263) loss_bbox_dn_0: 0.2869 (0.3119) loss_bbox_dn_1: 0.2222 (0.2412) loss_bbox_dn_2: 0.2028 (0.2193) loss_bbox_dn_3: 0.1981 (0.2116) loss_bbox_dn_4: 0.1978 (0.2099) loss_bbox_dn_5: 0.1976 (0.2099) loss_giou: 0.4666 (0.5086) loss_giou_aux_0: 0.5096 (0.5328) loss_giou_aux_1: 0.4798 (0.5174) loss_giou_aux_2: 0.4710 (0.5128) loss_giou_aux_3: 0.4698 (0.5094) loss_giou_aux_4: 0.4665 (0.5085) loss_giou_aux_5: 0.6154 (0.6066) loss_giou_dn_0: 0.6326 (0.6380) loss_giou_dn_1: 0.5288 (0.5341) loss_giou_dn_2: 0.5063 (0.5066) loss_giou_dn_3: 0.4995 (0.4979) loss_giou_dn_4: 0.4967 (0.4958) loss_giou_dn_5: 0.4969 (0.4960) loss_vfl: 0.6768 (0.7195) loss_vfl_aux_0: 0.8375 (0.8572) loss_vfl_aux_1: 0.7847 (0.7957) loss_vfl_aux_2: 0.7073 (0.7513) loss_vfl_aux_3: 0.6993 (0.7319) loss_vfl_aux_4: 0.6930 (0.7230) loss_vfl_aux_5: 0.8249 (0.8275) loss_vfl_dn_0: 0.4658 (0.4715) loss_vfl_dn_1: 0.4053 (0.4113) loss_vfl_dn_2: 0.3901 (0.3942) loss_vfl_dn_3: 0.3826 (0.3865) loss_vfl_dn_4: 0.3775 (0.3837) loss_vfl_dn_5: 0.3771 (0.3829) time: 0.4700 data: 0.0145 max mem: 5653 Epoch: [17] [1900/7393] eta: 0:44:10 lr: 0.000010 loss: 16.9232 (17.3753) loss_bbox: 0.1693 (0.1714) loss_bbox_aux_0: 0.1800 (0.1834) loss_bbox_aux_1: 0.1660 (0.1751) loss_bbox_aux_2: 0.1682 (0.1733) loss_bbox_aux_3: 0.1688 (0.1714) loss_bbox_aux_4: 0.1684 (0.1712) loss_bbox_aux_5: 0.2128 (0.2260) loss_bbox_dn_0: 0.2986 (0.3113) loss_bbox_dn_1: 0.2352 (0.2408) loss_bbox_dn_2: 0.2090 (0.2189) loss_bbox_dn_3: 0.2000 (0.2113) loss_bbox_dn_4: 0.1988 (0.2096) loss_bbox_dn_5: 0.1988 (0.2096) loss_giou: 0.5123 (0.5098) loss_giou_aux_0: 0.5569 (0.5340) loss_giou_aux_1: 0.5365 (0.5185) loss_giou_aux_2: 0.5289 (0.5140) loss_giou_aux_3: 0.5164 (0.5106) loss_giou_aux_4: 0.5122 (0.5097) loss_giou_aux_5: 0.6105 (0.6081) loss_giou_dn_0: 0.6378 (0.6387) loss_giou_dn_1: 0.5331 (0.5348) loss_giou_dn_2: 0.5068 (0.5074) loss_giou_dn_3: 0.4930 (0.4987) loss_giou_dn_4: 0.4894 (0.4966) loss_giou_dn_5: 0.4893 (0.4968) loss_vfl: 0.6780 (0.7182) loss_vfl_aux_0: 0.8037 (0.8554) loss_vfl_aux_1: 0.7407 (0.7942) loss_vfl_aux_2: 0.7043 (0.7497) loss_vfl_aux_3: 0.6766 (0.7302) loss_vfl_aux_4: 0.6797 (0.7215) loss_vfl_aux_5: 0.7566 (0.8254) loss_vfl_dn_0: 0.4639 (0.4713) loss_vfl_dn_1: 0.4064 (0.4112) loss_vfl_dn_2: 0.3900 (0.3942) loss_vfl_dn_3: 0.3860 (0.3864) loss_vfl_dn_4: 0.3816 (0.3836) loss_vfl_dn_5: 0.3796 (0.3829) time: 0.4756 data: 0.0140 max mem: 5653 Epoch: [17] [2000/7393] eta: 0:43:20 lr: 0.000010 loss: 17.1950 (17.3642) loss_bbox: 0.1529 (0.1714) loss_bbox_aux_0: 0.1766 (0.1835) loss_bbox_aux_1: 0.1641 (0.1750) loss_bbox_aux_2: 0.1570 (0.1732) loss_bbox_aux_3: 0.1537 (0.1714) loss_bbox_aux_4: 0.1565 (0.1712) loss_bbox_aux_5: 0.2239 (0.2260) loss_bbox_dn_0: 0.3270 (0.3115) loss_bbox_dn_1: 0.2391 (0.2410) loss_bbox_dn_2: 0.2184 (0.2191) loss_bbox_dn_3: 0.2109 (0.2115) loss_bbox_dn_4: 0.2099 (0.2098) loss_bbox_dn_5: 0.2098 (0.2098) loss_giou: 0.4454 (0.5087) loss_giou_aux_0: 0.5011 (0.5332) loss_giou_aux_1: 0.4612 (0.5175) loss_giou_aux_2: 0.4610 (0.5129) loss_giou_aux_3: 0.4475 (0.5095) loss_giou_aux_4: 0.4431 (0.5086) loss_giou_aux_5: 0.5719 (0.6072) loss_giou_dn_0: 0.6175 (0.6379) loss_giou_dn_1: 0.5088 (0.5341) loss_giou_dn_2: 0.4793 (0.5067) loss_giou_dn_3: 0.4703 (0.4980) loss_giou_dn_4: 0.4667 (0.4960) loss_giou_dn_5: 0.4671 (0.4962) loss_vfl: 0.7292 (0.7180) loss_vfl_aux_0: 0.8603 (0.8550) loss_vfl_aux_1: 0.8314 (0.7943) loss_vfl_aux_2: 0.7664 (0.7497) loss_vfl_aux_3: 0.7440 (0.7302) loss_vfl_aux_4: 0.7191 (0.7214) loss_vfl_aux_5: 0.8637 (0.8255) loss_vfl_dn_0: 0.4726 (0.4713) loss_vfl_dn_1: 0.4147 (0.4111) loss_vfl_dn_2: 0.3945 (0.3941) loss_vfl_dn_3: 0.3884 (0.3863) loss_vfl_dn_4: 0.3859 (0.3836) loss_vfl_dn_5: 0.3858 (0.3828) time: 0.4780 data: 0.0139 max mem: 5653 Epoch: [17] [2100/7393] eta: 0:42:28 lr: 0.000010 loss: 17.6717 (17.3727) loss_bbox: 0.1659 (0.1714) loss_bbox_aux_0: 0.1694 (0.1834) loss_bbox_aux_1: 0.1668 (0.1750) loss_bbox_aux_2: 0.1671 (0.1732) loss_bbox_aux_3: 0.1666 (0.1713) loss_bbox_aux_4: 0.1659 (0.1712) loss_bbox_aux_5: 0.2166 (0.2257) loss_bbox_dn_0: 0.2915 (0.3112) loss_bbox_dn_1: 0.2078 (0.2408) loss_bbox_dn_2: 0.1899 (0.2190) loss_bbox_dn_3: 0.1858 (0.2113) loss_bbox_dn_4: 0.1843 (0.2096) loss_bbox_dn_5: 0.1841 (0.2096) loss_giou: 0.5263 (0.5098) loss_giou_aux_0: 0.5643 (0.5344) loss_giou_aux_1: 0.5430 (0.5187) loss_giou_aux_2: 0.5503 (0.5141) loss_giou_aux_3: 0.5335 (0.5107) loss_giou_aux_4: 0.5293 (0.5098) loss_giou_aux_5: 0.6340 (0.6081) loss_giou_dn_0: 0.6344 (0.6383) loss_giou_dn_1: 0.5450 (0.5347) loss_giou_dn_2: 0.5192 (0.5073) loss_giou_dn_3: 0.5104 (0.4987) loss_giou_dn_4: 0.5047 (0.4966) loss_giou_dn_5: 0.5047 (0.4968) loss_vfl: 0.7239 (0.7177) loss_vfl_aux_0: 0.8531 (0.8544) loss_vfl_aux_1: 0.7794 (0.7941) loss_vfl_aux_2: 0.7635 (0.7494) loss_vfl_aux_3: 0.7295 (0.7299) loss_vfl_aux_4: 0.7284 (0.7211) loss_vfl_aux_5: 0.8369 (0.8254) loss_vfl_dn_0: 0.4586 (0.4714) loss_vfl_dn_1: 0.4095 (0.4112) loss_vfl_dn_2: 0.3968 (0.3943) loss_vfl_dn_3: 0.3866 (0.3865) loss_vfl_dn_4: 0.3819 (0.3837) loss_vfl_dn_5: 0.3850 (0.3830) time: 0.4672 data: 0.0140 max mem: 5653 Epoch: [17] [2200/7393] eta: 0:41:36 lr: 0.000010 loss: 16.6693 (17.3764) loss_bbox: 0.1596 (0.1714) loss_bbox_aux_0: 0.1873 (0.1833) loss_bbox_aux_1: 0.1651 (0.1750) loss_bbox_aux_2: 0.1735 (0.1732) loss_bbox_aux_3: 0.1597 (0.1714) loss_bbox_aux_4: 0.1596 (0.1712) loss_bbox_aux_5: 0.2236 (0.2257) loss_bbox_dn_0: 0.2800 (0.3109) loss_bbox_dn_1: 0.2057 (0.2406) loss_bbox_dn_2: 0.1861 (0.2188) loss_bbox_dn_3: 0.1840 (0.2112) loss_bbox_dn_4: 0.1830 (0.2096) loss_bbox_dn_5: 0.1830 (0.2095) loss_giou: 0.5377 (0.5105) loss_giou_aux_0: 0.5724 (0.5351) loss_giou_aux_1: 0.5439 (0.5194) loss_giou_aux_2: 0.5436 (0.5148) loss_giou_aux_3: 0.5333 (0.5114) loss_giou_aux_4: 0.5339 (0.5105) loss_giou_aux_5: 0.6196 (0.6089) loss_giou_dn_0: 0.6395 (0.6386) loss_giou_dn_1: 0.5509 (0.5351) loss_giou_dn_2: 0.5177 (0.5077) loss_giou_dn_3: 0.5093 (0.4991) loss_giou_dn_4: 0.5082 (0.4970) loss_giou_dn_5: 0.5083 (0.4972) loss_vfl: 0.6642 (0.7174) loss_vfl_aux_0: 0.7806 (0.8540) loss_vfl_aux_1: 0.7379 (0.7937) loss_vfl_aux_2: 0.6782 (0.7490) loss_vfl_aux_3: 0.6795 (0.7297) loss_vfl_aux_4: 0.6678 (0.7208) loss_vfl_aux_5: 0.7625 (0.8249) loss_vfl_dn_0: 0.4577 (0.4712) loss_vfl_dn_1: 0.4052 (0.4112) loss_vfl_dn_2: 0.3880 (0.3942) loss_vfl_dn_3: 0.3821 (0.3864) loss_vfl_dn_4: 0.3804 (0.3836) loss_vfl_dn_5: 0.3798 (0.3829) time: 0.4647 data: 0.0136 max mem: 5653 Epoch: [17] [2300/7393] eta: 0:40:46 lr: 0.000010 loss: 16.5445 (17.3757) loss_bbox: 0.1547 (0.1713) loss_bbox_aux_0: 0.1677 (0.1833) loss_bbox_aux_1: 0.1566 (0.1750) loss_bbox_aux_2: 0.1517 (0.1732) loss_bbox_aux_3: 0.1514 (0.1714) loss_bbox_aux_4: 0.1508 (0.1711) loss_bbox_aux_5: 0.2197 (0.2257) loss_bbox_dn_0: 0.3001 (0.3110) loss_bbox_dn_1: 0.2347 (0.2407) loss_bbox_dn_2: 0.2131 (0.2189) loss_bbox_dn_3: 0.2001 (0.2112) loss_bbox_dn_4: 0.1982 (0.2095) loss_bbox_dn_5: 0.1981 (0.2095) loss_giou: 0.4572 (0.5106) loss_giou_aux_0: 0.4830 (0.5352) loss_giou_aux_1: 0.4580 (0.5196) loss_giou_aux_2: 0.4596 (0.5149) loss_giou_aux_3: 0.4608 (0.5115) loss_giou_aux_4: 0.4564 (0.5106) loss_giou_aux_5: 0.5624 (0.6090) loss_giou_dn_0: 0.6117 (0.6387) loss_giou_dn_1: 0.5017 (0.5352) loss_giou_dn_2: 0.4678 (0.5078) loss_giou_dn_3: 0.4598 (0.4991) loss_giou_dn_4: 0.4570 (0.4971) loss_giou_dn_5: 0.4571 (0.4972) loss_vfl: 0.7020 (0.7172) loss_vfl_aux_0: 0.8442 (0.8534) loss_vfl_aux_1: 0.7871 (0.7935) loss_vfl_aux_2: 0.7279 (0.7486) loss_vfl_aux_3: 0.7081 (0.7294) loss_vfl_aux_4: 0.6985 (0.7207) loss_vfl_aux_5: 0.8421 (0.8245) loss_vfl_dn_0: 0.4713 (0.4713) loss_vfl_dn_1: 0.4062 (0.4112) loss_vfl_dn_2: 0.3896 (0.3943) loss_vfl_dn_3: 0.3834 (0.3865) loss_vfl_dn_4: 0.3785 (0.3837) loss_vfl_dn_5: 0.3781 (0.3830) time: 0.4967 data: 0.0142 max mem: 5653 Epoch: [17] [2400/7393] eta: 0:39:56 lr: 0.000010 loss: 17.7267 (17.3749) loss_bbox: 0.1829 (0.1715) loss_bbox_aux_0: 0.1898 (0.1835) loss_bbox_aux_1: 0.1878 (0.1752) loss_bbox_aux_2: 0.1855 (0.1734) loss_bbox_aux_3: 0.1728 (0.1716) loss_bbox_aux_4: 0.1843 (0.1713) loss_bbox_aux_5: 0.2318 (0.2260) loss_bbox_dn_0: 0.2823 (0.3112) loss_bbox_dn_1: 0.2145 (0.2408) loss_bbox_dn_2: 0.1975 (0.2190) loss_bbox_dn_3: 0.1946 (0.2114) loss_bbox_dn_4: 0.1927 (0.2097) loss_bbox_dn_5: 0.1927 (0.2097) loss_giou: 0.4712 (0.5102) loss_giou_aux_0: 0.4987 (0.5349) loss_giou_aux_1: 0.4890 (0.5193) loss_giou_aux_2: 0.4803 (0.5146) loss_giou_aux_3: 0.4759 (0.5112) loss_giou_aux_4: 0.4706 (0.5102) loss_giou_aux_5: 0.5687 (0.6087) loss_giou_dn_0: 0.6274 (0.6384) loss_giou_dn_1: 0.5170 (0.5348) loss_giou_dn_2: 0.4847 (0.5074) loss_giou_dn_3: 0.4738 (0.4988) loss_giou_dn_4: 0.4715 (0.4967) loss_giou_dn_5: 0.4718 (0.4969) loss_vfl: 0.7255 (0.7175) loss_vfl_aux_0: 0.8435 (0.8535) loss_vfl_aux_1: 0.7841 (0.7935) loss_vfl_aux_2: 0.7638 (0.7489) loss_vfl_aux_3: 0.7465 (0.7296) loss_vfl_aux_4: 0.7212 (0.7209) loss_vfl_aux_5: 0.8103 (0.8244) loss_vfl_dn_0: 0.4761 (0.4714) loss_vfl_dn_1: 0.4132 (0.4114) loss_vfl_dn_2: 0.3905 (0.3943) loss_vfl_dn_3: 0.3779 (0.3865) loss_vfl_dn_4: 0.3786 (0.3838) loss_vfl_dn_5: 0.3749 (0.3830) time: 0.4555 data: 0.0141 max mem: 5653 Epoch: [17] [2500/7393] eta: 0:39:18 lr: 0.000010 loss: 17.0975 (17.3751) loss_bbox: 0.1682 (0.1713) loss_bbox_aux_0: 0.1753 (0.1833) loss_bbox_aux_1: 0.1680 (0.1751) loss_bbox_aux_2: 0.1660 (0.1733) loss_bbox_aux_3: 0.1689 (0.1714) loss_bbox_aux_4: 0.1633 (0.1712) loss_bbox_aux_5: 0.2274 (0.2256) loss_bbox_dn_0: 0.2892 (0.3105) loss_bbox_dn_1: 0.2151 (0.2404) loss_bbox_dn_2: 0.1895 (0.2186) loss_bbox_dn_3: 0.1841 (0.2110) loss_bbox_dn_4: 0.1842 (0.2093) loss_bbox_dn_5: 0.1842 (0.2093) loss_giou: 0.4733 (0.5109) loss_giou_aux_0: 0.4788 (0.5356) loss_giou_aux_1: 0.4678 (0.5200) loss_giou_aux_2: 0.4825 (0.5154) loss_giou_aux_3: 0.4682 (0.5119) loss_giou_aux_4: 0.4722 (0.5109) loss_giou_aux_5: 0.5803 (0.6092) loss_giou_dn_0: 0.6274 (0.6388) loss_giou_dn_1: 0.5102 (0.5352) loss_giou_dn_2: 0.4756 (0.5078) loss_giou_dn_3: 0.4633 (0.4992) loss_giou_dn_4: 0.4589 (0.4971) loss_giou_dn_5: 0.4592 (0.4973) loss_vfl: 0.7177 (0.7172) loss_vfl_aux_0: 0.8535 (0.8530) loss_vfl_aux_1: 0.7986 (0.7928) loss_vfl_aux_2: 0.7306 (0.7482) loss_vfl_aux_3: 0.7257 (0.7291) loss_vfl_aux_4: 0.7279 (0.7206) loss_vfl_aux_5: 0.8295 (0.8238) loss_vfl_dn_0: 0.4710 (0.4714) loss_vfl_dn_1: 0.4110 (0.4114) loss_vfl_dn_2: 0.3932 (0.3944) loss_vfl_dn_3: 0.3852 (0.3866) loss_vfl_dn_4: 0.3815 (0.3838) loss_vfl_dn_5: 0.3809 (0.3831) time: 0.4722 data: 0.0136 max mem: 5653 Epoch: [17] [2600/7393] eta: 0:38:29 lr: 0.000010 loss: 17.2868 (17.3836) loss_bbox: 0.1525 (0.1715) loss_bbox_aux_0: 0.1662 (0.1834) loss_bbox_aux_1: 0.1606 (0.1752) loss_bbox_aux_2: 0.1518 (0.1733) loss_bbox_aux_3: 0.1543 (0.1716) loss_bbox_aux_4: 0.1527 (0.1713) loss_bbox_aux_5: 0.2096 (0.2255) loss_bbox_dn_0: 0.2634 (0.3101) loss_bbox_dn_1: 0.2011 (0.2401) loss_bbox_dn_2: 0.1840 (0.2184) loss_bbox_dn_3: 0.1783 (0.2109) loss_bbox_dn_4: 0.1756 (0.2092) loss_bbox_dn_5: 0.1756 (0.2092) loss_giou: 0.5040 (0.5118) loss_giou_aux_0: 0.5019 (0.5364) loss_giou_aux_1: 0.4992 (0.5209) loss_giou_aux_2: 0.5024 (0.5162) loss_giou_aux_3: 0.5135 (0.5128) loss_giou_aux_4: 0.5090 (0.5117) loss_giou_aux_5: 0.5910 (0.6098) loss_giou_dn_0: 0.6448 (0.6391) loss_giou_dn_1: 0.5520 (0.5357) loss_giou_dn_2: 0.5255 (0.5084) loss_giou_dn_3: 0.5128 (0.4998) loss_giou_dn_4: 0.5097 (0.4977) loss_giou_dn_5: 0.5095 (0.4979) loss_vfl: 0.7018 (0.7173) loss_vfl_aux_0: 0.7887 (0.8526) loss_vfl_aux_1: 0.7441 (0.7927) loss_vfl_aux_2: 0.7170 (0.7483) loss_vfl_aux_3: 0.7002 (0.7292) loss_vfl_aux_4: 0.6994 (0.7207) loss_vfl_aux_5: 0.7728 (0.8238) loss_vfl_dn_0: 0.4669 (0.4714) loss_vfl_dn_1: 0.4147 (0.4114) loss_vfl_dn_2: 0.3978 (0.3945) loss_vfl_dn_3: 0.3916 (0.3867) loss_vfl_dn_4: 0.3884 (0.3840) loss_vfl_dn_5: 0.3875 (0.3832) time: 0.4839 data: 0.0145 max mem: 5653 Epoch: [17] [2700/7393] eta: 0:37:50 lr: 0.000010 loss: 17.3667 (17.3874) loss_bbox: 0.1679 (0.1716) loss_bbox_aux_0: 0.1930 (0.1837) loss_bbox_aux_1: 0.1717 (0.1754) loss_bbox_aux_2: 0.1666 (0.1735) loss_bbox_aux_3: 0.1660 (0.1717) loss_bbox_aux_4: 0.1664 (0.1714) loss_bbox_aux_5: 0.2240 (0.2259) loss_bbox_dn_0: 0.3193 (0.3108) loss_bbox_dn_1: 0.2566 (0.2407) loss_bbox_dn_2: 0.2408 (0.2190) loss_bbox_dn_3: 0.2287 (0.2114) loss_bbox_dn_4: 0.2233 (0.2097) loss_bbox_dn_5: 0.2233 (0.2097) loss_giou: 0.4824 (0.5113) loss_giou_aux_0: 0.4993 (0.5361) loss_giou_aux_1: 0.4808 (0.5204) loss_giou_aux_2: 0.4806 (0.5158) loss_giou_aux_3: 0.4837 (0.5124) loss_giou_aux_4: 0.4828 (0.5113) loss_giou_aux_5: 0.5722 (0.6096) loss_giou_dn_0: 0.6173 (0.6392) loss_giou_dn_1: 0.5007 (0.5355) loss_giou_dn_2: 0.4776 (0.5081) loss_giou_dn_3: 0.4731 (0.4995) loss_giou_dn_4: 0.4730 (0.4975) loss_giou_dn_5: 0.4734 (0.4976) loss_vfl: 0.6940 (0.7178) loss_vfl_aux_0: 0.8211 (0.8530) loss_vfl_aux_1: 0.7758 (0.7932) loss_vfl_aux_2: 0.7348 (0.7489) loss_vfl_aux_3: 0.7150 (0.7296) loss_vfl_aux_4: 0.7083 (0.7211) loss_vfl_aux_5: 0.8238 (0.8240) loss_vfl_dn_0: 0.4748 (0.4715) loss_vfl_dn_1: 0.4169 (0.4114) loss_vfl_dn_2: 0.3977 (0.3945) loss_vfl_dn_3: 0.3916 (0.3867) loss_vfl_dn_4: 0.3890 (0.3839) loss_vfl_dn_5: 0.3871 (0.3832) time: 0.7974 data: 0.0141 max mem: 5653 Epoch: [17] [2800/7393] eta: 0:36:59 lr: 0.000010 loss: 17.3108 (17.3913) loss_bbox: 0.1494 (0.1718) loss_bbox_aux_0: 0.1747 (0.1841) loss_bbox_aux_1: 0.1591 (0.1757) loss_bbox_aux_2: 0.1568 (0.1737) loss_bbox_aux_3: 0.1491 (0.1719) loss_bbox_aux_4: 0.1496 (0.1716) loss_bbox_aux_5: 0.2124 (0.2263) loss_bbox_dn_0: 0.2769 (0.3114) loss_bbox_dn_1: 0.2074 (0.2412) loss_bbox_dn_2: 0.1949 (0.2195) loss_bbox_dn_3: 0.1909 (0.2119) loss_bbox_dn_4: 0.1891 (0.2102) loss_bbox_dn_5: 0.1891 (0.2102) loss_giou: 0.5053 (0.5107) loss_giou_aux_0: 0.5429 (0.5356) loss_giou_aux_1: 0.5392 (0.5200) loss_giou_aux_2: 0.5061 (0.5152) loss_giou_aux_3: 0.5144 (0.5118) loss_giou_aux_4: 0.5047 (0.5107) loss_giou_aux_5: 0.6077 (0.6092) loss_giou_dn_0: 0.6559 (0.6390) loss_giou_dn_1: 0.5531 (0.5354) loss_giou_dn_2: 0.5149 (0.5080) loss_giou_dn_3: 0.5063 (0.4994) loss_giou_dn_4: 0.5056 (0.4974) loss_giou_dn_5: 0.5057 (0.4975) loss_vfl: 0.7108 (0.7184) loss_vfl_aux_0: 0.8197 (0.8531) loss_vfl_aux_1: 0.7655 (0.7934) loss_vfl_aux_2: 0.7476 (0.7494) loss_vfl_aux_3: 0.7216 (0.7302) loss_vfl_aux_4: 0.7113 (0.7218) loss_vfl_aux_5: 0.7881 (0.8243) loss_vfl_dn_0: 0.4662 (0.4715) loss_vfl_dn_1: 0.4135 (0.4114) loss_vfl_dn_2: 0.3966 (0.3945) loss_vfl_dn_3: 0.3856 (0.3867) loss_vfl_dn_4: 0.3829 (0.3839) loss_vfl_dn_5: 0.3807 (0.3832) time: 0.4771 data: 0.0140 max mem: 5653 Epoch: [17] [2900/7393] eta: 0:36:09 lr: 0.000010 loss: 17.9250 (17.3956) loss_bbox: 0.1563 (0.1715) loss_bbox_aux_0: 0.1664 (0.1839) loss_bbox_aux_1: 0.1600 (0.1756) loss_bbox_aux_2: 0.1544 (0.1736) loss_bbox_aux_3: 0.1535 (0.1717) loss_bbox_aux_4: 0.1564 (0.1714) loss_bbox_aux_5: 0.1910 (0.2261) loss_bbox_dn_0: 0.2874 (0.3112) loss_bbox_dn_1: 0.2199 (0.2410) loss_bbox_dn_2: 0.2039 (0.2194) loss_bbox_dn_3: 0.1958 (0.2118) loss_bbox_dn_4: 0.1956 (0.2101) loss_bbox_dn_5: 0.1956 (0.2101) loss_giou: 0.5155 (0.5109) loss_giou_aux_0: 0.5302 (0.5359) loss_giou_aux_1: 0.5283 (0.5203) loss_giou_aux_2: 0.5095 (0.5155) loss_giou_aux_3: 0.5144 (0.5120) loss_giou_aux_4: 0.5107 (0.5109) loss_giou_aux_5: 0.5928 (0.6095) loss_giou_dn_0: 0.6460 (0.6393) loss_giou_dn_1: 0.5390 (0.5356) loss_giou_dn_2: 0.5104 (0.5082) loss_giou_dn_3: 0.5040 (0.4996) loss_giou_dn_4: 0.5014 (0.4976) loss_giou_dn_5: 0.5016 (0.4977) loss_vfl: 0.7237 (0.7190) loss_vfl_aux_0: 0.8593 (0.8533) loss_vfl_aux_1: 0.7867 (0.7937) loss_vfl_aux_2: 0.7492 (0.7497) loss_vfl_aux_3: 0.7440 (0.7307) loss_vfl_aux_4: 0.7271 (0.7223) loss_vfl_aux_5: 0.8392 (0.8245) loss_vfl_dn_0: 0.4693 (0.4715) loss_vfl_dn_1: 0.4190 (0.4115) loss_vfl_dn_2: 0.4012 (0.3946) loss_vfl_dn_3: 0.3926 (0.3868) loss_vfl_dn_4: 0.3868 (0.3840) loss_vfl_dn_5: 0.3883 (0.3833) time: 0.4676 data: 0.0140 max mem: 5653 Epoch: [17] [3000/7393] eta: 0:35:27 lr: 0.000010 loss: 17.2033 (17.3909) loss_bbox: 0.1518 (0.1716) loss_bbox_aux_0: 0.1695 (0.1841) loss_bbox_aux_1: 0.1473 (0.1756) loss_bbox_aux_2: 0.1550 (0.1736) loss_bbox_aux_3: 0.1511 (0.1717) loss_bbox_aux_4: 0.1517 (0.1714) loss_bbox_aux_5: 0.2095 (0.2261) loss_bbox_dn_0: 0.2828 (0.3113) loss_bbox_dn_1: 0.2137 (0.2412) loss_bbox_dn_2: 0.1898 (0.2196) loss_bbox_dn_3: 0.1811 (0.2120) loss_bbox_dn_4: 0.1803 (0.2103) loss_bbox_dn_5: 0.1802 (0.2103) loss_giou: 0.5119 (0.5103) loss_giou_aux_0: 0.5331 (0.5355) loss_giou_aux_1: 0.5283 (0.5198) loss_giou_aux_2: 0.5246 (0.5150) loss_giou_aux_3: 0.5232 (0.5115) loss_giou_aux_4: 0.5116 (0.5103) loss_giou_aux_5: 0.6020 (0.6089) loss_giou_dn_0: 0.6226 (0.6390) loss_giou_dn_1: 0.5255 (0.5353) loss_giou_dn_2: 0.5021 (0.5079) loss_giou_dn_3: 0.4992 (0.4993) loss_giou_dn_4: 0.4986 (0.4973) loss_giou_dn_5: 0.4987 (0.4974) loss_vfl: 0.6880 (0.7191) loss_vfl_aux_0: 0.8074 (0.8529) loss_vfl_aux_1: 0.7529 (0.7937) loss_vfl_aux_2: 0.7108 (0.7496) loss_vfl_aux_3: 0.6852 (0.7307) loss_vfl_aux_4: 0.6879 (0.7224) loss_vfl_aux_5: 0.7925 (0.8246) loss_vfl_dn_0: 0.4616 (0.4714) loss_vfl_dn_1: 0.3976 (0.4115) loss_vfl_dn_2: 0.3842 (0.3946) loss_vfl_dn_3: 0.3801 (0.3868) loss_vfl_dn_4: 0.3778 (0.3840) loss_vfl_dn_5: 0.3780 (0.3833) time: 0.4800 data: 0.0139 max mem: 5653 Epoch: [17] [3100/7393] eta: 0:34:36 lr: 0.000010 loss: 16.9365 (17.3933) loss_bbox: 0.1589 (0.1717) loss_bbox_aux_0: 0.1751 (0.1843) loss_bbox_aux_1: 0.1706 (0.1758) loss_bbox_aux_2: 0.1619 (0.1738) loss_bbox_aux_3: 0.1569 (0.1718) loss_bbox_aux_4: 0.1661 (0.1715) loss_bbox_aux_5: 0.2269 (0.2263) loss_bbox_dn_0: 0.3141 (0.3116) loss_bbox_dn_1: 0.2397 (0.2414) loss_bbox_dn_2: 0.2221 (0.2198) loss_bbox_dn_3: 0.2163 (0.2122) loss_bbox_dn_4: 0.2107 (0.2105) loss_bbox_dn_5: 0.2107 (0.2105) loss_giou: 0.4580 (0.5105) loss_giou_aux_0: 0.4803 (0.5357) loss_giou_aux_1: 0.4459 (0.5200) loss_giou_aux_2: 0.4557 (0.5152) loss_giou_aux_3: 0.4520 (0.5116) loss_giou_aux_4: 0.4522 (0.5105) loss_giou_aux_5: 0.5564 (0.6091) loss_giou_dn_0: 0.6151 (0.6391) loss_giou_dn_1: 0.4961 (0.5354) loss_giou_dn_2: 0.4734 (0.5080) loss_giou_dn_3: 0.4630 (0.4994) loss_giou_dn_4: 0.4614 (0.4974) loss_giou_dn_5: 0.4618 (0.4975) loss_vfl: 0.6884 (0.7190) loss_vfl_aux_0: 0.8121 (0.8526) loss_vfl_aux_1: 0.7785 (0.7934) loss_vfl_aux_2: 0.7267 (0.7494) loss_vfl_aux_3: 0.7093 (0.7305) loss_vfl_aux_4: 0.6958 (0.7223) loss_vfl_aux_5: 0.8164 (0.8244) loss_vfl_dn_0: 0.4629 (0.4713) loss_vfl_dn_1: 0.3985 (0.4114) loss_vfl_dn_2: 0.3847 (0.3945) loss_vfl_dn_3: 0.3782 (0.3867) loss_vfl_dn_4: 0.3783 (0.3839) loss_vfl_dn_5: 0.3758 (0.3832) time: 0.4634 data: 0.0139 max mem: 5653 Epoch: [17] [3200/7393] eta: 0:33:46 lr: 0.000010 loss: 17.0469 (17.3941) loss_bbox: 0.1773 (0.1719) loss_bbox_aux_0: 0.1899 (0.1846) loss_bbox_aux_1: 0.1756 (0.1760) loss_bbox_aux_2: 0.1737 (0.1740) loss_bbox_aux_3: 0.1674 (0.1720) loss_bbox_aux_4: 0.1764 (0.1717) loss_bbox_aux_5: 0.2292 (0.2267) loss_bbox_dn_0: 0.3039 (0.3117) loss_bbox_dn_1: 0.2251 (0.2415) loss_bbox_dn_2: 0.2113 (0.2199) loss_bbox_dn_3: 0.2044 (0.2123) loss_bbox_dn_4: 0.2040 (0.2106) loss_bbox_dn_5: 0.2036 (0.2106) loss_giou: 0.4682 (0.5104) loss_giou_aux_0: 0.5056 (0.5356) loss_giou_aux_1: 0.4825 (0.5200) loss_giou_aux_2: 0.4868 (0.5151) loss_giou_aux_3: 0.4706 (0.5115) loss_giou_aux_4: 0.4678 (0.5104) loss_giou_aux_5: 0.5999 (0.6090) loss_giou_dn_0: 0.6161 (0.6390) loss_giou_dn_1: 0.5221 (0.5353) loss_giou_dn_2: 0.5021 (0.5079) loss_giou_dn_3: 0.4940 (0.4993) loss_giou_dn_4: 0.4930 (0.4973) loss_giou_dn_5: 0.4929 (0.4974) loss_vfl: 0.7205 (0.7189) loss_vfl_aux_0: 0.8410 (0.8527) loss_vfl_aux_1: 0.7787 (0.7932) loss_vfl_aux_2: 0.7456 (0.7494) loss_vfl_aux_3: 0.7275 (0.7305) loss_vfl_aux_4: 0.7255 (0.7222) loss_vfl_aux_5: 0.8059 (0.8245) loss_vfl_dn_0: 0.4725 (0.4714) loss_vfl_dn_1: 0.4186 (0.4114) loss_vfl_dn_2: 0.4035 (0.3945) loss_vfl_dn_3: 0.3989 (0.3867) loss_vfl_dn_4: 0.3946 (0.3840) loss_vfl_dn_5: 0.3949 (0.3832) time: 0.4701 data: 0.0145 max mem: 5653 Epoch: [17] [3300/7393] eta: 0:32:57 lr: 0.000010 loss: 17.0477 (17.3895) loss_bbox: 0.1731 (0.1720) loss_bbox_aux_0: 0.1770 (0.1848) loss_bbox_aux_1: 0.1755 (0.1762) loss_bbox_aux_2: 0.1667 (0.1742) loss_bbox_aux_3: 0.1687 (0.1721) loss_bbox_aux_4: 0.1732 (0.1719) loss_bbox_aux_5: 0.2278 (0.2268) loss_bbox_dn_0: 0.3101 (0.3118) loss_bbox_dn_1: 0.2418 (0.2416) loss_bbox_dn_2: 0.2209 (0.2199) loss_bbox_dn_3: 0.2136 (0.2123) loss_bbox_dn_4: 0.2118 (0.2106) loss_bbox_dn_5: 0.2118 (0.2106) loss_giou: 0.5054 (0.5100) loss_giou_aux_0: 0.5344 (0.5352) loss_giou_aux_1: 0.5138 (0.5195) loss_giou_aux_2: 0.5063 (0.5147) loss_giou_aux_3: 0.5019 (0.5111) loss_giou_aux_4: 0.5049 (0.5100) loss_giou_aux_5: 0.5849 (0.6084) loss_giou_dn_0: 0.6164 (0.6386) loss_giou_dn_1: 0.5163 (0.5349) loss_giou_dn_2: 0.4893 (0.5075) loss_giou_dn_3: 0.4761 (0.4989) loss_giou_dn_4: 0.4754 (0.4968) loss_giou_dn_5: 0.4757 (0.4970) loss_vfl: 0.7172 (0.7189) loss_vfl_aux_0: 0.8455 (0.8527) loss_vfl_aux_1: 0.8197 (0.7932) loss_vfl_aux_2: 0.7434 (0.7492) loss_vfl_aux_3: 0.7295 (0.7305) loss_vfl_aux_4: 0.7155 (0.7222) loss_vfl_aux_5: 0.8384 (0.8246) loss_vfl_dn_0: 0.4687 (0.4713) loss_vfl_dn_1: 0.4066 (0.4113) loss_vfl_dn_2: 0.3907 (0.3944) loss_vfl_dn_3: 0.3853 (0.3867) loss_vfl_dn_4: 0.3829 (0.3839) loss_vfl_dn_5: 0.3812 (0.3832) time: 0.4668 data: 0.0143 max mem: 5653 Epoch: [17] [3400/7393] eta: 0:32:08 lr: 0.000010 loss: 17.0686 (17.3904) loss_bbox: 0.1620 (0.1721) loss_bbox_aux_0: 0.1846 (0.1849) loss_bbox_aux_1: 0.1858 (0.1764) loss_bbox_aux_2: 0.1785 (0.1743) loss_bbox_aux_3: 0.1734 (0.1722) loss_bbox_aux_4: 0.1748 (0.1719) loss_bbox_aux_5: 0.2334 (0.2270) loss_bbox_dn_0: 0.3182 (0.3121) loss_bbox_dn_1: 0.2350 (0.2417) loss_bbox_dn_2: 0.2210 (0.2200) loss_bbox_dn_3: 0.2110 (0.2124) loss_bbox_dn_4: 0.2065 (0.2108) loss_bbox_dn_5: 0.2066 (0.2107) loss_giou: 0.5074 (0.5098) loss_giou_aux_0: 0.5228 (0.5350) loss_giou_aux_1: 0.5125 (0.5194) loss_giou_aux_2: 0.5223 (0.5146) loss_giou_aux_3: 0.5215 (0.5110) loss_giou_aux_4: 0.5224 (0.5099) loss_giou_aux_5: 0.5878 (0.6083) loss_giou_dn_0: 0.6253 (0.6385) loss_giou_dn_1: 0.5165 (0.5347) loss_giou_dn_2: 0.5040 (0.5074) loss_giou_dn_3: 0.4971 (0.4988) loss_giou_dn_4: 0.4950 (0.4967) loss_giou_dn_5: 0.4951 (0.4968) loss_vfl: 0.7179 (0.7191) loss_vfl_aux_0: 0.8559 (0.8528) loss_vfl_aux_1: 0.7913 (0.7932) loss_vfl_aux_2: 0.7303 (0.7493) loss_vfl_aux_3: 0.7223 (0.7307) loss_vfl_aux_4: 0.7154 (0.7224) loss_vfl_aux_5: 0.8261 (0.8246) loss_vfl_dn_0: 0.4758 (0.4714) loss_vfl_dn_1: 0.4138 (0.4113) loss_vfl_dn_2: 0.3996 (0.3944) loss_vfl_dn_3: 0.3895 (0.3867) loss_vfl_dn_4: 0.3878 (0.3839) loss_vfl_dn_5: 0.3874 (0.3831) time: 0.4895 data: 0.0150 max mem: 5653 Epoch: [17] [3500/7393] eta: 0:31:19 lr: 0.000010 loss: 17.1786 (17.3901) loss_bbox: 0.1664 (0.1722) loss_bbox_aux_0: 0.1799 (0.1851) loss_bbox_aux_1: 0.1867 (0.1765) loss_bbox_aux_2: 0.1742 (0.1745) loss_bbox_aux_3: 0.1672 (0.1724) loss_bbox_aux_4: 0.1665 (0.1721) loss_bbox_aux_5: 0.2346 (0.2272) loss_bbox_dn_0: 0.3155 (0.3125) loss_bbox_dn_1: 0.2423 (0.2420) loss_bbox_dn_2: 0.2273 (0.2203) loss_bbox_dn_3: 0.2193 (0.2127) loss_bbox_dn_4: 0.2177 (0.2111) loss_bbox_dn_5: 0.2178 (0.2110) loss_giou: 0.4767 (0.5092) loss_giou_aux_0: 0.4971 (0.5344) loss_giou_aux_1: 0.4740 (0.5188) loss_giou_aux_2: 0.4691 (0.5140) loss_giou_aux_3: 0.4820 (0.5104) loss_giou_aux_4: 0.4765 (0.5093) loss_giou_aux_5: 0.5693 (0.6077) loss_giou_dn_0: 0.6318 (0.6381) loss_giou_dn_1: 0.5170 (0.5343) loss_giou_dn_2: 0.4918 (0.5069) loss_giou_dn_3: 0.4822 (0.4983) loss_giou_dn_4: 0.4776 (0.4963) loss_giou_dn_5: 0.4775 (0.4964) loss_vfl: 0.7118 (0.7195) loss_vfl_aux_0: 0.8827 (0.8537) loss_vfl_aux_1: 0.7992 (0.7940) loss_vfl_aux_2: 0.7509 (0.7499) loss_vfl_aux_3: 0.7223 (0.7310) loss_vfl_aux_4: 0.7042 (0.7227) loss_vfl_aux_5: 0.8413 (0.8253) loss_vfl_dn_0: 0.4736 (0.4714) loss_vfl_dn_1: 0.4226 (0.4113) loss_vfl_dn_2: 0.4004 (0.3944) loss_vfl_dn_3: 0.3908 (0.3866) loss_vfl_dn_4: 0.3877 (0.3838) loss_vfl_dn_5: 0.3868 (0.3831) time: 0.4734 data: 0.0141 max mem: 5653 Epoch: [17] [3600/7393] eta: 0:30:29 lr: 0.000010 loss: 17.5554 (17.3866) loss_bbox: 0.1819 (0.1723) loss_bbox_aux_0: 0.1939 (0.1852) loss_bbox_aux_1: 0.1814 (0.1766) loss_bbox_aux_2: 0.1814 (0.1746) loss_bbox_aux_3: 0.1758 (0.1724) loss_bbox_aux_4: 0.1836 (0.1722) loss_bbox_aux_5: 0.2489 (0.2274) loss_bbox_dn_0: 0.3478 (0.3125) loss_bbox_dn_1: 0.2721 (0.2420) loss_bbox_dn_2: 0.2466 (0.2204) loss_bbox_dn_3: 0.2346 (0.2128) loss_bbox_dn_4: 0.2338 (0.2111) loss_bbox_dn_5: 0.2337 (0.2111) loss_giou: 0.4864 (0.5090) loss_giou_aux_0: 0.5129 (0.5342) loss_giou_aux_1: 0.4898 (0.5186) loss_giou_aux_2: 0.4894 (0.5138) loss_giou_aux_3: 0.4912 (0.5102) loss_giou_aux_4: 0.4882 (0.5091) loss_giou_aux_5: 0.5739 (0.6075) loss_giou_dn_0: 0.6224 (0.6378) loss_giou_dn_1: 0.5185 (0.5340) loss_giou_dn_2: 0.4940 (0.5066) loss_giou_dn_3: 0.4844 (0.4980) loss_giou_dn_4: 0.4827 (0.4960) loss_giou_dn_5: 0.4827 (0.4961) loss_vfl: 0.7359 (0.7193) loss_vfl_aux_0: 0.8591 (0.8535) loss_vfl_aux_1: 0.8207 (0.7937) loss_vfl_aux_2: 0.7701 (0.7497) loss_vfl_aux_3: 0.7364 (0.7309) loss_vfl_aux_4: 0.7395 (0.7225) loss_vfl_aux_5: 0.8237 (0.8251) loss_vfl_dn_0: 0.4688 (0.4715) loss_vfl_dn_1: 0.4085 (0.4112) loss_vfl_dn_2: 0.3889 (0.3943) loss_vfl_dn_3: 0.3770 (0.3865) loss_vfl_dn_4: 0.3740 (0.3837) loss_vfl_dn_5: 0.3729 (0.3830) time: 0.4738 data: 0.0139 max mem: 5653 Epoch: [17] [3700/7393] eta: 0:29:40 lr: 0.000010 loss: 17.4729 (17.3881) loss_bbox: 0.1677 (0.1722) loss_bbox_aux_0: 0.1892 (0.1851) loss_bbox_aux_1: 0.1923 (0.1765) loss_bbox_aux_2: 0.1724 (0.1745) loss_bbox_aux_3: 0.1687 (0.1723) loss_bbox_aux_4: 0.1695 (0.1721) loss_bbox_aux_5: 0.2178 (0.2274) loss_bbox_dn_0: 0.3070 (0.3125) loss_bbox_dn_1: 0.2422 (0.2420) loss_bbox_dn_2: 0.2177 (0.2203) loss_bbox_dn_3: 0.2091 (0.2127) loss_bbox_dn_4: 0.2068 (0.2110) loss_bbox_dn_5: 0.2069 (0.2110) loss_giou: 0.4594 (0.5090) loss_giou_aux_0: 0.4808 (0.5343) loss_giou_aux_1: 0.4685 (0.5186) loss_giou_aux_2: 0.4636 (0.5139) loss_giou_aux_3: 0.4611 (0.5103) loss_giou_aux_4: 0.4571 (0.5091) loss_giou_aux_5: 0.5711 (0.6076) loss_giou_dn_0: 0.6119 (0.6379) loss_giou_dn_1: 0.5284 (0.5341) loss_giou_dn_2: 0.5001 (0.5068) loss_giou_dn_3: 0.4907 (0.4981) loss_giou_dn_4: 0.4892 (0.4961) loss_giou_dn_5: 0.4891 (0.4962) loss_vfl: 0.7178 (0.7196) loss_vfl_aux_0: 0.8709 (0.8536) loss_vfl_aux_1: 0.8145 (0.7939) loss_vfl_aux_2: 0.7806 (0.7499) loss_vfl_aux_3: 0.7486 (0.7310) loss_vfl_aux_4: 0.7405 (0.7228) loss_vfl_aux_5: 0.8266 (0.8252) loss_vfl_dn_0: 0.4695 (0.4715) loss_vfl_dn_1: 0.4086 (0.4112) loss_vfl_dn_2: 0.3912 (0.3944) loss_vfl_dn_3: 0.3856 (0.3866) loss_vfl_dn_4: 0.3841 (0.3838) loss_vfl_dn_5: 0.3841 (0.3830) time: 0.4827 data: 0.0133 max mem: 5653 Epoch: [17] [3800/7393] eta: 0:28:50 lr: 0.000010 loss: 17.6379 (17.3958) loss_bbox: 0.1789 (0.1722) loss_bbox_aux_0: 0.2003 (0.1852) loss_bbox_aux_1: 0.1792 (0.1765) loss_bbox_aux_2: 0.1834 (0.1745) loss_bbox_aux_3: 0.1814 (0.1724) loss_bbox_aux_4: 0.1813 (0.1721) loss_bbox_aux_5: 0.2466 (0.2274) loss_bbox_dn_0: 0.3460 (0.3125) loss_bbox_dn_1: 0.2629 (0.2422) loss_bbox_dn_2: 0.2313 (0.2205) loss_bbox_dn_3: 0.2203 (0.2129) loss_bbox_dn_4: 0.2171 (0.2113) loss_bbox_dn_5: 0.2170 (0.2112) loss_giou: 0.4882 (0.5094) loss_giou_aux_0: 0.5154 (0.5346) loss_giou_aux_1: 0.4974 (0.5190) loss_giou_aux_2: 0.4926 (0.5142) loss_giou_aux_3: 0.4928 (0.5106) loss_giou_aux_4: 0.4887 (0.5095) loss_giou_aux_5: 0.5646 (0.6079) loss_giou_dn_0: 0.6325 (0.6382) loss_giou_dn_1: 0.5336 (0.5345) loss_giou_dn_2: 0.4891 (0.5071) loss_giou_dn_3: 0.4784 (0.4985) loss_giou_dn_4: 0.4777 (0.4964) loss_giou_dn_5: 0.4774 (0.4966) loss_vfl: 0.7530 (0.7200) loss_vfl_aux_0: 0.8780 (0.8538) loss_vfl_aux_1: 0.8259 (0.7941) loss_vfl_aux_2: 0.7742 (0.7502) loss_vfl_aux_3: 0.7651 (0.7315) loss_vfl_aux_4: 0.7515 (0.7232) loss_vfl_aux_5: 0.8368 (0.8252) loss_vfl_dn_0: 0.4726 (0.4715) loss_vfl_dn_1: 0.4135 (0.4112) loss_vfl_dn_2: 0.3950 (0.3943) loss_vfl_dn_3: 0.3862 (0.3866) loss_vfl_dn_4: 0.3821 (0.3838) loss_vfl_dn_5: 0.3819 (0.3830) time: 0.4630 data: 0.0136 max mem: 5653 Epoch: [17] [3900/7393] eta: 0:28:05 lr: 0.000010 loss: 16.8826 (17.3926) loss_bbox: 0.1537 (0.1721) loss_bbox_aux_0: 0.1624 (0.1851) loss_bbox_aux_1: 0.1632 (0.1765) loss_bbox_aux_2: 0.1562 (0.1744) loss_bbox_aux_3: 0.1562 (0.1723) loss_bbox_aux_4: 0.1564 (0.1720) loss_bbox_aux_5: 0.2036 (0.2273) loss_bbox_dn_0: 0.2826 (0.3124) loss_bbox_dn_1: 0.2057 (0.2420) loss_bbox_dn_2: 0.1847 (0.2203) loss_bbox_dn_3: 0.1775 (0.2127) loss_bbox_dn_4: 0.1767 (0.2111) loss_bbox_dn_5: 0.1767 (0.2111) loss_giou: 0.5025 (0.5093) loss_giou_aux_0: 0.5358 (0.5345) loss_giou_aux_1: 0.5139 (0.5190) loss_giou_aux_2: 0.5018 (0.5141) loss_giou_aux_3: 0.5056 (0.5105) loss_giou_aux_4: 0.5077 (0.5094) loss_giou_aux_5: 0.6180 (0.6080) loss_giou_dn_0: 0.6417 (0.6380) loss_giou_dn_1: 0.5351 (0.5343) loss_giou_dn_2: 0.5075 (0.5069) loss_giou_dn_3: 0.4985 (0.4982) loss_giou_dn_4: 0.4968 (0.4962) loss_giou_dn_5: 0.4975 (0.4963) loss_vfl: 0.7224 (0.7202) loss_vfl_aux_0: 0.8537 (0.8539) loss_vfl_aux_1: 0.7818 (0.7940) loss_vfl_aux_2: 0.7440 (0.7504) loss_vfl_aux_3: 0.7388 (0.7316) loss_vfl_aux_4: 0.7319 (0.7233) loss_vfl_aux_5: 0.8191 (0.8252) loss_vfl_dn_0: 0.4647 (0.4715) loss_vfl_dn_1: 0.4152 (0.4112) loss_vfl_dn_2: 0.3938 (0.3943) loss_vfl_dn_3: 0.3819 (0.3865) loss_vfl_dn_4: 0.3783 (0.3837) loss_vfl_dn_5: 0.3783 (0.3830) time: 0.4612 data: 0.0140 max mem: 5653 Epoch: [17] [4000/7393] eta: 0:27:16 lr: 0.000010 loss: 17.4077 (17.3923) loss_bbox: 0.1495 (0.1720) loss_bbox_aux_0: 0.1669 (0.1850) loss_bbox_aux_1: 0.1571 (0.1764) loss_bbox_aux_2: 0.1539 (0.1743) loss_bbox_aux_3: 0.1499 (0.1722) loss_bbox_aux_4: 0.1507 (0.1719) loss_bbox_aux_5: 0.2135 (0.2272) loss_bbox_dn_0: 0.2762 (0.3124) loss_bbox_dn_1: 0.2153 (0.2420) loss_bbox_dn_2: 0.1971 (0.2203) loss_bbox_dn_3: 0.1951 (0.2127) loss_bbox_dn_4: 0.1940 (0.2111) loss_bbox_dn_5: 0.1949 (0.2111) loss_giou: 0.5112 (0.5093) loss_giou_aux_0: 0.5281 (0.5345) loss_giou_aux_1: 0.5193 (0.5190) loss_giou_aux_2: 0.5135 (0.5142) loss_giou_aux_3: 0.5216 (0.5106) loss_giou_aux_4: 0.5075 (0.5094) loss_giou_aux_5: 0.6233 (0.6080) loss_giou_dn_0: 0.6305 (0.6380) loss_giou_dn_1: 0.5269 (0.5343) loss_giou_dn_2: 0.5030 (0.5069) loss_giou_dn_3: 0.4933 (0.4982) loss_giou_dn_4: 0.4919 (0.4962) loss_giou_dn_5: 0.4922 (0.4963) loss_vfl: 0.6958 (0.7201) loss_vfl_aux_0: 0.8489 (0.8541) loss_vfl_aux_1: 0.7621 (0.7942) loss_vfl_aux_2: 0.7245 (0.7503) loss_vfl_aux_3: 0.6993 (0.7316) loss_vfl_aux_4: 0.7057 (0.7233) loss_vfl_aux_5: 0.8146 (0.8254) loss_vfl_dn_0: 0.4709 (0.4714) loss_vfl_dn_1: 0.4085 (0.4112) loss_vfl_dn_2: 0.3929 (0.3942) loss_vfl_dn_3: 0.3846 (0.3865) loss_vfl_dn_4: 0.3827 (0.3837) loss_vfl_dn_5: 0.3804 (0.3829) time: 0.4658 data: 0.0142 max mem: 5653 Epoch: [17] [4100/7393] eta: 0:26:26 lr: 0.000010 loss: 17.2338 (17.3928) loss_bbox: 0.1462 (0.1719) loss_bbox_aux_0: 0.1622 (0.1850) loss_bbox_aux_1: 0.1579 (0.1763) loss_bbox_aux_2: 0.1497 (0.1742) loss_bbox_aux_3: 0.1460 (0.1721) loss_bbox_aux_4: 0.1447 (0.1718) loss_bbox_aux_5: 0.2084 (0.2272) loss_bbox_dn_0: 0.2832 (0.3125) loss_bbox_dn_1: 0.2030 (0.2419) loss_bbox_dn_2: 0.1895 (0.2202) loss_bbox_dn_3: 0.1757 (0.2127) loss_bbox_dn_4: 0.1744 (0.2110) loss_bbox_dn_5: 0.1741 (0.2110) loss_giou: 0.5179 (0.5094) loss_giou_aux_0: 0.5423 (0.5347) loss_giou_aux_1: 0.5237 (0.5191) loss_giou_aux_2: 0.5087 (0.5143) loss_giou_aux_3: 0.5207 (0.5107) loss_giou_aux_4: 0.5178 (0.5095) loss_giou_aux_5: 0.6256 (0.6082) loss_giou_dn_0: 0.6332 (0.6382) loss_giou_dn_1: 0.5302 (0.5343) loss_giou_dn_2: 0.5039 (0.5069) loss_giou_dn_3: 0.4870 (0.4982) loss_giou_dn_4: 0.4847 (0.4962) loss_giou_dn_5: 0.4848 (0.4963) loss_vfl: 0.7236 (0.7201) loss_vfl_aux_0: 0.8454 (0.8542) loss_vfl_aux_1: 0.7779 (0.7942) loss_vfl_aux_2: 0.7525 (0.7503) loss_vfl_aux_3: 0.7411 (0.7316) loss_vfl_aux_4: 0.7257 (0.7233) loss_vfl_aux_5: 0.7951 (0.8255) loss_vfl_dn_0: 0.4735 (0.4714) loss_vfl_dn_1: 0.4087 (0.4112) loss_vfl_dn_2: 0.3908 (0.3942) loss_vfl_dn_3: 0.3847 (0.3865) loss_vfl_dn_4: 0.3826 (0.3836) loss_vfl_dn_5: 0.3815 (0.3829) time: 0.4632 data: 0.0134 max mem: 5653 Epoch: [17] [4200/7393] eta: 0:25:37 lr: 0.000010 loss: 17.4957 (17.3992) loss_bbox: 0.1612 (0.1719) loss_bbox_aux_0: 0.1694 (0.1850) loss_bbox_aux_1: 0.1640 (0.1763) loss_bbox_aux_2: 0.1634 (0.1742) loss_bbox_aux_3: 0.1630 (0.1721) loss_bbox_aux_4: 0.1626 (0.1718) loss_bbox_aux_5: 0.2059 (0.2269) loss_bbox_dn_0: 0.2694 (0.3122) loss_bbox_dn_1: 0.2073 (0.2417) loss_bbox_dn_2: 0.1917 (0.2201) loss_bbox_dn_3: 0.1831 (0.2126) loss_bbox_dn_4: 0.1815 (0.2109) loss_bbox_dn_5: 0.1813 (0.2109) loss_giou: 0.5153 (0.5102) loss_giou_aux_0: 0.5496 (0.5356) loss_giou_aux_1: 0.5337 (0.5200) loss_giou_aux_2: 0.5222 (0.5151) loss_giou_aux_3: 0.5115 (0.5115) loss_giou_aux_4: 0.5167 (0.5103) loss_giou_aux_5: 0.6008 (0.6088) loss_giou_dn_0: 0.6658 (0.6386) loss_giou_dn_1: 0.5645 (0.5348) loss_giou_dn_2: 0.5378 (0.5074) loss_giou_dn_3: 0.5299 (0.4987) loss_giou_dn_4: 0.5287 (0.4967) loss_giou_dn_5: 0.5286 (0.4968) loss_vfl: 0.7004 (0.7200) loss_vfl_aux_0: 0.7807 (0.8538) loss_vfl_aux_1: 0.7528 (0.7938) loss_vfl_aux_2: 0.7216 (0.7502) loss_vfl_aux_3: 0.6896 (0.7315) loss_vfl_aux_4: 0.6874 (0.7232) loss_vfl_aux_5: 0.7502 (0.8252) loss_vfl_dn_0: 0.4765 (0.4714) loss_vfl_dn_1: 0.4181 (0.4113) loss_vfl_dn_2: 0.3991 (0.3943) loss_vfl_dn_3: 0.3928 (0.3866) loss_vfl_dn_4: 0.3899 (0.3838) loss_vfl_dn_5: 0.3881 (0.3830) time: 0.4637 data: 0.0137 max mem: 5653 Epoch: [17] [4300/7393] eta: 0:24:48 lr: 0.000010 loss: 17.0951 (17.3988) loss_bbox: 0.1661 (0.1719) loss_bbox_aux_0: 0.1801 (0.1850) loss_bbox_aux_1: 0.1690 (0.1763) loss_bbox_aux_2: 0.1600 (0.1741) loss_bbox_aux_3: 0.1642 (0.1720) loss_bbox_aux_4: 0.1651 (0.1718) loss_bbox_aux_5: 0.2149 (0.2269) loss_bbox_dn_0: 0.3147 (0.3121) loss_bbox_dn_1: 0.2431 (0.2417) loss_bbox_dn_2: 0.2235 (0.2201) loss_bbox_dn_3: 0.2098 (0.2126) loss_bbox_dn_4: 0.2034 (0.2109) loss_bbox_dn_5: 0.2033 (0.2109) loss_giou: 0.4805 (0.5102) loss_giou_aux_0: 0.5112 (0.5356) loss_giou_aux_1: 0.4872 (0.5199) loss_giou_aux_2: 0.4847 (0.5150) loss_giou_aux_3: 0.4830 (0.5114) loss_giou_aux_4: 0.4846 (0.5102) loss_giou_aux_5: 0.5799 (0.6088) loss_giou_dn_0: 0.6203 (0.6386) loss_giou_dn_1: 0.5115 (0.5348) loss_giou_dn_2: 0.4871 (0.5074) loss_giou_dn_3: 0.4758 (0.4988) loss_giou_dn_4: 0.4731 (0.4967) loss_giou_dn_5: 0.4734 (0.4969) loss_vfl: 0.6990 (0.7201) loss_vfl_aux_0: 0.8438 (0.8537) loss_vfl_aux_1: 0.7893 (0.7940) loss_vfl_aux_2: 0.7364 (0.7504) loss_vfl_aux_3: 0.7084 (0.7317) loss_vfl_aux_4: 0.7056 (0.7233) loss_vfl_aux_5: 0.8141 (0.8250) loss_vfl_dn_0: 0.4642 (0.4714) loss_vfl_dn_1: 0.4090 (0.4112) loss_vfl_dn_2: 0.3855 (0.3943) loss_vfl_dn_3: 0.3778 (0.3866) loss_vfl_dn_4: 0.3751 (0.3837) loss_vfl_dn_5: 0.3745 (0.3830) time: 0.4638 data: 0.0133 max mem: 5653 Epoch: [17] [4400/7393] eta: 0:23:59 lr: 0.000010 loss: 16.5795 (17.3925) loss_bbox: 0.1633 (0.1717) loss_bbox_aux_0: 0.1788 (0.1849) loss_bbox_aux_1: 0.1578 (0.1762) loss_bbox_aux_2: 0.1610 (0.1740) loss_bbox_aux_3: 0.1526 (0.1719) loss_bbox_aux_4: 0.1514 (0.1717) loss_bbox_aux_5: 0.1974 (0.2269) loss_bbox_dn_0: 0.2712 (0.3118) loss_bbox_dn_1: 0.2002 (0.2414) loss_bbox_dn_2: 0.1851 (0.2198) loss_bbox_dn_3: 0.1864 (0.2123) loss_bbox_dn_4: 0.1846 (0.2106) loss_bbox_dn_5: 0.1846 (0.2106) loss_giou: 0.4700 (0.5101) loss_giou_aux_0: 0.4958 (0.5355) loss_giou_aux_1: 0.4718 (0.5198) loss_giou_aux_2: 0.4704 (0.5149) loss_giou_aux_3: 0.4603 (0.5113) loss_giou_aux_4: 0.4698 (0.5101) loss_giou_aux_5: 0.5648 (0.6087) loss_giou_dn_0: 0.6058 (0.6384) loss_giou_dn_1: 0.4958 (0.5346) loss_giou_dn_2: 0.4589 (0.5072) loss_giou_dn_3: 0.4490 (0.4985) loss_giou_dn_4: 0.4473 (0.4965) loss_giou_dn_5: 0.4475 (0.4966) loss_vfl: 0.7334 (0.7200) loss_vfl_aux_0: 0.8565 (0.8532) loss_vfl_aux_1: 0.7898 (0.7938) loss_vfl_aux_2: 0.7554 (0.7502) loss_vfl_aux_3: 0.7615 (0.7315) loss_vfl_aux_4: 0.7301 (0.7231) loss_vfl_aux_5: 0.8251 (0.8248) loss_vfl_dn_0: 0.4758 (0.4714) loss_vfl_dn_1: 0.4081 (0.4112) loss_vfl_dn_2: 0.3914 (0.3942) loss_vfl_dn_3: 0.3830 (0.3865) loss_vfl_dn_4: 0.3793 (0.3837) loss_vfl_dn_5: 0.3759 (0.3829) time: 0.4792 data: 0.0134 max mem: 5653 Epoch: [17] [4500/7393] eta: 0:23:10 lr: 0.000010 loss: 17.7279 (17.3917) loss_bbox: 0.1682 (0.1717) loss_bbox_aux_0: 0.1765 (0.1848) loss_bbox_aux_1: 0.1697 (0.1761) loss_bbox_aux_2: 0.1697 (0.1739) loss_bbox_aux_3: 0.1699 (0.1718) loss_bbox_aux_4: 0.1663 (0.1715) loss_bbox_aux_5: 0.2302 (0.2268) loss_bbox_dn_0: 0.2993 (0.3115) loss_bbox_dn_1: 0.2109 (0.2412) loss_bbox_dn_2: 0.1844 (0.2196) loss_bbox_dn_3: 0.1726 (0.2121) loss_bbox_dn_4: 0.1711 (0.2105) loss_bbox_dn_5: 0.1712 (0.2104) loss_giou: 0.5099 (0.5104) loss_giou_aux_0: 0.5430 (0.5358) loss_giou_aux_1: 0.5256 (0.5201) loss_giou_aux_2: 0.5164 (0.5152) loss_giou_aux_3: 0.5040 (0.5116) loss_giou_aux_4: 0.5074 (0.5105) loss_giou_aux_5: 0.6363 (0.6090) loss_giou_dn_0: 0.6619 (0.6385) loss_giou_dn_1: 0.5483 (0.5347) loss_giou_dn_2: 0.5154 (0.5074) loss_giou_dn_3: 0.4979 (0.4987) loss_giou_dn_4: 0.4951 (0.4967) loss_giou_dn_5: 0.4951 (0.4968) loss_vfl: 0.6974 (0.7198) loss_vfl_aux_0: 0.7983 (0.8528) loss_vfl_aux_1: 0.7684 (0.7935) loss_vfl_aux_2: 0.7233 (0.7500) loss_vfl_aux_3: 0.7066 (0.7313) loss_vfl_aux_4: 0.6967 (0.7229) loss_vfl_aux_5: 0.7745 (0.8243) loss_vfl_dn_0: 0.4666 (0.4713) loss_vfl_dn_1: 0.3995 (0.4111) loss_vfl_dn_2: 0.3845 (0.3942) loss_vfl_dn_3: 0.3775 (0.3865) loss_vfl_dn_4: 0.3749 (0.3837) loss_vfl_dn_5: 0.3766 (0.3829) time: 0.4662 data: 0.0133 max mem: 5653 Epoch: [17] [4600/7393] eta: 0:22:21 lr: 0.000010 loss: 17.0695 (17.3943) loss_bbox: 0.1729 (0.1717) loss_bbox_aux_0: 0.1844 (0.1848) loss_bbox_aux_1: 0.1716 (0.1761) loss_bbox_aux_2: 0.1767 (0.1739) loss_bbox_aux_3: 0.1763 (0.1718) loss_bbox_aux_4: 0.1660 (0.1716) loss_bbox_aux_5: 0.2188 (0.2267) loss_bbox_dn_0: 0.2793 (0.3114) loss_bbox_dn_1: 0.2165 (0.2411) loss_bbox_dn_2: 0.1918 (0.2196) loss_bbox_dn_3: 0.1874 (0.2120) loss_bbox_dn_4: 0.1865 (0.2104) loss_bbox_dn_5: 0.1866 (0.2104) loss_giou: 0.4814 (0.5105) loss_giou_aux_0: 0.5210 (0.5359) loss_giou_aux_1: 0.4831 (0.5202) loss_giou_aux_2: 0.4799 (0.5154) loss_giou_aux_3: 0.4849 (0.5118) loss_giou_aux_4: 0.4809 (0.5106) loss_giou_aux_5: 0.5971 (0.6092) loss_giou_dn_0: 0.6395 (0.6386) loss_giou_dn_1: 0.5435 (0.5349) loss_giou_dn_2: 0.5059 (0.5075) loss_giou_dn_3: 0.4987 (0.4989) loss_giou_dn_4: 0.4966 (0.4968) loss_giou_dn_5: 0.4962 (0.4970) loss_vfl: 0.6885 (0.7200) loss_vfl_aux_0: 0.8226 (0.8529) loss_vfl_aux_1: 0.7768 (0.7937) loss_vfl_aux_2: 0.7250 (0.7502) loss_vfl_aux_3: 0.6972 (0.7315) loss_vfl_aux_4: 0.6913 (0.7231) loss_vfl_aux_5: 0.8146 (0.8242) loss_vfl_dn_0: 0.4706 (0.4713) loss_vfl_dn_1: 0.4086 (0.4112) loss_vfl_dn_2: 0.3928 (0.3942) loss_vfl_dn_3: 0.3868 (0.3865) loss_vfl_dn_4: 0.3826 (0.3837) loss_vfl_dn_5: 0.3832 (0.3830) time: 0.4556 data: 0.0133 max mem: 5653 Epoch: [17] [4700/7393] eta: 0:21:32 lr: 0.000010 loss: 17.2813 (17.3942) loss_bbox: 0.1690 (0.1716) loss_bbox_aux_0: 0.1816 (0.1847) loss_bbox_aux_1: 0.1755 (0.1760) loss_bbox_aux_2: 0.1730 (0.1738) loss_bbox_aux_3: 0.1673 (0.1717) loss_bbox_aux_4: 0.1664 (0.1714) loss_bbox_aux_5: 0.2212 (0.2267) loss_bbox_dn_0: 0.2736 (0.3112) loss_bbox_dn_1: 0.2067 (0.2410) loss_bbox_dn_2: 0.1860 (0.2194) loss_bbox_dn_3: 0.1802 (0.2119) loss_bbox_dn_4: 0.1794 (0.2103) loss_bbox_dn_5: 0.1792 (0.2102) loss_giou: 0.5029 (0.5107) loss_giou_aux_0: 0.5285 (0.5361) loss_giou_aux_1: 0.5230 (0.5204) loss_giou_aux_2: 0.5136 (0.5155) loss_giou_aux_3: 0.4979 (0.5120) loss_giou_aux_4: 0.5001 (0.5108) loss_giou_aux_5: 0.5851 (0.6093) loss_giou_dn_0: 0.6276 (0.6387) loss_giou_dn_1: 0.5236 (0.5350) loss_giou_dn_2: 0.4875 (0.5076) loss_giou_dn_3: 0.4768 (0.4990) loss_giou_dn_4: 0.4741 (0.4969) loss_giou_dn_5: 0.4741 (0.4971) loss_vfl: 0.7497 (0.7201) loss_vfl_aux_0: 0.8749 (0.8527) loss_vfl_aux_1: 0.8224 (0.7937) loss_vfl_aux_2: 0.7821 (0.7502) loss_vfl_aux_3: 0.7778 (0.7315) loss_vfl_aux_4: 0.7595 (0.7232) loss_vfl_aux_5: 0.8535 (0.8241) loss_vfl_dn_0: 0.4708 (0.4713) loss_vfl_dn_1: 0.4151 (0.4111) loss_vfl_dn_2: 0.3983 (0.3942) loss_vfl_dn_3: 0.3873 (0.3864) loss_vfl_dn_4: 0.3865 (0.3836) loss_vfl_dn_5: 0.3834 (0.3829) time: 0.4661 data: 0.0134 max mem: 5653 Epoch: [17] [4800/7393] eta: 0:20:44 lr: 0.000010 loss: 17.5136 (17.3939) loss_bbox: 0.1587 (0.1715) loss_bbox_aux_0: 0.1692 (0.1846) loss_bbox_aux_1: 0.1687 (0.1759) loss_bbox_aux_2: 0.1642 (0.1737) loss_bbox_aux_3: 0.1636 (0.1717) loss_bbox_aux_4: 0.1620 (0.1714) loss_bbox_aux_5: 0.2175 (0.2265) loss_bbox_dn_0: 0.2787 (0.3110) loss_bbox_dn_1: 0.2186 (0.2407) loss_bbox_dn_2: 0.1951 (0.2192) loss_bbox_dn_3: 0.1883 (0.2117) loss_bbox_dn_4: 0.1882 (0.2100) loss_bbox_dn_5: 0.1883 (0.2100) loss_giou: 0.5217 (0.5108) loss_giou_aux_0: 0.5551 (0.5362) loss_giou_aux_1: 0.5459 (0.5205) loss_giou_aux_2: 0.5334 (0.5156) loss_giou_aux_3: 0.5248 (0.5121) loss_giou_aux_4: 0.5222 (0.5109) loss_giou_aux_5: 0.6519 (0.6095) loss_giou_dn_0: 0.6559 (0.6388) loss_giou_dn_1: 0.5396 (0.5350) loss_giou_dn_2: 0.5098 (0.5076) loss_giou_dn_3: 0.5009 (0.4990) loss_giou_dn_4: 0.4992 (0.4970) loss_giou_dn_5: 0.4991 (0.4971) loss_vfl: 0.6871 (0.7202) loss_vfl_aux_0: 0.8156 (0.8528) loss_vfl_aux_1: 0.7746 (0.7938) loss_vfl_aux_2: 0.7239 (0.7504) loss_vfl_aux_3: 0.7176 (0.7316) loss_vfl_aux_4: 0.7050 (0.7234) loss_vfl_aux_5: 0.7972 (0.8242) loss_vfl_dn_0: 0.4689 (0.4713) loss_vfl_dn_1: 0.4116 (0.4111) loss_vfl_dn_2: 0.3976 (0.3942) loss_vfl_dn_3: 0.3910 (0.3865) loss_vfl_dn_4: 0.3863 (0.3836) loss_vfl_dn_5: 0.3871 (0.3829) time: 0.4648 data: 0.0136 max mem: 5653 Epoch: [17] [4900/7393] eta: 0:19:55 lr: 0.000010 loss: 17.1243 (17.3918) loss_bbox: 0.1721 (0.1715) loss_bbox_aux_0: 0.1926 (0.1847) loss_bbox_aux_1: 0.1757 (0.1760) loss_bbox_aux_2: 0.1701 (0.1738) loss_bbox_aux_3: 0.1722 (0.1717) loss_bbox_aux_4: 0.1717 (0.1714) loss_bbox_aux_5: 0.2386 (0.2266) loss_bbox_dn_0: 0.2954 (0.3110) loss_bbox_dn_1: 0.2346 (0.2408) loss_bbox_dn_2: 0.2087 (0.2192) loss_bbox_dn_3: 0.2030 (0.2117) loss_bbox_dn_4: 0.2005 (0.2101) loss_bbox_dn_5: 0.2013 (0.2100) loss_giou: 0.4767 (0.5107) loss_giou_aux_0: 0.5080 (0.5360) loss_giou_aux_1: 0.4770 (0.5203) loss_giou_aux_2: 0.4706 (0.5155) loss_giou_aux_3: 0.4750 (0.5119) loss_giou_aux_4: 0.4773 (0.5108) loss_giou_aux_5: 0.5758 (0.6094) loss_giou_dn_0: 0.6492 (0.6387) loss_giou_dn_1: 0.5448 (0.5349) loss_giou_dn_2: 0.5080 (0.5075) loss_giou_dn_3: 0.4973 (0.4989) loss_giou_dn_4: 0.4973 (0.4969) loss_giou_dn_5: 0.4973 (0.4970) loss_vfl: 0.6946 (0.7201) loss_vfl_aux_0: 0.8277 (0.8525) loss_vfl_aux_1: 0.7751 (0.7937) loss_vfl_aux_2: 0.7412 (0.7503) loss_vfl_aux_3: 0.7339 (0.7314) loss_vfl_aux_4: 0.7042 (0.7232) loss_vfl_aux_5: 0.8165 (0.8239) loss_vfl_dn_0: 0.4684 (0.4713) loss_vfl_dn_1: 0.4097 (0.4111) loss_vfl_dn_2: 0.3904 (0.3942) loss_vfl_dn_3: 0.3888 (0.3864) loss_vfl_dn_4: 0.3876 (0.3836) loss_vfl_dn_5: 0.3863 (0.3829) time: 0.4635 data: 0.0133 max mem: 5653 Epoch: [17] [5000/7393] eta: 0:19:06 lr: 0.000010 loss: 17.9782 (17.3931) loss_bbox: 0.1709 (0.1714) loss_bbox_aux_0: 0.1797 (0.1846) loss_bbox_aux_1: 0.1661 (0.1759) loss_bbox_aux_2: 0.1663 (0.1737) loss_bbox_aux_3: 0.1690 (0.1716) loss_bbox_aux_4: 0.1698 (0.1713) loss_bbox_aux_5: 0.2138 (0.2264) loss_bbox_dn_0: 0.2959 (0.3106) loss_bbox_dn_1: 0.2218 (0.2404) loss_bbox_dn_2: 0.2044 (0.2189) loss_bbox_dn_3: 0.1967 (0.2114) loss_bbox_dn_4: 0.1955 (0.2098) loss_bbox_dn_5: 0.1953 (0.2098) loss_giou: 0.4939 (0.5113) loss_giou_aux_0: 0.5256 (0.5366) loss_giou_aux_1: 0.5180 (0.5209) loss_giou_aux_2: 0.5130 (0.5161) loss_giou_aux_3: 0.5037 (0.5125) loss_giou_aux_4: 0.4950 (0.5113) loss_giou_aux_5: 0.5948 (0.6099) loss_giou_dn_0: 0.6252 (0.6390) loss_giou_dn_1: 0.5275 (0.5352) loss_giou_dn_2: 0.5068 (0.5079) loss_giou_dn_3: 0.4970 (0.4993) loss_giou_dn_4: 0.4947 (0.4972) loss_giou_dn_5: 0.4954 (0.4974) loss_vfl: 0.7205 (0.7198) loss_vfl_aux_0: 0.8348 (0.8522) loss_vfl_aux_1: 0.8031 (0.7934) loss_vfl_aux_2: 0.7449 (0.7499) loss_vfl_aux_3: 0.7410 (0.7312) loss_vfl_aux_4: 0.7283 (0.7230) loss_vfl_aux_5: 0.8176 (0.8235) loss_vfl_dn_0: 0.4691 (0.4713) loss_vfl_dn_1: 0.4099 (0.4111) loss_vfl_dn_2: 0.4005 (0.3942) loss_vfl_dn_3: 0.3892 (0.3865) loss_vfl_dn_4: 0.3855 (0.3837) loss_vfl_dn_5: 0.3852 (0.3829) time: 0.4681 data: 0.0136 max mem: 5653 Epoch: [17] [5100/7393] eta: 0:18:18 lr: 0.000010 loss: 17.1592 (17.3909) loss_bbox: 0.1624 (0.1713) loss_bbox_aux_0: 0.1810 (0.1845) loss_bbox_aux_1: 0.1612 (0.1758) loss_bbox_aux_2: 0.1596 (0.1736) loss_bbox_aux_3: 0.1629 (0.1715) loss_bbox_aux_4: 0.1623 (0.1712) loss_bbox_aux_5: 0.2237 (0.2264) loss_bbox_dn_0: 0.2950 (0.3105) loss_bbox_dn_1: 0.2249 (0.2403) loss_bbox_dn_2: 0.2020 (0.2188) loss_bbox_dn_3: 0.1969 (0.2113) loss_bbox_dn_4: 0.1947 (0.2096) loss_bbox_dn_5: 0.1947 (0.2096) loss_giou: 0.4970 (0.5112) loss_giou_aux_0: 0.5167 (0.5365) loss_giou_aux_1: 0.4887 (0.5208) loss_giou_aux_2: 0.4971 (0.5160) loss_giou_aux_3: 0.4934 (0.5125) loss_giou_aux_4: 0.4955 (0.5113) loss_giou_aux_5: 0.5903 (0.6099) loss_giou_dn_0: 0.6180 (0.6389) loss_giou_dn_1: 0.5146 (0.5351) loss_giou_dn_2: 0.4847 (0.5078) loss_giou_dn_3: 0.4716 (0.4992) loss_giou_dn_4: 0.4697 (0.4971) loss_giou_dn_5: 0.4701 (0.4973) loss_vfl: 0.6921 (0.7200) loss_vfl_aux_0: 0.8213 (0.8521) loss_vfl_aux_1: 0.7749 (0.7935) loss_vfl_aux_2: 0.7170 (0.7499) loss_vfl_aux_3: 0.6982 (0.7313) loss_vfl_aux_4: 0.6984 (0.7232) loss_vfl_aux_5: 0.7852 (0.8233) loss_vfl_dn_0: 0.4682 (0.4713) loss_vfl_dn_1: 0.4055 (0.4111) loss_vfl_dn_2: 0.3927 (0.3942) loss_vfl_dn_3: 0.3844 (0.3865) loss_vfl_dn_4: 0.3806 (0.3837) loss_vfl_dn_5: 0.3811 (0.3830) time: 0.4826 data: 0.0136 max mem: 5653 Epoch: [17] [5200/7393] eta: 0:17:30 lr: 0.000010 loss: 17.2345 (17.3956) loss_bbox: 0.1849 (0.1715) loss_bbox_aux_0: 0.2189 (0.1847) loss_bbox_aux_1: 0.2001 (0.1760) loss_bbox_aux_2: 0.1984 (0.1738) loss_bbox_aux_3: 0.1860 (0.1717) loss_bbox_aux_4: 0.1866 (0.1713) loss_bbox_aux_5: 0.2687 (0.2267) loss_bbox_dn_0: 0.3536 (0.3108) loss_bbox_dn_1: 0.2635 (0.2406) loss_bbox_dn_2: 0.2388 (0.2190) loss_bbox_dn_3: 0.2298 (0.2115) loss_bbox_dn_4: 0.2281 (0.2099) loss_bbox_dn_5: 0.2280 (0.2098) loss_giou: 0.4566 (0.5111) loss_giou_aux_0: 0.4739 (0.5365) loss_giou_aux_1: 0.4620 (0.5208) loss_giou_aux_2: 0.4582 (0.5160) loss_giou_aux_3: 0.4580 (0.5124) loss_giou_aux_4: 0.4534 (0.5112) loss_giou_aux_5: 0.5261 (0.6098) loss_giou_dn_0: 0.5899 (0.6388) loss_giou_dn_1: 0.4854 (0.5350) loss_giou_dn_2: 0.4590 (0.5077) loss_giou_dn_3: 0.4518 (0.4991) loss_giou_dn_4: 0.4488 (0.4971) loss_giou_dn_5: 0.4487 (0.4972) loss_vfl: 0.7140 (0.7205) loss_vfl_aux_0: 0.8635 (0.8523) loss_vfl_aux_1: 0.7999 (0.7938) loss_vfl_aux_2: 0.7626 (0.7503) loss_vfl_aux_3: 0.7459 (0.7317) loss_vfl_aux_4: 0.7334 (0.7237) loss_vfl_aux_5: 0.8387 (0.8236) loss_vfl_dn_0: 0.4679 (0.4714) loss_vfl_dn_1: 0.4047 (0.4111) loss_vfl_dn_2: 0.3896 (0.3942) loss_vfl_dn_3: 0.3813 (0.3865) loss_vfl_dn_4: 0.3786 (0.3837) loss_vfl_dn_5: 0.3779 (0.3829) time: 0.4654 data: 0.0140 max mem: 5653 Epoch: [17] [5300/7393] eta: 0:16:43 lr: 0.000010 loss: 16.8466 (17.3965) loss_bbox: 0.1422 (0.1714) loss_bbox_aux_0: 0.1641 (0.1847) loss_bbox_aux_1: 0.1448 (0.1760) loss_bbox_aux_2: 0.1443 (0.1737) loss_bbox_aux_3: 0.1418 (0.1716) loss_bbox_aux_4: 0.1413 (0.1713) loss_bbox_aux_5: 0.2046 (0.2266) loss_bbox_dn_0: 0.2838 (0.3105) loss_bbox_dn_1: 0.2337 (0.2404) loss_bbox_dn_2: 0.2047 (0.2188) loss_bbox_dn_3: 0.1986 (0.2113) loss_bbox_dn_4: 0.1957 (0.2097) loss_bbox_dn_5: 0.1954 (0.2097) loss_giou: 0.5334 (0.5114) loss_giou_aux_0: 0.5641 (0.5369) loss_giou_aux_1: 0.5366 (0.5210) loss_giou_aux_2: 0.5248 (0.5163) loss_giou_aux_3: 0.5268 (0.5127) loss_giou_aux_4: 0.5291 (0.5115) loss_giou_aux_5: 0.6131 (0.6101) loss_giou_dn_0: 0.6473 (0.6390) loss_giou_dn_1: 0.5436 (0.5352) loss_giou_dn_2: 0.5270 (0.5078) loss_giou_dn_3: 0.5173 (0.4992) loss_giou_dn_4: 0.5157 (0.4972) loss_giou_dn_5: 0.5160 (0.4973) loss_vfl: 0.7190 (0.7205) loss_vfl_aux_0: 0.8424 (0.8519) loss_vfl_aux_1: 0.7824 (0.7937) loss_vfl_aux_2: 0.7538 (0.7502) loss_vfl_aux_3: 0.7352 (0.7318) loss_vfl_aux_4: 0.7299 (0.7237) loss_vfl_aux_5: 0.7994 (0.8232) loss_vfl_dn_0: 0.4606 (0.4714) loss_vfl_dn_1: 0.4109 (0.4112) loss_vfl_dn_2: 0.3962 (0.3942) loss_vfl_dn_3: 0.3885 (0.3865) loss_vfl_dn_4: 0.3876 (0.3837) loss_vfl_dn_5: 0.3872 (0.3830) time: 0.4674 data: 0.0135 max mem: 5653 Epoch: [17] [5400/7393] eta: 0:15:55 lr: 0.000010 loss: 17.7217 (17.3987) loss_bbox: 0.1905 (0.1715) loss_bbox_aux_0: 0.1950 (0.1847) loss_bbox_aux_1: 0.1839 (0.1760) loss_bbox_aux_2: 0.1876 (0.1738) loss_bbox_aux_3: 0.1931 (0.1717) loss_bbox_aux_4: 0.1905 (0.1713) loss_bbox_aux_5: 0.2281 (0.2266) loss_bbox_dn_0: 0.2979 (0.3104) loss_bbox_dn_1: 0.2369 (0.2403) loss_bbox_dn_2: 0.2209 (0.2187) loss_bbox_dn_3: 0.2129 (0.2112) loss_bbox_dn_4: 0.2098 (0.2096) loss_bbox_dn_5: 0.2098 (0.2096) loss_giou: 0.5180 (0.5117) loss_giou_aux_0: 0.5539 (0.5371) loss_giou_aux_1: 0.5459 (0.5212) loss_giou_aux_2: 0.5296 (0.5165) loss_giou_aux_3: 0.5237 (0.5129) loss_giou_aux_4: 0.5180 (0.5117) loss_giou_aux_5: 0.6202 (0.6103) loss_giou_dn_0: 0.6644 (0.6391) loss_giou_dn_1: 0.5472 (0.5353) loss_giou_dn_2: 0.5228 (0.5080) loss_giou_dn_3: 0.5126 (0.4994) loss_giou_dn_4: 0.5086 (0.4973) loss_giou_dn_5: 0.5087 (0.4975) loss_vfl: 0.7200 (0.7206) loss_vfl_aux_0: 0.8358 (0.8518) loss_vfl_aux_1: 0.7781 (0.7938) loss_vfl_aux_2: 0.7431 (0.7503) loss_vfl_aux_3: 0.7294 (0.7319) loss_vfl_aux_4: 0.7304 (0.7238) loss_vfl_aux_5: 0.8250 (0.8232) loss_vfl_dn_0: 0.4699 (0.4713) loss_vfl_dn_1: 0.4073 (0.4112) loss_vfl_dn_2: 0.3950 (0.3942) loss_vfl_dn_3: 0.3901 (0.3865) loss_vfl_dn_4: 0.3866 (0.3837) loss_vfl_dn_5: 0.3871 (0.3830) time: 0.4619 data: 0.0137 max mem: 5653 Epoch: [17] [5500/7393] eta: 0:15:08 lr: 0.000010 loss: 17.4695 (17.4008) loss_bbox: 0.1772 (0.1715) loss_bbox_aux_0: 0.1803 (0.1848) loss_bbox_aux_1: 0.1803 (0.1761) loss_bbox_aux_2: 0.1740 (0.1738) loss_bbox_aux_3: 0.1737 (0.1718) loss_bbox_aux_4: 0.1759 (0.1714) loss_bbox_aux_5: 0.2310 (0.2267) loss_bbox_dn_0: 0.3231 (0.3106) loss_bbox_dn_1: 0.2500 (0.2404) loss_bbox_dn_2: 0.2233 (0.2189) loss_bbox_dn_3: 0.2183 (0.2113) loss_bbox_dn_4: 0.2146 (0.2097) loss_bbox_dn_5: 0.2142 (0.2097) loss_giou: 0.4694 (0.5117) loss_giou_aux_0: 0.5078 (0.5371) loss_giou_aux_1: 0.4906 (0.5213) loss_giou_aux_2: 0.4725 (0.5165) loss_giou_aux_3: 0.4711 (0.5130) loss_giou_aux_4: 0.4694 (0.5118) loss_giou_aux_5: 0.5835 (0.6103) loss_giou_dn_0: 0.6331 (0.6392) loss_giou_dn_1: 0.5431 (0.5354) loss_giou_dn_2: 0.5200 (0.5080) loss_giou_dn_3: 0.5107 (0.4994) loss_giou_dn_4: 0.5097 (0.4974) loss_giou_dn_5: 0.5094 (0.4975) loss_vfl: 0.7483 (0.7207) loss_vfl_aux_0: 0.8593 (0.8518) loss_vfl_aux_1: 0.8273 (0.7938) loss_vfl_aux_2: 0.8008 (0.7504) loss_vfl_aux_3: 0.7775 (0.7319) loss_vfl_aux_4: 0.7614 (0.7238) loss_vfl_aux_5: 0.8286 (0.8231) loss_vfl_dn_0: 0.4674 (0.4713) loss_vfl_dn_1: 0.4096 (0.4112) loss_vfl_dn_2: 0.3936 (0.3942) loss_vfl_dn_3: 0.3863 (0.3865) loss_vfl_dn_4: 0.3858 (0.3837) loss_vfl_dn_5: 0.3848 (0.3830) time: 0.4775 data: 0.0136 max mem: 5653 Epoch: [17] [5600/7393] eta: 0:14:20 lr: 0.000010 loss: 16.8191 (17.3973) loss_bbox: 0.1375 (0.1714) loss_bbox_aux_0: 0.1540 (0.1847) loss_bbox_aux_1: 0.1456 (0.1760) loss_bbox_aux_2: 0.1493 (0.1737) loss_bbox_aux_3: 0.1397 (0.1717) loss_bbox_aux_4: 0.1374 (0.1713) loss_bbox_aux_5: 0.1852 (0.2265) loss_bbox_dn_0: 0.2570 (0.3104) loss_bbox_dn_1: 0.1980 (0.2403) loss_bbox_dn_2: 0.1711 (0.2187) loss_bbox_dn_3: 0.1657 (0.2112) loss_bbox_dn_4: 0.1657 (0.2095) loss_bbox_dn_5: 0.1660 (0.2095) loss_giou: 0.5153 (0.5116) loss_giou_aux_0: 0.5560 (0.5371) loss_giou_aux_1: 0.5247 (0.5212) loss_giou_aux_2: 0.5199 (0.5164) loss_giou_aux_3: 0.5165 (0.5129) loss_giou_aux_4: 0.5149 (0.5117) loss_giou_aux_5: 0.5994 (0.6102) loss_giou_dn_0: 0.6105 (0.6390) loss_giou_dn_1: 0.4927 (0.5353) loss_giou_dn_2: 0.4754 (0.5079) loss_giou_dn_3: 0.4702 (0.4993) loss_giou_dn_4: 0.4675 (0.4973) loss_giou_dn_5: 0.4675 (0.4974) loss_vfl: 0.7002 (0.7206) loss_vfl_aux_0: 0.8104 (0.8516) loss_vfl_aux_1: 0.7705 (0.7938) loss_vfl_aux_2: 0.7351 (0.7504) loss_vfl_aux_3: 0.7114 (0.7318) loss_vfl_aux_4: 0.6979 (0.7238) loss_vfl_aux_5: 0.7875 (0.8231) loss_vfl_dn_0: 0.4718 (0.4713) loss_vfl_dn_1: 0.4170 (0.4112) loss_vfl_dn_2: 0.3986 (0.3942) loss_vfl_dn_3: 0.3929 (0.3865) loss_vfl_dn_4: 0.3904 (0.3837) loss_vfl_dn_5: 0.3903 (0.3830) time: 0.4561 data: 0.0136 max mem: 5653 Epoch: [17] [5700/7393] eta: 0:13:31 lr: 0.000010 loss: 17.0375 (17.4006) loss_bbox: 0.1704 (0.1714) loss_bbox_aux_0: 0.1742 (0.1847) loss_bbox_aux_1: 0.1737 (0.1760) loss_bbox_aux_2: 0.1754 (0.1737) loss_bbox_aux_3: 0.1696 (0.1717) loss_bbox_aux_4: 0.1710 (0.1713) loss_bbox_aux_5: 0.2260 (0.2265) loss_bbox_dn_0: 0.2996 (0.3104) loss_bbox_dn_1: 0.2263 (0.2402) loss_bbox_dn_2: 0.2040 (0.2187) loss_bbox_dn_3: 0.1981 (0.2112) loss_bbox_dn_4: 0.1992 (0.2095) loss_bbox_dn_5: 0.1992 (0.2095) loss_giou: 0.5031 (0.5120) loss_giou_aux_0: 0.5135 (0.5374) loss_giou_aux_1: 0.5088 (0.5216) loss_giou_aux_2: 0.5012 (0.5168) loss_giou_aux_3: 0.5017 (0.5133) loss_giou_aux_4: 0.4993 (0.5121) loss_giou_aux_5: 0.5901 (0.6106) loss_giou_dn_0: 0.6180 (0.6393) loss_giou_dn_1: 0.5104 (0.5356) loss_giou_dn_2: 0.4819 (0.5082) loss_giou_dn_3: 0.4752 (0.4996) loss_giou_dn_4: 0.4733 (0.4976) loss_giou_dn_5: 0.4735 (0.4977) loss_vfl: 0.6840 (0.7206) loss_vfl_aux_0: 0.8059 (0.8513) loss_vfl_aux_1: 0.7605 (0.7936) loss_vfl_aux_2: 0.7197 (0.7503) loss_vfl_aux_3: 0.6736 (0.7318) loss_vfl_aux_4: 0.6914 (0.7237) loss_vfl_aux_5: 0.7925 (0.8228) loss_vfl_dn_0: 0.4683 (0.4713) loss_vfl_dn_1: 0.4078 (0.4112) loss_vfl_dn_2: 0.3973 (0.3942) loss_vfl_dn_3: 0.3861 (0.3865) loss_vfl_dn_4: 0.3848 (0.3837) loss_vfl_dn_5: 0.3838 (0.3830) time: 0.4665 data: 0.0136 max mem: 5653 Epoch: [17] [5800/7393] eta: 0:12:44 lr: 0.000010 loss: 16.9928 (17.3996) loss_bbox: 0.1637 (0.1714) loss_bbox_aux_0: 0.1764 (0.1846) loss_bbox_aux_1: 0.1633 (0.1760) loss_bbox_aux_2: 0.1600 (0.1737) loss_bbox_aux_3: 0.1654 (0.1716) loss_bbox_aux_4: 0.1638 (0.1712) loss_bbox_aux_5: 0.2248 (0.2265) loss_bbox_dn_0: 0.2950 (0.3103) loss_bbox_dn_1: 0.2268 (0.2402) loss_bbox_dn_2: 0.2117 (0.2186) loss_bbox_dn_3: 0.2078 (0.2111) loss_bbox_dn_4: 0.2065 (0.2095) loss_bbox_dn_5: 0.2065 (0.2095) loss_giou: 0.4781 (0.5120) loss_giou_aux_0: 0.5132 (0.5374) loss_giou_aux_1: 0.4903 (0.5216) loss_giou_aux_2: 0.4853 (0.5168) loss_giou_aux_3: 0.4844 (0.5133) loss_giou_aux_4: 0.4688 (0.5121) loss_giou_aux_5: 0.5952 (0.6105) loss_giou_dn_0: 0.6362 (0.6393) loss_giou_dn_1: 0.5201 (0.5356) loss_giou_dn_2: 0.4888 (0.5082) loss_giou_dn_3: 0.4769 (0.4996) loss_giou_dn_4: 0.4743 (0.4976) loss_giou_dn_5: 0.4743 (0.4977) loss_vfl: 0.7089 (0.7206) loss_vfl_aux_0: 0.8218 (0.8513) loss_vfl_aux_1: 0.7844 (0.7935) loss_vfl_aux_2: 0.7288 (0.7503) loss_vfl_aux_3: 0.7221 (0.7317) loss_vfl_aux_4: 0.7051 (0.7237) loss_vfl_aux_5: 0.8048 (0.8227) loss_vfl_dn_0: 0.4676 (0.4713) loss_vfl_dn_1: 0.4191 (0.4112) loss_vfl_dn_2: 0.3987 (0.3943) loss_vfl_dn_3: 0.3875 (0.3866) loss_vfl_dn_4: 0.3841 (0.3838) loss_vfl_dn_5: 0.3834 (0.3830) time: 0.4623 data: 0.0135 max mem: 5653 Epoch: [17] [5900/7393] eta: 0:11:56 lr: 0.000010 loss: 17.0004 (17.3961) loss_bbox: 0.1619 (0.1714) loss_bbox_aux_0: 0.1770 (0.1846) loss_bbox_aux_1: 0.1730 (0.1759) loss_bbox_aux_2: 0.1698 (0.1737) loss_bbox_aux_3: 0.1647 (0.1716) loss_bbox_aux_4: 0.1618 (0.1712) loss_bbox_aux_5: 0.2153 (0.2265) loss_bbox_dn_0: 0.3037 (0.3104) loss_bbox_dn_1: 0.2397 (0.2403) loss_bbox_dn_2: 0.2066 (0.2187) loss_bbox_dn_3: 0.1971 (0.2112) loss_bbox_dn_4: 0.1950 (0.2096) loss_bbox_dn_5: 0.1950 (0.2096) loss_giou: 0.4342 (0.5117) loss_giou_aux_0: 0.4496 (0.5371) loss_giou_aux_1: 0.4419 (0.5213) loss_giou_aux_2: 0.4358 (0.5166) loss_giou_aux_3: 0.4329 (0.5130) loss_giou_aux_4: 0.4318 (0.5118) loss_giou_aux_5: 0.5376 (0.6102) loss_giou_dn_0: 0.6175 (0.6391) loss_giou_dn_1: 0.5037 (0.5353) loss_giou_dn_2: 0.4825 (0.5080) loss_giou_dn_3: 0.4776 (0.4994) loss_giou_dn_4: 0.4750 (0.4973) loss_giou_dn_5: 0.4750 (0.4975) loss_vfl: 0.6849 (0.7205) loss_vfl_aux_0: 0.8414 (0.8512) loss_vfl_aux_1: 0.7634 (0.7934) loss_vfl_aux_2: 0.7309 (0.7502) loss_vfl_aux_3: 0.6967 (0.7316) loss_vfl_aux_4: 0.6855 (0.7236) loss_vfl_aux_5: 0.8328 (0.8227) loss_vfl_dn_0: 0.4798 (0.4712) loss_vfl_dn_1: 0.4172 (0.4111) loss_vfl_dn_2: 0.4004 (0.3942) loss_vfl_dn_3: 0.3849 (0.3865) loss_vfl_dn_4: 0.3839 (0.3837) loss_vfl_dn_5: 0.3830 (0.3830) time: 0.4588 data: 0.0136 max mem: 5653 Epoch: [17] [6000/7393] eta: 0:11:08 lr: 0.000010 loss: 17.3742 (17.3958) loss_bbox: 0.1616 (0.1713) loss_bbox_aux_0: 0.1844 (0.1846) loss_bbox_aux_1: 0.1742 (0.1759) loss_bbox_aux_2: 0.1683 (0.1736) loss_bbox_aux_3: 0.1651 (0.1715) loss_bbox_aux_4: 0.1610 (0.1711) loss_bbox_aux_5: 0.2099 (0.2264) loss_bbox_dn_0: 0.2769 (0.3102) loss_bbox_dn_1: 0.2148 (0.2401) loss_bbox_dn_2: 0.1967 (0.2186) loss_bbox_dn_3: 0.1907 (0.2111) loss_bbox_dn_4: 0.1893 (0.2094) loss_bbox_dn_5: 0.1895 (0.2094) loss_giou: 0.5485 (0.5120) loss_giou_aux_0: 0.5693 (0.5374) loss_giou_aux_1: 0.5671 (0.5216) loss_giou_aux_2: 0.5399 (0.5168) loss_giou_aux_3: 0.5526 (0.5133) loss_giou_aux_4: 0.5458 (0.5121) loss_giou_aux_5: 0.6240 (0.6104) loss_giou_dn_0: 0.6399 (0.6392) loss_giou_dn_1: 0.5403 (0.5355) loss_giou_dn_2: 0.5120 (0.5081) loss_giou_dn_3: 0.5030 (0.4995) loss_giou_dn_4: 0.5022 (0.4975) loss_giou_dn_5: 0.5024 (0.4976) loss_vfl: 0.7048 (0.7204) loss_vfl_aux_0: 0.8254 (0.8510) loss_vfl_aux_1: 0.7770 (0.7932) loss_vfl_aux_2: 0.7443 (0.7500) loss_vfl_aux_3: 0.7205 (0.7314) loss_vfl_aux_4: 0.7075 (0.7234) loss_vfl_aux_5: 0.8020 (0.8225) loss_vfl_dn_0: 0.4677 (0.4712) loss_vfl_dn_1: 0.4080 (0.4111) loss_vfl_dn_2: 0.3925 (0.3942) loss_vfl_dn_3: 0.3884 (0.3865) loss_vfl_dn_4: 0.3846 (0.3837) loss_vfl_dn_5: 0.3822 (0.3830) time: 0.4735 data: 0.0137 max mem: 5653 Epoch: [17] [6100/7393] eta: 0:10:19 lr: 0.000010 loss: 16.9850 (17.3951) loss_bbox: 0.1615 (0.1713) loss_bbox_aux_0: 0.1782 (0.1846) loss_bbox_aux_1: 0.1631 (0.1759) loss_bbox_aux_2: 0.1554 (0.1736) loss_bbox_aux_3: 0.1661 (0.1716) loss_bbox_aux_4: 0.1501 (0.1711) loss_bbox_aux_5: 0.2047 (0.2264) loss_bbox_dn_0: 0.2658 (0.3102) loss_bbox_dn_1: 0.2065 (0.2401) loss_bbox_dn_2: 0.1863 (0.2186) loss_bbox_dn_3: 0.1805 (0.2111) loss_bbox_dn_4: 0.1792 (0.2094) loss_bbox_dn_5: 0.1792 (0.2094) loss_giou: 0.5171 (0.5117) loss_giou_aux_0: 0.5255 (0.5372) loss_giou_aux_1: 0.5107 (0.5214) loss_giou_aux_2: 0.5096 (0.5166) loss_giou_aux_3: 0.5008 (0.5131) loss_giou_aux_4: 0.5039 (0.5119) loss_giou_aux_5: 0.5878 (0.6102) loss_giou_dn_0: 0.6194 (0.6390) loss_giou_dn_1: 0.5085 (0.5353) loss_giou_dn_2: 0.4787 (0.5079) loss_giou_dn_3: 0.4745 (0.4993) loss_giou_dn_4: 0.4723 (0.4973) loss_giou_dn_5: 0.4725 (0.4974) loss_vfl: 0.7091 (0.7205) loss_vfl_aux_0: 0.8289 (0.8511) loss_vfl_aux_1: 0.7595 (0.7934) loss_vfl_aux_2: 0.7416 (0.7503) loss_vfl_aux_3: 0.7078 (0.7315) loss_vfl_aux_4: 0.7058 (0.7237) loss_vfl_aux_5: 0.7991 (0.8227) loss_vfl_dn_0: 0.4714 (0.4713) loss_vfl_dn_1: 0.4119 (0.4112) loss_vfl_dn_2: 0.3939 (0.3942) loss_vfl_dn_3: 0.3848 (0.3866) loss_vfl_dn_4: 0.3839 (0.3838) loss_vfl_dn_5: 0.3819 (0.3830) time: 0.4724 data: 0.0139 max mem: 5653 Epoch: [17] [6200/7393] eta: 0:09:31 lr: 0.000010 loss: 17.5201 (17.3960) loss_bbox: 0.1738 (0.1714) loss_bbox_aux_0: 0.1852 (0.1847) loss_bbox_aux_1: 0.1703 (0.1760) loss_bbox_aux_2: 0.1807 (0.1737) loss_bbox_aux_3: 0.1754 (0.1717) loss_bbox_aux_4: 0.1765 (0.1712) loss_bbox_aux_5: 0.2128 (0.2266) loss_bbox_dn_0: 0.2936 (0.3104) loss_bbox_dn_1: 0.2229 (0.2403) loss_bbox_dn_2: 0.2090 (0.2187) loss_bbox_dn_3: 0.2044 (0.2112) loss_bbox_dn_4: 0.2054 (0.2096) loss_bbox_dn_5: 0.2054 (0.2095) loss_giou: 0.4896 (0.5119) loss_giou_aux_0: 0.5141 (0.5374) loss_giou_aux_1: 0.4851 (0.5215) loss_giou_aux_2: 0.5009 (0.5167) loss_giou_aux_3: 0.4983 (0.5132) loss_giou_aux_4: 0.4945 (0.5120) loss_giou_aux_5: 0.5760 (0.6103) loss_giou_dn_0: 0.6357 (0.6390) loss_giou_dn_1: 0.5332 (0.5353) loss_giou_dn_2: 0.5049 (0.5079) loss_giou_dn_3: 0.4934 (0.4993) loss_giou_dn_4: 0.4899 (0.4973) loss_giou_dn_5: 0.4906 (0.4974) loss_vfl: 0.6988 (0.7204) loss_vfl_aux_0: 0.8456 (0.8508) loss_vfl_aux_1: 0.7611 (0.7933) loss_vfl_aux_2: 0.7207 (0.7502) loss_vfl_aux_3: 0.6963 (0.7313) loss_vfl_aux_4: 0.7106 (0.7235) loss_vfl_aux_5: 0.7968 (0.8226) loss_vfl_dn_0: 0.4678 (0.4712) loss_vfl_dn_1: 0.4062 (0.4112) loss_vfl_dn_2: 0.3915 (0.3942) loss_vfl_dn_3: 0.3831 (0.3865) loss_vfl_dn_4: 0.3837 (0.3837) loss_vfl_dn_5: 0.3827 (0.3830) time: 0.4520 data: 0.0137 max mem: 5654 Epoch: [17] [6300/7393] eta: 0:08:43 lr: 0.000010 loss: 16.8147 (17.3947) loss_bbox: 0.1624 (0.1714) loss_bbox_aux_0: 0.1919 (0.1848) loss_bbox_aux_1: 0.1717 (0.1760) loss_bbox_aux_2: 0.1626 (0.1737) loss_bbox_aux_3: 0.1522 (0.1717) loss_bbox_aux_4: 0.1584 (0.1712) loss_bbox_aux_5: 0.2093 (0.2266) loss_bbox_dn_0: 0.2713 (0.3104) loss_bbox_dn_1: 0.2053 (0.2402) loss_bbox_dn_2: 0.1909 (0.2186) loss_bbox_dn_3: 0.1826 (0.2111) loss_bbox_dn_4: 0.1814 (0.2095) loss_bbox_dn_5: 0.1815 (0.2095) loss_giou: 0.4617 (0.5118) loss_giou_aux_0: 0.4927 (0.5373) loss_giou_aux_1: 0.4714 (0.5214) loss_giou_aux_2: 0.4689 (0.5166) loss_giou_aux_3: 0.4728 (0.5131) loss_giou_aux_4: 0.4623 (0.5119) loss_giou_aux_5: 0.5684 (0.6102) loss_giou_dn_0: 0.6113 (0.6389) loss_giou_dn_1: 0.5103 (0.5352) loss_giou_dn_2: 0.4929 (0.5078) loss_giou_dn_3: 0.4828 (0.4992) loss_giou_dn_4: 0.4768 (0.4971) loss_giou_dn_5: 0.4768 (0.4973) loss_vfl: 0.7032 (0.7204) loss_vfl_aux_0: 0.8491 (0.8509) loss_vfl_aux_1: 0.7795 (0.7933) loss_vfl_aux_2: 0.7375 (0.7503) loss_vfl_aux_3: 0.7076 (0.7314) loss_vfl_aux_4: 0.7007 (0.7235) loss_vfl_aux_5: 0.7872 (0.8225) loss_vfl_dn_0: 0.4672 (0.4712) loss_vfl_dn_1: 0.4059 (0.4111) loss_vfl_dn_2: 0.3923 (0.3942) loss_vfl_dn_3: 0.3876 (0.3865) loss_vfl_dn_4: 0.3797 (0.3837) loss_vfl_dn_5: 0.3782 (0.3830) time: 0.4609 data: 0.0136 max mem: 5654 Epoch: [17] [6400/7393] eta: 0:07:55 lr: 0.000010 loss: 16.4600 (17.3921) loss_bbox: 0.1543 (0.1713) loss_bbox_aux_0: 0.1720 (0.1847) loss_bbox_aux_1: 0.1608 (0.1759) loss_bbox_aux_2: 0.1573 (0.1736) loss_bbox_aux_3: 0.1544 (0.1716) loss_bbox_aux_4: 0.1543 (0.1711) loss_bbox_aux_5: 0.2231 (0.2266) loss_bbox_dn_0: 0.2945 (0.3102) loss_bbox_dn_1: 0.2211 (0.2401) loss_bbox_dn_2: 0.1939 (0.2185) loss_bbox_dn_3: 0.1884 (0.2110) loss_bbox_dn_4: 0.1875 (0.2094) loss_bbox_dn_5: 0.1876 (0.2093) loss_giou: 0.4578 (0.5118) loss_giou_aux_0: 0.4864 (0.5373) loss_giou_aux_1: 0.4639 (0.5214) loss_giou_aux_2: 0.4615 (0.5166) loss_giou_aux_3: 0.4572 (0.5131) loss_giou_aux_4: 0.4566 (0.5119) loss_giou_aux_5: 0.5647 (0.6103) loss_giou_dn_0: 0.6085 (0.6389) loss_giou_dn_1: 0.5002 (0.5351) loss_giou_dn_2: 0.4707 (0.5077) loss_giou_dn_3: 0.4612 (0.4991) loss_giou_dn_4: 0.4592 (0.4971) loss_giou_dn_5: 0.4591 (0.4972) loss_vfl: 0.6994 (0.7203) loss_vfl_aux_0: 0.8377 (0.8507) loss_vfl_aux_1: 0.7906 (0.7932) loss_vfl_aux_2: 0.7210 (0.7502) loss_vfl_aux_3: 0.7106 (0.7313) loss_vfl_aux_4: 0.7001 (0.7234) loss_vfl_aux_5: 0.7925 (0.8223) loss_vfl_dn_0: 0.4728 (0.4712) loss_vfl_dn_1: 0.4060 (0.4111) loss_vfl_dn_2: 0.3881 (0.3942) loss_vfl_dn_3: 0.3846 (0.3865) loss_vfl_dn_4: 0.3804 (0.3837) loss_vfl_dn_5: 0.3796 (0.3830) time: 0.4640 data: 0.0141 max mem: 5654 Epoch: [17] [6500/7393] eta: 0:07:07 lr: 0.000010 loss: 17.4341 (17.3938) loss_bbox: 0.1595 (0.1713) loss_bbox_aux_0: 0.1658 (0.1847) loss_bbox_aux_1: 0.1600 (0.1759) loss_bbox_aux_2: 0.1560 (0.1736) loss_bbox_aux_3: 0.1576 (0.1716) loss_bbox_aux_4: 0.1595 (0.1711) loss_bbox_aux_5: 0.2117 (0.2266) loss_bbox_dn_0: 0.2950 (0.3100) loss_bbox_dn_1: 0.2312 (0.2399) loss_bbox_dn_2: 0.1942 (0.2183) loss_bbox_dn_3: 0.1828 (0.2108) loss_bbox_dn_4: 0.1834 (0.2092) loss_bbox_dn_5: 0.1833 (0.2092) loss_giou: 0.4824 (0.5123) loss_giou_aux_0: 0.5239 (0.5378) loss_giou_aux_1: 0.4932 (0.5219) loss_giou_aux_2: 0.4890 (0.5170) loss_giou_aux_3: 0.4816 (0.5136) loss_giou_aux_4: 0.4826 (0.5124) loss_giou_aux_5: 0.5858 (0.6108) loss_giou_dn_0: 0.6362 (0.6392) loss_giou_dn_1: 0.5237 (0.5354) loss_giou_dn_2: 0.4890 (0.5080) loss_giou_dn_3: 0.4759 (0.4994) loss_giou_dn_4: 0.4733 (0.4973) loss_giou_dn_5: 0.4734 (0.4975) loss_vfl: 0.6932 (0.7201) loss_vfl_aux_0: 0.8026 (0.8503) loss_vfl_aux_1: 0.7585 (0.7929) loss_vfl_aux_2: 0.7279 (0.7499) loss_vfl_aux_3: 0.7006 (0.7311) loss_vfl_aux_4: 0.6907 (0.7232) loss_vfl_aux_5: 0.7919 (0.8219) loss_vfl_dn_0: 0.4605 (0.4712) loss_vfl_dn_1: 0.4042 (0.4111) loss_vfl_dn_2: 0.3884 (0.3942) loss_vfl_dn_3: 0.3798 (0.3865) loss_vfl_dn_4: 0.3747 (0.3837) loss_vfl_dn_5: 0.3730 (0.3829) time: 0.4637 data: 0.0141 max mem: 5654 Epoch: [17] [6600/7393] eta: 0:06:19 lr: 0.000010 loss: 17.2230 (17.3908) loss_bbox: 0.1565 (0.1713) loss_bbox_aux_0: 0.1733 (0.1846) loss_bbox_aux_1: 0.1605 (0.1758) loss_bbox_aux_2: 0.1613 (0.1735) loss_bbox_aux_3: 0.1554 (0.1715) loss_bbox_aux_4: 0.1586 (0.1710) loss_bbox_aux_5: 0.2088 (0.2265) loss_bbox_dn_0: 0.2910 (0.3099) loss_bbox_dn_1: 0.2228 (0.2398) loss_bbox_dn_2: 0.2118 (0.2182) loss_bbox_dn_3: 0.2073 (0.2107) loss_bbox_dn_4: 0.2065 (0.2091) loss_bbox_dn_5: 0.2072 (0.2091) loss_giou: 0.4910 (0.5122) loss_giou_aux_0: 0.5058 (0.5377) loss_giou_aux_1: 0.5025 (0.5218) loss_giou_aux_2: 0.4974 (0.5170) loss_giou_aux_3: 0.4905 (0.5135) loss_giou_aux_4: 0.4902 (0.5123) loss_giou_aux_5: 0.5967 (0.6107) loss_giou_dn_0: 0.6552 (0.6391) loss_giou_dn_1: 0.5441 (0.5353) loss_giou_dn_2: 0.5165 (0.5079) loss_giou_dn_3: 0.5042 (0.4993) loss_giou_dn_4: 0.5013 (0.4973) loss_giou_dn_5: 0.5011 (0.4974) loss_vfl: 0.7250 (0.7200) loss_vfl_aux_0: 0.8652 (0.8502) loss_vfl_aux_1: 0.8266 (0.7929) loss_vfl_aux_2: 0.7631 (0.7498) loss_vfl_aux_3: 0.7333 (0.7310) loss_vfl_aux_4: 0.7265 (0.7232) loss_vfl_aux_5: 0.8346 (0.8217) loss_vfl_dn_0: 0.4701 (0.4712) loss_vfl_dn_1: 0.4087 (0.4111) loss_vfl_dn_2: 0.3933 (0.3942) loss_vfl_dn_3: 0.3892 (0.3865) loss_vfl_dn_4: 0.3857 (0.3837) loss_vfl_dn_5: 0.3858 (0.3830) time: 0.4766 data: 0.0141 max mem: 5654 Epoch: [17] [6700/7393] eta: 0:05:31 lr: 0.000010 loss: 17.8999 (17.3934) loss_bbox: 0.1505 (0.1712) loss_bbox_aux_0: 0.1635 (0.1845) loss_bbox_aux_1: 0.1592 (0.1758) loss_bbox_aux_2: 0.1563 (0.1735) loss_bbox_aux_3: 0.1518 (0.1715) loss_bbox_aux_4: 0.1491 (0.1710) loss_bbox_aux_5: 0.2132 (0.2264) loss_bbox_dn_0: 0.2773 (0.3098) loss_bbox_dn_1: 0.2119 (0.2397) loss_bbox_dn_2: 0.1965 (0.2181) loss_bbox_dn_3: 0.1891 (0.2107) loss_bbox_dn_4: 0.1889 (0.2090) loss_bbox_dn_5: 0.1900 (0.2090) loss_giou: 0.5420 (0.5124) loss_giou_aux_0: 0.5501 (0.5379) loss_giou_aux_1: 0.5478 (0.5220) loss_giou_aux_2: 0.5455 (0.5172) loss_giou_aux_3: 0.5433 (0.5137) loss_giou_aux_4: 0.5386 (0.5125) loss_giou_aux_5: 0.6361 (0.6109) loss_giou_dn_0: 0.6552 (0.6393) loss_giou_dn_1: 0.5646 (0.5355) loss_giou_dn_2: 0.5348 (0.5080) loss_giou_dn_3: 0.5303 (0.4995) loss_giou_dn_4: 0.5280 (0.4974) loss_giou_dn_5: 0.5280 (0.4976) loss_vfl: 0.7517 (0.7200) loss_vfl_aux_0: 0.8505 (0.8503) loss_vfl_aux_1: 0.8230 (0.7929) loss_vfl_aux_2: 0.7900 (0.7498) loss_vfl_aux_3: 0.7702 (0.7311) loss_vfl_aux_4: 0.7660 (0.7232) loss_vfl_aux_5: 0.8292 (0.8218) loss_vfl_dn_0: 0.4743 (0.4712) loss_vfl_dn_1: 0.4182 (0.4112) loss_vfl_dn_2: 0.4040 (0.3943) loss_vfl_dn_3: 0.3941 (0.3866) loss_vfl_dn_4: 0.3905 (0.3838) loss_vfl_dn_5: 0.3898 (0.3830) time: 0.4671 data: 0.0143 max mem: 5654 Epoch: [17] [6800/7393] eta: 0:04:43 lr: 0.000010 loss: 17.1872 (17.3962) loss_bbox: 0.1602 (0.1713) loss_bbox_aux_0: 0.1674 (0.1845) loss_bbox_aux_1: 0.1605 (0.1759) loss_bbox_aux_2: 0.1590 (0.1735) loss_bbox_aux_3: 0.1606 (0.1715) loss_bbox_aux_4: 0.1602 (0.1710) loss_bbox_aux_5: 0.2067 (0.2264) loss_bbox_dn_0: 0.2766 (0.3098) loss_bbox_dn_1: 0.2134 (0.2397) loss_bbox_dn_2: 0.1999 (0.2181) loss_bbox_dn_3: 0.1935 (0.2107) loss_bbox_dn_4: 0.1944 (0.2091) loss_bbox_dn_5: 0.1944 (0.2090) loss_giou: 0.5110 (0.5125) loss_giou_aux_0: 0.5461 (0.5380) loss_giou_aux_1: 0.5245 (0.5221) loss_giou_aux_2: 0.5142 (0.5173) loss_giou_aux_3: 0.5180 (0.5138) loss_giou_aux_4: 0.5114 (0.5126) loss_giou_aux_5: 0.6173 (0.6109) loss_giou_dn_0: 0.6441 (0.6394) loss_giou_dn_1: 0.5351 (0.5355) loss_giou_dn_2: 0.5111 (0.5081) loss_giou_dn_3: 0.5064 (0.4995) loss_giou_dn_4: 0.5065 (0.4975) loss_giou_dn_5: 0.5063 (0.4976) loss_vfl: 0.7417 (0.7203) loss_vfl_aux_0: 0.8568 (0.8505) loss_vfl_aux_1: 0.7835 (0.7931) loss_vfl_aux_2: 0.7550 (0.7500) loss_vfl_aux_3: 0.7444 (0.7313) loss_vfl_aux_4: 0.7439 (0.7235) loss_vfl_aux_5: 0.8253 (0.8220) loss_vfl_dn_0: 0.4727 (0.4713) loss_vfl_dn_1: 0.4100 (0.4112) loss_vfl_dn_2: 0.3912 (0.3943) loss_vfl_dn_3: 0.3816 (0.3866) loss_vfl_dn_4: 0.3795 (0.3838) loss_vfl_dn_5: 0.3787 (0.3831) time: 0.4619 data: 0.0145 max mem: 5654 Epoch: [17] [6900/7393] eta: 0:03:55 lr: 0.000010 loss: 17.3357 (17.3985) loss_bbox: 0.1642 (0.1713) loss_bbox_aux_0: 0.1785 (0.1846) loss_bbox_aux_1: 0.1701 (0.1759) loss_bbox_aux_2: 0.1615 (0.1735) loss_bbox_aux_3: 0.1617 (0.1715) loss_bbox_aux_4: 0.1633 (0.1711) loss_bbox_aux_5: 0.2202 (0.2265) loss_bbox_dn_0: 0.2740 (0.3101) loss_bbox_dn_1: 0.2042 (0.2399) loss_bbox_dn_2: 0.1940 (0.2183) loss_bbox_dn_3: 0.1891 (0.2108) loss_bbox_dn_4: 0.1865 (0.2092) loss_bbox_dn_5: 0.1866 (0.2092) loss_giou: 0.4781 (0.5124) loss_giou_aux_0: 0.5066 (0.5379) loss_giou_aux_1: 0.4859 (0.5220) loss_giou_aux_2: 0.4838 (0.5172) loss_giou_aux_3: 0.4788 (0.5137) loss_giou_aux_4: 0.4773 (0.5125) loss_giou_aux_5: 0.5712 (0.6108) loss_giou_dn_0: 0.6222 (0.6394) loss_giou_dn_1: 0.5145 (0.5355) loss_giou_dn_2: 0.4836 (0.5081) loss_giou_dn_3: 0.4708 (0.4995) loss_giou_dn_4: 0.4678 (0.4975) loss_giou_dn_5: 0.4674 (0.4976) loss_vfl: 0.6857 (0.7205) loss_vfl_aux_0: 0.8208 (0.8507) loss_vfl_aux_1: 0.7445 (0.7934) loss_vfl_aux_2: 0.7270 (0.7503) loss_vfl_aux_3: 0.7020 (0.7316) loss_vfl_aux_4: 0.6908 (0.7237) loss_vfl_aux_5: 0.7935 (0.8223) loss_vfl_dn_0: 0.4655 (0.4713) loss_vfl_dn_1: 0.4077 (0.4112) loss_vfl_dn_2: 0.3892 (0.3943) loss_vfl_dn_3: 0.3807 (0.3866) loss_vfl_dn_4: 0.3798 (0.3838) loss_vfl_dn_5: 0.3780 (0.3830) time: 0.4810 data: 0.0140 max mem: 5654 Epoch: [17] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.4564 (17.3988) loss_bbox: 0.1647 (0.1713) loss_bbox_aux_0: 0.1792 (0.1846) loss_bbox_aux_1: 0.1726 (0.1759) loss_bbox_aux_2: 0.1739 (0.1735) loss_bbox_aux_3: 0.1692 (0.1716) loss_bbox_aux_4: 0.1710 (0.1711) loss_bbox_aux_5: 0.2258 (0.2264) loss_bbox_dn_0: 0.3075 (0.3101) loss_bbox_dn_1: 0.2390 (0.2399) loss_bbox_dn_2: 0.2147 (0.2183) loss_bbox_dn_3: 0.2076 (0.2109) loss_bbox_dn_4: 0.2050 (0.2093) loss_bbox_dn_5: 0.2048 (0.2092) loss_giou: 0.4905 (0.5124) loss_giou_aux_0: 0.5238 (0.5379) loss_giou_aux_1: 0.4845 (0.5219) loss_giou_aux_2: 0.4919 (0.5171) loss_giou_aux_3: 0.4853 (0.5137) loss_giou_aux_4: 0.4940 (0.5124) loss_giou_aux_5: 0.5901 (0.6107) loss_giou_dn_0: 0.6292 (0.6394) loss_giou_dn_1: 0.5182 (0.5355) loss_giou_dn_2: 0.4787 (0.5080) loss_giou_dn_3: 0.4649 (0.4995) loss_giou_dn_4: 0.4631 (0.4974) loss_giou_dn_5: 0.4634 (0.4976) loss_vfl: 0.7503 (0.7206) loss_vfl_aux_0: 0.8958 (0.8508) loss_vfl_aux_1: 0.8243 (0.7934) loss_vfl_aux_2: 0.7686 (0.7504) loss_vfl_aux_3: 0.7577 (0.7316) loss_vfl_aux_4: 0.7462 (0.7237) loss_vfl_aux_5: 0.8446 (0.8224) loss_vfl_dn_0: 0.4781 (0.4713) loss_vfl_dn_1: 0.4175 (0.4112) loss_vfl_dn_2: 0.4055 (0.3943) loss_vfl_dn_3: 0.3967 (0.3866) loss_vfl_dn_4: 0.3949 (0.3838) loss_vfl_dn_5: 0.3977 (0.3831) time: 0.4709 data: 0.0145 max mem: 5654 Epoch: [17] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.1413 (17.4004) loss_bbox: 0.1626 (0.1713) loss_bbox_aux_0: 0.1732 (0.1845) loss_bbox_aux_1: 0.1631 (0.1759) loss_bbox_aux_2: 0.1644 (0.1735) loss_bbox_aux_3: 0.1633 (0.1716) loss_bbox_aux_4: 0.1627 (0.1711) loss_bbox_aux_5: 0.2155 (0.2264) loss_bbox_dn_0: 0.2904 (0.3103) loss_bbox_dn_1: 0.2171 (0.2401) loss_bbox_dn_2: 0.2022 (0.2185) loss_bbox_dn_3: 0.1987 (0.2110) loss_bbox_dn_4: 0.1986 (0.2094) loss_bbox_dn_5: 0.1985 (0.2094) loss_giou: 0.4618 (0.5121) loss_giou_aux_0: 0.4915 (0.5376) loss_giou_aux_1: 0.4648 (0.5216) loss_giou_aux_2: 0.4718 (0.5169) loss_giou_aux_3: 0.4602 (0.5135) loss_giou_aux_4: 0.4641 (0.5122) loss_giou_aux_5: 0.5763 (0.6105) loss_giou_dn_0: 0.6363 (0.6393) loss_giou_dn_1: 0.5278 (0.5354) loss_giou_dn_2: 0.4880 (0.5080) loss_giou_dn_3: 0.4724 (0.4994) loss_giou_dn_4: 0.4684 (0.4974) loss_giou_dn_5: 0.4687 (0.4975) loss_vfl: 0.7492 (0.7209) loss_vfl_aux_0: 0.8677 (0.8512) loss_vfl_aux_1: 0.8003 (0.7938) loss_vfl_aux_2: 0.7636 (0.7507) loss_vfl_aux_3: 0.7517 (0.7319) loss_vfl_aux_4: 0.7431 (0.7241) loss_vfl_aux_5: 0.8318 (0.8228) loss_vfl_dn_0: 0.4671 (0.4713) loss_vfl_dn_1: 0.4111 (0.4112) loss_vfl_dn_2: 0.3966 (0.3943) loss_vfl_dn_3: 0.3901 (0.3867) loss_vfl_dn_4: 0.3883 (0.3839) loss_vfl_dn_5: 0.3842 (0.3831) time: 0.4668 data: 0.0138 max mem: 5654 Epoch: [17] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.2960 (17.4019) loss_bbox: 0.1629 (0.1712) loss_bbox_aux_0: 0.1689 (0.1845) loss_bbox_aux_1: 0.1617 (0.1758) loss_bbox_aux_2: 0.1571 (0.1734) loss_bbox_aux_3: 0.1665 (0.1715) loss_bbox_aux_4: 0.1644 (0.1710) loss_bbox_aux_5: 0.2107 (0.2263) loss_bbox_dn_0: 0.2865 (0.3102) loss_bbox_dn_1: 0.2125 (0.2400) loss_bbox_dn_2: 0.1942 (0.2184) loss_bbox_dn_3: 0.1869 (0.2110) loss_bbox_dn_4: 0.1884 (0.2094) loss_bbox_dn_5: 0.1880 (0.2093) loss_giou: 0.4945 (0.5123) loss_giou_aux_0: 0.5174 (0.5377) loss_giou_aux_1: 0.5008 (0.5218) loss_giou_aux_2: 0.4905 (0.5171) loss_giou_aux_3: 0.4983 (0.5136) loss_giou_aux_4: 0.4947 (0.5124) loss_giou_aux_5: 0.6070 (0.6106) loss_giou_dn_0: 0.6229 (0.6394) loss_giou_dn_1: 0.5301 (0.5355) loss_giou_dn_2: 0.5042 (0.5081) loss_giou_dn_3: 0.4988 (0.4995) loss_giou_dn_4: 0.4990 (0.4975) loss_giou_dn_5: 0.4992 (0.4976) loss_vfl: 0.7234 (0.7211) loss_vfl_aux_0: 0.8441 (0.8513) loss_vfl_aux_1: 0.7943 (0.7939) loss_vfl_aux_2: 0.7415 (0.7508) loss_vfl_aux_3: 0.7311 (0.7321) loss_vfl_aux_4: 0.7178 (0.7242) loss_vfl_aux_5: 0.8506 (0.8228) loss_vfl_dn_0: 0.4722 (0.4713) loss_vfl_dn_1: 0.4128 (0.4113) loss_vfl_dn_2: 0.3989 (0.3944) loss_vfl_dn_3: 0.3900 (0.3867) loss_vfl_dn_4: 0.3891 (0.3839) loss_vfl_dn_5: 0.3893 (0.3831) time: 0.4727 data: 0.0138 max mem: 5654 Epoch: [17] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.2035 (17.4037) loss_bbox: 0.1723 (0.1712) loss_bbox_aux_0: 0.1812 (0.1845) loss_bbox_aux_1: 0.1791 (0.1758) loss_bbox_aux_2: 0.1739 (0.1735) loss_bbox_aux_3: 0.1714 (0.1715) loss_bbox_aux_4: 0.1717 (0.1710) loss_bbox_aux_5: 0.2286 (0.2264) loss_bbox_dn_0: 0.2977 (0.3103) loss_bbox_dn_1: 0.2241 (0.2401) loss_bbox_dn_2: 0.2025 (0.2185) loss_bbox_dn_3: 0.2004 (0.2111) loss_bbox_dn_4: 0.1965 (0.2095) loss_bbox_dn_5: 0.1965 (0.2095) loss_giou: 0.5066 (0.5122) loss_giou_aux_0: 0.5290 (0.5376) loss_giou_aux_1: 0.5178 (0.5217) loss_giou_aux_2: 0.5107 (0.5169) loss_giou_aux_3: 0.5092 (0.5135) loss_giou_aux_4: 0.5095 (0.5123) loss_giou_aux_5: 0.5955 (0.6105) loss_giou_dn_0: 0.6465 (0.6394) loss_giou_dn_1: 0.5327 (0.5355) loss_giou_dn_2: 0.5110 (0.5081) loss_giou_dn_3: 0.5008 (0.4995) loss_giou_dn_4: 0.4983 (0.4975) loss_giou_dn_5: 0.4975 (0.4976) loss_vfl: 0.6945 (0.7213) loss_vfl_aux_0: 0.8283 (0.8515) loss_vfl_aux_1: 0.7574 (0.7941) loss_vfl_aux_2: 0.7270 (0.7511) loss_vfl_aux_3: 0.7034 (0.7322) loss_vfl_aux_4: 0.6947 (0.7244) loss_vfl_aux_5: 0.8012 (0.8229) loss_vfl_dn_0: 0.4636 (0.4713) loss_vfl_dn_1: 0.4049 (0.4113) loss_vfl_dn_2: 0.3889 (0.3944) loss_vfl_dn_3: 0.3802 (0.3867) loss_vfl_dn_4: 0.3790 (0.3839) loss_vfl_dn_5: 0.3770 (0.3832) time: 0.4712 data: 0.0145 max mem: 5654 Epoch: [17] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.1940 (17.4044) loss_bbox: 0.1652 (0.1712) loss_bbox_aux_0: 0.1752 (0.1844) loss_bbox_aux_1: 0.1647 (0.1758) loss_bbox_aux_2: 0.1687 (0.1734) loss_bbox_aux_3: 0.1638 (0.1715) loss_bbox_aux_4: 0.1654 (0.1710) loss_bbox_aux_5: 0.2066 (0.2264) loss_bbox_dn_0: 0.3035 (0.3104) loss_bbox_dn_1: 0.2391 (0.2402) loss_bbox_dn_2: 0.2043 (0.2186) loss_bbox_dn_3: 0.1974 (0.2112) loss_bbox_dn_4: 0.1951 (0.2096) loss_bbox_dn_5: 0.1952 (0.2095) loss_giou: 0.4211 (0.5120) loss_giou_aux_0: 0.4325 (0.5374) loss_giou_aux_1: 0.4202 (0.5215) loss_giou_aux_2: 0.4275 (0.5168) loss_giou_aux_3: 0.4193 (0.5134) loss_giou_aux_4: 0.4214 (0.5121) loss_giou_aux_5: 0.5069 (0.6104) loss_giou_dn_0: 0.6117 (0.6393) loss_giou_dn_1: 0.4926 (0.5355) loss_giou_dn_2: 0.4592 (0.5080) loss_giou_dn_3: 0.4488 (0.4994) loss_giou_dn_4: 0.4466 (0.4974) loss_giou_dn_5: 0.4469 (0.4975) loss_vfl: 0.7655 (0.7216) loss_vfl_aux_0: 0.9038 (0.8518) loss_vfl_aux_1: 0.8515 (0.7944) loss_vfl_aux_2: 0.7885 (0.7514) loss_vfl_aux_3: 0.7805 (0.7325) loss_vfl_aux_4: 0.7682 (0.7247) loss_vfl_aux_5: 0.8546 (0.8231) loss_vfl_dn_0: 0.4749 (0.4714) loss_vfl_dn_1: 0.4121 (0.4113) loss_vfl_dn_2: 0.3942 (0.3944) loss_vfl_dn_3: 0.3890 (0.3867) loss_vfl_dn_4: 0.3880 (0.3840) loss_vfl_dn_5: 0.3859 (0.3832) time: 0.4736 data: 0.0139 max mem: 5654 Epoch: [17] Total time: 0:58:56 (0.4783 s / it) Averaged stats: lr: 0.000010 loss: 17.1940 (17.4044) loss_bbox: 0.1652 (0.1712) loss_bbox_aux_0: 0.1752 (0.1844) loss_bbox_aux_1: 0.1647 (0.1758) loss_bbox_aux_2: 0.1687 (0.1734) loss_bbox_aux_3: 0.1638 (0.1715) loss_bbox_aux_4: 0.1654 (0.1710) loss_bbox_aux_5: 0.2066 (0.2264) loss_bbox_dn_0: 0.3035 (0.3104) loss_bbox_dn_1: 0.2391 (0.2402) loss_bbox_dn_2: 0.2043 (0.2186) loss_bbox_dn_3: 0.1974 (0.2112) loss_bbox_dn_4: 0.1951 (0.2096) loss_bbox_dn_5: 0.1952 (0.2095) loss_giou: 0.4211 (0.5120) loss_giou_aux_0: 0.4325 (0.5374) loss_giou_aux_1: 0.4202 (0.5215) loss_giou_aux_2: 0.4275 (0.5168) loss_giou_aux_3: 0.4193 (0.5134) loss_giou_aux_4: 0.4214 (0.5121) loss_giou_aux_5: 0.5069 (0.6104) loss_giou_dn_0: 0.6117 (0.6393) loss_giou_dn_1: 0.4926 (0.5355) loss_giou_dn_2: 0.4592 (0.5080) loss_giou_dn_3: 0.4488 (0.4994) loss_giou_dn_4: 0.4466 (0.4974) loss_giou_dn_5: 0.4469 (0.4975) loss_vfl: 0.7655 (0.7216) loss_vfl_aux_0: 0.9038 (0.8518) loss_vfl_aux_1: 0.8515 (0.7944) loss_vfl_aux_2: 0.7885 (0.7514) loss_vfl_aux_3: 0.7805 (0.7325) loss_vfl_aux_4: 0.7682 (0.7247) loss_vfl_aux_5: 0.8546 (0.8231) loss_vfl_dn_0: 0.4749 (0.4714) loss_vfl_dn_1: 0.4121 (0.4113) loss_vfl_dn_2: 0.3942 (0.3944) loss_vfl_dn_3: 0.3890 (0.3867) loss_vfl_dn_4: 0.3880 (0.3840) loss_vfl_dn_5: 0.3859 (0.3832) Test: [ 0/157] eta: 0:03:58 time: 1.5177 data: 1.1143 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5060 data: 0.1259 max mem: 5654 Test: [ 20/157] eta: 0:01:43 time: 0.7153 data: 0.0269 max mem: 5654 Test: [ 30/157] eta: 0:01:20 time: 0.7046 data: 0.0266 max mem: 5654 Test: [ 40/157] eta: 0:01:07 time: 0.3833 data: 0.0267 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3898 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3973 data: 0.0261 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3913 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3928 data: 0.0265 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3947 data: 0.0261 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3869 data: 0.0267 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3920 data: 0.0269 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3937 data: 0.0278 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6664 data: 0.0273 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6597 data: 0.0260 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3677 data: 0.0264 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3574 data: 0.0259 max mem: 5654 Test: Total time: 0:01:14 (0.4726 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.28s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.682 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.318 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.682 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.378 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 17, 'coco_eval_bbox': 0.5013359751255022} Epoch: [18] [ 0/7393] eta: 8:53:50 lr: 0.000010 loss: 15.8961 (15.8961) loss_bbox: 0.1428 (0.1428) loss_bbox_aux_0: 0.1524 (0.1524) loss_bbox_aux_1: 0.1581 (0.1581) loss_bbox_aux_2: 0.1609 (0.1609) loss_bbox_aux_3: 0.1585 (0.1585) loss_bbox_aux_4: 0.1534 (0.1534) loss_bbox_aux_5: 0.2147 (0.2147) loss_bbox_dn_0: 0.2954 (0.2954) loss_bbox_dn_1: 0.2328 (0.2328) loss_bbox_dn_2: 0.2013 (0.2013) loss_bbox_dn_3: 0.1889 (0.1889) loss_bbox_dn_4: 0.1876 (0.1876) loss_bbox_dn_5: 0.1875 (0.1875) loss_giou: 0.4217 (0.4217) loss_giou_aux_0: 0.4538 (0.4538) loss_giou_aux_1: 0.4372 (0.4372) loss_giou_aux_2: 0.4226 (0.4226) loss_giou_aux_3: 0.4223 (0.4223) loss_giou_aux_4: 0.4214 (0.4214) loss_giou_aux_5: 0.5435 (0.5435) loss_giou_dn_0: 0.6022 (0.6022) loss_giou_dn_1: 0.5029 (0.5029) loss_giou_dn_2: 0.4760 (0.4760) loss_giou_dn_3: 0.4654 (0.4654) loss_giou_dn_4: 0.4639 (0.4639) loss_giou_dn_5: 0.4641 (0.4641) loss_vfl: 0.6817 (0.6817) loss_vfl_aux_0: 0.8351 (0.8351) loss_vfl_aux_1: 0.7930 (0.7930) loss_vfl_aux_2: 0.6970 (0.6970) loss_vfl_aux_3: 0.6854 (0.6854) loss_vfl_aux_4: 0.6693 (0.6693) loss_vfl_aux_5: 0.7569 (0.7569) loss_vfl_dn_0: 0.4454 (0.4454) loss_vfl_dn_1: 0.3790 (0.3790) loss_vfl_dn_2: 0.3635 (0.3635) loss_vfl_dn_3: 0.3547 (0.3547) loss_vfl_dn_4: 0.3528 (0.3528) loss_vfl_dn_5: 0.3514 (0.3514) time: 4.3325 data: 1.5477 max mem: 5654 Epoch: [18] [ 100/7393] eta: 1:02:53 lr: 0.000010 loss: 17.3398 (16.9928) loss_bbox: 0.1676 (0.1654) loss_bbox_aux_0: 0.1780 (0.1808) loss_bbox_aux_1: 0.1707 (0.1715) loss_bbox_aux_2: 0.1704 (0.1690) loss_bbox_aux_3: 0.1712 (0.1663) loss_bbox_aux_4: 0.1625 (0.1650) loss_bbox_aux_5: 0.2195 (0.2253) loss_bbox_dn_0: 0.2942 (0.3027) loss_bbox_dn_1: 0.2161 (0.2307) loss_bbox_dn_2: 0.1929 (0.2090) loss_bbox_dn_3: 0.1831 (0.2010) loss_bbox_dn_4: 0.1805 (0.1993) loss_bbox_dn_5: 0.1805 (0.1992) loss_giou: 0.4890 (0.5013) loss_giou_aux_0: 0.5253 (0.5280) loss_giou_aux_1: 0.5033 (0.5105) loss_giou_aux_2: 0.4947 (0.5062) loss_giou_aux_3: 0.4884 (0.5024) loss_giou_aux_4: 0.4922 (0.5012) loss_giou_aux_5: 0.6027 (0.6008) loss_giou_dn_0: 0.6475 (0.6282) loss_giou_dn_1: 0.5382 (0.5224) loss_giou_dn_2: 0.5062 (0.4957) loss_giou_dn_3: 0.4922 (0.4871) loss_giou_dn_4: 0.4882 (0.4851) loss_giou_dn_5: 0.4881 (0.4853) loss_vfl: 0.6874 (0.7040) loss_vfl_aux_0: 0.8198 (0.8279) loss_vfl_aux_1: 0.7620 (0.7694) loss_vfl_aux_2: 0.7097 (0.7284) loss_vfl_aux_3: 0.6902 (0.7134) loss_vfl_aux_4: 0.6797 (0.7071) loss_vfl_aux_5: 0.8008 (0.8102) loss_vfl_dn_0: 0.4606 (0.4688) loss_vfl_dn_1: 0.3988 (0.4044) loss_vfl_dn_2: 0.3824 (0.3873) loss_vfl_dn_3: 0.3735 (0.3794) loss_vfl_dn_4: 0.3724 (0.3770) loss_vfl_dn_5: 0.3726 (0.3759) time: 0.4717 data: 0.0146 max mem: 5654 Epoch: [18] [ 200/7393] eta: 1:03:17 lr: 0.000010 loss: 16.6355 (17.0235) loss_bbox: 0.1416 (0.1651) loss_bbox_aux_0: 0.1761 (0.1810) loss_bbox_aux_1: 0.1508 (0.1710) loss_bbox_aux_2: 0.1524 (0.1689) loss_bbox_aux_3: 0.1445 (0.1658) loss_bbox_aux_4: 0.1439 (0.1646) loss_bbox_aux_5: 0.2203 (0.2245) loss_bbox_dn_0: 0.3004 (0.3079) loss_bbox_dn_1: 0.2247 (0.2357) loss_bbox_dn_2: 0.2015 (0.2140) loss_bbox_dn_3: 0.1952 (0.2060) loss_bbox_dn_4: 0.1943 (0.2043) loss_bbox_dn_5: 0.1945 (0.2042) loss_giou: 0.4381 (0.4948) loss_giou_aux_0: 0.4778 (0.5229) loss_giou_aux_1: 0.4532 (0.5050) loss_giou_aux_2: 0.4503 (0.5004) loss_giou_aux_3: 0.4441 (0.4962) loss_giou_aux_4: 0.4363 (0.4949) loss_giou_aux_5: 0.5350 (0.5925) loss_giou_dn_0: 0.5851 (0.6261) loss_giou_dn_1: 0.4919 (0.5208) loss_giou_dn_2: 0.4695 (0.4934) loss_giou_dn_3: 0.4624 (0.4848) loss_giou_dn_4: 0.4608 (0.4828) loss_giou_dn_5: 0.4617 (0.4830) loss_vfl: 0.7475 (0.7112) loss_vfl_aux_0: 0.8532 (0.8373) loss_vfl_aux_1: 0.7867 (0.7795) loss_vfl_aux_2: 0.7571 (0.7351) loss_vfl_aux_3: 0.7592 (0.7207) loss_vfl_aux_4: 0.7422 (0.7142) loss_vfl_aux_5: 0.7805 (0.8145) loss_vfl_dn_0: 0.4740 (0.4695) loss_vfl_dn_1: 0.4062 (0.4061) loss_vfl_dn_2: 0.3862 (0.3885) loss_vfl_dn_3: 0.3778 (0.3808) loss_vfl_dn_4: 0.3725 (0.3784) loss_vfl_dn_5: 0.3730 (0.3772) time: 0.4740 data: 0.0146 max mem: 5654 Epoch: [18] [ 300/7393] eta: 1:00:05 lr: 0.000010 loss: 17.0548 (17.1687) loss_bbox: 0.1739 (0.1674) loss_bbox_aux_0: 0.1874 (0.1827) loss_bbox_aux_1: 0.1749 (0.1722) loss_bbox_aux_2: 0.1702 (0.1704) loss_bbox_aux_3: 0.1703 (0.1675) loss_bbox_aux_4: 0.1697 (0.1668) loss_bbox_aux_5: 0.2308 (0.2261) loss_bbox_dn_0: 0.2915 (0.3083) loss_bbox_dn_1: 0.2226 (0.2371) loss_bbox_dn_2: 0.1976 (0.2154) loss_bbox_dn_3: 0.1932 (0.2077) loss_bbox_dn_4: 0.1926 (0.2061) loss_bbox_dn_5: 0.1926 (0.2061) loss_giou: 0.5376 (0.5037) loss_giou_aux_0: 0.5713 (0.5305) loss_giou_aux_1: 0.5528 (0.5130) loss_giou_aux_2: 0.5382 (0.5088) loss_giou_aux_3: 0.5398 (0.5048) loss_giou_aux_4: 0.5383 (0.5036) loss_giou_aux_5: 0.6367 (0.6015) loss_giou_dn_0: 0.6485 (0.6311) loss_giou_dn_1: 0.5509 (0.5269) loss_giou_dn_2: 0.5264 (0.4996) loss_giou_dn_3: 0.5138 (0.4911) loss_giou_dn_4: 0.5092 (0.4890) loss_giou_dn_5: 0.5097 (0.4892) loss_vfl: 0.7100 (0.7123) loss_vfl_aux_0: 0.8136 (0.8410) loss_vfl_aux_1: 0.7730 (0.7851) loss_vfl_aux_2: 0.7402 (0.7395) loss_vfl_aux_3: 0.7222 (0.7232) loss_vfl_aux_4: 0.7097 (0.7157) loss_vfl_aux_5: 0.7950 (0.8146) loss_vfl_dn_0: 0.4672 (0.4700) loss_vfl_dn_1: 0.4075 (0.4080) loss_vfl_dn_2: 0.3906 (0.3907) loss_vfl_dn_3: 0.3805 (0.3827) loss_vfl_dn_4: 0.3783 (0.3802) loss_vfl_dn_5: 0.3775 (0.3791) time: 0.4749 data: 0.0155 max mem: 5654 Epoch: [18] [ 400/7393] eta: 0:58:20 lr: 0.000010 loss: 16.9565 (17.2596) loss_bbox: 0.1675 (0.1700) loss_bbox_aux_0: 0.1908 (0.1854) loss_bbox_aux_1: 0.1783 (0.1748) loss_bbox_aux_2: 0.1712 (0.1725) loss_bbox_aux_3: 0.1754 (0.1696) loss_bbox_aux_4: 0.1670 (0.1694) loss_bbox_aux_5: 0.2325 (0.2284) loss_bbox_dn_0: 0.3270 (0.3102) loss_bbox_dn_1: 0.2575 (0.2393) loss_bbox_dn_2: 0.2332 (0.2178) loss_bbox_dn_3: 0.2179 (0.2102) loss_bbox_dn_4: 0.2200 (0.2085) loss_bbox_dn_5: 0.2201 (0.2085) loss_giou: 0.4575 (0.5067) loss_giou_aux_0: 0.4781 (0.5339) loss_giou_aux_1: 0.4640 (0.5164) loss_giou_aux_2: 0.4643 (0.5111) loss_giou_aux_3: 0.4567 (0.5069) loss_giou_aux_4: 0.4607 (0.5065) loss_giou_aux_5: 0.5429 (0.6042) loss_giou_dn_0: 0.6081 (0.6317) loss_giou_dn_1: 0.4992 (0.5282) loss_giou_dn_2: 0.4557 (0.5010) loss_giou_dn_3: 0.4467 (0.4925) loss_giou_dn_4: 0.4453 (0.4905) loss_giou_dn_5: 0.4457 (0.4906) loss_vfl: 0.7102 (0.7157) loss_vfl_aux_0: 0.8455 (0.8440) loss_vfl_aux_1: 0.8199 (0.7896) loss_vfl_aux_2: 0.7517 (0.7451) loss_vfl_aux_3: 0.7451 (0.7286) loss_vfl_aux_4: 0.7116 (0.7193) loss_vfl_aux_5: 0.8050 (0.8176) loss_vfl_dn_0: 0.4749 (0.4702) loss_vfl_dn_1: 0.4081 (0.4087) loss_vfl_dn_2: 0.3924 (0.3915) loss_vfl_dn_3: 0.3881 (0.3835) loss_vfl_dn_4: 0.3839 (0.3811) loss_vfl_dn_5: 0.3848 (0.3800) time: 0.4749 data: 0.0158 max mem: 5654 Epoch: [18] [ 500/7393] eta: 0:56:44 lr: 0.000010 loss: 17.7796 (17.2732) loss_bbox: 0.1702 (0.1704) loss_bbox_aux_0: 0.1859 (0.1853) loss_bbox_aux_1: 0.1785 (0.1754) loss_bbox_aux_2: 0.1674 (0.1729) loss_bbox_aux_3: 0.1658 (0.1701) loss_bbox_aux_4: 0.1757 (0.1699) loss_bbox_aux_5: 0.2128 (0.2275) loss_bbox_dn_0: 0.2930 (0.3100) loss_bbox_dn_1: 0.2298 (0.2395) loss_bbox_dn_2: 0.2167 (0.2180) loss_bbox_dn_3: 0.2111 (0.2104) loss_bbox_dn_4: 0.2114 (0.2088) loss_bbox_dn_5: 0.2113 (0.2088) loss_giou: 0.4787 (0.5051) loss_giou_aux_0: 0.5044 (0.5322) loss_giou_aux_1: 0.4933 (0.5150) loss_giou_aux_2: 0.4857 (0.5095) loss_giou_aux_3: 0.4716 (0.5054) loss_giou_aux_4: 0.4778 (0.5050) loss_giou_aux_5: 0.5741 (0.6025) loss_giou_dn_0: 0.6396 (0.6316) loss_giou_dn_1: 0.5488 (0.5280) loss_giou_dn_2: 0.5136 (0.5005) loss_giou_dn_3: 0.5004 (0.4919) loss_giou_dn_4: 0.4966 (0.4899) loss_giou_dn_5: 0.4966 (0.4900) loss_vfl: 0.7310 (0.7179) loss_vfl_aux_0: 0.8511 (0.8486) loss_vfl_aux_1: 0.8014 (0.7933) loss_vfl_aux_2: 0.7621 (0.7485) loss_vfl_aux_3: 0.7360 (0.7316) loss_vfl_aux_4: 0.7309 (0.7220) loss_vfl_aux_5: 0.8394 (0.8200) loss_vfl_dn_0: 0.4741 (0.4706) loss_vfl_dn_1: 0.4134 (0.4091) loss_vfl_dn_2: 0.3974 (0.3919) loss_vfl_dn_3: 0.3884 (0.3841) loss_vfl_dn_4: 0.3862 (0.3816) loss_vfl_dn_5: 0.3871 (0.3806) time: 0.4630 data: 0.0152 max mem: 5654 Epoch: [18] [ 600/7393] eta: 0:55:38 lr: 0.000010 loss: 17.4757 (17.2788) loss_bbox: 0.1658 (0.1698) loss_bbox_aux_0: 0.1749 (0.1846) loss_bbox_aux_1: 0.1727 (0.1748) loss_bbox_aux_2: 0.1711 (0.1723) loss_bbox_aux_3: 0.1675 (0.1698) loss_bbox_aux_4: 0.1670 (0.1694) loss_bbox_aux_5: 0.2179 (0.2267) loss_bbox_dn_0: 0.2989 (0.3101) loss_bbox_dn_1: 0.2225 (0.2396) loss_bbox_dn_2: 0.1998 (0.2181) loss_bbox_dn_3: 0.1986 (0.2105) loss_bbox_dn_4: 0.1974 (0.2089) loss_bbox_dn_5: 0.1973 (0.2088) loss_giou: 0.4979 (0.5064) loss_giou_aux_0: 0.5237 (0.5335) loss_giou_aux_1: 0.5078 (0.5166) loss_giou_aux_2: 0.4999 (0.5107) loss_giou_aux_3: 0.4985 (0.5071) loss_giou_aux_4: 0.4928 (0.5063) loss_giou_aux_5: 0.5891 (0.6036) loss_giou_dn_0: 0.6382 (0.6338) loss_giou_dn_1: 0.5291 (0.5300) loss_giou_dn_2: 0.5097 (0.5024) loss_giou_dn_3: 0.5040 (0.4939) loss_giou_dn_4: 0.5022 (0.4919) loss_giou_dn_5: 0.5031 (0.4920) loss_vfl: 0.7146 (0.7162) loss_vfl_aux_0: 0.8479 (0.8470) loss_vfl_aux_1: 0.7632 (0.7909) loss_vfl_aux_2: 0.7419 (0.7469) loss_vfl_aux_3: 0.7278 (0.7287) loss_vfl_aux_4: 0.7100 (0.7200) loss_vfl_aux_5: 0.7966 (0.8180) loss_vfl_dn_0: 0.4644 (0.4704) loss_vfl_dn_1: 0.4055 (0.4093) loss_vfl_dn_2: 0.3942 (0.3922) loss_vfl_dn_3: 0.3870 (0.3845) loss_vfl_dn_4: 0.3842 (0.3820) loss_vfl_dn_5: 0.3845 (0.3810) time: 0.4940 data: 0.0147 max mem: 5654 Epoch: [18] [ 700/7393] eta: 0:54:24 lr: 0.000010 loss: 17.3991 (17.2921) loss_bbox: 0.1789 (0.1704) loss_bbox_aux_0: 0.1874 (0.1849) loss_bbox_aux_1: 0.1637 (0.1752) loss_bbox_aux_2: 0.1740 (0.1729) loss_bbox_aux_3: 0.1826 (0.1706) loss_bbox_aux_4: 0.1861 (0.1701) loss_bbox_aux_5: 0.2253 (0.2272) loss_bbox_dn_0: 0.3111 (0.3098) loss_bbox_dn_1: 0.2416 (0.2396) loss_bbox_dn_2: 0.2216 (0.2181) loss_bbox_dn_3: 0.2112 (0.2105) loss_bbox_dn_4: 0.2137 (0.2089) loss_bbox_dn_5: 0.2134 (0.2089) loss_giou: 0.5057 (0.5082) loss_giou_aux_0: 0.5281 (0.5352) loss_giou_aux_1: 0.5068 (0.5182) loss_giou_aux_2: 0.5043 (0.5124) loss_giou_aux_3: 0.5096 (0.5091) loss_giou_aux_4: 0.5007 (0.5083) loss_giou_aux_5: 0.5816 (0.6054) loss_giou_dn_0: 0.6386 (0.6352) loss_giou_dn_1: 0.5313 (0.5315) loss_giou_dn_2: 0.4999 (0.5038) loss_giou_dn_3: 0.4930 (0.4953) loss_giou_dn_4: 0.4922 (0.4932) loss_giou_dn_5: 0.4922 (0.4934) loss_vfl: 0.7251 (0.7149) loss_vfl_aux_0: 0.8501 (0.8454) loss_vfl_aux_1: 0.8241 (0.7897) loss_vfl_aux_2: 0.7672 (0.7454) loss_vfl_aux_3: 0.7496 (0.7267) loss_vfl_aux_4: 0.7228 (0.7185) loss_vfl_aux_5: 0.8071 (0.8160) loss_vfl_dn_0: 0.4701 (0.4700) loss_vfl_dn_1: 0.4117 (0.4093) loss_vfl_dn_2: 0.3890 (0.3922) loss_vfl_dn_3: 0.3792 (0.3845) loss_vfl_dn_4: 0.3719 (0.3820) loss_vfl_dn_5: 0.3746 (0.3811) time: 0.4717 data: 0.0152 max mem: 5654 Epoch: [18] [ 800/7393] eta: 0:53:24 lr: 0.000010 loss: 16.8788 (17.2829) loss_bbox: 0.1619 (0.1699) loss_bbox_aux_0: 0.1691 (0.1842) loss_bbox_aux_1: 0.1646 (0.1747) loss_bbox_aux_2: 0.1648 (0.1724) loss_bbox_aux_3: 0.1659 (0.1703) loss_bbox_aux_4: 0.1571 (0.1694) loss_bbox_aux_5: 0.2241 (0.2268) loss_bbox_dn_0: 0.3130 (0.3086) loss_bbox_dn_1: 0.2202 (0.2386) loss_bbox_dn_2: 0.2011 (0.2172) loss_bbox_dn_3: 0.1911 (0.2096) loss_bbox_dn_4: 0.1911 (0.2080) loss_bbox_dn_5: 0.1910 (0.2079) loss_giou: 0.4314 (0.5086) loss_giou_aux_0: 0.4617 (0.5355) loss_giou_aux_1: 0.4440 (0.5187) loss_giou_aux_2: 0.4370 (0.5128) loss_giou_aux_3: 0.4274 (0.5094) loss_giou_aux_4: 0.4315 (0.5085) loss_giou_aux_5: 0.5485 (0.6064) loss_giou_dn_0: 0.5854 (0.6353) loss_giou_dn_1: 0.4686 (0.5316) loss_giou_dn_2: 0.4416 (0.5040) loss_giou_dn_3: 0.4347 (0.4955) loss_giou_dn_4: 0.4335 (0.4934) loss_giou_dn_5: 0.4342 (0.4936) loss_vfl: 0.6975 (0.7150) loss_vfl_aux_0: 0.8456 (0.8440) loss_vfl_aux_1: 0.7691 (0.7894) loss_vfl_aux_2: 0.7242 (0.7456) loss_vfl_aux_3: 0.7271 (0.7265) loss_vfl_aux_4: 0.7232 (0.7187) loss_vfl_aux_5: 0.8250 (0.8148) loss_vfl_dn_0: 0.4678 (0.4698) loss_vfl_dn_1: 0.4019 (0.4092) loss_vfl_dn_2: 0.3766 (0.3922) loss_vfl_dn_3: 0.3688 (0.3844) loss_vfl_dn_4: 0.3664 (0.3818) loss_vfl_dn_5: 0.3671 (0.3808) time: 0.4734 data: 0.0151 max mem: 5654 Epoch: [18] [ 900/7393] eta: 0:52:23 lr: 0.000010 loss: 17.8337 (17.3019) loss_bbox: 0.1619 (0.1704) loss_bbox_aux_0: 0.1759 (0.1849) loss_bbox_aux_1: 0.1626 (0.1756) loss_bbox_aux_2: 0.1611 (0.1732) loss_bbox_aux_3: 0.1616 (0.1710) loss_bbox_aux_4: 0.1619 (0.1700) loss_bbox_aux_5: 0.2386 (0.2278) loss_bbox_dn_0: 0.3085 (0.3090) loss_bbox_dn_1: 0.2413 (0.2392) loss_bbox_dn_2: 0.2170 (0.2177) loss_bbox_dn_3: 0.2097 (0.2101) loss_bbox_dn_4: 0.2063 (0.2085) loss_bbox_dn_5: 0.2060 (0.2085) loss_giou: 0.4876 (0.5095) loss_giou_aux_0: 0.5386 (0.5362) loss_giou_aux_1: 0.4986 (0.5196) loss_giou_aux_2: 0.4905 (0.5139) loss_giou_aux_3: 0.4892 (0.5105) loss_giou_aux_4: 0.4883 (0.5095) loss_giou_aux_5: 0.6239 (0.6075) loss_giou_dn_0: 0.6478 (0.6357) loss_giou_dn_1: 0.5475 (0.5321) loss_giou_dn_2: 0.5252 (0.5045) loss_giou_dn_3: 0.5162 (0.4960) loss_giou_dn_4: 0.5132 (0.4940) loss_giou_dn_5: 0.5132 (0.4941) loss_vfl: 0.6806 (0.7151) loss_vfl_aux_0: 0.8273 (0.8437) loss_vfl_aux_1: 0.7725 (0.7890) loss_vfl_aux_2: 0.7253 (0.7454) loss_vfl_aux_3: 0.6983 (0.7263) loss_vfl_aux_4: 0.6980 (0.7187) loss_vfl_aux_5: 0.7698 (0.8143) loss_vfl_dn_0: 0.4693 (0.4700) loss_vfl_dn_1: 0.4163 (0.4096) loss_vfl_dn_2: 0.4002 (0.3925) loss_vfl_dn_3: 0.3965 (0.3849) loss_vfl_dn_4: 0.3919 (0.3822) loss_vfl_dn_5: 0.3901 (0.3813) time: 0.4642 data: 0.0146 max mem: 5654 Epoch: [18] [1000/7393] eta: 0:51:19 lr: 0.000010 loss: 17.6328 (17.3131) loss_bbox: 0.1824 (0.1714) loss_bbox_aux_0: 0.1904 (0.1856) loss_bbox_aux_1: 0.1922 (0.1767) loss_bbox_aux_2: 0.1864 (0.1743) loss_bbox_aux_3: 0.1880 (0.1720) loss_bbox_aux_4: 0.1802 (0.1710) loss_bbox_aux_5: 0.2354 (0.2290) loss_bbox_dn_0: 0.3184 (0.3114) loss_bbox_dn_1: 0.2851 (0.2412) loss_bbox_dn_2: 0.2612 (0.2195) loss_bbox_dn_3: 0.2475 (0.2119) loss_bbox_dn_4: 0.2431 (0.2103) loss_bbox_dn_5: 0.2431 (0.2102) loss_giou: 0.5152 (0.5077) loss_giou_aux_0: 0.5559 (0.5343) loss_giou_aux_1: 0.5346 (0.5177) loss_giou_aux_2: 0.5333 (0.5122) loss_giou_aux_3: 0.5235 (0.5088) loss_giou_aux_4: 0.5223 (0.5077) loss_giou_aux_5: 0.6157 (0.6058) loss_giou_dn_0: 0.6433 (0.6352) loss_giou_dn_1: 0.5293 (0.5316) loss_giou_dn_2: 0.5049 (0.5039) loss_giou_dn_3: 0.4979 (0.4954) loss_giou_dn_4: 0.4984 (0.4934) loss_giou_dn_5: 0.4987 (0.4935) loss_vfl: 0.7224 (0.7157) loss_vfl_aux_0: 0.8372 (0.8455) loss_vfl_aux_1: 0.7903 (0.7905) loss_vfl_aux_2: 0.7468 (0.7461) loss_vfl_aux_3: 0.7353 (0.7270) loss_vfl_aux_4: 0.7313 (0.7193) loss_vfl_aux_5: 0.8193 (0.8158) loss_vfl_dn_0: 0.4692 (0.4701) loss_vfl_dn_1: 0.4051 (0.4098) loss_vfl_dn_2: 0.3927 (0.3928) loss_vfl_dn_3: 0.3874 (0.3850) loss_vfl_dn_4: 0.3847 (0.3823) loss_vfl_dn_5: 0.3835 (0.3814) time: 0.4515 data: 0.0147 max mem: 5654 Epoch: [18] [1100/7393] eta: 0:50:26 lr: 0.000010 loss: 17.2708 (17.2808) loss_bbox: 0.1627 (0.1713) loss_bbox_aux_0: 0.1754 (0.1854) loss_bbox_aux_1: 0.1608 (0.1763) loss_bbox_aux_2: 0.1543 (0.1739) loss_bbox_aux_3: 0.1613 (0.1717) loss_bbox_aux_4: 0.1643 (0.1708) loss_bbox_aux_5: 0.2208 (0.2287) loss_bbox_dn_0: 0.2827 (0.3105) loss_bbox_dn_1: 0.2086 (0.2403) loss_bbox_dn_2: 0.1999 (0.2187) loss_bbox_dn_3: 0.1935 (0.2112) loss_bbox_dn_4: 0.1927 (0.2095) loss_bbox_dn_5: 0.1928 (0.2095) loss_giou: 0.5101 (0.5067) loss_giou_aux_0: 0.5325 (0.5331) loss_giou_aux_1: 0.5120 (0.5164) loss_giou_aux_2: 0.5119 (0.5111) loss_giou_aux_3: 0.5107 (0.5077) loss_giou_aux_4: 0.5040 (0.5068) loss_giou_aux_5: 0.6016 (0.6046) loss_giou_dn_0: 0.6249 (0.6339) loss_giou_dn_1: 0.5326 (0.5303) loss_giou_dn_2: 0.5075 (0.5026) loss_giou_dn_3: 0.4972 (0.4942) loss_giou_dn_4: 0.4952 (0.4922) loss_giou_dn_5: 0.4963 (0.4924) loss_vfl: 0.7039 (0.7144) loss_vfl_aux_0: 0.8179 (0.8438) loss_vfl_aux_1: 0.7614 (0.7891) loss_vfl_aux_2: 0.7144 (0.7449) loss_vfl_aux_3: 0.7028 (0.7259) loss_vfl_aux_4: 0.7027 (0.7180) loss_vfl_aux_5: 0.7824 (0.8146) loss_vfl_dn_0: 0.4688 (0.4701) loss_vfl_dn_1: 0.4071 (0.4097) loss_vfl_dn_2: 0.3914 (0.3926) loss_vfl_dn_3: 0.3833 (0.3848) loss_vfl_dn_4: 0.3797 (0.3821) loss_vfl_dn_5: 0.3795 (0.3812) time: 0.4620 data: 0.0151 max mem: 5654 Epoch: [18] [1200/7393] eta: 0:49:35 lr: 0.000010 loss: 17.8026 (17.2955) loss_bbox: 0.1733 (0.1713) loss_bbox_aux_0: 0.1802 (0.1854) loss_bbox_aux_1: 0.1646 (0.1762) loss_bbox_aux_2: 0.1694 (0.1738) loss_bbox_aux_3: 0.1646 (0.1717) loss_bbox_aux_4: 0.1713 (0.1707) loss_bbox_aux_5: 0.2295 (0.2284) loss_bbox_dn_0: 0.2958 (0.3099) loss_bbox_dn_1: 0.2274 (0.2398) loss_bbox_dn_2: 0.1988 (0.2182) loss_bbox_dn_3: 0.1902 (0.2107) loss_bbox_dn_4: 0.1911 (0.2091) loss_bbox_dn_5: 0.1914 (0.2091) loss_giou: 0.5437 (0.5081) loss_giou_aux_0: 0.5684 (0.5344) loss_giou_aux_1: 0.5523 (0.5176) loss_giou_aux_2: 0.5467 (0.5123) loss_giou_aux_3: 0.5385 (0.5090) loss_giou_aux_4: 0.5404 (0.5080) loss_giou_aux_5: 0.6310 (0.6060) loss_giou_dn_0: 0.6535 (0.6351) loss_giou_dn_1: 0.5692 (0.5316) loss_giou_dn_2: 0.5417 (0.5040) loss_giou_dn_3: 0.5305 (0.4955) loss_giou_dn_4: 0.5299 (0.4935) loss_giou_dn_5: 0.5299 (0.4937) loss_vfl: 0.7114 (0.7141) loss_vfl_aux_0: 0.8144 (0.8437) loss_vfl_aux_1: 0.7687 (0.7889) loss_vfl_aux_2: 0.7437 (0.7450) loss_vfl_aux_3: 0.7289 (0.7259) loss_vfl_aux_4: 0.7160 (0.7180) loss_vfl_aux_5: 0.7934 (0.8146) loss_vfl_dn_0: 0.4686 (0.4701) loss_vfl_dn_1: 0.4104 (0.4099) loss_vfl_dn_2: 0.3981 (0.3929) loss_vfl_dn_3: 0.3899 (0.3852) loss_vfl_dn_4: 0.3901 (0.3825) loss_vfl_dn_5: 0.3864 (0.3816) time: 0.4722 data: 0.0140 max mem: 5654 Epoch: [18] [1300/7393] eta: 0:48:41 lr: 0.000010 loss: 17.3311 (17.3103) loss_bbox: 0.1386 (0.1712) loss_bbox_aux_0: 0.1611 (0.1854) loss_bbox_aux_1: 0.1429 (0.1762) loss_bbox_aux_2: 0.1427 (0.1737) loss_bbox_aux_3: 0.1403 (0.1716) loss_bbox_aux_4: 0.1426 (0.1707) loss_bbox_aux_5: 0.1971 (0.2280) loss_bbox_dn_0: 0.2532 (0.3093) loss_bbox_dn_1: 0.1886 (0.2392) loss_bbox_dn_2: 0.1679 (0.2178) loss_bbox_dn_3: 0.1658 (0.2103) loss_bbox_dn_4: 0.1663 (0.2087) loss_bbox_dn_5: 0.1663 (0.2087) loss_giou: 0.5159 (0.5096) loss_giou_aux_0: 0.5427 (0.5358) loss_giou_aux_1: 0.5192 (0.5191) loss_giou_aux_2: 0.5347 (0.5135) loss_giou_aux_3: 0.5197 (0.5104) loss_giou_aux_4: 0.5187 (0.5094) loss_giou_aux_5: 0.6133 (0.6072) loss_giou_dn_0: 0.6366 (0.6359) loss_giou_dn_1: 0.5291 (0.5322) loss_giou_dn_2: 0.5130 (0.5047) loss_giou_dn_3: 0.5052 (0.4963) loss_giou_dn_4: 0.5033 (0.4943) loss_giou_dn_5: 0.5032 (0.4944) loss_vfl: 0.7010 (0.7149) loss_vfl_aux_0: 0.7937 (0.8433) loss_vfl_aux_1: 0.7644 (0.7889) loss_vfl_aux_2: 0.7109 (0.7459) loss_vfl_aux_3: 0.7158 (0.7268) loss_vfl_aux_4: 0.7007 (0.7188) loss_vfl_aux_5: 0.7728 (0.8145) loss_vfl_dn_0: 0.4634 (0.4702) loss_vfl_dn_1: 0.4095 (0.4102) loss_vfl_dn_2: 0.3952 (0.3932) loss_vfl_dn_3: 0.3901 (0.3855) loss_vfl_dn_4: 0.3845 (0.3827) loss_vfl_dn_5: 0.3824 (0.3818) time: 0.4592 data: 0.0144 max mem: 5654 Epoch: [18] [1400/7393] eta: 0:47:50 lr: 0.000010 loss: 17.7163 (17.3178) loss_bbox: 0.1790 (0.1710) loss_bbox_aux_0: 0.1843 (0.1852) loss_bbox_aux_1: 0.1792 (0.1763) loss_bbox_aux_2: 0.1662 (0.1736) loss_bbox_aux_3: 0.1694 (0.1715) loss_bbox_aux_4: 0.1803 (0.1706) loss_bbox_aux_5: 0.2430 (0.2280) loss_bbox_dn_0: 0.3142 (0.3095) loss_bbox_dn_1: 0.2424 (0.2396) loss_bbox_dn_2: 0.2177 (0.2180) loss_bbox_dn_3: 0.2129 (0.2106) loss_bbox_dn_4: 0.2149 (0.2091) loss_bbox_dn_5: 0.2152 (0.2090) loss_giou: 0.4859 (0.5091) loss_giou_aux_0: 0.5179 (0.5354) loss_giou_aux_1: 0.5002 (0.5189) loss_giou_aux_2: 0.4789 (0.5133) loss_giou_aux_3: 0.4813 (0.5100) loss_giou_aux_4: 0.4894 (0.5090) loss_giou_aux_5: 0.6003 (0.6069) loss_giou_dn_0: 0.6458 (0.6360) loss_giou_dn_1: 0.5534 (0.5324) loss_giou_dn_2: 0.5233 (0.5048) loss_giou_dn_3: 0.5159 (0.4964) loss_giou_dn_4: 0.5150 (0.4944) loss_giou_dn_5: 0.5149 (0.4946) loss_vfl: 0.7609 (0.7160) loss_vfl_aux_0: 0.8541 (0.8446) loss_vfl_aux_1: 0.8053 (0.7896) loss_vfl_aux_2: 0.7846 (0.7469) loss_vfl_aux_3: 0.7571 (0.7279) loss_vfl_aux_4: 0.7517 (0.7199) loss_vfl_aux_5: 0.8532 (0.8154) loss_vfl_dn_0: 0.4684 (0.4704) loss_vfl_dn_1: 0.4172 (0.4103) loss_vfl_dn_2: 0.4053 (0.3933) loss_vfl_dn_3: 0.3960 (0.3856) loss_vfl_dn_4: 0.3952 (0.3829) loss_vfl_dn_5: 0.3940 (0.3820) time: 0.4702 data: 0.0144 max mem: 5654 Epoch: [18] [1500/7393] eta: 0:46:58 lr: 0.000010 loss: 17.1368 (17.3066) loss_bbox: 0.1563 (0.1706) loss_bbox_aux_0: 0.1758 (0.1847) loss_bbox_aux_1: 0.1609 (0.1759) loss_bbox_aux_2: 0.1580 (0.1733) loss_bbox_aux_3: 0.1633 (0.1711) loss_bbox_aux_4: 0.1612 (0.1703) loss_bbox_aux_5: 0.2176 (0.2275) loss_bbox_dn_0: 0.2800 (0.3086) loss_bbox_dn_1: 0.2095 (0.2387) loss_bbox_dn_2: 0.2006 (0.2173) loss_bbox_dn_3: 0.1936 (0.2100) loss_bbox_dn_4: 0.1935 (0.2084) loss_bbox_dn_5: 0.1933 (0.2084) loss_giou: 0.4944 (0.5094) loss_giou_aux_0: 0.5197 (0.5355) loss_giou_aux_1: 0.5129 (0.5192) loss_giou_aux_2: 0.5006 (0.5137) loss_giou_aux_3: 0.5000 (0.5104) loss_giou_aux_4: 0.4946 (0.5093) loss_giou_aux_5: 0.6024 (0.6071) loss_giou_dn_0: 0.6259 (0.6360) loss_giou_dn_1: 0.5185 (0.5323) loss_giou_dn_2: 0.4880 (0.5047) loss_giou_dn_3: 0.4812 (0.4964) loss_giou_dn_4: 0.4807 (0.4944) loss_giou_dn_5: 0.4809 (0.4945) loss_vfl: 0.6974 (0.7155) loss_vfl_aux_0: 0.8373 (0.8439) loss_vfl_aux_1: 0.7680 (0.7886) loss_vfl_aux_2: 0.7134 (0.7458) loss_vfl_aux_3: 0.7205 (0.7271) loss_vfl_aux_4: 0.7005 (0.7193) loss_vfl_aux_5: 0.8182 (0.8148) loss_vfl_dn_0: 0.4671 (0.4703) loss_vfl_dn_1: 0.4041 (0.4101) loss_vfl_dn_2: 0.3885 (0.3932) loss_vfl_dn_3: 0.3785 (0.3855) loss_vfl_dn_4: 0.3780 (0.3828) loss_vfl_dn_5: 0.3757 (0.3819) time: 0.4681 data: 0.0138 max mem: 5654 Epoch: [18] [1600/7393] eta: 0:46:06 lr: 0.000010 loss: 17.3813 (17.3101) loss_bbox: 0.1605 (0.1706) loss_bbox_aux_0: 0.1751 (0.1849) loss_bbox_aux_1: 0.1681 (0.1761) loss_bbox_aux_2: 0.1630 (0.1732) loss_bbox_aux_3: 0.1615 (0.1711) loss_bbox_aux_4: 0.1579 (0.1703) loss_bbox_aux_5: 0.2018 (0.2278) loss_bbox_dn_0: 0.2848 (0.3092) loss_bbox_dn_1: 0.2073 (0.2394) loss_bbox_dn_2: 0.1816 (0.2179) loss_bbox_dn_3: 0.1772 (0.2105) loss_bbox_dn_4: 0.1759 (0.2090) loss_bbox_dn_5: 0.1758 (0.2089) loss_giou: 0.5242 (0.5090) loss_giou_aux_0: 0.5354 (0.5352) loss_giou_aux_1: 0.5232 (0.5189) loss_giou_aux_2: 0.5298 (0.5132) loss_giou_aux_3: 0.5278 (0.5101) loss_giou_aux_4: 0.5229 (0.5089) loss_giou_aux_5: 0.6219 (0.6068) loss_giou_dn_0: 0.6259 (0.6358) loss_giou_dn_1: 0.5205 (0.5322) loss_giou_dn_2: 0.4898 (0.5046) loss_giou_dn_3: 0.4857 (0.4963) loss_giou_dn_4: 0.4834 (0.4943) loss_giou_dn_5: 0.4836 (0.4944) loss_vfl: 0.7194 (0.7163) loss_vfl_aux_0: 0.7975 (0.8439) loss_vfl_aux_1: 0.7527 (0.7887) loss_vfl_aux_2: 0.7566 (0.7467) loss_vfl_aux_3: 0.7227 (0.7276) loss_vfl_aux_4: 0.7240 (0.7199) loss_vfl_aux_5: 0.7999 (0.8146) loss_vfl_dn_0: 0.4646 (0.4704) loss_vfl_dn_1: 0.4076 (0.4101) loss_vfl_dn_2: 0.3935 (0.3932) loss_vfl_dn_3: 0.3819 (0.3855) loss_vfl_dn_4: 0.3777 (0.3828) loss_vfl_dn_5: 0.3754 (0.3820) time: 0.4567 data: 0.0142 max mem: 5654 Epoch: [18] [1700/7393] eta: 0:45:15 lr: 0.000010 loss: 16.6862 (17.3067) loss_bbox: 0.1467 (0.1704) loss_bbox_aux_0: 0.1622 (0.1850) loss_bbox_aux_1: 0.1526 (0.1761) loss_bbox_aux_2: 0.1489 (0.1731) loss_bbox_aux_3: 0.1491 (0.1710) loss_bbox_aux_4: 0.1462 (0.1701) loss_bbox_aux_5: 0.2072 (0.2278) loss_bbox_dn_0: 0.2909 (0.3092) loss_bbox_dn_1: 0.2173 (0.2393) loss_bbox_dn_2: 0.1998 (0.2178) loss_bbox_dn_3: 0.1872 (0.2104) loss_bbox_dn_4: 0.1842 (0.2089) loss_bbox_dn_5: 0.1844 (0.2088) loss_giou: 0.4596 (0.5089) loss_giou_aux_0: 0.4832 (0.5352) loss_giou_aux_1: 0.4665 (0.5190) loss_giou_aux_2: 0.4617 (0.5132) loss_giou_aux_3: 0.4598 (0.5100) loss_giou_aux_4: 0.4547 (0.5089) loss_giou_aux_5: 0.5478 (0.6069) loss_giou_dn_0: 0.6081 (0.6354) loss_giou_dn_1: 0.5084 (0.5317) loss_giou_dn_2: 0.4801 (0.5041) loss_giou_dn_3: 0.4671 (0.4957) loss_giou_dn_4: 0.4632 (0.4937) loss_giou_dn_5: 0.4632 (0.4939) loss_vfl: 0.7127 (0.7163) loss_vfl_aux_0: 0.8392 (0.8438) loss_vfl_aux_1: 0.7866 (0.7887) loss_vfl_aux_2: 0.7575 (0.7464) loss_vfl_aux_3: 0.7276 (0.7276) loss_vfl_aux_4: 0.7218 (0.7198) loss_vfl_aux_5: 0.8152 (0.8151) loss_vfl_dn_0: 0.4659 (0.4705) loss_vfl_dn_1: 0.4101 (0.4102) loss_vfl_dn_2: 0.3931 (0.3933) loss_vfl_dn_3: 0.3877 (0.3856) loss_vfl_dn_4: 0.3830 (0.3829) loss_vfl_dn_5: 0.3811 (0.3820) time: 0.4674 data: 0.0150 max mem: 5654 Epoch: [18] [1800/7393] eta: 0:44:25 lr: 0.000010 loss: 17.8982 (17.3073) loss_bbox: 0.1684 (0.1705) loss_bbox_aux_0: 0.1823 (0.1849) loss_bbox_aux_1: 0.1853 (0.1761) loss_bbox_aux_2: 0.1784 (0.1732) loss_bbox_aux_3: 0.1675 (0.1711) loss_bbox_aux_4: 0.1695 (0.1703) loss_bbox_aux_5: 0.2235 (0.2278) loss_bbox_dn_0: 0.2926 (0.3093) loss_bbox_dn_1: 0.2329 (0.2394) loss_bbox_dn_2: 0.2080 (0.2180) loss_bbox_dn_3: 0.2033 (0.2106) loss_bbox_dn_4: 0.2030 (0.2090) loss_bbox_dn_5: 0.2030 (0.2090) loss_giou: 0.5124 (0.5088) loss_giou_aux_0: 0.5324 (0.5349) loss_giou_aux_1: 0.5210 (0.5187) loss_giou_aux_2: 0.5192 (0.5131) loss_giou_aux_3: 0.5143 (0.5098) loss_giou_aux_4: 0.5123 (0.5087) loss_giou_aux_5: 0.5999 (0.6066) loss_giou_dn_0: 0.6843 (0.6354) loss_giou_dn_1: 0.5674 (0.5316) loss_giou_dn_2: 0.5324 (0.5040) loss_giou_dn_3: 0.5223 (0.4957) loss_giou_dn_4: 0.5183 (0.4936) loss_giou_dn_5: 0.5188 (0.4938) loss_vfl: 0.6815 (0.7165) loss_vfl_aux_0: 0.7921 (0.8439) loss_vfl_aux_1: 0.7546 (0.7891) loss_vfl_aux_2: 0.6991 (0.7465) loss_vfl_aux_3: 0.6845 (0.7279) loss_vfl_aux_4: 0.6834 (0.7200) loss_vfl_aux_5: 0.7807 (0.8154) loss_vfl_dn_0: 0.4664 (0.4705) loss_vfl_dn_1: 0.4072 (0.4101) loss_vfl_dn_2: 0.3962 (0.3932) loss_vfl_dn_3: 0.3881 (0.3856) loss_vfl_dn_4: 0.3862 (0.3828) loss_vfl_dn_5: 0.3838 (0.3820) time: 0.4692 data: 0.0144 max mem: 5654 Epoch: [18] [1900/7393] eta: 0:43:35 lr: 0.000010 loss: 17.1290 (17.3014) loss_bbox: 0.1925 (0.1708) loss_bbox_aux_0: 0.2045 (0.1853) loss_bbox_aux_1: 0.1980 (0.1764) loss_bbox_aux_2: 0.1958 (0.1735) loss_bbox_aux_3: 0.1915 (0.1713) loss_bbox_aux_4: 0.1871 (0.1705) loss_bbox_aux_5: 0.2347 (0.2281) loss_bbox_dn_0: 0.3526 (0.3100) loss_bbox_dn_1: 0.2908 (0.2400) loss_bbox_dn_2: 0.2525 (0.2185) loss_bbox_dn_3: 0.2411 (0.2110) loss_bbox_dn_4: 0.2389 (0.2095) loss_bbox_dn_5: 0.2385 (0.2094) loss_giou: 0.4795 (0.5079) loss_giou_aux_0: 0.4800 (0.5339) loss_giou_aux_1: 0.4739 (0.5178) loss_giou_aux_2: 0.4714 (0.5122) loss_giou_aux_3: 0.4779 (0.5089) loss_giou_aux_4: 0.4794 (0.5079) loss_giou_aux_5: 0.5705 (0.6057) loss_giou_dn_0: 0.6011 (0.6350) loss_giou_dn_1: 0.5150 (0.5312) loss_giou_dn_2: 0.4847 (0.5036) loss_giou_dn_3: 0.4762 (0.4952) loss_giou_dn_4: 0.4755 (0.4932) loss_giou_dn_5: 0.4756 (0.4934) loss_vfl: 0.6977 (0.7162) loss_vfl_aux_0: 0.8216 (0.8439) loss_vfl_aux_1: 0.7707 (0.7887) loss_vfl_aux_2: 0.7427 (0.7461) loss_vfl_aux_3: 0.6963 (0.7275) loss_vfl_aux_4: 0.7001 (0.7196) loss_vfl_aux_5: 0.8102 (0.8155) loss_vfl_dn_0: 0.4712 (0.4704) loss_vfl_dn_1: 0.4068 (0.4101) loss_vfl_dn_2: 0.3915 (0.3932) loss_vfl_dn_3: 0.3849 (0.3855) loss_vfl_dn_4: 0.3792 (0.3827) loss_vfl_dn_5: 0.3799 (0.3819) time: 0.4797 data: 0.0144 max mem: 5654 Epoch: [18] [2000/7393] eta: 0:43:03 lr: 0.000010 loss: 17.7290 (17.3067) loss_bbox: 0.1633 (0.1710) loss_bbox_aux_0: 0.1816 (0.1853) loss_bbox_aux_1: 0.1772 (0.1765) loss_bbox_aux_2: 0.1705 (0.1736) loss_bbox_aux_3: 0.1688 (0.1715) loss_bbox_aux_4: 0.1640 (0.1707) loss_bbox_aux_5: 0.2246 (0.2281) loss_bbox_dn_0: 0.2976 (0.3099) loss_bbox_dn_1: 0.2420 (0.2401) loss_bbox_dn_2: 0.2140 (0.2185) loss_bbox_dn_3: 0.2052 (0.2110) loss_bbox_dn_4: 0.2042 (0.2095) loss_bbox_dn_5: 0.2042 (0.2095) loss_giou: 0.5208 (0.5082) loss_giou_aux_0: 0.5472 (0.5341) loss_giou_aux_1: 0.5336 (0.5181) loss_giou_aux_2: 0.5128 (0.5125) loss_giou_aux_3: 0.5063 (0.5092) loss_giou_aux_4: 0.5129 (0.5082) loss_giou_aux_5: 0.6353 (0.6060) loss_giou_dn_0: 0.6521 (0.6353) loss_giou_dn_1: 0.5411 (0.5315) loss_giou_dn_2: 0.5101 (0.5039) loss_giou_dn_3: 0.5011 (0.4955) loss_giou_dn_4: 0.4996 (0.4934) loss_giou_dn_5: 0.5002 (0.4936) loss_vfl: 0.7198 (0.7162) loss_vfl_aux_0: 0.8481 (0.8443) loss_vfl_aux_1: 0.7819 (0.7887) loss_vfl_aux_2: 0.7463 (0.7461) loss_vfl_aux_3: 0.7241 (0.7275) loss_vfl_aux_4: 0.7184 (0.7195) loss_vfl_aux_5: 0.8128 (0.8154) loss_vfl_dn_0: 0.4696 (0.4704) loss_vfl_dn_1: 0.4141 (0.4102) loss_vfl_dn_2: 0.3996 (0.3933) loss_vfl_dn_3: 0.3923 (0.3856) loss_vfl_dn_4: 0.3875 (0.3828) loss_vfl_dn_5: 0.3874 (0.3820) time: 0.4690 data: 0.0137 max mem: 5654 Epoch: [18] [2100/7393] eta: 0:42:13 lr: 0.000010 loss: 17.1631 (17.3065) loss_bbox: 0.1546 (0.1703) loss_bbox_aux_0: 0.1513 (0.1846) loss_bbox_aux_1: 0.1539 (0.1757) loss_bbox_aux_2: 0.1483 (0.1729) loss_bbox_aux_3: 0.1477 (0.1709) loss_bbox_aux_4: 0.1530 (0.1700) loss_bbox_aux_5: 0.1977 (0.2275) loss_bbox_dn_0: 0.2518 (0.3089) loss_bbox_dn_1: 0.1954 (0.2392) loss_bbox_dn_2: 0.1816 (0.2176) loss_bbox_dn_3: 0.1694 (0.2102) loss_bbox_dn_4: 0.1674 (0.2086) loss_bbox_dn_5: 0.1673 (0.2086) loss_giou: 0.5227 (0.5090) loss_giou_aux_0: 0.5608 (0.5350) loss_giou_aux_1: 0.5385 (0.5188) loss_giou_aux_2: 0.5231 (0.5133) loss_giou_aux_3: 0.5171 (0.5100) loss_giou_aux_4: 0.5230 (0.5090) loss_giou_aux_5: 0.6275 (0.6069) loss_giou_dn_0: 0.6448 (0.6356) loss_giou_dn_1: 0.5392 (0.5320) loss_giou_dn_2: 0.5055 (0.5043) loss_giou_dn_3: 0.4976 (0.4959) loss_giou_dn_4: 0.4947 (0.4939) loss_giou_dn_5: 0.4943 (0.4941) loss_vfl: 0.6971 (0.7165) loss_vfl_aux_0: 0.8217 (0.8446) loss_vfl_aux_1: 0.7631 (0.7890) loss_vfl_aux_2: 0.7013 (0.7463) loss_vfl_aux_3: 0.6984 (0.7278) loss_vfl_aux_4: 0.6930 (0.7199) loss_vfl_aux_5: 0.7959 (0.8148) loss_vfl_dn_0: 0.4681 (0.4705) loss_vfl_dn_1: 0.4056 (0.4103) loss_vfl_dn_2: 0.3915 (0.3935) loss_vfl_dn_3: 0.3810 (0.3857) loss_vfl_dn_4: 0.3798 (0.3830) loss_vfl_dn_5: 0.3801 (0.3821) time: 0.4600 data: 0.0143 max mem: 5654 Epoch: [18] [2200/7393] eta: 0:41:23 lr: 0.000010 loss: 17.3213 (17.3095) loss_bbox: 0.1717 (0.1706) loss_bbox_aux_0: 0.1842 (0.1848) loss_bbox_aux_1: 0.1732 (0.1759) loss_bbox_aux_2: 0.1777 (0.1732) loss_bbox_aux_3: 0.1749 (0.1710) loss_bbox_aux_4: 0.1729 (0.1703) loss_bbox_aux_5: 0.2171 (0.2276) loss_bbox_dn_0: 0.3119 (0.3090) loss_bbox_dn_1: 0.2503 (0.2393) loss_bbox_dn_2: 0.2148 (0.2177) loss_bbox_dn_3: 0.2049 (0.2103) loss_bbox_dn_4: 0.2036 (0.2087) loss_bbox_dn_5: 0.2038 (0.2087) loss_giou: 0.4742 (0.5091) loss_giou_aux_0: 0.4963 (0.5350) loss_giou_aux_1: 0.4758 (0.5189) loss_giou_aux_2: 0.4695 (0.5134) loss_giou_aux_3: 0.4710 (0.5101) loss_giou_aux_4: 0.4756 (0.5091) loss_giou_aux_5: 0.5870 (0.6069) loss_giou_dn_0: 0.6080 (0.6356) loss_giou_dn_1: 0.5060 (0.5320) loss_giou_dn_2: 0.4802 (0.5043) loss_giou_dn_3: 0.4719 (0.4959) loss_giou_dn_4: 0.4695 (0.4939) loss_giou_dn_5: 0.4694 (0.4941) loss_vfl: 0.7247 (0.7165) loss_vfl_aux_0: 0.8472 (0.8447) loss_vfl_aux_1: 0.8160 (0.7889) loss_vfl_aux_2: 0.7716 (0.7462) loss_vfl_aux_3: 0.7502 (0.7278) loss_vfl_aux_4: 0.7225 (0.7198) loss_vfl_aux_5: 0.8345 (0.8148) loss_vfl_dn_0: 0.4716 (0.4705) loss_vfl_dn_1: 0.4134 (0.4104) loss_vfl_dn_2: 0.3975 (0.3936) loss_vfl_dn_3: 0.3926 (0.3858) loss_vfl_dn_4: 0.3871 (0.3831) loss_vfl_dn_5: 0.3857 (0.3822) time: 0.4692 data: 0.0139 max mem: 5654 Epoch: [18] [2300/7393] eta: 0:40:34 lr: 0.000010 loss: 16.7676 (17.3091) loss_bbox: 0.1634 (0.1707) loss_bbox_aux_0: 0.1759 (0.1849) loss_bbox_aux_1: 0.1711 (0.1761) loss_bbox_aux_2: 0.1630 (0.1734) loss_bbox_aux_3: 0.1610 (0.1713) loss_bbox_aux_4: 0.1614 (0.1704) loss_bbox_aux_5: 0.2194 (0.2277) loss_bbox_dn_0: 0.3225 (0.3096) loss_bbox_dn_1: 0.2413 (0.2399) loss_bbox_dn_2: 0.2232 (0.2182) loss_bbox_dn_3: 0.2167 (0.2107) loss_bbox_dn_4: 0.2167 (0.2092) loss_bbox_dn_5: 0.2167 (0.2092) loss_giou: 0.4607 (0.5081) loss_giou_aux_0: 0.4769 (0.5339) loss_giou_aux_1: 0.4587 (0.5179) loss_giou_aux_2: 0.4502 (0.5124) loss_giou_aux_3: 0.4550 (0.5091) loss_giou_aux_4: 0.4606 (0.5081) loss_giou_aux_5: 0.5440 (0.6057) loss_giou_dn_0: 0.6155 (0.6351) loss_giou_dn_1: 0.5058 (0.5315) loss_giou_dn_2: 0.4783 (0.5038) loss_giou_dn_3: 0.4651 (0.4954) loss_giou_dn_4: 0.4615 (0.4934) loss_giou_dn_5: 0.4616 (0.4935) loss_vfl: 0.7014 (0.7172) loss_vfl_aux_0: 0.8271 (0.8456) loss_vfl_aux_1: 0.7825 (0.7896) loss_vfl_aux_2: 0.7352 (0.7467) loss_vfl_aux_3: 0.7150 (0.7285) loss_vfl_aux_4: 0.6993 (0.7205) loss_vfl_aux_5: 0.8149 (0.8160) loss_vfl_dn_0: 0.4734 (0.4707) loss_vfl_dn_1: 0.4048 (0.4104) loss_vfl_dn_2: 0.3852 (0.3936) loss_vfl_dn_3: 0.3768 (0.3858) loss_vfl_dn_4: 0.3747 (0.3831) loss_vfl_dn_5: 0.3723 (0.3822) time: 0.4796 data: 0.0136 max mem: 5654 Epoch: [18] [2400/7393] eta: 0:39:59 lr: 0.000010 loss: 17.8614 (17.3158) loss_bbox: 0.1693 (0.1707) loss_bbox_aux_0: 0.1768 (0.1849) loss_bbox_aux_1: 0.1721 (0.1759) loss_bbox_aux_2: 0.1686 (0.1734) loss_bbox_aux_3: 0.1666 (0.1712) loss_bbox_aux_4: 0.1693 (0.1704) loss_bbox_aux_5: 0.2169 (0.2275) loss_bbox_dn_0: 0.2725 (0.3094) loss_bbox_dn_1: 0.2157 (0.2397) loss_bbox_dn_2: 0.2051 (0.2179) loss_bbox_dn_3: 0.1958 (0.2105) loss_bbox_dn_4: 0.1945 (0.2089) loss_bbox_dn_5: 0.1946 (0.2089) loss_giou: 0.5374 (0.5087) loss_giou_aux_0: 0.5601 (0.5346) loss_giou_aux_1: 0.5410 (0.5185) loss_giou_aux_2: 0.5405 (0.5131) loss_giou_aux_3: 0.5428 (0.5097) loss_giou_aux_4: 0.5439 (0.5088) loss_giou_aux_5: 0.6392 (0.6065) loss_giou_dn_0: 0.6718 (0.6357) loss_giou_dn_1: 0.5651 (0.5320) loss_giou_dn_2: 0.5285 (0.5043) loss_giou_dn_3: 0.5193 (0.4958) loss_giou_dn_4: 0.5173 (0.4938) loss_giou_dn_5: 0.5175 (0.4940) loss_vfl: 0.7369 (0.7174) loss_vfl_aux_0: 0.8631 (0.8457) loss_vfl_aux_1: 0.8148 (0.7899) loss_vfl_aux_2: 0.7796 (0.7469) loss_vfl_aux_3: 0.7404 (0.7287) loss_vfl_aux_4: 0.7373 (0.7207) loss_vfl_aux_5: 0.8264 (0.8158) loss_vfl_dn_0: 0.4720 (0.4707) loss_vfl_dn_1: 0.4208 (0.4105) loss_vfl_dn_2: 0.4049 (0.3937) loss_vfl_dn_3: 0.3989 (0.3859) loss_vfl_dn_4: 0.3942 (0.3831) loss_vfl_dn_5: 0.3931 (0.3823) time: 0.7879 data: 0.0143 max mem: 5654 Epoch: [18] [2500/7393] eta: 0:39:11 lr: 0.000010 loss: 17.6336 (17.3166) loss_bbox: 0.1763 (0.1707) loss_bbox_aux_0: 0.1785 (0.1848) loss_bbox_aux_1: 0.1695 (0.1759) loss_bbox_aux_2: 0.1644 (0.1732) loss_bbox_aux_3: 0.1671 (0.1711) loss_bbox_aux_4: 0.1762 (0.1704) loss_bbox_aux_5: 0.2182 (0.2275) loss_bbox_dn_0: 0.2643 (0.3092) loss_bbox_dn_1: 0.2067 (0.2396) loss_bbox_dn_2: 0.1933 (0.2179) loss_bbox_dn_3: 0.1891 (0.2104) loss_bbox_dn_4: 0.1853 (0.2089) loss_bbox_dn_5: 0.1858 (0.2088) loss_giou: 0.5258 (0.5089) loss_giou_aux_0: 0.5406 (0.5348) loss_giou_aux_1: 0.5348 (0.5187) loss_giou_aux_2: 0.5239 (0.5132) loss_giou_aux_3: 0.5244 (0.5099) loss_giou_aux_4: 0.5276 (0.5090) loss_giou_aux_5: 0.6046 (0.6067) loss_giou_dn_0: 0.6651 (0.6359) loss_giou_dn_1: 0.5797 (0.5323) loss_giou_dn_2: 0.5562 (0.5046) loss_giou_dn_3: 0.5450 (0.4961) loss_giou_dn_4: 0.5416 (0.4941) loss_giou_dn_5: 0.5416 (0.4943) loss_vfl: 0.7013 (0.7173) loss_vfl_aux_0: 0.8097 (0.8455) loss_vfl_aux_1: 0.7615 (0.7896) loss_vfl_aux_2: 0.7436 (0.7470) loss_vfl_aux_3: 0.7174 (0.7285) loss_vfl_aux_4: 0.7065 (0.7205) loss_vfl_aux_5: 0.7725 (0.8156) loss_vfl_dn_0: 0.4633 (0.4706) loss_vfl_dn_1: 0.4124 (0.4104) loss_vfl_dn_2: 0.3940 (0.3936) loss_vfl_dn_3: 0.3859 (0.3859) loss_vfl_dn_4: 0.3824 (0.3831) loss_vfl_dn_5: 0.3811 (0.3822) time: 0.4743 data: 0.0145 max mem: 5654 Epoch: [18] [2600/7393] eta: 0:38:21 lr: 0.000010 loss: 17.6983 (17.3202) loss_bbox: 0.1844 (0.1709) loss_bbox_aux_0: 0.1932 (0.1848) loss_bbox_aux_1: 0.1899 (0.1761) loss_bbox_aux_2: 0.1840 (0.1734) loss_bbox_aux_3: 0.1886 (0.1713) loss_bbox_aux_4: 0.1882 (0.1706) loss_bbox_aux_5: 0.2497 (0.2274) loss_bbox_dn_0: 0.3160 (0.3092) loss_bbox_dn_1: 0.2566 (0.2396) loss_bbox_dn_2: 0.2332 (0.2180) loss_bbox_dn_3: 0.2335 (0.2105) loss_bbox_dn_4: 0.2315 (0.2090) loss_bbox_dn_5: 0.2317 (0.2089) loss_giou: 0.4888 (0.5090) loss_giou_aux_0: 0.5097 (0.5348) loss_giou_aux_1: 0.4810 (0.5189) loss_giou_aux_2: 0.4851 (0.5133) loss_giou_aux_3: 0.4827 (0.5100) loss_giou_aux_4: 0.4887 (0.5091) loss_giou_aux_5: 0.5836 (0.6066) loss_giou_dn_0: 0.6368 (0.6359) loss_giou_dn_1: 0.5335 (0.5324) loss_giou_dn_2: 0.5025 (0.5047) loss_giou_dn_3: 0.4914 (0.4962) loss_giou_dn_4: 0.4888 (0.4942) loss_giou_dn_5: 0.4886 (0.4944) loss_vfl: 0.7355 (0.7174) loss_vfl_aux_0: 0.8609 (0.8459) loss_vfl_aux_1: 0.8101 (0.7897) loss_vfl_aux_2: 0.7573 (0.7470) loss_vfl_aux_3: 0.7434 (0.7287) loss_vfl_aux_4: 0.7352 (0.7206) loss_vfl_aux_5: 0.8470 (0.8159) loss_vfl_dn_0: 0.4741 (0.4706) loss_vfl_dn_1: 0.4122 (0.4104) loss_vfl_dn_2: 0.3972 (0.3936) loss_vfl_dn_3: 0.3907 (0.3859) loss_vfl_dn_4: 0.3847 (0.3831) loss_vfl_dn_5: 0.3843 (0.3823) time: 0.4865 data: 0.0140 max mem: 5654 Epoch: [18] [2700/7393] eta: 0:37:31 lr: 0.000010 loss: 16.9109 (17.3230) loss_bbox: 0.1702 (0.1709) loss_bbox_aux_0: 0.1784 (0.1848) loss_bbox_aux_1: 0.1657 (0.1762) loss_bbox_aux_2: 0.1719 (0.1735) loss_bbox_aux_3: 0.1698 (0.1714) loss_bbox_aux_4: 0.1646 (0.1707) loss_bbox_aux_5: 0.2276 (0.2275) loss_bbox_dn_0: 0.3007 (0.3092) loss_bbox_dn_1: 0.2190 (0.2396) loss_bbox_dn_2: 0.1966 (0.2180) loss_bbox_dn_3: 0.1870 (0.2105) loss_bbox_dn_4: 0.1877 (0.2090) loss_bbox_dn_5: 0.1873 (0.2090) loss_giou: 0.4849 (0.5088) loss_giou_aux_0: 0.5007 (0.5344) loss_giou_aux_1: 0.4855 (0.5186) loss_giou_aux_2: 0.4846 (0.5130) loss_giou_aux_3: 0.4894 (0.5097) loss_giou_aux_4: 0.4827 (0.5089) loss_giou_aux_5: 0.5658 (0.6063) loss_giou_dn_0: 0.6197 (0.6359) loss_giou_dn_1: 0.5133 (0.5323) loss_giou_dn_2: 0.4865 (0.5046) loss_giou_dn_3: 0.4824 (0.4961) loss_giou_dn_4: 0.4774 (0.4941) loss_giou_dn_5: 0.4770 (0.4943) loss_vfl: 0.6902 (0.7180) loss_vfl_aux_0: 0.8308 (0.8467) loss_vfl_aux_1: 0.7635 (0.7903) loss_vfl_aux_2: 0.7239 (0.7478) loss_vfl_aux_3: 0.7019 (0.7292) loss_vfl_aux_4: 0.6831 (0.7211) loss_vfl_aux_5: 0.8238 (0.8165) loss_vfl_dn_0: 0.4696 (0.4706) loss_vfl_dn_1: 0.4047 (0.4104) loss_vfl_dn_2: 0.3921 (0.3936) loss_vfl_dn_3: 0.3833 (0.3859) loss_vfl_dn_4: 0.3773 (0.3832) loss_vfl_dn_5: 0.3785 (0.3823) time: 0.4815 data: 0.0141 max mem: 5654 Epoch: [18] [2800/7393] eta: 0:36:52 lr: 0.000010 loss: 17.3593 (17.3179) loss_bbox: 0.1521 (0.1707) loss_bbox_aux_0: 0.1630 (0.1846) loss_bbox_aux_1: 0.1615 (0.1760) loss_bbox_aux_2: 0.1562 (0.1733) loss_bbox_aux_3: 0.1547 (0.1712) loss_bbox_aux_4: 0.1532 (0.1705) loss_bbox_aux_5: 0.2010 (0.2273) loss_bbox_dn_0: 0.2662 (0.3089) loss_bbox_dn_1: 0.2083 (0.2393) loss_bbox_dn_2: 0.1914 (0.2176) loss_bbox_dn_3: 0.1838 (0.2102) loss_bbox_dn_4: 0.1831 (0.2087) loss_bbox_dn_5: 0.1830 (0.2087) loss_giou: 0.5310 (0.5088) loss_giou_aux_0: 0.5635 (0.5344) loss_giou_aux_1: 0.5394 (0.5185) loss_giou_aux_2: 0.5322 (0.5131) loss_giou_aux_3: 0.5262 (0.5098) loss_giou_aux_4: 0.5270 (0.5089) loss_giou_aux_5: 0.6333 (0.6064) loss_giou_dn_0: 0.6503 (0.6359) loss_giou_dn_1: 0.5558 (0.5323) loss_giou_dn_2: 0.5251 (0.5046) loss_giou_dn_3: 0.5163 (0.4961) loss_giou_dn_4: 0.5151 (0.4941) loss_giou_dn_5: 0.5157 (0.4942) loss_vfl: 0.7144 (0.7178) loss_vfl_aux_0: 0.8240 (0.8466) loss_vfl_aux_1: 0.7725 (0.7901) loss_vfl_aux_2: 0.7431 (0.7475) loss_vfl_aux_3: 0.7303 (0.7289) loss_vfl_aux_4: 0.7168 (0.7208) loss_vfl_aux_5: 0.7883 (0.8163) loss_vfl_dn_0: 0.4661 (0.4706) loss_vfl_dn_1: 0.4144 (0.4104) loss_vfl_dn_2: 0.4005 (0.3936) loss_vfl_dn_3: 0.3913 (0.3859) loss_vfl_dn_4: 0.3880 (0.3832) loss_vfl_dn_5: 0.3875 (0.3823) time: 0.4744 data: 0.0142 max mem: 5654 Epoch: [18] [2900/7393] eta: 0:36:02 lr: 0.000010 loss: 17.0716 (17.3114) loss_bbox: 0.1643 (0.1706) loss_bbox_aux_0: 0.1805 (0.1845) loss_bbox_aux_1: 0.1704 (0.1759) loss_bbox_aux_2: 0.1684 (0.1732) loss_bbox_aux_3: 0.1655 (0.1711) loss_bbox_aux_4: 0.1664 (0.1704) loss_bbox_aux_5: 0.2327 (0.2272) loss_bbox_dn_0: 0.3131 (0.3089) loss_bbox_dn_1: 0.2254 (0.2392) loss_bbox_dn_2: 0.2078 (0.2175) loss_bbox_dn_3: 0.2015 (0.2100) loss_bbox_dn_4: 0.2012 (0.2085) loss_bbox_dn_5: 0.2010 (0.2085) loss_giou: 0.4760 (0.5085) loss_giou_aux_0: 0.4923 (0.5342) loss_giou_aux_1: 0.4830 (0.5183) loss_giou_aux_2: 0.4840 (0.5128) loss_giou_aux_3: 0.4797 (0.5096) loss_giou_aux_4: 0.4759 (0.5087) loss_giou_aux_5: 0.5623 (0.6062) loss_giou_dn_0: 0.6362 (0.6357) loss_giou_dn_1: 0.5332 (0.5319) loss_giou_dn_2: 0.5020 (0.5042) loss_giou_dn_3: 0.4921 (0.4957) loss_giou_dn_4: 0.4883 (0.4937) loss_giou_dn_5: 0.4882 (0.4939) loss_vfl: 0.6890 (0.7175) loss_vfl_aux_0: 0.8046 (0.8464) loss_vfl_aux_1: 0.7613 (0.7901) loss_vfl_aux_2: 0.7177 (0.7473) loss_vfl_aux_3: 0.6942 (0.7286) loss_vfl_aux_4: 0.6926 (0.7206) loss_vfl_aux_5: 0.8038 (0.8165) loss_vfl_dn_0: 0.4718 (0.4706) loss_vfl_dn_1: 0.4072 (0.4103) loss_vfl_dn_2: 0.3881 (0.3935) loss_vfl_dn_3: 0.3804 (0.3858) loss_vfl_dn_4: 0.3781 (0.3830) loss_vfl_dn_5: 0.3790 (0.3822) time: 0.4657 data: 0.0140 max mem: 5654 Epoch: [18] [3000/7393] eta: 0:35:21 lr: 0.000010 loss: 17.2581 (17.3159) loss_bbox: 0.1619 (0.1706) loss_bbox_aux_0: 0.1735 (0.1845) loss_bbox_aux_1: 0.1730 (0.1759) loss_bbox_aux_2: 0.1654 (0.1732) loss_bbox_aux_3: 0.1630 (0.1711) loss_bbox_aux_4: 0.1658 (0.1705) loss_bbox_aux_5: 0.2062 (0.2271) loss_bbox_dn_0: 0.2814 (0.3089) loss_bbox_dn_1: 0.2409 (0.2392) loss_bbox_dn_2: 0.2240 (0.2175) loss_bbox_dn_3: 0.2208 (0.2101) loss_bbox_dn_4: 0.2205 (0.2086) loss_bbox_dn_5: 0.2206 (0.2086) loss_giou: 0.4899 (0.5087) loss_giou_aux_0: 0.5163 (0.5344) loss_giou_aux_1: 0.4915 (0.5185) loss_giou_aux_2: 0.4927 (0.5130) loss_giou_aux_3: 0.4876 (0.5098) loss_giou_aux_4: 0.4906 (0.5089) loss_giou_aux_5: 0.6026 (0.6064) loss_giou_dn_0: 0.6419 (0.6357) loss_giou_dn_1: 0.5201 (0.5320) loss_giou_dn_2: 0.4935 (0.5043) loss_giou_dn_3: 0.4858 (0.4958) loss_giou_dn_4: 0.4843 (0.4938) loss_giou_dn_5: 0.4841 (0.4939) loss_vfl: 0.7217 (0.7178) loss_vfl_aux_0: 0.8396 (0.8466) loss_vfl_aux_1: 0.7926 (0.7903) loss_vfl_aux_2: 0.7701 (0.7477) loss_vfl_aux_3: 0.7486 (0.7289) loss_vfl_aux_4: 0.7414 (0.7209) loss_vfl_aux_5: 0.7877 (0.8170) loss_vfl_dn_0: 0.4697 (0.4706) loss_vfl_dn_1: 0.4104 (0.4103) loss_vfl_dn_2: 0.3961 (0.3935) loss_vfl_dn_3: 0.3883 (0.3858) loss_vfl_dn_4: 0.3861 (0.3830) loss_vfl_dn_5: 0.3857 (0.3822) time: 0.4698 data: 0.0138 max mem: 5654 Epoch: [18] [3100/7393] eta: 0:34:31 lr: 0.000010 loss: 17.7043 (17.3211) loss_bbox: 0.1581 (0.1707) loss_bbox_aux_0: 0.1942 (0.1845) loss_bbox_aux_1: 0.1664 (0.1759) loss_bbox_aux_2: 0.1661 (0.1733) loss_bbox_aux_3: 0.1632 (0.1712) loss_bbox_aux_4: 0.1595 (0.1705) loss_bbox_aux_5: 0.2320 (0.2273) loss_bbox_dn_0: 0.3001 (0.3093) loss_bbox_dn_1: 0.2411 (0.2395) loss_bbox_dn_2: 0.2264 (0.2178) loss_bbox_dn_3: 0.2217 (0.2103) loss_bbox_dn_4: 0.2224 (0.2088) loss_bbox_dn_5: 0.2226 (0.2088) loss_giou: 0.4841 (0.5087) loss_giou_aux_0: 0.5246 (0.5343) loss_giou_aux_1: 0.4942 (0.5184) loss_giou_aux_2: 0.5011 (0.5130) loss_giou_aux_3: 0.4868 (0.5097) loss_giou_aux_4: 0.4915 (0.5088) loss_giou_aux_5: 0.5907 (0.6064) loss_giou_dn_0: 0.6388 (0.6357) loss_giou_dn_1: 0.5399 (0.5319) loss_giou_dn_2: 0.5050 (0.5042) loss_giou_dn_3: 0.4985 (0.4957) loss_giou_dn_4: 0.4991 (0.4937) loss_giou_dn_5: 0.4986 (0.4938) loss_vfl: 0.7686 (0.7184) loss_vfl_aux_0: 0.8744 (0.8474) loss_vfl_aux_1: 0.8534 (0.7909) loss_vfl_aux_2: 0.7708 (0.7481) loss_vfl_aux_3: 0.7621 (0.7295) loss_vfl_aux_4: 0.7650 (0.7214) loss_vfl_aux_5: 0.8521 (0.8176) loss_vfl_dn_0: 0.4691 (0.4707) loss_vfl_dn_1: 0.4086 (0.4104) loss_vfl_dn_2: 0.3936 (0.3935) loss_vfl_dn_3: 0.3874 (0.3858) loss_vfl_dn_4: 0.3839 (0.3830) loss_vfl_dn_5: 0.3806 (0.3822) time: 0.4720 data: 0.0138 max mem: 5654 Epoch: [18] [3200/7393] eta: 0:33:41 lr: 0.000010 loss: 17.7287 (17.3223) loss_bbox: 0.1766 (0.1707) loss_bbox_aux_0: 0.1718 (0.1845) loss_bbox_aux_1: 0.1692 (0.1759) loss_bbox_aux_2: 0.1751 (0.1733) loss_bbox_aux_3: 0.1738 (0.1711) loss_bbox_aux_4: 0.1716 (0.1705) loss_bbox_aux_5: 0.2098 (0.2272) loss_bbox_dn_0: 0.2800 (0.3091) loss_bbox_dn_1: 0.2206 (0.2393) loss_bbox_dn_2: 0.2085 (0.2176) loss_bbox_dn_3: 0.2064 (0.2102) loss_bbox_dn_4: 0.2061 (0.2086) loss_bbox_dn_5: 0.2061 (0.2086) loss_giou: 0.4972 (0.5088) loss_giou_aux_0: 0.5214 (0.5346) loss_giou_aux_1: 0.5028 (0.5186) loss_giou_aux_2: 0.5011 (0.5132) loss_giou_aux_3: 0.4938 (0.5099) loss_giou_aux_4: 0.5004 (0.5090) loss_giou_aux_5: 0.5984 (0.6066) loss_giou_dn_0: 0.6256 (0.6359) loss_giou_dn_1: 0.5214 (0.5320) loss_giou_dn_2: 0.4980 (0.5043) loss_giou_dn_3: 0.4900 (0.4958) loss_giou_dn_4: 0.4884 (0.4938) loss_giou_dn_5: 0.4888 (0.4939) loss_vfl: 0.7242 (0.7185) loss_vfl_aux_0: 0.8325 (0.8472) loss_vfl_aux_1: 0.8015 (0.7908) loss_vfl_aux_2: 0.7530 (0.7482) loss_vfl_aux_3: 0.7356 (0.7295) loss_vfl_aux_4: 0.7299 (0.7215) loss_vfl_aux_5: 0.8343 (0.8176) loss_vfl_dn_0: 0.4787 (0.4707) loss_vfl_dn_1: 0.4124 (0.4104) loss_vfl_dn_2: 0.3974 (0.3935) loss_vfl_dn_3: 0.3864 (0.3859) loss_vfl_dn_4: 0.3850 (0.3831) loss_vfl_dn_5: 0.3825 (0.3822) time: 0.4729 data: 0.0140 max mem: 5654 Epoch: [18] [3300/7393] eta: 0:32:51 lr: 0.000010 loss: 17.9762 (17.3240) loss_bbox: 0.1800 (0.1707) loss_bbox_aux_0: 0.1969 (0.1846) loss_bbox_aux_1: 0.1855 (0.1760) loss_bbox_aux_2: 0.1846 (0.1734) loss_bbox_aux_3: 0.1781 (0.1712) loss_bbox_aux_4: 0.1799 (0.1706) loss_bbox_aux_5: 0.2423 (0.2273) loss_bbox_dn_0: 0.3340 (0.3094) loss_bbox_dn_1: 0.2713 (0.2395) loss_bbox_dn_2: 0.2350 (0.2178) loss_bbox_dn_3: 0.2224 (0.2104) loss_bbox_dn_4: 0.2197 (0.2088) loss_bbox_dn_5: 0.2197 (0.2088) loss_giou: 0.5131 (0.5086) loss_giou_aux_0: 0.5355 (0.5344) loss_giou_aux_1: 0.5254 (0.5184) loss_giou_aux_2: 0.5142 (0.5131) loss_giou_aux_3: 0.5086 (0.5097) loss_giou_aux_4: 0.5133 (0.5088) loss_giou_aux_5: 0.6129 (0.6065) loss_giou_dn_0: 0.6470 (0.6358) loss_giou_dn_1: 0.5302 (0.5319) loss_giou_dn_2: 0.5040 (0.5042) loss_giou_dn_3: 0.4872 (0.4956) loss_giou_dn_4: 0.4846 (0.4936) loss_giou_dn_5: 0.4846 (0.4938) loss_vfl: 0.6895 (0.7189) loss_vfl_aux_0: 0.8532 (0.8475) loss_vfl_aux_1: 0.7634 (0.7910) loss_vfl_aux_2: 0.7447 (0.7486) loss_vfl_aux_3: 0.7213 (0.7301) loss_vfl_aux_4: 0.7169 (0.7220) loss_vfl_aux_5: 0.8009 (0.8178) loss_vfl_dn_0: 0.4702 (0.4708) loss_vfl_dn_1: 0.4154 (0.4104) loss_vfl_dn_2: 0.3993 (0.3935) loss_vfl_dn_3: 0.3906 (0.3858) loss_vfl_dn_4: 0.3852 (0.3830) loss_vfl_dn_5: 0.3866 (0.3822) time: 0.4693 data: 0.0137 max mem: 5654 Epoch: [18] [3400/7393] eta: 0:32:02 lr: 0.000010 loss: 17.2450 (17.3143) loss_bbox: 0.1698 (0.1706) loss_bbox_aux_0: 0.1743 (0.1846) loss_bbox_aux_1: 0.1777 (0.1759) loss_bbox_aux_2: 0.1766 (0.1733) loss_bbox_aux_3: 0.1645 (0.1711) loss_bbox_aux_4: 0.1703 (0.1705) loss_bbox_aux_5: 0.2216 (0.2273) loss_bbox_dn_0: 0.2978 (0.3094) loss_bbox_dn_1: 0.2234 (0.2394) loss_bbox_dn_2: 0.2066 (0.2177) loss_bbox_dn_3: 0.1997 (0.2103) loss_bbox_dn_4: 0.1989 (0.2087) loss_bbox_dn_5: 0.1988 (0.2087) loss_giou: 0.4930 (0.5080) loss_giou_aux_0: 0.5283 (0.5339) loss_giou_aux_1: 0.5192 (0.5179) loss_giou_aux_2: 0.5083 (0.5125) loss_giou_aux_3: 0.5065 (0.5091) loss_giou_aux_4: 0.5034 (0.5081) loss_giou_aux_5: 0.6074 (0.6060) loss_giou_dn_0: 0.6295 (0.6354) loss_giou_dn_1: 0.5122 (0.5314) loss_giou_dn_2: 0.4851 (0.5037) loss_giou_dn_3: 0.4775 (0.4951) loss_giou_dn_4: 0.4749 (0.4931) loss_giou_dn_5: 0.4749 (0.4933) loss_vfl: 0.7075 (0.7187) loss_vfl_aux_0: 0.8081 (0.8471) loss_vfl_aux_1: 0.7702 (0.7906) loss_vfl_aux_2: 0.7430 (0.7484) loss_vfl_aux_3: 0.7160 (0.7299) loss_vfl_aux_4: 0.7055 (0.7218) loss_vfl_aux_5: 0.8195 (0.8178) loss_vfl_dn_0: 0.4676 (0.4708) loss_vfl_dn_1: 0.4107 (0.4104) loss_vfl_dn_2: 0.3933 (0.3934) loss_vfl_dn_3: 0.3854 (0.3857) loss_vfl_dn_4: 0.3842 (0.3829) loss_vfl_dn_5: 0.3840 (0.3821) time: 0.4693 data: 0.0139 max mem: 5654 Epoch: [18] [3500/7393] eta: 0:31:13 lr: 0.000010 loss: 17.0782 (17.3119) loss_bbox: 0.1605 (0.1706) loss_bbox_aux_0: 0.1845 (0.1846) loss_bbox_aux_1: 0.1766 (0.1759) loss_bbox_aux_2: 0.1669 (0.1732) loss_bbox_aux_3: 0.1587 (0.1710) loss_bbox_aux_4: 0.1604 (0.1705) loss_bbox_aux_5: 0.2307 (0.2272) loss_bbox_dn_0: 0.3206 (0.3094) loss_bbox_dn_1: 0.2387 (0.2394) loss_bbox_dn_2: 0.2162 (0.2177) loss_bbox_dn_3: 0.2041 (0.2103) loss_bbox_dn_4: 0.2029 (0.2087) loss_bbox_dn_5: 0.2029 (0.2087) loss_giou: 0.4753 (0.5078) loss_giou_aux_0: 0.5079 (0.5338) loss_giou_aux_1: 0.4952 (0.5177) loss_giou_aux_2: 0.4842 (0.5122) loss_giou_aux_3: 0.4821 (0.5089) loss_giou_aux_4: 0.4768 (0.5080) loss_giou_aux_5: 0.5886 (0.6059) loss_giou_dn_0: 0.6113 (0.6353) loss_giou_dn_1: 0.5142 (0.5312) loss_giou_dn_2: 0.4819 (0.5035) loss_giou_dn_3: 0.4725 (0.4950) loss_giou_dn_4: 0.4724 (0.4929) loss_giou_dn_5: 0.4728 (0.4931) loss_vfl: 0.6953 (0.7188) loss_vfl_aux_0: 0.8350 (0.8470) loss_vfl_aux_1: 0.7691 (0.7904) loss_vfl_aux_2: 0.7416 (0.7485) loss_vfl_aux_3: 0.7150 (0.7299) loss_vfl_aux_4: 0.6928 (0.7218) loss_vfl_aux_5: 0.8064 (0.8177) loss_vfl_dn_0: 0.4635 (0.4708) loss_vfl_dn_1: 0.4072 (0.4103) loss_vfl_dn_2: 0.3911 (0.3934) loss_vfl_dn_3: 0.3857 (0.3857) loss_vfl_dn_4: 0.3819 (0.3829) loss_vfl_dn_5: 0.3806 (0.3820) time: 0.4744 data: 0.0145 max mem: 5654 Epoch: [18] [3600/7393] eta: 0:30:24 lr: 0.000010 loss: 17.3703 (17.3108) loss_bbox: 0.1500 (0.1705) loss_bbox_aux_0: 0.1846 (0.1846) loss_bbox_aux_1: 0.1633 (0.1759) loss_bbox_aux_2: 0.1571 (0.1732) loss_bbox_aux_3: 0.1580 (0.1710) loss_bbox_aux_4: 0.1597 (0.1704) loss_bbox_aux_5: 0.2242 (0.2270) loss_bbox_dn_0: 0.2761 (0.3093) loss_bbox_dn_1: 0.2186 (0.2393) loss_bbox_dn_2: 0.1899 (0.2176) loss_bbox_dn_3: 0.1814 (0.2102) loss_bbox_dn_4: 0.1804 (0.2086) loss_bbox_dn_5: 0.1805 (0.2086) loss_giou: 0.5313 (0.5077) loss_giou_aux_0: 0.5573 (0.5337) loss_giou_aux_1: 0.5401 (0.5177) loss_giou_aux_2: 0.5348 (0.5122) loss_giou_aux_3: 0.5365 (0.5089) loss_giou_aux_4: 0.5409 (0.5079) loss_giou_aux_5: 0.6450 (0.6059) loss_giou_dn_0: 0.6304 (0.6352) loss_giou_dn_1: 0.5252 (0.5311) loss_giou_dn_2: 0.5075 (0.5034) loss_giou_dn_3: 0.4973 (0.4949) loss_giou_dn_4: 0.4980 (0.4929) loss_giou_dn_5: 0.4980 (0.4930) loss_vfl: 0.6993 (0.7189) loss_vfl_aux_0: 0.8255 (0.8471) loss_vfl_aux_1: 0.7558 (0.7903) loss_vfl_aux_2: 0.7294 (0.7486) loss_vfl_aux_3: 0.7066 (0.7300) loss_vfl_aux_4: 0.7058 (0.7220) loss_vfl_aux_5: 0.7912 (0.8180) loss_vfl_dn_0: 0.4586 (0.4708) loss_vfl_dn_1: 0.4003 (0.4103) loss_vfl_dn_2: 0.3873 (0.3934) loss_vfl_dn_3: 0.3786 (0.3857) loss_vfl_dn_4: 0.3754 (0.3829) loss_vfl_dn_5: 0.3757 (0.3821) time: 0.4810 data: 0.0134 max mem: 5654 Epoch: [18] [3700/7393] eta: 0:29:35 lr: 0.000010 loss: 17.3151 (17.3098) loss_bbox: 0.1563 (0.1705) loss_bbox_aux_0: 0.1690 (0.1846) loss_bbox_aux_1: 0.1607 (0.1759) loss_bbox_aux_2: 0.1685 (0.1732) loss_bbox_aux_3: 0.1570 (0.1710) loss_bbox_aux_4: 0.1593 (0.1704) loss_bbox_aux_5: 0.2163 (0.2271) loss_bbox_dn_0: 0.2821 (0.3094) loss_bbox_dn_1: 0.2152 (0.2394) loss_bbox_dn_2: 0.1910 (0.2177) loss_bbox_dn_3: 0.1863 (0.2102) loss_bbox_dn_4: 0.1836 (0.2087) loss_bbox_dn_5: 0.1836 (0.2087) loss_giou: 0.5305 (0.5075) loss_giou_aux_0: 0.5461 (0.5334) loss_giou_aux_1: 0.5248 (0.5174) loss_giou_aux_2: 0.5314 (0.5119) loss_giou_aux_3: 0.5253 (0.5087) loss_giou_aux_4: 0.5282 (0.5077) loss_giou_aux_5: 0.6136 (0.6057) loss_giou_dn_0: 0.6436 (0.6350) loss_giou_dn_1: 0.5414 (0.5310) loss_giou_dn_2: 0.5073 (0.5033) loss_giou_dn_3: 0.5015 (0.4948) loss_giou_dn_4: 0.4989 (0.4927) loss_giou_dn_5: 0.4989 (0.4929) loss_vfl: 0.7039 (0.7190) loss_vfl_aux_0: 0.8557 (0.8471) loss_vfl_aux_1: 0.7775 (0.7904) loss_vfl_aux_2: 0.7261 (0.7488) loss_vfl_aux_3: 0.7095 (0.7302) loss_vfl_aux_4: 0.7059 (0.7221) loss_vfl_aux_5: 0.8102 (0.8180) loss_vfl_dn_0: 0.4664 (0.4708) loss_vfl_dn_1: 0.4125 (0.4103) loss_vfl_dn_2: 0.3979 (0.3934) loss_vfl_dn_3: 0.3911 (0.3857) loss_vfl_dn_4: 0.3879 (0.3829) loss_vfl_dn_5: 0.3865 (0.3821) time: 0.4663 data: 0.0138 max mem: 5654 Epoch: [18] [3800/7393] eta: 0:28:46 lr: 0.000010 loss: 17.2979 (17.3120) loss_bbox: 0.1827 (0.1706) loss_bbox_aux_0: 0.1850 (0.1846) loss_bbox_aux_1: 0.1806 (0.1760) loss_bbox_aux_2: 0.1813 (0.1732) loss_bbox_aux_3: 0.1830 (0.1710) loss_bbox_aux_4: 0.1825 (0.1705) loss_bbox_aux_5: 0.2076 (0.2271) loss_bbox_dn_0: 0.2977 (0.3094) loss_bbox_dn_1: 0.2260 (0.2394) loss_bbox_dn_2: 0.2155 (0.2177) loss_bbox_dn_3: 0.2087 (0.2102) loss_bbox_dn_4: 0.2094 (0.2087) loss_bbox_dn_5: 0.2092 (0.2086) loss_giou: 0.4956 (0.5078) loss_giou_aux_0: 0.5187 (0.5337) loss_giou_aux_1: 0.4986 (0.5177) loss_giou_aux_2: 0.4996 (0.5122) loss_giou_aux_3: 0.4930 (0.5089) loss_giou_aux_4: 0.4921 (0.5080) loss_giou_aux_5: 0.5974 (0.6060) loss_giou_dn_0: 0.6325 (0.6352) loss_giou_dn_1: 0.5367 (0.5312) loss_giou_dn_2: 0.5043 (0.5035) loss_giou_dn_3: 0.4947 (0.4950) loss_giou_dn_4: 0.4911 (0.4930) loss_giou_dn_5: 0.4915 (0.4931) loss_vfl: 0.7079 (0.7189) loss_vfl_aux_0: 0.8126 (0.8467) loss_vfl_aux_1: 0.7870 (0.7902) loss_vfl_aux_2: 0.7520 (0.7486) loss_vfl_aux_3: 0.7366 (0.7301) loss_vfl_aux_4: 0.7138 (0.7220) loss_vfl_aux_5: 0.7700 (0.8178) loss_vfl_dn_0: 0.4613 (0.4708) loss_vfl_dn_1: 0.4119 (0.4103) loss_vfl_dn_2: 0.3969 (0.3934) loss_vfl_dn_3: 0.3887 (0.3857) loss_vfl_dn_4: 0.3865 (0.3829) loss_vfl_dn_5: 0.3888 (0.3821) time: 0.4765 data: 0.0136 max mem: 5654 Epoch: [18] [3900/7393] eta: 0:27:57 lr: 0.000010 loss: 16.9609 (17.3113) loss_bbox: 0.1644 (0.1708) loss_bbox_aux_0: 0.1787 (0.1848) loss_bbox_aux_1: 0.1712 (0.1761) loss_bbox_aux_2: 0.1707 (0.1734) loss_bbox_aux_3: 0.1652 (0.1712) loss_bbox_aux_4: 0.1732 (0.1706) loss_bbox_aux_5: 0.2076 (0.2271) loss_bbox_dn_0: 0.2825 (0.3095) loss_bbox_dn_1: 0.2109 (0.2395) loss_bbox_dn_2: 0.1922 (0.2178) loss_bbox_dn_3: 0.1817 (0.2103) loss_bbox_dn_4: 0.1829 (0.2087) loss_bbox_dn_5: 0.1829 (0.2087) loss_giou: 0.4461 (0.5075) loss_giou_aux_0: 0.4774 (0.5333) loss_giou_aux_1: 0.4667 (0.5174) loss_giou_aux_2: 0.4505 (0.5120) loss_giou_aux_3: 0.4561 (0.5086) loss_giou_aux_4: 0.4417 (0.5077) loss_giou_aux_5: 0.5519 (0.6055) loss_giou_dn_0: 0.6102 (0.6351) loss_giou_dn_1: 0.4927 (0.5310) loss_giou_dn_2: 0.4731 (0.5033) loss_giou_dn_3: 0.4628 (0.4948) loss_giou_dn_4: 0.4611 (0.4928) loss_giou_dn_5: 0.4611 (0.4929) loss_vfl: 0.7131 (0.7191) loss_vfl_aux_0: 0.8342 (0.8469) loss_vfl_aux_1: 0.7952 (0.7902) loss_vfl_aux_2: 0.7368 (0.7486) loss_vfl_aux_3: 0.7230 (0.7302) loss_vfl_aux_4: 0.7130 (0.7222) loss_vfl_aux_5: 0.8406 (0.8184) loss_vfl_dn_0: 0.4778 (0.4708) loss_vfl_dn_1: 0.4132 (0.4104) loss_vfl_dn_2: 0.3933 (0.3934) loss_vfl_dn_3: 0.3849 (0.3858) loss_vfl_dn_4: 0.3826 (0.3830) loss_vfl_dn_5: 0.3807 (0.3821) time: 0.4713 data: 0.0144 max mem: 5654 Epoch: [18] [4000/7393] eta: 0:27:09 lr: 0.000010 loss: 17.3878 (17.3140) loss_bbox: 0.1703 (0.1708) loss_bbox_aux_0: 0.1775 (0.1848) loss_bbox_aux_1: 0.1706 (0.1762) loss_bbox_aux_2: 0.1583 (0.1735) loss_bbox_aux_3: 0.1698 (0.1712) loss_bbox_aux_4: 0.1691 (0.1707) loss_bbox_aux_5: 0.2123 (0.2271) loss_bbox_dn_0: 0.2860 (0.3092) loss_bbox_dn_1: 0.2223 (0.2392) loss_bbox_dn_2: 0.2033 (0.2176) loss_bbox_dn_3: 0.2004 (0.2101) loss_bbox_dn_4: 0.1993 (0.2085) loss_bbox_dn_5: 0.1989 (0.2085) loss_giou: 0.4739 (0.5080) loss_giou_aux_0: 0.5082 (0.5339) loss_giou_aux_1: 0.4829 (0.5180) loss_giou_aux_2: 0.4765 (0.5125) loss_giou_aux_3: 0.4736 (0.5092) loss_giou_aux_4: 0.4790 (0.5082) loss_giou_aux_5: 0.5729 (0.6060) loss_giou_dn_0: 0.6153 (0.6353) loss_giou_dn_1: 0.5124 (0.5312) loss_giou_dn_2: 0.4910 (0.5036) loss_giou_dn_3: 0.4841 (0.4951) loss_giou_dn_4: 0.4823 (0.4931) loss_giou_dn_5: 0.4828 (0.4932) loss_vfl: 0.7016 (0.7189) loss_vfl_aux_0: 0.8506 (0.8464) loss_vfl_aux_1: 0.7899 (0.7899) loss_vfl_aux_2: 0.7451 (0.7483) loss_vfl_aux_3: 0.7281 (0.7300) loss_vfl_aux_4: 0.7078 (0.7219) loss_vfl_aux_5: 0.8194 (0.8180) loss_vfl_dn_0: 0.4712 (0.4708) loss_vfl_dn_1: 0.4077 (0.4104) loss_vfl_dn_2: 0.3863 (0.3935) loss_vfl_dn_3: 0.3790 (0.3858) loss_vfl_dn_4: 0.3778 (0.3830) loss_vfl_dn_5: 0.3800 (0.3822) time: 0.4698 data: 0.0139 max mem: 5654 Epoch: [18] [4100/7393] eta: 0:26:20 lr: 0.000010 loss: 17.7676 (17.3130) loss_bbox: 0.1726 (0.1708) loss_bbox_aux_0: 0.1870 (0.1848) loss_bbox_aux_1: 0.1861 (0.1762) loss_bbox_aux_2: 0.1728 (0.1734) loss_bbox_aux_3: 0.1640 (0.1712) loss_bbox_aux_4: 0.1685 (0.1707) loss_bbox_aux_5: 0.2138 (0.2271) loss_bbox_dn_0: 0.3164 (0.3091) loss_bbox_dn_1: 0.2400 (0.2391) loss_bbox_dn_2: 0.2148 (0.2174) loss_bbox_dn_3: 0.2068 (0.2100) loss_bbox_dn_4: 0.2033 (0.2084) loss_bbox_dn_5: 0.2032 (0.2084) loss_giou: 0.4865 (0.5082) loss_giou_aux_0: 0.5156 (0.5341) loss_giou_aux_1: 0.4976 (0.5182) loss_giou_aux_2: 0.4940 (0.5126) loss_giou_aux_3: 0.4946 (0.5093) loss_giou_aux_4: 0.4932 (0.5083) loss_giou_aux_5: 0.5809 (0.6063) loss_giou_dn_0: 0.6486 (0.6354) loss_giou_dn_1: 0.5420 (0.5313) loss_giou_dn_2: 0.5156 (0.5036) loss_giou_dn_3: 0.5065 (0.4951) loss_giou_dn_4: 0.5038 (0.4931) loss_giou_dn_5: 0.5039 (0.4932) loss_vfl: 0.7007 (0.7187) loss_vfl_aux_0: 0.8185 (0.8463) loss_vfl_aux_1: 0.7934 (0.7896) loss_vfl_aux_2: 0.7172 (0.7481) loss_vfl_aux_3: 0.7088 (0.7298) loss_vfl_aux_4: 0.7096 (0.7217) loss_vfl_aux_5: 0.7548 (0.8179) loss_vfl_dn_0: 0.4649 (0.4708) loss_vfl_dn_1: 0.4200 (0.4104) loss_vfl_dn_2: 0.4009 (0.3934) loss_vfl_dn_3: 0.3950 (0.3858) loss_vfl_dn_4: 0.3920 (0.3830) loss_vfl_dn_5: 0.3907 (0.3822) time: 0.4785 data: 0.0139 max mem: 5654 Epoch: [18] [4200/7393] eta: 0:25:31 lr: 0.000010 loss: 16.9611 (17.3107) loss_bbox: 0.1587 (0.1708) loss_bbox_aux_0: 0.1732 (0.1849) loss_bbox_aux_1: 0.1642 (0.1762) loss_bbox_aux_2: 0.1553 (0.1735) loss_bbox_aux_3: 0.1590 (0.1712) loss_bbox_aux_4: 0.1587 (0.1706) loss_bbox_aux_5: 0.2220 (0.2271) loss_bbox_dn_0: 0.3185 (0.3095) loss_bbox_dn_1: 0.2342 (0.2394) loss_bbox_dn_2: 0.2138 (0.2176) loss_bbox_dn_3: 0.2073 (0.2102) loss_bbox_dn_4: 0.2034 (0.2086) loss_bbox_dn_5: 0.2032 (0.2086) loss_giou: 0.4737 (0.5076) loss_giou_aux_0: 0.5059 (0.5337) loss_giou_aux_1: 0.4864 (0.5177) loss_giou_aux_2: 0.4773 (0.5122) loss_giou_aux_3: 0.4764 (0.5087) loss_giou_aux_4: 0.4758 (0.5078) loss_giou_aux_5: 0.5765 (0.6058) loss_giou_dn_0: 0.6283 (0.6352) loss_giou_dn_1: 0.5249 (0.5311) loss_giou_dn_2: 0.4913 (0.5033) loss_giou_dn_3: 0.4816 (0.4948) loss_giou_dn_4: 0.4789 (0.4928) loss_giou_dn_5: 0.4790 (0.4929) loss_vfl: 0.7206 (0.7189) loss_vfl_aux_0: 0.8258 (0.8466) loss_vfl_aux_1: 0.7973 (0.7898) loss_vfl_aux_2: 0.7386 (0.7483) loss_vfl_aux_3: 0.7254 (0.7300) loss_vfl_aux_4: 0.7104 (0.7219) loss_vfl_aux_5: 0.7900 (0.8182) loss_vfl_dn_0: 0.4650 (0.4707) loss_vfl_dn_1: 0.4110 (0.4104) loss_vfl_dn_2: 0.3964 (0.3934) loss_vfl_dn_3: 0.3834 (0.3857) loss_vfl_dn_4: 0.3809 (0.3829) loss_vfl_dn_5: 0.3818 (0.3821) time: 0.4723 data: 0.0142 max mem: 5654 Epoch: [18] [4300/7393] eta: 0:24:43 lr: 0.000010 loss: 16.8587 (17.3097) loss_bbox: 0.1483 (0.1708) loss_bbox_aux_0: 0.1797 (0.1849) loss_bbox_aux_1: 0.1614 (0.1762) loss_bbox_aux_2: 0.1505 (0.1735) loss_bbox_aux_3: 0.1499 (0.1712) loss_bbox_aux_4: 0.1483 (0.1707) loss_bbox_aux_5: 0.1992 (0.2271) loss_bbox_dn_0: 0.3168 (0.3095) loss_bbox_dn_1: 0.2423 (0.2394) loss_bbox_dn_2: 0.2103 (0.2176) loss_bbox_dn_3: 0.2041 (0.2102) loss_bbox_dn_4: 0.2036 (0.2086) loss_bbox_dn_5: 0.2037 (0.2086) loss_giou: 0.4712 (0.5076) loss_giou_aux_0: 0.4870 (0.5336) loss_giou_aux_1: 0.4752 (0.5176) loss_giou_aux_2: 0.4695 (0.5121) loss_giou_aux_3: 0.4738 (0.5086) loss_giou_aux_4: 0.4717 (0.5077) loss_giou_aux_5: 0.5496 (0.6056) loss_giou_dn_0: 0.6270 (0.6351) loss_giou_dn_1: 0.5117 (0.5310) loss_giou_dn_2: 0.4815 (0.5033) loss_giou_dn_3: 0.4691 (0.4948) loss_giou_dn_4: 0.4668 (0.4927) loss_giou_dn_5: 0.4671 (0.4929) loss_vfl: 0.6842 (0.7189) loss_vfl_aux_0: 0.7813 (0.8466) loss_vfl_aux_1: 0.7666 (0.7897) loss_vfl_aux_2: 0.7045 (0.7483) loss_vfl_aux_3: 0.6833 (0.7301) loss_vfl_aux_4: 0.6871 (0.7219) loss_vfl_aux_5: 0.8124 (0.8184) loss_vfl_dn_0: 0.4679 (0.4707) loss_vfl_dn_1: 0.4079 (0.4104) loss_vfl_dn_2: 0.3891 (0.3934) loss_vfl_dn_3: 0.3819 (0.3857) loss_vfl_dn_4: 0.3809 (0.3829) loss_vfl_dn_5: 0.3786 (0.3821) time: 0.4715 data: 0.0143 max mem: 5654 Epoch: [18] [4400/7393] eta: 0:23:54 lr: 0.000010 loss: 16.7174 (17.3093) loss_bbox: 0.1426 (0.1709) loss_bbox_aux_0: 0.1686 (0.1850) loss_bbox_aux_1: 0.1436 (0.1764) loss_bbox_aux_2: 0.1432 (0.1735) loss_bbox_aux_3: 0.1444 (0.1713) loss_bbox_aux_4: 0.1440 (0.1708) loss_bbox_aux_5: 0.2123 (0.2271) loss_bbox_dn_0: 0.3051 (0.3097) loss_bbox_dn_1: 0.2250 (0.2396) loss_bbox_dn_2: 0.2011 (0.2178) loss_bbox_dn_3: 0.1869 (0.2103) loss_bbox_dn_4: 0.1824 (0.2088) loss_bbox_dn_5: 0.1822 (0.2087) loss_giou: 0.4720 (0.5074) loss_giou_aux_0: 0.4848 (0.5335) loss_giou_aux_1: 0.4836 (0.5175) loss_giou_aux_2: 0.4709 (0.5119) loss_giou_aux_3: 0.4813 (0.5085) loss_giou_aux_4: 0.4767 (0.5076) loss_giou_aux_5: 0.5507 (0.6054) loss_giou_dn_0: 0.6235 (0.6349) loss_giou_dn_1: 0.5192 (0.5308) loss_giou_dn_2: 0.4908 (0.5031) loss_giou_dn_3: 0.4814 (0.4946) loss_giou_dn_4: 0.4792 (0.4925) loss_giou_dn_5: 0.4797 (0.4927) loss_vfl: 0.7297 (0.7189) loss_vfl_aux_0: 0.8426 (0.8466) loss_vfl_aux_1: 0.7852 (0.7897) loss_vfl_aux_2: 0.7479 (0.7483) loss_vfl_aux_3: 0.7401 (0.7301) loss_vfl_aux_4: 0.7302 (0.7219) loss_vfl_aux_5: 0.7892 (0.8187) loss_vfl_dn_0: 0.4680 (0.4707) loss_vfl_dn_1: 0.4079 (0.4103) loss_vfl_dn_2: 0.3931 (0.3933) loss_vfl_dn_3: 0.3840 (0.3857) loss_vfl_dn_4: 0.3795 (0.3829) loss_vfl_dn_5: 0.3786 (0.3820) time: 0.4683 data: 0.0139 max mem: 5654 Epoch: [18] [4500/7393] eta: 0:23:05 lr: 0.000010 loss: 17.4442 (17.3129) loss_bbox: 0.1676 (0.1708) loss_bbox_aux_0: 0.1822 (0.1849) loss_bbox_aux_1: 0.1782 (0.1763) loss_bbox_aux_2: 0.1773 (0.1735) loss_bbox_aux_3: 0.1730 (0.1712) loss_bbox_aux_4: 0.1669 (0.1707) loss_bbox_aux_5: 0.2236 (0.2270) loss_bbox_dn_0: 0.2933 (0.3096) loss_bbox_dn_1: 0.2322 (0.2396) loss_bbox_dn_2: 0.2152 (0.2178) loss_bbox_dn_3: 0.2045 (0.2104) loss_bbox_dn_4: 0.2037 (0.2088) loss_bbox_dn_5: 0.2037 (0.2088) loss_giou: 0.5438 (0.5076) loss_giou_aux_0: 0.5839 (0.5336) loss_giou_aux_1: 0.5555 (0.5176) loss_giou_aux_2: 0.5480 (0.5121) loss_giou_aux_3: 0.5420 (0.5086) loss_giou_aux_4: 0.5398 (0.5077) loss_giou_aux_5: 0.6495 (0.6056) loss_giou_dn_0: 0.6388 (0.6350) loss_giou_dn_1: 0.5344 (0.5310) loss_giou_dn_2: 0.5082 (0.5033) loss_giou_dn_3: 0.4996 (0.4947) loss_giou_dn_4: 0.4977 (0.4927) loss_giou_dn_5: 0.4980 (0.4929) loss_vfl: 0.7055 (0.7191) loss_vfl_aux_0: 0.8453 (0.8468) loss_vfl_aux_1: 0.7899 (0.7899) loss_vfl_aux_2: 0.7520 (0.7486) loss_vfl_aux_3: 0.7340 (0.7304) loss_vfl_aux_4: 0.7062 (0.7221) loss_vfl_aux_5: 0.7925 (0.8189) loss_vfl_dn_0: 0.4755 (0.4708) loss_vfl_dn_1: 0.4168 (0.4103) loss_vfl_dn_2: 0.4034 (0.3934) loss_vfl_dn_3: 0.3950 (0.3858) loss_vfl_dn_4: 0.3928 (0.3830) loss_vfl_dn_5: 0.3925 (0.3821) time: 0.4751 data: 0.0139 max mem: 5654 Epoch: [18] [4600/7393] eta: 0:22:17 lr: 0.000010 loss: 17.8643 (17.3163) loss_bbox: 0.1547 (0.1708) loss_bbox_aux_0: 0.1669 (0.1849) loss_bbox_aux_1: 0.1531 (0.1763) loss_bbox_aux_2: 0.1590 (0.1734) loss_bbox_aux_3: 0.1570 (0.1712) loss_bbox_aux_4: 0.1573 (0.1707) loss_bbox_aux_5: 0.2048 (0.2270) loss_bbox_dn_0: 0.2922 (0.3097) loss_bbox_dn_1: 0.2297 (0.2397) loss_bbox_dn_2: 0.2169 (0.2180) loss_bbox_dn_3: 0.2121 (0.2105) loss_bbox_dn_4: 0.2108 (0.2090) loss_bbox_dn_5: 0.2108 (0.2090) loss_giou: 0.4985 (0.5075) loss_giou_aux_0: 0.5260 (0.5334) loss_giou_aux_1: 0.5116 (0.5175) loss_giou_aux_2: 0.5087 (0.5120) loss_giou_aux_3: 0.5025 (0.5085) loss_giou_aux_4: 0.5027 (0.5076) loss_giou_aux_5: 0.6013 (0.6054) loss_giou_dn_0: 0.6328 (0.6350) loss_giou_dn_1: 0.5277 (0.5311) loss_giou_dn_2: 0.5015 (0.5034) loss_giou_dn_3: 0.4947 (0.4948) loss_giou_dn_4: 0.4939 (0.4928) loss_giou_dn_5: 0.4937 (0.4930) loss_vfl: 0.7555 (0.7196) loss_vfl_aux_0: 0.8726 (0.8472) loss_vfl_aux_1: 0.8090 (0.7903) loss_vfl_aux_2: 0.7743 (0.7489) loss_vfl_aux_3: 0.7781 (0.7308) loss_vfl_aux_4: 0.7476 (0.7225) loss_vfl_aux_5: 0.8407 (0.8192) loss_vfl_dn_0: 0.4680 (0.4707) loss_vfl_dn_1: 0.4065 (0.4104) loss_vfl_dn_2: 0.3950 (0.3935) loss_vfl_dn_3: 0.3854 (0.3858) loss_vfl_dn_4: 0.3811 (0.3830) loss_vfl_dn_5: 0.3792 (0.3822) time: 0.4627 data: 0.0140 max mem: 5654 Epoch: [18] [4700/7393] eta: 0:21:29 lr: 0.000010 loss: 17.4909 (17.3171) loss_bbox: 0.1628 (0.1708) loss_bbox_aux_0: 0.1857 (0.1849) loss_bbox_aux_1: 0.1768 (0.1763) loss_bbox_aux_2: 0.1688 (0.1734) loss_bbox_aux_3: 0.1617 (0.1712) loss_bbox_aux_4: 0.1629 (0.1707) loss_bbox_aux_5: 0.2334 (0.2270) loss_bbox_dn_0: 0.3067 (0.3097) loss_bbox_dn_1: 0.2535 (0.2397) loss_bbox_dn_2: 0.2280 (0.2180) loss_bbox_dn_3: 0.2165 (0.2105) loss_bbox_dn_4: 0.2148 (0.2089) loss_bbox_dn_5: 0.2145 (0.2089) loss_giou: 0.5219 (0.5076) loss_giou_aux_0: 0.5306 (0.5336) loss_giou_aux_1: 0.5086 (0.5176) loss_giou_aux_2: 0.5020 (0.5121) loss_giou_aux_3: 0.5181 (0.5087) loss_giou_aux_4: 0.5247 (0.5078) loss_giou_aux_5: 0.5986 (0.6055) loss_giou_dn_0: 0.6452 (0.6351) loss_giou_dn_1: 0.5371 (0.5312) loss_giou_dn_2: 0.5132 (0.5035) loss_giou_dn_3: 0.5015 (0.4950) loss_giou_dn_4: 0.4965 (0.4930) loss_giou_dn_5: 0.4964 (0.4931) loss_vfl: 0.7023 (0.7195) loss_vfl_aux_0: 0.8083 (0.8471) loss_vfl_aux_1: 0.7368 (0.7901) loss_vfl_aux_2: 0.7248 (0.7489) loss_vfl_aux_3: 0.6995 (0.7308) loss_vfl_aux_4: 0.6988 (0.7225) loss_vfl_aux_5: 0.7744 (0.8190) loss_vfl_dn_0: 0.4614 (0.4707) loss_vfl_dn_1: 0.4138 (0.4104) loss_vfl_dn_2: 0.3989 (0.3934) loss_vfl_dn_3: 0.3879 (0.3858) loss_vfl_dn_4: 0.3851 (0.3830) loss_vfl_dn_5: 0.3829 (0.3822) time: 0.4634 data: 0.0134 max mem: 5654 Epoch: [18] [4800/7393] eta: 0:20:43 lr: 0.000010 loss: 16.9480 (17.3156) loss_bbox: 0.1554 (0.1708) loss_bbox_aux_0: 0.1721 (0.1849) loss_bbox_aux_1: 0.1647 (0.1763) loss_bbox_aux_2: 0.1641 (0.1734) loss_bbox_aux_3: 0.1605 (0.1711) loss_bbox_aux_4: 0.1565 (0.1707) loss_bbox_aux_5: 0.2032 (0.2270) loss_bbox_dn_0: 0.2884 (0.3096) loss_bbox_dn_1: 0.2298 (0.2396) loss_bbox_dn_2: 0.2022 (0.2178) loss_bbox_dn_3: 0.1944 (0.2104) loss_bbox_dn_4: 0.1929 (0.2088) loss_bbox_dn_5: 0.1931 (0.2088) loss_giou: 0.5050 (0.5078) loss_giou_aux_0: 0.4890 (0.5337) loss_giou_aux_1: 0.4841 (0.5178) loss_giou_aux_2: 0.5010 (0.5123) loss_giou_aux_3: 0.5057 (0.5088) loss_giou_aux_4: 0.4960 (0.5079) loss_giou_aux_5: 0.5402 (0.6057) loss_giou_dn_0: 0.6151 (0.6351) loss_giou_dn_1: 0.5153 (0.5312) loss_giou_dn_2: 0.4874 (0.5035) loss_giou_dn_3: 0.4802 (0.4950) loss_giou_dn_4: 0.4792 (0.4929) loss_giou_dn_5: 0.4792 (0.4931) loss_vfl: 0.6928 (0.7193) loss_vfl_aux_0: 0.8355 (0.8468) loss_vfl_aux_1: 0.7480 (0.7897) loss_vfl_aux_2: 0.7258 (0.7486) loss_vfl_aux_3: 0.7023 (0.7306) loss_vfl_aux_4: 0.6908 (0.7223) loss_vfl_aux_5: 0.8248 (0.8188) loss_vfl_dn_0: 0.4655 (0.4707) loss_vfl_dn_1: 0.3971 (0.4103) loss_vfl_dn_2: 0.3867 (0.3934) loss_vfl_dn_3: 0.3778 (0.3858) loss_vfl_dn_4: 0.3758 (0.3830) loss_vfl_dn_5: 0.3725 (0.3822) time: 0.4714 data: 0.0140 max mem: 5654 Epoch: [18] [4900/7393] eta: 0:19:54 lr: 0.000010 loss: 16.9140 (17.3143) loss_bbox: 0.1624 (0.1709) loss_bbox_aux_0: 0.1711 (0.1849) loss_bbox_aux_1: 0.1631 (0.1764) loss_bbox_aux_2: 0.1756 (0.1735) loss_bbox_aux_3: 0.1607 (0.1712) loss_bbox_aux_4: 0.1629 (0.1707) loss_bbox_aux_5: 0.2203 (0.2270) loss_bbox_dn_0: 0.2900 (0.3096) loss_bbox_dn_1: 0.2280 (0.2396) loss_bbox_dn_2: 0.2105 (0.2178) loss_bbox_dn_3: 0.2048 (0.2104) loss_bbox_dn_4: 0.2023 (0.2088) loss_bbox_dn_5: 0.2024 (0.2088) loss_giou: 0.4767 (0.5078) loss_giou_aux_0: 0.4906 (0.5337) loss_giou_aux_1: 0.4957 (0.5178) loss_giou_aux_2: 0.4936 (0.5123) loss_giou_aux_3: 0.4787 (0.5088) loss_giou_aux_4: 0.4769 (0.5079) loss_giou_aux_5: 0.5708 (0.6057) loss_giou_dn_0: 0.6364 (0.6350) loss_giou_dn_1: 0.5405 (0.5311) loss_giou_dn_2: 0.5129 (0.5034) loss_giou_dn_3: 0.5041 (0.4948) loss_giou_dn_4: 0.5015 (0.4928) loss_giou_dn_5: 0.5021 (0.4929) loss_vfl: 0.7255 (0.7192) loss_vfl_aux_0: 0.8505 (0.8467) loss_vfl_aux_1: 0.7901 (0.7896) loss_vfl_aux_2: 0.7227 (0.7484) loss_vfl_aux_3: 0.7123 (0.7306) loss_vfl_aux_4: 0.7125 (0.7222) loss_vfl_aux_5: 0.8265 (0.8188) loss_vfl_dn_0: 0.4728 (0.4707) loss_vfl_dn_1: 0.4090 (0.4103) loss_vfl_dn_2: 0.3892 (0.3934) loss_vfl_dn_3: 0.3844 (0.3858) loss_vfl_dn_4: 0.3790 (0.3830) loss_vfl_dn_5: 0.3780 (0.3821) time: 0.4725 data: 0.0146 max mem: 5654 Epoch: [18] [5000/7393] eta: 0:19:06 lr: 0.000010 loss: 17.3084 (17.3165) loss_bbox: 0.1492 (0.1709) loss_bbox_aux_0: 0.1714 (0.1849) loss_bbox_aux_1: 0.1650 (0.1763) loss_bbox_aux_2: 0.1576 (0.1735) loss_bbox_aux_3: 0.1541 (0.1712) loss_bbox_aux_4: 0.1521 (0.1707) loss_bbox_aux_5: 0.2103 (0.2268) loss_bbox_dn_0: 0.2806 (0.3094) loss_bbox_dn_1: 0.2082 (0.2394) loss_bbox_dn_2: 0.1800 (0.2177) loss_bbox_dn_3: 0.1699 (0.2102) loss_bbox_dn_4: 0.1692 (0.2087) loss_bbox_dn_5: 0.1694 (0.2086) loss_giou: 0.4802 (0.5082) loss_giou_aux_0: 0.4968 (0.5341) loss_giou_aux_1: 0.4869 (0.5182) loss_giou_aux_2: 0.4772 (0.5127) loss_giou_aux_3: 0.4779 (0.5093) loss_giou_aux_4: 0.4800 (0.5084) loss_giou_aux_5: 0.6030 (0.6061) loss_giou_dn_0: 0.6322 (0.6352) loss_giou_dn_1: 0.5400 (0.5313) loss_giou_dn_2: 0.5084 (0.5036) loss_giou_dn_3: 0.4983 (0.4950) loss_giou_dn_4: 0.4946 (0.4930) loss_giou_dn_5: 0.4949 (0.4932) loss_vfl: 0.7095 (0.7191) loss_vfl_aux_0: 0.8404 (0.8464) loss_vfl_aux_1: 0.8075 (0.7895) loss_vfl_aux_2: 0.7452 (0.7483) loss_vfl_aux_3: 0.7111 (0.7305) loss_vfl_aux_4: 0.7042 (0.7221) loss_vfl_aux_5: 0.8434 (0.8187) loss_vfl_dn_0: 0.4675 (0.4707) loss_vfl_dn_1: 0.4037 (0.4103) loss_vfl_dn_2: 0.3847 (0.3934) loss_vfl_dn_3: 0.3782 (0.3858) loss_vfl_dn_4: 0.3763 (0.3830) loss_vfl_dn_5: 0.3769 (0.3822) time: 0.4776 data: 0.0139 max mem: 5654 Epoch: [18] [5100/7393] eta: 0:18:18 lr: 0.000010 loss: 17.5185 (17.3189) loss_bbox: 0.1587 (0.1707) loss_bbox_aux_0: 0.1662 (0.1848) loss_bbox_aux_1: 0.1612 (0.1762) loss_bbox_aux_2: 0.1575 (0.1734) loss_bbox_aux_3: 0.1612 (0.1710) loss_bbox_aux_4: 0.1595 (0.1706) loss_bbox_aux_5: 0.2076 (0.2266) loss_bbox_dn_0: 0.2846 (0.3092) loss_bbox_dn_1: 0.2311 (0.2392) loss_bbox_dn_2: 0.2139 (0.2175) loss_bbox_dn_3: 0.2044 (0.2101) loss_bbox_dn_4: 0.1999 (0.2085) loss_bbox_dn_5: 0.1996 (0.2085) loss_giou: 0.5137 (0.5084) loss_giou_aux_0: 0.5309 (0.5344) loss_giou_aux_1: 0.5125 (0.5184) loss_giou_aux_2: 0.5207 (0.5129) loss_giou_aux_3: 0.5208 (0.5095) loss_giou_aux_4: 0.5133 (0.5086) loss_giou_aux_5: 0.5940 (0.6063) loss_giou_dn_0: 0.6287 (0.6354) loss_giou_dn_1: 0.5322 (0.5315) loss_giou_dn_2: 0.5050 (0.5038) loss_giou_dn_3: 0.4936 (0.4953) loss_giou_dn_4: 0.4924 (0.4932) loss_giou_dn_5: 0.4926 (0.4934) loss_vfl: 0.6960 (0.7193) loss_vfl_aux_0: 0.8242 (0.8464) loss_vfl_aux_1: 0.7620 (0.7897) loss_vfl_aux_2: 0.7196 (0.7485) loss_vfl_aux_3: 0.7087 (0.7307) loss_vfl_aux_4: 0.6789 (0.7223) loss_vfl_aux_5: 0.7925 (0.8188) loss_vfl_dn_0: 0.4688 (0.4707) loss_vfl_dn_1: 0.4146 (0.4104) loss_vfl_dn_2: 0.3948 (0.3935) loss_vfl_dn_3: 0.3900 (0.3859) loss_vfl_dn_4: 0.3870 (0.3831) loss_vfl_dn_5: 0.3872 (0.3822) time: 0.4747 data: 0.0143 max mem: 5654 Epoch: [18] [5200/7393] eta: 0:17:32 lr: 0.000010 loss: 17.3385 (17.3180) loss_bbox: 0.1526 (0.1708) loss_bbox_aux_0: 0.1639 (0.1848) loss_bbox_aux_1: 0.1599 (0.1762) loss_bbox_aux_2: 0.1580 (0.1734) loss_bbox_aux_3: 0.1533 (0.1710) loss_bbox_aux_4: 0.1537 (0.1706) loss_bbox_aux_5: 0.1914 (0.2266) loss_bbox_dn_0: 0.2612 (0.3092) loss_bbox_dn_1: 0.2012 (0.2392) loss_bbox_dn_2: 0.1913 (0.2174) loss_bbox_dn_3: 0.1815 (0.2100) loss_bbox_dn_4: 0.1816 (0.2084) loss_bbox_dn_5: 0.1815 (0.2084) loss_giou: 0.5282 (0.5085) loss_giou_aux_0: 0.5640 (0.5345) loss_giou_aux_1: 0.5323 (0.5185) loss_giou_aux_2: 0.5416 (0.5130) loss_giou_aux_3: 0.5360 (0.5095) loss_giou_aux_4: 0.5314 (0.5087) loss_giou_aux_5: 0.6281 (0.6063) loss_giou_dn_0: 0.6502 (0.6355) loss_giou_dn_1: 0.5562 (0.5316) loss_giou_dn_2: 0.5232 (0.5038) loss_giou_dn_3: 0.5160 (0.4953) loss_giou_dn_4: 0.5132 (0.4933) loss_giou_dn_5: 0.5134 (0.4934) loss_vfl: 0.6636 (0.7191) loss_vfl_aux_0: 0.7735 (0.8461) loss_vfl_aux_1: 0.7177 (0.7895) loss_vfl_aux_2: 0.6971 (0.7483) loss_vfl_aux_3: 0.6783 (0.7306) loss_vfl_aux_4: 0.6674 (0.7221) loss_vfl_aux_5: 0.7786 (0.8187) loss_vfl_dn_0: 0.4736 (0.4707) loss_vfl_dn_1: 0.4102 (0.4104) loss_vfl_dn_2: 0.3891 (0.3934) loss_vfl_dn_3: 0.3840 (0.3858) loss_vfl_dn_4: 0.3831 (0.3830) loss_vfl_dn_5: 0.3819 (0.3822) time: 0.4780 data: 0.0138 max mem: 5654 Epoch: [18] [5300/7393] eta: 0:16:44 lr: 0.000010 loss: 17.4621 (17.3217) loss_bbox: 0.1709 (0.1708) loss_bbox_aux_0: 0.1941 (0.1849) loss_bbox_aux_1: 0.1824 (0.1763) loss_bbox_aux_2: 0.1674 (0.1734) loss_bbox_aux_3: 0.1693 (0.1711) loss_bbox_aux_4: 0.1717 (0.1707) loss_bbox_aux_5: 0.2142 (0.2266) loss_bbox_dn_0: 0.3068 (0.3091) loss_bbox_dn_1: 0.2295 (0.2391) loss_bbox_dn_2: 0.2015 (0.2174) loss_bbox_dn_3: 0.1916 (0.2100) loss_bbox_dn_4: 0.1880 (0.2084) loss_bbox_dn_5: 0.1882 (0.2084) loss_giou: 0.5071 (0.5089) loss_giou_aux_0: 0.5538 (0.5349) loss_giou_aux_1: 0.5218 (0.5189) loss_giou_aux_2: 0.5094 (0.5133) loss_giou_aux_3: 0.5114 (0.5099) loss_giou_aux_4: 0.5071 (0.5091) loss_giou_aux_5: 0.6133 (0.6066) loss_giou_dn_0: 0.6370 (0.6358) loss_giou_dn_1: 0.5326 (0.5319) loss_giou_dn_2: 0.5062 (0.5041) loss_giou_dn_3: 0.4991 (0.4956) loss_giou_dn_4: 0.4980 (0.4936) loss_giou_dn_5: 0.4981 (0.4937) loss_vfl: 0.6763 (0.7190) loss_vfl_aux_0: 0.8063 (0.8459) loss_vfl_aux_1: 0.7619 (0.7893) loss_vfl_aux_2: 0.7268 (0.7483) loss_vfl_aux_3: 0.6930 (0.7305) loss_vfl_aux_4: 0.6772 (0.7220) loss_vfl_aux_5: 0.7920 (0.8187) loss_vfl_dn_0: 0.4710 (0.4707) loss_vfl_dn_1: 0.4088 (0.4104) loss_vfl_dn_2: 0.3867 (0.3934) loss_vfl_dn_3: 0.3811 (0.3858) loss_vfl_dn_4: 0.3773 (0.3830) loss_vfl_dn_5: 0.3753 (0.3822) time: 0.4735 data: 0.0147 max mem: 5654 Epoch: [18] [5400/7393] eta: 0:15:56 lr: 0.000010 loss: 17.6429 (17.3226) loss_bbox: 0.1562 (0.1709) loss_bbox_aux_0: 0.1786 (0.1850) loss_bbox_aux_1: 0.1685 (0.1763) loss_bbox_aux_2: 0.1594 (0.1734) loss_bbox_aux_3: 0.1552 (0.1711) loss_bbox_aux_4: 0.1562 (0.1707) loss_bbox_aux_5: 0.2203 (0.2266) loss_bbox_dn_0: 0.3027 (0.3091) loss_bbox_dn_1: 0.2324 (0.2391) loss_bbox_dn_2: 0.2116 (0.2174) loss_bbox_dn_3: 0.2032 (0.2100) loss_bbox_dn_4: 0.2028 (0.2084) loss_bbox_dn_5: 0.2028 (0.2084) loss_giou: 0.4814 (0.5089) loss_giou_aux_0: 0.5036 (0.5350) loss_giou_aux_1: 0.4951 (0.5189) loss_giou_aux_2: 0.4779 (0.5134) loss_giou_aux_3: 0.4855 (0.5099) loss_giou_aux_4: 0.4829 (0.5091) loss_giou_aux_5: 0.5761 (0.6067) loss_giou_dn_0: 0.6115 (0.6358) loss_giou_dn_1: 0.5132 (0.5319) loss_giou_dn_2: 0.4750 (0.5041) loss_giou_dn_3: 0.4692 (0.4956) loss_giou_dn_4: 0.4675 (0.4936) loss_giou_dn_5: 0.4677 (0.4937) loss_vfl: 0.7067 (0.7189) loss_vfl_aux_0: 0.8189 (0.8459) loss_vfl_aux_1: 0.7622 (0.7893) loss_vfl_aux_2: 0.7377 (0.7483) loss_vfl_aux_3: 0.7096 (0.7305) loss_vfl_aux_4: 0.7053 (0.7220) loss_vfl_aux_5: 0.7877 (0.8187) loss_vfl_dn_0: 0.4734 (0.4707) loss_vfl_dn_1: 0.4153 (0.4105) loss_vfl_dn_2: 0.3990 (0.3935) loss_vfl_dn_3: 0.3926 (0.3859) loss_vfl_dn_4: 0.3870 (0.3831) loss_vfl_dn_5: 0.3881 (0.3822) time: 0.4669 data: 0.0141 max mem: 5654 Epoch: [18] [5500/7393] eta: 0:15:09 lr: 0.000010 loss: 17.2725 (17.3223) loss_bbox: 0.1479 (0.1709) loss_bbox_aux_0: 0.1652 (0.1850) loss_bbox_aux_1: 0.1584 (0.1764) loss_bbox_aux_2: 0.1530 (0.1735) loss_bbox_aux_3: 0.1536 (0.1712) loss_bbox_aux_4: 0.1502 (0.1707) loss_bbox_aux_5: 0.1979 (0.2266) loss_bbox_dn_0: 0.2726 (0.3092) loss_bbox_dn_1: 0.2147 (0.2392) loss_bbox_dn_2: 0.1969 (0.2174) loss_bbox_dn_3: 0.1898 (0.2100) loss_bbox_dn_4: 0.1908 (0.2084) loss_bbox_dn_5: 0.1905 (0.2084) loss_giou: 0.5071 (0.5090) loss_giou_aux_0: 0.5346 (0.5350) loss_giou_aux_1: 0.5181 (0.5190) loss_giou_aux_2: 0.5151 (0.5134) loss_giou_aux_3: 0.5084 (0.5100) loss_giou_aux_4: 0.5068 (0.5092) loss_giou_aux_5: 0.6039 (0.6067) loss_giou_dn_0: 0.6466 (0.6357) loss_giou_dn_1: 0.5400 (0.5318) loss_giou_dn_2: 0.5077 (0.5041) loss_giou_dn_3: 0.5001 (0.4955) loss_giou_dn_4: 0.5010 (0.4935) loss_giou_dn_5: 0.5016 (0.4937) loss_vfl: 0.7566 (0.7190) loss_vfl_aux_0: 0.8517 (0.8458) loss_vfl_aux_1: 0.8170 (0.7892) loss_vfl_aux_2: 0.7572 (0.7482) loss_vfl_aux_3: 0.7647 (0.7305) loss_vfl_aux_4: 0.7550 (0.7220) loss_vfl_aux_5: 0.8038 (0.8186) loss_vfl_dn_0: 0.4803 (0.4707) loss_vfl_dn_1: 0.4088 (0.4104) loss_vfl_dn_2: 0.3946 (0.3935) loss_vfl_dn_3: 0.3887 (0.3859) loss_vfl_dn_4: 0.3872 (0.3831) loss_vfl_dn_5: 0.3886 (0.3822) time: 0.4750 data: 0.0144 max mem: 5654 Epoch: [18] [5600/7393] eta: 0:14:21 lr: 0.000010 loss: 17.0029 (17.3191) loss_bbox: 0.1541 (0.1708) loss_bbox_aux_0: 0.1891 (0.1850) loss_bbox_aux_1: 0.1611 (0.1763) loss_bbox_aux_2: 0.1519 (0.1734) loss_bbox_aux_3: 0.1566 (0.1711) loss_bbox_aux_4: 0.1555 (0.1706) loss_bbox_aux_5: 0.2177 (0.2264) loss_bbox_dn_0: 0.2604 (0.3089) loss_bbox_dn_1: 0.1965 (0.2389) loss_bbox_dn_2: 0.1797 (0.2171) loss_bbox_dn_3: 0.1708 (0.2097) loss_bbox_dn_4: 0.1703 (0.2082) loss_bbox_dn_5: 0.1701 (0.2081) loss_giou: 0.5173 (0.5091) loss_giou_aux_0: 0.5407 (0.5352) loss_giou_aux_1: 0.5193 (0.5192) loss_giou_aux_2: 0.5184 (0.5136) loss_giou_aux_3: 0.5160 (0.5101) loss_giou_aux_4: 0.5142 (0.5093) loss_giou_aux_5: 0.6352 (0.6069) loss_giou_dn_0: 0.6202 (0.6357) loss_giou_dn_1: 0.5327 (0.5318) loss_giou_dn_2: 0.5025 (0.5040) loss_giou_dn_3: 0.4983 (0.4955) loss_giou_dn_4: 0.4969 (0.4935) loss_giou_dn_5: 0.4971 (0.4936) loss_vfl: 0.7227 (0.7187) loss_vfl_aux_0: 0.8235 (0.8455) loss_vfl_aux_1: 0.7699 (0.7889) loss_vfl_aux_2: 0.7491 (0.7481) loss_vfl_aux_3: 0.7258 (0.7303) loss_vfl_aux_4: 0.7191 (0.7217) loss_vfl_aux_5: 0.7892 (0.8185) loss_vfl_dn_0: 0.4655 (0.4706) loss_vfl_dn_1: 0.4108 (0.4104) loss_vfl_dn_2: 0.3935 (0.3934) loss_vfl_dn_3: 0.3866 (0.3858) loss_vfl_dn_4: 0.3847 (0.3830) loss_vfl_dn_5: 0.3835 (0.3822) time: 0.4649 data: 0.0136 max mem: 5654 Epoch: [18] [5700/7393] eta: 0:13:32 lr: 0.000010 loss: 16.9770 (17.3168) loss_bbox: 0.1557 (0.1708) loss_bbox_aux_0: 0.1615 (0.1850) loss_bbox_aux_1: 0.1566 (0.1763) loss_bbox_aux_2: 0.1579 (0.1734) loss_bbox_aux_3: 0.1571 (0.1711) loss_bbox_aux_4: 0.1571 (0.1707) loss_bbox_aux_5: 0.1979 (0.2263) loss_bbox_dn_0: 0.2470 (0.3088) loss_bbox_dn_1: 0.1832 (0.2388) loss_bbox_dn_2: 0.1661 (0.2170) loss_bbox_dn_3: 0.1604 (0.2096) loss_bbox_dn_4: 0.1576 (0.2081) loss_bbox_dn_5: 0.1576 (0.2080) loss_giou: 0.5523 (0.5091) loss_giou_aux_0: 0.5912 (0.5351) loss_giou_aux_1: 0.5803 (0.5191) loss_giou_aux_2: 0.5581 (0.5135) loss_giou_aux_3: 0.5542 (0.5101) loss_giou_aux_4: 0.5612 (0.5093) loss_giou_aux_5: 0.6395 (0.6068) loss_giou_dn_0: 0.6645 (0.6357) loss_giou_dn_1: 0.5593 (0.5318) loss_giou_dn_2: 0.5298 (0.5040) loss_giou_dn_3: 0.5240 (0.4955) loss_giou_dn_4: 0.5250 (0.4935) loss_giou_dn_5: 0.5257 (0.4936) loss_vfl: 0.6628 (0.7187) loss_vfl_aux_0: 0.7576 (0.8453) loss_vfl_aux_1: 0.6909 (0.7887) loss_vfl_aux_2: 0.6741 (0.7480) loss_vfl_aux_3: 0.6756 (0.7303) loss_vfl_aux_4: 0.6561 (0.7217) loss_vfl_aux_5: 0.7498 (0.8184) loss_vfl_dn_0: 0.4494 (0.4706) loss_vfl_dn_1: 0.4029 (0.4103) loss_vfl_dn_2: 0.3872 (0.3933) loss_vfl_dn_3: 0.3780 (0.3857) loss_vfl_dn_4: 0.3759 (0.3829) loss_vfl_dn_5: 0.3745 (0.3821) time: 0.4716 data: 0.0141 max mem: 5654 Epoch: [18] [5800/7393] eta: 0:12:45 lr: 0.000010 loss: 17.4980 (17.3167) loss_bbox: 0.1687 (0.1708) loss_bbox_aux_0: 0.1867 (0.1850) loss_bbox_aux_1: 0.1760 (0.1763) loss_bbox_aux_2: 0.1775 (0.1734) loss_bbox_aux_3: 0.1725 (0.1711) loss_bbox_aux_4: 0.1728 (0.1707) loss_bbox_aux_5: 0.2379 (0.2263) loss_bbox_dn_0: 0.3063 (0.3087) loss_bbox_dn_1: 0.2244 (0.2387) loss_bbox_dn_2: 0.2026 (0.2170) loss_bbox_dn_3: 0.1972 (0.2096) loss_bbox_dn_4: 0.1949 (0.2080) loss_bbox_dn_5: 0.1947 (0.2080) loss_giou: 0.4881 (0.5092) loss_giou_aux_0: 0.5246 (0.5352) loss_giou_aux_1: 0.5063 (0.5193) loss_giou_aux_2: 0.5030 (0.5137) loss_giou_aux_3: 0.4904 (0.5102) loss_giou_aux_4: 0.4849 (0.5094) loss_giou_aux_5: 0.5932 (0.6068) loss_giou_dn_0: 0.6407 (0.6357) loss_giou_dn_1: 0.5275 (0.5318) loss_giou_dn_2: 0.5055 (0.5041) loss_giou_dn_3: 0.4977 (0.4956) loss_giou_dn_4: 0.4949 (0.4936) loss_giou_dn_5: 0.4951 (0.4937) loss_vfl: 0.6987 (0.7186) loss_vfl_aux_0: 0.8219 (0.8450) loss_vfl_aux_1: 0.7631 (0.7884) loss_vfl_aux_2: 0.7303 (0.7479) loss_vfl_aux_3: 0.7092 (0.7302) loss_vfl_aux_4: 0.6938 (0.7216) loss_vfl_aux_5: 0.7793 (0.8184) loss_vfl_dn_0: 0.4575 (0.4705) loss_vfl_dn_1: 0.4046 (0.4103) loss_vfl_dn_2: 0.3880 (0.3933) loss_vfl_dn_3: 0.3783 (0.3857) loss_vfl_dn_4: 0.3744 (0.3829) loss_vfl_dn_5: 0.3741 (0.3821) time: 0.4855 data: 0.0141 max mem: 5654 Epoch: [18] [5900/7393] eta: 0:11:57 lr: 0.000010 loss: 17.3707 (17.3172) loss_bbox: 0.1627 (0.1708) loss_bbox_aux_0: 0.1670 (0.1850) loss_bbox_aux_1: 0.1633 (0.1762) loss_bbox_aux_2: 0.1575 (0.1733) loss_bbox_aux_3: 0.1613 (0.1711) loss_bbox_aux_4: 0.1617 (0.1707) loss_bbox_aux_5: 0.2225 (0.2263) loss_bbox_dn_0: 0.3003 (0.3085) loss_bbox_dn_1: 0.2255 (0.2386) loss_bbox_dn_2: 0.2072 (0.2168) loss_bbox_dn_3: 0.2021 (0.2095) loss_bbox_dn_4: 0.2027 (0.2079) loss_bbox_dn_5: 0.2027 (0.2079) loss_giou: 0.5214 (0.5095) loss_giou_aux_0: 0.5410 (0.5355) loss_giou_aux_1: 0.5223 (0.5196) loss_giou_aux_2: 0.5164 (0.5140) loss_giou_aux_3: 0.5019 (0.5105) loss_giou_aux_4: 0.5216 (0.5097) loss_giou_aux_5: 0.6085 (0.6072) loss_giou_dn_0: 0.6469 (0.6358) loss_giou_dn_1: 0.5304 (0.5319) loss_giou_dn_2: 0.5002 (0.5041) loss_giou_dn_3: 0.4904 (0.4956) loss_giou_dn_4: 0.4896 (0.4936) loss_giou_dn_5: 0.4898 (0.4938) loss_vfl: 0.7301 (0.7185) loss_vfl_aux_0: 0.8574 (0.8448) loss_vfl_aux_1: 0.8006 (0.7882) loss_vfl_aux_2: 0.7454 (0.7478) loss_vfl_aux_3: 0.7585 (0.7301) loss_vfl_aux_4: 0.7499 (0.7215) loss_vfl_aux_5: 0.8051 (0.8181) loss_vfl_dn_0: 0.4676 (0.4705) loss_vfl_dn_1: 0.4237 (0.4103) loss_vfl_dn_2: 0.4007 (0.3933) loss_vfl_dn_3: 0.3954 (0.3857) loss_vfl_dn_4: 0.3907 (0.3829) loss_vfl_dn_5: 0.3902 (0.3821) time: 0.4753 data: 0.0144 max mem: 5654 Epoch: [18] [6000/7393] eta: 0:11:09 lr: 0.000010 loss: 16.5788 (17.3154) loss_bbox: 0.1636 (0.1707) loss_bbox_aux_0: 0.1818 (0.1849) loss_bbox_aux_1: 0.1752 (0.1762) loss_bbox_aux_2: 0.1682 (0.1732) loss_bbox_aux_3: 0.1638 (0.1709) loss_bbox_aux_4: 0.1636 (0.1705) loss_bbox_aux_5: 0.2003 (0.2262) loss_bbox_dn_0: 0.2683 (0.3082) loss_bbox_dn_1: 0.1955 (0.2383) loss_bbox_dn_2: 0.1822 (0.2166) loss_bbox_dn_3: 0.1779 (0.2093) loss_bbox_dn_4: 0.1791 (0.2077) loss_bbox_dn_5: 0.1791 (0.2077) loss_giou: 0.4643 (0.5095) loss_giou_aux_0: 0.4978 (0.5356) loss_giou_aux_1: 0.4797 (0.5197) loss_giou_aux_2: 0.4695 (0.5140) loss_giou_aux_3: 0.4546 (0.5105) loss_giou_aux_4: 0.4643 (0.5097) loss_giou_aux_5: 0.5806 (0.6073) loss_giou_dn_0: 0.6000 (0.6357) loss_giou_dn_1: 0.4828 (0.5318) loss_giou_dn_2: 0.4536 (0.5041) loss_giou_dn_3: 0.4441 (0.4956) loss_giou_dn_4: 0.4415 (0.4936) loss_giou_dn_5: 0.4416 (0.4938) loss_vfl: 0.7212 (0.7186) loss_vfl_aux_0: 0.8256 (0.8447) loss_vfl_aux_1: 0.7544 (0.7881) loss_vfl_aux_2: 0.7244 (0.7478) loss_vfl_aux_3: 0.7346 (0.7302) loss_vfl_aux_4: 0.7288 (0.7217) loss_vfl_aux_5: 0.8015 (0.8180) loss_vfl_dn_0: 0.4682 (0.4705) loss_vfl_dn_1: 0.4154 (0.4103) loss_vfl_dn_2: 0.3951 (0.3933) loss_vfl_dn_3: 0.3843 (0.3857) loss_vfl_dn_4: 0.3797 (0.3829) loss_vfl_dn_5: 0.3785 (0.3821) time: 0.4782 data: 0.0140 max mem: 5654 Epoch: [18] [6100/7393] eta: 0:10:21 lr: 0.000010 loss: 17.7257 (17.3143) loss_bbox: 0.1624 (0.1707) loss_bbox_aux_0: 0.1734 (0.1850) loss_bbox_aux_1: 0.1690 (0.1762) loss_bbox_aux_2: 0.1672 (0.1733) loss_bbox_aux_3: 0.1669 (0.1710) loss_bbox_aux_4: 0.1702 (0.1706) loss_bbox_aux_5: 0.2088 (0.2263) loss_bbox_dn_0: 0.2786 (0.3085) loss_bbox_dn_1: 0.2207 (0.2385) loss_bbox_dn_2: 0.2011 (0.2168) loss_bbox_dn_3: 0.1958 (0.2094) loss_bbox_dn_4: 0.1962 (0.2079) loss_bbox_dn_5: 0.1962 (0.2078) loss_giou: 0.5498 (0.5091) loss_giou_aux_0: 0.5915 (0.5353) loss_giou_aux_1: 0.5733 (0.5194) loss_giou_aux_2: 0.5693 (0.5137) loss_giou_aux_3: 0.5566 (0.5102) loss_giou_aux_4: 0.5534 (0.5093) loss_giou_aux_5: 0.6627 (0.6070) loss_giou_dn_0: 0.6445 (0.6356) loss_giou_dn_1: 0.5419 (0.5316) loss_giou_dn_2: 0.5149 (0.5039) loss_giou_dn_3: 0.5097 (0.4954) loss_giou_dn_4: 0.5090 (0.4934) loss_giou_dn_5: 0.5089 (0.4935) loss_vfl: 0.7239 (0.7189) loss_vfl_aux_0: 0.8253 (0.8448) loss_vfl_aux_1: 0.7710 (0.7883) loss_vfl_aux_2: 0.7452 (0.7479) loss_vfl_aux_3: 0.7308 (0.7304) loss_vfl_aux_4: 0.7271 (0.7219) loss_vfl_aux_5: 0.8197 (0.8180) loss_vfl_dn_0: 0.4622 (0.4705) loss_vfl_dn_1: 0.4042 (0.4102) loss_vfl_dn_2: 0.3865 (0.3933) loss_vfl_dn_3: 0.3816 (0.3857) loss_vfl_dn_4: 0.3765 (0.3829) loss_vfl_dn_5: 0.3766 (0.3820) time: 0.4781 data: 0.0144 max mem: 5654 Epoch: [18] [6200/7393] eta: 0:09:32 lr: 0.000010 loss: 17.1832 (17.3141) loss_bbox: 0.1567 (0.1707) loss_bbox_aux_0: 0.1785 (0.1850) loss_bbox_aux_1: 0.1706 (0.1762) loss_bbox_aux_2: 0.1657 (0.1733) loss_bbox_aux_3: 0.1573 (0.1710) loss_bbox_aux_4: 0.1562 (0.1705) loss_bbox_aux_5: 0.2234 (0.2263) loss_bbox_dn_0: 0.2959 (0.3085) loss_bbox_dn_1: 0.2212 (0.2385) loss_bbox_dn_2: 0.2074 (0.2169) loss_bbox_dn_3: 0.2014 (0.2095) loss_bbox_dn_4: 0.1997 (0.2079) loss_bbox_dn_5: 0.1997 (0.2079) loss_giou: 0.4663 (0.5090) loss_giou_aux_0: 0.4887 (0.5352) loss_giou_aux_1: 0.4673 (0.5192) loss_giou_aux_2: 0.4684 (0.5136) loss_giou_aux_3: 0.4662 (0.5100) loss_giou_aux_4: 0.4611 (0.5092) loss_giou_aux_5: 0.5655 (0.6069) loss_giou_dn_0: 0.6045 (0.6355) loss_giou_dn_1: 0.4951 (0.5315) loss_giou_dn_2: 0.4700 (0.5038) loss_giou_dn_3: 0.4562 (0.4952) loss_giou_dn_4: 0.4535 (0.4932) loss_giou_dn_5: 0.4536 (0.4934) loss_vfl: 0.7563 (0.7191) loss_vfl_aux_0: 0.8667 (0.8449) loss_vfl_aux_1: 0.8180 (0.7885) loss_vfl_aux_2: 0.7744 (0.7482) loss_vfl_aux_3: 0.7640 (0.7306) loss_vfl_aux_4: 0.7501 (0.7221) loss_vfl_aux_5: 0.8259 (0.8183) loss_vfl_dn_0: 0.4693 (0.4706) loss_vfl_dn_1: 0.4025 (0.4102) loss_vfl_dn_2: 0.3849 (0.3932) loss_vfl_dn_3: 0.3764 (0.3856) loss_vfl_dn_4: 0.3700 (0.3828) loss_vfl_dn_5: 0.3708 (0.3820) time: 0.4770 data: 0.0143 max mem: 5654 Epoch: [18] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 16.6722 (17.3124) loss_bbox: 0.1523 (0.1707) loss_bbox_aux_0: 0.1616 (0.1850) loss_bbox_aux_1: 0.1612 (0.1762) loss_bbox_aux_2: 0.1562 (0.1733) loss_bbox_aux_3: 0.1536 (0.1710) loss_bbox_aux_4: 0.1520 (0.1706) loss_bbox_aux_5: 0.1901 (0.2263) loss_bbox_dn_0: 0.2670 (0.3085) loss_bbox_dn_1: 0.2123 (0.2386) loss_bbox_dn_2: 0.1951 (0.2168) loss_bbox_dn_3: 0.1906 (0.2095) loss_bbox_dn_4: 0.1888 (0.2079) loss_bbox_dn_5: 0.1889 (0.2079) loss_giou: 0.5243 (0.5089) loss_giou_aux_0: 0.5369 (0.5351) loss_giou_aux_1: 0.5097 (0.5191) loss_giou_aux_2: 0.5173 (0.5135) loss_giou_aux_3: 0.5228 (0.5100) loss_giou_aux_4: 0.5245 (0.5092) loss_giou_aux_5: 0.5956 (0.6068) loss_giou_dn_0: 0.6132 (0.6354) loss_giou_dn_1: 0.5156 (0.5314) loss_giou_dn_2: 0.4944 (0.5036) loss_giou_dn_3: 0.4854 (0.4951) loss_giou_dn_4: 0.4837 (0.4931) loss_giou_dn_5: 0.4842 (0.4933) loss_vfl: 0.6753 (0.7190) loss_vfl_aux_0: 0.7894 (0.8449) loss_vfl_aux_1: 0.7580 (0.7885) loss_vfl_aux_2: 0.7223 (0.7481) loss_vfl_aux_3: 0.6942 (0.7305) loss_vfl_aux_4: 0.6736 (0.7220) loss_vfl_aux_5: 0.7881 (0.8181) loss_vfl_dn_0: 0.4685 (0.4706) loss_vfl_dn_1: 0.4038 (0.4102) loss_vfl_dn_2: 0.3858 (0.3932) loss_vfl_dn_3: 0.3791 (0.3856) loss_vfl_dn_4: 0.3725 (0.3828) loss_vfl_dn_5: 0.3719 (0.3820) time: 0.4614 data: 0.0140 max mem: 5654 Epoch: [18] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 17.4053 (17.3099) loss_bbox: 0.1805 (0.1707) loss_bbox_aux_0: 0.1913 (0.1849) loss_bbox_aux_1: 0.1879 (0.1761) loss_bbox_aux_2: 0.1855 (0.1732) loss_bbox_aux_3: 0.1856 (0.1709) loss_bbox_aux_4: 0.1799 (0.1705) loss_bbox_aux_5: 0.2166 (0.2261) loss_bbox_dn_0: 0.2614 (0.3083) loss_bbox_dn_1: 0.2077 (0.2384) loss_bbox_dn_2: 0.1991 (0.2166) loss_bbox_dn_3: 0.1880 (0.2093) loss_bbox_dn_4: 0.1875 (0.2077) loss_bbox_dn_5: 0.1874 (0.2077) loss_giou: 0.5058 (0.5090) loss_giou_aux_0: 0.5233 (0.5351) loss_giou_aux_1: 0.5100 (0.5192) loss_giou_aux_2: 0.5061 (0.5136) loss_giou_aux_3: 0.5021 (0.5101) loss_giou_aux_4: 0.5035 (0.5092) loss_giou_aux_5: 0.6115 (0.6067) loss_giou_dn_0: 0.6303 (0.6354) loss_giou_dn_1: 0.5318 (0.5314) loss_giou_dn_2: 0.5053 (0.5036) loss_giou_dn_3: 0.4965 (0.4951) loss_giou_dn_4: 0.4962 (0.4931) loss_giou_dn_5: 0.4960 (0.4933) loss_vfl: 0.7088 (0.7188) loss_vfl_aux_0: 0.8403 (0.8447) loss_vfl_aux_1: 0.7763 (0.7883) loss_vfl_aux_2: 0.7409 (0.7479) loss_vfl_aux_3: 0.7188 (0.7303) loss_vfl_aux_4: 0.7129 (0.7218) loss_vfl_aux_5: 0.8046 (0.8182) loss_vfl_dn_0: 0.4644 (0.4706) loss_vfl_dn_1: 0.4087 (0.4102) loss_vfl_dn_2: 0.3965 (0.3932) loss_vfl_dn_3: 0.3873 (0.3856) loss_vfl_dn_4: 0.3844 (0.3828) loss_vfl_dn_5: 0.3832 (0.3820) time: 0.4647 data: 0.0137 max mem: 5654 Epoch: [18] [6500/7393] eta: 0:07:08 lr: 0.000010 loss: 17.8940 (17.3095) loss_bbox: 0.1759 (0.1707) loss_bbox_aux_0: 0.1848 (0.1849) loss_bbox_aux_1: 0.1794 (0.1761) loss_bbox_aux_2: 0.1758 (0.1732) loss_bbox_aux_3: 0.1728 (0.1709) loss_bbox_aux_4: 0.1750 (0.1705) loss_bbox_aux_5: 0.2301 (0.2261) loss_bbox_dn_0: 0.3247 (0.3083) loss_bbox_dn_1: 0.2509 (0.2384) loss_bbox_dn_2: 0.2334 (0.2167) loss_bbox_dn_3: 0.2215 (0.2093) loss_bbox_dn_4: 0.2201 (0.2078) loss_bbox_dn_5: 0.2202 (0.2078) loss_giou: 0.4432 (0.5087) loss_giou_aux_0: 0.4683 (0.5349) loss_giou_aux_1: 0.4454 (0.5189) loss_giou_aux_2: 0.4431 (0.5133) loss_giou_aux_3: 0.4446 (0.5098) loss_giou_aux_4: 0.4525 (0.5089) loss_giou_aux_5: 0.5530 (0.6065) loss_giou_dn_0: 0.6238 (0.6354) loss_giou_dn_1: 0.5286 (0.5314) loss_giou_dn_2: 0.4953 (0.5036) loss_giou_dn_3: 0.4883 (0.4951) loss_giou_dn_4: 0.4866 (0.4931) loss_giou_dn_5: 0.4864 (0.4932) loss_vfl: 0.7296 (0.7190) loss_vfl_aux_0: 0.8801 (0.8449) loss_vfl_aux_1: 0.8285 (0.7886) loss_vfl_aux_2: 0.7693 (0.7481) loss_vfl_aux_3: 0.7454 (0.7306) loss_vfl_aux_4: 0.7371 (0.7220) loss_vfl_aux_5: 0.8525 (0.8183) loss_vfl_dn_0: 0.4657 (0.4706) loss_vfl_dn_1: 0.4044 (0.4102) loss_vfl_dn_2: 0.3877 (0.3932) loss_vfl_dn_3: 0.3776 (0.3856) loss_vfl_dn_4: 0.3747 (0.3828) loss_vfl_dn_5: 0.3766 (0.3820) time: 0.4768 data: 0.0140 max mem: 5654 Epoch: [18] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 17.0734 (17.3082) loss_bbox: 0.1833 (0.1707) loss_bbox_aux_0: 0.1943 (0.1850) loss_bbox_aux_1: 0.1835 (0.1762) loss_bbox_aux_2: 0.1860 (0.1732) loss_bbox_aux_3: 0.1827 (0.1710) loss_bbox_aux_4: 0.1833 (0.1706) loss_bbox_aux_5: 0.2300 (0.2262) loss_bbox_dn_0: 0.2887 (0.3085) loss_bbox_dn_1: 0.2297 (0.2385) loss_bbox_dn_2: 0.2116 (0.2168) loss_bbox_dn_3: 0.2049 (0.2094) loss_bbox_dn_4: 0.2037 (0.2078) loss_bbox_dn_5: 0.2037 (0.2078) loss_giou: 0.4796 (0.5086) loss_giou_aux_0: 0.5078 (0.5348) loss_giou_aux_1: 0.4837 (0.5188) loss_giou_aux_2: 0.4744 (0.5132) loss_giou_aux_3: 0.4788 (0.5097) loss_giou_aux_4: 0.4795 (0.5088) loss_giou_aux_5: 0.5715 (0.6064) loss_giou_dn_0: 0.6092 (0.6353) loss_giou_dn_1: 0.4986 (0.5313) loss_giou_dn_2: 0.4732 (0.5035) loss_giou_dn_3: 0.4662 (0.4950) loss_giou_dn_4: 0.4635 (0.4930) loss_giou_dn_5: 0.4636 (0.4931) loss_vfl: 0.7051 (0.7190) loss_vfl_aux_0: 0.8566 (0.8448) loss_vfl_aux_1: 0.7889 (0.7885) loss_vfl_aux_2: 0.7509 (0.7481) loss_vfl_aux_3: 0.7235 (0.7305) loss_vfl_aux_4: 0.7117 (0.7220) loss_vfl_aux_5: 0.8182 (0.8182) loss_vfl_dn_0: 0.4585 (0.4705) loss_vfl_dn_1: 0.4045 (0.4101) loss_vfl_dn_2: 0.3861 (0.3931) loss_vfl_dn_3: 0.3783 (0.3855) loss_vfl_dn_4: 0.3789 (0.3827) loss_vfl_dn_5: 0.3801 (0.3819) time: 0.4794 data: 0.0133 max mem: 5654 Epoch: [18] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 17.6064 (17.3089) loss_bbox: 0.1666 (0.1708) loss_bbox_aux_0: 0.1778 (0.1851) loss_bbox_aux_1: 0.1737 (0.1762) loss_bbox_aux_2: 0.1707 (0.1733) loss_bbox_aux_3: 0.1647 (0.1711) loss_bbox_aux_4: 0.1693 (0.1706) loss_bbox_aux_5: 0.2185 (0.2262) loss_bbox_dn_0: 0.2935 (0.3086) loss_bbox_dn_1: 0.2299 (0.2386) loss_bbox_dn_2: 0.2061 (0.2168) loss_bbox_dn_3: 0.1999 (0.2095) loss_bbox_dn_4: 0.1994 (0.2079) loss_bbox_dn_5: 0.1994 (0.2079) loss_giou: 0.5175 (0.5086) loss_giou_aux_0: 0.5385 (0.5348) loss_giou_aux_1: 0.5356 (0.5188) loss_giou_aux_2: 0.5160 (0.5133) loss_giou_aux_3: 0.5223 (0.5097) loss_giou_aux_4: 0.5127 (0.5088) loss_giou_aux_5: 0.6370 (0.6064) loss_giou_dn_0: 0.6395 (0.6353) loss_giou_dn_1: 0.5502 (0.5312) loss_giou_dn_2: 0.5169 (0.5035) loss_giou_dn_3: 0.5045 (0.4950) loss_giou_dn_4: 0.5031 (0.4930) loss_giou_dn_5: 0.5031 (0.4931) loss_vfl: 0.6944 (0.7190) loss_vfl_aux_0: 0.8092 (0.8448) loss_vfl_aux_1: 0.7518 (0.7884) loss_vfl_aux_2: 0.7245 (0.7481) loss_vfl_aux_3: 0.7018 (0.7305) loss_vfl_aux_4: 0.6908 (0.7220) loss_vfl_aux_5: 0.7744 (0.8182) loss_vfl_dn_0: 0.4643 (0.4705) loss_vfl_dn_1: 0.4128 (0.4101) loss_vfl_dn_2: 0.3939 (0.3931) loss_vfl_dn_3: 0.3866 (0.3855) loss_vfl_dn_4: 0.3822 (0.3827) loss_vfl_dn_5: 0.3816 (0.3819) time: 0.4729 data: 0.0139 max mem: 5654 Epoch: [18] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.8728 (17.3081) loss_bbox: 0.1670 (0.1707) loss_bbox_aux_0: 0.1877 (0.1850) loss_bbox_aux_1: 0.1780 (0.1762) loss_bbox_aux_2: 0.1762 (0.1733) loss_bbox_aux_3: 0.1713 (0.1710) loss_bbox_aux_4: 0.1682 (0.1706) loss_bbox_aux_5: 0.2316 (0.2261) loss_bbox_dn_0: 0.3088 (0.3085) loss_bbox_dn_1: 0.2497 (0.2385) loss_bbox_dn_2: 0.2261 (0.2168) loss_bbox_dn_3: 0.2212 (0.2094) loss_bbox_dn_4: 0.2200 (0.2078) loss_bbox_dn_5: 0.2201 (0.2078) loss_giou: 0.4724 (0.5086) loss_giou_aux_0: 0.4855 (0.5348) loss_giou_aux_1: 0.4846 (0.5188) loss_giou_aux_2: 0.4662 (0.5132) loss_giou_aux_3: 0.4631 (0.5097) loss_giou_aux_4: 0.4681 (0.5088) loss_giou_aux_5: 0.5750 (0.6064) loss_giou_dn_0: 0.6228 (0.6353) loss_giou_dn_1: 0.5073 (0.5313) loss_giou_dn_2: 0.4761 (0.5035) loss_giou_dn_3: 0.4678 (0.4950) loss_giou_dn_4: 0.4682 (0.4930) loss_giou_dn_5: 0.4681 (0.4931) loss_vfl: 0.7298 (0.7190) loss_vfl_aux_0: 0.8523 (0.8448) loss_vfl_aux_1: 0.7882 (0.7884) loss_vfl_aux_2: 0.7544 (0.7481) loss_vfl_aux_3: 0.7420 (0.7305) loss_vfl_aux_4: 0.7300 (0.7220) loss_vfl_aux_5: 0.7944 (0.8181) loss_vfl_dn_0: 0.4710 (0.4705) loss_vfl_dn_1: 0.4064 (0.4101) loss_vfl_dn_2: 0.3943 (0.3931) loss_vfl_dn_3: 0.3842 (0.3856) loss_vfl_dn_4: 0.3807 (0.3828) loss_vfl_dn_5: 0.3784 (0.3819) time: 0.4804 data: 0.0142 max mem: 5654 Epoch: [18] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 17.8105 (17.3071) loss_bbox: 0.1683 (0.1707) loss_bbox_aux_0: 0.1770 (0.1849) loss_bbox_aux_1: 0.1696 (0.1761) loss_bbox_aux_2: 0.1670 (0.1732) loss_bbox_aux_3: 0.1669 (0.1710) loss_bbox_aux_4: 0.1682 (0.1706) loss_bbox_aux_5: 0.2132 (0.2261) loss_bbox_dn_0: 0.2911 (0.3084) loss_bbox_dn_1: 0.2223 (0.2384) loss_bbox_dn_2: 0.2002 (0.2167) loss_bbox_dn_3: 0.1893 (0.2093) loss_bbox_dn_4: 0.1889 (0.2078) loss_bbox_dn_5: 0.1891 (0.2077) loss_giou: 0.5433 (0.5086) loss_giou_aux_0: 0.5618 (0.5348) loss_giou_aux_1: 0.5557 (0.5188) loss_giou_aux_2: 0.5519 (0.5133) loss_giou_aux_3: 0.5431 (0.5097) loss_giou_aux_4: 0.5496 (0.5089) loss_giou_aux_5: 0.6385 (0.6064) loss_giou_dn_0: 0.6529 (0.6353) loss_giou_dn_1: 0.5470 (0.5313) loss_giou_dn_2: 0.5168 (0.5035) loss_giou_dn_3: 0.5111 (0.4950) loss_giou_dn_4: 0.5103 (0.4930) loss_giou_dn_5: 0.5103 (0.4931) loss_vfl: 0.7221 (0.7190) loss_vfl_aux_0: 0.8341 (0.8448) loss_vfl_aux_1: 0.7880 (0.7884) loss_vfl_aux_2: 0.7704 (0.7481) loss_vfl_aux_3: 0.7448 (0.7305) loss_vfl_aux_4: 0.7232 (0.7220) loss_vfl_aux_5: 0.7863 (0.8180) loss_vfl_dn_0: 0.4720 (0.4705) loss_vfl_dn_1: 0.4158 (0.4101) loss_vfl_dn_2: 0.3955 (0.3931) loss_vfl_dn_3: 0.3916 (0.3855) loss_vfl_dn_4: 0.3873 (0.3827) loss_vfl_dn_5: 0.3873 (0.3819) time: 0.4686 data: 0.0140 max mem: 5654 Epoch: [18] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 16.9853 (17.3044) loss_bbox: 0.1528 (0.1706) loss_bbox_aux_0: 0.1689 (0.1848) loss_bbox_aux_1: 0.1557 (0.1760) loss_bbox_aux_2: 0.1562 (0.1731) loss_bbox_aux_3: 0.1501 (0.1709) loss_bbox_aux_4: 0.1514 (0.1704) loss_bbox_aux_5: 0.2026 (0.2260) loss_bbox_dn_0: 0.3258 (0.3084) loss_bbox_dn_1: 0.2477 (0.2384) loss_bbox_dn_2: 0.2298 (0.2167) loss_bbox_dn_3: 0.2161 (0.2093) loss_bbox_dn_4: 0.2152 (0.2077) loss_bbox_dn_5: 0.2152 (0.2077) loss_giou: 0.4544 (0.5084) loss_giou_aux_0: 0.4623 (0.5345) loss_giou_aux_1: 0.4625 (0.5185) loss_giou_aux_2: 0.4597 (0.5130) loss_giou_aux_3: 0.4593 (0.5095) loss_giou_aux_4: 0.4594 (0.5086) loss_giou_aux_5: 0.5432 (0.6062) loss_giou_dn_0: 0.6067 (0.6351) loss_giou_dn_1: 0.4993 (0.5311) loss_giou_dn_2: 0.4767 (0.5033) loss_giou_dn_3: 0.4666 (0.4948) loss_giou_dn_4: 0.4645 (0.4928) loss_giou_dn_5: 0.4648 (0.4929) loss_vfl: 0.7086 (0.7192) loss_vfl_aux_0: 0.8678 (0.8451) loss_vfl_aux_1: 0.7708 (0.7886) loss_vfl_aux_2: 0.7392 (0.7482) loss_vfl_aux_3: 0.7185 (0.7307) loss_vfl_aux_4: 0.6998 (0.7221) loss_vfl_aux_5: 0.8385 (0.8181) loss_vfl_dn_0: 0.4637 (0.4705) loss_vfl_dn_1: 0.4058 (0.4100) loss_vfl_dn_2: 0.3881 (0.3931) loss_vfl_dn_3: 0.3839 (0.3855) loss_vfl_dn_4: 0.3782 (0.3827) loss_vfl_dn_5: 0.3783 (0.3818) time: 0.4640 data: 0.0142 max mem: 5654 Epoch: [18] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.0917 (17.3036) loss_bbox: 0.1665 (0.1705) loss_bbox_aux_0: 0.1698 (0.1848) loss_bbox_aux_1: 0.1552 (0.1759) loss_bbox_aux_2: 0.1630 (0.1730) loss_bbox_aux_3: 0.1655 (0.1708) loss_bbox_aux_4: 0.1654 (0.1704) loss_bbox_aux_5: 0.2105 (0.2260) loss_bbox_dn_0: 0.3020 (0.3083) loss_bbox_dn_1: 0.2366 (0.2383) loss_bbox_dn_2: 0.2023 (0.2166) loss_bbox_dn_3: 0.1944 (0.2092) loss_bbox_dn_4: 0.1926 (0.2076) loss_bbox_dn_5: 0.1927 (0.2076) loss_giou: 0.4914 (0.5083) loss_giou_aux_0: 0.5225 (0.5345) loss_giou_aux_1: 0.4971 (0.5185) loss_giou_aux_2: 0.5014 (0.5129) loss_giou_aux_3: 0.4935 (0.5094) loss_giou_aux_4: 0.4918 (0.5086) loss_giou_aux_5: 0.5973 (0.6061) loss_giou_dn_0: 0.6331 (0.6351) loss_giou_dn_1: 0.5303 (0.5311) loss_giou_dn_2: 0.5049 (0.5033) loss_giou_dn_3: 0.4948 (0.4948) loss_giou_dn_4: 0.4952 (0.4928) loss_giou_dn_5: 0.4969 (0.4930) loss_vfl: 0.6798 (0.7193) loss_vfl_aux_0: 0.7826 (0.8451) loss_vfl_aux_1: 0.7274 (0.7886) loss_vfl_aux_2: 0.6911 (0.7483) loss_vfl_aux_3: 0.6880 (0.7308) loss_vfl_aux_4: 0.6786 (0.7223) loss_vfl_aux_5: 0.7785 (0.8182) loss_vfl_dn_0: 0.4578 (0.4705) loss_vfl_dn_1: 0.4060 (0.4100) loss_vfl_dn_2: 0.3898 (0.3931) loss_vfl_dn_3: 0.3784 (0.3855) loss_vfl_dn_4: 0.3723 (0.3827) loss_vfl_dn_5: 0.3733 (0.3818) time: 0.4700 data: 0.0146 max mem: 5654 Epoch: [18] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.5586 (17.2998) loss_bbox: 0.1636 (0.1705) loss_bbox_aux_0: 0.1798 (0.1848) loss_bbox_aux_1: 0.1689 (0.1759) loss_bbox_aux_2: 0.1743 (0.1730) loss_bbox_aux_3: 0.1663 (0.1708) loss_bbox_aux_4: 0.1646 (0.1704) loss_bbox_aux_5: 0.2291 (0.2259) loss_bbox_dn_0: 0.3135 (0.3083) loss_bbox_dn_1: 0.2298 (0.2383) loss_bbox_dn_2: 0.2016 (0.2165) loss_bbox_dn_3: 0.1869 (0.2091) loss_bbox_dn_4: 0.1845 (0.2076) loss_bbox_dn_5: 0.1843 (0.2076) loss_giou: 0.4608 (0.5081) loss_giou_aux_0: 0.4905 (0.5342) loss_giou_aux_1: 0.4804 (0.5182) loss_giou_aux_2: 0.4642 (0.5127) loss_giou_aux_3: 0.4617 (0.5092) loss_giou_aux_4: 0.4627 (0.5083) loss_giou_aux_5: 0.5570 (0.6059) loss_giou_dn_0: 0.5854 (0.6350) loss_giou_dn_1: 0.4884 (0.5309) loss_giou_dn_2: 0.4535 (0.5032) loss_giou_dn_3: 0.4438 (0.4946) loss_giou_dn_4: 0.4398 (0.4926) loss_giou_dn_5: 0.4399 (0.4928) loss_vfl: 0.6977 (0.7193) loss_vfl_aux_0: 0.8301 (0.8450) loss_vfl_aux_1: 0.7673 (0.7886) loss_vfl_aux_2: 0.7288 (0.7482) loss_vfl_aux_3: 0.7102 (0.7307) loss_vfl_aux_4: 0.7059 (0.7222) loss_vfl_aux_5: 0.8069 (0.8182) loss_vfl_dn_0: 0.4693 (0.4705) loss_vfl_dn_1: 0.4077 (0.4100) loss_vfl_dn_2: 0.3870 (0.3930) loss_vfl_dn_3: 0.3773 (0.3854) loss_vfl_dn_4: 0.3767 (0.3826) loss_vfl_dn_5: 0.3780 (0.3818) time: 0.4609 data: 0.0140 max mem: 5654 Epoch: [18] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.1254 (17.3030) loss_bbox: 0.1750 (0.1706) loss_bbox_aux_0: 0.1889 (0.1848) loss_bbox_aux_1: 0.1811 (0.1760) loss_bbox_aux_2: 0.1746 (0.1731) loss_bbox_aux_3: 0.1695 (0.1709) loss_bbox_aux_4: 0.1736 (0.1705) loss_bbox_aux_5: 0.2203 (0.2260) loss_bbox_dn_0: 0.3106 (0.3083) loss_bbox_dn_1: 0.2326 (0.2383) loss_bbox_dn_2: 0.2093 (0.2166) loss_bbox_dn_3: 0.2011 (0.2092) loss_bbox_dn_4: 0.1971 (0.2076) loss_bbox_dn_5: 0.1973 (0.2076) loss_giou: 0.4847 (0.5083) loss_giou_aux_0: 0.5077 (0.5344) loss_giou_aux_1: 0.5013 (0.5184) loss_giou_aux_2: 0.5042 (0.5129) loss_giou_aux_3: 0.4901 (0.5094) loss_giou_aux_4: 0.4927 (0.5085) loss_giou_aux_5: 0.5761 (0.6060) loss_giou_dn_0: 0.5999 (0.6351) loss_giou_dn_1: 0.5052 (0.5310) loss_giou_dn_2: 0.4751 (0.5033) loss_giou_dn_3: 0.4672 (0.4948) loss_giou_dn_4: 0.4653 (0.4928) loss_giou_dn_5: 0.4654 (0.4929) loss_vfl: 0.6940 (0.7194) loss_vfl_aux_0: 0.8414 (0.8450) loss_vfl_aux_1: 0.7685 (0.7886) loss_vfl_aux_2: 0.7385 (0.7483) loss_vfl_aux_3: 0.7138 (0.7309) loss_vfl_aux_4: 0.7022 (0.7223) loss_vfl_aux_5: 0.8428 (0.8182) loss_vfl_dn_0: 0.4699 (0.4704) loss_vfl_dn_1: 0.4050 (0.4100) loss_vfl_dn_2: 0.3937 (0.3930) loss_vfl_dn_3: 0.3854 (0.3854) loss_vfl_dn_4: 0.3831 (0.3826) loss_vfl_dn_5: 0.3801 (0.3818) time: 0.4837 data: 0.0140 max mem: 5654 Epoch: [18] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.7706 (17.3043) loss_bbox: 0.1626 (0.1706) loss_bbox_aux_0: 0.1959 (0.1849) loss_bbox_aux_1: 0.1721 (0.1760) loss_bbox_aux_2: 0.1636 (0.1731) loss_bbox_aux_3: 0.1671 (0.1709) loss_bbox_aux_4: 0.1590 (0.1705) loss_bbox_aux_5: 0.2259 (0.2260) loss_bbox_dn_0: 0.3310 (0.3083) loss_bbox_dn_1: 0.2479 (0.2383) loss_bbox_dn_2: 0.2257 (0.2166) loss_bbox_dn_3: 0.2208 (0.2092) loss_bbox_dn_4: 0.2221 (0.2076) loss_bbox_dn_5: 0.2219 (0.2076) loss_giou: 0.5432 (0.5084) loss_giou_aux_0: 0.5687 (0.5346) loss_giou_aux_1: 0.5618 (0.5186) loss_giou_aux_2: 0.5433 (0.5131) loss_giou_aux_3: 0.5453 (0.5095) loss_giou_aux_4: 0.5360 (0.5087) loss_giou_aux_5: 0.6387 (0.6062) loss_giou_dn_0: 0.6594 (0.6352) loss_giou_dn_1: 0.5469 (0.5312) loss_giou_dn_2: 0.5205 (0.5034) loss_giou_dn_3: 0.5110 (0.4949) loss_giou_dn_4: 0.5098 (0.4929) loss_giou_dn_5: 0.5096 (0.4930) loss_vfl: 0.7092 (0.7194) loss_vfl_aux_0: 0.8481 (0.8449) loss_vfl_aux_1: 0.8008 (0.7885) loss_vfl_aux_2: 0.7733 (0.7482) loss_vfl_aux_3: 0.7232 (0.7308) loss_vfl_aux_4: 0.7171 (0.7222) loss_vfl_aux_5: 0.8003 (0.8180) loss_vfl_dn_0: 0.4752 (0.4704) loss_vfl_dn_1: 0.4113 (0.4100) loss_vfl_dn_2: 0.4002 (0.3930) loss_vfl_dn_3: 0.3947 (0.3854) loss_vfl_dn_4: 0.3914 (0.3826) loss_vfl_dn_5: 0.3868 (0.3818) time: 0.4767 data: 0.0146 max mem: 5654 Epoch: [18] Total time: 0:59:01 (0.4791 s / it) Averaged stats: lr: 0.000010 loss: 17.7706 (17.3043) loss_bbox: 0.1626 (0.1706) loss_bbox_aux_0: 0.1959 (0.1849) loss_bbox_aux_1: 0.1721 (0.1760) loss_bbox_aux_2: 0.1636 (0.1731) loss_bbox_aux_3: 0.1671 (0.1709) loss_bbox_aux_4: 0.1590 (0.1705) loss_bbox_aux_5: 0.2259 (0.2260) loss_bbox_dn_0: 0.3310 (0.3083) loss_bbox_dn_1: 0.2479 (0.2383) loss_bbox_dn_2: 0.2257 (0.2166) loss_bbox_dn_3: 0.2208 (0.2092) loss_bbox_dn_4: 0.2221 (0.2076) loss_bbox_dn_5: 0.2219 (0.2076) loss_giou: 0.5432 (0.5084) loss_giou_aux_0: 0.5687 (0.5346) loss_giou_aux_1: 0.5618 (0.5186) loss_giou_aux_2: 0.5433 (0.5131) loss_giou_aux_3: 0.5453 (0.5095) loss_giou_aux_4: 0.5360 (0.5087) loss_giou_aux_5: 0.6387 (0.6062) loss_giou_dn_0: 0.6594 (0.6352) loss_giou_dn_1: 0.5469 (0.5312) loss_giou_dn_2: 0.5205 (0.5034) loss_giou_dn_3: 0.5110 (0.4949) loss_giou_dn_4: 0.5098 (0.4929) loss_giou_dn_5: 0.5096 (0.4930) loss_vfl: 0.7092 (0.7194) loss_vfl_aux_0: 0.8481 (0.8449) loss_vfl_aux_1: 0.8008 (0.7885) loss_vfl_aux_2: 0.7733 (0.7482) loss_vfl_aux_3: 0.7232 (0.7308) loss_vfl_aux_4: 0.7171 (0.7222) loss_vfl_aux_5: 0.8003 (0.8180) loss_vfl_dn_0: 0.4752 (0.4704) loss_vfl_dn_1: 0.4113 (0.4100) loss_vfl_dn_2: 0.4002 (0.3930) loss_vfl_dn_3: 0.3947 (0.3854) loss_vfl_dn_4: 0.3914 (0.3826) loss_vfl_dn_5: 0.3868 (0.3818) Test: [ 0/157] eta: 0:03:58 time: 1.5183 data: 1.1052 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4914 data: 0.1227 max mem: 5654 Test: [ 20/157] eta: 0:01:00 time: 0.3893 data: 0.0254 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3893 data: 0.0267 max mem: 5654 Test: [ 40/157] eta: 0:00:48 time: 0.3852 data: 0.0269 max mem: 5654 Test: [ 50/157] eta: 0:00:43 time: 0.3884 data: 0.0265 max mem: 5654 Test: [ 60/157] eta: 0:00:39 time: 0.3939 data: 0.0263 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3844 data: 0.0259 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3866 data: 0.0258 max mem: 5654 Test: [ 90/157] eta: 0:00:26 time: 0.3948 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:22 time: 0.3832 data: 0.0255 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.6729 data: 0.0259 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.6735 data: 0.0263 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3822 data: 0.0264 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3785 data: 0.0260 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3648 data: 0.0254 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3570 data: 0.0252 max mem: 5654 Test: Total time: 0:01:07 (0.4294 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.83s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.683 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.322 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.684 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.633 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 18, 'coco_eval_bbox': 0.5027497221493819} Epoch: [19] [ 0/7393] eta: 16:51:14 lr: 0.000010 loss: 15.6698 (15.6698) loss_bbox: 0.1497 (0.1497) loss_bbox_aux_0: 0.1508 (0.1508) loss_bbox_aux_1: 0.1389 (0.1389) loss_bbox_aux_2: 0.1524 (0.1524) loss_bbox_aux_3: 0.1471 (0.1471) loss_bbox_aux_4: 0.1449 (0.1449) loss_bbox_aux_5: 0.1815 (0.1815) loss_bbox_dn_0: 0.2705 (0.2705) loss_bbox_dn_1: 0.2020 (0.2020) loss_bbox_dn_2: 0.1806 (0.1806) loss_bbox_dn_3: 0.1730 (0.1730) loss_bbox_dn_4: 0.1717 (0.1717) loss_bbox_dn_5: 0.1710 (0.1710) loss_giou: 0.4452 (0.4452) loss_giou_aux_0: 0.4583 (0.4583) loss_giou_aux_1: 0.4448 (0.4448) loss_giou_aux_2: 0.4535 (0.4535) loss_giou_aux_3: 0.4379 (0.4379) loss_giou_aux_4: 0.4354 (0.4354) loss_giou_aux_5: 0.5237 (0.5237) loss_giou_dn_0: 0.5806 (0.5806) loss_giou_dn_1: 0.4840 (0.4840) loss_giou_dn_2: 0.4564 (0.4564) loss_giou_dn_3: 0.4485 (0.4485) loss_giou_dn_4: 0.4456 (0.4456) loss_giou_dn_5: 0.4455 (0.4455) loss_vfl: 0.6588 (0.6588) loss_vfl_aux_0: 0.8047 (0.8047) loss_vfl_aux_1: 0.7742 (0.7742) loss_vfl_aux_2: 0.7055 (0.7055) loss_vfl_aux_3: 0.6902 (0.6902) loss_vfl_aux_4: 0.6782 (0.6782) loss_vfl_aux_5: 0.7846 (0.7846) loss_vfl_dn_0: 0.4492 (0.4492) loss_vfl_dn_1: 0.3848 (0.3848) loss_vfl_dn_2: 0.3676 (0.3676) loss_vfl_dn_3: 0.3611 (0.3611) loss_vfl_dn_4: 0.3594 (0.3594) loss_vfl_dn_5: 0.3581 (0.3581) time: 8.2070 data: 1.5171 max mem: 5654 Epoch: [19] [ 100/7393] eta: 1:07:09 lr: 0.000010 loss: 16.6268 (17.1368) loss_bbox: 0.1557 (0.1633) loss_bbox_aux_0: 0.1742 (0.1798) loss_bbox_aux_1: 0.1595 (0.1705) loss_bbox_aux_2: 0.1583 (0.1677) loss_bbox_aux_3: 0.1571 (0.1642) loss_bbox_aux_4: 0.1619 (0.1635) loss_bbox_aux_5: 0.2146 (0.2204) loss_bbox_dn_0: 0.3012 (0.3040) loss_bbox_dn_1: 0.2169 (0.2340) loss_bbox_dn_2: 0.2056 (0.2124) loss_bbox_dn_3: 0.2019 (0.2053) loss_bbox_dn_4: 0.1975 (0.2037) loss_bbox_dn_5: 0.1975 (0.2037) loss_giou: 0.4683 (0.4957) loss_giou_aux_0: 0.5036 (0.5242) loss_giou_aux_1: 0.4711 (0.5058) loss_giou_aux_2: 0.4704 (0.5018) loss_giou_aux_3: 0.4664 (0.4969) loss_giou_aux_4: 0.4633 (0.4959) loss_giou_aux_5: 0.5750 (0.5959) loss_giou_dn_0: 0.6110 (0.6244) loss_giou_dn_1: 0.5072 (0.5203) loss_giou_dn_2: 0.4825 (0.4930) loss_giou_dn_3: 0.4731 (0.4849) loss_giou_dn_4: 0.4714 (0.4830) loss_giou_dn_5: 0.4716 (0.4831) loss_vfl: 0.7302 (0.7299) loss_vfl_aux_0: 0.8524 (0.8455) loss_vfl_aux_1: 0.8057 (0.7969) loss_vfl_aux_2: 0.7488 (0.7541) loss_vfl_aux_3: 0.7480 (0.7396) loss_vfl_aux_4: 0.7461 (0.7327) loss_vfl_aux_5: 0.8484 (0.8274) loss_vfl_dn_0: 0.4809 (0.4703) loss_vfl_dn_1: 0.4117 (0.4088) loss_vfl_dn_2: 0.3937 (0.3912) loss_vfl_dn_3: 0.3839 (0.3831) loss_vfl_dn_4: 0.3803 (0.3802) loss_vfl_dn_5: 0.3792 (0.3796) time: 0.4867 data: 0.0160 max mem: 5654 Epoch: [19] [ 200/7393] eta: 1:01:29 lr: 0.000010 loss: 16.9318 (17.1399) loss_bbox: 0.1498 (0.1655) loss_bbox_aux_0: 0.1699 (0.1815) loss_bbox_aux_1: 0.1629 (0.1723) loss_bbox_aux_2: 0.1648 (0.1699) loss_bbox_aux_3: 0.1540 (0.1667) loss_bbox_aux_4: 0.1508 (0.1659) loss_bbox_aux_5: 0.1948 (0.2204) loss_bbox_dn_0: 0.2970 (0.3040) loss_bbox_dn_1: 0.2285 (0.2339) loss_bbox_dn_2: 0.2015 (0.2122) loss_bbox_dn_3: 0.1977 (0.2053) loss_bbox_dn_4: 0.1947 (0.2037) loss_bbox_dn_5: 0.1948 (0.2037) loss_giou: 0.4826 (0.5013) loss_giou_aux_0: 0.5236 (0.5277) loss_giou_aux_1: 0.5036 (0.5102) loss_giou_aux_2: 0.4928 (0.5066) loss_giou_aux_3: 0.4927 (0.5025) loss_giou_aux_4: 0.4707 (0.5013) loss_giou_aux_5: 0.5940 (0.5994) loss_giou_dn_0: 0.6275 (0.6296) loss_giou_dn_1: 0.5198 (0.5242) loss_giou_dn_2: 0.4884 (0.4965) loss_giou_dn_3: 0.4809 (0.4883) loss_giou_dn_4: 0.4772 (0.4862) loss_giou_dn_5: 0.4772 (0.4863) loss_vfl: 0.7041 (0.7197) loss_vfl_aux_0: 0.8046 (0.8379) loss_vfl_aux_1: 0.7807 (0.7890) loss_vfl_aux_2: 0.7396 (0.7471) loss_vfl_aux_3: 0.7104 (0.7299) loss_vfl_aux_4: 0.6987 (0.7225) loss_vfl_aux_5: 0.7838 (0.8163) loss_vfl_dn_0: 0.4596 (0.4688) loss_vfl_dn_1: 0.4011 (0.4084) loss_vfl_dn_2: 0.3820 (0.3911) loss_vfl_dn_3: 0.3751 (0.3834) loss_vfl_dn_4: 0.3712 (0.3807) loss_vfl_dn_5: 0.3691 (0.3799) time: 0.4715 data: 0.0150 max mem: 5654 Epoch: [19] [ 300/7393] eta: 0:59:06 lr: 0.000010 loss: 17.5147 (17.1497) loss_bbox: 0.1637 (0.1658) loss_bbox_aux_0: 0.1765 (0.1813) loss_bbox_aux_1: 0.1653 (0.1717) loss_bbox_aux_2: 0.1617 (0.1692) loss_bbox_aux_3: 0.1625 (0.1663) loss_bbox_aux_4: 0.1637 (0.1658) loss_bbox_aux_5: 0.2213 (0.2199) loss_bbox_dn_0: 0.2773 (0.3038) loss_bbox_dn_1: 0.2138 (0.2334) loss_bbox_dn_2: 0.1960 (0.2118) loss_bbox_dn_3: 0.1909 (0.2047) loss_bbox_dn_4: 0.1897 (0.2032) loss_bbox_dn_5: 0.1897 (0.2032) loss_giou: 0.5376 (0.5045) loss_giou_aux_0: 0.5512 (0.5306) loss_giou_aux_1: 0.5519 (0.5138) loss_giou_aux_2: 0.5460 (0.5094) loss_giou_aux_3: 0.5397 (0.5053) loss_giou_aux_4: 0.5296 (0.5042) loss_giou_aux_5: 0.6254 (0.6006) loss_giou_dn_0: 0.6486 (0.6310) loss_giou_dn_1: 0.5523 (0.5255) loss_giou_dn_2: 0.5229 (0.4975) loss_giou_dn_3: 0.5096 (0.4893) loss_giou_dn_4: 0.5055 (0.4873) loss_giou_dn_5: 0.5055 (0.4874) loss_vfl: 0.6836 (0.7166) loss_vfl_aux_0: 0.8016 (0.8360) loss_vfl_aux_1: 0.7544 (0.7855) loss_vfl_aux_2: 0.7068 (0.7462) loss_vfl_aux_3: 0.7100 (0.7282) loss_vfl_aux_4: 0.6956 (0.7202) loss_vfl_aux_5: 0.7875 (0.8162) loss_vfl_dn_0: 0.4688 (0.4693) loss_vfl_dn_1: 0.4217 (0.4088) loss_vfl_dn_2: 0.3981 (0.3917) loss_vfl_dn_3: 0.3888 (0.3838) loss_vfl_dn_4: 0.3862 (0.3808) loss_vfl_dn_5: 0.3848 (0.3801) time: 0.4750 data: 0.0146 max mem: 5654 Epoch: [19] [ 400/7393] eta: 0:57:35 lr: 0.000010 loss: 17.0711 (17.1215) loss_bbox: 0.1592 (0.1661) loss_bbox_aux_0: 0.1749 (0.1822) loss_bbox_aux_1: 0.1607 (0.1722) loss_bbox_aux_2: 0.1575 (0.1694) loss_bbox_aux_3: 0.1613 (0.1668) loss_bbox_aux_4: 0.1643 (0.1660) loss_bbox_aux_5: 0.2101 (0.2216) loss_bbox_dn_0: 0.2815 (0.3040) loss_bbox_dn_1: 0.2201 (0.2335) loss_bbox_dn_2: 0.2030 (0.2121) loss_bbox_dn_3: 0.1958 (0.2051) loss_bbox_dn_4: 0.1930 (0.2035) loss_bbox_dn_5: 0.1931 (0.2035) loss_giou: 0.4777 (0.5016) loss_giou_aux_0: 0.4989 (0.5283) loss_giou_aux_1: 0.4941 (0.5112) loss_giou_aux_2: 0.4741 (0.5062) loss_giou_aux_3: 0.4747 (0.5026) loss_giou_aux_4: 0.4728 (0.5012) loss_giou_aux_5: 0.5588 (0.5986) loss_giou_dn_0: 0.6240 (0.6281) loss_giou_dn_1: 0.5211 (0.5230) loss_giou_dn_2: 0.5004 (0.4953) loss_giou_dn_3: 0.4889 (0.4870) loss_giou_dn_4: 0.4875 (0.4850) loss_giou_dn_5: 0.4876 (0.4851) loss_vfl: 0.7054 (0.7162) loss_vfl_aux_0: 0.8349 (0.8381) loss_vfl_aux_1: 0.7702 (0.7847) loss_vfl_aux_2: 0.7416 (0.7455) loss_vfl_aux_3: 0.7033 (0.7270) loss_vfl_aux_4: 0.6982 (0.7196) loss_vfl_aux_5: 0.8196 (0.8183) loss_vfl_dn_0: 0.4670 (0.4696) loss_vfl_dn_1: 0.4118 (0.4084) loss_vfl_dn_2: 0.3920 (0.3914) loss_vfl_dn_3: 0.3864 (0.3835) loss_vfl_dn_4: 0.3875 (0.3807) loss_vfl_dn_5: 0.3880 (0.3799) time: 0.4723 data: 0.0148 max mem: 5654 Epoch: [19] [ 500/7393] eta: 0:56:14 lr: 0.000010 loss: 16.8964 (17.1366) loss_bbox: 0.1517 (0.1660) loss_bbox_aux_0: 0.1665 (0.1823) loss_bbox_aux_1: 0.1506 (0.1722) loss_bbox_aux_2: 0.1513 (0.1692) loss_bbox_aux_3: 0.1511 (0.1669) loss_bbox_aux_4: 0.1478 (0.1659) loss_bbox_aux_5: 0.2012 (0.2217) loss_bbox_dn_0: 0.2459 (0.3041) loss_bbox_dn_1: 0.1832 (0.2334) loss_bbox_dn_2: 0.1560 (0.2120) loss_bbox_dn_3: 0.1510 (0.2048) loss_bbox_dn_4: 0.1509 (0.2033) loss_bbox_dn_5: 0.1510 (0.2032) loss_giou: 0.5593 (0.5036) loss_giou_aux_0: 0.5598 (0.5308) loss_giou_aux_1: 0.5541 (0.5135) loss_giou_aux_2: 0.5614 (0.5082) loss_giou_aux_3: 0.5573 (0.5051) loss_giou_aux_4: 0.5603 (0.5033) loss_giou_aux_5: 0.6390 (0.6011) loss_giou_dn_0: 0.6348 (0.6287) loss_giou_dn_1: 0.5238 (0.5237) loss_giou_dn_2: 0.5036 (0.4960) loss_giou_dn_3: 0.4936 (0.4876) loss_giou_dn_4: 0.4910 (0.4856) loss_giou_dn_5: 0.4909 (0.4857) loss_vfl: 0.6479 (0.7158) loss_vfl_aux_0: 0.7802 (0.8367) loss_vfl_aux_1: 0.6987 (0.7831) loss_vfl_aux_2: 0.6647 (0.7451) loss_vfl_aux_3: 0.6559 (0.7261) loss_vfl_aux_4: 0.6477 (0.7194) loss_vfl_aux_5: 0.7437 (0.8170) loss_vfl_dn_0: 0.4580 (0.4700) loss_vfl_dn_1: 0.4014 (0.4088) loss_vfl_dn_2: 0.3811 (0.3917) loss_vfl_dn_3: 0.3756 (0.3838) loss_vfl_dn_4: 0.3743 (0.3810) loss_vfl_dn_5: 0.3727 (0.3803) time: 0.4672 data: 0.0146 max mem: 5654 Epoch: [19] [ 600/7393] eta: 0:55:02 lr: 0.000010 loss: 16.9677 (17.1717) loss_bbox: 0.1739 (0.1664) loss_bbox_aux_0: 0.1831 (0.1822) loss_bbox_aux_1: 0.1798 (0.1722) loss_bbox_aux_2: 0.1760 (0.1692) loss_bbox_aux_3: 0.1729 (0.1671) loss_bbox_aux_4: 0.1739 (0.1662) loss_bbox_aux_5: 0.2180 (0.2223) loss_bbox_dn_0: 0.2979 (0.3041) loss_bbox_dn_1: 0.2445 (0.2335) loss_bbox_dn_2: 0.2261 (0.2121) loss_bbox_dn_3: 0.2181 (0.2049) loss_bbox_dn_4: 0.2183 (0.2034) loss_bbox_dn_5: 0.2191 (0.2034) loss_giou: 0.5089 (0.5053) loss_giou_aux_0: 0.5415 (0.5324) loss_giou_aux_1: 0.5116 (0.5149) loss_giou_aux_2: 0.5019 (0.5098) loss_giou_aux_3: 0.5085 (0.5066) loss_giou_aux_4: 0.5163 (0.5050) loss_giou_aux_5: 0.5982 (0.6035) loss_giou_dn_0: 0.6266 (0.6310) loss_giou_dn_1: 0.5262 (0.5260) loss_giou_dn_2: 0.4966 (0.4983) loss_giou_dn_3: 0.4916 (0.4899) loss_giou_dn_4: 0.4892 (0.4878) loss_giou_dn_5: 0.4895 (0.4879) loss_vfl: 0.6948 (0.7161) loss_vfl_aux_0: 0.7782 (0.8375) loss_vfl_aux_1: 0.7403 (0.7854) loss_vfl_aux_2: 0.7338 (0.7464) loss_vfl_aux_3: 0.7280 (0.7272) loss_vfl_aux_4: 0.7052 (0.7199) loss_vfl_aux_5: 0.7867 (0.8171) loss_vfl_dn_0: 0.4659 (0.4697) loss_vfl_dn_1: 0.4038 (0.4089) loss_vfl_dn_2: 0.3896 (0.3920) loss_vfl_dn_3: 0.3844 (0.3842) loss_vfl_dn_4: 0.3803 (0.3813) loss_vfl_dn_5: 0.3812 (0.3806) time: 0.4639 data: 0.0145 max mem: 5654 Epoch: [19] [ 700/7393] eta: 0:54:01 lr: 0.000010 loss: 17.8239 (17.2046) loss_bbox: 0.1655 (0.1667) loss_bbox_aux_0: 0.1791 (0.1821) loss_bbox_aux_1: 0.1772 (0.1723) loss_bbox_aux_2: 0.1698 (0.1691) loss_bbox_aux_3: 0.1634 (0.1672) loss_bbox_aux_4: 0.1658 (0.1664) loss_bbox_aux_5: 0.2101 (0.2225) loss_bbox_dn_0: 0.3121 (0.3050) loss_bbox_dn_1: 0.2429 (0.2345) loss_bbox_dn_2: 0.2164 (0.2131) loss_bbox_dn_3: 0.2101 (0.2058) loss_bbox_dn_4: 0.2104 (0.2042) loss_bbox_dn_5: 0.2098 (0.2042) loss_giou: 0.5260 (0.5056) loss_giou_aux_0: 0.5476 (0.5325) loss_giou_aux_1: 0.5349 (0.5152) loss_giou_aux_2: 0.5360 (0.5102) loss_giou_aux_3: 0.5248 (0.5068) loss_giou_aux_4: 0.5237 (0.5053) loss_giou_aux_5: 0.5987 (0.6040) loss_giou_dn_0: 0.6595 (0.6320) loss_giou_dn_1: 0.5598 (0.5271) loss_giou_dn_2: 0.5287 (0.4994) loss_giou_dn_3: 0.5207 (0.4909) loss_giou_dn_4: 0.5170 (0.4888) loss_giou_dn_5: 0.5169 (0.4889) loss_vfl: 0.7036 (0.7188) loss_vfl_aux_0: 0.8290 (0.8409) loss_vfl_aux_1: 0.7752 (0.7876) loss_vfl_aux_2: 0.7283 (0.7487) loss_vfl_aux_3: 0.7115 (0.7302) loss_vfl_aux_4: 0.6969 (0.7225) loss_vfl_aux_5: 0.8073 (0.8187) loss_vfl_dn_0: 0.4695 (0.4696) loss_vfl_dn_1: 0.4119 (0.4089) loss_vfl_dn_2: 0.3965 (0.3922) loss_vfl_dn_3: 0.3882 (0.3844) loss_vfl_dn_4: 0.3863 (0.3814) loss_vfl_dn_5: 0.3863 (0.3807) time: 0.4736 data: 0.0141 max mem: 5654 Epoch: [19] [ 800/7393] eta: 0:53:05 lr: 0.000010 loss: 16.9067 (17.2108) loss_bbox: 0.1527 (0.1669) loss_bbox_aux_0: 0.1909 (0.1822) loss_bbox_aux_1: 0.1672 (0.1723) loss_bbox_aux_2: 0.1613 (0.1691) loss_bbox_aux_3: 0.1668 (0.1675) loss_bbox_aux_4: 0.1615 (0.1666) loss_bbox_aux_5: 0.2216 (0.2233) loss_bbox_dn_0: 0.2702 (0.3057) loss_bbox_dn_1: 0.2015 (0.2349) loss_bbox_dn_2: 0.1885 (0.2133) loss_bbox_dn_3: 0.1841 (0.2060) loss_bbox_dn_4: 0.1836 (0.2044) loss_bbox_dn_5: 0.1837 (0.2044) loss_giou: 0.4671 (0.5054) loss_giou_aux_0: 0.4849 (0.5322) loss_giou_aux_1: 0.4767 (0.5148) loss_giou_aux_2: 0.4690 (0.5098) loss_giou_aux_3: 0.4674 (0.5067) loss_giou_aux_4: 0.4671 (0.5051) loss_giou_aux_5: 0.5684 (0.6042) loss_giou_dn_0: 0.6103 (0.6325) loss_giou_dn_1: 0.5153 (0.5275) loss_giou_dn_2: 0.4899 (0.4998) loss_giou_dn_3: 0.4773 (0.4912) loss_giou_dn_4: 0.4763 (0.4892) loss_giou_dn_5: 0.4770 (0.4893) loss_vfl: 0.7352 (0.7191) loss_vfl_aux_0: 0.8287 (0.8414) loss_vfl_aux_1: 0.8018 (0.7880) loss_vfl_aux_2: 0.7665 (0.7493) loss_vfl_aux_3: 0.7358 (0.7301) loss_vfl_aux_4: 0.7457 (0.7226) loss_vfl_aux_5: 0.8070 (0.8183) loss_vfl_dn_0: 0.4687 (0.4696) loss_vfl_dn_1: 0.4077 (0.4089) loss_vfl_dn_2: 0.3913 (0.3922) loss_vfl_dn_3: 0.3820 (0.3845) loss_vfl_dn_4: 0.3760 (0.3815) loss_vfl_dn_5: 0.3757 (0.3807) time: 0.4797 data: 0.0154 max mem: 5654 Epoch: [19] [ 900/7393] eta: 0:52:04 lr: 0.000010 loss: 17.0027 (17.2005) loss_bbox: 0.1575 (0.1670) loss_bbox_aux_0: 0.1704 (0.1822) loss_bbox_aux_1: 0.1683 (0.1726) loss_bbox_aux_2: 0.1567 (0.1692) loss_bbox_aux_3: 0.1639 (0.1676) loss_bbox_aux_4: 0.1656 (0.1668) loss_bbox_aux_5: 0.2301 (0.2235) loss_bbox_dn_0: 0.3117 (0.3056) loss_bbox_dn_1: 0.2389 (0.2348) loss_bbox_dn_2: 0.2174 (0.2132) loss_bbox_dn_3: 0.2106 (0.2059) loss_bbox_dn_4: 0.2068 (0.2044) loss_bbox_dn_5: 0.2071 (0.2044) loss_giou: 0.4360 (0.5045) loss_giou_aux_0: 0.4652 (0.5313) loss_giou_aux_1: 0.4462 (0.5140) loss_giou_aux_2: 0.4505 (0.5090) loss_giou_aux_3: 0.4340 (0.5058) loss_giou_aux_4: 0.4409 (0.5042) loss_giou_aux_5: 0.5440 (0.6034) loss_giou_dn_0: 0.6157 (0.6313) loss_giou_dn_1: 0.4905 (0.5265) loss_giou_dn_2: 0.4608 (0.4987) loss_giou_dn_3: 0.4528 (0.4901) loss_giou_dn_4: 0.4505 (0.4880) loss_giou_dn_5: 0.4507 (0.4881) loss_vfl: 0.7621 (0.7193) loss_vfl_aux_0: 0.8853 (0.8416) loss_vfl_aux_1: 0.8336 (0.7875) loss_vfl_aux_2: 0.7706 (0.7491) loss_vfl_aux_3: 0.7553 (0.7302) loss_vfl_aux_4: 0.7530 (0.7228) loss_vfl_aux_5: 0.8664 (0.8185) loss_vfl_dn_0: 0.4806 (0.4700) loss_vfl_dn_1: 0.4168 (0.4091) loss_vfl_dn_2: 0.3979 (0.3925) loss_vfl_dn_3: 0.3908 (0.3847) loss_vfl_dn_4: 0.3865 (0.3818) loss_vfl_dn_5: 0.3866 (0.3810) time: 0.4643 data: 0.0139 max mem: 5654 Epoch: [19] [1000/7393] eta: 0:51:13 lr: 0.000010 loss: 16.2598 (17.1860) loss_bbox: 0.1710 (0.1674) loss_bbox_aux_0: 0.1964 (0.1826) loss_bbox_aux_1: 0.1759 (0.1729) loss_bbox_aux_2: 0.1817 (0.1695) loss_bbox_aux_3: 0.1739 (0.1679) loss_bbox_aux_4: 0.1755 (0.1671) loss_bbox_aux_5: 0.2257 (0.2237) loss_bbox_dn_0: 0.3370 (0.3059) loss_bbox_dn_1: 0.2410 (0.2349) loss_bbox_dn_2: 0.2199 (0.2132) loss_bbox_dn_3: 0.2095 (0.2059) loss_bbox_dn_4: 0.2082 (0.2043) loss_bbox_dn_5: 0.2082 (0.2043) loss_giou: 0.4069 (0.5033) loss_giou_aux_0: 0.4223 (0.5301) loss_giou_aux_1: 0.4172 (0.5130) loss_giou_aux_2: 0.4345 (0.5078) loss_giou_aux_3: 0.4151 (0.5045) loss_giou_aux_4: 0.4144 (0.5031) loss_giou_aux_5: 0.5233 (0.6020) loss_giou_dn_0: 0.5932 (0.6303) loss_giou_dn_1: 0.4868 (0.5254) loss_giou_dn_2: 0.4597 (0.4976) loss_giou_dn_3: 0.4510 (0.4890) loss_giou_dn_4: 0.4515 (0.4869) loss_giou_dn_5: 0.4520 (0.4871) loss_vfl: 0.7414 (0.7192) loss_vfl_aux_0: 0.8620 (0.8417) loss_vfl_aux_1: 0.8138 (0.7871) loss_vfl_aux_2: 0.7500 (0.7486) loss_vfl_aux_3: 0.7437 (0.7303) loss_vfl_aux_4: 0.7415 (0.7226) loss_vfl_aux_5: 0.8513 (0.8197) loss_vfl_dn_0: 0.4688 (0.4699) loss_vfl_dn_1: 0.4066 (0.4087) loss_vfl_dn_2: 0.3943 (0.3921) loss_vfl_dn_3: 0.3839 (0.3843) loss_vfl_dn_4: 0.3803 (0.3813) loss_vfl_dn_5: 0.3787 (0.3805) time: 0.4697 data: 0.0148 max mem: 5654 Epoch: [19] [1100/7393] eta: 0:50:21 lr: 0.000010 loss: 16.9669 (17.1855) loss_bbox: 0.1694 (0.1676) loss_bbox_aux_0: 0.1933 (0.1831) loss_bbox_aux_1: 0.1836 (0.1733) loss_bbox_aux_2: 0.1760 (0.1698) loss_bbox_aux_3: 0.1711 (0.1681) loss_bbox_aux_4: 0.1697 (0.1674) loss_bbox_aux_5: 0.2310 (0.2237) loss_bbox_dn_0: 0.3085 (0.3056) loss_bbox_dn_1: 0.2329 (0.2348) loss_bbox_dn_2: 0.2177 (0.2130) loss_bbox_dn_3: 0.2116 (0.2057) loss_bbox_dn_4: 0.2110 (0.2041) loss_bbox_dn_5: 0.2108 (0.2041) loss_giou: 0.4818 (0.5038) loss_giou_aux_0: 0.5070 (0.5311) loss_giou_aux_1: 0.4961 (0.5137) loss_giou_aux_2: 0.4821 (0.5084) loss_giou_aux_3: 0.4833 (0.5050) loss_giou_aux_4: 0.4752 (0.5036) loss_giou_aux_5: 0.5963 (0.6026) loss_giou_dn_0: 0.6073 (0.6301) loss_giou_dn_1: 0.4992 (0.5253) loss_giou_dn_2: 0.4762 (0.4975) loss_giou_dn_3: 0.4724 (0.4889) loss_giou_dn_4: 0.4692 (0.4868) loss_giou_dn_5: 0.4692 (0.4869) loss_vfl: 0.6919 (0.7188) loss_vfl_aux_0: 0.8128 (0.8408) loss_vfl_aux_1: 0.7568 (0.7866) loss_vfl_aux_2: 0.7252 (0.7481) loss_vfl_aux_3: 0.6984 (0.7300) loss_vfl_aux_4: 0.6957 (0.7221) loss_vfl_aux_5: 0.7978 (0.8190) loss_vfl_dn_0: 0.4690 (0.4699) loss_vfl_dn_1: 0.4081 (0.4085) loss_vfl_dn_2: 0.3915 (0.3919) loss_vfl_dn_3: 0.3829 (0.3842) loss_vfl_dn_4: 0.3796 (0.3812) loss_vfl_dn_5: 0.3784 (0.3804) time: 0.4849 data: 0.0144 max mem: 5654 Epoch: [19] [1200/7393] eta: 0:49:27 lr: 0.000010 loss: 16.7378 (17.1728) loss_bbox: 0.1632 (0.1674) loss_bbox_aux_0: 0.1865 (0.1828) loss_bbox_aux_1: 0.1841 (0.1730) loss_bbox_aux_2: 0.1823 (0.1696) loss_bbox_aux_3: 0.1791 (0.1680) loss_bbox_aux_4: 0.1636 (0.1671) loss_bbox_aux_5: 0.2245 (0.2232) loss_bbox_dn_0: 0.3101 (0.3047) loss_bbox_dn_1: 0.2302 (0.2339) loss_bbox_dn_2: 0.2107 (0.2121) loss_bbox_dn_3: 0.2060 (0.2048) loss_bbox_dn_4: 0.2049 (0.2033) loss_bbox_dn_5: 0.2053 (0.2033) loss_giou: 0.4898 (0.5045) loss_giou_aux_0: 0.5238 (0.5316) loss_giou_aux_1: 0.5026 (0.5144) loss_giou_aux_2: 0.4935 (0.5091) loss_giou_aux_3: 0.4912 (0.5057) loss_giou_aux_4: 0.4926 (0.5043) loss_giou_aux_5: 0.5738 (0.6030) loss_giou_dn_0: 0.6168 (0.6304) loss_giou_dn_1: 0.5215 (0.5256) loss_giou_dn_2: 0.4929 (0.4978) loss_giou_dn_3: 0.4840 (0.4891) loss_giou_dn_4: 0.4817 (0.4871) loss_giou_dn_5: 0.4818 (0.4872) loss_vfl: 0.7249 (0.7173) loss_vfl_aux_0: 0.8462 (0.8392) loss_vfl_aux_1: 0.7948 (0.7846) loss_vfl_aux_2: 0.7495 (0.7464) loss_vfl_aux_3: 0.7295 (0.7283) loss_vfl_aux_4: 0.7172 (0.7205) loss_vfl_aux_5: 0.8254 (0.8175) loss_vfl_dn_0: 0.4714 (0.4698) loss_vfl_dn_1: 0.4096 (0.4085) loss_vfl_dn_2: 0.3938 (0.3919) loss_vfl_dn_3: 0.3874 (0.3842) loss_vfl_dn_4: 0.3822 (0.3812) loss_vfl_dn_5: 0.3819 (0.3804) time: 0.4668 data: 0.0140 max mem: 5654 Epoch: [19] [1300/7393] eta: 0:48:36 lr: 0.000010 loss: 17.5046 (17.1739) loss_bbox: 0.1695 (0.1675) loss_bbox_aux_0: 0.1862 (0.1832) loss_bbox_aux_1: 0.1760 (0.1733) loss_bbox_aux_2: 0.1691 (0.1699) loss_bbox_aux_3: 0.1699 (0.1682) loss_bbox_aux_4: 0.1702 (0.1674) loss_bbox_aux_5: 0.2345 (0.2239) loss_bbox_dn_0: 0.3092 (0.3054) loss_bbox_dn_1: 0.2312 (0.2347) loss_bbox_dn_2: 0.2093 (0.2129) loss_bbox_dn_3: 0.2022 (0.2056) loss_bbox_dn_4: 0.1992 (0.2041) loss_bbox_dn_5: 0.1993 (0.2041) loss_giou: 0.4722 (0.5037) loss_giou_aux_0: 0.5107 (0.5308) loss_giou_aux_1: 0.4907 (0.5137) loss_giou_aux_2: 0.4835 (0.5084) loss_giou_aux_3: 0.4689 (0.5049) loss_giou_aux_4: 0.4763 (0.5036) loss_giou_aux_5: 0.5892 (0.6021) loss_giou_dn_0: 0.6347 (0.6301) loss_giou_dn_1: 0.5334 (0.5253) loss_giou_dn_2: 0.5092 (0.4974) loss_giou_dn_3: 0.4985 (0.4888) loss_giou_dn_4: 0.4948 (0.4867) loss_giou_dn_5: 0.4946 (0.4868) loss_vfl: 0.7017 (0.7176) loss_vfl_aux_0: 0.8167 (0.8392) loss_vfl_aux_1: 0.7783 (0.7848) loss_vfl_aux_2: 0.7402 (0.7468) loss_vfl_aux_3: 0.7317 (0.7285) loss_vfl_aux_4: 0.7144 (0.7207) loss_vfl_aux_5: 0.8127 (0.8173) loss_vfl_dn_0: 0.4731 (0.4698) loss_vfl_dn_1: 0.4130 (0.4086) loss_vfl_dn_2: 0.3967 (0.3920) loss_vfl_dn_3: 0.3933 (0.3842) loss_vfl_dn_4: 0.3894 (0.3813) loss_vfl_dn_5: 0.3882 (0.3805) time: 0.4675 data: 0.0141 max mem: 5654 Epoch: [19] [1400/7393] eta: 0:48:11 lr: 0.000010 loss: 17.2350 (17.1767) loss_bbox: 0.1749 (0.1673) loss_bbox_aux_0: 0.1778 (0.1829) loss_bbox_aux_1: 0.1682 (0.1730) loss_bbox_aux_2: 0.1793 (0.1697) loss_bbox_aux_3: 0.1676 (0.1679) loss_bbox_aux_4: 0.1710 (0.1672) loss_bbox_aux_5: 0.2163 (0.2236) loss_bbox_dn_0: 0.3159 (0.3045) loss_bbox_dn_1: 0.2357 (0.2341) loss_bbox_dn_2: 0.2232 (0.2124) loss_bbox_dn_3: 0.2155 (0.2051) loss_bbox_dn_4: 0.2118 (0.2035) loss_bbox_dn_5: 0.2113 (0.2035) loss_giou: 0.5079 (0.5058) loss_giou_aux_0: 0.5229 (0.5327) loss_giou_aux_1: 0.4980 (0.5157) loss_giou_aux_2: 0.5037 (0.5104) loss_giou_aux_3: 0.5020 (0.5070) loss_giou_aux_4: 0.5077 (0.5057) loss_giou_aux_5: 0.5764 (0.6040) loss_giou_dn_0: 0.6137 (0.6307) loss_giou_dn_1: 0.5211 (0.5263) loss_giou_dn_2: 0.4939 (0.4984) loss_giou_dn_3: 0.4900 (0.4898) loss_giou_dn_4: 0.4888 (0.4877) loss_giou_dn_5: 0.4890 (0.4878) loss_vfl: 0.7021 (0.7160) loss_vfl_aux_0: 0.8331 (0.8374) loss_vfl_aux_1: 0.7830 (0.7830) loss_vfl_aux_2: 0.7301 (0.7455) loss_vfl_aux_3: 0.7032 (0.7270) loss_vfl_aux_4: 0.7096 (0.7190) loss_vfl_aux_5: 0.8208 (0.8159) loss_vfl_dn_0: 0.4670 (0.4696) loss_vfl_dn_1: 0.4074 (0.4085) loss_vfl_dn_2: 0.3910 (0.3919) loss_vfl_dn_3: 0.3856 (0.3842) loss_vfl_dn_4: 0.3836 (0.3813) loss_vfl_dn_5: 0.3821 (0.3805) time: 0.4666 data: 0.0142 max mem: 5654 Epoch: [19] [1500/7393] eta: 0:47:17 lr: 0.000010 loss: 17.1929 (17.1773) loss_bbox: 0.1395 (0.1674) loss_bbox_aux_0: 0.1535 (0.1828) loss_bbox_aux_1: 0.1399 (0.1731) loss_bbox_aux_2: 0.1378 (0.1699) loss_bbox_aux_3: 0.1385 (0.1680) loss_bbox_aux_4: 0.1380 (0.1672) loss_bbox_aux_5: 0.1849 (0.2234) loss_bbox_dn_0: 0.2799 (0.3045) loss_bbox_dn_1: 0.1922 (0.2342) loss_bbox_dn_2: 0.1737 (0.2125) loss_bbox_dn_3: 0.1650 (0.2052) loss_bbox_dn_4: 0.1591 (0.2037) loss_bbox_dn_5: 0.1591 (0.2037) loss_giou: 0.4939 (0.5057) loss_giou_aux_0: 0.5014 (0.5324) loss_giou_aux_1: 0.4883 (0.5157) loss_giou_aux_2: 0.4824 (0.5104) loss_giou_aux_3: 0.4919 (0.5068) loss_giou_aux_4: 0.4917 (0.5056) loss_giou_aux_5: 0.5717 (0.6036) loss_giou_dn_0: 0.6233 (0.6308) loss_giou_dn_1: 0.5241 (0.5264) loss_giou_dn_2: 0.4996 (0.4986) loss_giou_dn_3: 0.4895 (0.4900) loss_giou_dn_4: 0.4867 (0.4879) loss_giou_dn_5: 0.4867 (0.4881) loss_vfl: 0.6791 (0.7159) loss_vfl_aux_0: 0.8090 (0.8376) loss_vfl_aux_1: 0.7484 (0.7827) loss_vfl_aux_2: 0.6967 (0.7450) loss_vfl_aux_3: 0.6888 (0.7269) loss_vfl_aux_4: 0.6861 (0.7190) loss_vfl_aux_5: 0.7800 (0.8160) loss_vfl_dn_0: 0.4714 (0.4697) loss_vfl_dn_1: 0.4113 (0.4086) loss_vfl_dn_2: 0.3868 (0.3920) loss_vfl_dn_3: 0.3851 (0.3843) loss_vfl_dn_4: 0.3844 (0.3813) loss_vfl_dn_5: 0.3833 (0.3806) time: 0.4679 data: 0.0140 max mem: 5654 Epoch: [19] [1600/7393] eta: 0:46:24 lr: 0.000010 loss: 17.2448 (17.1964) loss_bbox: 0.1499 (0.1682) loss_bbox_aux_0: 0.1603 (0.1835) loss_bbox_aux_1: 0.1524 (0.1738) loss_bbox_aux_2: 0.1475 (0.1706) loss_bbox_aux_3: 0.1518 (0.1686) loss_bbox_aux_4: 0.1523 (0.1680) loss_bbox_aux_5: 0.1953 (0.2242) loss_bbox_dn_0: 0.2713 (0.3056) loss_bbox_dn_1: 0.2046 (0.2352) loss_bbox_dn_2: 0.1902 (0.2135) loss_bbox_dn_3: 0.1868 (0.2062) loss_bbox_dn_4: 0.1865 (0.2046) loss_bbox_dn_5: 0.1863 (0.2046) loss_giou: 0.4555 (0.5058) loss_giou_aux_0: 0.4713 (0.5325) loss_giou_aux_1: 0.4643 (0.5158) loss_giou_aux_2: 0.4624 (0.5105) loss_giou_aux_3: 0.4564 (0.5069) loss_giou_aux_4: 0.4553 (0.5057) loss_giou_aux_5: 0.5460 (0.6035) loss_giou_dn_0: 0.6160 (0.6311) loss_giou_dn_1: 0.5119 (0.5269) loss_giou_dn_2: 0.4823 (0.4991) loss_giou_dn_3: 0.4727 (0.4904) loss_giou_dn_4: 0.4702 (0.4884) loss_giou_dn_5: 0.4706 (0.4885) loss_vfl: 0.7235 (0.7166) loss_vfl_aux_0: 0.8464 (0.8386) loss_vfl_aux_1: 0.8023 (0.7834) loss_vfl_aux_2: 0.7493 (0.7455) loss_vfl_aux_3: 0.7324 (0.7277) loss_vfl_aux_4: 0.7198 (0.7196) loss_vfl_aux_5: 0.8347 (0.8167) loss_vfl_dn_0: 0.4711 (0.4697) loss_vfl_dn_1: 0.4045 (0.4086) loss_vfl_dn_2: 0.3897 (0.3920) loss_vfl_dn_3: 0.3823 (0.3843) loss_vfl_dn_4: 0.3785 (0.3814) loss_vfl_dn_5: 0.3778 (0.3806) time: 0.4666 data: 0.0138 max mem: 5654 Epoch: [19] [1700/7393] eta: 0:45:33 lr: 0.000010 loss: 16.7327 (17.1841) loss_bbox: 0.1468 (0.1682) loss_bbox_aux_0: 0.1537 (0.1835) loss_bbox_aux_1: 0.1419 (0.1737) loss_bbox_aux_2: 0.1478 (0.1706) loss_bbox_aux_3: 0.1466 (0.1685) loss_bbox_aux_4: 0.1476 (0.1680) loss_bbox_aux_5: 0.2048 (0.2243) loss_bbox_dn_0: 0.2821 (0.3056) loss_bbox_dn_1: 0.2016 (0.2350) loss_bbox_dn_2: 0.1782 (0.2133) loss_bbox_dn_3: 0.1695 (0.2060) loss_bbox_dn_4: 0.1671 (0.2044) loss_bbox_dn_5: 0.1676 (0.2044) loss_giou: 0.5023 (0.5057) loss_giou_aux_0: 0.5215 (0.5324) loss_giou_aux_1: 0.5114 (0.5156) loss_giou_aux_2: 0.5082 (0.5104) loss_giou_aux_3: 0.5077 (0.5068) loss_giou_aux_4: 0.5054 (0.5056) loss_giou_aux_5: 0.5950 (0.6035) loss_giou_dn_0: 0.6100 (0.6308) loss_giou_dn_1: 0.5277 (0.5264) loss_giou_dn_2: 0.4996 (0.4986) loss_giou_dn_3: 0.4911 (0.4899) loss_giou_dn_4: 0.4884 (0.4878) loss_giou_dn_5: 0.4887 (0.4880) loss_vfl: 0.6701 (0.7155) loss_vfl_aux_0: 0.8070 (0.8374) loss_vfl_aux_1: 0.7381 (0.7826) loss_vfl_aux_2: 0.6813 (0.7445) loss_vfl_aux_3: 0.6751 (0.7266) loss_vfl_aux_4: 0.6754 (0.7186) loss_vfl_aux_5: 0.7610 (0.8157) loss_vfl_dn_0: 0.4606 (0.4696) loss_vfl_dn_1: 0.4028 (0.4085) loss_vfl_dn_2: 0.3817 (0.3919) loss_vfl_dn_3: 0.3746 (0.3842) loss_vfl_dn_4: 0.3733 (0.3813) loss_vfl_dn_5: 0.3733 (0.3805) time: 0.4878 data: 0.0144 max mem: 5654 Epoch: [19] [1800/7393] eta: 0:44:41 lr: 0.000010 loss: 17.4462 (17.1935) loss_bbox: 0.1681 (0.1683) loss_bbox_aux_0: 0.1776 (0.1836) loss_bbox_aux_1: 0.1698 (0.1738) loss_bbox_aux_2: 0.1731 (0.1707) loss_bbox_aux_3: 0.1677 (0.1686) loss_bbox_aux_4: 0.1685 (0.1681) loss_bbox_aux_5: 0.2199 (0.2244) loss_bbox_dn_0: 0.3250 (0.3060) loss_bbox_dn_1: 0.2507 (0.2354) loss_bbox_dn_2: 0.2350 (0.2136) loss_bbox_dn_3: 0.2256 (0.2064) loss_bbox_dn_4: 0.2244 (0.2048) loss_bbox_dn_5: 0.2244 (0.2048) loss_giou: 0.4763 (0.5059) loss_giou_aux_0: 0.5024 (0.5327) loss_giou_aux_1: 0.4785 (0.5159) loss_giou_aux_2: 0.4639 (0.5106) loss_giou_aux_3: 0.4668 (0.5070) loss_giou_aux_4: 0.4764 (0.5059) loss_giou_aux_5: 0.5760 (0.6038) loss_giou_dn_0: 0.6354 (0.6312) loss_giou_dn_1: 0.5342 (0.5267) loss_giou_dn_2: 0.5088 (0.4988) loss_giou_dn_3: 0.5044 (0.4902) loss_giou_dn_4: 0.4991 (0.4882) loss_giou_dn_5: 0.4990 (0.4883) loss_vfl: 0.7510 (0.7159) loss_vfl_aux_0: 0.8804 (0.8380) loss_vfl_aux_1: 0.8215 (0.7830) loss_vfl_aux_2: 0.7758 (0.7450) loss_vfl_aux_3: 0.7598 (0.7272) loss_vfl_aux_4: 0.7469 (0.7190) loss_vfl_aux_5: 0.8537 (0.8157) loss_vfl_dn_0: 0.4750 (0.4696) loss_vfl_dn_1: 0.4160 (0.4086) loss_vfl_dn_2: 0.3979 (0.3919) loss_vfl_dn_3: 0.3900 (0.3842) loss_vfl_dn_4: 0.3878 (0.3813) loss_vfl_dn_5: 0.3870 (0.3805) time: 0.4657 data: 0.0145 max mem: 5654 Epoch: [19] [1900/7393] eta: 0:43:53 lr: 0.000010 loss: 16.8200 (17.1855) loss_bbox: 0.1617 (0.1680) loss_bbox_aux_0: 0.1881 (0.1832) loss_bbox_aux_1: 0.1604 (0.1735) loss_bbox_aux_2: 0.1557 (0.1703) loss_bbox_aux_3: 0.1573 (0.1683) loss_bbox_aux_4: 0.1586 (0.1678) loss_bbox_aux_5: 0.2297 (0.2239) loss_bbox_dn_0: 0.2991 (0.3051) loss_bbox_dn_1: 0.2221 (0.2347) loss_bbox_dn_2: 0.1979 (0.2130) loss_bbox_dn_3: 0.1925 (0.2057) loss_bbox_dn_4: 0.1913 (0.2042) loss_bbox_dn_5: 0.1914 (0.2042) loss_giou: 0.4579 (0.5061) loss_giou_aux_0: 0.4999 (0.5328) loss_giou_aux_1: 0.4778 (0.5160) loss_giou_aux_2: 0.4620 (0.5106) loss_giou_aux_3: 0.4582 (0.5071) loss_giou_aux_4: 0.4579 (0.5060) loss_giou_aux_5: 0.5748 (0.6039) loss_giou_dn_0: 0.6191 (0.6310) loss_giou_dn_1: 0.5192 (0.5266) loss_giou_dn_2: 0.4970 (0.4988) loss_giou_dn_3: 0.4856 (0.4902) loss_giou_dn_4: 0.4820 (0.4882) loss_giou_dn_5: 0.4822 (0.4883) loss_vfl: 0.7109 (0.7158) loss_vfl_aux_0: 0.8315 (0.8379) loss_vfl_aux_1: 0.7810 (0.7825) loss_vfl_aux_2: 0.7375 (0.7448) loss_vfl_aux_3: 0.7169 (0.7270) loss_vfl_aux_4: 0.7042 (0.7187) loss_vfl_aux_5: 0.8259 (0.8157) loss_vfl_dn_0: 0.4617 (0.4694) loss_vfl_dn_1: 0.3974 (0.4085) loss_vfl_dn_2: 0.3814 (0.3918) loss_vfl_dn_3: 0.3717 (0.3841) loss_vfl_dn_4: 0.3715 (0.3812) loss_vfl_dn_5: 0.3713 (0.3804) time: 0.4723 data: 0.0143 max mem: 5654 Epoch: [19] [2000/7393] eta: 0:43:02 lr: 0.000010 loss: 17.4759 (17.1861) loss_bbox: 0.1553 (0.1679) loss_bbox_aux_0: 0.1772 (0.1831) loss_bbox_aux_1: 0.1567 (0.1734) loss_bbox_aux_2: 0.1580 (0.1702) loss_bbox_aux_3: 0.1567 (0.1682) loss_bbox_aux_4: 0.1566 (0.1677) loss_bbox_aux_5: 0.2160 (0.2236) loss_bbox_dn_0: 0.2571 (0.3046) loss_bbox_dn_1: 0.1891 (0.2343) loss_bbox_dn_2: 0.1743 (0.2126) loss_bbox_dn_3: 0.1729 (0.2054) loss_bbox_dn_4: 0.1705 (0.2038) loss_bbox_dn_5: 0.1701 (0.2038) loss_giou: 0.5025 (0.5064) loss_giou_aux_0: 0.5303 (0.5332) loss_giou_aux_1: 0.5246 (0.5164) loss_giou_aux_2: 0.5086 (0.5110) loss_giou_aux_3: 0.5051 (0.5075) loss_giou_aux_4: 0.4962 (0.5064) loss_giou_aux_5: 0.6090 (0.6042) loss_giou_dn_0: 0.6403 (0.6314) loss_giou_dn_1: 0.5244 (0.5269) loss_giou_dn_2: 0.4967 (0.4992) loss_giou_dn_3: 0.4885 (0.4906) loss_giou_dn_4: 0.4878 (0.4885) loss_giou_dn_5: 0.4879 (0.4887) loss_vfl: 0.6963 (0.7159) loss_vfl_aux_0: 0.8077 (0.8373) loss_vfl_aux_1: 0.7382 (0.7823) loss_vfl_aux_2: 0.7032 (0.7448) loss_vfl_aux_3: 0.7086 (0.7272) loss_vfl_aux_4: 0.7041 (0.7188) loss_vfl_aux_5: 0.7994 (0.8152) loss_vfl_dn_0: 0.4651 (0.4693) loss_vfl_dn_1: 0.4141 (0.4085) loss_vfl_dn_2: 0.3957 (0.3918) loss_vfl_dn_3: 0.3870 (0.3842) loss_vfl_dn_4: 0.3845 (0.3813) loss_vfl_dn_5: 0.3847 (0.3805) time: 0.4825 data: 0.0142 max mem: 5654 Epoch: [19] [2100/7393] eta: 0:42:13 lr: 0.000010 loss: 17.1142 (17.1875) loss_bbox: 0.1560 (0.1678) loss_bbox_aux_0: 0.1792 (0.1830) loss_bbox_aux_1: 0.1685 (0.1734) loss_bbox_aux_2: 0.1614 (0.1702) loss_bbox_aux_3: 0.1561 (0.1682) loss_bbox_aux_4: 0.1602 (0.1677) loss_bbox_aux_5: 0.2297 (0.2236) loss_bbox_dn_0: 0.3320 (0.3048) loss_bbox_dn_1: 0.2473 (0.2345) loss_bbox_dn_2: 0.2186 (0.2127) loss_bbox_dn_3: 0.2115 (0.2055) loss_bbox_dn_4: 0.2075 (0.2040) loss_bbox_dn_5: 0.2075 (0.2039) loss_giou: 0.5084 (0.5063) loss_giou_aux_0: 0.5296 (0.5331) loss_giou_aux_1: 0.5170 (0.5164) loss_giou_aux_2: 0.5088 (0.5109) loss_giou_aux_3: 0.5025 (0.5074) loss_giou_aux_4: 0.5081 (0.5063) loss_giou_aux_5: 0.5914 (0.6042) loss_giou_dn_0: 0.6268 (0.6314) loss_giou_dn_1: 0.5209 (0.5269) loss_giou_dn_2: 0.4839 (0.4991) loss_giou_dn_3: 0.4740 (0.4905) loss_giou_dn_4: 0.4710 (0.4885) loss_giou_dn_5: 0.4709 (0.4886) loss_vfl: 0.7249 (0.7162) loss_vfl_aux_0: 0.8488 (0.8377) loss_vfl_aux_1: 0.7907 (0.7823) loss_vfl_aux_2: 0.7496 (0.7449) loss_vfl_aux_3: 0.7264 (0.7275) loss_vfl_aux_4: 0.7183 (0.7191) loss_vfl_aux_5: 0.8321 (0.8152) loss_vfl_dn_0: 0.4658 (0.4694) loss_vfl_dn_1: 0.4053 (0.4085) loss_vfl_dn_2: 0.3896 (0.3918) loss_vfl_dn_3: 0.3838 (0.3842) loss_vfl_dn_4: 0.3792 (0.3813) loss_vfl_dn_5: 0.3791 (0.3805) time: 0.4885 data: 0.0140 max mem: 5654 Epoch: [19] [2200/7393] eta: 0:41:39 lr: 0.000010 loss: 17.7087 (17.1885) loss_bbox: 0.1612 (0.1678) loss_bbox_aux_0: 0.1894 (0.1830) loss_bbox_aux_1: 0.1792 (0.1734) loss_bbox_aux_2: 0.1801 (0.1702) loss_bbox_aux_3: 0.1739 (0.1682) loss_bbox_aux_4: 0.1685 (0.1677) loss_bbox_aux_5: 0.2279 (0.2236) loss_bbox_dn_0: 0.3102 (0.3047) loss_bbox_dn_1: 0.2444 (0.2345) loss_bbox_dn_2: 0.2164 (0.2128) loss_bbox_dn_3: 0.2090 (0.2056) loss_bbox_dn_4: 0.2092 (0.2040) loss_bbox_dn_5: 0.2091 (0.2040) loss_giou: 0.4758 (0.5064) loss_giou_aux_0: 0.5239 (0.5332) loss_giou_aux_1: 0.4969 (0.5165) loss_giou_aux_2: 0.4826 (0.5111) loss_giou_aux_3: 0.4759 (0.5075) loss_giou_aux_4: 0.4790 (0.5065) loss_giou_aux_5: 0.5864 (0.6045) loss_giou_dn_0: 0.6413 (0.6315) loss_giou_dn_1: 0.5376 (0.5270) loss_giou_dn_2: 0.5094 (0.4993) loss_giou_dn_3: 0.4969 (0.4908) loss_giou_dn_4: 0.4946 (0.4887) loss_giou_dn_5: 0.4945 (0.4889) loss_vfl: 0.7367 (0.7162) loss_vfl_aux_0: 0.8332 (0.8374) loss_vfl_aux_1: 0.7830 (0.7821) loss_vfl_aux_2: 0.7441 (0.7448) loss_vfl_aux_3: 0.7529 (0.7274) loss_vfl_aux_4: 0.7521 (0.7190) loss_vfl_aux_5: 0.8415 (0.8149) loss_vfl_dn_0: 0.4741 (0.4694) loss_vfl_dn_1: 0.4199 (0.4085) loss_vfl_dn_2: 0.4011 (0.3918) loss_vfl_dn_3: 0.3942 (0.3842) loss_vfl_dn_4: 0.3901 (0.3812) loss_vfl_dn_5: 0.3883 (0.3804) time: 0.4743 data: 0.0136 max mem: 5654 Epoch: [19] [2300/7393] eta: 0:40:49 lr: 0.000010 loss: 17.8305 (17.1994) loss_bbox: 0.1509 (0.1679) loss_bbox_aux_0: 0.1625 (0.1830) loss_bbox_aux_1: 0.1600 (0.1734) loss_bbox_aux_2: 0.1509 (0.1703) loss_bbox_aux_3: 0.1493 (0.1682) loss_bbox_aux_4: 0.1510 (0.1677) loss_bbox_aux_5: 0.2108 (0.2238) loss_bbox_dn_0: 0.2836 (0.3051) loss_bbox_dn_1: 0.2202 (0.2349) loss_bbox_dn_2: 0.2003 (0.2131) loss_bbox_dn_3: 0.1893 (0.2058) loss_bbox_dn_4: 0.1896 (0.2043) loss_bbox_dn_5: 0.1894 (0.2043) loss_giou: 0.5347 (0.5068) loss_giou_aux_0: 0.5496 (0.5336) loss_giou_aux_1: 0.5305 (0.5169) loss_giou_aux_2: 0.5356 (0.5114) loss_giou_aux_3: 0.5397 (0.5079) loss_giou_aux_4: 0.5351 (0.5068) loss_giou_aux_5: 0.6120 (0.6049) loss_giou_dn_0: 0.6229 (0.6318) loss_giou_dn_1: 0.5192 (0.5275) loss_giou_dn_2: 0.4905 (0.4997) loss_giou_dn_3: 0.4834 (0.4911) loss_giou_dn_4: 0.4791 (0.4891) loss_giou_dn_5: 0.4795 (0.4892) loss_vfl: 0.7258 (0.7168) loss_vfl_aux_0: 0.8437 (0.8378) loss_vfl_aux_1: 0.7883 (0.7825) loss_vfl_aux_2: 0.7407 (0.7454) loss_vfl_aux_3: 0.7367 (0.7280) loss_vfl_aux_4: 0.7388 (0.7197) loss_vfl_aux_5: 0.7987 (0.8151) loss_vfl_dn_0: 0.4757 (0.4694) loss_vfl_dn_1: 0.4057 (0.4085) loss_vfl_dn_2: 0.3881 (0.3918) loss_vfl_dn_3: 0.3773 (0.3842) loss_vfl_dn_4: 0.3759 (0.3813) loss_vfl_dn_5: 0.3741 (0.3805) time: 0.4857 data: 0.0139 max mem: 5654 Epoch: [19] [2400/7393] eta: 0:39:59 lr: 0.000010 loss: 17.3294 (17.2007) loss_bbox: 0.1673 (0.1677) loss_bbox_aux_0: 0.1857 (0.1829) loss_bbox_aux_1: 0.1802 (0.1734) loss_bbox_aux_2: 0.1849 (0.1702) loss_bbox_aux_3: 0.1722 (0.1682) loss_bbox_aux_4: 0.1686 (0.1676) loss_bbox_aux_5: 0.2203 (0.2236) loss_bbox_dn_0: 0.2974 (0.3050) loss_bbox_dn_1: 0.2257 (0.2348) loss_bbox_dn_2: 0.2063 (0.2130) loss_bbox_dn_3: 0.2011 (0.2057) loss_bbox_dn_4: 0.2033 (0.2042) loss_bbox_dn_5: 0.2030 (0.2041) loss_giou: 0.4857 (0.5065) loss_giou_aux_0: 0.5096 (0.5333) loss_giou_aux_1: 0.4945 (0.5168) loss_giou_aux_2: 0.4994 (0.5113) loss_giou_aux_3: 0.4889 (0.5077) loss_giou_aux_4: 0.4872 (0.5065) loss_giou_aux_5: 0.5973 (0.6046) loss_giou_dn_0: 0.6468 (0.6317) loss_giou_dn_1: 0.5443 (0.5274) loss_giou_dn_2: 0.5040 (0.4996) loss_giou_dn_3: 0.4966 (0.4911) loss_giou_dn_4: 0.4954 (0.4890) loss_giou_dn_5: 0.4961 (0.4892) loss_vfl: 0.7467 (0.7175) loss_vfl_aux_0: 0.8610 (0.8385) loss_vfl_aux_1: 0.7716 (0.7830) loss_vfl_aux_2: 0.7328 (0.7459) loss_vfl_aux_3: 0.7497 (0.7286) loss_vfl_aux_4: 0.7424 (0.7205) loss_vfl_aux_5: 0.8124 (0.8156) loss_vfl_dn_0: 0.4724 (0.4695) loss_vfl_dn_1: 0.4165 (0.4086) loss_vfl_dn_2: 0.3972 (0.3919) loss_vfl_dn_3: 0.3899 (0.3842) loss_vfl_dn_4: 0.3854 (0.3813) loss_vfl_dn_5: 0.3829 (0.3805) time: 0.4707 data: 0.0142 max mem: 5654 Epoch: [19] [2500/7393] eta: 0:39:23 lr: 0.000010 loss: 17.4701 (17.2081) loss_bbox: 0.1615 (0.1680) loss_bbox_aux_0: 0.1649 (0.1830) loss_bbox_aux_1: 0.1620 (0.1737) loss_bbox_aux_2: 0.1613 (0.1705) loss_bbox_aux_3: 0.1573 (0.1684) loss_bbox_aux_4: 0.1585 (0.1679) loss_bbox_aux_5: 0.1937 (0.2236) loss_bbox_dn_0: 0.2484 (0.3049) loss_bbox_dn_1: 0.2050 (0.2348) loss_bbox_dn_2: 0.1882 (0.2130) loss_bbox_dn_3: 0.1808 (0.2057) loss_bbox_dn_4: 0.1777 (0.2041) loss_bbox_dn_5: 0.1776 (0.2041) loss_giou: 0.5481 (0.5075) loss_giou_aux_0: 0.5739 (0.5341) loss_giou_aux_1: 0.5471 (0.5176) loss_giou_aux_2: 0.5498 (0.5122) loss_giou_aux_3: 0.5511 (0.5086) loss_giou_aux_4: 0.5475 (0.5075) loss_giou_aux_5: 0.6366 (0.6054) loss_giou_dn_0: 0.6596 (0.6324) loss_giou_dn_1: 0.5568 (0.5280) loss_giou_dn_2: 0.5345 (0.5003) loss_giou_dn_3: 0.5215 (0.4917) loss_giou_dn_4: 0.5202 (0.4897) loss_giou_dn_5: 0.5206 (0.4898) loss_vfl: 0.6617 (0.7169) loss_vfl_aux_0: 0.7864 (0.8382) loss_vfl_aux_1: 0.7319 (0.7823) loss_vfl_aux_2: 0.6747 (0.7453) loss_vfl_aux_3: 0.6800 (0.7280) loss_vfl_aux_4: 0.6683 (0.7198) loss_vfl_aux_5: 0.7616 (0.8150) loss_vfl_dn_0: 0.4620 (0.4694) loss_vfl_dn_1: 0.4051 (0.4086) loss_vfl_dn_2: 0.3895 (0.3919) loss_vfl_dn_3: 0.3817 (0.3843) loss_vfl_dn_4: 0.3792 (0.3814) loss_vfl_dn_5: 0.3786 (0.3806) time: 0.4665 data: 0.0142 max mem: 5654 Epoch: [19] [2600/7393] eta: 0:38:32 lr: 0.000010 loss: 16.4773 (17.2091) loss_bbox: 0.1391 (0.1680) loss_bbox_aux_0: 0.1638 (0.1830) loss_bbox_aux_1: 0.1383 (0.1737) loss_bbox_aux_2: 0.1475 (0.1705) loss_bbox_aux_3: 0.1420 (0.1684) loss_bbox_aux_4: 0.1447 (0.1679) loss_bbox_aux_5: 0.2044 (0.2235) loss_bbox_dn_0: 0.2668 (0.3048) loss_bbox_dn_1: 0.2123 (0.2346) loss_bbox_dn_2: 0.1949 (0.2129) loss_bbox_dn_3: 0.1822 (0.2055) loss_bbox_dn_4: 0.1790 (0.2040) loss_bbox_dn_5: 0.1787 (0.2039) loss_giou: 0.4729 (0.5079) loss_giou_aux_0: 0.5137 (0.5344) loss_giou_aux_1: 0.4728 (0.5181) loss_giou_aux_2: 0.4676 (0.5126) loss_giou_aux_3: 0.4689 (0.5091) loss_giou_aux_4: 0.4667 (0.5080) loss_giou_aux_5: 0.5798 (0.6058) loss_giou_dn_0: 0.6333 (0.6326) loss_giou_dn_1: 0.5272 (0.5282) loss_giou_dn_2: 0.5015 (0.5004) loss_giou_dn_3: 0.4963 (0.4918) loss_giou_dn_4: 0.4953 (0.4897) loss_giou_dn_5: 0.4954 (0.4899) loss_vfl: 0.6774 (0.7166) loss_vfl_aux_0: 0.7829 (0.8381) loss_vfl_aux_1: 0.7407 (0.7820) loss_vfl_aux_2: 0.6957 (0.7450) loss_vfl_aux_3: 0.6769 (0.7277) loss_vfl_aux_4: 0.6810 (0.7195) loss_vfl_aux_5: 0.7754 (0.8149) loss_vfl_dn_0: 0.4682 (0.4694) loss_vfl_dn_1: 0.4043 (0.4086) loss_vfl_dn_2: 0.3924 (0.3919) loss_vfl_dn_3: 0.3844 (0.3843) loss_vfl_dn_4: 0.3819 (0.3814) loss_vfl_dn_5: 0.3831 (0.3806) time: 0.4663 data: 0.0147 max mem: 5654 Epoch: [19] [2700/7393] eta: 0:37:42 lr: 0.000010 loss: 16.8429 (17.2085) loss_bbox: 0.1758 (0.1680) loss_bbox_aux_0: 0.1757 (0.1829) loss_bbox_aux_1: 0.1774 (0.1737) loss_bbox_aux_2: 0.1778 (0.1705) loss_bbox_aux_3: 0.1742 (0.1685) loss_bbox_aux_4: 0.1742 (0.1679) loss_bbox_aux_5: 0.2108 (0.2236) loss_bbox_dn_0: 0.3140 (0.3050) loss_bbox_dn_1: 0.2439 (0.2349) loss_bbox_dn_2: 0.2218 (0.2131) loss_bbox_dn_3: 0.2165 (0.2057) loss_bbox_dn_4: 0.2141 (0.2042) loss_bbox_dn_5: 0.2139 (0.2042) loss_giou: 0.4783 (0.5076) loss_giou_aux_0: 0.4790 (0.5341) loss_giou_aux_1: 0.4690 (0.5177) loss_giou_aux_2: 0.4837 (0.5124) loss_giou_aux_3: 0.4799 (0.5088) loss_giou_aux_4: 0.4787 (0.5077) loss_giou_aux_5: 0.5577 (0.6056) loss_giou_dn_0: 0.6250 (0.6325) loss_giou_dn_1: 0.5152 (0.5281) loss_giou_dn_2: 0.4786 (0.5003) loss_giou_dn_3: 0.4709 (0.4916) loss_giou_dn_4: 0.4690 (0.4896) loss_giou_dn_5: 0.4690 (0.4897) loss_vfl: 0.6828 (0.7167) loss_vfl_aux_0: 0.8014 (0.8383) loss_vfl_aux_1: 0.7577 (0.7820) loss_vfl_aux_2: 0.7173 (0.7449) loss_vfl_aux_3: 0.7069 (0.7279) loss_vfl_aux_4: 0.6940 (0.7196) loss_vfl_aux_5: 0.7784 (0.8149) loss_vfl_dn_0: 0.4733 (0.4694) loss_vfl_dn_1: 0.4106 (0.4086) loss_vfl_dn_2: 0.3932 (0.3919) loss_vfl_dn_3: 0.3860 (0.3843) loss_vfl_dn_4: 0.3824 (0.3814) loss_vfl_dn_5: 0.3844 (0.3806) time: 0.4587 data: 0.0137 max mem: 5654 Epoch: [19] [2800/7393] eta: 0:37:03 lr: 0.000010 loss: 17.3925 (17.1962) loss_bbox: 0.1588 (0.1678) loss_bbox_aux_0: 0.1798 (0.1827) loss_bbox_aux_1: 0.1665 (0.1735) loss_bbox_aux_2: 0.1602 (0.1703) loss_bbox_aux_3: 0.1614 (0.1682) loss_bbox_aux_4: 0.1608 (0.1677) loss_bbox_aux_5: 0.2066 (0.2233) loss_bbox_dn_0: 0.2905 (0.3048) loss_bbox_dn_1: 0.2210 (0.2347) loss_bbox_dn_2: 0.1986 (0.2128) loss_bbox_dn_3: 0.1895 (0.2054) loss_bbox_dn_4: 0.1859 (0.2039) loss_bbox_dn_5: 0.1859 (0.2038) loss_giou: 0.4660 (0.5072) loss_giou_aux_0: 0.5091 (0.5337) loss_giou_aux_1: 0.4814 (0.5173) loss_giou_aux_2: 0.4584 (0.5120) loss_giou_aux_3: 0.4646 (0.5084) loss_giou_aux_4: 0.4653 (0.5073) loss_giou_aux_5: 0.5388 (0.6050) loss_giou_dn_0: 0.6070 (0.6319) loss_giou_dn_1: 0.4809 (0.5275) loss_giou_dn_2: 0.4474 (0.4997) loss_giou_dn_3: 0.4335 (0.4911) loss_giou_dn_4: 0.4300 (0.4890) loss_giou_dn_5: 0.4298 (0.4892) loss_vfl: 0.7170 (0.7163) loss_vfl_aux_0: 0.8245 (0.8381) loss_vfl_aux_1: 0.7885 (0.7817) loss_vfl_aux_2: 0.7607 (0.7447) loss_vfl_aux_3: 0.7268 (0.7276) loss_vfl_aux_4: 0.7113 (0.7192) loss_vfl_aux_5: 0.8209 (0.8147) loss_vfl_dn_0: 0.4694 (0.4693) loss_vfl_dn_1: 0.4143 (0.4085) loss_vfl_dn_2: 0.3968 (0.3918) loss_vfl_dn_3: 0.3851 (0.3842) loss_vfl_dn_4: 0.3839 (0.3813) loss_vfl_dn_5: 0.3838 (0.3805) time: 0.4674 data: 0.0147 max mem: 5654 Epoch: [19] [2900/7393] eta: 0:36:13 lr: 0.000010 loss: 17.5510 (17.2029) loss_bbox: 0.1635 (0.1680) loss_bbox_aux_0: 0.1741 (0.1828) loss_bbox_aux_1: 0.1827 (0.1737) loss_bbox_aux_2: 0.1735 (0.1705) loss_bbox_aux_3: 0.1707 (0.1684) loss_bbox_aux_4: 0.1645 (0.1678) loss_bbox_aux_5: 0.2225 (0.2236) loss_bbox_dn_0: 0.3151 (0.3054) loss_bbox_dn_1: 0.2407 (0.2351) loss_bbox_dn_2: 0.2146 (0.2133) loss_bbox_dn_3: 0.2038 (0.2059) loss_bbox_dn_4: 0.2027 (0.2043) loss_bbox_dn_5: 0.2029 (0.2043) loss_giou: 0.4987 (0.5073) loss_giou_aux_0: 0.5200 (0.5337) loss_giou_aux_1: 0.5099 (0.5173) loss_giou_aux_2: 0.5133 (0.5121) loss_giou_aux_3: 0.5089 (0.5084) loss_giou_aux_4: 0.5039 (0.5073) loss_giou_aux_5: 0.5929 (0.6051) loss_giou_dn_0: 0.6412 (0.6321) loss_giou_dn_1: 0.5194 (0.5276) loss_giou_dn_2: 0.4897 (0.4998) loss_giou_dn_3: 0.4812 (0.4912) loss_giou_dn_4: 0.4783 (0.4891) loss_giou_dn_5: 0.4782 (0.4893) loss_vfl: 0.6965 (0.7164) loss_vfl_aux_0: 0.8272 (0.8387) loss_vfl_aux_1: 0.7562 (0.7819) loss_vfl_aux_2: 0.7144 (0.7447) loss_vfl_aux_3: 0.7110 (0.7277) loss_vfl_aux_4: 0.6883 (0.7194) loss_vfl_aux_5: 0.8158 (0.8150) loss_vfl_dn_0: 0.4669 (0.4693) loss_vfl_dn_1: 0.4112 (0.4085) loss_vfl_dn_2: 0.3977 (0.3918) loss_vfl_dn_3: 0.3940 (0.3842) loss_vfl_dn_4: 0.3891 (0.3814) loss_vfl_dn_5: 0.3891 (0.3806) time: 0.4743 data: 0.0136 max mem: 5654 Epoch: [19] [3000/7393] eta: 0:35:23 lr: 0.000010 loss: 17.4741 (17.2063) loss_bbox: 0.1526 (0.1682) loss_bbox_aux_0: 0.1676 (0.1828) loss_bbox_aux_1: 0.1522 (0.1737) loss_bbox_aux_2: 0.1510 (0.1706) loss_bbox_aux_3: 0.1490 (0.1685) loss_bbox_aux_4: 0.1503 (0.1680) loss_bbox_aux_5: 0.2026 (0.2236) loss_bbox_dn_0: 0.2805 (0.3056) loss_bbox_dn_1: 0.2033 (0.2353) loss_bbox_dn_2: 0.1846 (0.2135) loss_bbox_dn_3: 0.1781 (0.2061) loss_bbox_dn_4: 0.1766 (0.2045) loss_bbox_dn_5: 0.1767 (0.2045) loss_giou: 0.4969 (0.5071) loss_giou_aux_0: 0.5137 (0.5334) loss_giou_aux_1: 0.4985 (0.5171) loss_giou_aux_2: 0.5024 (0.5119) loss_giou_aux_3: 0.5022 (0.5082) loss_giou_aux_4: 0.5032 (0.5071) loss_giou_aux_5: 0.5952 (0.6049) loss_giou_dn_0: 0.6420 (0.6322) loss_giou_dn_1: 0.5268 (0.5277) loss_giou_dn_2: 0.4950 (0.4998) loss_giou_dn_3: 0.4882 (0.4912) loss_giou_dn_4: 0.4845 (0.4891) loss_giou_dn_5: 0.4846 (0.4893) loss_vfl: 0.7008 (0.7167) loss_vfl_aux_0: 0.8344 (0.8393) loss_vfl_aux_1: 0.7993 (0.7824) loss_vfl_aux_2: 0.7646 (0.7450) loss_vfl_aux_3: 0.7290 (0.7280) loss_vfl_aux_4: 0.7277 (0.7197) loss_vfl_aux_5: 0.8152 (0.8154) loss_vfl_dn_0: 0.4683 (0.4693) loss_vfl_dn_1: 0.4112 (0.4085) loss_vfl_dn_2: 0.3987 (0.3919) loss_vfl_dn_3: 0.3884 (0.3843) loss_vfl_dn_4: 0.3847 (0.3814) loss_vfl_dn_5: 0.3829 (0.3806) time: 0.4712 data: 0.0142 max mem: 5654 Epoch: [19] [3100/7393] eta: 0:34:33 lr: 0.000010 loss: 17.4722 (17.2054) loss_bbox: 0.1666 (0.1680) loss_bbox_aux_0: 0.1751 (0.1827) loss_bbox_aux_1: 0.1715 (0.1736) loss_bbox_aux_2: 0.1706 (0.1706) loss_bbox_aux_3: 0.1687 (0.1684) loss_bbox_aux_4: 0.1606 (0.1678) loss_bbox_aux_5: 0.2211 (0.2235) loss_bbox_dn_0: 0.3020 (0.3056) loss_bbox_dn_1: 0.2224 (0.2352) loss_bbox_dn_2: 0.1942 (0.2134) loss_bbox_dn_3: 0.1829 (0.2060) loss_bbox_dn_4: 0.1817 (0.2044) loss_bbox_dn_5: 0.1818 (0.2044) loss_giou: 0.5204 (0.5069) loss_giou_aux_0: 0.5360 (0.5334) loss_giou_aux_1: 0.5341 (0.5170) loss_giou_aux_2: 0.5218 (0.5118) loss_giou_aux_3: 0.5208 (0.5081) loss_giou_aux_4: 0.5165 (0.5069) loss_giou_aux_5: 0.5868 (0.6047) loss_giou_dn_0: 0.6215 (0.6321) loss_giou_dn_1: 0.5228 (0.5275) loss_giou_dn_2: 0.4908 (0.4997) loss_giou_dn_3: 0.4826 (0.4911) loss_giou_dn_4: 0.4814 (0.4890) loss_giou_dn_5: 0.4812 (0.4892) loss_vfl: 0.7206 (0.7171) loss_vfl_aux_0: 0.8284 (0.8396) loss_vfl_aux_1: 0.7593 (0.7828) loss_vfl_aux_2: 0.7672 (0.7452) loss_vfl_aux_3: 0.7361 (0.7283) loss_vfl_aux_4: 0.7206 (0.7201) loss_vfl_aux_5: 0.8324 (0.8155) loss_vfl_dn_0: 0.4774 (0.4693) loss_vfl_dn_1: 0.4148 (0.4085) loss_vfl_dn_2: 0.3979 (0.3919) loss_vfl_dn_3: 0.3900 (0.3843) loss_vfl_dn_4: 0.3866 (0.3814) loss_vfl_dn_5: 0.3861 (0.3806) time: 0.4599 data: 0.0143 max mem: 5654 Epoch: [19] [3200/7393] eta: 0:33:42 lr: 0.000010 loss: 17.0212 (17.2074) loss_bbox: 0.1663 (0.1680) loss_bbox_aux_0: 0.1858 (0.1827) loss_bbox_aux_1: 0.1760 (0.1736) loss_bbox_aux_2: 0.1785 (0.1706) loss_bbox_aux_3: 0.1698 (0.1684) loss_bbox_aux_4: 0.1715 (0.1678) loss_bbox_aux_5: 0.2229 (0.2234) loss_bbox_dn_0: 0.2915 (0.3052) loss_bbox_dn_1: 0.2243 (0.2349) loss_bbox_dn_2: 0.2060 (0.2131) loss_bbox_dn_3: 0.1991 (0.2057) loss_bbox_dn_4: 0.1977 (0.2042) loss_bbox_dn_5: 0.1976 (0.2042) loss_giou: 0.4933 (0.5074) loss_giou_aux_0: 0.5253 (0.5339) loss_giou_aux_1: 0.5038 (0.5174) loss_giou_aux_2: 0.4973 (0.5123) loss_giou_aux_3: 0.4909 (0.5086) loss_giou_aux_4: 0.4935 (0.5074) loss_giou_aux_5: 0.5817 (0.6051) loss_giou_dn_0: 0.6361 (0.6323) loss_giou_dn_1: 0.5339 (0.5277) loss_giou_dn_2: 0.5104 (0.4998) loss_giou_dn_3: 0.5015 (0.4912) loss_giou_dn_4: 0.4982 (0.4892) loss_giou_dn_5: 0.4983 (0.4893) loss_vfl: 0.7112 (0.7169) loss_vfl_aux_0: 0.8194 (0.8393) loss_vfl_aux_1: 0.7887 (0.7827) loss_vfl_aux_2: 0.7445 (0.7452) loss_vfl_aux_3: 0.7323 (0.7282) loss_vfl_aux_4: 0.7159 (0.7200) loss_vfl_aux_5: 0.7819 (0.8152) loss_vfl_dn_0: 0.4688 (0.4694) loss_vfl_dn_1: 0.4078 (0.4086) loss_vfl_dn_2: 0.3926 (0.3920) loss_vfl_dn_3: 0.3877 (0.3844) loss_vfl_dn_4: 0.3846 (0.3815) loss_vfl_dn_5: 0.3830 (0.3807) time: 0.4614 data: 0.0137 max mem: 5654 Epoch: [19] [3300/7393] eta: 0:32:53 lr: 0.000010 loss: 17.4905 (17.2087) loss_bbox: 0.1667 (0.1678) loss_bbox_aux_0: 0.1801 (0.1826) loss_bbox_aux_1: 0.1756 (0.1734) loss_bbox_aux_2: 0.1652 (0.1704) loss_bbox_aux_3: 0.1664 (0.1682) loss_bbox_aux_4: 0.1715 (0.1677) loss_bbox_aux_5: 0.2177 (0.2233) loss_bbox_dn_0: 0.2958 (0.3052) loss_bbox_dn_1: 0.2352 (0.2349) loss_bbox_dn_2: 0.2197 (0.2131) loss_bbox_dn_3: 0.2151 (0.2057) loss_bbox_dn_4: 0.2111 (0.2042) loss_bbox_dn_5: 0.2111 (0.2041) loss_giou: 0.4593 (0.5074) loss_giou_aux_0: 0.4927 (0.5339) loss_giou_aux_1: 0.4808 (0.5174) loss_giou_aux_2: 0.4693 (0.5123) loss_giou_aux_3: 0.4666 (0.5086) loss_giou_aux_4: 0.4605 (0.5074) loss_giou_aux_5: 0.5674 (0.6053) loss_giou_dn_0: 0.6258 (0.6324) loss_giou_dn_1: 0.5271 (0.5278) loss_giou_dn_2: 0.4987 (0.5000) loss_giou_dn_3: 0.4866 (0.4913) loss_giou_dn_4: 0.4819 (0.4893) loss_giou_dn_5: 0.4815 (0.4894) loss_vfl: 0.7412 (0.7170) loss_vfl_aux_0: 0.8748 (0.8395) loss_vfl_aux_1: 0.8198 (0.7830) loss_vfl_aux_2: 0.7987 (0.7453) loss_vfl_aux_3: 0.7675 (0.7283) loss_vfl_aux_4: 0.7548 (0.7201) loss_vfl_aux_5: 0.8538 (0.8154) loss_vfl_dn_0: 0.4759 (0.4695) loss_vfl_dn_1: 0.4105 (0.4087) loss_vfl_dn_2: 0.3948 (0.3920) loss_vfl_dn_3: 0.3911 (0.3844) loss_vfl_dn_4: 0.3863 (0.3815) loss_vfl_dn_5: 0.3852 (0.3807) time: 0.4761 data: 0.0148 max mem: 5654 Epoch: [19] [3400/7393] eta: 0:32:04 lr: 0.000010 loss: 16.4998 (17.2011) loss_bbox: 0.1650 (0.1676) loss_bbox_aux_0: 0.1650 (0.1823) loss_bbox_aux_1: 0.1531 (0.1732) loss_bbox_aux_2: 0.1565 (0.1702) loss_bbox_aux_3: 0.1511 (0.1680) loss_bbox_aux_4: 0.1629 (0.1674) loss_bbox_aux_5: 0.2096 (0.2231) loss_bbox_dn_0: 0.2901 (0.3047) loss_bbox_dn_1: 0.2292 (0.2345) loss_bbox_dn_2: 0.2109 (0.2127) loss_bbox_dn_3: 0.1993 (0.2053) loss_bbox_dn_4: 0.1972 (0.2038) loss_bbox_dn_5: 0.1975 (0.2037) loss_giou: 0.4813 (0.5075) loss_giou_aux_0: 0.5261 (0.5340) loss_giou_aux_1: 0.4949 (0.5175) loss_giou_aux_2: 0.4865 (0.5124) loss_giou_aux_3: 0.4760 (0.5087) loss_giou_aux_4: 0.4788 (0.5075) loss_giou_aux_5: 0.6000 (0.6053) loss_giou_dn_0: 0.6306 (0.6322) loss_giou_dn_1: 0.5101 (0.5277) loss_giou_dn_2: 0.4825 (0.4998) loss_giou_dn_3: 0.4739 (0.4912) loss_giou_dn_4: 0.4731 (0.4892) loss_giou_dn_5: 0.4737 (0.4893) loss_vfl: 0.7048 (0.7166) loss_vfl_aux_0: 0.8060 (0.8391) loss_vfl_aux_1: 0.7852 (0.7826) loss_vfl_aux_2: 0.7379 (0.7449) loss_vfl_aux_3: 0.7106 (0.7279) loss_vfl_aux_4: 0.7055 (0.7198) loss_vfl_aux_5: 0.7912 (0.8152) loss_vfl_dn_0: 0.4680 (0.4694) loss_vfl_dn_1: 0.4089 (0.4086) loss_vfl_dn_2: 0.3900 (0.3920) loss_vfl_dn_3: 0.3834 (0.3843) loss_vfl_dn_4: 0.3805 (0.3814) loss_vfl_dn_5: 0.3803 (0.3806) time: 0.4719 data: 0.0140 max mem: 5654 Epoch: [19] [3500/7393] eta: 0:31:15 lr: 0.000010 loss: 16.8502 (17.1958) loss_bbox: 0.1601 (0.1675) loss_bbox_aux_0: 0.1738 (0.1822) loss_bbox_aux_1: 0.1698 (0.1731) loss_bbox_aux_2: 0.1661 (0.1702) loss_bbox_aux_3: 0.1631 (0.1680) loss_bbox_aux_4: 0.1614 (0.1674) loss_bbox_aux_5: 0.2285 (0.2230) loss_bbox_dn_0: 0.3015 (0.3044) loss_bbox_dn_1: 0.2274 (0.2342) loss_bbox_dn_2: 0.1974 (0.2125) loss_bbox_dn_3: 0.1896 (0.2052) loss_bbox_dn_4: 0.1899 (0.2036) loss_bbox_dn_5: 0.1899 (0.2036) loss_giou: 0.4197 (0.5074) loss_giou_aux_0: 0.4513 (0.5338) loss_giou_aux_1: 0.4315 (0.5174) loss_giou_aux_2: 0.4231 (0.5123) loss_giou_aux_3: 0.4199 (0.5086) loss_giou_aux_4: 0.4198 (0.5074) loss_giou_aux_5: 0.5319 (0.6051) loss_giou_dn_0: 0.6132 (0.6321) loss_giou_dn_1: 0.4939 (0.5275) loss_giou_dn_2: 0.4612 (0.4997) loss_giou_dn_3: 0.4567 (0.4911) loss_giou_dn_4: 0.4546 (0.4891) loss_giou_dn_5: 0.4550 (0.4892) loss_vfl: 0.7261 (0.7164) loss_vfl_aux_0: 0.8641 (0.8390) loss_vfl_aux_1: 0.7785 (0.7825) loss_vfl_aux_2: 0.7404 (0.7446) loss_vfl_aux_3: 0.7194 (0.7276) loss_vfl_aux_4: 0.7224 (0.7195) loss_vfl_aux_5: 0.8134 (0.8150) loss_vfl_dn_0: 0.4655 (0.4693) loss_vfl_dn_1: 0.4058 (0.4085) loss_vfl_dn_2: 0.3892 (0.3918) loss_vfl_dn_3: 0.3818 (0.3842) loss_vfl_dn_4: 0.3799 (0.3813) loss_vfl_dn_5: 0.3810 (0.3805) time: 0.4640 data: 0.0142 max mem: 5654 Epoch: [19] [3600/7393] eta: 0:30:26 lr: 0.000010 loss: 17.3905 (17.1995) loss_bbox: 0.1699 (0.1676) loss_bbox_aux_0: 0.1757 (0.1823) loss_bbox_aux_1: 0.1641 (0.1732) loss_bbox_aux_2: 0.1648 (0.1703) loss_bbox_aux_3: 0.1646 (0.1681) loss_bbox_aux_4: 0.1652 (0.1675) loss_bbox_aux_5: 0.2312 (0.2232) loss_bbox_dn_0: 0.2991 (0.3046) loss_bbox_dn_1: 0.2295 (0.2344) loss_bbox_dn_2: 0.2123 (0.2126) loss_bbox_dn_3: 0.2107 (0.2053) loss_bbox_dn_4: 0.2102 (0.2037) loss_bbox_dn_5: 0.2102 (0.2037) loss_giou: 0.4786 (0.5075) loss_giou_aux_0: 0.5063 (0.5338) loss_giou_aux_1: 0.4835 (0.5175) loss_giou_aux_2: 0.4942 (0.5124) loss_giou_aux_3: 0.4745 (0.5087) loss_giou_aux_4: 0.4781 (0.5075) loss_giou_aux_5: 0.6020 (0.6053) loss_giou_dn_0: 0.6288 (0.6321) loss_giou_dn_1: 0.5354 (0.5275) loss_giou_dn_2: 0.4985 (0.4997) loss_giou_dn_3: 0.4848 (0.4911) loss_giou_dn_4: 0.4807 (0.4891) loss_giou_dn_5: 0.4810 (0.4892) loss_vfl: 0.7270 (0.7164) loss_vfl_aux_0: 0.8228 (0.8395) loss_vfl_aux_1: 0.7948 (0.7828) loss_vfl_aux_2: 0.7376 (0.7448) loss_vfl_aux_3: 0.7253 (0.7278) loss_vfl_aux_4: 0.7315 (0.7196) loss_vfl_aux_5: 0.8051 (0.8151) loss_vfl_dn_0: 0.4667 (0.4693) loss_vfl_dn_1: 0.4070 (0.4085) loss_vfl_dn_2: 0.3906 (0.3918) loss_vfl_dn_3: 0.3837 (0.3842) loss_vfl_dn_4: 0.3825 (0.3813) loss_vfl_dn_5: 0.3811 (0.3805) time: 0.4738 data: 0.0146 max mem: 5654 Epoch: [19] [3700/7393] eta: 0:29:37 lr: 0.000010 loss: 16.6340 (17.1941) loss_bbox: 0.1518 (0.1676) loss_bbox_aux_0: 0.1747 (0.1821) loss_bbox_aux_1: 0.1601 (0.1731) loss_bbox_aux_2: 0.1535 (0.1702) loss_bbox_aux_3: 0.1470 (0.1680) loss_bbox_aux_4: 0.1518 (0.1675) loss_bbox_aux_5: 0.2123 (0.2231) loss_bbox_dn_0: 0.3075 (0.3044) loss_bbox_dn_1: 0.2325 (0.2342) loss_bbox_dn_2: 0.2072 (0.2124) loss_bbox_dn_3: 0.1959 (0.2051) loss_bbox_dn_4: 0.1920 (0.2035) loss_bbox_dn_5: 0.1919 (0.2035) loss_giou: 0.4623 (0.5076) loss_giou_aux_0: 0.5049 (0.5338) loss_giou_aux_1: 0.4859 (0.5175) loss_giou_aux_2: 0.4794 (0.5126) loss_giou_aux_3: 0.4680 (0.5088) loss_giou_aux_4: 0.4740 (0.5076) loss_giou_aux_5: 0.5758 (0.6053) loss_giou_dn_0: 0.6245 (0.6322) loss_giou_dn_1: 0.5245 (0.5275) loss_giou_dn_2: 0.4920 (0.4997) loss_giou_dn_3: 0.4857 (0.4911) loss_giou_dn_4: 0.4825 (0.4890) loss_giou_dn_5: 0.4825 (0.4892) loss_vfl: 0.7056 (0.7158) loss_vfl_aux_0: 0.8280 (0.8392) loss_vfl_aux_1: 0.7706 (0.7824) loss_vfl_aux_2: 0.7120 (0.7440) loss_vfl_aux_3: 0.7007 (0.7272) loss_vfl_aux_4: 0.6990 (0.7190) loss_vfl_aux_5: 0.7914 (0.8148) loss_vfl_dn_0: 0.4596 (0.4691) loss_vfl_dn_1: 0.3999 (0.4084) loss_vfl_dn_2: 0.3856 (0.3917) loss_vfl_dn_3: 0.3765 (0.3841) loss_vfl_dn_4: 0.3751 (0.3812) loss_vfl_dn_5: 0.3738 (0.3804) time: 0.4755 data: 0.0146 max mem: 5654 Epoch: [19] [3800/7393] eta: 0:28:48 lr: 0.000010 loss: 17.0164 (17.1974) loss_bbox: 0.1673 (0.1677) loss_bbox_aux_0: 0.1686 (0.1821) loss_bbox_aux_1: 0.1609 (0.1731) loss_bbox_aux_2: 0.1671 (0.1703) loss_bbox_aux_3: 0.1678 (0.1681) loss_bbox_aux_4: 0.1611 (0.1675) loss_bbox_aux_5: 0.2288 (0.2231) loss_bbox_dn_0: 0.2765 (0.3044) loss_bbox_dn_1: 0.2198 (0.2342) loss_bbox_dn_2: 0.1994 (0.2125) loss_bbox_dn_3: 0.1925 (0.2052) loss_bbox_dn_4: 0.1920 (0.2036) loss_bbox_dn_5: 0.1919 (0.2036) loss_giou: 0.4692 (0.5076) loss_giou_aux_0: 0.5068 (0.5338) loss_giou_aux_1: 0.4901 (0.5174) loss_giou_aux_2: 0.4645 (0.5125) loss_giou_aux_3: 0.4760 (0.5088) loss_giou_aux_4: 0.4689 (0.5076) loss_giou_aux_5: 0.5767 (0.6053) loss_giou_dn_0: 0.6092 (0.6321) loss_giou_dn_1: 0.5145 (0.5275) loss_giou_dn_2: 0.4912 (0.4997) loss_giou_dn_3: 0.4828 (0.4911) loss_giou_dn_4: 0.4809 (0.4891) loss_giou_dn_5: 0.4811 (0.4892) loss_vfl: 0.6840 (0.7162) loss_vfl_aux_0: 0.8431 (0.8396) loss_vfl_aux_1: 0.7322 (0.7830) loss_vfl_aux_2: 0.7369 (0.7445) loss_vfl_aux_3: 0.7246 (0.7276) loss_vfl_aux_4: 0.6914 (0.7194) loss_vfl_aux_5: 0.8172 (0.8151) loss_vfl_dn_0: 0.4614 (0.4691) loss_vfl_dn_1: 0.4048 (0.4084) loss_vfl_dn_2: 0.3912 (0.3917) loss_vfl_dn_3: 0.3830 (0.3841) loss_vfl_dn_4: 0.3786 (0.3812) loss_vfl_dn_5: 0.3766 (0.3804) time: 0.4782 data: 0.0143 max mem: 5654 Epoch: [19] [3900/7393] eta: 0:28:00 lr: 0.000010 loss: 17.3122 (17.1955) loss_bbox: 0.1541 (0.1676) loss_bbox_aux_0: 0.1715 (0.1821) loss_bbox_aux_1: 0.1613 (0.1731) loss_bbox_aux_2: 0.1670 (0.1702) loss_bbox_aux_3: 0.1559 (0.1681) loss_bbox_aux_4: 0.1534 (0.1675) loss_bbox_aux_5: 0.2061 (0.2232) loss_bbox_dn_0: 0.2712 (0.3045) loss_bbox_dn_1: 0.2083 (0.2343) loss_bbox_dn_2: 0.1899 (0.2125) loss_bbox_dn_3: 0.1808 (0.2052) loss_bbox_dn_4: 0.1816 (0.2036) loss_bbox_dn_5: 0.1815 (0.2036) loss_giou: 0.4978 (0.5074) loss_giou_aux_0: 0.5256 (0.5337) loss_giou_aux_1: 0.5064 (0.5173) loss_giou_aux_2: 0.5007 (0.5124) loss_giou_aux_3: 0.4965 (0.5086) loss_giou_aux_4: 0.4976 (0.5075) loss_giou_aux_5: 0.5830 (0.6053) loss_giou_dn_0: 0.6018 (0.6320) loss_giou_dn_1: 0.4979 (0.5274) loss_giou_dn_2: 0.4729 (0.4996) loss_giou_dn_3: 0.4673 (0.4910) loss_giou_dn_4: 0.4658 (0.4890) loss_giou_dn_5: 0.4653 (0.4891) loss_vfl: 0.6898 (0.7161) loss_vfl_aux_0: 0.8564 (0.8397) loss_vfl_aux_1: 0.7583 (0.7831) loss_vfl_aux_2: 0.7291 (0.7445) loss_vfl_aux_3: 0.7054 (0.7275) loss_vfl_aux_4: 0.6946 (0.7193) loss_vfl_aux_5: 0.7904 (0.8149) loss_vfl_dn_0: 0.4678 (0.4692) loss_vfl_dn_1: 0.4072 (0.4083) loss_vfl_dn_2: 0.3925 (0.3917) loss_vfl_dn_3: 0.3860 (0.3840) loss_vfl_dn_4: 0.3849 (0.3811) loss_vfl_dn_5: 0.3841 (0.3803) time: 0.4970 data: 0.0143 max mem: 5654 Epoch: [19] [4000/7393] eta: 0:27:11 lr: 0.000010 loss: 16.7522 (17.1952) loss_bbox: 0.1605 (0.1677) loss_bbox_aux_0: 0.1776 (0.1822) loss_bbox_aux_1: 0.1629 (0.1730) loss_bbox_aux_2: 0.1599 (0.1703) loss_bbox_aux_3: 0.1611 (0.1681) loss_bbox_aux_4: 0.1566 (0.1676) loss_bbox_aux_5: 0.2145 (0.2233) loss_bbox_dn_0: 0.3082 (0.3047) loss_bbox_dn_1: 0.2333 (0.2344) loss_bbox_dn_2: 0.1986 (0.2127) loss_bbox_dn_3: 0.1875 (0.2053) loss_bbox_dn_4: 0.1869 (0.2038) loss_bbox_dn_5: 0.1867 (0.2037) loss_giou: 0.4493 (0.5073) loss_giou_aux_0: 0.4806 (0.5336) loss_giou_aux_1: 0.4587 (0.5171) loss_giou_aux_2: 0.4531 (0.5122) loss_giou_aux_3: 0.4446 (0.5085) loss_giou_aux_4: 0.4447 (0.5073) loss_giou_aux_5: 0.5460 (0.6052) loss_giou_dn_0: 0.5839 (0.6319) loss_giou_dn_1: 0.4794 (0.5273) loss_giou_dn_2: 0.4503 (0.4995) loss_giou_dn_3: 0.4400 (0.4909) loss_giou_dn_4: 0.4391 (0.4889) loss_giou_dn_5: 0.4390 (0.4890) loss_vfl: 0.7263 (0.7159) loss_vfl_aux_0: 0.8647 (0.8399) loss_vfl_aux_1: 0.7943 (0.7833) loss_vfl_aux_2: 0.7377 (0.7444) loss_vfl_aux_3: 0.7345 (0.7274) loss_vfl_aux_4: 0.7249 (0.7192) loss_vfl_aux_5: 0.8330 (0.8149) loss_vfl_dn_0: 0.4687 (0.4691) loss_vfl_dn_1: 0.4064 (0.4083) loss_vfl_dn_2: 0.3877 (0.3916) loss_vfl_dn_3: 0.3838 (0.3840) loss_vfl_dn_4: 0.3829 (0.3811) loss_vfl_dn_5: 0.3827 (0.3803) time: 0.4736 data: 0.0145 max mem: 5654 Epoch: [19] [4100/7393] eta: 0:26:22 lr: 0.000010 loss: 17.3433 (17.1984) loss_bbox: 0.1553 (0.1677) loss_bbox_aux_0: 0.1819 (0.1822) loss_bbox_aux_1: 0.1718 (0.1731) loss_bbox_aux_2: 0.1675 (0.1703) loss_bbox_aux_3: 0.1694 (0.1681) loss_bbox_aux_4: 0.1727 (0.1676) loss_bbox_aux_5: 0.2212 (0.2233) loss_bbox_dn_0: 0.3275 (0.3047) loss_bbox_dn_1: 0.2524 (0.2345) loss_bbox_dn_2: 0.2305 (0.2128) loss_bbox_dn_3: 0.2165 (0.2054) loss_bbox_dn_4: 0.2138 (0.2038) loss_bbox_dn_5: 0.2139 (0.2038) loss_giou: 0.4943 (0.5074) loss_giou_aux_0: 0.5197 (0.5337) loss_giou_aux_1: 0.4999 (0.5172) loss_giou_aux_2: 0.4978 (0.5123) loss_giou_aux_3: 0.5019 (0.5086) loss_giou_aux_4: 0.4932 (0.5074) loss_giou_aux_5: 0.5950 (0.6053) loss_giou_dn_0: 0.6310 (0.6320) loss_giou_dn_1: 0.5276 (0.5275) loss_giou_dn_2: 0.5062 (0.4996) loss_giou_dn_3: 0.5016 (0.4911) loss_giou_dn_4: 0.4992 (0.4890) loss_giou_dn_5: 0.4993 (0.4892) loss_vfl: 0.7645 (0.7161) loss_vfl_aux_0: 0.8807 (0.8401) loss_vfl_aux_1: 0.8383 (0.7835) loss_vfl_aux_2: 0.7925 (0.7445) loss_vfl_aux_3: 0.7809 (0.7276) loss_vfl_aux_4: 0.7672 (0.7194) loss_vfl_aux_5: 0.8551 (0.8150) loss_vfl_dn_0: 0.4727 (0.4691) loss_vfl_dn_1: 0.4133 (0.4083) loss_vfl_dn_2: 0.3978 (0.3917) loss_vfl_dn_3: 0.3880 (0.3840) loss_vfl_dn_4: 0.3854 (0.3812) loss_vfl_dn_5: 0.3865 (0.3804) time: 0.4785 data: 0.0145 max mem: 5654 Epoch: [19] [4200/7393] eta: 0:25:37 lr: 0.000010 loss: 17.4248 (17.2018) loss_bbox: 0.1555 (0.1677) loss_bbox_aux_0: 0.1733 (0.1822) loss_bbox_aux_1: 0.1593 (0.1730) loss_bbox_aux_2: 0.1455 (0.1703) loss_bbox_aux_3: 0.1626 (0.1682) loss_bbox_aux_4: 0.1610 (0.1676) loss_bbox_aux_5: 0.2103 (0.2233) loss_bbox_dn_0: 0.2709 (0.3050) loss_bbox_dn_1: 0.2062 (0.2347) loss_bbox_dn_2: 0.1843 (0.2129) loss_bbox_dn_3: 0.1790 (0.2056) loss_bbox_dn_4: 0.1778 (0.2040) loss_bbox_dn_5: 0.1781 (0.2040) loss_giou: 0.5498 (0.5071) loss_giou_aux_0: 0.5626 (0.5335) loss_giou_aux_1: 0.5484 (0.5169) loss_giou_aux_2: 0.5423 (0.5121) loss_giou_aux_3: 0.5386 (0.5083) loss_giou_aux_4: 0.5525 (0.5072) loss_giou_aux_5: 0.6223 (0.6051) loss_giou_dn_0: 0.6586 (0.6321) loss_giou_dn_1: 0.5663 (0.5275) loss_giou_dn_2: 0.5383 (0.4997) loss_giou_dn_3: 0.5321 (0.4911) loss_giou_dn_4: 0.5300 (0.4891) loss_giou_dn_5: 0.5298 (0.4892) loss_vfl: 0.6832 (0.7166) loss_vfl_aux_0: 0.7853 (0.8406) loss_vfl_aux_1: 0.7393 (0.7841) loss_vfl_aux_2: 0.7110 (0.7449) loss_vfl_aux_3: 0.6914 (0.7280) loss_vfl_aux_4: 0.6814 (0.7199) loss_vfl_aux_5: 0.7556 (0.8153) loss_vfl_dn_0: 0.4636 (0.4691) loss_vfl_dn_1: 0.4089 (0.4083) loss_vfl_dn_2: 0.3922 (0.3917) loss_vfl_dn_3: 0.3851 (0.3840) loss_vfl_dn_4: 0.3832 (0.3812) loss_vfl_dn_5: 0.3822 (0.3804) time: 0.4737 data: 0.0140 max mem: 5654 Epoch: [19] [4300/7393] eta: 0:24:49 lr: 0.000010 loss: 16.8286 (17.2034) loss_bbox: 0.1487 (0.1677) loss_bbox_aux_0: 0.1594 (0.1821) loss_bbox_aux_1: 0.1445 (0.1730) loss_bbox_aux_2: 0.1471 (0.1703) loss_bbox_aux_3: 0.1483 (0.1681) loss_bbox_aux_4: 0.1486 (0.1676) loss_bbox_aux_5: 0.2059 (0.2232) loss_bbox_dn_0: 0.2929 (0.3048) loss_bbox_dn_1: 0.2169 (0.2346) loss_bbox_dn_2: 0.1940 (0.2128) loss_bbox_dn_3: 0.1826 (0.2055) loss_bbox_dn_4: 0.1804 (0.2039) loss_bbox_dn_5: 0.1798 (0.2039) loss_giou: 0.4716 (0.5073) loss_giou_aux_0: 0.4918 (0.5337) loss_giou_aux_1: 0.4798 (0.5171) loss_giou_aux_2: 0.4710 (0.5123) loss_giou_aux_3: 0.4736 (0.5085) loss_giou_aux_4: 0.4712 (0.5073) loss_giou_aux_5: 0.5631 (0.6053) loss_giou_dn_0: 0.6074 (0.6322) loss_giou_dn_1: 0.5099 (0.5276) loss_giou_dn_2: 0.4788 (0.4998) loss_giou_dn_3: 0.4696 (0.4913) loss_giou_dn_4: 0.4667 (0.4892) loss_giou_dn_5: 0.4667 (0.4894) loss_vfl: 0.7602 (0.7167) loss_vfl_aux_0: 0.8600 (0.8404) loss_vfl_aux_1: 0.8238 (0.7840) loss_vfl_aux_2: 0.7831 (0.7450) loss_vfl_aux_3: 0.7681 (0.7281) loss_vfl_aux_4: 0.7607 (0.7199) loss_vfl_aux_5: 0.8327 (0.8151) loss_vfl_dn_0: 0.4703 (0.4691) loss_vfl_dn_1: 0.4050 (0.4084) loss_vfl_dn_2: 0.3883 (0.3918) loss_vfl_dn_3: 0.3804 (0.3841) loss_vfl_dn_4: 0.3789 (0.3813) loss_vfl_dn_5: 0.3784 (0.3805) time: 0.4742 data: 0.0139 max mem: 5654 Epoch: [19] [4400/7393] eta: 0:24:00 lr: 0.000010 loss: 16.9228 (17.2015) loss_bbox: 0.1604 (0.1676) loss_bbox_aux_0: 0.1785 (0.1820) loss_bbox_aux_1: 0.1600 (0.1728) loss_bbox_aux_2: 0.1593 (0.1701) loss_bbox_aux_3: 0.1572 (0.1680) loss_bbox_aux_4: 0.1577 (0.1675) loss_bbox_aux_5: 0.2106 (0.2230) loss_bbox_dn_0: 0.2797 (0.3046) loss_bbox_dn_1: 0.2142 (0.2344) loss_bbox_dn_2: 0.1921 (0.2126) loss_bbox_dn_3: 0.1895 (0.2053) loss_bbox_dn_4: 0.1874 (0.2038) loss_bbox_dn_5: 0.1874 (0.2038) loss_giou: 0.4995 (0.5073) loss_giou_aux_0: 0.5180 (0.5337) loss_giou_aux_1: 0.4865 (0.5171) loss_giou_aux_2: 0.4927 (0.5122) loss_giou_aux_3: 0.4906 (0.5085) loss_giou_aux_4: 0.4996 (0.5073) loss_giou_aux_5: 0.5992 (0.6053) loss_giou_dn_0: 0.6419 (0.6321) loss_giou_dn_1: 0.5375 (0.5276) loss_giou_dn_2: 0.5145 (0.4998) loss_giou_dn_3: 0.5065 (0.4913) loss_giou_dn_4: 0.5045 (0.4893) loss_giou_dn_5: 0.5042 (0.4894) loss_vfl: 0.7071 (0.7168) loss_vfl_aux_0: 0.8141 (0.8406) loss_vfl_aux_1: 0.7858 (0.7842) loss_vfl_aux_2: 0.7511 (0.7452) loss_vfl_aux_3: 0.7225 (0.7282) loss_vfl_aux_4: 0.7118 (0.7200) loss_vfl_aux_5: 0.7783 (0.8151) loss_vfl_dn_0: 0.4760 (0.4692) loss_vfl_dn_1: 0.4090 (0.4084) loss_vfl_dn_2: 0.3939 (0.3918) loss_vfl_dn_3: 0.3849 (0.3841) loss_vfl_dn_4: 0.3818 (0.3813) loss_vfl_dn_5: 0.3860 (0.3805) time: 0.4596 data: 0.0140 max mem: 5654 Epoch: [19] [4500/7393] eta: 0:23:11 lr: 0.000010 loss: 17.0125 (17.1998) loss_bbox: 0.1519 (0.1676) loss_bbox_aux_0: 0.1672 (0.1820) loss_bbox_aux_1: 0.1549 (0.1729) loss_bbox_aux_2: 0.1521 (0.1701) loss_bbox_aux_3: 0.1556 (0.1681) loss_bbox_aux_4: 0.1564 (0.1676) loss_bbox_aux_5: 0.2214 (0.2232) loss_bbox_dn_0: 0.2799 (0.3047) loss_bbox_dn_1: 0.2197 (0.2344) loss_bbox_dn_2: 0.2037 (0.2127) loss_bbox_dn_3: 0.2011 (0.2054) loss_bbox_dn_4: 0.2010 (0.2038) loss_bbox_dn_5: 0.2010 (0.2038) loss_giou: 0.4590 (0.5069) loss_giou_aux_0: 0.4835 (0.5333) loss_giou_aux_1: 0.4535 (0.5168) loss_giou_aux_2: 0.4666 (0.5119) loss_giou_aux_3: 0.4691 (0.5082) loss_giou_aux_4: 0.4655 (0.5070) loss_giou_aux_5: 0.5613 (0.6050) loss_giou_dn_0: 0.6120 (0.6319) loss_giou_dn_1: 0.5034 (0.5274) loss_giou_dn_2: 0.4780 (0.4995) loss_giou_dn_3: 0.4685 (0.4910) loss_giou_dn_4: 0.4652 (0.4890) loss_giou_dn_5: 0.4648 (0.4891) loss_vfl: 0.7201 (0.7170) loss_vfl_aux_0: 0.8418 (0.8410) loss_vfl_aux_1: 0.7974 (0.7845) loss_vfl_aux_2: 0.7503 (0.7455) loss_vfl_aux_3: 0.7226 (0.7283) loss_vfl_aux_4: 0.7207 (0.7202) loss_vfl_aux_5: 0.8093 (0.8154) loss_vfl_dn_0: 0.4682 (0.4692) loss_vfl_dn_1: 0.4096 (0.4083) loss_vfl_dn_2: 0.3888 (0.3917) loss_vfl_dn_3: 0.3824 (0.3840) loss_vfl_dn_4: 0.3804 (0.3812) loss_vfl_dn_5: 0.3796 (0.3804) time: 0.4704 data: 0.0137 max mem: 5654 Epoch: [19] [4600/7393] eta: 0:22:22 lr: 0.000010 loss: 17.3700 (17.1989) loss_bbox: 0.1775 (0.1678) loss_bbox_aux_0: 0.1958 (0.1822) loss_bbox_aux_1: 0.1813 (0.1730) loss_bbox_aux_2: 0.1768 (0.1703) loss_bbox_aux_3: 0.1765 (0.1682) loss_bbox_aux_4: 0.1776 (0.1678) loss_bbox_aux_5: 0.2180 (0.2234) loss_bbox_dn_0: 0.3133 (0.3049) loss_bbox_dn_1: 0.2297 (0.2346) loss_bbox_dn_2: 0.2172 (0.2128) loss_bbox_dn_3: 0.2072 (0.2055) loss_bbox_dn_4: 0.2048 (0.2040) loss_bbox_dn_5: 0.2049 (0.2040) loss_giou: 0.5308 (0.5066) loss_giou_aux_0: 0.5350 (0.5330) loss_giou_aux_1: 0.5152 (0.5165) loss_giou_aux_2: 0.5288 (0.5115) loss_giou_aux_3: 0.5301 (0.5078) loss_giou_aux_4: 0.5307 (0.5067) loss_giou_aux_5: 0.6242 (0.6047) loss_giou_dn_0: 0.5997 (0.6317) loss_giou_dn_1: 0.5200 (0.5272) loss_giou_dn_2: 0.5006 (0.4994) loss_giou_dn_3: 0.4989 (0.4908) loss_giou_dn_4: 0.4988 (0.4888) loss_giou_dn_5: 0.4988 (0.4889) loss_vfl: 0.7146 (0.7170) loss_vfl_aux_0: 0.8609 (0.8411) loss_vfl_aux_1: 0.7965 (0.7846) loss_vfl_aux_2: 0.7623 (0.7456) loss_vfl_aux_3: 0.7300 (0.7284) loss_vfl_aux_4: 0.7202 (0.7201) loss_vfl_aux_5: 0.8422 (0.8155) loss_vfl_dn_0: 0.4778 (0.4692) loss_vfl_dn_1: 0.4153 (0.4083) loss_vfl_dn_2: 0.3938 (0.3917) loss_vfl_dn_3: 0.3792 (0.3840) loss_vfl_dn_4: 0.3777 (0.3812) loss_vfl_dn_5: 0.3774 (0.3804) time: 0.4784 data: 0.0142 max mem: 5654 Epoch: [19] [4700/7393] eta: 0:21:34 lr: 0.000010 loss: 17.3823 (17.1993) loss_bbox: 0.1726 (0.1677) loss_bbox_aux_0: 0.1848 (0.1821) loss_bbox_aux_1: 0.1774 (0.1729) loss_bbox_aux_2: 0.1715 (0.1702) loss_bbox_aux_3: 0.1751 (0.1681) loss_bbox_aux_4: 0.1720 (0.1677) loss_bbox_aux_5: 0.2125 (0.2231) loss_bbox_dn_0: 0.2913 (0.3045) loss_bbox_dn_1: 0.2254 (0.2343) loss_bbox_dn_2: 0.1986 (0.2126) loss_bbox_dn_3: 0.1924 (0.2053) loss_bbox_dn_4: 0.1920 (0.2037) loss_bbox_dn_5: 0.1920 (0.2037) loss_giou: 0.4939 (0.5069) loss_giou_aux_0: 0.5164 (0.5333) loss_giou_aux_1: 0.4910 (0.5167) loss_giou_aux_2: 0.5078 (0.5118) loss_giou_aux_3: 0.4872 (0.5080) loss_giou_aux_4: 0.4893 (0.5069) loss_giou_aux_5: 0.5920 (0.6049) loss_giou_dn_0: 0.6197 (0.6320) loss_giou_dn_1: 0.5126 (0.5275) loss_giou_dn_2: 0.4750 (0.4996) loss_giou_dn_3: 0.4665 (0.4911) loss_giou_dn_4: 0.4654 (0.4891) loss_giou_dn_5: 0.4660 (0.4892) loss_vfl: 0.7270 (0.7169) loss_vfl_aux_0: 0.8393 (0.8409) loss_vfl_aux_1: 0.7634 (0.7846) loss_vfl_aux_2: 0.7516 (0.7456) loss_vfl_aux_3: 0.7384 (0.7284) loss_vfl_aux_4: 0.7364 (0.7200) loss_vfl_aux_5: 0.8225 (0.8153) loss_vfl_dn_0: 0.4672 (0.4692) loss_vfl_dn_1: 0.4075 (0.4083) loss_vfl_dn_2: 0.3936 (0.3917) loss_vfl_dn_3: 0.3833 (0.3840) loss_vfl_dn_4: 0.3803 (0.3812) loss_vfl_dn_5: 0.3801 (0.3804) time: 0.4602 data: 0.0138 max mem: 5654 Epoch: [19] [4800/7393] eta: 0:20:45 lr: 0.000010 loss: 17.0732 (17.2012) loss_bbox: 0.1359 (0.1677) loss_bbox_aux_0: 0.1550 (0.1820) loss_bbox_aux_1: 0.1426 (0.1729) loss_bbox_aux_2: 0.1381 (0.1701) loss_bbox_aux_3: 0.1362 (0.1681) loss_bbox_aux_4: 0.1361 (0.1677) loss_bbox_aux_5: 0.1811 (0.2230) loss_bbox_dn_0: 0.2503 (0.3043) loss_bbox_dn_1: 0.1917 (0.2341) loss_bbox_dn_2: 0.1664 (0.2124) loss_bbox_dn_3: 0.1602 (0.2051) loss_bbox_dn_4: 0.1585 (0.2035) loss_bbox_dn_5: 0.1585 (0.2035) loss_giou: 0.5355 (0.5074) loss_giou_aux_0: 0.5462 (0.5339) loss_giou_aux_1: 0.5346 (0.5173) loss_giou_aux_2: 0.5222 (0.5123) loss_giou_aux_3: 0.5399 (0.5085) loss_giou_aux_4: 0.5350 (0.5075) loss_giou_aux_5: 0.6455 (0.6053) loss_giou_dn_0: 0.6472 (0.6322) loss_giou_dn_1: 0.5566 (0.5278) loss_giou_dn_2: 0.5263 (0.4999) loss_giou_dn_3: 0.5172 (0.4914) loss_giou_dn_4: 0.5141 (0.4893) loss_giou_dn_5: 0.5143 (0.4895) loss_vfl: 0.6850 (0.7166) loss_vfl_aux_0: 0.8363 (0.8406) loss_vfl_aux_1: 0.7804 (0.7842) loss_vfl_aux_2: 0.7178 (0.7452) loss_vfl_aux_3: 0.7026 (0.7281) loss_vfl_aux_4: 0.6756 (0.7197) loss_vfl_aux_5: 0.7931 (0.8151) loss_vfl_dn_0: 0.4605 (0.4692) loss_vfl_dn_1: 0.4066 (0.4083) loss_vfl_dn_2: 0.3885 (0.3917) loss_vfl_dn_3: 0.3819 (0.3841) loss_vfl_dn_4: 0.3792 (0.3812) loss_vfl_dn_5: 0.3817 (0.3804) time: 0.4714 data: 0.0138 max mem: 5654 Epoch: [19] [4900/7393] eta: 0:19:59 lr: 0.000010 loss: 17.3265 (17.2022) loss_bbox: 0.1622 (0.1677) loss_bbox_aux_0: 0.1808 (0.1820) loss_bbox_aux_1: 0.1841 (0.1729) loss_bbox_aux_2: 0.1704 (0.1701) loss_bbox_aux_3: 0.1632 (0.1681) loss_bbox_aux_4: 0.1621 (0.1677) loss_bbox_aux_5: 0.2258 (0.2230) loss_bbox_dn_0: 0.3097 (0.3044) loss_bbox_dn_1: 0.2339 (0.2342) loss_bbox_dn_2: 0.2152 (0.2125) loss_bbox_dn_3: 0.2013 (0.2051) loss_bbox_dn_4: 0.2006 (0.2036) loss_bbox_dn_5: 0.2008 (0.2036) loss_giou: 0.4988 (0.5074) loss_giou_aux_0: 0.5201 (0.5338) loss_giou_aux_1: 0.5097 (0.5173) loss_giou_aux_2: 0.5081 (0.5123) loss_giou_aux_3: 0.5052 (0.5085) loss_giou_aux_4: 0.5014 (0.5074) loss_giou_aux_5: 0.5936 (0.6053) loss_giou_dn_0: 0.6611 (0.6322) loss_giou_dn_1: 0.5485 (0.5278) loss_giou_dn_2: 0.5184 (0.5000) loss_giou_dn_3: 0.5062 (0.4914) loss_giou_dn_4: 0.5049 (0.4894) loss_giou_dn_5: 0.5049 (0.4895) loss_vfl: 0.7315 (0.7167) loss_vfl_aux_0: 0.8525 (0.8406) loss_vfl_aux_1: 0.8201 (0.7841) loss_vfl_aux_2: 0.7518 (0.7454) loss_vfl_aux_3: 0.7460 (0.7282) loss_vfl_aux_4: 0.7318 (0.7199) loss_vfl_aux_5: 0.8498 (0.8153) loss_vfl_dn_0: 0.4761 (0.4692) loss_vfl_dn_1: 0.4139 (0.4083) loss_vfl_dn_2: 0.3964 (0.3917) loss_vfl_dn_3: 0.3862 (0.3841) loss_vfl_dn_4: 0.3814 (0.3812) loss_vfl_dn_5: 0.3811 (0.3804) time: 0.7349 data: 0.0141 max mem: 5654 Epoch: [19] [5000/7393] eta: 0:19:11 lr: 0.000010 loss: 17.5369 (17.2054) loss_bbox: 0.1616 (0.1678) loss_bbox_aux_0: 0.1792 (0.1821) loss_bbox_aux_1: 0.1617 (0.1730) loss_bbox_aux_2: 0.1582 (0.1702) loss_bbox_aux_3: 0.1595 (0.1682) loss_bbox_aux_4: 0.1545 (0.1677) loss_bbox_aux_5: 0.2084 (0.2230) loss_bbox_dn_0: 0.2951 (0.3046) loss_bbox_dn_1: 0.2416 (0.2343) loss_bbox_dn_2: 0.2068 (0.2126) loss_bbox_dn_3: 0.1959 (0.2053) loss_bbox_dn_4: 0.1940 (0.2037) loss_bbox_dn_5: 0.1939 (0.2037) loss_giou: 0.4994 (0.5077) loss_giou_aux_0: 0.5331 (0.5342) loss_giou_aux_1: 0.5180 (0.5176) loss_giou_aux_2: 0.5159 (0.5126) loss_giou_aux_3: 0.5060 (0.5088) loss_giou_aux_4: 0.4995 (0.5077) loss_giou_aux_5: 0.6024 (0.6056) loss_giou_dn_0: 0.6489 (0.6324) loss_giou_dn_1: 0.5413 (0.5279) loss_giou_dn_2: 0.5050 (0.5001) loss_giou_dn_3: 0.4943 (0.4915) loss_giou_dn_4: 0.4899 (0.4895) loss_giou_dn_5: 0.4899 (0.4897) loss_vfl: 0.7009 (0.7164) loss_vfl_aux_0: 0.8448 (0.8406) loss_vfl_aux_1: 0.7663 (0.7839) loss_vfl_aux_2: 0.7366 (0.7451) loss_vfl_aux_3: 0.7188 (0.7280) loss_vfl_aux_4: 0.7029 (0.7197) loss_vfl_aux_5: 0.8117 (0.8152) loss_vfl_dn_0: 0.4629 (0.4691) loss_vfl_dn_1: 0.4086 (0.4083) loss_vfl_dn_2: 0.3955 (0.3917) loss_vfl_dn_3: 0.3880 (0.3840) loss_vfl_dn_4: 0.3836 (0.3812) loss_vfl_dn_5: 0.3802 (0.3804) time: 0.4741 data: 0.0141 max mem: 5654 Epoch: [19] [5100/7393] eta: 0:18:22 lr: 0.000010 loss: 17.5639 (17.2106) loss_bbox: 0.1592 (0.1678) loss_bbox_aux_0: 0.1747 (0.1822) loss_bbox_aux_1: 0.1741 (0.1731) loss_bbox_aux_2: 0.1651 (0.1703) loss_bbox_aux_3: 0.1639 (0.1683) loss_bbox_aux_4: 0.1575 (0.1678) loss_bbox_aux_5: 0.2125 (0.2231) loss_bbox_dn_0: 0.2706 (0.3046) loss_bbox_dn_1: 0.2182 (0.2344) loss_bbox_dn_2: 0.1932 (0.2127) loss_bbox_dn_3: 0.1835 (0.2053) loss_bbox_dn_4: 0.1814 (0.2038) loss_bbox_dn_5: 0.1814 (0.2037) loss_giou: 0.4755 (0.5081) loss_giou_aux_0: 0.5090 (0.5345) loss_giou_aux_1: 0.4919 (0.5180) loss_giou_aux_2: 0.4843 (0.5130) loss_giou_aux_3: 0.4836 (0.5092) loss_giou_aux_4: 0.4794 (0.5081) loss_giou_aux_5: 0.5715 (0.6059) loss_giou_dn_0: 0.6255 (0.6326) loss_giou_dn_1: 0.5055 (0.5282) loss_giou_dn_2: 0.4809 (0.5003) loss_giou_dn_3: 0.4691 (0.4918) loss_giou_dn_4: 0.4671 (0.4898) loss_giou_dn_5: 0.4672 (0.4899) loss_vfl: 0.7355 (0.7165) loss_vfl_aux_0: 0.8690 (0.8407) loss_vfl_aux_1: 0.7959 (0.7840) loss_vfl_aux_2: 0.7541 (0.7452) loss_vfl_aux_3: 0.7374 (0.7280) loss_vfl_aux_4: 0.7422 (0.7197) loss_vfl_aux_5: 0.8171 (0.8153) loss_vfl_dn_0: 0.4653 (0.4692) loss_vfl_dn_1: 0.4105 (0.4083) loss_vfl_dn_2: 0.3892 (0.3917) loss_vfl_dn_3: 0.3841 (0.3841) loss_vfl_dn_4: 0.3825 (0.3812) loss_vfl_dn_5: 0.3816 (0.3804) time: 0.4739 data: 0.0134 max mem: 5654 Epoch: [19] [5200/7393] eta: 0:17:34 lr: 0.000010 loss: 17.3015 (17.2094) loss_bbox: 0.1749 (0.1678) loss_bbox_aux_0: 0.1894 (0.1822) loss_bbox_aux_1: 0.1724 (0.1731) loss_bbox_aux_2: 0.1704 (0.1703) loss_bbox_aux_3: 0.1685 (0.1682) loss_bbox_aux_4: 0.1692 (0.1677) loss_bbox_aux_5: 0.2299 (0.2230) loss_bbox_dn_0: 0.3071 (0.3046) loss_bbox_dn_1: 0.2392 (0.2344) loss_bbox_dn_2: 0.2139 (0.2126) loss_bbox_dn_3: 0.2037 (0.2053) loss_bbox_dn_4: 0.2027 (0.2037) loss_bbox_dn_5: 0.2028 (0.2037) loss_giou: 0.4799 (0.5080) loss_giou_aux_0: 0.5062 (0.5345) loss_giou_aux_1: 0.4770 (0.5180) loss_giou_aux_2: 0.4785 (0.5130) loss_giou_aux_3: 0.4795 (0.5092) loss_giou_aux_4: 0.4779 (0.5081) loss_giou_aux_5: 0.5654 (0.6059) loss_giou_dn_0: 0.6023 (0.6326) loss_giou_dn_1: 0.4988 (0.5281) loss_giou_dn_2: 0.4644 (0.5003) loss_giou_dn_3: 0.4563 (0.4917) loss_giou_dn_4: 0.4555 (0.4897) loss_giou_dn_5: 0.4554 (0.4899) loss_vfl: 0.7090 (0.7165) loss_vfl_aux_0: 0.8401 (0.8407) loss_vfl_aux_1: 0.7749 (0.7839) loss_vfl_aux_2: 0.7336 (0.7451) loss_vfl_aux_3: 0.7146 (0.7280) loss_vfl_aux_4: 0.7142 (0.7197) loss_vfl_aux_5: 0.8036 (0.8153) loss_vfl_dn_0: 0.4732 (0.4692) loss_vfl_dn_1: 0.4066 (0.4083) loss_vfl_dn_2: 0.3889 (0.3916) loss_vfl_dn_3: 0.3758 (0.3840) loss_vfl_dn_4: 0.3741 (0.3812) loss_vfl_dn_5: 0.3730 (0.3804) time: 0.4784 data: 0.0137 max mem: 5654 Epoch: [19] [5300/7393] eta: 0:16:48 lr: 0.000010 loss: 17.3298 (17.2093) loss_bbox: 0.1650 (0.1678) loss_bbox_aux_0: 0.1706 (0.1821) loss_bbox_aux_1: 0.1658 (0.1731) loss_bbox_aux_2: 0.1650 (0.1703) loss_bbox_aux_3: 0.1629 (0.1682) loss_bbox_aux_4: 0.1656 (0.1677) loss_bbox_aux_5: 0.2106 (0.2230) loss_bbox_dn_0: 0.3134 (0.3045) loss_bbox_dn_1: 0.2373 (0.2343) loss_bbox_dn_2: 0.2120 (0.2126) loss_bbox_dn_3: 0.2111 (0.2052) loss_bbox_dn_4: 0.2107 (0.2037) loss_bbox_dn_5: 0.2109 (0.2036) loss_giou: 0.5018 (0.5081) loss_giou_aux_0: 0.5235 (0.5346) loss_giou_aux_1: 0.5098 (0.5180) loss_giou_aux_2: 0.4988 (0.5130) loss_giou_aux_3: 0.5053 (0.5093) loss_giou_aux_4: 0.5048 (0.5082) loss_giou_aux_5: 0.5820 (0.6059) loss_giou_dn_0: 0.6392 (0.6327) loss_giou_dn_1: 0.5475 (0.5282) loss_giou_dn_2: 0.5124 (0.5004) loss_giou_dn_3: 0.4958 (0.4918) loss_giou_dn_4: 0.4961 (0.4898) loss_giou_dn_5: 0.4965 (0.4899) loss_vfl: 0.6879 (0.7165) loss_vfl_aux_0: 0.8170 (0.8406) loss_vfl_aux_1: 0.7679 (0.7838) loss_vfl_aux_2: 0.7290 (0.7451) loss_vfl_aux_3: 0.7142 (0.7279) loss_vfl_aux_4: 0.6939 (0.7197) loss_vfl_aux_5: 0.7696 (0.8150) loss_vfl_dn_0: 0.4643 (0.4691) loss_vfl_dn_1: 0.4089 (0.4083) loss_vfl_dn_2: 0.3930 (0.3917) loss_vfl_dn_3: 0.3868 (0.3840) loss_vfl_dn_4: 0.3764 (0.3812) loss_vfl_dn_5: 0.3755 (0.3804) time: 0.4742 data: 0.0140 max mem: 5654 Epoch: [19] [5400/7393] eta: 0:15:59 lr: 0.000010 loss: 16.7925 (17.2145) loss_bbox: 0.1628 (0.1679) loss_bbox_aux_0: 0.1759 (0.1822) loss_bbox_aux_1: 0.1686 (0.1732) loss_bbox_aux_2: 0.1670 (0.1704) loss_bbox_aux_3: 0.1668 (0.1684) loss_bbox_aux_4: 0.1650 (0.1679) loss_bbox_aux_5: 0.2196 (0.2232) loss_bbox_dn_0: 0.2835 (0.3046) loss_bbox_dn_1: 0.2186 (0.2344) loss_bbox_dn_2: 0.2024 (0.2127) loss_bbox_dn_3: 0.1964 (0.2054) loss_bbox_dn_4: 0.1954 (0.2038) loss_bbox_dn_5: 0.1953 (0.2038) loss_giou: 0.4767 (0.5084) loss_giou_aux_0: 0.4993 (0.5348) loss_giou_aux_1: 0.4731 (0.5183) loss_giou_aux_2: 0.4769 (0.5133) loss_giou_aux_3: 0.4680 (0.5095) loss_giou_aux_4: 0.4648 (0.5084) loss_giou_aux_5: 0.5695 (0.6061) loss_giou_dn_0: 0.6178 (0.6329) loss_giou_dn_1: 0.5250 (0.5284) loss_giou_dn_2: 0.4915 (0.5006) loss_giou_dn_3: 0.4846 (0.4920) loss_giou_dn_4: 0.4814 (0.4900) loss_giou_dn_5: 0.4814 (0.4901) loss_vfl: 0.7143 (0.7165) loss_vfl_aux_0: 0.8316 (0.8406) loss_vfl_aux_1: 0.7751 (0.7839) loss_vfl_aux_2: 0.7477 (0.7452) loss_vfl_aux_3: 0.7190 (0.7279) loss_vfl_aux_4: 0.7163 (0.7197) loss_vfl_aux_5: 0.8106 (0.8150) loss_vfl_dn_0: 0.4719 (0.4691) loss_vfl_dn_1: 0.4091 (0.4083) loss_vfl_dn_2: 0.3932 (0.3917) loss_vfl_dn_3: 0.3861 (0.3841) loss_vfl_dn_4: 0.3839 (0.3812) loss_vfl_dn_5: 0.3833 (0.3805) time: 0.4671 data: 0.0150 max mem: 5654 Epoch: [19] [5500/7393] eta: 0:15:11 lr: 0.000010 loss: 16.7889 (17.2146) loss_bbox: 0.1643 (0.1679) loss_bbox_aux_0: 0.1791 (0.1823) loss_bbox_aux_1: 0.1577 (0.1732) loss_bbox_aux_2: 0.1727 (0.1704) loss_bbox_aux_3: 0.1703 (0.1684) loss_bbox_aux_4: 0.1559 (0.1679) loss_bbox_aux_5: 0.2241 (0.2232) loss_bbox_dn_0: 0.2973 (0.3047) loss_bbox_dn_1: 0.2314 (0.2345) loss_bbox_dn_2: 0.2154 (0.2128) loss_bbox_dn_3: 0.2082 (0.2054) loss_bbox_dn_4: 0.2085 (0.2038) loss_bbox_dn_5: 0.2086 (0.2038) loss_giou: 0.4726 (0.5084) loss_giou_aux_0: 0.5066 (0.5349) loss_giou_aux_1: 0.4751 (0.5183) loss_giou_aux_2: 0.4788 (0.5133) loss_giou_aux_3: 0.4679 (0.5096) loss_giou_aux_4: 0.4726 (0.5084) loss_giou_aux_5: 0.5674 (0.6061) loss_giou_dn_0: 0.6347 (0.6329) loss_giou_dn_1: 0.5391 (0.5284) loss_giou_dn_2: 0.5022 (0.5006) loss_giou_dn_3: 0.4928 (0.4920) loss_giou_dn_4: 0.4920 (0.4900) loss_giou_dn_5: 0.4919 (0.4901) loss_vfl: 0.7167 (0.7164) loss_vfl_aux_0: 0.8315 (0.8406) loss_vfl_aux_1: 0.7784 (0.7841) loss_vfl_aux_2: 0.7462 (0.7452) loss_vfl_aux_3: 0.7313 (0.7278) loss_vfl_aux_4: 0.7240 (0.7197) loss_vfl_aux_5: 0.7870 (0.8149) loss_vfl_dn_0: 0.4676 (0.4691) loss_vfl_dn_1: 0.4022 (0.4083) loss_vfl_dn_2: 0.3867 (0.3917) loss_vfl_dn_3: 0.3805 (0.3841) loss_vfl_dn_4: 0.3760 (0.3812) loss_vfl_dn_5: 0.3746 (0.3804) time: 0.4725 data: 0.0143 max mem: 5654 Epoch: [19] [5600/7393] eta: 0:14:24 lr: 0.000010 loss: 17.3360 (17.2138) loss_bbox: 0.1621 (0.1680) loss_bbox_aux_0: 0.1688 (0.1823) loss_bbox_aux_1: 0.1611 (0.1733) loss_bbox_aux_2: 0.1594 (0.1704) loss_bbox_aux_3: 0.1664 (0.1684) loss_bbox_aux_4: 0.1642 (0.1679) loss_bbox_aux_5: 0.2076 (0.2233) loss_bbox_dn_0: 0.2874 (0.3048) loss_bbox_dn_1: 0.2205 (0.2346) loss_bbox_dn_2: 0.1946 (0.2129) loss_bbox_dn_3: 0.1903 (0.2055) loss_bbox_dn_4: 0.1900 (0.2039) loss_bbox_dn_5: 0.1899 (0.2039) loss_giou: 0.4922 (0.5082) loss_giou_aux_0: 0.4978 (0.5346) loss_giou_aux_1: 0.4906 (0.5181) loss_giou_aux_2: 0.4883 (0.5130) loss_giou_aux_3: 0.4874 (0.5093) loss_giou_aux_4: 0.4885 (0.5082) loss_giou_aux_5: 0.5625 (0.6059) loss_giou_dn_0: 0.6031 (0.6328) loss_giou_dn_1: 0.5070 (0.5282) loss_giou_dn_2: 0.4787 (0.5004) loss_giou_dn_3: 0.4752 (0.4918) loss_giou_dn_4: 0.4750 (0.4898) loss_giou_dn_5: 0.4754 (0.4899) loss_vfl: 0.7012 (0.7166) loss_vfl_aux_0: 0.8692 (0.8406) loss_vfl_aux_1: 0.7939 (0.7841) loss_vfl_aux_2: 0.7374 (0.7454) loss_vfl_aux_3: 0.7149 (0.7279) loss_vfl_aux_4: 0.7092 (0.7198) loss_vfl_aux_5: 0.8242 (0.8150) loss_vfl_dn_0: 0.4730 (0.4691) loss_vfl_dn_1: 0.4187 (0.4083) loss_vfl_dn_2: 0.4005 (0.3917) loss_vfl_dn_3: 0.3913 (0.3841) loss_vfl_dn_4: 0.3890 (0.3812) loss_vfl_dn_5: 0.3881 (0.3805) time: 0.4638 data: 0.0136 max mem: 5654 Epoch: [19] [5700/7393] eta: 0:13:35 lr: 0.000010 loss: 17.3333 (17.2134) loss_bbox: 0.1610 (0.1680) loss_bbox_aux_0: 0.1721 (0.1824) loss_bbox_aux_1: 0.1638 (0.1734) loss_bbox_aux_2: 0.1713 (0.1705) loss_bbox_aux_3: 0.1547 (0.1685) loss_bbox_aux_4: 0.1600 (0.1680) loss_bbox_aux_5: 0.2132 (0.2234) loss_bbox_dn_0: 0.2885 (0.3049) loss_bbox_dn_1: 0.2329 (0.2347) loss_bbox_dn_2: 0.2191 (0.2130) loss_bbox_dn_3: 0.2123 (0.2056) loss_bbox_dn_4: 0.2068 (0.2041) loss_bbox_dn_5: 0.2069 (0.2040) loss_giou: 0.4932 (0.5081) loss_giou_aux_0: 0.5005 (0.5346) loss_giou_aux_1: 0.4951 (0.5180) loss_giou_aux_2: 0.5076 (0.5129) loss_giou_aux_3: 0.5032 (0.5093) loss_giou_aux_4: 0.4932 (0.5082) loss_giou_aux_5: 0.5598 (0.6057) loss_giou_dn_0: 0.6156 (0.6327) loss_giou_dn_1: 0.5104 (0.5282) loss_giou_dn_2: 0.4811 (0.5004) loss_giou_dn_3: 0.4724 (0.4918) loss_giou_dn_4: 0.4723 (0.4898) loss_giou_dn_5: 0.4727 (0.4900) loss_vfl: 0.6921 (0.7164) loss_vfl_aux_0: 0.8222 (0.8404) loss_vfl_aux_1: 0.7636 (0.7839) loss_vfl_aux_2: 0.7223 (0.7454) loss_vfl_aux_3: 0.7042 (0.7277) loss_vfl_aux_4: 0.6965 (0.7196) loss_vfl_aux_5: 0.8067 (0.8150) loss_vfl_dn_0: 0.4636 (0.4691) loss_vfl_dn_1: 0.4090 (0.4083) loss_vfl_dn_2: 0.3864 (0.3917) loss_vfl_dn_3: 0.3772 (0.3841) loss_vfl_dn_4: 0.3769 (0.3812) loss_vfl_dn_5: 0.3752 (0.3804) time: 0.4677 data: 0.0136 max mem: 5654 Epoch: [19] [5800/7393] eta: 0:12:46 lr: 0.000010 loss: 16.6406 (17.2138) loss_bbox: 0.1639 (0.1680) loss_bbox_aux_0: 0.1766 (0.1824) loss_bbox_aux_1: 0.1744 (0.1734) loss_bbox_aux_2: 0.1766 (0.1705) loss_bbox_aux_3: 0.1650 (0.1685) loss_bbox_aux_4: 0.1625 (0.1680) loss_bbox_aux_5: 0.2072 (0.2233) loss_bbox_dn_0: 0.3074 (0.3048) loss_bbox_dn_1: 0.2368 (0.2346) loss_bbox_dn_2: 0.2179 (0.2129) loss_bbox_dn_3: 0.2116 (0.2055) loss_bbox_dn_4: 0.2090 (0.2040) loss_bbox_dn_5: 0.2091 (0.2040) loss_giou: 0.4448 (0.5085) loss_giou_aux_0: 0.4590 (0.5349) loss_giou_aux_1: 0.4510 (0.5183) loss_giou_aux_2: 0.4482 (0.5132) loss_giou_aux_3: 0.4441 (0.5097) loss_giou_aux_4: 0.4492 (0.5086) loss_giou_aux_5: 0.5390 (0.6061) loss_giou_dn_0: 0.5966 (0.6328) loss_giou_dn_1: 0.4942 (0.5283) loss_giou_dn_2: 0.4722 (0.5005) loss_giou_dn_3: 0.4634 (0.4919) loss_giou_dn_4: 0.4621 (0.4899) loss_giou_dn_5: 0.4621 (0.4900) loss_vfl: 0.7063 (0.7161) loss_vfl_aux_0: 0.8214 (0.8402) loss_vfl_aux_1: 0.7792 (0.7838) loss_vfl_aux_2: 0.7356 (0.7452) loss_vfl_aux_3: 0.7023 (0.7275) loss_vfl_aux_4: 0.7012 (0.7194) loss_vfl_aux_5: 0.8130 (0.8147) loss_vfl_dn_0: 0.4670 (0.4691) loss_vfl_dn_1: 0.4105 (0.4083) loss_vfl_dn_2: 0.3909 (0.3917) loss_vfl_dn_3: 0.3790 (0.3841) loss_vfl_dn_4: 0.3757 (0.3812) loss_vfl_dn_5: 0.3735 (0.3805) time: 0.4654 data: 0.0135 max mem: 5654 Epoch: [19] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 16.8065 (17.2120) loss_bbox: 0.1530 (0.1680) loss_bbox_aux_0: 0.1614 (0.1823) loss_bbox_aux_1: 0.1628 (0.1733) loss_bbox_aux_2: 0.1558 (0.1704) loss_bbox_aux_3: 0.1555 (0.1684) loss_bbox_aux_4: 0.1530 (0.1680) loss_bbox_aux_5: 0.2009 (0.2233) loss_bbox_dn_0: 0.2864 (0.3047) loss_bbox_dn_1: 0.2247 (0.2346) loss_bbox_dn_2: 0.2062 (0.2129) loss_bbox_dn_3: 0.1960 (0.2055) loss_bbox_dn_4: 0.1956 (0.2039) loss_bbox_dn_5: 0.1956 (0.2039) loss_giou: 0.4615 (0.5084) loss_giou_aux_0: 0.4884 (0.5347) loss_giou_aux_1: 0.4621 (0.5181) loss_giou_aux_2: 0.4631 (0.5130) loss_giou_aux_3: 0.4588 (0.5095) loss_giou_aux_4: 0.4613 (0.5084) loss_giou_aux_5: 0.5493 (0.6059) loss_giou_dn_0: 0.5930 (0.6326) loss_giou_dn_1: 0.4884 (0.5281) loss_giou_dn_2: 0.4555 (0.5003) loss_giou_dn_3: 0.4483 (0.4917) loss_giou_dn_4: 0.4458 (0.4897) loss_giou_dn_5: 0.4458 (0.4898) loss_vfl: 0.7089 (0.7162) loss_vfl_aux_0: 0.8604 (0.8404) loss_vfl_aux_1: 0.7923 (0.7840) loss_vfl_aux_2: 0.7482 (0.7452) loss_vfl_aux_3: 0.7176 (0.7276) loss_vfl_aux_4: 0.7044 (0.7194) loss_vfl_aux_5: 0.8153 (0.8150) loss_vfl_dn_0: 0.4624 (0.4691) loss_vfl_dn_1: 0.4013 (0.4083) loss_vfl_dn_2: 0.3838 (0.3917) loss_vfl_dn_3: 0.3762 (0.3841) loss_vfl_dn_4: 0.3750 (0.3812) loss_vfl_dn_5: 0.3759 (0.3805) time: 0.4603 data: 0.0135 max mem: 5654 Epoch: [19] [6000/7393] eta: 0:11:09 lr: 0.000010 loss: 17.6239 (17.2118) loss_bbox: 0.2027 (0.1682) loss_bbox_aux_0: 0.2044 (0.1825) loss_bbox_aux_1: 0.2041 (0.1734) loss_bbox_aux_2: 0.1956 (0.1705) loss_bbox_aux_3: 0.1958 (0.1686) loss_bbox_aux_4: 0.1949 (0.1681) loss_bbox_aux_5: 0.2483 (0.2234) loss_bbox_dn_0: 0.3294 (0.3050) loss_bbox_dn_1: 0.2594 (0.2347) loss_bbox_dn_2: 0.2408 (0.2130) loss_bbox_dn_3: 0.2292 (0.2056) loss_bbox_dn_4: 0.2283 (0.2041) loss_bbox_dn_5: 0.2282 (0.2041) loss_giou: 0.4697 (0.5082) loss_giou_aux_0: 0.4697 (0.5345) loss_giou_aux_1: 0.4590 (0.5179) loss_giou_aux_2: 0.4547 (0.5129) loss_giou_aux_3: 0.4635 (0.5094) loss_giou_aux_4: 0.4566 (0.5083) loss_giou_aux_5: 0.5540 (0.6056) loss_giou_dn_0: 0.6227 (0.6325) loss_giou_dn_1: 0.5112 (0.5280) loss_giou_dn_2: 0.4898 (0.5002) loss_giou_dn_3: 0.4793 (0.4916) loss_giou_dn_4: 0.4774 (0.4896) loss_giou_dn_5: 0.4780 (0.4897) loss_vfl: 0.7174 (0.7161) loss_vfl_aux_0: 0.8598 (0.8405) loss_vfl_aux_1: 0.7983 (0.7840) loss_vfl_aux_2: 0.7641 (0.7453) loss_vfl_aux_3: 0.7389 (0.7276) loss_vfl_aux_4: 0.7197 (0.7194) loss_vfl_aux_5: 0.8176 (0.8151) loss_vfl_dn_0: 0.4702 (0.4691) loss_vfl_dn_1: 0.4066 (0.4082) loss_vfl_dn_2: 0.3849 (0.3917) loss_vfl_dn_3: 0.3822 (0.3841) loss_vfl_dn_4: 0.3809 (0.3812) loss_vfl_dn_5: 0.3811 (0.3804) time: 0.4736 data: 0.0138 max mem: 5654 Epoch: [19] [6100/7393] eta: 0:10:21 lr: 0.000010 loss: 17.2035 (17.2113) loss_bbox: 0.1838 (0.1681) loss_bbox_aux_0: 0.1961 (0.1825) loss_bbox_aux_1: 0.1920 (0.1734) loss_bbox_aux_2: 0.1882 (0.1705) loss_bbox_aux_3: 0.1865 (0.1685) loss_bbox_aux_4: 0.1838 (0.1681) loss_bbox_aux_5: 0.2481 (0.2234) loss_bbox_dn_0: 0.3311 (0.3050) loss_bbox_dn_1: 0.2615 (0.2348) loss_bbox_dn_2: 0.2399 (0.2130) loss_bbox_dn_3: 0.2311 (0.2057) loss_bbox_dn_4: 0.2305 (0.2041) loss_bbox_dn_5: 0.2304 (0.2041) loss_giou: 0.4568 (0.5081) loss_giou_aux_0: 0.4600 (0.5344) loss_giou_aux_1: 0.4552 (0.5178) loss_giou_aux_2: 0.4556 (0.5128) loss_giou_aux_3: 0.4565 (0.5093) loss_giou_aux_4: 0.4536 (0.5082) loss_giou_aux_5: 0.5327 (0.6055) loss_giou_dn_0: 0.5951 (0.6324) loss_giou_dn_1: 0.4939 (0.5279) loss_giou_dn_2: 0.4620 (0.5001) loss_giou_dn_3: 0.4485 (0.4915) loss_giou_dn_4: 0.4444 (0.4895) loss_giou_dn_5: 0.4441 (0.4896) loss_vfl: 0.6942 (0.7162) loss_vfl_aux_0: 0.8701 (0.8405) loss_vfl_aux_1: 0.7591 (0.7840) loss_vfl_aux_2: 0.7314 (0.7454) loss_vfl_aux_3: 0.7273 (0.7276) loss_vfl_aux_4: 0.7157 (0.7195) loss_vfl_aux_5: 0.8405 (0.8150) loss_vfl_dn_0: 0.4750 (0.4691) loss_vfl_dn_1: 0.4045 (0.4082) loss_vfl_dn_2: 0.3891 (0.3916) loss_vfl_dn_3: 0.3861 (0.3840) loss_vfl_dn_4: 0.3819 (0.3812) loss_vfl_dn_5: 0.3796 (0.3804) time: 0.4581 data: 0.0143 max mem: 5654 Epoch: [19] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 17.4247 (17.2101) loss_bbox: 0.1531 (0.1681) loss_bbox_aux_0: 0.1576 (0.1824) loss_bbox_aux_1: 0.1596 (0.1733) loss_bbox_aux_2: 0.1545 (0.1704) loss_bbox_aux_3: 0.1550 (0.1685) loss_bbox_aux_4: 0.1517 (0.1680) loss_bbox_aux_5: 0.1965 (0.2234) loss_bbox_dn_0: 0.2822 (0.3049) loss_bbox_dn_1: 0.2088 (0.2346) loss_bbox_dn_2: 0.1835 (0.2129) loss_bbox_dn_3: 0.1770 (0.2056) loss_bbox_dn_4: 0.1747 (0.2040) loss_bbox_dn_5: 0.1747 (0.2040) loss_giou: 0.5074 (0.5081) loss_giou_aux_0: 0.5363 (0.5344) loss_giou_aux_1: 0.5277 (0.5178) loss_giou_aux_2: 0.5149 (0.5128) loss_giou_aux_3: 0.5115 (0.5093) loss_giou_aux_4: 0.5134 (0.5082) loss_giou_aux_5: 0.6170 (0.6056) loss_giou_dn_0: 0.6302 (0.6323) loss_giou_dn_1: 0.5235 (0.5278) loss_giou_dn_2: 0.4924 (0.5000) loss_giou_dn_3: 0.4859 (0.4914) loss_giou_dn_4: 0.4842 (0.4894) loss_giou_dn_5: 0.4842 (0.4896) loss_vfl: 0.7197 (0.7163) loss_vfl_aux_0: 0.8625 (0.8406) loss_vfl_aux_1: 0.7794 (0.7841) loss_vfl_aux_2: 0.7659 (0.7455) loss_vfl_aux_3: 0.7440 (0.7277) loss_vfl_aux_4: 0.7296 (0.7195) loss_vfl_aux_5: 0.8287 (0.8150) loss_vfl_dn_0: 0.4758 (0.4691) loss_vfl_dn_1: 0.4116 (0.4082) loss_vfl_dn_2: 0.3970 (0.3917) loss_vfl_dn_3: 0.3909 (0.3841) loss_vfl_dn_4: 0.3880 (0.3812) loss_vfl_dn_5: 0.3867 (0.3805) time: 0.4685 data: 0.0133 max mem: 5654 Epoch: [19] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 17.2574 (17.2098) loss_bbox: 0.1587 (0.1680) loss_bbox_aux_0: 0.1640 (0.1823) loss_bbox_aux_1: 0.1569 (0.1733) loss_bbox_aux_2: 0.1620 (0.1704) loss_bbox_aux_3: 0.1599 (0.1684) loss_bbox_aux_4: 0.1596 (0.1680) loss_bbox_aux_5: 0.2167 (0.2232) loss_bbox_dn_0: 0.2938 (0.3048) loss_bbox_dn_1: 0.2279 (0.2345) loss_bbox_dn_2: 0.2086 (0.2128) loss_bbox_dn_3: 0.2030 (0.2055) loss_bbox_dn_4: 0.1995 (0.2039) loss_bbox_dn_5: 0.1993 (0.2039) loss_giou: 0.5024 (0.5081) loss_giou_aux_0: 0.4989 (0.5344) loss_giou_aux_1: 0.4877 (0.5178) loss_giou_aux_2: 0.5056 (0.5128) loss_giou_aux_3: 0.5054 (0.5093) loss_giou_aux_4: 0.5027 (0.5082) loss_giou_aux_5: 0.5772 (0.6055) loss_giou_dn_0: 0.6170 (0.6323) loss_giou_dn_1: 0.5048 (0.5278) loss_giou_dn_2: 0.4785 (0.5000) loss_giou_dn_3: 0.4736 (0.4914) loss_giou_dn_4: 0.4721 (0.4894) loss_giou_dn_5: 0.4724 (0.4895) loss_vfl: 0.7164 (0.7163) loss_vfl_aux_0: 0.8582 (0.8407) loss_vfl_aux_1: 0.7890 (0.7842) loss_vfl_aux_2: 0.7635 (0.7456) loss_vfl_aux_3: 0.7324 (0.7278) loss_vfl_aux_4: 0.7188 (0.7195) loss_vfl_aux_5: 0.8213 (0.8152) loss_vfl_dn_0: 0.4694 (0.4691) loss_vfl_dn_1: 0.4094 (0.4083) loss_vfl_dn_2: 0.3939 (0.3917) loss_vfl_dn_3: 0.3865 (0.3841) loss_vfl_dn_4: 0.3816 (0.3813) loss_vfl_dn_5: 0.3804 (0.3805) time: 0.4635 data: 0.0133 max mem: 5654 Epoch: [19] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 17.0180 (17.2068) loss_bbox: 0.1650 (0.1681) loss_bbox_aux_0: 0.1700 (0.1823) loss_bbox_aux_1: 0.1699 (0.1733) loss_bbox_aux_2: 0.1667 (0.1704) loss_bbox_aux_3: 0.1658 (0.1685) loss_bbox_aux_4: 0.1651 (0.1680) loss_bbox_aux_5: 0.2090 (0.2233) loss_bbox_dn_0: 0.3043 (0.3048) loss_bbox_dn_1: 0.2301 (0.2346) loss_bbox_dn_2: 0.2059 (0.2128) loss_bbox_dn_3: 0.1959 (0.2055) loss_bbox_dn_4: 0.1944 (0.2039) loss_bbox_dn_5: 0.1945 (0.2039) loss_giou: 0.4656 (0.5077) loss_giou_aux_0: 0.4942 (0.5340) loss_giou_aux_1: 0.4750 (0.5174) loss_giou_aux_2: 0.4645 (0.5124) loss_giou_aux_3: 0.4572 (0.5089) loss_giou_aux_4: 0.4598 (0.5078) loss_giou_aux_5: 0.5783 (0.6052) loss_giou_dn_0: 0.5914 (0.6321) loss_giou_dn_1: 0.5022 (0.5276) loss_giou_dn_2: 0.4779 (0.4998) loss_giou_dn_3: 0.4732 (0.4912) loss_giou_dn_4: 0.4718 (0.4892) loss_giou_dn_5: 0.4721 (0.4893) loss_vfl: 0.7316 (0.7164) loss_vfl_aux_0: 0.8638 (0.8409) loss_vfl_aux_1: 0.7878 (0.7842) loss_vfl_aux_2: 0.7536 (0.7456) loss_vfl_aux_3: 0.7371 (0.7279) loss_vfl_aux_4: 0.7359 (0.7196) loss_vfl_aux_5: 0.8356 (0.8153) loss_vfl_dn_0: 0.4742 (0.4691) loss_vfl_dn_1: 0.4079 (0.4082) loss_vfl_dn_2: 0.3922 (0.3917) loss_vfl_dn_3: 0.3857 (0.3841) loss_vfl_dn_4: 0.3810 (0.3812) loss_vfl_dn_5: 0.3794 (0.3805) time: 0.4586 data: 0.0132 max mem: 5654 Epoch: [19] [6500/7393] eta: 0:07:08 lr: 0.000010 loss: 16.8100 (17.2006) loss_bbox: 0.1583 (0.1680) loss_bbox_aux_0: 0.1741 (0.1823) loss_bbox_aux_1: 0.1711 (0.1733) loss_bbox_aux_2: 0.1641 (0.1704) loss_bbox_aux_3: 0.1515 (0.1684) loss_bbox_aux_4: 0.1521 (0.1680) loss_bbox_aux_5: 0.2151 (0.2232) loss_bbox_dn_0: 0.2755 (0.3048) loss_bbox_dn_1: 0.2184 (0.2345) loss_bbox_dn_2: 0.1908 (0.2128) loss_bbox_dn_3: 0.1878 (0.2054) loss_bbox_dn_4: 0.1870 (0.2039) loss_bbox_dn_5: 0.1869 (0.2039) loss_giou: 0.4597 (0.5074) loss_giou_aux_0: 0.4931 (0.5337) loss_giou_aux_1: 0.4732 (0.5171) loss_giou_aux_2: 0.4602 (0.5121) loss_giou_aux_3: 0.4664 (0.5086) loss_giou_aux_4: 0.4619 (0.5075) loss_giou_aux_5: 0.5830 (0.6049) loss_giou_dn_0: 0.6173 (0.6319) loss_giou_dn_1: 0.5073 (0.5274) loss_giou_dn_2: 0.4769 (0.4996) loss_giou_dn_3: 0.4672 (0.4910) loss_giou_dn_4: 0.4665 (0.4890) loss_giou_dn_5: 0.4674 (0.4891) loss_vfl: 0.7065 (0.7161) loss_vfl_aux_0: 0.8064 (0.8408) loss_vfl_aux_1: 0.7656 (0.7840) loss_vfl_aux_2: 0.7258 (0.7453) loss_vfl_aux_3: 0.7206 (0.7275) loss_vfl_aux_4: 0.6984 (0.7193) loss_vfl_aux_5: 0.8005 (0.8152) loss_vfl_dn_0: 0.4605 (0.4691) loss_vfl_dn_1: 0.4092 (0.4082) loss_vfl_dn_2: 0.3895 (0.3916) loss_vfl_dn_3: 0.3802 (0.3840) loss_vfl_dn_4: 0.3809 (0.3811) loss_vfl_dn_5: 0.3756 (0.3804) time: 0.4811 data: 0.0132 max mem: 5654 Epoch: [19] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 17.2105 (17.2020) loss_bbox: 0.1678 (0.1681) loss_bbox_aux_0: 0.1808 (0.1823) loss_bbox_aux_1: 0.1734 (0.1733) loss_bbox_aux_2: 0.1709 (0.1704) loss_bbox_aux_3: 0.1659 (0.1685) loss_bbox_aux_4: 0.1630 (0.1680) loss_bbox_aux_5: 0.2383 (0.2232) loss_bbox_dn_0: 0.3078 (0.3047) loss_bbox_dn_1: 0.2375 (0.2344) loss_bbox_dn_2: 0.2125 (0.2127) loss_bbox_dn_3: 0.2033 (0.2053) loss_bbox_dn_4: 0.2012 (0.2038) loss_bbox_dn_5: 0.2019 (0.2038) loss_giou: 0.4839 (0.5076) loss_giou_aux_0: 0.5121 (0.5338) loss_giou_aux_1: 0.5040 (0.5172) loss_giou_aux_2: 0.4949 (0.5122) loss_giou_aux_3: 0.4783 (0.5087) loss_giou_aux_4: 0.4866 (0.5077) loss_giou_aux_5: 0.5849 (0.6050) loss_giou_dn_0: 0.6107 (0.6319) loss_giou_dn_1: 0.5173 (0.5274) loss_giou_dn_2: 0.4912 (0.4996) loss_giou_dn_3: 0.4866 (0.4910) loss_giou_dn_4: 0.4881 (0.4890) loss_giou_dn_5: 0.4882 (0.4892) loss_vfl: 0.7260 (0.7162) loss_vfl_aux_0: 0.8466 (0.8409) loss_vfl_aux_1: 0.7917 (0.7841) loss_vfl_aux_2: 0.7333 (0.7455) loss_vfl_aux_3: 0.7333 (0.7276) loss_vfl_aux_4: 0.7312 (0.7193) loss_vfl_aux_5: 0.8707 (0.8152) loss_vfl_dn_0: 0.4624 (0.4691) loss_vfl_dn_1: 0.4045 (0.4082) loss_vfl_dn_2: 0.3853 (0.3916) loss_vfl_dn_3: 0.3792 (0.3840) loss_vfl_dn_4: 0.3775 (0.3812) loss_vfl_dn_5: 0.3784 (0.3804) time: 0.4640 data: 0.0135 max mem: 5654 Epoch: [19] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 17.4170 (17.2020) loss_bbox: 0.1836 (0.1681) loss_bbox_aux_0: 0.1854 (0.1823) loss_bbox_aux_1: 0.1747 (0.1733) loss_bbox_aux_2: 0.1823 (0.1704) loss_bbox_aux_3: 0.1876 (0.1684) loss_bbox_aux_4: 0.1832 (0.1681) loss_bbox_aux_5: 0.2146 (0.2233) loss_bbox_dn_0: 0.2909 (0.3048) loss_bbox_dn_1: 0.2303 (0.2345) loss_bbox_dn_2: 0.2166 (0.2128) loss_bbox_dn_3: 0.2165 (0.2054) loss_bbox_dn_4: 0.2167 (0.2039) loss_bbox_dn_5: 0.2165 (0.2039) loss_giou: 0.4980 (0.5074) loss_giou_aux_0: 0.5290 (0.5336) loss_giou_aux_1: 0.5204 (0.5171) loss_giou_aux_2: 0.5098 (0.5120) loss_giou_aux_3: 0.4996 (0.5085) loss_giou_aux_4: 0.4980 (0.5075) loss_giou_aux_5: 0.6099 (0.6049) loss_giou_dn_0: 0.6487 (0.6318) loss_giou_dn_1: 0.5526 (0.5273) loss_giou_dn_2: 0.5240 (0.4995) loss_giou_dn_3: 0.5185 (0.4909) loss_giou_dn_4: 0.5143 (0.4889) loss_giou_dn_5: 0.5141 (0.4891) loss_vfl: 0.7252 (0.7163) loss_vfl_aux_0: 0.8460 (0.8410) loss_vfl_aux_1: 0.8090 (0.7843) loss_vfl_aux_2: 0.7509 (0.7457) loss_vfl_aux_3: 0.7463 (0.7278) loss_vfl_aux_4: 0.7350 (0.7195) loss_vfl_aux_5: 0.8298 (0.8154) loss_vfl_dn_0: 0.4635 (0.4691) loss_vfl_dn_1: 0.4066 (0.4082) loss_vfl_dn_2: 0.3916 (0.3916) loss_vfl_dn_3: 0.3857 (0.3840) loss_vfl_dn_4: 0.3822 (0.3812) loss_vfl_dn_5: 0.3828 (0.3804) time: 0.4603 data: 0.0135 max mem: 5654 Epoch: [19] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.6783 (17.2020) loss_bbox: 0.1646 (0.1681) loss_bbox_aux_0: 0.1752 (0.1822) loss_bbox_aux_1: 0.1615 (0.1732) loss_bbox_aux_2: 0.1657 (0.1703) loss_bbox_aux_3: 0.1676 (0.1684) loss_bbox_aux_4: 0.1644 (0.1681) loss_bbox_aux_5: 0.2193 (0.2232) loss_bbox_dn_0: 0.2764 (0.3047) loss_bbox_dn_1: 0.2069 (0.2345) loss_bbox_dn_2: 0.1926 (0.2127) loss_bbox_dn_3: 0.1817 (0.2054) loss_bbox_dn_4: 0.1819 (0.2038) loss_bbox_dn_5: 0.1818 (0.2038) loss_giou: 0.4679 (0.5075) loss_giou_aux_0: 0.5122 (0.5337) loss_giou_aux_1: 0.4987 (0.5171) loss_giou_aux_2: 0.4842 (0.5120) loss_giou_aux_3: 0.4770 (0.5086) loss_giou_aux_4: 0.4674 (0.5076) loss_giou_aux_5: 0.5585 (0.6049) loss_giou_dn_0: 0.6116 (0.6318) loss_giou_dn_1: 0.4994 (0.5273) loss_giou_dn_2: 0.4765 (0.4995) loss_giou_dn_3: 0.4665 (0.4909) loss_giou_dn_4: 0.4660 (0.4889) loss_giou_dn_5: 0.4660 (0.4890) loss_vfl: 0.7053 (0.7163) loss_vfl_aux_0: 0.8062 (0.8409) loss_vfl_aux_1: 0.7698 (0.7843) loss_vfl_aux_2: 0.7403 (0.7457) loss_vfl_aux_3: 0.7138 (0.7278) loss_vfl_aux_4: 0.7121 (0.7195) loss_vfl_aux_5: 0.8097 (0.8154) loss_vfl_dn_0: 0.4750 (0.4691) loss_vfl_dn_1: 0.4112 (0.4082) loss_vfl_dn_2: 0.3970 (0.3917) loss_vfl_dn_3: 0.3900 (0.3840) loss_vfl_dn_4: 0.3867 (0.3812) loss_vfl_dn_5: 0.3856 (0.3804) time: 0.4705 data: 0.0145 max mem: 5654 Epoch: [19] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 17.2950 (17.2024) loss_bbox: 0.1658 (0.1681) loss_bbox_aux_0: 0.1699 (0.1822) loss_bbox_aux_1: 0.1644 (0.1733) loss_bbox_aux_2: 0.1674 (0.1704) loss_bbox_aux_3: 0.1619 (0.1685) loss_bbox_aux_4: 0.1652 (0.1681) loss_bbox_aux_5: 0.2204 (0.2232) loss_bbox_dn_0: 0.2956 (0.3046) loss_bbox_dn_1: 0.2356 (0.2345) loss_bbox_dn_2: 0.2136 (0.2127) loss_bbox_dn_3: 0.1998 (0.2054) loss_bbox_dn_4: 0.1971 (0.2038) loss_bbox_dn_5: 0.1971 (0.2038) loss_giou: 0.4998 (0.5076) loss_giou_aux_0: 0.5188 (0.5338) loss_giou_aux_1: 0.5106 (0.5172) loss_giou_aux_2: 0.5098 (0.5121) loss_giou_aux_3: 0.5159 (0.5087) loss_giou_aux_4: 0.4981 (0.5077) loss_giou_aux_5: 0.6115 (0.6050) loss_giou_dn_0: 0.6168 (0.6318) loss_giou_dn_1: 0.5128 (0.5273) loss_giou_dn_2: 0.4853 (0.4995) loss_giou_dn_3: 0.4742 (0.4909) loss_giou_dn_4: 0.4710 (0.4889) loss_giou_dn_5: 0.4709 (0.4891) loss_vfl: 0.6637 (0.7163) loss_vfl_aux_0: 0.7825 (0.8407) loss_vfl_aux_1: 0.7214 (0.7842) loss_vfl_aux_2: 0.6926 (0.7457) loss_vfl_aux_3: 0.6611 (0.7278) loss_vfl_aux_4: 0.6622 (0.7194) loss_vfl_aux_5: 0.7792 (0.8153) loss_vfl_dn_0: 0.4620 (0.4691) loss_vfl_dn_1: 0.4061 (0.4082) loss_vfl_dn_2: 0.3918 (0.3916) loss_vfl_dn_3: 0.3869 (0.3840) loss_vfl_dn_4: 0.3873 (0.3812) loss_vfl_dn_5: 0.3852 (0.3804) time: 0.4899 data: 0.0142 max mem: 5654 Epoch: [19] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.1055 (17.2007) loss_bbox: 0.1593 (0.1681) loss_bbox_aux_0: 0.1767 (0.1822) loss_bbox_aux_1: 0.1656 (0.1732) loss_bbox_aux_2: 0.1711 (0.1703) loss_bbox_aux_3: 0.1659 (0.1685) loss_bbox_aux_4: 0.1648 (0.1681) loss_bbox_aux_5: 0.2269 (0.2232) loss_bbox_dn_0: 0.2836 (0.3045) loss_bbox_dn_1: 0.2185 (0.2344) loss_bbox_dn_2: 0.2015 (0.2126) loss_bbox_dn_3: 0.1926 (0.2053) loss_bbox_dn_4: 0.1906 (0.2038) loss_bbox_dn_5: 0.1908 (0.2038) loss_giou: 0.5092 (0.5077) loss_giou_aux_0: 0.5125 (0.5339) loss_giou_aux_1: 0.4981 (0.5172) loss_giou_aux_2: 0.4980 (0.5122) loss_giou_aux_3: 0.5013 (0.5088) loss_giou_aux_4: 0.5066 (0.5077) loss_giou_aux_5: 0.5821 (0.6050) loss_giou_dn_0: 0.6150 (0.6318) loss_giou_dn_1: 0.5136 (0.5273) loss_giou_dn_2: 0.4817 (0.4995) loss_giou_dn_3: 0.4779 (0.4910) loss_giou_dn_4: 0.4768 (0.4889) loss_giou_dn_5: 0.4783 (0.4891) loss_vfl: 0.7185 (0.7161) loss_vfl_aux_0: 0.8592 (0.8406) loss_vfl_aux_1: 0.8191 (0.7841) loss_vfl_aux_2: 0.7558 (0.7456) loss_vfl_aux_3: 0.7236 (0.7276) loss_vfl_aux_4: 0.7186 (0.7192) loss_vfl_aux_5: 0.8193 (0.8150) loss_vfl_dn_0: 0.4577 (0.4690) loss_vfl_dn_1: 0.4024 (0.4081) loss_vfl_dn_2: 0.3855 (0.3916) loss_vfl_dn_3: 0.3809 (0.3840) loss_vfl_dn_4: 0.3759 (0.3812) loss_vfl_dn_5: 0.3757 (0.3804) time: 0.4615 data: 0.0149 max mem: 5654 Epoch: [19] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.3298 (17.1996) loss_bbox: 0.1624 (0.1681) loss_bbox_aux_0: 0.1756 (0.1822) loss_bbox_aux_1: 0.1668 (0.1732) loss_bbox_aux_2: 0.1631 (0.1703) loss_bbox_aux_3: 0.1622 (0.1685) loss_bbox_aux_4: 0.1625 (0.1681) loss_bbox_aux_5: 0.2135 (0.2232) loss_bbox_dn_0: 0.2758 (0.3045) loss_bbox_dn_1: 0.2099 (0.2344) loss_bbox_dn_2: 0.1896 (0.2126) loss_bbox_dn_3: 0.1808 (0.2053) loss_bbox_dn_4: 0.1801 (0.2038) loss_bbox_dn_5: 0.1797 (0.2037) loss_giou: 0.5080 (0.5075) loss_giou_aux_0: 0.5275 (0.5337) loss_giou_aux_1: 0.5328 (0.5171) loss_giou_aux_2: 0.5207 (0.5120) loss_giou_aux_3: 0.5184 (0.5086) loss_giou_aux_4: 0.5083 (0.5076) loss_giou_aux_5: 0.6264 (0.6049) loss_giou_dn_0: 0.6383 (0.6317) loss_giou_dn_1: 0.5323 (0.5272) loss_giou_dn_2: 0.5000 (0.4994) loss_giou_dn_3: 0.4867 (0.4908) loss_giou_dn_4: 0.4839 (0.4888) loss_giou_dn_5: 0.4837 (0.4890) loss_vfl: 0.7083 (0.7162) loss_vfl_aux_0: 0.8203 (0.8407) loss_vfl_aux_1: 0.7707 (0.7842) loss_vfl_aux_2: 0.7351 (0.7457) loss_vfl_aux_3: 0.7204 (0.7277) loss_vfl_aux_4: 0.7079 (0.7194) loss_vfl_aux_5: 0.7725 (0.8151) loss_vfl_dn_0: 0.4699 (0.4691) loss_vfl_dn_1: 0.4156 (0.4082) loss_vfl_dn_2: 0.3983 (0.3916) loss_vfl_dn_3: 0.3884 (0.3840) loss_vfl_dn_4: 0.3890 (0.3812) loss_vfl_dn_5: 0.3883 (0.3804) time: 0.4559 data: 0.0137 max mem: 5654 Epoch: [19] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.4380 (17.2012) loss_bbox: 0.1695 (0.1682) loss_bbox_aux_0: 0.1744 (0.1822) loss_bbox_aux_1: 0.1765 (0.1733) loss_bbox_aux_2: 0.1705 (0.1704) loss_bbox_aux_3: 0.1808 (0.1685) loss_bbox_aux_4: 0.1735 (0.1682) loss_bbox_aux_5: 0.2161 (0.2232) loss_bbox_dn_0: 0.2906 (0.3045) loss_bbox_dn_1: 0.2224 (0.2344) loss_bbox_dn_2: 0.2061 (0.2127) loss_bbox_dn_3: 0.1963 (0.2053) loss_bbox_dn_4: 0.1961 (0.2038) loss_bbox_dn_5: 0.1961 (0.2038) loss_giou: 0.5069 (0.5075) loss_giou_aux_0: 0.5229 (0.5337) loss_giou_aux_1: 0.5309 (0.5171) loss_giou_aux_2: 0.5242 (0.5120) loss_giou_aux_3: 0.5099 (0.5087) loss_giou_aux_4: 0.5078 (0.5076) loss_giou_aux_5: 0.5889 (0.6049) loss_giou_dn_0: 0.6623 (0.6318) loss_giou_dn_1: 0.5458 (0.5273) loss_giou_dn_2: 0.5244 (0.4994) loss_giou_dn_3: 0.5138 (0.4909) loss_giou_dn_4: 0.5105 (0.4889) loss_giou_dn_5: 0.5104 (0.4890) loss_vfl: 0.6979 (0.7163) loss_vfl_aux_0: 0.8179 (0.8407) loss_vfl_aux_1: 0.7618 (0.7843) loss_vfl_aux_2: 0.7198 (0.7458) loss_vfl_aux_3: 0.7046 (0.7278) loss_vfl_aux_4: 0.6936 (0.7195) loss_vfl_aux_5: 0.8156 (0.8151) loss_vfl_dn_0: 0.4718 (0.4691) loss_vfl_dn_1: 0.4164 (0.4082) loss_vfl_dn_2: 0.3985 (0.3916) loss_vfl_dn_3: 0.3933 (0.3841) loss_vfl_dn_4: 0.3888 (0.3812) loss_vfl_dn_5: 0.3880 (0.3804) time: 0.4979 data: 0.0140 max mem: 5654 Epoch: [19] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.4016 (17.2001) loss_bbox: 0.1574 (0.1682) loss_bbox_aux_0: 0.1743 (0.1822) loss_bbox_aux_1: 0.1689 (0.1733) loss_bbox_aux_2: 0.1628 (0.1704) loss_bbox_aux_3: 0.1598 (0.1686) loss_bbox_aux_4: 0.1573 (0.1682) loss_bbox_aux_5: 0.2096 (0.2233) loss_bbox_dn_0: 0.2663 (0.3045) loss_bbox_dn_1: 0.2113 (0.2344) loss_bbox_dn_2: 0.1902 (0.2126) loss_bbox_dn_3: 0.1819 (0.2053) loss_bbox_dn_4: 0.1806 (0.2037) loss_bbox_dn_5: 0.1806 (0.2037) loss_giou: 0.5082 (0.5075) loss_giou_aux_0: 0.5369 (0.5337) loss_giou_aux_1: 0.5023 (0.5171) loss_giou_aux_2: 0.4986 (0.5120) loss_giou_aux_3: 0.5078 (0.5087) loss_giou_aux_4: 0.5089 (0.5076) loss_giou_aux_5: 0.6183 (0.6049) loss_giou_dn_0: 0.6596 (0.6317) loss_giou_dn_1: 0.5524 (0.5273) loss_giou_dn_2: 0.5240 (0.4994) loss_giou_dn_3: 0.5137 (0.4909) loss_giou_dn_4: 0.5131 (0.4888) loss_giou_dn_5: 0.5137 (0.4890) loss_vfl: 0.6958 (0.7162) loss_vfl_aux_0: 0.7912 (0.8405) loss_vfl_aux_1: 0.7479 (0.7842) loss_vfl_aux_2: 0.7160 (0.7456) loss_vfl_aux_3: 0.7191 (0.7276) loss_vfl_aux_4: 0.7052 (0.7193) loss_vfl_aux_5: 0.7687 (0.8148) loss_vfl_dn_0: 0.4663 (0.4691) loss_vfl_dn_1: 0.4116 (0.4082) loss_vfl_dn_2: 0.3962 (0.3917) loss_vfl_dn_3: 0.3903 (0.3841) loss_vfl_dn_4: 0.3870 (0.3812) loss_vfl_dn_5: 0.3856 (0.3805) time: 0.4615 data: 0.0146 max mem: 5654 Epoch: [19] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.7894 (17.2008) loss_bbox: 0.1664 (0.1682) loss_bbox_aux_0: 0.1758 (0.1822) loss_bbox_aux_1: 0.1650 (0.1733) loss_bbox_aux_2: 0.1614 (0.1704) loss_bbox_aux_3: 0.1595 (0.1686) loss_bbox_aux_4: 0.1612 (0.1682) loss_bbox_aux_5: 0.2215 (0.2233) loss_bbox_dn_0: 0.2760 (0.3044) loss_bbox_dn_1: 0.1925 (0.2343) loss_bbox_dn_2: 0.1764 (0.2126) loss_bbox_dn_3: 0.1727 (0.2053) loss_bbox_dn_4: 0.1721 (0.2037) loss_bbox_dn_5: 0.1721 (0.2037) loss_giou: 0.5094 (0.5075) loss_giou_aux_0: 0.5333 (0.5337) loss_giou_aux_1: 0.5066 (0.5172) loss_giou_aux_2: 0.5118 (0.5121) loss_giou_aux_3: 0.5038 (0.5087) loss_giou_aux_4: 0.5019 (0.5076) loss_giou_aux_5: 0.5806 (0.6049) loss_giou_dn_0: 0.6314 (0.6318) loss_giou_dn_1: 0.5110 (0.5273) loss_giou_dn_2: 0.4904 (0.4994) loss_giou_dn_3: 0.4802 (0.4909) loss_giou_dn_4: 0.4763 (0.4889) loss_giou_dn_5: 0.4761 (0.4890) loss_vfl: 0.7127 (0.7162) loss_vfl_aux_0: 0.8372 (0.8406) loss_vfl_aux_1: 0.7733 (0.7843) loss_vfl_aux_2: 0.7286 (0.7457) loss_vfl_aux_3: 0.7156 (0.7277) loss_vfl_aux_4: 0.7083 (0.7194) loss_vfl_aux_5: 0.8112 (0.8149) loss_vfl_dn_0: 0.4688 (0.4691) loss_vfl_dn_1: 0.4037 (0.4082) loss_vfl_dn_2: 0.3867 (0.3917) loss_vfl_dn_3: 0.3792 (0.3841) loss_vfl_dn_4: 0.3764 (0.3813) loss_vfl_dn_5: 0.3766 (0.3805) time: 0.4601 data: 0.0141 max mem: 5654 Epoch: [19] Total time: 0:59:01 (0.4790 s / it) Averaged stats: lr: 0.000010 loss: 16.7894 (17.2008) loss_bbox: 0.1664 (0.1682) loss_bbox_aux_0: 0.1758 (0.1822) loss_bbox_aux_1: 0.1650 (0.1733) loss_bbox_aux_2: 0.1614 (0.1704) loss_bbox_aux_3: 0.1595 (0.1686) loss_bbox_aux_4: 0.1612 (0.1682) loss_bbox_aux_5: 0.2215 (0.2233) loss_bbox_dn_0: 0.2760 (0.3044) loss_bbox_dn_1: 0.1925 (0.2343) loss_bbox_dn_2: 0.1764 (0.2126) loss_bbox_dn_3: 0.1727 (0.2053) loss_bbox_dn_4: 0.1721 (0.2037) loss_bbox_dn_5: 0.1721 (0.2037) loss_giou: 0.5094 (0.5075) loss_giou_aux_0: 0.5333 (0.5337) loss_giou_aux_1: 0.5066 (0.5172) loss_giou_aux_2: 0.5118 (0.5121) loss_giou_aux_3: 0.5038 (0.5087) loss_giou_aux_4: 0.5019 (0.5076) loss_giou_aux_5: 0.5806 (0.6049) loss_giou_dn_0: 0.6314 (0.6318) loss_giou_dn_1: 0.5110 (0.5273) loss_giou_dn_2: 0.4904 (0.4994) loss_giou_dn_3: 0.4802 (0.4909) loss_giou_dn_4: 0.4763 (0.4889) loss_giou_dn_5: 0.4761 (0.4890) loss_vfl: 0.7127 (0.7162) loss_vfl_aux_0: 0.8372 (0.8406) loss_vfl_aux_1: 0.7733 (0.7843) loss_vfl_aux_2: 0.7286 (0.7457) loss_vfl_aux_3: 0.7156 (0.7277) loss_vfl_aux_4: 0.7083 (0.7194) loss_vfl_aux_5: 0.8112 (0.8149) loss_vfl_dn_0: 0.4688 (0.4691) loss_vfl_dn_1: 0.4037 (0.4082) loss_vfl_dn_2: 0.3867 (0.3917) loss_vfl_dn_3: 0.3792 (0.3841) loss_vfl_dn_4: 0.3764 (0.3813) loss_vfl_dn_5: 0.3766 (0.3805) Test: [ 0/157] eta: 0:03:55 time: 1.4975 data: 1.0784 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4944 data: 0.1212 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3942 data: 0.0255 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3877 data: 0.0252 max mem: 5654 Test: [ 40/157] eta: 0:00:48 time: 0.3800 data: 0.0248 max mem: 5654 Test: [ 50/157] eta: 0:00:43 time: 0.3854 data: 0.0248 max mem: 5654 Test: [ 60/157] eta: 0:00:39 time: 0.3932 data: 0.0252 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3871 data: 0.0255 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.6844 data: 0.0253 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.6889 data: 0.0250 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3823 data: 0.0248 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3829 data: 0.0248 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3840 data: 0.0247 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3819 data: 0.0249 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3774 data: 0.0251 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3643 data: 0.0251 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3556 data: 0.0243 max mem: 5654 Test: Total time: 0:01:07 (0.4298 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.53s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.685 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.325 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 best_stat: {'epoch': 19, 'coco_eval_bbox': 0.5047168776208909} Epoch: [20] [ 0/7393] eta: 10:43:03 lr: 0.000010 loss: 15.7543 (15.7543) loss_bbox: 0.1333 (0.1333) loss_bbox_aux_0: 0.1537 (0.1537) loss_bbox_aux_1: 0.1437 (0.1437) loss_bbox_aux_2: 0.1403 (0.1403) loss_bbox_aux_3: 0.1342 (0.1342) loss_bbox_aux_4: 0.1333 (0.1333) loss_bbox_aux_5: 0.1900 (0.1900) loss_bbox_dn_0: 0.2581 (0.2581) loss_bbox_dn_1: 0.1957 (0.1957) loss_bbox_dn_2: 0.1660 (0.1660) loss_bbox_dn_3: 0.1577 (0.1577) loss_bbox_dn_4: 0.1561 (0.1561) loss_bbox_dn_5: 0.1559 (0.1559) loss_giou: 0.4126 (0.4126) loss_giou_aux_0: 0.4415 (0.4415) loss_giou_aux_1: 0.4283 (0.4283) loss_giou_aux_2: 0.4141 (0.4141) loss_giou_aux_3: 0.4095 (0.4095) loss_giou_aux_4: 0.4125 (0.4125) loss_giou_aux_5: 0.5134 (0.5134) loss_giou_dn_0: 0.5611 (0.5611) loss_giou_dn_1: 0.4583 (0.4583) loss_giou_dn_2: 0.4340 (0.4340) loss_giou_dn_3: 0.4257 (0.4257) loss_giou_dn_4: 0.4238 (0.4238) loss_giou_dn_5: 0.4239 (0.4239) loss_vfl: 0.7095 (0.7095) loss_vfl_aux_0: 0.8198 (0.8198) loss_vfl_aux_1: 0.7604 (0.7604) loss_vfl_aux_2: 0.7664 (0.7664) loss_vfl_aux_3: 0.7250 (0.7250) loss_vfl_aux_4: 0.7161 (0.7161) loss_vfl_aux_5: 0.8025 (0.8025) loss_vfl_dn_0: 0.4916 (0.4916) loss_vfl_dn_1: 0.4303 (0.4303) loss_vfl_dn_2: 0.4180 (0.4180) loss_vfl_dn_3: 0.4132 (0.4132) loss_vfl_dn_4: 0.4130 (0.4130) loss_vfl_dn_5: 0.4119 (0.4119) time: 5.2190 data: 1.4986 max mem: 5654 Epoch: [20] [ 100/7393] eta: 1:03:18 lr: 0.000010 loss: 16.0948 (16.9072) loss_bbox: 0.1523 (0.1626) loss_bbox_aux_0: 0.1611 (0.1788) loss_bbox_aux_1: 0.1646 (0.1692) loss_bbox_aux_2: 0.1524 (0.1643) loss_bbox_aux_3: 0.1521 (0.1624) loss_bbox_aux_4: 0.1533 (0.1623) loss_bbox_aux_5: 0.2058 (0.2217) loss_bbox_dn_0: 0.2667 (0.2950) loss_bbox_dn_1: 0.2054 (0.2255) loss_bbox_dn_2: 0.1871 (0.2035) loss_bbox_dn_3: 0.1829 (0.1959) loss_bbox_dn_4: 0.1821 (0.1943) loss_bbox_dn_5: 0.1813 (0.1942) loss_giou: 0.4906 (0.5020) loss_giou_aux_0: 0.5089 (0.5295) loss_giou_aux_1: 0.4882 (0.5128) loss_giou_aux_2: 0.4991 (0.5059) loss_giou_aux_3: 0.4952 (0.5022) loss_giou_aux_4: 0.4833 (0.5018) loss_giou_aux_5: 0.5922 (0.5998) loss_giou_dn_0: 0.6158 (0.6258) loss_giou_dn_1: 0.5081 (0.5200) loss_giou_dn_2: 0.4769 (0.4923) loss_giou_dn_3: 0.4732 (0.4835) loss_giou_dn_4: 0.4716 (0.4816) loss_giou_dn_5: 0.4720 (0.4817) loss_vfl: 0.6821 (0.7049) loss_vfl_aux_0: 0.7935 (0.8183) loss_vfl_aux_1: 0.7276 (0.7652) loss_vfl_aux_2: 0.7063 (0.7328) loss_vfl_aux_3: 0.6910 (0.7156) loss_vfl_aux_4: 0.6786 (0.7079) loss_vfl_aux_5: 0.7904 (0.7943) loss_vfl_dn_0: 0.4678 (0.4667) loss_vfl_dn_1: 0.3989 (0.4059) loss_vfl_dn_2: 0.3827 (0.3895) loss_vfl_dn_3: 0.3759 (0.3811) loss_vfl_dn_4: 0.3716 (0.3788) loss_vfl_dn_5: 0.3718 (0.3778) time: 0.4631 data: 0.0149 max mem: 5654 Epoch: [20] [ 200/7393] eta: 0:59:07 lr: 0.000010 loss: 17.0187 (16.9461) loss_bbox: 0.1670 (0.1617) loss_bbox_aux_0: 0.1836 (0.1777) loss_bbox_aux_1: 0.1686 (0.1682) loss_bbox_aux_2: 0.1742 (0.1644) loss_bbox_aux_3: 0.1730 (0.1626) loss_bbox_aux_4: 0.1680 (0.1618) loss_bbox_aux_5: 0.2145 (0.2204) loss_bbox_dn_0: 0.2674 (0.2936) loss_bbox_dn_1: 0.2039 (0.2247) loss_bbox_dn_2: 0.1925 (0.2025) loss_bbox_dn_3: 0.1896 (0.1949) loss_bbox_dn_4: 0.1895 (0.1932) loss_bbox_dn_5: 0.1897 (0.1932) loss_giou: 0.5117 (0.5067) loss_giou_aux_0: 0.5367 (0.5335) loss_giou_aux_1: 0.5099 (0.5177) loss_giou_aux_2: 0.5124 (0.5113) loss_giou_aux_3: 0.5042 (0.5081) loss_giou_aux_4: 0.5071 (0.5069) loss_giou_aux_5: 0.6076 (0.6048) loss_giou_dn_0: 0.6047 (0.6270) loss_giou_dn_1: 0.5056 (0.5226) loss_giou_dn_2: 0.4752 (0.4946) loss_giou_dn_3: 0.4639 (0.4859) loss_giou_dn_4: 0.4605 (0.4840) loss_giou_dn_5: 0.4607 (0.4842) loss_vfl: 0.7126 (0.7024) loss_vfl_aux_0: 0.8037 (0.8206) loss_vfl_aux_1: 0.7856 (0.7661) loss_vfl_aux_2: 0.7501 (0.7321) loss_vfl_aux_3: 0.7288 (0.7125) loss_vfl_aux_4: 0.7095 (0.7048) loss_vfl_aux_5: 0.7674 (0.7959) loss_vfl_dn_0: 0.4732 (0.4677) loss_vfl_dn_1: 0.4039 (0.4065) loss_vfl_dn_2: 0.3894 (0.3902) loss_vfl_dn_3: 0.3810 (0.3822) loss_vfl_dn_4: 0.3779 (0.3797) loss_vfl_dn_5: 0.3751 (0.3788) time: 0.4737 data: 0.0148 max mem: 5654 Epoch: [20] [ 300/7393] eta: 0:57:30 lr: 0.000010 loss: 16.9100 (17.0914) loss_bbox: 0.1420 (0.1652) loss_bbox_aux_0: 0.1639 (0.1813) loss_bbox_aux_1: 0.1574 (0.1718) loss_bbox_aux_2: 0.1529 (0.1679) loss_bbox_aux_3: 0.1507 (0.1659) loss_bbox_aux_4: 0.1433 (0.1653) loss_bbox_aux_5: 0.2091 (0.2236) loss_bbox_dn_0: 0.3249 (0.2991) loss_bbox_dn_1: 0.2284 (0.2298) loss_bbox_dn_2: 0.1970 (0.2079) loss_bbox_dn_3: 0.1960 (0.2003) loss_bbox_dn_4: 0.1946 (0.1985) loss_bbox_dn_5: 0.1945 (0.1985) loss_giou: 0.5092 (0.5092) loss_giou_aux_0: 0.5298 (0.5360) loss_giou_aux_1: 0.5132 (0.5192) loss_giou_aux_2: 0.5094 (0.5133) loss_giou_aux_3: 0.5104 (0.5108) loss_giou_aux_4: 0.5096 (0.5097) loss_giou_aux_5: 0.5970 (0.6076) loss_giou_dn_0: 0.6323 (0.6305) loss_giou_dn_1: 0.5337 (0.5265) loss_giou_dn_2: 0.5018 (0.4987) loss_giou_dn_3: 0.4942 (0.4900) loss_giou_dn_4: 0.4940 (0.4880) loss_giou_dn_5: 0.4939 (0.4881) loss_vfl: 0.7188 (0.7086) loss_vfl_aux_0: 0.8346 (0.8271) loss_vfl_aux_1: 0.7857 (0.7740) loss_vfl_aux_2: 0.7330 (0.7387) loss_vfl_aux_3: 0.7086 (0.7189) loss_vfl_aux_4: 0.7094 (0.7109) loss_vfl_aux_5: 0.7907 (0.8003) loss_vfl_dn_0: 0.4722 (0.4691) loss_vfl_dn_1: 0.4063 (0.4069) loss_vfl_dn_2: 0.3901 (0.3908) loss_vfl_dn_3: 0.3876 (0.3833) loss_vfl_dn_4: 0.3888 (0.3806) loss_vfl_dn_5: 0.3882 (0.3797) time: 0.4768 data: 0.0153 max mem: 5654 Epoch: [20] [ 400/7393] eta: 0:56:09 lr: 0.000010 loss: 17.0876 (17.0962) loss_bbox: 0.1575 (0.1648) loss_bbox_aux_0: 0.1688 (0.1810) loss_bbox_aux_1: 0.1625 (0.1711) loss_bbox_aux_2: 0.1599 (0.1674) loss_bbox_aux_3: 0.1595 (0.1651) loss_bbox_aux_4: 0.1583 (0.1650) loss_bbox_aux_5: 0.2092 (0.2229) loss_bbox_dn_0: 0.2820 (0.2977) loss_bbox_dn_1: 0.2088 (0.2288) loss_bbox_dn_2: 0.1897 (0.2071) loss_bbox_dn_3: 0.1841 (0.1996) loss_bbox_dn_4: 0.1838 (0.1979) loss_bbox_dn_5: 0.1837 (0.1979) loss_giou: 0.5264 (0.5107) loss_giou_aux_0: 0.5226 (0.5378) loss_giou_aux_1: 0.5074 (0.5208) loss_giou_aux_2: 0.5135 (0.5148) loss_giou_aux_3: 0.5270 (0.5120) loss_giou_aux_4: 0.5357 (0.5112) loss_giou_aux_5: 0.6093 (0.6091) loss_giou_dn_0: 0.6457 (0.6319) loss_giou_dn_1: 0.5427 (0.5277) loss_giou_dn_2: 0.5161 (0.5000) loss_giou_dn_3: 0.5021 (0.4913) loss_giou_dn_4: 0.5003 (0.4894) loss_giou_dn_5: 0.5004 (0.4895) loss_vfl: 0.7119 (0.7076) loss_vfl_aux_0: 0.8157 (0.8254) loss_vfl_aux_1: 0.7900 (0.7735) loss_vfl_aux_2: 0.7361 (0.7376) loss_vfl_aux_3: 0.7262 (0.7194) loss_vfl_aux_4: 0.7101 (0.7098) loss_vfl_aux_5: 0.7976 (0.7999) loss_vfl_dn_0: 0.4689 (0.4690) loss_vfl_dn_1: 0.4053 (0.4072) loss_vfl_dn_2: 0.3936 (0.3908) loss_vfl_dn_3: 0.3861 (0.3833) loss_vfl_dn_4: 0.3824 (0.3806) loss_vfl_dn_5: 0.3811 (0.3796) time: 0.4776 data: 0.0151 max mem: 5654 Epoch: [20] [ 500/7393] eta: 0:54:54 lr: 0.000010 loss: 17.2049 (17.1349) loss_bbox: 0.1671 (0.1660) loss_bbox_aux_0: 0.1821 (0.1820) loss_bbox_aux_1: 0.1794 (0.1718) loss_bbox_aux_2: 0.1719 (0.1687) loss_bbox_aux_3: 0.1644 (0.1665) loss_bbox_aux_4: 0.1654 (0.1663) loss_bbox_aux_5: 0.2142 (0.2230) loss_bbox_dn_0: 0.2880 (0.2979) loss_bbox_dn_1: 0.2316 (0.2293) loss_bbox_dn_2: 0.2150 (0.2077) loss_bbox_dn_3: 0.2084 (0.2004) loss_bbox_dn_4: 0.2081 (0.1988) loss_bbox_dn_5: 0.2082 (0.1988) loss_giou: 0.4938 (0.5116) loss_giou_aux_0: 0.5268 (0.5386) loss_giou_aux_1: 0.5101 (0.5214) loss_giou_aux_2: 0.5101 (0.5158) loss_giou_aux_3: 0.5033 (0.5129) loss_giou_aux_4: 0.4977 (0.5122) loss_giou_aux_5: 0.5988 (0.6092) loss_giou_dn_0: 0.6545 (0.6332) loss_giou_dn_1: 0.5588 (0.5292) loss_giou_dn_2: 0.5283 (0.5014) loss_giou_dn_3: 0.5214 (0.4929) loss_giou_dn_4: 0.5207 (0.4910) loss_giou_dn_5: 0.5205 (0.4911) loss_vfl: 0.6909 (0.7089) loss_vfl_aux_0: 0.7910 (0.8270) loss_vfl_aux_1: 0.7394 (0.7753) loss_vfl_aux_2: 0.7159 (0.7383) loss_vfl_aux_3: 0.6758 (0.7198) loss_vfl_aux_4: 0.6935 (0.7111) loss_vfl_aux_5: 0.7826 (0.8032) loss_vfl_dn_0: 0.4662 (0.4692) loss_vfl_dn_1: 0.4108 (0.4076) loss_vfl_dn_2: 0.3921 (0.3913) loss_vfl_dn_3: 0.3858 (0.3838) loss_vfl_dn_4: 0.3843 (0.3811) loss_vfl_dn_5: 0.3837 (0.3802) time: 0.4613 data: 0.0150 max mem: 5654 Epoch: [20] [ 600/7393] eta: 0:54:55 lr: 0.000010 loss: 16.2586 (17.1039) loss_bbox: 0.1438 (0.1661) loss_bbox_aux_0: 0.1642 (0.1814) loss_bbox_aux_1: 0.1595 (0.1713) loss_bbox_aux_2: 0.1523 (0.1686) loss_bbox_aux_3: 0.1431 (0.1665) loss_bbox_aux_4: 0.1441 (0.1663) loss_bbox_aux_5: 0.2119 (0.2226) loss_bbox_dn_0: 0.2649 (0.2981) loss_bbox_dn_1: 0.1983 (0.2297) loss_bbox_dn_2: 0.1816 (0.2080) loss_bbox_dn_3: 0.1768 (0.2006) loss_bbox_dn_4: 0.1761 (0.1990) loss_bbox_dn_5: 0.1760 (0.1990) loss_giou: 0.4704 (0.5085) loss_giou_aux_0: 0.5060 (0.5353) loss_giou_aux_1: 0.4804 (0.5179) loss_giou_aux_2: 0.4832 (0.5125) loss_giou_aux_3: 0.4822 (0.5098) loss_giou_aux_4: 0.4655 (0.5092) loss_giou_aux_5: 0.5703 (0.6059) loss_giou_dn_0: 0.5952 (0.6313) loss_giou_dn_1: 0.4874 (0.5274) loss_giou_dn_2: 0.4538 (0.4997) loss_giou_dn_3: 0.4432 (0.4911) loss_giou_dn_4: 0.4422 (0.4892) loss_giou_dn_5: 0.4438 (0.4894) loss_vfl: 0.6815 (0.7084) loss_vfl_aux_0: 0.8353 (0.8286) loss_vfl_aux_1: 0.7787 (0.7764) loss_vfl_aux_2: 0.7236 (0.7388) loss_vfl_aux_3: 0.7077 (0.7199) loss_vfl_aux_4: 0.6919 (0.7108) loss_vfl_aux_5: 0.8328 (0.8046) loss_vfl_dn_0: 0.4645 (0.4692) loss_vfl_dn_1: 0.4049 (0.4075) loss_vfl_dn_2: 0.3852 (0.3910) loss_vfl_dn_3: 0.3805 (0.3835) loss_vfl_dn_4: 0.3749 (0.3808) loss_vfl_dn_5: 0.3744 (0.3799) time: 0.4697 data: 0.0150 max mem: 5654 Epoch: [20] [ 700/7393] eta: 0:53:48 lr: 0.000010 loss: 16.6360 (17.1061) loss_bbox: 0.1546 (0.1666) loss_bbox_aux_0: 0.1772 (0.1817) loss_bbox_aux_1: 0.1637 (0.1719) loss_bbox_aux_2: 0.1683 (0.1691) loss_bbox_aux_3: 0.1584 (0.1669) loss_bbox_aux_4: 0.1512 (0.1667) loss_bbox_aux_5: 0.2083 (0.2227) loss_bbox_dn_0: 0.2906 (0.3008) loss_bbox_dn_1: 0.2177 (0.2317) loss_bbox_dn_2: 0.2011 (0.2098) loss_bbox_dn_3: 0.1939 (0.2024) loss_bbox_dn_4: 0.1926 (0.2008) loss_bbox_dn_5: 0.1926 (0.2008) loss_giou: 0.4236 (0.5054) loss_giou_aux_0: 0.4740 (0.5320) loss_giou_aux_1: 0.4334 (0.5147) loss_giou_aux_2: 0.4308 (0.5091) loss_giou_aux_3: 0.4283 (0.5064) loss_giou_aux_4: 0.4159 (0.5058) loss_giou_aux_5: 0.5093 (0.6027) loss_giou_dn_0: 0.6067 (0.6297) loss_giou_dn_1: 0.4962 (0.5256) loss_giou_dn_2: 0.4693 (0.4979) loss_giou_dn_3: 0.4583 (0.4893) loss_giou_dn_4: 0.4558 (0.4874) loss_giou_dn_5: 0.4558 (0.4875) loss_vfl: 0.7107 (0.7109) loss_vfl_aux_0: 0.8283 (0.8315) loss_vfl_aux_1: 0.7575 (0.7792) loss_vfl_aux_2: 0.7383 (0.7416) loss_vfl_aux_3: 0.7254 (0.7227) loss_vfl_aux_4: 0.7164 (0.7134) loss_vfl_aux_5: 0.8044 (0.8083) loss_vfl_dn_0: 0.4644 (0.4696) loss_vfl_dn_1: 0.4051 (0.4078) loss_vfl_dn_2: 0.3868 (0.3912) loss_vfl_dn_3: 0.3795 (0.3837) loss_vfl_dn_4: 0.3764 (0.3809) loss_vfl_dn_5: 0.3756 (0.3800) time: 0.4693 data: 0.0145 max mem: 5654 Epoch: [20] [ 800/7393] eta: 0:52:52 lr: 0.000010 loss: 16.7975 (17.1243) loss_bbox: 0.1599 (0.1667) loss_bbox_aux_0: 0.1755 (0.1820) loss_bbox_aux_1: 0.1642 (0.1720) loss_bbox_aux_2: 0.1685 (0.1693) loss_bbox_aux_3: 0.1637 (0.1671) loss_bbox_aux_4: 0.1589 (0.1669) loss_bbox_aux_5: 0.2111 (0.2226) loss_bbox_dn_0: 0.2940 (0.3009) loss_bbox_dn_1: 0.2329 (0.2317) loss_bbox_dn_2: 0.2097 (0.2099) loss_bbox_dn_3: 0.1991 (0.2026) loss_bbox_dn_4: 0.2039 (0.2010) loss_bbox_dn_5: 0.2044 (0.2010) loss_giou: 0.4545 (0.5065) loss_giou_aux_0: 0.4763 (0.5334) loss_giou_aux_1: 0.4639 (0.5160) loss_giou_aux_2: 0.4604 (0.5107) loss_giou_aux_3: 0.4535 (0.5078) loss_giou_aux_4: 0.4529 (0.5070) loss_giou_aux_5: 0.5333 (0.6039) loss_giou_dn_0: 0.5792 (0.6306) loss_giou_dn_1: 0.4685 (0.5263) loss_giou_dn_2: 0.4492 (0.4986) loss_giou_dn_3: 0.4413 (0.4900) loss_giou_dn_4: 0.4388 (0.4881) loss_giou_dn_5: 0.4389 (0.4883) loss_vfl: 0.7017 (0.7121) loss_vfl_aux_0: 0.8307 (0.8315) loss_vfl_aux_1: 0.7797 (0.7795) loss_vfl_aux_2: 0.7266 (0.7416) loss_vfl_aux_3: 0.7008 (0.7232) loss_vfl_aux_4: 0.7055 (0.7144) loss_vfl_aux_5: 0.8210 (0.8083) loss_vfl_dn_0: 0.4715 (0.4694) loss_vfl_dn_1: 0.4105 (0.4077) loss_vfl_dn_2: 0.3946 (0.3912) loss_vfl_dn_3: 0.3860 (0.3838) loss_vfl_dn_4: 0.3837 (0.3810) loss_vfl_dn_5: 0.3811 (0.3801) time: 0.4722 data: 0.0143 max mem: 5654 Epoch: [20] [ 900/7393] eta: 0:51:57 lr: 0.000010 loss: 17.2898 (17.1213) loss_bbox: 0.1523 (0.1664) loss_bbox_aux_0: 0.1790 (0.1819) loss_bbox_aux_1: 0.1593 (0.1719) loss_bbox_aux_2: 0.1512 (0.1692) loss_bbox_aux_3: 0.1505 (0.1668) loss_bbox_aux_4: 0.1495 (0.1665) loss_bbox_aux_5: 0.2122 (0.2225) loss_bbox_dn_0: 0.2703 (0.3004) loss_bbox_dn_1: 0.2057 (0.2312) loss_bbox_dn_2: 0.1922 (0.2095) loss_bbox_dn_3: 0.1870 (0.2022) loss_bbox_dn_4: 0.1864 (0.2007) loss_bbox_dn_5: 0.1863 (0.2007) loss_giou: 0.5025 (0.5063) loss_giou_aux_0: 0.5462 (0.5338) loss_giou_aux_1: 0.5296 (0.5161) loss_giou_aux_2: 0.5134 (0.5107) loss_giou_aux_3: 0.5062 (0.5077) loss_giou_aux_4: 0.5037 (0.5068) loss_giou_aux_5: 0.6270 (0.6042) loss_giou_dn_0: 0.6523 (0.6306) loss_giou_dn_1: 0.5389 (0.5263) loss_giou_dn_2: 0.5133 (0.4985) loss_giou_dn_3: 0.5040 (0.4899) loss_giou_dn_4: 0.5034 (0.4880) loss_giou_dn_5: 0.5034 (0.4882) loss_vfl: 0.6990 (0.7126) loss_vfl_aux_0: 0.8108 (0.8317) loss_vfl_aux_1: 0.7636 (0.7793) loss_vfl_aux_2: 0.7287 (0.7414) loss_vfl_aux_3: 0.7108 (0.7232) loss_vfl_aux_4: 0.7005 (0.7149) loss_vfl_aux_5: 0.7753 (0.8079) loss_vfl_dn_0: 0.4655 (0.4694) loss_vfl_dn_1: 0.4013 (0.4079) loss_vfl_dn_2: 0.3834 (0.3912) loss_vfl_dn_3: 0.3793 (0.3838) loss_vfl_dn_4: 0.3755 (0.3810) loss_vfl_dn_5: 0.3760 (0.3802) time: 0.4711 data: 0.0145 max mem: 5654 Epoch: [20] [1000/7393] eta: 0:51:07 lr: 0.000010 loss: 17.3818 (17.1326) loss_bbox: 0.1532 (0.1669) loss_bbox_aux_0: 0.1670 (0.1818) loss_bbox_aux_1: 0.1589 (0.1721) loss_bbox_aux_2: 0.1569 (0.1694) loss_bbox_aux_3: 0.1584 (0.1672) loss_bbox_aux_4: 0.1562 (0.1670) loss_bbox_aux_5: 0.1979 (0.2225) loss_bbox_dn_0: 0.2710 (0.3008) loss_bbox_dn_1: 0.2060 (0.2316) loss_bbox_dn_2: 0.1866 (0.2099) loss_bbox_dn_3: 0.1800 (0.2026) loss_bbox_dn_4: 0.1786 (0.2011) loss_bbox_dn_5: 0.1788 (0.2011) loss_giou: 0.5031 (0.5067) loss_giou_aux_0: 0.5214 (0.5336) loss_giou_aux_1: 0.5233 (0.5162) loss_giou_aux_2: 0.5108 (0.5111) loss_giou_aux_3: 0.5098 (0.5080) loss_giou_aux_4: 0.5033 (0.5071) loss_giou_aux_5: 0.5914 (0.6039) loss_giou_dn_0: 0.6367 (0.6306) loss_giou_dn_1: 0.5387 (0.5263) loss_giou_dn_2: 0.5022 (0.4983) loss_giou_dn_3: 0.4886 (0.4898) loss_giou_dn_4: 0.4838 (0.4879) loss_giou_dn_5: 0.4833 (0.4880) loss_vfl: 0.7068 (0.7128) loss_vfl_aux_0: 0.8287 (0.8332) loss_vfl_aux_1: 0.7882 (0.7808) loss_vfl_aux_2: 0.7196 (0.7419) loss_vfl_aux_3: 0.7265 (0.7236) loss_vfl_aux_4: 0.7096 (0.7153) loss_vfl_aux_5: 0.8173 (0.8093) loss_vfl_dn_0: 0.4688 (0.4695) loss_vfl_dn_1: 0.4107 (0.4079) loss_vfl_dn_2: 0.3947 (0.3914) loss_vfl_dn_3: 0.3890 (0.3839) loss_vfl_dn_4: 0.3889 (0.3811) loss_vfl_dn_5: 0.3877 (0.3802) time: 0.4748 data: 0.0148 max mem: 5654 Epoch: [20] [1100/7393] eta: 0:50:14 lr: 0.000010 loss: 17.2085 (17.1310) loss_bbox: 0.1778 (0.1672) loss_bbox_aux_0: 0.1898 (0.1820) loss_bbox_aux_1: 0.1804 (0.1726) loss_bbox_aux_2: 0.1768 (0.1698) loss_bbox_aux_3: 0.1821 (0.1675) loss_bbox_aux_4: 0.1761 (0.1673) loss_bbox_aux_5: 0.2418 (0.2226) loss_bbox_dn_0: 0.2744 (0.3010) loss_bbox_dn_1: 0.2274 (0.2316) loss_bbox_dn_2: 0.2132 (0.2098) loss_bbox_dn_3: 0.2092 (0.2025) loss_bbox_dn_4: 0.2069 (0.2010) loss_bbox_dn_5: 0.2069 (0.2010) loss_giou: 0.4860 (0.5060) loss_giou_aux_0: 0.5181 (0.5329) loss_giou_aux_1: 0.4992 (0.5157) loss_giou_aux_2: 0.4963 (0.5105) loss_giou_aux_3: 0.4868 (0.5075) loss_giou_aux_4: 0.4861 (0.5065) loss_giou_aux_5: 0.5986 (0.6029) loss_giou_dn_0: 0.6198 (0.6302) loss_giou_dn_1: 0.4996 (0.5257) loss_giou_dn_2: 0.4594 (0.4977) loss_giou_dn_3: 0.4571 (0.4892) loss_giou_dn_4: 0.4547 (0.4872) loss_giou_dn_5: 0.4552 (0.4874) loss_vfl: 0.7323 (0.7130) loss_vfl_aux_0: 0.8623 (0.8344) loss_vfl_aux_1: 0.7894 (0.7810) loss_vfl_aux_2: 0.7506 (0.7422) loss_vfl_aux_3: 0.7447 (0.7236) loss_vfl_aux_4: 0.7320 (0.7155) loss_vfl_aux_5: 0.8264 (0.8104) loss_vfl_dn_0: 0.4693 (0.4697) loss_vfl_dn_1: 0.4012 (0.4082) loss_vfl_dn_2: 0.3826 (0.3916) loss_vfl_dn_3: 0.3782 (0.3842) loss_vfl_dn_4: 0.3748 (0.3813) loss_vfl_dn_5: 0.3742 (0.3805) time: 0.4646 data: 0.0146 max mem: 5654 Epoch: [20] [1200/7393] eta: 0:49:23 lr: 0.000010 loss: 17.6968 (17.1450) loss_bbox: 0.1742 (0.1676) loss_bbox_aux_0: 0.1951 (0.1825) loss_bbox_aux_1: 0.1888 (0.1729) loss_bbox_aux_2: 0.1842 (0.1702) loss_bbox_aux_3: 0.1827 (0.1678) loss_bbox_aux_4: 0.1719 (0.1677) loss_bbox_aux_5: 0.2203 (0.2230) loss_bbox_dn_0: 0.3102 (0.3016) loss_bbox_dn_1: 0.2322 (0.2322) loss_bbox_dn_2: 0.2067 (0.2104) loss_bbox_dn_3: 0.2038 (0.2031) loss_bbox_dn_4: 0.2046 (0.2016) loss_bbox_dn_5: 0.2046 (0.2016) loss_giou: 0.5155 (0.5062) loss_giou_aux_0: 0.5308 (0.5333) loss_giou_aux_1: 0.5132 (0.5159) loss_giou_aux_2: 0.5173 (0.5107) loss_giou_aux_3: 0.5132 (0.5077) loss_giou_aux_4: 0.5158 (0.5067) loss_giou_aux_5: 0.6229 (0.6031) loss_giou_dn_0: 0.6474 (0.6303) loss_giou_dn_1: 0.5350 (0.5258) loss_giou_dn_2: 0.5139 (0.4978) loss_giou_dn_3: 0.5064 (0.4893) loss_giou_dn_4: 0.5002 (0.4873) loss_giou_dn_5: 0.5003 (0.4875) loss_vfl: 0.6725 (0.7141) loss_vfl_aux_0: 0.7889 (0.8352) loss_vfl_aux_1: 0.7546 (0.7820) loss_vfl_aux_2: 0.6868 (0.7431) loss_vfl_aux_3: 0.6900 (0.7245) loss_vfl_aux_4: 0.6679 (0.7164) loss_vfl_aux_5: 0.7978 (0.8110) loss_vfl_dn_0: 0.4680 (0.4696) loss_vfl_dn_1: 0.4134 (0.4081) loss_vfl_dn_2: 0.4018 (0.3916) loss_vfl_dn_3: 0.3917 (0.3841) loss_vfl_dn_4: 0.3883 (0.3812) loss_vfl_dn_5: 0.3878 (0.3804) time: 0.4678 data: 0.0141 max mem: 5654 Epoch: [20] [1300/7393] eta: 0:48:32 lr: 0.000010 loss: 17.5436 (17.1619) loss_bbox: 0.1677 (0.1679) loss_bbox_aux_0: 0.1770 (0.1829) loss_bbox_aux_1: 0.1724 (0.1733) loss_bbox_aux_2: 0.1746 (0.1705) loss_bbox_aux_3: 0.1714 (0.1681) loss_bbox_aux_4: 0.1608 (0.1679) loss_bbox_aux_5: 0.2192 (0.2232) loss_bbox_dn_0: 0.3024 (0.3022) loss_bbox_dn_1: 0.2098 (0.2328) loss_bbox_dn_2: 0.2035 (0.2110) loss_bbox_dn_3: 0.2001 (0.2036) loss_bbox_dn_4: 0.1983 (0.2021) loss_bbox_dn_5: 0.1983 (0.2021) loss_giou: 0.4961 (0.5068) loss_giou_aux_0: 0.5229 (0.5340) loss_giou_aux_1: 0.5170 (0.5167) loss_giou_aux_2: 0.5008 (0.5114) loss_giou_aux_3: 0.4901 (0.5083) loss_giou_aux_4: 0.4974 (0.5073) loss_giou_aux_5: 0.6183 (0.6038) loss_giou_dn_0: 0.6405 (0.6308) loss_giou_dn_1: 0.5446 (0.5263) loss_giou_dn_2: 0.5209 (0.4983) loss_giou_dn_3: 0.5096 (0.4898) loss_giou_dn_4: 0.5059 (0.4878) loss_giou_dn_5: 0.5064 (0.4880) loss_vfl: 0.7474 (0.7149) loss_vfl_aux_0: 0.8544 (0.8357) loss_vfl_aux_1: 0.8369 (0.7827) loss_vfl_aux_2: 0.7812 (0.7436) loss_vfl_aux_3: 0.7611 (0.7253) loss_vfl_aux_4: 0.7514 (0.7172) loss_vfl_aux_5: 0.8317 (0.8109) loss_vfl_dn_0: 0.4642 (0.4697) loss_vfl_dn_1: 0.4064 (0.4082) loss_vfl_dn_2: 0.3886 (0.3915) loss_vfl_dn_3: 0.3786 (0.3840) loss_vfl_dn_4: 0.3793 (0.3812) loss_vfl_dn_5: 0.3790 (0.3803) time: 0.4789 data: 0.0142 max mem: 5654 Epoch: [20] [1400/7393] eta: 0:47:43 lr: 0.000010 loss: 16.8680 (17.1515) loss_bbox: 0.1703 (0.1684) loss_bbox_aux_0: 0.1979 (0.1831) loss_bbox_aux_1: 0.1810 (0.1736) loss_bbox_aux_2: 0.1744 (0.1708) loss_bbox_aux_3: 0.1699 (0.1685) loss_bbox_aux_4: 0.1691 (0.1683) loss_bbox_aux_5: 0.2364 (0.2236) loss_bbox_dn_0: 0.3182 (0.3024) loss_bbox_dn_1: 0.2406 (0.2329) loss_bbox_dn_2: 0.2171 (0.2111) loss_bbox_dn_3: 0.2098 (0.2038) loss_bbox_dn_4: 0.2061 (0.2023) loss_bbox_dn_5: 0.2062 (0.2023) loss_giou: 0.4721 (0.5060) loss_giou_aux_0: 0.5027 (0.5329) loss_giou_aux_1: 0.4798 (0.5158) loss_giou_aux_2: 0.4710 (0.5106) loss_giou_aux_3: 0.4710 (0.5074) loss_giou_aux_4: 0.4726 (0.5065) loss_giou_aux_5: 0.5935 (0.6028) loss_giou_dn_0: 0.6138 (0.6299) loss_giou_dn_1: 0.5090 (0.5252) loss_giou_dn_2: 0.4656 (0.4974) loss_giou_dn_3: 0.4577 (0.4889) loss_giou_dn_4: 0.4578 (0.4869) loss_giou_dn_5: 0.4579 (0.4871) loss_vfl: 0.7276 (0.7145) loss_vfl_aux_0: 0.8006 (0.8359) loss_vfl_aux_1: 0.7601 (0.7821) loss_vfl_aux_2: 0.7447 (0.7433) loss_vfl_aux_3: 0.7267 (0.7250) loss_vfl_aux_4: 0.7253 (0.7170) loss_vfl_aux_5: 0.7874 (0.8115) loss_vfl_dn_0: 0.4664 (0.4696) loss_vfl_dn_1: 0.4056 (0.4080) loss_vfl_dn_2: 0.3858 (0.3913) loss_vfl_dn_3: 0.3778 (0.3838) loss_vfl_dn_4: 0.3746 (0.3810) loss_vfl_dn_5: 0.3733 (0.3802) time: 0.4679 data: 0.0142 max mem: 5654 Epoch: [20] [1500/7393] eta: 0:46:52 lr: 0.000010 loss: 17.1625 (17.1514) loss_bbox: 0.1714 (0.1684) loss_bbox_aux_0: 0.1741 (0.1832) loss_bbox_aux_1: 0.1801 (0.1738) loss_bbox_aux_2: 0.1710 (0.1709) loss_bbox_aux_3: 0.1688 (0.1686) loss_bbox_aux_4: 0.1698 (0.1684) loss_bbox_aux_5: 0.2211 (0.2237) loss_bbox_dn_0: 0.2966 (0.3028) loss_bbox_dn_1: 0.2265 (0.2332) loss_bbox_dn_2: 0.2111 (0.2115) loss_bbox_dn_3: 0.2014 (0.2042) loss_bbox_dn_4: 0.2024 (0.2027) loss_bbox_dn_5: 0.2023 (0.2027) loss_giou: 0.4373 (0.5055) loss_giou_aux_0: 0.4745 (0.5324) loss_giou_aux_1: 0.4508 (0.5154) loss_giou_aux_2: 0.4434 (0.5101) loss_giou_aux_3: 0.4367 (0.5070) loss_giou_aux_4: 0.4390 (0.5060) loss_giou_aux_5: 0.5287 (0.6022) loss_giou_dn_0: 0.6272 (0.6297) loss_giou_dn_1: 0.5207 (0.5251) loss_giou_dn_2: 0.4889 (0.4972) loss_giou_dn_3: 0.4793 (0.4887) loss_giou_dn_4: 0.4764 (0.4868) loss_giou_dn_5: 0.4764 (0.4869) loss_vfl: 0.7155 (0.7147) loss_vfl_aux_0: 0.8535 (0.8360) loss_vfl_aux_1: 0.7913 (0.7824) loss_vfl_aux_2: 0.7442 (0.7436) loss_vfl_aux_3: 0.7450 (0.7252) loss_vfl_aux_4: 0.7275 (0.7172) loss_vfl_aux_5: 0.8214 (0.8118) loss_vfl_dn_0: 0.4671 (0.4696) loss_vfl_dn_1: 0.4053 (0.4079) loss_vfl_dn_2: 0.3892 (0.3913) loss_vfl_dn_3: 0.3839 (0.3837) loss_vfl_dn_4: 0.3819 (0.3808) loss_vfl_dn_5: 0.3794 (0.3800) time: 0.4630 data: 0.0147 max mem: 5654 Epoch: [20] [1600/7393] eta: 0:46:26 lr: 0.000010 loss: 17.4947 (17.1417) loss_bbox: 0.1669 (0.1681) loss_bbox_aux_0: 0.1713 (0.1827) loss_bbox_aux_1: 0.1742 (0.1733) loss_bbox_aux_2: 0.1671 (0.1704) loss_bbox_aux_3: 0.1662 (0.1682) loss_bbox_aux_4: 0.1676 (0.1681) loss_bbox_aux_5: 0.2072 (0.2232) loss_bbox_dn_0: 0.2619 (0.3024) loss_bbox_dn_1: 0.2045 (0.2328) loss_bbox_dn_2: 0.1787 (0.2111) loss_bbox_dn_3: 0.1733 (0.2038) loss_bbox_dn_4: 0.1712 (0.2022) loss_bbox_dn_5: 0.1726 (0.2022) loss_giou: 0.5175 (0.5055) loss_giou_aux_0: 0.5383 (0.5321) loss_giou_aux_1: 0.5086 (0.5152) loss_giou_aux_2: 0.5244 (0.5100) loss_giou_aux_3: 0.5217 (0.5069) loss_giou_aux_4: 0.5288 (0.5060) loss_giou_aux_5: 0.6012 (0.6017) loss_giou_dn_0: 0.6185 (0.6296) loss_giou_dn_1: 0.5021 (0.5251) loss_giou_dn_2: 0.4697 (0.4973) loss_giou_dn_3: 0.4656 (0.4887) loss_giou_dn_4: 0.4631 (0.4868) loss_giou_dn_5: 0.4632 (0.4869) loss_vfl: 0.6921 (0.7138) loss_vfl_aux_0: 0.8209 (0.8360) loss_vfl_aux_1: 0.7703 (0.7823) loss_vfl_aux_2: 0.7225 (0.7430) loss_vfl_aux_3: 0.7189 (0.7246) loss_vfl_aux_4: 0.6878 (0.7163) loss_vfl_aux_5: 0.7949 (0.8120) loss_vfl_dn_0: 0.4649 (0.4696) loss_vfl_dn_1: 0.4030 (0.4080) loss_vfl_dn_2: 0.3869 (0.3913) loss_vfl_dn_3: 0.3814 (0.3837) loss_vfl_dn_4: 0.3790 (0.3808) loss_vfl_dn_5: 0.3794 (0.3800) time: 0.4690 data: 0.0140 max mem: 5654 Epoch: [20] [1700/7393] eta: 0:45:35 lr: 0.000010 loss: 17.1650 (17.1442) loss_bbox: 0.1542 (0.1683) loss_bbox_aux_0: 0.1739 (0.1827) loss_bbox_aux_1: 0.1661 (0.1734) loss_bbox_aux_2: 0.1563 (0.1706) loss_bbox_aux_3: 0.1509 (0.1684) loss_bbox_aux_4: 0.1530 (0.1683) loss_bbox_aux_5: 0.2239 (0.2234) loss_bbox_dn_0: 0.2876 (0.3027) loss_bbox_dn_1: 0.2164 (0.2330) loss_bbox_dn_2: 0.1935 (0.2113) loss_bbox_dn_3: 0.1884 (0.2040) loss_bbox_dn_4: 0.1882 (0.2024) loss_bbox_dn_5: 0.1877 (0.2024) loss_giou: 0.5263 (0.5053) loss_giou_aux_0: 0.5509 (0.5316) loss_giou_aux_1: 0.5351 (0.5149) loss_giou_aux_2: 0.5329 (0.5099) loss_giou_aux_3: 0.5341 (0.5067) loss_giou_aux_4: 0.5200 (0.5058) loss_giou_aux_5: 0.6337 (0.6015) loss_giou_dn_0: 0.6247 (0.6295) loss_giou_dn_1: 0.5254 (0.5250) loss_giou_dn_2: 0.4970 (0.4971) loss_giou_dn_3: 0.4860 (0.4886) loss_giou_dn_4: 0.4835 (0.4866) loss_giou_dn_5: 0.4835 (0.4868) loss_vfl: 0.7123 (0.7142) loss_vfl_aux_0: 0.8231 (0.8369) loss_vfl_aux_1: 0.7749 (0.7830) loss_vfl_aux_2: 0.7376 (0.7433) loss_vfl_aux_3: 0.7089 (0.7249) loss_vfl_aux_4: 0.7092 (0.7165) loss_vfl_aux_5: 0.7771 (0.8124) loss_vfl_dn_0: 0.4705 (0.4696) loss_vfl_dn_1: 0.4058 (0.4079) loss_vfl_dn_2: 0.3916 (0.3912) loss_vfl_dn_3: 0.3849 (0.3836) loss_vfl_dn_4: 0.3802 (0.3807) loss_vfl_dn_5: 0.3808 (0.3799) time: 0.4848 data: 0.0144 max mem: 5654 Epoch: [20] [1800/7393] eta: 0:44:43 lr: 0.000010 loss: 17.1759 (17.1417) loss_bbox: 0.1595 (0.1680) loss_bbox_aux_0: 0.1595 (0.1824) loss_bbox_aux_1: 0.1582 (0.1732) loss_bbox_aux_2: 0.1618 (0.1705) loss_bbox_aux_3: 0.1572 (0.1682) loss_bbox_aux_4: 0.1578 (0.1680) loss_bbox_aux_5: 0.2150 (0.2233) loss_bbox_dn_0: 0.2781 (0.3023) loss_bbox_dn_1: 0.2071 (0.2325) loss_bbox_dn_2: 0.1871 (0.2107) loss_bbox_dn_3: 0.1811 (0.2034) loss_bbox_dn_4: 0.1807 (0.2019) loss_bbox_dn_5: 0.1808 (0.2019) loss_giou: 0.5072 (0.5055) loss_giou_aux_0: 0.5391 (0.5318) loss_giou_aux_1: 0.5170 (0.5152) loss_giou_aux_2: 0.5230 (0.5102) loss_giou_aux_3: 0.5088 (0.5070) loss_giou_aux_4: 0.5047 (0.5060) loss_giou_aux_5: 0.5997 (0.6020) loss_giou_dn_0: 0.6219 (0.6296) loss_giou_dn_1: 0.5166 (0.5248) loss_giou_dn_2: 0.4839 (0.4970) loss_giou_dn_3: 0.4718 (0.4884) loss_giou_dn_4: 0.4706 (0.4864) loss_giou_dn_5: 0.4711 (0.4866) loss_vfl: 0.7340 (0.7145) loss_vfl_aux_0: 0.8309 (0.8374) loss_vfl_aux_1: 0.7566 (0.7828) loss_vfl_aux_2: 0.7576 (0.7433) loss_vfl_aux_3: 0.7366 (0.7250) loss_vfl_aux_4: 0.7320 (0.7169) loss_vfl_aux_5: 0.8150 (0.8123) loss_vfl_dn_0: 0.4694 (0.4694) loss_vfl_dn_1: 0.4083 (0.4079) loss_vfl_dn_2: 0.3914 (0.3912) loss_vfl_dn_3: 0.3832 (0.3835) loss_vfl_dn_4: 0.3812 (0.3807) loss_vfl_dn_5: 0.3815 (0.3798) time: 0.4726 data: 0.0139 max mem: 5654 Epoch: [20] [1900/7393] eta: 0:43:53 lr: 0.000010 loss: 16.6308 (17.1432) loss_bbox: 0.1459 (0.1680) loss_bbox_aux_0: 0.1528 (0.1822) loss_bbox_aux_1: 0.1557 (0.1731) loss_bbox_aux_2: 0.1531 (0.1703) loss_bbox_aux_3: 0.1419 (0.1682) loss_bbox_aux_4: 0.1450 (0.1680) loss_bbox_aux_5: 0.2086 (0.2232) loss_bbox_dn_0: 0.2831 (0.3027) loss_bbox_dn_1: 0.2078 (0.2327) loss_bbox_dn_2: 0.1814 (0.2108) loss_bbox_dn_3: 0.1731 (0.2035) loss_bbox_dn_4: 0.1699 (0.2020) loss_bbox_dn_5: 0.1704 (0.2020) loss_giou: 0.4815 (0.5054) loss_giou_aux_0: 0.5056 (0.5315) loss_giou_aux_1: 0.5069 (0.5152) loss_giou_aux_2: 0.4901 (0.5100) loss_giou_aux_3: 0.4758 (0.5069) loss_giou_aux_4: 0.4689 (0.5059) loss_giou_aux_5: 0.5936 (0.6019) loss_giou_dn_0: 0.6141 (0.6299) loss_giou_dn_1: 0.5049 (0.5250) loss_giou_dn_2: 0.4792 (0.4971) loss_giou_dn_3: 0.4711 (0.4886) loss_giou_dn_4: 0.4685 (0.4866) loss_giou_dn_5: 0.4685 (0.4868) loss_vfl: 0.6896 (0.7148) loss_vfl_aux_0: 0.8359 (0.8379) loss_vfl_aux_1: 0.7539 (0.7826) loss_vfl_aux_2: 0.7061 (0.7436) loss_vfl_aux_3: 0.6961 (0.7253) loss_vfl_aux_4: 0.6881 (0.7171) loss_vfl_aux_5: 0.8049 (0.8127) loss_vfl_dn_0: 0.4657 (0.4693) loss_vfl_dn_1: 0.4067 (0.4077) loss_vfl_dn_2: 0.3893 (0.3910) loss_vfl_dn_3: 0.3823 (0.3834) loss_vfl_dn_4: 0.3804 (0.3805) loss_vfl_dn_5: 0.3778 (0.3797) time: 0.4737 data: 0.0147 max mem: 5654 Epoch: [20] [2000/7393] eta: 0:43:04 lr: 0.000010 loss: 17.2644 (17.1399) loss_bbox: 0.1550 (0.1677) loss_bbox_aux_0: 0.1620 (0.1818) loss_bbox_aux_1: 0.1471 (0.1728) loss_bbox_aux_2: 0.1472 (0.1700) loss_bbox_aux_3: 0.1452 (0.1679) loss_bbox_aux_4: 0.1533 (0.1677) loss_bbox_aux_5: 0.2033 (0.2230) loss_bbox_dn_0: 0.2855 (0.3024) loss_bbox_dn_1: 0.2122 (0.2324) loss_bbox_dn_2: 0.1893 (0.2106) loss_bbox_dn_3: 0.1772 (0.2033) loss_bbox_dn_4: 0.1732 (0.2018) loss_bbox_dn_5: 0.1746 (0.2018) loss_giou: 0.5020 (0.5054) loss_giou_aux_0: 0.5273 (0.5313) loss_giou_aux_1: 0.5157 (0.5151) loss_giou_aux_2: 0.5044 (0.5099) loss_giou_aux_3: 0.5081 (0.5069) loss_giou_aux_4: 0.5047 (0.5058) loss_giou_aux_5: 0.6032 (0.6020) loss_giou_dn_0: 0.6380 (0.6299) loss_giou_dn_1: 0.5360 (0.5250) loss_giou_dn_2: 0.5071 (0.4972) loss_giou_dn_3: 0.4992 (0.4886) loss_giou_dn_4: 0.4965 (0.4866) loss_giou_dn_5: 0.4966 (0.4868) loss_vfl: 0.7070 (0.7146) loss_vfl_aux_0: 0.8245 (0.8381) loss_vfl_aux_1: 0.7868 (0.7827) loss_vfl_aux_2: 0.7370 (0.7440) loss_vfl_aux_3: 0.7110 (0.7252) loss_vfl_aux_4: 0.7093 (0.7171) loss_vfl_aux_5: 0.7877 (0.8124) loss_vfl_dn_0: 0.4707 (0.4693) loss_vfl_dn_1: 0.4189 (0.4078) loss_vfl_dn_2: 0.3972 (0.3911) loss_vfl_dn_3: 0.3889 (0.3834) loss_vfl_dn_4: 0.3892 (0.3806) loss_vfl_dn_5: 0.3871 (0.3798) time: 0.4783 data: 0.0144 max mem: 5654 Epoch: [20] [2100/7393] eta: 0:42:30 lr: 0.000010 loss: 16.9125 (17.1447) loss_bbox: 0.1641 (0.1676) loss_bbox_aux_0: 0.1735 (0.1816) loss_bbox_aux_1: 0.1618 (0.1727) loss_bbox_aux_2: 0.1565 (0.1699) loss_bbox_aux_3: 0.1577 (0.1678) loss_bbox_aux_4: 0.1603 (0.1677) loss_bbox_aux_5: 0.2076 (0.2226) loss_bbox_dn_0: 0.2567 (0.3016) loss_bbox_dn_1: 0.2042 (0.2319) loss_bbox_dn_2: 0.1784 (0.2101) loss_bbox_dn_3: 0.1723 (0.2028) loss_bbox_dn_4: 0.1726 (0.2013) loss_bbox_dn_5: 0.1725 (0.2013) loss_giou: 0.5048 (0.5062) loss_giou_aux_0: 0.5167 (0.5322) loss_giou_aux_1: 0.5157 (0.5160) loss_giou_aux_2: 0.5070 (0.5108) loss_giou_aux_3: 0.4999 (0.5078) loss_giou_aux_4: 0.5013 (0.5067) loss_giou_aux_5: 0.5890 (0.6028) loss_giou_dn_0: 0.6112 (0.6303) loss_giou_dn_1: 0.5104 (0.5254) loss_giou_dn_2: 0.4949 (0.4976) loss_giou_dn_3: 0.4875 (0.4891) loss_giou_dn_4: 0.4858 (0.4871) loss_giou_dn_5: 0.4858 (0.4873) loss_vfl: 0.7020 (0.7148) loss_vfl_aux_0: 0.8282 (0.8381) loss_vfl_aux_1: 0.7633 (0.7827) loss_vfl_aux_2: 0.7224 (0.7440) loss_vfl_aux_3: 0.7064 (0.7253) loss_vfl_aux_4: 0.7056 (0.7172) loss_vfl_aux_5: 0.7937 (0.8119) loss_vfl_dn_0: 0.4687 (0.4692) loss_vfl_dn_1: 0.4059 (0.4078) loss_vfl_dn_2: 0.3872 (0.3911) loss_vfl_dn_3: 0.3804 (0.3835) loss_vfl_dn_4: 0.3782 (0.3807) loss_vfl_dn_5: 0.3785 (0.3799) time: 0.4725 data: 0.0143 max mem: 5654 Epoch: [20] [2200/7393] eta: 0:41:39 lr: 0.000010 loss: 17.7188 (17.1487) loss_bbox: 0.1831 (0.1678) loss_bbox_aux_0: 0.2003 (0.1818) loss_bbox_aux_1: 0.1886 (0.1729) loss_bbox_aux_2: 0.1816 (0.1700) loss_bbox_aux_3: 0.1825 (0.1680) loss_bbox_aux_4: 0.1831 (0.1678) loss_bbox_aux_5: 0.2414 (0.2229) loss_bbox_dn_0: 0.2951 (0.3022) loss_bbox_dn_1: 0.2371 (0.2323) loss_bbox_dn_2: 0.2185 (0.2105) loss_bbox_dn_3: 0.2111 (0.2033) loss_bbox_dn_4: 0.2090 (0.2017) loss_bbox_dn_5: 0.2088 (0.2017) loss_giou: 0.5686 (0.5061) loss_giou_aux_0: 0.5907 (0.5321) loss_giou_aux_1: 0.5799 (0.5159) loss_giou_aux_2: 0.5742 (0.5107) loss_giou_aux_3: 0.5636 (0.5076) loss_giou_aux_4: 0.5700 (0.5065) loss_giou_aux_5: 0.6987 (0.6028) loss_giou_dn_0: 0.6638 (0.6303) loss_giou_dn_1: 0.5539 (0.5255) loss_giou_dn_2: 0.5302 (0.4976) loss_giou_dn_3: 0.5241 (0.4891) loss_giou_dn_4: 0.5229 (0.4872) loss_giou_dn_5: 0.5228 (0.4873) loss_vfl: 0.7059 (0.7149) loss_vfl_aux_0: 0.7909 (0.8383) loss_vfl_aux_1: 0.7592 (0.7829) loss_vfl_aux_2: 0.7486 (0.7444) loss_vfl_aux_3: 0.7222 (0.7256) loss_vfl_aux_4: 0.7032 (0.7174) loss_vfl_aux_5: 0.7738 (0.8120) loss_vfl_dn_0: 0.4675 (0.4691) loss_vfl_dn_1: 0.4069 (0.4078) loss_vfl_dn_2: 0.3901 (0.3910) loss_vfl_dn_3: 0.3803 (0.3834) loss_vfl_dn_4: 0.3778 (0.3806) loss_vfl_dn_5: 0.3740 (0.3798) time: 0.4689 data: 0.0142 max mem: 5654 Epoch: [20] [2300/7393] eta: 0:40:50 lr: 0.000010 loss: 16.7805 (17.1482) loss_bbox: 0.1565 (0.1677) loss_bbox_aux_0: 0.1667 (0.1816) loss_bbox_aux_1: 0.1647 (0.1727) loss_bbox_aux_2: 0.1629 (0.1699) loss_bbox_aux_3: 0.1616 (0.1679) loss_bbox_aux_4: 0.1609 (0.1677) loss_bbox_aux_5: 0.2092 (0.2228) loss_bbox_dn_0: 0.2721 (0.3019) loss_bbox_dn_1: 0.1947 (0.2322) loss_bbox_dn_2: 0.1751 (0.2103) loss_bbox_dn_3: 0.1738 (0.2030) loss_bbox_dn_4: 0.1726 (0.2015) loss_bbox_dn_5: 0.1727 (0.2015) loss_giou: 0.5079 (0.5066) loss_giou_aux_0: 0.5117 (0.5326) loss_giou_aux_1: 0.5282 (0.5164) loss_giou_aux_2: 0.5228 (0.5112) loss_giou_aux_3: 0.5181 (0.5081) loss_giou_aux_4: 0.5082 (0.5070) loss_giou_aux_5: 0.6122 (0.6035) loss_giou_dn_0: 0.6065 (0.6304) loss_giou_dn_1: 0.5022 (0.5256) loss_giou_dn_2: 0.4810 (0.4977) loss_giou_dn_3: 0.4749 (0.4892) loss_giou_dn_4: 0.4720 (0.4873) loss_giou_dn_5: 0.4717 (0.4874) loss_vfl: 0.7015 (0.7146) loss_vfl_aux_0: 0.8503 (0.8379) loss_vfl_aux_1: 0.7746 (0.7825) loss_vfl_aux_2: 0.7484 (0.7441) loss_vfl_aux_3: 0.7289 (0.7253) loss_vfl_aux_4: 0.7251 (0.7172) loss_vfl_aux_5: 0.8204 (0.8115) loss_vfl_dn_0: 0.4686 (0.4690) loss_vfl_dn_1: 0.4104 (0.4078) loss_vfl_dn_2: 0.3959 (0.3910) loss_vfl_dn_3: 0.3879 (0.3834) loss_vfl_dn_4: 0.3857 (0.3806) loss_vfl_dn_5: 0.3856 (0.3797) time: 0.4873 data: 0.0142 max mem: 5654 Epoch: [20] [2400/7393] eta: 0:40:00 lr: 0.000010 loss: 16.9326 (17.1418) loss_bbox: 0.1519 (0.1676) loss_bbox_aux_0: 0.1623 (0.1814) loss_bbox_aux_1: 0.1533 (0.1726) loss_bbox_aux_2: 0.1529 (0.1697) loss_bbox_aux_3: 0.1488 (0.1678) loss_bbox_aux_4: 0.1503 (0.1676) loss_bbox_aux_5: 0.2061 (0.2226) loss_bbox_dn_0: 0.2700 (0.3015) loss_bbox_dn_1: 0.2093 (0.2318) loss_bbox_dn_2: 0.1969 (0.2100) loss_bbox_dn_3: 0.1950 (0.2027) loss_bbox_dn_4: 0.1944 (0.2011) loss_bbox_dn_5: 0.1944 (0.2011) loss_giou: 0.4634 (0.5061) loss_giou_aux_0: 0.4735 (0.5321) loss_giou_aux_1: 0.4572 (0.5159) loss_giou_aux_2: 0.4589 (0.5107) loss_giou_aux_3: 0.4647 (0.5076) loss_giou_aux_4: 0.4588 (0.5065) loss_giou_aux_5: 0.5356 (0.6031) loss_giou_dn_0: 0.6048 (0.6301) loss_giou_dn_1: 0.4901 (0.5253) loss_giou_dn_2: 0.4614 (0.4974) loss_giou_dn_3: 0.4553 (0.4889) loss_giou_dn_4: 0.4519 (0.4869) loss_giou_dn_5: 0.4523 (0.4871) loss_vfl: 0.7190 (0.7149) loss_vfl_aux_0: 0.8586 (0.8384) loss_vfl_aux_1: 0.7932 (0.7829) loss_vfl_aux_2: 0.7643 (0.7445) loss_vfl_aux_3: 0.7459 (0.7257) loss_vfl_aux_4: 0.7207 (0.7174) loss_vfl_aux_5: 0.8101 (0.8117) loss_vfl_dn_0: 0.4643 (0.4689) loss_vfl_dn_1: 0.4044 (0.4077) loss_vfl_dn_2: 0.3880 (0.3909) loss_vfl_dn_3: 0.3789 (0.3833) loss_vfl_dn_4: 0.3772 (0.3804) loss_vfl_dn_5: 0.3781 (0.3796) time: 0.4700 data: 0.0139 max mem: 5654 Epoch: [20] [2500/7393] eta: 0:39:23 lr: 0.000010 loss: 16.9922 (17.1484) loss_bbox: 0.1705 (0.1677) loss_bbox_aux_0: 0.1849 (0.1815) loss_bbox_aux_1: 0.1802 (0.1727) loss_bbox_aux_2: 0.1734 (0.1698) loss_bbox_aux_3: 0.1715 (0.1679) loss_bbox_aux_4: 0.1687 (0.1677) loss_bbox_aux_5: 0.2307 (0.2228) loss_bbox_dn_0: 0.3090 (0.3021) loss_bbox_dn_1: 0.2396 (0.2322) loss_bbox_dn_2: 0.2089 (0.2103) loss_bbox_dn_3: 0.2045 (0.2030) loss_bbox_dn_4: 0.2036 (0.2015) loss_bbox_dn_5: 0.2036 (0.2015) loss_giou: 0.4609 (0.5059) loss_giou_aux_0: 0.4898 (0.5319) loss_giou_aux_1: 0.4614 (0.5157) loss_giou_aux_2: 0.4657 (0.5105) loss_giou_aux_3: 0.4636 (0.5075) loss_giou_aux_4: 0.4608 (0.5063) loss_giou_aux_5: 0.5424 (0.6027) loss_giou_dn_0: 0.6191 (0.6301) loss_giou_dn_1: 0.5130 (0.5253) loss_giou_dn_2: 0.4838 (0.4975) loss_giou_dn_3: 0.4724 (0.4889) loss_giou_dn_4: 0.4680 (0.4870) loss_giou_dn_5: 0.4682 (0.4872) loss_vfl: 0.7030 (0.7153) loss_vfl_aux_0: 0.8623 (0.8392) loss_vfl_aux_1: 0.7640 (0.7835) loss_vfl_aux_2: 0.7479 (0.7450) loss_vfl_aux_3: 0.7211 (0.7261) loss_vfl_aux_4: 0.7063 (0.7179) loss_vfl_aux_5: 0.8204 (0.8128) loss_vfl_dn_0: 0.4652 (0.4690) loss_vfl_dn_1: 0.4044 (0.4077) loss_vfl_dn_2: 0.3876 (0.3910) loss_vfl_dn_3: 0.3774 (0.3833) loss_vfl_dn_4: 0.3737 (0.3805) loss_vfl_dn_5: 0.3735 (0.3797) time: 0.4795 data: 0.0146 max mem: 5654 Epoch: [20] [2600/7393] eta: 0:38:32 lr: 0.000010 loss: 17.4625 (17.1504) loss_bbox: 0.1845 (0.1677) loss_bbox_aux_0: 0.1938 (0.1816) loss_bbox_aux_1: 0.1878 (0.1728) loss_bbox_aux_2: 0.1725 (0.1699) loss_bbox_aux_3: 0.1740 (0.1680) loss_bbox_aux_4: 0.1753 (0.1677) loss_bbox_aux_5: 0.2277 (0.2228) loss_bbox_dn_0: 0.2778 (0.3022) loss_bbox_dn_1: 0.2229 (0.2323) loss_bbox_dn_2: 0.1989 (0.2104) loss_bbox_dn_3: 0.1951 (0.2031) loss_bbox_dn_4: 0.1956 (0.2015) loss_bbox_dn_5: 0.1955 (0.2015) loss_giou: 0.5364 (0.5060) loss_giou_aux_0: 0.5619 (0.5320) loss_giou_aux_1: 0.5285 (0.5159) loss_giou_aux_2: 0.5334 (0.5106) loss_giou_aux_3: 0.5199 (0.5075) loss_giou_aux_4: 0.5351 (0.5064) loss_giou_aux_5: 0.6327 (0.6029) loss_giou_dn_0: 0.6424 (0.6304) loss_giou_dn_1: 0.5435 (0.5256) loss_giou_dn_2: 0.5107 (0.4977) loss_giou_dn_3: 0.5039 (0.4892) loss_giou_dn_4: 0.5009 (0.4872) loss_giou_dn_5: 0.5009 (0.4874) loss_vfl: 0.6649 (0.7153) loss_vfl_aux_0: 0.7982 (0.8390) loss_vfl_aux_1: 0.7217 (0.7831) loss_vfl_aux_2: 0.7017 (0.7449) loss_vfl_aux_3: 0.6764 (0.7262) loss_vfl_aux_4: 0.6677 (0.7179) loss_vfl_aux_5: 0.7641 (0.8126) loss_vfl_dn_0: 0.4627 (0.4689) loss_vfl_dn_1: 0.4070 (0.4077) loss_vfl_dn_2: 0.3947 (0.3910) loss_vfl_dn_3: 0.3863 (0.3833) loss_vfl_dn_4: 0.3828 (0.3805) loss_vfl_dn_5: 0.3837 (0.3797) time: 0.4726 data: 0.0133 max mem: 5654 Epoch: [20] [2700/7393] eta: 0:37:42 lr: 0.000010 loss: 17.1086 (17.1485) loss_bbox: 0.1643 (0.1677) loss_bbox_aux_0: 0.1790 (0.1815) loss_bbox_aux_1: 0.1707 (0.1728) loss_bbox_aux_2: 0.1620 (0.1699) loss_bbox_aux_3: 0.1622 (0.1678) loss_bbox_aux_4: 0.1600 (0.1676) loss_bbox_aux_5: 0.2122 (0.2228) loss_bbox_dn_0: 0.3178 (0.3022) loss_bbox_dn_1: 0.2210 (0.2324) loss_bbox_dn_2: 0.2056 (0.2105) loss_bbox_dn_3: 0.2001 (0.2032) loss_bbox_dn_4: 0.1974 (0.2016) loss_bbox_dn_5: 0.1981 (0.2016) loss_giou: 0.4790 (0.5054) loss_giou_aux_0: 0.5026 (0.5314) loss_giou_aux_1: 0.4825 (0.5153) loss_giou_aux_2: 0.4800 (0.5099) loss_giou_aux_3: 0.4671 (0.5068) loss_giou_aux_4: 0.4790 (0.5057) loss_giou_aux_5: 0.5697 (0.6024) loss_giou_dn_0: 0.6137 (0.6301) loss_giou_dn_1: 0.4981 (0.5253) loss_giou_dn_2: 0.4746 (0.4974) loss_giou_dn_3: 0.4651 (0.4889) loss_giou_dn_4: 0.4645 (0.4869) loss_giou_dn_5: 0.4643 (0.4871) loss_vfl: 0.7210 (0.7159) loss_vfl_aux_0: 0.8364 (0.8398) loss_vfl_aux_1: 0.7841 (0.7837) loss_vfl_aux_2: 0.7536 (0.7454) loss_vfl_aux_3: 0.7472 (0.7269) loss_vfl_aux_4: 0.7336 (0.7185) loss_vfl_aux_5: 0.7990 (0.8131) loss_vfl_dn_0: 0.4696 (0.4690) loss_vfl_dn_1: 0.4090 (0.4077) loss_vfl_dn_2: 0.3927 (0.3910) loss_vfl_dn_3: 0.3863 (0.3833) loss_vfl_dn_4: 0.3826 (0.3805) loss_vfl_dn_5: 0.3802 (0.3796) time: 0.4785 data: 0.0140 max mem: 5654 Epoch: [20] [2800/7393] eta: 0:36:52 lr: 0.000010 loss: 16.9825 (17.1425) loss_bbox: 0.1645 (0.1676) loss_bbox_aux_0: 0.1809 (0.1814) loss_bbox_aux_1: 0.1711 (0.1727) loss_bbox_aux_2: 0.1665 (0.1698) loss_bbox_aux_3: 0.1656 (0.1678) loss_bbox_aux_4: 0.1660 (0.1676) loss_bbox_aux_5: 0.2385 (0.2226) loss_bbox_dn_0: 0.2814 (0.3019) loss_bbox_dn_1: 0.2343 (0.2321) loss_bbox_dn_2: 0.2095 (0.2103) loss_bbox_dn_3: 0.2001 (0.2030) loss_bbox_dn_4: 0.1986 (0.2014) loss_bbox_dn_5: 0.1985 (0.2014) loss_giou: 0.4662 (0.5052) loss_giou_aux_0: 0.4840 (0.5311) loss_giou_aux_1: 0.4725 (0.5151) loss_giou_aux_2: 0.4649 (0.5097) loss_giou_aux_3: 0.4560 (0.5066) loss_giou_aux_4: 0.4660 (0.5055) loss_giou_aux_5: 0.5644 (0.6021) loss_giou_dn_0: 0.6036 (0.6297) loss_giou_dn_1: 0.5040 (0.5252) loss_giou_dn_2: 0.4736 (0.4973) loss_giou_dn_3: 0.4619 (0.4888) loss_giou_dn_4: 0.4614 (0.4868) loss_giou_dn_5: 0.4612 (0.4870) loss_vfl: 0.7217 (0.7155) loss_vfl_aux_0: 0.8441 (0.8398) loss_vfl_aux_1: 0.7998 (0.7834) loss_vfl_aux_2: 0.7313 (0.7450) loss_vfl_aux_3: 0.7306 (0.7265) loss_vfl_aux_4: 0.7142 (0.7182) loss_vfl_aux_5: 0.8165 (0.8132) loss_vfl_dn_0: 0.4738 (0.4689) loss_vfl_dn_1: 0.4064 (0.4076) loss_vfl_dn_2: 0.3935 (0.3909) loss_vfl_dn_3: 0.3832 (0.3833) loss_vfl_dn_4: 0.3796 (0.3804) loss_vfl_dn_5: 0.3775 (0.3796) time: 0.4561 data: 0.0141 max mem: 5654 Epoch: [20] [2900/7393] eta: 0:36:01 lr: 0.000010 loss: 17.4346 (17.1424) loss_bbox: 0.1642 (0.1677) loss_bbox_aux_0: 0.1748 (0.1813) loss_bbox_aux_1: 0.1701 (0.1727) loss_bbox_aux_2: 0.1676 (0.1699) loss_bbox_aux_3: 0.1657 (0.1679) loss_bbox_aux_4: 0.1669 (0.1677) loss_bbox_aux_5: 0.2046 (0.2227) loss_bbox_dn_0: 0.2612 (0.3020) loss_bbox_dn_1: 0.2079 (0.2324) loss_bbox_dn_2: 0.1900 (0.2105) loss_bbox_dn_3: 0.1846 (0.2033) loss_bbox_dn_4: 0.1848 (0.2017) loss_bbox_dn_5: 0.1849 (0.2017) loss_giou: 0.5366 (0.5051) loss_giou_aux_0: 0.5569 (0.5309) loss_giou_aux_1: 0.5488 (0.5150) loss_giou_aux_2: 0.5390 (0.5097) loss_giou_aux_3: 0.5370 (0.5066) loss_giou_aux_4: 0.5373 (0.5055) loss_giou_aux_5: 0.6438 (0.6020) loss_giou_dn_0: 0.6557 (0.6296) loss_giou_dn_1: 0.5440 (0.5252) loss_giou_dn_2: 0.5151 (0.4973) loss_giou_dn_3: 0.5052 (0.4888) loss_giou_dn_4: 0.5033 (0.4869) loss_giou_dn_5: 0.5033 (0.4870) loss_vfl: 0.7061 (0.7153) loss_vfl_aux_0: 0.8162 (0.8398) loss_vfl_aux_1: 0.7821 (0.7831) loss_vfl_aux_2: 0.7429 (0.7449) loss_vfl_aux_3: 0.7134 (0.7263) loss_vfl_aux_4: 0.7145 (0.7180) loss_vfl_aux_5: 0.7807 (0.8130) loss_vfl_dn_0: 0.4666 (0.4689) loss_vfl_dn_1: 0.4105 (0.4077) loss_vfl_dn_2: 0.3949 (0.3909) loss_vfl_dn_3: 0.3872 (0.3833) loss_vfl_dn_4: 0.3836 (0.3805) loss_vfl_dn_5: 0.3829 (0.3796) time: 0.4603 data: 0.0142 max mem: 5654 Epoch: [20] [3000/7393] eta: 0:35:12 lr: 0.000010 loss: 16.9149 (17.1392) loss_bbox: 0.1628 (0.1677) loss_bbox_aux_0: 0.1723 (0.1812) loss_bbox_aux_1: 0.1721 (0.1727) loss_bbox_aux_2: 0.1581 (0.1698) loss_bbox_aux_3: 0.1618 (0.1678) loss_bbox_aux_4: 0.1608 (0.1676) loss_bbox_aux_5: 0.2196 (0.2226) loss_bbox_dn_0: 0.2960 (0.3019) loss_bbox_dn_1: 0.2114 (0.2323) loss_bbox_dn_2: 0.1917 (0.2105) loss_bbox_dn_3: 0.1822 (0.2032) loss_bbox_dn_4: 0.1815 (0.2017) loss_bbox_dn_5: 0.1815 (0.2017) loss_giou: 0.4939 (0.5049) loss_giou_aux_0: 0.4988 (0.5307) loss_giou_aux_1: 0.5034 (0.5147) loss_giou_aux_2: 0.4802 (0.5094) loss_giou_aux_3: 0.4910 (0.5063) loss_giou_aux_4: 0.4882 (0.5053) loss_giou_aux_5: 0.5732 (0.6017) loss_giou_dn_0: 0.6176 (0.6295) loss_giou_dn_1: 0.5165 (0.5250) loss_giou_dn_2: 0.4852 (0.4972) loss_giou_dn_3: 0.4738 (0.4887) loss_giou_dn_4: 0.4737 (0.4867) loss_giou_dn_5: 0.4738 (0.4869) loss_vfl: 0.7000 (0.7154) loss_vfl_aux_0: 0.8499 (0.8398) loss_vfl_aux_1: 0.7776 (0.7833) loss_vfl_aux_2: 0.7461 (0.7449) loss_vfl_aux_3: 0.7263 (0.7264) loss_vfl_aux_4: 0.7161 (0.7181) loss_vfl_aux_5: 0.8140 (0.8131) loss_vfl_dn_0: 0.4651 (0.4689) loss_vfl_dn_1: 0.4103 (0.4076) loss_vfl_dn_2: 0.3886 (0.3909) loss_vfl_dn_3: 0.3810 (0.3833) loss_vfl_dn_4: 0.3791 (0.3804) loss_vfl_dn_5: 0.3782 (0.3796) time: 0.4771 data: 0.0141 max mem: 5654 Epoch: [20] [3100/7393] eta: 0:34:23 lr: 0.000010 loss: 16.8180 (17.1371) loss_bbox: 0.1482 (0.1678) loss_bbox_aux_0: 0.1660 (0.1814) loss_bbox_aux_1: 0.1563 (0.1728) loss_bbox_aux_2: 0.1505 (0.1700) loss_bbox_aux_3: 0.1499 (0.1680) loss_bbox_aux_4: 0.1479 (0.1678) loss_bbox_aux_5: 0.1991 (0.2228) loss_bbox_dn_0: 0.2742 (0.3021) loss_bbox_dn_1: 0.2111 (0.2324) loss_bbox_dn_2: 0.1885 (0.2106) loss_bbox_dn_3: 0.1830 (0.2033) loss_bbox_dn_4: 0.1843 (0.2018) loss_bbox_dn_5: 0.1841 (0.2017) loss_giou: 0.4661 (0.5051) loss_giou_aux_0: 0.4829 (0.5308) loss_giou_aux_1: 0.4640 (0.5148) loss_giou_aux_2: 0.4541 (0.5095) loss_giou_aux_3: 0.4673 (0.5064) loss_giou_aux_4: 0.4695 (0.5054) loss_giou_aux_5: 0.5798 (0.6019) loss_giou_dn_0: 0.6154 (0.6293) loss_giou_dn_1: 0.4997 (0.5249) loss_giou_dn_2: 0.4715 (0.4970) loss_giou_dn_3: 0.4631 (0.4885) loss_giou_dn_4: 0.4612 (0.4865) loss_giou_dn_5: 0.4610 (0.4867) loss_vfl: 0.7175 (0.7149) loss_vfl_aux_0: 0.8290 (0.8394) loss_vfl_aux_1: 0.7806 (0.7827) loss_vfl_aux_2: 0.7431 (0.7444) loss_vfl_aux_3: 0.7372 (0.7259) loss_vfl_aux_4: 0.7220 (0.7175) loss_vfl_aux_5: 0.8078 (0.8128) loss_vfl_dn_0: 0.4679 (0.4688) loss_vfl_dn_1: 0.4152 (0.4075) loss_vfl_dn_2: 0.3951 (0.3909) loss_vfl_dn_3: 0.3860 (0.3832) loss_vfl_dn_4: 0.3868 (0.3804) loss_vfl_dn_5: 0.3863 (0.3796) time: 0.4674 data: 0.0142 max mem: 5654 Epoch: [20] [3200/7393] eta: 0:33:34 lr: 0.000010 loss: 17.0599 (17.1330) loss_bbox: 0.1710 (0.1678) loss_bbox_aux_0: 0.1823 (0.1813) loss_bbox_aux_1: 0.1704 (0.1726) loss_bbox_aux_2: 0.1727 (0.1699) loss_bbox_aux_3: 0.1707 (0.1680) loss_bbox_aux_4: 0.1715 (0.1677) loss_bbox_aux_5: 0.2221 (0.2227) loss_bbox_dn_0: 0.2665 (0.3021) loss_bbox_dn_1: 0.2191 (0.2324) loss_bbox_dn_2: 0.1984 (0.2106) loss_bbox_dn_3: 0.1920 (0.2033) loss_bbox_dn_4: 0.1913 (0.2017) loss_bbox_dn_5: 0.1912 (0.2017) loss_giou: 0.4803 (0.5046) loss_giou_aux_0: 0.4962 (0.5304) loss_giou_aux_1: 0.4826 (0.5143) loss_giou_aux_2: 0.4849 (0.5090) loss_giou_aux_3: 0.4749 (0.5060) loss_giou_aux_4: 0.4801 (0.5050) loss_giou_aux_5: 0.5878 (0.6016) loss_giou_dn_0: 0.6143 (0.6291) loss_giou_dn_1: 0.5011 (0.5246) loss_giou_dn_2: 0.4696 (0.4967) loss_giou_dn_3: 0.4673 (0.4882) loss_giou_dn_4: 0.4666 (0.4862) loss_giou_dn_5: 0.4668 (0.4864) loss_vfl: 0.6861 (0.7149) loss_vfl_aux_0: 0.8130 (0.8397) loss_vfl_aux_1: 0.7349 (0.7830) loss_vfl_aux_2: 0.7018 (0.7446) loss_vfl_aux_3: 0.6994 (0.7260) loss_vfl_aux_4: 0.6938 (0.7176) loss_vfl_aux_5: 0.7991 (0.8129) loss_vfl_dn_0: 0.4672 (0.4688) loss_vfl_dn_1: 0.4152 (0.4075) loss_vfl_dn_2: 0.3943 (0.3909) loss_vfl_dn_3: 0.3861 (0.3832) loss_vfl_dn_4: 0.3817 (0.3804) loss_vfl_dn_5: 0.3809 (0.3796) time: 0.4751 data: 0.0137 max mem: 5654 Epoch: [20] [3300/7393] eta: 0:32:46 lr: 0.000010 loss: 17.0745 (17.1326) loss_bbox: 0.1511 (0.1677) loss_bbox_aux_0: 0.1726 (0.1814) loss_bbox_aux_1: 0.1663 (0.1727) loss_bbox_aux_2: 0.1651 (0.1699) loss_bbox_aux_3: 0.1533 (0.1679) loss_bbox_aux_4: 0.1544 (0.1677) loss_bbox_aux_5: 0.2105 (0.2228) loss_bbox_dn_0: 0.2873 (0.3023) loss_bbox_dn_1: 0.2111 (0.2326) loss_bbox_dn_2: 0.1883 (0.2108) loss_bbox_dn_3: 0.1824 (0.2034) loss_bbox_dn_4: 0.1788 (0.2019) loss_bbox_dn_5: 0.1791 (0.2018) loss_giou: 0.5092 (0.5045) loss_giou_aux_0: 0.5358 (0.5303) loss_giou_aux_1: 0.5195 (0.5143) loss_giou_aux_2: 0.5173 (0.5089) loss_giou_aux_3: 0.5130 (0.5058) loss_giou_aux_4: 0.5166 (0.5048) loss_giou_aux_5: 0.5840 (0.6014) loss_giou_dn_0: 0.6160 (0.6290) loss_giou_dn_1: 0.5137 (0.5245) loss_giou_dn_2: 0.4907 (0.4966) loss_giou_dn_3: 0.4837 (0.4881) loss_giou_dn_4: 0.4835 (0.4861) loss_giou_dn_5: 0.4837 (0.4863) loss_vfl: 0.6809 (0.7149) loss_vfl_aux_0: 0.7959 (0.8398) loss_vfl_aux_1: 0.7197 (0.7831) loss_vfl_aux_2: 0.6971 (0.7445) loss_vfl_aux_3: 0.6846 (0.7261) loss_vfl_aux_4: 0.6826 (0.7176) loss_vfl_aux_5: 0.7835 (0.8131) loss_vfl_dn_0: 0.4577 (0.4688) loss_vfl_dn_1: 0.4026 (0.4075) loss_vfl_dn_2: 0.3843 (0.3908) loss_vfl_dn_3: 0.3740 (0.3831) loss_vfl_dn_4: 0.3770 (0.3803) loss_vfl_dn_5: 0.3753 (0.3795) time: 0.4777 data: 0.0138 max mem: 5654 Epoch: [20] [3400/7393] eta: 0:32:02 lr: 0.000010 loss: 17.4364 (17.1402) loss_bbox: 0.1619 (0.1679) loss_bbox_aux_0: 0.1760 (0.1815) loss_bbox_aux_1: 0.1727 (0.1729) loss_bbox_aux_2: 0.1540 (0.1701) loss_bbox_aux_3: 0.1523 (0.1681) loss_bbox_aux_4: 0.1622 (0.1678) loss_bbox_aux_5: 0.2247 (0.2229) loss_bbox_dn_0: 0.2941 (0.3026) loss_bbox_dn_1: 0.2365 (0.2329) loss_bbox_dn_2: 0.2197 (0.2110) loss_bbox_dn_3: 0.2134 (0.2037) loss_bbox_dn_4: 0.2125 (0.2021) loss_bbox_dn_5: 0.2126 (0.2021) loss_giou: 0.4888 (0.5049) loss_giou_aux_0: 0.5111 (0.5306) loss_giou_aux_1: 0.5004 (0.5147) loss_giou_aux_2: 0.4948 (0.5093) loss_giou_aux_3: 0.4912 (0.5062) loss_giou_aux_4: 0.4883 (0.5052) loss_giou_aux_5: 0.5868 (0.6018) loss_giou_dn_0: 0.6370 (0.6292) loss_giou_dn_1: 0.5383 (0.5247) loss_giou_dn_2: 0.5112 (0.4968) loss_giou_dn_3: 0.5003 (0.4883) loss_giou_dn_4: 0.4977 (0.4863) loss_giou_dn_5: 0.4977 (0.4864) loss_vfl: 0.7367 (0.7150) loss_vfl_aux_0: 0.8547 (0.8399) loss_vfl_aux_1: 0.8044 (0.7830) loss_vfl_aux_2: 0.7738 (0.7447) loss_vfl_aux_3: 0.7385 (0.7262) loss_vfl_aux_4: 0.7400 (0.7177) loss_vfl_aux_5: 0.8000 (0.8130) loss_vfl_dn_0: 0.4736 (0.4688) loss_vfl_dn_1: 0.4151 (0.4075) loss_vfl_dn_2: 0.3999 (0.3909) loss_vfl_dn_3: 0.3935 (0.3832) loss_vfl_dn_4: 0.3890 (0.3804) loss_vfl_dn_5: 0.3897 (0.3796) time: 0.4662 data: 0.0137 max mem: 5654 Epoch: [20] [3500/7393] eta: 0:31:12 lr: 0.000010 loss: 16.9303 (17.1330) loss_bbox: 0.1533 (0.1679) loss_bbox_aux_0: 0.1691 (0.1816) loss_bbox_aux_1: 0.1563 (0.1729) loss_bbox_aux_2: 0.1526 (0.1701) loss_bbox_aux_3: 0.1524 (0.1681) loss_bbox_aux_4: 0.1510 (0.1679) loss_bbox_aux_5: 0.2168 (0.2231) loss_bbox_dn_0: 0.2781 (0.3030) loss_bbox_dn_1: 0.2170 (0.2331) loss_bbox_dn_2: 0.1968 (0.2112) loss_bbox_dn_3: 0.1894 (0.2039) loss_bbox_dn_4: 0.1889 (0.2023) loss_bbox_dn_5: 0.1889 (0.2023) loss_giou: 0.4789 (0.5040) loss_giou_aux_0: 0.5071 (0.5298) loss_giou_aux_1: 0.4779 (0.5138) loss_giou_aux_2: 0.4876 (0.5084) loss_giou_aux_3: 0.4833 (0.5054) loss_giou_aux_4: 0.4792 (0.5044) loss_giou_aux_5: 0.5956 (0.6010) loss_giou_dn_0: 0.6356 (0.6287) loss_giou_dn_1: 0.5167 (0.5242) loss_giou_dn_2: 0.4912 (0.4963) loss_giou_dn_3: 0.4832 (0.4877) loss_giou_dn_4: 0.4808 (0.4858) loss_giou_dn_5: 0.4811 (0.4859) loss_vfl: 0.7095 (0.7150) loss_vfl_aux_0: 0.8084 (0.8402) loss_vfl_aux_1: 0.7471 (0.7831) loss_vfl_aux_2: 0.7367 (0.7446) loss_vfl_aux_3: 0.7170 (0.7262) loss_vfl_aux_4: 0.7237 (0.7177) loss_vfl_aux_5: 0.7628 (0.8133) loss_vfl_dn_0: 0.4616 (0.4688) loss_vfl_dn_1: 0.4078 (0.4074) loss_vfl_dn_2: 0.3888 (0.3908) loss_vfl_dn_3: 0.3866 (0.3831) loss_vfl_dn_4: 0.3841 (0.3803) loss_vfl_dn_5: 0.3829 (0.3795) time: 0.4579 data: 0.0138 max mem: 5654 Epoch: [20] [3600/7393] eta: 0:30:24 lr: 0.000010 loss: 17.2851 (17.1393) loss_bbox: 0.1485 (0.1680) loss_bbox_aux_0: 0.1633 (0.1815) loss_bbox_aux_1: 0.1529 (0.1729) loss_bbox_aux_2: 0.1478 (0.1701) loss_bbox_aux_3: 0.1490 (0.1681) loss_bbox_aux_4: 0.1484 (0.1679) loss_bbox_aux_5: 0.2026 (0.2230) loss_bbox_dn_0: 0.2625 (0.3028) loss_bbox_dn_1: 0.1958 (0.2330) loss_bbox_dn_2: 0.1828 (0.2112) loss_bbox_dn_3: 0.1707 (0.2039) loss_bbox_dn_4: 0.1693 (0.2023) loss_bbox_dn_5: 0.1691 (0.2023) loss_giou: 0.5038 (0.5045) loss_giou_aux_0: 0.5277 (0.5300) loss_giou_aux_1: 0.5156 (0.5141) loss_giou_aux_2: 0.5081 (0.5088) loss_giou_aux_3: 0.5059 (0.5057) loss_giou_aux_4: 0.5075 (0.5048) loss_giou_aux_5: 0.6240 (0.6013) loss_giou_dn_0: 0.6285 (0.6290) loss_giou_dn_1: 0.5218 (0.5246) loss_giou_dn_2: 0.4950 (0.4967) loss_giou_dn_3: 0.4892 (0.4881) loss_giou_dn_4: 0.4873 (0.4861) loss_giou_dn_5: 0.4873 (0.4863) loss_vfl: 0.6852 (0.7152) loss_vfl_aux_0: 0.8160 (0.8404) loss_vfl_aux_1: 0.7468 (0.7834) loss_vfl_aux_2: 0.7223 (0.7449) loss_vfl_aux_3: 0.7049 (0.7265) loss_vfl_aux_4: 0.6938 (0.7179) loss_vfl_aux_5: 0.7649 (0.8133) loss_vfl_dn_0: 0.4728 (0.4689) loss_vfl_dn_1: 0.4050 (0.4076) loss_vfl_dn_2: 0.3950 (0.3909) loss_vfl_dn_3: 0.3826 (0.3833) loss_vfl_dn_4: 0.3808 (0.3805) loss_vfl_dn_5: 0.3807 (0.3796) time: 0.4729 data: 0.0143 max mem: 5654 Epoch: [20] [3700/7393] eta: 0:29:34 lr: 0.000010 loss: 16.5761 (17.1376) loss_bbox: 0.1652 (0.1677) loss_bbox_aux_0: 0.1763 (0.1812) loss_bbox_aux_1: 0.1621 (0.1726) loss_bbox_aux_2: 0.1645 (0.1698) loss_bbox_aux_3: 0.1649 (0.1678) loss_bbox_aux_4: 0.1646 (0.1676) loss_bbox_aux_5: 0.2141 (0.2226) loss_bbox_dn_0: 0.2820 (0.3022) loss_bbox_dn_1: 0.2223 (0.2326) loss_bbox_dn_2: 0.1923 (0.2108) loss_bbox_dn_3: 0.1833 (0.2035) loss_bbox_dn_4: 0.1824 (0.2019) loss_bbox_dn_5: 0.1825 (0.2019) loss_giou: 0.4639 (0.5047) loss_giou_aux_0: 0.4939 (0.5303) loss_giou_aux_1: 0.4739 (0.5144) loss_giou_aux_2: 0.4709 (0.5091) loss_giou_aux_3: 0.4673 (0.5060) loss_giou_aux_4: 0.4736 (0.5050) loss_giou_aux_5: 0.5542 (0.6015) loss_giou_dn_0: 0.6162 (0.6291) loss_giou_dn_1: 0.5052 (0.5247) loss_giou_dn_2: 0.4806 (0.4969) loss_giou_dn_3: 0.4743 (0.4883) loss_giou_dn_4: 0.4742 (0.4863) loss_giou_dn_5: 0.4745 (0.4865) loss_vfl: 0.6923 (0.7153) loss_vfl_aux_0: 0.8135 (0.8402) loss_vfl_aux_1: 0.7946 (0.7834) loss_vfl_aux_2: 0.7233 (0.7449) loss_vfl_aux_3: 0.7077 (0.7266) loss_vfl_aux_4: 0.6927 (0.7180) loss_vfl_aux_5: 0.8146 (0.8131) loss_vfl_dn_0: 0.4712 (0.4689) loss_vfl_dn_1: 0.4012 (0.4076) loss_vfl_dn_2: 0.3871 (0.3910) loss_vfl_dn_3: 0.3767 (0.3833) loss_vfl_dn_4: 0.3738 (0.3805) loss_vfl_dn_5: 0.3761 (0.3797) time: 0.4696 data: 0.0142 max mem: 5654 Epoch: [20] [3800/7393] eta: 0:28:45 lr: 0.000010 loss: 16.7460 (17.1386) loss_bbox: 0.1543 (0.1677) loss_bbox_aux_0: 0.1764 (0.1813) loss_bbox_aux_1: 0.1614 (0.1727) loss_bbox_aux_2: 0.1621 (0.1699) loss_bbox_aux_3: 0.1554 (0.1679) loss_bbox_aux_4: 0.1551 (0.1677) loss_bbox_aux_5: 0.2171 (0.2228) loss_bbox_dn_0: 0.3039 (0.3026) loss_bbox_dn_1: 0.2353 (0.2329) loss_bbox_dn_2: 0.2224 (0.2111) loss_bbox_dn_3: 0.2132 (0.2037) loss_bbox_dn_4: 0.2099 (0.2022) loss_bbox_dn_5: 0.2096 (0.2022) loss_giou: 0.4491 (0.5044) loss_giou_aux_0: 0.4541 (0.5299) loss_giou_aux_1: 0.4376 (0.5141) loss_giou_aux_2: 0.4453 (0.5088) loss_giou_aux_3: 0.4448 (0.5056) loss_giou_aux_4: 0.4464 (0.5047) loss_giou_aux_5: 0.5490 (0.6013) loss_giou_dn_0: 0.6112 (0.6289) loss_giou_dn_1: 0.4992 (0.5245) loss_giou_dn_2: 0.4652 (0.4966) loss_giou_dn_3: 0.4576 (0.4881) loss_giou_dn_4: 0.4572 (0.4861) loss_giou_dn_5: 0.4572 (0.4863) loss_vfl: 0.7196 (0.7155) loss_vfl_aux_0: 0.8053 (0.8407) loss_vfl_aux_1: 0.7781 (0.7838) loss_vfl_aux_2: 0.7556 (0.7452) loss_vfl_aux_3: 0.7310 (0.7268) loss_vfl_aux_4: 0.7285 (0.7183) loss_vfl_aux_5: 0.8045 (0.8134) loss_vfl_dn_0: 0.4703 (0.4690) loss_vfl_dn_1: 0.4053 (0.4076) loss_vfl_dn_2: 0.3862 (0.3909) loss_vfl_dn_3: 0.3764 (0.3833) loss_vfl_dn_4: 0.3699 (0.3805) loss_vfl_dn_5: 0.3697 (0.3797) time: 0.4681 data: 0.0144 max mem: 5654 Epoch: [20] [3900/7393] eta: 0:27:56 lr: 0.000010 loss: 17.1067 (17.1383) loss_bbox: 0.1476 (0.1677) loss_bbox_aux_0: 0.1655 (0.1812) loss_bbox_aux_1: 0.1544 (0.1726) loss_bbox_aux_2: 0.1516 (0.1699) loss_bbox_aux_3: 0.1521 (0.1678) loss_bbox_aux_4: 0.1470 (0.1676) loss_bbox_aux_5: 0.1976 (0.2226) loss_bbox_dn_0: 0.2638 (0.3025) loss_bbox_dn_1: 0.2020 (0.2328) loss_bbox_dn_2: 0.1818 (0.2110) loss_bbox_dn_3: 0.1788 (0.2036) loss_bbox_dn_4: 0.1779 (0.2021) loss_bbox_dn_5: 0.1773 (0.2021) loss_giou: 0.5096 (0.5045) loss_giou_aux_0: 0.5510 (0.5300) loss_giou_aux_1: 0.5228 (0.5141) loss_giou_aux_2: 0.5154 (0.5089) loss_giou_aux_3: 0.5163 (0.5057) loss_giou_aux_4: 0.5097 (0.5048) loss_giou_aux_5: 0.6420 (0.6013) loss_giou_dn_0: 0.6340 (0.6289) loss_giou_dn_1: 0.5374 (0.5246) loss_giou_dn_2: 0.5029 (0.4967) loss_giou_dn_3: 0.4948 (0.4881) loss_giou_dn_4: 0.4930 (0.4862) loss_giou_dn_5: 0.4929 (0.4863) loss_vfl: 0.6992 (0.7154) loss_vfl_aux_0: 0.8063 (0.8407) loss_vfl_aux_1: 0.7743 (0.7837) loss_vfl_aux_2: 0.7170 (0.7452) loss_vfl_aux_3: 0.7041 (0.7268) loss_vfl_aux_4: 0.6929 (0.7182) loss_vfl_aux_5: 0.7739 (0.8134) loss_vfl_dn_0: 0.4777 (0.4690) loss_vfl_dn_1: 0.4129 (0.4077) loss_vfl_dn_2: 0.3958 (0.3910) loss_vfl_dn_3: 0.3870 (0.3834) loss_vfl_dn_4: 0.3850 (0.3806) loss_vfl_dn_5: 0.3865 (0.3798) time: 0.4697 data: 0.0137 max mem: 5654 Epoch: [20] [4000/7393] eta: 0:27:08 lr: 0.000010 loss: 16.9512 (17.1386) loss_bbox: 0.1672 (0.1678) loss_bbox_aux_0: 0.1870 (0.1813) loss_bbox_aux_1: 0.1673 (0.1728) loss_bbox_aux_2: 0.1708 (0.1699) loss_bbox_aux_3: 0.1704 (0.1680) loss_bbox_aux_4: 0.1663 (0.1677) loss_bbox_aux_5: 0.2224 (0.2228) loss_bbox_dn_0: 0.3059 (0.3026) loss_bbox_dn_1: 0.2460 (0.2329) loss_bbox_dn_2: 0.2210 (0.2110) loss_bbox_dn_3: 0.2094 (0.2037) loss_bbox_dn_4: 0.2078 (0.2021) loss_bbox_dn_5: 0.2080 (0.2021) loss_giou: 0.4570 (0.5044) loss_giou_aux_0: 0.4873 (0.5298) loss_giou_aux_1: 0.4750 (0.5140) loss_giou_aux_2: 0.4677 (0.5088) loss_giou_aux_3: 0.4594 (0.5057) loss_giou_aux_4: 0.4547 (0.5047) loss_giou_aux_5: 0.5536 (0.6013) loss_giou_dn_0: 0.5976 (0.6288) loss_giou_dn_1: 0.4890 (0.5245) loss_giou_dn_2: 0.4579 (0.4965) loss_giou_dn_3: 0.4511 (0.4880) loss_giou_dn_4: 0.4487 (0.4860) loss_giou_dn_5: 0.4490 (0.4862) loss_vfl: 0.7217 (0.7154) loss_vfl_aux_0: 0.8244 (0.8411) loss_vfl_aux_1: 0.8139 (0.7840) loss_vfl_aux_2: 0.7147 (0.7453) loss_vfl_aux_3: 0.7135 (0.7268) loss_vfl_aux_4: 0.7091 (0.7182) loss_vfl_aux_5: 0.7991 (0.8137) loss_vfl_dn_0: 0.4684 (0.4690) loss_vfl_dn_1: 0.4083 (0.4076) loss_vfl_dn_2: 0.3877 (0.3910) loss_vfl_dn_3: 0.3841 (0.3833) loss_vfl_dn_4: 0.3802 (0.3805) loss_vfl_dn_5: 0.3791 (0.3797) time: 0.4720 data: 0.0141 max mem: 5654 Epoch: [20] [4100/7393] eta: 0:26:20 lr: 0.000010 loss: 17.1175 (17.1393) loss_bbox: 0.1459 (0.1679) loss_bbox_aux_0: 0.1702 (0.1813) loss_bbox_aux_1: 0.1558 (0.1728) loss_bbox_aux_2: 0.1485 (0.1700) loss_bbox_aux_3: 0.1454 (0.1681) loss_bbox_aux_4: 0.1457 (0.1678) loss_bbox_aux_5: 0.2034 (0.2228) loss_bbox_dn_0: 0.2702 (0.3025) loss_bbox_dn_1: 0.2081 (0.2328) loss_bbox_dn_2: 0.1948 (0.2110) loss_bbox_dn_3: 0.1863 (0.2037) loss_bbox_dn_4: 0.1839 (0.2021) loss_bbox_dn_5: 0.1843 (0.2021) loss_giou: 0.5123 (0.5047) loss_giou_aux_0: 0.5447 (0.5302) loss_giou_aux_1: 0.5147 (0.5143) loss_giou_aux_2: 0.5179 (0.5091) loss_giou_aux_3: 0.5088 (0.5060) loss_giou_aux_4: 0.5099 (0.5050) loss_giou_aux_5: 0.6098 (0.6016) loss_giou_dn_0: 0.6421 (0.6289) loss_giou_dn_1: 0.5300 (0.5246) loss_giou_dn_2: 0.5019 (0.4967) loss_giou_dn_3: 0.4911 (0.4882) loss_giou_dn_4: 0.4888 (0.4862) loss_giou_dn_5: 0.4892 (0.4863) loss_vfl: 0.6880 (0.7151) loss_vfl_aux_0: 0.8009 (0.8408) loss_vfl_aux_1: 0.7478 (0.7836) loss_vfl_aux_2: 0.7081 (0.7448) loss_vfl_aux_3: 0.6769 (0.7264) loss_vfl_aux_4: 0.6841 (0.7178) loss_vfl_aux_5: 0.8011 (0.8133) loss_vfl_dn_0: 0.4656 (0.4689) loss_vfl_dn_1: 0.4098 (0.4076) loss_vfl_dn_2: 0.3960 (0.3909) loss_vfl_dn_3: 0.3877 (0.3833) loss_vfl_dn_4: 0.3848 (0.3805) loss_vfl_dn_5: 0.3839 (0.3797) time: 0.4624 data: 0.0145 max mem: 5654 Epoch: [20] [4200/7393] eta: 0:25:31 lr: 0.000010 loss: 16.7270 (17.1361) loss_bbox: 0.1581 (0.1679) loss_bbox_aux_0: 0.1820 (0.1813) loss_bbox_aux_1: 0.1699 (0.1728) loss_bbox_aux_2: 0.1670 (0.1700) loss_bbox_aux_3: 0.1625 (0.1681) loss_bbox_aux_4: 0.1608 (0.1678) loss_bbox_aux_5: 0.2028 (0.2228) loss_bbox_dn_0: 0.2811 (0.3024) loss_bbox_dn_1: 0.2127 (0.2327) loss_bbox_dn_2: 0.1893 (0.2109) loss_bbox_dn_3: 0.1808 (0.2035) loss_bbox_dn_4: 0.1816 (0.2020) loss_bbox_dn_5: 0.1820 (0.2020) loss_giou: 0.4738 (0.5051) loss_giou_aux_0: 0.4998 (0.5304) loss_giou_aux_1: 0.4828 (0.5146) loss_giou_aux_2: 0.4808 (0.5094) loss_giou_aux_3: 0.4760 (0.5063) loss_giou_aux_4: 0.4764 (0.5054) loss_giou_aux_5: 0.5613 (0.6019) loss_giou_dn_0: 0.6129 (0.6290) loss_giou_dn_1: 0.5039 (0.5247) loss_giou_dn_2: 0.4789 (0.4967) loss_giou_dn_3: 0.4711 (0.4882) loss_giou_dn_4: 0.4704 (0.4862) loss_giou_dn_5: 0.4705 (0.4864) loss_vfl: 0.6907 (0.7145) loss_vfl_aux_0: 0.8061 (0.8402) loss_vfl_aux_1: 0.7442 (0.7829) loss_vfl_aux_2: 0.7087 (0.7442) loss_vfl_aux_3: 0.6934 (0.7258) loss_vfl_aux_4: 0.6861 (0.7172) loss_vfl_aux_5: 0.7967 (0.8129) loss_vfl_dn_0: 0.4668 (0.4688) loss_vfl_dn_1: 0.4017 (0.4075) loss_vfl_dn_2: 0.3900 (0.3908) loss_vfl_dn_3: 0.3766 (0.3832) loss_vfl_dn_4: 0.3762 (0.3804) loss_vfl_dn_5: 0.3736 (0.3796) time: 0.4669 data: 0.0145 max mem: 5654 Epoch: [20] [4300/7393] eta: 0:24:42 lr: 0.000010 loss: 17.8206 (17.1424) loss_bbox: 0.1654 (0.1679) loss_bbox_aux_0: 0.1796 (0.1813) loss_bbox_aux_1: 0.1784 (0.1728) loss_bbox_aux_2: 0.1658 (0.1700) loss_bbox_aux_3: 0.1710 (0.1681) loss_bbox_aux_4: 0.1658 (0.1678) loss_bbox_aux_5: 0.2070 (0.2227) loss_bbox_dn_0: 0.2886 (0.3022) loss_bbox_dn_1: 0.2220 (0.2326) loss_bbox_dn_2: 0.2051 (0.2108) loss_bbox_dn_3: 0.1998 (0.2035) loss_bbox_dn_4: 0.1976 (0.2019) loss_bbox_dn_5: 0.1977 (0.2019) loss_giou: 0.5103 (0.5057) loss_giou_aux_0: 0.5314 (0.5310) loss_giou_aux_1: 0.5203 (0.5152) loss_giou_aux_2: 0.5091 (0.5100) loss_giou_aux_3: 0.5146 (0.5069) loss_giou_aux_4: 0.5065 (0.5060) loss_giou_aux_5: 0.5944 (0.6024) loss_giou_dn_0: 0.6347 (0.6294) loss_giou_dn_1: 0.5321 (0.5251) loss_giou_dn_2: 0.5097 (0.4972) loss_giou_dn_3: 0.4998 (0.4886) loss_giou_dn_4: 0.4931 (0.4867) loss_giou_dn_5: 0.4929 (0.4868) loss_vfl: 0.7099 (0.7145) loss_vfl_aux_0: 0.8387 (0.8400) loss_vfl_aux_1: 0.7925 (0.7829) loss_vfl_aux_2: 0.7492 (0.7442) loss_vfl_aux_3: 0.7281 (0.7257) loss_vfl_aux_4: 0.7256 (0.7171) loss_vfl_aux_5: 0.7925 (0.8127) loss_vfl_dn_0: 0.4681 (0.4688) loss_vfl_dn_1: 0.4083 (0.4076) loss_vfl_dn_2: 0.3927 (0.3909) loss_vfl_dn_3: 0.3900 (0.3833) loss_vfl_dn_4: 0.3859 (0.3805) loss_vfl_dn_5: 0.3866 (0.3797) time: 0.4638 data: 0.0145 max mem: 5654 Epoch: [20] [4400/7393] eta: 0:23:57 lr: 0.000010 loss: 17.1901 (17.1425) loss_bbox: 0.1530 (0.1678) loss_bbox_aux_0: 0.1604 (0.1812) loss_bbox_aux_1: 0.1549 (0.1727) loss_bbox_aux_2: 0.1563 (0.1700) loss_bbox_aux_3: 0.1547 (0.1680) loss_bbox_aux_4: 0.1530 (0.1677) loss_bbox_aux_5: 0.1887 (0.2226) loss_bbox_dn_0: 0.2517 (0.3021) loss_bbox_dn_1: 0.1966 (0.2325) loss_bbox_dn_2: 0.1837 (0.2107) loss_bbox_dn_3: 0.1740 (0.2035) loss_bbox_dn_4: 0.1734 (0.2019) loss_bbox_dn_5: 0.1734 (0.2019) loss_giou: 0.5379 (0.5057) loss_giou_aux_0: 0.5495 (0.5310) loss_giou_aux_1: 0.5374 (0.5152) loss_giou_aux_2: 0.5384 (0.5100) loss_giou_aux_3: 0.5383 (0.5070) loss_giou_aux_4: 0.5376 (0.5060) loss_giou_aux_5: 0.6179 (0.6024) loss_giou_dn_0: 0.6314 (0.6294) loss_giou_dn_1: 0.5384 (0.5251) loss_giou_dn_2: 0.5060 (0.4972) loss_giou_dn_3: 0.4980 (0.4887) loss_giou_dn_4: 0.4957 (0.4867) loss_giou_dn_5: 0.4957 (0.4869) loss_vfl: 0.6816 (0.7147) loss_vfl_aux_0: 0.7500 (0.8399) loss_vfl_aux_1: 0.7337 (0.7831) loss_vfl_aux_2: 0.7053 (0.7443) loss_vfl_aux_3: 0.6907 (0.7258) loss_vfl_aux_4: 0.6768 (0.7173) loss_vfl_aux_5: 0.7509 (0.8128) loss_vfl_dn_0: 0.4591 (0.4688) loss_vfl_dn_1: 0.3986 (0.4076) loss_vfl_dn_2: 0.3829 (0.3910) loss_vfl_dn_3: 0.3784 (0.3833) loss_vfl_dn_4: 0.3756 (0.3805) loss_vfl_dn_5: 0.3742 (0.3797) time: 0.4802 data: 0.0143 max mem: 5654 Epoch: [20] [4500/7393] eta: 0:23:09 lr: 0.000010 loss: 16.7906 (17.1413) loss_bbox: 0.1651 (0.1678) loss_bbox_aux_0: 0.1744 (0.1813) loss_bbox_aux_1: 0.1691 (0.1727) loss_bbox_aux_2: 0.1616 (0.1700) loss_bbox_aux_3: 0.1619 (0.1681) loss_bbox_aux_4: 0.1635 (0.1677) loss_bbox_aux_5: 0.2152 (0.2226) loss_bbox_dn_0: 0.2598 (0.3020) loss_bbox_dn_1: 0.2071 (0.2325) loss_bbox_dn_2: 0.1875 (0.2107) loss_bbox_dn_3: 0.1817 (0.2034) loss_bbox_dn_4: 0.1803 (0.2018) loss_bbox_dn_5: 0.1800 (0.2018) loss_giou: 0.4911 (0.5058) loss_giou_aux_0: 0.4979 (0.5311) loss_giou_aux_1: 0.4931 (0.5152) loss_giou_aux_2: 0.4845 (0.5101) loss_giou_aux_3: 0.4943 (0.5071) loss_giou_aux_4: 0.4909 (0.5061) loss_giou_aux_5: 0.5705 (0.6024) loss_giou_dn_0: 0.6062 (0.6293) loss_giou_dn_1: 0.4982 (0.5250) loss_giou_dn_2: 0.4764 (0.4972) loss_giou_dn_3: 0.4716 (0.4887) loss_giou_dn_4: 0.4683 (0.4867) loss_giou_dn_5: 0.4684 (0.4868) loss_vfl: 0.7088 (0.7146) loss_vfl_aux_0: 0.8504 (0.8396) loss_vfl_aux_1: 0.7968 (0.7829) loss_vfl_aux_2: 0.7547 (0.7440) loss_vfl_aux_3: 0.7293 (0.7256) loss_vfl_aux_4: 0.7142 (0.7172) loss_vfl_aux_5: 0.8521 (0.8128) loss_vfl_dn_0: 0.4706 (0.4688) loss_vfl_dn_1: 0.4036 (0.4075) loss_vfl_dn_2: 0.3885 (0.3909) loss_vfl_dn_3: 0.3805 (0.3833) loss_vfl_dn_4: 0.3775 (0.3805) loss_vfl_dn_5: 0.3769 (0.3797) time: 0.4683 data: 0.0137 max mem: 5654 Epoch: [20] [4600/7393] eta: 0:22:20 lr: 0.000010 loss: 17.4734 (17.1382) loss_bbox: 0.1675 (0.1678) loss_bbox_aux_0: 0.1807 (0.1813) loss_bbox_aux_1: 0.1723 (0.1727) loss_bbox_aux_2: 0.1699 (0.1700) loss_bbox_aux_3: 0.1638 (0.1680) loss_bbox_aux_4: 0.1666 (0.1677) loss_bbox_aux_5: 0.2145 (0.2227) loss_bbox_dn_0: 0.3109 (0.3022) loss_bbox_dn_1: 0.2393 (0.2326) loss_bbox_dn_2: 0.2123 (0.2108) loss_bbox_dn_3: 0.2029 (0.2034) loss_bbox_dn_4: 0.2008 (0.2019) loss_bbox_dn_5: 0.2007 (0.2019) loss_giou: 0.4685 (0.5056) loss_giou_aux_0: 0.5053 (0.5310) loss_giou_aux_1: 0.4763 (0.5150) loss_giou_aux_2: 0.4740 (0.5099) loss_giou_aux_3: 0.4680 (0.5068) loss_giou_aux_4: 0.4622 (0.5059) loss_giou_aux_5: 0.5549 (0.6023) loss_giou_dn_0: 0.6265 (0.6291) loss_giou_dn_1: 0.5085 (0.5249) loss_giou_dn_2: 0.4735 (0.4970) loss_giou_dn_3: 0.4656 (0.4885) loss_giou_dn_4: 0.4644 (0.4865) loss_giou_dn_5: 0.4643 (0.4866) loss_vfl: 0.7088 (0.7145) loss_vfl_aux_0: 0.8311 (0.8393) loss_vfl_aux_1: 0.7790 (0.7827) loss_vfl_aux_2: 0.7500 (0.7440) loss_vfl_aux_3: 0.7203 (0.7257) loss_vfl_aux_4: 0.7042 (0.7172) loss_vfl_aux_5: 0.8179 (0.8127) loss_vfl_dn_0: 0.4622 (0.4687) loss_vfl_dn_1: 0.4028 (0.4074) loss_vfl_dn_2: 0.3818 (0.3908) loss_vfl_dn_3: 0.3744 (0.3832) loss_vfl_dn_4: 0.3684 (0.3804) loss_vfl_dn_5: 0.3672 (0.3796) time: 0.4621 data: 0.0140 max mem: 5654 Epoch: [20] [4700/7393] eta: 0:21:32 lr: 0.000010 loss: 17.6610 (17.1385) loss_bbox: 0.1616 (0.1678) loss_bbox_aux_0: 0.1616 (0.1814) loss_bbox_aux_1: 0.1581 (0.1728) loss_bbox_aux_2: 0.1523 (0.1700) loss_bbox_aux_3: 0.1586 (0.1680) loss_bbox_aux_4: 0.1602 (0.1677) loss_bbox_aux_5: 0.2117 (0.2227) loss_bbox_dn_0: 0.2816 (0.3024) loss_bbox_dn_1: 0.2265 (0.2327) loss_bbox_dn_2: 0.2094 (0.2109) loss_bbox_dn_3: 0.2044 (0.2036) loss_bbox_dn_4: 0.2040 (0.2020) loss_bbox_dn_5: 0.2042 (0.2020) loss_giou: 0.5114 (0.5053) loss_giou_aux_0: 0.5335 (0.5308) loss_giou_aux_1: 0.5305 (0.5149) loss_giou_aux_2: 0.5221 (0.5097) loss_giou_aux_3: 0.5086 (0.5066) loss_giou_aux_4: 0.5100 (0.5056) loss_giou_aux_5: 0.5930 (0.6020) loss_giou_dn_0: 0.6291 (0.6290) loss_giou_dn_1: 0.5179 (0.5248) loss_giou_dn_2: 0.4855 (0.4969) loss_giou_dn_3: 0.4761 (0.4884) loss_giou_dn_4: 0.4734 (0.4864) loss_giou_dn_5: 0.4735 (0.4865) loss_vfl: 0.7684 (0.7148) loss_vfl_aux_0: 0.8496 (0.8395) loss_vfl_aux_1: 0.8142 (0.7828) loss_vfl_aux_2: 0.7792 (0.7443) loss_vfl_aux_3: 0.7635 (0.7259) loss_vfl_aux_4: 0.7647 (0.7175) loss_vfl_aux_5: 0.8441 (0.8130) loss_vfl_dn_0: 0.4701 (0.4687) loss_vfl_dn_1: 0.4130 (0.4074) loss_vfl_dn_2: 0.3983 (0.3908) loss_vfl_dn_3: 0.3896 (0.3832) loss_vfl_dn_4: 0.3855 (0.3804) loss_vfl_dn_5: 0.3861 (0.3795) time: 0.4663 data: 0.0138 max mem: 5654 Epoch: [20] [4800/7393] eta: 0:20:46 lr: 0.000010 loss: 16.4729 (17.1357) loss_bbox: 0.1554 (0.1678) loss_bbox_aux_0: 0.1717 (0.1814) loss_bbox_aux_1: 0.1565 (0.1728) loss_bbox_aux_2: 0.1589 (0.1701) loss_bbox_aux_3: 0.1551 (0.1681) loss_bbox_aux_4: 0.1571 (0.1677) loss_bbox_aux_5: 0.1979 (0.2227) loss_bbox_dn_0: 0.2748 (0.3024) loss_bbox_dn_1: 0.2092 (0.2327) loss_bbox_dn_2: 0.1983 (0.2109) loss_bbox_dn_3: 0.1974 (0.2036) loss_bbox_dn_4: 0.1971 (0.2020) loss_bbox_dn_5: 0.1969 (0.2020) loss_giou: 0.4837 (0.5050) loss_giou_aux_0: 0.5001 (0.5304) loss_giou_aux_1: 0.4841 (0.5146) loss_giou_aux_2: 0.4893 (0.5094) loss_giou_aux_3: 0.4867 (0.5063) loss_giou_aux_4: 0.4889 (0.5053) loss_giou_aux_5: 0.5902 (0.6017) loss_giou_dn_0: 0.6107 (0.6288) loss_giou_dn_1: 0.5063 (0.5245) loss_giou_dn_2: 0.4831 (0.4966) loss_giou_dn_3: 0.4801 (0.4881) loss_giou_dn_4: 0.4773 (0.4861) loss_giou_dn_5: 0.4782 (0.4863) loss_vfl: 0.6921 (0.7150) loss_vfl_aux_0: 0.8278 (0.8395) loss_vfl_aux_1: 0.7674 (0.7828) loss_vfl_aux_2: 0.7333 (0.7442) loss_vfl_aux_3: 0.7028 (0.7260) loss_vfl_aux_4: 0.6980 (0.7177) loss_vfl_aux_5: 0.8097 (0.8131) loss_vfl_dn_0: 0.4619 (0.4687) loss_vfl_dn_1: 0.3954 (0.4073) loss_vfl_dn_2: 0.3772 (0.3908) loss_vfl_dn_3: 0.3710 (0.3831) loss_vfl_dn_4: 0.3671 (0.3803) loss_vfl_dn_5: 0.3660 (0.3795) time: 0.7408 data: 0.0148 max mem: 5654 Epoch: [20] [4900/7393] eta: 0:19:58 lr: 0.000010 loss: 16.4203 (17.1350) loss_bbox: 0.1524 (0.1679) loss_bbox_aux_0: 0.1653 (0.1815) loss_bbox_aux_1: 0.1603 (0.1729) loss_bbox_aux_2: 0.1571 (0.1702) loss_bbox_aux_3: 0.1546 (0.1682) loss_bbox_aux_4: 0.1527 (0.1678) loss_bbox_aux_5: 0.2178 (0.2229) loss_bbox_dn_0: 0.2778 (0.3026) loss_bbox_dn_1: 0.2234 (0.2329) loss_bbox_dn_2: 0.2049 (0.2111) loss_bbox_dn_3: 0.1999 (0.2037) loss_bbox_dn_4: 0.1995 (0.2021) loss_bbox_dn_5: 0.1989 (0.2021) loss_giou: 0.4562 (0.5049) loss_giou_aux_0: 0.4706 (0.5304) loss_giou_aux_1: 0.4595 (0.5145) loss_giou_aux_2: 0.4603 (0.5093) loss_giou_aux_3: 0.4533 (0.5062) loss_giou_aux_4: 0.4560 (0.5052) loss_giou_aux_5: 0.5423 (0.6016) loss_giou_dn_0: 0.5844 (0.6287) loss_giou_dn_1: 0.4819 (0.5244) loss_giou_dn_2: 0.4480 (0.4965) loss_giou_dn_3: 0.4400 (0.4880) loss_giou_dn_4: 0.4395 (0.4860) loss_giou_dn_5: 0.4395 (0.4862) loss_vfl: 0.6939 (0.7149) loss_vfl_aux_0: 0.8423 (0.8394) loss_vfl_aux_1: 0.7721 (0.7828) loss_vfl_aux_2: 0.7433 (0.7442) loss_vfl_aux_3: 0.6946 (0.7259) loss_vfl_aux_4: 0.7078 (0.7176) loss_vfl_aux_5: 0.8276 (0.8132) loss_vfl_dn_0: 0.4603 (0.4686) loss_vfl_dn_1: 0.3975 (0.4073) loss_vfl_dn_2: 0.3860 (0.3907) loss_vfl_dn_3: 0.3765 (0.3831) loss_vfl_dn_4: 0.3746 (0.3803) loss_vfl_dn_5: 0.3768 (0.3795) time: 0.4888 data: 0.0148 max mem: 5654 Epoch: [20] [5000/7393] eta: 0:19:09 lr: 0.000010 loss: 17.3338 (17.1365) loss_bbox: 0.1662 (0.1679) loss_bbox_aux_0: 0.1725 (0.1815) loss_bbox_aux_1: 0.1651 (0.1729) loss_bbox_aux_2: 0.1636 (0.1702) loss_bbox_aux_3: 0.1641 (0.1682) loss_bbox_aux_4: 0.1641 (0.1678) loss_bbox_aux_5: 0.2163 (0.2229) loss_bbox_dn_0: 0.2915 (0.3027) loss_bbox_dn_1: 0.2366 (0.2330) loss_bbox_dn_2: 0.2105 (0.2111) loss_bbox_dn_3: 0.2075 (0.2038) loss_bbox_dn_4: 0.2076 (0.2022) loss_bbox_dn_5: 0.2077 (0.2022) loss_giou: 0.5230 (0.5048) loss_giou_aux_0: 0.5486 (0.5302) loss_giou_aux_1: 0.5269 (0.5143) loss_giou_aux_2: 0.5338 (0.5092) loss_giou_aux_3: 0.5216 (0.5060) loss_giou_aux_4: 0.5205 (0.5050) loss_giou_aux_5: 0.6101 (0.6015) loss_giou_dn_0: 0.6534 (0.6286) loss_giou_dn_1: 0.5501 (0.5243) loss_giou_dn_2: 0.5222 (0.4964) loss_giou_dn_3: 0.5154 (0.4879) loss_giou_dn_4: 0.5118 (0.4859) loss_giou_dn_5: 0.5120 (0.4861) loss_vfl: 0.7192 (0.7152) loss_vfl_aux_0: 0.8298 (0.8397) loss_vfl_aux_1: 0.7970 (0.7832) loss_vfl_aux_2: 0.7498 (0.7445) loss_vfl_aux_3: 0.7360 (0.7263) loss_vfl_aux_4: 0.7265 (0.7180) loss_vfl_aux_5: 0.8174 (0.8135) loss_vfl_dn_0: 0.4674 (0.4686) loss_vfl_dn_1: 0.4112 (0.4073) loss_vfl_dn_2: 0.3932 (0.3907) loss_vfl_dn_3: 0.3854 (0.3831) loss_vfl_dn_4: 0.3817 (0.3803) loss_vfl_dn_5: 0.3818 (0.3795) time: 0.4803 data: 0.0139 max mem: 5654 Epoch: [20] [5100/7393] eta: 0:18:21 lr: 0.000010 loss: 16.9239 (17.1354) loss_bbox: 0.1644 (0.1679) loss_bbox_aux_0: 0.1860 (0.1814) loss_bbox_aux_1: 0.1733 (0.1728) loss_bbox_aux_2: 0.1735 (0.1702) loss_bbox_aux_3: 0.1702 (0.1681) loss_bbox_aux_4: 0.1672 (0.1678) loss_bbox_aux_5: 0.2181 (0.2228) loss_bbox_dn_0: 0.3258 (0.3027) loss_bbox_dn_1: 0.2469 (0.2329) loss_bbox_dn_2: 0.2178 (0.2111) loss_bbox_dn_3: 0.2018 (0.2038) loss_bbox_dn_4: 0.1982 (0.2022) loss_bbox_dn_5: 0.1980 (0.2022) loss_giou: 0.4870 (0.5048) loss_giou_aux_0: 0.5009 (0.5301) loss_giou_aux_1: 0.4809 (0.5143) loss_giou_aux_2: 0.4822 (0.5092) loss_giou_aux_3: 0.4861 (0.5060) loss_giou_aux_4: 0.4831 (0.5051) loss_giou_aux_5: 0.5702 (0.6014) loss_giou_dn_0: 0.6243 (0.6286) loss_giou_dn_1: 0.5194 (0.5244) loss_giou_dn_2: 0.4855 (0.4965) loss_giou_dn_3: 0.4787 (0.4880) loss_giou_dn_4: 0.4755 (0.4860) loss_giou_dn_5: 0.4765 (0.4862) loss_vfl: 0.6741 (0.7150) loss_vfl_aux_0: 0.8119 (0.8397) loss_vfl_aux_1: 0.7599 (0.7831) loss_vfl_aux_2: 0.7147 (0.7443) loss_vfl_aux_3: 0.6873 (0.7261) loss_vfl_aux_4: 0.6757 (0.7178) loss_vfl_aux_5: 0.7774 (0.8133) loss_vfl_dn_0: 0.4600 (0.4686) loss_vfl_dn_1: 0.4061 (0.4073) loss_vfl_dn_2: 0.3906 (0.3907) loss_vfl_dn_3: 0.3839 (0.3831) loss_vfl_dn_4: 0.3791 (0.3803) loss_vfl_dn_5: 0.3783 (0.3795) time: 0.4739 data: 0.0143 max mem: 5654 Epoch: [20] [5200/7393] eta: 0:17:33 lr: 0.000010 loss: 17.3966 (17.1361) loss_bbox: 0.1641 (0.1679) loss_bbox_aux_0: 0.1749 (0.1814) loss_bbox_aux_1: 0.1641 (0.1728) loss_bbox_aux_2: 0.1632 (0.1702) loss_bbox_aux_3: 0.1660 (0.1682) loss_bbox_aux_4: 0.1612 (0.1678) loss_bbox_aux_5: 0.2205 (0.2228) loss_bbox_dn_0: 0.2865 (0.3025) loss_bbox_dn_1: 0.2233 (0.2328) loss_bbox_dn_2: 0.2085 (0.2110) loss_bbox_dn_3: 0.1969 (0.2036) loss_bbox_dn_4: 0.1972 (0.2021) loss_bbox_dn_5: 0.1970 (0.2020) loss_giou: 0.5432 (0.5051) loss_giou_aux_0: 0.5652 (0.5305) loss_giou_aux_1: 0.5617 (0.5147) loss_giou_aux_2: 0.5534 (0.5096) loss_giou_aux_3: 0.5450 (0.5064) loss_giou_aux_4: 0.5411 (0.5054) loss_giou_aux_5: 0.6331 (0.6018) loss_giou_dn_0: 0.6641 (0.6287) loss_giou_dn_1: 0.5668 (0.5245) loss_giou_dn_2: 0.5396 (0.4966) loss_giou_dn_3: 0.5341 (0.4881) loss_giou_dn_4: 0.5324 (0.4861) loss_giou_dn_5: 0.5324 (0.4863) loss_vfl: 0.6667 (0.7148) loss_vfl_aux_0: 0.8078 (0.8395) loss_vfl_aux_1: 0.7502 (0.7829) loss_vfl_aux_2: 0.6864 (0.7441) loss_vfl_aux_3: 0.6811 (0.7258) loss_vfl_aux_4: 0.6705 (0.7175) loss_vfl_aux_5: 0.7771 (0.8131) loss_vfl_dn_0: 0.4629 (0.4685) loss_vfl_dn_1: 0.4092 (0.4073) loss_vfl_dn_2: 0.3905 (0.3907) loss_vfl_dn_3: 0.3848 (0.3831) loss_vfl_dn_4: 0.3819 (0.3803) loss_vfl_dn_5: 0.3811 (0.3795) time: 0.4889 data: 0.0147 max mem: 5654 Epoch: [20] [5300/7393] eta: 0:16:46 lr: 0.000010 loss: 16.2520 (17.1366) loss_bbox: 0.1573 (0.1678) loss_bbox_aux_0: 0.1642 (0.1813) loss_bbox_aux_1: 0.1608 (0.1727) loss_bbox_aux_2: 0.1631 (0.1701) loss_bbox_aux_3: 0.1573 (0.1681) loss_bbox_aux_4: 0.1574 (0.1677) loss_bbox_aux_5: 0.2030 (0.2226) loss_bbox_dn_0: 0.2506 (0.3023) loss_bbox_dn_1: 0.1929 (0.2326) loss_bbox_dn_2: 0.1736 (0.2108) loss_bbox_dn_3: 0.1677 (0.2034) loss_bbox_dn_4: 0.1668 (0.2019) loss_bbox_dn_5: 0.1668 (0.2019) loss_giou: 0.4834 (0.5055) loss_giou_aux_0: 0.5072 (0.5308) loss_giou_aux_1: 0.4947 (0.5151) loss_giou_aux_2: 0.4847 (0.5100) loss_giou_aux_3: 0.4858 (0.5068) loss_giou_aux_4: 0.4838 (0.5058) loss_giou_aux_5: 0.5591 (0.6022) loss_giou_dn_0: 0.5755 (0.6288) loss_giou_dn_1: 0.4794 (0.5246) loss_giou_dn_2: 0.4535 (0.4968) loss_giou_dn_3: 0.4458 (0.4882) loss_giou_dn_4: 0.4444 (0.4863) loss_giou_dn_5: 0.4448 (0.4864) loss_vfl: 0.6779 (0.7147) loss_vfl_aux_0: 0.8209 (0.8394) loss_vfl_aux_1: 0.7477 (0.7827) loss_vfl_aux_2: 0.6966 (0.7439) loss_vfl_aux_3: 0.6884 (0.7257) loss_vfl_aux_4: 0.6835 (0.7175) loss_vfl_aux_5: 0.7998 (0.8128) loss_vfl_dn_0: 0.4681 (0.4685) loss_vfl_dn_1: 0.3961 (0.4073) loss_vfl_dn_2: 0.3791 (0.3907) loss_vfl_dn_3: 0.3720 (0.3831) loss_vfl_dn_4: 0.3700 (0.3803) loss_vfl_dn_5: 0.3685 (0.3795) time: 0.4759 data: 0.0141 max mem: 5654 Epoch: [20] [5400/7393] eta: 0:15:58 lr: 0.000010 loss: 17.2639 (17.1367) loss_bbox: 0.1587 (0.1679) loss_bbox_aux_0: 0.1808 (0.1814) loss_bbox_aux_1: 0.1674 (0.1728) loss_bbox_aux_2: 0.1564 (0.1702) loss_bbox_aux_3: 0.1567 (0.1681) loss_bbox_aux_4: 0.1557 (0.1678) loss_bbox_aux_5: 0.2168 (0.2227) loss_bbox_dn_0: 0.2957 (0.3023) loss_bbox_dn_1: 0.2299 (0.2326) loss_bbox_dn_2: 0.2019 (0.2108) loss_bbox_dn_3: 0.1973 (0.2035) loss_bbox_dn_4: 0.1981 (0.2019) loss_bbox_dn_5: 0.1982 (0.2019) loss_giou: 0.5090 (0.5054) loss_giou_aux_0: 0.5179 (0.5307) loss_giou_aux_1: 0.5027 (0.5149) loss_giou_aux_2: 0.5129 (0.5098) loss_giou_aux_3: 0.5005 (0.5066) loss_giou_aux_4: 0.5144 (0.5057) loss_giou_aux_5: 0.5807 (0.6021) loss_giou_dn_0: 0.6238 (0.6288) loss_giou_dn_1: 0.5186 (0.5246) loss_giou_dn_2: 0.4949 (0.4967) loss_giou_dn_3: 0.4849 (0.4882) loss_giou_dn_4: 0.4849 (0.4862) loss_giou_dn_5: 0.4860 (0.4864) loss_vfl: 0.7047 (0.7148) loss_vfl_aux_0: 0.8335 (0.8395) loss_vfl_aux_1: 0.7891 (0.7830) loss_vfl_aux_2: 0.7376 (0.7442) loss_vfl_aux_3: 0.7190 (0.7259) loss_vfl_aux_4: 0.7008 (0.7177) loss_vfl_aux_5: 0.8181 (0.8128) loss_vfl_dn_0: 0.4673 (0.4685) loss_vfl_dn_1: 0.4084 (0.4072) loss_vfl_dn_2: 0.3917 (0.3907) loss_vfl_dn_3: 0.3868 (0.3831) loss_vfl_dn_4: 0.3830 (0.3802) loss_vfl_dn_5: 0.3841 (0.3794) time: 0.4701 data: 0.0137 max mem: 5654 Epoch: [20] [5500/7393] eta: 0:15:10 lr: 0.000010 loss: 16.2300 (17.1352) loss_bbox: 0.1828 (0.1680) loss_bbox_aux_0: 0.1836 (0.1814) loss_bbox_aux_1: 0.1831 (0.1728) loss_bbox_aux_2: 0.1939 (0.1702) loss_bbox_aux_3: 0.1861 (0.1682) loss_bbox_aux_4: 0.1827 (0.1679) loss_bbox_aux_5: 0.2289 (0.2228) loss_bbox_dn_0: 0.3115 (0.3024) loss_bbox_dn_1: 0.2350 (0.2326) loss_bbox_dn_2: 0.2173 (0.2108) loss_bbox_dn_3: 0.2163 (0.2035) loss_bbox_dn_4: 0.2160 (0.2019) loss_bbox_dn_5: 0.2156 (0.2019) loss_giou: 0.4355 (0.5051) loss_giou_aux_0: 0.4602 (0.5303) loss_giou_aux_1: 0.4415 (0.5145) loss_giou_aux_2: 0.4412 (0.5095) loss_giou_aux_3: 0.4373 (0.5063) loss_giou_aux_4: 0.4366 (0.5054) loss_giou_aux_5: 0.5447 (0.6018) loss_giou_dn_0: 0.5702 (0.6286) loss_giou_dn_1: 0.4750 (0.5244) loss_giou_dn_2: 0.4449 (0.4965) loss_giou_dn_3: 0.4384 (0.4879) loss_giou_dn_4: 0.4386 (0.4859) loss_giou_dn_5: 0.4383 (0.4861) loss_vfl: 0.7344 (0.7150) loss_vfl_aux_0: 0.8306 (0.8398) loss_vfl_aux_1: 0.7944 (0.7833) loss_vfl_aux_2: 0.7481 (0.7443) loss_vfl_aux_3: 0.7505 (0.7261) loss_vfl_aux_4: 0.7370 (0.7178) loss_vfl_aux_5: 0.8227 (0.8130) loss_vfl_dn_0: 0.4690 (0.4685) loss_vfl_dn_1: 0.4008 (0.4072) loss_vfl_dn_2: 0.3845 (0.3907) loss_vfl_dn_3: 0.3801 (0.3830) loss_vfl_dn_4: 0.3790 (0.3802) loss_vfl_dn_5: 0.3776 (0.3794) time: 0.4766 data: 0.0141 max mem: 5654 Epoch: [20] [5600/7393] eta: 0:14:21 lr: 0.000010 loss: 17.1144 (17.1378) loss_bbox: 0.1658 (0.1680) loss_bbox_aux_0: 0.1804 (0.1813) loss_bbox_aux_1: 0.1704 (0.1728) loss_bbox_aux_2: 0.1744 (0.1702) loss_bbox_aux_3: 0.1686 (0.1682) loss_bbox_aux_4: 0.1675 (0.1678) loss_bbox_aux_5: 0.2152 (0.2228) loss_bbox_dn_0: 0.2732 (0.3022) loss_bbox_dn_1: 0.2052 (0.2326) loss_bbox_dn_2: 0.1885 (0.2107) loss_bbox_dn_3: 0.1854 (0.2034) loss_bbox_dn_4: 0.1844 (0.2019) loss_bbox_dn_5: 0.1844 (0.2018) loss_giou: 0.5346 (0.5054) loss_giou_aux_0: 0.5448 (0.5307) loss_giou_aux_1: 0.5301 (0.5149) loss_giou_aux_2: 0.5269 (0.5099) loss_giou_aux_3: 0.5334 (0.5067) loss_giou_aux_4: 0.5343 (0.5057) loss_giou_aux_5: 0.6214 (0.6022) loss_giou_dn_0: 0.6393 (0.6287) loss_giou_dn_1: 0.5377 (0.5246) loss_giou_dn_2: 0.5195 (0.4967) loss_giou_dn_3: 0.5086 (0.4882) loss_giou_dn_4: 0.5040 (0.4862) loss_giou_dn_5: 0.5044 (0.4864) loss_vfl: 0.6765 (0.7149) loss_vfl_aux_0: 0.7980 (0.8397) loss_vfl_aux_1: 0.7420 (0.7832) loss_vfl_aux_2: 0.7138 (0.7442) loss_vfl_aux_3: 0.6925 (0.7261) loss_vfl_aux_4: 0.6802 (0.7177) loss_vfl_aux_5: 0.7593 (0.8128) loss_vfl_dn_0: 0.4678 (0.4685) loss_vfl_dn_1: 0.4043 (0.4072) loss_vfl_dn_2: 0.3856 (0.3907) loss_vfl_dn_3: 0.3795 (0.3830) loss_vfl_dn_4: 0.3772 (0.3802) loss_vfl_dn_5: 0.3779 (0.3794) time: 0.4717 data: 0.0144 max mem: 5654 Epoch: [20] [5700/7393] eta: 0:13:33 lr: 0.000010 loss: 17.0410 (17.1398) loss_bbox: 0.1604 (0.1679) loss_bbox_aux_0: 0.1696 (0.1814) loss_bbox_aux_1: 0.1573 (0.1728) loss_bbox_aux_2: 0.1602 (0.1702) loss_bbox_aux_3: 0.1639 (0.1682) loss_bbox_aux_4: 0.1617 (0.1678) loss_bbox_aux_5: 0.1902 (0.2227) loss_bbox_dn_0: 0.2891 (0.3021) loss_bbox_dn_1: 0.2338 (0.2326) loss_bbox_dn_2: 0.2111 (0.2107) loss_bbox_dn_3: 0.2065 (0.2034) loss_bbox_dn_4: 0.2054 (0.2018) loss_bbox_dn_5: 0.2053 (0.2018) loss_giou: 0.5121 (0.5055) loss_giou_aux_0: 0.5297 (0.5308) loss_giou_aux_1: 0.5169 (0.5150) loss_giou_aux_2: 0.5117 (0.5099) loss_giou_aux_3: 0.5110 (0.5068) loss_giou_aux_4: 0.5105 (0.5058) loss_giou_aux_5: 0.6118 (0.6023) loss_giou_dn_0: 0.6477 (0.6289) loss_giou_dn_1: 0.5477 (0.5248) loss_giou_dn_2: 0.5217 (0.4969) loss_giou_dn_3: 0.5119 (0.4884) loss_giou_dn_4: 0.5079 (0.4864) loss_giou_dn_5: 0.5079 (0.4866) loss_vfl: 0.6803 (0.7149) loss_vfl_aux_0: 0.8169 (0.8399) loss_vfl_aux_1: 0.7651 (0.7833) loss_vfl_aux_2: 0.7275 (0.7444) loss_vfl_aux_3: 0.6849 (0.7260) loss_vfl_aux_4: 0.6911 (0.7177) loss_vfl_aux_5: 0.8020 (0.8129) loss_vfl_dn_0: 0.4680 (0.4684) loss_vfl_dn_1: 0.4113 (0.4072) loss_vfl_dn_2: 0.3918 (0.3907) loss_vfl_dn_3: 0.3819 (0.3831) loss_vfl_dn_4: 0.3814 (0.3802) loss_vfl_dn_5: 0.3808 (0.3794) time: 0.4620 data: 0.0141 max mem: 5654 Epoch: [20] [5800/7393] eta: 0:12:45 lr: 0.000010 loss: 17.0444 (17.1394) loss_bbox: 0.1502 (0.1680) loss_bbox_aux_0: 0.1795 (0.1815) loss_bbox_aux_1: 0.1569 (0.1728) loss_bbox_aux_2: 0.1556 (0.1702) loss_bbox_aux_3: 0.1448 (0.1682) loss_bbox_aux_4: 0.1522 (0.1679) loss_bbox_aux_5: 0.2121 (0.2229) loss_bbox_dn_0: 0.2616 (0.3022) loss_bbox_dn_1: 0.1926 (0.2326) loss_bbox_dn_2: 0.1843 (0.2108) loss_bbox_dn_3: 0.1822 (0.2035) loss_bbox_dn_4: 0.1815 (0.2019) loss_bbox_dn_5: 0.1816 (0.2019) loss_giou: 0.5133 (0.5055) loss_giou_aux_0: 0.5281 (0.5309) loss_giou_aux_1: 0.5256 (0.5150) loss_giou_aux_2: 0.5158 (0.5100) loss_giou_aux_3: 0.5163 (0.5068) loss_giou_aux_4: 0.5114 (0.5058) loss_giou_aux_5: 0.5907 (0.6024) loss_giou_dn_0: 0.6305 (0.6289) loss_giou_dn_1: 0.5225 (0.5248) loss_giou_dn_2: 0.4936 (0.4969) loss_giou_dn_3: 0.4873 (0.4884) loss_giou_dn_4: 0.4858 (0.4864) loss_giou_dn_5: 0.4864 (0.4866) loss_vfl: 0.6829 (0.7148) loss_vfl_aux_0: 0.8223 (0.8397) loss_vfl_aux_1: 0.7436 (0.7832) loss_vfl_aux_2: 0.7222 (0.7442) loss_vfl_aux_3: 0.6896 (0.7259) loss_vfl_aux_4: 0.6874 (0.7176) loss_vfl_aux_5: 0.7916 (0.8127) loss_vfl_dn_0: 0.4645 (0.4684) loss_vfl_dn_1: 0.4066 (0.4072) loss_vfl_dn_2: 0.3856 (0.3906) loss_vfl_dn_3: 0.3835 (0.3830) loss_vfl_dn_4: 0.3785 (0.3802) loss_vfl_dn_5: 0.3774 (0.3794) time: 0.4790 data: 0.0139 max mem: 5654 Epoch: [20] [5900/7393] eta: 0:11:56 lr: 0.000010 loss: 16.6989 (17.1391) loss_bbox: 0.1470 (0.1679) loss_bbox_aux_0: 0.1675 (0.1814) loss_bbox_aux_1: 0.1594 (0.1728) loss_bbox_aux_2: 0.1543 (0.1702) loss_bbox_aux_3: 0.1518 (0.1681) loss_bbox_aux_4: 0.1471 (0.1678) loss_bbox_aux_5: 0.2109 (0.2229) loss_bbox_dn_0: 0.2771 (0.3023) loss_bbox_dn_1: 0.1951 (0.2327) loss_bbox_dn_2: 0.1697 (0.2109) loss_bbox_dn_3: 0.1663 (0.2035) loss_bbox_dn_4: 0.1656 (0.2020) loss_bbox_dn_5: 0.1660 (0.2020) loss_giou: 0.4794 (0.5054) loss_giou_aux_0: 0.5129 (0.5308) loss_giou_aux_1: 0.4888 (0.5149) loss_giou_aux_2: 0.4812 (0.5099) loss_giou_aux_3: 0.4825 (0.5067) loss_giou_aux_4: 0.4841 (0.5057) loss_giou_aux_5: 0.5853 (0.6024) loss_giou_dn_0: 0.6129 (0.6289) loss_giou_dn_1: 0.4997 (0.5248) loss_giou_dn_2: 0.4762 (0.4969) loss_giou_dn_3: 0.4693 (0.4884) loss_giou_dn_4: 0.4684 (0.4864) loss_giou_dn_5: 0.4697 (0.4865) loss_vfl: 0.7056 (0.7148) loss_vfl_aux_0: 0.8279 (0.8397) loss_vfl_aux_1: 0.7658 (0.7834) loss_vfl_aux_2: 0.7284 (0.7443) loss_vfl_aux_3: 0.6883 (0.7259) loss_vfl_aux_4: 0.7064 (0.7176) loss_vfl_aux_5: 0.7907 (0.8126) loss_vfl_dn_0: 0.4613 (0.4684) loss_vfl_dn_1: 0.4003 (0.4072) loss_vfl_dn_2: 0.3847 (0.3906) loss_vfl_dn_3: 0.3763 (0.3830) loss_vfl_dn_4: 0.3748 (0.3802) loss_vfl_dn_5: 0.3733 (0.3794) time: 0.4737 data: 0.0142 max mem: 5654 Epoch: [20] [6000/7393] eta: 0:11:08 lr: 0.000010 loss: 17.3766 (17.1370) loss_bbox: 0.1629 (0.1679) loss_bbox_aux_0: 0.1854 (0.1814) loss_bbox_aux_1: 0.1714 (0.1727) loss_bbox_aux_2: 0.1662 (0.1702) loss_bbox_aux_3: 0.1643 (0.1682) loss_bbox_aux_4: 0.1635 (0.1678) loss_bbox_aux_5: 0.2116 (0.2230) loss_bbox_dn_0: 0.2641 (0.3024) loss_bbox_dn_1: 0.2047 (0.2327) loss_bbox_dn_2: 0.1868 (0.2109) loss_bbox_dn_3: 0.1830 (0.2036) loss_bbox_dn_4: 0.1802 (0.2020) loss_bbox_dn_5: 0.1802 (0.2020) loss_giou: 0.4882 (0.5052) loss_giou_aux_0: 0.5115 (0.5306) loss_giou_aux_1: 0.4997 (0.5147) loss_giou_aux_2: 0.5059 (0.5096) loss_giou_aux_3: 0.5084 (0.5065) loss_giou_aux_4: 0.4874 (0.5055) loss_giou_aux_5: 0.5889 (0.6021) loss_giou_dn_0: 0.6397 (0.6287) loss_giou_dn_1: 0.5432 (0.5246) loss_giou_dn_2: 0.5238 (0.4967) loss_giou_dn_3: 0.5176 (0.4881) loss_giou_dn_4: 0.5146 (0.4862) loss_giou_dn_5: 0.5147 (0.4863) loss_vfl: 0.6955 (0.7148) loss_vfl_aux_0: 0.8244 (0.8398) loss_vfl_aux_1: 0.7733 (0.7835) loss_vfl_aux_2: 0.7249 (0.7443) loss_vfl_aux_3: 0.7065 (0.7259) loss_vfl_aux_4: 0.6993 (0.7176) loss_vfl_aux_5: 0.7977 (0.8127) loss_vfl_dn_0: 0.4660 (0.4684) loss_vfl_dn_1: 0.4089 (0.4072) loss_vfl_dn_2: 0.3892 (0.3906) loss_vfl_dn_3: 0.3830 (0.3830) loss_vfl_dn_4: 0.3799 (0.3802) loss_vfl_dn_5: 0.3803 (0.3794) time: 0.4712 data: 0.0141 max mem: 5654 Epoch: [20] [6100/7393] eta: 0:10:21 lr: 0.000010 loss: 17.0053 (17.1376) loss_bbox: 0.1500 (0.1680) loss_bbox_aux_0: 0.1543 (0.1815) loss_bbox_aux_1: 0.1435 (0.1728) loss_bbox_aux_2: 0.1541 (0.1703) loss_bbox_aux_3: 0.1492 (0.1683) loss_bbox_aux_4: 0.1481 (0.1679) loss_bbox_aux_5: 0.1965 (0.2230) loss_bbox_dn_0: 0.2751 (0.3026) loss_bbox_dn_1: 0.1998 (0.2329) loss_bbox_dn_2: 0.1781 (0.2111) loss_bbox_dn_3: 0.1706 (0.2037) loss_bbox_dn_4: 0.1703 (0.2022) loss_bbox_dn_5: 0.1703 (0.2021) loss_giou: 0.4647 (0.5050) loss_giou_aux_0: 0.4977 (0.5304) loss_giou_aux_1: 0.4789 (0.5145) loss_giou_aux_2: 0.4749 (0.5095) loss_giou_aux_3: 0.4696 (0.5063) loss_giou_aux_4: 0.4636 (0.5053) loss_giou_aux_5: 0.5724 (0.6019) loss_giou_dn_0: 0.6184 (0.6286) loss_giou_dn_1: 0.5192 (0.5245) loss_giou_dn_2: 0.4856 (0.4966) loss_giou_dn_3: 0.4735 (0.4880) loss_giou_dn_4: 0.4703 (0.4860) loss_giou_dn_5: 0.4706 (0.4862) loss_vfl: 0.7155 (0.7149) loss_vfl_aux_0: 0.8741 (0.8401) loss_vfl_aux_1: 0.8060 (0.7838) loss_vfl_aux_2: 0.7270 (0.7444) loss_vfl_aux_3: 0.7315 (0.7260) loss_vfl_aux_4: 0.7242 (0.7177) loss_vfl_aux_5: 0.8639 (0.8130) loss_vfl_dn_0: 0.4685 (0.4684) loss_vfl_dn_1: 0.4090 (0.4072) loss_vfl_dn_2: 0.3916 (0.3906) loss_vfl_dn_3: 0.3841 (0.3830) loss_vfl_dn_4: 0.3804 (0.3802) loss_vfl_dn_5: 0.3798 (0.3794) time: 0.4761 data: 0.0137 max mem: 5654 Epoch: [20] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 17.7481 (17.1366) loss_bbox: 0.1679 (0.1680) loss_bbox_aux_0: 0.1668 (0.1814) loss_bbox_aux_1: 0.1553 (0.1728) loss_bbox_aux_2: 0.1729 (0.1702) loss_bbox_aux_3: 0.1662 (0.1682) loss_bbox_aux_4: 0.1642 (0.1679) loss_bbox_aux_5: 0.2077 (0.2229) loss_bbox_dn_0: 0.2581 (0.3026) loss_bbox_dn_1: 0.1971 (0.2329) loss_bbox_dn_2: 0.1720 (0.2110) loss_bbox_dn_3: 0.1702 (0.2037) loss_bbox_dn_4: 0.1699 (0.2021) loss_bbox_dn_5: 0.1699 (0.2021) loss_giou: 0.5097 (0.5050) loss_giou_aux_0: 0.5267 (0.5303) loss_giou_aux_1: 0.5058 (0.5144) loss_giou_aux_2: 0.5101 (0.5094) loss_giou_aux_3: 0.5113 (0.5062) loss_giou_aux_4: 0.5094 (0.5053) loss_giou_aux_5: 0.6124 (0.6018) loss_giou_dn_0: 0.6303 (0.6285) loss_giou_dn_1: 0.5308 (0.5244) loss_giou_dn_2: 0.5011 (0.4965) loss_giou_dn_3: 0.4916 (0.4879) loss_giou_dn_4: 0.4900 (0.4860) loss_giou_dn_5: 0.4904 (0.4861) loss_vfl: 0.7109 (0.7149) loss_vfl_aux_0: 0.8398 (0.8402) loss_vfl_aux_1: 0.7788 (0.7840) loss_vfl_aux_2: 0.7403 (0.7443) loss_vfl_aux_3: 0.7079 (0.7260) loss_vfl_aux_4: 0.7216 (0.7177) loss_vfl_aux_5: 0.7894 (0.8131) loss_vfl_dn_0: 0.4673 (0.4684) loss_vfl_dn_1: 0.4049 (0.4072) loss_vfl_dn_2: 0.3889 (0.3906) loss_vfl_dn_3: 0.3800 (0.3830) loss_vfl_dn_4: 0.3784 (0.3801) loss_vfl_dn_5: 0.3764 (0.3794) time: 0.4761 data: 0.0138 max mem: 5654 Epoch: [20] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 17.5217 (17.1368) loss_bbox: 0.1803 (0.1681) loss_bbox_aux_0: 0.1973 (0.1815) loss_bbox_aux_1: 0.1764 (0.1729) loss_bbox_aux_2: 0.1821 (0.1704) loss_bbox_aux_3: 0.1772 (0.1683) loss_bbox_aux_4: 0.1805 (0.1680) loss_bbox_aux_5: 0.2364 (0.2231) loss_bbox_dn_0: 0.3083 (0.3029) loss_bbox_dn_1: 0.2343 (0.2332) loss_bbox_dn_2: 0.2156 (0.2113) loss_bbox_dn_3: 0.2096 (0.2039) loss_bbox_dn_4: 0.2079 (0.2024) loss_bbox_dn_5: 0.2080 (0.2024) loss_giou: 0.4731 (0.5047) loss_giou_aux_0: 0.4764 (0.5301) loss_giou_aux_1: 0.4564 (0.5142) loss_giou_aux_2: 0.4743 (0.5092) loss_giou_aux_3: 0.4732 (0.5059) loss_giou_aux_4: 0.4736 (0.5049) loss_giou_aux_5: 0.5740 (0.6016) loss_giou_dn_0: 0.5883 (0.6284) loss_giou_dn_1: 0.4908 (0.5243) loss_giou_dn_2: 0.4630 (0.4963) loss_giou_dn_3: 0.4553 (0.4878) loss_giou_dn_4: 0.4528 (0.4858) loss_giou_dn_5: 0.4526 (0.4860) loss_vfl: 0.6895 (0.7149) loss_vfl_aux_0: 0.8089 (0.8404) loss_vfl_aux_1: 0.7696 (0.7842) loss_vfl_aux_2: 0.7196 (0.7444) loss_vfl_aux_3: 0.6991 (0.7260) loss_vfl_aux_4: 0.7034 (0.7178) loss_vfl_aux_5: 0.7841 (0.8131) loss_vfl_dn_0: 0.4684 (0.4684) loss_vfl_dn_1: 0.4026 (0.4072) loss_vfl_dn_2: 0.3863 (0.3906) loss_vfl_dn_3: 0.3799 (0.3830) loss_vfl_dn_4: 0.3767 (0.3801) loss_vfl_dn_5: 0.3769 (0.3793) time: 0.4682 data: 0.0138 max mem: 5654 Epoch: [20] [6400/7393] eta: 0:07:57 lr: 0.000010 loss: 16.5500 (17.1316) loss_bbox: 0.1649 (0.1680) loss_bbox_aux_0: 0.1755 (0.1814) loss_bbox_aux_1: 0.1579 (0.1728) loss_bbox_aux_2: 0.1628 (0.1702) loss_bbox_aux_3: 0.1569 (0.1683) loss_bbox_aux_4: 0.1651 (0.1679) loss_bbox_aux_5: 0.2123 (0.2230) loss_bbox_dn_0: 0.2917 (0.3027) loss_bbox_dn_1: 0.2142 (0.2330) loss_bbox_dn_2: 0.1877 (0.2111) loss_bbox_dn_3: 0.1778 (0.2038) loss_bbox_dn_4: 0.1729 (0.2022) loss_bbox_dn_5: 0.1730 (0.2022) loss_giou: 0.4722 (0.5046) loss_giou_aux_0: 0.4979 (0.5300) loss_giou_aux_1: 0.4802 (0.5141) loss_giou_aux_2: 0.4749 (0.5091) loss_giou_aux_3: 0.4774 (0.5059) loss_giou_aux_4: 0.4759 (0.5049) loss_giou_aux_5: 0.5548 (0.6015) loss_giou_dn_0: 0.6039 (0.6282) loss_giou_dn_1: 0.4887 (0.5241) loss_giou_dn_2: 0.4687 (0.4962) loss_giou_dn_3: 0.4603 (0.4877) loss_giou_dn_4: 0.4580 (0.4857) loss_giou_dn_5: 0.4580 (0.4858) loss_vfl: 0.6958 (0.7146) loss_vfl_aux_0: 0.8286 (0.8401) loss_vfl_aux_1: 0.7807 (0.7840) loss_vfl_aux_2: 0.7246 (0.7441) loss_vfl_aux_3: 0.7004 (0.7257) loss_vfl_aux_4: 0.6986 (0.7175) loss_vfl_aux_5: 0.7939 (0.8129) loss_vfl_dn_0: 0.4581 (0.4683) loss_vfl_dn_1: 0.4009 (0.4071) loss_vfl_dn_2: 0.3799 (0.3905) loss_vfl_dn_3: 0.3734 (0.3829) loss_vfl_dn_4: 0.3693 (0.3801) loss_vfl_dn_5: 0.3686 (0.3793) time: 0.4646 data: 0.0141 max mem: 5654 Epoch: [20] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 17.2629 (17.1340) loss_bbox: 0.1628 (0.1680) loss_bbox_aux_0: 0.1666 (0.1814) loss_bbox_aux_1: 0.1543 (0.1728) loss_bbox_aux_2: 0.1624 (0.1703) loss_bbox_aux_3: 0.1600 (0.1683) loss_bbox_aux_4: 0.1609 (0.1679) loss_bbox_aux_5: 0.2186 (0.2229) loss_bbox_dn_0: 0.2905 (0.3027) loss_bbox_dn_1: 0.2116 (0.2330) loss_bbox_dn_2: 0.1914 (0.2111) loss_bbox_dn_3: 0.1834 (0.2038) loss_bbox_dn_4: 0.1830 (0.2022) loss_bbox_dn_5: 0.1829 (0.2022) loss_giou: 0.4878 (0.5047) loss_giou_aux_0: 0.5131 (0.5300) loss_giou_aux_1: 0.4876 (0.5141) loss_giou_aux_2: 0.4875 (0.5091) loss_giou_aux_3: 0.4893 (0.5060) loss_giou_aux_4: 0.4881 (0.5050) loss_giou_aux_5: 0.5825 (0.6015) loss_giou_dn_0: 0.6252 (0.6283) loss_giou_dn_1: 0.5129 (0.5242) loss_giou_dn_2: 0.4862 (0.4963) loss_giou_dn_3: 0.4802 (0.4877) loss_giou_dn_4: 0.4770 (0.4857) loss_giou_dn_5: 0.4766 (0.4859) loss_vfl: 0.7021 (0.7148) loss_vfl_aux_0: 0.8375 (0.8404) loss_vfl_aux_1: 0.7828 (0.7842) loss_vfl_aux_2: 0.7383 (0.7443) loss_vfl_aux_3: 0.7176 (0.7259) loss_vfl_aux_4: 0.7135 (0.7177) loss_vfl_aux_5: 0.8018 (0.8130) loss_vfl_dn_0: 0.4716 (0.4684) loss_vfl_dn_1: 0.4099 (0.4072) loss_vfl_dn_2: 0.3903 (0.3906) loss_vfl_dn_3: 0.3831 (0.3830) loss_vfl_dn_4: 0.3793 (0.3802) loss_vfl_dn_5: 0.3800 (0.3794) time: 0.4655 data: 0.0145 max mem: 5654 Epoch: [20] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 17.1968 (17.1335) loss_bbox: 0.1512 (0.1680) loss_bbox_aux_0: 0.1643 (0.1814) loss_bbox_aux_1: 0.1560 (0.1728) loss_bbox_aux_2: 0.1585 (0.1703) loss_bbox_aux_3: 0.1526 (0.1683) loss_bbox_aux_4: 0.1531 (0.1679) loss_bbox_aux_5: 0.1948 (0.2229) loss_bbox_dn_0: 0.2613 (0.3026) loss_bbox_dn_1: 0.1984 (0.2329) loss_bbox_dn_2: 0.1761 (0.2110) loss_bbox_dn_3: 0.1697 (0.2037) loss_bbox_dn_4: 0.1704 (0.2021) loss_bbox_dn_5: 0.1703 (0.2021) loss_giou: 0.5216 (0.5048) loss_giou_aux_0: 0.5478 (0.5301) loss_giou_aux_1: 0.5454 (0.5143) loss_giou_aux_2: 0.5233 (0.5092) loss_giou_aux_3: 0.5217 (0.5060) loss_giou_aux_4: 0.5224 (0.5050) loss_giou_aux_5: 0.6284 (0.6016) loss_giou_dn_0: 0.6492 (0.6283) loss_giou_dn_1: 0.5168 (0.5241) loss_giou_dn_2: 0.4862 (0.4962) loss_giou_dn_3: 0.4788 (0.4876) loss_giou_dn_4: 0.4767 (0.4857) loss_giou_dn_5: 0.4769 (0.4858) loss_vfl: 0.6865 (0.7148) loss_vfl_aux_0: 0.7935 (0.8404) loss_vfl_aux_1: 0.7193 (0.7842) loss_vfl_aux_2: 0.6981 (0.7443) loss_vfl_aux_3: 0.6871 (0.7259) loss_vfl_aux_4: 0.6934 (0.7176) loss_vfl_aux_5: 0.7649 (0.8130) loss_vfl_dn_0: 0.4607 (0.4684) loss_vfl_dn_1: 0.3991 (0.4072) loss_vfl_dn_2: 0.3806 (0.3906) loss_vfl_dn_3: 0.3768 (0.3830) loss_vfl_dn_4: 0.3743 (0.3801) loss_vfl_dn_5: 0.3748 (0.3793) time: 0.4709 data: 0.0140 max mem: 5654 Epoch: [20] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 16.8415 (17.1375) loss_bbox: 0.1579 (0.1681) loss_bbox_aux_0: 0.1688 (0.1814) loss_bbox_aux_1: 0.1657 (0.1728) loss_bbox_aux_2: 0.1595 (0.1703) loss_bbox_aux_3: 0.1597 (0.1683) loss_bbox_aux_4: 0.1579 (0.1680) loss_bbox_aux_5: 0.2067 (0.2229) loss_bbox_dn_0: 0.3144 (0.3026) loss_bbox_dn_1: 0.2341 (0.2330) loss_bbox_dn_2: 0.1951 (0.2111) loss_bbox_dn_3: 0.1812 (0.2038) loss_bbox_dn_4: 0.1800 (0.2022) loss_bbox_dn_5: 0.1813 (0.2022) loss_giou: 0.4736 (0.5048) loss_giou_aux_0: 0.5185 (0.5302) loss_giou_aux_1: 0.5034 (0.5143) loss_giou_aux_2: 0.4885 (0.5093) loss_giou_aux_3: 0.4823 (0.5061) loss_giou_aux_4: 0.4737 (0.5051) loss_giou_aux_5: 0.5977 (0.6017) loss_giou_dn_0: 0.6061 (0.6284) loss_giou_dn_1: 0.5025 (0.5243) loss_giou_dn_2: 0.4711 (0.4963) loss_giou_dn_3: 0.4623 (0.4878) loss_giou_dn_4: 0.4604 (0.4858) loss_giou_dn_5: 0.4604 (0.4860) loss_vfl: 0.7098 (0.7150) loss_vfl_aux_0: 0.8438 (0.8406) loss_vfl_aux_1: 0.7777 (0.7845) loss_vfl_aux_2: 0.7565 (0.7446) loss_vfl_aux_3: 0.7175 (0.7261) loss_vfl_aux_4: 0.7078 (0.7179) loss_vfl_aux_5: 0.7981 (0.8132) loss_vfl_dn_0: 0.4654 (0.4684) loss_vfl_dn_1: 0.4055 (0.4072) loss_vfl_dn_2: 0.3946 (0.3906) loss_vfl_dn_3: 0.3860 (0.3830) loss_vfl_dn_4: 0.3788 (0.3802) loss_vfl_dn_5: 0.3782 (0.3794) time: 0.4595 data: 0.0140 max mem: 5654 Epoch: [20] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.8318 (17.1378) loss_bbox: 0.1696 (0.1680) loss_bbox_aux_0: 0.1808 (0.1814) loss_bbox_aux_1: 0.1764 (0.1728) loss_bbox_aux_2: 0.1661 (0.1703) loss_bbox_aux_3: 0.1694 (0.1683) loss_bbox_aux_4: 0.1696 (0.1679) loss_bbox_aux_5: 0.2092 (0.2229) loss_bbox_dn_0: 0.2582 (0.3025) loss_bbox_dn_1: 0.2051 (0.2329) loss_bbox_dn_2: 0.1814 (0.2110) loss_bbox_dn_3: 0.1748 (0.2037) loss_bbox_dn_4: 0.1750 (0.2021) loss_bbox_dn_5: 0.1749 (0.2021) loss_giou: 0.5142 (0.5049) loss_giou_aux_0: 0.5506 (0.5303) loss_giou_aux_1: 0.5238 (0.5144) loss_giou_aux_2: 0.5141 (0.5094) loss_giou_aux_3: 0.5192 (0.5062) loss_giou_aux_4: 0.5178 (0.5052) loss_giou_aux_5: 0.6160 (0.6017) loss_giou_dn_0: 0.6330 (0.6284) loss_giou_dn_1: 0.5299 (0.5243) loss_giou_dn_2: 0.5013 (0.4964) loss_giou_dn_3: 0.4931 (0.4878) loss_giou_dn_4: 0.4899 (0.4858) loss_giou_dn_5: 0.4899 (0.4860) loss_vfl: 0.6928 (0.7150) loss_vfl_aux_0: 0.8501 (0.8406) loss_vfl_aux_1: 0.7681 (0.7845) loss_vfl_aux_2: 0.7229 (0.7447) loss_vfl_aux_3: 0.7155 (0.7262) loss_vfl_aux_4: 0.6854 (0.7179) loss_vfl_aux_5: 0.8040 (0.8132) loss_vfl_dn_0: 0.4612 (0.4684) loss_vfl_dn_1: 0.4019 (0.4072) loss_vfl_dn_2: 0.3890 (0.3906) loss_vfl_dn_3: 0.3797 (0.3830) loss_vfl_dn_4: 0.3796 (0.3802) loss_vfl_dn_5: 0.3786 (0.3794) time: 0.4697 data: 0.0143 max mem: 5654 Epoch: [20] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 16.8375 (17.1371) loss_bbox: 0.1550 (0.1680) loss_bbox_aux_0: 0.1627 (0.1814) loss_bbox_aux_1: 0.1515 (0.1728) loss_bbox_aux_2: 0.1574 (0.1703) loss_bbox_aux_3: 0.1669 (0.1683) loss_bbox_aux_4: 0.1622 (0.1679) loss_bbox_aux_5: 0.2165 (0.2229) loss_bbox_dn_0: 0.2995 (0.3026) loss_bbox_dn_1: 0.2176 (0.2329) loss_bbox_dn_2: 0.2006 (0.2110) loss_bbox_dn_3: 0.1963 (0.2037) loss_bbox_dn_4: 0.1950 (0.2022) loss_bbox_dn_5: 0.1949 (0.2022) loss_giou: 0.4712 (0.5049) loss_giou_aux_0: 0.5126 (0.5304) loss_giou_aux_1: 0.4824 (0.5144) loss_giou_aux_2: 0.4837 (0.5094) loss_giou_aux_3: 0.4901 (0.5062) loss_giou_aux_4: 0.4841 (0.5052) loss_giou_aux_5: 0.5799 (0.6017) loss_giou_dn_0: 0.6150 (0.6284) loss_giou_dn_1: 0.5145 (0.5243) loss_giou_dn_2: 0.4909 (0.4963) loss_giou_dn_3: 0.4812 (0.4878) loss_giou_dn_4: 0.4798 (0.4858) loss_giou_dn_5: 0.4804 (0.4860) loss_vfl: 0.6907 (0.7150) loss_vfl_aux_0: 0.8319 (0.8405) loss_vfl_aux_1: 0.7525 (0.7844) loss_vfl_aux_2: 0.7140 (0.7446) loss_vfl_aux_3: 0.6860 (0.7261) loss_vfl_aux_4: 0.6734 (0.7178) loss_vfl_aux_5: 0.7855 (0.8131) loss_vfl_dn_0: 0.4687 (0.4684) loss_vfl_dn_1: 0.4052 (0.4072) loss_vfl_dn_2: 0.3856 (0.3906) loss_vfl_dn_3: 0.3783 (0.3830) loss_vfl_dn_4: 0.3778 (0.3801) loss_vfl_dn_5: 0.3749 (0.3794) time: 0.4751 data: 0.0141 max mem: 5654 Epoch: [20] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.2422 (17.1402) loss_bbox: 0.1746 (0.1681) loss_bbox_aux_0: 0.1874 (0.1815) loss_bbox_aux_1: 0.1762 (0.1729) loss_bbox_aux_2: 0.1772 (0.1703) loss_bbox_aux_3: 0.1739 (0.1684) loss_bbox_aux_4: 0.1751 (0.1680) loss_bbox_aux_5: 0.2232 (0.2229) loss_bbox_dn_0: 0.3015 (0.3027) loss_bbox_dn_1: 0.2276 (0.2330) loss_bbox_dn_2: 0.2128 (0.2111) loss_bbox_dn_3: 0.2073 (0.2038) loss_bbox_dn_4: 0.2060 (0.2022) loss_bbox_dn_5: 0.2060 (0.2022) loss_giou: 0.4954 (0.5051) loss_giou_aux_0: 0.5176 (0.5305) loss_giou_aux_1: 0.5102 (0.5146) loss_giou_aux_2: 0.5031 (0.5095) loss_giou_aux_3: 0.4950 (0.5064) loss_giou_aux_4: 0.4974 (0.5054) loss_giou_aux_5: 0.5927 (0.6019) loss_giou_dn_0: 0.6405 (0.6286) loss_giou_dn_1: 0.5355 (0.5244) loss_giou_dn_2: 0.5015 (0.4965) loss_giou_dn_3: 0.4927 (0.4879) loss_giou_dn_4: 0.4897 (0.4859) loss_giou_dn_5: 0.4898 (0.4861) loss_vfl: 0.7616 (0.7150) loss_vfl_aux_0: 0.9121 (0.8404) loss_vfl_aux_1: 0.8106 (0.7844) loss_vfl_aux_2: 0.7795 (0.7447) loss_vfl_aux_3: 0.7539 (0.7260) loss_vfl_aux_4: 0.7632 (0.7179) loss_vfl_aux_5: 0.8500 (0.8132) loss_vfl_dn_0: 0.4731 (0.4684) loss_vfl_dn_1: 0.4064 (0.4072) loss_vfl_dn_2: 0.3928 (0.3906) loss_vfl_dn_3: 0.3837 (0.3829) loss_vfl_dn_4: 0.3794 (0.3801) loss_vfl_dn_5: 0.3783 (0.3793) time: 0.4594 data: 0.0141 max mem: 5654 Epoch: [20] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.3723 (17.1385) loss_bbox: 0.1777 (0.1680) loss_bbox_aux_0: 0.1845 (0.1814) loss_bbox_aux_1: 0.1751 (0.1728) loss_bbox_aux_2: 0.1724 (0.1703) loss_bbox_aux_3: 0.1807 (0.1683) loss_bbox_aux_4: 0.1777 (0.1679) loss_bbox_aux_5: 0.2194 (0.2228) loss_bbox_dn_0: 0.2813 (0.3027) loss_bbox_dn_1: 0.2175 (0.2329) loss_bbox_dn_2: 0.1918 (0.2110) loss_bbox_dn_3: 0.1815 (0.2037) loss_bbox_dn_4: 0.1801 (0.2022) loss_bbox_dn_5: 0.1800 (0.2021) loss_giou: 0.4836 (0.5050) loss_giou_aux_0: 0.5144 (0.5304) loss_giou_aux_1: 0.5126 (0.5146) loss_giou_aux_2: 0.4992 (0.5095) loss_giou_aux_3: 0.4893 (0.5063) loss_giou_aux_4: 0.4849 (0.5054) loss_giou_aux_5: 0.5767 (0.6018) loss_giou_dn_0: 0.6346 (0.6285) loss_giou_dn_1: 0.5243 (0.5244) loss_giou_dn_2: 0.4936 (0.4964) loss_giou_dn_3: 0.4866 (0.4879) loss_giou_dn_4: 0.4853 (0.4859) loss_giou_dn_5: 0.4854 (0.4861) loss_vfl: 0.7080 (0.7150) loss_vfl_aux_0: 0.8115 (0.8404) loss_vfl_aux_1: 0.7549 (0.7843) loss_vfl_aux_2: 0.7185 (0.7447) loss_vfl_aux_3: 0.7221 (0.7261) loss_vfl_aux_4: 0.7102 (0.7179) loss_vfl_aux_5: 0.8109 (0.8132) loss_vfl_dn_0: 0.4660 (0.4683) loss_vfl_dn_1: 0.4050 (0.4072) loss_vfl_dn_2: 0.3928 (0.3906) loss_vfl_dn_3: 0.3852 (0.3829) loss_vfl_dn_4: 0.3830 (0.3801) loss_vfl_dn_5: 0.3839 (0.3793) time: 0.4590 data: 0.0142 max mem: 5654 Epoch: [20] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.0763 (17.1402) loss_bbox: 0.1515 (0.1680) loss_bbox_aux_0: 0.1682 (0.1814) loss_bbox_aux_1: 0.1641 (0.1728) loss_bbox_aux_2: 0.1576 (0.1702) loss_bbox_aux_3: 0.1628 (0.1683) loss_bbox_aux_4: 0.1539 (0.1679) loss_bbox_aux_5: 0.2043 (0.2227) loss_bbox_dn_0: 0.2897 (0.3027) loss_bbox_dn_1: 0.2257 (0.2330) loss_bbox_dn_2: 0.2014 (0.2111) loss_bbox_dn_3: 0.1902 (0.2037) loss_bbox_dn_4: 0.1886 (0.2022) loss_bbox_dn_5: 0.1888 (0.2022) loss_giou: 0.4911 (0.5052) loss_giou_aux_0: 0.5172 (0.5306) loss_giou_aux_1: 0.5030 (0.5147) loss_giou_aux_2: 0.4954 (0.5096) loss_giou_aux_3: 0.4859 (0.5065) loss_giou_aux_4: 0.4889 (0.5055) loss_giou_aux_5: 0.5798 (0.6019) loss_giou_dn_0: 0.6408 (0.6286) loss_giou_dn_1: 0.5226 (0.5245) loss_giou_dn_2: 0.4936 (0.4965) loss_giou_dn_3: 0.4862 (0.4880) loss_giou_dn_4: 0.4816 (0.4860) loss_giou_dn_5: 0.4815 (0.4862) loss_vfl: 0.6820 (0.7151) loss_vfl_aux_0: 0.8586 (0.8405) loss_vfl_aux_1: 0.7852 (0.7843) loss_vfl_aux_2: 0.7319 (0.7447) loss_vfl_aux_3: 0.6974 (0.7261) loss_vfl_aux_4: 0.6832 (0.7179) loss_vfl_aux_5: 0.8271 (0.8134) loss_vfl_dn_0: 0.4654 (0.4683) loss_vfl_dn_1: 0.3971 (0.4071) loss_vfl_dn_2: 0.3859 (0.3906) loss_vfl_dn_3: 0.3778 (0.3829) loss_vfl_dn_4: 0.3709 (0.3801) loss_vfl_dn_5: 0.3723 (0.3793) time: 0.4768 data: 0.0138 max mem: 5654 Epoch: [20] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.2334 (17.1390) loss_bbox: 0.1650 (0.1679) loss_bbox_aux_0: 0.1846 (0.1814) loss_bbox_aux_1: 0.1667 (0.1728) loss_bbox_aux_2: 0.1611 (0.1702) loss_bbox_aux_3: 0.1650 (0.1683) loss_bbox_aux_4: 0.1649 (0.1679) loss_bbox_aux_5: 0.2163 (0.2227) loss_bbox_dn_0: 0.2838 (0.3027) loss_bbox_dn_1: 0.2157 (0.2329) loss_bbox_dn_2: 0.1991 (0.2110) loss_bbox_dn_3: 0.1959 (0.2037) loss_bbox_dn_4: 0.1934 (0.2022) loss_bbox_dn_5: 0.1935 (0.2021) loss_giou: 0.4819 (0.5052) loss_giou_aux_0: 0.5109 (0.5306) loss_giou_aux_1: 0.4980 (0.5148) loss_giou_aux_2: 0.4907 (0.5096) loss_giou_aux_3: 0.4815 (0.5065) loss_giou_aux_4: 0.4811 (0.5055) loss_giou_aux_5: 0.5725 (0.6019) loss_giou_dn_0: 0.6107 (0.6286) loss_giou_dn_1: 0.5035 (0.5244) loss_giou_dn_2: 0.4834 (0.4965) loss_giou_dn_3: 0.4715 (0.4879) loss_giou_dn_4: 0.4697 (0.4859) loss_giou_dn_5: 0.4699 (0.4861) loss_vfl: 0.7015 (0.7150) loss_vfl_aux_0: 0.8492 (0.8405) loss_vfl_aux_1: 0.8004 (0.7843) loss_vfl_aux_2: 0.7534 (0.7447) loss_vfl_aux_3: 0.7027 (0.7260) loss_vfl_aux_4: 0.7094 (0.7178) loss_vfl_aux_5: 0.8095 (0.8134) loss_vfl_dn_0: 0.4735 (0.4683) loss_vfl_dn_1: 0.4040 (0.4071) loss_vfl_dn_2: 0.3918 (0.3905) loss_vfl_dn_3: 0.3814 (0.3829) loss_vfl_dn_4: 0.3782 (0.3801) loss_vfl_dn_5: 0.3751 (0.3793) time: 0.4779 data: 0.0145 max mem: 5654 Epoch: [20] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.1098 (17.1370) loss_bbox: 0.1503 (0.1679) loss_bbox_aux_0: 0.1657 (0.1813) loss_bbox_aux_1: 0.1533 (0.1727) loss_bbox_aux_2: 0.1486 (0.1701) loss_bbox_aux_3: 0.1521 (0.1682) loss_bbox_aux_4: 0.1455 (0.1678) loss_bbox_aux_5: 0.2019 (0.2227) loss_bbox_dn_0: 0.2925 (0.3026) loss_bbox_dn_1: 0.2184 (0.2329) loss_bbox_dn_2: 0.1957 (0.2110) loss_bbox_dn_3: 0.1924 (0.2037) loss_bbox_dn_4: 0.1910 (0.2021) loss_bbox_dn_5: 0.1912 (0.2021) loss_giou: 0.4862 (0.5050) loss_giou_aux_0: 0.5081 (0.5304) loss_giou_aux_1: 0.5041 (0.5146) loss_giou_aux_2: 0.4969 (0.5094) loss_giou_aux_3: 0.4945 (0.5063) loss_giou_aux_4: 0.4859 (0.5054) loss_giou_aux_5: 0.5767 (0.6017) loss_giou_dn_0: 0.6224 (0.6285) loss_giou_dn_1: 0.5104 (0.5243) loss_giou_dn_2: 0.4754 (0.4963) loss_giou_dn_3: 0.4690 (0.4878) loss_giou_dn_4: 0.4681 (0.4858) loss_giou_dn_5: 0.4681 (0.4860) loss_vfl: 0.7264 (0.7151) loss_vfl_aux_0: 0.8300 (0.8406) loss_vfl_aux_1: 0.7837 (0.7845) loss_vfl_aux_2: 0.7453 (0.7448) loss_vfl_aux_3: 0.7331 (0.7261) loss_vfl_aux_4: 0.7315 (0.7179) loss_vfl_aux_5: 0.7957 (0.8135) loss_vfl_dn_0: 0.4730 (0.4683) loss_vfl_dn_1: 0.4070 (0.4071) loss_vfl_dn_2: 0.3908 (0.3905) loss_vfl_dn_3: 0.3840 (0.3828) loss_vfl_dn_4: 0.3795 (0.3800) loss_vfl_dn_5: 0.3799 (0.3792) time: 0.4729 data: 0.0143 max mem: 5654 Epoch: [20] Total time: 0:59:10 (0.4803 s / it) Averaged stats: lr: 0.000010 loss: 17.1098 (17.1370) loss_bbox: 0.1503 (0.1679) loss_bbox_aux_0: 0.1657 (0.1813) loss_bbox_aux_1: 0.1533 (0.1727) loss_bbox_aux_2: 0.1486 (0.1701) loss_bbox_aux_3: 0.1521 (0.1682) loss_bbox_aux_4: 0.1455 (0.1678) loss_bbox_aux_5: 0.2019 (0.2227) loss_bbox_dn_0: 0.2925 (0.3026) loss_bbox_dn_1: 0.2184 (0.2329) loss_bbox_dn_2: 0.1957 (0.2110) loss_bbox_dn_3: 0.1924 (0.2037) loss_bbox_dn_4: 0.1910 (0.2021) loss_bbox_dn_5: 0.1912 (0.2021) loss_giou: 0.4862 (0.5050) loss_giou_aux_0: 0.5081 (0.5304) loss_giou_aux_1: 0.5041 (0.5146) loss_giou_aux_2: 0.4969 (0.5094) loss_giou_aux_3: 0.4945 (0.5063) loss_giou_aux_4: 0.4859 (0.5054) loss_giou_aux_5: 0.5767 (0.6017) loss_giou_dn_0: 0.6224 (0.6285) loss_giou_dn_1: 0.5104 (0.5243) loss_giou_dn_2: 0.4754 (0.4963) loss_giou_dn_3: 0.4690 (0.4878) loss_giou_dn_4: 0.4681 (0.4858) loss_giou_dn_5: 0.4681 (0.4860) loss_vfl: 0.7264 (0.7151) loss_vfl_aux_0: 0.8300 (0.8406) loss_vfl_aux_1: 0.7837 (0.7845) loss_vfl_aux_2: 0.7453 (0.7448) loss_vfl_aux_3: 0.7331 (0.7261) loss_vfl_aux_4: 0.7315 (0.7179) loss_vfl_aux_5: 0.7957 (0.8135) loss_vfl_dn_0: 0.4730 (0.4683) loss_vfl_dn_1: 0.4070 (0.4071) loss_vfl_dn_2: 0.3908 (0.3905) loss_vfl_dn_3: 0.3840 (0.3828) loss_vfl_dn_4: 0.3795 (0.3800) loss_vfl_dn_5: 0.3799 (0.3792) Test: [ 0/157] eta: 0:04:01 time: 1.5377 data: 1.1368 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.4971 data: 0.1254 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3964 data: 0.0253 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3928 data: 0.0264 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3879 data: 0.0265 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.7365 data: 0.0261 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.7392 data: 0.0256 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3887 data: 0.0256 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3900 data: 0.0257 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3944 data: 0.0265 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3873 data: 0.0274 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3879 data: 0.0277 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3876 data: 0.0270 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3838 data: 0.0264 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3793 data: 0.0257 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3664 data: 0.0252 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3574 data: 0.0248 max mem: 5654 Test: Total time: 0:01:08 (0.4393 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.68s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.686 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.526 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 20, 'coco_eval_bbox': 0.5053398128129151} Epoch: [21] [ 0/7393] eta: 4:37:56 lr: 0.000010 loss: 17.5689 (17.5689) loss_bbox: 0.1878 (0.1878) loss_bbox_aux_0: 0.2031 (0.2031) loss_bbox_aux_1: 0.2026 (0.2026) loss_bbox_aux_2: 0.1892 (0.1892) loss_bbox_aux_3: 0.1903 (0.1903) loss_bbox_aux_4: 0.1935 (0.1935) loss_bbox_aux_5: 0.2505 (0.2505) loss_bbox_dn_0: 0.3907 (0.3907) loss_bbox_dn_1: 0.3077 (0.3077) loss_bbox_dn_2: 0.2704 (0.2704) loss_bbox_dn_3: 0.2504 (0.2504) loss_bbox_dn_4: 0.2465 (0.2465) loss_bbox_dn_5: 0.2462 (0.2462) loss_giou: 0.4329 (0.4329) loss_giou_aux_0: 0.4703 (0.4703) loss_giou_aux_1: 0.4400 (0.4400) loss_giou_aux_2: 0.4201 (0.4201) loss_giou_aux_3: 0.4237 (0.4237) loss_giou_aux_4: 0.4306 (0.4306) loss_giou_aux_5: 0.5513 (0.5513) loss_giou_dn_0: 0.6234 (0.6234) loss_giou_dn_1: 0.4967 (0.4967) loss_giou_dn_2: 0.4549 (0.4549) loss_giou_dn_3: 0.4382 (0.4382) loss_giou_dn_4: 0.4349 (0.4349) loss_giou_dn_5: 0.4354 (0.4354) loss_vfl: 0.7899 (0.7899) loss_vfl_aux_0: 0.9251 (0.9251) loss_vfl_aux_1: 0.8694 (0.8694) loss_vfl_aux_2: 0.8429 (0.8429) loss_vfl_aux_3: 0.7858 (0.7858) loss_vfl_aux_4: 0.7824 (0.7824) loss_vfl_aux_5: 0.9088 (0.9088) loss_vfl_dn_0: 0.4820 (0.4820) loss_vfl_dn_1: 0.4243 (0.4243) loss_vfl_dn_2: 0.4037 (0.4037) loss_vfl_dn_3: 0.3955 (0.3955) loss_vfl_dn_4: 0.3911 (0.3911) loss_vfl_dn_5: 0.3871 (0.3871) time: 2.2557 data: 1.7286 max mem: 5654 Epoch: [21] [ 100/7393] eta: 1:00:36 lr: 0.000010 loss: 16.6159 (16.8084) loss_bbox: 0.1653 (0.1647) loss_bbox_aux_0: 0.1758 (0.1744) loss_bbox_aux_1: 0.1678 (0.1664) loss_bbox_aux_2: 0.1637 (0.1657) loss_bbox_aux_3: 0.1685 (0.1642) loss_bbox_aux_4: 0.1643 (0.1645) loss_bbox_aux_5: 0.2146 (0.2131) loss_bbox_dn_0: 0.2910 (0.2924) loss_bbox_dn_1: 0.2254 (0.2213) loss_bbox_dn_2: 0.2069 (0.2007) loss_bbox_dn_3: 0.1978 (0.1935) loss_bbox_dn_4: 0.1949 (0.1919) loss_bbox_dn_5: 0.1943 (0.1919) loss_giou: 0.4633 (0.4927) loss_giou_aux_0: 0.4882 (0.5157) loss_giou_aux_1: 0.4648 (0.4994) loss_giou_aux_2: 0.4678 (0.4969) loss_giou_aux_3: 0.4624 (0.4939) loss_giou_aux_4: 0.4696 (0.4932) loss_giou_aux_5: 0.5774 (0.5872) loss_giou_dn_0: 0.6085 (0.6158) loss_giou_dn_1: 0.5077 (0.5116) loss_giou_dn_2: 0.4764 (0.4840) loss_giou_dn_3: 0.4674 (0.4755) loss_giou_dn_4: 0.4631 (0.4735) loss_giou_dn_5: 0.4634 (0.4736) loss_vfl: 0.7250 (0.7071) loss_vfl_aux_0: 0.8689 (0.8341) loss_vfl_aux_1: 0.8245 (0.7785) loss_vfl_aux_2: 0.7670 (0.7375) loss_vfl_aux_3: 0.7519 (0.7183) loss_vfl_aux_4: 0.7284 (0.7102) loss_vfl_aux_5: 0.8110 (0.8109) loss_vfl_dn_0: 0.4639 (0.4670) loss_vfl_dn_1: 0.4044 (0.4046) loss_vfl_dn_2: 0.3881 (0.3880) loss_vfl_dn_3: 0.3815 (0.3802) loss_vfl_dn_4: 0.3770 (0.3775) loss_vfl_dn_5: 0.3786 (0.3767) time: 0.4876 data: 0.0152 max mem: 5654 Epoch: [21] [ 200/7393] eta: 0:58:26 lr: 0.000010 loss: 16.9408 (16.9566) loss_bbox: 0.1620 (0.1650) loss_bbox_aux_0: 0.1751 (0.1772) loss_bbox_aux_1: 0.1759 (0.1689) loss_bbox_aux_2: 0.1640 (0.1668) loss_bbox_aux_3: 0.1624 (0.1658) loss_bbox_aux_4: 0.1601 (0.1651) loss_bbox_aux_5: 0.2096 (0.2168) loss_bbox_dn_0: 0.2829 (0.2973) loss_bbox_dn_1: 0.2262 (0.2262) loss_bbox_dn_2: 0.2141 (0.2051) loss_bbox_dn_3: 0.2045 (0.1977) loss_bbox_dn_4: 0.2027 (0.1962) loss_bbox_dn_5: 0.2029 (0.1961) loss_giou: 0.5198 (0.5047) loss_giou_aux_0: 0.5468 (0.5283) loss_giou_aux_1: 0.5358 (0.5127) loss_giou_aux_2: 0.5289 (0.5081) loss_giou_aux_3: 0.5292 (0.5061) loss_giou_aux_4: 0.5227 (0.5050) loss_giou_aux_5: 0.6093 (0.5973) loss_giou_dn_0: 0.6376 (0.6255) loss_giou_dn_1: 0.5431 (0.5205) loss_giou_dn_2: 0.5126 (0.4922) loss_giou_dn_3: 0.5021 (0.4839) loss_giou_dn_4: 0.5009 (0.4819) loss_giou_dn_5: 0.5011 (0.4821) loss_vfl: 0.6899 (0.7040) loss_vfl_aux_0: 0.8086 (0.8287) loss_vfl_aux_1: 0.7401 (0.7709) loss_vfl_aux_2: 0.7144 (0.7343) loss_vfl_aux_3: 0.6912 (0.7132) loss_vfl_aux_4: 0.6888 (0.7063) loss_vfl_aux_5: 0.7697 (0.8095) loss_vfl_dn_0: 0.4650 (0.4669) loss_vfl_dn_1: 0.4111 (0.4056) loss_vfl_dn_2: 0.3946 (0.3890) loss_vfl_dn_3: 0.3859 (0.3809) loss_vfl_dn_4: 0.3850 (0.3780) loss_vfl_dn_5: 0.3855 (0.3772) time: 0.4776 data: 0.0148 max mem: 5654 Epoch: [21] [ 300/7393] eta: 0:57:10 lr: 0.000010 loss: 17.0692 (16.9486) loss_bbox: 0.1633 (0.1660) loss_bbox_aux_0: 0.1701 (0.1783) loss_bbox_aux_1: 0.1680 (0.1710) loss_bbox_aux_2: 0.1625 (0.1677) loss_bbox_aux_3: 0.1615 (0.1665) loss_bbox_aux_4: 0.1597 (0.1661) loss_bbox_aux_5: 0.2073 (0.2193) loss_bbox_dn_0: 0.2661 (0.3012) loss_bbox_dn_1: 0.2104 (0.2293) loss_bbox_dn_2: 0.1910 (0.2076) loss_bbox_dn_3: 0.1867 (0.2003) loss_bbox_dn_4: 0.1841 (0.1987) loss_bbox_dn_5: 0.1841 (0.1987) loss_giou: 0.5193 (0.4991) loss_giou_aux_0: 0.5233 (0.5229) loss_giou_aux_1: 0.5111 (0.5088) loss_giou_aux_2: 0.5003 (0.5030) loss_giou_aux_3: 0.5074 (0.5004) loss_giou_aux_4: 0.5097 (0.4993) loss_giou_aux_5: 0.5929 (0.5923) loss_giou_dn_0: 0.6300 (0.6227) loss_giou_dn_1: 0.5300 (0.5176) loss_giou_dn_2: 0.5065 (0.4894) loss_giou_dn_3: 0.4949 (0.4809) loss_giou_dn_4: 0.4929 (0.4788) loss_giou_dn_5: 0.4935 (0.4790) loss_vfl: 0.7170 (0.7063) loss_vfl_aux_0: 0.8103 (0.8357) loss_vfl_aux_1: 0.7704 (0.7715) loss_vfl_aux_2: 0.7508 (0.7371) loss_vfl_aux_3: 0.7242 (0.7161) loss_vfl_aux_4: 0.7223 (0.7087) loss_vfl_aux_5: 0.7786 (0.8155) loss_vfl_dn_0: 0.4709 (0.4672) loss_vfl_dn_1: 0.4073 (0.4047) loss_vfl_dn_2: 0.3886 (0.3878) loss_vfl_dn_3: 0.3810 (0.3799) loss_vfl_dn_4: 0.3784 (0.3770) loss_vfl_dn_5: 0.3772 (0.3762) time: 0.4670 data: 0.0146 max mem: 5654 Epoch: [21] [ 400/7393] eta: 0:56:08 lr: 0.000010 loss: 16.8429 (16.9779) loss_bbox: 0.1704 (0.1665) loss_bbox_aux_0: 0.1823 (0.1781) loss_bbox_aux_1: 0.1789 (0.1707) loss_bbox_aux_2: 0.1715 (0.1677) loss_bbox_aux_3: 0.1704 (0.1667) loss_bbox_aux_4: 0.1676 (0.1665) loss_bbox_aux_5: 0.2111 (0.2185) loss_bbox_dn_0: 0.2749 (0.2981) loss_bbox_dn_1: 0.2168 (0.2278) loss_bbox_dn_2: 0.2000 (0.2063) loss_bbox_dn_3: 0.1927 (0.1991) loss_bbox_dn_4: 0.1901 (0.1975) loss_bbox_dn_5: 0.1902 (0.1975) loss_giou: 0.4795 (0.5025) loss_giou_aux_0: 0.5113 (0.5261) loss_giou_aux_1: 0.4919 (0.5118) loss_giou_aux_2: 0.4866 (0.5062) loss_giou_aux_3: 0.4809 (0.5036) loss_giou_aux_4: 0.4757 (0.5027) loss_giou_aux_5: 0.5619 (0.5946) loss_giou_dn_0: 0.6121 (0.6240) loss_giou_dn_1: 0.5105 (0.5197) loss_giou_dn_2: 0.4785 (0.4914) loss_giou_dn_3: 0.4716 (0.4829) loss_giou_dn_4: 0.4703 (0.4808) loss_giou_dn_5: 0.4705 (0.4809) loss_vfl: 0.6838 (0.7061) loss_vfl_aux_0: 0.8279 (0.8349) loss_vfl_aux_1: 0.7422 (0.7731) loss_vfl_aux_2: 0.7099 (0.7371) loss_vfl_aux_3: 0.6906 (0.7174) loss_vfl_aux_4: 0.6810 (0.7087) loss_vfl_aux_5: 0.7817 (0.8136) loss_vfl_dn_0: 0.4641 (0.4674) loss_vfl_dn_1: 0.4053 (0.4054) loss_vfl_dn_2: 0.3879 (0.3889) loss_vfl_dn_3: 0.3805 (0.3811) loss_vfl_dn_4: 0.3794 (0.3783) loss_vfl_dn_5: 0.3784 (0.3775) time: 0.4681 data: 0.0153 max mem: 5654 Epoch: [21] [ 500/7393] eta: 0:55:04 lr: 0.000010 loss: 16.9842 (16.9995) loss_bbox: 0.1700 (0.1673) loss_bbox_aux_0: 0.1872 (0.1793) loss_bbox_aux_1: 0.1766 (0.1713) loss_bbox_aux_2: 0.1782 (0.1684) loss_bbox_aux_3: 0.1753 (0.1671) loss_bbox_aux_4: 0.1696 (0.1672) loss_bbox_aux_5: 0.2250 (0.2195) loss_bbox_dn_0: 0.2968 (0.3000) loss_bbox_dn_1: 0.2241 (0.2300) loss_bbox_dn_2: 0.2113 (0.2084) loss_bbox_dn_3: 0.2038 (0.2010) loss_bbox_dn_4: 0.2017 (0.1995) loss_bbox_dn_5: 0.2016 (0.1995) loss_giou: 0.4780 (0.5031) loss_giou_aux_0: 0.5143 (0.5265) loss_giou_aux_1: 0.4875 (0.5120) loss_giou_aux_2: 0.4862 (0.5064) loss_giou_aux_3: 0.4786 (0.5038) loss_giou_aux_4: 0.4743 (0.5034) loss_giou_aux_5: 0.5725 (0.5954) loss_giou_dn_0: 0.6114 (0.6242) loss_giou_dn_1: 0.4994 (0.5201) loss_giou_dn_2: 0.4737 (0.4918) loss_giou_dn_3: 0.4672 (0.4831) loss_giou_dn_4: 0.4642 (0.4810) loss_giou_dn_5: 0.4642 (0.4812) loss_vfl: 0.7149 (0.7058) loss_vfl_aux_0: 0.8426 (0.8337) loss_vfl_aux_1: 0.7867 (0.7745) loss_vfl_aux_2: 0.7353 (0.7373) loss_vfl_aux_3: 0.7169 (0.7176) loss_vfl_aux_4: 0.7117 (0.7081) loss_vfl_aux_5: 0.8309 (0.8127) loss_vfl_dn_0: 0.4650 (0.4676) loss_vfl_dn_1: 0.4046 (0.4055) loss_vfl_dn_2: 0.3890 (0.3890) loss_vfl_dn_3: 0.3831 (0.3813) loss_vfl_dn_4: 0.3765 (0.3784) loss_vfl_dn_5: 0.3778 (0.3776) time: 0.4722 data: 0.0146 max mem: 5654 Epoch: [21] [ 600/7393] eta: 0:54:06 lr: 0.000010 loss: 16.9656 (16.9976) loss_bbox: 0.1561 (0.1665) loss_bbox_aux_0: 0.1702 (0.1791) loss_bbox_aux_1: 0.1571 (0.1710) loss_bbox_aux_2: 0.1543 (0.1681) loss_bbox_aux_3: 0.1564 (0.1666) loss_bbox_aux_4: 0.1575 (0.1665) loss_bbox_aux_5: 0.2085 (0.2188) loss_bbox_dn_0: 0.3210 (0.2998) loss_bbox_dn_1: 0.2402 (0.2301) loss_bbox_dn_2: 0.2154 (0.2083) loss_bbox_dn_3: 0.1992 (0.2007) loss_bbox_dn_4: 0.1950 (0.1992) loss_bbox_dn_5: 0.1953 (0.1992) loss_giou: 0.4885 (0.5022) loss_giou_aux_0: 0.4982 (0.5256) loss_giou_aux_1: 0.4778 (0.5108) loss_giou_aux_2: 0.4780 (0.5056) loss_giou_aux_3: 0.4810 (0.5030) loss_giou_aux_4: 0.4820 (0.5024) loss_giou_aux_5: 0.5867 (0.5941) loss_giou_dn_0: 0.6073 (0.6233) loss_giou_dn_1: 0.5126 (0.5194) loss_giou_dn_2: 0.4865 (0.4910) loss_giou_dn_3: 0.4739 (0.4824) loss_giou_dn_4: 0.4716 (0.4803) loss_giou_dn_5: 0.4711 (0.4804) loss_vfl: 0.6835 (0.7074) loss_vfl_aux_0: 0.8210 (0.8356) loss_vfl_aux_1: 0.7725 (0.7768) loss_vfl_aux_2: 0.7331 (0.7388) loss_vfl_aux_3: 0.7022 (0.7193) loss_vfl_aux_4: 0.6896 (0.7101) loss_vfl_aux_5: 0.8016 (0.8137) loss_vfl_dn_0: 0.4700 (0.4679) loss_vfl_dn_1: 0.4049 (0.4058) loss_vfl_dn_2: 0.3926 (0.3894) loss_vfl_dn_3: 0.3857 (0.3817) loss_vfl_dn_4: 0.3841 (0.3788) loss_vfl_dn_5: 0.3840 (0.3780) time: 0.4625 data: 0.0147 max mem: 5654 Epoch: [21] [ 700/7393] eta: 0:53:11 lr: 0.000010 loss: 17.4909 (17.0317) loss_bbox: 0.1703 (0.1674) loss_bbox_aux_0: 0.1843 (0.1797) loss_bbox_aux_1: 0.1812 (0.1720) loss_bbox_aux_2: 0.1722 (0.1690) loss_bbox_aux_3: 0.1746 (0.1675) loss_bbox_aux_4: 0.1704 (0.1673) loss_bbox_aux_5: 0.2268 (0.2194) loss_bbox_dn_0: 0.2787 (0.3003) loss_bbox_dn_1: 0.2151 (0.2307) loss_bbox_dn_2: 0.1967 (0.2090) loss_bbox_dn_3: 0.1902 (0.2016) loss_bbox_dn_4: 0.1872 (0.2000) loss_bbox_dn_5: 0.1872 (0.2000) loss_giou: 0.5174 (0.5034) loss_giou_aux_0: 0.5380 (0.5271) loss_giou_aux_1: 0.5270 (0.5124) loss_giou_aux_2: 0.5324 (0.5072) loss_giou_aux_3: 0.5196 (0.5043) loss_giou_aux_4: 0.5158 (0.5035) loss_giou_aux_5: 0.5942 (0.5960) loss_giou_dn_0: 0.6348 (0.6245) loss_giou_dn_1: 0.5382 (0.5208) loss_giou_dn_2: 0.5044 (0.4925) loss_giou_dn_3: 0.4937 (0.4838) loss_giou_dn_4: 0.4919 (0.4817) loss_giou_dn_5: 0.4920 (0.4818) loss_vfl: 0.6907 (0.7087) loss_vfl_aux_0: 0.8391 (0.8354) loss_vfl_aux_1: 0.7569 (0.7768) loss_vfl_aux_2: 0.7245 (0.7393) loss_vfl_aux_3: 0.7014 (0.7204) loss_vfl_aux_4: 0.6985 (0.7113) loss_vfl_aux_5: 0.7930 (0.8133) loss_vfl_dn_0: 0.4760 (0.4681) loss_vfl_dn_1: 0.4146 (0.4061) loss_vfl_dn_2: 0.3989 (0.3898) loss_vfl_dn_3: 0.3945 (0.3821) loss_vfl_dn_4: 0.3928 (0.3792) loss_vfl_dn_5: 0.3901 (0.3784) time: 0.4655 data: 0.0144 max mem: 5654 Epoch: [21] [ 800/7393] eta: 0:53:20 lr: 0.000010 loss: 16.8976 (17.0290) loss_bbox: 0.1557 (0.1665) loss_bbox_aux_0: 0.1588 (0.1788) loss_bbox_aux_1: 0.1549 (0.1712) loss_bbox_aux_2: 0.1540 (0.1682) loss_bbox_aux_3: 0.1527 (0.1667) loss_bbox_aux_4: 0.1558 (0.1666) loss_bbox_aux_5: 0.2015 (0.2183) loss_bbox_dn_0: 0.2721 (0.2990) loss_bbox_dn_1: 0.2076 (0.2297) loss_bbox_dn_2: 0.1914 (0.2082) loss_bbox_dn_3: 0.1802 (0.2008) loss_bbox_dn_4: 0.1778 (0.1993) loss_bbox_dn_5: 0.1779 (0.1993) loss_giou: 0.4560 (0.5044) loss_giou_aux_0: 0.4839 (0.5280) loss_giou_aux_1: 0.4704 (0.5133) loss_giou_aux_2: 0.4752 (0.5084) loss_giou_aux_3: 0.4661 (0.5055) loss_giou_aux_4: 0.4590 (0.5047) loss_giou_aux_5: 0.5584 (0.5970) loss_giou_dn_0: 0.6360 (0.6253) loss_giou_dn_1: 0.5330 (0.5215) loss_giou_dn_2: 0.4979 (0.4934) loss_giou_dn_3: 0.4832 (0.4848) loss_giou_dn_4: 0.4798 (0.4827) loss_giou_dn_5: 0.4798 (0.4829) loss_vfl: 0.7161 (0.7081) loss_vfl_aux_0: 0.8358 (0.8348) loss_vfl_aux_1: 0.7844 (0.7761) loss_vfl_aux_2: 0.7369 (0.7383) loss_vfl_aux_3: 0.7209 (0.7197) loss_vfl_aux_4: 0.7071 (0.7107) loss_vfl_aux_5: 0.8098 (0.8121) loss_vfl_dn_0: 0.4659 (0.4681) loss_vfl_dn_1: 0.4107 (0.4064) loss_vfl_dn_2: 0.3940 (0.3899) loss_vfl_dn_3: 0.3824 (0.3823) loss_vfl_dn_4: 0.3807 (0.3794) loss_vfl_dn_5: 0.3800 (0.3786) time: 0.4774 data: 0.0145 max mem: 5654 Epoch: [21] [ 900/7393] eta: 0:52:23 lr: 0.000010 loss: 17.0699 (17.0293) loss_bbox: 0.1751 (0.1669) loss_bbox_aux_0: 0.1920 (0.1791) loss_bbox_aux_1: 0.1801 (0.1715) loss_bbox_aux_2: 0.1676 (0.1686) loss_bbox_aux_3: 0.1720 (0.1670) loss_bbox_aux_4: 0.1751 (0.1670) loss_bbox_aux_5: 0.2242 (0.2187) loss_bbox_dn_0: 0.3037 (0.2983) loss_bbox_dn_1: 0.2187 (0.2291) loss_bbox_dn_2: 0.2053 (0.2077) loss_bbox_dn_3: 0.2035 (0.2004) loss_bbox_dn_4: 0.2013 (0.1988) loss_bbox_dn_5: 0.2013 (0.1988) loss_giou: 0.5125 (0.5058) loss_giou_aux_0: 0.5282 (0.5297) loss_giou_aux_1: 0.5363 (0.5147) loss_giou_aux_2: 0.5186 (0.5100) loss_giou_aux_3: 0.5086 (0.5069) loss_giou_aux_4: 0.5146 (0.5062) loss_giou_aux_5: 0.6195 (0.5990) loss_giou_dn_0: 0.6397 (0.6256) loss_giou_dn_1: 0.5266 (0.5221) loss_giou_dn_2: 0.4897 (0.4940) loss_giou_dn_3: 0.4796 (0.4853) loss_giou_dn_4: 0.4781 (0.4833) loss_giou_dn_5: 0.4783 (0.4834) loss_vfl: 0.6945 (0.7066) loss_vfl_aux_0: 0.8214 (0.8329) loss_vfl_aux_1: 0.7669 (0.7742) loss_vfl_aux_2: 0.7285 (0.7364) loss_vfl_aux_3: 0.7266 (0.7187) loss_vfl_aux_4: 0.7042 (0.7095) loss_vfl_aux_5: 0.7884 (0.8096) loss_vfl_dn_0: 0.4577 (0.4678) loss_vfl_dn_1: 0.3981 (0.4062) loss_vfl_dn_2: 0.3805 (0.3898) loss_vfl_dn_3: 0.3750 (0.3821) loss_vfl_dn_4: 0.3715 (0.3792) loss_vfl_dn_5: 0.3744 (0.3784) time: 0.4697 data: 0.0142 max mem: 5654 Epoch: [21] [1000/7393] eta: 0:51:29 lr: 0.000010 loss: 16.9780 (17.0339) loss_bbox: 0.1706 (0.1677) loss_bbox_aux_0: 0.1885 (0.1799) loss_bbox_aux_1: 0.1832 (0.1723) loss_bbox_aux_2: 0.1786 (0.1693) loss_bbox_aux_3: 0.1716 (0.1678) loss_bbox_aux_4: 0.1666 (0.1678) loss_bbox_aux_5: 0.2282 (0.2197) loss_bbox_dn_0: 0.3221 (0.2994) loss_bbox_dn_1: 0.2620 (0.2302) loss_bbox_dn_2: 0.2369 (0.2086) loss_bbox_dn_3: 0.2270 (0.2012) loss_bbox_dn_4: 0.2223 (0.1997) loss_bbox_dn_5: 0.2222 (0.1997) loss_giou: 0.4346 (0.5055) loss_giou_aux_0: 0.4582 (0.5294) loss_giou_aux_1: 0.4443 (0.5146) loss_giou_aux_2: 0.4337 (0.5096) loss_giou_aux_3: 0.4285 (0.5066) loss_giou_aux_4: 0.4385 (0.5058) loss_giou_aux_5: 0.5111 (0.5990) loss_giou_dn_0: 0.5865 (0.6255) loss_giou_dn_1: 0.4839 (0.5219) loss_giou_dn_2: 0.4527 (0.4938) loss_giou_dn_3: 0.4447 (0.4851) loss_giou_dn_4: 0.4433 (0.4830) loss_giou_dn_5: 0.4436 (0.4832) loss_vfl: 0.6970 (0.7060) loss_vfl_aux_0: 0.8154 (0.8329) loss_vfl_aux_1: 0.7583 (0.7732) loss_vfl_aux_2: 0.7450 (0.7359) loss_vfl_aux_3: 0.7098 (0.7178) loss_vfl_aux_4: 0.7040 (0.7089) loss_vfl_aux_5: 0.8203 (0.8093) loss_vfl_dn_0: 0.4697 (0.4676) loss_vfl_dn_1: 0.4015 (0.4062) loss_vfl_dn_2: 0.3899 (0.3898) loss_vfl_dn_3: 0.3824 (0.3821) loss_vfl_dn_4: 0.3788 (0.3793) loss_vfl_dn_5: 0.3765 (0.3784) time: 0.4634 data: 0.0152 max mem: 5654 Epoch: [21] [1100/7393] eta: 0:50:37 lr: 0.000010 loss: 16.8815 (17.0535) loss_bbox: 0.1641 (0.1681) loss_bbox_aux_0: 0.1714 (0.1802) loss_bbox_aux_1: 0.1652 (0.1726) loss_bbox_aux_2: 0.1608 (0.1696) loss_bbox_aux_3: 0.1560 (0.1681) loss_bbox_aux_4: 0.1628 (0.1681) loss_bbox_aux_5: 0.2127 (0.2200) loss_bbox_dn_0: 0.2629 (0.2993) loss_bbox_dn_1: 0.1953 (0.2300) loss_bbox_dn_2: 0.1765 (0.2084) loss_bbox_dn_3: 0.1725 (0.2010) loss_bbox_dn_4: 0.1727 (0.1994) loss_bbox_dn_5: 0.1727 (0.1994) loss_giou: 0.5232 (0.5071) loss_giou_aux_0: 0.5378 (0.5309) loss_giou_aux_1: 0.5205 (0.5162) loss_giou_aux_2: 0.5255 (0.5112) loss_giou_aux_3: 0.5174 (0.5082) loss_giou_aux_4: 0.5115 (0.5074) loss_giou_aux_5: 0.5989 (0.6008) loss_giou_dn_0: 0.6170 (0.6266) loss_giou_dn_1: 0.5072 (0.5229) loss_giou_dn_2: 0.4817 (0.4947) loss_giou_dn_3: 0.4738 (0.4859) loss_giou_dn_4: 0.4725 (0.4838) loss_giou_dn_5: 0.4723 (0.4840) loss_vfl: 0.6890 (0.7063) loss_vfl_aux_0: 0.8019 (0.8330) loss_vfl_aux_1: 0.7549 (0.7737) loss_vfl_aux_2: 0.7255 (0.7364) loss_vfl_aux_3: 0.7156 (0.7184) loss_vfl_aux_4: 0.7006 (0.7092) loss_vfl_aux_5: 0.7836 (0.8089) loss_vfl_dn_0: 0.4686 (0.4676) loss_vfl_dn_1: 0.4016 (0.4062) loss_vfl_dn_2: 0.3857 (0.3898) loss_vfl_dn_3: 0.3770 (0.3821) loss_vfl_dn_4: 0.3742 (0.3792) loss_vfl_dn_5: 0.3746 (0.3784) time: 0.4871 data: 0.0151 max mem: 5654 Epoch: [21] [1200/7393] eta: 0:49:46 lr: 0.000010 loss: 16.5885 (17.0455) loss_bbox: 0.1488 (0.1678) loss_bbox_aux_0: 0.1656 (0.1800) loss_bbox_aux_1: 0.1606 (0.1723) loss_bbox_aux_2: 0.1599 (0.1694) loss_bbox_aux_3: 0.1478 (0.1678) loss_bbox_aux_4: 0.1505 (0.1678) loss_bbox_aux_5: 0.2016 (0.2198) loss_bbox_dn_0: 0.2763 (0.2988) loss_bbox_dn_1: 0.2093 (0.2294) loss_bbox_dn_2: 0.1931 (0.2079) loss_bbox_dn_3: 0.1889 (0.2005) loss_bbox_dn_4: 0.1879 (0.1989) loss_bbox_dn_5: 0.1879 (0.1989) loss_giou: 0.4695 (0.5070) loss_giou_aux_0: 0.4992 (0.5309) loss_giou_aux_1: 0.4763 (0.5163) loss_giou_aux_2: 0.4761 (0.5113) loss_giou_aux_3: 0.4654 (0.5082) loss_giou_aux_4: 0.4692 (0.5073) loss_giou_aux_5: 0.5698 (0.6010) loss_giou_dn_0: 0.6341 (0.6269) loss_giou_dn_1: 0.5271 (0.5229) loss_giou_dn_2: 0.4911 (0.4948) loss_giou_dn_3: 0.4822 (0.4861) loss_giou_dn_4: 0.4777 (0.4840) loss_giou_dn_5: 0.4777 (0.4842) loss_vfl: 0.6869 (0.7058) loss_vfl_aux_0: 0.8337 (0.8329) loss_vfl_aux_1: 0.7587 (0.7735) loss_vfl_aux_2: 0.7167 (0.7359) loss_vfl_aux_3: 0.7037 (0.7180) loss_vfl_aux_4: 0.6954 (0.7090) loss_vfl_aux_5: 0.8077 (0.8084) loss_vfl_dn_0: 0.4704 (0.4674) loss_vfl_dn_1: 0.4102 (0.4060) loss_vfl_dn_2: 0.3928 (0.3895) loss_vfl_dn_3: 0.3830 (0.3819) loss_vfl_dn_4: 0.3807 (0.3790) loss_vfl_dn_5: 0.3794 (0.3782) time: 0.4701 data: 0.0143 max mem: 5654 Epoch: [21] [1300/7393] eta: 0:48:55 lr: 0.000010 loss: 16.9681 (17.0361) loss_bbox: 0.1577 (0.1678) loss_bbox_aux_0: 0.1684 (0.1800) loss_bbox_aux_1: 0.1561 (0.1722) loss_bbox_aux_2: 0.1577 (0.1693) loss_bbox_aux_3: 0.1596 (0.1677) loss_bbox_aux_4: 0.1540 (0.1677) loss_bbox_aux_5: 0.1983 (0.2200) loss_bbox_dn_0: 0.2892 (0.2992) loss_bbox_dn_1: 0.2100 (0.2296) loss_bbox_dn_2: 0.1802 (0.2080) loss_bbox_dn_3: 0.1742 (0.2006) loss_bbox_dn_4: 0.1747 (0.1991) loss_bbox_dn_5: 0.1747 (0.1991) loss_giou: 0.4917 (0.5056) loss_giou_aux_0: 0.4904 (0.5297) loss_giou_aux_1: 0.4712 (0.5150) loss_giou_aux_2: 0.4783 (0.5098) loss_giou_aux_3: 0.4853 (0.5068) loss_giou_aux_4: 0.4944 (0.5059) loss_giou_aux_5: 0.5635 (0.5998) loss_giou_dn_0: 0.6240 (0.6261) loss_giou_dn_1: 0.5241 (0.5220) loss_giou_dn_2: 0.4993 (0.4939) loss_giou_dn_3: 0.4862 (0.4852) loss_giou_dn_4: 0.4827 (0.4831) loss_giou_dn_5: 0.4831 (0.4833) loss_vfl: 0.7132 (0.7064) loss_vfl_aux_0: 0.8429 (0.8342) loss_vfl_aux_1: 0.7830 (0.7745) loss_vfl_aux_2: 0.7524 (0.7368) loss_vfl_aux_3: 0.7420 (0.7186) loss_vfl_aux_4: 0.7033 (0.7095) loss_vfl_aux_5: 0.8377 (0.8092) loss_vfl_dn_0: 0.4653 (0.4673) loss_vfl_dn_1: 0.3972 (0.4058) loss_vfl_dn_2: 0.3866 (0.3893) loss_vfl_dn_3: 0.3784 (0.3816) loss_vfl_dn_4: 0.3752 (0.3787) loss_vfl_dn_5: 0.3740 (0.3779) time: 0.4747 data: 0.0148 max mem: 5654 Epoch: [21] [1400/7393] eta: 0:48:32 lr: 0.000010 loss: 16.4769 (17.0380) loss_bbox: 0.1671 (0.1680) loss_bbox_aux_0: 0.1790 (0.1806) loss_bbox_aux_1: 0.1758 (0.1727) loss_bbox_aux_2: 0.1713 (0.1697) loss_bbox_aux_3: 0.1675 (0.1680) loss_bbox_aux_4: 0.1671 (0.1679) loss_bbox_aux_5: 0.2215 (0.2206) loss_bbox_dn_0: 0.2861 (0.3004) loss_bbox_dn_1: 0.2217 (0.2306) loss_bbox_dn_2: 0.2055 (0.2089) loss_bbox_dn_3: 0.2016 (0.2016) loss_bbox_dn_4: 0.2002 (0.2001) loss_bbox_dn_5: 0.2001 (0.2001) loss_giou: 0.4650 (0.5039) loss_giou_aux_0: 0.4866 (0.5283) loss_giou_aux_1: 0.4690 (0.5135) loss_giou_aux_2: 0.4696 (0.5080) loss_giou_aux_3: 0.4699 (0.5051) loss_giou_aux_4: 0.4672 (0.5042) loss_giou_aux_5: 0.5639 (0.5984) loss_giou_dn_0: 0.5959 (0.6255) loss_giou_dn_1: 0.4949 (0.5213) loss_giou_dn_2: 0.4639 (0.4931) loss_giou_dn_3: 0.4569 (0.4844) loss_giou_dn_4: 0.4566 (0.4823) loss_giou_dn_5: 0.4570 (0.4825) loss_vfl: 0.7099 (0.7077) loss_vfl_aux_0: 0.8285 (0.8351) loss_vfl_aux_1: 0.7959 (0.7756) loss_vfl_aux_2: 0.7184 (0.7379) loss_vfl_aux_3: 0.7193 (0.7198) loss_vfl_aux_4: 0.7168 (0.7108) loss_vfl_aux_5: 0.8106 (0.8103) loss_vfl_dn_0: 0.4651 (0.4674) loss_vfl_dn_1: 0.4054 (0.4059) loss_vfl_dn_2: 0.3904 (0.3893) loss_vfl_dn_3: 0.3822 (0.3817) loss_vfl_dn_4: 0.3812 (0.3788) loss_vfl_dn_5: 0.3785 (0.3780) time: 0.8174 data: 0.0149 max mem: 5654 Epoch: [21] [1500/7393] eta: 0:47:37 lr: 0.000010 loss: 17.2943 (17.0459) loss_bbox: 0.1663 (0.1683) loss_bbox_aux_0: 0.1830 (0.1810) loss_bbox_aux_1: 0.1742 (0.1731) loss_bbox_aux_2: 0.1671 (0.1700) loss_bbox_aux_3: 0.1654 (0.1684) loss_bbox_aux_4: 0.1626 (0.1682) loss_bbox_aux_5: 0.2219 (0.2209) loss_bbox_dn_0: 0.2937 (0.3003) loss_bbox_dn_1: 0.2155 (0.2305) loss_bbox_dn_2: 0.2025 (0.2089) loss_bbox_dn_3: 0.1962 (0.2015) loss_bbox_dn_4: 0.1954 (0.2000) loss_bbox_dn_5: 0.1954 (0.2000) loss_giou: 0.5125 (0.5043) loss_giou_aux_0: 0.5433 (0.5288) loss_giou_aux_1: 0.5240 (0.5140) loss_giou_aux_2: 0.5176 (0.5085) loss_giou_aux_3: 0.5115 (0.5056) loss_giou_aux_4: 0.5118 (0.5046) loss_giou_aux_5: 0.6100 (0.5990) loss_giou_dn_0: 0.6401 (0.6257) loss_giou_dn_1: 0.5464 (0.5216) loss_giou_dn_2: 0.5215 (0.4934) loss_giou_dn_3: 0.5127 (0.4847) loss_giou_dn_4: 0.5101 (0.4827) loss_giou_dn_5: 0.5096 (0.4829) loss_vfl: 0.6605 (0.7080) loss_vfl_aux_0: 0.8150 (0.8348) loss_vfl_aux_1: 0.7644 (0.7758) loss_vfl_aux_2: 0.7126 (0.7382) loss_vfl_aux_3: 0.6896 (0.7199) loss_vfl_aux_4: 0.6735 (0.7111) loss_vfl_aux_5: 0.7836 (0.8099) loss_vfl_dn_0: 0.4628 (0.4674) loss_vfl_dn_1: 0.4079 (0.4059) loss_vfl_dn_2: 0.3949 (0.3893) loss_vfl_dn_3: 0.3875 (0.3817) loss_vfl_dn_4: 0.3842 (0.3788) loss_vfl_dn_5: 0.3827 (0.3780) time: 0.4657 data: 0.0147 max mem: 5654 Epoch: [21] [1600/7393] eta: 0:46:44 lr: 0.000010 loss: 17.5005 (17.0488) loss_bbox: 0.1624 (0.1684) loss_bbox_aux_0: 0.1764 (0.1813) loss_bbox_aux_1: 0.1722 (0.1735) loss_bbox_aux_2: 0.1674 (0.1703) loss_bbox_aux_3: 0.1578 (0.1685) loss_bbox_aux_4: 0.1624 (0.1683) loss_bbox_aux_5: 0.2179 (0.2217) loss_bbox_dn_0: 0.3034 (0.3011) loss_bbox_dn_1: 0.2404 (0.2311) loss_bbox_dn_2: 0.2129 (0.2095) loss_bbox_dn_3: 0.2024 (0.2021) loss_bbox_dn_4: 0.2043 (0.2006) loss_bbox_dn_5: 0.2043 (0.2006) loss_giou: 0.5011 (0.5036) loss_giou_aux_0: 0.5269 (0.5283) loss_giou_aux_1: 0.5040 (0.5134) loss_giou_aux_2: 0.4996 (0.5079) loss_giou_aux_3: 0.4968 (0.5049) loss_giou_aux_4: 0.5017 (0.5039) loss_giou_aux_5: 0.6016 (0.5987) loss_giou_dn_0: 0.6495 (0.6254) loss_giou_dn_1: 0.5373 (0.5213) loss_giou_dn_2: 0.5147 (0.4931) loss_giou_dn_3: 0.5046 (0.4844) loss_giou_dn_4: 0.5019 (0.4824) loss_giou_dn_5: 0.5018 (0.4825) loss_vfl: 0.7186 (0.7087) loss_vfl_aux_0: 0.8472 (0.8355) loss_vfl_aux_1: 0.7600 (0.7759) loss_vfl_aux_2: 0.7477 (0.7384) loss_vfl_aux_3: 0.7469 (0.7205) loss_vfl_aux_4: 0.7314 (0.7117) loss_vfl_aux_5: 0.7978 (0.8105) loss_vfl_dn_0: 0.4621 (0.4674) loss_vfl_dn_1: 0.4129 (0.4058) loss_vfl_dn_2: 0.3960 (0.3893) loss_vfl_dn_3: 0.3878 (0.3816) loss_vfl_dn_4: 0.3852 (0.3788) loss_vfl_dn_5: 0.3850 (0.3780) time: 0.4660 data: 0.0138 max mem: 5654 Epoch: [21] [1700/7393] eta: 0:45:50 lr: 0.000010 loss: 16.9467 (17.0494) loss_bbox: 0.1647 (0.1683) loss_bbox_aux_0: 0.1854 (0.1813) loss_bbox_aux_1: 0.1773 (0.1737) loss_bbox_aux_2: 0.1736 (0.1704) loss_bbox_aux_3: 0.1601 (0.1685) loss_bbox_aux_4: 0.1622 (0.1683) loss_bbox_aux_5: 0.2222 (0.2219) loss_bbox_dn_0: 0.3111 (0.3013) loss_bbox_dn_1: 0.2346 (0.2313) loss_bbox_dn_2: 0.2084 (0.2096) loss_bbox_dn_3: 0.2024 (0.2022) loss_bbox_dn_4: 0.2023 (0.2007) loss_bbox_dn_5: 0.2023 (0.2007) loss_giou: 0.4764 (0.5033) loss_giou_aux_0: 0.4959 (0.5280) loss_giou_aux_1: 0.4885 (0.5133) loss_giou_aux_2: 0.4926 (0.5078) loss_giou_aux_3: 0.4756 (0.5048) loss_giou_aux_4: 0.4789 (0.5037) loss_giou_aux_5: 0.5660 (0.5986) loss_giou_dn_0: 0.6107 (0.6254) loss_giou_dn_1: 0.5025 (0.5212) loss_giou_dn_2: 0.4726 (0.4930) loss_giou_dn_3: 0.4635 (0.4843) loss_giou_dn_4: 0.4597 (0.4823) loss_giou_dn_5: 0.4598 (0.4824) loss_vfl: 0.7040 (0.7088) loss_vfl_aux_0: 0.8530 (0.8359) loss_vfl_aux_1: 0.7716 (0.7760) loss_vfl_aux_2: 0.7253 (0.7383) loss_vfl_aux_3: 0.7113 (0.7204) loss_vfl_aux_4: 0.7042 (0.7118) loss_vfl_aux_5: 0.8231 (0.8110) loss_vfl_dn_0: 0.4690 (0.4675) loss_vfl_dn_1: 0.4026 (0.4058) loss_vfl_dn_2: 0.3897 (0.3892) loss_vfl_dn_3: 0.3827 (0.3816) loss_vfl_dn_4: 0.3798 (0.3787) loss_vfl_dn_5: 0.3773 (0.3779) time: 0.4654 data: 0.0149 max mem: 5654 Epoch: [21] [1800/7393] eta: 0:44:59 lr: 0.000010 loss: 16.6335 (17.0473) loss_bbox: 0.1501 (0.1680) loss_bbox_aux_0: 0.1565 (0.1810) loss_bbox_aux_1: 0.1526 (0.1734) loss_bbox_aux_2: 0.1491 (0.1702) loss_bbox_aux_3: 0.1519 (0.1682) loss_bbox_aux_4: 0.1496 (0.1679) loss_bbox_aux_5: 0.1970 (0.2215) loss_bbox_dn_0: 0.2604 (0.3005) loss_bbox_dn_1: 0.1988 (0.2306) loss_bbox_dn_2: 0.1741 (0.2089) loss_bbox_dn_3: 0.1690 (0.2016) loss_bbox_dn_4: 0.1691 (0.2000) loss_bbox_dn_5: 0.1690 (0.2000) loss_giou: 0.4410 (0.5038) loss_giou_aux_0: 0.4659 (0.5284) loss_giou_aux_1: 0.4681 (0.5138) loss_giou_aux_2: 0.4576 (0.5083) loss_giou_aux_3: 0.4358 (0.5053) loss_giou_aux_4: 0.4336 (0.5041) loss_giou_aux_5: 0.5465 (0.5991) loss_giou_dn_0: 0.6053 (0.6255) loss_giou_dn_1: 0.4878 (0.5214) loss_giou_dn_2: 0.4523 (0.4931) loss_giou_dn_3: 0.4380 (0.4844) loss_giou_dn_4: 0.4357 (0.4824) loss_giou_dn_5: 0.4358 (0.4826) loss_vfl: 0.7037 (0.7089) loss_vfl_aux_0: 0.8266 (0.8359) loss_vfl_aux_1: 0.7807 (0.7763) loss_vfl_aux_2: 0.7341 (0.7383) loss_vfl_aux_3: 0.7387 (0.7204) loss_vfl_aux_4: 0.7324 (0.7119) loss_vfl_aux_5: 0.8032 (0.8107) loss_vfl_dn_0: 0.4634 (0.4674) loss_vfl_dn_1: 0.4109 (0.4058) loss_vfl_dn_2: 0.3936 (0.3893) loss_vfl_dn_3: 0.3836 (0.3817) loss_vfl_dn_4: 0.3810 (0.3788) loss_vfl_dn_5: 0.3806 (0.3780) time: 0.4798 data: 0.0143 max mem: 5654 Epoch: [21] [1900/7393] eta: 0:44:05 lr: 0.000010 loss: 16.7622 (17.0383) loss_bbox: 0.1452 (0.1677) loss_bbox_aux_0: 0.1728 (0.1809) loss_bbox_aux_1: 0.1582 (0.1732) loss_bbox_aux_2: 0.1530 (0.1699) loss_bbox_aux_3: 0.1502 (0.1680) loss_bbox_aux_4: 0.1508 (0.1677) loss_bbox_aux_5: 0.2056 (0.2215) loss_bbox_dn_0: 0.2710 (0.3008) loss_bbox_dn_1: 0.2107 (0.2308) loss_bbox_dn_2: 0.1915 (0.2091) loss_bbox_dn_3: 0.1923 (0.2018) loss_bbox_dn_4: 0.1908 (0.2003) loss_bbox_dn_5: 0.1910 (0.2003) loss_giou: 0.4573 (0.5025) loss_giou_aux_0: 0.4675 (0.5271) loss_giou_aux_1: 0.4636 (0.5124) loss_giou_aux_2: 0.4581 (0.5070) loss_giou_aux_3: 0.4680 (0.5040) loss_giou_aux_4: 0.4620 (0.5028) loss_giou_aux_5: 0.5515 (0.5977) loss_giou_dn_0: 0.6087 (0.6249) loss_giou_dn_1: 0.5070 (0.5208) loss_giou_dn_2: 0.4772 (0.4926) loss_giou_dn_3: 0.4651 (0.4839) loss_giou_dn_4: 0.4626 (0.4819) loss_giou_dn_5: 0.4629 (0.4820) loss_vfl: 0.6994 (0.7094) loss_vfl_aux_0: 0.8243 (0.8364) loss_vfl_aux_1: 0.7532 (0.7768) loss_vfl_aux_2: 0.7138 (0.7388) loss_vfl_aux_3: 0.7096 (0.7208) loss_vfl_aux_4: 0.6917 (0.7124) loss_vfl_aux_5: 0.8040 (0.8115) loss_vfl_dn_0: 0.4685 (0.4675) loss_vfl_dn_1: 0.4024 (0.4058) loss_vfl_dn_2: 0.3833 (0.3892) loss_vfl_dn_3: 0.3777 (0.3816) loss_vfl_dn_4: 0.3758 (0.3787) loss_vfl_dn_5: 0.3738 (0.3779) time: 0.4519 data: 0.0141 max mem: 5654 Epoch: [21] [2000/7393] eta: 0:43:16 lr: 0.000010 loss: 16.3621 (17.0345) loss_bbox: 0.1627 (0.1676) loss_bbox_aux_0: 0.1918 (0.1807) loss_bbox_aux_1: 0.1801 (0.1730) loss_bbox_aux_2: 0.1767 (0.1698) loss_bbox_aux_3: 0.1571 (0.1678) loss_bbox_aux_4: 0.1579 (0.1675) loss_bbox_aux_5: 0.2127 (0.2213) loss_bbox_dn_0: 0.3012 (0.3006) loss_bbox_dn_1: 0.2371 (0.2306) loss_bbox_dn_2: 0.2151 (0.2090) loss_bbox_dn_3: 0.2117 (0.2017) loss_bbox_dn_4: 0.2117 (0.2002) loss_bbox_dn_5: 0.2119 (0.2002) loss_giou: 0.4426 (0.5027) loss_giou_aux_0: 0.4720 (0.5272) loss_giou_aux_1: 0.4537 (0.5126) loss_giou_aux_2: 0.4514 (0.5072) loss_giou_aux_3: 0.4452 (0.5042) loss_giou_aux_4: 0.4427 (0.5031) loss_giou_aux_5: 0.5665 (0.5977) loss_giou_dn_0: 0.5925 (0.6249) loss_giou_dn_1: 0.4913 (0.5208) loss_giou_dn_2: 0.4627 (0.4926) loss_giou_dn_3: 0.4539 (0.4840) loss_giou_dn_4: 0.4525 (0.4819) loss_giou_dn_5: 0.4525 (0.4821) loss_vfl: 0.6892 (0.7089) loss_vfl_aux_0: 0.8065 (0.8358) loss_vfl_aux_1: 0.7244 (0.7762) loss_vfl_aux_2: 0.7127 (0.7383) loss_vfl_aux_3: 0.7014 (0.7204) loss_vfl_aux_4: 0.6896 (0.7119) loss_vfl_aux_5: 0.8134 (0.8113) loss_vfl_dn_0: 0.4678 (0.4675) loss_vfl_dn_1: 0.4000 (0.4058) loss_vfl_dn_2: 0.3810 (0.3893) loss_vfl_dn_3: 0.3751 (0.3816) loss_vfl_dn_4: 0.3720 (0.3787) loss_vfl_dn_5: 0.3718 (0.3779) time: 0.4745 data: 0.0141 max mem: 5654 Epoch: [21] [2100/7393] eta: 0:42:43 lr: 0.000010 loss: 16.6435 (17.0371) loss_bbox: 0.1589 (0.1676) loss_bbox_aux_0: 0.1647 (0.1807) loss_bbox_aux_1: 0.1541 (0.1730) loss_bbox_aux_2: 0.1638 (0.1699) loss_bbox_aux_3: 0.1670 (0.1678) loss_bbox_aux_4: 0.1644 (0.1676) loss_bbox_aux_5: 0.1991 (0.2213) loss_bbox_dn_0: 0.2648 (0.3007) loss_bbox_dn_1: 0.2108 (0.2307) loss_bbox_dn_2: 0.1935 (0.2091) loss_bbox_dn_3: 0.1886 (0.2018) loss_bbox_dn_4: 0.1895 (0.2003) loss_bbox_dn_5: 0.1893 (0.2003) loss_giou: 0.5307 (0.5026) loss_giou_aux_0: 0.5161 (0.5271) loss_giou_aux_1: 0.5225 (0.5125) loss_giou_aux_2: 0.5118 (0.5072) loss_giou_aux_3: 0.5173 (0.5041) loss_giou_aux_4: 0.5270 (0.5030) loss_giou_aux_5: 0.5907 (0.5977) loss_giou_dn_0: 0.6102 (0.6251) loss_giou_dn_1: 0.5134 (0.5209) loss_giou_dn_2: 0.4945 (0.4927) loss_giou_dn_3: 0.4874 (0.4840) loss_giou_dn_4: 0.4869 (0.4820) loss_giou_dn_5: 0.4875 (0.4822) loss_vfl: 0.6489 (0.7092) loss_vfl_aux_0: 0.7868 (0.8361) loss_vfl_aux_1: 0.7217 (0.7765) loss_vfl_aux_2: 0.6696 (0.7385) loss_vfl_aux_3: 0.6587 (0.7207) loss_vfl_aux_4: 0.6514 (0.7122) loss_vfl_aux_5: 0.7597 (0.8115) loss_vfl_dn_0: 0.4582 (0.4675) loss_vfl_dn_1: 0.3957 (0.4058) loss_vfl_dn_2: 0.3790 (0.3893) loss_vfl_dn_3: 0.3713 (0.3816) loss_vfl_dn_4: 0.3701 (0.3787) loss_vfl_dn_5: 0.3677 (0.3780) time: 0.4823 data: 0.0142 max mem: 5654 Epoch: [21] [2200/7393] eta: 0:41:52 lr: 0.000010 loss: 17.4418 (17.0298) loss_bbox: 0.1522 (0.1676) loss_bbox_aux_0: 0.1639 (0.1806) loss_bbox_aux_1: 0.1565 (0.1730) loss_bbox_aux_2: 0.1567 (0.1698) loss_bbox_aux_3: 0.1509 (0.1678) loss_bbox_aux_4: 0.1581 (0.1676) loss_bbox_aux_5: 0.2186 (0.2214) loss_bbox_dn_0: 0.2784 (0.3009) loss_bbox_dn_1: 0.2180 (0.2309) loss_bbox_dn_2: 0.2018 (0.2092) loss_bbox_dn_3: 0.1948 (0.2019) loss_bbox_dn_4: 0.1912 (0.2003) loss_bbox_dn_5: 0.1912 (0.2003) loss_giou: 0.5049 (0.5018) loss_giou_aux_0: 0.5267 (0.5263) loss_giou_aux_1: 0.5034 (0.5118) loss_giou_aux_2: 0.5032 (0.5065) loss_giou_aux_3: 0.5043 (0.5033) loss_giou_aux_4: 0.5056 (0.5022) loss_giou_aux_5: 0.6010 (0.5970) loss_giou_dn_0: 0.6338 (0.6244) loss_giou_dn_1: 0.5355 (0.5203) loss_giou_dn_2: 0.5107 (0.4921) loss_giou_dn_3: 0.4991 (0.4835) loss_giou_dn_4: 0.4962 (0.4814) loss_giou_dn_5: 0.4961 (0.4816) loss_vfl: 0.7106 (0.7091) loss_vfl_aux_0: 0.8363 (0.8364) loss_vfl_aux_1: 0.7654 (0.7765) loss_vfl_aux_2: 0.7443 (0.7385) loss_vfl_aux_3: 0.7132 (0.7207) loss_vfl_aux_4: 0.7086 (0.7120) loss_vfl_aux_5: 0.7956 (0.8118) loss_vfl_dn_0: 0.4685 (0.4676) loss_vfl_dn_1: 0.4044 (0.4058) loss_vfl_dn_2: 0.3880 (0.3893) loss_vfl_dn_3: 0.3805 (0.3816) loss_vfl_dn_4: 0.3791 (0.3787) loss_vfl_dn_5: 0.3809 (0.3779) time: 0.4829 data: 0.0142 max mem: 5654 Epoch: [21] [2300/7393] eta: 0:41:01 lr: 0.000010 loss: 16.9389 (17.0294) loss_bbox: 0.1616 (0.1675) loss_bbox_aux_0: 0.1669 (0.1806) loss_bbox_aux_1: 0.1587 (0.1729) loss_bbox_aux_2: 0.1611 (0.1698) loss_bbox_aux_3: 0.1636 (0.1678) loss_bbox_aux_4: 0.1641 (0.1675) loss_bbox_aux_5: 0.2155 (0.2215) loss_bbox_dn_0: 0.2717 (0.3007) loss_bbox_dn_1: 0.2010 (0.2308) loss_bbox_dn_2: 0.1801 (0.2091) loss_bbox_dn_3: 0.1763 (0.2018) loss_bbox_dn_4: 0.1733 (0.2002) loss_bbox_dn_5: 0.1735 (0.2002) loss_giou: 0.4917 (0.5021) loss_giou_aux_0: 0.5316 (0.5266) loss_giou_aux_1: 0.5007 (0.5119) loss_giou_aux_2: 0.4986 (0.5067) loss_giou_aux_3: 0.4962 (0.5036) loss_giou_aux_4: 0.4907 (0.5025) loss_giou_aux_5: 0.5921 (0.5975) loss_giou_dn_0: 0.6322 (0.6246) loss_giou_dn_1: 0.5335 (0.5204) loss_giou_dn_2: 0.5104 (0.4922) loss_giou_dn_3: 0.5019 (0.4835) loss_giou_dn_4: 0.5008 (0.4815) loss_giou_dn_5: 0.5016 (0.4817) loss_vfl: 0.7116 (0.7091) loss_vfl_aux_0: 0.8037 (0.8359) loss_vfl_aux_1: 0.7571 (0.7765) loss_vfl_aux_2: 0.7155 (0.7384) loss_vfl_aux_3: 0.7167 (0.7206) loss_vfl_aux_4: 0.7064 (0.7120) loss_vfl_aux_5: 0.7979 (0.8112) loss_vfl_dn_0: 0.4659 (0.4675) loss_vfl_dn_1: 0.4067 (0.4057) loss_vfl_dn_2: 0.3902 (0.3892) loss_vfl_dn_3: 0.3833 (0.3815) loss_vfl_dn_4: 0.3784 (0.3786) loss_vfl_dn_5: 0.3775 (0.3779) time: 0.4754 data: 0.0143 max mem: 5654 Epoch: [21] [2400/7393] eta: 0:40:10 lr: 0.000010 loss: 17.0815 (17.0422) loss_bbox: 0.1548 (0.1677) loss_bbox_aux_0: 0.1772 (0.1808) loss_bbox_aux_1: 0.1628 (0.1731) loss_bbox_aux_2: 0.1616 (0.1699) loss_bbox_aux_3: 0.1585 (0.1680) loss_bbox_aux_4: 0.1578 (0.1678) loss_bbox_aux_5: 0.2077 (0.2217) loss_bbox_dn_0: 0.2941 (0.3008) loss_bbox_dn_1: 0.2357 (0.2308) loss_bbox_dn_2: 0.2155 (0.2091) loss_bbox_dn_3: 0.2020 (0.2018) loss_bbox_dn_4: 0.1984 (0.2003) loss_bbox_dn_5: 0.1984 (0.2003) loss_giou: 0.4863 (0.5030) loss_giou_aux_0: 0.5091 (0.5274) loss_giou_aux_1: 0.4876 (0.5128) loss_giou_aux_2: 0.4948 (0.5075) loss_giou_aux_3: 0.4852 (0.5044) loss_giou_aux_4: 0.4924 (0.5034) loss_giou_aux_5: 0.5847 (0.5984) loss_giou_dn_0: 0.6125 (0.6253) loss_giou_dn_1: 0.5147 (0.5210) loss_giou_dn_2: 0.4766 (0.4928) loss_giou_dn_3: 0.4671 (0.4842) loss_giou_dn_4: 0.4669 (0.4821) loss_giou_dn_5: 0.4670 (0.4823) loss_vfl: 0.7353 (0.7094) loss_vfl_aux_0: 0.8192 (0.8358) loss_vfl_aux_1: 0.7749 (0.7766) loss_vfl_aux_2: 0.7470 (0.7386) loss_vfl_aux_3: 0.7365 (0.7208) loss_vfl_aux_4: 0.7423 (0.7123) loss_vfl_aux_5: 0.7979 (0.8110) loss_vfl_dn_0: 0.4684 (0.4676) loss_vfl_dn_1: 0.4108 (0.4058) loss_vfl_dn_2: 0.3895 (0.3893) loss_vfl_dn_3: 0.3852 (0.3816) loss_vfl_dn_4: 0.3817 (0.3787) loss_vfl_dn_5: 0.3801 (0.3780) time: 0.4826 data: 0.0142 max mem: 5654 Epoch: [21] [2500/7393] eta: 0:39:22 lr: 0.000010 loss: 17.0014 (17.0337) loss_bbox: 0.1491 (0.1674) loss_bbox_aux_0: 0.1702 (0.1806) loss_bbox_aux_1: 0.1644 (0.1728) loss_bbox_aux_2: 0.1596 (0.1696) loss_bbox_aux_3: 0.1563 (0.1677) loss_bbox_aux_4: 0.1489 (0.1675) loss_bbox_aux_5: 0.2165 (0.2216) loss_bbox_dn_0: 0.3022 (0.3004) loss_bbox_dn_1: 0.2262 (0.2304) loss_bbox_dn_2: 0.2087 (0.2087) loss_bbox_dn_3: 0.2032 (0.2015) loss_bbox_dn_4: 0.2012 (0.1999) loss_bbox_dn_5: 0.2018 (0.1999) loss_giou: 0.5091 (0.5027) loss_giou_aux_0: 0.5231 (0.5273) loss_giou_aux_1: 0.5281 (0.5126) loss_giou_aux_2: 0.5095 (0.5073) loss_giou_aux_3: 0.5128 (0.5041) loss_giou_aux_4: 0.5124 (0.5031) loss_giou_aux_5: 0.6108 (0.5984) loss_giou_dn_0: 0.6088 (0.6251) loss_giou_dn_1: 0.5054 (0.5208) loss_giou_dn_2: 0.4763 (0.4927) loss_giou_dn_3: 0.4739 (0.4840) loss_giou_dn_4: 0.4739 (0.4820) loss_giou_dn_5: 0.4742 (0.4822) loss_vfl: 0.6965 (0.7092) loss_vfl_aux_0: 0.8298 (0.8354) loss_vfl_aux_1: 0.7716 (0.7763) loss_vfl_aux_2: 0.7340 (0.7384) loss_vfl_aux_3: 0.6957 (0.7205) loss_vfl_aux_4: 0.7122 (0.7122) loss_vfl_aux_5: 0.8116 (0.8108) loss_vfl_dn_0: 0.4701 (0.4675) loss_vfl_dn_1: 0.4074 (0.4057) loss_vfl_dn_2: 0.3877 (0.3892) loss_vfl_dn_3: 0.3773 (0.3816) loss_vfl_dn_4: 0.3763 (0.3787) loss_vfl_dn_5: 0.3761 (0.3779) time: 0.4776 data: 0.0138 max mem: 5654 Epoch: [21] [2600/7393] eta: 0:38:31 lr: 0.000010 loss: 15.7284 (17.0247) loss_bbox: 0.1618 (0.1674) loss_bbox_aux_0: 0.1735 (0.1805) loss_bbox_aux_1: 0.1641 (0.1726) loss_bbox_aux_2: 0.1663 (0.1696) loss_bbox_aux_3: 0.1614 (0.1677) loss_bbox_aux_4: 0.1622 (0.1674) loss_bbox_aux_5: 0.2194 (0.2214) loss_bbox_dn_0: 0.2966 (0.3000) loss_bbox_dn_1: 0.2105 (0.2302) loss_bbox_dn_2: 0.1877 (0.2086) loss_bbox_dn_3: 0.1828 (0.2013) loss_bbox_dn_4: 0.1820 (0.1998) loss_bbox_dn_5: 0.1815 (0.1998) loss_giou: 0.4141 (0.5025) loss_giou_aux_0: 0.4452 (0.5272) loss_giou_aux_1: 0.4225 (0.5124) loss_giou_aux_2: 0.4202 (0.5071) loss_giou_aux_3: 0.4188 (0.5040) loss_giou_aux_4: 0.4141 (0.5029) loss_giou_aux_5: 0.5298 (0.5982) loss_giou_dn_0: 0.5750 (0.6249) loss_giou_dn_1: 0.4642 (0.5206) loss_giou_dn_2: 0.4358 (0.4925) loss_giou_dn_3: 0.4242 (0.4839) loss_giou_dn_4: 0.4207 (0.4819) loss_giou_dn_5: 0.4206 (0.4820) loss_vfl: 0.6559 (0.7086) loss_vfl_aux_0: 0.7973 (0.8347) loss_vfl_aux_1: 0.7166 (0.7757) loss_vfl_aux_2: 0.6592 (0.7376) loss_vfl_aux_3: 0.6549 (0.7197) loss_vfl_aux_4: 0.6566 (0.7116) loss_vfl_aux_5: 0.7527 (0.8102) loss_vfl_dn_0: 0.4573 (0.4674) loss_vfl_dn_1: 0.3936 (0.4057) loss_vfl_dn_2: 0.3757 (0.3891) loss_vfl_dn_3: 0.3710 (0.3815) loss_vfl_dn_4: 0.3707 (0.3786) loss_vfl_dn_5: 0.3671 (0.3779) time: 0.4715 data: 0.0139 max mem: 5654 Epoch: [21] [2700/7393] eta: 0:37:40 lr: 0.000010 loss: 16.9056 (17.0276) loss_bbox: 0.1607 (0.1673) loss_bbox_aux_0: 0.1603 (0.1803) loss_bbox_aux_1: 0.1584 (0.1725) loss_bbox_aux_2: 0.1511 (0.1695) loss_bbox_aux_3: 0.1625 (0.1676) loss_bbox_aux_4: 0.1612 (0.1674) loss_bbox_aux_5: 0.2071 (0.2213) loss_bbox_dn_0: 0.2746 (0.2999) loss_bbox_dn_1: 0.1990 (0.2301) loss_bbox_dn_2: 0.1794 (0.2084) loss_bbox_dn_3: 0.1747 (0.2012) loss_bbox_dn_4: 0.1750 (0.1997) loss_bbox_dn_5: 0.1750 (0.1997) loss_giou: 0.4882 (0.5031) loss_giou_aux_0: 0.5258 (0.5276) loss_giou_aux_1: 0.4905 (0.5128) loss_giou_aux_2: 0.4861 (0.5077) loss_giou_aux_3: 0.4876 (0.5045) loss_giou_aux_4: 0.4865 (0.5034) loss_giou_aux_5: 0.6000 (0.5986) loss_giou_dn_0: 0.6432 (0.6252) loss_giou_dn_1: 0.5275 (0.5209) loss_giou_dn_2: 0.4921 (0.4928) loss_giou_dn_3: 0.4834 (0.4842) loss_giou_dn_4: 0.4811 (0.4822) loss_giou_dn_5: 0.4822 (0.4824) loss_vfl: 0.6777 (0.7084) loss_vfl_aux_0: 0.7988 (0.8344) loss_vfl_aux_1: 0.7324 (0.7755) loss_vfl_aux_2: 0.7052 (0.7374) loss_vfl_aux_3: 0.6753 (0.7196) loss_vfl_aux_4: 0.6776 (0.7114) loss_vfl_aux_5: 0.7778 (0.8100) loss_vfl_dn_0: 0.4739 (0.4674) loss_vfl_dn_1: 0.4035 (0.4057) loss_vfl_dn_2: 0.3856 (0.3892) loss_vfl_dn_3: 0.3792 (0.3815) loss_vfl_dn_4: 0.3771 (0.3787) loss_vfl_dn_5: 0.3778 (0.3779) time: 0.4549 data: 0.0139 max mem: 5654 Epoch: [21] [2800/7393] eta: 0:36:52 lr: 0.000010 loss: 16.8461 (17.0237) loss_bbox: 0.1500 (0.1673) loss_bbox_aux_0: 0.1630 (0.1804) loss_bbox_aux_1: 0.1574 (0.1725) loss_bbox_aux_2: 0.1461 (0.1695) loss_bbox_aux_3: 0.1436 (0.1677) loss_bbox_aux_4: 0.1486 (0.1674) loss_bbox_aux_5: 0.2074 (0.2212) loss_bbox_dn_0: 0.2836 (0.3003) loss_bbox_dn_1: 0.2049 (0.2304) loss_bbox_dn_2: 0.1842 (0.2087) loss_bbox_dn_3: 0.1759 (0.2014) loss_bbox_dn_4: 0.1755 (0.1999) loss_bbox_dn_5: 0.1754 (0.1999) loss_giou: 0.5220 (0.5024) loss_giou_aux_0: 0.5419 (0.5269) loss_giou_aux_1: 0.5338 (0.5121) loss_giou_aux_2: 0.5157 (0.5070) loss_giou_aux_3: 0.5090 (0.5038) loss_giou_aux_4: 0.5173 (0.5027) loss_giou_aux_5: 0.6018 (0.5978) loss_giou_dn_0: 0.6260 (0.6247) loss_giou_dn_1: 0.5136 (0.5204) loss_giou_dn_2: 0.4896 (0.4923) loss_giou_dn_3: 0.4785 (0.4837) loss_giou_dn_4: 0.4765 (0.4817) loss_giou_dn_5: 0.4763 (0.4819) loss_vfl: 0.6842 (0.7086) loss_vfl_aux_0: 0.7651 (0.8348) loss_vfl_aux_1: 0.7367 (0.7760) loss_vfl_aux_2: 0.7270 (0.7379) loss_vfl_aux_3: 0.7137 (0.7199) loss_vfl_aux_4: 0.6929 (0.7116) loss_vfl_aux_5: 0.7972 (0.8108) loss_vfl_dn_0: 0.4584 (0.4675) loss_vfl_dn_1: 0.3976 (0.4057) loss_vfl_dn_2: 0.3839 (0.3891) loss_vfl_dn_3: 0.3725 (0.3814) loss_vfl_dn_4: 0.3720 (0.3786) loss_vfl_dn_5: 0.3723 (0.3778) time: 0.4902 data: 0.0136 max mem: 5654 Epoch: [21] [2900/7393] eta: 0:36:02 lr: 0.000010 loss: 16.9526 (17.0227) loss_bbox: 0.1703 (0.1673) loss_bbox_aux_0: 0.1955 (0.1804) loss_bbox_aux_1: 0.1850 (0.1726) loss_bbox_aux_2: 0.1814 (0.1696) loss_bbox_aux_3: 0.1792 (0.1678) loss_bbox_aux_4: 0.1703 (0.1674) loss_bbox_aux_5: 0.2099 (0.2212) loss_bbox_dn_0: 0.3145 (0.3003) loss_bbox_dn_1: 0.2402 (0.2304) loss_bbox_dn_2: 0.2128 (0.2088) loss_bbox_dn_3: 0.2068 (0.2015) loss_bbox_dn_4: 0.2083 (0.2000) loss_bbox_dn_5: 0.2084 (0.2000) loss_giou: 0.4335 (0.5022) loss_giou_aux_0: 0.4510 (0.5267) loss_giou_aux_1: 0.4471 (0.5118) loss_giou_aux_2: 0.4485 (0.5068) loss_giou_aux_3: 0.4381 (0.5036) loss_giou_aux_4: 0.4367 (0.5025) loss_giou_aux_5: 0.5404 (0.5976) loss_giou_dn_0: 0.6071 (0.6246) loss_giou_dn_1: 0.5010 (0.5203) loss_giou_dn_2: 0.4801 (0.4922) loss_giou_dn_3: 0.4723 (0.4836) loss_giou_dn_4: 0.4701 (0.4816) loss_giou_dn_5: 0.4702 (0.4818) loss_vfl: 0.7398 (0.7086) loss_vfl_aux_0: 0.8485 (0.8348) loss_vfl_aux_1: 0.7831 (0.7759) loss_vfl_aux_2: 0.7595 (0.7378) loss_vfl_aux_3: 0.7244 (0.7198) loss_vfl_aux_4: 0.7273 (0.7116) loss_vfl_aux_5: 0.8121 (0.8109) loss_vfl_dn_0: 0.4659 (0.4675) loss_vfl_dn_1: 0.4100 (0.4058) loss_vfl_dn_2: 0.3946 (0.3892) loss_vfl_dn_3: 0.3867 (0.3816) loss_vfl_dn_4: 0.3838 (0.3787) loss_vfl_dn_5: 0.3821 (0.3779) time: 0.4735 data: 0.0141 max mem: 5654 Epoch: [21] [3000/7393] eta: 0:35:14 lr: 0.000010 loss: 16.5337 (17.0225) loss_bbox: 0.1743 (0.1673) loss_bbox_aux_0: 0.1930 (0.1804) loss_bbox_aux_1: 0.1733 (0.1726) loss_bbox_aux_2: 0.1692 (0.1696) loss_bbox_aux_3: 0.1824 (0.1678) loss_bbox_aux_4: 0.1739 (0.1674) loss_bbox_aux_5: 0.2322 (0.2212) loss_bbox_dn_0: 0.2817 (0.3003) loss_bbox_dn_1: 0.2150 (0.2304) loss_bbox_dn_2: 0.1926 (0.2087) loss_bbox_dn_3: 0.1849 (0.2014) loss_bbox_dn_4: 0.1830 (0.1999) loss_bbox_dn_5: 0.1831 (0.1999) loss_giou: 0.4559 (0.5023) loss_giou_aux_0: 0.4838 (0.5266) loss_giou_aux_1: 0.4830 (0.5118) loss_giou_aux_2: 0.4535 (0.5068) loss_giou_aux_3: 0.4530 (0.5037) loss_giou_aux_4: 0.4536 (0.5026) loss_giou_aux_5: 0.5540 (0.5976) loss_giou_dn_0: 0.6059 (0.6246) loss_giou_dn_1: 0.4858 (0.5202) loss_giou_dn_2: 0.4520 (0.4921) loss_giou_dn_3: 0.4461 (0.4835) loss_giou_dn_4: 0.4434 (0.4815) loss_giou_dn_5: 0.4434 (0.4816) loss_vfl: 0.6737 (0.7085) loss_vfl_aux_0: 0.8069 (0.8349) loss_vfl_aux_1: 0.7716 (0.7762) loss_vfl_aux_2: 0.7205 (0.7378) loss_vfl_aux_3: 0.6763 (0.7196) loss_vfl_aux_4: 0.6679 (0.7116) loss_vfl_aux_5: 0.8056 (0.8109) loss_vfl_dn_0: 0.4725 (0.4676) loss_vfl_dn_1: 0.4081 (0.4059) loss_vfl_dn_2: 0.3890 (0.3893) loss_vfl_dn_3: 0.3788 (0.3816) loss_vfl_dn_4: 0.3742 (0.3788) loss_vfl_dn_5: 0.3709 (0.3780) time: 0.4755 data: 0.0142 max mem: 5654 Epoch: [21] [3100/7393] eta: 0:34:24 lr: 0.000010 loss: 17.2065 (17.0187) loss_bbox: 0.1599 (0.1671) loss_bbox_aux_0: 0.1820 (0.1801) loss_bbox_aux_1: 0.1643 (0.1723) loss_bbox_aux_2: 0.1619 (0.1694) loss_bbox_aux_3: 0.1581 (0.1676) loss_bbox_aux_4: 0.1581 (0.1672) loss_bbox_aux_5: 0.2155 (0.2208) loss_bbox_dn_0: 0.2842 (0.2999) loss_bbox_dn_1: 0.2048 (0.2300) loss_bbox_dn_2: 0.1838 (0.2084) loss_bbox_dn_3: 0.1757 (0.2011) loss_bbox_dn_4: 0.1747 (0.1996) loss_bbox_dn_5: 0.1748 (0.1996) loss_giou: 0.4900 (0.5027) loss_giou_aux_0: 0.5164 (0.5268) loss_giou_aux_1: 0.5086 (0.5121) loss_giou_aux_2: 0.4951 (0.5071) loss_giou_aux_3: 0.5004 (0.5041) loss_giou_aux_4: 0.4895 (0.5030) loss_giou_aux_5: 0.6093 (0.5979) loss_giou_dn_0: 0.6277 (0.6247) loss_giou_dn_1: 0.5281 (0.5204) loss_giou_dn_2: 0.5057 (0.4923) loss_giou_dn_3: 0.4970 (0.4837) loss_giou_dn_4: 0.4929 (0.4817) loss_giou_dn_5: 0.4931 (0.4819) loss_vfl: 0.6960 (0.7081) loss_vfl_aux_0: 0.8604 (0.8345) loss_vfl_aux_1: 0.7762 (0.7758) loss_vfl_aux_2: 0.7286 (0.7373) loss_vfl_aux_3: 0.7069 (0.7191) loss_vfl_aux_4: 0.7042 (0.7111) loss_vfl_aux_5: 0.8011 (0.8103) loss_vfl_dn_0: 0.4709 (0.4676) loss_vfl_dn_1: 0.4107 (0.4058) loss_vfl_dn_2: 0.3909 (0.3892) loss_vfl_dn_3: 0.3833 (0.3816) loss_vfl_dn_4: 0.3798 (0.3787) loss_vfl_dn_5: 0.3807 (0.3780) time: 0.4698 data: 0.0142 max mem: 5654 Epoch: [21] [3200/7393] eta: 0:33:43 lr: 0.000010 loss: 16.8272 (17.0179) loss_bbox: 0.1607 (0.1672) loss_bbox_aux_0: 0.1828 (0.1802) loss_bbox_aux_1: 0.1685 (0.1724) loss_bbox_aux_2: 0.1747 (0.1695) loss_bbox_aux_3: 0.1671 (0.1677) loss_bbox_aux_4: 0.1624 (0.1672) loss_bbox_aux_5: 0.2208 (0.2211) loss_bbox_dn_0: 0.3230 (0.3005) loss_bbox_dn_1: 0.2533 (0.2305) loss_bbox_dn_2: 0.2282 (0.2087) loss_bbox_dn_3: 0.2165 (0.2014) loss_bbox_dn_4: 0.2135 (0.1998) loss_bbox_dn_5: 0.2134 (0.1998) loss_giou: 0.4670 (0.5022) loss_giou_aux_0: 0.5086 (0.5263) loss_giou_aux_1: 0.4952 (0.5116) loss_giou_aux_2: 0.4691 (0.5067) loss_giou_aux_3: 0.4722 (0.5036) loss_giou_aux_4: 0.4670 (0.5025) loss_giou_aux_5: 0.5797 (0.5974) loss_giou_dn_0: 0.6351 (0.6246) loss_giou_dn_1: 0.5343 (0.5203) loss_giou_dn_2: 0.5066 (0.4922) loss_giou_dn_3: 0.4957 (0.4835) loss_giou_dn_4: 0.4934 (0.4815) loss_giou_dn_5: 0.4937 (0.4817) loss_vfl: 0.7159 (0.7082) loss_vfl_aux_0: 0.8302 (0.8349) loss_vfl_aux_1: 0.7569 (0.7759) loss_vfl_aux_2: 0.7329 (0.7372) loss_vfl_aux_3: 0.7198 (0.7191) loss_vfl_aux_4: 0.7168 (0.7113) loss_vfl_aux_5: 0.8160 (0.8108) loss_vfl_dn_0: 0.4677 (0.4675) loss_vfl_dn_1: 0.3994 (0.4058) loss_vfl_dn_2: 0.3842 (0.3891) loss_vfl_dn_3: 0.3732 (0.3815) loss_vfl_dn_4: 0.3743 (0.3786) loss_vfl_dn_5: 0.3736 (0.3779) time: 0.4765 data: 0.0143 max mem: 5654 Epoch: [21] [3300/7393] eta: 0:32:53 lr: 0.000010 loss: 16.4695 (17.0174) loss_bbox: 0.1504 (0.1671) loss_bbox_aux_0: 0.1584 (0.1801) loss_bbox_aux_1: 0.1500 (0.1723) loss_bbox_aux_2: 0.1514 (0.1693) loss_bbox_aux_3: 0.1491 (0.1676) loss_bbox_aux_4: 0.1485 (0.1671) loss_bbox_aux_5: 0.1914 (0.2210) loss_bbox_dn_0: 0.2574 (0.3001) loss_bbox_dn_1: 0.1932 (0.2302) loss_bbox_dn_2: 0.1729 (0.2085) loss_bbox_dn_3: 0.1639 (0.2012) loss_bbox_dn_4: 0.1646 (0.1996) loss_bbox_dn_5: 0.1648 (0.1996) loss_giou: 0.4730 (0.5027) loss_giou_aux_0: 0.4979 (0.5268) loss_giou_aux_1: 0.4857 (0.5121) loss_giou_aux_2: 0.4818 (0.5072) loss_giou_aux_3: 0.4828 (0.5041) loss_giou_aux_4: 0.4754 (0.5029) loss_giou_aux_5: 0.5575 (0.5979) loss_giou_dn_0: 0.6119 (0.6248) loss_giou_dn_1: 0.5169 (0.5205) loss_giou_dn_2: 0.4801 (0.4924) loss_giou_dn_3: 0.4738 (0.4838) loss_giou_dn_4: 0.4739 (0.4818) loss_giou_dn_5: 0.4748 (0.4819) loss_vfl: 0.6846 (0.7079) loss_vfl_aux_0: 0.8086 (0.8344) loss_vfl_aux_1: 0.7276 (0.7754) loss_vfl_aux_2: 0.7044 (0.7367) loss_vfl_aux_3: 0.6944 (0.7187) loss_vfl_aux_4: 0.7007 (0.7109) loss_vfl_aux_5: 0.7676 (0.8101) loss_vfl_dn_0: 0.4687 (0.4675) loss_vfl_dn_1: 0.4086 (0.4058) loss_vfl_dn_2: 0.3884 (0.3891) loss_vfl_dn_3: 0.3807 (0.3815) loss_vfl_dn_4: 0.3778 (0.3787) loss_vfl_dn_5: 0.3779 (0.3779) time: 0.4564 data: 0.0140 max mem: 5654 Epoch: [21] [3400/7393] eta: 0:32:03 lr: 0.000010 loss: 16.7215 (17.0197) loss_bbox: 0.1497 (0.1673) loss_bbox_aux_0: 0.1624 (0.1803) loss_bbox_aux_1: 0.1550 (0.1725) loss_bbox_aux_2: 0.1550 (0.1695) loss_bbox_aux_3: 0.1502 (0.1678) loss_bbox_aux_4: 0.1505 (0.1673) loss_bbox_aux_5: 0.2073 (0.2211) loss_bbox_dn_0: 0.2807 (0.3003) loss_bbox_dn_1: 0.2106 (0.2305) loss_bbox_dn_2: 0.1822 (0.2087) loss_bbox_dn_3: 0.1813 (0.2014) loss_bbox_dn_4: 0.1800 (0.1999) loss_bbox_dn_5: 0.1800 (0.1999) loss_giou: 0.4462 (0.5026) loss_giou_aux_0: 0.4815 (0.5266) loss_giou_aux_1: 0.4724 (0.5120) loss_giou_aux_2: 0.4693 (0.5071) loss_giou_aux_3: 0.4715 (0.5040) loss_giou_aux_4: 0.4560 (0.5028) loss_giou_aux_5: 0.5406 (0.5977) loss_giou_dn_0: 0.5840 (0.6247) loss_giou_dn_1: 0.4741 (0.5205) loss_giou_dn_2: 0.4459 (0.4924) loss_giou_dn_3: 0.4417 (0.4838) loss_giou_dn_4: 0.4401 (0.4817) loss_giou_dn_5: 0.4403 (0.4819) loss_vfl: 0.6986 (0.7080) loss_vfl_aux_0: 0.8425 (0.8346) loss_vfl_aux_1: 0.7918 (0.7754) loss_vfl_aux_2: 0.7362 (0.7369) loss_vfl_aux_3: 0.7151 (0.7187) loss_vfl_aux_4: 0.7115 (0.7110) loss_vfl_aux_5: 0.8185 (0.8104) loss_vfl_dn_0: 0.4656 (0.4675) loss_vfl_dn_1: 0.4070 (0.4058) loss_vfl_dn_2: 0.3939 (0.3891) loss_vfl_dn_3: 0.3880 (0.3815) loss_vfl_dn_4: 0.3839 (0.3787) loss_vfl_dn_5: 0.3835 (0.3779) time: 0.4691 data: 0.0138 max mem: 5654 Epoch: [21] [3500/7393] eta: 0:31:15 lr: 0.000010 loss: 16.4296 (17.0186) loss_bbox: 0.1594 (0.1671) loss_bbox_aux_0: 0.1786 (0.1801) loss_bbox_aux_1: 0.1644 (0.1723) loss_bbox_aux_2: 0.1633 (0.1694) loss_bbox_aux_3: 0.1585 (0.1677) loss_bbox_aux_4: 0.1585 (0.1672) loss_bbox_aux_5: 0.2244 (0.2210) loss_bbox_dn_0: 0.2779 (0.2999) loss_bbox_dn_1: 0.2169 (0.2301) loss_bbox_dn_2: 0.2097 (0.2084) loss_bbox_dn_3: 0.2061 (0.2011) loss_bbox_dn_4: 0.2041 (0.1996) loss_bbox_dn_5: 0.2041 (0.1996) loss_giou: 0.4465 (0.5026) loss_giou_aux_0: 0.4762 (0.5267) loss_giou_aux_1: 0.4530 (0.5121) loss_giou_aux_2: 0.4464 (0.5071) loss_giou_aux_3: 0.4394 (0.5041) loss_giou_aux_4: 0.4457 (0.5029) loss_giou_aux_5: 0.5573 (0.5978) loss_giou_dn_0: 0.6064 (0.6246) loss_giou_dn_1: 0.5000 (0.5205) loss_giou_dn_2: 0.4727 (0.4924) loss_giou_dn_3: 0.4621 (0.4838) loss_giou_dn_4: 0.4571 (0.4818) loss_giou_dn_5: 0.4570 (0.4819) loss_vfl: 0.7159 (0.7083) loss_vfl_aux_0: 0.8446 (0.8347) loss_vfl_aux_1: 0.7737 (0.7756) loss_vfl_aux_2: 0.7319 (0.7370) loss_vfl_aux_3: 0.7055 (0.7189) loss_vfl_aux_4: 0.7046 (0.7112) loss_vfl_aux_5: 0.7904 (0.8101) loss_vfl_dn_0: 0.4717 (0.4675) loss_vfl_dn_1: 0.4018 (0.4058) loss_vfl_dn_2: 0.3858 (0.3892) loss_vfl_dn_3: 0.3793 (0.3816) loss_vfl_dn_4: 0.3761 (0.3788) loss_vfl_dn_5: 0.3741 (0.3780) time: 0.4823 data: 0.0143 max mem: 5654 Epoch: [21] [3600/7393] eta: 0:30:31 lr: 0.000010 loss: 16.5364 (17.0162) loss_bbox: 0.1652 (0.1671) loss_bbox_aux_0: 0.1729 (0.1801) loss_bbox_aux_1: 0.1660 (0.1723) loss_bbox_aux_2: 0.1711 (0.1694) loss_bbox_aux_3: 0.1682 (0.1676) loss_bbox_aux_4: 0.1653 (0.1672) loss_bbox_aux_5: 0.2056 (0.2209) loss_bbox_dn_0: 0.2784 (0.2998) loss_bbox_dn_1: 0.2075 (0.2300) loss_bbox_dn_2: 0.1905 (0.2083) loss_bbox_dn_3: 0.1827 (0.2010) loss_bbox_dn_4: 0.1836 (0.1995) loss_bbox_dn_5: 0.1834 (0.1995) loss_giou: 0.4659 (0.5026) loss_giou_aux_0: 0.5024 (0.5267) loss_giou_aux_1: 0.4749 (0.5120) loss_giou_aux_2: 0.4689 (0.5071) loss_giou_aux_3: 0.4704 (0.5040) loss_giou_aux_4: 0.4667 (0.5029) loss_giou_aux_5: 0.5722 (0.5978) loss_giou_dn_0: 0.6063 (0.6246) loss_giou_dn_1: 0.5033 (0.5204) loss_giou_dn_2: 0.4703 (0.4923) loss_giou_dn_3: 0.4636 (0.4837) loss_giou_dn_4: 0.4633 (0.4817) loss_giou_dn_5: 0.4631 (0.4818) loss_vfl: 0.6911 (0.7083) loss_vfl_aux_0: 0.7840 (0.8346) loss_vfl_aux_1: 0.7487 (0.7757) loss_vfl_aux_2: 0.7232 (0.7369) loss_vfl_aux_3: 0.6940 (0.7189) loss_vfl_aux_4: 0.6888 (0.7112) loss_vfl_aux_5: 0.7780 (0.8100) loss_vfl_dn_0: 0.4624 (0.4675) loss_vfl_dn_1: 0.3984 (0.4058) loss_vfl_dn_2: 0.3838 (0.3891) loss_vfl_dn_3: 0.3792 (0.3815) loss_vfl_dn_4: 0.3752 (0.3787) loss_vfl_dn_5: 0.3753 (0.3779) time: 0.4657 data: 0.0143 max mem: 5654 Epoch: [21] [3700/7393] eta: 0:29:42 lr: 0.000010 loss: 16.8635 (17.0130) loss_bbox: 0.1589 (0.1670) loss_bbox_aux_0: 0.1693 (0.1800) loss_bbox_aux_1: 0.1582 (0.1722) loss_bbox_aux_2: 0.1548 (0.1693) loss_bbox_aux_3: 0.1541 (0.1676) loss_bbox_aux_4: 0.1571 (0.1671) loss_bbox_aux_5: 0.1972 (0.2207) loss_bbox_dn_0: 0.2919 (0.2998) loss_bbox_dn_1: 0.2251 (0.2300) loss_bbox_dn_2: 0.2075 (0.2083) loss_bbox_dn_3: 0.1946 (0.2010) loss_bbox_dn_4: 0.1926 (0.1995) loss_bbox_dn_5: 0.1924 (0.1995) loss_giou: 0.4571 (0.5023) loss_giou_aux_0: 0.4955 (0.5264) loss_giou_aux_1: 0.4781 (0.5117) loss_giou_aux_2: 0.4620 (0.5068) loss_giou_aux_3: 0.4608 (0.5038) loss_giou_aux_4: 0.4610 (0.5026) loss_giou_aux_5: 0.5641 (0.5975) loss_giou_dn_0: 0.6089 (0.6245) loss_giou_dn_1: 0.5152 (0.5203) loss_giou_dn_2: 0.4907 (0.4922) loss_giou_dn_3: 0.4868 (0.4836) loss_giou_dn_4: 0.4847 (0.4815) loss_giou_dn_5: 0.4848 (0.4817) loss_vfl: 0.6959 (0.7083) loss_vfl_aux_0: 0.8195 (0.8346) loss_vfl_aux_1: 0.7666 (0.7757) loss_vfl_aux_2: 0.7301 (0.7370) loss_vfl_aux_3: 0.7155 (0.7189) loss_vfl_aux_4: 0.7026 (0.7112) loss_vfl_aux_5: 0.8016 (0.8100) loss_vfl_dn_0: 0.4624 (0.4675) loss_vfl_dn_1: 0.3984 (0.4058) loss_vfl_dn_2: 0.3827 (0.3891) loss_vfl_dn_3: 0.3779 (0.3815) loss_vfl_dn_4: 0.3766 (0.3787) loss_vfl_dn_5: 0.3745 (0.3780) time: 0.4747 data: 0.0142 max mem: 5654 Epoch: [21] [3800/7393] eta: 0:28:53 lr: 0.000010 loss: 16.6517 (17.0146) loss_bbox: 0.1657 (0.1670) loss_bbox_aux_0: 0.1784 (0.1800) loss_bbox_aux_1: 0.1694 (0.1721) loss_bbox_aux_2: 0.1681 (0.1693) loss_bbox_aux_3: 0.1672 (0.1676) loss_bbox_aux_4: 0.1663 (0.1671) loss_bbox_aux_5: 0.2232 (0.2208) loss_bbox_dn_0: 0.2870 (0.2999) loss_bbox_dn_1: 0.2253 (0.2301) loss_bbox_dn_2: 0.2012 (0.2084) loss_bbox_dn_3: 0.1959 (0.2011) loss_bbox_dn_4: 0.1936 (0.1996) loss_bbox_dn_5: 0.1936 (0.1996) loss_giou: 0.4787 (0.5023) loss_giou_aux_0: 0.4911 (0.5263) loss_giou_aux_1: 0.4933 (0.5116) loss_giou_aux_2: 0.4844 (0.5068) loss_giou_aux_3: 0.4809 (0.5037) loss_giou_aux_4: 0.4789 (0.5025) loss_giou_aux_5: 0.5707 (0.5976) loss_giou_dn_0: 0.6137 (0.6247) loss_giou_dn_1: 0.5128 (0.5203) loss_giou_dn_2: 0.4809 (0.4923) loss_giou_dn_3: 0.4709 (0.4836) loss_giou_dn_4: 0.4681 (0.4816) loss_giou_dn_5: 0.4680 (0.4818) loss_vfl: 0.7042 (0.7084) loss_vfl_aux_0: 0.8478 (0.8347) loss_vfl_aux_1: 0.7516 (0.7760) loss_vfl_aux_2: 0.7460 (0.7371) loss_vfl_aux_3: 0.7320 (0.7190) loss_vfl_aux_4: 0.7101 (0.7113) loss_vfl_aux_5: 0.7932 (0.8099) loss_vfl_dn_0: 0.4636 (0.4675) loss_vfl_dn_1: 0.4084 (0.4058) loss_vfl_dn_2: 0.3887 (0.3891) loss_vfl_dn_3: 0.3822 (0.3815) loss_vfl_dn_4: 0.3816 (0.3787) loss_vfl_dn_5: 0.3816 (0.3780) time: 0.4673 data: 0.0136 max mem: 5654 Epoch: [21] [3900/7393] eta: 0:28:03 lr: 0.000010 loss: 17.1236 (17.0157) loss_bbox: 0.1624 (0.1669) loss_bbox_aux_0: 0.1824 (0.1798) loss_bbox_aux_1: 0.1596 (0.1720) loss_bbox_aux_2: 0.1609 (0.1692) loss_bbox_aux_3: 0.1659 (0.1675) loss_bbox_aux_4: 0.1609 (0.1670) loss_bbox_aux_5: 0.2172 (0.2206) loss_bbox_dn_0: 0.2733 (0.2998) loss_bbox_dn_1: 0.2069 (0.2300) loss_bbox_dn_2: 0.1925 (0.2083) loss_bbox_dn_3: 0.1861 (0.2010) loss_bbox_dn_4: 0.1830 (0.1995) loss_bbox_dn_5: 0.1830 (0.1995) loss_giou: 0.4871 (0.5023) loss_giou_aux_0: 0.5196 (0.5264) loss_giou_aux_1: 0.5060 (0.5117) loss_giou_aux_2: 0.5006 (0.5068) loss_giou_aux_3: 0.4978 (0.5037) loss_giou_aux_4: 0.4865 (0.5026) loss_giou_aux_5: 0.6131 (0.5977) loss_giou_dn_0: 0.6397 (0.6247) loss_giou_dn_1: 0.5265 (0.5204) loss_giou_dn_2: 0.5013 (0.4923) loss_giou_dn_3: 0.4892 (0.4837) loss_giou_dn_4: 0.4858 (0.4817) loss_giou_dn_5: 0.4859 (0.4818) loss_vfl: 0.7125 (0.7087) loss_vfl_aux_0: 0.8366 (0.8350) loss_vfl_aux_1: 0.7814 (0.7764) loss_vfl_aux_2: 0.7472 (0.7375) loss_vfl_aux_3: 0.7092 (0.7193) loss_vfl_aux_4: 0.7172 (0.7115) loss_vfl_aux_5: 0.7890 (0.8100) loss_vfl_dn_0: 0.4673 (0.4675) loss_vfl_dn_1: 0.4106 (0.4058) loss_vfl_dn_2: 0.3936 (0.3891) loss_vfl_dn_3: 0.3849 (0.3815) loss_vfl_dn_4: 0.3851 (0.3787) loss_vfl_dn_5: 0.3833 (0.3780) time: 0.4633 data: 0.0145 max mem: 5654 Epoch: [21] [4000/7393] eta: 0:27:14 lr: 0.000010 loss: 16.7957 (17.0137) loss_bbox: 0.1626 (0.1669) loss_bbox_aux_0: 0.1728 (0.1799) loss_bbox_aux_1: 0.1618 (0.1720) loss_bbox_aux_2: 0.1629 (0.1692) loss_bbox_aux_3: 0.1625 (0.1674) loss_bbox_aux_4: 0.1617 (0.1669) loss_bbox_aux_5: 0.2163 (0.2207) loss_bbox_dn_0: 0.2564 (0.2999) loss_bbox_dn_1: 0.2012 (0.2301) loss_bbox_dn_2: 0.1821 (0.2084) loss_bbox_dn_3: 0.1810 (0.2011) loss_bbox_dn_4: 0.1811 (0.1995) loss_bbox_dn_5: 0.1813 (0.1995) loss_giou: 0.5258 (0.5021) loss_giou_aux_0: 0.5236 (0.5262) loss_giou_aux_1: 0.5395 (0.5114) loss_giou_aux_2: 0.5219 (0.5065) loss_giou_aux_3: 0.5344 (0.5034) loss_giou_aux_4: 0.5284 (0.5023) loss_giou_aux_5: 0.5958 (0.5975) loss_giou_dn_0: 0.6129 (0.6245) loss_giou_dn_1: 0.5113 (0.5202) loss_giou_dn_2: 0.4793 (0.4921) loss_giou_dn_3: 0.4717 (0.4835) loss_giou_dn_4: 0.4690 (0.4814) loss_giou_dn_5: 0.4690 (0.4816) loss_vfl: 0.7049 (0.7088) loss_vfl_aux_0: 0.8370 (0.8352) loss_vfl_aux_1: 0.7568 (0.7765) loss_vfl_aux_2: 0.7201 (0.7377) loss_vfl_aux_3: 0.7119 (0.7196) loss_vfl_aux_4: 0.7079 (0.7117) loss_vfl_aux_5: 0.8078 (0.8101) loss_vfl_dn_0: 0.4565 (0.4674) loss_vfl_dn_1: 0.3957 (0.4057) loss_vfl_dn_2: 0.3824 (0.3890) loss_vfl_dn_3: 0.3760 (0.3814) loss_vfl_dn_4: 0.3723 (0.3786) loss_vfl_dn_5: 0.3724 (0.3779) time: 0.4764 data: 0.0141 max mem: 5654 Epoch: [21] [4100/7393] eta: 0:26:25 lr: 0.000010 loss: 17.4997 (17.0192) loss_bbox: 0.1785 (0.1669) loss_bbox_aux_0: 0.1944 (0.1799) loss_bbox_aux_1: 0.1852 (0.1720) loss_bbox_aux_2: 0.1832 (0.1692) loss_bbox_aux_3: 0.1798 (0.1674) loss_bbox_aux_4: 0.1683 (0.1669) loss_bbox_aux_5: 0.2212 (0.2208) loss_bbox_dn_0: 0.2869 (0.3001) loss_bbox_dn_1: 0.2173 (0.2302) loss_bbox_dn_2: 0.2042 (0.2085) loss_bbox_dn_3: 0.2044 (0.2012) loss_bbox_dn_4: 0.2045 (0.1997) loss_bbox_dn_5: 0.2046 (0.1997) loss_giou: 0.4643 (0.5023) loss_giou_aux_0: 0.5228 (0.5266) loss_giou_aux_1: 0.4768 (0.5117) loss_giou_aux_2: 0.4846 (0.5068) loss_giou_aux_3: 0.4680 (0.5036) loss_giou_aux_4: 0.4660 (0.5025) loss_giou_aux_5: 0.6011 (0.5980) loss_giou_dn_0: 0.6382 (0.6248) loss_giou_dn_1: 0.5362 (0.5204) loss_giou_dn_2: 0.4993 (0.4924) loss_giou_dn_3: 0.4821 (0.4837) loss_giou_dn_4: 0.4792 (0.4817) loss_giou_dn_5: 0.4792 (0.4819) loss_vfl: 0.7310 (0.7089) loss_vfl_aux_0: 0.8608 (0.8353) loss_vfl_aux_1: 0.7913 (0.7766) loss_vfl_aux_2: 0.7565 (0.7379) loss_vfl_aux_3: 0.7435 (0.7199) loss_vfl_aux_4: 0.7358 (0.7119) loss_vfl_aux_5: 0.8204 (0.8099) loss_vfl_dn_0: 0.4688 (0.4674) loss_vfl_dn_1: 0.4031 (0.4057) loss_vfl_dn_2: 0.3895 (0.3890) loss_vfl_dn_3: 0.3814 (0.3814) loss_vfl_dn_4: 0.3792 (0.3786) loss_vfl_dn_5: 0.3772 (0.3779) time: 0.4787 data: 0.0141 max mem: 5654 Epoch: [21] [4200/7393] eta: 0:25:40 lr: 0.000010 loss: 17.1352 (17.0208) loss_bbox: 0.1574 (0.1668) loss_bbox_aux_0: 0.1679 (0.1797) loss_bbox_aux_1: 0.1679 (0.1718) loss_bbox_aux_2: 0.1590 (0.1690) loss_bbox_aux_3: 0.1615 (0.1673) loss_bbox_aux_4: 0.1573 (0.1668) loss_bbox_aux_5: 0.1986 (0.2205) loss_bbox_dn_0: 0.2382 (0.2997) loss_bbox_dn_1: 0.1910 (0.2298) loss_bbox_dn_2: 0.1702 (0.2081) loss_bbox_dn_3: 0.1657 (0.2009) loss_bbox_dn_4: 0.1652 (0.1993) loss_bbox_dn_5: 0.1652 (0.1993) loss_giou: 0.5865 (0.5029) loss_giou_aux_0: 0.6041 (0.5272) loss_giou_aux_1: 0.5887 (0.5123) loss_giou_aux_2: 0.5807 (0.5073) loss_giou_aux_3: 0.5920 (0.5042) loss_giou_aux_4: 0.5871 (0.5031) loss_giou_aux_5: 0.6604 (0.5986) loss_giou_dn_0: 0.6503 (0.6251) loss_giou_dn_1: 0.5577 (0.5208) loss_giou_dn_2: 0.5199 (0.4927) loss_giou_dn_3: 0.5169 (0.4841) loss_giou_dn_4: 0.5161 (0.4821) loss_giou_dn_5: 0.5160 (0.4822) loss_vfl: 0.6808 (0.7088) loss_vfl_aux_0: 0.7846 (0.8350) loss_vfl_aux_1: 0.7345 (0.7765) loss_vfl_aux_2: 0.7125 (0.7378) loss_vfl_aux_3: 0.6901 (0.7197) loss_vfl_aux_4: 0.6849 (0.7118) loss_vfl_aux_5: 0.7686 (0.8096) loss_vfl_dn_0: 0.4601 (0.4674) loss_vfl_dn_1: 0.4080 (0.4057) loss_vfl_dn_2: 0.3939 (0.3890) loss_vfl_dn_3: 0.3854 (0.3814) loss_vfl_dn_4: 0.3821 (0.3786) loss_vfl_dn_5: 0.3818 (0.3779) time: 0.7235 data: 0.0143 max mem: 5654 Epoch: [21] [4300/7393] eta: 0:24:51 lr: 0.000010 loss: 16.5701 (17.0192) loss_bbox: 0.1718 (0.1668) loss_bbox_aux_0: 0.1950 (0.1797) loss_bbox_aux_1: 0.1792 (0.1719) loss_bbox_aux_2: 0.1762 (0.1691) loss_bbox_aux_3: 0.1718 (0.1673) loss_bbox_aux_4: 0.1743 (0.1668) loss_bbox_aux_5: 0.2318 (0.2206) loss_bbox_dn_0: 0.3246 (0.2998) loss_bbox_dn_1: 0.2426 (0.2300) loss_bbox_dn_2: 0.2193 (0.2082) loss_bbox_dn_3: 0.2094 (0.2009) loss_bbox_dn_4: 0.2075 (0.1994) loss_bbox_dn_5: 0.2078 (0.1994) loss_giou: 0.4684 (0.5026) loss_giou_aux_0: 0.4925 (0.5268) loss_giou_aux_1: 0.4807 (0.5119) loss_giou_aux_2: 0.4687 (0.5070) loss_giou_aux_3: 0.4722 (0.5039) loss_giou_aux_4: 0.4731 (0.5028) loss_giou_aux_5: 0.5680 (0.5983) loss_giou_dn_0: 0.6172 (0.6250) loss_giou_dn_1: 0.5001 (0.5207) loss_giou_dn_2: 0.4649 (0.4926) loss_giou_dn_3: 0.4568 (0.4840) loss_giou_dn_4: 0.4536 (0.4819) loss_giou_dn_5: 0.4538 (0.4821) loss_vfl: 0.6935 (0.7089) loss_vfl_aux_0: 0.8317 (0.8351) loss_vfl_aux_1: 0.7630 (0.7766) loss_vfl_aux_2: 0.7501 (0.7379) loss_vfl_aux_3: 0.6979 (0.7198) loss_vfl_aux_4: 0.7025 (0.7118) loss_vfl_aux_5: 0.8214 (0.8098) loss_vfl_dn_0: 0.4610 (0.4674) loss_vfl_dn_1: 0.4004 (0.4056) loss_vfl_dn_2: 0.3855 (0.3890) loss_vfl_dn_3: 0.3799 (0.3814) loss_vfl_dn_4: 0.3771 (0.3786) loss_vfl_dn_5: 0.3774 (0.3779) time: 0.4656 data: 0.0143 max mem: 5654 Epoch: [21] [4400/7393] eta: 0:24:02 lr: 0.000010 loss: 17.0721 (17.0175) loss_bbox: 0.1649 (0.1669) loss_bbox_aux_0: 0.1679 (0.1798) loss_bbox_aux_1: 0.1727 (0.1720) loss_bbox_aux_2: 0.1690 (0.1691) loss_bbox_aux_3: 0.1592 (0.1674) loss_bbox_aux_4: 0.1675 (0.1669) loss_bbox_aux_5: 0.2148 (0.2206) loss_bbox_dn_0: 0.2905 (0.2998) loss_bbox_dn_1: 0.2286 (0.2299) loss_bbox_dn_2: 0.2057 (0.2082) loss_bbox_dn_3: 0.1981 (0.2009) loss_bbox_dn_4: 0.1969 (0.1994) loss_bbox_dn_5: 0.1972 (0.1993) loss_giou: 0.4324 (0.5024) loss_giou_aux_0: 0.4594 (0.5266) loss_giou_aux_1: 0.4494 (0.5118) loss_giou_aux_2: 0.4346 (0.5068) loss_giou_aux_3: 0.4332 (0.5037) loss_giou_aux_4: 0.4318 (0.5026) loss_giou_aux_5: 0.5537 (0.5981) loss_giou_dn_0: 0.5861 (0.6249) loss_giou_dn_1: 0.4727 (0.5205) loss_giou_dn_2: 0.4484 (0.4924) loss_giou_dn_3: 0.4368 (0.4838) loss_giou_dn_4: 0.4337 (0.4818) loss_giou_dn_5: 0.4340 (0.4819) loss_vfl: 0.7241 (0.7090) loss_vfl_aux_0: 0.8680 (0.8354) loss_vfl_aux_1: 0.7660 (0.7765) loss_vfl_aux_2: 0.7805 (0.7378) loss_vfl_aux_3: 0.7542 (0.7199) loss_vfl_aux_4: 0.7265 (0.7119) loss_vfl_aux_5: 0.8087 (0.8098) loss_vfl_dn_0: 0.4729 (0.4674) loss_vfl_dn_1: 0.4070 (0.4056) loss_vfl_dn_2: 0.3919 (0.3890) loss_vfl_dn_3: 0.3837 (0.3814) loss_vfl_dn_4: 0.3812 (0.3786) loss_vfl_dn_5: 0.3807 (0.3778) time: 0.4741 data: 0.0142 max mem: 5654 Epoch: [21] [4500/7393] eta: 0:23:13 lr: 0.000010 loss: 17.2413 (17.0204) loss_bbox: 0.1552 (0.1668) loss_bbox_aux_0: 0.1839 (0.1797) loss_bbox_aux_1: 0.1730 (0.1719) loss_bbox_aux_2: 0.1671 (0.1691) loss_bbox_aux_3: 0.1695 (0.1673) loss_bbox_aux_4: 0.1669 (0.1668) loss_bbox_aux_5: 0.2152 (0.2206) loss_bbox_dn_0: 0.2915 (0.2996) loss_bbox_dn_1: 0.2071 (0.2297) loss_bbox_dn_2: 0.1860 (0.2080) loss_bbox_dn_3: 0.1783 (0.2008) loss_bbox_dn_4: 0.1775 (0.1992) loss_bbox_dn_5: 0.1777 (0.1992) loss_giou: 0.4802 (0.5027) loss_giou_aux_0: 0.5144 (0.5269) loss_giou_aux_1: 0.4931 (0.5122) loss_giou_aux_2: 0.4959 (0.5072) loss_giou_aux_3: 0.4852 (0.5040) loss_giou_aux_4: 0.4811 (0.5030) loss_giou_aux_5: 0.6056 (0.5985) loss_giou_dn_0: 0.6088 (0.6251) loss_giou_dn_1: 0.5060 (0.5207) loss_giou_dn_2: 0.4792 (0.4926) loss_giou_dn_3: 0.4702 (0.4840) loss_giou_dn_4: 0.4716 (0.4820) loss_giou_dn_5: 0.4729 (0.4821) loss_vfl: 0.7155 (0.7090) loss_vfl_aux_0: 0.8331 (0.8354) loss_vfl_aux_1: 0.8009 (0.7765) loss_vfl_aux_2: 0.7527 (0.7379) loss_vfl_aux_3: 0.7291 (0.7199) loss_vfl_aux_4: 0.7217 (0.7119) loss_vfl_aux_5: 0.7768 (0.8097) loss_vfl_dn_0: 0.4632 (0.4674) loss_vfl_dn_1: 0.4134 (0.4056) loss_vfl_dn_2: 0.4015 (0.3890) loss_vfl_dn_3: 0.3929 (0.3814) loss_vfl_dn_4: 0.3892 (0.3786) loss_vfl_dn_5: 0.3860 (0.3779) time: 0.4701 data: 0.0141 max mem: 5654 Epoch: [21] [4600/7393] eta: 0:22:24 lr: 0.000010 loss: 17.1084 (17.0226) loss_bbox: 0.1521 (0.1668) loss_bbox_aux_0: 0.1875 (0.1798) loss_bbox_aux_1: 0.1661 (0.1719) loss_bbox_aux_2: 0.1595 (0.1691) loss_bbox_aux_3: 0.1501 (0.1673) loss_bbox_aux_4: 0.1521 (0.1668) loss_bbox_aux_5: 0.2215 (0.2205) loss_bbox_dn_0: 0.2920 (0.2995) loss_bbox_dn_1: 0.2228 (0.2297) loss_bbox_dn_2: 0.2008 (0.2080) loss_bbox_dn_3: 0.1928 (0.2007) loss_bbox_dn_4: 0.1890 (0.1992) loss_bbox_dn_5: 0.1888 (0.1992) loss_giou: 0.4963 (0.5030) loss_giou_aux_0: 0.5414 (0.5273) loss_giou_aux_1: 0.5123 (0.5125) loss_giou_aux_2: 0.5033 (0.5075) loss_giou_aux_3: 0.5049 (0.5043) loss_giou_aux_4: 0.4961 (0.5032) loss_giou_aux_5: 0.6174 (0.5988) loss_giou_dn_0: 0.6120 (0.6252) loss_giou_dn_1: 0.4971 (0.5208) loss_giou_dn_2: 0.4696 (0.4927) loss_giou_dn_3: 0.4625 (0.4841) loss_giou_dn_4: 0.4595 (0.4821) loss_giou_dn_5: 0.4600 (0.4823) loss_vfl: 0.6842 (0.7091) loss_vfl_aux_0: 0.8116 (0.8353) loss_vfl_aux_1: 0.7354 (0.7765) loss_vfl_aux_2: 0.6912 (0.7377) loss_vfl_aux_3: 0.6938 (0.7200) loss_vfl_aux_4: 0.6894 (0.7120) loss_vfl_aux_5: 0.7924 (0.8096) loss_vfl_dn_0: 0.4625 (0.4674) loss_vfl_dn_1: 0.4031 (0.4056) loss_vfl_dn_2: 0.3853 (0.3890) loss_vfl_dn_3: 0.3797 (0.3814) loss_vfl_dn_4: 0.3745 (0.3786) loss_vfl_dn_5: 0.3739 (0.3779) time: 0.4596 data: 0.0139 max mem: 5654 Epoch: [21] [4700/7393] eta: 0:21:36 lr: 0.000010 loss: 17.5150 (17.0256) loss_bbox: 0.1514 (0.1669) loss_bbox_aux_0: 0.1785 (0.1800) loss_bbox_aux_1: 0.1717 (0.1722) loss_bbox_aux_2: 0.1619 (0.1692) loss_bbox_aux_3: 0.1508 (0.1675) loss_bbox_aux_4: 0.1482 (0.1670) loss_bbox_aux_5: 0.2130 (0.2208) loss_bbox_dn_0: 0.2673 (0.2999) loss_bbox_dn_1: 0.1992 (0.2300) loss_bbox_dn_2: 0.1817 (0.2083) loss_bbox_dn_3: 0.1777 (0.2010) loss_bbox_dn_4: 0.1762 (0.1995) loss_bbox_dn_5: 0.1762 (0.1995) loss_giou: 0.5078 (0.5029) loss_giou_aux_0: 0.5354 (0.5272) loss_giou_aux_1: 0.5301 (0.5125) loss_giou_aux_2: 0.5186 (0.5074) loss_giou_aux_3: 0.5138 (0.5043) loss_giou_aux_4: 0.5078 (0.5032) loss_giou_aux_5: 0.6115 (0.5988) loss_giou_dn_0: 0.6548 (0.6252) loss_giou_dn_1: 0.5482 (0.5208) loss_giou_dn_2: 0.5166 (0.4927) loss_giou_dn_3: 0.5100 (0.4840) loss_giou_dn_4: 0.5061 (0.4820) loss_giou_dn_5: 0.5063 (0.4822) loss_vfl: 0.6976 (0.7091) loss_vfl_aux_0: 0.8318 (0.8355) loss_vfl_aux_1: 0.7810 (0.7766) loss_vfl_aux_2: 0.7280 (0.7378) loss_vfl_aux_3: 0.7095 (0.7200) loss_vfl_aux_4: 0.7047 (0.7120) loss_vfl_aux_5: 0.7844 (0.8096) loss_vfl_dn_0: 0.4702 (0.4674) loss_vfl_dn_1: 0.4135 (0.4056) loss_vfl_dn_2: 0.3973 (0.3890) loss_vfl_dn_3: 0.3901 (0.3814) loss_vfl_dn_4: 0.3855 (0.3786) loss_vfl_dn_5: 0.3840 (0.3779) time: 0.4720 data: 0.0145 max mem: 5654 Epoch: [21] [4800/7393] eta: 0:20:47 lr: 0.000010 loss: 17.5792 (17.0378) loss_bbox: 0.1671 (0.1670) loss_bbox_aux_0: 0.1952 (0.1801) loss_bbox_aux_1: 0.1619 (0.1721) loss_bbox_aux_2: 0.1630 (0.1693) loss_bbox_aux_3: 0.1641 (0.1675) loss_bbox_aux_4: 0.1620 (0.1670) loss_bbox_aux_5: 0.2253 (0.2207) loss_bbox_dn_0: 0.2956 (0.3000) loss_bbox_dn_1: 0.2175 (0.2301) loss_bbox_dn_2: 0.1952 (0.2084) loss_bbox_dn_3: 0.1880 (0.2012) loss_bbox_dn_4: 0.1839 (0.1996) loss_bbox_dn_5: 0.1838 (0.1996) loss_giou: 0.5333 (0.5034) loss_giou_aux_0: 0.5523 (0.5278) loss_giou_aux_1: 0.5311 (0.5129) loss_giou_aux_2: 0.5202 (0.5079) loss_giou_aux_3: 0.5297 (0.5047) loss_giou_aux_4: 0.5312 (0.5036) loss_giou_aux_5: 0.6064 (0.5992) loss_giou_dn_0: 0.6480 (0.6256) loss_giou_dn_1: 0.5563 (0.5211) loss_giou_dn_2: 0.5285 (0.4930) loss_giou_dn_3: 0.5150 (0.4844) loss_giou_dn_4: 0.5122 (0.4824) loss_giou_dn_5: 0.5125 (0.4826) loss_vfl: 0.6953 (0.7096) loss_vfl_aux_0: 0.8605 (0.8361) loss_vfl_aux_1: 0.8464 (0.7787) loss_vfl_aux_2: 0.7715 (0.7388) loss_vfl_aux_3: 0.7311 (0.7205) loss_vfl_aux_4: 0.7028 (0.7125) loss_vfl_aux_5: 0.8316 (0.8098) loss_vfl_dn_0: 0.4629 (0.4674) loss_vfl_dn_1: 0.4131 (0.4057) loss_vfl_dn_2: 0.3925 (0.3891) loss_vfl_dn_3: 0.3866 (0.3815) loss_vfl_dn_4: 0.3835 (0.3787) loss_vfl_dn_5: 0.3824 (0.3780) time: 0.4740 data: 0.0142 max mem: 5654 Epoch: [21] [4900/7393] eta: 0:20:01 lr: 0.000010 loss: 17.5465 (17.0466) loss_bbox: 0.1724 (0.1671) loss_bbox_aux_0: 0.1819 (0.1802) loss_bbox_aux_1: 0.1641 (0.1722) loss_bbox_aux_2: 0.1660 (0.1694) loss_bbox_aux_3: 0.1662 (0.1677) loss_bbox_aux_4: 0.1754 (0.1671) loss_bbox_aux_5: 0.2348 (0.2209) loss_bbox_dn_0: 0.3426 (0.3004) loss_bbox_dn_1: 0.2509 (0.2304) loss_bbox_dn_2: 0.2215 (0.2087) loss_bbox_dn_3: 0.2114 (0.2014) loss_bbox_dn_4: 0.2079 (0.1999) loss_bbox_dn_5: 0.2080 (0.1999) loss_giou: 0.4844 (0.5035) loss_giou_aux_0: 0.5277 (0.5280) loss_giou_aux_1: 0.5097 (0.5130) loss_giou_aux_2: 0.5043 (0.5080) loss_giou_aux_3: 0.4970 (0.5048) loss_giou_aux_4: 0.4838 (0.5037) loss_giou_aux_5: 0.5803 (0.5994) loss_giou_dn_0: 0.6379 (0.6259) loss_giou_dn_1: 0.5236 (0.5214) loss_giou_dn_2: 0.4951 (0.4932) loss_giou_dn_3: 0.4854 (0.4846) loss_giou_dn_4: 0.4824 (0.4826) loss_giou_dn_5: 0.4823 (0.4828) loss_vfl: 0.7109 (0.7099) loss_vfl_aux_0: 0.8750 (0.8367) loss_vfl_aux_1: 0.8127 (0.7796) loss_vfl_aux_2: 0.7419 (0.7394) loss_vfl_aux_3: 0.7149 (0.7209) loss_vfl_aux_4: 0.7096 (0.7129) loss_vfl_aux_5: 0.8336 (0.8100) loss_vfl_dn_0: 0.4703 (0.4675) loss_vfl_dn_1: 0.4068 (0.4059) loss_vfl_dn_2: 0.3903 (0.3892) loss_vfl_dn_3: 0.3854 (0.3816) loss_vfl_dn_4: 0.3820 (0.3788) loss_vfl_dn_5: 0.3801 (0.3780) time: 0.4684 data: 0.0143 max mem: 5654 Epoch: [21] [5000/7393] eta: 0:19:13 lr: 0.000010 loss: 16.9078 (17.0506) loss_bbox: 0.1668 (0.1671) loss_bbox_aux_0: 0.1737 (0.1802) loss_bbox_aux_1: 0.1747 (0.1722) loss_bbox_aux_2: 0.1705 (0.1694) loss_bbox_aux_3: 0.1640 (0.1677) loss_bbox_aux_4: 0.1657 (0.1671) loss_bbox_aux_5: 0.2141 (0.2210) loss_bbox_dn_0: 0.2929 (0.3003) loss_bbox_dn_1: 0.2287 (0.2304) loss_bbox_dn_2: 0.2086 (0.2087) loss_bbox_dn_3: 0.2058 (0.2014) loss_bbox_dn_4: 0.2048 (0.1998) loss_bbox_dn_5: 0.2047 (0.1998) loss_giou: 0.4589 (0.5036) loss_giou_aux_0: 0.4673 (0.5282) loss_giou_aux_1: 0.4602 (0.5132) loss_giou_aux_2: 0.4536 (0.5082) loss_giou_aux_3: 0.4500 (0.5050) loss_giou_aux_4: 0.4558 (0.5039) loss_giou_aux_5: 0.5567 (0.5996) loss_giou_dn_0: 0.6122 (0.6260) loss_giou_dn_1: 0.5074 (0.5215) loss_giou_dn_2: 0.4692 (0.4934) loss_giou_dn_3: 0.4614 (0.4848) loss_giou_dn_4: 0.4608 (0.4827) loss_giou_dn_5: 0.4618 (0.4829) loss_vfl: 0.6996 (0.7101) loss_vfl_aux_0: 0.8505 (0.8371) loss_vfl_aux_1: 0.7963 (0.7800) loss_vfl_aux_2: 0.7409 (0.7396) loss_vfl_aux_3: 0.7213 (0.7211) loss_vfl_aux_4: 0.6968 (0.7130) loss_vfl_aux_5: 0.8290 (0.8101) loss_vfl_dn_0: 0.4749 (0.4676) loss_vfl_dn_1: 0.4128 (0.4059) loss_vfl_dn_2: 0.3925 (0.3893) loss_vfl_dn_3: 0.3838 (0.3817) loss_vfl_dn_4: 0.3807 (0.3788) loss_vfl_dn_5: 0.3797 (0.3781) time: 0.4692 data: 0.0138 max mem: 5654 Epoch: [21] [5100/7393] eta: 0:18:24 lr: 0.000010 loss: 16.8851 (17.0459) loss_bbox: 0.1535 (0.1670) loss_bbox_aux_0: 0.1653 (0.1800) loss_bbox_aux_1: 0.1599 (0.1721) loss_bbox_aux_2: 0.1602 (0.1693) loss_bbox_aux_3: 0.1531 (0.1675) loss_bbox_aux_4: 0.1511 (0.1670) loss_bbox_aux_5: 0.2195 (0.2208) loss_bbox_dn_0: 0.2893 (0.3001) loss_bbox_dn_1: 0.2064 (0.2302) loss_bbox_dn_2: 0.1807 (0.2085) loss_bbox_dn_3: 0.1776 (0.2012) loss_bbox_dn_4: 0.1776 (0.1996) loss_bbox_dn_5: 0.1773 (0.1996) loss_giou: 0.4850 (0.5035) loss_giou_aux_0: 0.4994 (0.5281) loss_giou_aux_1: 0.4814 (0.5130) loss_giou_aux_2: 0.4619 (0.5080) loss_giou_aux_3: 0.4729 (0.5048) loss_giou_aux_4: 0.4829 (0.5037) loss_giou_aux_5: 0.5886 (0.5995) loss_giou_dn_0: 0.6167 (0.6259) loss_giou_dn_1: 0.5191 (0.5214) loss_giou_dn_2: 0.4905 (0.4933) loss_giou_dn_3: 0.4790 (0.4846) loss_giou_dn_4: 0.4758 (0.4826) loss_giou_dn_5: 0.4760 (0.4828) loss_vfl: 0.7336 (0.7100) loss_vfl_aux_0: 0.8788 (0.8371) loss_vfl_aux_1: 0.7764 (0.7801) loss_vfl_aux_2: 0.7538 (0.7395) loss_vfl_aux_3: 0.7535 (0.7210) loss_vfl_aux_4: 0.7321 (0.7129) loss_vfl_aux_5: 0.7941 (0.8099) loss_vfl_dn_0: 0.4676 (0.4676) loss_vfl_dn_1: 0.4054 (0.4059) loss_vfl_dn_2: 0.3887 (0.3893) loss_vfl_dn_3: 0.3778 (0.3817) loss_vfl_dn_4: 0.3761 (0.3788) loss_vfl_dn_5: 0.3754 (0.3781) time: 0.4735 data: 0.0142 max mem: 5654 Epoch: [21] [5200/7393] eta: 0:17:35 lr: 0.000010 loss: 17.1854 (17.0478) loss_bbox: 0.1730 (0.1670) loss_bbox_aux_0: 0.2012 (0.1801) loss_bbox_aux_1: 0.1859 (0.1722) loss_bbox_aux_2: 0.1836 (0.1694) loss_bbox_aux_3: 0.1766 (0.1675) loss_bbox_aux_4: 0.1729 (0.1670) loss_bbox_aux_5: 0.2380 (0.2208) loss_bbox_dn_0: 0.3173 (0.3002) loss_bbox_dn_1: 0.2471 (0.2302) loss_bbox_dn_2: 0.2216 (0.2085) loss_bbox_dn_3: 0.2148 (0.2012) loss_bbox_dn_4: 0.2157 (0.1997) loss_bbox_dn_5: 0.2161 (0.1997) loss_giou: 0.4641 (0.5035) loss_giou_aux_0: 0.4733 (0.5281) loss_giou_aux_1: 0.4671 (0.5130) loss_giou_aux_2: 0.4644 (0.5080) loss_giou_aux_3: 0.4607 (0.5047) loss_giou_aux_4: 0.4643 (0.5037) loss_giou_aux_5: 0.5529 (0.5996) loss_giou_dn_0: 0.6126 (0.6260) loss_giou_dn_1: 0.5046 (0.5214) loss_giou_dn_2: 0.4671 (0.4933) loss_giou_dn_3: 0.4577 (0.4847) loss_giou_dn_4: 0.4569 (0.4826) loss_giou_dn_5: 0.4569 (0.4828) loss_vfl: 0.7372 (0.7101) loss_vfl_aux_0: 0.8716 (0.8373) loss_vfl_aux_1: 0.7885 (0.7802) loss_vfl_aux_2: 0.7556 (0.7396) loss_vfl_aux_3: 0.7356 (0.7212) loss_vfl_aux_4: 0.7396 (0.7130) loss_vfl_aux_5: 0.8266 (0.8100) loss_vfl_dn_0: 0.4693 (0.4676) loss_vfl_dn_1: 0.4081 (0.4059) loss_vfl_dn_2: 0.3892 (0.3893) loss_vfl_dn_3: 0.3818 (0.3817) loss_vfl_dn_4: 0.3728 (0.3788) loss_vfl_dn_5: 0.3723 (0.3781) time: 0.4660 data: 0.0142 max mem: 5654 Epoch: [21] [5300/7393] eta: 0:16:47 lr: 0.000010 loss: 17.0034 (17.0500) loss_bbox: 0.1798 (0.1670) loss_bbox_aux_0: 0.1896 (0.1801) loss_bbox_aux_1: 0.1890 (0.1722) loss_bbox_aux_2: 0.1827 (0.1694) loss_bbox_aux_3: 0.1762 (0.1675) loss_bbox_aux_4: 0.1854 (0.1670) loss_bbox_aux_5: 0.2329 (0.2208) loss_bbox_dn_0: 0.3210 (0.3003) loss_bbox_dn_1: 0.2441 (0.2303) loss_bbox_dn_2: 0.2202 (0.2086) loss_bbox_dn_3: 0.2177 (0.2012) loss_bbox_dn_4: 0.2172 (0.1997) loss_bbox_dn_5: 0.2173 (0.1997) loss_giou: 0.4539 (0.5034) loss_giou_aux_0: 0.4698 (0.5280) loss_giou_aux_1: 0.4671 (0.5131) loss_giou_aux_2: 0.4717 (0.5080) loss_giou_aux_3: 0.4551 (0.5047) loss_giou_aux_4: 0.4528 (0.5036) loss_giou_aux_5: 0.5258 (0.5995) loss_giou_dn_0: 0.6124 (0.6261) loss_giou_dn_1: 0.5099 (0.5215) loss_giou_dn_2: 0.4795 (0.4934) loss_giou_dn_3: 0.4690 (0.4847) loss_giou_dn_4: 0.4669 (0.4827) loss_giou_dn_5: 0.4667 (0.4829) loss_vfl: 0.7261 (0.7103) loss_vfl_aux_0: 0.8568 (0.8375) loss_vfl_aux_1: 0.7873 (0.7804) loss_vfl_aux_2: 0.7513 (0.7398) loss_vfl_aux_3: 0.7386 (0.7215) loss_vfl_aux_4: 0.7233 (0.7133) loss_vfl_aux_5: 0.8079 (0.8101) loss_vfl_dn_0: 0.4594 (0.4676) loss_vfl_dn_1: 0.4023 (0.4060) loss_vfl_dn_2: 0.3872 (0.3893) loss_vfl_dn_3: 0.3800 (0.3817) loss_vfl_dn_4: 0.3775 (0.3789) loss_vfl_dn_5: 0.3764 (0.3781) time: 0.4843 data: 0.0140 max mem: 5654 Epoch: [21] [5400/7393] eta: 0:15:59 lr: 0.000010 loss: 16.7612 (17.0508) loss_bbox: 0.1529 (0.1670) loss_bbox_aux_0: 0.1613 (0.1801) loss_bbox_aux_1: 0.1561 (0.1722) loss_bbox_aux_2: 0.1500 (0.1694) loss_bbox_aux_3: 0.1519 (0.1675) loss_bbox_aux_4: 0.1513 (0.1670) loss_bbox_aux_5: 0.2154 (0.2209) loss_bbox_dn_0: 0.2900 (0.3003) loss_bbox_dn_1: 0.2285 (0.2303) loss_bbox_dn_2: 0.2117 (0.2085) loss_bbox_dn_3: 0.2038 (0.2012) loss_bbox_dn_4: 0.2037 (0.1997) loss_bbox_dn_5: 0.2036 (0.1997) loss_giou: 0.4491 (0.5035) loss_giou_aux_0: 0.4667 (0.5282) loss_giou_aux_1: 0.4704 (0.5132) loss_giou_aux_2: 0.4676 (0.5082) loss_giou_aux_3: 0.4625 (0.5048) loss_giou_aux_4: 0.4528 (0.5038) loss_giou_aux_5: 0.5652 (0.5998) loss_giou_dn_0: 0.5936 (0.6261) loss_giou_dn_1: 0.4871 (0.5216) loss_giou_dn_2: 0.4636 (0.4934) loss_giou_dn_3: 0.4541 (0.4848) loss_giou_dn_4: 0.4518 (0.4828) loss_giou_dn_5: 0.4518 (0.4830) loss_vfl: 0.7398 (0.7104) loss_vfl_aux_0: 0.8418 (0.8374) loss_vfl_aux_1: 0.8082 (0.7804) loss_vfl_aux_2: 0.7684 (0.7398) loss_vfl_aux_3: 0.7481 (0.7215) loss_vfl_aux_4: 0.7444 (0.7133) loss_vfl_aux_5: 0.7968 (0.8099) loss_vfl_dn_0: 0.4625 (0.4676) loss_vfl_dn_1: 0.3937 (0.4059) loss_vfl_dn_2: 0.3791 (0.3893) loss_vfl_dn_3: 0.3699 (0.3817) loss_vfl_dn_4: 0.3672 (0.3788) loss_vfl_dn_5: 0.3662 (0.3781) time: 0.4743 data: 0.0141 max mem: 5654 Epoch: [21] [5500/7393] eta: 0:15:10 lr: 0.000010 loss: 17.6134 (17.0494) loss_bbox: 0.1634 (0.1670) loss_bbox_aux_0: 0.1986 (0.1801) loss_bbox_aux_1: 0.1794 (0.1722) loss_bbox_aux_2: 0.1724 (0.1694) loss_bbox_aux_3: 0.1639 (0.1675) loss_bbox_aux_4: 0.1656 (0.1670) loss_bbox_aux_5: 0.2487 (0.2209) loss_bbox_dn_0: 0.3299 (0.3003) loss_bbox_dn_1: 0.2501 (0.2302) loss_bbox_dn_2: 0.2195 (0.2085) loss_bbox_dn_3: 0.2139 (0.2012) loss_bbox_dn_4: 0.2144 (0.1996) loss_bbox_dn_5: 0.2145 (0.1996) loss_giou: 0.4667 (0.5034) loss_giou_aux_0: 0.5046 (0.5280) loss_giou_aux_1: 0.4864 (0.5131) loss_giou_aux_2: 0.4792 (0.5080) loss_giou_aux_3: 0.4709 (0.5047) loss_giou_aux_4: 0.4693 (0.5036) loss_giou_aux_5: 0.5630 (0.5996) loss_giou_dn_0: 0.6305 (0.6260) loss_giou_dn_1: 0.5179 (0.5215) loss_giou_dn_2: 0.4859 (0.4933) loss_giou_dn_3: 0.4813 (0.4847) loss_giou_dn_4: 0.4806 (0.4827) loss_giou_dn_5: 0.4808 (0.4829) loss_vfl: 0.7404 (0.7104) loss_vfl_aux_0: 0.8594 (0.8375) loss_vfl_aux_1: 0.7957 (0.7804) loss_vfl_aux_2: 0.7440 (0.7399) loss_vfl_aux_3: 0.7426 (0.7216) loss_vfl_aux_4: 0.7404 (0.7134) loss_vfl_aux_5: 0.7959 (0.8100) loss_vfl_dn_0: 0.4642 (0.4677) loss_vfl_dn_1: 0.4086 (0.4059) loss_vfl_dn_2: 0.3906 (0.3893) loss_vfl_dn_3: 0.3792 (0.3817) loss_vfl_dn_4: 0.3772 (0.3788) loss_vfl_dn_5: 0.3755 (0.3781) time: 0.4759 data: 0.0140 max mem: 5654 Epoch: [21] [5600/7393] eta: 0:14:22 lr: 0.000010 loss: 17.3242 (17.0515) loss_bbox: 0.1609 (0.1669) loss_bbox_aux_0: 0.1766 (0.1801) loss_bbox_aux_1: 0.1690 (0.1722) loss_bbox_aux_2: 0.1664 (0.1694) loss_bbox_aux_3: 0.1603 (0.1675) loss_bbox_aux_4: 0.1609 (0.1669) loss_bbox_aux_5: 0.2191 (0.2209) loss_bbox_dn_0: 0.3154 (0.3004) loss_bbox_dn_1: 0.2347 (0.2303) loss_bbox_dn_2: 0.2109 (0.2086) loss_bbox_dn_3: 0.2009 (0.2012) loss_bbox_dn_4: 0.1974 (0.1997) loss_bbox_dn_5: 0.1974 (0.1997) loss_giou: 0.4957 (0.5035) loss_giou_aux_0: 0.5281 (0.5281) loss_giou_aux_1: 0.5202 (0.5132) loss_giou_aux_2: 0.4999 (0.5081) loss_giou_aux_3: 0.4995 (0.5047) loss_giou_aux_4: 0.5024 (0.5037) loss_giou_aux_5: 0.5853 (0.5996) loss_giou_dn_0: 0.6185 (0.6261) loss_giou_dn_1: 0.5256 (0.5215) loss_giou_dn_2: 0.4973 (0.4933) loss_giou_dn_3: 0.4817 (0.4847) loss_giou_dn_4: 0.4771 (0.4827) loss_giou_dn_5: 0.4772 (0.4829) loss_vfl: 0.7142 (0.7105) loss_vfl_aux_0: 0.8288 (0.8376) loss_vfl_aux_1: 0.7950 (0.7804) loss_vfl_aux_2: 0.7432 (0.7400) loss_vfl_aux_3: 0.7335 (0.7217) loss_vfl_aux_4: 0.7298 (0.7135) loss_vfl_aux_5: 0.8169 (0.8099) loss_vfl_dn_0: 0.4745 (0.4677) loss_vfl_dn_1: 0.4039 (0.4060) loss_vfl_dn_2: 0.3887 (0.3893) loss_vfl_dn_3: 0.3791 (0.3817) loss_vfl_dn_4: 0.3779 (0.3789) loss_vfl_dn_5: 0.3769 (0.3781) time: 0.4707 data: 0.0144 max mem: 5654 Epoch: [21] [5700/7393] eta: 0:13:33 lr: 0.000010 loss: 17.3499 (17.0510) loss_bbox: 0.1796 (0.1670) loss_bbox_aux_0: 0.1973 (0.1801) loss_bbox_aux_1: 0.1856 (0.1722) loss_bbox_aux_2: 0.1859 (0.1694) loss_bbox_aux_3: 0.1848 (0.1675) loss_bbox_aux_4: 0.1745 (0.1669) loss_bbox_aux_5: 0.2295 (0.2209) loss_bbox_dn_0: 0.3058 (0.3003) loss_bbox_dn_1: 0.2300 (0.2303) loss_bbox_dn_2: 0.2164 (0.2085) loss_bbox_dn_3: 0.2076 (0.2011) loss_bbox_dn_4: 0.2047 (0.1996) loss_bbox_dn_5: 0.2044 (0.1996) loss_giou: 0.5094 (0.5036) loss_giou_aux_0: 0.5166 (0.5282) loss_giou_aux_1: 0.5149 (0.5133) loss_giou_aux_2: 0.5016 (0.5082) loss_giou_aux_3: 0.4978 (0.5049) loss_giou_aux_4: 0.5006 (0.5038) loss_giou_aux_5: 0.6086 (0.5997) loss_giou_dn_0: 0.6206 (0.6261) loss_giou_dn_1: 0.5153 (0.5215) loss_giou_dn_2: 0.4820 (0.4934) loss_giou_dn_3: 0.4767 (0.4847) loss_giou_dn_4: 0.4757 (0.4827) loss_giou_dn_5: 0.4758 (0.4829) loss_vfl: 0.6888 (0.7104) loss_vfl_aux_0: 0.8195 (0.8376) loss_vfl_aux_1: 0.7607 (0.7805) loss_vfl_aux_2: 0.7192 (0.7399) loss_vfl_aux_3: 0.6908 (0.7214) loss_vfl_aux_4: 0.6975 (0.7134) loss_vfl_aux_5: 0.7841 (0.8099) loss_vfl_dn_0: 0.4590 (0.4677) loss_vfl_dn_1: 0.4016 (0.4059) loss_vfl_dn_2: 0.3841 (0.3893) loss_vfl_dn_3: 0.3780 (0.3817) loss_vfl_dn_4: 0.3752 (0.3788) loss_vfl_dn_5: 0.3764 (0.3781) time: 0.4732 data: 0.0140 max mem: 5654 Epoch: [21] [5800/7393] eta: 0:12:45 lr: 0.000010 loss: 16.5751 (17.0523) loss_bbox: 0.1472 (0.1670) loss_bbox_aux_0: 0.1555 (0.1801) loss_bbox_aux_1: 0.1487 (0.1722) loss_bbox_aux_2: 0.1580 (0.1694) loss_bbox_aux_3: 0.1449 (0.1675) loss_bbox_aux_4: 0.1473 (0.1669) loss_bbox_aux_5: 0.2012 (0.2209) loss_bbox_dn_0: 0.2561 (0.3003) loss_bbox_dn_1: 0.1961 (0.2302) loss_bbox_dn_2: 0.1823 (0.2085) loss_bbox_dn_3: 0.1800 (0.2011) loss_bbox_dn_4: 0.1774 (0.1996) loss_bbox_dn_5: 0.1775 (0.1996) loss_giou: 0.4977 (0.5038) loss_giou_aux_0: 0.5134 (0.5283) loss_giou_aux_1: 0.4989 (0.5134) loss_giou_aux_2: 0.4982 (0.5083) loss_giou_aux_3: 0.4999 (0.5050) loss_giou_aux_4: 0.4978 (0.5040) loss_giou_aux_5: 0.5829 (0.5998) loss_giou_dn_0: 0.6138 (0.6262) loss_giou_dn_1: 0.5172 (0.5216) loss_giou_dn_2: 0.4850 (0.4934) loss_giou_dn_3: 0.4798 (0.4848) loss_giou_dn_4: 0.4777 (0.4828) loss_giou_dn_5: 0.4775 (0.4829) loss_vfl: 0.6666 (0.7104) loss_vfl_aux_0: 0.8463 (0.8377) loss_vfl_aux_1: 0.7662 (0.7805) loss_vfl_aux_2: 0.7129 (0.7399) loss_vfl_aux_3: 0.6931 (0.7215) loss_vfl_aux_4: 0.6837 (0.7134) loss_vfl_aux_5: 0.7878 (0.8099) loss_vfl_dn_0: 0.4574 (0.4677) loss_vfl_dn_1: 0.4071 (0.4060) loss_vfl_dn_2: 0.3872 (0.3893) loss_vfl_dn_3: 0.3783 (0.3817) loss_vfl_dn_4: 0.3764 (0.3789) loss_vfl_dn_5: 0.3756 (0.3781) time: 0.4610 data: 0.0138 max mem: 5654 Epoch: [21] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 16.4770 (17.0495) loss_bbox: 0.1527 (0.1668) loss_bbox_aux_0: 0.1646 (0.1799) loss_bbox_aux_1: 0.1561 (0.1720) loss_bbox_aux_2: 0.1528 (0.1692) loss_bbox_aux_3: 0.1516 (0.1674) loss_bbox_aux_4: 0.1541 (0.1668) loss_bbox_aux_5: 0.2108 (0.2207) loss_bbox_dn_0: 0.2809 (0.3001) loss_bbox_dn_1: 0.2111 (0.2301) loss_bbox_dn_2: 0.1953 (0.2083) loss_bbox_dn_3: 0.1817 (0.2010) loss_bbox_dn_4: 0.1777 (0.1995) loss_bbox_dn_5: 0.1777 (0.1995) loss_giou: 0.4784 (0.5038) loss_giou_aux_0: 0.5112 (0.5284) loss_giou_aux_1: 0.5149 (0.5134) loss_giou_aux_2: 0.4933 (0.5083) loss_giou_aux_3: 0.4912 (0.5050) loss_giou_aux_4: 0.4797 (0.5039) loss_giou_aux_5: 0.5957 (0.5998) loss_giou_dn_0: 0.5963 (0.6261) loss_giou_dn_1: 0.4936 (0.5215) loss_giou_dn_2: 0.4633 (0.4934) loss_giou_dn_3: 0.4602 (0.4847) loss_giou_dn_4: 0.4592 (0.4827) loss_giou_dn_5: 0.4594 (0.4829) loss_vfl: 0.6818 (0.7103) loss_vfl_aux_0: 0.8051 (0.8375) loss_vfl_aux_1: 0.7454 (0.7804) loss_vfl_aux_2: 0.7034 (0.7398) loss_vfl_aux_3: 0.6888 (0.7214) loss_vfl_aux_4: 0.6762 (0.7134) loss_vfl_aux_5: 0.7870 (0.8097) loss_vfl_dn_0: 0.4589 (0.4677) loss_vfl_dn_1: 0.4025 (0.4059) loss_vfl_dn_2: 0.3855 (0.3893) loss_vfl_dn_3: 0.3798 (0.3817) loss_vfl_dn_4: 0.3760 (0.3789) loss_vfl_dn_5: 0.3785 (0.3781) time: 0.7325 data: 0.0144 max mem: 5654 Epoch: [21] [6000/7393] eta: 0:11:10 lr: 0.000010 loss: 16.5721 (17.0427) loss_bbox: 0.1584 (0.1668) loss_bbox_aux_0: 0.1707 (0.1799) loss_bbox_aux_1: 0.1624 (0.1720) loss_bbox_aux_2: 0.1651 (0.1692) loss_bbox_aux_3: 0.1595 (0.1674) loss_bbox_aux_4: 0.1593 (0.1667) loss_bbox_aux_5: 0.2156 (0.2207) loss_bbox_dn_0: 0.2780 (0.3001) loss_bbox_dn_1: 0.2162 (0.2301) loss_bbox_dn_2: 0.1799 (0.2083) loss_bbox_dn_3: 0.1726 (0.2010) loss_bbox_dn_4: 0.1711 (0.1994) loss_bbox_dn_5: 0.1711 (0.1994) loss_giou: 0.4484 (0.5033) loss_giou_aux_0: 0.4833 (0.5279) loss_giou_aux_1: 0.4641 (0.5129) loss_giou_aux_2: 0.4605 (0.5079) loss_giou_aux_3: 0.4516 (0.5045) loss_giou_aux_4: 0.4516 (0.5035) loss_giou_aux_5: 0.5445 (0.5994) loss_giou_dn_0: 0.6111 (0.6257) loss_giou_dn_1: 0.4947 (0.5211) loss_giou_dn_2: 0.4629 (0.4929) loss_giou_dn_3: 0.4544 (0.4843) loss_giou_dn_4: 0.4527 (0.4823) loss_giou_dn_5: 0.4526 (0.4825) loss_vfl: 0.6816 (0.7103) loss_vfl_aux_0: 0.8021 (0.8376) loss_vfl_aux_1: 0.7584 (0.7803) loss_vfl_aux_2: 0.7123 (0.7397) loss_vfl_aux_3: 0.6855 (0.7213) loss_vfl_aux_4: 0.6678 (0.7133) loss_vfl_aux_5: 0.8070 (0.8098) loss_vfl_dn_0: 0.4628 (0.4677) loss_vfl_dn_1: 0.4036 (0.4059) loss_vfl_dn_2: 0.3872 (0.3893) loss_vfl_dn_3: 0.3836 (0.3817) loss_vfl_dn_4: 0.3798 (0.3788) loss_vfl_dn_5: 0.3771 (0.3781) time: 0.4725 data: 0.0145 max mem: 5654 Epoch: [21] [6100/7393] eta: 0:10:22 lr: 0.000010 loss: 17.2782 (17.0458) loss_bbox: 0.1746 (0.1668) loss_bbox_aux_0: 0.1821 (0.1798) loss_bbox_aux_1: 0.1742 (0.1719) loss_bbox_aux_2: 0.1774 (0.1692) loss_bbox_aux_3: 0.1719 (0.1674) loss_bbox_aux_4: 0.1773 (0.1668) loss_bbox_aux_5: 0.2114 (0.2206) loss_bbox_dn_0: 0.2640 (0.2999) loss_bbox_dn_1: 0.2053 (0.2300) loss_bbox_dn_2: 0.1915 (0.2082) loss_bbox_dn_3: 0.1905 (0.2009) loss_bbox_dn_4: 0.1912 (0.1994) loss_bbox_dn_5: 0.1913 (0.1994) loss_giou: 0.5304 (0.5038) loss_giou_aux_0: 0.5513 (0.5283) loss_giou_aux_1: 0.5294 (0.5133) loss_giou_aux_2: 0.5232 (0.5083) loss_giou_aux_3: 0.5331 (0.5050) loss_giou_aux_4: 0.5306 (0.5040) loss_giou_aux_5: 0.6156 (0.5997) loss_giou_dn_0: 0.6028 (0.6259) loss_giou_dn_1: 0.5020 (0.5213) loss_giou_dn_2: 0.4735 (0.4932) loss_giou_dn_3: 0.4621 (0.4846) loss_giou_dn_4: 0.4600 (0.4826) loss_giou_dn_5: 0.4603 (0.4827) loss_vfl: 0.6843 (0.7102) loss_vfl_aux_0: 0.8097 (0.8373) loss_vfl_aux_1: 0.7704 (0.7802) loss_vfl_aux_2: 0.7271 (0.7396) loss_vfl_aux_3: 0.6966 (0.7212) loss_vfl_aux_4: 0.6812 (0.7131) loss_vfl_aux_5: 0.7955 (0.8098) loss_vfl_dn_0: 0.4575 (0.4676) loss_vfl_dn_1: 0.4071 (0.4059) loss_vfl_dn_2: 0.3915 (0.3893) loss_vfl_dn_3: 0.3832 (0.3817) loss_vfl_dn_4: 0.3831 (0.3789) loss_vfl_dn_5: 0.3823 (0.3782) time: 0.4658 data: 0.0143 max mem: 5654 Epoch: [21] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 16.7765 (17.0427) loss_bbox: 0.1653 (0.1668) loss_bbox_aux_0: 0.1730 (0.1798) loss_bbox_aux_1: 0.1721 (0.1719) loss_bbox_aux_2: 0.1617 (0.1692) loss_bbox_aux_3: 0.1629 (0.1673) loss_bbox_aux_4: 0.1611 (0.1668) loss_bbox_aux_5: 0.2107 (0.2205) loss_bbox_dn_0: 0.2884 (0.3000) loss_bbox_dn_1: 0.2205 (0.2300) loss_bbox_dn_2: 0.2047 (0.2083) loss_bbox_dn_3: 0.1996 (0.2010) loss_bbox_dn_4: 0.1977 (0.1994) loss_bbox_dn_5: 0.1976 (0.1994) loss_giou: 0.4844 (0.5035) loss_giou_aux_0: 0.5070 (0.5280) loss_giou_aux_1: 0.4928 (0.5131) loss_giou_aux_2: 0.4771 (0.5080) loss_giou_aux_3: 0.4830 (0.5047) loss_giou_aux_4: 0.4843 (0.5037) loss_giou_aux_5: 0.5906 (0.5994) loss_giou_dn_0: 0.6164 (0.6258) loss_giou_dn_1: 0.5065 (0.5212) loss_giou_dn_2: 0.4767 (0.4930) loss_giou_dn_3: 0.4649 (0.4844) loss_giou_dn_4: 0.4637 (0.4824) loss_giou_dn_5: 0.4661 (0.4826) loss_vfl: 0.7069 (0.7101) loss_vfl_aux_0: 0.8158 (0.8374) loss_vfl_aux_1: 0.7666 (0.7801) loss_vfl_aux_2: 0.7479 (0.7396) loss_vfl_aux_3: 0.6968 (0.7212) loss_vfl_aux_4: 0.7079 (0.7131) loss_vfl_aux_5: 0.7860 (0.8098) loss_vfl_dn_0: 0.4611 (0.4676) loss_vfl_dn_1: 0.3984 (0.4058) loss_vfl_dn_2: 0.3856 (0.3892) loss_vfl_dn_3: 0.3837 (0.3816) loss_vfl_dn_4: 0.3819 (0.3788) loss_vfl_dn_5: 0.3821 (0.3781) time: 0.4630 data: 0.0137 max mem: 5654 Epoch: [21] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 16.9473 (17.0451) loss_bbox: 0.1704 (0.1668) loss_bbox_aux_0: 0.1740 (0.1798) loss_bbox_aux_1: 0.1747 (0.1719) loss_bbox_aux_2: 0.1742 (0.1692) loss_bbox_aux_3: 0.1636 (0.1674) loss_bbox_aux_4: 0.1659 (0.1668) loss_bbox_aux_5: 0.2163 (0.2206) loss_bbox_dn_0: 0.2794 (0.3000) loss_bbox_dn_1: 0.2223 (0.2301) loss_bbox_dn_2: 0.2041 (0.2083) loss_bbox_dn_3: 0.1948 (0.2010) loss_bbox_dn_4: 0.1940 (0.1995) loss_bbox_dn_5: 0.1938 (0.1995) loss_giou: 0.4752 (0.5036) loss_giou_aux_0: 0.4958 (0.5281) loss_giou_aux_1: 0.4895 (0.5132) loss_giou_aux_2: 0.4748 (0.5081) loss_giou_aux_3: 0.4626 (0.5048) loss_giou_aux_4: 0.4600 (0.5038) loss_giou_aux_5: 0.5704 (0.5995) loss_giou_dn_0: 0.6212 (0.6258) loss_giou_dn_1: 0.5234 (0.5213) loss_giou_dn_2: 0.4926 (0.4931) loss_giou_dn_3: 0.4823 (0.4845) loss_giou_dn_4: 0.4783 (0.4825) loss_giou_dn_5: 0.4781 (0.4827) loss_vfl: 0.6962 (0.7103) loss_vfl_aux_0: 0.8415 (0.8375) loss_vfl_aux_1: 0.7452 (0.7801) loss_vfl_aux_2: 0.7284 (0.7397) loss_vfl_aux_3: 0.7194 (0.7213) loss_vfl_aux_4: 0.6999 (0.7132) loss_vfl_aux_5: 0.7901 (0.8100) loss_vfl_dn_0: 0.4637 (0.4676) loss_vfl_dn_1: 0.3988 (0.4059) loss_vfl_dn_2: 0.3846 (0.3893) loss_vfl_dn_3: 0.3749 (0.3817) loss_vfl_dn_4: 0.3721 (0.3788) loss_vfl_dn_5: 0.3691 (0.3781) time: 0.4692 data: 0.0138 max mem: 5654 Epoch: [21] [6400/7393] eta: 0:07:58 lr: 0.000010 loss: 17.0741 (17.0491) loss_bbox: 0.1612 (0.1669) loss_bbox_aux_0: 0.1693 (0.1798) loss_bbox_aux_1: 0.1736 (0.1720) loss_bbox_aux_2: 0.1615 (0.1693) loss_bbox_aux_3: 0.1597 (0.1674) loss_bbox_aux_4: 0.1626 (0.1669) loss_bbox_aux_5: 0.2089 (0.2206) loss_bbox_dn_0: 0.2868 (0.3000) loss_bbox_dn_1: 0.2118 (0.2301) loss_bbox_dn_2: 0.1953 (0.2084) loss_bbox_dn_3: 0.1914 (0.2010) loss_bbox_dn_4: 0.1880 (0.1995) loss_bbox_dn_5: 0.1880 (0.1995) loss_giou: 0.4891 (0.5038) loss_giou_aux_0: 0.5098 (0.5283) loss_giou_aux_1: 0.4993 (0.5134) loss_giou_aux_2: 0.4923 (0.5083) loss_giou_aux_3: 0.4912 (0.5050) loss_giou_aux_4: 0.4900 (0.5040) loss_giou_aux_5: 0.5804 (0.5997) loss_giou_dn_0: 0.6099 (0.6259) loss_giou_dn_1: 0.5121 (0.5214) loss_giou_dn_2: 0.4913 (0.4933) loss_giou_dn_3: 0.4870 (0.4847) loss_giou_dn_4: 0.4856 (0.4827) loss_giou_dn_5: 0.4865 (0.4829) loss_vfl: 0.7000 (0.7104) loss_vfl_aux_0: 0.8009 (0.8376) loss_vfl_aux_1: 0.7800 (0.7802) loss_vfl_aux_2: 0.7317 (0.7398) loss_vfl_aux_3: 0.7116 (0.7215) loss_vfl_aux_4: 0.7042 (0.7134) loss_vfl_aux_5: 0.7893 (0.8100) loss_vfl_dn_0: 0.4573 (0.4675) loss_vfl_dn_1: 0.3980 (0.4058) loss_vfl_dn_2: 0.3833 (0.3892) loss_vfl_dn_3: 0.3784 (0.3817) loss_vfl_dn_4: 0.3776 (0.3788) loss_vfl_dn_5: 0.3764 (0.3781) time: 0.4842 data: 0.0149 max mem: 5654 Epoch: [21] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 17.3219 (17.0525) loss_bbox: 0.1719 (0.1669) loss_bbox_aux_0: 0.1779 (0.1799) loss_bbox_aux_1: 0.1685 (0.1720) loss_bbox_aux_2: 0.1768 (0.1693) loss_bbox_aux_3: 0.1783 (0.1674) loss_bbox_aux_4: 0.1745 (0.1669) loss_bbox_aux_5: 0.2215 (0.2206) loss_bbox_dn_0: 0.2839 (0.3000) loss_bbox_dn_1: 0.2179 (0.2301) loss_bbox_dn_2: 0.2000 (0.2084) loss_bbox_dn_3: 0.1990 (0.2010) loss_bbox_dn_4: 0.1968 (0.1995) loss_bbox_dn_5: 0.1968 (0.1995) loss_giou: 0.5450 (0.5040) loss_giou_aux_0: 0.5599 (0.5285) loss_giou_aux_1: 0.5352 (0.5136) loss_giou_aux_2: 0.5419 (0.5085) loss_giou_aux_3: 0.5468 (0.5052) loss_giou_aux_4: 0.5442 (0.5042) loss_giou_aux_5: 0.6217 (0.5999) loss_giou_dn_0: 0.6199 (0.6260) loss_giou_dn_1: 0.5220 (0.5215) loss_giou_dn_2: 0.4975 (0.4934) loss_giou_dn_3: 0.4875 (0.4848) loss_giou_dn_4: 0.4850 (0.4828) loss_giou_dn_5: 0.4853 (0.4830) loss_vfl: 0.7018 (0.7107) loss_vfl_aux_0: 0.8536 (0.8378) loss_vfl_aux_1: 0.7631 (0.7804) loss_vfl_aux_2: 0.7205 (0.7401) loss_vfl_aux_3: 0.7085 (0.7217) loss_vfl_aux_4: 0.7050 (0.7137) loss_vfl_aux_5: 0.7955 (0.8101) loss_vfl_dn_0: 0.4663 (0.4675) loss_vfl_dn_1: 0.4063 (0.4058) loss_vfl_dn_2: 0.3907 (0.3893) loss_vfl_dn_3: 0.3846 (0.3817) loss_vfl_dn_4: 0.3814 (0.3788) loss_vfl_dn_5: 0.3806 (0.3781) time: 0.4871 data: 0.0138 max mem: 5654 Epoch: [21] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 17.5716 (17.0502) loss_bbox: 0.1609 (0.1668) loss_bbox_aux_0: 0.1765 (0.1798) loss_bbox_aux_1: 0.1681 (0.1719) loss_bbox_aux_2: 0.1536 (0.1692) loss_bbox_aux_3: 0.1640 (0.1673) loss_bbox_aux_4: 0.1606 (0.1668) loss_bbox_aux_5: 0.1971 (0.2206) loss_bbox_dn_0: 0.2712 (0.2998) loss_bbox_dn_1: 0.2005 (0.2299) loss_bbox_dn_2: 0.1886 (0.2082) loss_bbox_dn_3: 0.1849 (0.2009) loss_bbox_dn_4: 0.1842 (0.1994) loss_bbox_dn_5: 0.1841 (0.1994) loss_giou: 0.4536 (0.5040) loss_giou_aux_0: 0.4811 (0.5285) loss_giou_aux_1: 0.4687 (0.5136) loss_giou_aux_2: 0.4621 (0.5085) loss_giou_aux_3: 0.4581 (0.5052) loss_giou_aux_4: 0.4532 (0.5042) loss_giou_aux_5: 0.5411 (0.6000) loss_giou_dn_0: 0.6114 (0.6260) loss_giou_dn_1: 0.4984 (0.5216) loss_giou_dn_2: 0.4646 (0.4934) loss_giou_dn_3: 0.4570 (0.4849) loss_giou_dn_4: 0.4539 (0.4829) loss_giou_dn_5: 0.4538 (0.4830) loss_vfl: 0.7088 (0.7105) loss_vfl_aux_0: 0.8291 (0.8376) loss_vfl_aux_1: 0.7637 (0.7802) loss_vfl_aux_2: 0.7420 (0.7400) loss_vfl_aux_3: 0.7063 (0.7216) loss_vfl_aux_4: 0.7123 (0.7135) loss_vfl_aux_5: 0.8000 (0.8099) loss_vfl_dn_0: 0.4704 (0.4675) loss_vfl_dn_1: 0.4113 (0.4058) loss_vfl_dn_2: 0.3935 (0.3892) loss_vfl_dn_3: 0.3856 (0.3816) loss_vfl_dn_4: 0.3817 (0.3788) loss_vfl_dn_5: 0.3795 (0.3781) time: 0.4691 data: 0.0145 max mem: 5654 Epoch: [21] [6700/7393] eta: 0:05:33 lr: 0.000010 loss: 16.6031 (17.0499) loss_bbox: 0.1553 (0.1668) loss_bbox_aux_0: 0.1696 (0.1798) loss_bbox_aux_1: 0.1649 (0.1719) loss_bbox_aux_2: 0.1583 (0.1692) loss_bbox_aux_3: 0.1566 (0.1673) loss_bbox_aux_4: 0.1550 (0.1668) loss_bbox_aux_5: 0.2220 (0.2206) loss_bbox_dn_0: 0.2870 (0.2998) loss_bbox_dn_1: 0.2193 (0.2299) loss_bbox_dn_2: 0.1903 (0.2082) loss_bbox_dn_3: 0.1816 (0.2009) loss_bbox_dn_4: 0.1789 (0.1994) loss_bbox_dn_5: 0.1786 (0.1994) loss_giou: 0.4923 (0.5039) loss_giou_aux_0: 0.5016 (0.5284) loss_giou_aux_1: 0.4980 (0.5135) loss_giou_aux_2: 0.4850 (0.5084) loss_giou_aux_3: 0.4857 (0.5050) loss_giou_aux_4: 0.4883 (0.5041) loss_giou_aux_5: 0.5861 (0.5998) loss_giou_dn_0: 0.6077 (0.6260) loss_giou_dn_1: 0.5029 (0.5215) loss_giou_dn_2: 0.4721 (0.4934) loss_giou_dn_3: 0.4684 (0.4848) loss_giou_dn_4: 0.4670 (0.4828) loss_giou_dn_5: 0.4671 (0.4829) loss_vfl: 0.7375 (0.7108) loss_vfl_aux_0: 0.8311 (0.8376) loss_vfl_aux_1: 0.7743 (0.7803) loss_vfl_aux_2: 0.7643 (0.7402) loss_vfl_aux_3: 0.7354 (0.7219) loss_vfl_aux_4: 0.7224 (0.7138) loss_vfl_aux_5: 0.8065 (0.8100) loss_vfl_dn_0: 0.4677 (0.4675) loss_vfl_dn_1: 0.4031 (0.4058) loss_vfl_dn_2: 0.3897 (0.3892) loss_vfl_dn_3: 0.3824 (0.3816) loss_vfl_dn_4: 0.3771 (0.3788) loss_vfl_dn_5: 0.3791 (0.3781) time: 0.4781 data: 0.0141 max mem: 5654 Epoch: [21] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 16.7600 (17.0496) loss_bbox: 0.1428 (0.1668) loss_bbox_aux_0: 0.1631 (0.1798) loss_bbox_aux_1: 0.1565 (0.1720) loss_bbox_aux_2: 0.1478 (0.1692) loss_bbox_aux_3: 0.1473 (0.1674) loss_bbox_aux_4: 0.1439 (0.1668) loss_bbox_aux_5: 0.2021 (0.2206) loss_bbox_dn_0: 0.2510 (0.2997) loss_bbox_dn_1: 0.1986 (0.2299) loss_bbox_dn_2: 0.1796 (0.2082) loss_bbox_dn_3: 0.1715 (0.2009) loss_bbox_dn_4: 0.1715 (0.1993) loss_bbox_dn_5: 0.1713 (0.1993) loss_giou: 0.5029 (0.5039) loss_giou_aux_0: 0.5141 (0.5284) loss_giou_aux_1: 0.5068 (0.5135) loss_giou_aux_2: 0.4951 (0.5084) loss_giou_aux_3: 0.4942 (0.5051) loss_giou_aux_4: 0.4990 (0.5041) loss_giou_aux_5: 0.6022 (0.5998) loss_giou_dn_0: 0.6049 (0.6259) loss_giou_dn_1: 0.5116 (0.5215) loss_giou_dn_2: 0.4873 (0.4933) loss_giou_dn_3: 0.4742 (0.4848) loss_giou_dn_4: 0.4709 (0.4827) loss_giou_dn_5: 0.4707 (0.4829) loss_vfl: 0.6823 (0.7108) loss_vfl_aux_0: 0.7890 (0.8375) loss_vfl_aux_1: 0.7389 (0.7802) loss_vfl_aux_2: 0.7202 (0.7402) loss_vfl_aux_3: 0.7129 (0.7219) loss_vfl_aux_4: 0.6906 (0.7138) loss_vfl_aux_5: 0.7763 (0.8100) loss_vfl_dn_0: 0.4617 (0.4675) loss_vfl_dn_1: 0.4063 (0.4058) loss_vfl_dn_2: 0.3901 (0.3892) loss_vfl_dn_3: 0.3828 (0.3816) loss_vfl_dn_4: 0.3794 (0.3788) loss_vfl_dn_5: 0.3799 (0.3781) time: 0.4579 data: 0.0141 max mem: 5654 Epoch: [21] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.9000 (17.0505) loss_bbox: 0.1547 (0.1669) loss_bbox_aux_0: 0.1751 (0.1798) loss_bbox_aux_1: 0.1641 (0.1720) loss_bbox_aux_2: 0.1641 (0.1693) loss_bbox_aux_3: 0.1584 (0.1674) loss_bbox_aux_4: 0.1559 (0.1669) loss_bbox_aux_5: 0.2134 (0.2207) loss_bbox_dn_0: 0.2750 (0.2996) loss_bbox_dn_1: 0.2161 (0.2298) loss_bbox_dn_2: 0.1941 (0.2081) loss_bbox_dn_3: 0.1851 (0.2008) loss_bbox_dn_4: 0.1828 (0.1993) loss_bbox_dn_5: 0.1829 (0.1993) loss_giou: 0.4501 (0.5040) loss_giou_aux_0: 0.4822 (0.5286) loss_giou_aux_1: 0.4669 (0.5136) loss_giou_aux_2: 0.4590 (0.5085) loss_giou_aux_3: 0.4492 (0.5051) loss_giou_aux_4: 0.4488 (0.5042) loss_giou_aux_5: 0.5511 (0.5999) loss_giou_dn_0: 0.6153 (0.6260) loss_giou_dn_1: 0.5026 (0.5215) loss_giou_dn_2: 0.4695 (0.4934) loss_giou_dn_3: 0.4601 (0.4848) loss_giou_dn_4: 0.4566 (0.4828) loss_giou_dn_5: 0.4569 (0.4830) loss_vfl: 0.7079 (0.7109) loss_vfl_aux_0: 0.7910 (0.8373) loss_vfl_aux_1: 0.7468 (0.7800) loss_vfl_aux_2: 0.7211 (0.7402) loss_vfl_aux_3: 0.7048 (0.7219) loss_vfl_aux_4: 0.7054 (0.7138) loss_vfl_aux_5: 0.7805 (0.8099) loss_vfl_dn_0: 0.4646 (0.4675) loss_vfl_dn_1: 0.4047 (0.4058) loss_vfl_dn_2: 0.3856 (0.3892) loss_vfl_dn_3: 0.3775 (0.3816) loss_vfl_dn_4: 0.3756 (0.3788) loss_vfl_dn_5: 0.3731 (0.3781) time: 0.4872 data: 0.0140 max mem: 5654 Epoch: [21] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 17.2418 (17.0508) loss_bbox: 0.1669 (0.1668) loss_bbox_aux_0: 0.1814 (0.1798) loss_bbox_aux_1: 0.1722 (0.1720) loss_bbox_aux_2: 0.1689 (0.1692) loss_bbox_aux_3: 0.1626 (0.1673) loss_bbox_aux_4: 0.1629 (0.1668) loss_bbox_aux_5: 0.2113 (0.2206) loss_bbox_dn_0: 0.2780 (0.2996) loss_bbox_dn_1: 0.2170 (0.2298) loss_bbox_dn_2: 0.1944 (0.2081) loss_bbox_dn_3: 0.1823 (0.2008) loss_bbox_dn_4: 0.1811 (0.1993) loss_bbox_dn_5: 0.1810 (0.1993) loss_giou: 0.5208 (0.5040) loss_giou_aux_0: 0.5496 (0.5286) loss_giou_aux_1: 0.5344 (0.5136) loss_giou_aux_2: 0.5273 (0.5084) loss_giou_aux_3: 0.5146 (0.5051) loss_giou_aux_4: 0.5209 (0.5041) loss_giou_aux_5: 0.6065 (0.5999) loss_giou_dn_0: 0.6347 (0.6260) loss_giou_dn_1: 0.5237 (0.5216) loss_giou_dn_2: 0.5060 (0.4934) loss_giou_dn_3: 0.4988 (0.4849) loss_giou_dn_4: 0.4951 (0.4828) loss_giou_dn_5: 0.4950 (0.4830) loss_vfl: 0.7021 (0.7110) loss_vfl_aux_0: 0.7992 (0.8374) loss_vfl_aux_1: 0.7337 (0.7801) loss_vfl_aux_2: 0.6987 (0.7403) loss_vfl_aux_3: 0.7057 (0.7221) loss_vfl_aux_4: 0.6966 (0.7140) loss_vfl_aux_5: 0.7782 (0.8100) loss_vfl_dn_0: 0.4640 (0.4675) loss_vfl_dn_1: 0.4094 (0.4058) loss_vfl_dn_2: 0.3972 (0.3892) loss_vfl_dn_3: 0.3928 (0.3816) loss_vfl_dn_4: 0.3832 (0.3788) loss_vfl_dn_5: 0.3836 (0.3781) time: 0.4702 data: 0.0146 max mem: 5654 Epoch: [21] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 17.5837 (17.0530) loss_bbox: 0.1593 (0.1668) loss_bbox_aux_0: 0.1744 (0.1798) loss_bbox_aux_1: 0.1633 (0.1720) loss_bbox_aux_2: 0.1567 (0.1692) loss_bbox_aux_3: 0.1623 (0.1673) loss_bbox_aux_4: 0.1593 (0.1668) loss_bbox_aux_5: 0.2139 (0.2205) loss_bbox_dn_0: 0.2760 (0.2997) loss_bbox_dn_1: 0.2205 (0.2298) loss_bbox_dn_2: 0.1954 (0.2081) loss_bbox_dn_3: 0.1824 (0.2008) loss_bbox_dn_4: 0.1839 (0.1993) loss_bbox_dn_5: 0.1837 (0.1993) loss_giou: 0.5256 (0.5041) loss_giou_aux_0: 0.5566 (0.5287) loss_giou_aux_1: 0.5328 (0.5137) loss_giou_aux_2: 0.5327 (0.5085) loss_giou_aux_3: 0.5358 (0.5052) loss_giou_aux_4: 0.5247 (0.5042) loss_giou_aux_5: 0.6219 (0.6000) loss_giou_dn_0: 0.6485 (0.6261) loss_giou_dn_1: 0.5462 (0.5217) loss_giou_dn_2: 0.5112 (0.4936) loss_giou_dn_3: 0.5056 (0.4850) loss_giou_dn_4: 0.5029 (0.4830) loss_giou_dn_5: 0.5029 (0.4831) loss_vfl: 0.7144 (0.7111) loss_vfl_aux_0: 0.8409 (0.8373) loss_vfl_aux_1: 0.7863 (0.7801) loss_vfl_aux_2: 0.7495 (0.7405) loss_vfl_aux_3: 0.7386 (0.7222) loss_vfl_aux_4: 0.7332 (0.7141) loss_vfl_aux_5: 0.8143 (0.8101) loss_vfl_dn_0: 0.4690 (0.4675) loss_vfl_dn_1: 0.4138 (0.4058) loss_vfl_dn_2: 0.4014 (0.3893) loss_vfl_dn_3: 0.3989 (0.3817) loss_vfl_dn_4: 0.3967 (0.3789) loss_vfl_dn_5: 0.3946 (0.3781) time: 0.4690 data: 0.0138 max mem: 5654 Epoch: [21] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.8086 (17.0532) loss_bbox: 0.1634 (0.1668) loss_bbox_aux_0: 0.1726 (0.1798) loss_bbox_aux_1: 0.1634 (0.1720) loss_bbox_aux_2: 0.1624 (0.1692) loss_bbox_aux_3: 0.1644 (0.1674) loss_bbox_aux_4: 0.1631 (0.1668) loss_bbox_aux_5: 0.2130 (0.2206) loss_bbox_dn_0: 0.2772 (0.2997) loss_bbox_dn_1: 0.2299 (0.2299) loss_bbox_dn_2: 0.2112 (0.2082) loss_bbox_dn_3: 0.2046 (0.2009) loss_bbox_dn_4: 0.2029 (0.1993) loss_bbox_dn_5: 0.2033 (0.1993) loss_giou: 0.4763 (0.5041) loss_giou_aux_0: 0.5022 (0.5286) loss_giou_aux_1: 0.4706 (0.5137) loss_giou_aux_2: 0.4674 (0.5085) loss_giou_aux_3: 0.4751 (0.5052) loss_giou_aux_4: 0.4761 (0.5042) loss_giou_aux_5: 0.5510 (0.6000) loss_giou_dn_0: 0.5990 (0.6261) loss_giou_dn_1: 0.4895 (0.5217) loss_giou_dn_2: 0.4606 (0.4936) loss_giou_dn_3: 0.4517 (0.4850) loss_giou_dn_4: 0.4478 (0.4830) loss_giou_dn_5: 0.4484 (0.4831) loss_vfl: 0.6880 (0.7111) loss_vfl_aux_0: 0.8232 (0.8374) loss_vfl_aux_1: 0.7443 (0.7801) loss_vfl_aux_2: 0.7286 (0.7406) loss_vfl_aux_3: 0.6973 (0.7222) loss_vfl_aux_4: 0.6929 (0.7141) loss_vfl_aux_5: 0.8097 (0.8101) loss_vfl_dn_0: 0.4695 (0.4675) loss_vfl_dn_1: 0.4003 (0.4058) loss_vfl_dn_2: 0.3812 (0.3892) loss_vfl_dn_3: 0.3751 (0.3817) loss_vfl_dn_4: 0.3730 (0.3788) loss_vfl_dn_5: 0.3709 (0.3781) time: 0.4633 data: 0.0142 max mem: 5654 Epoch: [21] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.1966 (17.0520) loss_bbox: 0.1703 (0.1669) loss_bbox_aux_0: 0.1820 (0.1798) loss_bbox_aux_1: 0.1735 (0.1720) loss_bbox_aux_2: 0.1816 (0.1693) loss_bbox_aux_3: 0.1687 (0.1674) loss_bbox_aux_4: 0.1704 (0.1669) loss_bbox_aux_5: 0.2216 (0.2206) loss_bbox_dn_0: 0.2778 (0.2997) loss_bbox_dn_1: 0.2175 (0.2299) loss_bbox_dn_2: 0.1981 (0.2082) loss_bbox_dn_3: 0.1913 (0.2009) loss_bbox_dn_4: 0.1892 (0.1994) loss_bbox_dn_5: 0.1892 (0.1994) loss_giou: 0.5101 (0.5040) loss_giou_aux_0: 0.5296 (0.5285) loss_giou_aux_1: 0.5176 (0.5136) loss_giou_aux_2: 0.5089 (0.5084) loss_giou_aux_3: 0.5136 (0.5051) loss_giou_aux_4: 0.5081 (0.5041) loss_giou_aux_5: 0.5963 (0.5998) loss_giou_dn_0: 0.6182 (0.6260) loss_giou_dn_1: 0.5141 (0.5216) loss_giou_dn_2: 0.4867 (0.4935) loss_giou_dn_3: 0.4819 (0.4849) loss_giou_dn_4: 0.4799 (0.4829) loss_giou_dn_5: 0.4800 (0.4831) loss_vfl: 0.7110 (0.7110) loss_vfl_aux_0: 0.8167 (0.8374) loss_vfl_aux_1: 0.7441 (0.7800) loss_vfl_aux_2: 0.7332 (0.7405) loss_vfl_aux_3: 0.7209 (0.7221) loss_vfl_aux_4: 0.7051 (0.7140) loss_vfl_aux_5: 0.8167 (0.8101) loss_vfl_dn_0: 0.4663 (0.4674) loss_vfl_dn_1: 0.4050 (0.4058) loss_vfl_dn_2: 0.3877 (0.3892) loss_vfl_dn_3: 0.3804 (0.3817) loss_vfl_dn_4: 0.3797 (0.3788) loss_vfl_dn_5: 0.3789 (0.3781) time: 0.4698 data: 0.0143 max mem: 5654 Epoch: [21] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.0630 (17.0494) loss_bbox: 0.1624 (0.1668) loss_bbox_aux_0: 0.1701 (0.1797) loss_bbox_aux_1: 0.1750 (0.1719) loss_bbox_aux_2: 0.1758 (0.1692) loss_bbox_aux_3: 0.1683 (0.1673) loss_bbox_aux_4: 0.1649 (0.1668) loss_bbox_aux_5: 0.2168 (0.2205) loss_bbox_dn_0: 0.3108 (0.2996) loss_bbox_dn_1: 0.2229 (0.2298) loss_bbox_dn_2: 0.1947 (0.2081) loss_bbox_dn_3: 0.1848 (0.2008) loss_bbox_dn_4: 0.1819 (0.1992) loss_bbox_dn_5: 0.1818 (0.1992) loss_giou: 0.4798 (0.5039) loss_giou_aux_0: 0.4924 (0.5284) loss_giou_aux_1: 0.4671 (0.5135) loss_giou_aux_2: 0.4598 (0.5084) loss_giou_aux_3: 0.4582 (0.5051) loss_giou_aux_4: 0.4643 (0.5041) loss_giou_aux_5: 0.5627 (0.5997) loss_giou_dn_0: 0.6240 (0.6260) loss_giou_dn_1: 0.5203 (0.5215) loss_giou_dn_2: 0.4752 (0.4934) loss_giou_dn_3: 0.4659 (0.4848) loss_giou_dn_4: 0.4638 (0.4828) loss_giou_dn_5: 0.4646 (0.4830) loss_vfl: 0.7309 (0.7109) loss_vfl_aux_0: 0.8700 (0.8374) loss_vfl_aux_1: 0.7911 (0.7800) loss_vfl_aux_2: 0.7852 (0.7405) loss_vfl_aux_3: 0.7518 (0.7220) loss_vfl_aux_4: 0.7223 (0.7139) loss_vfl_aux_5: 0.8313 (0.8102) loss_vfl_dn_0: 0.4667 (0.4674) loss_vfl_dn_1: 0.4092 (0.4057) loss_vfl_dn_2: 0.3982 (0.3892) loss_vfl_dn_3: 0.3878 (0.3816) loss_vfl_dn_4: 0.3827 (0.3788) loss_vfl_dn_5: 0.3825 (0.3781) time: 0.4618 data: 0.0137 max mem: 5654 Epoch: [21] Total time: 0:59:17 (0.4813 s / it) Averaged stats: lr: 0.000010 loss: 17.0630 (17.0494) loss_bbox: 0.1624 (0.1668) loss_bbox_aux_0: 0.1701 (0.1797) loss_bbox_aux_1: 0.1750 (0.1719) loss_bbox_aux_2: 0.1758 (0.1692) loss_bbox_aux_3: 0.1683 (0.1673) loss_bbox_aux_4: 0.1649 (0.1668) loss_bbox_aux_5: 0.2168 (0.2205) loss_bbox_dn_0: 0.3108 (0.2996) loss_bbox_dn_1: 0.2229 (0.2298) loss_bbox_dn_2: 0.1947 (0.2081) loss_bbox_dn_3: 0.1848 (0.2008) loss_bbox_dn_4: 0.1819 (0.1992) loss_bbox_dn_5: 0.1818 (0.1992) loss_giou: 0.4798 (0.5039) loss_giou_aux_0: 0.4924 (0.5284) loss_giou_aux_1: 0.4671 (0.5135) loss_giou_aux_2: 0.4598 (0.5084) loss_giou_aux_3: 0.4582 (0.5051) loss_giou_aux_4: 0.4643 (0.5041) loss_giou_aux_5: 0.5627 (0.5997) loss_giou_dn_0: 0.6240 (0.6260) loss_giou_dn_1: 0.5203 (0.5215) loss_giou_dn_2: 0.4752 (0.4934) loss_giou_dn_3: 0.4659 (0.4848) loss_giou_dn_4: 0.4638 (0.4828) loss_giou_dn_5: 0.4646 (0.4830) loss_vfl: 0.7309 (0.7109) loss_vfl_aux_0: 0.8700 (0.8374) loss_vfl_aux_1: 0.7911 (0.7800) loss_vfl_aux_2: 0.7852 (0.7405) loss_vfl_aux_3: 0.7518 (0.7220) loss_vfl_aux_4: 0.7223 (0.7139) loss_vfl_aux_5: 0.8313 (0.8102) loss_vfl_dn_0: 0.4667 (0.4674) loss_vfl_dn_1: 0.4092 (0.4057) loss_vfl_dn_2: 0.3982 (0.3892) loss_vfl_dn_3: 0.3878 (0.3816) loss_vfl_dn_4: 0.3827 (0.3788) loss_vfl_dn_5: 0.3825 (0.3781) Test: [ 0/157] eta: 0:04:08 time: 1.5849 data: 1.1724 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5043 data: 0.1295 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3977 data: 0.0254 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3938 data: 0.0257 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.6927 data: 0.0262 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.6921 data: 0.0260 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3897 data: 0.0250 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3890 data: 0.0270 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3929 data: 0.0274 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3941 data: 0.0253 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3835 data: 0.0250 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3849 data: 0.0251 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3833 data: 0.0254 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3833 data: 0.0256 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3799 data: 0.0250 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3661 data: 0.0248 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6389 data: 0.0242 max mem: 5654 Test: Total time: 0:01:13 (0.4696 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.98s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.688 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.636 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 21, 'coco_eval_bbox': 0.5075087395851032} Epoch: [22] [ 0/7393] eta: 22:11:30 lr: 0.000010 loss: 16.2398 (16.2398) loss_bbox: 0.1297 (0.1297) loss_bbox_aux_0: 0.1482 (0.1482) loss_bbox_aux_1: 0.1367 (0.1367) loss_bbox_aux_2: 0.1290 (0.1290) loss_bbox_aux_3: 0.1298 (0.1298) loss_bbox_aux_4: 0.1282 (0.1282) loss_bbox_aux_5: 0.1803 (0.1803) loss_bbox_dn_0: 0.2207 (0.2207) loss_bbox_dn_1: 0.1689 (0.1689) loss_bbox_dn_2: 0.1504 (0.1504) loss_bbox_dn_3: 0.1475 (0.1475) loss_bbox_dn_4: 0.1472 (0.1472) loss_bbox_dn_5: 0.1474 (0.1474) loss_giou: 0.3953 (0.3953) loss_giou_aux_0: 0.4382 (0.4382) loss_giou_aux_1: 0.4096 (0.4096) loss_giou_aux_2: 0.4072 (0.4072) loss_giou_aux_3: 0.3980 (0.3980) loss_giou_aux_4: 0.3942 (0.3942) loss_giou_aux_5: 0.5221 (0.5221) loss_giou_dn_0: 0.5653 (0.5653) loss_giou_dn_1: 0.4735 (0.4735) loss_giou_dn_2: 0.4489 (0.4489) loss_giou_dn_3: 0.4448 (0.4448) loss_giou_dn_4: 0.4447 (0.4447) loss_giou_dn_5: 0.4449 (0.4449) loss_vfl: 0.8098 (0.8098) loss_vfl_aux_0: 0.9282 (0.9282) loss_vfl_aux_1: 0.8822 (0.8822) loss_vfl_aux_2: 0.8408 (0.8408) loss_vfl_aux_3: 0.8290 (0.8290) loss_vfl_aux_4: 0.8144 (0.8144) loss_vfl_aux_5: 0.9074 (0.9074) loss_vfl_dn_0: 0.4904 (0.4904) loss_vfl_dn_1: 0.4135 (0.4135) loss_vfl_dn_2: 0.4009 (0.4009) loss_vfl_dn_3: 0.3944 (0.3944) loss_vfl_dn_4: 0.3892 (0.3892) loss_vfl_dn_5: 0.3890 (0.3890) time: 10.8063 data: 1.5289 max mem: 5654 Epoch: [22] [ 100/7393] eta: 1:10:27 lr: 0.000010 loss: 16.8341 (16.8366) loss_bbox: 0.1589 (0.1612) loss_bbox_aux_0: 0.1657 (0.1741) loss_bbox_aux_1: 0.1596 (0.1665) loss_bbox_aux_2: 0.1548 (0.1641) loss_bbox_aux_3: 0.1502 (0.1616) loss_bbox_aux_4: 0.1540 (0.1608) loss_bbox_aux_5: 0.2220 (0.2136) loss_bbox_dn_0: 0.3016 (0.2862) loss_bbox_dn_1: 0.2179 (0.2181) loss_bbox_dn_2: 0.1957 (0.1975) loss_bbox_dn_3: 0.1899 (0.1910) loss_bbox_dn_4: 0.1872 (0.1897) loss_bbox_dn_5: 0.1872 (0.1897) loss_giou: 0.4722 (0.5072) loss_giou_aux_0: 0.4848 (0.5343) loss_giou_aux_1: 0.4811 (0.5171) loss_giou_aux_2: 0.4790 (0.5128) loss_giou_aux_3: 0.4730 (0.5094) loss_giou_aux_4: 0.4714 (0.5076) loss_giou_aux_5: 0.5586 (0.6005) loss_giou_dn_0: 0.6058 (0.6246) loss_giou_dn_1: 0.5176 (0.5194) loss_giou_dn_2: 0.4923 (0.4912) loss_giou_dn_3: 0.4888 (0.4829) loss_giou_dn_4: 0.4857 (0.4812) loss_giou_dn_5: 0.4854 (0.4813) loss_vfl: 0.6970 (0.6963) loss_vfl_aux_0: 0.8078 (0.8144) loss_vfl_aux_1: 0.7575 (0.7616) loss_vfl_aux_2: 0.7072 (0.7251) loss_vfl_aux_3: 0.6979 (0.7075) loss_vfl_aux_4: 0.7037 (0.6996) loss_vfl_aux_5: 0.7925 (0.7951) loss_vfl_dn_0: 0.4616 (0.4667) loss_vfl_dn_1: 0.4022 (0.4045) loss_vfl_dn_2: 0.3876 (0.3883) loss_vfl_dn_3: 0.3767 (0.3800) loss_vfl_dn_4: 0.3758 (0.3772) loss_vfl_dn_5: 0.3755 (0.3767) time: 0.4847 data: 0.0152 max mem: 5654 Epoch: [22] [ 200/7393] eta: 1:02:49 lr: 0.000010 loss: 16.7807 (16.8802) loss_bbox: 0.1509 (0.1611) loss_bbox_aux_0: 0.1587 (0.1742) loss_bbox_aux_1: 0.1692 (0.1665) loss_bbox_aux_2: 0.1504 (0.1635) loss_bbox_aux_3: 0.1519 (0.1614) loss_bbox_aux_4: 0.1508 (0.1609) loss_bbox_aux_5: 0.2065 (0.2149) loss_bbox_dn_0: 0.2831 (0.2894) loss_bbox_dn_1: 0.2107 (0.2211) loss_bbox_dn_2: 0.1889 (0.1999) loss_bbox_dn_3: 0.1806 (0.1931) loss_bbox_dn_4: 0.1788 (0.1917) loss_bbox_dn_5: 0.1788 (0.1917) loss_giou: 0.4830 (0.5031) loss_giou_aux_0: 0.5038 (0.5291) loss_giou_aux_1: 0.5040 (0.5140) loss_giou_aux_2: 0.4847 (0.5086) loss_giou_aux_3: 0.4794 (0.5047) loss_giou_aux_4: 0.4829 (0.5031) loss_giou_aux_5: 0.5889 (0.5984) loss_giou_dn_0: 0.6241 (0.6247) loss_giou_dn_1: 0.5194 (0.5201) loss_giou_dn_2: 0.4887 (0.4915) loss_giou_dn_3: 0.4795 (0.4832) loss_giou_dn_4: 0.4773 (0.4813) loss_giou_dn_5: 0.4779 (0.4814) loss_vfl: 0.7063 (0.7055) loss_vfl_aux_0: 0.8191 (0.8235) loss_vfl_aux_1: 0.7716 (0.7661) loss_vfl_aux_2: 0.7439 (0.7320) loss_vfl_aux_3: 0.7181 (0.7167) loss_vfl_aux_4: 0.7119 (0.7090) loss_vfl_aux_5: 0.7789 (0.8010) loss_vfl_dn_0: 0.4625 (0.4667) loss_vfl_dn_1: 0.4000 (0.4049) loss_vfl_dn_2: 0.3853 (0.3880) loss_vfl_dn_3: 0.3767 (0.3803) loss_vfl_dn_4: 0.3736 (0.3774) loss_vfl_dn_5: 0.3732 (0.3766) time: 0.4724 data: 0.0152 max mem: 5654 Epoch: [22] [ 300/7393] eta: 0:59:56 lr: 0.000010 loss: 17.0495 (16.9091) loss_bbox: 0.1805 (0.1650) loss_bbox_aux_0: 0.1761 (0.1776) loss_bbox_aux_1: 0.1589 (0.1703) loss_bbox_aux_2: 0.1766 (0.1675) loss_bbox_aux_3: 0.1825 (0.1653) loss_bbox_aux_4: 0.1821 (0.1647) loss_bbox_aux_5: 0.2219 (0.2190) loss_bbox_dn_0: 0.2850 (0.2982) loss_bbox_dn_1: 0.2366 (0.2284) loss_bbox_dn_2: 0.2143 (0.2064) loss_bbox_dn_3: 0.2014 (0.1990) loss_bbox_dn_4: 0.2008 (0.1975) loss_bbox_dn_5: 0.2007 (0.1975) loss_giou: 0.5130 (0.4982) loss_giou_aux_0: 0.5241 (0.5234) loss_giou_aux_1: 0.5133 (0.5084) loss_giou_aux_2: 0.5220 (0.5035) loss_giou_aux_3: 0.5121 (0.4995) loss_giou_aux_4: 0.5129 (0.4981) loss_giou_aux_5: 0.5833 (0.5936) loss_giou_dn_0: 0.6309 (0.6213) loss_giou_dn_1: 0.5338 (0.5169) loss_giou_dn_2: 0.5215 (0.4879) loss_giou_dn_3: 0.5175 (0.4792) loss_giou_dn_4: 0.5170 (0.4772) loss_giou_dn_5: 0.5170 (0.4774) loss_vfl: 0.6911 (0.7045) loss_vfl_aux_0: 0.8377 (0.8311) loss_vfl_aux_1: 0.7754 (0.7709) loss_vfl_aux_2: 0.7126 (0.7328) loss_vfl_aux_3: 0.7090 (0.7164) loss_vfl_aux_4: 0.6983 (0.7081) loss_vfl_aux_5: 0.7998 (0.8092) loss_vfl_dn_0: 0.4717 (0.4671) loss_vfl_dn_1: 0.4024 (0.4050) loss_vfl_dn_2: 0.3809 (0.3883) loss_vfl_dn_3: 0.3724 (0.3804) loss_vfl_dn_4: 0.3719 (0.3775) loss_vfl_dn_5: 0.3692 (0.3767) time: 0.4665 data: 0.0156 max mem: 5654 Epoch: [22] [ 400/7393] eta: 0:58:10 lr: 0.000010 loss: 16.9133 (16.9247) loss_bbox: 0.1582 (0.1641) loss_bbox_aux_0: 0.1646 (0.1767) loss_bbox_aux_1: 0.1600 (0.1691) loss_bbox_aux_2: 0.1600 (0.1661) loss_bbox_aux_3: 0.1626 (0.1647) loss_bbox_aux_4: 0.1573 (0.1639) loss_bbox_aux_5: 0.2106 (0.2177) loss_bbox_dn_0: 0.2691 (0.2968) loss_bbox_dn_1: 0.2127 (0.2276) loss_bbox_dn_2: 0.1849 (0.2058) loss_bbox_dn_3: 0.1811 (0.1984) loss_bbox_dn_4: 0.1816 (0.1969) loss_bbox_dn_5: 0.1818 (0.1968) loss_giou: 0.4801 (0.5004) loss_giou_aux_0: 0.4991 (0.5249) loss_giou_aux_1: 0.4890 (0.5099) loss_giou_aux_2: 0.4851 (0.5054) loss_giou_aux_3: 0.4819 (0.5018) loss_giou_aux_4: 0.4799 (0.5002) loss_giou_aux_5: 0.5956 (0.5957) loss_giou_dn_0: 0.6193 (0.6233) loss_giou_dn_1: 0.5133 (0.5187) loss_giou_dn_2: 0.4888 (0.4899) loss_giou_dn_3: 0.4791 (0.4813) loss_giou_dn_4: 0.4760 (0.4793) loss_giou_dn_5: 0.4761 (0.4795) loss_vfl: 0.7304 (0.7044) loss_vfl_aux_0: 0.8151 (0.8325) loss_vfl_aux_1: 0.7821 (0.7715) loss_vfl_aux_2: 0.7481 (0.7325) loss_vfl_aux_3: 0.7329 (0.7160) loss_vfl_aux_4: 0.7286 (0.7081) loss_vfl_aux_5: 0.8101 (0.8080) loss_vfl_dn_0: 0.4573 (0.4664) loss_vfl_dn_1: 0.3973 (0.4054) loss_vfl_dn_2: 0.3850 (0.3888) loss_vfl_dn_3: 0.3779 (0.3808) loss_vfl_dn_4: 0.3762 (0.3780) loss_vfl_dn_5: 0.3755 (0.3773) time: 0.4706 data: 0.0149 max mem: 5654 Epoch: [22] [ 500/7393] eta: 0:56:44 lr: 0.000010 loss: 16.8285 (16.9467) loss_bbox: 0.1542 (0.1635) loss_bbox_aux_0: 0.1625 (0.1759) loss_bbox_aux_1: 0.1625 (0.1685) loss_bbox_aux_2: 0.1586 (0.1657) loss_bbox_aux_3: 0.1589 (0.1642) loss_bbox_aux_4: 0.1547 (0.1634) loss_bbox_aux_5: 0.1987 (0.2174) loss_bbox_dn_0: 0.2642 (0.2960) loss_bbox_dn_1: 0.2020 (0.2274) loss_bbox_dn_2: 0.1871 (0.2058) loss_bbox_dn_3: 0.1807 (0.1985) loss_bbox_dn_4: 0.1808 (0.1970) loss_bbox_dn_5: 0.1806 (0.1970) loss_giou: 0.4895 (0.5023) loss_giou_aux_0: 0.5135 (0.5270) loss_giou_aux_1: 0.4778 (0.5120) loss_giou_aux_2: 0.4940 (0.5074) loss_giou_aux_3: 0.4949 (0.5040) loss_giou_aux_4: 0.4781 (0.5022) loss_giou_aux_5: 0.5751 (0.5980) loss_giou_dn_0: 0.6055 (0.6246) loss_giou_dn_1: 0.4870 (0.5203) loss_giou_dn_2: 0.4630 (0.4917) loss_giou_dn_3: 0.4570 (0.4832) loss_giou_dn_4: 0.4572 (0.4812) loss_giou_dn_5: 0.4573 (0.4814) loss_vfl: 0.7068 (0.7048) loss_vfl_aux_0: 0.8103 (0.8318) loss_vfl_aux_1: 0.7642 (0.7718) loss_vfl_aux_2: 0.7197 (0.7331) loss_vfl_aux_3: 0.7058 (0.7162) loss_vfl_aux_4: 0.7127 (0.7084) loss_vfl_aux_5: 0.7910 (0.8068) loss_vfl_dn_0: 0.4643 (0.4663) loss_vfl_dn_1: 0.4011 (0.4057) loss_vfl_dn_2: 0.3840 (0.3891) loss_vfl_dn_3: 0.3778 (0.3812) loss_vfl_dn_4: 0.3749 (0.3783) loss_vfl_dn_5: 0.3752 (0.3776) time: 0.4616 data: 0.0146 max mem: 5654 Epoch: [22] [ 600/7393] eta: 0:56:41 lr: 0.000010 loss: 17.1192 (16.9587) loss_bbox: 0.1690 (0.1640) loss_bbox_aux_0: 0.1855 (0.1761) loss_bbox_aux_1: 0.1690 (0.1685) loss_bbox_aux_2: 0.1673 (0.1659) loss_bbox_aux_3: 0.1677 (0.1648) loss_bbox_aux_4: 0.1664 (0.1640) loss_bbox_aux_5: 0.2213 (0.2173) loss_bbox_dn_0: 0.3039 (0.2953) loss_bbox_dn_1: 0.2320 (0.2269) loss_bbox_dn_2: 0.1873 (0.2052) loss_bbox_dn_3: 0.1840 (0.1980) loss_bbox_dn_4: 0.1851 (0.1965) loss_bbox_dn_5: 0.1854 (0.1964) loss_giou: 0.4537 (0.5038) loss_giou_aux_0: 0.4927 (0.5277) loss_giou_aux_1: 0.4568 (0.5127) loss_giou_aux_2: 0.4580 (0.5083) loss_giou_aux_3: 0.4538 (0.5053) loss_giou_aux_4: 0.4544 (0.5037) loss_giou_aux_5: 0.5765 (0.5994) loss_giou_dn_0: 0.6279 (0.6247) loss_giou_dn_1: 0.5278 (0.5204) loss_giou_dn_2: 0.4994 (0.4918) loss_giou_dn_3: 0.4898 (0.4832) loss_giou_dn_4: 0.4862 (0.4813) loss_giou_dn_5: 0.4860 (0.4815) loss_vfl: 0.7163 (0.7053) loss_vfl_aux_0: 0.8155 (0.8326) loss_vfl_aux_1: 0.7720 (0.7728) loss_vfl_aux_2: 0.7317 (0.7343) loss_vfl_aux_3: 0.7142 (0.7169) loss_vfl_aux_4: 0.7138 (0.7092) loss_vfl_aux_5: 0.8283 (0.8075) loss_vfl_dn_0: 0.4667 (0.4663) loss_vfl_dn_1: 0.3992 (0.4054) loss_vfl_dn_2: 0.3852 (0.3889) loss_vfl_dn_3: 0.3776 (0.3811) loss_vfl_dn_4: 0.3764 (0.3783) loss_vfl_dn_5: 0.3745 (0.3776) time: 0.4687 data: 0.0146 max mem: 5654 Epoch: [22] [ 700/7393] eta: 0:55:26 lr: 0.000010 loss: 16.7506 (16.9621) loss_bbox: 0.1503 (0.1641) loss_bbox_aux_0: 0.1613 (0.1764) loss_bbox_aux_1: 0.1565 (0.1689) loss_bbox_aux_2: 0.1512 (0.1662) loss_bbox_aux_3: 0.1492 (0.1648) loss_bbox_aux_4: 0.1500 (0.1639) loss_bbox_aux_5: 0.2031 (0.2178) loss_bbox_dn_0: 0.2792 (0.2961) loss_bbox_dn_1: 0.2090 (0.2274) loss_bbox_dn_2: 0.1840 (0.2056) loss_bbox_dn_3: 0.1762 (0.1982) loss_bbox_dn_4: 0.1739 (0.1967) loss_bbox_dn_5: 0.1740 (0.1967) loss_giou: 0.4902 (0.5042) loss_giou_aux_0: 0.5165 (0.5278) loss_giou_aux_1: 0.4959 (0.5129) loss_giou_aux_2: 0.4898 (0.5085) loss_giou_aux_3: 0.4998 (0.5056) loss_giou_aux_4: 0.4932 (0.5040) loss_giou_aux_5: 0.5987 (0.5997) loss_giou_dn_0: 0.6352 (0.6252) loss_giou_dn_1: 0.5332 (0.5205) loss_giou_dn_2: 0.4991 (0.4919) loss_giou_dn_3: 0.4900 (0.4833) loss_giou_dn_4: 0.4900 (0.4814) loss_giou_dn_5: 0.4904 (0.4815) loss_vfl: 0.6789 (0.7047) loss_vfl_aux_0: 0.8256 (0.8330) loss_vfl_aux_1: 0.7519 (0.7724) loss_vfl_aux_2: 0.7000 (0.7340) loss_vfl_aux_3: 0.6944 (0.7162) loss_vfl_aux_4: 0.6837 (0.7088) loss_vfl_aux_5: 0.8022 (0.8068) loss_vfl_dn_0: 0.4653 (0.4662) loss_vfl_dn_1: 0.4024 (0.4053) loss_vfl_dn_2: 0.3842 (0.3888) loss_vfl_dn_3: 0.3793 (0.3810) loss_vfl_dn_4: 0.3783 (0.3783) loss_vfl_dn_5: 0.3774 (0.3775) time: 0.4674 data: 0.0154 max mem: 5654 Epoch: [22] [ 800/7393] eta: 0:54:15 lr: 0.000010 loss: 16.8389 (16.9691) loss_bbox: 0.1671 (0.1650) loss_bbox_aux_0: 0.1761 (0.1780) loss_bbox_aux_1: 0.1648 (0.1700) loss_bbox_aux_2: 0.1675 (0.1674) loss_bbox_aux_3: 0.1670 (0.1658) loss_bbox_aux_4: 0.1668 (0.1650) loss_bbox_aux_5: 0.2138 (0.2191) loss_bbox_dn_0: 0.2796 (0.2980) loss_bbox_dn_1: 0.2128 (0.2285) loss_bbox_dn_2: 0.1914 (0.2066) loss_bbox_dn_3: 0.1817 (0.1991) loss_bbox_dn_4: 0.1760 (0.1976) loss_bbox_dn_5: 0.1760 (0.1976) loss_giou: 0.4385 (0.5022) loss_giou_aux_0: 0.4726 (0.5260) loss_giou_aux_1: 0.4517 (0.5109) loss_giou_aux_2: 0.4332 (0.5065) loss_giou_aux_3: 0.4332 (0.5035) loss_giou_aux_4: 0.4382 (0.5020) loss_giou_aux_5: 0.5456 (0.5981) loss_giou_dn_0: 0.5992 (0.6242) loss_giou_dn_1: 0.4921 (0.5191) loss_giou_dn_2: 0.4606 (0.4906) loss_giou_dn_3: 0.4507 (0.4819) loss_giou_dn_4: 0.4473 (0.4800) loss_giou_dn_5: 0.4475 (0.4801) loss_vfl: 0.7072 (0.7064) loss_vfl_aux_0: 0.8507 (0.8353) loss_vfl_aux_1: 0.7865 (0.7748) loss_vfl_aux_2: 0.7753 (0.7360) loss_vfl_aux_3: 0.7340 (0.7181) loss_vfl_aux_4: 0.7067 (0.7103) loss_vfl_aux_5: 0.8202 (0.8089) loss_vfl_dn_0: 0.4666 (0.4665) loss_vfl_dn_1: 0.4060 (0.4052) loss_vfl_dn_2: 0.3861 (0.3886) loss_vfl_dn_3: 0.3793 (0.3808) loss_vfl_dn_4: 0.3758 (0.3780) loss_vfl_dn_5: 0.3747 (0.3772) time: 0.4696 data: 0.0145 max mem: 5654 Epoch: [22] [ 900/7393] eta: 0:53:06 lr: 0.000010 loss: 16.9694 (16.9723) loss_bbox: 0.1611 (0.1653) loss_bbox_aux_0: 0.1780 (0.1784) loss_bbox_aux_1: 0.1709 (0.1704) loss_bbox_aux_2: 0.1730 (0.1678) loss_bbox_aux_3: 0.1665 (0.1661) loss_bbox_aux_4: 0.1617 (0.1654) loss_bbox_aux_5: 0.2101 (0.2195) loss_bbox_dn_0: 0.2985 (0.2983) loss_bbox_dn_1: 0.2210 (0.2289) loss_bbox_dn_2: 0.1975 (0.2070) loss_bbox_dn_3: 0.1943 (0.1996) loss_bbox_dn_4: 0.1931 (0.1980) loss_bbox_dn_5: 0.1931 (0.1980) loss_giou: 0.4974 (0.5015) loss_giou_aux_0: 0.5014 (0.5255) loss_giou_aux_1: 0.5055 (0.5106) loss_giou_aux_2: 0.4936 (0.5059) loss_giou_aux_3: 0.5021 (0.5030) loss_giou_aux_4: 0.4936 (0.5015) loss_giou_aux_5: 0.5818 (0.5975) loss_giou_dn_0: 0.6132 (0.6242) loss_giou_dn_1: 0.5071 (0.5191) loss_giou_dn_2: 0.4744 (0.4905) loss_giou_dn_3: 0.4673 (0.4819) loss_giou_dn_4: 0.4656 (0.4799) loss_giou_dn_5: 0.4652 (0.4801) loss_vfl: 0.7159 (0.7073) loss_vfl_aux_0: 0.8363 (0.8350) loss_vfl_aux_1: 0.7730 (0.7750) loss_vfl_aux_2: 0.7180 (0.7367) loss_vfl_aux_3: 0.7009 (0.7186) loss_vfl_aux_4: 0.7040 (0.7108) loss_vfl_aux_5: 0.8298 (0.8088) loss_vfl_dn_0: 0.4633 (0.4666) loss_vfl_dn_1: 0.4071 (0.4051) loss_vfl_dn_2: 0.3892 (0.3886) loss_vfl_dn_3: 0.3836 (0.3807) loss_vfl_dn_4: 0.3815 (0.3780) loss_vfl_dn_5: 0.3817 (0.3772) time: 0.4692 data: 0.0142 max mem: 5654 Epoch: [22] [1000/7393] eta: 0:52:01 lr: 0.000010 loss: 17.0718 (16.9667) loss_bbox: 0.1744 (0.1653) loss_bbox_aux_0: 0.1964 (0.1786) loss_bbox_aux_1: 0.1868 (0.1703) loss_bbox_aux_2: 0.1865 (0.1677) loss_bbox_aux_3: 0.1767 (0.1662) loss_bbox_aux_4: 0.1743 (0.1654) loss_bbox_aux_5: 0.2375 (0.2196) loss_bbox_dn_0: 0.3051 (0.2976) loss_bbox_dn_1: 0.2338 (0.2281) loss_bbox_dn_2: 0.2093 (0.2063) loss_bbox_dn_3: 0.2051 (0.1988) loss_bbox_dn_4: 0.2056 (0.1973) loss_bbox_dn_5: 0.2058 (0.1973) loss_giou: 0.4629 (0.5025) loss_giou_aux_0: 0.4703 (0.5267) loss_giou_aux_1: 0.4686 (0.5118) loss_giou_aux_2: 0.4669 (0.5070) loss_giou_aux_3: 0.4704 (0.5040) loss_giou_aux_4: 0.4659 (0.5024) loss_giou_aux_5: 0.5781 (0.5984) loss_giou_dn_0: 0.6117 (0.6240) loss_giou_dn_1: 0.5176 (0.5189) loss_giou_dn_2: 0.4914 (0.4904) loss_giou_dn_3: 0.4814 (0.4818) loss_giou_dn_4: 0.4787 (0.4799) loss_giou_dn_5: 0.4790 (0.4800) loss_vfl: 0.6964 (0.7064) loss_vfl_aux_0: 0.7952 (0.8342) loss_vfl_aux_1: 0.7703 (0.7742) loss_vfl_aux_2: 0.7340 (0.7355) loss_vfl_aux_3: 0.7026 (0.7177) loss_vfl_aux_4: 0.6902 (0.7099) loss_vfl_aux_5: 0.8068 (0.8076) loss_vfl_dn_0: 0.4629 (0.4665) loss_vfl_dn_1: 0.3995 (0.4048) loss_vfl_dn_2: 0.3815 (0.3884) loss_vfl_dn_3: 0.3730 (0.3805) loss_vfl_dn_4: 0.3707 (0.3778) loss_vfl_dn_5: 0.3681 (0.3770) time: 0.4637 data: 0.0148 max mem: 5654 Epoch: [22] [1100/7393] eta: 0:50:57 lr: 0.000010 loss: 16.8059 (16.9497) loss_bbox: 0.1556 (0.1649) loss_bbox_aux_0: 0.1709 (0.1781) loss_bbox_aux_1: 0.1579 (0.1699) loss_bbox_aux_2: 0.1622 (0.1672) loss_bbox_aux_3: 0.1593 (0.1656) loss_bbox_aux_4: 0.1568 (0.1650) loss_bbox_aux_5: 0.2093 (0.2194) loss_bbox_dn_0: 0.2791 (0.2973) loss_bbox_dn_1: 0.2129 (0.2278) loss_bbox_dn_2: 0.1927 (0.2059) loss_bbox_dn_3: 0.1891 (0.1983) loss_bbox_dn_4: 0.1861 (0.1968) loss_bbox_dn_5: 0.1862 (0.1968) loss_giou: 0.4491 (0.5027) loss_giou_aux_0: 0.4830 (0.5267) loss_giou_aux_1: 0.4592 (0.5120) loss_giou_aux_2: 0.4569 (0.5072) loss_giou_aux_3: 0.4487 (0.5041) loss_giou_aux_4: 0.4506 (0.5027) loss_giou_aux_5: 0.5459 (0.5987) loss_giou_dn_0: 0.5807 (0.6235) loss_giou_dn_1: 0.4876 (0.5185) loss_giou_dn_2: 0.4535 (0.4900) loss_giou_dn_3: 0.4406 (0.4814) loss_giou_dn_4: 0.4393 (0.4794) loss_giou_dn_5: 0.4393 (0.4796) loss_vfl: 0.6849 (0.7054) loss_vfl_aux_0: 0.8242 (0.8334) loss_vfl_aux_1: 0.7600 (0.7731) loss_vfl_aux_2: 0.7292 (0.7345) loss_vfl_aux_3: 0.7041 (0.7167) loss_vfl_aux_4: 0.6924 (0.7087) loss_vfl_aux_5: 0.8023 (0.8064) loss_vfl_dn_0: 0.4625 (0.4663) loss_vfl_dn_1: 0.3969 (0.4044) loss_vfl_dn_2: 0.3787 (0.3878) loss_vfl_dn_3: 0.3707 (0.3800) loss_vfl_dn_4: 0.3698 (0.3772) loss_vfl_dn_5: 0.3677 (0.3764) time: 0.4604 data: 0.0144 max mem: 5654 Epoch: [22] [1200/7393] eta: 0:50:01 lr: 0.000010 loss: 16.8792 (16.9383) loss_bbox: 0.1804 (0.1651) loss_bbox_aux_0: 0.1934 (0.1782) loss_bbox_aux_1: 0.1863 (0.1699) loss_bbox_aux_2: 0.1819 (0.1674) loss_bbox_aux_3: 0.1816 (0.1658) loss_bbox_aux_4: 0.1763 (0.1652) loss_bbox_aux_5: 0.2241 (0.2197) loss_bbox_dn_0: 0.2971 (0.2977) loss_bbox_dn_1: 0.2267 (0.2280) loss_bbox_dn_2: 0.2098 (0.2062) loss_bbox_dn_3: 0.2027 (0.1987) loss_bbox_dn_4: 0.2012 (0.1971) loss_bbox_dn_5: 0.2019 (0.1971) loss_giou: 0.4588 (0.5013) loss_giou_aux_0: 0.4671 (0.5254) loss_giou_aux_1: 0.4605 (0.5105) loss_giou_aux_2: 0.4603 (0.5060) loss_giou_aux_3: 0.4511 (0.5027) loss_giou_aux_4: 0.4557 (0.5014) loss_giou_aux_5: 0.5394 (0.5973) loss_giou_dn_0: 0.6208 (0.6227) loss_giou_dn_1: 0.5064 (0.5176) loss_giou_dn_2: 0.4725 (0.4892) loss_giou_dn_3: 0.4680 (0.4805) loss_giou_dn_4: 0.4663 (0.4786) loss_giou_dn_5: 0.4662 (0.4787) loss_vfl: 0.7189 (0.7053) loss_vfl_aux_0: 0.8943 (0.8336) loss_vfl_aux_1: 0.8242 (0.7733) loss_vfl_aux_2: 0.7769 (0.7344) loss_vfl_aux_3: 0.7467 (0.7167) loss_vfl_aux_4: 0.7190 (0.7087) loss_vfl_aux_5: 0.8405 (0.8066) loss_vfl_dn_0: 0.4705 (0.4663) loss_vfl_dn_1: 0.4037 (0.4042) loss_vfl_dn_2: 0.3859 (0.3877) loss_vfl_dn_3: 0.3781 (0.3799) loss_vfl_dn_4: 0.3751 (0.3771) loss_vfl_dn_5: 0.3755 (0.3763) time: 0.4716 data: 0.0141 max mem: 5654 Epoch: [22] [1300/7393] eta: 0:49:06 lr: 0.000010 loss: 16.8108 (16.9516) loss_bbox: 0.1509 (0.1654) loss_bbox_aux_0: 0.1674 (0.1785) loss_bbox_aux_1: 0.1496 (0.1703) loss_bbox_aux_2: 0.1519 (0.1676) loss_bbox_aux_3: 0.1525 (0.1660) loss_bbox_aux_4: 0.1509 (0.1655) loss_bbox_aux_5: 0.2159 (0.2200) loss_bbox_dn_0: 0.2978 (0.2979) loss_bbox_dn_1: 0.2209 (0.2282) loss_bbox_dn_2: 0.2000 (0.2064) loss_bbox_dn_3: 0.1881 (0.1989) loss_bbox_dn_4: 0.1861 (0.1973) loss_bbox_dn_5: 0.1864 (0.1973) loss_giou: 0.4662 (0.5024) loss_giou_aux_0: 0.5024 (0.5263) loss_giou_aux_1: 0.4813 (0.5116) loss_giou_aux_2: 0.4740 (0.5069) loss_giou_aux_3: 0.4615 (0.5038) loss_giou_aux_4: 0.4661 (0.5024) loss_giou_aux_5: 0.5632 (0.5982) loss_giou_dn_0: 0.6215 (0.6237) loss_giou_dn_1: 0.5092 (0.5184) loss_giou_dn_2: 0.4744 (0.4900) loss_giou_dn_3: 0.4575 (0.4813) loss_giou_dn_4: 0.4555 (0.4793) loss_giou_dn_5: 0.4556 (0.4795) loss_vfl: 0.6996 (0.7053) loss_vfl_aux_0: 0.8479 (0.8330) loss_vfl_aux_1: 0.7845 (0.7726) loss_vfl_aux_2: 0.7391 (0.7345) loss_vfl_aux_3: 0.7141 (0.7167) loss_vfl_aux_4: 0.7175 (0.7086) loss_vfl_aux_5: 0.8043 (0.8055) loss_vfl_dn_0: 0.4710 (0.4662) loss_vfl_dn_1: 0.4055 (0.4044) loss_vfl_dn_2: 0.3909 (0.3878) loss_vfl_dn_3: 0.3836 (0.3801) loss_vfl_dn_4: 0.3825 (0.3773) loss_vfl_dn_5: 0.3820 (0.3765) time: 0.4688 data: 0.0141 max mem: 5654 Epoch: [22] [1400/7393] eta: 0:48:10 lr: 0.000010 loss: 16.4152 (16.9360) loss_bbox: 0.1498 (0.1652) loss_bbox_aux_0: 0.1650 (0.1781) loss_bbox_aux_1: 0.1532 (0.1700) loss_bbox_aux_2: 0.1467 (0.1672) loss_bbox_aux_3: 0.1448 (0.1657) loss_bbox_aux_4: 0.1482 (0.1651) loss_bbox_aux_5: 0.2012 (0.2197) loss_bbox_dn_0: 0.2686 (0.2976) loss_bbox_dn_1: 0.2068 (0.2279) loss_bbox_dn_2: 0.1837 (0.2060) loss_bbox_dn_3: 0.1744 (0.1986) loss_bbox_dn_4: 0.1709 (0.1971) loss_bbox_dn_5: 0.1709 (0.1970) loss_giou: 0.4936 (0.5015) loss_giou_aux_0: 0.5235 (0.5255) loss_giou_aux_1: 0.4983 (0.5108) loss_giou_aux_2: 0.5021 (0.5060) loss_giou_aux_3: 0.4980 (0.5029) loss_giou_aux_4: 0.4921 (0.5016) loss_giou_aux_5: 0.5949 (0.5973) loss_giou_dn_0: 0.6107 (0.6229) loss_giou_dn_1: 0.5035 (0.5177) loss_giou_dn_2: 0.4695 (0.4892) loss_giou_dn_3: 0.4624 (0.4806) loss_giou_dn_4: 0.4595 (0.4786) loss_giou_dn_5: 0.4595 (0.4788) loss_vfl: 0.7002 (0.7051) loss_vfl_aux_0: 0.8014 (0.8326) loss_vfl_aux_1: 0.7594 (0.7722) loss_vfl_aux_2: 0.7141 (0.7345) loss_vfl_aux_3: 0.7080 (0.7166) loss_vfl_aux_4: 0.7043 (0.7083) loss_vfl_aux_5: 0.7749 (0.8054) loss_vfl_dn_0: 0.4626 (0.4663) loss_vfl_dn_1: 0.4071 (0.4044) loss_vfl_dn_2: 0.3885 (0.3879) loss_vfl_dn_3: 0.3803 (0.3802) loss_vfl_dn_4: 0.3767 (0.3774) loss_vfl_dn_5: 0.3760 (0.3766) time: 0.4672 data: 0.0139 max mem: 5654 Epoch: [22] [1500/7393] eta: 0:47:17 lr: 0.000010 loss: 16.8208 (16.9475) loss_bbox: 0.1776 (0.1658) loss_bbox_aux_0: 0.1817 (0.1786) loss_bbox_aux_1: 0.1720 (0.1704) loss_bbox_aux_2: 0.1680 (0.1677) loss_bbox_aux_3: 0.1861 (0.1663) loss_bbox_aux_4: 0.1799 (0.1658) loss_bbox_aux_5: 0.2249 (0.2201) loss_bbox_dn_0: 0.3221 (0.2987) loss_bbox_dn_1: 0.2355 (0.2289) loss_bbox_dn_2: 0.2093 (0.2070) loss_bbox_dn_3: 0.2019 (0.1996) loss_bbox_dn_4: 0.2011 (0.1981) loss_bbox_dn_5: 0.2011 (0.1981) loss_giou: 0.4410 (0.5015) loss_giou_aux_0: 0.4638 (0.5254) loss_giou_aux_1: 0.4406 (0.5106) loss_giou_aux_2: 0.4466 (0.5058) loss_giou_aux_3: 0.4551 (0.5029) loss_giou_aux_4: 0.4434 (0.5016) loss_giou_aux_5: 0.5518 (0.5972) loss_giou_dn_0: 0.5985 (0.6228) loss_giou_dn_1: 0.4862 (0.5176) loss_giou_dn_2: 0.4552 (0.4891) loss_giou_dn_3: 0.4437 (0.4805) loss_giou_dn_4: 0.4403 (0.4785) loss_giou_dn_5: 0.4402 (0.4787) loss_vfl: 0.6613 (0.7053) loss_vfl_aux_0: 0.7852 (0.8330) loss_vfl_aux_1: 0.7392 (0.7731) loss_vfl_aux_2: 0.6924 (0.7350) loss_vfl_aux_3: 0.6500 (0.7170) loss_vfl_aux_4: 0.6594 (0.7087) loss_vfl_aux_5: 0.7704 (0.8058) loss_vfl_dn_0: 0.4621 (0.4662) loss_vfl_dn_1: 0.3983 (0.4043) loss_vfl_dn_2: 0.3790 (0.3878) loss_vfl_dn_3: 0.3748 (0.3801) loss_vfl_dn_4: 0.3715 (0.3773) loss_vfl_dn_5: 0.3687 (0.3765) time: 0.4692 data: 0.0135 max mem: 5654 Epoch: [22] [1600/7393] eta: 0:46:24 lr: 0.000010 loss: 17.3402 (16.9558) loss_bbox: 0.1850 (0.1664) loss_bbox_aux_0: 0.1857 (0.1793) loss_bbox_aux_1: 0.1851 (0.1713) loss_bbox_aux_2: 0.1788 (0.1683) loss_bbox_aux_3: 0.1814 (0.1669) loss_bbox_aux_4: 0.1853 (0.1664) loss_bbox_aux_5: 0.2362 (0.2208) loss_bbox_dn_0: 0.3059 (0.2997) loss_bbox_dn_1: 0.2422 (0.2297) loss_bbox_dn_2: 0.2246 (0.2078) loss_bbox_dn_3: 0.2240 (0.2003) loss_bbox_dn_4: 0.2240 (0.1988) loss_bbox_dn_5: 0.2239 (0.1988) loss_giou: 0.5019 (0.5012) loss_giou_aux_0: 0.5137 (0.5251) loss_giou_aux_1: 0.4959 (0.5103) loss_giou_aux_2: 0.5039 (0.5055) loss_giou_aux_3: 0.5085 (0.5026) loss_giou_aux_4: 0.5015 (0.5012) loss_giou_aux_5: 0.5886 (0.5968) loss_giou_dn_0: 0.6165 (0.6226) loss_giou_dn_1: 0.5160 (0.5174) loss_giou_dn_2: 0.4862 (0.4889) loss_giou_dn_3: 0.4778 (0.4803) loss_giou_dn_4: 0.4774 (0.4783) loss_giou_dn_5: 0.4774 (0.4785) loss_vfl: 0.7068 (0.7057) loss_vfl_aux_0: 0.8069 (0.8331) loss_vfl_aux_1: 0.7718 (0.7733) loss_vfl_aux_2: 0.7279 (0.7354) loss_vfl_aux_3: 0.7172 (0.7172) loss_vfl_aux_4: 0.7080 (0.7089) loss_vfl_aux_5: 0.8098 (0.8061) loss_vfl_dn_0: 0.4676 (0.4663) loss_vfl_dn_1: 0.4051 (0.4045) loss_vfl_dn_2: 0.3856 (0.3879) loss_vfl_dn_3: 0.3772 (0.3802) loss_vfl_dn_4: 0.3769 (0.3774) loss_vfl_dn_5: 0.3750 (0.3766) time: 0.4679 data: 0.0142 max mem: 5654 Epoch: [22] [1700/7393] eta: 0:45:52 lr: 0.000010 loss: 16.9940 (16.9637) loss_bbox: 0.1606 (0.1664) loss_bbox_aux_0: 0.1739 (0.1793) loss_bbox_aux_1: 0.1694 (0.1713) loss_bbox_aux_2: 0.1638 (0.1684) loss_bbox_aux_3: 0.1621 (0.1668) loss_bbox_aux_4: 0.1602 (0.1663) loss_bbox_aux_5: 0.2048 (0.2208) loss_bbox_dn_0: 0.2566 (0.2997) loss_bbox_dn_1: 0.1954 (0.2298) loss_bbox_dn_2: 0.1695 (0.2079) loss_bbox_dn_3: 0.1643 (0.2004) loss_bbox_dn_4: 0.1651 (0.1989) loss_bbox_dn_5: 0.1651 (0.1989) loss_giou: 0.4973 (0.5013) loss_giou_aux_0: 0.5124 (0.5252) loss_giou_aux_1: 0.4992 (0.5106) loss_giou_aux_2: 0.4995 (0.5057) loss_giou_aux_3: 0.4878 (0.5027) loss_giou_aux_4: 0.4994 (0.5014) loss_giou_aux_5: 0.5966 (0.5970) loss_giou_dn_0: 0.6115 (0.6224) loss_giou_dn_1: 0.5154 (0.5173) loss_giou_dn_2: 0.4932 (0.4889) loss_giou_dn_3: 0.4845 (0.4803) loss_giou_dn_4: 0.4802 (0.4783) loss_giou_dn_5: 0.4803 (0.4785) loss_vfl: 0.6942 (0.7068) loss_vfl_aux_0: 0.7899 (0.8336) loss_vfl_aux_1: 0.7609 (0.7740) loss_vfl_aux_2: 0.7409 (0.7363) loss_vfl_aux_3: 0.7239 (0.7183) loss_vfl_aux_4: 0.7006 (0.7101) loss_vfl_aux_5: 0.7684 (0.8066) loss_vfl_dn_0: 0.4671 (0.4664) loss_vfl_dn_1: 0.4094 (0.4045) loss_vfl_dn_2: 0.3927 (0.3880) loss_vfl_dn_3: 0.3831 (0.3803) loss_vfl_dn_4: 0.3784 (0.3775) loss_vfl_dn_5: 0.3779 (0.3767) time: 0.4802 data: 0.0140 max mem: 5654 Epoch: [22] [1800/7393] eta: 0:44:59 lr: 0.000010 loss: 17.6326 (16.9681) loss_bbox: 0.1772 (0.1664) loss_bbox_aux_0: 0.1791 (0.1792) loss_bbox_aux_1: 0.1712 (0.1714) loss_bbox_aux_2: 0.1773 (0.1684) loss_bbox_aux_3: 0.1735 (0.1668) loss_bbox_aux_4: 0.1741 (0.1663) loss_bbox_aux_5: 0.2187 (0.2208) loss_bbox_dn_0: 0.3075 (0.2996) loss_bbox_dn_1: 0.2472 (0.2298) loss_bbox_dn_2: 0.2271 (0.2079) loss_bbox_dn_3: 0.2191 (0.2005) loss_bbox_dn_4: 0.2176 (0.1990) loss_bbox_dn_5: 0.2176 (0.1990) loss_giou: 0.5013 (0.5015) loss_giou_aux_0: 0.5089 (0.5253) loss_giou_aux_1: 0.4963 (0.5108) loss_giou_aux_2: 0.5080 (0.5058) loss_giou_aux_3: 0.5033 (0.5029) loss_giou_aux_4: 0.4979 (0.5015) loss_giou_aux_5: 0.5946 (0.5974) loss_giou_dn_0: 0.6260 (0.6228) loss_giou_dn_1: 0.5254 (0.5178) loss_giou_dn_2: 0.4949 (0.4894) loss_giou_dn_3: 0.4869 (0.4808) loss_giou_dn_4: 0.4842 (0.4788) loss_giou_dn_5: 0.4844 (0.4790) loss_vfl: 0.7016 (0.7068) loss_vfl_aux_0: 0.8144 (0.8337) loss_vfl_aux_1: 0.7699 (0.7739) loss_vfl_aux_2: 0.7376 (0.7364) loss_vfl_aux_3: 0.7223 (0.7182) loss_vfl_aux_4: 0.7138 (0.7101) loss_vfl_aux_5: 0.7995 (0.8063) loss_vfl_dn_0: 0.4604 (0.4663) loss_vfl_dn_1: 0.3976 (0.4046) loss_vfl_dn_2: 0.3843 (0.3881) loss_vfl_dn_3: 0.3768 (0.3804) loss_vfl_dn_4: 0.3753 (0.3776) loss_vfl_dn_5: 0.3723 (0.3768) time: 0.4810 data: 0.0143 max mem: 5654 Epoch: [22] [1900/7393] eta: 0:44:04 lr: 0.000010 loss: 16.9268 (16.9689) loss_bbox: 0.1480 (0.1662) loss_bbox_aux_0: 0.1636 (0.1790) loss_bbox_aux_1: 0.1524 (0.1711) loss_bbox_aux_2: 0.1492 (0.1681) loss_bbox_aux_3: 0.1482 (0.1665) loss_bbox_aux_4: 0.1498 (0.1661) loss_bbox_aux_5: 0.2054 (0.2205) loss_bbox_dn_0: 0.2761 (0.2993) loss_bbox_dn_1: 0.2063 (0.2296) loss_bbox_dn_2: 0.1842 (0.2078) loss_bbox_dn_3: 0.1788 (0.2004) loss_bbox_dn_4: 0.1765 (0.1989) loss_bbox_dn_5: 0.1764 (0.1989) loss_giou: 0.5327 (0.5015) loss_giou_aux_0: 0.5374 (0.5253) loss_giou_aux_1: 0.5249 (0.5107) loss_giou_aux_2: 0.5203 (0.5058) loss_giou_aux_3: 0.5277 (0.5029) loss_giou_aux_4: 0.5243 (0.5016) loss_giou_aux_5: 0.5892 (0.5973) loss_giou_dn_0: 0.6315 (0.6230) loss_giou_dn_1: 0.5088 (0.5179) loss_giou_dn_2: 0.4855 (0.4895) loss_giou_dn_3: 0.4872 (0.4810) loss_giou_dn_4: 0.4845 (0.4790) loss_giou_dn_5: 0.4847 (0.4792) loss_vfl: 0.6445 (0.7071) loss_vfl_aux_0: 0.7762 (0.8338) loss_vfl_aux_1: 0.7223 (0.7742) loss_vfl_aux_2: 0.6929 (0.7368) loss_vfl_aux_3: 0.6665 (0.7186) loss_vfl_aux_4: 0.6522 (0.7104) loss_vfl_aux_5: 0.7331 (0.8061) loss_vfl_dn_0: 0.4587 (0.4664) loss_vfl_dn_1: 0.4032 (0.4048) loss_vfl_dn_2: 0.3968 (0.3883) loss_vfl_dn_3: 0.3882 (0.3807) loss_vfl_dn_4: 0.3867 (0.3778) loss_vfl_dn_5: 0.3844 (0.3771) time: 0.4617 data: 0.0144 max mem: 5654 Epoch: [22] [2000/7393] eta: 0:43:11 lr: 0.000010 loss: 16.5376 (16.9636) loss_bbox: 0.1652 (0.1661) loss_bbox_aux_0: 0.1780 (0.1790) loss_bbox_aux_1: 0.1726 (0.1711) loss_bbox_aux_2: 0.1762 (0.1682) loss_bbox_aux_3: 0.1713 (0.1664) loss_bbox_aux_4: 0.1630 (0.1660) loss_bbox_aux_5: 0.2071 (0.2206) loss_bbox_dn_0: 0.2801 (0.2994) loss_bbox_dn_1: 0.2185 (0.2296) loss_bbox_dn_2: 0.2030 (0.2078) loss_bbox_dn_3: 0.1906 (0.2004) loss_bbox_dn_4: 0.1909 (0.1989) loss_bbox_dn_5: 0.1906 (0.1989) loss_giou: 0.4808 (0.5008) loss_giou_aux_0: 0.5120 (0.5247) loss_giou_aux_1: 0.4899 (0.5100) loss_giou_aux_2: 0.4939 (0.5051) loss_giou_aux_3: 0.4915 (0.5021) loss_giou_aux_4: 0.4841 (0.5009) loss_giou_aux_5: 0.5764 (0.5969) loss_giou_dn_0: 0.6249 (0.6225) loss_giou_dn_1: 0.5155 (0.5173) loss_giou_dn_2: 0.4873 (0.4890) loss_giou_dn_3: 0.4767 (0.4804) loss_giou_dn_4: 0.4738 (0.4784) loss_giou_dn_5: 0.4739 (0.4786) loss_vfl: 0.6588 (0.7075) loss_vfl_aux_0: 0.7942 (0.8343) loss_vfl_aux_1: 0.7358 (0.7750) loss_vfl_aux_2: 0.6904 (0.7371) loss_vfl_aux_3: 0.6846 (0.7192) loss_vfl_aux_4: 0.6576 (0.7108) loss_vfl_aux_5: 0.7686 (0.8062) loss_vfl_dn_0: 0.4642 (0.4664) loss_vfl_dn_1: 0.4058 (0.4047) loss_vfl_dn_2: 0.3846 (0.3882) loss_vfl_dn_3: 0.3774 (0.3806) loss_vfl_dn_4: 0.3769 (0.3777) loss_vfl_dn_5: 0.3763 (0.3770) time: 0.4606 data: 0.0136 max mem: 5654 Epoch: [22] [2100/7393] eta: 0:42:20 lr: 0.000010 loss: 17.1891 (16.9720) loss_bbox: 0.1513 (0.1660) loss_bbox_aux_0: 0.1598 (0.1789) loss_bbox_aux_1: 0.1601 (0.1708) loss_bbox_aux_2: 0.1536 (0.1680) loss_bbox_aux_3: 0.1541 (0.1663) loss_bbox_aux_4: 0.1523 (0.1660) loss_bbox_aux_5: 0.2062 (0.2205) loss_bbox_dn_0: 0.2679 (0.2994) loss_bbox_dn_1: 0.1870 (0.2296) loss_bbox_dn_2: 0.1669 (0.2078) loss_bbox_dn_3: 0.1593 (0.2003) loss_bbox_dn_4: 0.1577 (0.1988) loss_bbox_dn_5: 0.1577 (0.1988) loss_giou: 0.4929 (0.5018) loss_giou_aux_0: 0.5212 (0.5257) loss_giou_aux_1: 0.5142 (0.5109) loss_giou_aux_2: 0.5007 (0.5060) loss_giou_aux_3: 0.4957 (0.5030) loss_giou_aux_4: 0.4946 (0.5018) loss_giou_aux_5: 0.6102 (0.5979) loss_giou_dn_0: 0.6158 (0.6232) loss_giou_dn_1: 0.5140 (0.5180) loss_giou_dn_2: 0.4912 (0.4897) loss_giou_dn_3: 0.4833 (0.4811) loss_giou_dn_4: 0.4816 (0.4791) loss_giou_dn_5: 0.4816 (0.4793) loss_vfl: 0.7127 (0.7073) loss_vfl_aux_0: 0.8178 (0.8340) loss_vfl_aux_1: 0.7599 (0.7750) loss_vfl_aux_2: 0.7280 (0.7370) loss_vfl_aux_3: 0.7160 (0.7190) loss_vfl_aux_4: 0.7158 (0.7106) loss_vfl_aux_5: 0.8009 (0.8058) loss_vfl_dn_0: 0.4658 (0.4663) loss_vfl_dn_1: 0.4079 (0.4047) loss_vfl_dn_2: 0.3888 (0.3882) loss_vfl_dn_3: 0.3828 (0.3806) loss_vfl_dn_4: 0.3813 (0.3777) loss_vfl_dn_5: 0.3822 (0.3770) time: 0.4727 data: 0.0138 max mem: 5654 Epoch: [22] [2200/7393] eta: 0:41:28 lr: 0.000010 loss: 17.5952 (16.9842) loss_bbox: 0.1578 (0.1660) loss_bbox_aux_0: 0.1644 (0.1788) loss_bbox_aux_1: 0.1606 (0.1707) loss_bbox_aux_2: 0.1642 (0.1680) loss_bbox_aux_3: 0.1609 (0.1663) loss_bbox_aux_4: 0.1591 (0.1660) loss_bbox_aux_5: 0.2105 (0.2205) loss_bbox_dn_0: 0.2701 (0.2991) loss_bbox_dn_1: 0.2099 (0.2295) loss_bbox_dn_2: 0.1898 (0.2078) loss_bbox_dn_3: 0.1857 (0.2003) loss_bbox_dn_4: 0.1841 (0.1988) loss_bbox_dn_5: 0.1843 (0.1988) loss_giou: 0.5175 (0.5028) loss_giou_aux_0: 0.5445 (0.5267) loss_giou_aux_1: 0.5241 (0.5119) loss_giou_aux_2: 0.5223 (0.5070) loss_giou_aux_3: 0.5188 (0.5042) loss_giou_aux_4: 0.5219 (0.5030) loss_giou_aux_5: 0.6237 (0.5990) loss_giou_dn_0: 0.6591 (0.6240) loss_giou_dn_1: 0.5608 (0.5189) loss_giou_dn_2: 0.5330 (0.4906) loss_giou_dn_3: 0.5250 (0.4820) loss_giou_dn_4: 0.5230 (0.4800) loss_giou_dn_5: 0.5232 (0.4801) loss_vfl: 0.6797 (0.7074) loss_vfl_aux_0: 0.8158 (0.8341) loss_vfl_aux_1: 0.7680 (0.7751) loss_vfl_aux_2: 0.7186 (0.7370) loss_vfl_aux_3: 0.6989 (0.7188) loss_vfl_aux_4: 0.6769 (0.7106) loss_vfl_aux_5: 0.7990 (0.8054) loss_vfl_dn_0: 0.4639 (0.4663) loss_vfl_dn_1: 0.4074 (0.4048) loss_vfl_dn_2: 0.3981 (0.3883) loss_vfl_dn_3: 0.3885 (0.3807) loss_vfl_dn_4: 0.3851 (0.3779) loss_vfl_dn_5: 0.3841 (0.3771) time: 0.4537 data: 0.0141 max mem: 5654 Epoch: [22] [2300/7393] eta: 0:40:37 lr: 0.000010 loss: 16.2250 (16.9830) loss_bbox: 0.1557 (0.1658) loss_bbox_aux_0: 0.1758 (0.1787) loss_bbox_aux_1: 0.1587 (0.1707) loss_bbox_aux_2: 0.1602 (0.1679) loss_bbox_aux_3: 0.1562 (0.1662) loss_bbox_aux_4: 0.1556 (0.1658) loss_bbox_aux_5: 0.2120 (0.2203) loss_bbox_dn_0: 0.2972 (0.2988) loss_bbox_dn_1: 0.2107 (0.2292) loss_bbox_dn_2: 0.1920 (0.2075) loss_bbox_dn_3: 0.1815 (0.2000) loss_bbox_dn_4: 0.1773 (0.1985) loss_bbox_dn_5: 0.1773 (0.1985) loss_giou: 0.4805 (0.5035) loss_giou_aux_0: 0.5114 (0.5275) loss_giou_aux_1: 0.4844 (0.5126) loss_giou_aux_2: 0.4751 (0.5077) loss_giou_aux_3: 0.4770 (0.5048) loss_giou_aux_4: 0.4802 (0.5036) loss_giou_aux_5: 0.5760 (0.5996) loss_giou_dn_0: 0.5855 (0.6243) loss_giou_dn_1: 0.4836 (0.5193) loss_giou_dn_2: 0.4564 (0.4909) loss_giou_dn_3: 0.4495 (0.4823) loss_giou_dn_4: 0.4467 (0.4803) loss_giou_dn_5: 0.4468 (0.4805) loss_vfl: 0.6711 (0.7070) loss_vfl_aux_0: 0.8037 (0.8332) loss_vfl_aux_1: 0.7530 (0.7745) loss_vfl_aux_2: 0.6952 (0.7366) loss_vfl_aux_3: 0.7052 (0.7183) loss_vfl_aux_4: 0.6806 (0.7101) loss_vfl_aux_5: 0.8047 (0.8046) loss_vfl_dn_0: 0.4550 (0.4660) loss_vfl_dn_1: 0.3918 (0.4045) loss_vfl_dn_2: 0.3738 (0.3881) loss_vfl_dn_3: 0.3679 (0.3805) loss_vfl_dn_4: 0.3659 (0.3777) loss_vfl_dn_5: 0.3645 (0.3769) time: 0.4703 data: 0.0140 max mem: 5654 Epoch: [22] [2400/7393] eta: 0:39:46 lr: 0.000010 loss: 17.2034 (16.9745) loss_bbox: 0.1618 (0.1655) loss_bbox_aux_0: 0.1711 (0.1785) loss_bbox_aux_1: 0.1658 (0.1705) loss_bbox_aux_2: 0.1632 (0.1676) loss_bbox_aux_3: 0.1599 (0.1660) loss_bbox_aux_4: 0.1592 (0.1656) loss_bbox_aux_5: 0.2066 (0.2200) loss_bbox_dn_0: 0.2657 (0.2984) loss_bbox_dn_1: 0.1900 (0.2288) loss_bbox_dn_2: 0.1700 (0.2071) loss_bbox_dn_3: 0.1641 (0.1997) loss_bbox_dn_4: 0.1666 (0.1982) loss_bbox_dn_5: 0.1666 (0.1982) loss_giou: 0.5134 (0.5031) loss_giou_aux_0: 0.5399 (0.5271) loss_giou_aux_1: 0.5258 (0.5123) loss_giou_aux_2: 0.5247 (0.5073) loss_giou_aux_3: 0.5163 (0.5045) loss_giou_aux_4: 0.5143 (0.5033) loss_giou_aux_5: 0.6108 (0.5993) loss_giou_dn_0: 0.6375 (0.6241) loss_giou_dn_1: 0.5352 (0.5190) loss_giou_dn_2: 0.5165 (0.4906) loss_giou_dn_3: 0.5104 (0.4820) loss_giou_dn_4: 0.5081 (0.4800) loss_giou_dn_5: 0.5080 (0.4802) loss_vfl: 0.6843 (0.7068) loss_vfl_aux_0: 0.7992 (0.8332) loss_vfl_aux_1: 0.7491 (0.7743) loss_vfl_aux_2: 0.7184 (0.7364) loss_vfl_aux_3: 0.7020 (0.7182) loss_vfl_aux_4: 0.6923 (0.7100) loss_vfl_aux_5: 0.7817 (0.8047) loss_vfl_dn_0: 0.4630 (0.4661) loss_vfl_dn_1: 0.4098 (0.4045) loss_vfl_dn_2: 0.3892 (0.3881) loss_vfl_dn_3: 0.3835 (0.3805) loss_vfl_dn_4: 0.3794 (0.3777) loss_vfl_dn_5: 0.3782 (0.3769) time: 0.4572 data: 0.0141 max mem: 5654 Epoch: [22] [2500/7393] eta: 0:38:54 lr: 0.000010 loss: 17.0718 (16.9761) loss_bbox: 0.1627 (0.1656) loss_bbox_aux_0: 0.1746 (0.1786) loss_bbox_aux_1: 0.1638 (0.1705) loss_bbox_aux_2: 0.1611 (0.1677) loss_bbox_aux_3: 0.1658 (0.1660) loss_bbox_aux_4: 0.1600 (0.1657) loss_bbox_aux_5: 0.2135 (0.2200) loss_bbox_dn_0: 0.2897 (0.2979) loss_bbox_dn_1: 0.2208 (0.2285) loss_bbox_dn_2: 0.1953 (0.2068) loss_bbox_dn_3: 0.1889 (0.1994) loss_bbox_dn_4: 0.1878 (0.1979) loss_bbox_dn_5: 0.1876 (0.1979) loss_giou: 0.4979 (0.5035) loss_giou_aux_0: 0.5260 (0.5276) loss_giou_aux_1: 0.4993 (0.5127) loss_giou_aux_2: 0.5042 (0.5078) loss_giou_aux_3: 0.5081 (0.5048) loss_giou_aux_4: 0.4976 (0.5037) loss_giou_aux_5: 0.5873 (0.5996) loss_giou_dn_0: 0.6230 (0.6243) loss_giou_dn_1: 0.5138 (0.5192) loss_giou_dn_2: 0.4876 (0.4908) loss_giou_dn_3: 0.4831 (0.4822) loss_giou_dn_4: 0.4812 (0.4802) loss_giou_dn_5: 0.4824 (0.4804) loss_vfl: 0.6809 (0.7068) loss_vfl_aux_0: 0.8001 (0.8325) loss_vfl_aux_1: 0.7477 (0.7743) loss_vfl_aux_2: 0.7237 (0.7363) loss_vfl_aux_3: 0.6991 (0.7182) loss_vfl_aux_4: 0.6812 (0.7100) loss_vfl_aux_5: 0.7916 (0.8046) loss_vfl_dn_0: 0.4631 (0.4661) loss_vfl_dn_1: 0.4001 (0.4046) loss_vfl_dn_2: 0.3851 (0.3881) loss_vfl_dn_3: 0.3794 (0.3806) loss_vfl_dn_4: 0.3777 (0.3777) loss_vfl_dn_5: 0.3774 (0.3770) time: 0.4636 data: 0.0136 max mem: 5654 Epoch: [22] [2600/7393] eta: 0:38:05 lr: 0.000010 loss: 16.9767 (16.9759) loss_bbox: 0.1571 (0.1658) loss_bbox_aux_0: 0.1790 (0.1787) loss_bbox_aux_1: 0.1511 (0.1706) loss_bbox_aux_2: 0.1605 (0.1679) loss_bbox_aux_3: 0.1557 (0.1661) loss_bbox_aux_4: 0.1565 (0.1657) loss_bbox_aux_5: 0.1985 (0.2200) loss_bbox_dn_0: 0.2560 (0.2980) loss_bbox_dn_1: 0.1834 (0.2285) loss_bbox_dn_2: 0.1702 (0.2068) loss_bbox_dn_3: 0.1622 (0.1994) loss_bbox_dn_4: 0.1610 (0.1979) loss_bbox_dn_5: 0.1610 (0.1979) loss_giou: 0.5434 (0.5034) loss_giou_aux_0: 0.5725 (0.5276) loss_giou_aux_1: 0.5627 (0.5126) loss_giou_aux_2: 0.5470 (0.5077) loss_giou_aux_3: 0.5460 (0.5046) loss_giou_aux_4: 0.5407 (0.5035) loss_giou_aux_5: 0.6537 (0.5995) loss_giou_dn_0: 0.6477 (0.6240) loss_giou_dn_1: 0.5404 (0.5189) loss_giou_dn_2: 0.5182 (0.4905) loss_giou_dn_3: 0.5111 (0.4820) loss_giou_dn_4: 0.5103 (0.4800) loss_giou_dn_5: 0.5107 (0.4802) loss_vfl: 0.6658 (0.7070) loss_vfl_aux_0: 0.7712 (0.8324) loss_vfl_aux_1: 0.7279 (0.7745) loss_vfl_aux_2: 0.6881 (0.7365) loss_vfl_aux_3: 0.6687 (0.7185) loss_vfl_aux_4: 0.6696 (0.7103) loss_vfl_aux_5: 0.7224 (0.8046) loss_vfl_dn_0: 0.4612 (0.4662) loss_vfl_dn_1: 0.4066 (0.4047) loss_vfl_dn_2: 0.3913 (0.3882) loss_vfl_dn_3: 0.3830 (0.3806) loss_vfl_dn_4: 0.3792 (0.3777) loss_vfl_dn_5: 0.3790 (0.3770) time: 0.4678 data: 0.0145 max mem: 5654 Epoch: [22] [2700/7393] eta: 0:37:17 lr: 0.000010 loss: 16.5134 (16.9734) loss_bbox: 0.1541 (0.1657) loss_bbox_aux_0: 0.1620 (0.1785) loss_bbox_aux_1: 0.1574 (0.1705) loss_bbox_aux_2: 0.1532 (0.1678) loss_bbox_aux_3: 0.1547 (0.1660) loss_bbox_aux_4: 0.1532 (0.1656) loss_bbox_aux_5: 0.2104 (0.2199) loss_bbox_dn_0: 0.2810 (0.2977) loss_bbox_dn_1: 0.2008 (0.2282) loss_bbox_dn_2: 0.1807 (0.2066) loss_bbox_dn_3: 0.1794 (0.1992) loss_bbox_dn_4: 0.1797 (0.1977) loss_bbox_dn_5: 0.1797 (0.1977) loss_giou: 0.4547 (0.5033) loss_giou_aux_0: 0.4829 (0.5274) loss_giou_aux_1: 0.4639 (0.5124) loss_giou_aux_2: 0.4612 (0.5075) loss_giou_aux_3: 0.4539 (0.5044) loss_giou_aux_4: 0.4470 (0.5033) loss_giou_aux_5: 0.5523 (0.5993) loss_giou_dn_0: 0.6037 (0.6239) loss_giou_dn_1: 0.5094 (0.5189) loss_giou_dn_2: 0.4809 (0.4905) loss_giou_dn_3: 0.4690 (0.4820) loss_giou_dn_4: 0.4674 (0.4800) loss_giou_dn_5: 0.4675 (0.4802) loss_vfl: 0.7212 (0.7072) loss_vfl_aux_0: 0.8330 (0.8325) loss_vfl_aux_1: 0.7787 (0.7746) loss_vfl_aux_2: 0.7527 (0.7366) loss_vfl_aux_3: 0.7389 (0.7188) loss_vfl_aux_4: 0.7331 (0.7105) loss_vfl_aux_5: 0.8180 (0.8043) loss_vfl_dn_0: 0.4653 (0.4663) loss_vfl_dn_1: 0.4060 (0.4047) loss_vfl_dn_2: 0.3911 (0.3882) loss_vfl_dn_3: 0.3866 (0.3807) loss_vfl_dn_4: 0.3820 (0.3778) loss_vfl_dn_5: 0.3806 (0.3771) time: 0.4664 data: 0.0145 max mem: 5654 Epoch: [22] [2800/7393] eta: 0:36:29 lr: 0.000010 loss: 17.1168 (16.9664) loss_bbox: 0.1522 (0.1655) loss_bbox_aux_0: 0.1687 (0.1785) loss_bbox_aux_1: 0.1589 (0.1704) loss_bbox_aux_2: 0.1510 (0.1677) loss_bbox_aux_3: 0.1475 (0.1658) loss_bbox_aux_4: 0.1530 (0.1655) loss_bbox_aux_5: 0.2185 (0.2199) loss_bbox_dn_0: 0.2922 (0.2980) loss_bbox_dn_1: 0.2094 (0.2284) loss_bbox_dn_2: 0.1891 (0.2067) loss_bbox_dn_3: 0.1824 (0.1993) loss_bbox_dn_4: 0.1818 (0.1978) loss_bbox_dn_5: 0.1819 (0.1978) loss_giou: 0.4409 (0.5022) loss_giou_aux_0: 0.4637 (0.5264) loss_giou_aux_1: 0.4690 (0.5114) loss_giou_aux_2: 0.4417 (0.5064) loss_giou_aux_3: 0.4363 (0.5034) loss_giou_aux_4: 0.4406 (0.5023) loss_giou_aux_5: 0.5333 (0.5983) loss_giou_dn_0: 0.6007 (0.6233) loss_giou_dn_1: 0.4939 (0.5183) loss_giou_dn_2: 0.4703 (0.4899) loss_giou_dn_3: 0.4640 (0.4814) loss_giou_dn_4: 0.4627 (0.4794) loss_giou_dn_5: 0.4633 (0.4795) loss_vfl: 0.7282 (0.7078) loss_vfl_aux_0: 0.8447 (0.8330) loss_vfl_aux_1: 0.7715 (0.7751) loss_vfl_aux_2: 0.7379 (0.7372) loss_vfl_aux_3: 0.7424 (0.7194) loss_vfl_aux_4: 0.7309 (0.7111) loss_vfl_aux_5: 0.8227 (0.8050) loss_vfl_dn_0: 0.4677 (0.4664) loss_vfl_dn_1: 0.4063 (0.4047) loss_vfl_dn_2: 0.3850 (0.3881) loss_vfl_dn_3: 0.3748 (0.3806) loss_vfl_dn_4: 0.3729 (0.3777) loss_vfl_dn_5: 0.3715 (0.3770) time: 0.4741 data: 0.0142 max mem: 5654 Epoch: [22] [2900/7393] eta: 0:35:51 lr: 0.000010 loss: 16.6787 (16.9720) loss_bbox: 0.1564 (0.1655) loss_bbox_aux_0: 0.1642 (0.1784) loss_bbox_aux_1: 0.1712 (0.1703) loss_bbox_aux_2: 0.1657 (0.1677) loss_bbox_aux_3: 0.1646 (0.1658) loss_bbox_aux_4: 0.1617 (0.1654) loss_bbox_aux_5: 0.2166 (0.2200) loss_bbox_dn_0: 0.2769 (0.2981) loss_bbox_dn_1: 0.2108 (0.2285) loss_bbox_dn_2: 0.1946 (0.2067) loss_bbox_dn_3: 0.1818 (0.1993) loss_bbox_dn_4: 0.1826 (0.1979) loss_bbox_dn_5: 0.1827 (0.1978) loss_giou: 0.5330 (0.5025) loss_giou_aux_0: 0.5483 (0.5267) loss_giou_aux_1: 0.5298 (0.5118) loss_giou_aux_2: 0.5405 (0.5068) loss_giou_aux_3: 0.5333 (0.5038) loss_giou_aux_4: 0.5321 (0.5026) loss_giou_aux_5: 0.6320 (0.5988) loss_giou_dn_0: 0.6231 (0.6235) loss_giou_dn_1: 0.5287 (0.5185) loss_giou_dn_2: 0.5135 (0.4902) loss_giou_dn_3: 0.5001 (0.4816) loss_giou_dn_4: 0.4956 (0.4796) loss_giou_dn_5: 0.4955 (0.4798) loss_vfl: 0.7100 (0.7082) loss_vfl_aux_0: 0.8135 (0.8333) loss_vfl_aux_1: 0.7758 (0.7754) loss_vfl_aux_2: 0.7380 (0.7373) loss_vfl_aux_3: 0.7140 (0.7196) loss_vfl_aux_4: 0.7018 (0.7114) loss_vfl_aux_5: 0.7960 (0.8051) loss_vfl_dn_0: 0.4596 (0.4663) loss_vfl_dn_1: 0.3876 (0.4046) loss_vfl_dn_2: 0.3785 (0.3881) loss_vfl_dn_3: 0.3723 (0.3806) loss_vfl_dn_4: 0.3733 (0.3777) loss_vfl_dn_5: 0.3721 (0.3770) time: 0.7830 data: 0.0139 max mem: 5654 Epoch: [22] [3000/7393] eta: 0:35:01 lr: 0.000010 loss: 16.9577 (16.9756) loss_bbox: 0.1539 (0.1656) loss_bbox_aux_0: 0.1631 (0.1785) loss_bbox_aux_1: 0.1575 (0.1705) loss_bbox_aux_2: 0.1542 (0.1678) loss_bbox_aux_3: 0.1567 (0.1659) loss_bbox_aux_4: 0.1527 (0.1655) loss_bbox_aux_5: 0.2071 (0.2202) loss_bbox_dn_0: 0.2751 (0.2984) loss_bbox_dn_1: 0.2176 (0.2288) loss_bbox_dn_2: 0.2024 (0.2070) loss_bbox_dn_3: 0.1939 (0.1996) loss_bbox_dn_4: 0.1907 (0.1981) loss_bbox_dn_5: 0.1905 (0.1981) loss_giou: 0.4989 (0.5023) loss_giou_aux_0: 0.5297 (0.5265) loss_giou_aux_1: 0.5055 (0.5117) loss_giou_aux_2: 0.5061 (0.5067) loss_giou_aux_3: 0.4993 (0.5036) loss_giou_aux_4: 0.4985 (0.5024) loss_giou_aux_5: 0.5997 (0.5986) loss_giou_dn_0: 0.6277 (0.6234) loss_giou_dn_1: 0.5227 (0.5185) loss_giou_dn_2: 0.4936 (0.4901) loss_giou_dn_3: 0.4819 (0.4816) loss_giou_dn_4: 0.4796 (0.4796) loss_giou_dn_5: 0.4799 (0.4797) loss_vfl: 0.6947 (0.7086) loss_vfl_aux_0: 0.8104 (0.8338) loss_vfl_aux_1: 0.7376 (0.7755) loss_vfl_aux_2: 0.6989 (0.7376) loss_vfl_aux_3: 0.6962 (0.7198) loss_vfl_aux_4: 0.7057 (0.7118) loss_vfl_aux_5: 0.7636 (0.8053) loss_vfl_dn_0: 0.4728 (0.4664) loss_vfl_dn_1: 0.4060 (0.4047) loss_vfl_dn_2: 0.3902 (0.3882) loss_vfl_dn_3: 0.3857 (0.3806) loss_vfl_dn_4: 0.3820 (0.3777) loss_vfl_dn_5: 0.3818 (0.3770) time: 0.4695 data: 0.0134 max mem: 5654 Epoch: [22] [3100/7393] eta: 0:34:12 lr: 0.000010 loss: 17.1987 (16.9746) loss_bbox: 0.1573 (0.1655) loss_bbox_aux_0: 0.1757 (0.1784) loss_bbox_aux_1: 0.1637 (0.1705) loss_bbox_aux_2: 0.1598 (0.1677) loss_bbox_aux_3: 0.1563 (0.1658) loss_bbox_aux_4: 0.1536 (0.1654) loss_bbox_aux_5: 0.2066 (0.2202) loss_bbox_dn_0: 0.2794 (0.2985) loss_bbox_dn_1: 0.2174 (0.2289) loss_bbox_dn_2: 0.2035 (0.2071) loss_bbox_dn_3: 0.1917 (0.1997) loss_bbox_dn_4: 0.1894 (0.1982) loss_bbox_dn_5: 0.1894 (0.1982) loss_giou: 0.5426 (0.5019) loss_giou_aux_0: 0.5792 (0.5262) loss_giou_aux_1: 0.5642 (0.5114) loss_giou_aux_2: 0.5479 (0.5063) loss_giou_aux_3: 0.5335 (0.5032) loss_giou_aux_4: 0.5388 (0.5020) loss_giou_aux_5: 0.6448 (0.5983) loss_giou_dn_0: 0.6414 (0.6232) loss_giou_dn_1: 0.5409 (0.5184) loss_giou_dn_2: 0.5138 (0.4900) loss_giou_dn_3: 0.5045 (0.4815) loss_giou_dn_4: 0.5045 (0.4795) loss_giou_dn_5: 0.5048 (0.4796) loss_vfl: 0.7142 (0.7089) loss_vfl_aux_0: 0.8244 (0.8341) loss_vfl_aux_1: 0.7684 (0.7756) loss_vfl_aux_2: 0.7371 (0.7380) loss_vfl_aux_3: 0.7206 (0.7202) loss_vfl_aux_4: 0.7178 (0.7121) loss_vfl_aux_5: 0.7876 (0.8055) loss_vfl_dn_0: 0.4683 (0.4664) loss_vfl_dn_1: 0.4132 (0.4047) loss_vfl_dn_2: 0.3955 (0.3881) loss_vfl_dn_3: 0.3865 (0.3806) loss_vfl_dn_4: 0.3834 (0.3777) loss_vfl_dn_5: 0.3836 (0.3769) time: 0.4702 data: 0.0139 max mem: 5654 Epoch: [22] [3200/7393] eta: 0:33:24 lr: 0.000010 loss: 17.0684 (16.9761) loss_bbox: 0.1565 (0.1655) loss_bbox_aux_0: 0.1661 (0.1784) loss_bbox_aux_1: 0.1585 (0.1704) loss_bbox_aux_2: 0.1594 (0.1677) loss_bbox_aux_3: 0.1569 (0.1658) loss_bbox_aux_4: 0.1552 (0.1654) loss_bbox_aux_5: 0.2187 (0.2201) loss_bbox_dn_0: 0.2996 (0.2985) loss_bbox_dn_1: 0.2182 (0.2290) loss_bbox_dn_2: 0.1976 (0.2072) loss_bbox_dn_3: 0.1889 (0.1998) loss_bbox_dn_4: 0.1863 (0.1983) loss_bbox_dn_5: 0.1863 (0.1982) loss_giou: 0.4680 (0.5019) loss_giou_aux_0: 0.4998 (0.5262) loss_giou_aux_1: 0.4755 (0.5114) loss_giou_aux_2: 0.4736 (0.5063) loss_giou_aux_3: 0.4697 (0.5032) loss_giou_aux_4: 0.4703 (0.5020) loss_giou_aux_5: 0.5789 (0.5984) loss_giou_dn_0: 0.6132 (0.6234) loss_giou_dn_1: 0.5117 (0.5185) loss_giou_dn_2: 0.4852 (0.4901) loss_giou_dn_3: 0.4799 (0.4816) loss_giou_dn_4: 0.4786 (0.4796) loss_giou_dn_5: 0.4794 (0.4797) loss_vfl: 0.7126 (0.7089) loss_vfl_aux_0: 0.8275 (0.8339) loss_vfl_aux_1: 0.7640 (0.7756) loss_vfl_aux_2: 0.7221 (0.7379) loss_vfl_aux_3: 0.7218 (0.7203) loss_vfl_aux_4: 0.7109 (0.7122) loss_vfl_aux_5: 0.8052 (0.8055) loss_vfl_dn_0: 0.4634 (0.4665) loss_vfl_dn_1: 0.4017 (0.4048) loss_vfl_dn_2: 0.3822 (0.3883) loss_vfl_dn_3: 0.3741 (0.3807) loss_vfl_dn_4: 0.3729 (0.3778) loss_vfl_dn_5: 0.3718 (0.3771) time: 0.4721 data: 0.0142 max mem: 5654 Epoch: [22] [3300/7393] eta: 0:32:35 lr: 0.000010 loss: 17.0663 (16.9819) loss_bbox: 0.1438 (0.1656) loss_bbox_aux_0: 0.1668 (0.1783) loss_bbox_aux_1: 0.1527 (0.1705) loss_bbox_aux_2: 0.1535 (0.1677) loss_bbox_aux_3: 0.1530 (0.1659) loss_bbox_aux_4: 0.1425 (0.1655) loss_bbox_aux_5: 0.2080 (0.2200) loss_bbox_dn_0: 0.2456 (0.2984) loss_bbox_dn_1: 0.1849 (0.2289) loss_bbox_dn_2: 0.1728 (0.2071) loss_bbox_dn_3: 0.1651 (0.1997) loss_bbox_dn_4: 0.1622 (0.1982) loss_bbox_dn_5: 0.1623 (0.1982) loss_giou: 0.5518 (0.5025) loss_giou_aux_0: 0.5675 (0.5267) loss_giou_aux_1: 0.5550 (0.5119) loss_giou_aux_2: 0.5519 (0.5069) loss_giou_aux_3: 0.5560 (0.5038) loss_giou_aux_4: 0.5554 (0.5026) loss_giou_aux_5: 0.6365 (0.5989) loss_giou_dn_0: 0.6524 (0.6237) loss_giou_dn_1: 0.5565 (0.5189) loss_giou_dn_2: 0.5195 (0.4905) loss_giou_dn_3: 0.5167 (0.4820) loss_giou_dn_4: 0.5155 (0.4800) loss_giou_dn_5: 0.5160 (0.4802) loss_vfl: 0.6891 (0.7090) loss_vfl_aux_0: 0.7997 (0.8339) loss_vfl_aux_1: 0.7458 (0.7756) loss_vfl_aux_2: 0.7052 (0.7379) loss_vfl_aux_3: 0.6844 (0.7202) loss_vfl_aux_4: 0.6965 (0.7123) loss_vfl_aux_5: 0.7654 (0.8054) loss_vfl_dn_0: 0.4548 (0.4664) loss_vfl_dn_1: 0.4017 (0.4047) loss_vfl_dn_2: 0.3839 (0.3882) loss_vfl_dn_3: 0.3733 (0.3807) loss_vfl_dn_4: 0.3717 (0.3777) loss_vfl_dn_5: 0.3714 (0.3770) time: 0.4616 data: 0.0137 max mem: 5654 Epoch: [22] [3400/7393] eta: 0:31:52 lr: 0.000010 loss: 16.9085 (16.9783) loss_bbox: 0.1612 (0.1655) loss_bbox_aux_0: 0.1758 (0.1782) loss_bbox_aux_1: 0.1586 (0.1704) loss_bbox_aux_2: 0.1486 (0.1675) loss_bbox_aux_3: 0.1588 (0.1658) loss_bbox_aux_4: 0.1546 (0.1654) loss_bbox_aux_5: 0.2066 (0.2199) loss_bbox_dn_0: 0.2794 (0.2979) loss_bbox_dn_1: 0.2038 (0.2285) loss_bbox_dn_2: 0.1964 (0.2068) loss_bbox_dn_3: 0.1865 (0.1994) loss_bbox_dn_4: 0.1838 (0.1979) loss_bbox_dn_5: 0.1842 (0.1979) loss_giou: 0.5165 (0.5028) loss_giou_aux_0: 0.5401 (0.5270) loss_giou_aux_1: 0.5268 (0.5122) loss_giou_aux_2: 0.5164 (0.5071) loss_giou_aux_3: 0.5116 (0.5041) loss_giou_aux_4: 0.5122 (0.5029) loss_giou_aux_5: 0.6200 (0.5992) loss_giou_dn_0: 0.6244 (0.6237) loss_giou_dn_1: 0.5299 (0.5190) loss_giou_dn_2: 0.4953 (0.4907) loss_giou_dn_3: 0.4821 (0.4822) loss_giou_dn_4: 0.4790 (0.4802) loss_giou_dn_5: 0.4794 (0.4804) loss_vfl: 0.7041 (0.7087) loss_vfl_aux_0: 0.8257 (0.8336) loss_vfl_aux_1: 0.7716 (0.7751) loss_vfl_aux_2: 0.7372 (0.7376) loss_vfl_aux_3: 0.7058 (0.7198) loss_vfl_aux_4: 0.7084 (0.7120) loss_vfl_aux_5: 0.8019 (0.8048) loss_vfl_dn_0: 0.4654 (0.4663) loss_vfl_dn_1: 0.4124 (0.4046) loss_vfl_dn_2: 0.3921 (0.3881) loss_vfl_dn_3: 0.3859 (0.3805) loss_vfl_dn_4: 0.3868 (0.3776) loss_vfl_dn_5: 0.3862 (0.3769) time: 0.4717 data: 0.0141 max mem: 5654 Epoch: [22] [3500/7393] eta: 0:31:05 lr: 0.000010 loss: 16.5841 (16.9759) loss_bbox: 0.1502 (0.1655) loss_bbox_aux_0: 0.1651 (0.1782) loss_bbox_aux_1: 0.1515 (0.1704) loss_bbox_aux_2: 0.1594 (0.1675) loss_bbox_aux_3: 0.1580 (0.1658) loss_bbox_aux_4: 0.1559 (0.1653) loss_bbox_aux_5: 0.2110 (0.2199) loss_bbox_dn_0: 0.2876 (0.2979) loss_bbox_dn_1: 0.2222 (0.2285) loss_bbox_dn_2: 0.2037 (0.2068) loss_bbox_dn_3: 0.1987 (0.1994) loss_bbox_dn_4: 0.1973 (0.1979) loss_bbox_dn_5: 0.1968 (0.1979) loss_giou: 0.4593 (0.5023) loss_giou_aux_0: 0.4700 (0.5264) loss_giou_aux_1: 0.4724 (0.5117) loss_giou_aux_2: 0.4616 (0.5065) loss_giou_aux_3: 0.4620 (0.5035) loss_giou_aux_4: 0.4575 (0.5023) loss_giou_aux_5: 0.5571 (0.5987) loss_giou_dn_0: 0.6037 (0.6235) loss_giou_dn_1: 0.4953 (0.5188) loss_giou_dn_2: 0.4716 (0.4904) loss_giou_dn_3: 0.4591 (0.4819) loss_giou_dn_4: 0.4558 (0.4799) loss_giou_dn_5: 0.4555 (0.4801) loss_vfl: 0.7510 (0.7091) loss_vfl_aux_0: 0.8657 (0.8340) loss_vfl_aux_1: 0.8127 (0.7754) loss_vfl_aux_2: 0.7591 (0.7382) loss_vfl_aux_3: 0.7636 (0.7203) loss_vfl_aux_4: 0.7371 (0.7123) loss_vfl_aux_5: 0.8375 (0.8054) loss_vfl_dn_0: 0.4666 (0.4663) loss_vfl_dn_1: 0.4046 (0.4046) loss_vfl_dn_2: 0.3864 (0.3881) loss_vfl_dn_3: 0.3801 (0.3805) loss_vfl_dn_4: 0.3760 (0.3777) loss_vfl_dn_5: 0.3770 (0.3770) time: 0.4896 data: 0.0142 max mem: 5654 Epoch: [22] [3600/7393] eta: 0:30:17 lr: 0.000010 loss: 17.1304 (16.9811) loss_bbox: 0.1633 (0.1656) loss_bbox_aux_0: 0.1676 (0.1783) loss_bbox_aux_1: 0.1590 (0.1704) loss_bbox_aux_2: 0.1586 (0.1676) loss_bbox_aux_3: 0.1620 (0.1659) loss_bbox_aux_4: 0.1633 (0.1655) loss_bbox_aux_5: 0.2066 (0.2200) loss_bbox_dn_0: 0.2699 (0.2981) loss_bbox_dn_1: 0.2095 (0.2287) loss_bbox_dn_2: 0.1880 (0.2069) loss_bbox_dn_3: 0.1808 (0.1996) loss_bbox_dn_4: 0.1793 (0.1981) loss_bbox_dn_5: 0.1793 (0.1981) loss_giou: 0.5303 (0.5024) loss_giou_aux_0: 0.5615 (0.5265) loss_giou_aux_1: 0.5490 (0.5117) loss_giou_aux_2: 0.5311 (0.5066) loss_giou_aux_3: 0.5260 (0.5036) loss_giou_aux_4: 0.5305 (0.5024) loss_giou_aux_5: 0.6664 (0.5988) loss_giou_dn_0: 0.6381 (0.6236) loss_giou_dn_1: 0.5280 (0.5189) loss_giou_dn_2: 0.5016 (0.4905) loss_giou_dn_3: 0.4867 (0.4820) loss_giou_dn_4: 0.4831 (0.4800) loss_giou_dn_5: 0.4834 (0.4802) loss_vfl: 0.6954 (0.7093) loss_vfl_aux_0: 0.8298 (0.8343) loss_vfl_aux_1: 0.7743 (0.7759) loss_vfl_aux_2: 0.7197 (0.7385) loss_vfl_aux_3: 0.7056 (0.7205) loss_vfl_aux_4: 0.7019 (0.7125) loss_vfl_aux_5: 0.7846 (0.8059) loss_vfl_dn_0: 0.4574 (0.4663) loss_vfl_dn_1: 0.4041 (0.4045) loss_vfl_dn_2: 0.3868 (0.3881) loss_vfl_dn_3: 0.3793 (0.3805) loss_vfl_dn_4: 0.3750 (0.3777) loss_vfl_dn_5: 0.3730 (0.3770) time: 0.4785 data: 0.0139 max mem: 5654 Epoch: [22] [3700/7393] eta: 0:29:35 lr: 0.000010 loss: 16.9391 (16.9807) loss_bbox: 0.1665 (0.1657) loss_bbox_aux_0: 0.1852 (0.1784) loss_bbox_aux_1: 0.1651 (0.1705) loss_bbox_aux_2: 0.1647 (0.1677) loss_bbox_aux_3: 0.1615 (0.1660) loss_bbox_aux_4: 0.1716 (0.1656) loss_bbox_aux_5: 0.2159 (0.2201) loss_bbox_dn_0: 0.3097 (0.2983) loss_bbox_dn_1: 0.2489 (0.2289) loss_bbox_dn_2: 0.2228 (0.2071) loss_bbox_dn_3: 0.2161 (0.1997) loss_bbox_dn_4: 0.2108 (0.1982) loss_bbox_dn_5: 0.2104 (0.1982) loss_giou: 0.4344 (0.5022) loss_giou_aux_0: 0.4682 (0.5263) loss_giou_aux_1: 0.4418 (0.5115) loss_giou_aux_2: 0.4391 (0.5064) loss_giou_aux_3: 0.4339 (0.5034) loss_giou_aux_4: 0.4348 (0.5022) loss_giou_aux_5: 0.5319 (0.5986) loss_giou_dn_0: 0.6007 (0.6234) loss_giou_dn_1: 0.4803 (0.5187) loss_giou_dn_2: 0.4482 (0.4903) loss_giou_dn_3: 0.4427 (0.4818) loss_giou_dn_4: 0.4414 (0.4799) loss_giou_dn_5: 0.4413 (0.4800) loss_vfl: 0.7083 (0.7094) loss_vfl_aux_0: 0.8320 (0.8345) loss_vfl_aux_1: 0.7687 (0.7760) loss_vfl_aux_2: 0.7353 (0.7386) loss_vfl_aux_3: 0.7117 (0.7205) loss_vfl_aux_4: 0.7101 (0.7127) loss_vfl_aux_5: 0.8092 (0.8061) loss_vfl_dn_0: 0.4686 (0.4663) loss_vfl_dn_1: 0.3980 (0.4045) loss_vfl_dn_2: 0.3822 (0.3880) loss_vfl_dn_3: 0.3770 (0.3805) loss_vfl_dn_4: 0.3728 (0.3776) loss_vfl_dn_5: 0.3730 (0.3769) time: 0.7894 data: 0.0147 max mem: 5654 Epoch: [22] [3800/7393] eta: 0:28:46 lr: 0.000010 loss: 17.3384 (16.9820) loss_bbox: 0.1553 (0.1658) loss_bbox_aux_0: 0.1910 (0.1785) loss_bbox_aux_1: 0.1691 (0.1706) loss_bbox_aux_2: 0.1602 (0.1678) loss_bbox_aux_3: 0.1569 (0.1661) loss_bbox_aux_4: 0.1554 (0.1657) loss_bbox_aux_5: 0.2254 (0.2202) loss_bbox_dn_0: 0.3092 (0.2985) loss_bbox_dn_1: 0.2310 (0.2290) loss_bbox_dn_2: 0.2057 (0.2073) loss_bbox_dn_3: 0.1965 (0.1999) loss_bbox_dn_4: 0.1939 (0.1984) loss_bbox_dn_5: 0.1940 (0.1984) loss_giou: 0.4916 (0.5020) loss_giou_aux_0: 0.5211 (0.5262) loss_giou_aux_1: 0.5185 (0.5114) loss_giou_aux_2: 0.4966 (0.5062) loss_giou_aux_3: 0.4940 (0.5032) loss_giou_aux_4: 0.4893 (0.5020) loss_giou_aux_5: 0.5836 (0.5985) loss_giou_dn_0: 0.6571 (0.6234) loss_giou_dn_1: 0.5517 (0.5187) loss_giou_dn_2: 0.5103 (0.4904) loss_giou_dn_3: 0.4986 (0.4819) loss_giou_dn_4: 0.4978 (0.4799) loss_giou_dn_5: 0.4977 (0.4801) loss_vfl: 0.7110 (0.7096) loss_vfl_aux_0: 0.8324 (0.8344) loss_vfl_aux_1: 0.7563 (0.7759) loss_vfl_aux_2: 0.7369 (0.7387) loss_vfl_aux_3: 0.7258 (0.7206) loss_vfl_aux_4: 0.7139 (0.7128) loss_vfl_aux_5: 0.8000 (0.8061) loss_vfl_dn_0: 0.4596 (0.4662) loss_vfl_dn_1: 0.4079 (0.4045) loss_vfl_dn_2: 0.3953 (0.3881) loss_vfl_dn_3: 0.3878 (0.3805) loss_vfl_dn_4: 0.3866 (0.3776) loss_vfl_dn_5: 0.3844 (0.3769) time: 0.4551 data: 0.0143 max mem: 5654 Epoch: [22] [3900/7393] eta: 0:27:58 lr: 0.000010 loss: 17.1659 (16.9806) loss_bbox: 0.1585 (0.1658) loss_bbox_aux_0: 0.1692 (0.1785) loss_bbox_aux_1: 0.1581 (0.1706) loss_bbox_aux_2: 0.1595 (0.1679) loss_bbox_aux_3: 0.1635 (0.1661) loss_bbox_aux_4: 0.1618 (0.1657) loss_bbox_aux_5: 0.2037 (0.2203) loss_bbox_dn_0: 0.2585 (0.2985) loss_bbox_dn_1: 0.2028 (0.2290) loss_bbox_dn_2: 0.1860 (0.2072) loss_bbox_dn_3: 0.1811 (0.1999) loss_bbox_dn_4: 0.1816 (0.1984) loss_bbox_dn_5: 0.1817 (0.1984) loss_giou: 0.4964 (0.5019) loss_giou_aux_0: 0.5240 (0.5261) loss_giou_aux_1: 0.4978 (0.5113) loss_giou_aux_2: 0.4964 (0.5061) loss_giou_aux_3: 0.5012 (0.5031) loss_giou_aux_4: 0.4917 (0.5019) loss_giou_aux_5: 0.5854 (0.5986) loss_giou_dn_0: 0.6179 (0.6232) loss_giou_dn_1: 0.5232 (0.5184) loss_giou_dn_2: 0.4864 (0.4901) loss_giou_dn_3: 0.4830 (0.4816) loss_giou_dn_4: 0.4804 (0.4796) loss_giou_dn_5: 0.4804 (0.4798) loss_vfl: 0.7076 (0.7097) loss_vfl_aux_0: 0.8018 (0.8344) loss_vfl_aux_1: 0.7973 (0.7761) loss_vfl_aux_2: 0.7338 (0.7388) loss_vfl_aux_3: 0.7218 (0.7208) loss_vfl_aux_4: 0.7129 (0.7129) loss_vfl_aux_5: 0.8332 (0.8061) loss_vfl_dn_0: 0.4686 (0.4663) loss_vfl_dn_1: 0.4087 (0.4045) loss_vfl_dn_2: 0.3936 (0.3881) loss_vfl_dn_3: 0.3853 (0.3805) loss_vfl_dn_4: 0.3815 (0.3776) loss_vfl_dn_5: 0.3827 (0.3769) time: 0.4852 data: 0.0138 max mem: 5654 Epoch: [22] [4000/7393] eta: 0:27:09 lr: 0.000010 loss: 17.1799 (16.9819) loss_bbox: 0.1772 (0.1659) loss_bbox_aux_0: 0.1839 (0.1787) loss_bbox_aux_1: 0.1880 (0.1708) loss_bbox_aux_2: 0.1703 (0.1680) loss_bbox_aux_3: 0.1762 (0.1662) loss_bbox_aux_4: 0.1772 (0.1658) loss_bbox_aux_5: 0.2374 (0.2204) loss_bbox_dn_0: 0.3131 (0.2985) loss_bbox_dn_1: 0.2490 (0.2291) loss_bbox_dn_2: 0.2219 (0.2073) loss_bbox_dn_3: 0.2084 (0.2000) loss_bbox_dn_4: 0.2068 (0.1985) loss_bbox_dn_5: 0.2070 (0.1985) loss_giou: 0.4937 (0.5020) loss_giou_aux_0: 0.5163 (0.5263) loss_giou_aux_1: 0.5024 (0.5114) loss_giou_aux_2: 0.4929 (0.5062) loss_giou_aux_3: 0.4963 (0.5033) loss_giou_aux_4: 0.4951 (0.5020) loss_giou_aux_5: 0.5802 (0.5986) loss_giou_dn_0: 0.6261 (0.6232) loss_giou_dn_1: 0.5410 (0.5186) loss_giou_dn_2: 0.5072 (0.4902) loss_giou_dn_3: 0.5010 (0.4817) loss_giou_dn_4: 0.4991 (0.4798) loss_giou_dn_5: 0.4994 (0.4799) loss_vfl: 0.7345 (0.7096) loss_vfl_aux_0: 0.8302 (0.8339) loss_vfl_aux_1: 0.7820 (0.7758) loss_vfl_aux_2: 0.7584 (0.7386) loss_vfl_aux_3: 0.7532 (0.7206) loss_vfl_aux_4: 0.7410 (0.7128) loss_vfl_aux_5: 0.7989 (0.8058) loss_vfl_dn_0: 0.4611 (0.4662) loss_vfl_dn_1: 0.4007 (0.4044) loss_vfl_dn_2: 0.3836 (0.3880) loss_vfl_dn_3: 0.3767 (0.3805) loss_vfl_dn_4: 0.3760 (0.3776) loss_vfl_dn_5: 0.3771 (0.3769) time: 0.4822 data: 0.0138 max mem: 5654 Epoch: [22] [4100/7393] eta: 0:26:21 lr: 0.000010 loss: 16.7925 (16.9791) loss_bbox: 0.1700 (0.1659) loss_bbox_aux_0: 0.1720 (0.1787) loss_bbox_aux_1: 0.1692 (0.1707) loss_bbox_aux_2: 0.1703 (0.1680) loss_bbox_aux_3: 0.1713 (0.1662) loss_bbox_aux_4: 0.1684 (0.1658) loss_bbox_aux_5: 0.2169 (0.2203) loss_bbox_dn_0: 0.3080 (0.2984) loss_bbox_dn_1: 0.2287 (0.2290) loss_bbox_dn_2: 0.2012 (0.2072) loss_bbox_dn_3: 0.1921 (0.1999) loss_bbox_dn_4: 0.1913 (0.1984) loss_bbox_dn_5: 0.1914 (0.1984) loss_giou: 0.4768 (0.5021) loss_giou_aux_0: 0.5163 (0.5264) loss_giou_aux_1: 0.4775 (0.5115) loss_giou_aux_2: 0.4839 (0.5064) loss_giou_aux_3: 0.4921 (0.5034) loss_giou_aux_4: 0.4736 (0.5022) loss_giou_aux_5: 0.5613 (0.5987) loss_giou_dn_0: 0.6183 (0.6231) loss_giou_dn_1: 0.4952 (0.5185) loss_giou_dn_2: 0.4638 (0.4902) loss_giou_dn_3: 0.4550 (0.4817) loss_giou_dn_4: 0.4528 (0.4797) loss_giou_dn_5: 0.4532 (0.4799) loss_vfl: 0.7166 (0.7093) loss_vfl_aux_0: 0.8413 (0.8335) loss_vfl_aux_1: 0.7703 (0.7754) loss_vfl_aux_2: 0.7519 (0.7383) loss_vfl_aux_3: 0.7260 (0.7203) loss_vfl_aux_4: 0.7143 (0.7125) loss_vfl_aux_5: 0.8078 (0.8056) loss_vfl_dn_0: 0.4658 (0.4662) loss_vfl_dn_1: 0.4001 (0.4044) loss_vfl_dn_2: 0.3844 (0.3880) loss_vfl_dn_3: 0.3802 (0.3805) loss_vfl_dn_4: 0.3775 (0.3776) loss_vfl_dn_5: 0.3781 (0.3769) time: 0.4748 data: 0.0138 max mem: 5654 Epoch: [22] [4200/7393] eta: 0:25:32 lr: 0.000010 loss: 16.2841 (16.9751) loss_bbox: 0.1655 (0.1658) loss_bbox_aux_0: 0.1677 (0.1786) loss_bbox_aux_1: 0.1584 (0.1706) loss_bbox_aux_2: 0.1559 (0.1678) loss_bbox_aux_3: 0.1621 (0.1661) loss_bbox_aux_4: 0.1647 (0.1657) loss_bbox_aux_5: 0.2168 (0.2202) loss_bbox_dn_0: 0.2795 (0.2983) loss_bbox_dn_1: 0.2125 (0.2289) loss_bbox_dn_2: 0.1993 (0.2071) loss_bbox_dn_3: 0.1974 (0.1998) loss_bbox_dn_4: 0.1962 (0.1983) loss_bbox_dn_5: 0.1961 (0.1983) loss_giou: 0.4753 (0.5020) loss_giou_aux_0: 0.5000 (0.5263) loss_giou_aux_1: 0.4802 (0.5113) loss_giou_aux_2: 0.4800 (0.5062) loss_giou_aux_3: 0.4752 (0.5033) loss_giou_aux_4: 0.4782 (0.5021) loss_giou_aux_5: 0.5701 (0.5985) loss_giou_dn_0: 0.6127 (0.6229) loss_giou_dn_1: 0.5096 (0.5183) loss_giou_dn_2: 0.4755 (0.4899) loss_giou_dn_3: 0.4656 (0.4815) loss_giou_dn_4: 0.4629 (0.4795) loss_giou_dn_5: 0.4631 (0.4797) loss_vfl: 0.6924 (0.7092) loss_vfl_aux_0: 0.8098 (0.8335) loss_vfl_aux_1: 0.7635 (0.7755) loss_vfl_aux_2: 0.7072 (0.7383) loss_vfl_aux_3: 0.7098 (0.7203) loss_vfl_aux_4: 0.6901 (0.7124) loss_vfl_aux_5: 0.7638 (0.8057) loss_vfl_dn_0: 0.4690 (0.4663) loss_vfl_dn_1: 0.4066 (0.4044) loss_vfl_dn_2: 0.3912 (0.3880) loss_vfl_dn_3: 0.3817 (0.3804) loss_vfl_dn_4: 0.3782 (0.3775) loss_vfl_dn_5: 0.3758 (0.3768) time: 0.4909 data: 0.0143 max mem: 5654 Epoch: [22] [4300/7393] eta: 0:24:43 lr: 0.000010 loss: 17.0411 (16.9737) loss_bbox: 0.1713 (0.1658) loss_bbox_aux_0: 0.1813 (0.1785) loss_bbox_aux_1: 0.1754 (0.1706) loss_bbox_aux_2: 0.1706 (0.1678) loss_bbox_aux_3: 0.1716 (0.1661) loss_bbox_aux_4: 0.1713 (0.1656) loss_bbox_aux_5: 0.2170 (0.2201) loss_bbox_dn_0: 0.3098 (0.2979) loss_bbox_dn_1: 0.2415 (0.2287) loss_bbox_dn_2: 0.2145 (0.2069) loss_bbox_dn_3: 0.2077 (0.1996) loss_bbox_dn_4: 0.2048 (0.1981) loss_bbox_dn_5: 0.2048 (0.1981) loss_giou: 0.4755 (0.5025) loss_giou_aux_0: 0.4791 (0.5268) loss_giou_aux_1: 0.4708 (0.5118) loss_giou_aux_2: 0.4730 (0.5067) loss_giou_aux_3: 0.4781 (0.5037) loss_giou_aux_4: 0.4756 (0.5025) loss_giou_aux_5: 0.5436 (0.5989) loss_giou_dn_0: 0.5962 (0.6229) loss_giou_dn_1: 0.4850 (0.5184) loss_giou_dn_2: 0.4484 (0.4901) loss_giou_dn_3: 0.4428 (0.4816) loss_giou_dn_4: 0.4406 (0.4797) loss_giou_dn_5: 0.4408 (0.4798) loss_vfl: 0.6745 (0.7087) loss_vfl_aux_0: 0.8239 (0.8331) loss_vfl_aux_1: 0.7542 (0.7749) loss_vfl_aux_2: 0.7325 (0.7379) loss_vfl_aux_3: 0.7012 (0.7198) loss_vfl_aux_4: 0.6863 (0.7119) loss_vfl_aux_5: 0.7863 (0.8053) loss_vfl_dn_0: 0.4586 (0.4661) loss_vfl_dn_1: 0.3990 (0.4043) loss_vfl_dn_2: 0.3834 (0.3879) loss_vfl_dn_3: 0.3746 (0.3803) loss_vfl_dn_4: 0.3735 (0.3775) loss_vfl_dn_5: 0.3725 (0.3767) time: 0.4710 data: 0.0135 max mem: 5654 Epoch: [22] [4400/7393] eta: 0:23:55 lr: 0.000010 loss: 17.0088 (16.9741) loss_bbox: 0.1587 (0.1657) loss_bbox_aux_0: 0.1643 (0.1784) loss_bbox_aux_1: 0.1515 (0.1705) loss_bbox_aux_2: 0.1583 (0.1677) loss_bbox_aux_3: 0.1574 (0.1660) loss_bbox_aux_4: 0.1514 (0.1656) loss_bbox_aux_5: 0.2005 (0.2200) loss_bbox_dn_0: 0.2712 (0.2979) loss_bbox_dn_1: 0.1959 (0.2286) loss_bbox_dn_2: 0.1776 (0.2069) loss_bbox_dn_3: 0.1730 (0.1996) loss_bbox_dn_4: 0.1728 (0.1981) loss_bbox_dn_5: 0.1729 (0.1981) loss_giou: 0.5006 (0.5025) loss_giou_aux_0: 0.5307 (0.5268) loss_giou_aux_1: 0.5127 (0.5118) loss_giou_aux_2: 0.5116 (0.5068) loss_giou_aux_3: 0.5015 (0.5038) loss_giou_aux_4: 0.5036 (0.5026) loss_giou_aux_5: 0.5996 (0.5990) loss_giou_dn_0: 0.6405 (0.6231) loss_giou_dn_1: 0.5322 (0.5185) loss_giou_dn_2: 0.5069 (0.4901) loss_giou_dn_3: 0.5017 (0.4817) loss_giou_dn_4: 0.4993 (0.4797) loss_giou_dn_5: 0.5007 (0.4799) loss_vfl: 0.6579 (0.7088) loss_vfl_aux_0: 0.7770 (0.8331) loss_vfl_aux_1: 0.7354 (0.7751) loss_vfl_aux_2: 0.6829 (0.7378) loss_vfl_aux_3: 0.6720 (0.7199) loss_vfl_aux_4: 0.6630 (0.7120) loss_vfl_aux_5: 0.7442 (0.8052) loss_vfl_dn_0: 0.4572 (0.4661) loss_vfl_dn_1: 0.4004 (0.4043) loss_vfl_dn_2: 0.3875 (0.3879) loss_vfl_dn_3: 0.3796 (0.3804) loss_vfl_dn_4: 0.3794 (0.3775) loss_vfl_dn_5: 0.3795 (0.3768) time: 0.4637 data: 0.0137 max mem: 5654 Epoch: [22] [4500/7393] eta: 0:23:09 lr: 0.000010 loss: 17.1881 (16.9735) loss_bbox: 0.1500 (0.1656) loss_bbox_aux_0: 0.1632 (0.1784) loss_bbox_aux_1: 0.1556 (0.1704) loss_bbox_aux_2: 0.1502 (0.1676) loss_bbox_aux_3: 0.1519 (0.1659) loss_bbox_aux_4: 0.1525 (0.1655) loss_bbox_aux_5: 0.2304 (0.2200) loss_bbox_dn_0: 0.2956 (0.2977) loss_bbox_dn_1: 0.2416 (0.2285) loss_bbox_dn_2: 0.2201 (0.2067) loss_bbox_dn_3: 0.2152 (0.1994) loss_bbox_dn_4: 0.2079 (0.1979) loss_bbox_dn_5: 0.2079 (0.1979) loss_giou: 0.4781 (0.5029) loss_giou_aux_0: 0.5068 (0.5271) loss_giou_aux_1: 0.4860 (0.5121) loss_giou_aux_2: 0.4851 (0.5072) loss_giou_aux_3: 0.4798 (0.5041) loss_giou_aux_4: 0.4780 (0.5029) loss_giou_aux_5: 0.5740 (0.5993) loss_giou_dn_0: 0.6493 (0.6233) loss_giou_dn_1: 0.5436 (0.5187) loss_giou_dn_2: 0.5174 (0.4903) loss_giou_dn_3: 0.5111 (0.4819) loss_giou_dn_4: 0.5135 (0.4799) loss_giou_dn_5: 0.5135 (0.4801) loss_vfl: 0.7035 (0.7084) loss_vfl_aux_0: 0.8079 (0.8326) loss_vfl_aux_1: 0.7587 (0.7745) loss_vfl_aux_2: 0.7138 (0.7374) loss_vfl_aux_3: 0.7117 (0.7196) loss_vfl_aux_4: 0.7071 (0.7117) loss_vfl_aux_5: 0.7691 (0.8048) loss_vfl_dn_0: 0.4574 (0.4661) loss_vfl_dn_1: 0.3954 (0.4043) loss_vfl_dn_2: 0.3854 (0.3880) loss_vfl_dn_3: 0.3766 (0.3804) loss_vfl_dn_4: 0.3735 (0.3775) loss_vfl_dn_5: 0.3708 (0.3768) time: 0.4766 data: 0.0136 max mem: 5654 Epoch: [22] [4600/7393] eta: 0:22:21 lr: 0.000010 loss: 16.8128 (16.9758) loss_bbox: 0.1719 (0.1657) loss_bbox_aux_0: 0.1765 (0.1785) loss_bbox_aux_1: 0.1707 (0.1704) loss_bbox_aux_2: 0.1750 (0.1677) loss_bbox_aux_3: 0.1721 (0.1660) loss_bbox_aux_4: 0.1767 (0.1656) loss_bbox_aux_5: 0.2092 (0.2199) loss_bbox_dn_0: 0.3068 (0.2976) loss_bbox_dn_1: 0.2432 (0.2284) loss_bbox_dn_2: 0.2197 (0.2067) loss_bbox_dn_3: 0.2124 (0.1994) loss_bbox_dn_4: 0.2113 (0.1979) loss_bbox_dn_5: 0.2114 (0.1979) loss_giou: 0.4803 (0.5030) loss_giou_aux_0: 0.5064 (0.5273) loss_giou_aux_1: 0.4840 (0.5122) loss_giou_aux_2: 0.4803 (0.5073) loss_giou_aux_3: 0.4854 (0.5042) loss_giou_aux_4: 0.4843 (0.5030) loss_giou_aux_5: 0.5655 (0.5994) loss_giou_dn_0: 0.6217 (0.6233) loss_giou_dn_1: 0.5214 (0.5188) loss_giou_dn_2: 0.4933 (0.4905) loss_giou_dn_3: 0.4853 (0.4820) loss_giou_dn_4: 0.4829 (0.4801) loss_giou_dn_5: 0.4832 (0.4802) loss_vfl: 0.6887 (0.7086) loss_vfl_aux_0: 0.8133 (0.8325) loss_vfl_aux_1: 0.7911 (0.7747) loss_vfl_aux_2: 0.7196 (0.7375) loss_vfl_aux_3: 0.7167 (0.7197) loss_vfl_aux_4: 0.7096 (0.7118) loss_vfl_aux_5: 0.7988 (0.8048) loss_vfl_dn_0: 0.4676 (0.4661) loss_vfl_dn_1: 0.3989 (0.4043) loss_vfl_dn_2: 0.3829 (0.3880) loss_vfl_dn_3: 0.3768 (0.3804) loss_vfl_dn_4: 0.3725 (0.3775) loss_vfl_dn_5: 0.3738 (0.3768) time: 0.4757 data: 0.0147 max mem: 5654 Epoch: [22] [4700/7393] eta: 0:21:32 lr: 0.000010 loss: 17.4989 (16.9780) loss_bbox: 0.1552 (0.1655) loss_bbox_aux_0: 0.1601 (0.1784) loss_bbox_aux_1: 0.1533 (0.1703) loss_bbox_aux_2: 0.1567 (0.1676) loss_bbox_aux_3: 0.1537 (0.1659) loss_bbox_aux_4: 0.1552 (0.1655) loss_bbox_aux_5: 0.1934 (0.2199) loss_bbox_dn_0: 0.2791 (0.2975) loss_bbox_dn_1: 0.2215 (0.2283) loss_bbox_dn_2: 0.2072 (0.2066) loss_bbox_dn_3: 0.1966 (0.1993) loss_bbox_dn_4: 0.1950 (0.1978) loss_bbox_dn_5: 0.1947 (0.1978) loss_giou: 0.5314 (0.5034) loss_giou_aux_0: 0.5483 (0.5276) loss_giou_aux_1: 0.5284 (0.5126) loss_giou_aux_2: 0.5364 (0.5077) loss_giou_aux_3: 0.5269 (0.5046) loss_giou_aux_4: 0.5307 (0.5035) loss_giou_aux_5: 0.6201 (0.5998) loss_giou_dn_0: 0.6705 (0.6238) loss_giou_dn_1: 0.5542 (0.5192) loss_giou_dn_2: 0.5200 (0.4909) loss_giou_dn_3: 0.5132 (0.4825) loss_giou_dn_4: 0.5100 (0.4805) loss_giou_dn_5: 0.5102 (0.4807) loss_vfl: 0.6875 (0.7084) loss_vfl_aux_0: 0.7980 (0.8322) loss_vfl_aux_1: 0.7360 (0.7745) loss_vfl_aux_2: 0.7061 (0.7372) loss_vfl_aux_3: 0.7024 (0.7195) loss_vfl_aux_4: 0.6914 (0.7116) loss_vfl_aux_5: 0.7583 (0.8045) loss_vfl_dn_0: 0.4686 (0.4660) loss_vfl_dn_1: 0.4074 (0.4043) loss_vfl_dn_2: 0.3988 (0.3880) loss_vfl_dn_3: 0.3894 (0.3804) loss_vfl_dn_4: 0.3855 (0.3776) loss_vfl_dn_5: 0.3854 (0.3768) time: 0.4666 data: 0.0140 max mem: 5654 Epoch: [22] [4800/7393] eta: 0:20:44 lr: 0.000010 loss: 16.3179 (16.9741) loss_bbox: 0.1566 (0.1656) loss_bbox_aux_0: 0.1651 (0.1783) loss_bbox_aux_1: 0.1631 (0.1703) loss_bbox_aux_2: 0.1557 (0.1676) loss_bbox_aux_3: 0.1548 (0.1659) loss_bbox_aux_4: 0.1576 (0.1655) loss_bbox_aux_5: 0.2121 (0.2198) loss_bbox_dn_0: 0.2687 (0.2977) loss_bbox_dn_1: 0.2202 (0.2285) loss_bbox_dn_2: 0.1992 (0.2067) loss_bbox_dn_3: 0.1873 (0.1995) loss_bbox_dn_4: 0.1828 (0.1980) loss_bbox_dn_5: 0.1827 (0.1980) loss_giou: 0.4492 (0.5027) loss_giou_aux_0: 0.4789 (0.5268) loss_giou_aux_1: 0.4616 (0.5118) loss_giou_aux_2: 0.4434 (0.5069) loss_giou_aux_3: 0.4506 (0.5039) loss_giou_aux_4: 0.4522 (0.5028) loss_giou_aux_5: 0.5472 (0.5990) loss_giou_dn_0: 0.5929 (0.6233) loss_giou_dn_1: 0.4888 (0.5188) loss_giou_dn_2: 0.4467 (0.4904) loss_giou_dn_3: 0.4353 (0.4820) loss_giou_dn_4: 0.4320 (0.4800) loss_giou_dn_5: 0.4323 (0.4802) loss_vfl: 0.6863 (0.7086) loss_vfl_aux_0: 0.7996 (0.8329) loss_vfl_aux_1: 0.7461 (0.7750) loss_vfl_aux_2: 0.7215 (0.7376) loss_vfl_aux_3: 0.6973 (0.7198) loss_vfl_aux_4: 0.6792 (0.7118) loss_vfl_aux_5: 0.7860 (0.8051) loss_vfl_dn_0: 0.4633 (0.4661) loss_vfl_dn_1: 0.4023 (0.4044) loss_vfl_dn_2: 0.3831 (0.3880) loss_vfl_dn_3: 0.3742 (0.3804) loss_vfl_dn_4: 0.3707 (0.3776) loss_vfl_dn_5: 0.3706 (0.3769) time: 0.4707 data: 0.0141 max mem: 5654 Epoch: [22] [4900/7393] eta: 0:19:56 lr: 0.000010 loss: 17.6766 (16.9786) loss_bbox: 0.1704 (0.1658) loss_bbox_aux_0: 0.1886 (0.1785) loss_bbox_aux_1: 0.1629 (0.1704) loss_bbox_aux_2: 0.1636 (0.1678) loss_bbox_aux_3: 0.1626 (0.1661) loss_bbox_aux_4: 0.1702 (0.1657) loss_bbox_aux_5: 0.2248 (0.2200) loss_bbox_dn_0: 0.3005 (0.2980) loss_bbox_dn_1: 0.2508 (0.2287) loss_bbox_dn_2: 0.2340 (0.2070) loss_bbox_dn_3: 0.2279 (0.1997) loss_bbox_dn_4: 0.2265 (0.1982) loss_bbox_dn_5: 0.2268 (0.1982) loss_giou: 0.4426 (0.5028) loss_giou_aux_0: 0.4685 (0.5268) loss_giou_aux_1: 0.4590 (0.5119) loss_giou_aux_2: 0.4510 (0.5070) loss_giou_aux_3: 0.4447 (0.5040) loss_giou_aux_4: 0.4404 (0.5028) loss_giou_aux_5: 0.5540 (0.5989) loss_giou_dn_0: 0.5939 (0.6232) loss_giou_dn_1: 0.4946 (0.5187) loss_giou_dn_2: 0.4679 (0.4904) loss_giou_dn_3: 0.4541 (0.4820) loss_giou_dn_4: 0.4516 (0.4800) loss_giou_dn_5: 0.4520 (0.4802) loss_vfl: 0.7651 (0.7088) loss_vfl_aux_0: 0.8901 (0.8331) loss_vfl_aux_1: 0.8346 (0.7752) loss_vfl_aux_2: 0.7873 (0.7379) loss_vfl_aux_3: 0.7533 (0.7199) loss_vfl_aux_4: 0.7650 (0.7120) loss_vfl_aux_5: 0.8557 (0.8055) loss_vfl_dn_0: 0.4772 (0.4661) loss_vfl_dn_1: 0.4223 (0.4044) loss_vfl_dn_2: 0.4042 (0.3880) loss_vfl_dn_3: 0.3914 (0.3805) loss_vfl_dn_4: 0.3887 (0.3776) loss_vfl_dn_5: 0.3856 (0.3769) time: 0.4767 data: 0.0141 max mem: 5654 Epoch: [22] [5000/7393] eta: 0:19:08 lr: 0.000010 loss: 16.7015 (16.9835) loss_bbox: 0.1572 (0.1659) loss_bbox_aux_0: 0.1771 (0.1787) loss_bbox_aux_1: 0.1723 (0.1706) loss_bbox_aux_2: 0.1687 (0.1679) loss_bbox_aux_3: 0.1592 (0.1662) loss_bbox_aux_4: 0.1607 (0.1658) loss_bbox_aux_5: 0.2163 (0.2201) loss_bbox_dn_0: 0.2983 (0.2979) loss_bbox_dn_1: 0.2306 (0.2287) loss_bbox_dn_2: 0.2050 (0.2070) loss_bbox_dn_3: 0.2014 (0.1997) loss_bbox_dn_4: 0.2007 (0.1982) loss_bbox_dn_5: 0.2007 (0.1982) loss_giou: 0.5145 (0.5032) loss_giou_aux_0: 0.5162 (0.5273) loss_giou_aux_1: 0.4999 (0.5123) loss_giou_aux_2: 0.5131 (0.5074) loss_giou_aux_3: 0.5121 (0.5044) loss_giou_aux_4: 0.5100 (0.5033) loss_giou_aux_5: 0.6049 (0.5992) loss_giou_dn_0: 0.6300 (0.6235) loss_giou_dn_1: 0.5280 (0.5190) loss_giou_dn_2: 0.4898 (0.4907) loss_giou_dn_3: 0.4802 (0.4823) loss_giou_dn_4: 0.4757 (0.4803) loss_giou_dn_5: 0.4757 (0.4805) loss_vfl: 0.7031 (0.7087) loss_vfl_aux_0: 0.8215 (0.8328) loss_vfl_aux_1: 0.7616 (0.7749) loss_vfl_aux_2: 0.7097 (0.7378) loss_vfl_aux_3: 0.7142 (0.7199) loss_vfl_aux_4: 0.7067 (0.7119) loss_vfl_aux_5: 0.7993 (0.8054) loss_vfl_dn_0: 0.4628 (0.4661) loss_vfl_dn_1: 0.4045 (0.4045) loss_vfl_dn_2: 0.3877 (0.3881) loss_vfl_dn_3: 0.3818 (0.3806) loss_vfl_dn_4: 0.3781 (0.3777) loss_vfl_dn_5: 0.3765 (0.3770) time: 0.4736 data: 0.0138 max mem: 5654 Epoch: [22] [5100/7393] eta: 0:18:19 lr: 0.000010 loss: 17.1868 (16.9810) loss_bbox: 0.1698 (0.1659) loss_bbox_aux_0: 0.1826 (0.1787) loss_bbox_aux_1: 0.1724 (0.1706) loss_bbox_aux_2: 0.1658 (0.1679) loss_bbox_aux_3: 0.1725 (0.1662) loss_bbox_aux_4: 0.1661 (0.1658) loss_bbox_aux_5: 0.2221 (0.2201) loss_bbox_dn_0: 0.2987 (0.2980) loss_bbox_dn_1: 0.2319 (0.2288) loss_bbox_dn_2: 0.1925 (0.2071) loss_bbox_dn_3: 0.1862 (0.1998) loss_bbox_dn_4: 0.1847 (0.1983) loss_bbox_dn_5: 0.1849 (0.1983) loss_giou: 0.4828 (0.5029) loss_giou_aux_0: 0.5084 (0.5269) loss_giou_aux_1: 0.4940 (0.5120) loss_giou_aux_2: 0.4822 (0.5070) loss_giou_aux_3: 0.4864 (0.5041) loss_giou_aux_4: 0.4803 (0.5029) loss_giou_aux_5: 0.5877 (0.5989) loss_giou_dn_0: 0.6104 (0.6233) loss_giou_dn_1: 0.4909 (0.5188) loss_giou_dn_2: 0.4626 (0.4905) loss_giou_dn_3: 0.4500 (0.4820) loss_giou_dn_4: 0.4491 (0.4801) loss_giou_dn_5: 0.4493 (0.4802) loss_vfl: 0.6740 (0.7088) loss_vfl_aux_0: 0.8119 (0.8328) loss_vfl_aux_1: 0.7475 (0.7750) loss_vfl_aux_2: 0.7154 (0.7379) loss_vfl_aux_3: 0.6840 (0.7200) loss_vfl_aux_4: 0.6893 (0.7120) loss_vfl_aux_5: 0.7796 (0.8055) loss_vfl_dn_0: 0.4546 (0.4661) loss_vfl_dn_1: 0.3977 (0.4044) loss_vfl_dn_2: 0.3867 (0.3881) loss_vfl_dn_3: 0.3783 (0.3806) loss_vfl_dn_4: 0.3742 (0.3777) loss_vfl_dn_5: 0.3734 (0.3770) time: 0.4695 data: 0.0141 max mem: 5654 Epoch: [22] [5200/7393] eta: 0:17:31 lr: 0.000010 loss: 16.7357 (16.9807) loss_bbox: 0.1658 (0.1659) loss_bbox_aux_0: 0.1637 (0.1786) loss_bbox_aux_1: 0.1655 (0.1706) loss_bbox_aux_2: 0.1549 (0.1678) loss_bbox_aux_3: 0.1638 (0.1662) loss_bbox_aux_4: 0.1605 (0.1658) loss_bbox_aux_5: 0.2092 (0.2200) loss_bbox_dn_0: 0.2744 (0.2980) loss_bbox_dn_1: 0.2121 (0.2287) loss_bbox_dn_2: 0.1932 (0.2070) loss_bbox_dn_3: 0.1888 (0.1997) loss_bbox_dn_4: 0.1879 (0.1982) loss_bbox_dn_5: 0.1883 (0.1982) loss_giou: 0.5145 (0.5028) loss_giou_aux_0: 0.5330 (0.5269) loss_giou_aux_1: 0.5053 (0.5120) loss_giou_aux_2: 0.4963 (0.5070) loss_giou_aux_3: 0.4999 (0.5040) loss_giou_aux_4: 0.5145 (0.5029) loss_giou_aux_5: 0.5937 (0.5988) loss_giou_dn_0: 0.6328 (0.6233) loss_giou_dn_1: 0.5345 (0.5188) loss_giou_dn_2: 0.5039 (0.4904) loss_giou_dn_3: 0.4947 (0.4820) loss_giou_dn_4: 0.4933 (0.4800) loss_giou_dn_5: 0.4933 (0.4802) loss_vfl: 0.7118 (0.7089) loss_vfl_aux_0: 0.8143 (0.8329) loss_vfl_aux_1: 0.7542 (0.7750) loss_vfl_aux_2: 0.7397 (0.7380) loss_vfl_aux_3: 0.7201 (0.7202) loss_vfl_aux_4: 0.7093 (0.7121) loss_vfl_aux_5: 0.7758 (0.8056) loss_vfl_dn_0: 0.4632 (0.4661) loss_vfl_dn_1: 0.4058 (0.4045) loss_vfl_dn_2: 0.3943 (0.3881) loss_vfl_dn_3: 0.3857 (0.3806) loss_vfl_dn_4: 0.3831 (0.3777) loss_vfl_dn_5: 0.3823 (0.3770) time: 0.4673 data: 0.0140 max mem: 5654 Epoch: [22] [5300/7393] eta: 0:16:43 lr: 0.000010 loss: 16.5269 (16.9760) loss_bbox: 0.1560 (0.1659) loss_bbox_aux_0: 0.1687 (0.1787) loss_bbox_aux_1: 0.1568 (0.1706) loss_bbox_aux_2: 0.1530 (0.1678) loss_bbox_aux_3: 0.1547 (0.1662) loss_bbox_aux_4: 0.1560 (0.1658) loss_bbox_aux_5: 0.2229 (0.2201) loss_bbox_dn_0: 0.2597 (0.2983) loss_bbox_dn_1: 0.2236 (0.2289) loss_bbox_dn_2: 0.1984 (0.2071) loss_bbox_dn_3: 0.1938 (0.1998) loss_bbox_dn_4: 0.1932 (0.1984) loss_bbox_dn_5: 0.1932 (0.1983) loss_giou: 0.4585 (0.5021) loss_giou_aux_0: 0.4834 (0.5262) loss_giou_aux_1: 0.4658 (0.5112) loss_giou_aux_2: 0.4656 (0.5063) loss_giou_aux_3: 0.4606 (0.5033) loss_giou_aux_4: 0.4583 (0.5022) loss_giou_aux_5: 0.5581 (0.5981) loss_giou_dn_0: 0.6133 (0.6228) loss_giou_dn_1: 0.5009 (0.5183) loss_giou_dn_2: 0.4644 (0.4899) loss_giou_dn_3: 0.4535 (0.4814) loss_giou_dn_4: 0.4511 (0.4795) loss_giou_dn_5: 0.4511 (0.4796) loss_vfl: 0.7173 (0.7092) loss_vfl_aux_0: 0.8068 (0.8333) loss_vfl_aux_1: 0.7947 (0.7755) loss_vfl_aux_2: 0.7469 (0.7384) loss_vfl_aux_3: 0.7334 (0.7205) loss_vfl_aux_4: 0.7146 (0.7124) loss_vfl_aux_5: 0.7921 (0.8060) loss_vfl_dn_0: 0.4591 (0.4662) loss_vfl_dn_1: 0.3996 (0.4044) loss_vfl_dn_2: 0.3848 (0.3881) loss_vfl_dn_3: 0.3753 (0.3805) loss_vfl_dn_4: 0.3745 (0.3777) loss_vfl_dn_5: 0.3722 (0.3769) time: 0.4687 data: 0.0135 max mem: 5654 Epoch: [22] [5400/7393] eta: 0:15:55 lr: 0.000010 loss: 17.4925 (16.9757) loss_bbox: 0.1649 (0.1658) loss_bbox_aux_0: 0.1730 (0.1785) loss_bbox_aux_1: 0.1690 (0.1705) loss_bbox_aux_2: 0.1675 (0.1677) loss_bbox_aux_3: 0.1643 (0.1661) loss_bbox_aux_4: 0.1642 (0.1657) loss_bbox_aux_5: 0.2110 (0.2200) loss_bbox_dn_0: 0.2631 (0.2981) loss_bbox_dn_1: 0.1939 (0.2288) loss_bbox_dn_2: 0.1740 (0.2071) loss_bbox_dn_3: 0.1731 (0.1998) loss_bbox_dn_4: 0.1728 (0.1983) loss_bbox_dn_5: 0.1729 (0.1983) loss_giou: 0.5045 (0.5023) loss_giou_aux_0: 0.5334 (0.5263) loss_giou_aux_1: 0.5377 (0.5114) loss_giou_aux_2: 0.5195 (0.5064) loss_giou_aux_3: 0.5034 (0.5034) loss_giou_aux_4: 0.5052 (0.5023) loss_giou_aux_5: 0.5952 (0.5982) loss_giou_dn_0: 0.6475 (0.6229) loss_giou_dn_1: 0.5376 (0.5184) loss_giou_dn_2: 0.5048 (0.4900) loss_giou_dn_3: 0.4942 (0.4816) loss_giou_dn_4: 0.4924 (0.4796) loss_giou_dn_5: 0.4925 (0.4798) loss_vfl: 0.7098 (0.7090) loss_vfl_aux_0: 0.8281 (0.8332) loss_vfl_aux_1: 0.7365 (0.7754) loss_vfl_aux_2: 0.7021 (0.7384) loss_vfl_aux_3: 0.7168 (0.7204) loss_vfl_aux_4: 0.7040 (0.7123) loss_vfl_aux_5: 0.7746 (0.8059) loss_vfl_dn_0: 0.4613 (0.4662) loss_vfl_dn_1: 0.4077 (0.4044) loss_vfl_dn_2: 0.3884 (0.3881) loss_vfl_dn_3: 0.3889 (0.3805) loss_vfl_dn_4: 0.3840 (0.3777) loss_vfl_dn_5: 0.3830 (0.3769) time: 0.4770 data: 0.0139 max mem: 5654 Epoch: [22] [5500/7393] eta: 0:15:07 lr: 0.000010 loss: 16.7067 (16.9754) loss_bbox: 0.1671 (0.1660) loss_bbox_aux_0: 0.1766 (0.1786) loss_bbox_aux_1: 0.1711 (0.1706) loss_bbox_aux_2: 0.1629 (0.1678) loss_bbox_aux_3: 0.1642 (0.1662) loss_bbox_aux_4: 0.1707 (0.1658) loss_bbox_aux_5: 0.2188 (0.2201) loss_bbox_dn_0: 0.2970 (0.2982) loss_bbox_dn_1: 0.2318 (0.2288) loss_bbox_dn_2: 0.2052 (0.2071) loss_bbox_dn_3: 0.1938 (0.1998) loss_bbox_dn_4: 0.1920 (0.1983) loss_bbox_dn_5: 0.1920 (0.1983) loss_giou: 0.5114 (0.5026) loss_giou_aux_0: 0.5389 (0.5266) loss_giou_aux_1: 0.5214 (0.5116) loss_giou_aux_2: 0.5108 (0.5067) loss_giou_aux_3: 0.5056 (0.5037) loss_giou_aux_4: 0.5083 (0.5026) loss_giou_aux_5: 0.6242 (0.5985) loss_giou_dn_0: 0.6302 (0.6229) loss_giou_dn_1: 0.5318 (0.5184) loss_giou_dn_2: 0.5051 (0.4901) loss_giou_dn_3: 0.4994 (0.4816) loss_giou_dn_4: 0.4971 (0.4796) loss_giou_dn_5: 0.4972 (0.4798) loss_vfl: 0.6420 (0.7085) loss_vfl_aux_0: 0.7808 (0.8330) loss_vfl_aux_1: 0.7154 (0.7750) loss_vfl_aux_2: 0.6849 (0.7380) loss_vfl_aux_3: 0.6478 (0.7199) loss_vfl_aux_4: 0.6511 (0.7118) loss_vfl_aux_5: 0.7317 (0.8056) loss_vfl_dn_0: 0.4608 (0.4661) loss_vfl_dn_1: 0.3984 (0.4044) loss_vfl_dn_2: 0.3799 (0.3880) loss_vfl_dn_3: 0.3725 (0.3805) loss_vfl_dn_4: 0.3713 (0.3776) loss_vfl_dn_5: 0.3704 (0.3769) time: 0.4476 data: 0.0140 max mem: 5654 Epoch: [22] [5600/7393] eta: 0:14:18 lr: 0.000010 loss: 16.9895 (16.9754) loss_bbox: 0.1730 (0.1660) loss_bbox_aux_0: 0.1848 (0.1786) loss_bbox_aux_1: 0.1757 (0.1706) loss_bbox_aux_2: 0.1716 (0.1678) loss_bbox_aux_3: 0.1634 (0.1662) loss_bbox_aux_4: 0.1675 (0.1659) loss_bbox_aux_5: 0.2234 (0.2201) loss_bbox_dn_0: 0.3080 (0.2984) loss_bbox_dn_1: 0.2502 (0.2290) loss_bbox_dn_2: 0.2271 (0.2072) loss_bbox_dn_3: 0.2130 (0.1999) loss_bbox_dn_4: 0.2084 (0.1984) loss_bbox_dn_5: 0.2081 (0.1984) loss_giou: 0.4547 (0.5024) loss_giou_aux_0: 0.4635 (0.5265) loss_giou_aux_1: 0.4581 (0.5115) loss_giou_aux_2: 0.4555 (0.5065) loss_giou_aux_3: 0.4509 (0.5036) loss_giou_aux_4: 0.4563 (0.5024) loss_giou_aux_5: 0.5411 (0.5984) loss_giou_dn_0: 0.6020 (0.6228) loss_giou_dn_1: 0.5031 (0.5184) loss_giou_dn_2: 0.4797 (0.4900) loss_giou_dn_3: 0.4721 (0.4816) loss_giou_dn_4: 0.4694 (0.4796) loss_giou_dn_5: 0.4695 (0.4798) loss_vfl: 0.7271 (0.7086) loss_vfl_aux_0: 0.8388 (0.8331) loss_vfl_aux_1: 0.8080 (0.7751) loss_vfl_aux_2: 0.7644 (0.7381) loss_vfl_aux_3: 0.7448 (0.7200) loss_vfl_aux_4: 0.7248 (0.7118) loss_vfl_aux_5: 0.8194 (0.8058) loss_vfl_dn_0: 0.4660 (0.4661) loss_vfl_dn_1: 0.3992 (0.4043) loss_vfl_dn_2: 0.3876 (0.3880) loss_vfl_dn_3: 0.3796 (0.3804) loss_vfl_dn_4: 0.3805 (0.3776) loss_vfl_dn_5: 0.3808 (0.3768) time: 0.4719 data: 0.0141 max mem: 5654 Epoch: [22] [5700/7393] eta: 0:13:32 lr: 0.000010 loss: 17.0159 (16.9787) loss_bbox: 0.1602 (0.1660) loss_bbox_aux_0: 0.1737 (0.1787) loss_bbox_aux_1: 0.1623 (0.1706) loss_bbox_aux_2: 0.1597 (0.1678) loss_bbox_aux_3: 0.1592 (0.1662) loss_bbox_aux_4: 0.1588 (0.1659) loss_bbox_aux_5: 0.2137 (0.2201) loss_bbox_dn_0: 0.2787 (0.2984) loss_bbox_dn_1: 0.2069 (0.2290) loss_bbox_dn_2: 0.1920 (0.2072) loss_bbox_dn_3: 0.1853 (0.1999) loss_bbox_dn_4: 0.1844 (0.1984) loss_bbox_dn_5: 0.1845 (0.1984) loss_giou: 0.4789 (0.5025) loss_giou_aux_0: 0.5082 (0.5266) loss_giou_aux_1: 0.4889 (0.5116) loss_giou_aux_2: 0.4852 (0.5066) loss_giou_aux_3: 0.4794 (0.5036) loss_giou_aux_4: 0.4814 (0.5026) loss_giou_aux_5: 0.5700 (0.5984) loss_giou_dn_0: 0.6113 (0.6230) loss_giou_dn_1: 0.5042 (0.5185) loss_giou_dn_2: 0.4714 (0.4902) loss_giou_dn_3: 0.4656 (0.4817) loss_giou_dn_4: 0.4627 (0.4798) loss_giou_dn_5: 0.4631 (0.4800) loss_vfl: 0.7322 (0.7087) loss_vfl_aux_0: 0.8163 (0.8331) loss_vfl_aux_1: 0.7827 (0.7753) loss_vfl_aux_2: 0.7410 (0.7383) loss_vfl_aux_3: 0.7439 (0.7202) loss_vfl_aux_4: 0.7362 (0.7120) loss_vfl_aux_5: 0.8065 (0.8059) loss_vfl_dn_0: 0.4651 (0.4661) loss_vfl_dn_1: 0.4087 (0.4044) loss_vfl_dn_2: 0.3923 (0.3880) loss_vfl_dn_3: 0.3827 (0.3805) loss_vfl_dn_4: 0.3810 (0.3776) loss_vfl_dn_5: 0.3808 (0.3769) time: 0.4726 data: 0.0143 max mem: 5654 Epoch: [22] [5800/7393] eta: 0:12:44 lr: 0.000010 loss: 17.1733 (16.9742) loss_bbox: 0.1704 (0.1660) loss_bbox_aux_0: 0.1796 (0.1786) loss_bbox_aux_1: 0.1695 (0.1706) loss_bbox_aux_2: 0.1683 (0.1678) loss_bbox_aux_3: 0.1691 (0.1662) loss_bbox_aux_4: 0.1694 (0.1659) loss_bbox_aux_5: 0.2117 (0.2200) loss_bbox_dn_0: 0.2849 (0.2983) loss_bbox_dn_1: 0.2173 (0.2289) loss_bbox_dn_2: 0.1905 (0.2071) loss_bbox_dn_3: 0.1853 (0.1998) loss_bbox_dn_4: 0.1861 (0.1983) loss_bbox_dn_5: 0.1862 (0.1983) loss_giou: 0.4990 (0.5023) loss_giou_aux_0: 0.5315 (0.5264) loss_giou_aux_1: 0.5032 (0.5114) loss_giou_aux_2: 0.5050 (0.5064) loss_giou_aux_3: 0.5113 (0.5034) loss_giou_aux_4: 0.5045 (0.5023) loss_giou_aux_5: 0.5994 (0.5982) loss_giou_dn_0: 0.6306 (0.6229) loss_giou_dn_1: 0.5183 (0.5184) loss_giou_dn_2: 0.4891 (0.4901) loss_giou_dn_3: 0.4805 (0.4816) loss_giou_dn_4: 0.4776 (0.4796) loss_giou_dn_5: 0.4776 (0.4798) loss_vfl: 0.6911 (0.7086) loss_vfl_aux_0: 0.7896 (0.8329) loss_vfl_aux_1: 0.7523 (0.7751) loss_vfl_aux_2: 0.7324 (0.7382) loss_vfl_aux_3: 0.7194 (0.7201) loss_vfl_aux_4: 0.6952 (0.7118) loss_vfl_aux_5: 0.7720 (0.8058) loss_vfl_dn_0: 0.4631 (0.4661) loss_vfl_dn_1: 0.4006 (0.4043) loss_vfl_dn_2: 0.3859 (0.3880) loss_vfl_dn_3: 0.3813 (0.3804) loss_vfl_dn_4: 0.3772 (0.3776) loss_vfl_dn_5: 0.3767 (0.3769) time: 0.4695 data: 0.0142 max mem: 5654 Epoch: [22] [5900/7393] eta: 0:11:55 lr: 0.000010 loss: 16.8850 (16.9754) loss_bbox: 0.1466 (0.1660) loss_bbox_aux_0: 0.1668 (0.1786) loss_bbox_aux_1: 0.1513 (0.1705) loss_bbox_aux_2: 0.1467 (0.1677) loss_bbox_aux_3: 0.1427 (0.1661) loss_bbox_aux_4: 0.1392 (0.1659) loss_bbox_aux_5: 0.1984 (0.2199) loss_bbox_dn_0: 0.2851 (0.2981) loss_bbox_dn_1: 0.2189 (0.2288) loss_bbox_dn_2: 0.1977 (0.2070) loss_bbox_dn_3: 0.1912 (0.1997) loss_bbox_dn_4: 0.1887 (0.1982) loss_bbox_dn_5: 0.1885 (0.1982) loss_giou: 0.4614 (0.5025) loss_giou_aux_0: 0.4935 (0.5266) loss_giou_aux_1: 0.4807 (0.5116) loss_giou_aux_2: 0.4645 (0.5066) loss_giou_aux_3: 0.4629 (0.5036) loss_giou_aux_4: 0.4541 (0.5025) loss_giou_aux_5: 0.5753 (0.5983) loss_giou_dn_0: 0.6250 (0.6229) loss_giou_dn_1: 0.5216 (0.5184) loss_giou_dn_2: 0.4946 (0.4901) loss_giou_dn_3: 0.4849 (0.4817) loss_giou_dn_4: 0.4805 (0.4797) loss_giou_dn_5: 0.4804 (0.4799) loss_vfl: 0.6973 (0.7086) loss_vfl_aux_0: 0.8122 (0.8329) loss_vfl_aux_1: 0.7620 (0.7751) loss_vfl_aux_2: 0.7424 (0.7382) loss_vfl_aux_3: 0.7190 (0.7202) loss_vfl_aux_4: 0.7046 (0.7118) loss_vfl_aux_5: 0.7840 (0.8058) loss_vfl_dn_0: 0.4601 (0.4661) loss_vfl_dn_1: 0.4043 (0.4044) loss_vfl_dn_2: 0.3854 (0.3880) loss_vfl_dn_3: 0.3760 (0.3805) loss_vfl_dn_4: 0.3740 (0.3776) loss_vfl_dn_5: 0.3717 (0.3769) time: 0.4824 data: 0.0139 max mem: 5654 Epoch: [22] [6000/7393] eta: 0:11:07 lr: 0.000010 loss: 17.1657 (16.9741) loss_bbox: 0.1617 (0.1660) loss_bbox_aux_0: 0.1729 (0.1786) loss_bbox_aux_1: 0.1583 (0.1705) loss_bbox_aux_2: 0.1557 (0.1677) loss_bbox_aux_3: 0.1594 (0.1661) loss_bbox_aux_4: 0.1590 (0.1659) loss_bbox_aux_5: 0.2195 (0.2198) loss_bbox_dn_0: 0.2959 (0.2982) loss_bbox_dn_1: 0.2326 (0.2287) loss_bbox_dn_2: 0.2125 (0.2070) loss_bbox_dn_3: 0.2091 (0.1997) loss_bbox_dn_4: 0.2066 (0.1982) loss_bbox_dn_5: 0.2067 (0.1982) loss_giou: 0.5145 (0.5026) loss_giou_aux_0: 0.5447 (0.5266) loss_giou_aux_1: 0.5273 (0.5117) loss_giou_aux_2: 0.5207 (0.5066) loss_giou_aux_3: 0.5117 (0.5036) loss_giou_aux_4: 0.5185 (0.5026) loss_giou_aux_5: 0.6015 (0.5984) loss_giou_dn_0: 0.6225 (0.6230) loss_giou_dn_1: 0.5128 (0.5185) loss_giou_dn_2: 0.4932 (0.4902) loss_giou_dn_3: 0.4850 (0.4817) loss_giou_dn_4: 0.4838 (0.4798) loss_giou_dn_5: 0.4840 (0.4799) loss_vfl: 0.6703 (0.7084) loss_vfl_aux_0: 0.7777 (0.8326) loss_vfl_aux_1: 0.7365 (0.7749) loss_vfl_aux_2: 0.7026 (0.7381) loss_vfl_aux_3: 0.6858 (0.7200) loss_vfl_aux_4: 0.6714 (0.7116) loss_vfl_aux_5: 0.7626 (0.8056) loss_vfl_dn_0: 0.4659 (0.4661) loss_vfl_dn_1: 0.4063 (0.4043) loss_vfl_dn_2: 0.3921 (0.3880) loss_vfl_dn_3: 0.3874 (0.3804) loss_vfl_dn_4: 0.3850 (0.3776) loss_vfl_dn_5: 0.3825 (0.3768) time: 0.4677 data: 0.0140 max mem: 5654 Epoch: [22] [6100/7393] eta: 0:10:20 lr: 0.000010 loss: 17.2058 (16.9776) loss_bbox: 0.1684 (0.1661) loss_bbox_aux_0: 0.1812 (0.1788) loss_bbox_aux_1: 0.1727 (0.1707) loss_bbox_aux_2: 0.1642 (0.1679) loss_bbox_aux_3: 0.1702 (0.1663) loss_bbox_aux_4: 0.1684 (0.1660) loss_bbox_aux_5: 0.2176 (0.2200) loss_bbox_dn_0: 0.3009 (0.2983) loss_bbox_dn_1: 0.2303 (0.2289) loss_bbox_dn_2: 0.2127 (0.2071) loss_bbox_dn_3: 0.2106 (0.1998) loss_bbox_dn_4: 0.2107 (0.1984) loss_bbox_dn_5: 0.2107 (0.1983) loss_giou: 0.4932 (0.5026) loss_giou_aux_0: 0.5382 (0.5267) loss_giou_aux_1: 0.5232 (0.5117) loss_giou_aux_2: 0.5008 (0.5067) loss_giou_aux_3: 0.4815 (0.5037) loss_giou_aux_4: 0.4781 (0.5027) loss_giou_aux_5: 0.6001 (0.5984) loss_giou_dn_0: 0.6158 (0.6230) loss_giou_dn_1: 0.5054 (0.5186) loss_giou_dn_2: 0.4785 (0.4903) loss_giou_dn_3: 0.4723 (0.4818) loss_giou_dn_4: 0.4718 (0.4799) loss_giou_dn_5: 0.4731 (0.4800) loss_vfl: 0.6995 (0.7084) loss_vfl_aux_0: 0.8342 (0.8326) loss_vfl_aux_1: 0.7835 (0.7751) loss_vfl_aux_2: 0.7521 (0.7382) loss_vfl_aux_3: 0.7020 (0.7201) loss_vfl_aux_4: 0.7066 (0.7117) loss_vfl_aux_5: 0.8265 (0.8056) loss_vfl_dn_0: 0.4652 (0.4661) loss_vfl_dn_1: 0.4006 (0.4043) loss_vfl_dn_2: 0.3890 (0.3880) loss_vfl_dn_3: 0.3818 (0.3804) loss_vfl_dn_4: 0.3784 (0.3776) loss_vfl_dn_5: 0.3770 (0.3769) time: 0.7329 data: 0.0137 max mem: 5654 Epoch: [22] [6200/7393] eta: 0:09:32 lr: 0.000010 loss: 17.2014 (16.9785) loss_bbox: 0.1575 (0.1661) loss_bbox_aux_0: 0.1785 (0.1788) loss_bbox_aux_1: 0.1699 (0.1707) loss_bbox_aux_2: 0.1606 (0.1679) loss_bbox_aux_3: 0.1576 (0.1663) loss_bbox_aux_4: 0.1609 (0.1660) loss_bbox_aux_5: 0.2233 (0.2200) loss_bbox_dn_0: 0.2834 (0.2983) loss_bbox_dn_1: 0.2161 (0.2289) loss_bbox_dn_2: 0.2038 (0.2072) loss_bbox_dn_3: 0.1930 (0.1999) loss_bbox_dn_4: 0.1891 (0.1984) loss_bbox_dn_5: 0.1891 (0.1984) loss_giou: 0.5201 (0.5026) loss_giou_aux_0: 0.5572 (0.5267) loss_giou_aux_1: 0.5253 (0.5117) loss_giou_aux_2: 0.5364 (0.5067) loss_giou_aux_3: 0.5258 (0.5037) loss_giou_aux_4: 0.5200 (0.5027) loss_giou_aux_5: 0.5890 (0.5985) loss_giou_dn_0: 0.6342 (0.6230) loss_giou_dn_1: 0.5235 (0.5186) loss_giou_dn_2: 0.4929 (0.4903) loss_giou_dn_3: 0.4855 (0.4819) loss_giou_dn_4: 0.4835 (0.4799) loss_giou_dn_5: 0.4836 (0.4801) loss_vfl: 0.6996 (0.7085) loss_vfl_aux_0: 0.8200 (0.8325) loss_vfl_aux_1: 0.7404 (0.7751) loss_vfl_aux_2: 0.7352 (0.7383) loss_vfl_aux_3: 0.7175 (0.7202) loss_vfl_aux_4: 0.7056 (0.7118) loss_vfl_aux_5: 0.8083 (0.8055) loss_vfl_dn_0: 0.4652 (0.4661) loss_vfl_dn_1: 0.4048 (0.4043) loss_vfl_dn_2: 0.3842 (0.3880) loss_vfl_dn_3: 0.3753 (0.3805) loss_vfl_dn_4: 0.3725 (0.3776) loss_vfl_dn_5: 0.3743 (0.3769) time: 0.4696 data: 0.0140 max mem: 5654 Epoch: [22] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 17.1535 (16.9778) loss_bbox: 0.1541 (0.1660) loss_bbox_aux_0: 0.1621 (0.1787) loss_bbox_aux_1: 0.1505 (0.1706) loss_bbox_aux_2: 0.1429 (0.1678) loss_bbox_aux_3: 0.1404 (0.1661) loss_bbox_aux_4: 0.1537 (0.1659) loss_bbox_aux_5: 0.1956 (0.2199) loss_bbox_dn_0: 0.2339 (0.2981) loss_bbox_dn_1: 0.1921 (0.2287) loss_bbox_dn_2: 0.1718 (0.2070) loss_bbox_dn_3: 0.1667 (0.1997) loss_bbox_dn_4: 0.1656 (0.1982) loss_bbox_dn_5: 0.1657 (0.1982) loss_giou: 0.5552 (0.5030) loss_giou_aux_0: 0.5946 (0.5271) loss_giou_aux_1: 0.5801 (0.5120) loss_giou_aux_2: 0.5775 (0.5070) loss_giou_aux_3: 0.5687 (0.5040) loss_giou_aux_4: 0.5553 (0.5030) loss_giou_aux_5: 0.6515 (0.5988) loss_giou_dn_0: 0.6553 (0.6232) loss_giou_dn_1: 0.5559 (0.5187) loss_giou_dn_2: 0.5302 (0.4904) loss_giou_dn_3: 0.5200 (0.4820) loss_giou_dn_4: 0.5173 (0.4800) loss_giou_dn_5: 0.5173 (0.4802) loss_vfl: 0.6810 (0.7083) loss_vfl_aux_0: 0.7822 (0.8322) loss_vfl_aux_1: 0.7331 (0.7748) loss_vfl_aux_2: 0.6998 (0.7380) loss_vfl_aux_3: 0.7004 (0.7200) loss_vfl_aux_4: 0.6946 (0.7116) loss_vfl_aux_5: 0.7556 (0.8051) loss_vfl_dn_0: 0.4555 (0.4660) loss_vfl_dn_1: 0.4001 (0.4043) loss_vfl_dn_2: 0.3883 (0.3880) loss_vfl_dn_3: 0.3792 (0.3804) loss_vfl_dn_4: 0.3767 (0.3776) loss_vfl_dn_5: 0.3757 (0.3769) time: 0.4699 data: 0.0146 max mem: 5654 Epoch: [22] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 16.5789 (16.9752) loss_bbox: 0.1444 (0.1659) loss_bbox_aux_0: 0.1487 (0.1786) loss_bbox_aux_1: 0.1435 (0.1704) loss_bbox_aux_2: 0.1463 (0.1677) loss_bbox_aux_3: 0.1445 (0.1660) loss_bbox_aux_4: 0.1429 (0.1658) loss_bbox_aux_5: 0.1963 (0.2198) loss_bbox_dn_0: 0.2635 (0.2979) loss_bbox_dn_1: 0.1931 (0.2286) loss_bbox_dn_2: 0.1695 (0.2068) loss_bbox_dn_3: 0.1618 (0.1996) loss_bbox_dn_4: 0.1599 (0.1981) loss_bbox_dn_5: 0.1599 (0.1981) loss_giou: 0.4676 (0.5029) loss_giou_aux_0: 0.5001 (0.5270) loss_giou_aux_1: 0.4853 (0.5119) loss_giou_aux_2: 0.4794 (0.5069) loss_giou_aux_3: 0.4819 (0.5039) loss_giou_aux_4: 0.4715 (0.5029) loss_giou_aux_5: 0.5781 (0.5988) loss_giou_dn_0: 0.6162 (0.6232) loss_giou_dn_1: 0.5106 (0.5187) loss_giou_dn_2: 0.4853 (0.4904) loss_giou_dn_3: 0.4778 (0.4820) loss_giou_dn_4: 0.4759 (0.4800) loss_giou_dn_5: 0.4764 (0.4802) loss_vfl: 0.6933 (0.7083) loss_vfl_aux_0: 0.8070 (0.8321) loss_vfl_aux_1: 0.7456 (0.7749) loss_vfl_aux_2: 0.7171 (0.7382) loss_vfl_aux_3: 0.6934 (0.7200) loss_vfl_aux_4: 0.6880 (0.7116) loss_vfl_aux_5: 0.7597 (0.8049) loss_vfl_dn_0: 0.4660 (0.4660) loss_vfl_dn_1: 0.4071 (0.4043) loss_vfl_dn_2: 0.3913 (0.3880) loss_vfl_dn_3: 0.3863 (0.3804) loss_vfl_dn_4: 0.3838 (0.3776) loss_vfl_dn_5: 0.3821 (0.3769) time: 0.4785 data: 0.0141 max mem: 5654 Epoch: [22] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 16.3075 (16.9743) loss_bbox: 0.1590 (0.1659) loss_bbox_aux_0: 0.1689 (0.1786) loss_bbox_aux_1: 0.1625 (0.1705) loss_bbox_aux_2: 0.1569 (0.1677) loss_bbox_aux_3: 0.1599 (0.1661) loss_bbox_aux_4: 0.1621 (0.1658) loss_bbox_aux_5: 0.2008 (0.2198) loss_bbox_dn_0: 0.2656 (0.2979) loss_bbox_dn_1: 0.2014 (0.2285) loss_bbox_dn_2: 0.1891 (0.2068) loss_bbox_dn_3: 0.1786 (0.1995) loss_bbox_dn_4: 0.1783 (0.1980) loss_bbox_dn_5: 0.1789 (0.1980) loss_giou: 0.5015 (0.5029) loss_giou_aux_0: 0.5339 (0.5270) loss_giou_aux_1: 0.5148 (0.5120) loss_giou_aux_2: 0.5167 (0.5069) loss_giou_aux_3: 0.4949 (0.5040) loss_giou_aux_4: 0.4902 (0.5029) loss_giou_aux_5: 0.5789 (0.5988) loss_giou_dn_0: 0.6168 (0.6232) loss_giou_dn_1: 0.5121 (0.5187) loss_giou_dn_2: 0.4826 (0.4904) loss_giou_dn_3: 0.4713 (0.4820) loss_giou_dn_4: 0.4705 (0.4800) loss_giou_dn_5: 0.4708 (0.4802) loss_vfl: 0.6814 (0.7082) loss_vfl_aux_0: 0.8010 (0.8320) loss_vfl_aux_1: 0.7519 (0.7748) loss_vfl_aux_2: 0.7071 (0.7380) loss_vfl_aux_3: 0.7027 (0.7199) loss_vfl_aux_4: 0.6885 (0.7115) loss_vfl_aux_5: 0.8105 (0.8050) loss_vfl_dn_0: 0.4613 (0.4660) loss_vfl_dn_1: 0.3959 (0.4043) loss_vfl_dn_2: 0.3765 (0.3879) loss_vfl_dn_3: 0.3703 (0.3804) loss_vfl_dn_4: 0.3680 (0.3775) loss_vfl_dn_5: 0.3659 (0.3768) time: 0.7285 data: 0.0136 max mem: 5654 Epoch: [22] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 17.5704 (16.9750) loss_bbox: 0.1735 (0.1661) loss_bbox_aux_0: 0.1930 (0.1787) loss_bbox_aux_1: 0.1763 (0.1706) loss_bbox_aux_2: 0.1774 (0.1679) loss_bbox_aux_3: 0.1767 (0.1662) loss_bbox_aux_4: 0.1735 (0.1660) loss_bbox_aux_5: 0.2326 (0.2199) loss_bbox_dn_0: 0.2978 (0.2979) loss_bbox_dn_1: 0.2354 (0.2286) loss_bbox_dn_2: 0.2191 (0.2069) loss_bbox_dn_3: 0.2126 (0.1996) loss_bbox_dn_4: 0.2106 (0.1981) loss_bbox_dn_5: 0.2106 (0.1981) loss_giou: 0.5005 (0.5028) loss_giou_aux_0: 0.5153 (0.5268) loss_giou_aux_1: 0.5173 (0.5119) loss_giou_aux_2: 0.4990 (0.5068) loss_giou_aux_3: 0.5034 (0.5038) loss_giou_aux_4: 0.4997 (0.5028) loss_giou_aux_5: 0.6180 (0.5986) loss_giou_dn_0: 0.6328 (0.6231) loss_giou_dn_1: 0.5299 (0.5186) loss_giou_dn_2: 0.5077 (0.4903) loss_giou_dn_3: 0.5032 (0.4818) loss_giou_dn_4: 0.5008 (0.4799) loss_giou_dn_5: 0.5013 (0.4800) loss_vfl: 0.7302 (0.7084) loss_vfl_aux_0: 0.8256 (0.8321) loss_vfl_aux_1: 0.7808 (0.7748) loss_vfl_aux_2: 0.7797 (0.7382) loss_vfl_aux_3: 0.7579 (0.7201) loss_vfl_aux_4: 0.7517 (0.7116) loss_vfl_aux_5: 0.7953 (0.8050) loss_vfl_dn_0: 0.4679 (0.4660) loss_vfl_dn_1: 0.4077 (0.4043) loss_vfl_dn_2: 0.3908 (0.3879) loss_vfl_dn_3: 0.3870 (0.3804) loss_vfl_dn_4: 0.3848 (0.3775) loss_vfl_dn_5: 0.3833 (0.3768) time: 0.4696 data: 0.0144 max mem: 5654 Epoch: [22] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 16.9788 (16.9743) loss_bbox: 0.1711 (0.1661) loss_bbox_aux_0: 0.1618 (0.1787) loss_bbox_aux_1: 0.1656 (0.1707) loss_bbox_aux_2: 0.1630 (0.1679) loss_bbox_aux_3: 0.1637 (0.1662) loss_bbox_aux_4: 0.1724 (0.1660) loss_bbox_aux_5: 0.2153 (0.2200) loss_bbox_dn_0: 0.2747 (0.2980) loss_bbox_dn_1: 0.2106 (0.2286) loss_bbox_dn_2: 0.1914 (0.2069) loss_bbox_dn_3: 0.1822 (0.1996) loss_bbox_dn_4: 0.1821 (0.1981) loss_bbox_dn_5: 0.1823 (0.1981) loss_giou: 0.4694 (0.5026) loss_giou_aux_0: 0.4683 (0.5267) loss_giou_aux_1: 0.4574 (0.5117) loss_giou_aux_2: 0.4546 (0.5067) loss_giou_aux_3: 0.4670 (0.5037) loss_giou_aux_4: 0.4665 (0.5027) loss_giou_aux_5: 0.5611 (0.5984) loss_giou_dn_0: 0.5988 (0.6230) loss_giou_dn_1: 0.4903 (0.5185) loss_giou_dn_2: 0.4662 (0.4902) loss_giou_dn_3: 0.4562 (0.4817) loss_giou_dn_4: 0.4510 (0.4798) loss_giou_dn_5: 0.4511 (0.4799) loss_vfl: 0.7019 (0.7085) loss_vfl_aux_0: 0.8646 (0.8321) loss_vfl_aux_1: 0.7951 (0.7748) loss_vfl_aux_2: 0.7408 (0.7382) loss_vfl_aux_3: 0.7208 (0.7202) loss_vfl_aux_4: 0.7016 (0.7118) loss_vfl_aux_5: 0.8176 (0.8051) loss_vfl_dn_0: 0.4657 (0.4660) loss_vfl_dn_1: 0.4018 (0.4043) loss_vfl_dn_2: 0.3899 (0.3879) loss_vfl_dn_3: 0.3843 (0.3804) loss_vfl_dn_4: 0.3787 (0.3775) loss_vfl_dn_5: 0.3779 (0.3768) time: 0.4687 data: 0.0138 max mem: 5654 Epoch: [22] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.9379 (16.9720) loss_bbox: 0.1744 (0.1662) loss_bbox_aux_0: 0.1938 (0.1788) loss_bbox_aux_1: 0.1839 (0.1708) loss_bbox_aux_2: 0.1764 (0.1680) loss_bbox_aux_3: 0.1716 (0.1663) loss_bbox_aux_4: 0.1734 (0.1661) loss_bbox_aux_5: 0.2308 (0.2201) loss_bbox_dn_0: 0.2994 (0.2981) loss_bbox_dn_1: 0.2440 (0.2288) loss_bbox_dn_2: 0.2156 (0.2070) loss_bbox_dn_3: 0.2074 (0.1997) loss_bbox_dn_4: 0.2066 (0.1982) loss_bbox_dn_5: 0.2065 (0.1982) loss_giou: 0.4675 (0.5023) loss_giou_aux_0: 0.4803 (0.5263) loss_giou_aux_1: 0.4693 (0.5114) loss_giou_aux_2: 0.4648 (0.5063) loss_giou_aux_3: 0.4736 (0.5033) loss_giou_aux_4: 0.4698 (0.5023) loss_giou_aux_5: 0.5531 (0.5981) loss_giou_dn_0: 0.6058 (0.6227) loss_giou_dn_1: 0.4991 (0.5183) loss_giou_dn_2: 0.4745 (0.4900) loss_giou_dn_3: 0.4676 (0.4815) loss_giou_dn_4: 0.4632 (0.4795) loss_giou_dn_5: 0.4632 (0.4797) loss_vfl: 0.7059 (0.7086) loss_vfl_aux_0: 0.8291 (0.8323) loss_vfl_aux_1: 0.7694 (0.7748) loss_vfl_aux_2: 0.7362 (0.7382) loss_vfl_aux_3: 0.7185 (0.7202) loss_vfl_aux_4: 0.7022 (0.7118) loss_vfl_aux_5: 0.7948 (0.8052) loss_vfl_dn_0: 0.4592 (0.4660) loss_vfl_dn_1: 0.3980 (0.4043) loss_vfl_dn_2: 0.3805 (0.3879) loss_vfl_dn_3: 0.3744 (0.3804) loss_vfl_dn_4: 0.3724 (0.3775) loss_vfl_dn_5: 0.3717 (0.3768) time: 0.4726 data: 0.0140 max mem: 5654 Epoch: [22] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 16.2081 (16.9704) loss_bbox: 0.1565 (0.1661) loss_bbox_aux_0: 0.1673 (0.1787) loss_bbox_aux_1: 0.1569 (0.1707) loss_bbox_aux_2: 0.1545 (0.1680) loss_bbox_aux_3: 0.1537 (0.1663) loss_bbox_aux_4: 0.1556 (0.1660) loss_bbox_aux_5: 0.2097 (0.2201) loss_bbox_dn_0: 0.2604 (0.2981) loss_bbox_dn_1: 0.2043 (0.2287) loss_bbox_dn_2: 0.1846 (0.2070) loss_bbox_dn_3: 0.1803 (0.1997) loss_bbox_dn_4: 0.1787 (0.1982) loss_bbox_dn_5: 0.1789 (0.1982) loss_giou: 0.4114 (0.5022) loss_giou_aux_0: 0.4261 (0.5263) loss_giou_aux_1: 0.4297 (0.5114) loss_giou_aux_2: 0.4280 (0.5063) loss_giou_aux_3: 0.4127 (0.5033) loss_giou_aux_4: 0.4118 (0.5022) loss_giou_aux_5: 0.5230 (0.5982) loss_giou_dn_0: 0.5782 (0.6227) loss_giou_dn_1: 0.4899 (0.5182) loss_giou_dn_2: 0.4542 (0.4899) loss_giou_dn_3: 0.4382 (0.4815) loss_giou_dn_4: 0.4386 (0.4795) loss_giou_dn_5: 0.4387 (0.4797) loss_vfl: 0.6612 (0.7085) loss_vfl_aux_0: 0.8111 (0.8321) loss_vfl_aux_1: 0.7435 (0.7747) loss_vfl_aux_2: 0.7102 (0.7381) loss_vfl_aux_3: 0.6758 (0.7201) loss_vfl_aux_4: 0.6727 (0.7117) loss_vfl_aux_5: 0.7713 (0.8050) loss_vfl_dn_0: 0.4643 (0.4660) loss_vfl_dn_1: 0.4024 (0.4042) loss_vfl_dn_2: 0.3892 (0.3879) loss_vfl_dn_3: 0.3778 (0.3804) loss_vfl_dn_4: 0.3753 (0.3775) loss_vfl_dn_5: 0.3743 (0.3768) time: 0.4687 data: 0.0141 max mem: 5654 Epoch: [22] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 17.0966 (16.9721) loss_bbox: 0.1742 (0.1662) loss_bbox_aux_0: 0.1758 (0.1788) loss_bbox_aux_1: 0.1803 (0.1708) loss_bbox_aux_2: 0.1749 (0.1681) loss_bbox_aux_3: 0.1720 (0.1664) loss_bbox_aux_4: 0.1742 (0.1661) loss_bbox_aux_5: 0.2228 (0.2202) loss_bbox_dn_0: 0.3137 (0.2983) loss_bbox_dn_1: 0.2244 (0.2289) loss_bbox_dn_2: 0.2042 (0.2071) loss_bbox_dn_3: 0.1979 (0.1998) loss_bbox_dn_4: 0.1967 (0.1983) loss_bbox_dn_5: 0.1970 (0.1983) loss_giou: 0.4415 (0.5022) loss_giou_aux_0: 0.4623 (0.5263) loss_giou_aux_1: 0.4498 (0.5113) loss_giou_aux_2: 0.4355 (0.5063) loss_giou_aux_3: 0.4354 (0.5033) loss_giou_aux_4: 0.4305 (0.5022) loss_giou_aux_5: 0.5217 (0.5981) loss_giou_dn_0: 0.5936 (0.6227) loss_giou_dn_1: 0.4853 (0.5182) loss_giou_dn_2: 0.4523 (0.4898) loss_giou_dn_3: 0.4428 (0.4814) loss_giou_dn_4: 0.4398 (0.4794) loss_giou_dn_5: 0.4398 (0.4796) loss_vfl: 0.7378 (0.7087) loss_vfl_aux_0: 0.8833 (0.8323) loss_vfl_aux_1: 0.7982 (0.7749) loss_vfl_aux_2: 0.7444 (0.7382) loss_vfl_aux_3: 0.7407 (0.7203) loss_vfl_aux_4: 0.7404 (0.7119) loss_vfl_aux_5: 0.8273 (0.8051) loss_vfl_dn_0: 0.4662 (0.4661) loss_vfl_dn_1: 0.4032 (0.4042) loss_vfl_dn_2: 0.3833 (0.3879) loss_vfl_dn_3: 0.3746 (0.3804) loss_vfl_dn_4: 0.3664 (0.3775) loss_vfl_dn_5: 0.3654 (0.3768) time: 0.4733 data: 0.0136 max mem: 5654 Epoch: [22] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 16.1092 (16.9707) loss_bbox: 0.1560 (0.1662) loss_bbox_aux_0: 0.1691 (0.1788) loss_bbox_aux_1: 0.1632 (0.1708) loss_bbox_aux_2: 0.1568 (0.1680) loss_bbox_aux_3: 0.1588 (0.1664) loss_bbox_aux_4: 0.1560 (0.1661) loss_bbox_aux_5: 0.2165 (0.2202) loss_bbox_dn_0: 0.2805 (0.2983) loss_bbox_dn_1: 0.2144 (0.2289) loss_bbox_dn_2: 0.1969 (0.2071) loss_bbox_dn_3: 0.1914 (0.1998) loss_bbox_dn_4: 0.1899 (0.1983) loss_bbox_dn_5: 0.1895 (0.1983) loss_giou: 0.4322 (0.5021) loss_giou_aux_0: 0.4805 (0.5262) loss_giou_aux_1: 0.4603 (0.5112) loss_giou_aux_2: 0.4513 (0.5062) loss_giou_aux_3: 0.4434 (0.5032) loss_giou_aux_4: 0.4328 (0.5022) loss_giou_aux_5: 0.5623 (0.5981) loss_giou_dn_0: 0.6104 (0.6227) loss_giou_dn_1: 0.4955 (0.5181) loss_giou_dn_2: 0.4546 (0.4898) loss_giou_dn_3: 0.4426 (0.4813) loss_giou_dn_4: 0.4415 (0.4793) loss_giou_dn_5: 0.4415 (0.4795) loss_vfl: 0.7053 (0.7086) loss_vfl_aux_0: 0.8272 (0.8323) loss_vfl_aux_1: 0.7471 (0.7750) loss_vfl_aux_2: 0.7221 (0.7382) loss_vfl_aux_3: 0.6976 (0.7202) loss_vfl_aux_4: 0.6930 (0.7118) loss_vfl_aux_5: 0.7746 (0.8049) loss_vfl_dn_0: 0.4635 (0.4660) loss_vfl_dn_1: 0.4061 (0.4042) loss_vfl_dn_2: 0.3865 (0.3878) loss_vfl_dn_3: 0.3742 (0.3803) loss_vfl_dn_4: 0.3709 (0.3775) loss_vfl_dn_5: 0.3706 (0.3767) time: 0.4683 data: 0.0138 max mem: 5654 Epoch: [22] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.1781 (16.9697) loss_bbox: 0.1585 (0.1662) loss_bbox_aux_0: 0.1729 (0.1788) loss_bbox_aux_1: 0.1617 (0.1708) loss_bbox_aux_2: 0.1587 (0.1681) loss_bbox_aux_3: 0.1520 (0.1664) loss_bbox_aux_4: 0.1595 (0.1661) loss_bbox_aux_5: 0.2107 (0.2203) loss_bbox_dn_0: 0.2855 (0.2984) loss_bbox_dn_1: 0.2041 (0.2289) loss_bbox_dn_2: 0.1874 (0.2071) loss_bbox_dn_3: 0.1820 (0.1998) loss_bbox_dn_4: 0.1819 (0.1983) loss_bbox_dn_5: 0.1820 (0.1983) loss_giou: 0.4517 (0.5020) loss_giou_aux_0: 0.4955 (0.5261) loss_giou_aux_1: 0.4557 (0.5111) loss_giou_aux_2: 0.4464 (0.5061) loss_giou_aux_3: 0.4508 (0.5032) loss_giou_aux_4: 0.4435 (0.5021) loss_giou_aux_5: 0.5532 (0.5980) loss_giou_dn_0: 0.6077 (0.6226) loss_giou_dn_1: 0.5033 (0.5180) loss_giou_dn_2: 0.4677 (0.4897) loss_giou_dn_3: 0.4597 (0.4812) loss_giou_dn_4: 0.4577 (0.4792) loss_giou_dn_5: 0.4579 (0.4794) loss_vfl: 0.7276 (0.7086) loss_vfl_aux_0: 0.8406 (0.8323) loss_vfl_aux_1: 0.8037 (0.7749) loss_vfl_aux_2: 0.7244 (0.7382) loss_vfl_aux_3: 0.7404 (0.7202) loss_vfl_aux_4: 0.7169 (0.7118) loss_vfl_aux_5: 0.8304 (0.8049) loss_vfl_dn_0: 0.4659 (0.4661) loss_vfl_dn_1: 0.4068 (0.4042) loss_vfl_dn_2: 0.3887 (0.3879) loss_vfl_dn_3: 0.3808 (0.3803) loss_vfl_dn_4: 0.3797 (0.3775) loss_vfl_dn_5: 0.3800 (0.3767) time: 0.4716 data: 0.0137 max mem: 5654 Epoch: [22] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.0781 (16.9712) loss_bbox: 0.1445 (0.1662) loss_bbox_aux_0: 0.1590 (0.1789) loss_bbox_aux_1: 0.1523 (0.1708) loss_bbox_aux_2: 0.1515 (0.1681) loss_bbox_aux_3: 0.1467 (0.1664) loss_bbox_aux_4: 0.1445 (0.1661) loss_bbox_aux_5: 0.2056 (0.2203) loss_bbox_dn_0: 0.2735 (0.2984) loss_bbox_dn_1: 0.2139 (0.2289) loss_bbox_dn_2: 0.1978 (0.2071) loss_bbox_dn_3: 0.1899 (0.1999) loss_bbox_dn_4: 0.1874 (0.1984) loss_bbox_dn_5: 0.1873 (0.1984) loss_giou: 0.4810 (0.5022) loss_giou_aux_0: 0.5047 (0.5264) loss_giou_aux_1: 0.4937 (0.5113) loss_giou_aux_2: 0.4875 (0.5063) loss_giou_aux_3: 0.4758 (0.5033) loss_giou_aux_4: 0.4807 (0.5022) loss_giou_aux_5: 0.5950 (0.5982) loss_giou_dn_0: 0.6240 (0.6227) loss_giou_dn_1: 0.5125 (0.5181) loss_giou_dn_2: 0.4841 (0.4898) loss_giou_dn_3: 0.4682 (0.4813) loss_giou_dn_4: 0.4628 (0.4793) loss_giou_dn_5: 0.4629 (0.4795) loss_vfl: 0.6780 (0.7086) loss_vfl_aux_0: 0.7892 (0.8321) loss_vfl_aux_1: 0.7614 (0.7747) loss_vfl_aux_2: 0.7031 (0.7381) loss_vfl_aux_3: 0.6923 (0.7201) loss_vfl_aux_4: 0.6776 (0.7118) loss_vfl_aux_5: 0.7848 (0.8048) loss_vfl_dn_0: 0.4618 (0.4660) loss_vfl_dn_1: 0.4000 (0.4042) loss_vfl_dn_2: 0.3795 (0.3878) loss_vfl_dn_3: 0.3713 (0.3803) loss_vfl_dn_4: 0.3693 (0.3774) loss_vfl_dn_5: 0.3677 (0.3767) time: 0.4748 data: 0.0140 max mem: 5654 Epoch: [22] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.6765 (16.9722) loss_bbox: 0.1554 (0.1662) loss_bbox_aux_0: 0.1731 (0.1789) loss_bbox_aux_1: 0.1647 (0.1709) loss_bbox_aux_2: 0.1633 (0.1681) loss_bbox_aux_3: 0.1451 (0.1664) loss_bbox_aux_4: 0.1436 (0.1662) loss_bbox_aux_5: 0.2033 (0.2204) loss_bbox_dn_0: 0.2737 (0.2984) loss_bbox_dn_1: 0.2213 (0.2289) loss_bbox_dn_2: 0.1968 (0.2071) loss_bbox_dn_3: 0.1892 (0.1998) loss_bbox_dn_4: 0.1880 (0.1983) loss_bbox_dn_5: 0.1879 (0.1983) loss_giou: 0.4968 (0.5023) loss_giou_aux_0: 0.5098 (0.5265) loss_giou_aux_1: 0.4919 (0.5115) loss_giou_aux_2: 0.4929 (0.5064) loss_giou_aux_3: 0.4906 (0.5034) loss_giou_aux_4: 0.4889 (0.5023) loss_giou_aux_5: 0.5704 (0.5983) loss_giou_dn_0: 0.6018 (0.6227) loss_giou_dn_1: 0.4989 (0.5181) loss_giou_dn_2: 0.4764 (0.4899) loss_giou_dn_3: 0.4717 (0.4814) loss_giou_dn_4: 0.4696 (0.4794) loss_giou_dn_5: 0.4694 (0.4796) loss_vfl: 0.6984 (0.7085) loss_vfl_aux_0: 0.8248 (0.8320) loss_vfl_aux_1: 0.7821 (0.7746) loss_vfl_aux_2: 0.7433 (0.7381) loss_vfl_aux_3: 0.7071 (0.7201) loss_vfl_aux_4: 0.7015 (0.7118) loss_vfl_aux_5: 0.8040 (0.8047) loss_vfl_dn_0: 0.4681 (0.4660) loss_vfl_dn_1: 0.4047 (0.4042) loss_vfl_dn_2: 0.3907 (0.3878) loss_vfl_dn_3: 0.3803 (0.3803) loss_vfl_dn_4: 0.3782 (0.3774) loss_vfl_dn_5: 0.3774 (0.3767) time: 0.4580 data: 0.0144 max mem: 5654 Epoch: [22] Total time: 0:59:10 (0.4802 s / it) Averaged stats: lr: 0.000010 loss: 16.6765 (16.9722) loss_bbox: 0.1554 (0.1662) loss_bbox_aux_0: 0.1731 (0.1789) loss_bbox_aux_1: 0.1647 (0.1709) loss_bbox_aux_2: 0.1633 (0.1681) loss_bbox_aux_3: 0.1451 (0.1664) loss_bbox_aux_4: 0.1436 (0.1662) loss_bbox_aux_5: 0.2033 (0.2204) loss_bbox_dn_0: 0.2737 (0.2984) loss_bbox_dn_1: 0.2213 (0.2289) loss_bbox_dn_2: 0.1968 (0.2071) loss_bbox_dn_3: 0.1892 (0.1998) loss_bbox_dn_4: 0.1880 (0.1983) loss_bbox_dn_5: 0.1879 (0.1983) loss_giou: 0.4968 (0.5023) loss_giou_aux_0: 0.5098 (0.5265) loss_giou_aux_1: 0.4919 (0.5115) loss_giou_aux_2: 0.4929 (0.5064) loss_giou_aux_3: 0.4906 (0.5034) loss_giou_aux_4: 0.4889 (0.5023) loss_giou_aux_5: 0.5704 (0.5983) loss_giou_dn_0: 0.6018 (0.6227) loss_giou_dn_1: 0.4989 (0.5181) loss_giou_dn_2: 0.4764 (0.4899) loss_giou_dn_3: 0.4717 (0.4814) loss_giou_dn_4: 0.4696 (0.4794) loss_giou_dn_5: 0.4694 (0.4796) loss_vfl: 0.6984 (0.7085) loss_vfl_aux_0: 0.8248 (0.8320) loss_vfl_aux_1: 0.7821 (0.7746) loss_vfl_aux_2: 0.7433 (0.7381) loss_vfl_aux_3: 0.7071 (0.7201) loss_vfl_aux_4: 0.7015 (0.7118) loss_vfl_aux_5: 0.8040 (0.8047) loss_vfl_dn_0: 0.4681 (0.4660) loss_vfl_dn_1: 0.4047 (0.4042) loss_vfl_dn_2: 0.3907 (0.3878) loss_vfl_dn_3: 0.3803 (0.3803) loss_vfl_dn_4: 0.3782 (0.3774) loss_vfl_dn_5: 0.3774 (0.3767) Test: [ 0/157] eta: 0:04:04 time: 1.5569 data: 1.1472 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.4999 data: 0.1271 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3966 data: 0.0264 max mem: 5654 Test: [ 30/157] eta: 0:01:18 time: 0.6819 data: 0.0275 max mem: 5654 Test: [ 40/157] eta: 0:01:05 time: 0.6733 data: 0.0266 max mem: 5654 Test: [ 50/157] eta: 0:00:56 time: 0.3844 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:48 time: 0.3903 data: 0.0266 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3874 data: 0.0260 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.3896 data: 0.0258 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3958 data: 0.0258 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3854 data: 0.0256 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3868 data: 0.0256 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3851 data: 0.0259 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3829 data: 0.0265 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3833 data: 0.0265 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6405 data: 0.0259 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6295 data: 0.0252 max mem: 5654 Test: Total time: 0:01:13 (0.4660 s / it) Averaged stats: Accumulating evaluation results... DONE (t=31.62s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.689 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.638 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 22, 'coco_eval_bbox': 0.5085789942088135} Epoch: [23] [ 0/7393] eta: 1 day, 3:49:17 lr: 0.000010 loss: 15.9560 (15.9560) loss_bbox: 0.1669 (0.1669) loss_bbox_aux_0: 0.1814 (0.1814) loss_bbox_aux_1: 0.1713 (0.1713) loss_bbox_aux_2: 0.1531 (0.1531) loss_bbox_aux_3: 0.1657 (0.1657) loss_bbox_aux_4: 0.1667 (0.1667) loss_bbox_aux_5: 0.2267 (0.2267) loss_bbox_dn_0: 0.3329 (0.3329) loss_bbox_dn_1: 0.2417 (0.2417) loss_bbox_dn_2: 0.2191 (0.2191) loss_bbox_dn_3: 0.2074 (0.2074) loss_bbox_dn_4: 0.2029 (0.2029) loss_bbox_dn_5: 0.2029 (0.2029) loss_giou: 0.4188 (0.4188) loss_giou_aux_0: 0.4501 (0.4501) loss_giou_aux_1: 0.4328 (0.4328) loss_giou_aux_2: 0.4185 (0.4185) loss_giou_aux_3: 0.4210 (0.4210) loss_giou_aux_4: 0.4184 (0.4184) loss_giou_aux_5: 0.5372 (0.5372) loss_giou_dn_0: 0.5958 (0.5958) loss_giou_dn_1: 0.4811 (0.4811) loss_giou_dn_2: 0.4510 (0.4510) loss_giou_dn_3: 0.4375 (0.4375) loss_giou_dn_4: 0.4321 (0.4321) loss_giou_dn_5: 0.4326 (0.4326) loss_vfl: 0.6610 (0.6610) loss_vfl_aux_0: 0.7811 (0.7811) loss_vfl_aux_1: 0.7460 (0.7460) loss_vfl_aux_2: 0.7136 (0.7136) loss_vfl_aux_3: 0.6562 (0.6562) loss_vfl_aux_4: 0.6488 (0.6488) loss_vfl_aux_5: 0.7902 (0.7902) loss_vfl_dn_0: 0.4631 (0.4631) loss_vfl_dn_1: 0.4103 (0.4103) loss_vfl_dn_2: 0.3908 (0.3908) loss_vfl_dn_3: 0.3779 (0.3779) loss_vfl_dn_4: 0.3753 (0.3753) loss_vfl_dn_5: 0.3762 (0.3762) time: 13.5476 data: 1.7854 max mem: 5654 Epoch: [23] [ 100/7393] eta: 1:14:29 lr: 0.000010 loss: 16.2345 (16.8839) loss_bbox: 0.1450 (0.1635) loss_bbox_aux_0: 0.1593 (0.1757) loss_bbox_aux_1: 0.1522 (0.1684) loss_bbox_aux_2: 0.1512 (0.1649) loss_bbox_aux_3: 0.1460 (0.1622) loss_bbox_aux_4: 0.1419 (0.1634) loss_bbox_aux_5: 0.1975 (0.2165) loss_bbox_dn_0: 0.2665 (0.2949) loss_bbox_dn_1: 0.1993 (0.2250) loss_bbox_dn_2: 0.1783 (0.2034) loss_bbox_dn_3: 0.1750 (0.1952) loss_bbox_dn_4: 0.1762 (0.1936) loss_bbox_dn_5: 0.1762 (0.1936) loss_giou: 0.4720 (0.4997) loss_giou_aux_0: 0.5011 (0.5258) loss_giou_aux_1: 0.4904 (0.5095) loss_giou_aux_2: 0.4829 (0.5031) loss_giou_aux_3: 0.4723 (0.4993) loss_giou_aux_4: 0.4719 (0.4995) loss_giou_aux_5: 0.5699 (0.5947) loss_giou_dn_0: 0.6146 (0.6205) loss_giou_dn_1: 0.5014 (0.5155) loss_giou_dn_2: 0.4694 (0.4871) loss_giou_dn_3: 0.4583 (0.4785) loss_giou_dn_4: 0.4561 (0.4764) loss_giou_dn_5: 0.4562 (0.4766) loss_vfl: 0.6907 (0.7070) loss_vfl_aux_0: 0.7916 (0.8258) loss_vfl_aux_1: 0.7447 (0.7762) loss_vfl_aux_2: 0.7013 (0.7406) loss_vfl_aux_3: 0.7009 (0.7265) loss_vfl_aux_4: 0.6963 (0.7118) loss_vfl_aux_5: 0.7657 (0.8037) loss_vfl_dn_0: 0.4678 (0.4653) loss_vfl_dn_1: 0.3964 (0.4024) loss_vfl_dn_2: 0.3859 (0.3875) loss_vfl_dn_3: 0.3800 (0.3790) loss_vfl_dn_4: 0.3781 (0.3762) loss_vfl_dn_5: 0.3774 (0.3753) time: 0.4752 data: 0.0147 max mem: 5654 Epoch: [23] [ 200/7393] eta: 1:05:05 lr: 0.000010 loss: 16.6700 (16.7911) loss_bbox: 0.1525 (0.1602) loss_bbox_aux_0: 0.1659 (0.1735) loss_bbox_aux_1: 0.1551 (0.1654) loss_bbox_aux_2: 0.1517 (0.1618) loss_bbox_aux_3: 0.1542 (0.1597) loss_bbox_aux_4: 0.1564 (0.1602) loss_bbox_aux_5: 0.2012 (0.2134) loss_bbox_dn_0: 0.2668 (0.2920) loss_bbox_dn_1: 0.2028 (0.2231) loss_bbox_dn_2: 0.1812 (0.2012) loss_bbox_dn_3: 0.1738 (0.1934) loss_bbox_dn_4: 0.1713 (0.1918) loss_bbox_dn_5: 0.1712 (0.1918) loss_giou: 0.5271 (0.4989) loss_giou_aux_0: 0.5428 (0.5247) loss_giou_aux_1: 0.5313 (0.5082) loss_giou_aux_2: 0.5226 (0.5025) loss_giou_aux_3: 0.5285 (0.4986) loss_giou_aux_4: 0.5291 (0.4988) loss_giou_aux_5: 0.6061 (0.5935) loss_giou_dn_0: 0.6273 (0.6186) loss_giou_dn_1: 0.5340 (0.5143) loss_giou_dn_2: 0.5023 (0.4859) loss_giou_dn_3: 0.4935 (0.4773) loss_giou_dn_4: 0.4923 (0.4752) loss_giou_dn_5: 0.4929 (0.4754) loss_vfl: 0.6997 (0.7028) loss_vfl_aux_0: 0.8141 (0.8203) loss_vfl_aux_1: 0.7595 (0.7674) loss_vfl_aux_2: 0.7089 (0.7328) loss_vfl_aux_3: 0.7081 (0.7200) loss_vfl_aux_4: 0.6945 (0.7068) loss_vfl_aux_5: 0.8058 (0.8007) loss_vfl_dn_0: 0.4628 (0.4645) loss_vfl_dn_1: 0.4068 (0.4021) loss_vfl_dn_2: 0.3902 (0.3864) loss_vfl_dn_3: 0.3807 (0.3782) loss_vfl_dn_4: 0.3793 (0.3753) loss_vfl_dn_5: 0.3793 (0.3745) time: 0.4617 data: 0.0151 max mem: 5654 Epoch: [23] [ 300/7393] eta: 1:01:19 lr: 0.000010 loss: 16.7722 (16.7437) loss_bbox: 0.1497 (0.1602) loss_bbox_aux_0: 0.1727 (0.1736) loss_bbox_aux_1: 0.1599 (0.1651) loss_bbox_aux_2: 0.1599 (0.1621) loss_bbox_aux_3: 0.1541 (0.1598) loss_bbox_aux_4: 0.1488 (0.1598) loss_bbox_aux_5: 0.2069 (0.2135) loss_bbox_dn_0: 0.2797 (0.2922) loss_bbox_dn_1: 0.2182 (0.2235) loss_bbox_dn_2: 0.1956 (0.2015) loss_bbox_dn_3: 0.1824 (0.1939) loss_bbox_dn_4: 0.1808 (0.1923) loss_bbox_dn_5: 0.1806 (0.1923) loss_giou: 0.4757 (0.4934) loss_giou_aux_0: 0.5237 (0.5200) loss_giou_aux_1: 0.4921 (0.5040) loss_giou_aux_2: 0.4903 (0.4978) loss_giou_aux_3: 0.4884 (0.4935) loss_giou_aux_4: 0.4797 (0.4934) loss_giou_aux_5: 0.5775 (0.5894) loss_giou_dn_0: 0.6136 (0.6161) loss_giou_dn_1: 0.5131 (0.5118) loss_giou_dn_2: 0.4836 (0.4836) loss_giou_dn_3: 0.4755 (0.4750) loss_giou_dn_4: 0.4727 (0.4730) loss_giou_dn_5: 0.4727 (0.4732) loss_vfl: 0.7054 (0.7055) loss_vfl_aux_0: 0.8064 (0.8211) loss_vfl_aux_1: 0.7656 (0.7671) loss_vfl_aux_2: 0.7179 (0.7324) loss_vfl_aux_3: 0.7041 (0.7192) loss_vfl_aux_4: 0.7108 (0.7091) loss_vfl_aux_5: 0.7931 (0.7995) loss_vfl_dn_0: 0.4679 (0.4638) loss_vfl_dn_1: 0.4108 (0.4016) loss_vfl_dn_2: 0.3927 (0.3853) loss_vfl_dn_3: 0.3822 (0.3772) loss_vfl_dn_4: 0.3791 (0.3744) loss_vfl_dn_5: 0.3782 (0.3736) time: 0.4653 data: 0.0145 max mem: 5654 Epoch: [23] [ 400/7393] eta: 0:59:13 lr: 0.000010 loss: 16.8595 (16.7462) loss_bbox: 0.1558 (0.1608) loss_bbox_aux_0: 0.1699 (0.1750) loss_bbox_aux_1: 0.1757 (0.1664) loss_bbox_aux_2: 0.1624 (0.1629) loss_bbox_aux_3: 0.1572 (0.1606) loss_bbox_aux_4: 0.1558 (0.1606) loss_bbox_aux_5: 0.2134 (0.2146) loss_bbox_dn_0: 0.2884 (0.2944) loss_bbox_dn_1: 0.2205 (0.2253) loss_bbox_dn_2: 0.2004 (0.2031) loss_bbox_dn_3: 0.1898 (0.1953) loss_bbox_dn_4: 0.1875 (0.1936) loss_bbox_dn_5: 0.1872 (0.1936) loss_giou: 0.4049 (0.4885) loss_giou_aux_0: 0.4457 (0.5159) loss_giou_aux_1: 0.4501 (0.4999) loss_giou_aux_2: 0.4249 (0.4937) loss_giou_aux_3: 0.4090 (0.4892) loss_giou_aux_4: 0.4051 (0.4886) loss_giou_aux_5: 0.5224 (0.5851) loss_giou_dn_0: 0.5884 (0.6143) loss_giou_dn_1: 0.4757 (0.5103) loss_giou_dn_2: 0.4431 (0.4819) loss_giou_dn_3: 0.4341 (0.4733) loss_giou_dn_4: 0.4312 (0.4712) loss_giou_dn_5: 0.4315 (0.4713) loss_vfl: 0.7438 (0.7090) loss_vfl_aux_0: 0.8403 (0.8243) loss_vfl_aux_1: 0.7849 (0.7708) loss_vfl_aux_2: 0.7687 (0.7366) loss_vfl_aux_3: 0.7606 (0.7227) loss_vfl_aux_4: 0.7378 (0.7126) loss_vfl_aux_5: 0.8012 (0.8025) loss_vfl_dn_0: 0.4641 (0.4645) loss_vfl_dn_1: 0.4036 (0.4019) loss_vfl_dn_2: 0.3867 (0.3856) loss_vfl_dn_3: 0.3771 (0.3776) loss_vfl_dn_4: 0.3746 (0.3747) loss_vfl_dn_5: 0.3754 (0.3740) time: 0.4768 data: 0.0144 max mem: 5654 Epoch: [23] [ 500/7393] eta: 0:57:38 lr: 0.000010 loss: 16.3759 (16.7445) loss_bbox: 0.1535 (0.1619) loss_bbox_aux_0: 0.1679 (0.1759) loss_bbox_aux_1: 0.1591 (0.1674) loss_bbox_aux_2: 0.1528 (0.1641) loss_bbox_aux_3: 0.1490 (0.1619) loss_bbox_aux_4: 0.1534 (0.1617) loss_bbox_aux_5: 0.2010 (0.2162) loss_bbox_dn_0: 0.2703 (0.2967) loss_bbox_dn_1: 0.2008 (0.2269) loss_bbox_dn_2: 0.1765 (0.2045) loss_bbox_dn_3: 0.1683 (0.1968) loss_bbox_dn_4: 0.1671 (0.1952) loss_bbox_dn_5: 0.1671 (0.1952) loss_giou: 0.4915 (0.4883) loss_giou_aux_0: 0.5296 (0.5149) loss_giou_aux_1: 0.4916 (0.4992) loss_giou_aux_2: 0.4936 (0.4936) loss_giou_aux_3: 0.4913 (0.4888) loss_giou_aux_4: 0.4928 (0.4882) loss_giou_aux_5: 0.6065 (0.5841) loss_giou_dn_0: 0.6021 (0.6140) loss_giou_dn_1: 0.5152 (0.5099) loss_giou_dn_2: 0.4970 (0.4815) loss_giou_dn_3: 0.4877 (0.4728) loss_giou_dn_4: 0.4867 (0.4708) loss_giou_dn_5: 0.4871 (0.4709) loss_vfl: 0.7091 (0.7069) loss_vfl_aux_0: 0.8161 (0.8233) loss_vfl_aux_1: 0.7638 (0.7693) loss_vfl_aux_2: 0.7274 (0.7342) loss_vfl_aux_3: 0.7198 (0.7207) loss_vfl_aux_4: 0.7140 (0.7108) loss_vfl_aux_5: 0.8062 (0.8021) loss_vfl_dn_0: 0.4573 (0.4641) loss_vfl_dn_1: 0.3961 (0.4014) loss_vfl_dn_2: 0.3793 (0.3851) loss_vfl_dn_3: 0.3744 (0.3773) loss_vfl_dn_4: 0.3692 (0.3744) loss_vfl_dn_5: 0.3670 (0.3738) time: 0.4829 data: 0.0148 max mem: 5654 Epoch: [23] [ 600/7393] eta: 0:56:15 lr: 0.000010 loss: 16.6087 (16.7712) loss_bbox: 0.1683 (0.1624) loss_bbox_aux_0: 0.1763 (0.1767) loss_bbox_aux_1: 0.1757 (0.1679) loss_bbox_aux_2: 0.1744 (0.1645) loss_bbox_aux_3: 0.1696 (0.1622) loss_bbox_aux_4: 0.1727 (0.1621) loss_bbox_aux_5: 0.2152 (0.2171) loss_bbox_dn_0: 0.2567 (0.2954) loss_bbox_dn_1: 0.1981 (0.2259) loss_bbox_dn_2: 0.1786 (0.2035) loss_bbox_dn_3: 0.1728 (0.1959) loss_bbox_dn_4: 0.1750 (0.1943) loss_bbox_dn_5: 0.1751 (0.1943) loss_giou: 0.4856 (0.4929) loss_giou_aux_0: 0.5056 (0.5195) loss_giou_aux_1: 0.4779 (0.5036) loss_giou_aux_2: 0.4853 (0.4981) loss_giou_aux_3: 0.4813 (0.4934) loss_giou_aux_4: 0.4874 (0.4928) loss_giou_aux_5: 0.5619 (0.5886) loss_giou_dn_0: 0.6009 (0.6163) loss_giou_dn_1: 0.5146 (0.5123) loss_giou_dn_2: 0.4919 (0.4840) loss_giou_dn_3: 0.4848 (0.4755) loss_giou_dn_4: 0.4845 (0.4735) loss_giou_dn_5: 0.4851 (0.4736) loss_vfl: 0.6805 (0.7039) loss_vfl_aux_0: 0.7670 (0.8211) loss_vfl_aux_1: 0.7304 (0.7662) loss_vfl_aux_2: 0.7102 (0.7314) loss_vfl_aux_3: 0.6993 (0.7180) loss_vfl_aux_4: 0.6903 (0.7079) loss_vfl_aux_5: 0.7834 (0.8002) loss_vfl_dn_0: 0.4617 (0.4640) loss_vfl_dn_1: 0.3945 (0.4014) loss_vfl_dn_2: 0.3757 (0.3851) loss_vfl_dn_3: 0.3705 (0.3773) loss_vfl_dn_4: 0.3671 (0.3745) loss_vfl_dn_5: 0.3673 (0.3739) time: 0.4728 data: 0.0146 max mem: 5654 Epoch: [23] [ 700/7393] eta: 0:55:01 lr: 0.000010 loss: 16.3915 (16.7801) loss_bbox: 0.1493 (0.1630) loss_bbox_aux_0: 0.1749 (0.1774) loss_bbox_aux_1: 0.1580 (0.1686) loss_bbox_aux_2: 0.1541 (0.1654) loss_bbox_aux_3: 0.1538 (0.1629) loss_bbox_aux_4: 0.1481 (0.1627) loss_bbox_aux_5: 0.2138 (0.2181) loss_bbox_dn_0: 0.2762 (0.2967) loss_bbox_dn_1: 0.2095 (0.2267) loss_bbox_dn_2: 0.1939 (0.2042) loss_bbox_dn_3: 0.1855 (0.1965) loss_bbox_dn_4: 0.1833 (0.1949) loss_bbox_dn_5: 0.1835 (0.1949) loss_giou: 0.4447 (0.4916) loss_giou_aux_0: 0.4693 (0.5181) loss_giou_aux_1: 0.4486 (0.5025) loss_giou_aux_2: 0.4548 (0.4968) loss_giou_aux_3: 0.4504 (0.4920) loss_giou_aux_4: 0.4448 (0.4915) loss_giou_aux_5: 0.5433 (0.5874) loss_giou_dn_0: 0.6160 (0.6165) loss_giou_dn_1: 0.5094 (0.5122) loss_giou_dn_2: 0.4858 (0.4838) loss_giou_dn_3: 0.4776 (0.4752) loss_giou_dn_4: 0.4756 (0.4732) loss_giou_dn_5: 0.4755 (0.4733) loss_vfl: 0.6825 (0.7046) loss_vfl_aux_0: 0.8124 (0.8233) loss_vfl_aux_1: 0.7596 (0.7683) loss_vfl_aux_2: 0.7156 (0.7321) loss_vfl_aux_3: 0.6784 (0.7186) loss_vfl_aux_4: 0.6833 (0.7086) loss_vfl_aux_5: 0.8159 (0.8016) loss_vfl_dn_0: 0.4643 (0.4644) loss_vfl_dn_1: 0.4005 (0.4016) loss_vfl_dn_2: 0.3828 (0.3852) loss_vfl_dn_3: 0.3763 (0.3774) loss_vfl_dn_4: 0.3714 (0.3746) loss_vfl_dn_5: 0.3693 (0.3739) time: 0.4600 data: 0.0144 max mem: 5654 Epoch: [23] [ 800/7393] eta: 0:54:01 lr: 0.000010 loss: 16.5343 (16.7782) loss_bbox: 0.1447 (0.1631) loss_bbox_aux_0: 0.1542 (0.1777) loss_bbox_aux_1: 0.1505 (0.1688) loss_bbox_aux_2: 0.1476 (0.1659) loss_bbox_aux_3: 0.1440 (0.1631) loss_bbox_aux_4: 0.1436 (0.1628) loss_bbox_aux_5: 0.1887 (0.2186) loss_bbox_dn_0: 0.2556 (0.2966) loss_bbox_dn_1: 0.1885 (0.2265) loss_bbox_dn_2: 0.1675 (0.2043) loss_bbox_dn_3: 0.1626 (0.1966) loss_bbox_dn_4: 0.1611 (0.1950) loss_bbox_dn_5: 0.1611 (0.1950) loss_giou: 0.4653 (0.4915) loss_giou_aux_0: 0.4732 (0.5180) loss_giou_aux_1: 0.4548 (0.5025) loss_giou_aux_2: 0.4591 (0.4969) loss_giou_aux_3: 0.4658 (0.4919) loss_giou_aux_4: 0.4658 (0.4913) loss_giou_aux_5: 0.5404 (0.5873) loss_giou_dn_0: 0.6065 (0.6157) loss_giou_dn_1: 0.5046 (0.5116) loss_giou_dn_2: 0.4755 (0.4832) loss_giou_dn_3: 0.4699 (0.4747) loss_giou_dn_4: 0.4689 (0.4726) loss_giou_dn_5: 0.4689 (0.4728) loss_vfl: 0.7039 (0.7049) loss_vfl_aux_0: 0.8137 (0.8232) loss_vfl_aux_1: 0.7711 (0.7680) loss_vfl_aux_2: 0.7252 (0.7318) loss_vfl_aux_3: 0.7252 (0.7186) loss_vfl_aux_4: 0.7127 (0.7087) loss_vfl_aux_5: 0.7873 (0.8013) loss_vfl_dn_0: 0.4578 (0.4644) loss_vfl_dn_1: 0.4037 (0.4017) loss_vfl_dn_2: 0.3874 (0.3853) loss_vfl_dn_3: 0.3815 (0.3775) loss_vfl_dn_4: 0.3794 (0.3747) loss_vfl_dn_5: 0.3781 (0.3739) time: 0.4960 data: 0.0152 max mem: 5654 Epoch: [23] [ 900/7393] eta: 0:53:46 lr: 0.000010 loss: 16.5415 (16.7770) loss_bbox: 0.1556 (0.1639) loss_bbox_aux_0: 0.1751 (0.1783) loss_bbox_aux_1: 0.1661 (0.1697) loss_bbox_aux_2: 0.1618 (0.1665) loss_bbox_aux_3: 0.1563 (0.1638) loss_bbox_aux_4: 0.1570 (0.1636) loss_bbox_aux_5: 0.2093 (0.2193) loss_bbox_dn_0: 0.2995 (0.2985) loss_bbox_dn_1: 0.2346 (0.2277) loss_bbox_dn_2: 0.2114 (0.2054) loss_bbox_dn_3: 0.2032 (0.1977) loss_bbox_dn_4: 0.2006 (0.1961) loss_bbox_dn_5: 0.2002 (0.1961) loss_giou: 0.4375 (0.4901) loss_giou_aux_0: 0.4625 (0.5166) loss_giou_aux_1: 0.4473 (0.5012) loss_giou_aux_2: 0.4477 (0.4955) loss_giou_aux_3: 0.4377 (0.4908) loss_giou_aux_4: 0.4432 (0.4902) loss_giou_aux_5: 0.5277 (0.5861) loss_giou_dn_0: 0.6011 (0.6146) loss_giou_dn_1: 0.4960 (0.5101) loss_giou_dn_2: 0.4627 (0.4817) loss_giou_dn_3: 0.4543 (0.4730) loss_giou_dn_4: 0.4518 (0.4710) loss_giou_dn_5: 0.4514 (0.4712) loss_vfl: 0.6816 (0.7054) loss_vfl_aux_0: 0.8240 (0.8246) loss_vfl_aux_1: 0.7495 (0.7690) loss_vfl_aux_2: 0.7260 (0.7333) loss_vfl_aux_3: 0.6787 (0.7186) loss_vfl_aux_4: 0.6808 (0.7090) loss_vfl_aux_5: 0.7851 (0.8029) loss_vfl_dn_0: 0.4617 (0.4645) loss_vfl_dn_1: 0.3929 (0.4015) loss_vfl_dn_2: 0.3736 (0.3849) loss_vfl_dn_3: 0.3638 (0.3771) loss_vfl_dn_4: 0.3631 (0.3742) loss_vfl_dn_5: 0.3641 (0.3735) time: 0.4787 data: 0.0146 max mem: 5654 Epoch: [23] [1000/7393] eta: 0:52:39 lr: 0.000010 loss: 17.2128 (16.7896) loss_bbox: 0.1628 (0.1641) loss_bbox_aux_0: 0.1876 (0.1787) loss_bbox_aux_1: 0.1775 (0.1702) loss_bbox_aux_2: 0.1678 (0.1668) loss_bbox_aux_3: 0.1655 (0.1640) loss_bbox_aux_4: 0.1627 (0.1639) loss_bbox_aux_5: 0.2242 (0.2196) loss_bbox_dn_0: 0.3155 (0.2992) loss_bbox_dn_1: 0.2351 (0.2285) loss_bbox_dn_2: 0.2171 (0.2060) loss_bbox_dn_3: 0.2126 (0.1983) loss_bbox_dn_4: 0.2121 (0.1967) loss_bbox_dn_5: 0.2119 (0.1967) loss_giou: 0.4780 (0.4899) loss_giou_aux_0: 0.4973 (0.5166) loss_giou_aux_1: 0.4750 (0.5013) loss_giou_aux_2: 0.4737 (0.4954) loss_giou_aux_3: 0.4693 (0.4907) loss_giou_aux_4: 0.4776 (0.4900) loss_giou_aux_5: 0.5233 (0.5861) loss_giou_dn_0: 0.6258 (0.6149) loss_giou_dn_1: 0.4994 (0.5103) loss_giou_dn_2: 0.4721 (0.4817) loss_giou_dn_3: 0.4649 (0.4730) loss_giou_dn_4: 0.4658 (0.4710) loss_giou_dn_5: 0.4658 (0.4711) loss_vfl: 0.7175 (0.7061) loss_vfl_aux_0: 0.8269 (0.8251) loss_vfl_aux_1: 0.7665 (0.7696) loss_vfl_aux_2: 0.7489 (0.7341) loss_vfl_aux_3: 0.7202 (0.7196) loss_vfl_aux_4: 0.6897 (0.7095) loss_vfl_aux_5: 0.7853 (0.8033) loss_vfl_dn_0: 0.4709 (0.4647) loss_vfl_dn_1: 0.4109 (0.4017) loss_vfl_dn_2: 0.3856 (0.3852) loss_vfl_dn_3: 0.3807 (0.3774) loss_vfl_dn_4: 0.3802 (0.3746) loss_vfl_dn_5: 0.3791 (0.3738) time: 0.4661 data: 0.0146 max mem: 5654 Epoch: [23] [1100/7393] eta: 0:51:40 lr: 0.000010 loss: 15.7741 (16.7831) loss_bbox: 0.1488 (0.1644) loss_bbox_aux_0: 0.1564 (0.1786) loss_bbox_aux_1: 0.1570 (0.1704) loss_bbox_aux_2: 0.1488 (0.1670) loss_bbox_aux_3: 0.1458 (0.1642) loss_bbox_aux_4: 0.1486 (0.1642) loss_bbox_aux_5: 0.2068 (0.2193) loss_bbox_dn_0: 0.2615 (0.2981) loss_bbox_dn_1: 0.1953 (0.2279) loss_bbox_dn_2: 0.1731 (0.2056) loss_bbox_dn_3: 0.1667 (0.1980) loss_bbox_dn_4: 0.1677 (0.1965) loss_bbox_dn_5: 0.1676 (0.1965) loss_giou: 0.4850 (0.4902) loss_giou_aux_0: 0.5037 (0.5166) loss_giou_aux_1: 0.4992 (0.5015) loss_giou_aux_2: 0.4999 (0.4955) loss_giou_aux_3: 0.4786 (0.4909) loss_giou_aux_4: 0.4794 (0.4903) loss_giou_aux_5: 0.5647 (0.5859) loss_giou_dn_0: 0.5919 (0.6146) loss_giou_dn_1: 0.4867 (0.5102) loss_giou_dn_2: 0.4573 (0.4817) loss_giou_dn_3: 0.4523 (0.4731) loss_giou_dn_4: 0.4511 (0.4711) loss_giou_dn_5: 0.4511 (0.4713) loss_vfl: 0.6479 (0.7053) loss_vfl_aux_0: 0.7861 (0.8246) loss_vfl_aux_1: 0.7190 (0.7688) loss_vfl_aux_2: 0.6767 (0.7336) loss_vfl_aux_3: 0.6706 (0.7187) loss_vfl_aux_4: 0.6482 (0.7088) loss_vfl_aux_5: 0.7640 (0.8025) loss_vfl_dn_0: 0.4591 (0.4646) loss_vfl_dn_1: 0.4013 (0.4017) loss_vfl_dn_2: 0.3826 (0.3852) loss_vfl_dn_3: 0.3715 (0.3774) loss_vfl_dn_4: 0.3705 (0.3746) loss_vfl_dn_5: 0.3706 (0.3738) time: 0.4700 data: 0.0142 max mem: 5654 Epoch: [23] [1200/7393] eta: 0:50:40 lr: 0.000010 loss: 16.7278 (16.7853) loss_bbox: 0.1431 (0.1639) loss_bbox_aux_0: 0.1612 (0.1783) loss_bbox_aux_1: 0.1500 (0.1700) loss_bbox_aux_2: 0.1448 (0.1666) loss_bbox_aux_3: 0.1459 (0.1639) loss_bbox_aux_4: 0.1460 (0.1638) loss_bbox_aux_5: 0.2012 (0.2189) loss_bbox_dn_0: 0.2485 (0.2974) loss_bbox_dn_1: 0.2047 (0.2274) loss_bbox_dn_2: 0.1862 (0.2052) loss_bbox_dn_3: 0.1826 (0.1977) loss_bbox_dn_4: 0.1826 (0.1961) loss_bbox_dn_5: 0.1827 (0.1961) loss_giou: 0.5122 (0.4912) loss_giou_aux_0: 0.5424 (0.5176) loss_giou_aux_1: 0.5167 (0.5025) loss_giou_aux_2: 0.5176 (0.4965) loss_giou_aux_3: 0.5162 (0.4921) loss_giou_aux_4: 0.5121 (0.4913) loss_giou_aux_5: 0.5992 (0.5872) loss_giou_dn_0: 0.6563 (0.6149) loss_giou_dn_1: 0.5373 (0.5106) loss_giou_dn_2: 0.5141 (0.4822) loss_giou_dn_3: 0.5048 (0.4737) loss_giou_dn_4: 0.5038 (0.4716) loss_giou_dn_5: 0.5038 (0.4718) loss_vfl: 0.6709 (0.7048) loss_vfl_aux_0: 0.7956 (0.8243) loss_vfl_aux_1: 0.7329 (0.7683) loss_vfl_aux_2: 0.7015 (0.7332) loss_vfl_aux_3: 0.6851 (0.7181) loss_vfl_aux_4: 0.6704 (0.7082) loss_vfl_aux_5: 0.7711 (0.8018) loss_vfl_dn_0: 0.4597 (0.4646) loss_vfl_dn_1: 0.4066 (0.4018) loss_vfl_dn_2: 0.3900 (0.3853) loss_vfl_dn_3: 0.3809 (0.3776) loss_vfl_dn_4: 0.3796 (0.3748) loss_vfl_dn_5: 0.3776 (0.3741) time: 0.4651 data: 0.0148 max mem: 5654 Epoch: [23] [1300/7393] eta: 0:49:44 lr: 0.000010 loss: 17.1021 (16.7873) loss_bbox: 0.1424 (0.1637) loss_bbox_aux_0: 0.1602 (0.1780) loss_bbox_aux_1: 0.1546 (0.1698) loss_bbox_aux_2: 0.1431 (0.1663) loss_bbox_aux_3: 0.1450 (0.1637) loss_bbox_aux_4: 0.1434 (0.1637) loss_bbox_aux_5: 0.2176 (0.2184) loss_bbox_dn_0: 0.2486 (0.2962) loss_bbox_dn_1: 0.1989 (0.2265) loss_bbox_dn_2: 0.1838 (0.2043) loss_bbox_dn_3: 0.1790 (0.1969) loss_bbox_dn_4: 0.1773 (0.1954) loss_bbox_dn_5: 0.1771 (0.1954) loss_giou: 0.5354 (0.4926) loss_giou_aux_0: 0.5439 (0.5188) loss_giou_aux_1: 0.5503 (0.5038) loss_giou_aux_2: 0.5355 (0.4978) loss_giou_aux_3: 0.5311 (0.4934) loss_giou_aux_4: 0.5294 (0.4927) loss_giou_aux_5: 0.6021 (0.5885) loss_giou_dn_0: 0.6192 (0.6155) loss_giou_dn_1: 0.5155 (0.5112) loss_giou_dn_2: 0.4959 (0.4828) loss_giou_dn_3: 0.4905 (0.4743) loss_giou_dn_4: 0.4883 (0.4723) loss_giou_dn_5: 0.4884 (0.4725) loss_vfl: 0.6742 (0.7045) loss_vfl_aux_0: 0.7896 (0.8234) loss_vfl_aux_1: 0.7334 (0.7677) loss_vfl_aux_2: 0.6996 (0.7326) loss_vfl_aux_3: 0.6869 (0.7176) loss_vfl_aux_4: 0.6740 (0.7078) loss_vfl_aux_5: 0.7619 (0.8008) loss_vfl_dn_0: 0.4639 (0.4644) loss_vfl_dn_1: 0.4046 (0.4018) loss_vfl_dn_2: 0.3891 (0.3854) loss_vfl_dn_3: 0.3830 (0.3777) loss_vfl_dn_4: 0.3801 (0.3749) loss_vfl_dn_5: 0.3795 (0.3742) time: 0.4753 data: 0.0141 max mem: 5654 Epoch: [23] [1400/7393] eta: 0:48:49 lr: 0.000010 loss: 17.1882 (16.8032) loss_bbox: 0.1703 (0.1643) loss_bbox_aux_0: 0.1816 (0.1785) loss_bbox_aux_1: 0.1720 (0.1702) loss_bbox_aux_2: 0.1598 (0.1669) loss_bbox_aux_3: 0.1691 (0.1644) loss_bbox_aux_4: 0.1823 (0.1643) loss_bbox_aux_5: 0.2451 (0.2191) loss_bbox_dn_0: 0.3022 (0.2969) loss_bbox_dn_1: 0.2493 (0.2271) loss_bbox_dn_2: 0.2148 (0.2049) loss_bbox_dn_3: 0.2040 (0.1975) loss_bbox_dn_4: 0.2007 (0.1960) loss_bbox_dn_5: 0.2011 (0.1960) loss_giou: 0.4644 (0.4924) loss_giou_aux_0: 0.4833 (0.5187) loss_giou_aux_1: 0.4650 (0.5036) loss_giou_aux_2: 0.4580 (0.4977) loss_giou_aux_3: 0.4613 (0.4933) loss_giou_aux_4: 0.4598 (0.4925) loss_giou_aux_5: 0.5375 (0.5884) loss_giou_dn_0: 0.6073 (0.6155) loss_giou_dn_1: 0.5126 (0.5111) loss_giou_dn_2: 0.4820 (0.4828) loss_giou_dn_3: 0.4712 (0.4742) loss_giou_dn_4: 0.4668 (0.4722) loss_giou_dn_5: 0.4665 (0.4724) loss_vfl: 0.7232 (0.7057) loss_vfl_aux_0: 0.8536 (0.8252) loss_vfl_aux_1: 0.7792 (0.7692) loss_vfl_aux_2: 0.7499 (0.7337) loss_vfl_aux_3: 0.7313 (0.7186) loss_vfl_aux_4: 0.7170 (0.7090) loss_vfl_aux_5: 0.8359 (0.8022) loss_vfl_dn_0: 0.4686 (0.4645) loss_vfl_dn_1: 0.4053 (0.4019) loss_vfl_dn_2: 0.3907 (0.3855) loss_vfl_dn_3: 0.3819 (0.3777) loss_vfl_dn_4: 0.3807 (0.3750) loss_vfl_dn_5: 0.3799 (0.3743) time: 0.4692 data: 0.0147 max mem: 5654 Epoch: [23] [1500/7393] eta: 0:47:55 lr: 0.000010 loss: 16.7959 (16.8074) loss_bbox: 0.1436 (0.1641) loss_bbox_aux_0: 0.1611 (0.1784) loss_bbox_aux_1: 0.1487 (0.1700) loss_bbox_aux_2: 0.1494 (0.1668) loss_bbox_aux_3: 0.1430 (0.1643) loss_bbox_aux_4: 0.1438 (0.1642) loss_bbox_aux_5: 0.1978 (0.2188) loss_bbox_dn_0: 0.2526 (0.2964) loss_bbox_dn_1: 0.1912 (0.2268) loss_bbox_dn_2: 0.1676 (0.2046) loss_bbox_dn_3: 0.1652 (0.1972) loss_bbox_dn_4: 0.1640 (0.1956) loss_bbox_dn_5: 0.1640 (0.1956) loss_giou: 0.4557 (0.4930) loss_giou_aux_0: 0.5084 (0.5195) loss_giou_aux_1: 0.4767 (0.5043) loss_giou_aux_2: 0.4689 (0.4984) loss_giou_aux_3: 0.4565 (0.4940) loss_giou_aux_4: 0.4622 (0.4932) loss_giou_aux_5: 0.5611 (0.5893) loss_giou_dn_0: 0.6199 (0.6162) loss_giou_dn_1: 0.5057 (0.5120) loss_giou_dn_2: 0.4776 (0.4836) loss_giou_dn_3: 0.4668 (0.4751) loss_giou_dn_4: 0.4635 (0.4730) loss_giou_dn_5: 0.4633 (0.4732) loss_vfl: 0.7047 (0.7058) loss_vfl_aux_0: 0.8161 (0.8244) loss_vfl_aux_1: 0.7736 (0.7687) loss_vfl_aux_2: 0.7061 (0.7334) loss_vfl_aux_3: 0.7220 (0.7185) loss_vfl_aux_4: 0.7107 (0.7089) loss_vfl_aux_5: 0.7881 (0.8013) loss_vfl_dn_0: 0.4669 (0.4644) loss_vfl_dn_1: 0.4038 (0.4019) loss_vfl_dn_2: 0.3907 (0.3855) loss_vfl_dn_3: 0.3793 (0.3777) loss_vfl_dn_4: 0.3781 (0.3750) loss_vfl_dn_5: 0.3771 (0.3743) time: 0.4811 data: 0.0139 max mem: 5654 Epoch: [23] [1600/7393] eta: 0:47:01 lr: 0.000010 loss: 16.4701 (16.8068) loss_bbox: 0.1516 (0.1640) loss_bbox_aux_0: 0.1750 (0.1783) loss_bbox_aux_1: 0.1584 (0.1699) loss_bbox_aux_2: 0.1594 (0.1667) loss_bbox_aux_3: 0.1532 (0.1642) loss_bbox_aux_4: 0.1538 (0.1641) loss_bbox_aux_5: 0.2090 (0.2188) loss_bbox_dn_0: 0.2987 (0.2963) loss_bbox_dn_1: 0.2255 (0.2267) loss_bbox_dn_2: 0.1952 (0.2047) loss_bbox_dn_3: 0.1900 (0.1972) loss_bbox_dn_4: 0.1863 (0.1957) loss_bbox_dn_5: 0.1861 (0.1957) loss_giou: 0.4619 (0.4934) loss_giou_aux_0: 0.4791 (0.5196) loss_giou_aux_1: 0.4711 (0.5044) loss_giou_aux_2: 0.4659 (0.4986) loss_giou_aux_3: 0.4639 (0.4943) loss_giou_aux_4: 0.4593 (0.4936) loss_giou_aux_5: 0.5499 (0.5897) loss_giou_dn_0: 0.5910 (0.6163) loss_giou_dn_1: 0.4844 (0.5120) loss_giou_dn_2: 0.4613 (0.4837) loss_giou_dn_3: 0.4478 (0.4752) loss_giou_dn_4: 0.4467 (0.4731) loss_giou_dn_5: 0.4462 (0.4733) loss_vfl: 0.6990 (0.7053) loss_vfl_aux_0: 0.8174 (0.8243) loss_vfl_aux_1: 0.7463 (0.7683) loss_vfl_aux_2: 0.7163 (0.7332) loss_vfl_aux_3: 0.7034 (0.7182) loss_vfl_aux_4: 0.7032 (0.7085) loss_vfl_aux_5: 0.7857 (0.8010) loss_vfl_dn_0: 0.4587 (0.4643) loss_vfl_dn_1: 0.3989 (0.4018) loss_vfl_dn_2: 0.3792 (0.3855) loss_vfl_dn_3: 0.3736 (0.3777) loss_vfl_dn_4: 0.3714 (0.3750) loss_vfl_dn_5: 0.3725 (0.3742) time: 0.4699 data: 0.0146 max mem: 5654 Epoch: [23] [1700/7393] eta: 0:46:09 lr: 0.000010 loss: 16.9029 (16.8144) loss_bbox: 0.1519 (0.1638) loss_bbox_aux_0: 0.1712 (0.1779) loss_bbox_aux_1: 0.1536 (0.1696) loss_bbox_aux_2: 0.1538 (0.1666) loss_bbox_aux_3: 0.1540 (0.1640) loss_bbox_aux_4: 0.1517 (0.1639) loss_bbox_aux_5: 0.2134 (0.2188) loss_bbox_dn_0: 0.2759 (0.2963) loss_bbox_dn_1: 0.2081 (0.2268) loss_bbox_dn_2: 0.2001 (0.2048) loss_bbox_dn_3: 0.1954 (0.1974) loss_bbox_dn_4: 0.1929 (0.1958) loss_bbox_dn_5: 0.1929 (0.1958) loss_giou: 0.4874 (0.4933) loss_giou_aux_0: 0.5106 (0.5193) loss_giou_aux_1: 0.5074 (0.5041) loss_giou_aux_2: 0.5013 (0.4986) loss_giou_aux_3: 0.4990 (0.4942) loss_giou_aux_4: 0.4896 (0.4935) loss_giou_aux_5: 0.5841 (0.5897) loss_giou_dn_0: 0.6278 (0.6166) loss_giou_dn_1: 0.5343 (0.5123) loss_giou_dn_2: 0.5052 (0.4840) loss_giou_dn_3: 0.4980 (0.4755) loss_giou_dn_4: 0.4980 (0.4734) loss_giou_dn_5: 0.4980 (0.4736) loss_vfl: 0.7194 (0.7064) loss_vfl_aux_0: 0.8295 (0.8257) loss_vfl_aux_1: 0.7669 (0.7695) loss_vfl_aux_2: 0.7330 (0.7339) loss_vfl_aux_3: 0.7211 (0.7190) loss_vfl_aux_4: 0.7159 (0.7095) loss_vfl_aux_5: 0.8211 (0.8017) loss_vfl_dn_0: 0.4601 (0.4645) loss_vfl_dn_1: 0.4034 (0.4019) loss_vfl_dn_2: 0.3886 (0.3855) loss_vfl_dn_3: 0.3861 (0.3778) loss_vfl_dn_4: 0.3814 (0.3751) loss_vfl_dn_5: 0.3809 (0.3743) time: 0.4746 data: 0.0142 max mem: 5654 Epoch: [23] [1800/7393] eta: 0:45:17 lr: 0.000010 loss: 17.1950 (16.8236) loss_bbox: 0.1578 (0.1641) loss_bbox_aux_0: 0.1734 (0.1780) loss_bbox_aux_1: 0.1638 (0.1698) loss_bbox_aux_2: 0.1589 (0.1668) loss_bbox_aux_3: 0.1605 (0.1643) loss_bbox_aux_4: 0.1571 (0.1642) loss_bbox_aux_5: 0.2050 (0.2188) loss_bbox_dn_0: 0.3020 (0.2964) loss_bbox_dn_1: 0.2281 (0.2269) loss_bbox_dn_2: 0.2069 (0.2049) loss_bbox_dn_3: 0.1910 (0.1974) loss_bbox_dn_4: 0.1895 (0.1959) loss_bbox_dn_5: 0.1895 (0.1959) loss_giou: 0.5101 (0.4938) loss_giou_aux_0: 0.5412 (0.5197) loss_giou_aux_1: 0.5135 (0.5045) loss_giou_aux_2: 0.5252 (0.4989) loss_giou_aux_3: 0.5094 (0.4947) loss_giou_aux_4: 0.5151 (0.4940) loss_giou_aux_5: 0.6113 (0.5899) loss_giou_dn_0: 0.6370 (0.6166) loss_giou_dn_1: 0.5317 (0.5124) loss_giou_dn_2: 0.5004 (0.4842) loss_giou_dn_3: 0.4871 (0.4756) loss_giou_dn_4: 0.4827 (0.4736) loss_giou_dn_5: 0.4827 (0.4737) loss_vfl: 0.7097 (0.7068) loss_vfl_aux_0: 0.7842 (0.8260) loss_vfl_aux_1: 0.7535 (0.7698) loss_vfl_aux_2: 0.7469 (0.7344) loss_vfl_aux_3: 0.7245 (0.7193) loss_vfl_aux_4: 0.7173 (0.7100) loss_vfl_aux_5: 0.7845 (0.8021) loss_vfl_dn_0: 0.4586 (0.4647) loss_vfl_dn_1: 0.4003 (0.4021) loss_vfl_dn_2: 0.3814 (0.3857) loss_vfl_dn_3: 0.3703 (0.3779) loss_vfl_dn_4: 0.3694 (0.3753) loss_vfl_dn_5: 0.3685 (0.3745) time: 0.4712 data: 0.0148 max mem: 5654 Epoch: [23] [1900/7393] eta: 0:44:26 lr: 0.000010 loss: 17.0370 (16.8309) loss_bbox: 0.1804 (0.1642) loss_bbox_aux_0: 0.1870 (0.1781) loss_bbox_aux_1: 0.1878 (0.1698) loss_bbox_aux_2: 0.1801 (0.1668) loss_bbox_aux_3: 0.1766 (0.1644) loss_bbox_aux_4: 0.1812 (0.1642) loss_bbox_aux_5: 0.2191 (0.2188) loss_bbox_dn_0: 0.3373 (0.2967) loss_bbox_dn_1: 0.2477 (0.2272) loss_bbox_dn_2: 0.2209 (0.2051) loss_bbox_dn_3: 0.2138 (0.1977) loss_bbox_dn_4: 0.2113 (0.1962) loss_bbox_dn_5: 0.2115 (0.1961) loss_giou: 0.4312 (0.4939) loss_giou_aux_0: 0.4599 (0.5198) loss_giou_aux_1: 0.4567 (0.5045) loss_giou_aux_2: 0.4356 (0.4989) loss_giou_aux_3: 0.4337 (0.4949) loss_giou_aux_4: 0.4336 (0.4942) loss_giou_aux_5: 0.5331 (0.5899) loss_giou_dn_0: 0.5774 (0.6169) loss_giou_dn_1: 0.4573 (0.5126) loss_giou_dn_2: 0.4310 (0.4843) loss_giou_dn_3: 0.4210 (0.4757) loss_giou_dn_4: 0.4208 (0.4737) loss_giou_dn_5: 0.4207 (0.4738) loss_vfl: 0.6992 (0.7073) loss_vfl_aux_0: 0.8612 (0.8265) loss_vfl_aux_1: 0.8024 (0.7704) loss_vfl_aux_2: 0.7397 (0.7350) loss_vfl_aux_3: 0.7280 (0.7195) loss_vfl_aux_4: 0.7057 (0.7103) loss_vfl_aux_5: 0.8161 (0.8026) loss_vfl_dn_0: 0.4675 (0.4649) loss_vfl_dn_1: 0.4019 (0.4022) loss_vfl_dn_2: 0.3832 (0.3858) loss_vfl_dn_3: 0.3760 (0.3780) loss_vfl_dn_4: 0.3700 (0.3754) loss_vfl_dn_5: 0.3686 (0.3746) time: 0.4679 data: 0.0137 max mem: 5654 Epoch: [23] [2000/7393] eta: 0:43:35 lr: 0.000010 loss: 16.2105 (16.8227) loss_bbox: 0.1524 (0.1639) loss_bbox_aux_0: 0.1669 (0.1777) loss_bbox_aux_1: 0.1595 (0.1694) loss_bbox_aux_2: 0.1556 (0.1665) loss_bbox_aux_3: 0.1570 (0.1641) loss_bbox_aux_4: 0.1536 (0.1640) loss_bbox_aux_5: 0.2215 (0.2186) loss_bbox_dn_0: 0.2671 (0.2961) loss_bbox_dn_1: 0.2087 (0.2267) loss_bbox_dn_2: 0.1893 (0.2048) loss_bbox_dn_3: 0.1880 (0.1974) loss_bbox_dn_4: 0.1870 (0.1958) loss_bbox_dn_5: 0.1871 (0.1958) loss_giou: 0.4779 (0.4941) loss_giou_aux_0: 0.5002 (0.5199) loss_giou_aux_1: 0.4759 (0.5046) loss_giou_aux_2: 0.4727 (0.4992) loss_giou_aux_3: 0.4747 (0.4952) loss_giou_aux_4: 0.4776 (0.4944) loss_giou_aux_5: 0.5859 (0.5902) loss_giou_dn_0: 0.6001 (0.6165) loss_giou_dn_1: 0.4880 (0.5122) loss_giou_dn_2: 0.4644 (0.4840) loss_giou_dn_3: 0.4549 (0.4754) loss_giou_dn_4: 0.4531 (0.4734) loss_giou_dn_5: 0.4530 (0.4736) loss_vfl: 0.6873 (0.7069) loss_vfl_aux_0: 0.8018 (0.8261) loss_vfl_aux_1: 0.7389 (0.7700) loss_vfl_aux_2: 0.7035 (0.7347) loss_vfl_aux_3: 0.6917 (0.7191) loss_vfl_aux_4: 0.6906 (0.7100) loss_vfl_aux_5: 0.7673 (0.8017) loss_vfl_dn_0: 0.4624 (0.4649) loss_vfl_dn_1: 0.3931 (0.4022) loss_vfl_dn_2: 0.3772 (0.3858) loss_vfl_dn_3: 0.3695 (0.3780) loss_vfl_dn_4: 0.3673 (0.3754) loss_vfl_dn_5: 0.3673 (0.3746) time: 0.4854 data: 0.0140 max mem: 5654 Epoch: [23] [2100/7393] eta: 0:42:44 lr: 0.000010 loss: 17.0354 (16.8289) loss_bbox: 0.1564 (0.1641) loss_bbox_aux_0: 0.1710 (0.1777) loss_bbox_aux_1: 0.1618 (0.1695) loss_bbox_aux_2: 0.1596 (0.1666) loss_bbox_aux_3: 0.1575 (0.1643) loss_bbox_aux_4: 0.1568 (0.1641) loss_bbox_aux_5: 0.2107 (0.2187) loss_bbox_dn_0: 0.2751 (0.2963) loss_bbox_dn_1: 0.2141 (0.2269) loss_bbox_dn_2: 0.1885 (0.2049) loss_bbox_dn_3: 0.1788 (0.1975) loss_bbox_dn_4: 0.1786 (0.1960) loss_bbox_dn_5: 0.1786 (0.1960) loss_giou: 0.5149 (0.4942) loss_giou_aux_0: 0.5299 (0.5200) loss_giou_aux_1: 0.5048 (0.5047) loss_giou_aux_2: 0.5224 (0.4991) loss_giou_aux_3: 0.5158 (0.4952) loss_giou_aux_4: 0.5142 (0.4945) loss_giou_aux_5: 0.6335 (0.5903) loss_giou_dn_0: 0.6446 (0.6166) loss_giou_dn_1: 0.5266 (0.5123) loss_giou_dn_2: 0.4896 (0.4841) loss_giou_dn_3: 0.4771 (0.4756) loss_giou_dn_4: 0.4751 (0.4736) loss_giou_dn_5: 0.4754 (0.4737) loss_vfl: 0.7080 (0.7074) loss_vfl_aux_0: 0.8350 (0.8265) loss_vfl_aux_1: 0.7827 (0.7703) loss_vfl_aux_2: 0.7424 (0.7353) loss_vfl_aux_3: 0.7222 (0.7195) loss_vfl_aux_4: 0.7051 (0.7103) loss_vfl_aux_5: 0.8081 (0.8018) loss_vfl_dn_0: 0.4662 (0.4649) loss_vfl_dn_1: 0.4139 (0.4022) loss_vfl_dn_2: 0.3977 (0.3859) loss_vfl_dn_3: 0.3874 (0.3781) loss_vfl_dn_4: 0.3853 (0.3754) loss_vfl_dn_5: 0.3841 (0.3747) time: 0.4771 data: 0.0134 max mem: 5654 Epoch: [23] [2200/7393] eta: 0:41:52 lr: 0.000010 loss: 17.0732 (16.8349) loss_bbox: 0.1621 (0.1639) loss_bbox_aux_0: 0.1731 (0.1776) loss_bbox_aux_1: 0.1561 (0.1693) loss_bbox_aux_2: 0.1581 (0.1664) loss_bbox_aux_3: 0.1568 (0.1642) loss_bbox_aux_4: 0.1560 (0.1640) loss_bbox_aux_5: 0.2197 (0.2186) loss_bbox_dn_0: 0.2972 (0.2961) loss_bbox_dn_1: 0.2206 (0.2267) loss_bbox_dn_2: 0.1994 (0.2047) loss_bbox_dn_3: 0.1929 (0.1974) loss_bbox_dn_4: 0.1898 (0.1959) loss_bbox_dn_5: 0.1898 (0.1959) loss_giou: 0.5100 (0.4946) loss_giou_aux_0: 0.5376 (0.5205) loss_giou_aux_1: 0.5197 (0.5051) loss_giou_aux_2: 0.5054 (0.4995) loss_giou_aux_3: 0.4964 (0.4957) loss_giou_aux_4: 0.5028 (0.4950) loss_giou_aux_5: 0.5954 (0.5907) loss_giou_dn_0: 0.6165 (0.6169) loss_giou_dn_1: 0.5040 (0.5127) loss_giou_dn_2: 0.4825 (0.4844) loss_giou_dn_3: 0.4740 (0.4759) loss_giou_dn_4: 0.4731 (0.4739) loss_giou_dn_5: 0.4729 (0.4740) loss_vfl: 0.7226 (0.7077) loss_vfl_aux_0: 0.8304 (0.8269) loss_vfl_aux_1: 0.7982 (0.7707) loss_vfl_aux_2: 0.7537 (0.7359) loss_vfl_aux_3: 0.7376 (0.7197) loss_vfl_aux_4: 0.7440 (0.7106) loss_vfl_aux_5: 0.8082 (0.8021) loss_vfl_dn_0: 0.4662 (0.4650) loss_vfl_dn_1: 0.4089 (0.4023) loss_vfl_dn_2: 0.3934 (0.3859) loss_vfl_dn_3: 0.3860 (0.3782) loss_vfl_dn_4: 0.3843 (0.3755) loss_vfl_dn_5: 0.3845 (0.3747) time: 0.4807 data: 0.0149 max mem: 5654 Epoch: [23] [2300/7393] eta: 0:41:03 lr: 0.000010 loss: 16.6696 (16.8433) loss_bbox: 0.1712 (0.1639) loss_bbox_aux_0: 0.1764 (0.1775) loss_bbox_aux_1: 0.1796 (0.1692) loss_bbox_aux_2: 0.1770 (0.1663) loss_bbox_aux_3: 0.1701 (0.1641) loss_bbox_aux_4: 0.1710 (0.1640) loss_bbox_aux_5: 0.2199 (0.2184) loss_bbox_dn_0: 0.2981 (0.2952) loss_bbox_dn_1: 0.2289 (0.2261) loss_bbox_dn_2: 0.1956 (0.2042) loss_bbox_dn_3: 0.1890 (0.1969) loss_bbox_dn_4: 0.1875 (0.1954) loss_bbox_dn_5: 0.1874 (0.1954) loss_giou: 0.4619 (0.4960) loss_giou_aux_0: 0.5043 (0.5218) loss_giou_aux_1: 0.4861 (0.5064) loss_giou_aux_2: 0.4666 (0.5009) loss_giou_aux_3: 0.4650 (0.4971) loss_giou_aux_4: 0.4615 (0.4963) loss_giou_aux_5: 0.5676 (0.5919) loss_giou_dn_0: 0.5967 (0.6177) loss_giou_dn_1: 0.4984 (0.5135) loss_giou_dn_2: 0.4680 (0.4853) loss_giou_dn_3: 0.4564 (0.4768) loss_giou_dn_4: 0.4528 (0.4747) loss_giou_dn_5: 0.4529 (0.4749) loss_vfl: 0.6882 (0.7075) loss_vfl_aux_0: 0.8115 (0.8262) loss_vfl_aux_1: 0.7470 (0.7705) loss_vfl_aux_2: 0.7152 (0.7356) loss_vfl_aux_3: 0.6961 (0.7195) loss_vfl_aux_4: 0.6902 (0.7103) loss_vfl_aux_5: 0.8022 (0.8017) loss_vfl_dn_0: 0.4665 (0.4649) loss_vfl_dn_1: 0.4074 (0.4024) loss_vfl_dn_2: 0.3886 (0.3861) loss_vfl_dn_3: 0.3807 (0.3783) loss_vfl_dn_4: 0.3775 (0.3756) loss_vfl_dn_5: 0.3747 (0.3749) time: 0.4658 data: 0.0144 max mem: 5654 Epoch: [23] [2400/7393] eta: 0:40:13 lr: 0.000010 loss: 16.5845 (16.8411) loss_bbox: 0.1625 (0.1642) loss_bbox_aux_0: 0.1842 (0.1778) loss_bbox_aux_1: 0.1657 (0.1695) loss_bbox_aux_2: 0.1524 (0.1665) loss_bbox_aux_3: 0.1601 (0.1643) loss_bbox_aux_4: 0.1624 (0.1642) loss_bbox_aux_5: 0.2227 (0.2186) loss_bbox_dn_0: 0.3087 (0.2955) loss_bbox_dn_1: 0.2315 (0.2262) loss_bbox_dn_2: 0.2042 (0.2044) loss_bbox_dn_3: 0.1922 (0.1971) loss_bbox_dn_4: 0.1929 (0.1956) loss_bbox_dn_5: 0.1930 (0.1955) loss_giou: 0.4459 (0.4955) loss_giou_aux_0: 0.4602 (0.5213) loss_giou_aux_1: 0.4467 (0.5058) loss_giou_aux_2: 0.4470 (0.5003) loss_giou_aux_3: 0.4465 (0.4965) loss_giou_aux_4: 0.4475 (0.4958) loss_giou_aux_5: 0.5358 (0.5913) loss_giou_dn_0: 0.5739 (0.6172) loss_giou_dn_1: 0.4603 (0.5130) loss_giou_dn_2: 0.4325 (0.4848) loss_giou_dn_3: 0.4229 (0.4763) loss_giou_dn_4: 0.4202 (0.4743) loss_giou_dn_5: 0.4212 (0.4745) loss_vfl: 0.7241 (0.7075) loss_vfl_aux_0: 0.8697 (0.8265) loss_vfl_aux_1: 0.7826 (0.7707) loss_vfl_aux_2: 0.7405 (0.7358) loss_vfl_aux_3: 0.7356 (0.7197) loss_vfl_aux_4: 0.7232 (0.7104) loss_vfl_aux_5: 0.8285 (0.8022) loss_vfl_dn_0: 0.4697 (0.4651) loss_vfl_dn_1: 0.4024 (0.4025) loss_vfl_dn_2: 0.3806 (0.3860) loss_vfl_dn_3: 0.3716 (0.3783) loss_vfl_dn_4: 0.3690 (0.3756) loss_vfl_dn_5: 0.3683 (0.3749) time: 0.4740 data: 0.0136 max mem: 5654 Epoch: [23] [2500/7393] eta: 0:39:21 lr: 0.000010 loss: 17.0504 (16.8455) loss_bbox: 0.1706 (0.1643) loss_bbox_aux_0: 0.1839 (0.1778) loss_bbox_aux_1: 0.1699 (0.1696) loss_bbox_aux_2: 0.1653 (0.1666) loss_bbox_aux_3: 0.1692 (0.1644) loss_bbox_aux_4: 0.1630 (0.1643) loss_bbox_aux_5: 0.2180 (0.2186) loss_bbox_dn_0: 0.3290 (0.2957) loss_bbox_dn_1: 0.2448 (0.2264) loss_bbox_dn_2: 0.2163 (0.2045) loss_bbox_dn_3: 0.2085 (0.1972) loss_bbox_dn_4: 0.2087 (0.1957) loss_bbox_dn_5: 0.2089 (0.1957) loss_giou: 0.4616 (0.4957) loss_giou_aux_0: 0.4935 (0.5214) loss_giou_aux_1: 0.4691 (0.5059) loss_giou_aux_2: 0.4580 (0.5005) loss_giou_aux_3: 0.4587 (0.4967) loss_giou_aux_4: 0.4616 (0.4960) loss_giou_aux_5: 0.5459 (0.5915) loss_giou_dn_0: 0.6030 (0.6172) loss_giou_dn_1: 0.4919 (0.5130) loss_giou_dn_2: 0.4646 (0.4848) loss_giou_dn_3: 0.4525 (0.4763) loss_giou_dn_4: 0.4517 (0.4743) loss_giou_dn_5: 0.4518 (0.4744) loss_vfl: 0.6904 (0.7077) loss_vfl_aux_0: 0.8155 (0.8270) loss_vfl_aux_1: 0.7772 (0.7713) loss_vfl_aux_2: 0.7482 (0.7362) loss_vfl_aux_3: 0.7395 (0.7199) loss_vfl_aux_4: 0.7011 (0.7106) loss_vfl_aux_5: 0.7963 (0.8027) loss_vfl_dn_0: 0.4614 (0.4651) loss_vfl_dn_1: 0.4054 (0.4024) loss_vfl_dn_2: 0.3901 (0.3860) loss_vfl_dn_3: 0.3844 (0.3783) loss_vfl_dn_4: 0.3825 (0.3756) loss_vfl_dn_5: 0.3839 (0.3748) time: 0.4681 data: 0.0144 max mem: 5654 Epoch: [23] [2600/7393] eta: 0:38:42 lr: 0.000010 loss: 16.5582 (16.8400) loss_bbox: 0.1442 (0.1643) loss_bbox_aux_0: 0.1667 (0.1778) loss_bbox_aux_1: 0.1521 (0.1695) loss_bbox_aux_2: 0.1467 (0.1665) loss_bbox_aux_3: 0.1462 (0.1643) loss_bbox_aux_4: 0.1432 (0.1642) loss_bbox_aux_5: 0.2034 (0.2186) loss_bbox_dn_0: 0.2639 (0.2957) loss_bbox_dn_1: 0.2080 (0.2263) loss_bbox_dn_2: 0.1808 (0.2044) loss_bbox_dn_3: 0.1740 (0.1971) loss_bbox_dn_4: 0.1732 (0.1956) loss_bbox_dn_5: 0.1730 (0.1955) loss_giou: 0.4624 (0.4954) loss_giou_aux_0: 0.5003 (0.5211) loss_giou_aux_1: 0.4632 (0.5057) loss_giou_aux_2: 0.4563 (0.5002) loss_giou_aux_3: 0.4686 (0.4964) loss_giou_aux_4: 0.4594 (0.4957) loss_giou_aux_5: 0.5596 (0.5912) loss_giou_dn_0: 0.6051 (0.6170) loss_giou_dn_1: 0.5007 (0.5127) loss_giou_dn_2: 0.4759 (0.4846) loss_giou_dn_3: 0.4689 (0.4760) loss_giou_dn_4: 0.4682 (0.4740) loss_giou_dn_5: 0.4683 (0.4742) loss_vfl: 0.6900 (0.7074) loss_vfl_aux_0: 0.7899 (0.8267) loss_vfl_aux_1: 0.7514 (0.7710) loss_vfl_aux_2: 0.7125 (0.7359) loss_vfl_aux_3: 0.7038 (0.7197) loss_vfl_aux_4: 0.6951 (0.7104) loss_vfl_aux_5: 0.7827 (0.8028) loss_vfl_dn_0: 0.4597 (0.4651) loss_vfl_dn_1: 0.4038 (0.4024) loss_vfl_dn_2: 0.3872 (0.3860) loss_vfl_dn_3: 0.3787 (0.3782) loss_vfl_dn_4: 0.3757 (0.3756) loss_vfl_dn_5: 0.3751 (0.3748) time: 0.7743 data: 0.0142 max mem: 5654 Epoch: [23] [2700/7393] eta: 0:37:50 lr: 0.000010 loss: 17.2396 (16.8444) loss_bbox: 0.1517 (0.1641) loss_bbox_aux_0: 0.1672 (0.1777) loss_bbox_aux_1: 0.1631 (0.1694) loss_bbox_aux_2: 0.1559 (0.1664) loss_bbox_aux_3: 0.1550 (0.1642) loss_bbox_aux_4: 0.1546 (0.1641) loss_bbox_aux_5: 0.2054 (0.2183) loss_bbox_dn_0: 0.2753 (0.2951) loss_bbox_dn_1: 0.1995 (0.2258) loss_bbox_dn_2: 0.1830 (0.2038) loss_bbox_dn_3: 0.1769 (0.1965) loss_bbox_dn_4: 0.1771 (0.1950) loss_bbox_dn_5: 0.1770 (0.1950) loss_giou: 0.5265 (0.4963) loss_giou_aux_0: 0.5545 (0.5220) loss_giou_aux_1: 0.5509 (0.5066) loss_giou_aux_2: 0.5308 (0.5011) loss_giou_aux_3: 0.5298 (0.4973) loss_giou_aux_4: 0.5306 (0.4966) loss_giou_aux_5: 0.6285 (0.5921) loss_giou_dn_0: 0.6600 (0.6175) loss_giou_dn_1: 0.5573 (0.5132) loss_giou_dn_2: 0.5349 (0.4850) loss_giou_dn_3: 0.5306 (0.4765) loss_giou_dn_4: 0.5290 (0.4745) loss_giou_dn_5: 0.5300 (0.4747) loss_vfl: 0.7244 (0.7076) loss_vfl_aux_0: 0.8005 (0.8262) loss_vfl_aux_1: 0.7575 (0.7708) loss_vfl_aux_2: 0.7542 (0.7359) loss_vfl_aux_3: 0.7415 (0.7198) loss_vfl_aux_4: 0.7279 (0.7106) loss_vfl_aux_5: 0.7838 (0.8022) loss_vfl_dn_0: 0.4733 (0.4651) loss_vfl_dn_1: 0.4051 (0.4024) loss_vfl_dn_2: 0.3889 (0.3860) loss_vfl_dn_3: 0.3828 (0.3783) loss_vfl_dn_4: 0.3834 (0.3756) loss_vfl_dn_5: 0.3850 (0.3749) time: 0.4764 data: 0.0138 max mem: 5654 Epoch: [23] [2800/7393] eta: 0:37:00 lr: 0.000010 loss: 17.0635 (16.8505) loss_bbox: 0.1690 (0.1641) loss_bbox_aux_0: 0.1852 (0.1776) loss_bbox_aux_1: 0.1800 (0.1694) loss_bbox_aux_2: 0.1773 (0.1664) loss_bbox_aux_3: 0.1671 (0.1641) loss_bbox_aux_4: 0.1692 (0.1641) loss_bbox_aux_5: 0.2241 (0.2182) loss_bbox_dn_0: 0.2885 (0.2949) loss_bbox_dn_1: 0.2298 (0.2256) loss_bbox_dn_2: 0.2064 (0.2037) loss_bbox_dn_3: 0.2047 (0.1964) loss_bbox_dn_4: 0.2014 (0.1949) loss_bbox_dn_5: 0.2014 (0.1949) loss_giou: 0.4828 (0.4969) loss_giou_aux_0: 0.5206 (0.5226) loss_giou_aux_1: 0.4988 (0.5072) loss_giou_aux_2: 0.4893 (0.5017) loss_giou_aux_3: 0.4800 (0.4979) loss_giou_aux_4: 0.4863 (0.4973) loss_giou_aux_5: 0.5856 (0.5926) loss_giou_dn_0: 0.6222 (0.6179) loss_giou_dn_1: 0.5087 (0.5137) loss_giou_dn_2: 0.4773 (0.4855) loss_giou_dn_3: 0.4664 (0.4769) loss_giou_dn_4: 0.4628 (0.4749) loss_giou_dn_5: 0.4630 (0.4751) loss_vfl: 0.7273 (0.7076) loss_vfl_aux_0: 0.8364 (0.8261) loss_vfl_aux_1: 0.7843 (0.7709) loss_vfl_aux_2: 0.7490 (0.7359) loss_vfl_aux_3: 0.7411 (0.7200) loss_vfl_aux_4: 0.7287 (0.7105) loss_vfl_aux_5: 0.8064 (0.8023) loss_vfl_dn_0: 0.4581 (0.4651) loss_vfl_dn_1: 0.4000 (0.4025) loss_vfl_dn_2: 0.3817 (0.3861) loss_vfl_dn_3: 0.3777 (0.3784) loss_vfl_dn_4: 0.3749 (0.3757) loss_vfl_dn_5: 0.3753 (0.3749) time: 0.4847 data: 0.0141 max mem: 5654 Epoch: [23] [2900/7393] eta: 0:36:10 lr: 0.000010 loss: 16.8873 (16.8530) loss_bbox: 0.1741 (0.1643) loss_bbox_aux_0: 0.1720 (0.1776) loss_bbox_aux_1: 0.1691 (0.1693) loss_bbox_aux_2: 0.1622 (0.1664) loss_bbox_aux_3: 0.1684 (0.1643) loss_bbox_aux_4: 0.1708 (0.1643) loss_bbox_aux_5: 0.2047 (0.2182) loss_bbox_dn_0: 0.2576 (0.2950) loss_bbox_dn_1: 0.1936 (0.2258) loss_bbox_dn_2: 0.1718 (0.2039) loss_bbox_dn_3: 0.1642 (0.1966) loss_bbox_dn_4: 0.1653 (0.1951) loss_bbox_dn_5: 0.1654 (0.1951) loss_giou: 0.5373 (0.4969) loss_giou_aux_0: 0.5528 (0.5224) loss_giou_aux_1: 0.5463 (0.5070) loss_giou_aux_2: 0.5428 (0.5015) loss_giou_aux_3: 0.5502 (0.4979) loss_giou_aux_4: 0.5479 (0.4972) loss_giou_aux_5: 0.6243 (0.5924) loss_giou_dn_0: 0.6505 (0.6178) loss_giou_dn_1: 0.5486 (0.5136) loss_giou_dn_2: 0.5176 (0.4853) loss_giou_dn_3: 0.5058 (0.4768) loss_giou_dn_4: 0.5032 (0.4748) loss_giou_dn_5: 0.5031 (0.4750) loss_vfl: 0.6962 (0.7078) loss_vfl_aux_0: 0.8063 (0.8266) loss_vfl_aux_1: 0.7615 (0.7715) loss_vfl_aux_2: 0.7247 (0.7363) loss_vfl_aux_3: 0.7046 (0.7201) loss_vfl_aux_4: 0.6951 (0.7107) loss_vfl_aux_5: 0.7607 (0.8026) loss_vfl_dn_0: 0.4568 (0.4652) loss_vfl_dn_1: 0.3997 (0.4025) loss_vfl_dn_2: 0.3885 (0.3861) loss_vfl_dn_3: 0.3806 (0.3785) loss_vfl_dn_4: 0.3787 (0.3758) loss_vfl_dn_5: 0.3798 (0.3750) time: 0.4762 data: 0.0142 max mem: 5654 Epoch: [23] [3000/7393] eta: 0:35:21 lr: 0.000010 loss: 17.2794 (16.8566) loss_bbox: 0.1629 (0.1643) loss_bbox_aux_0: 0.1634 (0.1775) loss_bbox_aux_1: 0.1623 (0.1692) loss_bbox_aux_2: 0.1619 (0.1663) loss_bbox_aux_3: 0.1614 (0.1642) loss_bbox_aux_4: 0.1640 (0.1643) loss_bbox_aux_5: 0.2044 (0.2180) loss_bbox_dn_0: 0.2748 (0.2948) loss_bbox_dn_1: 0.1992 (0.2256) loss_bbox_dn_2: 0.1824 (0.2038) loss_bbox_dn_3: 0.1763 (0.1965) loss_bbox_dn_4: 0.1776 (0.1950) loss_bbox_dn_5: 0.1774 (0.1950) loss_giou: 0.5124 (0.4975) loss_giou_aux_0: 0.5364 (0.5228) loss_giou_aux_1: 0.5266 (0.5074) loss_giou_aux_2: 0.5222 (0.5020) loss_giou_aux_3: 0.5085 (0.4984) loss_giou_aux_4: 0.5127 (0.4978) loss_giou_aux_5: 0.6089 (0.5928) loss_giou_dn_0: 0.6362 (0.6181) loss_giou_dn_1: 0.5418 (0.5139) loss_giou_dn_2: 0.5157 (0.4857) loss_giou_dn_3: 0.5062 (0.4772) loss_giou_dn_4: 0.5055 (0.4752) loss_giou_dn_5: 0.5061 (0.4754) loss_vfl: 0.6905 (0.7075) loss_vfl_aux_0: 0.8185 (0.8265) loss_vfl_aux_1: 0.7673 (0.7714) loss_vfl_aux_2: 0.7282 (0.7364) loss_vfl_aux_3: 0.7012 (0.7200) loss_vfl_aux_4: 0.6865 (0.7105) loss_vfl_aux_5: 0.7702 (0.8024) loss_vfl_dn_0: 0.4649 (0.4651) loss_vfl_dn_1: 0.4077 (0.4025) loss_vfl_dn_2: 0.3914 (0.3862) loss_vfl_dn_3: 0.3852 (0.3785) loss_vfl_dn_4: 0.3793 (0.3758) loss_vfl_dn_5: 0.3784 (0.3751) time: 0.4833 data: 0.0143 max mem: 5654 Epoch: [23] [3100/7393] eta: 0:34:32 lr: 0.000010 loss: 16.6238 (16.8473) loss_bbox: 0.1433 (0.1642) loss_bbox_aux_0: 0.1611 (0.1773) loss_bbox_aux_1: 0.1495 (0.1691) loss_bbox_aux_2: 0.1473 (0.1662) loss_bbox_aux_3: 0.1429 (0.1641) loss_bbox_aux_4: 0.1437 (0.1642) loss_bbox_aux_5: 0.1998 (0.2179) loss_bbox_dn_0: 0.2685 (0.2947) loss_bbox_dn_1: 0.1836 (0.2256) loss_bbox_dn_2: 0.1631 (0.2037) loss_bbox_dn_3: 0.1576 (0.1964) loss_bbox_dn_4: 0.1553 (0.1949) loss_bbox_dn_5: 0.1554 (0.1949) loss_giou: 0.4628 (0.4972) loss_giou_aux_0: 0.4886 (0.5224) loss_giou_aux_1: 0.4762 (0.5071) loss_giou_aux_2: 0.4657 (0.5016) loss_giou_aux_3: 0.4633 (0.4980) loss_giou_aux_4: 0.4722 (0.4975) loss_giou_aux_5: 0.5701 (0.5924) loss_giou_dn_0: 0.5943 (0.6177) loss_giou_dn_1: 0.4986 (0.5136) loss_giou_dn_2: 0.4669 (0.4854) loss_giou_dn_3: 0.4536 (0.4769) loss_giou_dn_4: 0.4505 (0.4748) loss_giou_dn_5: 0.4506 (0.4750) loss_vfl: 0.6565 (0.7069) loss_vfl_aux_0: 0.7863 (0.8264) loss_vfl_aux_1: 0.7316 (0.7709) loss_vfl_aux_2: 0.6991 (0.7360) loss_vfl_aux_3: 0.6692 (0.7194) loss_vfl_aux_4: 0.6525 (0.7099) loss_vfl_aux_5: 0.7475 (0.8020) loss_vfl_dn_0: 0.4631 (0.4650) loss_vfl_dn_1: 0.4000 (0.4024) loss_vfl_dn_2: 0.3848 (0.3860) loss_vfl_dn_3: 0.3795 (0.3784) loss_vfl_dn_4: 0.3754 (0.3757) loss_vfl_dn_5: 0.3742 (0.3750) time: 0.4737 data: 0.0144 max mem: 5654 Epoch: [23] [3200/7393] eta: 0:33:42 lr: 0.000010 loss: 16.9578 (16.8431) loss_bbox: 0.1386 (0.1642) loss_bbox_aux_0: 0.1524 (0.1772) loss_bbox_aux_1: 0.1429 (0.1690) loss_bbox_aux_2: 0.1397 (0.1661) loss_bbox_aux_3: 0.1397 (0.1641) loss_bbox_aux_4: 0.1388 (0.1641) loss_bbox_aux_5: 0.1891 (0.2178) loss_bbox_dn_0: 0.2331 (0.2945) loss_bbox_dn_1: 0.1794 (0.2254) loss_bbox_dn_2: 0.1600 (0.2035) loss_bbox_dn_3: 0.1516 (0.1963) loss_bbox_dn_4: 0.1528 (0.1948) loss_bbox_dn_5: 0.1528 (0.1948) loss_giou: 0.5357 (0.4972) loss_giou_aux_0: 0.5619 (0.5223) loss_giou_aux_1: 0.5478 (0.5069) loss_giou_aux_2: 0.5406 (0.5015) loss_giou_aux_3: 0.5400 (0.4981) loss_giou_aux_4: 0.5340 (0.4976) loss_giou_aux_5: 0.6508 (0.5924) loss_giou_dn_0: 0.6399 (0.6177) loss_giou_dn_1: 0.5209 (0.5136) loss_giou_dn_2: 0.4937 (0.4853) loss_giou_dn_3: 0.4877 (0.4768) loss_giou_dn_4: 0.4865 (0.4748) loss_giou_dn_5: 0.4867 (0.4750) loss_vfl: 0.6747 (0.7065) loss_vfl_aux_0: 0.7701 (0.8262) loss_vfl_aux_1: 0.7307 (0.7708) loss_vfl_aux_2: 0.7133 (0.7358) loss_vfl_aux_3: 0.6931 (0.7191) loss_vfl_aux_4: 0.6830 (0.7095) loss_vfl_aux_5: 0.7339 (0.8016) loss_vfl_dn_0: 0.4673 (0.4650) loss_vfl_dn_1: 0.4080 (0.4024) loss_vfl_dn_2: 0.3934 (0.3860) loss_vfl_dn_3: 0.3863 (0.3784) loss_vfl_dn_4: 0.3861 (0.3757) loss_vfl_dn_5: 0.3849 (0.3749) time: 0.4678 data: 0.0138 max mem: 5654 Epoch: [23] [3300/7393] eta: 0:33:00 lr: 0.000010 loss: 16.4726 (16.8403) loss_bbox: 0.1571 (0.1642) loss_bbox_aux_0: 0.1680 (0.1771) loss_bbox_aux_1: 0.1582 (0.1689) loss_bbox_aux_2: 0.1567 (0.1661) loss_bbox_aux_3: 0.1525 (0.1641) loss_bbox_aux_4: 0.1610 (0.1642) loss_bbox_aux_5: 0.2039 (0.2180) loss_bbox_dn_0: 0.2894 (0.2947) loss_bbox_dn_1: 0.2136 (0.2256) loss_bbox_dn_2: 0.1947 (0.2037) loss_bbox_dn_3: 0.1879 (0.1964) loss_bbox_dn_4: 0.1851 (0.1949) loss_bbox_dn_5: 0.1851 (0.1949) loss_giou: 0.4591 (0.4969) loss_giou_aux_0: 0.4706 (0.5219) loss_giou_aux_1: 0.4640 (0.5065) loss_giou_aux_2: 0.4552 (0.5011) loss_giou_aux_3: 0.4554 (0.4977) loss_giou_aux_4: 0.4566 (0.4972) loss_giou_aux_5: 0.5290 (0.5921) loss_giou_dn_0: 0.5893 (0.6174) loss_giou_dn_1: 0.4771 (0.5133) loss_giou_dn_2: 0.4477 (0.4850) loss_giou_dn_3: 0.4367 (0.4765) loss_giou_dn_4: 0.4339 (0.4745) loss_giou_dn_5: 0.4342 (0.4747) loss_vfl: 0.7073 (0.7065) loss_vfl_aux_0: 0.8059 (0.8263) loss_vfl_aux_1: 0.7827 (0.7711) loss_vfl_aux_2: 0.7353 (0.7361) loss_vfl_aux_3: 0.7291 (0.7191) loss_vfl_aux_4: 0.7148 (0.7095) loss_vfl_aux_5: 0.8030 (0.8017) loss_vfl_dn_0: 0.4650 (0.4650) loss_vfl_dn_1: 0.4116 (0.4024) loss_vfl_dn_2: 0.3881 (0.3860) loss_vfl_dn_3: 0.3810 (0.3784) loss_vfl_dn_4: 0.3789 (0.3757) loss_vfl_dn_5: 0.3776 (0.3749) time: 0.7903 data: 0.0140 max mem: 5654 Epoch: [23] [3400/7393] eta: 0:32:10 lr: 0.000010 loss: 16.8813 (16.8416) loss_bbox: 0.1615 (0.1643) loss_bbox_aux_0: 0.1695 (0.1771) loss_bbox_aux_1: 0.1736 (0.1689) loss_bbox_aux_2: 0.1737 (0.1661) loss_bbox_aux_3: 0.1642 (0.1642) loss_bbox_aux_4: 0.1611 (0.1642) loss_bbox_aux_5: 0.1975 (0.2180) loss_bbox_dn_0: 0.2846 (0.2946) loss_bbox_dn_1: 0.2101 (0.2255) loss_bbox_dn_2: 0.1779 (0.2035) loss_bbox_dn_3: 0.1718 (0.1963) loss_bbox_dn_4: 0.1743 (0.1948) loss_bbox_dn_5: 0.1745 (0.1948) loss_giou: 0.4603 (0.4972) loss_giou_aux_0: 0.4955 (0.5221) loss_giou_aux_1: 0.4572 (0.5067) loss_giou_aux_2: 0.4597 (0.5012) loss_giou_aux_3: 0.4576 (0.4980) loss_giou_aux_4: 0.4688 (0.4975) loss_giou_aux_5: 0.5603 (0.5923) loss_giou_dn_0: 0.6023 (0.6176) loss_giou_dn_1: 0.5026 (0.5134) loss_giou_dn_2: 0.4667 (0.4851) loss_giou_dn_3: 0.4577 (0.4766) loss_giou_dn_4: 0.4555 (0.4746) loss_giou_dn_5: 0.4553 (0.4747) loss_vfl: 0.6897 (0.7064) loss_vfl_aux_0: 0.7776 (0.8260) loss_vfl_aux_1: 0.7388 (0.7709) loss_vfl_aux_2: 0.7229 (0.7361) loss_vfl_aux_3: 0.7058 (0.7191) loss_vfl_aux_4: 0.6956 (0.7094) loss_vfl_aux_5: 0.7928 (0.8016) loss_vfl_dn_0: 0.4654 (0.4650) loss_vfl_dn_1: 0.3979 (0.4024) loss_vfl_dn_2: 0.3828 (0.3861) loss_vfl_dn_3: 0.3736 (0.3785) loss_vfl_dn_4: 0.3701 (0.3757) loss_vfl_dn_5: 0.3694 (0.3750) time: 0.4724 data: 0.0140 max mem: 5654 Epoch: [23] [3500/7393] eta: 0:31:21 lr: 0.000010 loss: 16.8534 (16.8458) loss_bbox: 0.1632 (0.1644) loss_bbox_aux_0: 0.1818 (0.1772) loss_bbox_aux_1: 0.1683 (0.1690) loss_bbox_aux_2: 0.1663 (0.1662) loss_bbox_aux_3: 0.1667 (0.1643) loss_bbox_aux_4: 0.1705 (0.1644) loss_bbox_aux_5: 0.2217 (0.2181) loss_bbox_dn_0: 0.2727 (0.2948) loss_bbox_dn_1: 0.2069 (0.2256) loss_bbox_dn_2: 0.1852 (0.2036) loss_bbox_dn_3: 0.1814 (0.1964) loss_bbox_dn_4: 0.1806 (0.1949) loss_bbox_dn_5: 0.1807 (0.1949) loss_giou: 0.5023 (0.4975) loss_giou_aux_0: 0.5341 (0.5223) loss_giou_aux_1: 0.5162 (0.5070) loss_giou_aux_2: 0.5063 (0.5016) loss_giou_aux_3: 0.5065 (0.4983) loss_giou_aux_4: 0.5046 (0.4978) loss_giou_aux_5: 0.6097 (0.5925) loss_giou_dn_0: 0.6327 (0.6177) loss_giou_dn_1: 0.5407 (0.5136) loss_giou_dn_2: 0.5089 (0.4853) loss_giou_dn_3: 0.4960 (0.4768) loss_giou_dn_4: 0.4924 (0.4748) loss_giou_dn_5: 0.4929 (0.4750) loss_vfl: 0.6718 (0.7062) loss_vfl_aux_0: 0.8196 (0.8259) loss_vfl_aux_1: 0.7519 (0.7707) loss_vfl_aux_2: 0.7162 (0.7360) loss_vfl_aux_3: 0.7077 (0.7189) loss_vfl_aux_4: 0.6822 (0.7092) loss_vfl_aux_5: 0.7750 (0.8015) loss_vfl_dn_0: 0.4660 (0.4651) loss_vfl_dn_1: 0.4017 (0.4026) loss_vfl_dn_2: 0.3888 (0.3862) loss_vfl_dn_3: 0.3827 (0.3786) loss_vfl_dn_4: 0.3788 (0.3759) loss_vfl_dn_5: 0.3768 (0.3751) time: 0.4759 data: 0.0145 max mem: 5654 Epoch: [23] [3600/7393] eta: 0:30:31 lr: 0.000010 loss: 16.9882 (16.8487) loss_bbox: 0.1469 (0.1645) loss_bbox_aux_0: 0.1623 (0.1771) loss_bbox_aux_1: 0.1440 (0.1690) loss_bbox_aux_2: 0.1486 (0.1663) loss_bbox_aux_3: 0.1488 (0.1644) loss_bbox_aux_4: 0.1467 (0.1644) loss_bbox_aux_5: 0.2005 (0.2180) loss_bbox_dn_0: 0.2881 (0.2949) loss_bbox_dn_1: 0.2204 (0.2258) loss_bbox_dn_2: 0.1939 (0.2038) loss_bbox_dn_3: 0.1891 (0.1966) loss_bbox_dn_4: 0.1895 (0.1951) loss_bbox_dn_5: 0.1894 (0.1950) loss_giou: 0.4868 (0.4976) loss_giou_aux_0: 0.5329 (0.5223) loss_giou_aux_1: 0.5041 (0.5071) loss_giou_aux_2: 0.4927 (0.5017) loss_giou_aux_3: 0.4859 (0.4985) loss_giou_aux_4: 0.4950 (0.4979) loss_giou_aux_5: 0.5948 (0.5925) loss_giou_dn_0: 0.6247 (0.6178) loss_giou_dn_1: 0.5061 (0.5137) loss_giou_dn_2: 0.4830 (0.4854) loss_giou_dn_3: 0.4763 (0.4769) loss_giou_dn_4: 0.4774 (0.4749) loss_giou_dn_5: 0.4773 (0.4751) loss_vfl: 0.7055 (0.7062) loss_vfl_aux_0: 0.8151 (0.8261) loss_vfl_aux_1: 0.7647 (0.7708) loss_vfl_aux_2: 0.7304 (0.7359) loss_vfl_aux_3: 0.7018 (0.7188) loss_vfl_aux_4: 0.7054 (0.7093) loss_vfl_aux_5: 0.8112 (0.8015) loss_vfl_dn_0: 0.4663 (0.4651) loss_vfl_dn_1: 0.4050 (0.4026) loss_vfl_dn_2: 0.3896 (0.3863) loss_vfl_dn_3: 0.3832 (0.3787) loss_vfl_dn_4: 0.3821 (0.3759) loss_vfl_dn_5: 0.3812 (0.3752) time: 0.4739 data: 0.0145 max mem: 5654 Epoch: [23] [3700/7393] eta: 0:29:48 lr: 0.000010 loss: 16.6921 (16.8437) loss_bbox: 0.1570 (0.1645) loss_bbox_aux_0: 0.1684 (0.1772) loss_bbox_aux_1: 0.1627 (0.1691) loss_bbox_aux_2: 0.1545 (0.1663) loss_bbox_aux_3: 0.1579 (0.1644) loss_bbox_aux_4: 0.1583 (0.1645) loss_bbox_aux_5: 0.2122 (0.2181) loss_bbox_dn_0: 0.2765 (0.2951) loss_bbox_dn_1: 0.2043 (0.2259) loss_bbox_dn_2: 0.1878 (0.2039) loss_bbox_dn_3: 0.1831 (0.1967) loss_bbox_dn_4: 0.1828 (0.1952) loss_bbox_dn_5: 0.1830 (0.1952) loss_giou: 0.4538 (0.4972) loss_giou_aux_0: 0.4817 (0.5219) loss_giou_aux_1: 0.4707 (0.5067) loss_giou_aux_2: 0.4629 (0.5012) loss_giou_aux_3: 0.4595 (0.4980) loss_giou_aux_4: 0.4617 (0.4975) loss_giou_aux_5: 0.5592 (0.5921) loss_giou_dn_0: 0.5875 (0.6177) loss_giou_dn_1: 0.4848 (0.5135) loss_giou_dn_2: 0.4626 (0.4852) loss_giou_dn_3: 0.4536 (0.4767) loss_giou_dn_4: 0.4530 (0.4747) loss_giou_dn_5: 0.4522 (0.4748) loss_vfl: 0.6874 (0.7060) loss_vfl_aux_0: 0.8167 (0.8260) loss_vfl_aux_1: 0.7757 (0.7707) loss_vfl_aux_2: 0.7345 (0.7358) loss_vfl_aux_3: 0.7004 (0.7184) loss_vfl_aux_4: 0.6883 (0.7090) loss_vfl_aux_5: 0.7757 (0.8013) loss_vfl_dn_0: 0.4579 (0.4650) loss_vfl_dn_1: 0.3951 (0.4026) loss_vfl_dn_2: 0.3802 (0.3862) loss_vfl_dn_3: 0.3696 (0.3786) loss_vfl_dn_4: 0.3665 (0.3758) loss_vfl_dn_5: 0.3650 (0.3751) time: 0.4822 data: 0.0140 max mem: 5654 Epoch: [23] [3800/7393] eta: 0:28:58 lr: 0.000010 loss: 17.4080 (16.8453) loss_bbox: 0.1656 (0.1644) loss_bbox_aux_0: 0.1897 (0.1771) loss_bbox_aux_1: 0.1806 (0.1690) loss_bbox_aux_2: 0.1715 (0.1663) loss_bbox_aux_3: 0.1729 (0.1643) loss_bbox_aux_4: 0.1745 (0.1643) loss_bbox_aux_5: 0.2244 (0.2179) loss_bbox_dn_0: 0.2948 (0.2948) loss_bbox_dn_1: 0.2303 (0.2257) loss_bbox_dn_2: 0.2123 (0.2038) loss_bbox_dn_3: 0.2052 (0.1966) loss_bbox_dn_4: 0.2039 (0.1951) loss_bbox_dn_5: 0.2037 (0.1951) loss_giou: 0.5297 (0.4977) loss_giou_aux_0: 0.5455 (0.5226) loss_giou_aux_1: 0.5324 (0.5072) loss_giou_aux_2: 0.5337 (0.5018) loss_giou_aux_3: 0.5311 (0.4986) loss_giou_aux_4: 0.5313 (0.4980) loss_giou_aux_5: 0.6142 (0.5926) loss_giou_dn_0: 0.6148 (0.6179) loss_giou_dn_1: 0.5227 (0.5138) loss_giou_dn_2: 0.4923 (0.4855) loss_giou_dn_3: 0.4873 (0.4770) loss_giou_dn_4: 0.4865 (0.4750) loss_giou_dn_5: 0.4868 (0.4752) loss_vfl: 0.6758 (0.7057) loss_vfl_aux_0: 0.7855 (0.8254) loss_vfl_aux_1: 0.7195 (0.7701) loss_vfl_aux_2: 0.6941 (0.7354) loss_vfl_aux_3: 0.6901 (0.7180) loss_vfl_aux_4: 0.6823 (0.7088) loss_vfl_aux_5: 0.7831 (0.8009) loss_vfl_dn_0: 0.4556 (0.4650) loss_vfl_dn_1: 0.4037 (0.4026) loss_vfl_dn_2: 0.3906 (0.3862) loss_vfl_dn_3: 0.3842 (0.3787) loss_vfl_dn_4: 0.3818 (0.3759) loss_vfl_dn_5: 0.3813 (0.3751) time: 0.4771 data: 0.0144 max mem: 5654 Epoch: [23] [3900/7393] eta: 0:28:15 lr: 0.000010 loss: 16.1780 (16.8443) loss_bbox: 0.1577 (0.1645) loss_bbox_aux_0: 0.1647 (0.1772) loss_bbox_aux_1: 0.1586 (0.1691) loss_bbox_aux_2: 0.1520 (0.1663) loss_bbox_aux_3: 0.1510 (0.1644) loss_bbox_aux_4: 0.1490 (0.1644) loss_bbox_aux_5: 0.2042 (0.2180) loss_bbox_dn_0: 0.2765 (0.2949) loss_bbox_dn_1: 0.2098 (0.2258) loss_bbox_dn_2: 0.1900 (0.2039) loss_bbox_dn_3: 0.1827 (0.1967) loss_bbox_dn_4: 0.1831 (0.1952) loss_bbox_dn_5: 0.1829 (0.1952) loss_giou: 0.4828 (0.4976) loss_giou_aux_0: 0.4996 (0.5224) loss_giou_aux_1: 0.4851 (0.5070) loss_giou_aux_2: 0.4825 (0.5016) loss_giou_aux_3: 0.4808 (0.4984) loss_giou_aux_4: 0.4834 (0.4979) loss_giou_aux_5: 0.5548 (0.5924) loss_giou_dn_0: 0.5929 (0.6178) loss_giou_dn_1: 0.4863 (0.5137) loss_giou_dn_2: 0.4597 (0.4854) loss_giou_dn_3: 0.4503 (0.4769) loss_giou_dn_4: 0.4490 (0.4749) loss_giou_dn_5: 0.4492 (0.4750) loss_vfl: 0.6635 (0.7056) loss_vfl_aux_0: 0.7889 (0.8255) loss_vfl_aux_1: 0.7187 (0.7701) loss_vfl_aux_2: 0.6967 (0.7353) loss_vfl_aux_3: 0.6869 (0.7179) loss_vfl_aux_4: 0.6732 (0.7087) loss_vfl_aux_5: 0.7891 (0.8011) loss_vfl_dn_0: 0.4665 (0.4651) loss_vfl_dn_1: 0.3994 (0.4026) loss_vfl_dn_2: 0.3814 (0.3862) loss_vfl_dn_3: 0.3735 (0.3787) loss_vfl_dn_4: 0.3715 (0.3759) loss_vfl_dn_5: 0.3705 (0.3751) time: 0.4758 data: 0.0141 max mem: 5654 Epoch: [23] [4000/7393] eta: 0:27:25 lr: 0.000010 loss: 16.9568 (16.8430) loss_bbox: 0.1546 (0.1644) loss_bbox_aux_0: 0.1629 (0.1772) loss_bbox_aux_1: 0.1574 (0.1690) loss_bbox_aux_2: 0.1532 (0.1663) loss_bbox_aux_3: 0.1534 (0.1643) loss_bbox_aux_4: 0.1549 (0.1644) loss_bbox_aux_5: 0.1912 (0.2179) loss_bbox_dn_0: 0.2569 (0.2946) loss_bbox_dn_1: 0.1902 (0.2256) loss_bbox_dn_2: 0.1711 (0.2037) loss_bbox_dn_3: 0.1674 (0.1965) loss_bbox_dn_4: 0.1676 (0.1950) loss_bbox_dn_5: 0.1676 (0.1950) loss_giou: 0.5081 (0.4977) loss_giou_aux_0: 0.5437 (0.5225) loss_giou_aux_1: 0.5285 (0.5071) loss_giou_aux_2: 0.5110 (0.5018) loss_giou_aux_3: 0.5125 (0.4985) loss_giou_aux_4: 0.5105 (0.4980) loss_giou_aux_5: 0.6201 (0.5925) loss_giou_dn_0: 0.6338 (0.6178) loss_giou_dn_1: 0.5248 (0.5136) loss_giou_dn_2: 0.4988 (0.4853) loss_giou_dn_3: 0.4909 (0.4768) loss_giou_dn_4: 0.4894 (0.4748) loss_giou_dn_5: 0.4894 (0.4750) loss_vfl: 0.7111 (0.7057) loss_vfl_aux_0: 0.8290 (0.8253) loss_vfl_aux_1: 0.7754 (0.7702) loss_vfl_aux_2: 0.7419 (0.7352) loss_vfl_aux_3: 0.7083 (0.7180) loss_vfl_aux_4: 0.7093 (0.7087) loss_vfl_aux_5: 0.7964 (0.8008) loss_vfl_dn_0: 0.4689 (0.4651) loss_vfl_dn_1: 0.4095 (0.4026) loss_vfl_dn_2: 0.3931 (0.3863) loss_vfl_dn_3: 0.3811 (0.3787) loss_vfl_dn_4: 0.3767 (0.3760) loss_vfl_dn_5: 0.3781 (0.3752) time: 0.4754 data: 0.0139 max mem: 5654 Epoch: [23] [4100/7393] eta: 0:26:36 lr: 0.000010 loss: 16.1979 (16.8444) loss_bbox: 0.1702 (0.1644) loss_bbox_aux_0: 0.1846 (0.1772) loss_bbox_aux_1: 0.1795 (0.1691) loss_bbox_aux_2: 0.1782 (0.1663) loss_bbox_aux_3: 0.1724 (0.1644) loss_bbox_aux_4: 0.1702 (0.1644) loss_bbox_aux_5: 0.2340 (0.2180) loss_bbox_dn_0: 0.3062 (0.2948) loss_bbox_dn_1: 0.2285 (0.2256) loss_bbox_dn_2: 0.2099 (0.2038) loss_bbox_dn_3: 0.2046 (0.1966) loss_bbox_dn_4: 0.2043 (0.1951) loss_bbox_dn_5: 0.2043 (0.1950) loss_giou: 0.4403 (0.4978) loss_giou_aux_0: 0.4712 (0.5226) loss_giou_aux_1: 0.4586 (0.5073) loss_giou_aux_2: 0.4499 (0.5019) loss_giou_aux_3: 0.4416 (0.4987) loss_giou_aux_4: 0.4394 (0.4981) loss_giou_aux_5: 0.5385 (0.5926) loss_giou_dn_0: 0.5857 (0.6179) loss_giou_dn_1: 0.4834 (0.5136) loss_giou_dn_2: 0.4598 (0.4854) loss_giou_dn_3: 0.4477 (0.4769) loss_giou_dn_4: 0.4469 (0.4749) loss_giou_dn_5: 0.4473 (0.4751) loss_vfl: 0.6712 (0.7055) loss_vfl_aux_0: 0.8180 (0.8254) loss_vfl_aux_1: 0.7487 (0.7701) loss_vfl_aux_2: 0.6831 (0.7350) loss_vfl_aux_3: 0.6935 (0.7177) loss_vfl_aux_4: 0.6804 (0.7085) loss_vfl_aux_5: 0.7931 (0.8010) loss_vfl_dn_0: 0.4650 (0.4652) loss_vfl_dn_1: 0.3973 (0.4026) loss_vfl_dn_2: 0.3752 (0.3863) loss_vfl_dn_3: 0.3684 (0.3787) loss_vfl_dn_4: 0.3631 (0.3759) loss_vfl_dn_5: 0.3630 (0.3752) time: 0.4701 data: 0.0138 max mem: 5654 Epoch: [23] [4200/7393] eta: 0:25:46 lr: 0.000010 loss: 17.2683 (16.8483) loss_bbox: 0.1654 (0.1646) loss_bbox_aux_0: 0.1759 (0.1773) loss_bbox_aux_1: 0.1647 (0.1692) loss_bbox_aux_2: 0.1641 (0.1665) loss_bbox_aux_3: 0.1632 (0.1645) loss_bbox_aux_4: 0.1627 (0.1645) loss_bbox_aux_5: 0.2140 (0.2181) loss_bbox_dn_0: 0.3175 (0.2949) loss_bbox_dn_1: 0.2427 (0.2257) loss_bbox_dn_2: 0.2132 (0.2039) loss_bbox_dn_3: 0.2040 (0.1967) loss_bbox_dn_4: 0.2009 (0.1952) loss_bbox_dn_5: 0.2031 (0.1952) loss_giou: 0.4789 (0.4980) loss_giou_aux_0: 0.5149 (0.5228) loss_giou_aux_1: 0.4787 (0.5076) loss_giou_aux_2: 0.4861 (0.5022) loss_giou_aux_3: 0.4842 (0.4990) loss_giou_aux_4: 0.4792 (0.4984) loss_giou_aux_5: 0.5913 (0.5930) loss_giou_dn_0: 0.6208 (0.6180) loss_giou_dn_1: 0.5096 (0.5138) loss_giou_dn_2: 0.4895 (0.4855) loss_giou_dn_3: 0.4818 (0.4770) loss_giou_dn_4: 0.4793 (0.4750) loss_giou_dn_5: 0.4800 (0.4752) loss_vfl: 0.6913 (0.7053) loss_vfl_aux_0: 0.8257 (0.8254) loss_vfl_aux_1: 0.7528 (0.7699) loss_vfl_aux_2: 0.7248 (0.7348) loss_vfl_aux_3: 0.7012 (0.7175) loss_vfl_aux_4: 0.7087 (0.7084) loss_vfl_aux_5: 0.8043 (0.8010) loss_vfl_dn_0: 0.4666 (0.4652) loss_vfl_dn_1: 0.4130 (0.4027) loss_vfl_dn_2: 0.3934 (0.3863) loss_vfl_dn_3: 0.3843 (0.3788) loss_vfl_dn_4: 0.3817 (0.3760) loss_vfl_dn_5: 0.3822 (0.3752) time: 0.4863 data: 0.0140 max mem: 5654 Epoch: [23] [4300/7393] eta: 0:24:57 lr: 0.000010 loss: 16.4112 (16.8464) loss_bbox: 0.1428 (0.1645) loss_bbox_aux_0: 0.1582 (0.1771) loss_bbox_aux_1: 0.1524 (0.1691) loss_bbox_aux_2: 0.1459 (0.1664) loss_bbox_aux_3: 0.1460 (0.1645) loss_bbox_aux_4: 0.1451 (0.1644) loss_bbox_aux_5: 0.2086 (0.2180) loss_bbox_dn_0: 0.2865 (0.2948) loss_bbox_dn_1: 0.2119 (0.2256) loss_bbox_dn_2: 0.1884 (0.2038) loss_bbox_dn_3: 0.1779 (0.1965) loss_bbox_dn_4: 0.1756 (0.1950) loss_bbox_dn_5: 0.1757 (0.1950) loss_giou: 0.4599 (0.4980) loss_giou_aux_0: 0.4761 (0.5227) loss_giou_aux_1: 0.4460 (0.5075) loss_giou_aux_2: 0.4473 (0.5021) loss_giou_aux_3: 0.4472 (0.4990) loss_giou_aux_4: 0.4549 (0.4983) loss_giou_aux_5: 0.5555 (0.5930) loss_giou_dn_0: 0.5915 (0.6179) loss_giou_dn_1: 0.4946 (0.5137) loss_giou_dn_2: 0.4680 (0.4855) loss_giou_dn_3: 0.4609 (0.4770) loss_giou_dn_4: 0.4592 (0.4750) loss_giou_dn_5: 0.4590 (0.4752) loss_vfl: 0.6796 (0.7052) loss_vfl_aux_0: 0.8272 (0.8255) loss_vfl_aux_1: 0.7518 (0.7699) loss_vfl_aux_2: 0.7404 (0.7349) loss_vfl_aux_3: 0.7016 (0.7174) loss_vfl_aux_4: 0.6892 (0.7083) loss_vfl_aux_5: 0.8273 (0.8010) loss_vfl_dn_0: 0.4664 (0.4652) loss_vfl_dn_1: 0.3915 (0.4027) loss_vfl_dn_2: 0.3783 (0.3863) loss_vfl_dn_3: 0.3720 (0.3788) loss_vfl_dn_4: 0.3697 (0.3760) loss_vfl_dn_5: 0.3686 (0.3752) time: 0.4699 data: 0.0138 max mem: 5654 Epoch: [23] [4400/7393] eta: 0:24:08 lr: 0.000010 loss: 16.7697 (16.8488) loss_bbox: 0.1634 (0.1646) loss_bbox_aux_0: 0.1701 (0.1771) loss_bbox_aux_1: 0.1629 (0.1692) loss_bbox_aux_2: 0.1559 (0.1664) loss_bbox_aux_3: 0.1605 (0.1646) loss_bbox_aux_4: 0.1638 (0.1645) loss_bbox_aux_5: 0.1941 (0.2180) loss_bbox_dn_0: 0.2734 (0.2948) loss_bbox_dn_1: 0.2115 (0.2257) loss_bbox_dn_2: 0.1937 (0.2039) loss_bbox_dn_3: 0.1912 (0.1967) loss_bbox_dn_4: 0.1931 (0.1952) loss_bbox_dn_5: 0.1927 (0.1952) loss_giou: 0.5208 (0.4981) loss_giou_aux_0: 0.5509 (0.5227) loss_giou_aux_1: 0.5334 (0.5076) loss_giou_aux_2: 0.5466 (0.5021) loss_giou_aux_3: 0.5224 (0.4990) loss_giou_aux_4: 0.5205 (0.4984) loss_giou_aux_5: 0.6147 (0.5931) loss_giou_dn_0: 0.6271 (0.6180) loss_giou_dn_1: 0.5309 (0.5138) loss_giou_dn_2: 0.4986 (0.4856) loss_giou_dn_3: 0.4915 (0.4772) loss_giou_dn_4: 0.4888 (0.4751) loss_giou_dn_5: 0.4892 (0.4753) loss_vfl: 0.6796 (0.7053) loss_vfl_aux_0: 0.7838 (0.8254) loss_vfl_aux_1: 0.7237 (0.7700) loss_vfl_aux_2: 0.7065 (0.7350) loss_vfl_aux_3: 0.6966 (0.7175) loss_vfl_aux_4: 0.6747 (0.7083) loss_vfl_aux_5: 0.7684 (0.8010) loss_vfl_dn_0: 0.4627 (0.4653) loss_vfl_dn_1: 0.3973 (0.4027) loss_vfl_dn_2: 0.3832 (0.3864) loss_vfl_dn_3: 0.3768 (0.3788) loss_vfl_dn_4: 0.3745 (0.3760) loss_vfl_dn_5: 0.3728 (0.3752) time: 0.4739 data: 0.0142 max mem: 5654 Epoch: [23] [4500/7393] eta: 0:23:19 lr: 0.000010 loss: 16.7217 (16.8504) loss_bbox: 0.1527 (0.1645) loss_bbox_aux_0: 0.1638 (0.1772) loss_bbox_aux_1: 0.1575 (0.1692) loss_bbox_aux_2: 0.1565 (0.1664) loss_bbox_aux_3: 0.1546 (0.1645) loss_bbox_aux_4: 0.1525 (0.1644) loss_bbox_aux_5: 0.2059 (0.2180) loss_bbox_dn_0: 0.2655 (0.2948) loss_bbox_dn_1: 0.1997 (0.2257) loss_bbox_dn_2: 0.1855 (0.2039) loss_bbox_dn_3: 0.1806 (0.1967) loss_bbox_dn_4: 0.1792 (0.1952) loss_bbox_dn_5: 0.1792 (0.1951) loss_giou: 0.5094 (0.4982) loss_giou_aux_0: 0.5326 (0.5228) loss_giou_aux_1: 0.5028 (0.5077) loss_giou_aux_2: 0.5240 (0.5022) loss_giou_aux_3: 0.5171 (0.4991) loss_giou_aux_4: 0.5093 (0.4985) loss_giou_aux_5: 0.6059 (0.5931) loss_giou_dn_0: 0.6307 (0.6181) loss_giou_dn_1: 0.5263 (0.5139) loss_giou_dn_2: 0.4927 (0.4857) loss_giou_dn_3: 0.4861 (0.4772) loss_giou_dn_4: 0.4830 (0.4752) loss_giou_dn_5: 0.4830 (0.4754) loss_vfl: 0.6950 (0.7054) loss_vfl_aux_0: 0.8302 (0.8255) loss_vfl_aux_1: 0.7692 (0.7701) loss_vfl_aux_2: 0.7456 (0.7352) loss_vfl_aux_3: 0.7160 (0.7177) loss_vfl_aux_4: 0.7028 (0.7084) loss_vfl_aux_5: 0.8113 (0.8013) loss_vfl_dn_0: 0.4594 (0.4652) loss_vfl_dn_1: 0.3997 (0.4027) loss_vfl_dn_2: 0.3847 (0.3864) loss_vfl_dn_3: 0.3794 (0.3788) loss_vfl_dn_4: 0.3783 (0.3760) loss_vfl_dn_5: 0.3765 (0.3752) time: 0.4825 data: 0.0144 max mem: 5654 Epoch: [23] [4600/7393] eta: 0:22:30 lr: 0.000010 loss: 17.3949 (16.8542) loss_bbox: 0.1420 (0.1645) loss_bbox_aux_0: 0.1591 (0.1771) loss_bbox_aux_1: 0.1512 (0.1691) loss_bbox_aux_2: 0.1492 (0.1663) loss_bbox_aux_3: 0.1464 (0.1645) loss_bbox_aux_4: 0.1451 (0.1644) loss_bbox_aux_5: 0.1996 (0.2179) loss_bbox_dn_0: 0.2662 (0.2947) loss_bbox_dn_1: 0.2018 (0.2255) loss_bbox_dn_2: 0.1793 (0.2038) loss_bbox_dn_3: 0.1681 (0.1965) loss_bbox_dn_4: 0.1660 (0.1950) loss_bbox_dn_5: 0.1661 (0.1950) loss_giou: 0.5069 (0.4986) loss_giou_aux_0: 0.5473 (0.5233) loss_giou_aux_1: 0.5157 (0.5081) loss_giou_aux_2: 0.5166 (0.5026) loss_giou_aux_3: 0.5077 (0.4995) loss_giou_aux_4: 0.5071 (0.4989) loss_giou_aux_5: 0.6271 (0.5935) loss_giou_dn_0: 0.6403 (0.6184) loss_giou_dn_1: 0.5363 (0.5143) loss_giou_dn_2: 0.5137 (0.4861) loss_giou_dn_3: 0.4982 (0.4776) loss_giou_dn_4: 0.4982 (0.4756) loss_giou_dn_5: 0.4982 (0.4758) loss_vfl: 0.6945 (0.7054) loss_vfl_aux_0: 0.7923 (0.8253) loss_vfl_aux_1: 0.7565 (0.7699) loss_vfl_aux_2: 0.7105 (0.7351) loss_vfl_aux_3: 0.7070 (0.7176) loss_vfl_aux_4: 0.6910 (0.7084) loss_vfl_aux_5: 0.7621 (0.8009) loss_vfl_dn_0: 0.4599 (0.4652) loss_vfl_dn_1: 0.4013 (0.4027) loss_vfl_dn_2: 0.3969 (0.3864) loss_vfl_dn_3: 0.3885 (0.3789) loss_vfl_dn_4: 0.3848 (0.3761) loss_vfl_dn_5: 0.3862 (0.3753) time: 0.4761 data: 0.0143 max mem: 5654 Epoch: [23] [4700/7393] eta: 0:21:41 lr: 0.000010 loss: 16.8779 (16.8567) loss_bbox: 0.1668 (0.1645) loss_bbox_aux_0: 0.1757 (0.1771) loss_bbox_aux_1: 0.1677 (0.1692) loss_bbox_aux_2: 0.1636 (0.1664) loss_bbox_aux_3: 0.1767 (0.1646) loss_bbox_aux_4: 0.1722 (0.1645) loss_bbox_aux_5: 0.2184 (0.2178) loss_bbox_dn_0: 0.3120 (0.2946) loss_bbox_dn_1: 0.2273 (0.2255) loss_bbox_dn_2: 0.2052 (0.2037) loss_bbox_dn_3: 0.1923 (0.1966) loss_bbox_dn_4: 0.1902 (0.1951) loss_bbox_dn_5: 0.1901 (0.1951) loss_giou: 0.4841 (0.4987) loss_giou_aux_0: 0.4967 (0.5233) loss_giou_aux_1: 0.4963 (0.5082) loss_giou_aux_2: 0.4740 (0.5027) loss_giou_aux_3: 0.4874 (0.4997) loss_giou_aux_4: 0.4824 (0.4990) loss_giou_aux_5: 0.5643 (0.5936) loss_giou_dn_0: 0.6136 (0.6184) loss_giou_dn_1: 0.5089 (0.5143) loss_giou_dn_2: 0.4917 (0.4861) loss_giou_dn_3: 0.4808 (0.4776) loss_giou_dn_4: 0.4772 (0.4756) loss_giou_dn_5: 0.4772 (0.4758) loss_vfl: 0.7048 (0.7056) loss_vfl_aux_0: 0.8091 (0.8255) loss_vfl_aux_1: 0.7573 (0.7701) loss_vfl_aux_2: 0.7353 (0.7354) loss_vfl_aux_3: 0.7054 (0.7177) loss_vfl_aux_4: 0.7039 (0.7086) loss_vfl_aux_5: 0.8303 (0.8011) loss_vfl_dn_0: 0.4692 (0.4652) loss_vfl_dn_1: 0.4105 (0.4028) loss_vfl_dn_2: 0.3936 (0.3865) loss_vfl_dn_3: 0.3823 (0.3789) loss_vfl_dn_4: 0.3813 (0.3761) loss_vfl_dn_5: 0.3771 (0.3754) time: 0.4799 data: 0.0142 max mem: 5654 Epoch: [23] [4800/7393] eta: 0:20:52 lr: 0.000010 loss: 17.0033 (16.8582) loss_bbox: 0.1504 (0.1644) loss_bbox_aux_0: 0.1657 (0.1770) loss_bbox_aux_1: 0.1568 (0.1691) loss_bbox_aux_2: 0.1533 (0.1663) loss_bbox_aux_3: 0.1533 (0.1644) loss_bbox_aux_4: 0.1492 (0.1643) loss_bbox_aux_5: 0.1951 (0.2178) loss_bbox_dn_0: 0.2624 (0.2945) loss_bbox_dn_1: 0.2004 (0.2254) loss_bbox_dn_2: 0.1803 (0.2037) loss_bbox_dn_3: 0.1694 (0.1965) loss_bbox_dn_4: 0.1681 (0.1950) loss_bbox_dn_5: 0.1680 (0.1950) loss_giou: 0.5155 (0.4989) loss_giou_aux_0: 0.5454 (0.5235) loss_giou_aux_1: 0.5379 (0.5084) loss_giou_aux_2: 0.5185 (0.5029) loss_giou_aux_3: 0.5129 (0.4999) loss_giou_aux_4: 0.5144 (0.4992) loss_giou_aux_5: 0.6030 (0.5939) loss_giou_dn_0: 0.6362 (0.6185) loss_giou_dn_1: 0.5357 (0.5144) loss_giou_dn_2: 0.5036 (0.4862) loss_giou_dn_3: 0.4952 (0.4777) loss_giou_dn_4: 0.4931 (0.4757) loss_giou_dn_5: 0.4931 (0.4759) loss_vfl: 0.6598 (0.7057) loss_vfl_aux_0: 0.7639 (0.8256) loss_vfl_aux_1: 0.7341 (0.7702) loss_vfl_aux_2: 0.6974 (0.7355) loss_vfl_aux_3: 0.6801 (0.7178) loss_vfl_aux_4: 0.6620 (0.7087) loss_vfl_aux_5: 0.7369 (0.8011) loss_vfl_dn_0: 0.4621 (0.4652) loss_vfl_dn_1: 0.4055 (0.4028) loss_vfl_dn_2: 0.3902 (0.3865) loss_vfl_dn_3: 0.3805 (0.3789) loss_vfl_dn_4: 0.3779 (0.3761) loss_vfl_dn_5: 0.3779 (0.3754) time: 0.4753 data: 0.0143 max mem: 5654 Epoch: [23] [4900/7393] eta: 0:20:04 lr: 0.000010 loss: 17.4413 (16.8569) loss_bbox: 0.1502 (0.1645) loss_bbox_aux_0: 0.1638 (0.1771) loss_bbox_aux_1: 0.1547 (0.1692) loss_bbox_aux_2: 0.1525 (0.1663) loss_bbox_aux_3: 0.1508 (0.1645) loss_bbox_aux_4: 0.1501 (0.1643) loss_bbox_aux_5: 0.2027 (0.2180) loss_bbox_dn_0: 0.2520 (0.2947) loss_bbox_dn_1: 0.1906 (0.2255) loss_bbox_dn_2: 0.1773 (0.2038) loss_bbox_dn_3: 0.1745 (0.1966) loss_bbox_dn_4: 0.1744 (0.1951) loss_bbox_dn_5: 0.1744 (0.1951) loss_giou: 0.5435 (0.4986) loss_giou_aux_0: 0.5557 (0.5232) loss_giou_aux_1: 0.5473 (0.5081) loss_giou_aux_2: 0.5479 (0.5027) loss_giou_aux_3: 0.5480 (0.4996) loss_giou_aux_4: 0.5414 (0.4989) loss_giou_aux_5: 0.6330 (0.5937) loss_giou_dn_0: 0.6346 (0.6182) loss_giou_dn_1: 0.5449 (0.5141) loss_giou_dn_2: 0.5247 (0.4859) loss_giou_dn_3: 0.5165 (0.4775) loss_giou_dn_4: 0.5173 (0.4755) loss_giou_dn_5: 0.5175 (0.4756) loss_vfl: 0.6809 (0.7059) loss_vfl_aux_0: 0.7923 (0.8259) loss_vfl_aux_1: 0.7508 (0.7705) loss_vfl_aux_2: 0.7133 (0.7357) loss_vfl_aux_3: 0.6970 (0.7180) loss_vfl_aux_4: 0.6885 (0.7089) loss_vfl_aux_5: 0.7758 (0.8012) loss_vfl_dn_0: 0.4563 (0.4653) loss_vfl_dn_1: 0.4022 (0.4027) loss_vfl_dn_2: 0.3875 (0.3865) loss_vfl_dn_3: 0.3856 (0.3789) loss_vfl_dn_4: 0.3799 (0.3761) loss_vfl_dn_5: 0.3810 (0.3753) time: 0.4722 data: 0.0138 max mem: 5654 Epoch: [23] [5000/7393] eta: 0:19:15 lr: 0.000010 loss: 16.7855 (16.8579) loss_bbox: 0.1517 (0.1644) loss_bbox_aux_0: 0.1602 (0.1771) loss_bbox_aux_1: 0.1574 (0.1691) loss_bbox_aux_2: 0.1555 (0.1663) loss_bbox_aux_3: 0.1519 (0.1645) loss_bbox_aux_4: 0.1518 (0.1643) loss_bbox_aux_5: 0.2019 (0.2180) loss_bbox_dn_0: 0.2738 (0.2946) loss_bbox_dn_1: 0.2021 (0.2254) loss_bbox_dn_2: 0.1810 (0.2036) loss_bbox_dn_3: 0.1749 (0.1965) loss_bbox_dn_4: 0.1743 (0.1950) loss_bbox_dn_5: 0.1744 (0.1949) loss_giou: 0.5112 (0.4989) loss_giou_aux_0: 0.5335 (0.5235) loss_giou_aux_1: 0.5104 (0.5084) loss_giou_aux_2: 0.5116 (0.5029) loss_giou_aux_3: 0.5052 (0.4999) loss_giou_aux_4: 0.5054 (0.4991) loss_giou_aux_5: 0.6016 (0.5940) loss_giou_dn_0: 0.6309 (0.6183) loss_giou_dn_1: 0.5192 (0.5141) loss_giou_dn_2: 0.4944 (0.4860) loss_giou_dn_3: 0.4835 (0.4775) loss_giou_dn_4: 0.4800 (0.4755) loss_giou_dn_5: 0.4804 (0.4757) loss_vfl: 0.6646 (0.7057) loss_vfl_aux_0: 0.7926 (0.8260) loss_vfl_aux_1: 0.7314 (0.7704) loss_vfl_aux_2: 0.7071 (0.7356) loss_vfl_aux_3: 0.6992 (0.7179) loss_vfl_aux_4: 0.6798 (0.7088) loss_vfl_aux_5: 0.7554 (0.8011) loss_vfl_dn_0: 0.4568 (0.4653) loss_vfl_dn_1: 0.4058 (0.4028) loss_vfl_dn_2: 0.3886 (0.3865) loss_vfl_dn_3: 0.3782 (0.3789) loss_vfl_dn_4: 0.3760 (0.3761) loss_vfl_dn_5: 0.3767 (0.3754) time: 0.4726 data: 0.0141 max mem: 5654 Epoch: [23] [5100/7393] eta: 0:18:26 lr: 0.000010 loss: 16.8898 (16.8568) loss_bbox: 0.1557 (0.1644) loss_bbox_aux_0: 0.1719 (0.1770) loss_bbox_aux_1: 0.1713 (0.1691) loss_bbox_aux_2: 0.1627 (0.1663) loss_bbox_aux_3: 0.1608 (0.1644) loss_bbox_aux_4: 0.1557 (0.1643) loss_bbox_aux_5: 0.2202 (0.2179) loss_bbox_dn_0: 0.3124 (0.2946) loss_bbox_dn_1: 0.2344 (0.2254) loss_bbox_dn_2: 0.2123 (0.2037) loss_bbox_dn_3: 0.2053 (0.1965) loss_bbox_dn_4: 0.2026 (0.1950) loss_bbox_dn_5: 0.2026 (0.1950) loss_giou: 0.4984 (0.4987) loss_giou_aux_0: 0.5269 (0.5233) loss_giou_aux_1: 0.5159 (0.5083) loss_giou_aux_2: 0.5049 (0.5028) loss_giou_aux_3: 0.5083 (0.4997) loss_giou_aux_4: 0.4968 (0.4989) loss_giou_aux_5: 0.5680 (0.5938) loss_giou_dn_0: 0.6310 (0.6182) loss_giou_dn_1: 0.5285 (0.5141) loss_giou_dn_2: 0.4967 (0.4859) loss_giou_dn_3: 0.4893 (0.4774) loss_giou_dn_4: 0.4862 (0.4754) loss_giou_dn_5: 0.4858 (0.4756) loss_vfl: 0.7406 (0.7059) loss_vfl_aux_0: 0.8461 (0.8262) loss_vfl_aux_1: 0.7855 (0.7704) loss_vfl_aux_2: 0.7400 (0.7356) loss_vfl_aux_3: 0.7238 (0.7179) loss_vfl_aux_4: 0.7216 (0.7090) loss_vfl_aux_5: 0.8005 (0.8012) loss_vfl_dn_0: 0.4614 (0.4653) loss_vfl_dn_1: 0.4029 (0.4027) loss_vfl_dn_2: 0.3865 (0.3865) loss_vfl_dn_3: 0.3823 (0.3789) loss_vfl_dn_4: 0.3802 (0.3761) loss_vfl_dn_5: 0.3827 (0.3753) time: 0.4690 data: 0.0138 max mem: 5654 Epoch: [23] [5200/7393] eta: 0:17:37 lr: 0.000010 loss: 16.7802 (16.8570) loss_bbox: 0.1543 (0.1644) loss_bbox_aux_0: 0.1770 (0.1770) loss_bbox_aux_1: 0.1634 (0.1691) loss_bbox_aux_2: 0.1572 (0.1663) loss_bbox_aux_3: 0.1646 (0.1644) loss_bbox_aux_4: 0.1544 (0.1642) loss_bbox_aux_5: 0.2169 (0.2179) loss_bbox_dn_0: 0.2880 (0.2945) loss_bbox_dn_1: 0.2186 (0.2253) loss_bbox_dn_2: 0.2047 (0.2036) loss_bbox_dn_3: 0.1907 (0.1964) loss_bbox_dn_4: 0.1907 (0.1949) loss_bbox_dn_5: 0.1908 (0.1949) loss_giou: 0.4216 (0.4987) loss_giou_aux_0: 0.4596 (0.5233) loss_giou_aux_1: 0.4500 (0.5083) loss_giou_aux_2: 0.4390 (0.5028) loss_giou_aux_3: 0.4242 (0.4997) loss_giou_aux_4: 0.4323 (0.4989) loss_giou_aux_5: 0.5277 (0.5938) loss_giou_dn_0: 0.6044 (0.6182) loss_giou_dn_1: 0.4800 (0.5140) loss_giou_dn_2: 0.4565 (0.4858) loss_giou_dn_3: 0.4440 (0.4774) loss_giou_dn_4: 0.4398 (0.4753) loss_giou_dn_5: 0.4397 (0.4755) loss_vfl: 0.7083 (0.7061) loss_vfl_aux_0: 0.8562 (0.8264) loss_vfl_aux_1: 0.7832 (0.7707) loss_vfl_aux_2: 0.7472 (0.7358) loss_vfl_aux_3: 0.7177 (0.7180) loss_vfl_aux_4: 0.7035 (0.7091) loss_vfl_aux_5: 0.8237 (0.8013) loss_vfl_dn_0: 0.4714 (0.4653) loss_vfl_dn_1: 0.4028 (0.4027) loss_vfl_dn_2: 0.3847 (0.3865) loss_vfl_dn_3: 0.3772 (0.3789) loss_vfl_dn_4: 0.3743 (0.3761) loss_vfl_dn_5: 0.3721 (0.3753) time: 0.4667 data: 0.0148 max mem: 5654 Epoch: [23] [5300/7393] eta: 0:16:49 lr: 0.000010 loss: 16.8473 (16.8583) loss_bbox: 0.1688 (0.1645) loss_bbox_aux_0: 0.1855 (0.1771) loss_bbox_aux_1: 0.1752 (0.1692) loss_bbox_aux_2: 0.1652 (0.1664) loss_bbox_aux_3: 0.1682 (0.1646) loss_bbox_aux_4: 0.1678 (0.1644) loss_bbox_aux_5: 0.2284 (0.2181) loss_bbox_dn_0: 0.2779 (0.2947) loss_bbox_dn_1: 0.2121 (0.2255) loss_bbox_dn_2: 0.1946 (0.2037) loss_bbox_dn_3: 0.1871 (0.1965) loss_bbox_dn_4: 0.1859 (0.1950) loss_bbox_dn_5: 0.1859 (0.1950) loss_giou: 0.5053 (0.4986) loss_giou_aux_0: 0.5466 (0.5233) loss_giou_aux_1: 0.5303 (0.5083) loss_giou_aux_2: 0.5079 (0.5027) loss_giou_aux_3: 0.5033 (0.4997) loss_giou_aux_4: 0.5005 (0.4989) loss_giou_aux_5: 0.6020 (0.5938) loss_giou_dn_0: 0.6215 (0.6182) loss_giou_dn_1: 0.5232 (0.5139) loss_giou_dn_2: 0.4914 (0.4857) loss_giou_dn_3: 0.4793 (0.4773) loss_giou_dn_4: 0.4774 (0.4752) loss_giou_dn_5: 0.4775 (0.4754) loss_vfl: 0.6915 (0.7061) loss_vfl_aux_0: 0.7952 (0.8264) loss_vfl_aux_1: 0.7547 (0.7709) loss_vfl_aux_2: 0.7164 (0.7359) loss_vfl_aux_3: 0.7048 (0.7181) loss_vfl_aux_4: 0.6891 (0.7091) loss_vfl_aux_5: 0.7828 (0.8014) loss_vfl_dn_0: 0.4609 (0.4653) loss_vfl_dn_1: 0.3985 (0.4028) loss_vfl_dn_2: 0.3850 (0.3865) loss_vfl_dn_3: 0.3786 (0.3789) loss_vfl_dn_4: 0.3774 (0.3761) loss_vfl_dn_5: 0.3750 (0.3754) time: 0.4729 data: 0.0139 max mem: 5654 Epoch: [23] [5400/7393] eta: 0:16:02 lr: 0.000010 loss: 16.7127 (16.8574) loss_bbox: 0.1386 (0.1645) loss_bbox_aux_0: 0.1498 (0.1772) loss_bbox_aux_1: 0.1374 (0.1692) loss_bbox_aux_2: 0.1411 (0.1664) loss_bbox_aux_3: 0.1452 (0.1646) loss_bbox_aux_4: 0.1384 (0.1644) loss_bbox_aux_5: 0.1934 (0.2182) loss_bbox_dn_0: 0.2520 (0.2947) loss_bbox_dn_1: 0.1803 (0.2254) loss_bbox_dn_2: 0.1628 (0.2036) loss_bbox_dn_3: 0.1564 (0.1964) loss_bbox_dn_4: 0.1579 (0.1949) loss_bbox_dn_5: 0.1579 (0.1949) loss_giou: 0.4894 (0.4988) loss_giou_aux_0: 0.5260 (0.5234) loss_giou_aux_1: 0.5004 (0.5084) loss_giou_aux_2: 0.4984 (0.5029) loss_giou_aux_3: 0.4891 (0.4998) loss_giou_aux_4: 0.4981 (0.4990) loss_giou_aux_5: 0.5980 (0.5939) loss_giou_dn_0: 0.6306 (0.6182) loss_giou_dn_1: 0.5276 (0.5140) loss_giou_dn_2: 0.4924 (0.4857) loss_giou_dn_3: 0.4846 (0.4773) loss_giou_dn_4: 0.4828 (0.4753) loss_giou_dn_5: 0.4829 (0.4755) loss_vfl: 0.7121 (0.7058) loss_vfl_aux_0: 0.8370 (0.8263) loss_vfl_aux_1: 0.7734 (0.7705) loss_vfl_aux_2: 0.7397 (0.7356) loss_vfl_aux_3: 0.7306 (0.7178) loss_vfl_aux_4: 0.7192 (0.7088) loss_vfl_aux_5: 0.7945 (0.8012) loss_vfl_dn_0: 0.4580 (0.4653) loss_vfl_dn_1: 0.4020 (0.4027) loss_vfl_dn_2: 0.3854 (0.3865) loss_vfl_dn_3: 0.3797 (0.3789) loss_vfl_dn_4: 0.3743 (0.3761) loss_vfl_dn_5: 0.3736 (0.3753) time: 0.7307 data: 0.0139 max mem: 5654 Epoch: [23] [5500/7393] eta: 0:15:13 lr: 0.000010 loss: 17.1162 (16.8571) loss_bbox: 0.1555 (0.1644) loss_bbox_aux_0: 0.1723 (0.1771) loss_bbox_aux_1: 0.1612 (0.1692) loss_bbox_aux_2: 0.1645 (0.1663) loss_bbox_aux_3: 0.1628 (0.1645) loss_bbox_aux_4: 0.1615 (0.1643) loss_bbox_aux_5: 0.2185 (0.2182) loss_bbox_dn_0: 0.2788 (0.2947) loss_bbox_dn_1: 0.2071 (0.2254) loss_bbox_dn_2: 0.1910 (0.2036) loss_bbox_dn_3: 0.1846 (0.1964) loss_bbox_dn_4: 0.1842 (0.1949) loss_bbox_dn_5: 0.1841 (0.1949) loss_giou: 0.4645 (0.4985) loss_giou_aux_0: 0.4815 (0.5232) loss_giou_aux_1: 0.4719 (0.5082) loss_giou_aux_2: 0.4675 (0.5026) loss_giou_aux_3: 0.4618 (0.4996) loss_giou_aux_4: 0.4644 (0.4988) loss_giou_aux_5: 0.5530 (0.5938) loss_giou_dn_0: 0.6073 (0.6182) loss_giou_dn_1: 0.5047 (0.5139) loss_giou_dn_2: 0.4782 (0.4857) loss_giou_dn_3: 0.4692 (0.4772) loss_giou_dn_4: 0.4672 (0.4752) loss_giou_dn_5: 0.4682 (0.4754) loss_vfl: 0.6980 (0.7061) loss_vfl_aux_0: 0.8130 (0.8265) loss_vfl_aux_1: 0.7690 (0.7708) loss_vfl_aux_2: 0.7130 (0.7359) loss_vfl_aux_3: 0.7059 (0.7180) loss_vfl_aux_4: 0.6947 (0.7091) loss_vfl_aux_5: 0.7883 (0.8014) loss_vfl_dn_0: 0.4599 (0.4653) loss_vfl_dn_1: 0.4033 (0.4027) loss_vfl_dn_2: 0.3848 (0.3865) loss_vfl_dn_3: 0.3756 (0.3789) loss_vfl_dn_4: 0.3728 (0.3761) loss_vfl_dn_5: 0.3714 (0.3753) time: 0.4723 data: 0.0139 max mem: 5654 Epoch: [23] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 16.6245 (16.8575) loss_bbox: 0.1427 (0.1644) loss_bbox_aux_0: 0.1702 (0.1770) loss_bbox_aux_1: 0.1531 (0.1692) loss_bbox_aux_2: 0.1533 (0.1663) loss_bbox_aux_3: 0.1550 (0.1645) loss_bbox_aux_4: 0.1474 (0.1643) loss_bbox_aux_5: 0.2160 (0.2182) loss_bbox_dn_0: 0.2894 (0.2948) loss_bbox_dn_1: 0.1974 (0.2254) loss_bbox_dn_2: 0.1757 (0.2036) loss_bbox_dn_3: 0.1674 (0.1964) loss_bbox_dn_4: 0.1669 (0.1949) loss_bbox_dn_5: 0.1669 (0.1949) loss_giou: 0.4464 (0.4984) loss_giou_aux_0: 0.4869 (0.5230) loss_giou_aux_1: 0.4769 (0.5081) loss_giou_aux_2: 0.4576 (0.5025) loss_giou_aux_3: 0.4471 (0.4994) loss_giou_aux_4: 0.4436 (0.4987) loss_giou_aux_5: 0.5886 (0.5936) loss_giou_dn_0: 0.6061 (0.6181) loss_giou_dn_1: 0.4773 (0.5138) loss_giou_dn_2: 0.4453 (0.4856) loss_giou_dn_3: 0.4401 (0.4771) loss_giou_dn_4: 0.4396 (0.4751) loss_giou_dn_5: 0.4396 (0.4753) loss_vfl: 0.7256 (0.7064) loss_vfl_aux_0: 0.8434 (0.8268) loss_vfl_aux_1: 0.7923 (0.7711) loss_vfl_aux_2: 0.7551 (0.7363) loss_vfl_aux_3: 0.7340 (0.7184) loss_vfl_aux_4: 0.7156 (0.7094) loss_vfl_aux_5: 0.8324 (0.8017) loss_vfl_dn_0: 0.4732 (0.4653) loss_vfl_dn_1: 0.4022 (0.4027) loss_vfl_dn_2: 0.3846 (0.3865) loss_vfl_dn_3: 0.3759 (0.3789) loss_vfl_dn_4: 0.3747 (0.3761) loss_vfl_dn_5: 0.3718 (0.3753) time: 0.4734 data: 0.0141 max mem: 5654 Epoch: [23] [5700/7393] eta: 0:13:37 lr: 0.000010 loss: 16.8930 (16.8583) loss_bbox: 0.1631 (0.1645) loss_bbox_aux_0: 0.1751 (0.1770) loss_bbox_aux_1: 0.1679 (0.1692) loss_bbox_aux_2: 0.1715 (0.1664) loss_bbox_aux_3: 0.1602 (0.1645) loss_bbox_aux_4: 0.1637 (0.1643) loss_bbox_aux_5: 0.2110 (0.2182) loss_bbox_dn_0: 0.3047 (0.2951) loss_bbox_dn_1: 0.2345 (0.2256) loss_bbox_dn_2: 0.2098 (0.2038) loss_bbox_dn_3: 0.2010 (0.1966) loss_bbox_dn_4: 0.2002 (0.1951) loss_bbox_dn_5: 0.2001 (0.1951) loss_giou: 0.5066 (0.4983) loss_giou_aux_0: 0.5110 (0.5230) loss_giou_aux_1: 0.5049 (0.5080) loss_giou_aux_2: 0.5060 (0.5024) loss_giou_aux_3: 0.5113 (0.4994) loss_giou_aux_4: 0.5068 (0.4986) loss_giou_aux_5: 0.5812 (0.5936) loss_giou_dn_0: 0.6127 (0.6181) loss_giou_dn_1: 0.5136 (0.5138) loss_giou_dn_2: 0.4865 (0.4855) loss_giou_dn_3: 0.4743 (0.4771) loss_giou_dn_4: 0.4751 (0.4751) loss_giou_dn_5: 0.4752 (0.4753) loss_vfl: 0.7162 (0.7064) loss_vfl_aux_0: 0.8252 (0.8270) loss_vfl_aux_1: 0.7718 (0.7712) loss_vfl_aux_2: 0.7335 (0.7362) loss_vfl_aux_3: 0.7232 (0.7184) loss_vfl_aux_4: 0.7217 (0.7094) loss_vfl_aux_5: 0.8080 (0.8017) loss_vfl_dn_0: 0.4601 (0.4653) loss_vfl_dn_1: 0.3993 (0.4027) loss_vfl_dn_2: 0.3843 (0.3865) loss_vfl_dn_3: 0.3756 (0.3789) loss_vfl_dn_4: 0.3726 (0.3760) loss_vfl_dn_5: 0.3734 (0.3753) time: 0.4822 data: 0.0144 max mem: 5654 Epoch: [23] [5800/7393] eta: 0:12:48 lr: 0.000010 loss: 16.9235 (16.8587) loss_bbox: 0.1599 (0.1644) loss_bbox_aux_0: 0.1904 (0.1770) loss_bbox_aux_1: 0.1767 (0.1692) loss_bbox_aux_2: 0.1654 (0.1663) loss_bbox_aux_3: 0.1611 (0.1645) loss_bbox_aux_4: 0.1577 (0.1642) loss_bbox_aux_5: 0.2092 (0.2182) loss_bbox_dn_0: 0.2960 (0.2949) loss_bbox_dn_1: 0.2260 (0.2255) loss_bbox_dn_2: 0.1992 (0.2037) loss_bbox_dn_3: 0.1964 (0.1965) loss_bbox_dn_4: 0.1935 (0.1950) loss_bbox_dn_5: 0.1955 (0.1950) loss_giou: 0.4620 (0.4984) loss_giou_aux_0: 0.4916 (0.5231) loss_giou_aux_1: 0.4781 (0.5081) loss_giou_aux_2: 0.4646 (0.5025) loss_giou_aux_3: 0.4603 (0.4994) loss_giou_aux_4: 0.4554 (0.4987) loss_giou_aux_5: 0.5505 (0.5937) loss_giou_dn_0: 0.5884 (0.6182) loss_giou_dn_1: 0.4686 (0.5138) loss_giou_dn_2: 0.4469 (0.4856) loss_giou_dn_3: 0.4387 (0.4771) loss_giou_dn_4: 0.4351 (0.4751) loss_giou_dn_5: 0.4351 (0.4753) loss_vfl: 0.6854 (0.7065) loss_vfl_aux_0: 0.7990 (0.8269) loss_vfl_aux_1: 0.7371 (0.7712) loss_vfl_aux_2: 0.7075 (0.7363) loss_vfl_aux_3: 0.7106 (0.7185) loss_vfl_aux_4: 0.6905 (0.7095) loss_vfl_aux_5: 0.7945 (0.8016) loss_vfl_dn_0: 0.4643 (0.4653) loss_vfl_dn_1: 0.4022 (0.4027) loss_vfl_dn_2: 0.3893 (0.3865) loss_vfl_dn_3: 0.3777 (0.3789) loss_vfl_dn_4: 0.3796 (0.3760) loss_vfl_dn_5: 0.3783 (0.3753) time: 0.4797 data: 0.0140 max mem: 5654 Epoch: [23] [5900/7393] eta: 0:12:00 lr: 0.000010 loss: 16.8508 (16.8587) loss_bbox: 0.1596 (0.1643) loss_bbox_aux_0: 0.1807 (0.1770) loss_bbox_aux_1: 0.1670 (0.1691) loss_bbox_aux_2: 0.1613 (0.1663) loss_bbox_aux_3: 0.1589 (0.1644) loss_bbox_aux_4: 0.1632 (0.1642) loss_bbox_aux_5: 0.2137 (0.2182) loss_bbox_dn_0: 0.3033 (0.2949) loss_bbox_dn_1: 0.2184 (0.2255) loss_bbox_dn_2: 0.2028 (0.2036) loss_bbox_dn_3: 0.1988 (0.1964) loss_bbox_dn_4: 0.1995 (0.1950) loss_bbox_dn_5: 0.1994 (0.1950) loss_giou: 0.4515 (0.4983) loss_giou_aux_0: 0.4858 (0.5231) loss_giou_aux_1: 0.4541 (0.5081) loss_giou_aux_2: 0.4542 (0.5025) loss_giou_aux_3: 0.4451 (0.4994) loss_giou_aux_4: 0.4455 (0.4986) loss_giou_aux_5: 0.5572 (0.5937) loss_giou_dn_0: 0.6186 (0.6181) loss_giou_dn_1: 0.5051 (0.5138) loss_giou_dn_2: 0.4789 (0.4855) loss_giou_dn_3: 0.4657 (0.4771) loss_giou_dn_4: 0.4634 (0.4751) loss_giou_dn_5: 0.4633 (0.4753) loss_vfl: 0.6990 (0.7066) loss_vfl_aux_0: 0.8214 (0.8270) loss_vfl_aux_1: 0.7816 (0.7715) loss_vfl_aux_2: 0.7175 (0.7364) loss_vfl_aux_3: 0.7089 (0.7187) loss_vfl_aux_4: 0.7042 (0.7096) loss_vfl_aux_5: 0.7612 (0.8016) loss_vfl_dn_0: 0.4750 (0.4653) loss_vfl_dn_1: 0.4027 (0.4027) loss_vfl_dn_2: 0.3860 (0.3865) loss_vfl_dn_3: 0.3775 (0.3789) loss_vfl_dn_4: 0.3775 (0.3761) loss_vfl_dn_5: 0.3762 (0.3753) time: 0.4658 data: 0.0146 max mem: 5654 Epoch: [23] [6000/7393] eta: 0:11:11 lr: 0.000010 loss: 16.2113 (16.8587) loss_bbox: 0.1445 (0.1643) loss_bbox_aux_0: 0.1577 (0.1769) loss_bbox_aux_1: 0.1504 (0.1691) loss_bbox_aux_2: 0.1472 (0.1662) loss_bbox_aux_3: 0.1402 (0.1644) loss_bbox_aux_4: 0.1450 (0.1642) loss_bbox_aux_5: 0.2044 (0.2181) loss_bbox_dn_0: 0.2589 (0.2948) loss_bbox_dn_1: 0.2041 (0.2254) loss_bbox_dn_2: 0.1891 (0.2036) loss_bbox_dn_3: 0.1813 (0.1964) loss_bbox_dn_4: 0.1813 (0.1949) loss_bbox_dn_5: 0.1812 (0.1949) loss_giou: 0.5133 (0.4983) loss_giou_aux_0: 0.5187 (0.5230) loss_giou_aux_1: 0.5158 (0.5080) loss_giou_aux_2: 0.5070 (0.5024) loss_giou_aux_3: 0.5134 (0.4993) loss_giou_aux_4: 0.5129 (0.4986) loss_giou_aux_5: 0.5916 (0.5936) loss_giou_dn_0: 0.6163 (0.6182) loss_giou_dn_1: 0.5123 (0.5138) loss_giou_dn_2: 0.4810 (0.4855) loss_giou_dn_3: 0.4756 (0.4771) loss_giou_dn_4: 0.4736 (0.4751) loss_giou_dn_5: 0.4739 (0.4753) loss_vfl: 0.7139 (0.7067) loss_vfl_aux_0: 0.8101 (0.8272) loss_vfl_aux_1: 0.7517 (0.7717) loss_vfl_aux_2: 0.7421 (0.7365) loss_vfl_aux_3: 0.7279 (0.7188) loss_vfl_aux_4: 0.7117 (0.7098) loss_vfl_aux_5: 0.7824 (0.8017) loss_vfl_dn_0: 0.4682 (0.4653) loss_vfl_dn_1: 0.4040 (0.4028) loss_vfl_dn_2: 0.3910 (0.3865) loss_vfl_dn_3: 0.3851 (0.3789) loss_vfl_dn_4: 0.3871 (0.3761) loss_vfl_dn_5: 0.3850 (0.3753) time: 0.4719 data: 0.0143 max mem: 5654 Epoch: [23] [6100/7393] eta: 0:10:24 lr: 0.000010 loss: 16.9126 (16.8622) loss_bbox: 0.1628 (0.1644) loss_bbox_aux_0: 0.1738 (0.1770) loss_bbox_aux_1: 0.1686 (0.1692) loss_bbox_aux_2: 0.1661 (0.1664) loss_bbox_aux_3: 0.1636 (0.1645) loss_bbox_aux_4: 0.1624 (0.1643) loss_bbox_aux_5: 0.2164 (0.2182) loss_bbox_dn_0: 0.2905 (0.2949) loss_bbox_dn_1: 0.2030 (0.2255) loss_bbox_dn_2: 0.1865 (0.2037) loss_bbox_dn_3: 0.1869 (0.1965) loss_bbox_dn_4: 0.1871 (0.1950) loss_bbox_dn_5: 0.1871 (0.1950) loss_giou: 0.4688 (0.4984) loss_giou_aux_0: 0.4964 (0.5231) loss_giou_aux_1: 0.4773 (0.5081) loss_giou_aux_2: 0.4759 (0.5025) loss_giou_aux_3: 0.4646 (0.4994) loss_giou_aux_4: 0.4636 (0.4987) loss_giou_aux_5: 0.5765 (0.5937) loss_giou_dn_0: 0.6072 (0.6182) loss_giou_dn_1: 0.4921 (0.5139) loss_giou_dn_2: 0.4611 (0.4856) loss_giou_dn_3: 0.4572 (0.4772) loss_giou_dn_4: 0.4564 (0.4752) loss_giou_dn_5: 0.4564 (0.4753) loss_vfl: 0.7156 (0.7068) loss_vfl_aux_0: 0.8513 (0.8274) loss_vfl_aux_1: 0.7868 (0.7719) loss_vfl_aux_2: 0.7474 (0.7366) loss_vfl_aux_3: 0.7215 (0.7189) loss_vfl_aux_4: 0.7258 (0.7099) loss_vfl_aux_5: 0.8351 (0.8020) loss_vfl_dn_0: 0.4635 (0.4653) loss_vfl_dn_1: 0.4030 (0.4028) loss_vfl_dn_2: 0.3848 (0.3865) loss_vfl_dn_3: 0.3752 (0.3789) loss_vfl_dn_4: 0.3696 (0.3761) loss_vfl_dn_5: 0.3726 (0.3753) time: 0.4783 data: 0.0141 max mem: 5654 Epoch: [23] [6200/7393] eta: 0:09:36 lr: 0.000010 loss: 16.8153 (16.8638) loss_bbox: 0.1499 (0.1645) loss_bbox_aux_0: 0.1629 (0.1770) loss_bbox_aux_1: 0.1611 (0.1692) loss_bbox_aux_2: 0.1516 (0.1664) loss_bbox_aux_3: 0.1514 (0.1645) loss_bbox_aux_4: 0.1499 (0.1643) loss_bbox_aux_5: 0.1993 (0.2182) loss_bbox_dn_0: 0.2660 (0.2949) loss_bbox_dn_1: 0.2063 (0.2255) loss_bbox_dn_2: 0.1877 (0.2037) loss_bbox_dn_3: 0.1814 (0.1965) loss_bbox_dn_4: 0.1818 (0.1950) loss_bbox_dn_5: 0.1819 (0.1950) loss_giou: 0.4813 (0.4984) loss_giou_aux_0: 0.4993 (0.5231) loss_giou_aux_1: 0.4871 (0.5081) loss_giou_aux_2: 0.4804 (0.5025) loss_giou_aux_3: 0.4823 (0.4994) loss_giou_aux_4: 0.4817 (0.4987) loss_giou_aux_5: 0.5759 (0.5937) loss_giou_dn_0: 0.6091 (0.6182) loss_giou_dn_1: 0.5052 (0.5139) loss_giou_dn_2: 0.4732 (0.4856) loss_giou_dn_3: 0.4634 (0.4772) loss_giou_dn_4: 0.4603 (0.4752) loss_giou_dn_5: 0.4607 (0.4754) loss_vfl: 0.6922 (0.7070) loss_vfl_aux_0: 0.8144 (0.8276) loss_vfl_aux_1: 0.7463 (0.7722) loss_vfl_aux_2: 0.7209 (0.7368) loss_vfl_aux_3: 0.7045 (0.7191) loss_vfl_aux_4: 0.6901 (0.7101) loss_vfl_aux_5: 0.7964 (0.8021) loss_vfl_dn_0: 0.4615 (0.4653) loss_vfl_dn_1: 0.4040 (0.4028) loss_vfl_dn_2: 0.3929 (0.3866) loss_vfl_dn_3: 0.3848 (0.3789) loss_vfl_dn_4: 0.3818 (0.3761) loss_vfl_dn_5: 0.3810 (0.3753) time: 0.4865 data: 0.0148 max mem: 5654 Epoch: [23] [6300/7393] eta: 0:08:47 lr: 0.000010 loss: 17.3057 (16.8669) loss_bbox: 0.1639 (0.1645) loss_bbox_aux_0: 0.1745 (0.1770) loss_bbox_aux_1: 0.1621 (0.1692) loss_bbox_aux_2: 0.1682 (0.1664) loss_bbox_aux_3: 0.1658 (0.1646) loss_bbox_aux_4: 0.1641 (0.1643) loss_bbox_aux_5: 0.2221 (0.2181) loss_bbox_dn_0: 0.2741 (0.2947) loss_bbox_dn_1: 0.2141 (0.2254) loss_bbox_dn_2: 0.1885 (0.2036) loss_bbox_dn_3: 0.1832 (0.1964) loss_bbox_dn_4: 0.1831 (0.1950) loss_bbox_dn_5: 0.1831 (0.1950) loss_giou: 0.5507 (0.4988) loss_giou_aux_0: 0.5781 (0.5236) loss_giou_aux_1: 0.5636 (0.5085) loss_giou_aux_2: 0.5501 (0.5029) loss_giou_aux_3: 0.5537 (0.4998) loss_giou_aux_4: 0.5521 (0.4991) loss_giou_aux_5: 0.6531 (0.5941) loss_giou_dn_0: 0.6610 (0.6185) loss_giou_dn_1: 0.5555 (0.5141) loss_giou_dn_2: 0.5260 (0.4859) loss_giou_dn_3: 0.5188 (0.4775) loss_giou_dn_4: 0.5169 (0.4755) loss_giou_dn_5: 0.5170 (0.4756) loss_vfl: 0.6934 (0.7069) loss_vfl_aux_0: 0.7877 (0.8273) loss_vfl_aux_1: 0.7394 (0.7720) loss_vfl_aux_2: 0.7155 (0.7367) loss_vfl_aux_3: 0.6788 (0.7190) loss_vfl_aux_4: 0.6952 (0.7100) loss_vfl_aux_5: 0.7557 (0.8018) loss_vfl_dn_0: 0.4632 (0.4653) loss_vfl_dn_1: 0.4071 (0.4028) loss_vfl_dn_2: 0.3944 (0.3866) loss_vfl_dn_3: 0.3895 (0.3790) loss_vfl_dn_4: 0.3879 (0.3762) loss_vfl_dn_5: 0.3864 (0.3754) time: 0.4677 data: 0.0138 max mem: 5654 Epoch: [23] [6400/7393] eta: 0:07:59 lr: 0.000010 loss: 16.8237 (16.8674) loss_bbox: 0.1600 (0.1646) loss_bbox_aux_0: 0.1685 (0.1771) loss_bbox_aux_1: 0.1613 (0.1693) loss_bbox_aux_2: 0.1622 (0.1665) loss_bbox_aux_3: 0.1563 (0.1646) loss_bbox_aux_4: 0.1590 (0.1644) loss_bbox_aux_5: 0.2203 (0.2182) loss_bbox_dn_0: 0.3063 (0.2950) loss_bbox_dn_1: 0.2324 (0.2256) loss_bbox_dn_2: 0.2073 (0.2037) loss_bbox_dn_3: 0.2002 (0.1966) loss_bbox_dn_4: 0.1989 (0.1951) loss_bbox_dn_5: 0.1987 (0.1951) loss_giou: 0.4177 (0.4987) loss_giou_aux_0: 0.4459 (0.5235) loss_giou_aux_1: 0.4483 (0.5084) loss_giou_aux_2: 0.4268 (0.5028) loss_giou_aux_3: 0.4180 (0.4997) loss_giou_aux_4: 0.4174 (0.4990) loss_giou_aux_5: 0.5137 (0.5939) loss_giou_dn_0: 0.5891 (0.6184) loss_giou_dn_1: 0.4681 (0.5140) loss_giou_dn_2: 0.4369 (0.4857) loss_giou_dn_3: 0.4243 (0.4773) loss_giou_dn_4: 0.4180 (0.4753) loss_giou_dn_5: 0.4178 (0.4755) loss_vfl: 0.7023 (0.7070) loss_vfl_aux_0: 0.8098 (0.8275) loss_vfl_aux_1: 0.7795 (0.7721) loss_vfl_aux_2: 0.7058 (0.7367) loss_vfl_aux_3: 0.6986 (0.7190) loss_vfl_aux_4: 0.6974 (0.7100) loss_vfl_aux_5: 0.7833 (0.8020) loss_vfl_dn_0: 0.4634 (0.4653) loss_vfl_dn_1: 0.4017 (0.4028) loss_vfl_dn_2: 0.3842 (0.3866) loss_vfl_dn_3: 0.3745 (0.3790) loss_vfl_dn_4: 0.3744 (0.3762) loss_vfl_dn_5: 0.3745 (0.3754) time: 0.4747 data: 0.0136 max mem: 5654 Epoch: [23] [6500/7393] eta: 0:07:11 lr: 0.000010 loss: 16.0870 (16.8652) loss_bbox: 0.1567 (0.1645) loss_bbox_aux_0: 0.1615 (0.1771) loss_bbox_aux_1: 0.1594 (0.1692) loss_bbox_aux_2: 0.1530 (0.1664) loss_bbox_aux_3: 0.1530 (0.1646) loss_bbox_aux_4: 0.1551 (0.1643) loss_bbox_aux_5: 0.2099 (0.2181) loss_bbox_dn_0: 0.2850 (0.2949) loss_bbox_dn_1: 0.1984 (0.2255) loss_bbox_dn_2: 0.1778 (0.2037) loss_bbox_dn_3: 0.1733 (0.1965) loss_bbox_dn_4: 0.1720 (0.1950) loss_bbox_dn_5: 0.1720 (0.1950) loss_giou: 0.4063 (0.4986) loss_giou_aux_0: 0.4336 (0.5234) loss_giou_aux_1: 0.4159 (0.5083) loss_giou_aux_2: 0.4052 (0.5028) loss_giou_aux_3: 0.4005 (0.4996) loss_giou_aux_4: 0.4062 (0.4989) loss_giou_aux_5: 0.5057 (0.5939) loss_giou_dn_0: 0.5716 (0.6183) loss_giou_dn_1: 0.4680 (0.5139) loss_giou_dn_2: 0.4400 (0.4856) loss_giou_dn_3: 0.4303 (0.4772) loss_giou_dn_4: 0.4286 (0.4752) loss_giou_dn_5: 0.4285 (0.4754) loss_vfl: 0.7307 (0.7070) loss_vfl_aux_0: 0.8241 (0.8275) loss_vfl_aux_1: 0.7858 (0.7722) loss_vfl_aux_2: 0.7452 (0.7367) loss_vfl_aux_3: 0.7249 (0.7190) loss_vfl_aux_4: 0.7285 (0.7100) loss_vfl_aux_5: 0.7922 (0.8019) loss_vfl_dn_0: 0.4626 (0.4653) loss_vfl_dn_1: 0.3984 (0.4028) loss_vfl_dn_2: 0.3806 (0.3866) loss_vfl_dn_3: 0.3773 (0.3789) loss_vfl_dn_4: 0.3735 (0.3761) loss_vfl_dn_5: 0.3702 (0.3753) time: 0.4803 data: 0.0141 max mem: 5654 Epoch: [23] [6600/7393] eta: 0:06:22 lr: 0.000010 loss: 16.4681 (16.8681) loss_bbox: 0.1441 (0.1644) loss_bbox_aux_0: 0.1575 (0.1771) loss_bbox_aux_1: 0.1494 (0.1692) loss_bbox_aux_2: 0.1461 (0.1664) loss_bbox_aux_3: 0.1458 (0.1645) loss_bbox_aux_4: 0.1449 (0.1643) loss_bbox_aux_5: 0.1841 (0.2180) loss_bbox_dn_0: 0.2791 (0.2948) loss_bbox_dn_1: 0.2126 (0.2254) loss_bbox_dn_2: 0.1861 (0.2036) loss_bbox_dn_3: 0.1745 (0.1964) loss_bbox_dn_4: 0.1734 (0.1950) loss_bbox_dn_5: 0.1734 (0.1949) loss_giou: 0.4798 (0.4989) loss_giou_aux_0: 0.5059 (0.5237) loss_giou_aux_1: 0.4880 (0.5086) loss_giou_aux_2: 0.4728 (0.5030) loss_giou_aux_3: 0.4833 (0.4999) loss_giou_aux_4: 0.4851 (0.4992) loss_giou_aux_5: 0.5550 (0.5941) loss_giou_dn_0: 0.6130 (0.6185) loss_giou_dn_1: 0.5219 (0.5141) loss_giou_dn_2: 0.4856 (0.4859) loss_giou_dn_3: 0.4766 (0.4775) loss_giou_dn_4: 0.4743 (0.4755) loss_giou_dn_5: 0.4744 (0.4756) loss_vfl: 0.7170 (0.7070) loss_vfl_aux_0: 0.8102 (0.8274) loss_vfl_aux_1: 0.7683 (0.7722) loss_vfl_aux_2: 0.7421 (0.7368) loss_vfl_aux_3: 0.7172 (0.7190) loss_vfl_aux_4: 0.7052 (0.7100) loss_vfl_aux_5: 0.8035 (0.8019) loss_vfl_dn_0: 0.4653 (0.4653) loss_vfl_dn_1: 0.4024 (0.4029) loss_vfl_dn_2: 0.3865 (0.3866) loss_vfl_dn_3: 0.3775 (0.3790) loss_vfl_dn_4: 0.3729 (0.3762) loss_vfl_dn_5: 0.3719 (0.3754) time: 0.4727 data: 0.0139 max mem: 5654 Epoch: [23] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 16.7720 (16.8691) loss_bbox: 0.1648 (0.1644) loss_bbox_aux_0: 0.1864 (0.1771) loss_bbox_aux_1: 0.1739 (0.1691) loss_bbox_aux_2: 0.1707 (0.1663) loss_bbox_aux_3: 0.1702 (0.1645) loss_bbox_aux_4: 0.1655 (0.1643) loss_bbox_aux_5: 0.2262 (0.2180) loss_bbox_dn_0: 0.2976 (0.2948) loss_bbox_dn_1: 0.2123 (0.2254) loss_bbox_dn_2: 0.1889 (0.2036) loss_bbox_dn_3: 0.1784 (0.1964) loss_bbox_dn_4: 0.1755 (0.1950) loss_bbox_dn_5: 0.1754 (0.1949) loss_giou: 0.4967 (0.4990) loss_giou_aux_0: 0.5277 (0.5238) loss_giou_aux_1: 0.4908 (0.5087) loss_giou_aux_2: 0.4946 (0.5032) loss_giou_aux_3: 0.4896 (0.5001) loss_giou_aux_4: 0.4897 (0.4993) loss_giou_aux_5: 0.5771 (0.5943) loss_giou_dn_0: 0.6170 (0.6186) loss_giou_dn_1: 0.5165 (0.5142) loss_giou_dn_2: 0.4941 (0.4859) loss_giou_dn_3: 0.4892 (0.4775) loss_giou_dn_4: 0.4885 (0.4755) loss_giou_dn_5: 0.4880 (0.4757) loss_vfl: 0.6797 (0.7070) loss_vfl_aux_0: 0.7903 (0.8273) loss_vfl_aux_1: 0.7521 (0.7721) loss_vfl_aux_2: 0.7187 (0.7367) loss_vfl_aux_3: 0.7010 (0.7189) loss_vfl_aux_4: 0.6834 (0.7100) loss_vfl_aux_5: 0.8161 (0.8018) loss_vfl_dn_0: 0.4657 (0.4653) loss_vfl_dn_1: 0.4024 (0.4029) loss_vfl_dn_2: 0.3883 (0.3866) loss_vfl_dn_3: 0.3793 (0.3790) loss_vfl_dn_4: 0.3770 (0.3762) loss_vfl_dn_5: 0.3760 (0.3754) time: 0.4601 data: 0.0138 max mem: 5654 Epoch: [23] [6800/7393] eta: 0:04:46 lr: 0.000010 loss: 16.8018 (16.8732) loss_bbox: 0.1672 (0.1644) loss_bbox_aux_0: 0.1724 (0.1771) loss_bbox_aux_1: 0.1678 (0.1692) loss_bbox_aux_2: 0.1660 (0.1664) loss_bbox_aux_3: 0.1679 (0.1645) loss_bbox_aux_4: 0.1676 (0.1643) loss_bbox_aux_5: 0.2089 (0.2180) loss_bbox_dn_0: 0.2638 (0.2948) loss_bbox_dn_1: 0.2001 (0.2254) loss_bbox_dn_2: 0.1790 (0.2036) loss_bbox_dn_3: 0.1759 (0.1964) loss_bbox_dn_4: 0.1757 (0.1950) loss_bbox_dn_5: 0.1757 (0.1950) loss_giou: 0.4814 (0.4992) loss_giou_aux_0: 0.4836 (0.5240) loss_giou_aux_1: 0.4737 (0.5089) loss_giou_aux_2: 0.4829 (0.5034) loss_giou_aux_3: 0.4716 (0.5002) loss_giou_aux_4: 0.4815 (0.4995) loss_giou_aux_5: 0.5668 (0.5945) loss_giou_dn_0: 0.6054 (0.6187) loss_giou_dn_1: 0.4948 (0.5144) loss_giou_dn_2: 0.4622 (0.4861) loss_giou_dn_3: 0.4532 (0.4777) loss_giou_dn_4: 0.4522 (0.4757) loss_giou_dn_5: 0.4524 (0.4759) loss_vfl: 0.6884 (0.7072) loss_vfl_aux_0: 0.8070 (0.8275) loss_vfl_aux_1: 0.7320 (0.7724) loss_vfl_aux_2: 0.7114 (0.7370) loss_vfl_aux_3: 0.6971 (0.7191) loss_vfl_aux_4: 0.6841 (0.7102) loss_vfl_aux_5: 0.8022 (0.8019) loss_vfl_dn_0: 0.4719 (0.4654) loss_vfl_dn_1: 0.4046 (0.4029) loss_vfl_dn_2: 0.3882 (0.3867) loss_vfl_dn_3: 0.3798 (0.3791) loss_vfl_dn_4: 0.3787 (0.3763) loss_vfl_dn_5: 0.3770 (0.3755) time: 0.4695 data: 0.0149 max mem: 5654 Epoch: [23] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 16.8380 (16.8759) loss_bbox: 0.1571 (0.1645) loss_bbox_aux_0: 0.1698 (0.1772) loss_bbox_aux_1: 0.1611 (0.1693) loss_bbox_aux_2: 0.1661 (0.1665) loss_bbox_aux_3: 0.1606 (0.1646) loss_bbox_aux_4: 0.1530 (0.1644) loss_bbox_aux_5: 0.2008 (0.2180) loss_bbox_dn_0: 0.2684 (0.2948) loss_bbox_dn_1: 0.1952 (0.2254) loss_bbox_dn_2: 0.1698 (0.2037) loss_bbox_dn_3: 0.1666 (0.1965) loss_bbox_dn_4: 0.1634 (0.1950) loss_bbox_dn_5: 0.1635 (0.1950) loss_giou: 0.5100 (0.4994) loss_giou_aux_0: 0.5352 (0.5242) loss_giou_aux_1: 0.5074 (0.5091) loss_giou_aux_2: 0.5165 (0.5035) loss_giou_aux_3: 0.5104 (0.5004) loss_giou_aux_4: 0.5123 (0.4997) loss_giou_aux_5: 0.6137 (0.5946) loss_giou_dn_0: 0.6308 (0.6189) loss_giou_dn_1: 0.5363 (0.5145) loss_giou_dn_2: 0.5014 (0.4862) loss_giou_dn_3: 0.4947 (0.4778) loss_giou_dn_4: 0.4930 (0.4758) loss_giou_dn_5: 0.4929 (0.4760) loss_vfl: 0.6967 (0.7072) loss_vfl_aux_0: 0.8133 (0.8274) loss_vfl_aux_1: 0.7674 (0.7723) loss_vfl_aux_2: 0.7238 (0.7369) loss_vfl_aux_3: 0.7050 (0.7191) loss_vfl_aux_4: 0.7040 (0.7102) loss_vfl_aux_5: 0.7940 (0.8018) loss_vfl_dn_0: 0.4680 (0.4654) loss_vfl_dn_1: 0.4043 (0.4029) loss_vfl_dn_2: 0.3899 (0.3867) loss_vfl_dn_3: 0.3784 (0.3791) loss_vfl_dn_4: 0.3756 (0.3763) loss_vfl_dn_5: 0.3747 (0.3755) time: 0.4787 data: 0.0147 max mem: 5654 Epoch: [23] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 16.8838 (16.8766) loss_bbox: 0.1596 (0.1645) loss_bbox_aux_0: 0.1680 (0.1772) loss_bbox_aux_1: 0.1678 (0.1693) loss_bbox_aux_2: 0.1656 (0.1665) loss_bbox_aux_3: 0.1620 (0.1647) loss_bbox_aux_4: 0.1542 (0.1644) loss_bbox_aux_5: 0.2215 (0.2181) loss_bbox_dn_0: 0.3044 (0.2949) loss_bbox_dn_1: 0.2336 (0.2255) loss_bbox_dn_2: 0.2179 (0.2037) loss_bbox_dn_3: 0.2114 (0.1965) loss_bbox_dn_4: 0.2057 (0.1951) loss_bbox_dn_5: 0.2057 (0.1950) loss_giou: 0.4395 (0.4995) loss_giou_aux_0: 0.4719 (0.5243) loss_giou_aux_1: 0.4685 (0.5092) loss_giou_aux_2: 0.4608 (0.5036) loss_giou_aux_3: 0.4429 (0.5005) loss_giou_aux_4: 0.4405 (0.4997) loss_giou_aux_5: 0.5531 (0.5947) loss_giou_dn_0: 0.6016 (0.6189) loss_giou_dn_1: 0.5061 (0.5145) loss_giou_dn_2: 0.4704 (0.4862) loss_giou_dn_3: 0.4620 (0.4778) loss_giou_dn_4: 0.4600 (0.4758) loss_giou_dn_5: 0.4601 (0.4760) loss_vfl: 0.7062 (0.7072) loss_vfl_aux_0: 0.8118 (0.8273) loss_vfl_aux_1: 0.7484 (0.7722) loss_vfl_aux_2: 0.7216 (0.7368) loss_vfl_aux_3: 0.7058 (0.7191) loss_vfl_aux_4: 0.7113 (0.7102) loss_vfl_aux_5: 0.7907 (0.8018) loss_vfl_dn_0: 0.4616 (0.4653) loss_vfl_dn_1: 0.3978 (0.4029) loss_vfl_dn_2: 0.3861 (0.3867) loss_vfl_dn_3: 0.3775 (0.3791) loss_vfl_dn_4: 0.3738 (0.3763) loss_vfl_dn_5: 0.3759 (0.3755) time: 0.4682 data: 0.0139 max mem: 5654 Epoch: [23] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.8829 (16.8750) loss_bbox: 0.1447 (0.1645) loss_bbox_aux_0: 0.1592 (0.1772) loss_bbox_aux_1: 0.1478 (0.1693) loss_bbox_aux_2: 0.1483 (0.1665) loss_bbox_aux_3: 0.1495 (0.1646) loss_bbox_aux_4: 0.1482 (0.1644) loss_bbox_aux_5: 0.1989 (0.2181) loss_bbox_dn_0: 0.2724 (0.2949) loss_bbox_dn_1: 0.2092 (0.2255) loss_bbox_dn_2: 0.1812 (0.2037) loss_bbox_dn_3: 0.1694 (0.1965) loss_bbox_dn_4: 0.1698 (0.1950) loss_bbox_dn_5: 0.1700 (0.1950) loss_giou: 0.4980 (0.4994) loss_giou_aux_0: 0.5376 (0.5243) loss_giou_aux_1: 0.5168 (0.5092) loss_giou_aux_2: 0.5107 (0.5036) loss_giou_aux_3: 0.5031 (0.5004) loss_giou_aux_4: 0.5003 (0.4997) loss_giou_aux_5: 0.5757 (0.5947) loss_giou_dn_0: 0.6204 (0.6189) loss_giou_dn_1: 0.5119 (0.5144) loss_giou_dn_2: 0.4827 (0.4861) loss_giou_dn_3: 0.4755 (0.4777) loss_giou_dn_4: 0.4734 (0.4757) loss_giou_dn_5: 0.4735 (0.4759) loss_vfl: 0.7117 (0.7072) loss_vfl_aux_0: 0.8206 (0.8272) loss_vfl_aux_1: 0.7914 (0.7720) loss_vfl_aux_2: 0.7419 (0.7367) loss_vfl_aux_3: 0.7308 (0.7191) loss_vfl_aux_4: 0.7165 (0.7102) loss_vfl_aux_5: 0.8046 (0.8017) loss_vfl_dn_0: 0.4678 (0.4653) loss_vfl_dn_1: 0.4025 (0.4029) loss_vfl_dn_2: 0.3914 (0.3867) loss_vfl_dn_3: 0.3842 (0.3791) loss_vfl_dn_4: 0.3805 (0.3763) loss_vfl_dn_5: 0.3799 (0.3755) time: 0.4823 data: 0.0146 max mem: 5654 Epoch: [23] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.9312 (16.8757) loss_bbox: 0.1560 (0.1645) loss_bbox_aux_0: 0.1680 (0.1772) loss_bbox_aux_1: 0.1517 (0.1692) loss_bbox_aux_2: 0.1542 (0.1665) loss_bbox_aux_3: 0.1564 (0.1646) loss_bbox_aux_4: 0.1562 (0.1644) loss_bbox_aux_5: 0.2062 (0.2181) loss_bbox_dn_0: 0.2542 (0.2948) loss_bbox_dn_1: 0.2031 (0.2254) loss_bbox_dn_2: 0.1782 (0.2036) loss_bbox_dn_3: 0.1766 (0.1964) loss_bbox_dn_4: 0.1771 (0.1950) loss_bbox_dn_5: 0.1771 (0.1949) loss_giou: 0.4945 (0.4994) loss_giou_aux_0: 0.5315 (0.5244) loss_giou_aux_1: 0.5088 (0.5092) loss_giou_aux_2: 0.5089 (0.5037) loss_giou_aux_3: 0.5002 (0.5004) loss_giou_aux_4: 0.4932 (0.4997) loss_giou_aux_5: 0.5921 (0.5948) loss_giou_dn_0: 0.6274 (0.6190) loss_giou_dn_1: 0.5255 (0.5145) loss_giou_dn_2: 0.4996 (0.4862) loss_giou_dn_3: 0.4921 (0.4778) loss_giou_dn_4: 0.4893 (0.4758) loss_giou_dn_5: 0.4893 (0.4759) loss_vfl: 0.7056 (0.7073) loss_vfl_aux_0: 0.7967 (0.8272) loss_vfl_aux_1: 0.7548 (0.7721) loss_vfl_aux_2: 0.7214 (0.7367) loss_vfl_aux_3: 0.7186 (0.7192) loss_vfl_aux_4: 0.7057 (0.7104) loss_vfl_aux_5: 0.7845 (0.8018) loss_vfl_dn_0: 0.4616 (0.4653) loss_vfl_dn_1: 0.4053 (0.4029) loss_vfl_dn_2: 0.3884 (0.3867) loss_vfl_dn_3: 0.3820 (0.3791) loss_vfl_dn_4: 0.3787 (0.3763) loss_vfl_dn_5: 0.3785 (0.3755) time: 0.4786 data: 0.0138 max mem: 5654 Epoch: [23] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 17.3045 (16.8807) loss_bbox: 0.1645 (0.1645) loss_bbox_aux_0: 0.1894 (0.1772) loss_bbox_aux_1: 0.1811 (0.1693) loss_bbox_aux_2: 0.1771 (0.1665) loss_bbox_aux_3: 0.1708 (0.1646) loss_bbox_aux_4: 0.1687 (0.1644) loss_bbox_aux_5: 0.2396 (0.2181) loss_bbox_dn_0: 0.3263 (0.2948) loss_bbox_dn_1: 0.2533 (0.2254) loss_bbox_dn_2: 0.2297 (0.2036) loss_bbox_dn_3: 0.2179 (0.1965) loss_bbox_dn_4: 0.2145 (0.1950) loss_bbox_dn_5: 0.2145 (0.1950) loss_giou: 0.5014 (0.4998) loss_giou_aux_0: 0.5389 (0.5247) loss_giou_aux_1: 0.5215 (0.5095) loss_giou_aux_2: 0.5117 (0.5040) loss_giou_aux_3: 0.4968 (0.5008) loss_giou_aux_4: 0.5032 (0.5000) loss_giou_aux_5: 0.6231 (0.5951) loss_giou_dn_0: 0.6429 (0.6192) loss_giou_dn_1: 0.5252 (0.5147) loss_giou_dn_2: 0.4925 (0.4864) loss_giou_dn_3: 0.4836 (0.4779) loss_giou_dn_4: 0.4826 (0.4759) loss_giou_dn_5: 0.4827 (0.4761) loss_vfl: 0.7318 (0.7075) loss_vfl_aux_0: 0.8561 (0.8273) loss_vfl_aux_1: 0.8085 (0.7722) loss_vfl_aux_2: 0.7725 (0.7369) loss_vfl_aux_3: 0.7539 (0.7193) loss_vfl_aux_4: 0.7413 (0.7105) loss_vfl_aux_5: 0.8382 (0.8019) loss_vfl_dn_0: 0.4673 (0.4654) loss_vfl_dn_1: 0.4084 (0.4030) loss_vfl_dn_2: 0.3910 (0.3868) loss_vfl_dn_3: 0.3830 (0.3791) loss_vfl_dn_4: 0.3812 (0.3763) loss_vfl_dn_5: 0.3807 (0.3755) time: 0.4844 data: 0.0138 max mem: 5654 Epoch: [23] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 17.5146 (16.8818) loss_bbox: 0.1660 (0.1645) loss_bbox_aux_0: 0.1786 (0.1773) loss_bbox_aux_1: 0.1667 (0.1693) loss_bbox_aux_2: 0.1693 (0.1665) loss_bbox_aux_3: 0.1669 (0.1647) loss_bbox_aux_4: 0.1654 (0.1644) loss_bbox_aux_5: 0.2216 (0.2181) loss_bbox_dn_0: 0.2937 (0.2949) loss_bbox_dn_1: 0.2252 (0.2255) loss_bbox_dn_2: 0.1900 (0.2037) loss_bbox_dn_3: 0.1806 (0.1965) loss_bbox_dn_4: 0.1777 (0.1950) loss_bbox_dn_5: 0.1778 (0.1950) loss_giou: 0.5018 (0.4999) loss_giou_aux_0: 0.5116 (0.5249) loss_giou_aux_1: 0.5063 (0.5097) loss_giou_aux_2: 0.4955 (0.5041) loss_giou_aux_3: 0.5027 (0.5009) loss_giou_aux_4: 0.4967 (0.5002) loss_giou_aux_5: 0.5921 (0.5952) loss_giou_dn_0: 0.6320 (0.6192) loss_giou_dn_1: 0.5242 (0.5148) loss_giou_dn_2: 0.5039 (0.4864) loss_giou_dn_3: 0.4950 (0.4780) loss_giou_dn_4: 0.4940 (0.4760) loss_giou_dn_5: 0.4940 (0.4762) loss_vfl: 0.7318 (0.7073) loss_vfl_aux_0: 0.8394 (0.8271) loss_vfl_aux_1: 0.8099 (0.7721) loss_vfl_aux_2: 0.7522 (0.7367) loss_vfl_aux_3: 0.7349 (0.7191) loss_vfl_aux_4: 0.7373 (0.7104) loss_vfl_aux_5: 0.8060 (0.8018) loss_vfl_dn_0: 0.4670 (0.4654) loss_vfl_dn_1: 0.4102 (0.4030) loss_vfl_dn_2: 0.3956 (0.3868) loss_vfl_dn_3: 0.3864 (0.3791) loss_vfl_dn_4: 0.3832 (0.3763) loss_vfl_dn_5: 0.3821 (0.3756) time: 0.4560 data: 0.0141 max mem: 5654 Epoch: [23] Total time: 0:59:28 (0.4827 s / it) Averaged stats: lr: 0.000010 loss: 17.5146 (16.8818) loss_bbox: 0.1660 (0.1645) loss_bbox_aux_0: 0.1786 (0.1773) loss_bbox_aux_1: 0.1667 (0.1693) loss_bbox_aux_2: 0.1693 (0.1665) loss_bbox_aux_3: 0.1669 (0.1647) loss_bbox_aux_4: 0.1654 (0.1644) loss_bbox_aux_5: 0.2216 (0.2181) loss_bbox_dn_0: 0.2937 (0.2949) loss_bbox_dn_1: 0.2252 (0.2255) loss_bbox_dn_2: 0.1900 (0.2037) loss_bbox_dn_3: 0.1806 (0.1965) loss_bbox_dn_4: 0.1777 (0.1950) loss_bbox_dn_5: 0.1778 (0.1950) loss_giou: 0.5018 (0.4999) loss_giou_aux_0: 0.5116 (0.5249) loss_giou_aux_1: 0.5063 (0.5097) loss_giou_aux_2: 0.4955 (0.5041) loss_giou_aux_3: 0.5027 (0.5009) loss_giou_aux_4: 0.4967 (0.5002) loss_giou_aux_5: 0.5921 (0.5952) loss_giou_dn_0: 0.6320 (0.6192) loss_giou_dn_1: 0.5242 (0.5148) loss_giou_dn_2: 0.5039 (0.4864) loss_giou_dn_3: 0.4950 (0.4780) loss_giou_dn_4: 0.4940 (0.4760) loss_giou_dn_5: 0.4940 (0.4762) loss_vfl: 0.7318 (0.7073) loss_vfl_aux_0: 0.8394 (0.8271) loss_vfl_aux_1: 0.8099 (0.7721) loss_vfl_aux_2: 0.7522 (0.7367) loss_vfl_aux_3: 0.7349 (0.7191) loss_vfl_aux_4: 0.7373 (0.7104) loss_vfl_aux_5: 0.8060 (0.8018) loss_vfl_dn_0: 0.4670 (0.4654) loss_vfl_dn_1: 0.4102 (0.4030) loss_vfl_dn_2: 0.3956 (0.3868) loss_vfl_dn_3: 0.3864 (0.3791) loss_vfl_dn_4: 0.3832 (0.3763) loss_vfl_dn_5: 0.3821 (0.3756) Test: [ 0/157] eta: 0:03:55 time: 1.4986 data: 1.0964 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4899 data: 0.1218 max mem: 5654 Test: [ 20/157] eta: 0:01:40 time: 0.6991 data: 0.0265 max mem: 5654 Test: [ 30/157] eta: 0:01:19 time: 0.6967 data: 0.0278 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.3881 data: 0.0268 max mem: 5654 Test: [ 50/157] eta: 0:00:56 time: 0.3900 data: 0.0266 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3902 data: 0.0261 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3847 data: 0.0255 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.3881 data: 0.0259 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3954 data: 0.0261 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3841 data: 0.0255 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3861 data: 0.0258 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3861 data: 0.0262 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6712 data: 0.0261 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6714 data: 0.0257 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3695 data: 0.0252 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3568 data: 0.0247 max mem: 5654 Test: Total time: 0:01:13 (0.4695 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.36s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.690 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.325 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 best_stat: {'epoch': 23, 'coco_eval_bbox': 0.51019100935254} Epoch: [24] [ 0/7393] eta: 1 day, 3:18:53 lr: 0.000010 loss: 17.2219 (17.2219) loss_bbox: 0.1401 (0.1401) loss_bbox_aux_0: 0.1469 (0.1469) loss_bbox_aux_1: 0.1449 (0.1449) loss_bbox_aux_2: 0.1387 (0.1387) loss_bbox_aux_3: 0.1359 (0.1359) loss_bbox_aux_4: 0.1404 (0.1404) loss_bbox_aux_5: 0.1773 (0.1773) loss_bbox_dn_0: 0.2448 (0.2448) loss_bbox_dn_1: 0.2034 (0.2034) loss_bbox_dn_2: 0.1844 (0.1844) loss_bbox_dn_3: 0.1810 (0.1810) loss_bbox_dn_4: 0.1812 (0.1812) loss_bbox_dn_5: 0.1810 (0.1810) loss_giou: 0.5790 (0.5790) loss_giou_aux_0: 0.5972 (0.5972) loss_giou_aux_1: 0.5885 (0.5885) loss_giou_aux_2: 0.5791 (0.5791) loss_giou_aux_3: 0.5771 (0.5771) loss_giou_aux_4: 0.5819 (0.5819) loss_giou_aux_5: 0.6515 (0.6515) loss_giou_dn_0: 0.7060 (0.7060) loss_giou_dn_1: 0.6088 (0.6088) loss_giou_dn_2: 0.5774 (0.5774) loss_giou_dn_3: 0.5713 (0.5713) loss_giou_dn_4: 0.5701 (0.5701) loss_giou_dn_5: 0.5703 (0.5703) loss_vfl: 0.6519 (0.6519) loss_vfl_aux_0: 0.7683 (0.7683) loss_vfl_aux_1: 0.7105 (0.7105) loss_vfl_aux_2: 0.7107 (0.7107) loss_vfl_aux_3: 0.6827 (0.6827) loss_vfl_aux_4: 0.6579 (0.6579) loss_vfl_aux_5: 0.7076 (0.7076) loss_vfl_dn_0: 0.4475 (0.4475) loss_vfl_dn_1: 0.4003 (0.4003) loss_vfl_dn_2: 0.3877 (0.3877) loss_vfl_dn_3: 0.3813 (0.3813) loss_vfl_dn_4: 0.3788 (0.3788) loss_vfl_dn_5: 0.3784 (0.3784) time: 13.3009 data: 1.6321 max mem: 5654 Epoch: [24] [ 100/7393] eta: 1:13:33 lr: 0.000010 loss: 17.4020 (16.8080) loss_bbox: 0.1581 (0.1663) loss_bbox_aux_0: 0.1742 (0.1793) loss_bbox_aux_1: 0.1707 (0.1714) loss_bbox_aux_2: 0.1648 (0.1683) loss_bbox_aux_3: 0.1597 (0.1670) loss_bbox_aux_4: 0.1567 (0.1661) loss_bbox_aux_5: 0.2146 (0.2211) loss_bbox_dn_0: 0.2858 (0.3042) loss_bbox_dn_1: 0.2142 (0.2320) loss_bbox_dn_2: 0.1977 (0.2082) loss_bbox_dn_3: 0.1915 (0.2003) loss_bbox_dn_4: 0.1904 (0.1987) loss_bbox_dn_5: 0.1905 (0.1987) loss_giou: 0.4972 (0.4856) loss_giou_aux_0: 0.5079 (0.5127) loss_giou_aux_1: 0.4988 (0.4959) loss_giou_aux_2: 0.4988 (0.4901) loss_giou_aux_3: 0.4985 (0.4864) loss_giou_aux_4: 0.4969 (0.4858) loss_giou_aux_5: 0.5633 (0.5788) loss_giou_dn_0: 0.6148 (0.6162) loss_giou_dn_1: 0.4997 (0.5078) loss_giou_dn_2: 0.4710 (0.4784) loss_giou_dn_3: 0.4624 (0.4689) loss_giou_dn_4: 0.4581 (0.4669) loss_giou_dn_5: 0.4587 (0.4672) loss_vfl: 0.6967 (0.7099) loss_vfl_aux_0: 0.8391 (0.8355) loss_vfl_aux_1: 0.7606 (0.7758) loss_vfl_aux_2: 0.7211 (0.7387) loss_vfl_aux_3: 0.6931 (0.7204) loss_vfl_aux_4: 0.6990 (0.7124) loss_vfl_aux_5: 0.7883 (0.8123) loss_vfl_dn_0: 0.4641 (0.4668) loss_vfl_dn_1: 0.4059 (0.4033) loss_vfl_dn_2: 0.3883 (0.3859) loss_vfl_dn_3: 0.3780 (0.3771) loss_vfl_dn_4: 0.3750 (0.3741) loss_vfl_dn_5: 0.3724 (0.3737) time: 0.4762 data: 0.0157 max mem: 5654 Epoch: [24] [ 200/7393] eta: 1:08:40 lr: 0.000010 loss: 16.5839 (16.8131) loss_bbox: 0.1551 (0.1633) loss_bbox_aux_0: 0.1723 (0.1770) loss_bbox_aux_1: 0.1697 (0.1694) loss_bbox_aux_2: 0.1583 (0.1657) loss_bbox_aux_3: 0.1453 (0.1638) loss_bbox_aux_4: 0.1468 (0.1635) loss_bbox_aux_5: 0.1980 (0.2176) loss_bbox_dn_0: 0.2902 (0.2970) loss_bbox_dn_1: 0.2304 (0.2264) loss_bbox_dn_2: 0.2017 (0.2037) loss_bbox_dn_3: 0.1946 (0.1963) loss_bbox_dn_4: 0.1924 (0.1948) loss_bbox_dn_5: 0.1925 (0.1948) loss_giou: 0.4609 (0.4881) loss_giou_aux_0: 0.4925 (0.5148) loss_giou_aux_1: 0.4662 (0.4988) loss_giou_aux_2: 0.4644 (0.4925) loss_giou_aux_3: 0.4595 (0.4890) loss_giou_aux_4: 0.4606 (0.4884) loss_giou_aux_5: 0.5740 (0.5834) loss_giou_dn_0: 0.5855 (0.6145) loss_giou_dn_1: 0.4845 (0.5082) loss_giou_dn_2: 0.4632 (0.4792) loss_giou_dn_3: 0.4534 (0.4700) loss_giou_dn_4: 0.4507 (0.4679) loss_giou_dn_5: 0.4505 (0.4681) loss_vfl: 0.7099 (0.7145) loss_vfl_aux_0: 0.8077 (0.8373) loss_vfl_aux_1: 0.7617 (0.7769) loss_vfl_aux_2: 0.7461 (0.7431) loss_vfl_aux_3: 0.7062 (0.7254) loss_vfl_aux_4: 0.7050 (0.7169) loss_vfl_aux_5: 0.8163 (0.8129) loss_vfl_dn_0: 0.4655 (0.4677) loss_vfl_dn_1: 0.3946 (0.4044) loss_vfl_dn_2: 0.3761 (0.3872) loss_vfl_dn_3: 0.3701 (0.3791) loss_vfl_dn_4: 0.3695 (0.3761) loss_vfl_dn_5: 0.3682 (0.3757) time: 0.8170 data: 0.0153 max mem: 5654 Epoch: [24] [ 300/7393] eta: 1:04:02 lr: 0.000010 loss: 16.0313 (16.7612) loss_bbox: 0.1419 (0.1633) loss_bbox_aux_0: 0.1670 (0.1777) loss_bbox_aux_1: 0.1439 (0.1688) loss_bbox_aux_2: 0.1434 (0.1653) loss_bbox_aux_3: 0.1407 (0.1633) loss_bbox_aux_4: 0.1432 (0.1633) loss_bbox_aux_5: 0.2023 (0.2188) loss_bbox_dn_0: 0.2928 (0.2958) loss_bbox_dn_1: 0.2190 (0.2257) loss_bbox_dn_2: 0.1953 (0.2033) loss_bbox_dn_3: 0.1824 (0.1961) loss_bbox_dn_4: 0.1802 (0.1946) loss_bbox_dn_5: 0.1802 (0.1946) loss_giou: 0.4267 (0.4874) loss_giou_aux_0: 0.4661 (0.5147) loss_giou_aux_1: 0.4357 (0.4980) loss_giou_aux_2: 0.4305 (0.4917) loss_giou_aux_3: 0.4227 (0.4883) loss_giou_aux_4: 0.4265 (0.4876) loss_giou_aux_5: 0.5521 (0.5834) loss_giou_dn_0: 0.5659 (0.6118) loss_giou_dn_1: 0.4744 (0.5061) loss_giou_dn_2: 0.4454 (0.4772) loss_giou_dn_3: 0.4378 (0.4683) loss_giou_dn_4: 0.4364 (0.4663) loss_giou_dn_5: 0.4364 (0.4665) loss_vfl: 0.6997 (0.7113) loss_vfl_aux_0: 0.8261 (0.8318) loss_vfl_aux_1: 0.7585 (0.7740) loss_vfl_aux_2: 0.7421 (0.7396) loss_vfl_aux_3: 0.7217 (0.7222) loss_vfl_aux_4: 0.7019 (0.7139) loss_vfl_aux_5: 0.7940 (0.8073) loss_vfl_dn_0: 0.4607 (0.4670) loss_vfl_dn_1: 0.3880 (0.4027) loss_vfl_dn_2: 0.3742 (0.3860) loss_vfl_dn_3: 0.3673 (0.3780) loss_vfl_dn_4: 0.3653 (0.3750) loss_vfl_dn_5: 0.3643 (0.3745) time: 0.4783 data: 0.0164 max mem: 5654 Epoch: [24] [ 400/7393] eta: 1:01:11 lr: 0.000010 loss: 17.1152 (16.7636) loss_bbox: 0.1509 (0.1628) loss_bbox_aux_0: 0.1774 (0.1779) loss_bbox_aux_1: 0.1575 (0.1682) loss_bbox_aux_2: 0.1583 (0.1648) loss_bbox_aux_3: 0.1499 (0.1627) loss_bbox_aux_4: 0.1459 (0.1628) loss_bbox_aux_5: 0.2156 (0.2197) loss_bbox_dn_0: 0.2830 (0.2978) loss_bbox_dn_1: 0.2261 (0.2272) loss_bbox_dn_2: 0.2121 (0.2048) loss_bbox_dn_3: 0.2068 (0.1975) loss_bbox_dn_4: 0.2021 (0.1960) loss_bbox_dn_5: 0.2020 (0.1960) loss_giou: 0.4585 (0.4854) loss_giou_aux_0: 0.5070 (0.5139) loss_giou_aux_1: 0.4629 (0.4966) loss_giou_aux_2: 0.4814 (0.4898) loss_giou_aux_3: 0.4704 (0.4863) loss_giou_aux_4: 0.4652 (0.4856) loss_giou_aux_5: 0.5632 (0.5825) loss_giou_dn_0: 0.6059 (0.6113) loss_giou_dn_1: 0.5058 (0.5056) loss_giou_dn_2: 0.4759 (0.4768) loss_giou_dn_3: 0.4647 (0.4679) loss_giou_dn_4: 0.4632 (0.4659) loss_giou_dn_5: 0.4635 (0.4661) loss_vfl: 0.7281 (0.7133) loss_vfl_aux_0: 0.8267 (0.8303) loss_vfl_aux_1: 0.8105 (0.7755) loss_vfl_aux_2: 0.7659 (0.7416) loss_vfl_aux_3: 0.7553 (0.7250) loss_vfl_aux_4: 0.7354 (0.7161) loss_vfl_aux_5: 0.8056 (0.8072) loss_vfl_dn_0: 0.4725 (0.4666) loss_vfl_dn_1: 0.4080 (0.4026) loss_vfl_dn_2: 0.3902 (0.3860) loss_vfl_dn_3: 0.3818 (0.3780) loss_vfl_dn_4: 0.3778 (0.3751) loss_vfl_dn_5: 0.3786 (0.3745) time: 0.4824 data: 0.0150 max mem: 5654 Epoch: [24] [ 500/7393] eta: 0:59:07 lr: 0.000010 loss: 17.3318 (16.8460) loss_bbox: 0.1633 (0.1637) loss_bbox_aux_0: 0.1758 (0.1784) loss_bbox_aux_1: 0.1665 (0.1692) loss_bbox_aux_2: 0.1624 (0.1659) loss_bbox_aux_3: 0.1573 (0.1635) loss_bbox_aux_4: 0.1610 (0.1635) loss_bbox_aux_5: 0.2141 (0.2200) loss_bbox_dn_0: 0.2664 (0.2978) loss_bbox_dn_1: 0.2082 (0.2274) loss_bbox_dn_2: 0.1961 (0.2052) loss_bbox_dn_3: 0.1876 (0.1980) loss_bbox_dn_4: 0.1837 (0.1964) loss_bbox_dn_5: 0.1839 (0.1964) loss_giou: 0.5006 (0.4927) loss_giou_aux_0: 0.5263 (0.5205) loss_giou_aux_1: 0.5081 (0.5038) loss_giou_aux_2: 0.4965 (0.4970) loss_giou_aux_3: 0.5110 (0.4935) loss_giou_aux_4: 0.5068 (0.4928) loss_giou_aux_5: 0.6252 (0.5889) loss_giou_dn_0: 0.6437 (0.6155) loss_giou_dn_1: 0.5342 (0.5104) loss_giou_dn_2: 0.5063 (0.4817) loss_giou_dn_3: 0.4997 (0.4730) loss_giou_dn_4: 0.4975 (0.4710) loss_giou_dn_5: 0.4977 (0.4712) loss_vfl: 0.7111 (0.7125) loss_vfl_aux_0: 0.8431 (0.8303) loss_vfl_aux_1: 0.7810 (0.7754) loss_vfl_aux_2: 0.7340 (0.7407) loss_vfl_aux_3: 0.7240 (0.7246) loss_vfl_aux_4: 0.7146 (0.7152) loss_vfl_aux_5: 0.8077 (0.8068) loss_vfl_dn_0: 0.4621 (0.4661) loss_vfl_dn_1: 0.4060 (0.4026) loss_vfl_dn_2: 0.3896 (0.3862) loss_vfl_dn_3: 0.3826 (0.3782) loss_vfl_dn_4: 0.3799 (0.3752) loss_vfl_dn_5: 0.3808 (0.3747) time: 0.4688 data: 0.0160 max mem: 5654 Epoch: [24] [ 600/7393] eta: 0:57:30 lr: 0.000010 loss: 16.2932 (16.8226) loss_bbox: 0.1681 (0.1632) loss_bbox_aux_0: 0.1701 (0.1777) loss_bbox_aux_1: 0.1579 (0.1688) loss_bbox_aux_2: 0.1623 (0.1656) loss_bbox_aux_3: 0.1624 (0.1633) loss_bbox_aux_4: 0.1683 (0.1631) loss_bbox_aux_5: 0.2049 (0.2189) loss_bbox_dn_0: 0.2408 (0.2953) loss_bbox_dn_1: 0.1754 (0.2256) loss_bbox_dn_2: 0.1560 (0.2036) loss_bbox_dn_3: 0.1549 (0.1964) loss_bbox_dn_4: 0.1559 (0.1949) loss_bbox_dn_5: 0.1557 (0.1949) loss_giou: 0.4587 (0.4951) loss_giou_aux_0: 0.4790 (0.5224) loss_giou_aux_1: 0.4685 (0.5061) loss_giou_aux_2: 0.4621 (0.4994) loss_giou_aux_3: 0.4591 (0.4962) loss_giou_aux_4: 0.4633 (0.4953) loss_giou_aux_5: 0.5318 (0.5909) loss_giou_dn_0: 0.6157 (0.6161) loss_giou_dn_1: 0.5047 (0.5114) loss_giou_dn_2: 0.4814 (0.4828) loss_giou_dn_3: 0.4753 (0.4741) loss_giou_dn_4: 0.4725 (0.4721) loss_giou_dn_5: 0.4723 (0.4723) loss_vfl: 0.6671 (0.7084) loss_vfl_aux_0: 0.7593 (0.8264) loss_vfl_aux_1: 0.7130 (0.7699) loss_vfl_aux_2: 0.6719 (0.7359) loss_vfl_aux_3: 0.6747 (0.7197) loss_vfl_aux_4: 0.6730 (0.7109) loss_vfl_aux_5: 0.7707 (0.8037) loss_vfl_dn_0: 0.4610 (0.4657) loss_vfl_dn_1: 0.4012 (0.4024) loss_vfl_dn_2: 0.3793 (0.3859) loss_vfl_dn_3: 0.3733 (0.3781) loss_vfl_dn_4: 0.3696 (0.3752) loss_vfl_dn_5: 0.3688 (0.3746) time: 0.4730 data: 0.0153 max mem: 5654 Epoch: [24] [ 700/7393] eta: 0:56:09 lr: 0.000010 loss: 16.9242 (16.8362) loss_bbox: 0.1559 (0.1637) loss_bbox_aux_0: 0.1644 (0.1779) loss_bbox_aux_1: 0.1563 (0.1691) loss_bbox_aux_2: 0.1560 (0.1659) loss_bbox_aux_3: 0.1579 (0.1636) loss_bbox_aux_4: 0.1554 (0.1635) loss_bbox_aux_5: 0.2237 (0.2191) loss_bbox_dn_0: 0.2703 (0.2952) loss_bbox_dn_1: 0.2015 (0.2255) loss_bbox_dn_2: 0.1840 (0.2037) loss_bbox_dn_3: 0.1832 (0.1966) loss_bbox_dn_4: 0.1833 (0.1951) loss_bbox_dn_5: 0.1832 (0.1951) loss_giou: 0.4976 (0.4967) loss_giou_aux_0: 0.5013 (0.5237) loss_giou_aux_1: 0.4943 (0.5071) loss_giou_aux_2: 0.4937 (0.5009) loss_giou_aux_3: 0.4966 (0.4978) loss_giou_aux_4: 0.4973 (0.4968) loss_giou_aux_5: 0.5791 (0.5923) loss_giou_dn_0: 0.6081 (0.6172) loss_giou_dn_1: 0.5112 (0.5122) loss_giou_dn_2: 0.4819 (0.4837) loss_giou_dn_3: 0.4766 (0.4751) loss_giou_dn_4: 0.4750 (0.4731) loss_giou_dn_5: 0.4756 (0.4733) loss_vfl: 0.7116 (0.7075) loss_vfl_aux_0: 0.8359 (0.8257) loss_vfl_aux_1: 0.7789 (0.7697) loss_vfl_aux_2: 0.7340 (0.7353) loss_vfl_aux_3: 0.7132 (0.7188) loss_vfl_aux_4: 0.7084 (0.7101) loss_vfl_aux_5: 0.8051 (0.8032) loss_vfl_dn_0: 0.4634 (0.4653) loss_vfl_dn_1: 0.4019 (0.4023) loss_vfl_dn_2: 0.3871 (0.3859) loss_vfl_dn_3: 0.3770 (0.3783) loss_vfl_dn_4: 0.3755 (0.3753) loss_vfl_dn_5: 0.3734 (0.3748) time: 0.4773 data: 0.0155 max mem: 5654 Epoch: [24] [ 800/7393] eta: 0:54:52 lr: 0.000010 loss: 16.4055 (16.8083) loss_bbox: 0.1421 (0.1637) loss_bbox_aux_0: 0.1546 (0.1779) loss_bbox_aux_1: 0.1407 (0.1690) loss_bbox_aux_2: 0.1393 (0.1659) loss_bbox_aux_3: 0.1393 (0.1638) loss_bbox_aux_4: 0.1420 (0.1636) loss_bbox_aux_5: 0.1914 (0.2191) loss_bbox_dn_0: 0.2442 (0.2950) loss_bbox_dn_1: 0.1880 (0.2256) loss_bbox_dn_2: 0.1690 (0.2038) loss_bbox_dn_3: 0.1620 (0.1968) loss_bbox_dn_4: 0.1604 (0.1953) loss_bbox_dn_5: 0.1603 (0.1953) loss_giou: 0.5018 (0.4954) loss_giou_aux_0: 0.5347 (0.5220) loss_giou_aux_1: 0.5149 (0.5056) loss_giou_aux_2: 0.5082 (0.4995) loss_giou_aux_3: 0.5098 (0.4966) loss_giou_aux_4: 0.5053 (0.4956) loss_giou_aux_5: 0.5714 (0.5904) loss_giou_dn_0: 0.6076 (0.6159) loss_giou_dn_1: 0.4932 (0.5109) loss_giou_dn_2: 0.4702 (0.4824) loss_giou_dn_3: 0.4624 (0.4739) loss_giou_dn_4: 0.4589 (0.4719) loss_giou_dn_5: 0.4589 (0.4720) loss_vfl: 0.6607 (0.7063) loss_vfl_aux_0: 0.7297 (0.8248) loss_vfl_aux_1: 0.7103 (0.7686) loss_vfl_aux_2: 0.6621 (0.7340) loss_vfl_aux_3: 0.6585 (0.7172) loss_vfl_aux_4: 0.6664 (0.7087) loss_vfl_aux_5: 0.7528 (0.8027) loss_vfl_dn_0: 0.4541 (0.4651) loss_vfl_dn_1: 0.3999 (0.4019) loss_vfl_dn_2: 0.3790 (0.3854) loss_vfl_dn_3: 0.3735 (0.3778) loss_vfl_dn_4: 0.3714 (0.3748) loss_vfl_dn_5: 0.3712 (0.3743) time: 0.4847 data: 0.0147 max mem: 5654 Epoch: [24] [ 900/7393] eta: 0:53:45 lr: 0.000010 loss: 17.0460 (16.8177) loss_bbox: 0.1576 (0.1642) loss_bbox_aux_0: 0.1606 (0.1784) loss_bbox_aux_1: 0.1623 (0.1694) loss_bbox_aux_2: 0.1585 (0.1666) loss_bbox_aux_3: 0.1514 (0.1645) loss_bbox_aux_4: 0.1508 (0.1642) loss_bbox_aux_5: 0.2072 (0.2190) loss_bbox_dn_0: 0.2792 (0.2952) loss_bbox_dn_1: 0.2151 (0.2260) loss_bbox_dn_2: 0.1985 (0.2043) loss_bbox_dn_3: 0.1900 (0.1973) loss_bbox_dn_4: 0.1869 (0.1958) loss_bbox_dn_5: 0.1868 (0.1958) loss_giou: 0.4922 (0.4965) loss_giou_aux_0: 0.5247 (0.5232) loss_giou_aux_1: 0.5056 (0.5066) loss_giou_aux_2: 0.5028 (0.5007) loss_giou_aux_3: 0.4943 (0.4976) loss_giou_aux_4: 0.4951 (0.4967) loss_giou_aux_5: 0.6000 (0.5913) loss_giou_dn_0: 0.6217 (0.6169) loss_giou_dn_1: 0.5129 (0.5119) loss_giou_dn_2: 0.4928 (0.4836) loss_giou_dn_3: 0.4813 (0.4750) loss_giou_dn_4: 0.4804 (0.4730) loss_giou_dn_5: 0.4804 (0.4732) loss_vfl: 0.6874 (0.7049) loss_vfl_aux_0: 0.8110 (0.8229) loss_vfl_aux_1: 0.7616 (0.7674) loss_vfl_aux_2: 0.7056 (0.7323) loss_vfl_aux_3: 0.7114 (0.7160) loss_vfl_aux_4: 0.6969 (0.7075) loss_vfl_aux_5: 0.7772 (0.8011) loss_vfl_dn_0: 0.4559 (0.4647) loss_vfl_dn_1: 0.4047 (0.4018) loss_vfl_dn_2: 0.3907 (0.3854) loss_vfl_dn_3: 0.3814 (0.3778) loss_vfl_dn_4: 0.3803 (0.3749) loss_vfl_dn_5: 0.3769 (0.3743) time: 0.4713 data: 0.0146 max mem: 5654 Epoch: [24] [1000/7393] eta: 0:52:38 lr: 0.000010 loss: 16.3805 (16.8083) loss_bbox: 0.1635 (0.1642) loss_bbox_aux_0: 0.1695 (0.1781) loss_bbox_aux_1: 0.1667 (0.1693) loss_bbox_aux_2: 0.1644 (0.1666) loss_bbox_aux_3: 0.1653 (0.1645) loss_bbox_aux_4: 0.1644 (0.1641) loss_bbox_aux_5: 0.2010 (0.2187) loss_bbox_dn_0: 0.2708 (0.2951) loss_bbox_dn_1: 0.1988 (0.2258) loss_bbox_dn_2: 0.1880 (0.2041) loss_bbox_dn_3: 0.1852 (0.1971) loss_bbox_dn_4: 0.1845 (0.1956) loss_bbox_dn_5: 0.1832 (0.1956) loss_giou: 0.5121 (0.4962) loss_giou_aux_0: 0.5309 (0.5225) loss_giou_aux_1: 0.5175 (0.5063) loss_giou_aux_2: 0.5278 (0.5004) loss_giou_aux_3: 0.5153 (0.4974) loss_giou_aux_4: 0.5122 (0.4964) loss_giou_aux_5: 0.5875 (0.5909) loss_giou_dn_0: 0.6174 (0.6171) loss_giou_dn_1: 0.5142 (0.5121) loss_giou_dn_2: 0.4866 (0.4837) loss_giou_dn_3: 0.4805 (0.4752) loss_giou_dn_4: 0.4802 (0.4732) loss_giou_dn_5: 0.4801 (0.4733) loss_vfl: 0.6723 (0.7042) loss_vfl_aux_0: 0.7849 (0.8222) loss_vfl_aux_1: 0.7324 (0.7664) loss_vfl_aux_2: 0.6860 (0.7314) loss_vfl_aux_3: 0.6704 (0.7150) loss_vfl_aux_4: 0.6674 (0.7066) loss_vfl_aux_5: 0.7820 (0.8000) loss_vfl_dn_0: 0.4598 (0.4647) loss_vfl_dn_1: 0.3996 (0.4019) loss_vfl_dn_2: 0.3772 (0.3855) loss_vfl_dn_3: 0.3725 (0.3779) loss_vfl_dn_4: 0.3707 (0.3750) loss_vfl_dn_5: 0.3681 (0.3744) time: 0.4759 data: 0.0149 max mem: 5654 Epoch: [24] [1100/7393] eta: 0:51:39 lr: 0.000010 loss: 16.7902 (16.8101) loss_bbox: 0.1596 (0.1640) loss_bbox_aux_0: 0.1667 (0.1779) loss_bbox_aux_1: 0.1638 (0.1692) loss_bbox_aux_2: 0.1606 (0.1663) loss_bbox_aux_3: 0.1634 (0.1642) loss_bbox_aux_4: 0.1601 (0.1640) loss_bbox_aux_5: 0.2182 (0.2188) loss_bbox_dn_0: 0.3036 (0.2953) loss_bbox_dn_1: 0.2338 (0.2259) loss_bbox_dn_2: 0.2052 (0.2042) loss_bbox_dn_3: 0.2029 (0.1972) loss_bbox_dn_4: 0.2019 (0.1957) loss_bbox_dn_5: 0.2019 (0.1957) loss_giou: 0.4936 (0.4955) loss_giou_aux_0: 0.5055 (0.5217) loss_giou_aux_1: 0.5005 (0.5055) loss_giou_aux_2: 0.5087 (0.4996) loss_giou_aux_3: 0.4868 (0.4965) loss_giou_aux_4: 0.4918 (0.4957) loss_giou_aux_5: 0.5658 (0.5903) loss_giou_dn_0: 0.5986 (0.6163) loss_giou_dn_1: 0.4813 (0.5112) loss_giou_dn_2: 0.4640 (0.4829) loss_giou_dn_3: 0.4583 (0.4744) loss_giou_dn_4: 0.4595 (0.4724) loss_giou_dn_5: 0.4628 (0.4725) loss_vfl: 0.7342 (0.7056) loss_vfl_aux_0: 0.8429 (0.8240) loss_vfl_aux_1: 0.7994 (0.7684) loss_vfl_aux_2: 0.8006 (0.7338) loss_vfl_aux_3: 0.7475 (0.7170) loss_vfl_aux_4: 0.7524 (0.7080) loss_vfl_aux_5: 0.8032 (0.8010) loss_vfl_dn_0: 0.4632 (0.4648) loss_vfl_dn_1: 0.3930 (0.4018) loss_vfl_dn_2: 0.3738 (0.3854) loss_vfl_dn_3: 0.3663 (0.3779) loss_vfl_dn_4: 0.3640 (0.3751) loss_vfl_dn_5: 0.3648 (0.3745) time: 0.4755 data: 0.0143 max mem: 5654 Epoch: [24] [1200/7393] eta: 0:50:42 lr: 0.000010 loss: 17.5117 (16.8037) loss_bbox: 0.1608 (0.1643) loss_bbox_aux_0: 0.1777 (0.1779) loss_bbox_aux_1: 0.1644 (0.1694) loss_bbox_aux_2: 0.1735 (0.1664) loss_bbox_aux_3: 0.1647 (0.1645) loss_bbox_aux_4: 0.1629 (0.1642) loss_bbox_aux_5: 0.2213 (0.2187) loss_bbox_dn_0: 0.2858 (0.2956) loss_bbox_dn_1: 0.2204 (0.2261) loss_bbox_dn_2: 0.1961 (0.2043) loss_bbox_dn_3: 0.1885 (0.1974) loss_bbox_dn_4: 0.1877 (0.1959) loss_bbox_dn_5: 0.1877 (0.1959) loss_giou: 0.5046 (0.4950) loss_giou_aux_0: 0.5404 (0.5208) loss_giou_aux_1: 0.5195 (0.5048) loss_giou_aux_2: 0.5132 (0.4989) loss_giou_aux_3: 0.5082 (0.4959) loss_giou_aux_4: 0.4996 (0.4952) loss_giou_aux_5: 0.6160 (0.5895) loss_giou_dn_0: 0.6384 (0.6159) loss_giou_dn_1: 0.5246 (0.5107) loss_giou_dn_2: 0.4981 (0.4824) loss_giou_dn_3: 0.4894 (0.4739) loss_giou_dn_4: 0.4881 (0.4719) loss_giou_dn_5: 0.4881 (0.4720) loss_vfl: 0.7232 (0.7053) loss_vfl_aux_0: 0.8425 (0.8240) loss_vfl_aux_1: 0.7811 (0.7683) loss_vfl_aux_2: 0.7462 (0.7337) loss_vfl_aux_3: 0.7400 (0.7169) loss_vfl_aux_4: 0.7212 (0.7077) loss_vfl_aux_5: 0.7922 (0.8008) loss_vfl_dn_0: 0.4699 (0.4647) loss_vfl_dn_1: 0.4125 (0.4018) loss_vfl_dn_2: 0.3953 (0.3854) loss_vfl_dn_3: 0.3900 (0.3779) loss_vfl_dn_4: 0.3870 (0.3751) loss_vfl_dn_5: 0.3865 (0.3745) time: 0.4735 data: 0.0147 max mem: 5654 Epoch: [24] [1300/7393] eta: 0:49:45 lr: 0.000010 loss: 16.7855 (16.7902) loss_bbox: 0.1395 (0.1638) loss_bbox_aux_0: 0.1611 (0.1773) loss_bbox_aux_1: 0.1530 (0.1688) loss_bbox_aux_2: 0.1476 (0.1659) loss_bbox_aux_3: 0.1443 (0.1639) loss_bbox_aux_4: 0.1415 (0.1637) loss_bbox_aux_5: 0.1956 (0.2180) loss_bbox_dn_0: 0.2383 (0.2937) loss_bbox_dn_1: 0.1742 (0.2246) loss_bbox_dn_2: 0.1630 (0.2030) loss_bbox_dn_3: 0.1539 (0.1960) loss_bbox_dn_4: 0.1534 (0.1945) loss_bbox_dn_5: 0.1534 (0.1945) loss_giou: 0.5054 (0.4957) loss_giou_aux_0: 0.5533 (0.5215) loss_giou_aux_1: 0.5175 (0.5056) loss_giou_aux_2: 0.5076 (0.4996) loss_giou_aux_3: 0.5063 (0.4966) loss_giou_aux_4: 0.5108 (0.4959) loss_giou_aux_5: 0.6395 (0.5902) loss_giou_dn_0: 0.6280 (0.6161) loss_giou_dn_1: 0.5274 (0.5111) loss_giou_dn_2: 0.4983 (0.4828) loss_giou_dn_3: 0.4931 (0.4742) loss_giou_dn_4: 0.4904 (0.4723) loss_giou_dn_5: 0.4909 (0.4724) loss_vfl: 0.6912 (0.7042) loss_vfl_aux_0: 0.8082 (0.8227) loss_vfl_aux_1: 0.7383 (0.7673) loss_vfl_aux_2: 0.7242 (0.7328) loss_vfl_aux_3: 0.6937 (0.7160) loss_vfl_aux_4: 0.7016 (0.7066) loss_vfl_aux_5: 0.7751 (0.7999) loss_vfl_dn_0: 0.4647 (0.4646) loss_vfl_dn_1: 0.4030 (0.4017) loss_vfl_dn_2: 0.3841 (0.3854) loss_vfl_dn_3: 0.3804 (0.3779) loss_vfl_dn_4: 0.3806 (0.3751) loss_vfl_dn_5: 0.3792 (0.3745) time: 0.4772 data: 0.0152 max mem: 5654 Epoch: [24] [1400/7393] eta: 0:48:47 lr: 0.000010 loss: 17.2541 (16.7901) loss_bbox: 0.1665 (0.1639) loss_bbox_aux_0: 0.1724 (0.1773) loss_bbox_aux_1: 0.1609 (0.1688) loss_bbox_aux_2: 0.1594 (0.1658) loss_bbox_aux_3: 0.1687 (0.1641) loss_bbox_aux_4: 0.1672 (0.1639) loss_bbox_aux_5: 0.2208 (0.2178) loss_bbox_dn_0: 0.2832 (0.2933) loss_bbox_dn_1: 0.2216 (0.2243) loss_bbox_dn_2: 0.1988 (0.2028) loss_bbox_dn_3: 0.1950 (0.1958) loss_bbox_dn_4: 0.1948 (0.1943) loss_bbox_dn_5: 0.1949 (0.1943) loss_giou: 0.5395 (0.4955) loss_giou_aux_0: 0.5740 (0.5213) loss_giou_aux_1: 0.5526 (0.5053) loss_giou_aux_2: 0.5421 (0.4992) loss_giou_aux_3: 0.5512 (0.4964) loss_giou_aux_4: 0.5469 (0.4957) loss_giou_aux_5: 0.6373 (0.5897) loss_giou_dn_0: 0.6464 (0.6159) loss_giou_dn_1: 0.5417 (0.5109) loss_giou_dn_2: 0.5179 (0.4827) loss_giou_dn_3: 0.5080 (0.4741) loss_giou_dn_4: 0.5066 (0.4721) loss_giou_dn_5: 0.5064 (0.4723) loss_vfl: 0.6924 (0.7046) loss_vfl_aux_0: 0.8228 (0.8233) loss_vfl_aux_1: 0.7534 (0.7683) loss_vfl_aux_2: 0.7177 (0.7336) loss_vfl_aux_3: 0.7025 (0.7164) loss_vfl_aux_4: 0.7031 (0.7070) loss_vfl_aux_5: 0.7857 (0.7999) loss_vfl_dn_0: 0.4606 (0.4646) loss_vfl_dn_1: 0.4020 (0.4017) loss_vfl_dn_2: 0.3873 (0.3855) loss_vfl_dn_3: 0.3829 (0.3780) loss_vfl_dn_4: 0.3817 (0.3752) loss_vfl_dn_5: 0.3812 (0.3745) time: 0.4839 data: 0.0138 max mem: 5654 Epoch: [24] [1500/7393] eta: 0:47:52 lr: 0.000010 loss: 16.4780 (16.8030) loss_bbox: 0.1599 (0.1645) loss_bbox_aux_0: 0.1710 (0.1776) loss_bbox_aux_1: 0.1663 (0.1693) loss_bbox_aux_2: 0.1651 (0.1663) loss_bbox_aux_3: 0.1622 (0.1646) loss_bbox_aux_4: 0.1616 (0.1645) loss_bbox_aux_5: 0.2104 (0.2180) loss_bbox_dn_0: 0.2821 (0.2937) loss_bbox_dn_1: 0.2200 (0.2248) loss_bbox_dn_2: 0.1977 (0.2032) loss_bbox_dn_3: 0.1928 (0.1962) loss_bbox_dn_4: 0.1934 (0.1947) loss_bbox_dn_5: 0.1937 (0.1947) loss_giou: 0.4536 (0.4956) loss_giou_aux_0: 0.4800 (0.5212) loss_giou_aux_1: 0.4749 (0.5053) loss_giou_aux_2: 0.4516 (0.4993) loss_giou_aux_3: 0.4570 (0.4964) loss_giou_aux_4: 0.4574 (0.4958) loss_giou_aux_5: 0.5661 (0.5898) loss_giou_dn_0: 0.6015 (0.6160) loss_giou_dn_1: 0.4954 (0.5110) loss_giou_dn_2: 0.4674 (0.4828) loss_giou_dn_3: 0.4500 (0.4742) loss_giou_dn_4: 0.4458 (0.4722) loss_giou_dn_5: 0.4460 (0.4724) loss_vfl: 0.6727 (0.7050) loss_vfl_aux_0: 0.8447 (0.8240) loss_vfl_aux_1: 0.7664 (0.7692) loss_vfl_aux_2: 0.7204 (0.7344) loss_vfl_aux_3: 0.6911 (0.7172) loss_vfl_aux_4: 0.6820 (0.7076) loss_vfl_aux_5: 0.8096 (0.8006) loss_vfl_dn_0: 0.4557 (0.4649) loss_vfl_dn_1: 0.3973 (0.4020) loss_vfl_dn_2: 0.3801 (0.3857) loss_vfl_dn_3: 0.3713 (0.3782) loss_vfl_dn_4: 0.3715 (0.3754) loss_vfl_dn_5: 0.3692 (0.3747) time: 0.4714 data: 0.0144 max mem: 5654 Epoch: [24] [1600/7393] eta: 0:46:56 lr: 0.000010 loss: 16.2470 (16.7873) loss_bbox: 0.1569 (0.1641) loss_bbox_aux_0: 0.1579 (0.1772) loss_bbox_aux_1: 0.1520 (0.1688) loss_bbox_aux_2: 0.1419 (0.1659) loss_bbox_aux_3: 0.1510 (0.1642) loss_bbox_aux_4: 0.1485 (0.1641) loss_bbox_aux_5: 0.2029 (0.2178) loss_bbox_dn_0: 0.2725 (0.2936) loss_bbox_dn_1: 0.2022 (0.2245) loss_bbox_dn_2: 0.1671 (0.2029) loss_bbox_dn_3: 0.1637 (0.1959) loss_bbox_dn_4: 0.1622 (0.1945) loss_bbox_dn_5: 0.1619 (0.1944) loss_giou: 0.4668 (0.4951) loss_giou_aux_0: 0.4795 (0.5207) loss_giou_aux_1: 0.4667 (0.5048) loss_giou_aux_2: 0.4593 (0.4988) loss_giou_aux_3: 0.4593 (0.4960) loss_giou_aux_4: 0.4663 (0.4953) loss_giou_aux_5: 0.5442 (0.5893) loss_giou_dn_0: 0.5877 (0.6156) loss_giou_dn_1: 0.4738 (0.5106) loss_giou_dn_2: 0.4390 (0.4823) loss_giou_dn_3: 0.4271 (0.4737) loss_giou_dn_4: 0.4245 (0.4717) loss_giou_dn_5: 0.4244 (0.4719) loss_vfl: 0.6857 (0.7043) loss_vfl_aux_0: 0.8131 (0.8233) loss_vfl_aux_1: 0.7551 (0.7686) loss_vfl_aux_2: 0.7112 (0.7336) loss_vfl_aux_3: 0.6998 (0.7165) loss_vfl_aux_4: 0.6993 (0.7069) loss_vfl_aux_5: 0.7821 (0.8000) loss_vfl_dn_0: 0.4629 (0.4648) loss_vfl_dn_1: 0.3964 (0.4019) loss_vfl_dn_2: 0.3804 (0.3855) loss_vfl_dn_3: 0.3745 (0.3781) loss_vfl_dn_4: 0.3749 (0.3753) loss_vfl_dn_5: 0.3753 (0.3746) time: 0.4720 data: 0.0149 max mem: 5654 Epoch: [24] [1700/7393] eta: 0:46:03 lr: 0.000010 loss: 17.0275 (16.7903) loss_bbox: 0.1632 (0.1645) loss_bbox_aux_0: 0.1647 (0.1774) loss_bbox_aux_1: 0.1516 (0.1691) loss_bbox_aux_2: 0.1593 (0.1663) loss_bbox_aux_3: 0.1632 (0.1645) loss_bbox_aux_4: 0.1607 (0.1644) loss_bbox_aux_5: 0.2096 (0.2182) loss_bbox_dn_0: 0.2804 (0.2948) loss_bbox_dn_1: 0.2129 (0.2253) loss_bbox_dn_2: 0.1870 (0.2036) loss_bbox_dn_3: 0.1763 (0.1966) loss_bbox_dn_4: 0.1752 (0.1951) loss_bbox_dn_5: 0.1750 (0.1951) loss_giou: 0.4782 (0.4943) loss_giou_aux_0: 0.5019 (0.5197) loss_giou_aux_1: 0.4939 (0.5038) loss_giou_aux_2: 0.4823 (0.4979) loss_giou_aux_3: 0.4872 (0.4952) loss_giou_aux_4: 0.4852 (0.4944) loss_giou_aux_5: 0.5637 (0.5885) loss_giou_dn_0: 0.6137 (0.6150) loss_giou_dn_1: 0.5030 (0.5099) loss_giou_dn_2: 0.4752 (0.4816) loss_giou_dn_3: 0.4630 (0.4730) loss_giou_dn_4: 0.4618 (0.4709) loss_giou_dn_5: 0.4617 (0.4711) loss_vfl: 0.6905 (0.7050) loss_vfl_aux_0: 0.8115 (0.8249) loss_vfl_aux_1: 0.7752 (0.7696) loss_vfl_aux_2: 0.7359 (0.7346) loss_vfl_aux_3: 0.6951 (0.7173) loss_vfl_aux_4: 0.6912 (0.7079) loss_vfl_aux_5: 0.7907 (0.8011) loss_vfl_dn_0: 0.4630 (0.4649) loss_vfl_dn_1: 0.4040 (0.4018) loss_vfl_dn_2: 0.3912 (0.3855) loss_vfl_dn_3: 0.3791 (0.3780) loss_vfl_dn_4: 0.3761 (0.3752) loss_vfl_dn_5: 0.3757 (0.3745) time: 0.4700 data: 0.0140 max mem: 5654 Epoch: [24] [1800/7393] eta: 0:45:08 lr: 0.000010 loss: 17.2296 (16.7837) loss_bbox: 0.1486 (0.1644) loss_bbox_aux_0: 0.1656 (0.1772) loss_bbox_aux_1: 0.1529 (0.1689) loss_bbox_aux_2: 0.1545 (0.1661) loss_bbox_aux_3: 0.1517 (0.1644) loss_bbox_aux_4: 0.1522 (0.1643) loss_bbox_aux_5: 0.2015 (0.2180) loss_bbox_dn_0: 0.2657 (0.2940) loss_bbox_dn_1: 0.1998 (0.2246) loss_bbox_dn_2: 0.1835 (0.2030) loss_bbox_dn_3: 0.1759 (0.1959) loss_bbox_dn_4: 0.1747 (0.1945) loss_bbox_dn_5: 0.1742 (0.1945) loss_giou: 0.5107 (0.4943) loss_giou_aux_0: 0.5091 (0.5196) loss_giou_aux_1: 0.5100 (0.5038) loss_giou_aux_2: 0.5068 (0.4981) loss_giou_aux_3: 0.5089 (0.4952) loss_giou_aux_4: 0.5105 (0.4945) loss_giou_aux_5: 0.5899 (0.5884) loss_giou_dn_0: 0.6097 (0.6148) loss_giou_dn_1: 0.5215 (0.5098) loss_giou_dn_2: 0.4961 (0.4815) loss_giou_dn_3: 0.4831 (0.4729) loss_giou_dn_4: 0.4802 (0.4709) loss_giou_dn_5: 0.4803 (0.4711) loss_vfl: 0.7194 (0.7049) loss_vfl_aux_0: 0.8155 (0.8246) loss_vfl_aux_1: 0.7708 (0.7697) loss_vfl_aux_2: 0.7131 (0.7343) loss_vfl_aux_3: 0.7327 (0.7172) loss_vfl_aux_4: 0.7174 (0.7079) loss_vfl_aux_5: 0.7848 (0.8007) loss_vfl_dn_0: 0.4600 (0.4648) loss_vfl_dn_1: 0.4012 (0.4018) loss_vfl_dn_2: 0.3862 (0.3855) loss_vfl_dn_3: 0.3793 (0.3780) loss_vfl_dn_4: 0.3784 (0.3752) loss_vfl_dn_5: 0.3769 (0.3745) time: 0.4627 data: 0.0140 max mem: 5654 Epoch: [24] [1900/7393] eta: 0:44:15 lr: 0.000010 loss: 16.8332 (16.7873) loss_bbox: 0.1632 (0.1644) loss_bbox_aux_0: 0.1773 (0.1773) loss_bbox_aux_1: 0.1677 (0.1690) loss_bbox_aux_2: 0.1631 (0.1662) loss_bbox_aux_3: 0.1619 (0.1645) loss_bbox_aux_4: 0.1603 (0.1644) loss_bbox_aux_5: 0.2090 (0.2180) loss_bbox_dn_0: 0.2834 (0.2941) loss_bbox_dn_1: 0.2140 (0.2248) loss_bbox_dn_2: 0.1989 (0.2031) loss_bbox_dn_3: 0.1938 (0.1961) loss_bbox_dn_4: 0.1890 (0.1946) loss_bbox_dn_5: 0.1891 (0.1946) loss_giou: 0.4936 (0.4942) loss_giou_aux_0: 0.5147 (0.5194) loss_giou_aux_1: 0.5082 (0.5036) loss_giou_aux_2: 0.4972 (0.4980) loss_giou_aux_3: 0.4974 (0.4951) loss_giou_aux_4: 0.4917 (0.4944) loss_giou_aux_5: 0.5704 (0.5881) loss_giou_dn_0: 0.6118 (0.6146) loss_giou_dn_1: 0.5108 (0.5096) loss_giou_dn_2: 0.4811 (0.4813) loss_giou_dn_3: 0.4739 (0.4727) loss_giou_dn_4: 0.4731 (0.4707) loss_giou_dn_5: 0.4734 (0.4709) loss_vfl: 0.7105 (0.7054) loss_vfl_aux_0: 0.8420 (0.8252) loss_vfl_aux_1: 0.7748 (0.7704) loss_vfl_aux_2: 0.7323 (0.7348) loss_vfl_aux_3: 0.7214 (0.7177) loss_vfl_aux_4: 0.7113 (0.7083) loss_vfl_aux_5: 0.8254 (0.8021) loss_vfl_dn_0: 0.4692 (0.4648) loss_vfl_dn_1: 0.3989 (0.4018) loss_vfl_dn_2: 0.3788 (0.3855) loss_vfl_dn_3: 0.3731 (0.3779) loss_vfl_dn_4: 0.3692 (0.3752) loss_vfl_dn_5: 0.3686 (0.3745) time: 0.4594 data: 0.0139 max mem: 5654 Epoch: [24] [2000/7393] eta: 0:43:23 lr: 0.000010 loss: 16.6170 (16.7809) loss_bbox: 0.1476 (0.1641) loss_bbox_aux_0: 0.1592 (0.1771) loss_bbox_aux_1: 0.1438 (0.1686) loss_bbox_aux_2: 0.1481 (0.1659) loss_bbox_aux_3: 0.1465 (0.1642) loss_bbox_aux_4: 0.1476 (0.1641) loss_bbox_aux_5: 0.2061 (0.2177) loss_bbox_dn_0: 0.2646 (0.2938) loss_bbox_dn_1: 0.2023 (0.2244) loss_bbox_dn_2: 0.1794 (0.2028) loss_bbox_dn_3: 0.1741 (0.1958) loss_bbox_dn_4: 0.1721 (0.1943) loss_bbox_dn_5: 0.1723 (0.1943) loss_giou: 0.4861 (0.4944) loss_giou_aux_0: 0.4964 (0.5196) loss_giou_aux_1: 0.4875 (0.5037) loss_giou_aux_2: 0.4792 (0.4981) loss_giou_aux_3: 0.4888 (0.4953) loss_giou_aux_4: 0.4815 (0.4945) loss_giou_aux_5: 0.5798 (0.5881) loss_giou_dn_0: 0.5954 (0.6145) loss_giou_dn_1: 0.5042 (0.5095) loss_giou_dn_2: 0.4729 (0.4812) loss_giou_dn_3: 0.4633 (0.4726) loss_giou_dn_4: 0.4584 (0.4706) loss_giou_dn_5: 0.4593 (0.4708) loss_vfl: 0.7201 (0.7050) loss_vfl_aux_0: 0.8240 (0.8245) loss_vfl_aux_1: 0.7746 (0.7701) loss_vfl_aux_2: 0.7319 (0.7345) loss_vfl_aux_3: 0.7216 (0.7171) loss_vfl_aux_4: 0.7142 (0.7080) loss_vfl_aux_5: 0.7850 (0.8021) loss_vfl_dn_0: 0.4621 (0.4648) loss_vfl_dn_1: 0.4079 (0.4018) loss_vfl_dn_2: 0.3855 (0.3854) loss_vfl_dn_3: 0.3790 (0.3779) loss_vfl_dn_4: 0.3757 (0.3751) loss_vfl_dn_5: 0.3758 (0.3744) time: 0.4719 data: 0.0141 max mem: 5654 Epoch: [24] [2100/7393] eta: 0:42:30 lr: 0.000010 loss: 17.4547 (16.7839) loss_bbox: 0.1689 (0.1639) loss_bbox_aux_0: 0.1786 (0.1770) loss_bbox_aux_1: 0.1718 (0.1684) loss_bbox_aux_2: 0.1752 (0.1657) loss_bbox_aux_3: 0.1687 (0.1641) loss_bbox_aux_4: 0.1689 (0.1639) loss_bbox_aux_5: 0.2199 (0.2175) loss_bbox_dn_0: 0.3080 (0.2932) loss_bbox_dn_1: 0.2335 (0.2240) loss_bbox_dn_2: 0.2171 (0.2023) loss_bbox_dn_3: 0.2109 (0.1953) loss_bbox_dn_4: 0.2086 (0.1938) loss_bbox_dn_5: 0.2088 (0.1938) loss_giou: 0.5234 (0.4953) loss_giou_aux_0: 0.5565 (0.5206) loss_giou_aux_1: 0.5406 (0.5046) loss_giou_aux_2: 0.5354 (0.4991) loss_giou_aux_3: 0.5220 (0.4962) loss_giou_aux_4: 0.5202 (0.4954) loss_giou_aux_5: 0.6222 (0.5892) loss_giou_dn_0: 0.6355 (0.6149) loss_giou_dn_1: 0.5348 (0.5099) loss_giou_dn_2: 0.5070 (0.4815) loss_giou_dn_3: 0.4909 (0.4729) loss_giou_dn_4: 0.4875 (0.4710) loss_giou_dn_5: 0.4875 (0.4711) loss_vfl: 0.7178 (0.7049) loss_vfl_aux_0: 0.8192 (0.8239) loss_vfl_aux_1: 0.7814 (0.7700) loss_vfl_aux_2: 0.7330 (0.7342) loss_vfl_aux_3: 0.7230 (0.7171) loss_vfl_aux_4: 0.7174 (0.7079) loss_vfl_aux_5: 0.7791 (0.8015) loss_vfl_dn_0: 0.4630 (0.4648) loss_vfl_dn_1: 0.4039 (0.4018) loss_vfl_dn_2: 0.3901 (0.3855) loss_vfl_dn_3: 0.3832 (0.3779) loss_vfl_dn_4: 0.3844 (0.3752) loss_vfl_dn_5: 0.3833 (0.3745) time: 0.4598 data: 0.0142 max mem: 5654 Epoch: [24] [2200/7393] eta: 0:41:38 lr: 0.000010 loss: 16.7467 (16.7856) loss_bbox: 0.1530 (0.1639) loss_bbox_aux_0: 0.1717 (0.1771) loss_bbox_aux_1: 0.1601 (0.1685) loss_bbox_aux_2: 0.1521 (0.1656) loss_bbox_aux_3: 0.1474 (0.1640) loss_bbox_aux_4: 0.1492 (0.1639) loss_bbox_aux_5: 0.2093 (0.2175) loss_bbox_dn_0: 0.2811 (0.2932) loss_bbox_dn_1: 0.2101 (0.2238) loss_bbox_dn_2: 0.1861 (0.2021) loss_bbox_dn_3: 0.1791 (0.1951) loss_bbox_dn_4: 0.1795 (0.1936) loss_bbox_dn_5: 0.1795 (0.1936) loss_giou: 0.5253 (0.4958) loss_giou_aux_0: 0.5433 (0.5212) loss_giou_aux_1: 0.5201 (0.5052) loss_giou_aux_2: 0.5259 (0.4997) loss_giou_aux_3: 0.5276 (0.4967) loss_giou_aux_4: 0.5255 (0.4960) loss_giou_aux_5: 0.6193 (0.5900) loss_giou_dn_0: 0.6457 (0.6153) loss_giou_dn_1: 0.5342 (0.5102) loss_giou_dn_2: 0.5109 (0.4818) loss_giou_dn_3: 0.4993 (0.4732) loss_giou_dn_4: 0.4948 (0.4712) loss_giou_dn_5: 0.4949 (0.4713) loss_vfl: 0.7250 (0.7047) loss_vfl_aux_0: 0.8051 (0.8231) loss_vfl_aux_1: 0.7541 (0.7693) loss_vfl_aux_2: 0.7358 (0.7337) loss_vfl_aux_3: 0.7408 (0.7170) loss_vfl_aux_4: 0.7367 (0.7077) loss_vfl_aux_5: 0.8105 (0.8008) loss_vfl_dn_0: 0.4663 (0.4647) loss_vfl_dn_1: 0.4057 (0.4018) loss_vfl_dn_2: 0.3854 (0.3855) loss_vfl_dn_3: 0.3800 (0.3779) loss_vfl_dn_4: 0.3774 (0.3752) loss_vfl_dn_5: 0.3785 (0.3745) time: 0.4709 data: 0.0143 max mem: 5654 Epoch: [24] [2300/7393] eta: 0:41:00 lr: 0.000010 loss: 16.9585 (16.7892) loss_bbox: 0.1552 (0.1639) loss_bbox_aux_0: 0.1705 (0.1771) loss_bbox_aux_1: 0.1637 (0.1685) loss_bbox_aux_2: 0.1574 (0.1657) loss_bbox_aux_3: 0.1554 (0.1641) loss_bbox_aux_4: 0.1551 (0.1639) loss_bbox_aux_5: 0.2064 (0.2175) loss_bbox_dn_0: 0.2988 (0.2933) loss_bbox_dn_1: 0.2303 (0.2239) loss_bbox_dn_2: 0.2073 (0.2022) loss_bbox_dn_3: 0.2043 (0.1951) loss_bbox_dn_4: 0.2030 (0.1937) loss_bbox_dn_5: 0.2031 (0.1937) loss_giou: 0.5147 (0.4962) loss_giou_aux_0: 0.5494 (0.5217) loss_giou_aux_1: 0.5401 (0.5058) loss_giou_aux_2: 0.5209 (0.5001) loss_giou_aux_3: 0.5241 (0.4971) loss_giou_aux_4: 0.5140 (0.4963) loss_giou_aux_5: 0.6154 (0.5905) loss_giou_dn_0: 0.6209 (0.6158) loss_giou_dn_1: 0.5123 (0.5106) loss_giou_dn_2: 0.4906 (0.4822) loss_giou_dn_3: 0.4850 (0.4736) loss_giou_dn_4: 0.4840 (0.4716) loss_giou_dn_5: 0.4839 (0.4718) loss_vfl: 0.6802 (0.7046) loss_vfl_aux_0: 0.7789 (0.8225) loss_vfl_aux_1: 0.7265 (0.7686) loss_vfl_aux_2: 0.6918 (0.7334) loss_vfl_aux_3: 0.6746 (0.7168) loss_vfl_aux_4: 0.6719 (0.7075) loss_vfl_aux_5: 0.7717 (0.8003) loss_vfl_dn_0: 0.4643 (0.4647) loss_vfl_dn_1: 0.4050 (0.4018) loss_vfl_dn_2: 0.3857 (0.3855) loss_vfl_dn_3: 0.3808 (0.3779) loss_vfl_dn_4: 0.3781 (0.3752) loss_vfl_dn_5: 0.3786 (0.3745) time: 0.4546 data: 0.0145 max mem: 5654 Epoch: [24] [2400/7393] eta: 0:40:07 lr: 0.000010 loss: 16.7665 (16.7989) loss_bbox: 0.1593 (0.1642) loss_bbox_aux_0: 0.1757 (0.1772) loss_bbox_aux_1: 0.1598 (0.1688) loss_bbox_aux_2: 0.1660 (0.1661) loss_bbox_aux_3: 0.1580 (0.1643) loss_bbox_aux_4: 0.1595 (0.1641) loss_bbox_aux_5: 0.2010 (0.2176) loss_bbox_dn_0: 0.2720 (0.2933) loss_bbox_dn_1: 0.1975 (0.2240) loss_bbox_dn_2: 0.1853 (0.2023) loss_bbox_dn_3: 0.1773 (0.1952) loss_bbox_dn_4: 0.1755 (0.1937) loss_bbox_dn_5: 0.1755 (0.1937) loss_giou: 0.5022 (0.4968) loss_giou_aux_0: 0.5194 (0.5223) loss_giou_aux_1: 0.4908 (0.5065) loss_giou_aux_2: 0.5004 (0.5008) loss_giou_aux_3: 0.4991 (0.4977) loss_giou_aux_4: 0.4995 (0.4969) loss_giou_aux_5: 0.6043 (0.5911) loss_giou_dn_0: 0.6229 (0.6162) loss_giou_dn_1: 0.5180 (0.5111) loss_giou_dn_2: 0.4872 (0.4826) loss_giou_dn_3: 0.4773 (0.4741) loss_giou_dn_4: 0.4761 (0.4721) loss_giou_dn_5: 0.4764 (0.4722) loss_vfl: 0.6524 (0.7045) loss_vfl_aux_0: 0.7965 (0.8227) loss_vfl_aux_1: 0.7339 (0.7686) loss_vfl_aux_2: 0.7019 (0.7332) loss_vfl_aux_3: 0.6792 (0.7168) loss_vfl_aux_4: 0.6621 (0.7075) loss_vfl_aux_5: 0.7883 (0.8003) loss_vfl_dn_0: 0.4605 (0.4648) loss_vfl_dn_1: 0.4007 (0.4019) loss_vfl_dn_2: 0.3861 (0.3857) loss_vfl_dn_3: 0.3751 (0.3781) loss_vfl_dn_4: 0.3731 (0.3753) loss_vfl_dn_5: 0.3706 (0.3746) time: 0.4522 data: 0.0144 max mem: 5654 Epoch: [24] [2500/7393] eta: 0:39:17 lr: 0.000010 loss: 16.2071 (16.7943) loss_bbox: 0.1531 (0.1643) loss_bbox_aux_0: 0.1604 (0.1773) loss_bbox_aux_1: 0.1535 (0.1689) loss_bbox_aux_2: 0.1546 (0.1662) loss_bbox_aux_3: 0.1530 (0.1645) loss_bbox_aux_4: 0.1531 (0.1643) loss_bbox_aux_5: 0.1975 (0.2176) loss_bbox_dn_0: 0.2774 (0.2937) loss_bbox_dn_1: 0.1970 (0.2243) loss_bbox_dn_2: 0.1751 (0.2026) loss_bbox_dn_3: 0.1733 (0.1954) loss_bbox_dn_4: 0.1725 (0.1940) loss_bbox_dn_5: 0.1725 (0.1940) loss_giou: 0.4690 (0.4966) loss_giou_aux_0: 0.4675 (0.5221) loss_giou_aux_1: 0.4632 (0.5063) loss_giou_aux_2: 0.4751 (0.5007) loss_giou_aux_3: 0.4656 (0.4975) loss_giou_aux_4: 0.4688 (0.4967) loss_giou_aux_5: 0.5524 (0.5908) loss_giou_dn_0: 0.6094 (0.6161) loss_giou_dn_1: 0.4982 (0.5111) loss_giou_dn_2: 0.4650 (0.4826) loss_giou_dn_3: 0.4586 (0.4741) loss_giou_dn_4: 0.4563 (0.4721) loss_giou_dn_5: 0.4564 (0.4722) loss_vfl: 0.6681 (0.7037) loss_vfl_aux_0: 0.7873 (0.8220) loss_vfl_aux_1: 0.7236 (0.7676) loss_vfl_aux_2: 0.6996 (0.7324) loss_vfl_aux_3: 0.6789 (0.7159) loss_vfl_aux_4: 0.6655 (0.7067) loss_vfl_aux_5: 0.7811 (0.7997) loss_vfl_dn_0: 0.4576 (0.4647) loss_vfl_dn_1: 0.3986 (0.4019) loss_vfl_dn_2: 0.3868 (0.3856) loss_vfl_dn_3: 0.3794 (0.3780) loss_vfl_dn_4: 0.3755 (0.3753) loss_vfl_dn_5: 0.3778 (0.3746) time: 0.4840 data: 0.0143 max mem: 5654 Epoch: [24] [2600/7393] eta: 0:38:27 lr: 0.000010 loss: 16.8745 (16.7864) loss_bbox: 0.1605 (0.1643) loss_bbox_aux_0: 0.1702 (0.1772) loss_bbox_aux_1: 0.1617 (0.1688) loss_bbox_aux_2: 0.1622 (0.1661) loss_bbox_aux_3: 0.1586 (0.1644) loss_bbox_aux_4: 0.1554 (0.1642) loss_bbox_aux_5: 0.2022 (0.2175) loss_bbox_dn_0: 0.2841 (0.2936) loss_bbox_dn_1: 0.2194 (0.2243) loss_bbox_dn_2: 0.2030 (0.2025) loss_bbox_dn_3: 0.2008 (0.1954) loss_bbox_dn_4: 0.1996 (0.1940) loss_bbox_dn_5: 0.1998 (0.1940) loss_giou: 0.5253 (0.4961) loss_giou_aux_0: 0.5480 (0.5216) loss_giou_aux_1: 0.5382 (0.5059) loss_giou_aux_2: 0.5292 (0.5002) loss_giou_aux_3: 0.5320 (0.4971) loss_giou_aux_4: 0.5238 (0.4962) loss_giou_aux_5: 0.6094 (0.5903) loss_giou_dn_0: 0.6468 (0.6158) loss_giou_dn_1: 0.5447 (0.5109) loss_giou_dn_2: 0.5173 (0.4823) loss_giou_dn_3: 0.5091 (0.4737) loss_giou_dn_4: 0.5078 (0.4717) loss_giou_dn_5: 0.5078 (0.4719) loss_vfl: 0.6767 (0.7033) loss_vfl_aux_0: 0.7999 (0.8218) loss_vfl_aux_1: 0.7507 (0.7673) loss_vfl_aux_2: 0.7005 (0.7321) loss_vfl_aux_3: 0.6897 (0.7154) loss_vfl_aux_4: 0.6764 (0.7064) loss_vfl_aux_5: 0.7787 (0.7997) loss_vfl_dn_0: 0.4581 (0.4647) loss_vfl_dn_1: 0.3970 (0.4019) loss_vfl_dn_2: 0.3868 (0.3856) loss_vfl_dn_3: 0.3781 (0.3780) loss_vfl_dn_4: 0.3762 (0.3753) loss_vfl_dn_5: 0.3753 (0.3746) time: 0.4655 data: 0.0142 max mem: 5654 Epoch: [24] [2700/7393] eta: 0:37:37 lr: 0.000010 loss: 16.4522 (16.7919) loss_bbox: 0.1666 (0.1645) loss_bbox_aux_0: 0.1902 (0.1774) loss_bbox_aux_1: 0.1749 (0.1690) loss_bbox_aux_2: 0.1702 (0.1663) loss_bbox_aux_3: 0.1679 (0.1646) loss_bbox_aux_4: 0.1751 (0.1644) loss_bbox_aux_5: 0.2239 (0.2179) loss_bbox_dn_0: 0.2972 (0.2943) loss_bbox_dn_1: 0.2152 (0.2248) loss_bbox_dn_2: 0.1996 (0.2029) loss_bbox_dn_3: 0.1936 (0.1958) loss_bbox_dn_4: 0.1915 (0.1944) loss_bbox_dn_5: 0.1921 (0.1944) loss_giou: 0.4821 (0.4960) loss_giou_aux_0: 0.5104 (0.5215) loss_giou_aux_1: 0.5005 (0.5057) loss_giou_aux_2: 0.4818 (0.5001) loss_giou_aux_3: 0.4825 (0.4969) loss_giou_aux_4: 0.4824 (0.4961) loss_giou_aux_5: 0.5685 (0.5903) loss_giou_dn_0: 0.6056 (0.6159) loss_giou_dn_1: 0.4916 (0.5108) loss_giou_dn_2: 0.4604 (0.4823) loss_giou_dn_3: 0.4486 (0.4737) loss_giou_dn_4: 0.4475 (0.4717) loss_giou_dn_5: 0.4474 (0.4719) loss_vfl: 0.7224 (0.7036) loss_vfl_aux_0: 0.8092 (0.8224) loss_vfl_aux_1: 0.7428 (0.7677) loss_vfl_aux_2: 0.7134 (0.7322) loss_vfl_aux_3: 0.7231 (0.7158) loss_vfl_aux_4: 0.7157 (0.7068) loss_vfl_aux_5: 0.7852 (0.8001) loss_vfl_dn_0: 0.4592 (0.4647) loss_vfl_dn_1: 0.3921 (0.4018) loss_vfl_dn_2: 0.3820 (0.3855) loss_vfl_dn_3: 0.3691 (0.3779) loss_vfl_dn_4: 0.3670 (0.3752) loss_vfl_dn_5: 0.3673 (0.3745) time: 0.4676 data: 0.0145 max mem: 5654 Epoch: [24] [2800/7393] eta: 0:36:46 lr: 0.000010 loss: 16.5357 (16.7872) loss_bbox: 0.1456 (0.1642) loss_bbox_aux_0: 0.1610 (0.1772) loss_bbox_aux_1: 0.1582 (0.1689) loss_bbox_aux_2: 0.1526 (0.1661) loss_bbox_aux_3: 0.1514 (0.1643) loss_bbox_aux_4: 0.1458 (0.1641) loss_bbox_aux_5: 0.1926 (0.2178) loss_bbox_dn_0: 0.2527 (0.2941) loss_bbox_dn_1: 0.1943 (0.2246) loss_bbox_dn_2: 0.1791 (0.2027) loss_bbox_dn_3: 0.1710 (0.1956) loss_bbox_dn_4: 0.1695 (0.1942) loss_bbox_dn_5: 0.1694 (0.1942) loss_giou: 0.5272 (0.4959) loss_giou_aux_0: 0.5400 (0.5214) loss_giou_aux_1: 0.5392 (0.5057) loss_giou_aux_2: 0.5362 (0.5000) loss_giou_aux_3: 0.5294 (0.4968) loss_giou_aux_4: 0.5293 (0.4960) loss_giou_aux_5: 0.5995 (0.5903) loss_giou_dn_0: 0.6419 (0.6160) loss_giou_dn_1: 0.5274 (0.5109) loss_giou_dn_2: 0.5004 (0.4823) loss_giou_dn_3: 0.4987 (0.4737) loss_giou_dn_4: 0.4973 (0.4718) loss_giou_dn_5: 0.4973 (0.4719) loss_vfl: 0.6798 (0.7034) loss_vfl_aux_0: 0.7859 (0.8221) loss_vfl_aux_1: 0.7551 (0.7675) loss_vfl_aux_2: 0.7006 (0.7321) loss_vfl_aux_3: 0.6885 (0.7157) loss_vfl_aux_4: 0.6808 (0.7066) loss_vfl_aux_5: 0.7782 (0.8000) loss_vfl_dn_0: 0.4680 (0.4646) loss_vfl_dn_1: 0.3961 (0.4017) loss_vfl_dn_2: 0.3826 (0.3854) loss_vfl_dn_3: 0.3739 (0.3778) loss_vfl_dn_4: 0.3715 (0.3751) loss_vfl_dn_5: 0.3714 (0.3743) time: 0.4479 data: 0.0144 max mem: 5654 Epoch: [24] [2900/7393] eta: 0:35:56 lr: 0.000010 loss: 16.1157 (16.7885) loss_bbox: 0.1571 (0.1642) loss_bbox_aux_0: 0.1786 (0.1772) loss_bbox_aux_1: 0.1622 (0.1689) loss_bbox_aux_2: 0.1589 (0.1662) loss_bbox_aux_3: 0.1587 (0.1644) loss_bbox_aux_4: 0.1567 (0.1642) loss_bbox_aux_5: 0.2165 (0.2177) loss_bbox_dn_0: 0.2892 (0.2941) loss_bbox_dn_1: 0.2089 (0.2245) loss_bbox_dn_2: 0.1915 (0.2027) loss_bbox_dn_3: 0.1901 (0.1955) loss_bbox_dn_4: 0.1883 (0.1941) loss_bbox_dn_5: 0.1887 (0.1941) loss_giou: 0.4094 (0.4960) loss_giou_aux_0: 0.4454 (0.5214) loss_giou_aux_1: 0.4337 (0.5057) loss_giou_aux_2: 0.4089 (0.5001) loss_giou_aux_3: 0.4162 (0.4969) loss_giou_aux_4: 0.4157 (0.4961) loss_giou_aux_5: 0.4965 (0.5903) loss_giou_dn_0: 0.5771 (0.6160) loss_giou_dn_1: 0.4735 (0.5108) loss_giou_dn_2: 0.4507 (0.4823) loss_giou_dn_3: 0.4458 (0.4737) loss_giou_dn_4: 0.4426 (0.4717) loss_giou_dn_5: 0.4428 (0.4719) loss_vfl: 0.7097 (0.7036) loss_vfl_aux_0: 0.8577 (0.8226) loss_vfl_aux_1: 0.7802 (0.7677) loss_vfl_aux_2: 0.7341 (0.7322) loss_vfl_aux_3: 0.7125 (0.7158) loss_vfl_aux_4: 0.7042 (0.7068) loss_vfl_aux_5: 0.8211 (0.8002) loss_vfl_dn_0: 0.4679 (0.4646) loss_vfl_dn_1: 0.3953 (0.4017) loss_vfl_dn_2: 0.3753 (0.3854) loss_vfl_dn_3: 0.3664 (0.3778) loss_vfl_dn_4: 0.3640 (0.3751) loss_vfl_dn_5: 0.3641 (0.3743) time: 0.4679 data: 0.0137 max mem: 5654 Epoch: [24] [3000/7393] eta: 0:35:07 lr: 0.000010 loss: 16.9044 (16.7917) loss_bbox: 0.1619 (0.1643) loss_bbox_aux_0: 0.1702 (0.1773) loss_bbox_aux_1: 0.1684 (0.1690) loss_bbox_aux_2: 0.1683 (0.1663) loss_bbox_aux_3: 0.1658 (0.1646) loss_bbox_aux_4: 0.1654 (0.1643) loss_bbox_aux_5: 0.2169 (0.2178) loss_bbox_dn_0: 0.2883 (0.2940) loss_bbox_dn_1: 0.2161 (0.2245) loss_bbox_dn_2: 0.1953 (0.2027) loss_bbox_dn_3: 0.1813 (0.1956) loss_bbox_dn_4: 0.1808 (0.1941) loss_bbox_dn_5: 0.1808 (0.1941) loss_giou: 0.4748 (0.4960) loss_giou_aux_0: 0.5070 (0.5215) loss_giou_aux_1: 0.4987 (0.5058) loss_giou_aux_2: 0.4849 (0.5002) loss_giou_aux_3: 0.4819 (0.4969) loss_giou_aux_4: 0.4802 (0.4962) loss_giou_aux_5: 0.5949 (0.5905) loss_giou_dn_0: 0.6152 (0.6162) loss_giou_dn_1: 0.5089 (0.5109) loss_giou_dn_2: 0.4834 (0.4824) loss_giou_dn_3: 0.4722 (0.4738) loss_giou_dn_4: 0.4697 (0.4718) loss_giou_dn_5: 0.4699 (0.4720) loss_vfl: 0.6926 (0.7038) loss_vfl_aux_0: 0.8252 (0.8227) loss_vfl_aux_1: 0.7431 (0.7678) loss_vfl_aux_2: 0.7231 (0.7324) loss_vfl_aux_3: 0.6949 (0.7159) loss_vfl_aux_4: 0.7005 (0.7069) loss_vfl_aux_5: 0.7504 (0.8000) loss_vfl_dn_0: 0.4695 (0.4646) loss_vfl_dn_1: 0.4015 (0.4017) loss_vfl_dn_2: 0.3885 (0.3854) loss_vfl_dn_3: 0.3812 (0.3778) loss_vfl_dn_4: 0.3793 (0.3751) loss_vfl_dn_5: 0.3790 (0.3744) time: 0.4783 data: 0.0136 max mem: 5654 Epoch: [24] [3100/7393] eta: 0:34:24 lr: 0.000010 loss: 17.5111 (16.7974) loss_bbox: 0.1600 (0.1644) loss_bbox_aux_0: 0.1813 (0.1773) loss_bbox_aux_1: 0.1750 (0.1691) loss_bbox_aux_2: 0.1653 (0.1664) loss_bbox_aux_3: 0.1678 (0.1647) loss_bbox_aux_4: 0.1675 (0.1645) loss_bbox_aux_5: 0.2186 (0.2179) loss_bbox_dn_0: 0.3012 (0.2941) loss_bbox_dn_1: 0.2257 (0.2246) loss_bbox_dn_2: 0.2030 (0.2028) loss_bbox_dn_3: 0.1965 (0.1957) loss_bbox_dn_4: 0.1940 (0.1942) loss_bbox_dn_5: 0.1940 (0.1942) loss_giou: 0.4987 (0.4961) loss_giou_aux_0: 0.5182 (0.5214) loss_giou_aux_1: 0.5083 (0.5059) loss_giou_aux_2: 0.4969 (0.5002) loss_giou_aux_3: 0.4972 (0.4970) loss_giou_aux_4: 0.4945 (0.4962) loss_giou_aux_5: 0.5929 (0.5904) loss_giou_dn_0: 0.6642 (0.6163) loss_giou_dn_1: 0.5452 (0.5111) loss_giou_dn_2: 0.5096 (0.4826) loss_giou_dn_3: 0.4987 (0.4740) loss_giou_dn_4: 0.4921 (0.4720) loss_giou_dn_5: 0.4915 (0.4722) loss_vfl: 0.7191 (0.7042) loss_vfl_aux_0: 0.8352 (0.8231) loss_vfl_aux_1: 0.7740 (0.7683) loss_vfl_aux_2: 0.7123 (0.7328) loss_vfl_aux_3: 0.7072 (0.7162) loss_vfl_aux_4: 0.7130 (0.7073) loss_vfl_aux_5: 0.7812 (0.8004) loss_vfl_dn_0: 0.4568 (0.4647) loss_vfl_dn_1: 0.3949 (0.4019) loss_vfl_dn_2: 0.3788 (0.3855) loss_vfl_dn_3: 0.3720 (0.3779) loss_vfl_dn_4: 0.3673 (0.3752) loss_vfl_dn_5: 0.3685 (0.3745) time: 0.4636 data: 0.0136 max mem: 5654 Epoch: [24] [3200/7393] eta: 0:33:34 lr: 0.000010 loss: 15.8587 (16.7943) loss_bbox: 0.1505 (0.1644) loss_bbox_aux_0: 0.1677 (0.1773) loss_bbox_aux_1: 0.1579 (0.1691) loss_bbox_aux_2: 0.1527 (0.1665) loss_bbox_aux_3: 0.1503 (0.1647) loss_bbox_aux_4: 0.1479 (0.1644) loss_bbox_aux_5: 0.2265 (0.2180) loss_bbox_dn_0: 0.2975 (0.2943) loss_bbox_dn_1: 0.2189 (0.2248) loss_bbox_dn_2: 0.1992 (0.2029) loss_bbox_dn_3: 0.1924 (0.1958) loss_bbox_dn_4: 0.1898 (0.1944) loss_bbox_dn_5: 0.1898 (0.1943) loss_giou: 0.4046 (0.4954) loss_giou_aux_0: 0.4434 (0.5207) loss_giou_aux_1: 0.4243 (0.5052) loss_giou_aux_2: 0.4065 (0.4996) loss_giou_aux_3: 0.4063 (0.4963) loss_giou_aux_4: 0.4021 (0.4956) loss_giou_aux_5: 0.5132 (0.5898) loss_giou_dn_0: 0.5578 (0.6159) loss_giou_dn_1: 0.4593 (0.5107) loss_giou_dn_2: 0.4268 (0.4822) loss_giou_dn_3: 0.4183 (0.4736) loss_giou_dn_4: 0.4168 (0.4716) loss_giou_dn_5: 0.4169 (0.4718) loss_vfl: 0.7014 (0.7046) loss_vfl_aux_0: 0.8482 (0.8238) loss_vfl_aux_1: 0.7613 (0.7687) loss_vfl_aux_2: 0.7283 (0.7330) loss_vfl_aux_3: 0.6912 (0.7166) loss_vfl_aux_4: 0.6959 (0.7076) loss_vfl_aux_5: 0.8164 (0.8009) loss_vfl_dn_0: 0.4635 (0.4647) loss_vfl_dn_1: 0.4008 (0.4018) loss_vfl_dn_2: 0.3811 (0.3855) loss_vfl_dn_3: 0.3728 (0.3778) loss_vfl_dn_4: 0.3723 (0.3751) loss_vfl_dn_5: 0.3695 (0.3744) time: 0.4697 data: 0.0133 max mem: 5654 Epoch: [24] [3300/7393] eta: 0:32:52 lr: 0.000010 loss: 16.5759 (16.7945) loss_bbox: 0.1712 (0.1644) loss_bbox_aux_0: 0.1738 (0.1772) loss_bbox_aux_1: 0.1708 (0.1691) loss_bbox_aux_2: 0.1639 (0.1665) loss_bbox_aux_3: 0.1694 (0.1646) loss_bbox_aux_4: 0.1718 (0.1644) loss_bbox_aux_5: 0.2143 (0.2179) loss_bbox_dn_0: 0.2726 (0.2941) loss_bbox_dn_1: 0.2134 (0.2246) loss_bbox_dn_2: 0.1909 (0.2028) loss_bbox_dn_3: 0.1856 (0.1957) loss_bbox_dn_4: 0.1848 (0.1942) loss_bbox_dn_5: 0.1848 (0.1942) loss_giou: 0.5006 (0.4955) loss_giou_aux_0: 0.5273 (0.5208) loss_giou_aux_1: 0.5303 (0.5053) loss_giou_aux_2: 0.5060 (0.4998) loss_giou_aux_3: 0.5085 (0.4964) loss_giou_aux_4: 0.5017 (0.4957) loss_giou_aux_5: 0.5995 (0.5898) loss_giou_dn_0: 0.6388 (0.6160) loss_giou_dn_1: 0.5377 (0.5107) loss_giou_dn_2: 0.5085 (0.4823) loss_giou_dn_3: 0.5010 (0.4737) loss_giou_dn_4: 0.4978 (0.4717) loss_giou_dn_5: 0.4979 (0.4719) loss_vfl: 0.6857 (0.7047) loss_vfl_aux_0: 0.8410 (0.8239) loss_vfl_aux_1: 0.7734 (0.7687) loss_vfl_aux_2: 0.7074 (0.7330) loss_vfl_aux_3: 0.6905 (0.7167) loss_vfl_aux_4: 0.6872 (0.7077) loss_vfl_aux_5: 0.7979 (0.8011) loss_vfl_dn_0: 0.4595 (0.4648) loss_vfl_dn_1: 0.4004 (0.4019) loss_vfl_dn_2: 0.3849 (0.3855) loss_vfl_dn_3: 0.3783 (0.3779) loss_vfl_dn_4: 0.3763 (0.3752) loss_vfl_dn_5: 0.3757 (0.3744) time: 0.4652 data: 0.0136 max mem: 5654 Epoch: [24] [3400/7393] eta: 0:32:02 lr: 0.000010 loss: 16.5550 (16.7956) loss_bbox: 0.1741 (0.1644) loss_bbox_aux_0: 0.1773 (0.1772) loss_bbox_aux_1: 0.1803 (0.1691) loss_bbox_aux_2: 0.1721 (0.1666) loss_bbox_aux_3: 0.1793 (0.1647) loss_bbox_aux_4: 0.1719 (0.1644) loss_bbox_aux_5: 0.2093 (0.2179) loss_bbox_dn_0: 0.2920 (0.2942) loss_bbox_dn_1: 0.2258 (0.2247) loss_bbox_dn_2: 0.2085 (0.2028) loss_bbox_dn_3: 0.2034 (0.1957) loss_bbox_dn_4: 0.2008 (0.1942) loss_bbox_dn_5: 0.2010 (0.1942) loss_giou: 0.4672 (0.4956) loss_giou_aux_0: 0.4846 (0.5209) loss_giou_aux_1: 0.4821 (0.5054) loss_giou_aux_2: 0.4780 (0.4998) loss_giou_aux_3: 0.4804 (0.4965) loss_giou_aux_4: 0.4749 (0.4958) loss_giou_aux_5: 0.5736 (0.5899) loss_giou_dn_0: 0.5956 (0.6160) loss_giou_dn_1: 0.4989 (0.5107) loss_giou_dn_2: 0.4736 (0.4823) loss_giou_dn_3: 0.4656 (0.4737) loss_giou_dn_4: 0.4656 (0.4717) loss_giou_dn_5: 0.4657 (0.4719) loss_vfl: 0.6908 (0.7047) loss_vfl_aux_0: 0.8035 (0.8237) loss_vfl_aux_1: 0.7498 (0.7686) loss_vfl_aux_2: 0.7182 (0.7331) loss_vfl_aux_3: 0.6919 (0.7167) loss_vfl_aux_4: 0.6896 (0.7076) loss_vfl_aux_5: 0.8043 (0.8011) loss_vfl_dn_0: 0.4651 (0.4647) loss_vfl_dn_1: 0.3965 (0.4018) loss_vfl_dn_2: 0.3814 (0.3855) loss_vfl_dn_3: 0.3702 (0.3779) loss_vfl_dn_4: 0.3683 (0.3752) loss_vfl_dn_5: 0.3688 (0.3744) time: 0.4662 data: 0.0134 max mem: 5654 Epoch: [24] [3500/7393] eta: 0:31:12 lr: 0.000010 loss: 17.1937 (16.8034) loss_bbox: 0.1614 (0.1645) loss_bbox_aux_0: 0.1772 (0.1775) loss_bbox_aux_1: 0.1571 (0.1694) loss_bbox_aux_2: 0.1550 (0.1667) loss_bbox_aux_3: 0.1583 (0.1649) loss_bbox_aux_4: 0.1574 (0.1646) loss_bbox_aux_5: 0.2114 (0.2182) loss_bbox_dn_0: 0.2755 (0.2947) loss_bbox_dn_1: 0.2069 (0.2251) loss_bbox_dn_2: 0.1888 (0.2033) loss_bbox_dn_3: 0.1810 (0.1961) loss_bbox_dn_4: 0.1782 (0.1947) loss_bbox_dn_5: 0.1781 (0.1947) loss_giou: 0.4685 (0.4953) loss_giou_aux_0: 0.4955 (0.5207) loss_giou_aux_1: 0.4884 (0.5052) loss_giou_aux_2: 0.4853 (0.4996) loss_giou_aux_3: 0.4755 (0.4963) loss_giou_aux_4: 0.4716 (0.4955) loss_giou_aux_5: 0.5762 (0.5898) loss_giou_dn_0: 0.6149 (0.6160) loss_giou_dn_1: 0.5217 (0.5107) loss_giou_dn_2: 0.4928 (0.4823) loss_giou_dn_3: 0.4832 (0.4737) loss_giou_dn_4: 0.4810 (0.4717) loss_giou_dn_5: 0.4813 (0.4718) loss_vfl: 0.7167 (0.7054) loss_vfl_aux_0: 0.7924 (0.8243) loss_vfl_aux_1: 0.7670 (0.7694) loss_vfl_aux_2: 0.7321 (0.7339) loss_vfl_aux_3: 0.7178 (0.7175) loss_vfl_aux_4: 0.6957 (0.7083) loss_vfl_aux_5: 0.8123 (0.8018) loss_vfl_dn_0: 0.4604 (0.4647) loss_vfl_dn_1: 0.4026 (0.4019) loss_vfl_dn_2: 0.3846 (0.3855) loss_vfl_dn_3: 0.3822 (0.3779) loss_vfl_dn_4: 0.3807 (0.3752) loss_vfl_dn_5: 0.3813 (0.3745) time: 0.4792 data: 0.0137 max mem: 5654 Epoch: [24] [3600/7393] eta: 0:30:22 lr: 0.000010 loss: 16.6023 (16.8026) loss_bbox: 0.1443 (0.1645) loss_bbox_aux_0: 0.1616 (0.1774) loss_bbox_aux_1: 0.1477 (0.1693) loss_bbox_aux_2: 0.1470 (0.1667) loss_bbox_aux_3: 0.1429 (0.1648) loss_bbox_aux_4: 0.1435 (0.1645) loss_bbox_aux_5: 0.2003 (0.2181) loss_bbox_dn_0: 0.2765 (0.2946) loss_bbox_dn_1: 0.2030 (0.2251) loss_bbox_dn_2: 0.1726 (0.2033) loss_bbox_dn_3: 0.1603 (0.1961) loss_bbox_dn_4: 0.1590 (0.1947) loss_bbox_dn_5: 0.1590 (0.1947) loss_giou: 0.4795 (0.4954) loss_giou_aux_0: 0.5073 (0.5207) loss_giou_aux_1: 0.4936 (0.5052) loss_giou_aux_2: 0.4958 (0.4997) loss_giou_aux_3: 0.4936 (0.4964) loss_giou_aux_4: 0.4809 (0.4956) loss_giou_aux_5: 0.5803 (0.5897) loss_giou_dn_0: 0.6058 (0.6159) loss_giou_dn_1: 0.5050 (0.5107) loss_giou_dn_2: 0.4734 (0.4823) loss_giou_dn_3: 0.4629 (0.4737) loss_giou_dn_4: 0.4614 (0.4717) loss_giou_dn_5: 0.4615 (0.4719) loss_vfl: 0.7038 (0.7054) loss_vfl_aux_0: 0.8199 (0.8242) loss_vfl_aux_1: 0.7779 (0.7693) loss_vfl_aux_2: 0.7263 (0.7338) loss_vfl_aux_3: 0.7099 (0.7174) loss_vfl_aux_4: 0.7140 (0.7083) loss_vfl_aux_5: 0.7898 (0.8017) loss_vfl_dn_0: 0.4625 (0.4647) loss_vfl_dn_1: 0.4048 (0.4019) loss_vfl_dn_2: 0.3890 (0.3856) loss_vfl_dn_3: 0.3794 (0.3779) loss_vfl_dn_4: 0.3780 (0.3752) loss_vfl_dn_5: 0.3769 (0.3745) time: 0.4860 data: 0.0145 max mem: 5654 Epoch: [24] [3700/7393] eta: 0:29:32 lr: 0.000010 loss: 16.7075 (16.8022) loss_bbox: 0.1544 (0.1644) loss_bbox_aux_0: 0.1725 (0.1772) loss_bbox_aux_1: 0.1667 (0.1692) loss_bbox_aux_2: 0.1627 (0.1666) loss_bbox_aux_3: 0.1536 (0.1648) loss_bbox_aux_4: 0.1530 (0.1645) loss_bbox_aux_5: 0.2125 (0.2179) loss_bbox_dn_0: 0.2710 (0.2945) loss_bbox_dn_1: 0.2153 (0.2250) loss_bbox_dn_2: 0.1915 (0.2032) loss_bbox_dn_3: 0.1845 (0.1960) loss_bbox_dn_4: 0.1820 (0.1946) loss_bbox_dn_5: 0.1820 (0.1946) loss_giou: 0.4936 (0.4955) loss_giou_aux_0: 0.5080 (0.5208) loss_giou_aux_1: 0.4850 (0.5054) loss_giou_aux_2: 0.4979 (0.4999) loss_giou_aux_3: 0.4940 (0.4965) loss_giou_aux_4: 0.4890 (0.4957) loss_giou_aux_5: 0.5854 (0.5898) loss_giou_dn_0: 0.6190 (0.6160) loss_giou_dn_1: 0.5070 (0.5109) loss_giou_dn_2: 0.4806 (0.4825) loss_giou_dn_3: 0.4703 (0.4738) loss_giou_dn_4: 0.4673 (0.4718) loss_giou_dn_5: 0.4675 (0.4720) loss_vfl: 0.6746 (0.7053) loss_vfl_aux_0: 0.8036 (0.8244) loss_vfl_aux_1: 0.7314 (0.7692) loss_vfl_aux_2: 0.7000 (0.7337) loss_vfl_aux_3: 0.6800 (0.7172) loss_vfl_aux_4: 0.6722 (0.7082) loss_vfl_aux_5: 0.7576 (0.8016) loss_vfl_dn_0: 0.4602 (0.4646) loss_vfl_dn_1: 0.3960 (0.4019) loss_vfl_dn_2: 0.3818 (0.3856) loss_vfl_dn_3: 0.3746 (0.3779) loss_vfl_dn_4: 0.3721 (0.3752) loss_vfl_dn_5: 0.3720 (0.3745) time: 0.4503 data: 0.0135 max mem: 5654 Epoch: [24] [3800/7393] eta: 0:28:49 lr: 0.000010 loss: 17.1830 (16.8028) loss_bbox: 0.1540 (0.1645) loss_bbox_aux_0: 0.1684 (0.1773) loss_bbox_aux_1: 0.1632 (0.1693) loss_bbox_aux_2: 0.1563 (0.1667) loss_bbox_aux_3: 0.1553 (0.1648) loss_bbox_aux_4: 0.1540 (0.1646) loss_bbox_aux_5: 0.2195 (0.2181) loss_bbox_dn_0: 0.2786 (0.2945) loss_bbox_dn_1: 0.2116 (0.2250) loss_bbox_dn_2: 0.1949 (0.2032) loss_bbox_dn_3: 0.1886 (0.1960) loss_bbox_dn_4: 0.1874 (0.1945) loss_bbox_dn_5: 0.1874 (0.1945) loss_giou: 0.4627 (0.4958) loss_giou_aux_0: 0.4932 (0.5211) loss_giou_aux_1: 0.4708 (0.5057) loss_giou_aux_2: 0.4731 (0.5002) loss_giou_aux_3: 0.4619 (0.4968) loss_giou_aux_4: 0.4614 (0.4960) loss_giou_aux_5: 0.5637 (0.5903) loss_giou_dn_0: 0.5969 (0.6162) loss_giou_dn_1: 0.4770 (0.5110) loss_giou_dn_2: 0.4624 (0.4826) loss_giou_dn_3: 0.4544 (0.4739) loss_giou_dn_4: 0.4535 (0.4719) loss_giou_dn_5: 0.4541 (0.4721) loss_vfl: 0.7012 (0.7049) loss_vfl_aux_0: 0.8115 (0.8240) loss_vfl_aux_1: 0.7470 (0.7688) loss_vfl_aux_2: 0.7185 (0.7332) loss_vfl_aux_3: 0.7073 (0.7168) loss_vfl_aux_4: 0.7061 (0.7078) loss_vfl_aux_5: 0.8143 (0.8011) loss_vfl_dn_0: 0.4675 (0.4647) loss_vfl_dn_1: 0.4015 (0.4019) loss_vfl_dn_2: 0.3823 (0.3856) loss_vfl_dn_3: 0.3740 (0.3779) loss_vfl_dn_4: 0.3713 (0.3752) loss_vfl_dn_5: 0.3725 (0.3745) time: 0.7757 data: 0.0136 max mem: 5654 Epoch: [24] [3900/7393] eta: 0:27:59 lr: 0.000010 loss: 16.5020 (16.8051) loss_bbox: 0.1690 (0.1646) loss_bbox_aux_0: 0.1919 (0.1775) loss_bbox_aux_1: 0.1750 (0.1695) loss_bbox_aux_2: 0.1689 (0.1669) loss_bbox_aux_3: 0.1719 (0.1650) loss_bbox_aux_4: 0.1628 (0.1647) loss_bbox_aux_5: 0.2235 (0.2183) loss_bbox_dn_0: 0.2970 (0.2948) loss_bbox_dn_1: 0.2280 (0.2253) loss_bbox_dn_2: 0.2091 (0.2034) loss_bbox_dn_3: 0.2048 (0.1962) loss_bbox_dn_4: 0.2041 (0.1948) loss_bbox_dn_5: 0.2040 (0.1947) loss_giou: 0.4180 (0.4956) loss_giou_aux_0: 0.4427 (0.5210) loss_giou_aux_1: 0.4252 (0.5056) loss_giou_aux_2: 0.4035 (0.5000) loss_giou_aux_3: 0.4067 (0.4966) loss_giou_aux_4: 0.4113 (0.4958) loss_giou_aux_5: 0.5157 (0.5901) loss_giou_dn_0: 0.5943 (0.6161) loss_giou_dn_1: 0.4850 (0.5109) loss_giou_dn_2: 0.4538 (0.4824) loss_giou_dn_3: 0.4435 (0.4738) loss_giou_dn_4: 0.4430 (0.4718) loss_giou_dn_5: 0.4431 (0.4720) loss_vfl: 0.7234 (0.7051) loss_vfl_aux_0: 0.8464 (0.8241) loss_vfl_aux_1: 0.7794 (0.7689) loss_vfl_aux_2: 0.7416 (0.7334) loss_vfl_aux_3: 0.7277 (0.7171) loss_vfl_aux_4: 0.7240 (0.7081) loss_vfl_aux_5: 0.8269 (0.8012) loss_vfl_dn_0: 0.4611 (0.4647) loss_vfl_dn_1: 0.4008 (0.4019) loss_vfl_dn_2: 0.3814 (0.3855) loss_vfl_dn_3: 0.3747 (0.3779) loss_vfl_dn_4: 0.3703 (0.3752) loss_vfl_dn_5: 0.3693 (0.3745) time: 0.4755 data: 0.0140 max mem: 5654 Epoch: [24] [4000/7393] eta: 0:27:10 lr: 0.000010 loss: 16.5029 (16.8037) loss_bbox: 0.1544 (0.1644) loss_bbox_aux_0: 0.1760 (0.1773) loss_bbox_aux_1: 0.1678 (0.1693) loss_bbox_aux_2: 0.1548 (0.1667) loss_bbox_aux_3: 0.1540 (0.1648) loss_bbox_aux_4: 0.1543 (0.1645) loss_bbox_aux_5: 0.2161 (0.2182) loss_bbox_dn_0: 0.2879 (0.2946) loss_bbox_dn_1: 0.2122 (0.2251) loss_bbox_dn_2: 0.1868 (0.2032) loss_bbox_dn_3: 0.1776 (0.1961) loss_bbox_dn_4: 0.1775 (0.1946) loss_bbox_dn_5: 0.1775 (0.1946) loss_giou: 0.4562 (0.4957) loss_giou_aux_0: 0.4909 (0.5211) loss_giou_aux_1: 0.4633 (0.5057) loss_giou_aux_2: 0.4612 (0.5001) loss_giou_aux_3: 0.4532 (0.4967) loss_giou_aux_4: 0.4681 (0.4959) loss_giou_aux_5: 0.5797 (0.5903) loss_giou_dn_0: 0.5850 (0.6161) loss_giou_dn_1: 0.4805 (0.5109) loss_giou_dn_2: 0.4517 (0.4825) loss_giou_dn_3: 0.4423 (0.4739) loss_giou_dn_4: 0.4401 (0.4718) loss_giou_dn_5: 0.4405 (0.4720) loss_vfl: 0.7128 (0.7052) loss_vfl_aux_0: 0.8533 (0.8241) loss_vfl_aux_1: 0.7788 (0.7689) loss_vfl_aux_2: 0.7493 (0.7335) loss_vfl_aux_3: 0.7220 (0.7170) loss_vfl_aux_4: 0.7219 (0.7082) loss_vfl_aux_5: 0.8051 (0.8010) loss_vfl_dn_0: 0.4597 (0.4646) loss_vfl_dn_1: 0.3938 (0.4018) loss_vfl_dn_2: 0.3750 (0.3855) loss_vfl_dn_3: 0.3670 (0.3779) loss_vfl_dn_4: 0.3663 (0.3752) loss_vfl_dn_5: 0.3648 (0.3745) time: 0.4534 data: 0.0142 max mem: 5654 Epoch: [24] [4100/7393] eta: 0:26:21 lr: 0.000010 loss: 16.7414 (16.8048) loss_bbox: 0.1519 (0.1644) loss_bbox_aux_0: 0.1593 (0.1773) loss_bbox_aux_1: 0.1565 (0.1693) loss_bbox_aux_2: 0.1583 (0.1667) loss_bbox_aux_3: 0.1499 (0.1648) loss_bbox_aux_4: 0.1517 (0.1645) loss_bbox_aux_5: 0.2073 (0.2182) loss_bbox_dn_0: 0.2550 (0.2946) loss_bbox_dn_1: 0.1993 (0.2251) loss_bbox_dn_2: 0.1785 (0.2032) loss_bbox_dn_3: 0.1768 (0.1961) loss_bbox_dn_4: 0.1748 (0.1946) loss_bbox_dn_5: 0.1747 (0.1946) loss_giou: 0.5212 (0.4958) loss_giou_aux_0: 0.5277 (0.5212) loss_giou_aux_1: 0.5115 (0.5058) loss_giou_aux_2: 0.5183 (0.5002) loss_giou_aux_3: 0.5162 (0.4968) loss_giou_aux_4: 0.5216 (0.4960) loss_giou_aux_5: 0.5914 (0.5904) loss_giou_dn_0: 0.6245 (0.6161) loss_giou_dn_1: 0.5159 (0.5110) loss_giou_dn_2: 0.4850 (0.4826) loss_giou_dn_3: 0.4798 (0.4740) loss_giou_dn_4: 0.4775 (0.4720) loss_giou_dn_5: 0.4774 (0.4721) loss_vfl: 0.7157 (0.7052) loss_vfl_aux_0: 0.8065 (0.8242) loss_vfl_aux_1: 0.7434 (0.7688) loss_vfl_aux_2: 0.7240 (0.7335) loss_vfl_aux_3: 0.7079 (0.7170) loss_vfl_aux_4: 0.7136 (0.7082) loss_vfl_aux_5: 0.7993 (0.8010) loss_vfl_dn_0: 0.4645 (0.4646) loss_vfl_dn_1: 0.3999 (0.4019) loss_vfl_dn_2: 0.3865 (0.3856) loss_vfl_dn_3: 0.3740 (0.3780) loss_vfl_dn_4: 0.3710 (0.3752) loss_vfl_dn_5: 0.3693 (0.3745) time: 0.4630 data: 0.0136 max mem: 5654 Epoch: [24] [4200/7393] eta: 0:25:31 lr: 0.000010 loss: 17.1778 (16.8071) loss_bbox: 0.1601 (0.1644) loss_bbox_aux_0: 0.1761 (0.1774) loss_bbox_aux_1: 0.1698 (0.1693) loss_bbox_aux_2: 0.1630 (0.1667) loss_bbox_aux_3: 0.1621 (0.1648) loss_bbox_aux_4: 0.1595 (0.1645) loss_bbox_aux_5: 0.2221 (0.2182) loss_bbox_dn_0: 0.2497 (0.2945) loss_bbox_dn_1: 0.2057 (0.2251) loss_bbox_dn_2: 0.1927 (0.2032) loss_bbox_dn_3: 0.1841 (0.1960) loss_bbox_dn_4: 0.1820 (0.1946) loss_bbox_dn_5: 0.1821 (0.1946) loss_giou: 0.4820 (0.4959) loss_giou_aux_0: 0.4961 (0.5213) loss_giou_aux_1: 0.4946 (0.5059) loss_giou_aux_2: 0.4803 (0.5003) loss_giou_aux_3: 0.4738 (0.4969) loss_giou_aux_4: 0.4807 (0.4960) loss_giou_aux_5: 0.5845 (0.5905) loss_giou_dn_0: 0.5943 (0.6162) loss_giou_dn_1: 0.5045 (0.5111) loss_giou_dn_2: 0.4837 (0.4827) loss_giou_dn_3: 0.4798 (0.4741) loss_giou_dn_4: 0.4794 (0.4721) loss_giou_dn_5: 0.4793 (0.4723) loss_vfl: 0.6897 (0.7054) loss_vfl_aux_0: 0.8106 (0.8243) loss_vfl_aux_1: 0.7614 (0.7689) loss_vfl_aux_2: 0.7261 (0.7337) loss_vfl_aux_3: 0.7050 (0.7171) loss_vfl_aux_4: 0.7026 (0.7084) loss_vfl_aux_5: 0.7876 (0.8009) loss_vfl_dn_0: 0.4621 (0.4646) loss_vfl_dn_1: 0.4032 (0.4019) loss_vfl_dn_2: 0.3825 (0.3856) loss_vfl_dn_3: 0.3740 (0.3780) loss_vfl_dn_4: 0.3742 (0.3753) loss_vfl_dn_5: 0.3745 (0.3746) time: 0.4549 data: 0.0136 max mem: 5654 Epoch: [24] [4300/7393] eta: 0:24:42 lr: 0.000010 loss: 17.2828 (16.8111) loss_bbox: 0.1358 (0.1644) loss_bbox_aux_0: 0.1601 (0.1773) loss_bbox_aux_1: 0.1437 (0.1693) loss_bbox_aux_2: 0.1371 (0.1667) loss_bbox_aux_3: 0.1358 (0.1648) loss_bbox_aux_4: 0.1353 (0.1644) loss_bbox_aux_5: 0.1941 (0.2183) loss_bbox_dn_0: 0.2500 (0.2945) loss_bbox_dn_1: 0.1800 (0.2251) loss_bbox_dn_2: 0.1594 (0.2032) loss_bbox_dn_3: 0.1584 (0.1960) loss_bbox_dn_4: 0.1595 (0.1946) loss_bbox_dn_5: 0.1595 (0.1946) loss_giou: 0.5208 (0.4960) loss_giou_aux_0: 0.5312 (0.5214) loss_giou_aux_1: 0.5137 (0.5060) loss_giou_aux_2: 0.5238 (0.5004) loss_giou_aux_3: 0.5238 (0.4971) loss_giou_aux_4: 0.5204 (0.4962) loss_giou_aux_5: 0.6097 (0.5908) loss_giou_dn_0: 0.6481 (0.6164) loss_giou_dn_1: 0.5353 (0.5113) loss_giou_dn_2: 0.4980 (0.4828) loss_giou_dn_3: 0.4934 (0.4742) loss_giou_dn_4: 0.4925 (0.4722) loss_giou_dn_5: 0.4926 (0.4724) loss_vfl: 0.6921 (0.7057) loss_vfl_aux_0: 0.8433 (0.8247) loss_vfl_aux_1: 0.8138 (0.7694) loss_vfl_aux_2: 0.7452 (0.7340) loss_vfl_aux_3: 0.7290 (0.7174) loss_vfl_aux_4: 0.7020 (0.7088) loss_vfl_aux_5: 0.7875 (0.8009) loss_vfl_dn_0: 0.4609 (0.4646) loss_vfl_dn_1: 0.4101 (0.4020) loss_vfl_dn_2: 0.3926 (0.3856) loss_vfl_dn_3: 0.3868 (0.3780) loss_vfl_dn_4: 0.3837 (0.3753) loss_vfl_dn_5: 0.3826 (0.3746) time: 0.4672 data: 0.0134 max mem: 5654 Epoch: [24] [4400/7393] eta: 0:23:53 lr: 0.000010 loss: 16.7830 (16.8103) loss_bbox: 0.1622 (0.1644) loss_bbox_aux_0: 0.1662 (0.1773) loss_bbox_aux_1: 0.1650 (0.1693) loss_bbox_aux_2: 0.1630 (0.1666) loss_bbox_aux_3: 0.1614 (0.1648) loss_bbox_aux_4: 0.1630 (0.1644) loss_bbox_aux_5: 0.2066 (0.2182) loss_bbox_dn_0: 0.2671 (0.2945) loss_bbox_dn_1: 0.1966 (0.2251) loss_bbox_dn_2: 0.1777 (0.2031) loss_bbox_dn_3: 0.1685 (0.1960) loss_bbox_dn_4: 0.1662 (0.1945) loss_bbox_dn_5: 0.1659 (0.1945) loss_giou: 0.4388 (0.4960) loss_giou_aux_0: 0.4745 (0.5214) loss_giou_aux_1: 0.4645 (0.5060) loss_giou_aux_2: 0.4462 (0.5004) loss_giou_aux_3: 0.4436 (0.4971) loss_giou_aux_4: 0.4536 (0.4961) loss_giou_aux_5: 0.5540 (0.5908) loss_giou_dn_0: 0.5868 (0.6162) loss_giou_dn_1: 0.4688 (0.5111) loss_giou_dn_2: 0.4417 (0.4827) loss_giou_dn_3: 0.4346 (0.4741) loss_giou_dn_4: 0.4325 (0.4721) loss_giou_dn_5: 0.4331 (0.4722) loss_vfl: 0.7096 (0.7057) loss_vfl_aux_0: 0.8587 (0.8250) loss_vfl_aux_1: 0.7854 (0.7696) loss_vfl_aux_2: 0.7457 (0.7341) loss_vfl_aux_3: 0.7075 (0.7173) loss_vfl_aux_4: 0.7001 (0.7087) loss_vfl_aux_5: 0.8251 (0.8009) loss_vfl_dn_0: 0.4620 (0.4646) loss_vfl_dn_1: 0.4036 (0.4020) loss_vfl_dn_2: 0.3897 (0.3856) loss_vfl_dn_3: 0.3806 (0.3780) loss_vfl_dn_4: 0.3753 (0.3753) loss_vfl_dn_5: 0.3749 (0.3746) time: 0.4687 data: 0.0133 max mem: 5654 Epoch: [24] [4500/7393] eta: 0:23:05 lr: 0.000010 loss: 16.6566 (16.8066) loss_bbox: 0.1704 (0.1644) loss_bbox_aux_0: 0.1826 (0.1773) loss_bbox_aux_1: 0.1672 (0.1692) loss_bbox_aux_2: 0.1699 (0.1666) loss_bbox_aux_3: 0.1691 (0.1648) loss_bbox_aux_4: 0.1683 (0.1644) loss_bbox_aux_5: 0.2112 (0.2181) loss_bbox_dn_0: 0.2727 (0.2944) loss_bbox_dn_1: 0.2106 (0.2250) loss_bbox_dn_2: 0.1991 (0.2031) loss_bbox_dn_3: 0.1920 (0.1959) loss_bbox_dn_4: 0.1901 (0.1945) loss_bbox_dn_5: 0.1902 (0.1945) loss_giou: 0.4654 (0.4958) loss_giou_aux_0: 0.5061 (0.5212) loss_giou_aux_1: 0.4872 (0.5058) loss_giou_aux_2: 0.4779 (0.5002) loss_giou_aux_3: 0.4579 (0.4969) loss_giou_aux_4: 0.4608 (0.4960) loss_giou_aux_5: 0.5596 (0.5906) loss_giou_dn_0: 0.5901 (0.6160) loss_giou_dn_1: 0.4835 (0.5109) loss_giou_dn_2: 0.4459 (0.4824) loss_giou_dn_3: 0.4369 (0.4738) loss_giou_dn_4: 0.4334 (0.4718) loss_giou_dn_5: 0.4336 (0.4720) loss_vfl: 0.6897 (0.7056) loss_vfl_aux_0: 0.8073 (0.8250) loss_vfl_aux_1: 0.7523 (0.7696) loss_vfl_aux_2: 0.7312 (0.7341) loss_vfl_aux_3: 0.7000 (0.7172) loss_vfl_aux_4: 0.6977 (0.7087) loss_vfl_aux_5: 0.7669 (0.8009) loss_vfl_dn_0: 0.4624 (0.4646) loss_vfl_dn_1: 0.4014 (0.4020) loss_vfl_dn_2: 0.3828 (0.3856) loss_vfl_dn_3: 0.3753 (0.3780) loss_vfl_dn_4: 0.3739 (0.3753) loss_vfl_dn_5: 0.3743 (0.3746) time: 0.4764 data: 0.0146 max mem: 5654 Epoch: [24] [4600/7393] eta: 0:22:17 lr: 0.000010 loss: 16.9429 (16.8065) loss_bbox: 0.1571 (0.1644) loss_bbox_aux_0: 0.1757 (0.1773) loss_bbox_aux_1: 0.1708 (0.1693) loss_bbox_aux_2: 0.1690 (0.1666) loss_bbox_aux_3: 0.1583 (0.1648) loss_bbox_aux_4: 0.1571 (0.1644) loss_bbox_aux_5: 0.2115 (0.2181) loss_bbox_dn_0: 0.2636 (0.2943) loss_bbox_dn_1: 0.2006 (0.2250) loss_bbox_dn_2: 0.1747 (0.2031) loss_bbox_dn_3: 0.1680 (0.1959) loss_bbox_dn_4: 0.1665 (0.1945) loss_bbox_dn_5: 0.1665 (0.1945) loss_giou: 0.4892 (0.4958) loss_giou_aux_0: 0.5254 (0.5212) loss_giou_aux_1: 0.4998 (0.5058) loss_giou_aux_2: 0.4999 (0.5002) loss_giou_aux_3: 0.4971 (0.4969) loss_giou_aux_4: 0.4897 (0.4960) loss_giou_aux_5: 0.5750 (0.5905) loss_giou_dn_0: 0.6127 (0.6159) loss_giou_dn_1: 0.5043 (0.5108) loss_giou_dn_2: 0.4794 (0.4824) loss_giou_dn_3: 0.4699 (0.4738) loss_giou_dn_4: 0.4660 (0.4718) loss_giou_dn_5: 0.4657 (0.4720) loss_vfl: 0.7020 (0.7056) loss_vfl_aux_0: 0.7999 (0.8251) loss_vfl_aux_1: 0.7385 (0.7697) loss_vfl_aux_2: 0.6922 (0.7341) loss_vfl_aux_3: 0.6900 (0.7172) loss_vfl_aux_4: 0.6989 (0.7087) loss_vfl_aux_5: 0.7877 (0.8010) loss_vfl_dn_0: 0.4524 (0.4646) loss_vfl_dn_1: 0.3992 (0.4020) loss_vfl_dn_2: 0.3801 (0.3856) loss_vfl_dn_3: 0.3727 (0.3780) loss_vfl_dn_4: 0.3692 (0.3753) loss_vfl_dn_5: 0.3685 (0.3746) time: 0.4833 data: 0.0145 max mem: 5654 Epoch: [24] [4700/7393] eta: 0:21:29 lr: 0.000010 loss: 17.1755 (16.8046) loss_bbox: 0.1551 (0.1644) loss_bbox_aux_0: 0.1748 (0.1773) loss_bbox_aux_1: 0.1653 (0.1693) loss_bbox_aux_2: 0.1555 (0.1666) loss_bbox_aux_3: 0.1566 (0.1648) loss_bbox_aux_4: 0.1520 (0.1644) loss_bbox_aux_5: 0.2090 (0.2181) loss_bbox_dn_0: 0.2702 (0.2943) loss_bbox_dn_1: 0.2016 (0.2249) loss_bbox_dn_2: 0.1856 (0.2030) loss_bbox_dn_3: 0.1779 (0.1959) loss_bbox_dn_4: 0.1785 (0.1944) loss_bbox_dn_5: 0.1784 (0.1944) loss_giou: 0.4393 (0.4958) loss_giou_aux_0: 0.4820 (0.5211) loss_giou_aux_1: 0.4538 (0.5057) loss_giou_aux_2: 0.4401 (0.5001) loss_giou_aux_3: 0.4393 (0.4969) loss_giou_aux_4: 0.4392 (0.4959) loss_giou_aux_5: 0.5691 (0.5904) loss_giou_dn_0: 0.5806 (0.6158) loss_giou_dn_1: 0.4793 (0.5107) loss_giou_dn_2: 0.4489 (0.4823) loss_giou_dn_3: 0.4419 (0.4737) loss_giou_dn_4: 0.4382 (0.4717) loss_giou_dn_5: 0.4382 (0.4719) loss_vfl: 0.7355 (0.7054) loss_vfl_aux_0: 0.8177 (0.8251) loss_vfl_aux_1: 0.7844 (0.7695) loss_vfl_aux_2: 0.7751 (0.7340) loss_vfl_aux_3: 0.7510 (0.7170) loss_vfl_aux_4: 0.7410 (0.7085) loss_vfl_aux_5: 0.8098 (0.8009) loss_vfl_dn_0: 0.4671 (0.4646) loss_vfl_dn_1: 0.4087 (0.4020) loss_vfl_dn_2: 0.3936 (0.3856) loss_vfl_dn_3: 0.3889 (0.3780) loss_vfl_dn_4: 0.3846 (0.3753) loss_vfl_dn_5: 0.3844 (0.3746) time: 0.4762 data: 0.0148 max mem: 5654 Epoch: [24] [4800/7393] eta: 0:20:41 lr: 0.000010 loss: 17.4403 (16.8055) loss_bbox: 0.1632 (0.1645) loss_bbox_aux_0: 0.1735 (0.1773) loss_bbox_aux_1: 0.1625 (0.1693) loss_bbox_aux_2: 0.1642 (0.1666) loss_bbox_aux_3: 0.1626 (0.1649) loss_bbox_aux_4: 0.1610 (0.1645) loss_bbox_aux_5: 0.2008 (0.2181) loss_bbox_dn_0: 0.2828 (0.2945) loss_bbox_dn_1: 0.2177 (0.2251) loss_bbox_dn_2: 0.1913 (0.2032) loss_bbox_dn_3: 0.1942 (0.1960) loss_bbox_dn_4: 0.1931 (0.1946) loss_bbox_dn_5: 0.1931 (0.1946) loss_giou: 0.5019 (0.4957) loss_giou_aux_0: 0.5381 (0.5209) loss_giou_aux_1: 0.5166 (0.5056) loss_giou_aux_2: 0.5208 (0.5000) loss_giou_aux_3: 0.5059 (0.4968) loss_giou_aux_4: 0.5019 (0.4958) loss_giou_aux_5: 0.5930 (0.5902) loss_giou_dn_0: 0.6301 (0.6158) loss_giou_dn_1: 0.5372 (0.5108) loss_giou_dn_2: 0.4967 (0.4823) loss_giou_dn_3: 0.4861 (0.4737) loss_giou_dn_4: 0.4848 (0.4717) loss_giou_dn_5: 0.4851 (0.4719) loss_vfl: 0.7085 (0.7054) loss_vfl_aux_0: 0.8286 (0.8252) loss_vfl_aux_1: 0.7736 (0.7697) loss_vfl_aux_2: 0.7173 (0.7341) loss_vfl_aux_3: 0.7303 (0.7170) loss_vfl_aux_4: 0.7068 (0.7085) loss_vfl_aux_5: 0.8140 (0.8009) loss_vfl_dn_0: 0.4627 (0.4646) loss_vfl_dn_1: 0.4039 (0.4020) loss_vfl_dn_2: 0.3878 (0.3856) loss_vfl_dn_3: 0.3824 (0.3780) loss_vfl_dn_4: 0.3779 (0.3753) loss_vfl_dn_5: 0.3785 (0.3746) time: 0.4650 data: 0.0148 max mem: 5654 Epoch: [24] [4900/7393] eta: 0:19:52 lr: 0.000010 loss: 16.9314 (16.8060) loss_bbox: 0.1763 (0.1646) loss_bbox_aux_0: 0.1813 (0.1773) loss_bbox_aux_1: 0.1738 (0.1693) loss_bbox_aux_2: 0.1798 (0.1667) loss_bbox_aux_3: 0.1771 (0.1649) loss_bbox_aux_4: 0.1767 (0.1646) loss_bbox_aux_5: 0.2266 (0.2181) loss_bbox_dn_0: 0.3038 (0.2946) loss_bbox_dn_1: 0.2367 (0.2252) loss_bbox_dn_2: 0.2092 (0.2032) loss_bbox_dn_3: 0.2024 (0.1961) loss_bbox_dn_4: 0.2031 (0.1946) loss_bbox_dn_5: 0.2032 (0.1946) loss_giou: 0.4747 (0.4954) loss_giou_aux_0: 0.4757 (0.5206) loss_giou_aux_1: 0.4827 (0.5053) loss_giou_aux_2: 0.4758 (0.4998) loss_giou_aux_3: 0.4684 (0.4965) loss_giou_aux_4: 0.4685 (0.4956) loss_giou_aux_5: 0.5480 (0.5900) loss_giou_dn_0: 0.6115 (0.6158) loss_giou_dn_1: 0.5000 (0.5107) loss_giou_dn_2: 0.4702 (0.4823) loss_giou_dn_3: 0.4607 (0.4737) loss_giou_dn_4: 0.4579 (0.4717) loss_giou_dn_5: 0.4576 (0.4718) loss_vfl: 0.6967 (0.7056) loss_vfl_aux_0: 0.8356 (0.8257) loss_vfl_aux_1: 0.7881 (0.7701) loss_vfl_aux_2: 0.7266 (0.7343) loss_vfl_aux_3: 0.7209 (0.7173) loss_vfl_aux_4: 0.7102 (0.7087) loss_vfl_aux_5: 0.8200 (0.8011) loss_vfl_dn_0: 0.4644 (0.4646) loss_vfl_dn_1: 0.4041 (0.4020) loss_vfl_dn_2: 0.3844 (0.3856) loss_vfl_dn_3: 0.3764 (0.3780) loss_vfl_dn_4: 0.3718 (0.3753) loss_vfl_dn_5: 0.3700 (0.3745) time: 0.4679 data: 0.0142 max mem: 5654 Epoch: [24] [5000/7393] eta: 0:19:05 lr: 0.000010 loss: 17.1984 (16.8079) loss_bbox: 0.1610 (0.1645) loss_bbox_aux_0: 0.1657 (0.1772) loss_bbox_aux_1: 0.1686 (0.1693) loss_bbox_aux_2: 0.1624 (0.1667) loss_bbox_aux_3: 0.1609 (0.1649) loss_bbox_aux_4: 0.1598 (0.1646) loss_bbox_aux_5: 0.2104 (0.2180) loss_bbox_dn_0: 0.2528 (0.2944) loss_bbox_dn_1: 0.1913 (0.2249) loss_bbox_dn_2: 0.1761 (0.2031) loss_bbox_dn_3: 0.1662 (0.1959) loss_bbox_dn_4: 0.1642 (0.1945) loss_bbox_dn_5: 0.1641 (0.1945) loss_giou: 0.5205 (0.4959) loss_giou_aux_0: 0.5475 (0.5211) loss_giou_aux_1: 0.5358 (0.5058) loss_giou_aux_2: 0.5261 (0.5003) loss_giou_aux_3: 0.5171 (0.4970) loss_giou_aux_4: 0.5196 (0.4961) loss_giou_aux_5: 0.6128 (0.5904) loss_giou_dn_0: 0.6222 (0.6161) loss_giou_dn_1: 0.5138 (0.5110) loss_giou_dn_2: 0.4902 (0.4826) loss_giou_dn_3: 0.4826 (0.4740) loss_giou_dn_4: 0.4791 (0.4720) loss_giou_dn_5: 0.4793 (0.4721) loss_vfl: 0.7190 (0.7053) loss_vfl_aux_0: 0.8163 (0.8255) loss_vfl_aux_1: 0.7653 (0.7698) loss_vfl_aux_2: 0.7266 (0.7341) loss_vfl_aux_3: 0.7175 (0.7170) loss_vfl_aux_4: 0.7266 (0.7084) loss_vfl_aux_5: 0.7958 (0.8008) loss_vfl_dn_0: 0.4604 (0.4646) loss_vfl_dn_1: 0.4054 (0.4020) loss_vfl_dn_2: 0.3873 (0.3856) loss_vfl_dn_3: 0.3777 (0.3780) loss_vfl_dn_4: 0.3766 (0.3753) loss_vfl_dn_5: 0.3762 (0.3746) time: 0.4729 data: 0.0140 max mem: 5654 Epoch: [24] [5100/7393] eta: 0:18:19 lr: 0.000010 loss: 17.0457 (16.8110) loss_bbox: 0.1531 (0.1645) loss_bbox_aux_0: 0.1659 (0.1771) loss_bbox_aux_1: 0.1555 (0.1693) loss_bbox_aux_2: 0.1513 (0.1666) loss_bbox_aux_3: 0.1509 (0.1649) loss_bbox_aux_4: 0.1545 (0.1645) loss_bbox_aux_5: 0.2149 (0.2180) loss_bbox_dn_0: 0.2760 (0.2942) loss_bbox_dn_1: 0.2088 (0.2248) loss_bbox_dn_2: 0.1854 (0.2029) loss_bbox_dn_3: 0.1826 (0.1958) loss_bbox_dn_4: 0.1818 (0.1943) loss_bbox_dn_5: 0.1819 (0.1943) loss_giou: 0.4989 (0.4965) loss_giou_aux_0: 0.5421 (0.5217) loss_giou_aux_1: 0.5077 (0.5064) loss_giou_aux_2: 0.5066 (0.5008) loss_giou_aux_3: 0.5018 (0.4976) loss_giou_aux_4: 0.4966 (0.4967) loss_giou_aux_5: 0.6062 (0.5911) loss_giou_dn_0: 0.6453 (0.6164) loss_giou_dn_1: 0.5309 (0.5114) loss_giou_dn_2: 0.5078 (0.4829) loss_giou_dn_3: 0.4989 (0.4743) loss_giou_dn_4: 0.4965 (0.4723) loss_giou_dn_5: 0.4968 (0.4725) loss_vfl: 0.7021 (0.7050) loss_vfl_aux_0: 0.7917 (0.8252) loss_vfl_aux_1: 0.7550 (0.7696) loss_vfl_aux_2: 0.7258 (0.7338) loss_vfl_aux_3: 0.7035 (0.7168) loss_vfl_aux_4: 0.6968 (0.7081) loss_vfl_aux_5: 0.8012 (0.8004) loss_vfl_dn_0: 0.4626 (0.4646) loss_vfl_dn_1: 0.4067 (0.4020) loss_vfl_dn_2: 0.3877 (0.3857) loss_vfl_dn_3: 0.3776 (0.3780) loss_vfl_dn_4: 0.3753 (0.3753) loss_vfl_dn_5: 0.3740 (0.3746) time: 0.4670 data: 0.0139 max mem: 5654 Epoch: [24] [5200/7393] eta: 0:17:31 lr: 0.000010 loss: 17.2363 (16.8112) loss_bbox: 0.1637 (0.1645) loss_bbox_aux_0: 0.1793 (0.1771) loss_bbox_aux_1: 0.1694 (0.1692) loss_bbox_aux_2: 0.1634 (0.1666) loss_bbox_aux_3: 0.1593 (0.1648) loss_bbox_aux_4: 0.1637 (0.1645) loss_bbox_aux_5: 0.2169 (0.2180) loss_bbox_dn_0: 0.2655 (0.2941) loss_bbox_dn_1: 0.2105 (0.2246) loss_bbox_dn_2: 0.2014 (0.2027) loss_bbox_dn_3: 0.1956 (0.1956) loss_bbox_dn_4: 0.1926 (0.1941) loss_bbox_dn_5: 0.1925 (0.1941) loss_giou: 0.5062 (0.4968) loss_giou_aux_0: 0.5332 (0.5220) loss_giou_aux_1: 0.5222 (0.5067) loss_giou_aux_2: 0.5037 (0.5011) loss_giou_aux_3: 0.5059 (0.4979) loss_giou_aux_4: 0.5063 (0.4970) loss_giou_aux_5: 0.6072 (0.5914) loss_giou_dn_0: 0.6292 (0.6166) loss_giou_dn_1: 0.5381 (0.5115) loss_giou_dn_2: 0.5052 (0.4831) loss_giou_dn_3: 0.4910 (0.4745) loss_giou_dn_4: 0.4885 (0.4725) loss_giou_dn_5: 0.4887 (0.4727) loss_vfl: 0.6839 (0.7048) loss_vfl_aux_0: 0.7671 (0.8251) loss_vfl_aux_1: 0.7766 (0.7695) loss_vfl_aux_2: 0.7032 (0.7336) loss_vfl_aux_3: 0.6913 (0.7166) loss_vfl_aux_4: 0.6908 (0.7079) loss_vfl_aux_5: 0.7574 (0.8001) loss_vfl_dn_0: 0.4622 (0.4646) loss_vfl_dn_1: 0.4019 (0.4020) loss_vfl_dn_2: 0.3847 (0.3856) loss_vfl_dn_3: 0.3762 (0.3780) loss_vfl_dn_4: 0.3741 (0.3753) loss_vfl_dn_5: 0.3722 (0.3746) time: 0.4739 data: 0.0138 max mem: 5654 Epoch: [24] [5300/7393] eta: 0:16:43 lr: 0.000010 loss: 17.0512 (16.8131) loss_bbox: 0.1692 (0.1644) loss_bbox_aux_0: 0.1917 (0.1770) loss_bbox_aux_1: 0.1739 (0.1691) loss_bbox_aux_2: 0.1774 (0.1665) loss_bbox_aux_3: 0.1664 (0.1647) loss_bbox_aux_4: 0.1648 (0.1644) loss_bbox_aux_5: 0.2237 (0.2178) loss_bbox_dn_0: 0.2795 (0.2939) loss_bbox_dn_1: 0.2062 (0.2245) loss_bbox_dn_2: 0.1894 (0.2026) loss_bbox_dn_3: 0.1854 (0.1955) loss_bbox_dn_4: 0.1834 (0.1940) loss_bbox_dn_5: 0.1833 (0.1940) loss_giou: 0.4918 (0.4971) loss_giou_aux_0: 0.5132 (0.5223) loss_giou_aux_1: 0.4903 (0.5070) loss_giou_aux_2: 0.4925 (0.5014) loss_giou_aux_3: 0.4875 (0.4982) loss_giou_aux_4: 0.4918 (0.4973) loss_giou_aux_5: 0.6020 (0.5916) loss_giou_dn_0: 0.6211 (0.6167) loss_giou_dn_1: 0.5080 (0.5117) loss_giou_dn_2: 0.4802 (0.4832) loss_giou_dn_3: 0.4727 (0.4746) loss_giou_dn_4: 0.4727 (0.4726) loss_giou_dn_5: 0.4728 (0.4728) loss_vfl: 0.7190 (0.7048) loss_vfl_aux_0: 0.8447 (0.8251) loss_vfl_aux_1: 0.7942 (0.7694) loss_vfl_aux_2: 0.7495 (0.7336) loss_vfl_aux_3: 0.7341 (0.7167) loss_vfl_aux_4: 0.7208 (0.7079) loss_vfl_aux_5: 0.8209 (0.8002) loss_vfl_dn_0: 0.4689 (0.4646) loss_vfl_dn_1: 0.4025 (0.4021) loss_vfl_dn_2: 0.3855 (0.3857) loss_vfl_dn_3: 0.3771 (0.3781) loss_vfl_dn_4: 0.3728 (0.3753) loss_vfl_dn_5: 0.3731 (0.3746) time: 0.4653 data: 0.0140 max mem: 5654 Epoch: [24] [5400/7393] eta: 0:15:54 lr: 0.000010 loss: 17.0201 (16.8142) loss_bbox: 0.1616 (0.1644) loss_bbox_aux_0: 0.1745 (0.1771) loss_bbox_aux_1: 0.1645 (0.1692) loss_bbox_aux_2: 0.1621 (0.1665) loss_bbox_aux_3: 0.1635 (0.1648) loss_bbox_aux_4: 0.1622 (0.1644) loss_bbox_aux_5: 0.2110 (0.2178) loss_bbox_dn_0: 0.2789 (0.2940) loss_bbox_dn_1: 0.2123 (0.2246) loss_bbox_dn_2: 0.1895 (0.2027) loss_bbox_dn_3: 0.1827 (0.1955) loss_bbox_dn_4: 0.1817 (0.1940) loss_bbox_dn_5: 0.1818 (0.1940) loss_giou: 0.5510 (0.4973) loss_giou_aux_0: 0.5728 (0.5224) loss_giou_aux_1: 0.5511 (0.5071) loss_giou_aux_2: 0.5576 (0.5016) loss_giou_aux_3: 0.5551 (0.4983) loss_giou_aux_4: 0.5487 (0.4974) loss_giou_aux_5: 0.6437 (0.5918) loss_giou_dn_0: 0.6570 (0.6168) loss_giou_dn_1: 0.5486 (0.5118) loss_giou_dn_2: 0.5237 (0.4833) loss_giou_dn_3: 0.5192 (0.4747) loss_giou_dn_4: 0.5181 (0.4727) loss_giou_dn_5: 0.5182 (0.4729) loss_vfl: 0.6975 (0.7047) loss_vfl_aux_0: 0.7889 (0.8250) loss_vfl_aux_1: 0.7455 (0.7692) loss_vfl_aux_2: 0.7211 (0.7335) loss_vfl_aux_3: 0.7013 (0.7165) loss_vfl_aux_4: 0.7022 (0.7078) loss_vfl_aux_5: 0.8021 (0.8001) loss_vfl_dn_0: 0.4640 (0.4646) loss_vfl_dn_1: 0.4012 (0.4020) loss_vfl_dn_2: 0.3867 (0.3857) loss_vfl_dn_3: 0.3812 (0.3780) loss_vfl_dn_4: 0.3797 (0.3753) loss_vfl_dn_5: 0.3793 (0.3746) time: 0.4646 data: 0.0146 max mem: 5654 Epoch: [24] [5500/7393] eta: 0:15:06 lr: 0.000010 loss: 16.6506 (16.8162) loss_bbox: 0.1568 (0.1645) loss_bbox_aux_0: 0.1714 (0.1771) loss_bbox_aux_1: 0.1575 (0.1692) loss_bbox_aux_2: 0.1613 (0.1666) loss_bbox_aux_3: 0.1581 (0.1649) loss_bbox_aux_4: 0.1587 (0.1645) loss_bbox_aux_5: 0.2005 (0.2179) loss_bbox_dn_0: 0.2639 (0.2941) loss_bbox_dn_1: 0.1908 (0.2247) loss_bbox_dn_2: 0.1794 (0.2027) loss_bbox_dn_3: 0.1708 (0.1956) loss_bbox_dn_4: 0.1695 (0.1941) loss_bbox_dn_5: 0.1695 (0.1941) loss_giou: 0.4734 (0.4971) loss_giou_aux_0: 0.5096 (0.5223) loss_giou_aux_1: 0.4895 (0.5070) loss_giou_aux_2: 0.4888 (0.5014) loss_giou_aux_3: 0.4758 (0.4982) loss_giou_aux_4: 0.4754 (0.4973) loss_giou_aux_5: 0.5920 (0.5917) loss_giou_dn_0: 0.6031 (0.6167) loss_giou_dn_1: 0.4917 (0.5117) loss_giou_dn_2: 0.4619 (0.4832) loss_giou_dn_3: 0.4537 (0.4746) loss_giou_dn_4: 0.4530 (0.4726) loss_giou_dn_5: 0.4533 (0.4728) loss_vfl: 0.7263 (0.7050) loss_vfl_aux_0: 0.8426 (0.8254) loss_vfl_aux_1: 0.7763 (0.7696) loss_vfl_aux_2: 0.7401 (0.7337) loss_vfl_aux_3: 0.7229 (0.7168) loss_vfl_aux_4: 0.7263 (0.7081) loss_vfl_aux_5: 0.8007 (0.8004) loss_vfl_dn_0: 0.4677 (0.4646) loss_vfl_dn_1: 0.3994 (0.4021) loss_vfl_dn_2: 0.3836 (0.3857) loss_vfl_dn_3: 0.3799 (0.3781) loss_vfl_dn_4: 0.3775 (0.3754) loss_vfl_dn_5: 0.3765 (0.3746) time: 0.4723 data: 0.0137 max mem: 5654 Epoch: [24] [5600/7393] eta: 0:14:18 lr: 0.000010 loss: 16.7054 (16.8146) loss_bbox: 0.1476 (0.1645) loss_bbox_aux_0: 0.1586 (0.1771) loss_bbox_aux_1: 0.1496 (0.1692) loss_bbox_aux_2: 0.1493 (0.1666) loss_bbox_aux_3: 0.1479 (0.1648) loss_bbox_aux_4: 0.1468 (0.1645) loss_bbox_aux_5: 0.2077 (0.2180) loss_bbox_dn_0: 0.3165 (0.2942) loss_bbox_dn_1: 0.2446 (0.2247) loss_bbox_dn_2: 0.2165 (0.2028) loss_bbox_dn_3: 0.2026 (0.1956) loss_bbox_dn_4: 0.1983 (0.1941) loss_bbox_dn_5: 0.1986 (0.1941) loss_giou: 0.4452 (0.4970) loss_giou_aux_0: 0.4663 (0.5222) loss_giou_aux_1: 0.4497 (0.5069) loss_giou_aux_2: 0.4381 (0.5013) loss_giou_aux_3: 0.4383 (0.4981) loss_giou_aux_4: 0.4437 (0.4972) loss_giou_aux_5: 0.5388 (0.5916) loss_giou_dn_0: 0.6056 (0.6167) loss_giou_dn_1: 0.4808 (0.5116) loss_giou_dn_2: 0.4509 (0.4831) loss_giou_dn_3: 0.4419 (0.4745) loss_giou_dn_4: 0.4391 (0.4725) loss_giou_dn_5: 0.4396 (0.4727) loss_vfl: 0.7044 (0.7049) loss_vfl_aux_0: 0.8574 (0.8254) loss_vfl_aux_1: 0.7994 (0.7696) loss_vfl_aux_2: 0.7509 (0.7336) loss_vfl_aux_3: 0.7092 (0.7167) loss_vfl_aux_4: 0.7129 (0.7080) loss_vfl_aux_5: 0.8429 (0.8003) loss_vfl_dn_0: 0.4589 (0.4646) loss_vfl_dn_1: 0.3947 (0.4020) loss_vfl_dn_2: 0.3754 (0.3857) loss_vfl_dn_3: 0.3671 (0.3780) loss_vfl_dn_4: 0.3667 (0.3753) loss_vfl_dn_5: 0.3686 (0.3746) time: 0.4702 data: 0.0136 max mem: 5654 Epoch: [24] [5700/7393] eta: 0:13:30 lr: 0.000010 loss: 16.5753 (16.8116) loss_bbox: 0.1774 (0.1645) loss_bbox_aux_0: 0.1811 (0.1771) loss_bbox_aux_1: 0.1740 (0.1692) loss_bbox_aux_2: 0.1794 (0.1665) loss_bbox_aux_3: 0.1773 (0.1648) loss_bbox_aux_4: 0.1773 (0.1644) loss_bbox_aux_5: 0.2099 (0.2180) loss_bbox_dn_0: 0.3057 (0.2941) loss_bbox_dn_1: 0.2393 (0.2247) loss_bbox_dn_2: 0.2071 (0.2027) loss_bbox_dn_3: 0.1970 (0.1955) loss_bbox_dn_4: 0.1934 (0.1941) loss_bbox_dn_5: 0.1934 (0.1940) loss_giou: 0.4220 (0.4969) loss_giou_aux_0: 0.4572 (0.5221) loss_giou_aux_1: 0.4569 (0.5068) loss_giou_aux_2: 0.4406 (0.5012) loss_giou_aux_3: 0.4298 (0.4980) loss_giou_aux_4: 0.4330 (0.4970) loss_giou_aux_5: 0.5067 (0.5915) loss_giou_dn_0: 0.5788 (0.6166) loss_giou_dn_1: 0.4864 (0.5115) loss_giou_dn_2: 0.4615 (0.4830) loss_giou_dn_3: 0.4559 (0.4744) loss_giou_dn_4: 0.4544 (0.4724) loss_giou_dn_5: 0.4545 (0.4726) loss_vfl: 0.7323 (0.7048) loss_vfl_aux_0: 0.8416 (0.8254) loss_vfl_aux_1: 0.7756 (0.7696) loss_vfl_aux_2: 0.7589 (0.7336) loss_vfl_aux_3: 0.7549 (0.7166) loss_vfl_aux_4: 0.7413 (0.7080) loss_vfl_aux_5: 0.8056 (0.8002) loss_vfl_dn_0: 0.4591 (0.4646) loss_vfl_dn_1: 0.3941 (0.4020) loss_vfl_dn_2: 0.3839 (0.3856) loss_vfl_dn_3: 0.3823 (0.3780) loss_vfl_dn_4: 0.3795 (0.3753) loss_vfl_dn_5: 0.3775 (0.3745) time: 0.4699 data: 0.0142 max mem: 5654 Epoch: [24] [5800/7393] eta: 0:12:44 lr: 0.000010 loss: 17.2977 (16.8140) loss_bbox: 0.1602 (0.1645) loss_bbox_aux_0: 0.1766 (0.1771) loss_bbox_aux_1: 0.1725 (0.1692) loss_bbox_aux_2: 0.1754 (0.1666) loss_bbox_aux_3: 0.1677 (0.1649) loss_bbox_aux_4: 0.1624 (0.1645) loss_bbox_aux_5: 0.2092 (0.2181) loss_bbox_dn_0: 0.2593 (0.2943) loss_bbox_dn_1: 0.2052 (0.2248) loss_bbox_dn_2: 0.1816 (0.2028) loss_bbox_dn_3: 0.1719 (0.1956) loss_bbox_dn_4: 0.1703 (0.1942) loss_bbox_dn_5: 0.1704 (0.1942) loss_giou: 0.5784 (0.4969) loss_giou_aux_0: 0.6041 (0.5221) loss_giou_aux_1: 0.5701 (0.5068) loss_giou_aux_2: 0.5619 (0.5012) loss_giou_aux_3: 0.5728 (0.4980) loss_giou_aux_4: 0.5713 (0.4971) loss_giou_aux_5: 0.6454 (0.5916) loss_giou_dn_0: 0.6402 (0.6166) loss_giou_dn_1: 0.5399 (0.5115) loss_giou_dn_2: 0.5065 (0.4830) loss_giou_dn_3: 0.4982 (0.4744) loss_giou_dn_4: 0.4950 (0.4724) loss_giou_dn_5: 0.4952 (0.4726) loss_vfl: 0.6700 (0.7048) loss_vfl_aux_0: 0.7853 (0.8256) loss_vfl_aux_1: 0.7352 (0.7698) loss_vfl_aux_2: 0.6988 (0.7337) loss_vfl_aux_3: 0.6805 (0.7166) loss_vfl_aux_4: 0.6658 (0.7080) loss_vfl_aux_5: 0.7597 (0.8003) loss_vfl_dn_0: 0.4626 (0.4646) loss_vfl_dn_1: 0.3982 (0.4020) loss_vfl_dn_2: 0.3824 (0.3856) loss_vfl_dn_3: 0.3725 (0.3780) loss_vfl_dn_4: 0.3704 (0.3753) loss_vfl_dn_5: 0.3689 (0.3745) time: 0.4773 data: 0.0141 max mem: 5654 Epoch: [24] [5900/7393] eta: 0:11:56 lr: 0.000010 loss: 16.5439 (16.8167) loss_bbox: 0.1570 (0.1644) loss_bbox_aux_0: 0.1652 (0.1771) loss_bbox_aux_1: 0.1565 (0.1691) loss_bbox_aux_2: 0.1565 (0.1665) loss_bbox_aux_3: 0.1586 (0.1648) loss_bbox_aux_4: 0.1581 (0.1644) loss_bbox_aux_5: 0.2049 (0.2179) loss_bbox_dn_0: 0.2687 (0.2942) loss_bbox_dn_1: 0.1993 (0.2248) loss_bbox_dn_2: 0.1805 (0.2027) loss_bbox_dn_3: 0.1747 (0.1955) loss_bbox_dn_4: 0.1731 (0.1941) loss_bbox_dn_5: 0.1726 (0.1941) loss_giou: 0.4409 (0.4972) loss_giou_aux_0: 0.4727 (0.5224) loss_giou_aux_1: 0.4476 (0.5070) loss_giou_aux_2: 0.4432 (0.5014) loss_giou_aux_3: 0.4471 (0.4983) loss_giou_aux_4: 0.4452 (0.4973) loss_giou_aux_5: 0.5504 (0.5919) loss_giou_dn_0: 0.5807 (0.6168) loss_giou_dn_1: 0.4796 (0.5118) loss_giou_dn_2: 0.4523 (0.4832) loss_giou_dn_3: 0.4430 (0.4746) loss_giou_dn_4: 0.4431 (0.4726) loss_giou_dn_5: 0.4441 (0.4728) loss_vfl: 0.6999 (0.7048) loss_vfl_aux_0: 0.8089 (0.8257) loss_vfl_aux_1: 0.7914 (0.7701) loss_vfl_aux_2: 0.7241 (0.7339) loss_vfl_aux_3: 0.6995 (0.7166) loss_vfl_aux_4: 0.6975 (0.7080) loss_vfl_aux_5: 0.7965 (0.8003) loss_vfl_dn_0: 0.4625 (0.4646) loss_vfl_dn_1: 0.4035 (0.4021) loss_vfl_dn_2: 0.3885 (0.3857) loss_vfl_dn_3: 0.3786 (0.3781) loss_vfl_dn_4: 0.3758 (0.3754) loss_vfl_dn_5: 0.3742 (0.3746) time: 0.4767 data: 0.0141 max mem: 5654 Epoch: [24] [6000/7393] eta: 0:11:07 lr: 0.000010 loss: 16.5013 (16.8146) loss_bbox: 0.1572 (0.1645) loss_bbox_aux_0: 0.1658 (0.1771) loss_bbox_aux_1: 0.1552 (0.1691) loss_bbox_aux_2: 0.1580 (0.1665) loss_bbox_aux_3: 0.1632 (0.1648) loss_bbox_aux_4: 0.1602 (0.1644) loss_bbox_aux_5: 0.2038 (0.2179) loss_bbox_dn_0: 0.2652 (0.2942) loss_bbox_dn_1: 0.2053 (0.2248) loss_bbox_dn_2: 0.1829 (0.2027) loss_bbox_dn_3: 0.1749 (0.1956) loss_bbox_dn_4: 0.1737 (0.1941) loss_bbox_dn_5: 0.1741 (0.1941) loss_giou: 0.4564 (0.4970) loss_giou_aux_0: 0.4773 (0.5222) loss_giou_aux_1: 0.4449 (0.5067) loss_giou_aux_2: 0.4531 (0.5012) loss_giou_aux_3: 0.4562 (0.4980) loss_giou_aux_4: 0.4562 (0.4971) loss_giou_aux_5: 0.5472 (0.5916) loss_giou_dn_0: 0.5900 (0.6166) loss_giou_dn_1: 0.4819 (0.5116) loss_giou_dn_2: 0.4433 (0.4831) loss_giou_dn_3: 0.4318 (0.4744) loss_giou_dn_4: 0.4289 (0.4724) loss_giou_dn_5: 0.4288 (0.4726) loss_vfl: 0.6312 (0.7049) loss_vfl_aux_0: 0.7556 (0.8258) loss_vfl_aux_1: 0.7317 (0.7702) loss_vfl_aux_2: 0.6677 (0.7340) loss_vfl_aux_3: 0.6400 (0.7167) loss_vfl_aux_4: 0.6346 (0.7081) loss_vfl_aux_5: 0.7280 (0.8003) loss_vfl_dn_0: 0.4618 (0.4647) loss_vfl_dn_1: 0.3937 (0.4021) loss_vfl_dn_2: 0.3772 (0.3857) loss_vfl_dn_3: 0.3738 (0.3781) loss_vfl_dn_4: 0.3702 (0.3754) loss_vfl_dn_5: 0.3688 (0.3746) time: 0.4696 data: 0.0142 max mem: 5654 Epoch: [24] [6100/7393] eta: 0:10:20 lr: 0.000010 loss: 17.2208 (16.8153) loss_bbox: 0.1554 (0.1644) loss_bbox_aux_0: 0.1673 (0.1770) loss_bbox_aux_1: 0.1660 (0.1690) loss_bbox_aux_2: 0.1611 (0.1664) loss_bbox_aux_3: 0.1568 (0.1647) loss_bbox_aux_4: 0.1561 (0.1644) loss_bbox_aux_5: 0.1946 (0.2179) loss_bbox_dn_0: 0.2679 (0.2940) loss_bbox_dn_1: 0.2094 (0.2247) loss_bbox_dn_2: 0.1950 (0.2026) loss_bbox_dn_3: 0.1889 (0.1955) loss_bbox_dn_4: 0.1869 (0.1940) loss_bbox_dn_5: 0.1870 (0.1940) loss_giou: 0.5326 (0.4972) loss_giou_aux_0: 0.5542 (0.5224) loss_giou_aux_1: 0.5399 (0.5070) loss_giou_aux_2: 0.5375 (0.5014) loss_giou_aux_3: 0.5304 (0.4982) loss_giou_aux_4: 0.5355 (0.4973) loss_giou_aux_5: 0.6240 (0.5918) loss_giou_dn_0: 0.6625 (0.6167) loss_giou_dn_1: 0.5503 (0.5117) loss_giou_dn_2: 0.5132 (0.4832) loss_giou_dn_3: 0.5019 (0.4745) loss_giou_dn_4: 0.5009 (0.4725) loss_giou_dn_5: 0.5009 (0.4727) loss_vfl: 0.7057 (0.7048) loss_vfl_aux_0: 0.8096 (0.8258) loss_vfl_aux_1: 0.7803 (0.7702) loss_vfl_aux_2: 0.7530 (0.7340) loss_vfl_aux_3: 0.7215 (0.7166) loss_vfl_aux_4: 0.7077 (0.7079) loss_vfl_aux_5: 0.7732 (0.8002) loss_vfl_dn_0: 0.4527 (0.4646) loss_vfl_dn_1: 0.4036 (0.4020) loss_vfl_dn_2: 0.3909 (0.3857) loss_vfl_dn_3: 0.3850 (0.3781) loss_vfl_dn_4: 0.3815 (0.3754) loss_vfl_dn_5: 0.3795 (0.3746) time: 0.4757 data: 0.0136 max mem: 5654 Epoch: [24] [6200/7393] eta: 0:09:32 lr: 0.000010 loss: 16.4861 (16.8148) loss_bbox: 0.1495 (0.1644) loss_bbox_aux_0: 0.1599 (0.1771) loss_bbox_aux_1: 0.1627 (0.1691) loss_bbox_aux_2: 0.1544 (0.1664) loss_bbox_aux_3: 0.1528 (0.1648) loss_bbox_aux_4: 0.1495 (0.1644) loss_bbox_aux_5: 0.2006 (0.2180) loss_bbox_dn_0: 0.2679 (0.2941) loss_bbox_dn_1: 0.1987 (0.2247) loss_bbox_dn_2: 0.1711 (0.2027) loss_bbox_dn_3: 0.1615 (0.1955) loss_bbox_dn_4: 0.1598 (0.1940) loss_bbox_dn_5: 0.1598 (0.1940) loss_giou: 0.5060 (0.4972) loss_giou_aux_0: 0.5215 (0.5223) loss_giou_aux_1: 0.5126 (0.5069) loss_giou_aux_2: 0.5100 (0.5013) loss_giou_aux_3: 0.5110 (0.4982) loss_giou_aux_4: 0.5103 (0.4973) loss_giou_aux_5: 0.5911 (0.5918) loss_giou_dn_0: 0.6161 (0.6166) loss_giou_dn_1: 0.5174 (0.5116) loss_giou_dn_2: 0.4933 (0.4831) loss_giou_dn_3: 0.4857 (0.4744) loss_giou_dn_4: 0.4855 (0.4724) loss_giou_dn_5: 0.4859 (0.4726) loss_vfl: 0.6802 (0.7047) loss_vfl_aux_0: 0.7926 (0.8258) loss_vfl_aux_1: 0.7346 (0.7702) loss_vfl_aux_2: 0.7144 (0.7340) loss_vfl_aux_3: 0.6947 (0.7166) loss_vfl_aux_4: 0.6807 (0.7079) loss_vfl_aux_5: 0.7726 (0.8001) loss_vfl_dn_0: 0.4585 (0.4646) loss_vfl_dn_1: 0.3986 (0.4020) loss_vfl_dn_2: 0.3827 (0.3857) loss_vfl_dn_3: 0.3754 (0.3781) loss_vfl_dn_4: 0.3754 (0.3754) loss_vfl_dn_5: 0.3736 (0.3746) time: 0.4723 data: 0.0136 max mem: 5654 Epoch: [24] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 16.5262 (16.8149) loss_bbox: 0.1621 (0.1644) loss_bbox_aux_0: 0.1793 (0.1771) loss_bbox_aux_1: 0.1686 (0.1690) loss_bbox_aux_2: 0.1658 (0.1664) loss_bbox_aux_3: 0.1632 (0.1647) loss_bbox_aux_4: 0.1609 (0.1644) loss_bbox_aux_5: 0.2286 (0.2179) loss_bbox_dn_0: 0.3172 (0.2940) loss_bbox_dn_1: 0.2347 (0.2246) loss_bbox_dn_2: 0.2134 (0.2026) loss_bbox_dn_3: 0.2101 (0.1955) loss_bbox_dn_4: 0.2095 (0.1940) loss_bbox_dn_5: 0.2095 (0.1940) loss_giou: 0.4651 (0.4972) loss_giou_aux_0: 0.4673 (0.5224) loss_giou_aux_1: 0.4589 (0.5070) loss_giou_aux_2: 0.4541 (0.5014) loss_giou_aux_3: 0.4688 (0.4983) loss_giou_aux_4: 0.4633 (0.4974) loss_giou_aux_5: 0.5493 (0.5919) loss_giou_dn_0: 0.5991 (0.6167) loss_giou_dn_1: 0.4963 (0.5118) loss_giou_dn_2: 0.4743 (0.4832) loss_giou_dn_3: 0.4652 (0.4746) loss_giou_dn_4: 0.4629 (0.4725) loss_giou_dn_5: 0.4628 (0.4727) loss_vfl: 0.6744 (0.7047) loss_vfl_aux_0: 0.8054 (0.8256) loss_vfl_aux_1: 0.7430 (0.7701) loss_vfl_aux_2: 0.7118 (0.7339) loss_vfl_aux_3: 0.6827 (0.7165) loss_vfl_aux_4: 0.6703 (0.7078) loss_vfl_aux_5: 0.7559 (0.8000) loss_vfl_dn_0: 0.4660 (0.4647) loss_vfl_dn_1: 0.4029 (0.4021) loss_vfl_dn_2: 0.3898 (0.3857) loss_vfl_dn_3: 0.3792 (0.3781) loss_vfl_dn_4: 0.3784 (0.3754) loss_vfl_dn_5: 0.3791 (0.3747) time: 0.4642 data: 0.0140 max mem: 5654 Epoch: [24] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 15.9404 (16.8123) loss_bbox: 0.1501 (0.1643) loss_bbox_aux_0: 0.1513 (0.1770) loss_bbox_aux_1: 0.1513 (0.1689) loss_bbox_aux_2: 0.1516 (0.1663) loss_bbox_aux_3: 0.1509 (0.1647) loss_bbox_aux_4: 0.1431 (0.1643) loss_bbox_aux_5: 0.1920 (0.2178) loss_bbox_dn_0: 0.2467 (0.2938) loss_bbox_dn_1: 0.1834 (0.2244) loss_bbox_dn_2: 0.1641 (0.2024) loss_bbox_dn_3: 0.1591 (0.1953) loss_bbox_dn_4: 0.1564 (0.1938) loss_bbox_dn_5: 0.1564 (0.1938) loss_giou: 0.4781 (0.4974) loss_giou_aux_0: 0.4879 (0.5225) loss_giou_aux_1: 0.4706 (0.5071) loss_giou_aux_2: 0.4721 (0.5014) loss_giou_aux_3: 0.4773 (0.4984) loss_giou_aux_4: 0.4850 (0.4975) loss_giou_aux_5: 0.5580 (0.5920) loss_giou_dn_0: 0.6004 (0.6166) loss_giou_dn_1: 0.4981 (0.5117) loss_giou_dn_2: 0.4787 (0.4832) loss_giou_dn_3: 0.4731 (0.4746) loss_giou_dn_4: 0.4721 (0.4725) loss_giou_dn_5: 0.4727 (0.4727) loss_vfl: 0.6729 (0.7045) loss_vfl_aux_0: 0.7968 (0.8255) loss_vfl_aux_1: 0.7179 (0.7700) loss_vfl_aux_2: 0.6837 (0.7338) loss_vfl_aux_3: 0.6799 (0.7164) loss_vfl_aux_4: 0.6738 (0.7076) loss_vfl_aux_5: 0.7670 (0.7999) loss_vfl_dn_0: 0.4542 (0.4646) loss_vfl_dn_1: 0.3894 (0.4020) loss_vfl_dn_2: 0.3784 (0.3857) loss_vfl_dn_3: 0.3728 (0.3781) loss_vfl_dn_4: 0.3699 (0.3754) loss_vfl_dn_5: 0.3681 (0.3746) time: 0.4863 data: 0.0142 max mem: 5654 Epoch: [24] [6500/7393] eta: 0:07:08 lr: 0.000010 loss: 17.2511 (16.8114) loss_bbox: 0.1617 (0.1643) loss_bbox_aux_0: 0.1656 (0.1769) loss_bbox_aux_1: 0.1670 (0.1689) loss_bbox_aux_2: 0.1602 (0.1663) loss_bbox_aux_3: 0.1598 (0.1646) loss_bbox_aux_4: 0.1604 (0.1643) loss_bbox_aux_5: 0.1971 (0.2177) loss_bbox_dn_0: 0.2619 (0.2937) loss_bbox_dn_1: 0.2066 (0.2243) loss_bbox_dn_2: 0.1872 (0.2024) loss_bbox_dn_3: 0.1833 (0.1952) loss_bbox_dn_4: 0.1819 (0.1937) loss_bbox_dn_5: 0.1819 (0.1937) loss_giou: 0.4659 (0.4974) loss_giou_aux_0: 0.4985 (0.5226) loss_giou_aux_1: 0.4807 (0.5072) loss_giou_aux_2: 0.4727 (0.5015) loss_giou_aux_3: 0.4824 (0.4984) loss_giou_aux_4: 0.4780 (0.4976) loss_giou_aux_5: 0.5642 (0.5921) loss_giou_dn_0: 0.6059 (0.6167) loss_giou_dn_1: 0.4966 (0.5118) loss_giou_dn_2: 0.4794 (0.4832) loss_giou_dn_3: 0.4733 (0.4746) loss_giou_dn_4: 0.4718 (0.4726) loss_giou_dn_5: 0.4719 (0.4727) loss_vfl: 0.7287 (0.7044) loss_vfl_aux_0: 0.8482 (0.8253) loss_vfl_aux_1: 0.7790 (0.7699) loss_vfl_aux_2: 0.7590 (0.7337) loss_vfl_aux_3: 0.7433 (0.7163) loss_vfl_aux_4: 0.7374 (0.7075) loss_vfl_aux_5: 0.7873 (0.7996) loss_vfl_dn_0: 0.4703 (0.4646) loss_vfl_dn_1: 0.4107 (0.4020) loss_vfl_dn_2: 0.3942 (0.3857) loss_vfl_dn_3: 0.3857 (0.3781) loss_vfl_dn_4: 0.3810 (0.3753) loss_vfl_dn_5: 0.3816 (0.3746) time: 0.4608 data: 0.0143 max mem: 5654 Epoch: [24] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 16.7241 (16.8119) loss_bbox: 0.1479 (0.1643) loss_bbox_aux_0: 0.1652 (0.1769) loss_bbox_aux_1: 0.1551 (0.1688) loss_bbox_aux_2: 0.1499 (0.1662) loss_bbox_aux_3: 0.1536 (0.1646) loss_bbox_aux_4: 0.1532 (0.1642) loss_bbox_aux_5: 0.1966 (0.2176) loss_bbox_dn_0: 0.2744 (0.2936) loss_bbox_dn_1: 0.2073 (0.2243) loss_bbox_dn_2: 0.1888 (0.2023) loss_bbox_dn_3: 0.1808 (0.1951) loss_bbox_dn_4: 0.1807 (0.1937) loss_bbox_dn_5: 0.1807 (0.1936) loss_giou: 0.4868 (0.4975) loss_giou_aux_0: 0.4990 (0.5226) loss_giou_aux_1: 0.4968 (0.5072) loss_giou_aux_2: 0.5033 (0.5015) loss_giou_aux_3: 0.5049 (0.4985) loss_giou_aux_4: 0.4999 (0.4976) loss_giou_aux_5: 0.5779 (0.5921) loss_giou_dn_0: 0.6171 (0.6167) loss_giou_dn_1: 0.5069 (0.5118) loss_giou_dn_2: 0.4806 (0.4832) loss_giou_dn_3: 0.4711 (0.4746) loss_giou_dn_4: 0.4688 (0.4726) loss_giou_dn_5: 0.4687 (0.4728) loss_vfl: 0.7334 (0.7046) loss_vfl_aux_0: 0.8260 (0.8255) loss_vfl_aux_1: 0.7829 (0.7701) loss_vfl_aux_2: 0.7368 (0.7339) loss_vfl_aux_3: 0.7281 (0.7164) loss_vfl_aux_4: 0.7136 (0.7077) loss_vfl_aux_5: 0.7927 (0.7996) loss_vfl_dn_0: 0.4643 (0.4646) loss_vfl_dn_1: 0.4039 (0.4020) loss_vfl_dn_2: 0.3872 (0.3857) loss_vfl_dn_3: 0.3791 (0.3781) loss_vfl_dn_4: 0.3773 (0.3754) loss_vfl_dn_5: 0.3773 (0.3746) time: 0.4631 data: 0.0144 max mem: 5654 Epoch: [24] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 16.2963 (16.8105) loss_bbox: 0.1543 (0.1643) loss_bbox_aux_0: 0.1706 (0.1769) loss_bbox_aux_1: 0.1607 (0.1688) loss_bbox_aux_2: 0.1567 (0.1662) loss_bbox_aux_3: 0.1482 (0.1645) loss_bbox_aux_4: 0.1563 (0.1642) loss_bbox_aux_5: 0.1978 (0.2176) loss_bbox_dn_0: 0.2840 (0.2935) loss_bbox_dn_1: 0.2262 (0.2242) loss_bbox_dn_2: 0.2053 (0.2022) loss_bbox_dn_3: 0.1994 (0.1951) loss_bbox_dn_4: 0.1979 (0.1936) loss_bbox_dn_5: 0.1979 (0.1936) loss_giou: 0.4703 (0.4975) loss_giou_aux_0: 0.4823 (0.5227) loss_giou_aux_1: 0.4767 (0.5072) loss_giou_aux_2: 0.4762 (0.5016) loss_giou_aux_3: 0.4702 (0.4985) loss_giou_aux_4: 0.4717 (0.4976) loss_giou_aux_5: 0.5469 (0.5922) loss_giou_dn_0: 0.5823 (0.6166) loss_giou_dn_1: 0.4868 (0.5117) loss_giou_dn_2: 0.4664 (0.4832) loss_giou_dn_3: 0.4596 (0.4746) loss_giou_dn_4: 0.4584 (0.4726) loss_giou_dn_5: 0.4587 (0.4727) loss_vfl: 0.6803 (0.7044) loss_vfl_aux_0: 0.8155 (0.8254) loss_vfl_aux_1: 0.7702 (0.7699) loss_vfl_aux_2: 0.7177 (0.7337) loss_vfl_aux_3: 0.7038 (0.7163) loss_vfl_aux_4: 0.6789 (0.7075) loss_vfl_aux_5: 0.8030 (0.7996) loss_vfl_dn_0: 0.4648 (0.4646) loss_vfl_dn_1: 0.4000 (0.4020) loss_vfl_dn_2: 0.3831 (0.3856) loss_vfl_dn_3: 0.3736 (0.3780) loss_vfl_dn_4: 0.3712 (0.3753) loss_vfl_dn_5: 0.3730 (0.3746) time: 0.4746 data: 0.0144 max mem: 5654 Epoch: [24] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.1463 (16.8099) loss_bbox: 0.1501 (0.1643) loss_bbox_aux_0: 0.1630 (0.1769) loss_bbox_aux_1: 0.1570 (0.1689) loss_bbox_aux_2: 0.1488 (0.1662) loss_bbox_aux_3: 0.1466 (0.1646) loss_bbox_aux_4: 0.1493 (0.1643) loss_bbox_aux_5: 0.2035 (0.2177) loss_bbox_dn_0: 0.2982 (0.2936) loss_bbox_dn_1: 0.2296 (0.2243) loss_bbox_dn_2: 0.2080 (0.2023) loss_bbox_dn_3: 0.1970 (0.1951) loss_bbox_dn_4: 0.1941 (0.1937) loss_bbox_dn_5: 0.1941 (0.1936) loss_giou: 0.4547 (0.4976) loss_giou_aux_0: 0.4879 (0.5227) loss_giou_aux_1: 0.4751 (0.5073) loss_giou_aux_2: 0.4599 (0.5017) loss_giou_aux_3: 0.4609 (0.4986) loss_giou_aux_4: 0.4488 (0.4977) loss_giou_aux_5: 0.5669 (0.5922) loss_giou_dn_0: 0.5841 (0.6166) loss_giou_dn_1: 0.4802 (0.5118) loss_giou_dn_2: 0.4512 (0.4832) loss_giou_dn_3: 0.4414 (0.4746) loss_giou_dn_4: 0.4394 (0.4726) loss_giou_dn_5: 0.4394 (0.4727) loss_vfl: 0.6743 (0.7042) loss_vfl_aux_0: 0.8078 (0.8252) loss_vfl_aux_1: 0.7509 (0.7696) loss_vfl_aux_2: 0.7112 (0.7335) loss_vfl_aux_3: 0.6968 (0.7160) loss_vfl_aux_4: 0.6721 (0.7073) loss_vfl_aux_5: 0.7900 (0.7993) loss_vfl_dn_0: 0.4630 (0.4645) loss_vfl_dn_1: 0.3920 (0.4019) loss_vfl_dn_2: 0.3748 (0.3856) loss_vfl_dn_3: 0.3651 (0.3780) loss_vfl_dn_4: 0.3631 (0.3753) loss_vfl_dn_5: 0.3615 (0.3745) time: 0.4800 data: 0.0146 max mem: 5654 Epoch: [24] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 16.4713 (16.8069) loss_bbox: 0.1567 (0.1643) loss_bbox_aux_0: 0.1702 (0.1769) loss_bbox_aux_1: 0.1655 (0.1689) loss_bbox_aux_2: 0.1599 (0.1663) loss_bbox_aux_3: 0.1528 (0.1646) loss_bbox_aux_4: 0.1548 (0.1643) loss_bbox_aux_5: 0.2094 (0.2177) loss_bbox_dn_0: 0.2787 (0.2937) loss_bbox_dn_1: 0.2130 (0.2243) loss_bbox_dn_2: 0.1904 (0.2023) loss_bbox_dn_3: 0.1823 (0.1952) loss_bbox_dn_4: 0.1795 (0.1937) loss_bbox_dn_5: 0.1793 (0.1937) loss_giou: 0.4497 (0.4973) loss_giou_aux_0: 0.4836 (0.5224) loss_giou_aux_1: 0.4687 (0.5070) loss_giou_aux_2: 0.4617 (0.5013) loss_giou_aux_3: 0.4549 (0.4983) loss_giou_aux_4: 0.4501 (0.4974) loss_giou_aux_5: 0.5508 (0.5919) loss_giou_dn_0: 0.5881 (0.6164) loss_giou_dn_1: 0.4731 (0.5116) loss_giou_dn_2: 0.4367 (0.4830) loss_giou_dn_3: 0.4247 (0.4744) loss_giou_dn_4: 0.4230 (0.4724) loss_giou_dn_5: 0.4260 (0.4725) loss_vfl: 0.7322 (0.7042) loss_vfl_aux_0: 0.8362 (0.8252) loss_vfl_aux_1: 0.8068 (0.7696) loss_vfl_aux_2: 0.7547 (0.7335) loss_vfl_aux_3: 0.7490 (0.7161) loss_vfl_aux_4: 0.7411 (0.7073) loss_vfl_aux_5: 0.8028 (0.7994) loss_vfl_dn_0: 0.4630 (0.4645) loss_vfl_dn_1: 0.4015 (0.4019) loss_vfl_dn_2: 0.3825 (0.3856) loss_vfl_dn_3: 0.3748 (0.3780) loss_vfl_dn_4: 0.3716 (0.3753) loss_vfl_dn_5: 0.3703 (0.3745) time: 0.4802 data: 0.0139 max mem: 5654 Epoch: [24] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 16.5680 (16.8076) loss_bbox: 0.1598 (0.1642) loss_bbox_aux_0: 0.1677 (0.1769) loss_bbox_aux_1: 0.1671 (0.1688) loss_bbox_aux_2: 0.1636 (0.1662) loss_bbox_aux_3: 0.1660 (0.1645) loss_bbox_aux_4: 0.1664 (0.1642) loss_bbox_aux_5: 0.2261 (0.2177) loss_bbox_dn_0: 0.2807 (0.2936) loss_bbox_dn_1: 0.2105 (0.2242) loss_bbox_dn_2: 0.1892 (0.2022) loss_bbox_dn_3: 0.1822 (0.1951) loss_bbox_dn_4: 0.1822 (0.1936) loss_bbox_dn_5: 0.1822 (0.1936) loss_giou: 0.4883 (0.4975) loss_giou_aux_0: 0.5183 (0.5226) loss_giou_aux_1: 0.4930 (0.5072) loss_giou_aux_2: 0.4978 (0.5015) loss_giou_aux_3: 0.4818 (0.4984) loss_giou_aux_4: 0.4914 (0.4976) loss_giou_aux_5: 0.5901 (0.5922) loss_giou_dn_0: 0.5894 (0.6165) loss_giou_dn_1: 0.4956 (0.5116) loss_giou_dn_2: 0.4664 (0.4830) loss_giou_dn_3: 0.4566 (0.4744) loss_giou_dn_4: 0.4566 (0.4724) loss_giou_dn_5: 0.4565 (0.4726) loss_vfl: 0.6782 (0.7043) loss_vfl_aux_0: 0.8075 (0.8252) loss_vfl_aux_1: 0.7535 (0.7696) loss_vfl_aux_2: 0.7151 (0.7335) loss_vfl_aux_3: 0.6984 (0.7161) loss_vfl_aux_4: 0.6861 (0.7073) loss_vfl_aux_5: 0.7676 (0.7992) loss_vfl_dn_0: 0.4663 (0.4645) loss_vfl_dn_1: 0.4038 (0.4019) loss_vfl_dn_2: 0.3907 (0.3856) loss_vfl_dn_3: 0.3848 (0.3780) loss_vfl_dn_4: 0.3806 (0.3753) loss_vfl_dn_5: 0.3787 (0.3745) time: 0.4840 data: 0.0142 max mem: 5654 Epoch: [24] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 17.0139 (16.8075) loss_bbox: 0.1740 (0.1643) loss_bbox_aux_0: 0.1839 (0.1769) loss_bbox_aux_1: 0.1745 (0.1689) loss_bbox_aux_2: 0.1655 (0.1662) loss_bbox_aux_3: 0.1734 (0.1645) loss_bbox_aux_4: 0.1708 (0.1643) loss_bbox_aux_5: 0.2209 (0.2177) loss_bbox_dn_0: 0.3176 (0.2935) loss_bbox_dn_1: 0.2212 (0.2242) loss_bbox_dn_2: 0.2001 (0.2022) loss_bbox_dn_3: 0.1864 (0.1950) loss_bbox_dn_4: 0.1857 (0.1936) loss_bbox_dn_5: 0.1858 (0.1935) loss_giou: 0.4659 (0.4975) loss_giou_aux_0: 0.4928 (0.5227) loss_giou_aux_1: 0.4751 (0.5073) loss_giou_aux_2: 0.4681 (0.5016) loss_giou_aux_3: 0.4670 (0.4985) loss_giou_aux_4: 0.4675 (0.4977) loss_giou_aux_5: 0.5651 (0.5922) loss_giou_dn_0: 0.6255 (0.6164) loss_giou_dn_1: 0.5038 (0.5116) loss_giou_dn_2: 0.4646 (0.4830) loss_giou_dn_3: 0.4545 (0.4744) loss_giou_dn_4: 0.4518 (0.4724) loss_giou_dn_5: 0.4523 (0.4725) loss_vfl: 0.7131 (0.7042) loss_vfl_aux_0: 0.8616 (0.8253) loss_vfl_aux_1: 0.7932 (0.7695) loss_vfl_aux_2: 0.7543 (0.7334) loss_vfl_aux_3: 0.7371 (0.7161) loss_vfl_aux_4: 0.7222 (0.7073) loss_vfl_aux_5: 0.8290 (0.7992) loss_vfl_dn_0: 0.4653 (0.4645) loss_vfl_dn_1: 0.3945 (0.4019) loss_vfl_dn_2: 0.3777 (0.3856) loss_vfl_dn_3: 0.3665 (0.3780) loss_vfl_dn_4: 0.3623 (0.3753) loss_vfl_dn_5: 0.3617 (0.3745) time: 0.4756 data: 0.0141 max mem: 5654 Epoch: [24] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 17.0499 (16.8104) loss_bbox: 0.1632 (0.1643) loss_bbox_aux_0: 0.1837 (0.1770) loss_bbox_aux_1: 0.1807 (0.1690) loss_bbox_aux_2: 0.1717 (0.1663) loss_bbox_aux_3: 0.1716 (0.1646) loss_bbox_aux_4: 0.1655 (0.1643) loss_bbox_aux_5: 0.2205 (0.2178) loss_bbox_dn_0: 0.3302 (0.2937) loss_bbox_dn_1: 0.2605 (0.2244) loss_bbox_dn_2: 0.2344 (0.2023) loss_bbox_dn_3: 0.2253 (0.1952) loss_bbox_dn_4: 0.2226 (0.1937) loss_bbox_dn_5: 0.2228 (0.1937) loss_giou: 0.4198 (0.4974) loss_giou_aux_0: 0.4304 (0.5226) loss_giou_aux_1: 0.4374 (0.5072) loss_giou_aux_2: 0.4202 (0.5015) loss_giou_aux_3: 0.4177 (0.4984) loss_giou_aux_4: 0.4198 (0.4975) loss_giou_aux_5: 0.5060 (0.5921) loss_giou_dn_0: 0.5914 (0.6164) loss_giou_dn_1: 0.4959 (0.5116) loss_giou_dn_2: 0.4689 (0.4830) loss_giou_dn_3: 0.4550 (0.4744) loss_giou_dn_4: 0.4520 (0.4724) loss_giou_dn_5: 0.4519 (0.4725) loss_vfl: 0.7304 (0.7044) loss_vfl_aux_0: 0.8346 (0.8256) loss_vfl_aux_1: 0.7902 (0.7699) loss_vfl_aux_2: 0.7609 (0.7337) loss_vfl_aux_3: 0.7319 (0.7163) loss_vfl_aux_4: 0.7261 (0.7076) loss_vfl_aux_5: 0.8152 (0.7993) loss_vfl_dn_0: 0.4699 (0.4646) loss_vfl_dn_1: 0.4030 (0.4019) loss_vfl_dn_2: 0.3898 (0.3857) loss_vfl_dn_3: 0.3828 (0.3781) loss_vfl_dn_4: 0.3770 (0.3754) loss_vfl_dn_5: 0.3752 (0.3746) time: 0.4726 data: 0.0145 max mem: 5654 Epoch: [24] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.4390 (16.8079) loss_bbox: 0.1702 (0.1643) loss_bbox_aux_0: 0.1832 (0.1770) loss_bbox_aux_1: 0.1733 (0.1690) loss_bbox_aux_2: 0.1716 (0.1662) loss_bbox_aux_3: 0.1696 (0.1646) loss_bbox_aux_4: 0.1695 (0.1643) loss_bbox_aux_5: 0.2243 (0.2178) loss_bbox_dn_0: 0.2856 (0.2937) loss_bbox_dn_1: 0.2201 (0.2243) loss_bbox_dn_2: 0.2029 (0.2023) loss_bbox_dn_3: 0.1916 (0.1952) loss_bbox_dn_4: 0.1896 (0.1937) loss_bbox_dn_5: 0.1898 (0.1937) loss_giou: 0.4379 (0.4974) loss_giou_aux_0: 0.4637 (0.5225) loss_giou_aux_1: 0.4447 (0.5072) loss_giou_aux_2: 0.4430 (0.5015) loss_giou_aux_3: 0.4416 (0.4984) loss_giou_aux_4: 0.4412 (0.4975) loss_giou_aux_5: 0.5391 (0.5920) loss_giou_dn_0: 0.5897 (0.6164) loss_giou_dn_1: 0.4790 (0.5115) loss_giou_dn_2: 0.4509 (0.4829) loss_giou_dn_3: 0.4401 (0.4743) loss_giou_dn_4: 0.4368 (0.4723) loss_giou_dn_5: 0.4365 (0.4725) loss_vfl: 0.6844 (0.7043) loss_vfl_aux_0: 0.8168 (0.8254) loss_vfl_aux_1: 0.7879 (0.7697) loss_vfl_aux_2: 0.7433 (0.7335) loss_vfl_aux_3: 0.7027 (0.7161) loss_vfl_aux_4: 0.6977 (0.7074) loss_vfl_aux_5: 0.7990 (0.7992) loss_vfl_dn_0: 0.4641 (0.4645) loss_vfl_dn_1: 0.3970 (0.4019) loss_vfl_dn_2: 0.3777 (0.3856) loss_vfl_dn_3: 0.3694 (0.3780) loss_vfl_dn_4: 0.3675 (0.3753) loss_vfl_dn_5: 0.3653 (0.3745) time: 0.4600 data: 0.0138 max mem: 5654 Epoch: [24] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.9586 (16.8063) loss_bbox: 0.1617 (0.1643) loss_bbox_aux_0: 0.1824 (0.1770) loss_bbox_aux_1: 0.1722 (0.1690) loss_bbox_aux_2: 0.1669 (0.1663) loss_bbox_aux_3: 0.1636 (0.1646) loss_bbox_aux_4: 0.1617 (0.1643) loss_bbox_aux_5: 0.2132 (0.2178) loss_bbox_dn_0: 0.2918 (0.2937) loss_bbox_dn_1: 0.2187 (0.2243) loss_bbox_dn_2: 0.1972 (0.2023) loss_bbox_dn_3: 0.1886 (0.1951) loss_bbox_dn_4: 0.1893 (0.1937) loss_bbox_dn_5: 0.1892 (0.1936) loss_giou: 0.4866 (0.4973) loss_giou_aux_0: 0.5088 (0.5224) loss_giou_aux_1: 0.5023 (0.5070) loss_giou_aux_2: 0.4945 (0.5013) loss_giou_aux_3: 0.4860 (0.4982) loss_giou_aux_4: 0.4864 (0.4974) loss_giou_aux_5: 0.5636 (0.5918) loss_giou_dn_0: 0.6212 (0.6163) loss_giou_dn_1: 0.5121 (0.5113) loss_giou_dn_2: 0.4852 (0.4827) loss_giou_dn_3: 0.4758 (0.4741) loss_giou_dn_4: 0.4720 (0.4721) loss_giou_dn_5: 0.4720 (0.4723) loss_vfl: 0.6937 (0.7043) loss_vfl_aux_0: 0.8358 (0.8256) loss_vfl_aux_1: 0.7666 (0.7699) loss_vfl_aux_2: 0.7401 (0.7336) loss_vfl_aux_3: 0.6935 (0.7160) loss_vfl_aux_4: 0.6996 (0.7074) loss_vfl_aux_5: 0.8089 (0.7993) loss_vfl_dn_0: 0.4638 (0.4646) loss_vfl_dn_1: 0.4041 (0.4019) loss_vfl_dn_2: 0.3896 (0.3856) loss_vfl_dn_3: 0.3798 (0.3780) loss_vfl_dn_4: 0.3765 (0.3753) loss_vfl_dn_5: 0.3753 (0.3745) time: 0.4787 data: 0.0142 max mem: 5654 Epoch: [24] Total time: 0:59:07 (0.4798 s / it) Averaged stats: lr: 0.000010 loss: 16.9586 (16.8063) loss_bbox: 0.1617 (0.1643) loss_bbox_aux_0: 0.1824 (0.1770) loss_bbox_aux_1: 0.1722 (0.1690) loss_bbox_aux_2: 0.1669 (0.1663) loss_bbox_aux_3: 0.1636 (0.1646) loss_bbox_aux_4: 0.1617 (0.1643) loss_bbox_aux_5: 0.2132 (0.2178) loss_bbox_dn_0: 0.2918 (0.2937) loss_bbox_dn_1: 0.2187 (0.2243) loss_bbox_dn_2: 0.1972 (0.2023) loss_bbox_dn_3: 0.1886 (0.1951) loss_bbox_dn_4: 0.1893 (0.1937) loss_bbox_dn_5: 0.1892 (0.1936) loss_giou: 0.4866 (0.4973) loss_giou_aux_0: 0.5088 (0.5224) loss_giou_aux_1: 0.5023 (0.5070) loss_giou_aux_2: 0.4945 (0.5013) loss_giou_aux_3: 0.4860 (0.4982) loss_giou_aux_4: 0.4864 (0.4974) loss_giou_aux_5: 0.5636 (0.5918) loss_giou_dn_0: 0.6212 (0.6163) loss_giou_dn_1: 0.5121 (0.5113) loss_giou_dn_2: 0.4852 (0.4827) loss_giou_dn_3: 0.4758 (0.4741) loss_giou_dn_4: 0.4720 (0.4721) loss_giou_dn_5: 0.4720 (0.4723) loss_vfl: 0.6937 (0.7043) loss_vfl_aux_0: 0.8358 (0.8256) loss_vfl_aux_1: 0.7666 (0.7699) loss_vfl_aux_2: 0.7401 (0.7336) loss_vfl_aux_3: 0.6935 (0.7160) loss_vfl_aux_4: 0.6996 (0.7074) loss_vfl_aux_5: 0.8089 (0.7993) loss_vfl_dn_0: 0.4638 (0.4646) loss_vfl_dn_1: 0.4041 (0.4019) loss_vfl_dn_2: 0.3896 (0.3856) loss_vfl_dn_3: 0.3798 (0.3780) loss_vfl_dn_4: 0.3765 (0.3753) loss_vfl_dn_5: 0.3753 (0.3745) Test: [ 0/157] eta: 0:04:06 time: 1.5707 data: 1.1360 max mem: 5654 Test: [ 10/157] eta: 0:02:35 time: 1.0554 data: 0.1288 max mem: 5654 Test: [ 20/157] eta: 0:01:41 time: 0.7013 data: 0.0273 max mem: 5654 Test: [ 30/157] eta: 0:01:19 time: 0.3924 data: 0.0263 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.3864 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3884 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3951 data: 0.0263 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3892 data: 0.0260 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3896 data: 0.0257 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3945 data: 0.0258 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3844 data: 0.0263 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3869 data: 0.0261 max mem: 5654 Test: [120/157] eta: 0:00:18 time: 0.6682 data: 0.0261 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6639 data: 0.0271 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.3782 data: 0.0268 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3677 data: 0.0258 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3583 data: 0.0249 max mem: 5654 Test: Total time: 0:01:13 (0.4698 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.09s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.693 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 24, 'coco_eval_bbox': 0.5120838378028272} Epoch: [25] [ 0/7393] eta: 1 day, 2:07:57 lr: 0.000010 loss: 16.0093 (16.0093) loss_bbox: 0.1499 (0.1499) loss_bbox_aux_0: 0.1390 (0.1390) loss_bbox_aux_1: 0.1406 (0.1406) loss_bbox_aux_2: 0.1398 (0.1398) loss_bbox_aux_3: 0.1481 (0.1481) loss_bbox_aux_4: 0.1501 (0.1501) loss_bbox_aux_5: 0.1627 (0.1627) loss_bbox_dn_0: 0.2618 (0.2618) loss_bbox_dn_1: 0.1914 (0.1914) loss_bbox_dn_2: 0.1708 (0.1708) loss_bbox_dn_3: 0.1664 (0.1664) loss_bbox_dn_4: 0.1645 (0.1645) loss_bbox_dn_5: 0.1645 (0.1645) loss_giou: 0.4540 (0.4540) loss_giou_aux_0: 0.4506 (0.4506) loss_giou_aux_1: 0.4242 (0.4242) loss_giou_aux_2: 0.4418 (0.4418) loss_giou_aux_3: 0.4407 (0.4407) loss_giou_aux_4: 0.4447 (0.4447) loss_giou_aux_5: 0.4921 (0.4921) loss_giou_dn_0: 0.5767 (0.5767) loss_giou_dn_1: 0.4656 (0.4656) loss_giou_dn_2: 0.4315 (0.4315) loss_giou_dn_3: 0.4206 (0.4206) loss_giou_dn_4: 0.4163 (0.4163) loss_giou_dn_5: 0.4162 (0.4162) loss_vfl: 0.7300 (0.7300) loss_vfl_aux_0: 0.8668 (0.8668) loss_vfl_aux_1: 0.8561 (0.8561) loss_vfl_aux_2: 0.8048 (0.8048) loss_vfl_aux_3: 0.7468 (0.7468) loss_vfl_aux_4: 0.7350 (0.7350) loss_vfl_aux_5: 0.8497 (0.8497) loss_vfl_dn_0: 0.4619 (0.4619) loss_vfl_dn_1: 0.4027 (0.4027) loss_vfl_dn_2: 0.3885 (0.3885) loss_vfl_dn_3: 0.3827 (0.3827) loss_vfl_dn_4: 0.3790 (0.3790) loss_vfl_dn_5: 0.3805 (0.3805) time: 12.7252 data: 2.0176 max mem: 5654 Epoch: [25] [ 100/7393] eta: 1:20:48 lr: 0.000010 loss: 16.7046 (16.6169) loss_bbox: 0.1582 (0.1649) loss_bbox_aux_0: 0.1721 (0.1787) loss_bbox_aux_1: 0.1608 (0.1680) loss_bbox_aux_2: 0.1606 (0.1656) loss_bbox_aux_3: 0.1532 (0.1664) loss_bbox_aux_4: 0.1587 (0.1660) loss_bbox_aux_5: 0.2065 (0.2170) loss_bbox_dn_0: 0.2656 (0.2881) loss_bbox_dn_1: 0.2004 (0.2194) loss_bbox_dn_2: 0.1816 (0.1977) loss_bbox_dn_3: 0.1774 (0.1909) loss_bbox_dn_4: 0.1775 (0.1896) loss_bbox_dn_5: 0.1775 (0.1896) loss_giou: 0.5023 (0.4955) loss_giou_aux_0: 0.5356 (0.5194) loss_giou_aux_1: 0.5177 (0.5047) loss_giou_aux_2: 0.5044 (0.4985) loss_giou_aux_3: 0.4977 (0.4968) loss_giou_aux_4: 0.5031 (0.4960) loss_giou_aux_5: 0.5934 (0.5912) loss_giou_dn_0: 0.6036 (0.6040) loss_giou_dn_1: 0.4987 (0.4981) loss_giou_dn_2: 0.4756 (0.4685) loss_giou_dn_3: 0.4704 (0.4610) loss_giou_dn_4: 0.4686 (0.4589) loss_giou_dn_5: 0.4690 (0.4591) loss_vfl: 0.6773 (0.6906) loss_vfl_aux_0: 0.8131 (0.8204) loss_vfl_aux_1: 0.7438 (0.7634) loss_vfl_aux_2: 0.7068 (0.7310) loss_vfl_aux_3: 0.6832 (0.7067) loss_vfl_aux_4: 0.6766 (0.6926) loss_vfl_aux_5: 0.7528 (0.7947) loss_vfl_dn_0: 0.4579 (0.4626) loss_vfl_dn_1: 0.4011 (0.4000) loss_vfl_dn_2: 0.3868 (0.3826) loss_vfl_dn_3: 0.3776 (0.3751) loss_vfl_dn_4: 0.3727 (0.3720) loss_vfl_dn_5: 0.3731 (0.3716) time: 0.4710 data: 0.0153 max mem: 5654 Epoch: [25] [ 200/7393] eta: 1:08:37 lr: 0.000010 loss: 17.1120 (16.5801) loss_bbox: 0.1615 (0.1632) loss_bbox_aux_0: 0.1763 (0.1771) loss_bbox_aux_1: 0.1672 (0.1665) loss_bbox_aux_2: 0.1621 (0.1629) loss_bbox_aux_3: 0.1616 (0.1640) loss_bbox_aux_4: 0.1619 (0.1633) loss_bbox_aux_5: 0.2195 (0.2161) loss_bbox_dn_0: 0.2833 (0.2901) loss_bbox_dn_1: 0.2135 (0.2214) loss_bbox_dn_2: 0.1936 (0.1992) loss_bbox_dn_3: 0.1887 (0.1925) loss_bbox_dn_4: 0.1880 (0.1912) loss_bbox_dn_5: 0.1881 (0.1913) loss_giou: 0.5255 (0.4913) loss_giou_aux_0: 0.5732 (0.5159) loss_giou_aux_1: 0.5496 (0.5010) loss_giou_aux_2: 0.5331 (0.4946) loss_giou_aux_3: 0.5200 (0.4927) loss_giou_aux_4: 0.5272 (0.4919) loss_giou_aux_5: 0.6161 (0.5864) loss_giou_dn_0: 0.6232 (0.6052) loss_giou_dn_1: 0.5194 (0.4991) loss_giou_dn_2: 0.4970 (0.4695) loss_giou_dn_3: 0.4898 (0.4616) loss_giou_dn_4: 0.4858 (0.4597) loss_giou_dn_5: 0.4858 (0.4598) loss_vfl: 0.6953 (0.6920) loss_vfl_aux_0: 0.8045 (0.8167) loss_vfl_aux_1: 0.7709 (0.7631) loss_vfl_aux_2: 0.7394 (0.7281) loss_vfl_aux_3: 0.7191 (0.7055) loss_vfl_aux_4: 0.6995 (0.6943) loss_vfl_aux_5: 0.7724 (0.7903) loss_vfl_dn_0: 0.4670 (0.4633) loss_vfl_dn_1: 0.4027 (0.3990) loss_vfl_dn_2: 0.3864 (0.3822) loss_vfl_dn_3: 0.3807 (0.3747) loss_vfl_dn_4: 0.3784 (0.3720) loss_vfl_dn_5: 0.3773 (0.3714) time: 0.4782 data: 0.0151 max mem: 5654 Epoch: [25] [ 300/7393] eta: 1:04:06 lr: 0.000010 loss: 16.7982 (16.6476) loss_bbox: 0.1442 (0.1609) loss_bbox_aux_0: 0.1698 (0.1745) loss_bbox_aux_1: 0.1577 (0.1647) loss_bbox_aux_2: 0.1433 (0.1608) loss_bbox_aux_3: 0.1444 (0.1612) loss_bbox_aux_4: 0.1430 (0.1610) loss_bbox_aux_5: 0.2004 (0.2130) loss_bbox_dn_0: 0.2530 (0.2837) loss_bbox_dn_1: 0.1901 (0.2165) loss_bbox_dn_2: 0.1650 (0.1950) loss_bbox_dn_3: 0.1609 (0.1883) loss_bbox_dn_4: 0.1628 (0.1870) loss_bbox_dn_5: 0.1625 (0.1870) loss_giou: 0.4852 (0.5006) loss_giou_aux_0: 0.5095 (0.5255) loss_giou_aux_1: 0.5028 (0.5103) loss_giou_aux_2: 0.4852 (0.5038) loss_giou_aux_3: 0.4952 (0.5015) loss_giou_aux_4: 0.4884 (0.5009) loss_giou_aux_5: 0.6071 (0.5955) loss_giou_dn_0: 0.6135 (0.6122) loss_giou_dn_1: 0.5061 (0.5075) loss_giou_dn_2: 0.4820 (0.4783) loss_giou_dn_3: 0.4698 (0.4703) loss_giou_dn_4: 0.4697 (0.4684) loss_giou_dn_5: 0.4700 (0.4686) loss_vfl: 0.6896 (0.6919) loss_vfl_aux_0: 0.8756 (0.8129) loss_vfl_aux_1: 0.7936 (0.7618) loss_vfl_aux_2: 0.7625 (0.7272) loss_vfl_aux_3: 0.6993 (0.7056) loss_vfl_aux_4: 0.6923 (0.6944) loss_vfl_aux_5: 0.8175 (0.7874) loss_vfl_dn_0: 0.4663 (0.4631) loss_vfl_dn_1: 0.4058 (0.4000) loss_vfl_dn_2: 0.3863 (0.3837) loss_vfl_dn_3: 0.3790 (0.3761) loss_vfl_dn_4: 0.3774 (0.3735) loss_vfl_dn_5: 0.3749 (0.3728) time: 0.4768 data: 0.0156 max mem: 5654 Epoch: [25] [ 400/7393] eta: 1:01:18 lr: 0.000010 loss: 16.2969 (16.6448) loss_bbox: 0.1451 (0.1608) loss_bbox_aux_0: 0.1658 (0.1741) loss_bbox_aux_1: 0.1559 (0.1646) loss_bbox_aux_2: 0.1501 (0.1607) loss_bbox_aux_3: 0.1526 (0.1609) loss_bbox_aux_4: 0.1506 (0.1608) loss_bbox_aux_5: 0.2182 (0.2132) loss_bbox_dn_0: 0.3317 (0.2873) loss_bbox_dn_1: 0.2592 (0.2187) loss_bbox_dn_2: 0.2258 (0.1969) loss_bbox_dn_3: 0.2141 (0.1900) loss_bbox_dn_4: 0.2082 (0.1886) loss_bbox_dn_5: 0.2082 (0.1886) loss_giou: 0.4108 (0.4969) loss_giou_aux_0: 0.4311 (0.5214) loss_giou_aux_1: 0.4216 (0.5065) loss_giou_aux_2: 0.4131 (0.5001) loss_giou_aux_3: 0.4140 (0.4978) loss_giou_aux_4: 0.4119 (0.4973) loss_giou_aux_5: 0.5288 (0.5928) loss_giou_dn_0: 0.5761 (0.6115) loss_giou_dn_1: 0.4665 (0.5066) loss_giou_dn_2: 0.4373 (0.4777) loss_giou_dn_3: 0.4281 (0.4695) loss_giou_dn_4: 0.4269 (0.4676) loss_giou_dn_5: 0.4267 (0.4678) loss_vfl: 0.7183 (0.6943) loss_vfl_aux_0: 0.8461 (0.8180) loss_vfl_aux_1: 0.7847 (0.7633) loss_vfl_aux_2: 0.7485 (0.7284) loss_vfl_aux_3: 0.7300 (0.7079) loss_vfl_aux_4: 0.7232 (0.6970) loss_vfl_aux_5: 0.8284 (0.7903) loss_vfl_dn_0: 0.4626 (0.4627) loss_vfl_dn_1: 0.3969 (0.3999) loss_vfl_dn_2: 0.3827 (0.3835) loss_vfl_dn_3: 0.3763 (0.3756) loss_vfl_dn_4: 0.3711 (0.3729) loss_vfl_dn_5: 0.3696 (0.3722) time: 0.4817 data: 0.0147 max mem: 5654 Epoch: [25] [ 500/7393] eta: 0:59:17 lr: 0.000010 loss: 16.9686 (16.6879) loss_bbox: 0.1635 (0.1615) loss_bbox_aux_0: 0.1744 (0.1745) loss_bbox_aux_1: 0.1654 (0.1654) loss_bbox_aux_2: 0.1668 (0.1617) loss_bbox_aux_3: 0.1593 (0.1614) loss_bbox_aux_4: 0.1631 (0.1615) loss_bbox_aux_5: 0.2125 (0.2141) loss_bbox_dn_0: 0.3002 (0.2875) loss_bbox_dn_1: 0.2122 (0.2190) loss_bbox_dn_2: 0.1952 (0.1972) loss_bbox_dn_3: 0.1871 (0.1905) loss_bbox_dn_4: 0.1877 (0.1891) loss_bbox_dn_5: 0.1877 (0.1891) loss_giou: 0.4531 (0.4995) loss_giou_aux_0: 0.4687 (0.5242) loss_giou_aux_1: 0.4733 (0.5096) loss_giou_aux_2: 0.4463 (0.5028) loss_giou_aux_3: 0.4557 (0.5005) loss_giou_aux_4: 0.4465 (0.4999) loss_giou_aux_5: 0.5447 (0.5952) loss_giou_dn_0: 0.6092 (0.6134) loss_giou_dn_1: 0.5017 (0.5088) loss_giou_dn_2: 0.4703 (0.4800) loss_giou_dn_3: 0.4589 (0.4719) loss_giou_dn_4: 0.4571 (0.4700) loss_giou_dn_5: 0.4574 (0.4701) loss_vfl: 0.7323 (0.6951) loss_vfl_aux_0: 0.8514 (0.8186) loss_vfl_aux_1: 0.7919 (0.7628) loss_vfl_aux_2: 0.7586 (0.7285) loss_vfl_aux_3: 0.7497 (0.7086) loss_vfl_aux_4: 0.7234 (0.6974) loss_vfl_aux_5: 0.8210 (0.7901) loss_vfl_dn_0: 0.4694 (0.4629) loss_vfl_dn_1: 0.4042 (0.4002) loss_vfl_dn_2: 0.3859 (0.3838) loss_vfl_dn_3: 0.3782 (0.3761) loss_vfl_dn_4: 0.3747 (0.3733) loss_vfl_dn_5: 0.3757 (0.3725) time: 0.4643 data: 0.0150 max mem: 5654 Epoch: [25] [ 600/7393] eta: 0:57:32 lr: 0.000010 loss: 16.7398 (16.7055) loss_bbox: 0.1496 (0.1617) loss_bbox_aux_0: 0.1770 (0.1751) loss_bbox_aux_1: 0.1691 (0.1662) loss_bbox_aux_2: 0.1562 (0.1624) loss_bbox_aux_3: 0.1523 (0.1617) loss_bbox_aux_4: 0.1501 (0.1617) loss_bbox_aux_5: 0.2106 (0.2149) loss_bbox_dn_0: 0.2670 (0.2878) loss_bbox_dn_1: 0.2081 (0.2198) loss_bbox_dn_2: 0.1940 (0.1980) loss_bbox_dn_3: 0.1840 (0.1913) loss_bbox_dn_4: 0.1832 (0.1899) loss_bbox_dn_5: 0.1832 (0.1899) loss_giou: 0.5059 (0.4995) loss_giou_aux_0: 0.5113 (0.5246) loss_giou_aux_1: 0.5127 (0.5097) loss_giou_aux_2: 0.5041 (0.5031) loss_giou_aux_3: 0.5028 (0.5005) loss_giou_aux_4: 0.5038 (0.5000) loss_giou_aux_5: 0.5794 (0.5959) loss_giou_dn_0: 0.6385 (0.6141) loss_giou_dn_1: 0.5343 (0.5096) loss_giou_dn_2: 0.5133 (0.4810) loss_giou_dn_3: 0.5063 (0.4728) loss_giou_dn_4: 0.5032 (0.4708) loss_giou_dn_5: 0.5031 (0.4710) loss_vfl: 0.6871 (0.6970) loss_vfl_aux_0: 0.7880 (0.8184) loss_vfl_aux_1: 0.7439 (0.7627) loss_vfl_aux_2: 0.7230 (0.7286) loss_vfl_aux_3: 0.7046 (0.7094) loss_vfl_aux_4: 0.6910 (0.6988) loss_vfl_aux_5: 0.7644 (0.7889) loss_vfl_dn_0: 0.4560 (0.4628) loss_vfl_dn_1: 0.3934 (0.4003) loss_vfl_dn_2: 0.3822 (0.3839) loss_vfl_dn_3: 0.3758 (0.3761) loss_vfl_dn_4: 0.3712 (0.3734) loss_vfl_dn_5: 0.3684 (0.3725) time: 0.4821 data: 0.0150 max mem: 5654 Epoch: [25] [ 700/7393] eta: 0:56:10 lr: 0.000010 loss: 17.3587 (16.7195) loss_bbox: 0.1507 (0.1619) loss_bbox_aux_0: 0.1593 (0.1754) loss_bbox_aux_1: 0.1616 (0.1667) loss_bbox_aux_2: 0.1529 (0.1630) loss_bbox_aux_3: 0.1523 (0.1620) loss_bbox_aux_4: 0.1544 (0.1619) loss_bbox_aux_5: 0.1961 (0.2155) loss_bbox_dn_0: 0.2596 (0.2881) loss_bbox_dn_1: 0.1921 (0.2203) loss_bbox_dn_2: 0.1813 (0.1985) loss_bbox_dn_3: 0.1699 (0.1917) loss_bbox_dn_4: 0.1689 (0.1903) loss_bbox_dn_5: 0.1684 (0.1903) loss_giou: 0.4812 (0.4986) loss_giou_aux_0: 0.4986 (0.5235) loss_giou_aux_1: 0.4768 (0.5089) loss_giou_aux_2: 0.4704 (0.5022) loss_giou_aux_3: 0.4813 (0.4995) loss_giou_aux_4: 0.4813 (0.4988) loss_giou_aux_5: 0.5885 (0.5948) loss_giou_dn_0: 0.6207 (0.6140) loss_giou_dn_1: 0.5079 (0.5093) loss_giou_dn_2: 0.4807 (0.4805) loss_giou_dn_3: 0.4750 (0.4722) loss_giou_dn_4: 0.4737 (0.4702) loss_giou_dn_5: 0.4739 (0.4704) loss_vfl: 0.7365 (0.6988) loss_vfl_aux_0: 0.8453 (0.8220) loss_vfl_aux_1: 0.7888 (0.7646) loss_vfl_aux_2: 0.7679 (0.7303) loss_vfl_aux_3: 0.7672 (0.7118) loss_vfl_aux_4: 0.7395 (0.7013) loss_vfl_aux_5: 0.8046 (0.7914) loss_vfl_dn_0: 0.4659 (0.4631) loss_vfl_dn_1: 0.4115 (0.4006) loss_vfl_dn_2: 0.3981 (0.3842) loss_vfl_dn_3: 0.3857 (0.3764) loss_vfl_dn_4: 0.3826 (0.3737) loss_vfl_dn_5: 0.3827 (0.3728) time: 0.4827 data: 0.0146 max mem: 5654 Epoch: [25] [ 800/7393] eta: 0:54:56 lr: 0.000010 loss: 16.7801 (16.7137) loss_bbox: 0.1675 (0.1622) loss_bbox_aux_0: 0.1702 (0.1754) loss_bbox_aux_1: 0.1615 (0.1665) loss_bbox_aux_2: 0.1691 (0.1631) loss_bbox_aux_3: 0.1714 (0.1623) loss_bbox_aux_4: 0.1697 (0.1622) loss_bbox_aux_5: 0.2096 (0.2161) loss_bbox_dn_0: 0.3341 (0.2893) loss_bbox_dn_1: 0.2359 (0.2210) loss_bbox_dn_2: 0.2059 (0.1989) loss_bbox_dn_3: 0.2002 (0.1921) loss_bbox_dn_4: 0.1968 (0.1906) loss_bbox_dn_5: 0.1967 (0.1906) loss_giou: 0.4752 (0.4964) loss_giou_aux_0: 0.4917 (0.5215) loss_giou_aux_1: 0.4751 (0.5068) loss_giou_aux_2: 0.4761 (0.5001) loss_giou_aux_3: 0.4701 (0.4973) loss_giou_aux_4: 0.4676 (0.4966) loss_giou_aux_5: 0.5733 (0.5933) loss_giou_dn_0: 0.5990 (0.6135) loss_giou_dn_1: 0.4913 (0.5084) loss_giou_dn_2: 0.4742 (0.4796) loss_giou_dn_3: 0.4669 (0.4712) loss_giou_dn_4: 0.4663 (0.4693) loss_giou_dn_5: 0.4668 (0.4694) loss_vfl: 0.7093 (0.6998) loss_vfl_aux_0: 0.8248 (0.8235) loss_vfl_aux_1: 0.7666 (0.7668) loss_vfl_aux_2: 0.7350 (0.7318) loss_vfl_aux_3: 0.7040 (0.7126) loss_vfl_aux_4: 0.7061 (0.7026) loss_vfl_aux_5: 0.7913 (0.7922) loss_vfl_dn_0: 0.4613 (0.4632) loss_vfl_dn_1: 0.4041 (0.4004) loss_vfl_dn_2: 0.3872 (0.3841) loss_vfl_dn_3: 0.3794 (0.3764) loss_vfl_dn_4: 0.3772 (0.3737) loss_vfl_dn_5: 0.3754 (0.3728) time: 0.4714 data: 0.0151 max mem: 5654 Epoch: [25] [ 900/7393] eta: 0:53:47 lr: 0.000010 loss: 16.6579 (16.7102) loss_bbox: 0.1722 (0.1623) loss_bbox_aux_0: 0.1725 (0.1752) loss_bbox_aux_1: 0.1706 (0.1667) loss_bbox_aux_2: 0.1643 (0.1630) loss_bbox_aux_3: 0.1734 (0.1624) loss_bbox_aux_4: 0.1722 (0.1623) loss_bbox_aux_5: 0.2081 (0.2158) loss_bbox_dn_0: 0.2615 (0.2891) loss_bbox_dn_1: 0.2135 (0.2210) loss_bbox_dn_2: 0.1881 (0.1991) loss_bbox_dn_3: 0.1874 (0.1922) loss_bbox_dn_4: 0.1890 (0.1907) loss_bbox_dn_5: 0.1890 (0.1907) loss_giou: 0.4936 (0.4955) loss_giou_aux_0: 0.5300 (0.5205) loss_giou_aux_1: 0.5152 (0.5057) loss_giou_aux_2: 0.5077 (0.4991) loss_giou_aux_3: 0.4870 (0.4963) loss_giou_aux_4: 0.4957 (0.4956) loss_giou_aux_5: 0.5987 (0.5922) loss_giou_dn_0: 0.5892 (0.6132) loss_giou_dn_1: 0.4919 (0.5081) loss_giou_dn_2: 0.4668 (0.4794) loss_giou_dn_3: 0.4594 (0.4709) loss_giou_dn_4: 0.4591 (0.4690) loss_giou_dn_5: 0.4591 (0.4692) loss_vfl: 0.6963 (0.7001) loss_vfl_aux_0: 0.7913 (0.8234) loss_vfl_aux_1: 0.7559 (0.7678) loss_vfl_aux_2: 0.7258 (0.7325) loss_vfl_aux_3: 0.7165 (0.7129) loss_vfl_aux_4: 0.7178 (0.7031) loss_vfl_aux_5: 0.7890 (0.7924) loss_vfl_dn_0: 0.4635 (0.4634) loss_vfl_dn_1: 0.4040 (0.4007) loss_vfl_dn_2: 0.3865 (0.3845) loss_vfl_dn_3: 0.3800 (0.3768) loss_vfl_dn_4: 0.3771 (0.3741) loss_vfl_dn_5: 0.3766 (0.3732) time: 0.4672 data: 0.0142 max mem: 5654 Epoch: [25] [1000/7393] eta: 0:52:41 lr: 0.000010 loss: 17.4600 (16.7326) loss_bbox: 0.1572 (0.1627) loss_bbox_aux_0: 0.1721 (0.1758) loss_bbox_aux_1: 0.1706 (0.1673) loss_bbox_aux_2: 0.1698 (0.1638) loss_bbox_aux_3: 0.1550 (0.1628) loss_bbox_aux_4: 0.1575 (0.1626) loss_bbox_aux_5: 0.2058 (0.2160) loss_bbox_dn_0: 0.2979 (0.2896) loss_bbox_dn_1: 0.2270 (0.2218) loss_bbox_dn_2: 0.2058 (0.1998) loss_bbox_dn_3: 0.1983 (0.1930) loss_bbox_dn_4: 0.1937 (0.1916) loss_bbox_dn_5: 0.1937 (0.1916) loss_giou: 0.5248 (0.4960) loss_giou_aux_0: 0.5425 (0.5213) loss_giou_aux_1: 0.5245 (0.5063) loss_giou_aux_2: 0.5284 (0.5000) loss_giou_aux_3: 0.5233 (0.4968) loss_giou_aux_4: 0.5165 (0.4962) loss_giou_aux_5: 0.6241 (0.5926) loss_giou_dn_0: 0.6371 (0.6134) loss_giou_dn_1: 0.5315 (0.5088) loss_giou_dn_2: 0.5049 (0.4800) loss_giou_dn_3: 0.4928 (0.4717) loss_giou_dn_4: 0.4864 (0.4697) loss_giou_dn_5: 0.4863 (0.4699) loss_vfl: 0.7033 (0.7017) loss_vfl_aux_0: 0.8050 (0.8234) loss_vfl_aux_1: 0.7495 (0.7683) loss_vfl_aux_2: 0.7279 (0.7328) loss_vfl_aux_3: 0.7356 (0.7147) loss_vfl_aux_4: 0.7062 (0.7045) loss_vfl_aux_5: 0.7606 (0.7928) loss_vfl_dn_0: 0.4619 (0.4634) loss_vfl_dn_1: 0.4019 (0.4007) loss_vfl_dn_2: 0.3857 (0.3846) loss_vfl_dn_3: 0.3784 (0.3770) loss_vfl_dn_4: 0.3741 (0.3743) loss_vfl_dn_5: 0.3726 (0.3734) time: 0.4806 data: 0.0158 max mem: 5654 Epoch: [25] [1100/7393] eta: 0:51:39 lr: 0.000010 loss: 16.8205 (16.7513) loss_bbox: 0.1569 (0.1630) loss_bbox_aux_0: 0.1660 (0.1762) loss_bbox_aux_1: 0.1627 (0.1678) loss_bbox_aux_2: 0.1556 (0.1643) loss_bbox_aux_3: 0.1592 (0.1632) loss_bbox_aux_4: 0.1591 (0.1630) loss_bbox_aux_5: 0.2020 (0.2161) loss_bbox_dn_0: 0.2731 (0.2899) loss_bbox_dn_1: 0.2111 (0.2223) loss_bbox_dn_2: 0.1878 (0.2002) loss_bbox_dn_3: 0.1864 (0.1933) loss_bbox_dn_4: 0.1857 (0.1919) loss_bbox_dn_5: 0.1857 (0.1918) loss_giou: 0.4888 (0.4965) loss_giou_aux_0: 0.4985 (0.5218) loss_giou_aux_1: 0.4848 (0.5067) loss_giou_aux_2: 0.4829 (0.5006) loss_giou_aux_3: 0.4692 (0.4973) loss_giou_aux_4: 0.4732 (0.4967) loss_giou_aux_5: 0.5705 (0.5931) loss_giou_dn_0: 0.5970 (0.6140) loss_giou_dn_1: 0.4905 (0.5093) loss_giou_dn_2: 0.4654 (0.4804) loss_giou_dn_3: 0.4590 (0.4720) loss_giou_dn_4: 0.4562 (0.4700) loss_giou_dn_5: 0.4564 (0.4702) loss_vfl: 0.7133 (0.7023) loss_vfl_aux_0: 0.8308 (0.8247) loss_vfl_aux_1: 0.7898 (0.7693) loss_vfl_aux_2: 0.7443 (0.7334) loss_vfl_aux_3: 0.7355 (0.7154) loss_vfl_aux_4: 0.7019 (0.7052) loss_vfl_aux_5: 0.8020 (0.7942) loss_vfl_dn_0: 0.4732 (0.4636) loss_vfl_dn_1: 0.4136 (0.4009) loss_vfl_dn_2: 0.3967 (0.3849) loss_vfl_dn_3: 0.3901 (0.3773) loss_vfl_dn_4: 0.3854 (0.3746) loss_vfl_dn_5: 0.3836 (0.3737) time: 0.4657 data: 0.0150 max mem: 5654 Epoch: [25] [1200/7393] eta: 0:50:38 lr: 0.000010 loss: 16.8341 (16.7713) loss_bbox: 0.1585 (0.1636) loss_bbox_aux_0: 0.1726 (0.1768) loss_bbox_aux_1: 0.1556 (0.1684) loss_bbox_aux_2: 0.1593 (0.1649) loss_bbox_aux_3: 0.1596 (0.1637) loss_bbox_aux_4: 0.1618 (0.1636) loss_bbox_aux_5: 0.2180 (0.2168) loss_bbox_dn_0: 0.2927 (0.2911) loss_bbox_dn_1: 0.2208 (0.2230) loss_bbox_dn_2: 0.2002 (0.2009) loss_bbox_dn_3: 0.1950 (0.1940) loss_bbox_dn_4: 0.1924 (0.1925) loss_bbox_dn_5: 0.1924 (0.1925) loss_giou: 0.5086 (0.4972) loss_giou_aux_0: 0.5185 (0.5224) loss_giou_aux_1: 0.5043 (0.5073) loss_giou_aux_2: 0.5045 (0.5013) loss_giou_aux_3: 0.5060 (0.4979) loss_giou_aux_4: 0.5086 (0.4974) loss_giou_aux_5: 0.5790 (0.5935) loss_giou_dn_0: 0.6137 (0.6146) loss_giou_dn_1: 0.5089 (0.5097) loss_giou_dn_2: 0.4722 (0.4808) loss_giou_dn_3: 0.4531 (0.4724) loss_giou_dn_4: 0.4497 (0.4704) loss_giou_dn_5: 0.4497 (0.4705) loss_vfl: 0.7032 (0.7027) loss_vfl_aux_0: 0.8227 (0.8249) loss_vfl_aux_1: 0.7766 (0.7696) loss_vfl_aux_2: 0.7348 (0.7342) loss_vfl_aux_3: 0.7140 (0.7160) loss_vfl_aux_4: 0.7030 (0.7054) loss_vfl_aux_5: 0.8114 (0.7950) loss_vfl_dn_0: 0.4626 (0.4639) loss_vfl_dn_1: 0.4073 (0.4013) loss_vfl_dn_2: 0.3920 (0.3852) loss_vfl_dn_3: 0.3836 (0.3775) loss_vfl_dn_4: 0.3788 (0.3748) loss_vfl_dn_5: 0.3776 (0.3739) time: 0.4784 data: 0.0145 max mem: 5654 Epoch: [25] [1300/7393] eta: 0:49:40 lr: 0.000010 loss: 16.7005 (16.7762) loss_bbox: 0.1752 (0.1640) loss_bbox_aux_0: 0.1674 (0.1766) loss_bbox_aux_1: 0.1602 (0.1683) loss_bbox_aux_2: 0.1618 (0.1650) loss_bbox_aux_3: 0.1670 (0.1640) loss_bbox_aux_4: 0.1742 (0.1640) loss_bbox_aux_5: 0.2029 (0.2167) loss_bbox_dn_0: 0.2878 (0.2910) loss_bbox_dn_1: 0.2063 (0.2228) loss_bbox_dn_2: 0.1943 (0.2008) loss_bbox_dn_3: 0.1928 (0.1939) loss_bbox_dn_4: 0.1952 (0.1924) loss_bbox_dn_5: 0.1951 (0.1924) loss_giou: 0.4758 (0.4978) loss_giou_aux_0: 0.5048 (0.5224) loss_giou_aux_1: 0.4912 (0.5073) loss_giou_aux_2: 0.4837 (0.5016) loss_giou_aux_3: 0.4853 (0.4985) loss_giou_aux_4: 0.4753 (0.4981) loss_giou_aux_5: 0.5737 (0.5935) loss_giou_dn_0: 0.6195 (0.6151) loss_giou_dn_1: 0.5211 (0.5102) loss_giou_dn_2: 0.4912 (0.4812) loss_giou_dn_3: 0.4840 (0.4727) loss_giou_dn_4: 0.4801 (0.4708) loss_giou_dn_5: 0.4799 (0.4709) loss_vfl: 0.6689 (0.7024) loss_vfl_aux_0: 0.8126 (0.8251) loss_vfl_aux_1: 0.7537 (0.7698) loss_vfl_aux_2: 0.7194 (0.7343) loss_vfl_aux_3: 0.6888 (0.7153) loss_vfl_aux_4: 0.6774 (0.7050) loss_vfl_aux_5: 0.7700 (0.7950) loss_vfl_dn_0: 0.4584 (0.4639) loss_vfl_dn_1: 0.3985 (0.4015) loss_vfl_dn_2: 0.3819 (0.3854) loss_vfl_dn_3: 0.3772 (0.3777) loss_vfl_dn_4: 0.3730 (0.3749) loss_vfl_dn_5: 0.3722 (0.3741) time: 0.4736 data: 0.0144 max mem: 5654 Epoch: [25] [1400/7393] eta: 0:48:45 lr: 0.000010 loss: 17.4449 (16.7853) loss_bbox: 0.1844 (0.1646) loss_bbox_aux_0: 0.1840 (0.1767) loss_bbox_aux_1: 0.1736 (0.1685) loss_bbox_aux_2: 0.1753 (0.1653) loss_bbox_aux_3: 0.1810 (0.1644) loss_bbox_aux_4: 0.1833 (0.1647) loss_bbox_aux_5: 0.2346 (0.2170) loss_bbox_dn_0: 0.2850 (0.2912) loss_bbox_dn_1: 0.2172 (0.2231) loss_bbox_dn_2: 0.1890 (0.2011) loss_bbox_dn_3: 0.1845 (0.1942) loss_bbox_dn_4: 0.1840 (0.1928) loss_bbox_dn_5: 0.1841 (0.1928) loss_giou: 0.5317 (0.4994) loss_giou_aux_0: 0.5452 (0.5230) loss_giou_aux_1: 0.5210 (0.5081) loss_giou_aux_2: 0.5066 (0.5025) loss_giou_aux_3: 0.5235 (0.4997) loss_giou_aux_4: 0.5319 (0.4997) loss_giou_aux_5: 0.6084 (0.5944) loss_giou_dn_0: 0.6384 (0.6157) loss_giou_dn_1: 0.5383 (0.5107) loss_giou_dn_2: 0.5122 (0.4818) loss_giou_dn_3: 0.5093 (0.4734) loss_giou_dn_4: 0.5073 (0.4714) loss_giou_dn_5: 0.5075 (0.4716) loss_vfl: 0.6922 (0.7006) loss_vfl_aux_0: 0.8225 (0.8243) loss_vfl_aux_1: 0.7493 (0.7692) loss_vfl_aux_2: 0.7356 (0.7337) loss_vfl_aux_3: 0.7121 (0.7144) loss_vfl_aux_4: 0.6937 (0.7034) loss_vfl_aux_5: 0.7913 (0.7943) loss_vfl_dn_0: 0.4580 (0.4638) loss_vfl_dn_1: 0.4035 (0.4015) loss_vfl_dn_2: 0.3851 (0.3854) loss_vfl_dn_3: 0.3786 (0.3777) loss_vfl_dn_4: 0.3761 (0.3750) loss_vfl_dn_5: 0.3757 (0.3742) time: 0.4871 data: 0.0146 max mem: 5654 Epoch: [25] [1500/7393] eta: 0:47:53 lr: 0.000010 loss: 16.6803 (16.7827) loss_bbox: 0.1526 (0.1644) loss_bbox_aux_0: 0.1634 (0.1764) loss_bbox_aux_1: 0.1560 (0.1683) loss_bbox_aux_2: 0.1535 (0.1651) loss_bbox_aux_3: 0.1531 (0.1642) loss_bbox_aux_4: 0.1496 (0.1644) loss_bbox_aux_5: 0.1970 (0.2165) loss_bbox_dn_0: 0.2738 (0.2907) loss_bbox_dn_1: 0.1940 (0.2227) loss_bbox_dn_2: 0.1689 (0.2007) loss_bbox_dn_3: 0.1642 (0.1939) loss_bbox_dn_4: 0.1631 (0.1924) loss_bbox_dn_5: 0.1630 (0.1924) loss_giou: 0.5002 (0.5000) loss_giou_aux_0: 0.5220 (0.5233) loss_giou_aux_1: 0.5073 (0.5084) loss_giou_aux_2: 0.5036 (0.5029) loss_giou_aux_3: 0.4957 (0.5002) loss_giou_aux_4: 0.4969 (0.5003) loss_giou_aux_5: 0.6041 (0.5945) loss_giou_dn_0: 0.6187 (0.6158) loss_giou_dn_1: 0.5091 (0.5109) loss_giou_dn_2: 0.4854 (0.4821) loss_giou_dn_3: 0.4779 (0.4737) loss_giou_dn_4: 0.4739 (0.4718) loss_giou_dn_5: 0.4737 (0.4719) loss_vfl: 0.6982 (0.7002) loss_vfl_aux_0: 0.8127 (0.8236) loss_vfl_aux_1: 0.7411 (0.7688) loss_vfl_aux_2: 0.7132 (0.7331) loss_vfl_aux_3: 0.6912 (0.7140) loss_vfl_aux_4: 0.6916 (0.7032) loss_vfl_aux_5: 0.7760 (0.7936) loss_vfl_dn_0: 0.4578 (0.4638) loss_vfl_dn_1: 0.4019 (0.4015) loss_vfl_dn_2: 0.3878 (0.3855) loss_vfl_dn_3: 0.3788 (0.3778) loss_vfl_dn_4: 0.3744 (0.3751) loss_vfl_dn_5: 0.3756 (0.3743) time: 0.4849 data: 0.0143 max mem: 5654 Epoch: [25] [1600/7393] eta: 0:46:56 lr: 0.000010 loss: 16.7937 (16.7859) loss_bbox: 0.1606 (0.1643) loss_bbox_aux_0: 0.1691 (0.1762) loss_bbox_aux_1: 0.1618 (0.1681) loss_bbox_aux_2: 0.1560 (0.1650) loss_bbox_aux_3: 0.1594 (0.1642) loss_bbox_aux_4: 0.1612 (0.1643) loss_bbox_aux_5: 0.2233 (0.2163) loss_bbox_dn_0: 0.2695 (0.2908) loss_bbox_dn_1: 0.2056 (0.2227) loss_bbox_dn_2: 0.1896 (0.2007) loss_bbox_dn_3: 0.1848 (0.1940) loss_bbox_dn_4: 0.1866 (0.1925) loss_bbox_dn_5: 0.1865 (0.1925) loss_giou: 0.4864 (0.4999) loss_giou_aux_0: 0.5161 (0.5229) loss_giou_aux_1: 0.4885 (0.5080) loss_giou_aux_2: 0.4865 (0.5028) loss_giou_aux_3: 0.4926 (0.5002) loss_giou_aux_4: 0.4864 (0.5002) loss_giou_aux_5: 0.5887 (0.5940) loss_giou_dn_0: 0.6096 (0.6156) loss_giou_dn_1: 0.5120 (0.5108) loss_giou_dn_2: 0.4854 (0.4820) loss_giou_dn_3: 0.4759 (0.4736) loss_giou_dn_4: 0.4750 (0.4717) loss_giou_dn_5: 0.4753 (0.4719) loss_vfl: 0.6683 (0.7007) loss_vfl_aux_0: 0.8267 (0.8247) loss_vfl_aux_1: 0.7663 (0.7699) loss_vfl_aux_2: 0.7125 (0.7339) loss_vfl_aux_3: 0.6821 (0.7143) loss_vfl_aux_4: 0.6655 (0.7038) loss_vfl_aux_5: 0.7871 (0.7944) loss_vfl_dn_0: 0.4645 (0.4639) loss_vfl_dn_1: 0.4017 (0.4017) loss_vfl_dn_2: 0.3861 (0.3856) loss_vfl_dn_3: 0.3778 (0.3779) loss_vfl_dn_4: 0.3753 (0.3752) loss_vfl_dn_5: 0.3742 (0.3744) time: 0.4698 data: 0.0142 max mem: 5654 Epoch: [25] [1700/7393] eta: 0:46:03 lr: 0.000010 loss: 17.0986 (16.7957) loss_bbox: 0.1611 (0.1647) loss_bbox_aux_0: 0.1791 (0.1764) loss_bbox_aux_1: 0.1761 (0.1685) loss_bbox_aux_2: 0.1717 (0.1653) loss_bbox_aux_3: 0.1642 (0.1645) loss_bbox_aux_4: 0.1597 (0.1645) loss_bbox_aux_5: 0.2170 (0.2165) loss_bbox_dn_0: 0.2559 (0.2910) loss_bbox_dn_1: 0.1935 (0.2229) loss_bbox_dn_2: 0.1838 (0.2009) loss_bbox_dn_3: 0.1795 (0.1941) loss_bbox_dn_4: 0.1792 (0.1927) loss_bbox_dn_5: 0.1792 (0.1927) loss_giou: 0.5210 (0.5008) loss_giou_aux_0: 0.5684 (0.5236) loss_giou_aux_1: 0.5361 (0.5088) loss_giou_aux_2: 0.5149 (0.5035) loss_giou_aux_3: 0.5147 (0.5010) loss_giou_aux_4: 0.5202 (0.5009) loss_giou_aux_5: 0.6506 (0.5948) loss_giou_dn_0: 0.6262 (0.6164) loss_giou_dn_1: 0.5387 (0.5115) loss_giou_dn_2: 0.5109 (0.4828) loss_giou_dn_3: 0.4979 (0.4744) loss_giou_dn_4: 0.4951 (0.4724) loss_giou_dn_5: 0.4951 (0.4726) loss_vfl: 0.6947 (0.7004) loss_vfl_aux_0: 0.7859 (0.8240) loss_vfl_aux_1: 0.7529 (0.7691) loss_vfl_aux_2: 0.7382 (0.7336) loss_vfl_aux_3: 0.6974 (0.7139) loss_vfl_aux_4: 0.7067 (0.7036) loss_vfl_aux_5: 0.7674 (0.7938) loss_vfl_dn_0: 0.4576 (0.4638) loss_vfl_dn_1: 0.4021 (0.4017) loss_vfl_dn_2: 0.3860 (0.3858) loss_vfl_dn_3: 0.3789 (0.3781) loss_vfl_dn_4: 0.3733 (0.3753) loss_vfl_dn_5: 0.3718 (0.3745) time: 0.4682 data: 0.0140 max mem: 5654 Epoch: [25] [1800/7393] eta: 0:45:29 lr: 0.000010 loss: 16.0343 (16.7927) loss_bbox: 0.1555 (0.1646) loss_bbox_aux_0: 0.1683 (0.1763) loss_bbox_aux_1: 0.1572 (0.1682) loss_bbox_aux_2: 0.1554 (0.1651) loss_bbox_aux_3: 0.1575 (0.1644) loss_bbox_aux_4: 0.1562 (0.1644) loss_bbox_aux_5: 0.2075 (0.2163) loss_bbox_dn_0: 0.2499 (0.2906) loss_bbox_dn_1: 0.1836 (0.2224) loss_bbox_dn_2: 0.1683 (0.2004) loss_bbox_dn_3: 0.1628 (0.1937) loss_bbox_dn_4: 0.1630 (0.1923) loss_bbox_dn_5: 0.1630 (0.1922) loss_giou: 0.4588 (0.5010) loss_giou_aux_0: 0.4861 (0.5240) loss_giou_aux_1: 0.4730 (0.5089) loss_giou_aux_2: 0.4661 (0.5037) loss_giou_aux_3: 0.4548 (0.5012) loss_giou_aux_4: 0.4589 (0.5012) loss_giou_aux_5: 0.5535 (0.5951) loss_giou_dn_0: 0.5879 (0.6162) loss_giou_dn_1: 0.4920 (0.5113) loss_giou_dn_2: 0.4579 (0.4826) loss_giou_dn_3: 0.4494 (0.4742) loss_giou_dn_4: 0.4473 (0.4723) loss_giou_dn_5: 0.4484 (0.4724) loss_vfl: 0.6933 (0.7006) loss_vfl_aux_0: 0.7840 (0.8237) loss_vfl_aux_1: 0.7320 (0.7691) loss_vfl_aux_2: 0.6908 (0.7335) loss_vfl_aux_3: 0.7179 (0.7141) loss_vfl_aux_4: 0.6910 (0.7037) loss_vfl_aux_5: 0.7519 (0.7940) loss_vfl_dn_0: 0.4674 (0.4638) loss_vfl_dn_1: 0.3953 (0.4017) loss_vfl_dn_2: 0.3829 (0.3857) loss_vfl_dn_3: 0.3753 (0.3780) loss_vfl_dn_4: 0.3723 (0.3753) loss_vfl_dn_5: 0.3717 (0.3745) time: 0.4643 data: 0.0142 max mem: 5654 Epoch: [25] [1900/7393] eta: 0:44:35 lr: 0.000010 loss: 16.7059 (16.7974) loss_bbox: 0.1602 (0.1646) loss_bbox_aux_0: 0.1641 (0.1764) loss_bbox_aux_1: 0.1584 (0.1681) loss_bbox_aux_2: 0.1550 (0.1651) loss_bbox_aux_3: 0.1562 (0.1643) loss_bbox_aux_4: 0.1558 (0.1644) loss_bbox_aux_5: 0.2094 (0.2166) loss_bbox_dn_0: 0.2881 (0.2914) loss_bbox_dn_1: 0.2157 (0.2230) loss_bbox_dn_2: 0.1934 (0.2009) loss_bbox_dn_3: 0.1878 (0.1941) loss_bbox_dn_4: 0.1888 (0.1927) loss_bbox_dn_5: 0.1889 (0.1926) loss_giou: 0.4988 (0.5003) loss_giou_aux_0: 0.5079 (0.5234) loss_giou_aux_1: 0.4932 (0.5082) loss_giou_aux_2: 0.4928 (0.5030) loss_giou_aux_3: 0.4967 (0.5005) loss_giou_aux_4: 0.4956 (0.5005) loss_giou_aux_5: 0.5931 (0.5944) loss_giou_dn_0: 0.6097 (0.6160) loss_giou_dn_1: 0.4843 (0.5110) loss_giou_dn_2: 0.4562 (0.4823) loss_giou_dn_3: 0.4416 (0.4739) loss_giou_dn_4: 0.4380 (0.4719) loss_giou_dn_5: 0.4386 (0.4721) loss_vfl: 0.6791 (0.7017) loss_vfl_aux_0: 0.7907 (0.8247) loss_vfl_aux_1: 0.7585 (0.7704) loss_vfl_aux_2: 0.7261 (0.7347) loss_vfl_aux_3: 0.6873 (0.7155) loss_vfl_aux_4: 0.6758 (0.7049) loss_vfl_aux_5: 0.7724 (0.7953) loss_vfl_dn_0: 0.4604 (0.4639) loss_vfl_dn_1: 0.3909 (0.4016) loss_vfl_dn_2: 0.3767 (0.3857) loss_vfl_dn_3: 0.3687 (0.3780) loss_vfl_dn_4: 0.3639 (0.3752) loss_vfl_dn_5: 0.3644 (0.3744) time: 0.4771 data: 0.0145 max mem: 5654 Epoch: [25] [2000/7393] eta: 0:43:43 lr: 0.000010 loss: 16.3758 (16.8030) loss_bbox: 0.1495 (0.1646) loss_bbox_aux_0: 0.1619 (0.1765) loss_bbox_aux_1: 0.1607 (0.1682) loss_bbox_aux_2: 0.1515 (0.1652) loss_bbox_aux_3: 0.1466 (0.1644) loss_bbox_aux_4: 0.1509 (0.1644) loss_bbox_aux_5: 0.1942 (0.2167) loss_bbox_dn_0: 0.2695 (0.2917) loss_bbox_dn_1: 0.2029 (0.2232) loss_bbox_dn_2: 0.1893 (0.2010) loss_bbox_dn_3: 0.1837 (0.1942) loss_bbox_dn_4: 0.1790 (0.1928) loss_bbox_dn_5: 0.1790 (0.1928) loss_giou: 0.4452 (0.5004) loss_giou_aux_0: 0.4681 (0.5235) loss_giou_aux_1: 0.4500 (0.5082) loss_giou_aux_2: 0.4466 (0.5030) loss_giou_aux_3: 0.4456 (0.5006) loss_giou_aux_4: 0.4446 (0.5005) loss_giou_aux_5: 0.5267 (0.5944) loss_giou_dn_0: 0.5923 (0.6160) loss_giou_dn_1: 0.4932 (0.5111) loss_giou_dn_2: 0.4652 (0.4824) loss_giou_dn_3: 0.4569 (0.4740) loss_giou_dn_4: 0.4558 (0.4720) loss_giou_dn_5: 0.4557 (0.4722) loss_vfl: 0.7111 (0.7021) loss_vfl_aux_0: 0.8362 (0.8252) loss_vfl_aux_1: 0.7495 (0.7708) loss_vfl_aux_2: 0.7374 (0.7352) loss_vfl_aux_3: 0.7063 (0.7156) loss_vfl_aux_4: 0.7097 (0.7052) loss_vfl_aux_5: 0.7707 (0.7958) loss_vfl_dn_0: 0.4583 (0.4640) loss_vfl_dn_1: 0.3991 (0.4016) loss_vfl_dn_2: 0.3820 (0.3857) loss_vfl_dn_3: 0.3747 (0.3780) loss_vfl_dn_4: 0.3689 (0.3752) loss_vfl_dn_5: 0.3679 (0.3744) time: 0.4841 data: 0.0150 max mem: 5654 Epoch: [25] [2100/7393] eta: 0:42:52 lr: 0.000010 loss: 17.1402 (16.8073) loss_bbox: 0.1815 (0.1647) loss_bbox_aux_0: 0.2006 (0.1767) loss_bbox_aux_1: 0.1841 (0.1684) loss_bbox_aux_2: 0.1866 (0.1654) loss_bbox_aux_3: 0.1828 (0.1645) loss_bbox_aux_4: 0.1854 (0.1646) loss_bbox_aux_5: 0.2291 (0.2168) loss_bbox_dn_0: 0.3228 (0.2917) loss_bbox_dn_1: 0.2472 (0.2232) loss_bbox_dn_2: 0.2178 (0.2010) loss_bbox_dn_3: 0.2141 (0.1942) loss_bbox_dn_4: 0.2142 (0.1928) loss_bbox_dn_5: 0.2143 (0.1928) loss_giou: 0.4953 (0.5006) loss_giou_aux_0: 0.5156 (0.5238) loss_giou_aux_1: 0.5206 (0.5086) loss_giou_aux_2: 0.5121 (0.5035) loss_giou_aux_3: 0.5025 (0.5009) loss_giou_aux_4: 0.4984 (0.5008) loss_giou_aux_5: 0.5798 (0.5946) loss_giou_dn_0: 0.6361 (0.6165) loss_giou_dn_1: 0.5331 (0.5115) loss_giou_dn_2: 0.4965 (0.4828) loss_giou_dn_3: 0.4910 (0.4744) loss_giou_dn_4: 0.4893 (0.4724) loss_giou_dn_5: 0.4893 (0.4726) loss_vfl: 0.7437 (0.7021) loss_vfl_aux_0: 0.8694 (0.8250) loss_vfl_aux_1: 0.7876 (0.7702) loss_vfl_aux_2: 0.7574 (0.7348) loss_vfl_aux_3: 0.7409 (0.7155) loss_vfl_aux_4: 0.7391 (0.7052) loss_vfl_aux_5: 0.8422 (0.7959) loss_vfl_dn_0: 0.4582 (0.4639) loss_vfl_dn_1: 0.4060 (0.4016) loss_vfl_dn_2: 0.3874 (0.3857) loss_vfl_dn_3: 0.3792 (0.3780) loss_vfl_dn_4: 0.3791 (0.3752) loss_vfl_dn_5: 0.3787 (0.3744) time: 0.4744 data: 0.0147 max mem: 5654 Epoch: [25] [2200/7393] eta: 0:42:00 lr: 0.000010 loss: 16.3630 (16.8026) loss_bbox: 0.1464 (0.1643) loss_bbox_aux_0: 0.1536 (0.1763) loss_bbox_aux_1: 0.1502 (0.1680) loss_bbox_aux_2: 0.1518 (0.1650) loss_bbox_aux_3: 0.1430 (0.1641) loss_bbox_aux_4: 0.1466 (0.1641) loss_bbox_aux_5: 0.1804 (0.2164) loss_bbox_dn_0: 0.2387 (0.2909) loss_bbox_dn_1: 0.1978 (0.2225) loss_bbox_dn_2: 0.1796 (0.2004) loss_bbox_dn_3: 0.1689 (0.1936) loss_bbox_dn_4: 0.1645 (0.1922) loss_bbox_dn_5: 0.1645 (0.1922) loss_giou: 0.5009 (0.5011) loss_giou_aux_0: 0.5214 (0.5243) loss_giou_aux_1: 0.5007 (0.5092) loss_giou_aux_2: 0.5036 (0.5041) loss_giou_aux_3: 0.5050 (0.5015) loss_giou_aux_4: 0.4982 (0.5012) loss_giou_aux_5: 0.5888 (0.5952) loss_giou_dn_0: 0.6227 (0.6169) loss_giou_dn_1: 0.5172 (0.5119) loss_giou_dn_2: 0.4829 (0.4833) loss_giou_dn_3: 0.4748 (0.4749) loss_giou_dn_4: 0.4734 (0.4729) loss_giou_dn_5: 0.4735 (0.4731) loss_vfl: 0.6731 (0.7016) loss_vfl_aux_0: 0.7720 (0.8242) loss_vfl_aux_1: 0.7261 (0.7696) loss_vfl_aux_2: 0.6945 (0.7339) loss_vfl_aux_3: 0.6744 (0.7149) loss_vfl_aux_4: 0.6773 (0.7048) loss_vfl_aux_5: 0.7437 (0.7952) loss_vfl_dn_0: 0.4621 (0.4638) loss_vfl_dn_1: 0.3950 (0.4016) loss_vfl_dn_2: 0.3825 (0.3856) loss_vfl_dn_3: 0.3744 (0.3780) loss_vfl_dn_4: 0.3726 (0.3752) loss_vfl_dn_5: 0.3712 (0.3744) time: 0.4684 data: 0.0152 max mem: 5654 Epoch: [25] [2300/7393] eta: 0:41:09 lr: 0.000010 loss: 16.7914 (16.7993) loss_bbox: 0.1553 (0.1642) loss_bbox_aux_0: 0.1737 (0.1763) loss_bbox_aux_1: 0.1658 (0.1681) loss_bbox_aux_2: 0.1580 (0.1650) loss_bbox_aux_3: 0.1597 (0.1641) loss_bbox_aux_4: 0.1611 (0.1641) loss_bbox_aux_5: 0.2138 (0.2164) loss_bbox_dn_0: 0.2959 (0.2908) loss_bbox_dn_1: 0.2210 (0.2224) loss_bbox_dn_2: 0.1850 (0.2003) loss_bbox_dn_3: 0.1766 (0.1936) loss_bbox_dn_4: 0.1741 (0.1921) loss_bbox_dn_5: 0.1740 (0.1921) loss_giou: 0.4750 (0.5007) loss_giou_aux_0: 0.5044 (0.5240) loss_giou_aux_1: 0.4967 (0.5088) loss_giou_aux_2: 0.4800 (0.5037) loss_giou_aux_3: 0.4739 (0.5011) loss_giou_aux_4: 0.4730 (0.5008) loss_giou_aux_5: 0.5933 (0.5949) loss_giou_dn_0: 0.6175 (0.6168) loss_giou_dn_1: 0.5120 (0.5117) loss_giou_dn_2: 0.4781 (0.4831) loss_giou_dn_3: 0.4696 (0.4747) loss_giou_dn_4: 0.4678 (0.4727) loss_giou_dn_5: 0.4681 (0.4729) loss_vfl: 0.7125 (0.7019) loss_vfl_aux_0: 0.7990 (0.8240) loss_vfl_aux_1: 0.7933 (0.7697) loss_vfl_aux_2: 0.7415 (0.7341) loss_vfl_aux_3: 0.7313 (0.7152) loss_vfl_aux_4: 0.7164 (0.7050) loss_vfl_aux_5: 0.7667 (0.7950) loss_vfl_dn_0: 0.4699 (0.4638) loss_vfl_dn_1: 0.4105 (0.4017) loss_vfl_dn_2: 0.3925 (0.3857) loss_vfl_dn_3: 0.3862 (0.3780) loss_vfl_dn_4: 0.3809 (0.3753) loss_vfl_dn_5: 0.3798 (0.3744) time: 0.4681 data: 0.0152 max mem: 5654 Epoch: [25] [2400/7393] eta: 0:40:19 lr: 0.000010 loss: 16.7468 (16.8011) loss_bbox: 0.1572 (0.1644) loss_bbox_aux_0: 0.1664 (0.1765) loss_bbox_aux_1: 0.1662 (0.1682) loss_bbox_aux_2: 0.1624 (0.1651) loss_bbox_aux_3: 0.1581 (0.1643) loss_bbox_aux_4: 0.1575 (0.1642) loss_bbox_aux_5: 0.2110 (0.2165) loss_bbox_dn_0: 0.2804 (0.2911) loss_bbox_dn_1: 0.2037 (0.2226) loss_bbox_dn_2: 0.1883 (0.2005) loss_bbox_dn_3: 0.1875 (0.1937) loss_bbox_dn_4: 0.1871 (0.1922) loss_bbox_dn_5: 0.1871 (0.1922) loss_giou: 0.4544 (0.5005) loss_giou_aux_0: 0.4762 (0.5239) loss_giou_aux_1: 0.4696 (0.5088) loss_giou_aux_2: 0.4559 (0.5036) loss_giou_aux_3: 0.4575 (0.5010) loss_giou_aux_4: 0.4551 (0.5006) loss_giou_aux_5: 0.5635 (0.5947) loss_giou_dn_0: 0.5817 (0.6168) loss_giou_dn_1: 0.4891 (0.5118) loss_giou_dn_2: 0.4608 (0.4831) loss_giou_dn_3: 0.4502 (0.4747) loss_giou_dn_4: 0.4470 (0.4727) loss_giou_dn_5: 0.4472 (0.4729) loss_vfl: 0.7422 (0.7020) loss_vfl_aux_0: 0.8259 (0.8239) loss_vfl_aux_1: 0.8021 (0.7695) loss_vfl_aux_2: 0.7575 (0.7343) loss_vfl_aux_3: 0.7471 (0.7152) loss_vfl_aux_4: 0.7291 (0.7051) loss_vfl_aux_5: 0.8069 (0.7952) loss_vfl_dn_0: 0.4665 (0.4639) loss_vfl_dn_1: 0.4096 (0.4017) loss_vfl_dn_2: 0.3903 (0.3858) loss_vfl_dn_3: 0.3792 (0.3781) loss_vfl_dn_4: 0.3774 (0.3753) loss_vfl_dn_5: 0.3760 (0.3745) time: 0.4852 data: 0.0138 max mem: 5654 Epoch: [25] [2500/7393] eta: 0:39:28 lr: 0.000010 loss: 16.8862 (16.7877) loss_bbox: 0.1737 (0.1643) loss_bbox_aux_0: 0.1780 (0.1764) loss_bbox_aux_1: 0.1689 (0.1681) loss_bbox_aux_2: 0.1656 (0.1651) loss_bbox_aux_3: 0.1708 (0.1642) loss_bbox_aux_4: 0.1718 (0.1642) loss_bbox_aux_5: 0.2328 (0.2165) loss_bbox_dn_0: 0.3176 (0.2912) loss_bbox_dn_1: 0.2330 (0.2226) loss_bbox_dn_2: 0.2090 (0.2005) loss_bbox_dn_3: 0.2051 (0.1936) loss_bbox_dn_4: 0.2039 (0.1922) loss_bbox_dn_5: 0.2043 (0.1921) loss_giou: 0.4326 (0.4996) loss_giou_aux_0: 0.4617 (0.5230) loss_giou_aux_1: 0.4424 (0.5079) loss_giou_aux_2: 0.4257 (0.5027) loss_giou_aux_3: 0.4306 (0.5000) loss_giou_aux_4: 0.4325 (0.4997) loss_giou_aux_5: 0.5477 (0.5939) loss_giou_dn_0: 0.5979 (0.6163) loss_giou_dn_1: 0.4882 (0.5112) loss_giou_dn_2: 0.4555 (0.4825) loss_giou_dn_3: 0.4446 (0.4740) loss_giou_dn_4: 0.4419 (0.4721) loss_giou_dn_5: 0.4421 (0.4722) loss_vfl: 0.6909 (0.7016) loss_vfl_aux_0: 0.8186 (0.8237) loss_vfl_aux_1: 0.7577 (0.7691) loss_vfl_aux_2: 0.7300 (0.7338) loss_vfl_aux_3: 0.7011 (0.7148) loss_vfl_aux_4: 0.6915 (0.7046) loss_vfl_aux_5: 0.8151 (0.7954) loss_vfl_dn_0: 0.4607 (0.4639) loss_vfl_dn_1: 0.3931 (0.4016) loss_vfl_dn_2: 0.3756 (0.3856) loss_vfl_dn_3: 0.3682 (0.3779) loss_vfl_dn_4: 0.3644 (0.3752) loss_vfl_dn_5: 0.3643 (0.3743) time: 0.4833 data: 0.0147 max mem: 5654 Epoch: [25] [2600/7393] eta: 0:38:38 lr: 0.000010 loss: 16.7888 (16.7904) loss_bbox: 0.1707 (0.1643) loss_bbox_aux_0: 0.1754 (0.1764) loss_bbox_aux_1: 0.1608 (0.1682) loss_bbox_aux_2: 0.1640 (0.1651) loss_bbox_aux_3: 0.1626 (0.1642) loss_bbox_aux_4: 0.1704 (0.1642) loss_bbox_aux_5: 0.2246 (0.2166) loss_bbox_dn_0: 0.2668 (0.2912) loss_bbox_dn_1: 0.2063 (0.2226) loss_bbox_dn_2: 0.1918 (0.2005) loss_bbox_dn_3: 0.1865 (0.1936) loss_bbox_dn_4: 0.1845 (0.1922) loss_bbox_dn_5: 0.1844 (0.1922) loss_giou: 0.4715 (0.4996) loss_giou_aux_0: 0.4932 (0.5231) loss_giou_aux_1: 0.4844 (0.5079) loss_giou_aux_2: 0.4743 (0.5028) loss_giou_aux_3: 0.4760 (0.5001) loss_giou_aux_4: 0.4736 (0.4998) loss_giou_aux_5: 0.5772 (0.5941) loss_giou_dn_0: 0.5991 (0.6164) loss_giou_dn_1: 0.5038 (0.5113) loss_giou_dn_2: 0.4686 (0.4826) loss_giou_dn_3: 0.4655 (0.4742) loss_giou_dn_4: 0.4650 (0.4722) loss_giou_dn_5: 0.4651 (0.4723) loss_vfl: 0.7235 (0.7019) loss_vfl_aux_0: 0.8498 (0.8238) loss_vfl_aux_1: 0.7903 (0.7691) loss_vfl_aux_2: 0.7541 (0.7339) loss_vfl_aux_3: 0.7366 (0.7150) loss_vfl_aux_4: 0.7235 (0.7048) loss_vfl_aux_5: 0.8022 (0.7954) loss_vfl_dn_0: 0.4621 (0.4639) loss_vfl_dn_1: 0.4065 (0.4016) loss_vfl_dn_2: 0.3922 (0.3856) loss_vfl_dn_3: 0.3844 (0.3780) loss_vfl_dn_4: 0.3799 (0.3752) loss_vfl_dn_5: 0.3800 (0.3744) time: 0.4707 data: 0.0142 max mem: 5654 Epoch: [25] [2700/7393] eta: 0:37:47 lr: 0.000010 loss: 16.5958 (16.7763) loss_bbox: 0.1694 (0.1643) loss_bbox_aux_0: 0.1850 (0.1763) loss_bbox_aux_1: 0.1630 (0.1680) loss_bbox_aux_2: 0.1692 (0.1651) loss_bbox_aux_3: 0.1711 (0.1642) loss_bbox_aux_4: 0.1707 (0.1642) loss_bbox_aux_5: 0.2325 (0.2167) loss_bbox_dn_0: 0.3225 (0.2913) loss_bbox_dn_1: 0.2370 (0.2226) loss_bbox_dn_2: 0.2090 (0.2005) loss_bbox_dn_3: 0.1979 (0.1936) loss_bbox_dn_4: 0.1978 (0.1921) loss_bbox_dn_5: 0.1982 (0.1921) loss_giou: 0.4272 (0.4982) loss_giou_aux_0: 0.4614 (0.5217) loss_giou_aux_1: 0.4397 (0.5064) loss_giou_aux_2: 0.4357 (0.5014) loss_giou_aux_3: 0.4365 (0.4987) loss_giou_aux_4: 0.4283 (0.4984) loss_giou_aux_5: 0.5399 (0.5928) loss_giou_dn_0: 0.5589 (0.6156) loss_giou_dn_1: 0.4461 (0.5104) loss_giou_dn_2: 0.4140 (0.4817) loss_giou_dn_3: 0.4037 (0.4732) loss_giou_dn_4: 0.4026 (0.4712) loss_giou_dn_5: 0.4028 (0.4714) loss_vfl: 0.6981 (0.7021) loss_vfl_aux_0: 0.8828 (0.8243) loss_vfl_aux_1: 0.7930 (0.7697) loss_vfl_aux_2: 0.7456 (0.7342) loss_vfl_aux_3: 0.7004 (0.7150) loss_vfl_aux_4: 0.6935 (0.7050) loss_vfl_aux_5: 0.8306 (0.7959) loss_vfl_dn_0: 0.4638 (0.4639) loss_vfl_dn_1: 0.3916 (0.4016) loss_vfl_dn_2: 0.3775 (0.3855) loss_vfl_dn_3: 0.3693 (0.3779) loss_vfl_dn_4: 0.3681 (0.3751) loss_vfl_dn_5: 0.3656 (0.3743) time: 0.4775 data: 0.0144 max mem: 5654 Epoch: [25] [2800/7393] eta: 0:36:58 lr: 0.000010 loss: 16.6267 (16.7823) loss_bbox: 0.1683 (0.1644) loss_bbox_aux_0: 0.1698 (0.1765) loss_bbox_aux_1: 0.1725 (0.1682) loss_bbox_aux_2: 0.1628 (0.1652) loss_bbox_aux_3: 0.1584 (0.1643) loss_bbox_aux_4: 0.1692 (0.1643) loss_bbox_aux_5: 0.2243 (0.2168) loss_bbox_dn_0: 0.2987 (0.2915) loss_bbox_dn_1: 0.2223 (0.2228) loss_bbox_dn_2: 0.2094 (0.2007) loss_bbox_dn_3: 0.2011 (0.1938) loss_bbox_dn_4: 0.1994 (0.1924) loss_bbox_dn_5: 0.1991 (0.1923) loss_giou: 0.4300 (0.4982) loss_giou_aux_0: 0.4430 (0.5217) loss_giou_aux_1: 0.4383 (0.5064) loss_giou_aux_2: 0.4355 (0.5013) loss_giou_aux_3: 0.4345 (0.4987) loss_giou_aux_4: 0.4228 (0.4984) loss_giou_aux_5: 0.5179 (0.5927) loss_giou_dn_0: 0.5762 (0.6156) loss_giou_dn_1: 0.4692 (0.5104) loss_giou_dn_2: 0.4455 (0.4818) loss_giou_dn_3: 0.4387 (0.4733) loss_giou_dn_4: 0.4365 (0.4713) loss_giou_dn_5: 0.4366 (0.4714) loss_vfl: 0.7026 (0.7025) loss_vfl_aux_0: 0.8349 (0.8246) loss_vfl_aux_1: 0.7630 (0.7701) loss_vfl_aux_2: 0.7285 (0.7346) loss_vfl_aux_3: 0.7115 (0.7156) loss_vfl_aux_4: 0.7143 (0.7056) loss_vfl_aux_5: 0.8137 (0.7962) loss_vfl_dn_0: 0.4633 (0.4640) loss_vfl_dn_1: 0.4000 (0.4017) loss_vfl_dn_2: 0.3867 (0.3856) loss_vfl_dn_3: 0.3773 (0.3780) loss_vfl_dn_4: 0.3751 (0.3752) loss_vfl_dn_5: 0.3750 (0.3744) time: 0.4830 data: 0.0146 max mem: 5654 Epoch: [25] [2900/7393] eta: 0:36:27 lr: 0.000010 loss: 15.8461 (16.7769) loss_bbox: 0.1457 (0.1644) loss_bbox_aux_0: 0.1625 (0.1765) loss_bbox_aux_1: 0.1491 (0.1683) loss_bbox_aux_2: 0.1487 (0.1653) loss_bbox_aux_3: 0.1422 (0.1643) loss_bbox_aux_4: 0.1457 (0.1643) loss_bbox_aux_5: 0.1995 (0.2169) loss_bbox_dn_0: 0.2370 (0.2916) loss_bbox_dn_1: 0.1878 (0.2229) loss_bbox_dn_2: 0.1643 (0.2008) loss_bbox_dn_3: 0.1573 (0.1939) loss_bbox_dn_4: 0.1564 (0.1924) loss_bbox_dn_5: 0.1564 (0.1924) loss_giou: 0.4533 (0.4974) loss_giou_aux_0: 0.4758 (0.5211) loss_giou_aux_1: 0.4548 (0.5058) loss_giou_aux_2: 0.4537 (0.5007) loss_giou_aux_3: 0.4531 (0.4979) loss_giou_aux_4: 0.4448 (0.4976) loss_giou_aux_5: 0.5265 (0.5921) loss_giou_dn_0: 0.5820 (0.6152) loss_giou_dn_1: 0.4578 (0.5100) loss_giou_dn_2: 0.4371 (0.4813) loss_giou_dn_3: 0.4308 (0.4728) loss_giou_dn_4: 0.4323 (0.4708) loss_giou_dn_5: 0.4324 (0.4710) loss_vfl: 0.6944 (0.7030) loss_vfl_aux_0: 0.8050 (0.8247) loss_vfl_aux_1: 0.7367 (0.7702) loss_vfl_aux_2: 0.7044 (0.7348) loss_vfl_aux_3: 0.7035 (0.7160) loss_vfl_aux_4: 0.6990 (0.7061) loss_vfl_aux_5: 0.7749 (0.7964) loss_vfl_dn_0: 0.4562 (0.4640) loss_vfl_dn_1: 0.3926 (0.4015) loss_vfl_dn_2: 0.3813 (0.3855) loss_vfl_dn_3: 0.3749 (0.3778) loss_vfl_dn_4: 0.3714 (0.3751) loss_vfl_dn_5: 0.3703 (0.3742) time: 0.4812 data: 0.0139 max mem: 5654 Epoch: [25] [3000/7393] eta: 0:35:36 lr: 0.000010 loss: 16.0127 (16.7663) loss_bbox: 0.1575 (0.1642) loss_bbox_aux_0: 0.1760 (0.1764) loss_bbox_aux_1: 0.1626 (0.1681) loss_bbox_aux_2: 0.1585 (0.1651) loss_bbox_aux_3: 0.1598 (0.1641) loss_bbox_aux_4: 0.1560 (0.1641) loss_bbox_aux_5: 0.2079 (0.2166) loss_bbox_dn_0: 0.2811 (0.2911) loss_bbox_dn_1: 0.2130 (0.2225) loss_bbox_dn_2: 0.1903 (0.2005) loss_bbox_dn_3: 0.1813 (0.1936) loss_bbox_dn_4: 0.1801 (0.1921) loss_bbox_dn_5: 0.1801 (0.1921) loss_giou: 0.4686 (0.4972) loss_giou_aux_0: 0.4961 (0.5209) loss_giou_aux_1: 0.4714 (0.5056) loss_giou_aux_2: 0.4841 (0.5006) loss_giou_aux_3: 0.4727 (0.4978) loss_giou_aux_4: 0.4771 (0.4974) loss_giou_aux_5: 0.5396 (0.5919) loss_giou_dn_0: 0.5859 (0.6149) loss_giou_dn_1: 0.4927 (0.5097) loss_giou_dn_2: 0.4631 (0.4811) loss_giou_dn_3: 0.4523 (0.4725) loss_giou_dn_4: 0.4494 (0.4706) loss_giou_dn_5: 0.4493 (0.4707) loss_vfl: 0.6694 (0.7026) loss_vfl_aux_0: 0.7801 (0.8239) loss_vfl_aux_1: 0.7385 (0.7694) loss_vfl_aux_2: 0.7055 (0.7342) loss_vfl_aux_3: 0.6901 (0.7154) loss_vfl_aux_4: 0.6710 (0.7057) loss_vfl_aux_5: 0.7732 (0.7960) loss_vfl_dn_0: 0.4617 (0.4639) loss_vfl_dn_1: 0.3985 (0.4014) loss_vfl_dn_2: 0.3852 (0.3854) loss_vfl_dn_3: 0.3744 (0.3778) loss_vfl_dn_4: 0.3724 (0.3750) loss_vfl_dn_5: 0.3719 (0.3742) time: 0.4732 data: 0.0140 max mem: 5654 Epoch: [25] [3100/7393] eta: 0:34:56 lr: 0.000010 loss: 16.6525 (16.7689) loss_bbox: 0.1572 (0.1644) loss_bbox_aux_0: 0.1759 (0.1765) loss_bbox_aux_1: 0.1667 (0.1683) loss_bbox_aux_2: 0.1624 (0.1653) loss_bbox_aux_3: 0.1572 (0.1643) loss_bbox_aux_4: 0.1547 (0.1643) loss_bbox_aux_5: 0.2059 (0.2168) loss_bbox_dn_0: 0.2630 (0.2914) loss_bbox_dn_1: 0.2032 (0.2227) loss_bbox_dn_2: 0.1866 (0.2006) loss_bbox_dn_3: 0.1832 (0.1937) loss_bbox_dn_4: 0.1810 (0.1923) loss_bbox_dn_5: 0.1810 (0.1923) loss_giou: 0.4745 (0.4973) loss_giou_aux_0: 0.4894 (0.5210) loss_giou_aux_1: 0.4798 (0.5058) loss_giou_aux_2: 0.4737 (0.5007) loss_giou_aux_3: 0.4661 (0.4979) loss_giou_aux_4: 0.4721 (0.4975) loss_giou_aux_5: 0.5669 (0.5919) loss_giou_dn_0: 0.5785 (0.6149) loss_giou_dn_1: 0.4840 (0.5096) loss_giou_dn_2: 0.4581 (0.4810) loss_giou_dn_3: 0.4455 (0.4725) loss_giou_dn_4: 0.4446 (0.4705) loss_giou_dn_5: 0.4447 (0.4707) loss_vfl: 0.7220 (0.7025) loss_vfl_aux_0: 0.8346 (0.8240) loss_vfl_aux_1: 0.7775 (0.7696) loss_vfl_aux_2: 0.7319 (0.7341) loss_vfl_aux_3: 0.7241 (0.7153) loss_vfl_aux_4: 0.7306 (0.7056) loss_vfl_aux_5: 0.7986 (0.7962) loss_vfl_dn_0: 0.4679 (0.4639) loss_vfl_dn_1: 0.4002 (0.4015) loss_vfl_dn_2: 0.3810 (0.3854) loss_vfl_dn_3: 0.3772 (0.3778) loss_vfl_dn_4: 0.3746 (0.3751) loss_vfl_dn_5: 0.3721 (0.3742) time: 0.4761 data: 0.0141 max mem: 5654 Epoch: [25] [3200/7393] eta: 0:34:06 lr: 0.000010 loss: 16.7588 (16.7656) loss_bbox: 0.1621 (0.1644) loss_bbox_aux_0: 0.1766 (0.1765) loss_bbox_aux_1: 0.1494 (0.1683) loss_bbox_aux_2: 0.1613 (0.1653) loss_bbox_aux_3: 0.1632 (0.1643) loss_bbox_aux_4: 0.1620 (0.1643) loss_bbox_aux_5: 0.2082 (0.2169) loss_bbox_dn_0: 0.3254 (0.2919) loss_bbox_dn_1: 0.2537 (0.2231) loss_bbox_dn_2: 0.2235 (0.2010) loss_bbox_dn_3: 0.2154 (0.1941) loss_bbox_dn_4: 0.2133 (0.1927) loss_bbox_dn_5: 0.2133 (0.1927) loss_giou: 0.4331 (0.4964) loss_giou_aux_0: 0.4595 (0.5201) loss_giou_aux_1: 0.4540 (0.5049) loss_giou_aux_2: 0.4526 (0.4998) loss_giou_aux_3: 0.4517 (0.4970) loss_giou_aux_4: 0.4369 (0.4965) loss_giou_aux_5: 0.5309 (0.5910) loss_giou_dn_0: 0.5644 (0.6142) loss_giou_dn_1: 0.4579 (0.5090) loss_giou_dn_2: 0.4249 (0.4804) loss_giou_dn_3: 0.4230 (0.4720) loss_giou_dn_4: 0.4223 (0.4700) loss_giou_dn_5: 0.4227 (0.4701) loss_vfl: 0.7369 (0.7031) loss_vfl_aux_0: 0.8558 (0.8247) loss_vfl_aux_1: 0.7988 (0.7699) loss_vfl_aux_2: 0.7717 (0.7345) loss_vfl_aux_3: 0.7441 (0.7158) loss_vfl_aux_4: 0.7342 (0.7062) loss_vfl_aux_5: 0.8372 (0.7969) loss_vfl_dn_0: 0.4626 (0.4639) loss_vfl_dn_1: 0.3921 (0.4014) loss_vfl_dn_2: 0.3761 (0.3853) loss_vfl_dn_3: 0.3713 (0.3777) loss_vfl_dn_4: 0.3705 (0.3750) loss_vfl_dn_5: 0.3699 (0.3742) time: 0.4717 data: 0.0147 max mem: 5654 Epoch: [25] [3300/7393] eta: 0:33:14 lr: 0.000010 loss: 16.5863 (16.7670) loss_bbox: 0.1565 (0.1643) loss_bbox_aux_0: 0.1744 (0.1765) loss_bbox_aux_1: 0.1543 (0.1683) loss_bbox_aux_2: 0.1595 (0.1653) loss_bbox_aux_3: 0.1583 (0.1643) loss_bbox_aux_4: 0.1603 (0.1642) loss_bbox_aux_5: 0.2094 (0.2168) loss_bbox_dn_0: 0.2881 (0.2917) loss_bbox_dn_1: 0.2163 (0.2230) loss_bbox_dn_2: 0.1958 (0.2009) loss_bbox_dn_3: 0.1866 (0.1940) loss_bbox_dn_4: 0.1857 (0.1926) loss_bbox_dn_5: 0.1861 (0.1926) loss_giou: 0.4795 (0.4967) loss_giou_aux_0: 0.4971 (0.5204) loss_giou_aux_1: 0.4810 (0.5052) loss_giou_aux_2: 0.4711 (0.5002) loss_giou_aux_3: 0.4746 (0.4973) loss_giou_aux_4: 0.4721 (0.4968) loss_giou_aux_5: 0.5589 (0.5913) loss_giou_dn_0: 0.5801 (0.6144) loss_giou_dn_1: 0.5018 (0.5092) loss_giou_dn_2: 0.4681 (0.4807) loss_giou_dn_3: 0.4628 (0.4722) loss_giou_dn_4: 0.4597 (0.4702) loss_giou_dn_5: 0.4599 (0.4704) loss_vfl: 0.7026 (0.7030) loss_vfl_aux_0: 0.8220 (0.8245) loss_vfl_aux_1: 0.7702 (0.7696) loss_vfl_aux_2: 0.7221 (0.7343) loss_vfl_aux_3: 0.7128 (0.7158) loss_vfl_aux_4: 0.7035 (0.7061) loss_vfl_aux_5: 0.7806 (0.7967) loss_vfl_dn_0: 0.4672 (0.4638) loss_vfl_dn_1: 0.4013 (0.4014) loss_vfl_dn_2: 0.3839 (0.3853) loss_vfl_dn_3: 0.3755 (0.3777) loss_vfl_dn_4: 0.3697 (0.3750) loss_vfl_dn_5: 0.3662 (0.3742) time: 0.4603 data: 0.0136 max mem: 5654 Epoch: [25] [3400/7393] eta: 0:32:24 lr: 0.000010 loss: 16.2945 (16.7646) loss_bbox: 0.1526 (0.1643) loss_bbox_aux_0: 0.1730 (0.1765) loss_bbox_aux_1: 0.1590 (0.1683) loss_bbox_aux_2: 0.1598 (0.1653) loss_bbox_aux_3: 0.1560 (0.1642) loss_bbox_aux_4: 0.1530 (0.1642) loss_bbox_aux_5: 0.1994 (0.2169) loss_bbox_dn_0: 0.2857 (0.2918) loss_bbox_dn_1: 0.2087 (0.2230) loss_bbox_dn_2: 0.1912 (0.2009) loss_bbox_dn_3: 0.1875 (0.1940) loss_bbox_dn_4: 0.1842 (0.1926) loss_bbox_dn_5: 0.1841 (0.1926) loss_giou: 0.4124 (0.4961) loss_giou_aux_0: 0.4519 (0.5199) loss_giou_aux_1: 0.4280 (0.5048) loss_giou_aux_2: 0.4085 (0.4997) loss_giou_aux_3: 0.4135 (0.4967) loss_giou_aux_4: 0.4139 (0.4963) loss_giou_aux_5: 0.5225 (0.5908) loss_giou_dn_0: 0.5885 (0.6142) loss_giou_dn_1: 0.4787 (0.5090) loss_giou_dn_2: 0.4423 (0.4804) loss_giou_dn_3: 0.4406 (0.4720) loss_giou_dn_4: 0.4402 (0.4700) loss_giou_dn_5: 0.4402 (0.4702) loss_vfl: 0.6915 (0.7034) loss_vfl_aux_0: 0.8062 (0.8248) loss_vfl_aux_1: 0.7350 (0.7697) loss_vfl_aux_2: 0.7187 (0.7347) loss_vfl_aux_3: 0.7011 (0.7162) loss_vfl_aux_4: 0.6963 (0.7066) loss_vfl_aux_5: 0.7898 (0.7972) loss_vfl_dn_0: 0.4722 (0.4639) loss_vfl_dn_1: 0.3947 (0.4013) loss_vfl_dn_2: 0.3780 (0.3853) loss_vfl_dn_3: 0.3726 (0.3777) loss_vfl_dn_4: 0.3705 (0.3749) loss_vfl_dn_5: 0.3697 (0.3741) time: 0.4824 data: 0.0138 max mem: 5654 Epoch: [25] [3500/7393] eta: 0:31:34 lr: 0.000010 loss: 17.0416 (16.7673) loss_bbox: 0.1627 (0.1642) loss_bbox_aux_0: 0.1710 (0.1764) loss_bbox_aux_1: 0.1619 (0.1683) loss_bbox_aux_2: 0.1646 (0.1653) loss_bbox_aux_3: 0.1609 (0.1642) loss_bbox_aux_4: 0.1627 (0.1641) loss_bbox_aux_5: 0.2133 (0.2167) loss_bbox_dn_0: 0.2910 (0.2916) loss_bbox_dn_1: 0.2290 (0.2228) loss_bbox_dn_2: 0.2116 (0.2008) loss_bbox_dn_3: 0.1948 (0.1938) loss_bbox_dn_4: 0.1932 (0.1924) loss_bbox_dn_5: 0.1932 (0.1924) loss_giou: 0.4689 (0.4966) loss_giou_aux_0: 0.4872 (0.5204) loss_giou_aux_1: 0.4780 (0.5053) loss_giou_aux_2: 0.4834 (0.5002) loss_giou_aux_3: 0.4823 (0.4973) loss_giou_aux_4: 0.4696 (0.4968) loss_giou_aux_5: 0.5572 (0.5912) loss_giou_dn_0: 0.5929 (0.6144) loss_giou_dn_1: 0.4910 (0.5092) loss_giou_dn_2: 0.4671 (0.4807) loss_giou_dn_3: 0.4579 (0.4722) loss_giou_dn_4: 0.4572 (0.4702) loss_giou_dn_5: 0.4572 (0.4704) loss_vfl: 0.7085 (0.7034) loss_vfl_aux_0: 0.8243 (0.8246) loss_vfl_aux_1: 0.7821 (0.7694) loss_vfl_aux_2: 0.7426 (0.7345) loss_vfl_aux_3: 0.7475 (0.7161) loss_vfl_aux_4: 0.7177 (0.7066) loss_vfl_aux_5: 0.8149 (0.7971) loss_vfl_dn_0: 0.4691 (0.4639) loss_vfl_dn_1: 0.4049 (0.4014) loss_vfl_dn_2: 0.3861 (0.3853) loss_vfl_dn_3: 0.3793 (0.3777) loss_vfl_dn_4: 0.3772 (0.3750) loss_vfl_dn_5: 0.3764 (0.3742) time: 0.4759 data: 0.0138 max mem: 5654 Epoch: [25] [3600/7393] eta: 0:30:45 lr: 0.000010 loss: 16.4130 (16.7689) loss_bbox: 0.1463 (0.1642) loss_bbox_aux_0: 0.1534 (0.1764) loss_bbox_aux_1: 0.1487 (0.1683) loss_bbox_aux_2: 0.1512 (0.1654) loss_bbox_aux_3: 0.1490 (0.1642) loss_bbox_aux_4: 0.1463 (0.1641) loss_bbox_aux_5: 0.2057 (0.2167) loss_bbox_dn_0: 0.2558 (0.2913) loss_bbox_dn_1: 0.1896 (0.2227) loss_bbox_dn_2: 0.1700 (0.2006) loss_bbox_dn_3: 0.1650 (0.1937) loss_bbox_dn_4: 0.1634 (0.1923) loss_bbox_dn_5: 0.1633 (0.1923) loss_giou: 0.4905 (0.4970) loss_giou_aux_0: 0.4781 (0.5208) loss_giou_aux_1: 0.4726 (0.5057) loss_giou_aux_2: 0.4753 (0.5006) loss_giou_aux_3: 0.4667 (0.4976) loss_giou_aux_4: 0.4854 (0.4971) loss_giou_aux_5: 0.5478 (0.5915) loss_giou_dn_0: 0.6033 (0.6147) loss_giou_dn_1: 0.4914 (0.5095) loss_giou_dn_2: 0.4635 (0.4809) loss_giou_dn_3: 0.4566 (0.4724) loss_giou_dn_4: 0.4540 (0.4704) loss_giou_dn_5: 0.4543 (0.4706) loss_vfl: 0.7190 (0.7033) loss_vfl_aux_0: 0.8379 (0.8243) loss_vfl_aux_1: 0.7583 (0.7692) loss_vfl_aux_2: 0.7445 (0.7343) loss_vfl_aux_3: 0.7349 (0.7159) loss_vfl_aux_4: 0.7218 (0.7064) loss_vfl_aux_5: 0.8027 (0.7969) loss_vfl_dn_0: 0.4600 (0.4639) loss_vfl_dn_1: 0.4019 (0.4014) loss_vfl_dn_2: 0.3845 (0.3853) loss_vfl_dn_3: 0.3758 (0.3778) loss_vfl_dn_4: 0.3731 (0.3750) loss_vfl_dn_5: 0.3717 (0.3742) time: 0.4728 data: 0.0141 max mem: 5654 Epoch: [25] [3700/7393] eta: 0:29:55 lr: 0.000010 loss: 16.9864 (16.7711) loss_bbox: 0.1580 (0.1642) loss_bbox_aux_0: 0.1743 (0.1762) loss_bbox_aux_1: 0.1617 (0.1682) loss_bbox_aux_2: 0.1624 (0.1653) loss_bbox_aux_3: 0.1617 (0.1641) loss_bbox_aux_4: 0.1578 (0.1641) loss_bbox_aux_5: 0.2120 (0.2165) loss_bbox_dn_0: 0.2892 (0.2912) loss_bbox_dn_1: 0.2195 (0.2226) loss_bbox_dn_2: 0.1976 (0.2005) loss_bbox_dn_3: 0.1943 (0.1936) loss_bbox_dn_4: 0.1932 (0.1922) loss_bbox_dn_5: 0.1929 (0.1922) loss_giou: 0.4893 (0.4974) loss_giou_aux_0: 0.5098 (0.5211) loss_giou_aux_1: 0.5068 (0.5061) loss_giou_aux_2: 0.4991 (0.5010) loss_giou_aux_3: 0.4893 (0.4980) loss_giou_aux_4: 0.4852 (0.4975) loss_giou_aux_5: 0.5861 (0.5919) loss_giou_dn_0: 0.6313 (0.6149) loss_giou_dn_1: 0.5241 (0.5097) loss_giou_dn_2: 0.4957 (0.4811) loss_giou_dn_3: 0.4850 (0.4727) loss_giou_dn_4: 0.4856 (0.4707) loss_giou_dn_5: 0.4855 (0.4708) loss_vfl: 0.7141 (0.7032) loss_vfl_aux_0: 0.8465 (0.8243) loss_vfl_aux_1: 0.7913 (0.7691) loss_vfl_aux_2: 0.7462 (0.7341) loss_vfl_aux_3: 0.7122 (0.7158) loss_vfl_aux_4: 0.7127 (0.7064) loss_vfl_aux_5: 0.8154 (0.7967) loss_vfl_dn_0: 0.4644 (0.4639) loss_vfl_dn_1: 0.4092 (0.4014) loss_vfl_dn_2: 0.3946 (0.3854) loss_vfl_dn_3: 0.3917 (0.3778) loss_vfl_dn_4: 0.3883 (0.3751) loss_vfl_dn_5: 0.3893 (0.3742) time: 0.4829 data: 0.0148 max mem: 5654 Epoch: [25] [3800/7393] eta: 0:29:06 lr: 0.000010 loss: 16.1815 (16.7678) loss_bbox: 0.1500 (0.1640) loss_bbox_aux_0: 0.1611 (0.1762) loss_bbox_aux_1: 0.1568 (0.1682) loss_bbox_aux_2: 0.1485 (0.1651) loss_bbox_aux_3: 0.1503 (0.1640) loss_bbox_aux_4: 0.1470 (0.1639) loss_bbox_aux_5: 0.1920 (0.2164) loss_bbox_dn_0: 0.2515 (0.2911) loss_bbox_dn_1: 0.1926 (0.2225) loss_bbox_dn_2: 0.1752 (0.2005) loss_bbox_dn_3: 0.1682 (0.1935) loss_bbox_dn_4: 0.1664 (0.1921) loss_bbox_dn_5: 0.1664 (0.1921) loss_giou: 0.4602 (0.4974) loss_giou_aux_0: 0.5022 (0.5212) loss_giou_aux_1: 0.4982 (0.5062) loss_giou_aux_2: 0.4737 (0.5010) loss_giou_aux_3: 0.4675 (0.4980) loss_giou_aux_4: 0.4572 (0.4976) loss_giou_aux_5: 0.5463 (0.5919) loss_giou_dn_0: 0.5850 (0.6148) loss_giou_dn_1: 0.4960 (0.5096) loss_giou_dn_2: 0.4681 (0.4810) loss_giou_dn_3: 0.4599 (0.4726) loss_giou_dn_4: 0.4576 (0.4706) loss_giou_dn_5: 0.4574 (0.4708) loss_vfl: 0.6676 (0.7029) loss_vfl_aux_0: 0.7802 (0.8240) loss_vfl_aux_1: 0.7091 (0.7687) loss_vfl_aux_2: 0.6966 (0.7339) loss_vfl_aux_3: 0.6886 (0.7157) loss_vfl_aux_4: 0.6731 (0.7062) loss_vfl_aux_5: 0.7527 (0.7966) loss_vfl_dn_0: 0.4531 (0.4639) loss_vfl_dn_1: 0.3932 (0.4013) loss_vfl_dn_2: 0.3813 (0.3853) loss_vfl_dn_3: 0.3741 (0.3777) loss_vfl_dn_4: 0.3731 (0.3750) loss_vfl_dn_5: 0.3708 (0.3742) time: 0.4810 data: 0.0150 max mem: 5654 Epoch: [25] [3900/7393] eta: 0:28:16 lr: 0.000010 loss: 16.1592 (16.7695) loss_bbox: 0.1447 (0.1640) loss_bbox_aux_0: 0.1636 (0.1762) loss_bbox_aux_1: 0.1530 (0.1682) loss_bbox_aux_2: 0.1467 (0.1652) loss_bbox_aux_3: 0.1460 (0.1640) loss_bbox_aux_4: 0.1474 (0.1639) loss_bbox_aux_5: 0.2039 (0.2165) loss_bbox_dn_0: 0.2556 (0.2911) loss_bbox_dn_1: 0.1954 (0.2225) loss_bbox_dn_2: 0.1756 (0.2005) loss_bbox_dn_3: 0.1702 (0.1936) loss_bbox_dn_4: 0.1701 (0.1922) loss_bbox_dn_5: 0.1698 (0.1922) loss_giou: 0.4820 (0.4972) loss_giou_aux_0: 0.5071 (0.5210) loss_giou_aux_1: 0.4931 (0.5060) loss_giou_aux_2: 0.4880 (0.5008) loss_giou_aux_3: 0.4849 (0.4978) loss_giou_aux_4: 0.4827 (0.4973) loss_giou_aux_5: 0.5977 (0.5918) loss_giou_dn_0: 0.6008 (0.6146) loss_giou_dn_1: 0.4924 (0.5095) loss_giou_dn_2: 0.4735 (0.4809) loss_giou_dn_3: 0.4642 (0.4725) loss_giou_dn_4: 0.4628 (0.4705) loss_giou_dn_5: 0.4633 (0.4707) loss_vfl: 0.7119 (0.7035) loss_vfl_aux_0: 0.7892 (0.8243) loss_vfl_aux_1: 0.7638 (0.7692) loss_vfl_aux_2: 0.7063 (0.7343) loss_vfl_aux_3: 0.7056 (0.7162) loss_vfl_aux_4: 0.7007 (0.7068) loss_vfl_aux_5: 0.7693 (0.7967) loss_vfl_dn_0: 0.4662 (0.4639) loss_vfl_dn_1: 0.3967 (0.4014) loss_vfl_dn_2: 0.3825 (0.3854) loss_vfl_dn_3: 0.3762 (0.3778) loss_vfl_dn_4: 0.3743 (0.3751) loss_vfl_dn_5: 0.3744 (0.3743) time: 0.4746 data: 0.0141 max mem: 5654 Epoch: [25] [4000/7393] eta: 0:27:26 lr: 0.000010 loss: 16.6286 (16.7720) loss_bbox: 0.1420 (0.1640) loss_bbox_aux_0: 0.1708 (0.1762) loss_bbox_aux_1: 0.1519 (0.1683) loss_bbox_aux_2: 0.1487 (0.1652) loss_bbox_aux_3: 0.1428 (0.1640) loss_bbox_aux_4: 0.1473 (0.1640) loss_bbox_aux_5: 0.2163 (0.2165) loss_bbox_dn_0: 0.2959 (0.2913) loss_bbox_dn_1: 0.2187 (0.2227) loss_bbox_dn_2: 0.1848 (0.2007) loss_bbox_dn_3: 0.1746 (0.1938) loss_bbox_dn_4: 0.1742 (0.1924) loss_bbox_dn_5: 0.1742 (0.1924) loss_giou: 0.4628 (0.4971) loss_giou_aux_0: 0.4926 (0.5210) loss_giou_aux_1: 0.4682 (0.5060) loss_giou_aux_2: 0.4690 (0.5008) loss_giou_aux_3: 0.4616 (0.4977) loss_giou_aux_4: 0.4660 (0.4972) loss_giou_aux_5: 0.5779 (0.5917) loss_giou_dn_0: 0.6031 (0.6147) loss_giou_dn_1: 0.5166 (0.5096) loss_giou_dn_2: 0.4875 (0.4811) loss_giou_dn_3: 0.4834 (0.4726) loss_giou_dn_4: 0.4800 (0.4706) loss_giou_dn_5: 0.4800 (0.4708) loss_vfl: 0.6866 (0.7036) loss_vfl_aux_0: 0.8311 (0.8243) loss_vfl_aux_1: 0.7806 (0.7693) loss_vfl_aux_2: 0.7312 (0.7345) loss_vfl_aux_3: 0.6950 (0.7164) loss_vfl_aux_4: 0.6876 (0.7069) loss_vfl_aux_5: 0.8173 (0.7967) loss_vfl_dn_0: 0.4672 (0.4639) loss_vfl_dn_1: 0.3998 (0.4014) loss_vfl_dn_2: 0.3816 (0.3854) loss_vfl_dn_3: 0.3766 (0.3779) loss_vfl_dn_4: 0.3743 (0.3751) loss_vfl_dn_5: 0.3732 (0.3743) time: 0.4683 data: 0.0139 max mem: 5654 Epoch: [25] [4100/7393] eta: 0:26:37 lr: 0.000010 loss: 16.5874 (16.7687) loss_bbox: 0.1384 (0.1640) loss_bbox_aux_0: 0.1545 (0.1762) loss_bbox_aux_1: 0.1472 (0.1682) loss_bbox_aux_2: 0.1448 (0.1652) loss_bbox_aux_3: 0.1402 (0.1640) loss_bbox_aux_4: 0.1384 (0.1640) loss_bbox_aux_5: 0.1853 (0.2164) loss_bbox_dn_0: 0.2606 (0.2912) loss_bbox_dn_1: 0.1849 (0.2226) loss_bbox_dn_2: 0.1761 (0.2007) loss_bbox_dn_3: 0.1730 (0.1938) loss_bbox_dn_4: 0.1691 (0.1923) loss_bbox_dn_5: 0.1688 (0.1923) loss_giou: 0.5122 (0.4968) loss_giou_aux_0: 0.5288 (0.5208) loss_giou_aux_1: 0.5303 (0.5057) loss_giou_aux_2: 0.5257 (0.5005) loss_giou_aux_3: 0.5101 (0.4975) loss_giou_aux_4: 0.5110 (0.4970) loss_giou_aux_5: 0.5827 (0.5914) loss_giou_dn_0: 0.6045 (0.6144) loss_giou_dn_1: 0.5052 (0.5094) loss_giou_dn_2: 0.4801 (0.4808) loss_giou_dn_3: 0.4763 (0.4724) loss_giou_dn_4: 0.4746 (0.4704) loss_giou_dn_5: 0.4746 (0.4706) loss_vfl: 0.6997 (0.7038) loss_vfl_aux_0: 0.8144 (0.8242) loss_vfl_aux_1: 0.7658 (0.7693) loss_vfl_aux_2: 0.7339 (0.7346) loss_vfl_aux_3: 0.7175 (0.7165) loss_vfl_aux_4: 0.6973 (0.7070) loss_vfl_aux_5: 0.8069 (0.7968) loss_vfl_dn_0: 0.4635 (0.4639) loss_vfl_dn_1: 0.4032 (0.4014) loss_vfl_dn_2: 0.3910 (0.3854) loss_vfl_dn_3: 0.3824 (0.3778) loss_vfl_dn_4: 0.3796 (0.3751) loss_vfl_dn_5: 0.3787 (0.3743) time: 0.4919 data: 0.0144 max mem: 5654 Epoch: [25] [4200/7393] eta: 0:25:47 lr: 0.000010 loss: 16.7090 (16.7629) loss_bbox: 0.1388 (0.1639) loss_bbox_aux_0: 0.1581 (0.1762) loss_bbox_aux_1: 0.1518 (0.1681) loss_bbox_aux_2: 0.1448 (0.1651) loss_bbox_aux_3: 0.1475 (0.1639) loss_bbox_aux_4: 0.1389 (0.1639) loss_bbox_aux_5: 0.1997 (0.2164) loss_bbox_dn_0: 0.2450 (0.2912) loss_bbox_dn_1: 0.1948 (0.2226) loss_bbox_dn_2: 0.1712 (0.2006) loss_bbox_dn_3: 0.1589 (0.1937) loss_bbox_dn_4: 0.1568 (0.1923) loss_bbox_dn_5: 0.1567 (0.1923) loss_giou: 0.4607 (0.4964) loss_giou_aux_0: 0.5050 (0.5204) loss_giou_aux_1: 0.4805 (0.5054) loss_giou_aux_2: 0.4802 (0.5000) loss_giou_aux_3: 0.4784 (0.4971) loss_giou_aux_4: 0.4675 (0.4965) loss_giou_aux_5: 0.5727 (0.5911) loss_giou_dn_0: 0.6036 (0.6141) loss_giou_dn_1: 0.4919 (0.5091) loss_giou_dn_2: 0.4561 (0.4805) loss_giou_dn_3: 0.4478 (0.4721) loss_giou_dn_4: 0.4465 (0.4701) loss_giou_dn_5: 0.4466 (0.4703) loss_vfl: 0.6683 (0.7037) loss_vfl_aux_0: 0.8027 (0.8242) loss_vfl_aux_1: 0.7381 (0.7693) loss_vfl_aux_2: 0.7076 (0.7345) loss_vfl_aux_3: 0.6864 (0.7164) loss_vfl_aux_4: 0.6719 (0.7070) loss_vfl_aux_5: 0.7818 (0.7967) loss_vfl_dn_0: 0.4562 (0.4640) loss_vfl_dn_1: 0.3979 (0.4014) loss_vfl_dn_2: 0.3846 (0.3854) loss_vfl_dn_3: 0.3752 (0.3778) loss_vfl_dn_4: 0.3755 (0.3750) loss_vfl_dn_5: 0.3727 (0.3742) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [25] [4300/7393] eta: 0:24:58 lr: 0.000010 loss: 16.3077 (16.7603) loss_bbox: 0.1546 (0.1639) loss_bbox_aux_0: 0.1668 (0.1762) loss_bbox_aux_1: 0.1589 (0.1681) loss_bbox_aux_2: 0.1574 (0.1651) loss_bbox_aux_3: 0.1554 (0.1639) loss_bbox_aux_4: 0.1583 (0.1638) loss_bbox_aux_5: 0.2067 (0.2164) loss_bbox_dn_0: 0.3015 (0.2913) loss_bbox_dn_1: 0.2216 (0.2226) loss_bbox_dn_2: 0.1954 (0.2007) loss_bbox_dn_3: 0.1808 (0.1937) loss_bbox_dn_4: 0.1810 (0.1923) loss_bbox_dn_5: 0.1810 (0.1923) loss_giou: 0.4800 (0.4963) loss_giou_aux_0: 0.4864 (0.5202) loss_giou_aux_1: 0.4846 (0.5052) loss_giou_aux_2: 0.4809 (0.4998) loss_giou_aux_3: 0.4700 (0.4969) loss_giou_aux_4: 0.4703 (0.4963) loss_giou_aux_5: 0.5668 (0.5909) loss_giou_dn_0: 0.5949 (0.6139) loss_giou_dn_1: 0.4774 (0.5089) loss_giou_dn_2: 0.4655 (0.4804) loss_giou_dn_3: 0.4534 (0.4719) loss_giou_dn_4: 0.4539 (0.4699) loss_giou_dn_5: 0.4539 (0.4701) loss_vfl: 0.6589 (0.7036) loss_vfl_aux_0: 0.7968 (0.8241) loss_vfl_aux_1: 0.7291 (0.7692) loss_vfl_aux_2: 0.6905 (0.7344) loss_vfl_aux_3: 0.6712 (0.7163) loss_vfl_aux_4: 0.6721 (0.7069) loss_vfl_aux_5: 0.7684 (0.7968) loss_vfl_dn_0: 0.4613 (0.4640) loss_vfl_dn_1: 0.4013 (0.4014) loss_vfl_dn_2: 0.3866 (0.3853) loss_vfl_dn_3: 0.3775 (0.3778) loss_vfl_dn_4: 0.3760 (0.3750) loss_vfl_dn_5: 0.3759 (0.3742) time: 0.4683 data: 0.0139 max mem: 5654 Epoch: [25] [4400/7393] eta: 0:24:09 lr: 0.000010 loss: 16.5954 (16.7605) loss_bbox: 0.1850 (0.1640) loss_bbox_aux_0: 0.1818 (0.1764) loss_bbox_aux_1: 0.1867 (0.1683) loss_bbox_aux_2: 0.1806 (0.1652) loss_bbox_aux_3: 0.1838 (0.1640) loss_bbox_aux_4: 0.1830 (0.1640) loss_bbox_aux_5: 0.2250 (0.2166) loss_bbox_dn_0: 0.2853 (0.2916) loss_bbox_dn_1: 0.2137 (0.2228) loss_bbox_dn_2: 0.1982 (0.2008) loss_bbox_dn_3: 0.1922 (0.1939) loss_bbox_dn_4: 0.1900 (0.1925) loss_bbox_dn_5: 0.1899 (0.1925) loss_giou: 0.4903 (0.4960) loss_giou_aux_0: 0.5173 (0.5201) loss_giou_aux_1: 0.4928 (0.5050) loss_giou_aux_2: 0.4954 (0.4996) loss_giou_aux_3: 0.4852 (0.4967) loss_giou_aux_4: 0.4925 (0.4961) loss_giou_aux_5: 0.5877 (0.5906) loss_giou_dn_0: 0.6000 (0.6138) loss_giou_dn_1: 0.5023 (0.5088) loss_giou_dn_2: 0.4766 (0.4803) loss_giou_dn_3: 0.4688 (0.4718) loss_giou_dn_4: 0.4675 (0.4699) loss_giou_dn_5: 0.4675 (0.4700) loss_vfl: 0.6738 (0.7037) loss_vfl_aux_0: 0.7974 (0.8240) loss_vfl_aux_1: 0.7496 (0.7691) loss_vfl_aux_2: 0.6994 (0.7344) loss_vfl_aux_3: 0.6863 (0.7164) loss_vfl_aux_4: 0.6788 (0.7069) loss_vfl_aux_5: 0.7909 (0.7969) loss_vfl_dn_0: 0.4662 (0.4640) loss_vfl_dn_1: 0.3994 (0.4014) loss_vfl_dn_2: 0.3894 (0.3853) loss_vfl_dn_3: 0.3816 (0.3778) loss_vfl_dn_4: 0.3798 (0.3750) loss_vfl_dn_5: 0.3780 (0.3742) time: 0.4709 data: 0.0140 max mem: 5654 Epoch: [25] [4500/7393] eta: 0:23:20 lr: 0.000010 loss: 16.9245 (16.7619) loss_bbox: 0.1490 (0.1641) loss_bbox_aux_0: 0.1650 (0.1765) loss_bbox_aux_1: 0.1561 (0.1684) loss_bbox_aux_2: 0.1505 (0.1653) loss_bbox_aux_3: 0.1479 (0.1641) loss_bbox_aux_4: 0.1489 (0.1641) loss_bbox_aux_5: 0.1954 (0.2168) loss_bbox_dn_0: 0.2555 (0.2916) loss_bbox_dn_1: 0.1919 (0.2228) loss_bbox_dn_2: 0.1735 (0.2008) loss_bbox_dn_3: 0.1690 (0.1939) loss_bbox_dn_4: 0.1679 (0.1925) loss_bbox_dn_5: 0.1678 (0.1925) loss_giou: 0.5501 (0.4963) loss_giou_aux_0: 0.5718 (0.5203) loss_giou_aux_1: 0.5617 (0.5053) loss_giou_aux_2: 0.5560 (0.4999) loss_giou_aux_3: 0.5480 (0.4969) loss_giou_aux_4: 0.5469 (0.4963) loss_giou_aux_5: 0.6398 (0.5908) loss_giou_dn_0: 0.6141 (0.6139) loss_giou_dn_1: 0.5164 (0.5089) loss_giou_dn_2: 0.4826 (0.4804) loss_giou_dn_3: 0.4746 (0.4719) loss_giou_dn_4: 0.4717 (0.4699) loss_giou_dn_5: 0.4720 (0.4701) loss_vfl: 0.6815 (0.7035) loss_vfl_aux_0: 0.7958 (0.8237) loss_vfl_aux_1: 0.7360 (0.7689) loss_vfl_aux_2: 0.7277 (0.7344) loss_vfl_aux_3: 0.6927 (0.7162) loss_vfl_aux_4: 0.6893 (0.7068) loss_vfl_aux_5: 0.7755 (0.7967) loss_vfl_dn_0: 0.4645 (0.4640) loss_vfl_dn_1: 0.4069 (0.4014) loss_vfl_dn_2: 0.3912 (0.3853) loss_vfl_dn_3: 0.3830 (0.3777) loss_vfl_dn_4: 0.3789 (0.3750) loss_vfl_dn_5: 0.3775 (0.3742) time: 0.4782 data: 0.0141 max mem: 5654 Epoch: [25] [4600/7393] eta: 0:22:34 lr: 0.000010 loss: 16.8512 (16.7602) loss_bbox: 0.1482 (0.1640) loss_bbox_aux_0: 0.1579 (0.1765) loss_bbox_aux_1: 0.1562 (0.1684) loss_bbox_aux_2: 0.1586 (0.1653) loss_bbox_aux_3: 0.1530 (0.1641) loss_bbox_aux_4: 0.1482 (0.1640) loss_bbox_aux_5: 0.1910 (0.2167) loss_bbox_dn_0: 0.2805 (0.2915) loss_bbox_dn_1: 0.2009 (0.2228) loss_bbox_dn_2: 0.1767 (0.2008) loss_bbox_dn_3: 0.1713 (0.1938) loss_bbox_dn_4: 0.1727 (0.1924) loss_bbox_dn_5: 0.1727 (0.1924) loss_giou: 0.5261 (0.4963) loss_giou_aux_0: 0.5380 (0.5203) loss_giou_aux_1: 0.5549 (0.5053) loss_giou_aux_2: 0.5339 (0.4999) loss_giou_aux_3: 0.5265 (0.4969) loss_giou_aux_4: 0.5222 (0.4963) loss_giou_aux_5: 0.5993 (0.5908) loss_giou_dn_0: 0.6417 (0.6139) loss_giou_dn_1: 0.5447 (0.5089) loss_giou_dn_2: 0.5102 (0.4804) loss_giou_dn_3: 0.5024 (0.4719) loss_giou_dn_4: 0.4996 (0.4699) loss_giou_dn_5: 0.4995 (0.4701) loss_vfl: 0.6780 (0.7034) loss_vfl_aux_0: 0.7764 (0.8237) loss_vfl_aux_1: 0.7452 (0.7688) loss_vfl_aux_2: 0.7012 (0.7341) loss_vfl_aux_3: 0.6738 (0.7161) loss_vfl_aux_4: 0.6882 (0.7066) loss_vfl_aux_5: 0.7765 (0.7968) loss_vfl_dn_0: 0.4648 (0.4640) loss_vfl_dn_1: 0.4047 (0.4013) loss_vfl_dn_2: 0.3919 (0.3853) loss_vfl_dn_3: 0.3829 (0.3777) loss_vfl_dn_4: 0.3775 (0.3749) loss_vfl_dn_5: 0.3765 (0.3741) time: 0.4695 data: 0.0136 max mem: 5654 Epoch: [25] [4700/7393] eta: 0:21:45 lr: 0.000010 loss: 17.5834 (16.7626) loss_bbox: 0.1545 (0.1641) loss_bbox_aux_0: 0.1658 (0.1765) loss_bbox_aux_1: 0.1507 (0.1684) loss_bbox_aux_2: 0.1510 (0.1654) loss_bbox_aux_3: 0.1518 (0.1641) loss_bbox_aux_4: 0.1485 (0.1640) loss_bbox_aux_5: 0.2193 (0.2167) loss_bbox_dn_0: 0.2754 (0.2917) loss_bbox_dn_1: 0.2075 (0.2229) loss_bbox_dn_2: 0.1888 (0.2009) loss_bbox_dn_3: 0.1830 (0.1940) loss_bbox_dn_4: 0.1814 (0.1926) loss_bbox_dn_5: 0.1815 (0.1926) loss_giou: 0.5329 (0.4962) loss_giou_aux_0: 0.5486 (0.5202) loss_giou_aux_1: 0.5420 (0.5052) loss_giou_aux_2: 0.5340 (0.4998) loss_giou_aux_3: 0.5336 (0.4969) loss_giou_aux_4: 0.5230 (0.4962) loss_giou_aux_5: 0.6365 (0.5907) loss_giou_dn_0: 0.6251 (0.6139) loss_giou_dn_1: 0.5154 (0.5089) loss_giou_dn_2: 0.4804 (0.4803) loss_giou_dn_3: 0.4730 (0.4719) loss_giou_dn_4: 0.4674 (0.4699) loss_giou_dn_5: 0.4675 (0.4701) loss_vfl: 0.7087 (0.7037) loss_vfl_aux_0: 0.8202 (0.8239) loss_vfl_aux_1: 0.7664 (0.7689) loss_vfl_aux_2: 0.7500 (0.7343) loss_vfl_aux_3: 0.7132 (0.7162) loss_vfl_aux_4: 0.6912 (0.7069) loss_vfl_aux_5: 0.7819 (0.7970) loss_vfl_dn_0: 0.4697 (0.4640) loss_vfl_dn_1: 0.4001 (0.4014) loss_vfl_dn_2: 0.3830 (0.3853) loss_vfl_dn_3: 0.3799 (0.3777) loss_vfl_dn_4: 0.3791 (0.3750) loss_vfl_dn_5: 0.3773 (0.3742) time: 0.4732 data: 0.0139 max mem: 5654 Epoch: [25] [4800/7393] eta: 0:20:56 lr: 0.000010 loss: 17.1703 (16.7649) loss_bbox: 0.1676 (0.1641) loss_bbox_aux_0: 0.1735 (0.1766) loss_bbox_aux_1: 0.1735 (0.1685) loss_bbox_aux_2: 0.1477 (0.1655) loss_bbox_aux_3: 0.1692 (0.1642) loss_bbox_aux_4: 0.1715 (0.1641) loss_bbox_aux_5: 0.1932 (0.2168) loss_bbox_dn_0: 0.2494 (0.2917) loss_bbox_dn_1: 0.2047 (0.2230) loss_bbox_dn_2: 0.1885 (0.2010) loss_bbox_dn_3: 0.1814 (0.1940) loss_bbox_dn_4: 0.1795 (0.1926) loss_bbox_dn_5: 0.1796 (0.1926) loss_giou: 0.5161 (0.4964) loss_giou_aux_0: 0.5230 (0.5204) loss_giou_aux_1: 0.5182 (0.5055) loss_giou_aux_2: 0.5112 (0.5001) loss_giou_aux_3: 0.5158 (0.4971) loss_giou_aux_4: 0.5205 (0.4965) loss_giou_aux_5: 0.5984 (0.5909) loss_giou_dn_0: 0.6233 (0.6140) loss_giou_dn_1: 0.5209 (0.5091) loss_giou_dn_2: 0.4978 (0.4805) loss_giou_dn_3: 0.4944 (0.4720) loss_giou_dn_4: 0.4952 (0.4700) loss_giou_dn_5: 0.4963 (0.4702) loss_vfl: 0.7103 (0.7035) loss_vfl_aux_0: 0.8020 (0.8238) loss_vfl_aux_1: 0.7552 (0.7687) loss_vfl_aux_2: 0.7182 (0.7340) loss_vfl_aux_3: 0.7273 (0.7160) loss_vfl_aux_4: 0.6930 (0.7067) loss_vfl_aux_5: 0.7788 (0.7969) loss_vfl_dn_0: 0.4602 (0.4641) loss_vfl_dn_1: 0.4041 (0.4014) loss_vfl_dn_2: 0.3953 (0.3853) loss_vfl_dn_3: 0.3903 (0.3777) loss_vfl_dn_4: 0.3877 (0.3750) loss_vfl_dn_5: 0.3863 (0.3742) time: 0.4652 data: 0.0140 max mem: 5654 Epoch: [25] [4900/7393] eta: 0:20:07 lr: 0.000010 loss: 16.7994 (16.7657) loss_bbox: 0.1657 (0.1641) loss_bbox_aux_0: 0.1776 (0.1766) loss_bbox_aux_1: 0.1756 (0.1686) loss_bbox_aux_2: 0.1702 (0.1655) loss_bbox_aux_3: 0.1680 (0.1642) loss_bbox_aux_4: 0.1657 (0.1641) loss_bbox_aux_5: 0.2168 (0.2168) loss_bbox_dn_0: 0.3012 (0.2920) loss_bbox_dn_1: 0.2355 (0.2232) loss_bbox_dn_2: 0.2153 (0.2012) loss_bbox_dn_3: 0.2002 (0.1942) loss_bbox_dn_4: 0.1976 (0.1928) loss_bbox_dn_5: 0.1975 (0.1928) loss_giou: 0.4456 (0.4962) loss_giou_aux_0: 0.4726 (0.5202) loss_giou_aux_1: 0.4613 (0.5053) loss_giou_aux_2: 0.4525 (0.4999) loss_giou_aux_3: 0.4509 (0.4969) loss_giou_aux_4: 0.4460 (0.4962) loss_giou_aux_5: 0.5572 (0.5906) loss_giou_dn_0: 0.6059 (0.6139) loss_giou_dn_1: 0.5090 (0.5090) loss_giou_dn_2: 0.4813 (0.4805) loss_giou_dn_3: 0.4722 (0.4720) loss_giou_dn_4: 0.4735 (0.4700) loss_giou_dn_5: 0.4736 (0.4702) loss_vfl: 0.7126 (0.7037) loss_vfl_aux_0: 0.8329 (0.8240) loss_vfl_aux_1: 0.7818 (0.7689) loss_vfl_aux_2: 0.7363 (0.7341) loss_vfl_aux_3: 0.7226 (0.7162) loss_vfl_aux_4: 0.7094 (0.7069) loss_vfl_aux_5: 0.8216 (0.7972) loss_vfl_dn_0: 0.4559 (0.4640) loss_vfl_dn_1: 0.3985 (0.4014) loss_vfl_dn_2: 0.3833 (0.3853) loss_vfl_dn_3: 0.3756 (0.3777) loss_vfl_dn_4: 0.3738 (0.3750) loss_vfl_dn_5: 0.3736 (0.3742) time: 0.4775 data: 0.0140 max mem: 5654 Epoch: [25] [5000/7393] eta: 0:19:18 lr: 0.000010 loss: 16.7111 (16.7666) loss_bbox: 0.1647 (0.1642) loss_bbox_aux_0: 0.1726 (0.1767) loss_bbox_aux_1: 0.1648 (0.1687) loss_bbox_aux_2: 0.1648 (0.1656) loss_bbox_aux_3: 0.1684 (0.1643) loss_bbox_aux_4: 0.1647 (0.1642) loss_bbox_aux_5: 0.2139 (0.2169) loss_bbox_dn_0: 0.2697 (0.2919) loss_bbox_dn_1: 0.2163 (0.2232) loss_bbox_dn_2: 0.1889 (0.2012) loss_bbox_dn_3: 0.1828 (0.1942) loss_bbox_dn_4: 0.1821 (0.1928) loss_bbox_dn_5: 0.1822 (0.1928) loss_giou: 0.5105 (0.4964) loss_giou_aux_0: 0.5336 (0.5205) loss_giou_aux_1: 0.5237 (0.5055) loss_giou_aux_2: 0.5184 (0.5001) loss_giou_aux_3: 0.5115 (0.4971) loss_giou_aux_4: 0.5089 (0.4965) loss_giou_aux_5: 0.5911 (0.5909) loss_giou_dn_0: 0.6033 (0.6141) loss_giou_dn_1: 0.5062 (0.5092) loss_giou_dn_2: 0.4821 (0.4806) loss_giou_dn_3: 0.4703 (0.4721) loss_giou_dn_4: 0.4681 (0.4701) loss_giou_dn_5: 0.4680 (0.4703) loss_vfl: 0.6901 (0.7034) loss_vfl_aux_0: 0.8216 (0.8237) loss_vfl_aux_1: 0.7410 (0.7686) loss_vfl_aux_2: 0.7033 (0.7339) loss_vfl_aux_3: 0.6904 (0.7159) loss_vfl_aux_4: 0.6908 (0.7066) loss_vfl_aux_5: 0.7970 (0.7969) loss_vfl_dn_0: 0.4629 (0.4640) loss_vfl_dn_1: 0.4040 (0.4014) loss_vfl_dn_2: 0.3871 (0.3853) loss_vfl_dn_3: 0.3844 (0.3777) loss_vfl_dn_4: 0.3817 (0.3750) loss_vfl_dn_5: 0.3806 (0.3742) time: 0.4776 data: 0.0142 max mem: 5654 Epoch: [25] [5100/7393] eta: 0:18:29 lr: 0.000010 loss: 16.5417 (16.7661) loss_bbox: 0.1617 (0.1642) loss_bbox_aux_0: 0.1715 (0.1767) loss_bbox_aux_1: 0.1608 (0.1686) loss_bbox_aux_2: 0.1580 (0.1656) loss_bbox_aux_3: 0.1606 (0.1642) loss_bbox_aux_4: 0.1597 (0.1641) loss_bbox_aux_5: 0.2100 (0.2168) loss_bbox_dn_0: 0.2704 (0.2920) loss_bbox_dn_1: 0.2110 (0.2232) loss_bbox_dn_2: 0.1863 (0.2012) loss_bbox_dn_3: 0.1757 (0.1943) loss_bbox_dn_4: 0.1742 (0.1928) loss_bbox_dn_5: 0.1744 (0.1928) loss_giou: 0.4702 (0.4962) loss_giou_aux_0: 0.5114 (0.5203) loss_giou_aux_1: 0.4867 (0.5054) loss_giou_aux_2: 0.4687 (0.4999) loss_giou_aux_3: 0.4767 (0.4969) loss_giou_aux_4: 0.4703 (0.4963) loss_giou_aux_5: 0.5686 (0.5907) loss_giou_dn_0: 0.6069 (0.6141) loss_giou_dn_1: 0.4929 (0.5092) loss_giou_dn_2: 0.4532 (0.4806) loss_giou_dn_3: 0.4411 (0.4721) loss_giou_dn_4: 0.4391 (0.4701) loss_giou_dn_5: 0.4395 (0.4703) loss_vfl: 0.6740 (0.7035) loss_vfl_aux_0: 0.8279 (0.8238) loss_vfl_aux_1: 0.7353 (0.7686) loss_vfl_aux_2: 0.7362 (0.7340) loss_vfl_aux_3: 0.6844 (0.7161) loss_vfl_aux_4: 0.6805 (0.7067) loss_vfl_aux_5: 0.7683 (0.7970) loss_vfl_dn_0: 0.4544 (0.4640) loss_vfl_dn_1: 0.3971 (0.4014) loss_vfl_dn_2: 0.3793 (0.3853) loss_vfl_dn_3: 0.3723 (0.3777) loss_vfl_dn_4: 0.3706 (0.3750) loss_vfl_dn_5: 0.3692 (0.3742) time: 0.4734 data: 0.0148 max mem: 5654 Epoch: [25] [5200/7393] eta: 0:17:40 lr: 0.000010 loss: 16.6203 (16.7661) loss_bbox: 0.1584 (0.1642) loss_bbox_aux_0: 0.1580 (0.1767) loss_bbox_aux_1: 0.1564 (0.1687) loss_bbox_aux_2: 0.1598 (0.1656) loss_bbox_aux_3: 0.1605 (0.1643) loss_bbox_aux_4: 0.1560 (0.1642) loss_bbox_aux_5: 0.2132 (0.2168) loss_bbox_dn_0: 0.2665 (0.2918) loss_bbox_dn_1: 0.1988 (0.2231) loss_bbox_dn_2: 0.1789 (0.2011) loss_bbox_dn_3: 0.1736 (0.1942) loss_bbox_dn_4: 0.1705 (0.1927) loss_bbox_dn_5: 0.1705 (0.1927) loss_giou: 0.4690 (0.4964) loss_giou_aux_0: 0.4962 (0.5205) loss_giou_aux_1: 0.4666 (0.5056) loss_giou_aux_2: 0.4738 (0.5001) loss_giou_aux_3: 0.4749 (0.4971) loss_giou_aux_4: 0.4728 (0.4965) loss_giou_aux_5: 0.5677 (0.5909) loss_giou_dn_0: 0.6151 (0.6141) loss_giou_dn_1: 0.5135 (0.5093) loss_giou_dn_2: 0.4858 (0.4807) loss_giou_dn_3: 0.4760 (0.4722) loss_giou_dn_4: 0.4725 (0.4702) loss_giou_dn_5: 0.4726 (0.4704) loss_vfl: 0.6695 (0.7033) loss_vfl_aux_0: 0.8002 (0.8236) loss_vfl_aux_1: 0.7461 (0.7684) loss_vfl_aux_2: 0.6949 (0.7338) loss_vfl_aux_3: 0.7064 (0.7159) loss_vfl_aux_4: 0.7041 (0.7066) loss_vfl_aux_5: 0.7803 (0.7968) loss_vfl_dn_0: 0.4612 (0.4640) loss_vfl_dn_1: 0.4008 (0.4014) loss_vfl_dn_2: 0.3822 (0.3853) loss_vfl_dn_3: 0.3746 (0.3777) loss_vfl_dn_4: 0.3718 (0.3750) loss_vfl_dn_5: 0.3704 (0.3742) time: 0.4724 data: 0.0137 max mem: 5654 Epoch: [25] [5300/7393] eta: 0:16:51 lr: 0.000010 loss: 16.5303 (16.7660) loss_bbox: 0.1491 (0.1642) loss_bbox_aux_0: 0.1528 (0.1767) loss_bbox_aux_1: 0.1490 (0.1687) loss_bbox_aux_2: 0.1462 (0.1657) loss_bbox_aux_3: 0.1490 (0.1643) loss_bbox_aux_4: 0.1470 (0.1642) loss_bbox_aux_5: 0.1870 (0.2168) loss_bbox_dn_0: 0.2688 (0.2918) loss_bbox_dn_1: 0.1970 (0.2231) loss_bbox_dn_2: 0.1774 (0.2011) loss_bbox_dn_3: 0.1737 (0.1942) loss_bbox_dn_4: 0.1739 (0.1927) loss_bbox_dn_5: 0.1739 (0.1927) loss_giou: 0.5483 (0.4964) loss_giou_aux_0: 0.5736 (0.5204) loss_giou_aux_1: 0.5666 (0.5055) loss_giou_aux_2: 0.5495 (0.5000) loss_giou_aux_3: 0.5701 (0.4971) loss_giou_aux_4: 0.5523 (0.4964) loss_giou_aux_5: 0.6394 (0.5908) loss_giou_dn_0: 0.6218 (0.6141) loss_giou_dn_1: 0.5209 (0.5092) loss_giou_dn_2: 0.4917 (0.4806) loss_giou_dn_3: 0.4816 (0.4721) loss_giou_dn_4: 0.4818 (0.4701) loss_giou_dn_5: 0.4821 (0.4703) loss_vfl: 0.6673 (0.7033) loss_vfl_aux_0: 0.7812 (0.8236) loss_vfl_aux_1: 0.7506 (0.7684) loss_vfl_aux_2: 0.7158 (0.7339) loss_vfl_aux_3: 0.6694 (0.7159) loss_vfl_aux_4: 0.6698 (0.7066) loss_vfl_aux_5: 0.7572 (0.7969) loss_vfl_dn_0: 0.4601 (0.4640) loss_vfl_dn_1: 0.4072 (0.4014) loss_vfl_dn_2: 0.3949 (0.3853) loss_vfl_dn_3: 0.3862 (0.3778) loss_vfl_dn_4: 0.3836 (0.3750) loss_vfl_dn_5: 0.3839 (0.3743) time: 0.4606 data: 0.0139 max mem: 5654 Epoch: [25] [5400/7393] eta: 0:16:02 lr: 0.000010 loss: 17.0665 (16.7638) loss_bbox: 0.1886 (0.1644) loss_bbox_aux_0: 0.1963 (0.1769) loss_bbox_aux_1: 0.1937 (0.1689) loss_bbox_aux_2: 0.1911 (0.1658) loss_bbox_aux_3: 0.1853 (0.1645) loss_bbox_aux_4: 0.1883 (0.1644) loss_bbox_aux_5: 0.2255 (0.2170) loss_bbox_dn_0: 0.2885 (0.2921) loss_bbox_dn_1: 0.2191 (0.2234) loss_bbox_dn_2: 0.1962 (0.2013) loss_bbox_dn_3: 0.1903 (0.1943) loss_bbox_dn_4: 0.1895 (0.1929) loss_bbox_dn_5: 0.1899 (0.1929) loss_giou: 0.4482 (0.4960) loss_giou_aux_0: 0.4682 (0.5201) loss_giou_aux_1: 0.4676 (0.5052) loss_giou_aux_2: 0.4600 (0.4997) loss_giou_aux_3: 0.4521 (0.4967) loss_giou_aux_4: 0.4500 (0.4961) loss_giou_aux_5: 0.5726 (0.5905) loss_giou_dn_0: 0.5978 (0.6138) loss_giou_dn_1: 0.4785 (0.5089) loss_giou_dn_2: 0.4563 (0.4803) loss_giou_dn_3: 0.4478 (0.4718) loss_giou_dn_4: 0.4445 (0.4698) loss_giou_dn_5: 0.4444 (0.4700) loss_vfl: 0.7332 (0.7033) loss_vfl_aux_0: 0.8617 (0.8237) loss_vfl_aux_1: 0.7919 (0.7684) loss_vfl_aux_2: 0.7579 (0.7339) loss_vfl_aux_3: 0.7567 (0.7159) loss_vfl_aux_4: 0.7468 (0.7065) loss_vfl_aux_5: 0.8237 (0.7971) loss_vfl_dn_0: 0.4681 (0.4640) loss_vfl_dn_1: 0.4015 (0.4014) loss_vfl_dn_2: 0.3865 (0.3853) loss_vfl_dn_3: 0.3748 (0.3777) loss_vfl_dn_4: 0.3726 (0.3750) loss_vfl_dn_5: 0.3714 (0.3742) time: 0.4746 data: 0.0146 max mem: 5654 Epoch: [25] [5500/7393] eta: 0:15:14 lr: 0.000010 loss: 17.5463 (16.7644) loss_bbox: 0.1613 (0.1644) loss_bbox_aux_0: 0.1808 (0.1770) loss_bbox_aux_1: 0.1752 (0.1690) loss_bbox_aux_2: 0.1683 (0.1659) loss_bbox_aux_3: 0.1696 (0.1645) loss_bbox_aux_4: 0.1677 (0.1644) loss_bbox_aux_5: 0.2358 (0.2171) loss_bbox_dn_0: 0.2783 (0.2923) loss_bbox_dn_1: 0.2127 (0.2234) loss_bbox_dn_2: 0.1993 (0.2014) loss_bbox_dn_3: 0.1921 (0.1944) loss_bbox_dn_4: 0.1908 (0.1929) loss_bbox_dn_5: 0.1906 (0.1929) loss_giou: 0.4613 (0.4961) loss_giou_aux_0: 0.4746 (0.5202) loss_giou_aux_1: 0.4754 (0.5052) loss_giou_aux_2: 0.4851 (0.4997) loss_giou_aux_3: 0.4613 (0.4968) loss_giou_aux_4: 0.4707 (0.4961) loss_giou_aux_5: 0.5635 (0.5905) loss_giou_dn_0: 0.6153 (0.6139) loss_giou_dn_1: 0.5053 (0.5089) loss_giou_dn_2: 0.4838 (0.4803) loss_giou_dn_3: 0.4777 (0.4718) loss_giou_dn_4: 0.4754 (0.4698) loss_giou_dn_5: 0.4753 (0.4700) loss_vfl: 0.7232 (0.7033) loss_vfl_aux_0: 0.8196 (0.8235) loss_vfl_aux_1: 0.7778 (0.7683) loss_vfl_aux_2: 0.7356 (0.7338) loss_vfl_aux_3: 0.7338 (0.7158) loss_vfl_aux_4: 0.7365 (0.7065) loss_vfl_aux_5: 0.7915 (0.7971) loss_vfl_dn_0: 0.4633 (0.4640) loss_vfl_dn_1: 0.3983 (0.4013) loss_vfl_dn_2: 0.3858 (0.3853) loss_vfl_dn_3: 0.3808 (0.3777) loss_vfl_dn_4: 0.3773 (0.3749) loss_vfl_dn_5: 0.3768 (0.3742) time: 0.4724 data: 0.0139 max mem: 5654 Epoch: [25] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 16.6820 (16.7652) loss_bbox: 0.1665 (0.1645) loss_bbox_aux_0: 0.1682 (0.1769) loss_bbox_aux_1: 0.1576 (0.1689) loss_bbox_aux_2: 0.1615 (0.1659) loss_bbox_aux_3: 0.1610 (0.1645) loss_bbox_aux_4: 0.1630 (0.1644) loss_bbox_aux_5: 0.1989 (0.2171) loss_bbox_dn_0: 0.2521 (0.2921) loss_bbox_dn_1: 0.1967 (0.2233) loss_bbox_dn_2: 0.1812 (0.2013) loss_bbox_dn_3: 0.1719 (0.1943) loss_bbox_dn_4: 0.1711 (0.1929) loss_bbox_dn_5: 0.1710 (0.1928) loss_giou: 0.4654 (0.4963) loss_giou_aux_0: 0.4857 (0.5204) loss_giou_aux_1: 0.4736 (0.5054) loss_giou_aux_2: 0.4646 (0.4999) loss_giou_aux_3: 0.4748 (0.4970) loss_giou_aux_4: 0.4724 (0.4964) loss_giou_aux_5: 0.5466 (0.5907) loss_giou_dn_0: 0.5964 (0.6140) loss_giou_dn_1: 0.5049 (0.5090) loss_giou_dn_2: 0.4699 (0.4804) loss_giou_dn_3: 0.4645 (0.4719) loss_giou_dn_4: 0.4632 (0.4699) loss_giou_dn_5: 0.4634 (0.4701) loss_vfl: 0.7163 (0.7031) loss_vfl_aux_0: 0.8393 (0.8234) loss_vfl_aux_1: 0.7649 (0.7681) loss_vfl_aux_2: 0.7321 (0.7337) loss_vfl_aux_3: 0.7304 (0.7156) loss_vfl_aux_4: 0.7238 (0.7062) loss_vfl_aux_5: 0.8274 (0.7971) loss_vfl_dn_0: 0.4655 (0.4640) loss_vfl_dn_1: 0.3958 (0.4014) loss_vfl_dn_2: 0.3758 (0.3853) loss_vfl_dn_3: 0.3725 (0.3777) loss_vfl_dn_4: 0.3706 (0.3750) loss_vfl_dn_5: 0.3690 (0.3742) time: 0.4697 data: 0.0137 max mem: 5654 Epoch: [25] [5700/7393] eta: 0:13:40 lr: 0.000010 loss: 16.3748 (16.7653) loss_bbox: 0.1542 (0.1645) loss_bbox_aux_0: 0.1694 (0.1769) loss_bbox_aux_1: 0.1595 (0.1689) loss_bbox_aux_2: 0.1564 (0.1659) loss_bbox_aux_3: 0.1516 (0.1645) loss_bbox_aux_4: 0.1542 (0.1644) loss_bbox_aux_5: 0.2022 (0.2170) loss_bbox_dn_0: 0.2593 (0.2921) loss_bbox_dn_1: 0.1936 (0.2233) loss_bbox_dn_2: 0.1698 (0.2013) loss_bbox_dn_3: 0.1649 (0.1943) loss_bbox_dn_4: 0.1650 (0.1928) loss_bbox_dn_5: 0.1648 (0.1928) loss_giou: 0.4880 (0.4964) loss_giou_aux_0: 0.5153 (0.5205) loss_giou_aux_1: 0.4909 (0.5056) loss_giou_aux_2: 0.4880 (0.5001) loss_giou_aux_3: 0.4802 (0.4971) loss_giou_aux_4: 0.4880 (0.4964) loss_giou_aux_5: 0.5687 (0.5909) loss_giou_dn_0: 0.6122 (0.6140) loss_giou_dn_1: 0.4995 (0.5090) loss_giou_dn_2: 0.4699 (0.4804) loss_giou_dn_3: 0.4587 (0.4719) loss_giou_dn_4: 0.4583 (0.4699) loss_giou_dn_5: 0.4583 (0.4701) loss_vfl: 0.6832 (0.7030) loss_vfl_aux_0: 0.8019 (0.8234) loss_vfl_aux_1: 0.7646 (0.7681) loss_vfl_aux_2: 0.7174 (0.7336) loss_vfl_aux_3: 0.6905 (0.7156) loss_vfl_aux_4: 0.6835 (0.7062) loss_vfl_aux_5: 0.7904 (0.7971) loss_vfl_dn_0: 0.4596 (0.4640) loss_vfl_dn_1: 0.4020 (0.4013) loss_vfl_dn_2: 0.3856 (0.3853) loss_vfl_dn_3: 0.3758 (0.3777) loss_vfl_dn_4: 0.3743 (0.3749) loss_vfl_dn_5: 0.3724 (0.3742) time: 0.4800 data: 0.0140 max mem: 5654 Epoch: [25] [5800/7393] eta: 0:12:51 lr: 0.000010 loss: 16.3515 (16.7629) loss_bbox: 0.1638 (0.1644) loss_bbox_aux_0: 0.1636 (0.1769) loss_bbox_aux_1: 0.1650 (0.1689) loss_bbox_aux_2: 0.1658 (0.1658) loss_bbox_aux_3: 0.1668 (0.1645) loss_bbox_aux_4: 0.1665 (0.1644) loss_bbox_aux_5: 0.1968 (0.2170) loss_bbox_dn_0: 0.2786 (0.2921) loss_bbox_dn_1: 0.2129 (0.2233) loss_bbox_dn_2: 0.1983 (0.2012) loss_bbox_dn_3: 0.1928 (0.1943) loss_bbox_dn_4: 0.1919 (0.1928) loss_bbox_dn_5: 0.1919 (0.1928) loss_giou: 0.4685 (0.4962) loss_giou_aux_0: 0.4910 (0.5203) loss_giou_aux_1: 0.4652 (0.5053) loss_giou_aux_2: 0.4786 (0.4998) loss_giou_aux_3: 0.4804 (0.4969) loss_giou_aux_4: 0.4694 (0.4962) loss_giou_aux_5: 0.5420 (0.5906) loss_giou_dn_0: 0.5799 (0.6139) loss_giou_dn_1: 0.4828 (0.5089) loss_giou_dn_2: 0.4540 (0.4803) loss_giou_dn_3: 0.4487 (0.4718) loss_giou_dn_4: 0.4456 (0.4698) loss_giou_dn_5: 0.4453 (0.4700) loss_vfl: 0.7041 (0.7029) loss_vfl_aux_0: 0.8004 (0.8235) loss_vfl_aux_1: 0.7672 (0.7680) loss_vfl_aux_2: 0.7294 (0.7336) loss_vfl_aux_3: 0.7168 (0.7156) loss_vfl_aux_4: 0.6976 (0.7061) loss_vfl_aux_5: 0.8081 (0.7973) loss_vfl_dn_0: 0.4623 (0.4640) loss_vfl_dn_1: 0.4030 (0.4013) loss_vfl_dn_2: 0.3862 (0.3853) loss_vfl_dn_3: 0.3816 (0.3777) loss_vfl_dn_4: 0.3784 (0.3749) loss_vfl_dn_5: 0.3779 (0.3742) time: 0.4642 data: 0.0143 max mem: 5654 Epoch: [25] [5900/7393] eta: 0:12:04 lr: 0.000010 loss: 17.0020 (16.7635) loss_bbox: 0.1426 (0.1644) loss_bbox_aux_0: 0.1565 (0.1769) loss_bbox_aux_1: 0.1412 (0.1689) loss_bbox_aux_2: 0.1425 (0.1658) loss_bbox_aux_3: 0.1435 (0.1645) loss_bbox_aux_4: 0.1425 (0.1644) loss_bbox_aux_5: 0.1966 (0.2170) loss_bbox_dn_0: 0.2641 (0.2922) loss_bbox_dn_1: 0.1762 (0.2233) loss_bbox_dn_2: 0.1576 (0.2013) loss_bbox_dn_3: 0.1497 (0.1943) loss_bbox_dn_4: 0.1477 (0.1928) loss_bbox_dn_5: 0.1478 (0.1928) loss_giou: 0.5223 (0.4961) loss_giou_aux_0: 0.5578 (0.5202) loss_giou_aux_1: 0.5290 (0.5052) loss_giou_aux_2: 0.5317 (0.4998) loss_giou_aux_3: 0.5241 (0.4968) loss_giou_aux_4: 0.5224 (0.4962) loss_giou_aux_5: 0.6159 (0.5906) loss_giou_dn_0: 0.6089 (0.6139) loss_giou_dn_1: 0.5109 (0.5089) loss_giou_dn_2: 0.4733 (0.4803) loss_giou_dn_3: 0.4646 (0.4718) loss_giou_dn_4: 0.4624 (0.4698) loss_giou_dn_5: 0.4624 (0.4700) loss_vfl: 0.6969 (0.7031) loss_vfl_aux_0: 0.7952 (0.8236) loss_vfl_aux_1: 0.7486 (0.7682) loss_vfl_aux_2: 0.7254 (0.7337) loss_vfl_aux_3: 0.7081 (0.7157) loss_vfl_aux_4: 0.7014 (0.7063) loss_vfl_aux_5: 0.7762 (0.7973) loss_vfl_dn_0: 0.4583 (0.4640) loss_vfl_dn_1: 0.4008 (0.4013) loss_vfl_dn_2: 0.3834 (0.3853) loss_vfl_dn_3: 0.3785 (0.3777) loss_vfl_dn_4: 0.3722 (0.3749) loss_vfl_dn_5: 0.3709 (0.3742) time: 0.4830 data: 0.0144 max mem: 5654 Epoch: [25] [6000/7393] eta: 0:11:15 lr: 0.000010 loss: 16.8114 (16.7597) loss_bbox: 0.1592 (0.1643) loss_bbox_aux_0: 0.1748 (0.1768) loss_bbox_aux_1: 0.1669 (0.1688) loss_bbox_aux_2: 0.1601 (0.1657) loss_bbox_aux_3: 0.1608 (0.1644) loss_bbox_aux_4: 0.1607 (0.1643) loss_bbox_aux_5: 0.1959 (0.2170) loss_bbox_dn_0: 0.2764 (0.2921) loss_bbox_dn_1: 0.2172 (0.2232) loss_bbox_dn_2: 0.1979 (0.2011) loss_bbox_dn_3: 0.1907 (0.1941) loss_bbox_dn_4: 0.1862 (0.1927) loss_bbox_dn_5: 0.1856 (0.1927) loss_giou: 0.5252 (0.4959) loss_giou_aux_0: 0.5475 (0.5201) loss_giou_aux_1: 0.5170 (0.5051) loss_giou_aux_2: 0.5398 (0.4996) loss_giou_aux_3: 0.5263 (0.4966) loss_giou_aux_4: 0.5268 (0.4960) loss_giou_aux_5: 0.6015 (0.5904) loss_giou_dn_0: 0.6356 (0.6138) loss_giou_dn_1: 0.5309 (0.5088) loss_giou_dn_2: 0.4978 (0.4802) loss_giou_dn_3: 0.4878 (0.4717) loss_giou_dn_4: 0.4856 (0.4697) loss_giou_dn_5: 0.4857 (0.4699) loss_vfl: 0.6856 (0.7031) loss_vfl_aux_0: 0.7675 (0.8234) loss_vfl_aux_1: 0.7317 (0.7680) loss_vfl_aux_2: 0.7075 (0.7336) loss_vfl_aux_3: 0.6791 (0.7156) loss_vfl_aux_4: 0.6834 (0.7063) loss_vfl_aux_5: 0.7458 (0.7972) loss_vfl_dn_0: 0.4518 (0.4640) loss_vfl_dn_1: 0.3968 (0.4013) loss_vfl_dn_2: 0.3858 (0.3852) loss_vfl_dn_3: 0.3795 (0.3776) loss_vfl_dn_4: 0.3778 (0.3749) loss_vfl_dn_5: 0.3783 (0.3741) time: 0.4808 data: 0.0142 max mem: 5654 Epoch: [25] [6100/7393] eta: 0:10:26 lr: 0.000010 loss: 16.2786 (16.7602) loss_bbox: 0.1602 (0.1643) loss_bbox_aux_0: 0.1812 (0.1769) loss_bbox_aux_1: 0.1667 (0.1689) loss_bbox_aux_2: 0.1639 (0.1658) loss_bbox_aux_3: 0.1609 (0.1644) loss_bbox_aux_4: 0.1651 (0.1643) loss_bbox_aux_5: 0.2197 (0.2170) loss_bbox_dn_0: 0.2929 (0.2920) loss_bbox_dn_1: 0.2197 (0.2232) loss_bbox_dn_2: 0.1967 (0.2011) loss_bbox_dn_3: 0.1873 (0.1941) loss_bbox_dn_4: 0.1854 (0.1927) loss_bbox_dn_5: 0.1857 (0.1927) loss_giou: 0.4565 (0.4960) loss_giou_aux_0: 0.4928 (0.5202) loss_giou_aux_1: 0.4796 (0.5052) loss_giou_aux_2: 0.4684 (0.4997) loss_giou_aux_3: 0.4589 (0.4967) loss_giou_aux_4: 0.4599 (0.4961) loss_giou_aux_5: 0.5922 (0.5905) loss_giou_dn_0: 0.5848 (0.6139) loss_giou_dn_1: 0.4796 (0.5088) loss_giou_dn_2: 0.4462 (0.4803) loss_giou_dn_3: 0.4395 (0.4717) loss_giou_dn_4: 0.4401 (0.4698) loss_giou_dn_5: 0.4404 (0.4699) loss_vfl: 0.7243 (0.7031) loss_vfl_aux_0: 0.8225 (0.8233) loss_vfl_aux_1: 0.7430 (0.7680) loss_vfl_aux_2: 0.7354 (0.7335) loss_vfl_aux_3: 0.7414 (0.7157) loss_vfl_aux_4: 0.7225 (0.7063) loss_vfl_aux_5: 0.7882 (0.7971) loss_vfl_dn_0: 0.4562 (0.4640) loss_vfl_dn_1: 0.3977 (0.4013) loss_vfl_dn_2: 0.3818 (0.3852) loss_vfl_dn_3: 0.3736 (0.3776) loss_vfl_dn_4: 0.3713 (0.3749) loss_vfl_dn_5: 0.3707 (0.3741) time: 0.4768 data: 0.0143 max mem: 5654 Epoch: [25] [6200/7393] eta: 0:09:37 lr: 0.000010 loss: 16.7384 (16.7627) loss_bbox: 0.1602 (0.1644) loss_bbox_aux_0: 0.1686 (0.1769) loss_bbox_aux_1: 0.1646 (0.1689) loss_bbox_aux_2: 0.1539 (0.1658) loss_bbox_aux_3: 0.1565 (0.1644) loss_bbox_aux_4: 0.1625 (0.1643) loss_bbox_aux_5: 0.2089 (0.2171) loss_bbox_dn_0: 0.3024 (0.2921) loss_bbox_dn_1: 0.2289 (0.2232) loss_bbox_dn_2: 0.2033 (0.2012) loss_bbox_dn_3: 0.1974 (0.1942) loss_bbox_dn_4: 0.1965 (0.1927) loss_bbox_dn_5: 0.1966 (0.1927) loss_giou: 0.4386 (0.4960) loss_giou_aux_0: 0.4708 (0.5203) loss_giou_aux_1: 0.4607 (0.5053) loss_giou_aux_2: 0.4503 (0.4998) loss_giou_aux_3: 0.4472 (0.4967) loss_giou_aux_4: 0.4395 (0.4961) loss_giou_aux_5: 0.5514 (0.5907) loss_giou_dn_0: 0.5978 (0.6140) loss_giou_dn_1: 0.4983 (0.5089) loss_giou_dn_2: 0.4685 (0.4803) loss_giou_dn_3: 0.4640 (0.4718) loss_giou_dn_4: 0.4613 (0.4698) loss_giou_dn_5: 0.4620 (0.4700) loss_vfl: 0.7192 (0.7033) loss_vfl_aux_0: 0.8621 (0.8234) loss_vfl_aux_1: 0.7754 (0.7681) loss_vfl_aux_2: 0.7324 (0.7336) loss_vfl_aux_3: 0.7213 (0.7158) loss_vfl_aux_4: 0.7206 (0.7065) loss_vfl_aux_5: 0.8025 (0.7970) loss_vfl_dn_0: 0.4640 (0.4640) loss_vfl_dn_1: 0.4038 (0.4013) loss_vfl_dn_2: 0.3871 (0.3852) loss_vfl_dn_3: 0.3795 (0.3776) loss_vfl_dn_4: 0.3771 (0.3749) loss_vfl_dn_5: 0.3767 (0.3741) time: 0.4785 data: 0.0144 max mem: 5654 Epoch: [25] [6300/7393] eta: 0:08:49 lr: 0.000010 loss: 16.3217 (16.7628) loss_bbox: 0.1559 (0.1643) loss_bbox_aux_0: 0.1662 (0.1769) loss_bbox_aux_1: 0.1556 (0.1688) loss_bbox_aux_2: 0.1505 (0.1658) loss_bbox_aux_3: 0.1524 (0.1644) loss_bbox_aux_4: 0.1559 (0.1643) loss_bbox_aux_5: 0.2126 (0.2170) loss_bbox_dn_0: 0.2803 (0.2920) loss_bbox_dn_1: 0.2153 (0.2232) loss_bbox_dn_2: 0.1998 (0.2011) loss_bbox_dn_3: 0.1948 (0.1941) loss_bbox_dn_4: 0.1937 (0.1927) loss_bbox_dn_5: 0.1937 (0.1927) loss_giou: 0.4512 (0.4960) loss_giou_aux_0: 0.4759 (0.5203) loss_giou_aux_1: 0.4588 (0.5053) loss_giou_aux_2: 0.4500 (0.4998) loss_giou_aux_3: 0.4521 (0.4967) loss_giou_aux_4: 0.4429 (0.4961) loss_giou_aux_5: 0.5510 (0.5907) loss_giou_dn_0: 0.5723 (0.6140) loss_giou_dn_1: 0.4779 (0.5090) loss_giou_dn_2: 0.4496 (0.4804) loss_giou_dn_3: 0.4331 (0.4719) loss_giou_dn_4: 0.4275 (0.4699) loss_giou_dn_5: 0.4276 (0.4701) loss_vfl: 0.6903 (0.7034) loss_vfl_aux_0: 0.8048 (0.8233) loss_vfl_aux_1: 0.7653 (0.7682) loss_vfl_aux_2: 0.7074 (0.7337) loss_vfl_aux_3: 0.7105 (0.7158) loss_vfl_aux_4: 0.6877 (0.7065) loss_vfl_aux_5: 0.7850 (0.7968) loss_vfl_dn_0: 0.4689 (0.4640) loss_vfl_dn_1: 0.4049 (0.4013) loss_vfl_dn_2: 0.3908 (0.3852) loss_vfl_dn_3: 0.3821 (0.3777) loss_vfl_dn_4: 0.3785 (0.3749) loss_vfl_dn_5: 0.3794 (0.3742) time: 0.4668 data: 0.0141 max mem: 5654 Epoch: [25] [6400/7393] eta: 0:08:00 lr: 0.000010 loss: 16.5744 (16.7627) loss_bbox: 0.1519 (0.1643) loss_bbox_aux_0: 0.1625 (0.1768) loss_bbox_aux_1: 0.1531 (0.1688) loss_bbox_aux_2: 0.1547 (0.1657) loss_bbox_aux_3: 0.1555 (0.1643) loss_bbox_aux_4: 0.1522 (0.1642) loss_bbox_aux_5: 0.2040 (0.2169) loss_bbox_dn_0: 0.2743 (0.2919) loss_bbox_dn_1: 0.2051 (0.2231) loss_bbox_dn_2: 0.1876 (0.2011) loss_bbox_dn_3: 0.1779 (0.1941) loss_bbox_dn_4: 0.1752 (0.1927) loss_bbox_dn_5: 0.1753 (0.1926) loss_giou: 0.5010 (0.4961) loss_giou_aux_0: 0.5099 (0.5203) loss_giou_aux_1: 0.5028 (0.5053) loss_giou_aux_2: 0.4988 (0.4999) loss_giou_aux_3: 0.4971 (0.4968) loss_giou_aux_4: 0.5010 (0.4962) loss_giou_aux_5: 0.5671 (0.5907) loss_giou_dn_0: 0.6262 (0.6140) loss_giou_dn_1: 0.5147 (0.5091) loss_giou_dn_2: 0.4782 (0.4805) loss_giou_dn_3: 0.4684 (0.4720) loss_giou_dn_4: 0.4690 (0.4700) loss_giou_dn_5: 0.4691 (0.4702) loss_vfl: 0.7099 (0.7034) loss_vfl_aux_0: 0.8109 (0.8233) loss_vfl_aux_1: 0.7678 (0.7683) loss_vfl_aux_2: 0.7307 (0.7337) loss_vfl_aux_3: 0.7395 (0.7159) loss_vfl_aux_4: 0.7266 (0.7066) loss_vfl_aux_5: 0.7905 (0.7969) loss_vfl_dn_0: 0.4703 (0.4640) loss_vfl_dn_1: 0.4019 (0.4012) loss_vfl_dn_2: 0.3928 (0.3852) loss_vfl_dn_3: 0.3812 (0.3776) loss_vfl_dn_4: 0.3774 (0.3749) loss_vfl_dn_5: 0.3807 (0.3741) time: 0.4698 data: 0.0140 max mem: 5654 Epoch: [25] [6500/7393] eta: 0:07:12 lr: 0.000010 loss: 16.8935 (16.7640) loss_bbox: 0.1549 (0.1643) loss_bbox_aux_0: 0.1689 (0.1768) loss_bbox_aux_1: 0.1613 (0.1687) loss_bbox_aux_2: 0.1547 (0.1657) loss_bbox_aux_3: 0.1565 (0.1643) loss_bbox_aux_4: 0.1529 (0.1643) loss_bbox_aux_5: 0.2072 (0.2169) loss_bbox_dn_0: 0.2783 (0.2918) loss_bbox_dn_1: 0.2186 (0.2231) loss_bbox_dn_2: 0.2007 (0.2011) loss_bbox_dn_3: 0.1903 (0.1941) loss_bbox_dn_4: 0.1883 (0.1926) loss_bbox_dn_5: 0.1883 (0.1926) loss_giou: 0.4639 (0.4962) loss_giou_aux_0: 0.4638 (0.5204) loss_giou_aux_1: 0.4616 (0.5054) loss_giou_aux_2: 0.4674 (0.5000) loss_giou_aux_3: 0.4647 (0.4969) loss_giou_aux_4: 0.4551 (0.4963) loss_giou_aux_5: 0.5390 (0.5908) loss_giou_dn_0: 0.5844 (0.6141) loss_giou_dn_1: 0.4755 (0.5092) loss_giou_dn_2: 0.4458 (0.4806) loss_giou_dn_3: 0.4378 (0.4721) loss_giou_dn_4: 0.4375 (0.4701) loss_giou_dn_5: 0.4377 (0.4703) loss_vfl: 0.7261 (0.7033) loss_vfl_aux_0: 0.8336 (0.8233) loss_vfl_aux_1: 0.7886 (0.7684) loss_vfl_aux_2: 0.7587 (0.7337) loss_vfl_aux_3: 0.7376 (0.7159) loss_vfl_aux_4: 0.7211 (0.7065) loss_vfl_aux_5: 0.8300 (0.7968) loss_vfl_dn_0: 0.4647 (0.4640) loss_vfl_dn_1: 0.3996 (0.4013) loss_vfl_dn_2: 0.3884 (0.3852) loss_vfl_dn_3: 0.3805 (0.3777) loss_vfl_dn_4: 0.3774 (0.3749) loss_vfl_dn_5: 0.3753 (0.3742) time: 0.4659 data: 0.0141 max mem: 5654 Epoch: [25] [6600/7393] eta: 0:06:23 lr: 0.000010 loss: 17.1946 (16.7641) loss_bbox: 0.1518 (0.1642) loss_bbox_aux_0: 0.1620 (0.1767) loss_bbox_aux_1: 0.1546 (0.1686) loss_bbox_aux_2: 0.1523 (0.1656) loss_bbox_aux_3: 0.1464 (0.1642) loss_bbox_aux_4: 0.1518 (0.1642) loss_bbox_aux_5: 0.1921 (0.2168) loss_bbox_dn_0: 0.2719 (0.2918) loss_bbox_dn_1: 0.2059 (0.2231) loss_bbox_dn_2: 0.1877 (0.2010) loss_bbox_dn_3: 0.1810 (0.1940) loss_bbox_dn_4: 0.1787 (0.1926) loss_bbox_dn_5: 0.1785 (0.1926) loss_giou: 0.4923 (0.4961) loss_giou_aux_0: 0.5218 (0.5203) loss_giou_aux_1: 0.5263 (0.5053) loss_giou_aux_2: 0.5010 (0.4999) loss_giou_aux_3: 0.5015 (0.4968) loss_giou_aux_4: 0.4919 (0.4962) loss_giou_aux_5: 0.6101 (0.5908) loss_giou_dn_0: 0.6223 (0.6141) loss_giou_dn_1: 0.5069 (0.5092) loss_giou_dn_2: 0.4844 (0.4806) loss_giou_dn_3: 0.4777 (0.4721) loss_giou_dn_4: 0.4751 (0.4701) loss_giou_dn_5: 0.4754 (0.4703) loss_vfl: 0.7275 (0.7035) loss_vfl_aux_0: 0.8631 (0.8234) loss_vfl_aux_1: 0.8097 (0.7687) loss_vfl_aux_2: 0.7628 (0.7339) loss_vfl_aux_3: 0.7316 (0.7161) loss_vfl_aux_4: 0.7254 (0.7067) loss_vfl_aux_5: 0.8110 (0.7970) loss_vfl_dn_0: 0.4676 (0.4640) loss_vfl_dn_1: 0.4099 (0.4013) loss_vfl_dn_2: 0.3908 (0.3852) loss_vfl_dn_3: 0.3827 (0.3777) loss_vfl_dn_4: 0.3802 (0.3750) loss_vfl_dn_5: 0.3782 (0.3742) time: 0.4683 data: 0.0141 max mem: 5654 Epoch: [25] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 16.3940 (16.7653) loss_bbox: 0.1462 (0.1642) loss_bbox_aux_0: 0.1578 (0.1768) loss_bbox_aux_1: 0.1503 (0.1686) loss_bbox_aux_2: 0.1448 (0.1657) loss_bbox_aux_3: 0.1456 (0.1642) loss_bbox_aux_4: 0.1443 (0.1642) loss_bbox_aux_5: 0.1862 (0.2168) loss_bbox_dn_0: 0.2642 (0.2919) loss_bbox_dn_1: 0.2084 (0.2231) loss_bbox_dn_2: 0.1847 (0.2011) loss_bbox_dn_3: 0.1752 (0.1941) loss_bbox_dn_4: 0.1725 (0.1927) loss_bbox_dn_5: 0.1726 (0.1927) loss_giou: 0.4590 (0.4960) loss_giou_aux_0: 0.4922 (0.5202) loss_giou_aux_1: 0.4782 (0.5052) loss_giou_aux_2: 0.4679 (0.4997) loss_giou_aux_3: 0.4747 (0.4967) loss_giou_aux_4: 0.4613 (0.4960) loss_giou_aux_5: 0.5432 (0.5906) loss_giou_dn_0: 0.5995 (0.6141) loss_giou_dn_1: 0.5070 (0.5092) loss_giou_dn_2: 0.4792 (0.4805) loss_giou_dn_3: 0.4696 (0.4720) loss_giou_dn_4: 0.4663 (0.4701) loss_giou_dn_5: 0.4663 (0.4702) loss_vfl: 0.7216 (0.7039) loss_vfl_aux_0: 0.8107 (0.8236) loss_vfl_aux_1: 0.7848 (0.7690) loss_vfl_aux_2: 0.7399 (0.7342) loss_vfl_aux_3: 0.7316 (0.7165) loss_vfl_aux_4: 0.7239 (0.7071) loss_vfl_aux_5: 0.7825 (0.7971) loss_vfl_dn_0: 0.4577 (0.4640) loss_vfl_dn_1: 0.3931 (0.4013) loss_vfl_dn_2: 0.3798 (0.3853) loss_vfl_dn_3: 0.3736 (0.3777) loss_vfl_dn_4: 0.3696 (0.3750) loss_vfl_dn_5: 0.3697 (0.3742) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [25] [6800/7393] eta: 0:04:46 lr: 0.000010 loss: 16.4800 (16.7672) loss_bbox: 0.1546 (0.1641) loss_bbox_aux_0: 0.1734 (0.1767) loss_bbox_aux_1: 0.1581 (0.1685) loss_bbox_aux_2: 0.1583 (0.1656) loss_bbox_aux_3: 0.1565 (0.1642) loss_bbox_aux_4: 0.1549 (0.1641) loss_bbox_aux_5: 0.2103 (0.2167) loss_bbox_dn_0: 0.2806 (0.2916) loss_bbox_dn_1: 0.2198 (0.2229) loss_bbox_dn_2: 0.1852 (0.2009) loss_bbox_dn_3: 0.1819 (0.1940) loss_bbox_dn_4: 0.1790 (0.1925) loss_bbox_dn_5: 0.1790 (0.1925) loss_giou: 0.4651 (0.4963) loss_giou_aux_0: 0.5005 (0.5206) loss_giou_aux_1: 0.4856 (0.5056) loss_giou_aux_2: 0.4769 (0.5001) loss_giou_aux_3: 0.4694 (0.4970) loss_giou_aux_4: 0.4625 (0.4964) loss_giou_aux_5: 0.5848 (0.5910) loss_giou_dn_0: 0.5987 (0.6143) loss_giou_dn_1: 0.4812 (0.5094) loss_giou_dn_2: 0.4548 (0.4808) loss_giou_dn_3: 0.4503 (0.4723) loss_giou_dn_4: 0.4483 (0.4703) loss_giou_dn_5: 0.4485 (0.4705) loss_vfl: 0.6736 (0.7038) loss_vfl_aux_0: 0.8033 (0.8234) loss_vfl_aux_1: 0.7484 (0.7689) loss_vfl_aux_2: 0.7144 (0.7341) loss_vfl_aux_3: 0.7020 (0.7164) loss_vfl_aux_4: 0.6847 (0.7070) loss_vfl_aux_5: 0.7987 (0.7969) loss_vfl_dn_0: 0.4571 (0.4639) loss_vfl_dn_1: 0.3908 (0.4013) loss_vfl_dn_2: 0.3797 (0.3853) loss_vfl_dn_3: 0.3681 (0.3777) loss_vfl_dn_4: 0.3638 (0.3750) loss_vfl_dn_5: 0.3640 (0.3742) time: 0.4655 data: 0.0137 max mem: 5654 Epoch: [25] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 16.8041 (16.7679) loss_bbox: 0.1519 (0.1642) loss_bbox_aux_0: 0.1707 (0.1768) loss_bbox_aux_1: 0.1597 (0.1686) loss_bbox_aux_2: 0.1540 (0.1657) loss_bbox_aux_3: 0.1502 (0.1642) loss_bbox_aux_4: 0.1514 (0.1641) loss_bbox_aux_5: 0.2074 (0.2168) loss_bbox_dn_0: 0.2995 (0.2918) loss_bbox_dn_1: 0.2381 (0.2231) loss_bbox_dn_2: 0.2221 (0.2011) loss_bbox_dn_3: 0.2134 (0.1941) loss_bbox_dn_4: 0.2119 (0.1927) loss_bbox_dn_5: 0.2120 (0.1927) loss_giou: 0.5031 (0.4961) loss_giou_aux_0: 0.5271 (0.5205) loss_giou_aux_1: 0.4996 (0.5054) loss_giou_aux_2: 0.5095 (0.4999) loss_giou_aux_3: 0.5083 (0.4968) loss_giou_aux_4: 0.5020 (0.4962) loss_giou_aux_5: 0.6081 (0.5908) loss_giou_dn_0: 0.6268 (0.6142) loss_giou_dn_1: 0.5193 (0.5094) loss_giou_dn_2: 0.4943 (0.4807) loss_giou_dn_3: 0.4894 (0.4722) loss_giou_dn_4: 0.4874 (0.4703) loss_giou_dn_5: 0.4876 (0.4704) loss_vfl: 0.7219 (0.7040) loss_vfl_aux_0: 0.8097 (0.8235) loss_vfl_aux_1: 0.7683 (0.7691) loss_vfl_aux_2: 0.7363 (0.7342) loss_vfl_aux_3: 0.7304 (0.7166) loss_vfl_aux_4: 0.7214 (0.7073) loss_vfl_aux_5: 0.8242 (0.7970) loss_vfl_dn_0: 0.4603 (0.4639) loss_vfl_dn_1: 0.3988 (0.4013) loss_vfl_dn_2: 0.3835 (0.3853) loss_vfl_dn_3: 0.3766 (0.3777) loss_vfl_dn_4: 0.3751 (0.3750) loss_vfl_dn_5: 0.3757 (0.3742) time: 0.4651 data: 0.0139 max mem: 5654 Epoch: [25] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 16.6800 (16.7714) loss_bbox: 0.1645 (0.1642) loss_bbox_aux_0: 0.1677 (0.1768) loss_bbox_aux_1: 0.1707 (0.1686) loss_bbox_aux_2: 0.1646 (0.1657) loss_bbox_aux_3: 0.1640 (0.1643) loss_bbox_aux_4: 0.1640 (0.1642) loss_bbox_aux_5: 0.2151 (0.2169) loss_bbox_dn_0: 0.2562 (0.2918) loss_bbox_dn_1: 0.2075 (0.2231) loss_bbox_dn_2: 0.1913 (0.2011) loss_bbox_dn_3: 0.1855 (0.1941) loss_bbox_dn_4: 0.1831 (0.1927) loss_bbox_dn_5: 0.1831 (0.1927) loss_giou: 0.4712 (0.4965) loss_giou_aux_0: 0.4934 (0.5207) loss_giou_aux_1: 0.4762 (0.5056) loss_giou_aux_2: 0.4605 (0.5002) loss_giou_aux_3: 0.4726 (0.4971) loss_giou_aux_4: 0.4715 (0.4965) loss_giou_aux_5: 0.5611 (0.5911) loss_giou_dn_0: 0.6188 (0.6144) loss_giou_dn_1: 0.5269 (0.5095) loss_giou_dn_2: 0.4963 (0.4809) loss_giou_dn_3: 0.4908 (0.4724) loss_giou_dn_4: 0.4889 (0.4704) loss_giou_dn_5: 0.4889 (0.4706) loss_vfl: 0.6938 (0.7040) loss_vfl_aux_0: 0.7942 (0.8235) loss_vfl_aux_1: 0.7578 (0.7691) loss_vfl_aux_2: 0.7291 (0.7342) loss_vfl_aux_3: 0.6920 (0.7166) loss_vfl_aux_4: 0.6897 (0.7073) loss_vfl_aux_5: 0.8065 (0.7970) loss_vfl_dn_0: 0.4639 (0.4639) loss_vfl_dn_1: 0.4034 (0.4013) loss_vfl_dn_2: 0.3883 (0.3853) loss_vfl_dn_3: 0.3804 (0.3778) loss_vfl_dn_4: 0.3763 (0.3750) loss_vfl_dn_5: 0.3749 (0.3743) time: 0.4785 data: 0.0145 max mem: 5654 Epoch: [25] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.3338 (16.7704) loss_bbox: 0.1579 (0.1642) loss_bbox_aux_0: 0.1756 (0.1768) loss_bbox_aux_1: 0.1629 (0.1686) loss_bbox_aux_2: 0.1592 (0.1657) loss_bbox_aux_3: 0.1637 (0.1642) loss_bbox_aux_4: 0.1579 (0.1642) loss_bbox_aux_5: 0.2328 (0.2168) loss_bbox_dn_0: 0.2839 (0.2918) loss_bbox_dn_1: 0.2178 (0.2231) loss_bbox_dn_2: 0.1943 (0.2010) loss_bbox_dn_3: 0.1843 (0.1941) loss_bbox_dn_4: 0.1795 (0.1926) loss_bbox_dn_5: 0.1793 (0.1926) loss_giou: 0.4665 (0.4965) loss_giou_aux_0: 0.5100 (0.5208) loss_giou_aux_1: 0.4855 (0.5057) loss_giou_aux_2: 0.4911 (0.5003) loss_giou_aux_3: 0.4636 (0.4972) loss_giou_aux_4: 0.4700 (0.4965) loss_giou_aux_5: 0.5628 (0.5911) loss_giou_dn_0: 0.5949 (0.6143) loss_giou_dn_1: 0.4853 (0.5095) loss_giou_dn_2: 0.4490 (0.4809) loss_giou_dn_3: 0.4398 (0.4724) loss_giou_dn_4: 0.4366 (0.4704) loss_giou_dn_5: 0.4367 (0.4705) loss_vfl: 0.7015 (0.7040) loss_vfl_aux_0: 0.8276 (0.8234) loss_vfl_aux_1: 0.7662 (0.7690) loss_vfl_aux_2: 0.7131 (0.7341) loss_vfl_aux_3: 0.7174 (0.7165) loss_vfl_aux_4: 0.6938 (0.7072) loss_vfl_aux_5: 0.7962 (0.7970) loss_vfl_dn_0: 0.4609 (0.4639) loss_vfl_dn_1: 0.3964 (0.4013) loss_vfl_dn_2: 0.3756 (0.3853) loss_vfl_dn_3: 0.3664 (0.3777) loss_vfl_dn_4: 0.3637 (0.3750) loss_vfl_dn_5: 0.3638 (0.3742) time: 0.4754 data: 0.0139 max mem: 5654 Epoch: [25] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.7037 (16.7696) loss_bbox: 0.1608 (0.1642) loss_bbox_aux_0: 0.1796 (0.1768) loss_bbox_aux_1: 0.1598 (0.1686) loss_bbox_aux_2: 0.1634 (0.1657) loss_bbox_aux_3: 0.1598 (0.1642) loss_bbox_aux_4: 0.1600 (0.1641) loss_bbox_aux_5: 0.2226 (0.2168) loss_bbox_dn_0: 0.2749 (0.2917) loss_bbox_dn_1: 0.2083 (0.2230) loss_bbox_dn_2: 0.1889 (0.2010) loss_bbox_dn_3: 0.1844 (0.1941) loss_bbox_dn_4: 0.1841 (0.1926) loss_bbox_dn_5: 0.1841 (0.1926) loss_giou: 0.4735 (0.4965) loss_giou_aux_0: 0.5274 (0.5208) loss_giou_aux_1: 0.4955 (0.5057) loss_giou_aux_2: 0.4887 (0.5003) loss_giou_aux_3: 0.4761 (0.4972) loss_giou_aux_4: 0.4737 (0.4966) loss_giou_aux_5: 0.5846 (0.5911) loss_giou_dn_0: 0.5932 (0.6143) loss_giou_dn_1: 0.4778 (0.5095) loss_giou_dn_2: 0.4510 (0.4809) loss_giou_dn_3: 0.4464 (0.4724) loss_giou_dn_4: 0.4466 (0.4704) loss_giou_dn_5: 0.4470 (0.4706) loss_vfl: 0.6988 (0.7039) loss_vfl_aux_0: 0.7924 (0.8233) loss_vfl_aux_1: 0.7499 (0.7689) loss_vfl_aux_2: 0.7228 (0.7340) loss_vfl_aux_3: 0.7192 (0.7164) loss_vfl_aux_4: 0.6977 (0.7072) loss_vfl_aux_5: 0.7565 (0.7969) loss_vfl_dn_0: 0.4571 (0.4639) loss_vfl_dn_1: 0.3943 (0.4013) loss_vfl_dn_2: 0.3758 (0.3853) loss_vfl_dn_3: 0.3704 (0.3777) loss_vfl_dn_4: 0.3666 (0.3750) loss_vfl_dn_5: 0.3648 (0.3742) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [25] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.8448 (16.7680) loss_bbox: 0.1621 (0.1641) loss_bbox_aux_0: 0.1640 (0.1767) loss_bbox_aux_1: 0.1616 (0.1685) loss_bbox_aux_2: 0.1673 (0.1656) loss_bbox_aux_3: 0.1625 (0.1641) loss_bbox_aux_4: 0.1694 (0.1640) loss_bbox_aux_5: 0.2119 (0.2166) loss_bbox_dn_0: 0.2771 (0.2915) loss_bbox_dn_1: 0.2028 (0.2229) loss_bbox_dn_2: 0.1812 (0.2009) loss_bbox_dn_3: 0.1771 (0.1939) loss_bbox_dn_4: 0.1762 (0.1925) loss_bbox_dn_5: 0.1763 (0.1925) loss_giou: 0.4824 (0.4967) loss_giou_aux_0: 0.5169 (0.5209) loss_giou_aux_1: 0.5065 (0.5058) loss_giou_aux_2: 0.4958 (0.5005) loss_giou_aux_3: 0.4862 (0.4974) loss_giou_aux_4: 0.4907 (0.4967) loss_giou_aux_5: 0.5919 (0.5913) loss_giou_dn_0: 0.6105 (0.6144) loss_giou_dn_1: 0.5094 (0.5095) loss_giou_dn_2: 0.4837 (0.4809) loss_giou_dn_3: 0.4749 (0.4724) loss_giou_dn_4: 0.4734 (0.4704) loss_giou_dn_5: 0.4734 (0.4706) loss_vfl: 0.6723 (0.7038) loss_vfl_aux_0: 0.7878 (0.8232) loss_vfl_aux_1: 0.7397 (0.7688) loss_vfl_aux_2: 0.6931 (0.7338) loss_vfl_aux_3: 0.6895 (0.7163) loss_vfl_aux_4: 0.6731 (0.7071) loss_vfl_aux_5: 0.7934 (0.7968) loss_vfl_dn_0: 0.4598 (0.4638) loss_vfl_dn_1: 0.4021 (0.4012) loss_vfl_dn_2: 0.3916 (0.3852) loss_vfl_dn_3: 0.3817 (0.3777) loss_vfl_dn_4: 0.3832 (0.3749) loss_vfl_dn_5: 0.3812 (0.3742) time: 0.4820 data: 0.0142 max mem: 5654 Epoch: [25] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.9509 (16.7689) loss_bbox: 0.1463 (0.1640) loss_bbox_aux_0: 0.1689 (0.1767) loss_bbox_aux_1: 0.1650 (0.1685) loss_bbox_aux_2: 0.1628 (0.1656) loss_bbox_aux_3: 0.1475 (0.1641) loss_bbox_aux_4: 0.1486 (0.1640) loss_bbox_aux_5: 0.2101 (0.2166) loss_bbox_dn_0: 0.3188 (0.2916) loss_bbox_dn_1: 0.2299 (0.2229) loss_bbox_dn_2: 0.2015 (0.2009) loss_bbox_dn_3: 0.1983 (0.1939) loss_bbox_dn_4: 0.1983 (0.1925) loss_bbox_dn_5: 0.1983 (0.1925) loss_giou: 0.4420 (0.4968) loss_giou_aux_0: 0.4646 (0.5210) loss_giou_aux_1: 0.4479 (0.5059) loss_giou_aux_2: 0.4460 (0.5005) loss_giou_aux_3: 0.4398 (0.4974) loss_giou_aux_4: 0.4422 (0.4968) loss_giou_aux_5: 0.5519 (0.5913) loss_giou_dn_0: 0.6000 (0.6144) loss_giou_dn_1: 0.5016 (0.5095) loss_giou_dn_2: 0.4704 (0.4809) loss_giou_dn_3: 0.4581 (0.4724) loss_giou_dn_4: 0.4542 (0.4705) loss_giou_dn_5: 0.4546 (0.4706) loss_vfl: 0.7144 (0.7038) loss_vfl_aux_0: 0.7796 (0.8232) loss_vfl_aux_1: 0.7512 (0.7687) loss_vfl_aux_2: 0.7484 (0.7339) loss_vfl_aux_3: 0.7234 (0.7164) loss_vfl_aux_4: 0.7175 (0.7072) loss_vfl_aux_5: 0.8285 (0.7970) loss_vfl_dn_0: 0.4638 (0.4638) loss_vfl_dn_1: 0.3948 (0.4012) loss_vfl_dn_2: 0.3809 (0.3852) loss_vfl_dn_3: 0.3730 (0.3777) loss_vfl_dn_4: 0.3712 (0.3749) loss_vfl_dn_5: 0.3709 (0.3742) time: 0.4727 data: 0.0141 max mem: 5654 Epoch: [25] Total time: 0:59:34 (0.4835 s / it) Averaged stats: lr: 0.000010 loss: 16.9509 (16.7689) loss_bbox: 0.1463 (0.1640) loss_bbox_aux_0: 0.1689 (0.1767) loss_bbox_aux_1: 0.1650 (0.1685) loss_bbox_aux_2: 0.1628 (0.1656) loss_bbox_aux_3: 0.1475 (0.1641) loss_bbox_aux_4: 0.1486 (0.1640) loss_bbox_aux_5: 0.2101 (0.2166) loss_bbox_dn_0: 0.3188 (0.2916) loss_bbox_dn_1: 0.2299 (0.2229) loss_bbox_dn_2: 0.2015 (0.2009) loss_bbox_dn_3: 0.1983 (0.1939) loss_bbox_dn_4: 0.1983 (0.1925) loss_bbox_dn_5: 0.1983 (0.1925) loss_giou: 0.4420 (0.4968) loss_giou_aux_0: 0.4646 (0.5210) loss_giou_aux_1: 0.4479 (0.5059) loss_giou_aux_2: 0.4460 (0.5005) loss_giou_aux_3: 0.4398 (0.4974) loss_giou_aux_4: 0.4422 (0.4968) loss_giou_aux_5: 0.5519 (0.5913) loss_giou_dn_0: 0.6000 (0.6144) loss_giou_dn_1: 0.5016 (0.5095) loss_giou_dn_2: 0.4704 (0.4809) loss_giou_dn_3: 0.4581 (0.4724) loss_giou_dn_4: 0.4542 (0.4705) loss_giou_dn_5: 0.4546 (0.4706) loss_vfl: 0.7144 (0.7038) loss_vfl_aux_0: 0.7796 (0.8232) loss_vfl_aux_1: 0.7512 (0.7687) loss_vfl_aux_2: 0.7484 (0.7339) loss_vfl_aux_3: 0.7234 (0.7164) loss_vfl_aux_4: 0.7175 (0.7072) loss_vfl_aux_5: 0.8285 (0.7970) loss_vfl_dn_0: 0.4638 (0.4638) loss_vfl_dn_1: 0.3948 (0.4012) loss_vfl_dn_2: 0.3809 (0.3852) loss_vfl_dn_3: 0.3730 (0.3777) loss_vfl_dn_4: 0.3712 (0.3749) loss_vfl_dn_5: 0.3709 (0.3742) Test: [ 0/157] eta: 0:04:01 time: 1.5392 data: 1.1367 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4935 data: 0.1253 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3960 data: 0.0257 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3993 data: 0.0269 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3933 data: 0.0262 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3946 data: 0.0263 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.3978 data: 0.0274 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3885 data: 0.0271 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3921 data: 0.0269 max mem: 5654 Test: [ 90/157] eta: 0:00:27 time: 0.3984 data: 0.0270 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.7020 data: 0.0263 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.7040 data: 0.0262 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3918 data: 0.0267 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3859 data: 0.0272 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3779 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3697 data: 0.0259 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3598 data: 0.0254 max mem: 5654 Test: Total time: 0:01:08 (0.4376 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.09s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 best_stat: {'epoch': 25, 'coco_eval_bbox': 0.5137832781164217} Epoch: [26] [ 0/7393] eta: 17:37:44 lr: 0.000010 loss: 16.1672 (16.1672) loss_bbox: 0.1867 (0.1867) loss_bbox_aux_0: 0.2102 (0.2102) loss_bbox_aux_1: 0.2035 (0.2035) loss_bbox_aux_2: 0.1962 (0.1962) loss_bbox_aux_3: 0.1917 (0.1917) loss_bbox_aux_4: 0.1900 (0.1900) loss_bbox_aux_5: 0.2264 (0.2264) loss_bbox_dn_0: 0.3288 (0.3288) loss_bbox_dn_1: 0.2780 (0.2780) loss_bbox_dn_2: 0.2651 (0.2651) loss_bbox_dn_3: 0.2660 (0.2660) loss_bbox_dn_4: 0.2662 (0.2662) loss_bbox_dn_5: 0.2661 (0.2661) loss_giou: 0.3527 (0.3527) loss_giou_aux_0: 0.3970 (0.3970) loss_giou_aux_1: 0.3860 (0.3860) loss_giou_aux_2: 0.3785 (0.3785) loss_giou_aux_3: 0.3606 (0.3606) loss_giou_aux_4: 0.3589 (0.3589) loss_giou_aux_5: 0.4311 (0.4311) loss_giou_dn_0: 0.5125 (0.5125) loss_giou_dn_1: 0.4191 (0.4191) loss_giou_dn_2: 0.3881 (0.3881) loss_giou_dn_3: 0.3826 (0.3826) loss_giou_dn_4: 0.3803 (0.3803) loss_giou_dn_5: 0.3806 (0.3806) loss_vfl: 0.7737 (0.7737) loss_vfl_aux_0: 0.8529 (0.8529) loss_vfl_aux_1: 0.8091 (0.8091) loss_vfl_aux_2: 0.7802 (0.7802) loss_vfl_aux_3: 0.7629 (0.7629) loss_vfl_aux_4: 0.7611 (0.7611) loss_vfl_aux_5: 0.8624 (0.8624) loss_vfl_dn_0: 0.4574 (0.4574) loss_vfl_dn_1: 0.4004 (0.4004) loss_vfl_dn_2: 0.3835 (0.3835) loss_vfl_dn_3: 0.3744 (0.3744) loss_vfl_dn_4: 0.3727 (0.3727) loss_vfl_dn_5: 0.3734 (0.3734) time: 8.5844 data: 2.1982 max mem: 5654 Epoch: [26] [ 100/7393] eta: 1:08:18 lr: 0.000010 loss: 16.6185 (16.6325) loss_bbox: 0.1577 (0.1649) loss_bbox_aux_0: 0.1701 (0.1788) loss_bbox_aux_1: 0.1635 (0.1707) loss_bbox_aux_2: 0.1599 (0.1669) loss_bbox_aux_3: 0.1576 (0.1649) loss_bbox_aux_4: 0.1584 (0.1646) loss_bbox_aux_5: 0.1963 (0.2149) loss_bbox_dn_0: 0.2358 (0.2834) loss_bbox_dn_1: 0.1807 (0.2152) loss_bbox_dn_2: 0.1656 (0.1931) loss_bbox_dn_3: 0.1645 (0.1867) loss_bbox_dn_4: 0.1634 (0.1855) loss_bbox_dn_5: 0.1634 (0.1855) loss_giou: 0.5079 (0.5007) loss_giou_aux_0: 0.5427 (0.5276) loss_giou_aux_1: 0.5314 (0.5124) loss_giou_aux_2: 0.5106 (0.5065) loss_giou_aux_3: 0.5096 (0.5016) loss_giou_aux_4: 0.5102 (0.5005) loss_giou_aux_5: 0.6146 (0.5947) loss_giou_dn_0: 0.6277 (0.6160) loss_giou_dn_1: 0.5201 (0.5100) loss_giou_dn_2: 0.4936 (0.4801) loss_giou_dn_3: 0.4868 (0.4721) loss_giou_dn_4: 0.4834 (0.4702) loss_giou_dn_5: 0.4832 (0.4704) loss_vfl: 0.6625 (0.6923) loss_vfl_aux_0: 0.7708 (0.8008) loss_vfl_aux_1: 0.7090 (0.7460) loss_vfl_aux_2: 0.6887 (0.7159) loss_vfl_aux_3: 0.6885 (0.7033) loss_vfl_aux_4: 0.6663 (0.6950) loss_vfl_aux_5: 0.7198 (0.7802) loss_vfl_dn_0: 0.4586 (0.4623) loss_vfl_dn_1: 0.3987 (0.3996) loss_vfl_dn_2: 0.3831 (0.3830) loss_vfl_dn_3: 0.3756 (0.3742) loss_vfl_dn_4: 0.3731 (0.3714) loss_vfl_dn_5: 0.3750 (0.3706) time: 0.4743 data: 0.0150 max mem: 5654 Epoch: [26] [ 200/7393] eta: 1:02:16 lr: 0.000010 loss: 16.5197 (16.5452) loss_bbox: 0.1555 (0.1623) loss_bbox_aux_0: 0.1671 (0.1758) loss_bbox_aux_1: 0.1630 (0.1683) loss_bbox_aux_2: 0.1556 (0.1652) loss_bbox_aux_3: 0.1518 (0.1624) loss_bbox_aux_4: 0.1540 (0.1623) loss_bbox_aux_5: 0.2101 (0.2125) loss_bbox_dn_0: 0.2763 (0.2805) loss_bbox_dn_1: 0.2052 (0.2136) loss_bbox_dn_2: 0.1907 (0.1920) loss_bbox_dn_3: 0.1869 (0.1857) loss_bbox_dn_4: 0.1853 (0.1845) loss_bbox_dn_5: 0.1842 (0.1845) loss_giou: 0.4612 (0.4966) loss_giou_aux_0: 0.4482 (0.5223) loss_giou_aux_1: 0.4565 (0.5075) loss_giou_aux_2: 0.4517 (0.5017) loss_giou_aux_3: 0.4460 (0.4978) loss_giou_aux_4: 0.4455 (0.4970) loss_giou_aux_5: 0.5236 (0.5916) loss_giou_dn_0: 0.6150 (0.6126) loss_giou_dn_1: 0.5000 (0.5069) loss_giou_dn_2: 0.4747 (0.4779) loss_giou_dn_3: 0.4666 (0.4696) loss_giou_dn_4: 0.4634 (0.4678) loss_giou_dn_5: 0.4632 (0.4679) loss_vfl: 0.6794 (0.6902) loss_vfl_aux_0: 0.8011 (0.8009) loss_vfl_aux_1: 0.7410 (0.7464) loss_vfl_aux_2: 0.7271 (0.7149) loss_vfl_aux_3: 0.7005 (0.7010) loss_vfl_aux_4: 0.6778 (0.6921) loss_vfl_aux_5: 0.7774 (0.7771) loss_vfl_dn_0: 0.4554 (0.4598) loss_vfl_dn_1: 0.3941 (0.3985) loss_vfl_dn_2: 0.3775 (0.3820) loss_vfl_dn_3: 0.3683 (0.3740) loss_vfl_dn_4: 0.3668 (0.3712) loss_vfl_dn_5: 0.3661 (0.3704) time: 0.4805 data: 0.0151 max mem: 5654 Epoch: [26] [ 300/7393] eta: 0:59:35 lr: 0.000010 loss: 16.3916 (16.5816) loss_bbox: 0.1612 (0.1617) loss_bbox_aux_0: 0.1725 (0.1760) loss_bbox_aux_1: 0.1557 (0.1680) loss_bbox_aux_2: 0.1545 (0.1648) loss_bbox_aux_3: 0.1506 (0.1621) loss_bbox_aux_4: 0.1591 (0.1619) loss_bbox_aux_5: 0.2025 (0.2124) loss_bbox_dn_0: 0.2902 (0.2828) loss_bbox_dn_1: 0.2208 (0.2151) loss_bbox_dn_2: 0.1907 (0.1935) loss_bbox_dn_3: 0.1827 (0.1870) loss_bbox_dn_4: 0.1817 (0.1857) loss_bbox_dn_5: 0.1817 (0.1857) loss_giou: 0.4436 (0.4959) loss_giou_aux_0: 0.4772 (0.5225) loss_giou_aux_1: 0.4616 (0.5069) loss_giou_aux_2: 0.4432 (0.5010) loss_giou_aux_3: 0.4421 (0.4970) loss_giou_aux_4: 0.4428 (0.4964) loss_giou_aux_5: 0.5455 (0.5915) loss_giou_dn_0: 0.5878 (0.6138) loss_giou_dn_1: 0.4930 (0.5082) loss_giou_dn_2: 0.4608 (0.4791) loss_giou_dn_3: 0.4536 (0.4706) loss_giou_dn_4: 0.4491 (0.4686) loss_giou_dn_5: 0.4491 (0.4688) loss_vfl: 0.6709 (0.6921) loss_vfl_aux_0: 0.7814 (0.8060) loss_vfl_aux_1: 0.7322 (0.7490) loss_vfl_aux_2: 0.6920 (0.7166) loss_vfl_aux_3: 0.6862 (0.7028) loss_vfl_aux_4: 0.6695 (0.6939) loss_vfl_aux_5: 0.7892 (0.7842) loss_vfl_dn_0: 0.4629 (0.4612) loss_vfl_dn_1: 0.3988 (0.3989) loss_vfl_dn_2: 0.3839 (0.3825) loss_vfl_dn_3: 0.3775 (0.3747) loss_vfl_dn_4: 0.3749 (0.3718) loss_vfl_dn_5: 0.3747 (0.3712) time: 0.4642 data: 0.0157 max mem: 5654 Epoch: [26] [ 400/7393] eta: 0:57:51 lr: 0.000010 loss: 17.2512 (16.6317) loss_bbox: 0.1655 (0.1629) loss_bbox_aux_0: 0.1867 (0.1763) loss_bbox_aux_1: 0.1638 (0.1682) loss_bbox_aux_2: 0.1693 (0.1650) loss_bbox_aux_3: 0.1704 (0.1629) loss_bbox_aux_4: 0.1740 (0.1628) loss_bbox_aux_5: 0.2295 (0.2130) loss_bbox_dn_0: 0.2814 (0.2823) loss_bbox_dn_1: 0.2156 (0.2154) loss_bbox_dn_2: 0.2093 (0.1941) loss_bbox_dn_3: 0.2042 (0.1875) loss_bbox_dn_4: 0.2013 (0.1862) loss_bbox_dn_5: 0.2013 (0.1862) loss_giou: 0.4901 (0.5003) loss_giou_aux_0: 0.5129 (0.5256) loss_giou_aux_1: 0.5058 (0.5110) loss_giou_aux_2: 0.4913 (0.5048) loss_giou_aux_3: 0.4900 (0.5011) loss_giou_aux_4: 0.4902 (0.5006) loss_giou_aux_5: 0.5918 (0.5950) loss_giou_dn_0: 0.6349 (0.6152) loss_giou_dn_1: 0.5343 (0.5104) loss_giou_dn_2: 0.5064 (0.4816) loss_giou_dn_3: 0.4991 (0.4734) loss_giou_dn_4: 0.4993 (0.4715) loss_giou_dn_5: 0.4994 (0.4717) loss_vfl: 0.7273 (0.6915) loss_vfl_aux_0: 0.8380 (0.8043) loss_vfl_aux_1: 0.7745 (0.7485) loss_vfl_aux_2: 0.7403 (0.7174) loss_vfl_aux_3: 0.7281 (0.7025) loss_vfl_aux_4: 0.7151 (0.6939) loss_vfl_aux_5: 0.8217 (0.7822) loss_vfl_dn_0: 0.4675 (0.4616) loss_vfl_dn_1: 0.4126 (0.3997) loss_vfl_dn_2: 0.3933 (0.3836) loss_vfl_dn_3: 0.3890 (0.3760) loss_vfl_dn_4: 0.3879 (0.3732) loss_vfl_dn_5: 0.3872 (0.3726) time: 0.4810 data: 0.0149 max mem: 5654 Epoch: [26] [ 500/7393] eta: 0:56:37 lr: 0.000010 loss: 16.3462 (16.6450) loss_bbox: 0.1544 (0.1626) loss_bbox_aux_0: 0.1569 (0.1757) loss_bbox_aux_1: 0.1562 (0.1676) loss_bbox_aux_2: 0.1591 (0.1647) loss_bbox_aux_3: 0.1448 (0.1625) loss_bbox_aux_4: 0.1523 (0.1625) loss_bbox_aux_5: 0.1952 (0.2131) loss_bbox_dn_0: 0.2578 (0.2822) loss_bbox_dn_1: 0.1981 (0.2154) loss_bbox_dn_2: 0.1814 (0.1941) loss_bbox_dn_3: 0.1744 (0.1874) loss_bbox_dn_4: 0.1709 (0.1860) loss_bbox_dn_5: 0.1709 (0.1860) loss_giou: 0.5083 (0.5027) loss_giou_aux_0: 0.5317 (0.5274) loss_giou_aux_1: 0.5105 (0.5130) loss_giou_aux_2: 0.4989 (0.5067) loss_giou_aux_3: 0.4894 (0.5034) loss_giou_aux_4: 0.5084 (0.5030) loss_giou_aux_5: 0.5977 (0.5978) loss_giou_dn_0: 0.6053 (0.6160) loss_giou_dn_1: 0.5019 (0.5113) loss_giou_dn_2: 0.4758 (0.4827) loss_giou_dn_3: 0.4691 (0.4743) loss_giou_dn_4: 0.4671 (0.4723) loss_giou_dn_5: 0.4675 (0.4725) loss_vfl: 0.6782 (0.6909) loss_vfl_aux_0: 0.7728 (0.8034) loss_vfl_aux_1: 0.7201 (0.7482) loss_vfl_aux_2: 0.6837 (0.7169) loss_vfl_aux_3: 0.6798 (0.7024) loss_vfl_aux_4: 0.6741 (0.6932) loss_vfl_aux_5: 0.7528 (0.7811) loss_vfl_dn_0: 0.4586 (0.4612) loss_vfl_dn_1: 0.3974 (0.3995) loss_vfl_dn_2: 0.3810 (0.3836) loss_vfl_dn_3: 0.3708 (0.3759) loss_vfl_dn_4: 0.3675 (0.3733) loss_vfl_dn_5: 0.3667 (0.3726) time: 0.4736 data: 0.0151 max mem: 5654 Epoch: [26] [ 600/7393] eta: 0:55:19 lr: 0.000010 loss: 16.7911 (16.6515) loss_bbox: 0.1437 (0.1622) loss_bbox_aux_0: 0.1663 (0.1757) loss_bbox_aux_1: 0.1487 (0.1670) loss_bbox_aux_2: 0.1542 (0.1641) loss_bbox_aux_3: 0.1514 (0.1620) loss_bbox_aux_4: 0.1492 (0.1622) loss_bbox_aux_5: 0.1919 (0.2127) loss_bbox_dn_0: 0.2583 (0.2818) loss_bbox_dn_1: 0.1942 (0.2151) loss_bbox_dn_2: 0.1752 (0.1939) loss_bbox_dn_3: 0.1713 (0.1872) loss_bbox_dn_4: 0.1716 (0.1858) loss_bbox_dn_5: 0.1717 (0.1858) loss_giou: 0.5010 (0.5032) loss_giou_aux_0: 0.5039 (0.5279) loss_giou_aux_1: 0.5004 (0.5138) loss_giou_aux_2: 0.4922 (0.5072) loss_giou_aux_3: 0.4959 (0.5040) loss_giou_aux_4: 0.5026 (0.5036) loss_giou_aux_5: 0.5734 (0.5980) loss_giou_dn_0: 0.6159 (0.6160) loss_giou_dn_1: 0.5136 (0.5117) loss_giou_dn_2: 0.4753 (0.4831) loss_giou_dn_3: 0.4647 (0.4749) loss_giou_dn_4: 0.4618 (0.4730) loss_giou_dn_5: 0.4618 (0.4732) loss_vfl: 0.6728 (0.6916) loss_vfl_aux_0: 0.7710 (0.8030) loss_vfl_aux_1: 0.7482 (0.7484) loss_vfl_aux_2: 0.6937 (0.7178) loss_vfl_aux_3: 0.6890 (0.7034) loss_vfl_aux_4: 0.6755 (0.6941) loss_vfl_aux_5: 0.7748 (0.7823) loss_vfl_dn_0: 0.4589 (0.4610) loss_vfl_dn_1: 0.3990 (0.3994) loss_vfl_dn_2: 0.3895 (0.3836) loss_vfl_dn_3: 0.3816 (0.3759) loss_vfl_dn_4: 0.3782 (0.3732) loss_vfl_dn_5: 0.3789 (0.3726) time: 0.4687 data: 0.0145 max mem: 5654 Epoch: [26] [ 700/7393] eta: 0:54:13 lr: 0.000010 loss: 16.7338 (16.6531) loss_bbox: 0.1516 (0.1622) loss_bbox_aux_0: 0.1622 (0.1761) loss_bbox_aux_1: 0.1496 (0.1674) loss_bbox_aux_2: 0.1541 (0.1643) loss_bbox_aux_3: 0.1517 (0.1620) loss_bbox_aux_4: 0.1485 (0.1623) loss_bbox_aux_5: 0.1962 (0.2136) loss_bbox_dn_0: 0.2612 (0.2834) loss_bbox_dn_1: 0.1817 (0.2165) loss_bbox_dn_2: 0.1659 (0.1950) loss_bbox_dn_3: 0.1569 (0.1883) loss_bbox_dn_4: 0.1562 (0.1869) loss_bbox_dn_5: 0.1562 (0.1869) loss_giou: 0.5637 (0.5023) loss_giou_aux_0: 0.5542 (0.5276) loss_giou_aux_1: 0.5600 (0.5133) loss_giou_aux_2: 0.5665 (0.5067) loss_giou_aux_3: 0.5708 (0.5030) loss_giou_aux_4: 0.5703 (0.5027) loss_giou_aux_5: 0.6308 (0.5980) loss_giou_dn_0: 0.6386 (0.6159) loss_giou_dn_1: 0.5201 (0.5116) loss_giou_dn_2: 0.5021 (0.4831) loss_giou_dn_3: 0.4936 (0.4748) loss_giou_dn_4: 0.4915 (0.4729) loss_giou_dn_5: 0.4918 (0.4731) loss_vfl: 0.6458 (0.6916) loss_vfl_aux_0: 0.7439 (0.8027) loss_vfl_aux_1: 0.6903 (0.7480) loss_vfl_aux_2: 0.6672 (0.7171) loss_vfl_aux_3: 0.6498 (0.7034) loss_vfl_aux_4: 0.6433 (0.6942) loss_vfl_aux_5: 0.7471 (0.7813) loss_vfl_dn_0: 0.4593 (0.4609) loss_vfl_dn_1: 0.3989 (0.3992) loss_vfl_dn_2: 0.3785 (0.3833) loss_vfl_dn_3: 0.3715 (0.3757) loss_vfl_dn_4: 0.3693 (0.3731) loss_vfl_dn_5: 0.3683 (0.3724) time: 0.4686 data: 0.0148 max mem: 5654 Epoch: [26] [ 800/7393] eta: 0:53:12 lr: 0.000010 loss: 16.3366 (16.6509) loss_bbox: 0.1395 (0.1619) loss_bbox_aux_0: 0.1561 (0.1761) loss_bbox_aux_1: 0.1462 (0.1673) loss_bbox_aux_2: 0.1455 (0.1643) loss_bbox_aux_3: 0.1445 (0.1620) loss_bbox_aux_4: 0.1447 (0.1621) loss_bbox_aux_5: 0.2030 (0.2139) loss_bbox_dn_0: 0.2723 (0.2834) loss_bbox_dn_1: 0.1884 (0.2163) loss_bbox_dn_2: 0.1861 (0.1947) loss_bbox_dn_3: 0.1825 (0.1879) loss_bbox_dn_4: 0.1815 (0.1866) loss_bbox_dn_5: 0.1815 (0.1866) loss_giou: 0.4524 (0.5016) loss_giou_aux_0: 0.4702 (0.5273) loss_giou_aux_1: 0.4520 (0.5128) loss_giou_aux_2: 0.4645 (0.5062) loss_giou_aux_3: 0.4567 (0.5024) loss_giou_aux_4: 0.4562 (0.5021) loss_giou_aux_5: 0.5466 (0.5974) loss_giou_dn_0: 0.5772 (0.6153) loss_giou_dn_1: 0.4719 (0.5110) loss_giou_dn_2: 0.4436 (0.4822) loss_giou_dn_3: 0.4332 (0.4739) loss_giou_dn_4: 0.4302 (0.4720) loss_giou_dn_5: 0.4302 (0.4722) loss_vfl: 0.6819 (0.6930) loss_vfl_aux_0: 0.7850 (0.8039) loss_vfl_aux_1: 0.7470 (0.7491) loss_vfl_aux_2: 0.7041 (0.7184) loss_vfl_aux_3: 0.6850 (0.7046) loss_vfl_aux_4: 0.6895 (0.6955) loss_vfl_aux_5: 0.7896 (0.7829) loss_vfl_dn_0: 0.4580 (0.4610) loss_vfl_dn_1: 0.3961 (0.3991) loss_vfl_dn_2: 0.3809 (0.3831) loss_vfl_dn_3: 0.3706 (0.3756) loss_vfl_dn_4: 0.3673 (0.3729) loss_vfl_dn_5: 0.3673 (0.3722) time: 0.4738 data: 0.0144 max mem: 5654 Epoch: [26] [ 900/7393] eta: 0:52:12 lr: 0.000010 loss: 16.4707 (16.6414) loss_bbox: 0.1662 (0.1618) loss_bbox_aux_0: 0.1730 (0.1762) loss_bbox_aux_1: 0.1562 (0.1673) loss_bbox_aux_2: 0.1622 (0.1643) loss_bbox_aux_3: 0.1633 (0.1620) loss_bbox_aux_4: 0.1646 (0.1619) loss_bbox_aux_5: 0.2051 (0.2142) loss_bbox_dn_0: 0.2915 (0.2844) loss_bbox_dn_1: 0.2178 (0.2169) loss_bbox_dn_2: 0.1933 (0.1952) loss_bbox_dn_3: 0.1792 (0.1884) loss_bbox_dn_4: 0.1783 (0.1871) loss_bbox_dn_5: 0.1785 (0.1871) loss_giou: 0.4733 (0.5001) loss_giou_aux_0: 0.4890 (0.5256) loss_giou_aux_1: 0.4688 (0.5113) loss_giou_aux_2: 0.4703 (0.5047) loss_giou_aux_3: 0.4724 (0.5011) loss_giou_aux_4: 0.4732 (0.5006) loss_giou_aux_5: 0.5602 (0.5959) loss_giou_dn_0: 0.5919 (0.6142) loss_giou_dn_1: 0.4895 (0.5099) loss_giou_dn_2: 0.4600 (0.4812) loss_giou_dn_3: 0.4507 (0.4729) loss_giou_dn_4: 0.4487 (0.4710) loss_giou_dn_5: 0.4494 (0.4712) loss_vfl: 0.6973 (0.6934) loss_vfl_aux_0: 0.7947 (0.8040) loss_vfl_aux_1: 0.7608 (0.7498) loss_vfl_aux_2: 0.7195 (0.7187) loss_vfl_aux_3: 0.7021 (0.7049) loss_vfl_aux_4: 0.6847 (0.6960) loss_vfl_aux_5: 0.8027 (0.7838) loss_vfl_dn_0: 0.4653 (0.4611) loss_vfl_dn_1: 0.3983 (0.3991) loss_vfl_dn_2: 0.3872 (0.3831) loss_vfl_dn_3: 0.3808 (0.3756) loss_vfl_dn_4: 0.3802 (0.3730) loss_vfl_dn_5: 0.3786 (0.3722) time: 0.4685 data: 0.0139 max mem: 5654 Epoch: [26] [1000/7393] eta: 0:52:00 lr: 0.000010 loss: 16.0211 (16.6442) loss_bbox: 0.1568 (0.1616) loss_bbox_aux_0: 0.1625 (0.1757) loss_bbox_aux_1: 0.1611 (0.1669) loss_bbox_aux_2: 0.1517 (0.1640) loss_bbox_aux_3: 0.1483 (0.1618) loss_bbox_aux_4: 0.1550 (0.1617) loss_bbox_aux_5: 0.1973 (0.2140) loss_bbox_dn_0: 0.2496 (0.2838) loss_bbox_dn_1: 0.1964 (0.2165) loss_bbox_dn_2: 0.1697 (0.1950) loss_bbox_dn_3: 0.1608 (0.1882) loss_bbox_dn_4: 0.1538 (0.1869) loss_bbox_dn_5: 0.1538 (0.1869) loss_giou: 0.5114 (0.5012) loss_giou_aux_0: 0.5375 (0.5264) loss_giou_aux_1: 0.5318 (0.5121) loss_giou_aux_2: 0.5219 (0.5056) loss_giou_aux_3: 0.5145 (0.5021) loss_giou_aux_4: 0.5013 (0.5015) loss_giou_aux_5: 0.5940 (0.5969) loss_giou_dn_0: 0.5889 (0.6145) loss_giou_dn_1: 0.4885 (0.5104) loss_giou_dn_2: 0.4666 (0.4819) loss_giou_dn_3: 0.4617 (0.4736) loss_giou_dn_4: 0.4615 (0.4717) loss_giou_dn_5: 0.4618 (0.4719) loss_vfl: 0.6614 (0.6924) loss_vfl_aux_0: 0.8059 (0.8038) loss_vfl_aux_1: 0.7381 (0.7492) loss_vfl_aux_2: 0.7033 (0.7183) loss_vfl_aux_3: 0.6860 (0.7039) loss_vfl_aux_4: 0.6671 (0.6951) loss_vfl_aux_5: 0.7888 (0.7834) loss_vfl_dn_0: 0.4548 (0.4611) loss_vfl_dn_1: 0.3889 (0.3993) loss_vfl_dn_2: 0.3696 (0.3834) loss_vfl_dn_3: 0.3616 (0.3758) loss_vfl_dn_4: 0.3590 (0.3731) loss_vfl_dn_5: 0.3592 (0.3724) time: 0.4878 data: 0.0143 max mem: 5654 Epoch: [26] [1100/7393] eta: 0:51:03 lr: 0.000010 loss: 17.1763 (16.6350) loss_bbox: 0.1566 (0.1618) loss_bbox_aux_0: 0.1788 (0.1756) loss_bbox_aux_1: 0.1691 (0.1669) loss_bbox_aux_2: 0.1652 (0.1641) loss_bbox_aux_3: 0.1612 (0.1619) loss_bbox_aux_4: 0.1596 (0.1619) loss_bbox_aux_5: 0.2190 (0.2143) loss_bbox_dn_0: 0.2807 (0.2849) loss_bbox_dn_1: 0.2168 (0.2171) loss_bbox_dn_2: 0.1996 (0.1954) loss_bbox_dn_3: 0.1920 (0.1886) loss_bbox_dn_4: 0.1888 (0.1872) loss_bbox_dn_5: 0.1886 (0.1872) loss_giou: 0.5205 (0.4989) loss_giou_aux_0: 0.5502 (0.5238) loss_giou_aux_1: 0.5378 (0.5096) loss_giou_aux_2: 0.5289 (0.5032) loss_giou_aux_3: 0.5296 (0.4997) loss_giou_aux_4: 0.5207 (0.4992) loss_giou_aux_5: 0.6176 (0.5943) loss_giou_dn_0: 0.6187 (0.6130) loss_giou_dn_1: 0.5268 (0.5088) loss_giou_dn_2: 0.4989 (0.4802) loss_giou_dn_3: 0.4910 (0.4719) loss_giou_dn_4: 0.4905 (0.4700) loss_giou_dn_5: 0.4905 (0.4702) loss_vfl: 0.7047 (0.6934) loss_vfl_aux_0: 0.8120 (0.8071) loss_vfl_aux_1: 0.7729 (0.7521) loss_vfl_aux_2: 0.7444 (0.7202) loss_vfl_aux_3: 0.7209 (0.7054) loss_vfl_aux_4: 0.7093 (0.6964) loss_vfl_aux_5: 0.7836 (0.7859) loss_vfl_dn_0: 0.4579 (0.4615) loss_vfl_dn_1: 0.3960 (0.3992) loss_vfl_dn_2: 0.3827 (0.3832) loss_vfl_dn_3: 0.3751 (0.3756) loss_vfl_dn_4: 0.3732 (0.3730) loss_vfl_dn_5: 0.3734 (0.3722) time: 0.4739 data: 0.0148 max mem: 5654 Epoch: [26] [1200/7393] eta: 0:50:03 lr: 0.000010 loss: 16.7604 (16.6368) loss_bbox: 0.1521 (0.1616) loss_bbox_aux_0: 0.1613 (0.1754) loss_bbox_aux_1: 0.1590 (0.1670) loss_bbox_aux_2: 0.1559 (0.1641) loss_bbox_aux_3: 0.1521 (0.1617) loss_bbox_aux_4: 0.1546 (0.1617) loss_bbox_aux_5: 0.2025 (0.2147) loss_bbox_dn_0: 0.2437 (0.2859) loss_bbox_dn_1: 0.1842 (0.2177) loss_bbox_dn_2: 0.1652 (0.1958) loss_bbox_dn_3: 0.1594 (0.1889) loss_bbox_dn_4: 0.1593 (0.1875) loss_bbox_dn_5: 0.1596 (0.1875) loss_giou: 0.5032 (0.4973) loss_giou_aux_0: 0.5110 (0.5226) loss_giou_aux_1: 0.4946 (0.5082) loss_giou_aux_2: 0.4981 (0.5018) loss_giou_aux_3: 0.5049 (0.4982) loss_giou_aux_4: 0.5028 (0.4976) loss_giou_aux_5: 0.5760 (0.5933) loss_giou_dn_0: 0.6287 (0.6126) loss_giou_dn_1: 0.4990 (0.5080) loss_giou_dn_2: 0.4766 (0.4793) loss_giou_dn_3: 0.4682 (0.4711) loss_giou_dn_4: 0.4659 (0.4691) loss_giou_dn_5: 0.4656 (0.4693) loss_vfl: 0.6914 (0.6953) loss_vfl_aux_0: 0.7786 (0.8092) loss_vfl_aux_1: 0.7230 (0.7539) loss_vfl_aux_2: 0.7090 (0.7219) loss_vfl_aux_3: 0.6929 (0.7075) loss_vfl_aux_4: 0.6876 (0.6984) loss_vfl_aux_5: 0.7471 (0.7874) loss_vfl_dn_0: 0.4620 (0.4619) loss_vfl_dn_1: 0.4059 (0.3993) loss_vfl_dn_2: 0.3843 (0.3832) loss_vfl_dn_3: 0.3767 (0.3756) loss_vfl_dn_4: 0.3747 (0.3729) loss_vfl_dn_5: 0.3722 (0.3722) time: 0.4668 data: 0.0137 max mem: 5654 Epoch: [26] [1300/7393] eta: 0:49:10 lr: 0.000010 loss: 16.2313 (16.6393) loss_bbox: 0.1483 (0.1623) loss_bbox_aux_0: 0.1572 (0.1760) loss_bbox_aux_1: 0.1483 (0.1676) loss_bbox_aux_2: 0.1499 (0.1647) loss_bbox_aux_3: 0.1507 (0.1624) loss_bbox_aux_4: 0.1507 (0.1624) loss_bbox_aux_5: 0.2025 (0.2154) loss_bbox_dn_0: 0.2743 (0.2872) loss_bbox_dn_1: 0.1950 (0.2187) loss_bbox_dn_2: 0.1660 (0.1968) loss_bbox_dn_3: 0.1585 (0.1899) loss_bbox_dn_4: 0.1549 (0.1884) loss_bbox_dn_5: 0.1548 (0.1884) loss_giou: 0.4313 (0.4957) loss_giou_aux_0: 0.4468 (0.5210) loss_giou_aux_1: 0.4309 (0.5065) loss_giou_aux_2: 0.4253 (0.5001) loss_giou_aux_3: 0.4333 (0.4967) loss_giou_aux_4: 0.4279 (0.4960) loss_giou_aux_5: 0.5238 (0.5917) loss_giou_dn_0: 0.5841 (0.6117) loss_giou_dn_1: 0.4800 (0.5071) loss_giou_dn_2: 0.4451 (0.4785) loss_giou_dn_3: 0.4355 (0.4702) loss_giou_dn_4: 0.4327 (0.4682) loss_giou_dn_5: 0.4326 (0.4684) loss_vfl: 0.6877 (0.6962) loss_vfl_aux_0: 0.8209 (0.8108) loss_vfl_aux_1: 0.7477 (0.7552) loss_vfl_aux_2: 0.7101 (0.7231) loss_vfl_aux_3: 0.6792 (0.7082) loss_vfl_aux_4: 0.6894 (0.6993) loss_vfl_aux_5: 0.8010 (0.7886) loss_vfl_dn_0: 0.4645 (0.4621) loss_vfl_dn_1: 0.4023 (0.3994) loss_vfl_dn_2: 0.3854 (0.3833) loss_vfl_dn_3: 0.3795 (0.3757) loss_vfl_dn_4: 0.3765 (0.3730) loss_vfl_dn_5: 0.3748 (0.3723) time: 0.4665 data: 0.0139 max mem: 5654 Epoch: [26] [1400/7393] eta: 0:48:17 lr: 0.000010 loss: 15.9843 (16.6434) loss_bbox: 0.1575 (0.1623) loss_bbox_aux_0: 0.1749 (0.1762) loss_bbox_aux_1: 0.1635 (0.1678) loss_bbox_aux_2: 0.1615 (0.1646) loss_bbox_aux_3: 0.1573 (0.1625) loss_bbox_aux_4: 0.1559 (0.1623) loss_bbox_aux_5: 0.2127 (0.2154) loss_bbox_dn_0: 0.2792 (0.2873) loss_bbox_dn_1: 0.2119 (0.2188) loss_bbox_dn_2: 0.1883 (0.1969) loss_bbox_dn_3: 0.1845 (0.1900) loss_bbox_dn_4: 0.1851 (0.1886) loss_bbox_dn_5: 0.1851 (0.1886) loss_giou: 0.4654 (0.4951) loss_giou_aux_0: 0.4892 (0.5203) loss_giou_aux_1: 0.4744 (0.5057) loss_giou_aux_2: 0.4575 (0.4994) loss_giou_aux_3: 0.4520 (0.4960) loss_giou_aux_4: 0.4643 (0.4953) loss_giou_aux_5: 0.5772 (0.5906) loss_giou_dn_0: 0.6001 (0.6113) loss_giou_dn_1: 0.4803 (0.5066) loss_giou_dn_2: 0.4518 (0.4780) loss_giou_dn_3: 0.4372 (0.4698) loss_giou_dn_4: 0.4332 (0.4678) loss_giou_dn_5: 0.4324 (0.4680) loss_vfl: 0.7020 (0.6976) loss_vfl_aux_0: 0.7831 (0.8120) loss_vfl_aux_1: 0.7576 (0.7565) loss_vfl_aux_2: 0.7220 (0.7248) loss_vfl_aux_3: 0.7046 (0.7096) loss_vfl_aux_4: 0.6996 (0.7007) loss_vfl_aux_5: 0.8015 (0.7905) loss_vfl_dn_0: 0.4584 (0.4624) loss_vfl_dn_1: 0.3969 (0.3996) loss_vfl_dn_2: 0.3861 (0.3834) loss_vfl_dn_3: 0.3779 (0.3758) loss_vfl_dn_4: 0.3761 (0.3731) loss_vfl_dn_5: 0.3750 (0.3723) time: 0.4796 data: 0.0146 max mem: 5654 Epoch: [26] [1500/7393] eta: 0:47:28 lr: 0.000010 loss: 15.7233 (16.6331) loss_bbox: 0.1371 (0.1621) loss_bbox_aux_0: 0.1685 (0.1760) loss_bbox_aux_1: 0.1472 (0.1676) loss_bbox_aux_2: 0.1402 (0.1644) loss_bbox_aux_3: 0.1395 (0.1623) loss_bbox_aux_4: 0.1348 (0.1621) loss_bbox_aux_5: 0.2059 (0.2151) loss_bbox_dn_0: 0.2584 (0.2872) loss_bbox_dn_1: 0.1807 (0.2189) loss_bbox_dn_2: 0.1610 (0.1970) loss_bbox_dn_3: 0.1576 (0.1901) loss_bbox_dn_4: 0.1567 (0.1886) loss_bbox_dn_5: 0.1571 (0.1886) loss_giou: 0.4658 (0.4943) loss_giou_aux_0: 0.4758 (0.5195) loss_giou_aux_1: 0.4591 (0.5049) loss_giou_aux_2: 0.4611 (0.4986) loss_giou_aux_3: 0.4618 (0.4952) loss_giou_aux_4: 0.4663 (0.4944) loss_giou_aux_5: 0.5602 (0.5899) loss_giou_dn_0: 0.5760 (0.6106) loss_giou_dn_1: 0.4720 (0.5059) loss_giou_dn_2: 0.4370 (0.4774) loss_giou_dn_3: 0.4243 (0.4691) loss_giou_dn_4: 0.4215 (0.4672) loss_giou_dn_5: 0.4216 (0.4674) loss_vfl: 0.6650 (0.6978) loss_vfl_aux_0: 0.7536 (0.8121) loss_vfl_aux_1: 0.7187 (0.7566) loss_vfl_aux_2: 0.6879 (0.7251) loss_vfl_aux_3: 0.6621 (0.7097) loss_vfl_aux_4: 0.6608 (0.7009) loss_vfl_aux_5: 0.7617 (0.7905) loss_vfl_dn_0: 0.4574 (0.4623) loss_vfl_dn_1: 0.3981 (0.3995) loss_vfl_dn_2: 0.3825 (0.3833) loss_vfl_dn_3: 0.3754 (0.3757) loss_vfl_dn_4: 0.3728 (0.3730) loss_vfl_dn_5: 0.3695 (0.3722) time: 0.4771 data: 0.0139 max mem: 5654 Epoch: [26] [1600/7393] eta: 0:46:39 lr: 0.000010 loss: 16.2504 (16.6457) loss_bbox: 0.1558 (0.1621) loss_bbox_aux_0: 0.1688 (0.1761) loss_bbox_aux_1: 0.1555 (0.1677) loss_bbox_aux_2: 0.1592 (0.1644) loss_bbox_aux_3: 0.1586 (0.1622) loss_bbox_aux_4: 0.1566 (0.1620) loss_bbox_aux_5: 0.2213 (0.2154) loss_bbox_dn_0: 0.3167 (0.2877) loss_bbox_dn_1: 0.2297 (0.2192) loss_bbox_dn_2: 0.2140 (0.1973) loss_bbox_dn_3: 0.2060 (0.1903) loss_bbox_dn_4: 0.2046 (0.1889) loss_bbox_dn_5: 0.2041 (0.1889) loss_giou: 0.4384 (0.4946) loss_giou_aux_0: 0.4674 (0.5198) loss_giou_aux_1: 0.4489 (0.5053) loss_giou_aux_2: 0.4455 (0.4989) loss_giou_aux_3: 0.4376 (0.4955) loss_giou_aux_4: 0.4377 (0.4947) loss_giou_aux_5: 0.5486 (0.5903) loss_giou_dn_0: 0.5738 (0.6111) loss_giou_dn_1: 0.4741 (0.5063) loss_giou_dn_2: 0.4448 (0.4778) loss_giou_dn_3: 0.4367 (0.4695) loss_giou_dn_4: 0.4337 (0.4676) loss_giou_dn_5: 0.4336 (0.4677) loss_vfl: 0.7304 (0.6983) loss_vfl_aux_0: 0.8538 (0.8132) loss_vfl_aux_1: 0.7866 (0.7574) loss_vfl_aux_2: 0.7567 (0.7259) loss_vfl_aux_3: 0.7310 (0.7104) loss_vfl_aux_4: 0.7259 (0.7016) loss_vfl_aux_5: 0.8084 (0.7908) loss_vfl_dn_0: 0.4663 (0.4623) loss_vfl_dn_1: 0.3947 (0.3997) loss_vfl_dn_2: 0.3789 (0.3836) loss_vfl_dn_3: 0.3722 (0.3759) loss_vfl_dn_4: 0.3688 (0.3731) loss_vfl_dn_5: 0.3660 (0.3723) time: 0.4993 data: 0.0139 max mem: 5654 Epoch: [26] [1700/7393] eta: 0:45:48 lr: 0.000010 loss: 17.0332 (16.6464) loss_bbox: 0.1549 (0.1617) loss_bbox_aux_0: 0.1707 (0.1757) loss_bbox_aux_1: 0.1641 (0.1674) loss_bbox_aux_2: 0.1592 (0.1641) loss_bbox_aux_3: 0.1549 (0.1619) loss_bbox_aux_4: 0.1548 (0.1616) loss_bbox_aux_5: 0.1996 (0.2150) loss_bbox_dn_0: 0.2742 (0.2870) loss_bbox_dn_1: 0.1965 (0.2185) loss_bbox_dn_2: 0.1736 (0.1966) loss_bbox_dn_3: 0.1683 (0.1897) loss_bbox_dn_4: 0.1664 (0.1882) loss_bbox_dn_5: 0.1665 (0.1882) loss_giou: 0.5096 (0.4957) loss_giou_aux_0: 0.5301 (0.5210) loss_giou_aux_1: 0.5096 (0.5064) loss_giou_aux_2: 0.5200 (0.5001) loss_giou_aux_3: 0.5035 (0.4966) loss_giou_aux_4: 0.5091 (0.4958) loss_giou_aux_5: 0.6091 (0.5916) loss_giou_dn_0: 0.6152 (0.6115) loss_giou_dn_1: 0.5165 (0.5067) loss_giou_dn_2: 0.4892 (0.4782) loss_giou_dn_3: 0.4847 (0.4699) loss_giou_dn_4: 0.4878 (0.4680) loss_giou_dn_5: 0.4884 (0.4681) loss_vfl: 0.6570 (0.6981) loss_vfl_aux_0: 0.7859 (0.8127) loss_vfl_aux_1: 0.7113 (0.7571) loss_vfl_aux_2: 0.6870 (0.7255) loss_vfl_aux_3: 0.6797 (0.7102) loss_vfl_aux_4: 0.6555 (0.7014) loss_vfl_aux_5: 0.7852 (0.7900) loss_vfl_dn_0: 0.4590 (0.4622) loss_vfl_dn_1: 0.3997 (0.3996) loss_vfl_dn_2: 0.3841 (0.3834) loss_vfl_dn_3: 0.3735 (0.3758) loss_vfl_dn_4: 0.3706 (0.3730) loss_vfl_dn_5: 0.3688 (0.3722) time: 0.4856 data: 0.0143 max mem: 5654 Epoch: [26] [1800/7393] eta: 0:44:59 lr: 0.000010 loss: 16.6663 (16.6513) loss_bbox: 0.1465 (0.1622) loss_bbox_aux_0: 0.1635 (0.1760) loss_bbox_aux_1: 0.1529 (0.1677) loss_bbox_aux_2: 0.1466 (0.1644) loss_bbox_aux_3: 0.1449 (0.1622) loss_bbox_aux_4: 0.1435 (0.1621) loss_bbox_aux_5: 0.2036 (0.2154) loss_bbox_dn_0: 0.2675 (0.2876) loss_bbox_dn_1: 0.2098 (0.2189) loss_bbox_dn_2: 0.1878 (0.1970) loss_bbox_dn_3: 0.1795 (0.1901) loss_bbox_dn_4: 0.1747 (0.1886) loss_bbox_dn_5: 0.1746 (0.1886) loss_giou: 0.4522 (0.4962) loss_giou_aux_0: 0.4732 (0.5215) loss_giou_aux_1: 0.4605 (0.5069) loss_giou_aux_2: 0.4520 (0.5006) loss_giou_aux_3: 0.4525 (0.4971) loss_giou_aux_4: 0.4493 (0.4964) loss_giou_aux_5: 0.5499 (0.5921) loss_giou_dn_0: 0.5906 (0.6118) loss_giou_dn_1: 0.4824 (0.5069) loss_giou_dn_2: 0.4565 (0.4783) loss_giou_dn_3: 0.4497 (0.4700) loss_giou_dn_4: 0.4476 (0.4681) loss_giou_dn_5: 0.4473 (0.4682) loss_vfl: 0.7012 (0.6973) loss_vfl_aux_0: 0.8418 (0.8124) loss_vfl_aux_1: 0.7691 (0.7566) loss_vfl_aux_2: 0.7165 (0.7249) loss_vfl_aux_3: 0.6852 (0.7095) loss_vfl_aux_4: 0.6964 (0.7006) loss_vfl_aux_5: 0.7879 (0.7893) loss_vfl_dn_0: 0.4656 (0.4622) loss_vfl_dn_1: 0.3999 (0.3996) loss_vfl_dn_2: 0.3857 (0.3834) loss_vfl_dn_3: 0.3775 (0.3757) loss_vfl_dn_4: 0.3773 (0.3729) loss_vfl_dn_5: 0.3751 (0.3721) time: 0.4842 data: 0.0141 max mem: 5654 Epoch: [26] [1900/7393] eta: 0:44:08 lr: 0.000010 loss: 16.1489 (16.6598) loss_bbox: 0.1354 (0.1622) loss_bbox_aux_0: 0.1576 (0.1759) loss_bbox_aux_1: 0.1502 (0.1677) loss_bbox_aux_2: 0.1434 (0.1645) loss_bbox_aux_3: 0.1493 (0.1623) loss_bbox_aux_4: 0.1408 (0.1621) loss_bbox_aux_5: 0.2014 (0.2152) loss_bbox_dn_0: 0.2703 (0.2872) loss_bbox_dn_1: 0.1953 (0.2188) loss_bbox_dn_2: 0.1691 (0.1969) loss_bbox_dn_3: 0.1643 (0.1899) loss_bbox_dn_4: 0.1642 (0.1885) loss_bbox_dn_5: 0.1643 (0.1885) loss_giou: 0.4302 (0.4969) loss_giou_aux_0: 0.4786 (0.5223) loss_giou_aux_1: 0.4522 (0.5076) loss_giou_aux_2: 0.4345 (0.5014) loss_giou_aux_3: 0.4358 (0.4978) loss_giou_aux_4: 0.4359 (0.4971) loss_giou_aux_5: 0.5495 (0.5926) loss_giou_dn_0: 0.5965 (0.6123) loss_giou_dn_1: 0.5053 (0.5075) loss_giou_dn_2: 0.4848 (0.4789) loss_giou_dn_3: 0.4759 (0.4706) loss_giou_dn_4: 0.4716 (0.4686) loss_giou_dn_5: 0.4724 (0.4688) loss_vfl: 0.6851 (0.6975) loss_vfl_aux_0: 0.7865 (0.8120) loss_vfl_aux_1: 0.7286 (0.7566) loss_vfl_aux_2: 0.7017 (0.7251) loss_vfl_aux_3: 0.6932 (0.7098) loss_vfl_aux_4: 0.6866 (0.7009) loss_vfl_aux_5: 0.7771 (0.7891) loss_vfl_dn_0: 0.4643 (0.4623) loss_vfl_dn_1: 0.4059 (0.3997) loss_vfl_dn_2: 0.3881 (0.3836) loss_vfl_dn_3: 0.3817 (0.3760) loss_vfl_dn_4: 0.3793 (0.3732) loss_vfl_dn_5: 0.3788 (0.3724) time: 0.4689 data: 0.0139 max mem: 5654 Epoch: [26] [2000/7393] eta: 0:43:17 lr: 0.000010 loss: 15.9087 (16.6580) loss_bbox: 0.1553 (0.1621) loss_bbox_aux_0: 0.1689 (0.1759) loss_bbox_aux_1: 0.1633 (0.1677) loss_bbox_aux_2: 0.1531 (0.1644) loss_bbox_aux_3: 0.1570 (0.1622) loss_bbox_aux_4: 0.1549 (0.1621) loss_bbox_aux_5: 0.2048 (0.2152) loss_bbox_dn_0: 0.2510 (0.2870) loss_bbox_dn_1: 0.1860 (0.2186) loss_bbox_dn_2: 0.1700 (0.1967) loss_bbox_dn_3: 0.1669 (0.1898) loss_bbox_dn_4: 0.1614 (0.1883) loss_bbox_dn_5: 0.1616 (0.1883) loss_giou: 0.4525 (0.4965) loss_giou_aux_0: 0.4844 (0.5221) loss_giou_aux_1: 0.4540 (0.5072) loss_giou_aux_2: 0.4468 (0.5009) loss_giou_aux_3: 0.4485 (0.4974) loss_giou_aux_4: 0.4485 (0.4966) loss_giou_aux_5: 0.5449 (0.5924) loss_giou_dn_0: 0.5710 (0.6122) loss_giou_dn_1: 0.4669 (0.5074) loss_giou_dn_2: 0.4412 (0.4787) loss_giou_dn_3: 0.4295 (0.4704) loss_giou_dn_4: 0.4279 (0.4684) loss_giou_dn_5: 0.4276 (0.4686) loss_vfl: 0.6871 (0.6981) loss_vfl_aux_0: 0.7889 (0.8120) loss_vfl_aux_1: 0.7529 (0.7569) loss_vfl_aux_2: 0.7147 (0.7255) loss_vfl_aux_3: 0.7021 (0.7102) loss_vfl_aux_4: 0.6864 (0.7013) loss_vfl_aux_5: 0.7807 (0.7893) loss_vfl_dn_0: 0.4599 (0.4624) loss_vfl_dn_1: 0.3936 (0.3998) loss_vfl_dn_2: 0.3785 (0.3836) loss_vfl_dn_3: 0.3676 (0.3760) loss_vfl_dn_4: 0.3673 (0.3732) loss_vfl_dn_5: 0.3668 (0.3724) time: 0.4689 data: 0.0141 max mem: 5654 Epoch: [26] [2100/7393] eta: 0:42:27 lr: 0.000010 loss: 16.2644 (16.6590) loss_bbox: 0.1612 (0.1620) loss_bbox_aux_0: 0.1654 (0.1758) loss_bbox_aux_1: 0.1654 (0.1675) loss_bbox_aux_2: 0.1646 (0.1642) loss_bbox_aux_3: 0.1613 (0.1620) loss_bbox_aux_4: 0.1653 (0.1619) loss_bbox_aux_5: 0.2187 (0.2151) loss_bbox_dn_0: 0.2651 (0.2868) loss_bbox_dn_1: 0.1943 (0.2184) loss_bbox_dn_2: 0.1732 (0.1964) loss_bbox_dn_3: 0.1685 (0.1895) loss_bbox_dn_4: 0.1682 (0.1880) loss_bbox_dn_5: 0.1682 (0.1880) loss_giou: 0.4760 (0.4968) loss_giou_aux_0: 0.4950 (0.5224) loss_giou_aux_1: 0.4779 (0.5076) loss_giou_aux_2: 0.4784 (0.5012) loss_giou_aux_3: 0.4776 (0.4978) loss_giou_aux_4: 0.4776 (0.4970) loss_giou_aux_5: 0.5690 (0.5928) loss_giou_dn_0: 0.5997 (0.6124) loss_giou_dn_1: 0.4876 (0.5076) loss_giou_dn_2: 0.4571 (0.4789) loss_giou_dn_3: 0.4495 (0.4706) loss_giou_dn_4: 0.4474 (0.4686) loss_giou_dn_5: 0.4475 (0.4688) loss_vfl: 0.6735 (0.6982) loss_vfl_aux_0: 0.8361 (0.8119) loss_vfl_aux_1: 0.7918 (0.7569) loss_vfl_aux_2: 0.7245 (0.7256) loss_vfl_aux_3: 0.6916 (0.7104) loss_vfl_aux_4: 0.6849 (0.7015) loss_vfl_aux_5: 0.8052 (0.7889) loss_vfl_dn_0: 0.4639 (0.4624) loss_vfl_dn_1: 0.3933 (0.3998) loss_vfl_dn_2: 0.3742 (0.3836) loss_vfl_dn_3: 0.3671 (0.3759) loss_vfl_dn_4: 0.3641 (0.3732) loss_vfl_dn_5: 0.3633 (0.3724) time: 0.4726 data: 0.0139 max mem: 5654 Epoch: [26] [2200/7393] eta: 0:41:37 lr: 0.000010 loss: 16.0576 (16.6553) loss_bbox: 0.1466 (0.1621) loss_bbox_aux_0: 0.1614 (0.1758) loss_bbox_aux_1: 0.1640 (0.1677) loss_bbox_aux_2: 0.1553 (0.1643) loss_bbox_aux_3: 0.1497 (0.1621) loss_bbox_aux_4: 0.1455 (0.1621) loss_bbox_aux_5: 0.2263 (0.2153) loss_bbox_dn_0: 0.3191 (0.2870) loss_bbox_dn_1: 0.2456 (0.2185) loss_bbox_dn_2: 0.2162 (0.1966) loss_bbox_dn_3: 0.2075 (0.1897) loss_bbox_dn_4: 0.2046 (0.1882) loss_bbox_dn_5: 0.2046 (0.1882) loss_giou: 0.4317 (0.4964) loss_giou_aux_0: 0.4445 (0.5218) loss_giou_aux_1: 0.4383 (0.5071) loss_giou_aux_2: 0.4341 (0.5007) loss_giou_aux_3: 0.4479 (0.4972) loss_giou_aux_4: 0.4376 (0.4965) loss_giou_aux_5: 0.5268 (0.5924) loss_giou_dn_0: 0.5924 (0.6121) loss_giou_dn_1: 0.4831 (0.5072) loss_giou_dn_2: 0.4511 (0.4785) loss_giou_dn_3: 0.4495 (0.4702) loss_giou_dn_4: 0.4472 (0.4682) loss_giou_dn_5: 0.4470 (0.4684) loss_vfl: 0.7154 (0.6984) loss_vfl_aux_0: 0.8292 (0.8119) loss_vfl_aux_1: 0.7780 (0.7569) loss_vfl_aux_2: 0.7537 (0.7259) loss_vfl_aux_3: 0.7382 (0.7106) loss_vfl_aux_4: 0.7095 (0.7017) loss_vfl_aux_5: 0.8039 (0.7888) loss_vfl_dn_0: 0.4556 (0.4623) loss_vfl_dn_1: 0.3895 (0.3997) loss_vfl_dn_2: 0.3783 (0.3835) loss_vfl_dn_3: 0.3720 (0.3759) loss_vfl_dn_4: 0.3685 (0.3731) loss_vfl_dn_5: 0.3676 (0.3723) time: 0.4701 data: 0.0139 max mem: 5654 Epoch: [26] [2300/7393] eta: 0:40:48 lr: 0.000010 loss: 16.6703 (16.6491) loss_bbox: 0.1567 (0.1621) loss_bbox_aux_0: 0.1782 (0.1759) loss_bbox_aux_1: 0.1615 (0.1677) loss_bbox_aux_2: 0.1528 (0.1643) loss_bbox_aux_3: 0.1552 (0.1621) loss_bbox_aux_4: 0.1568 (0.1620) loss_bbox_aux_5: 0.2093 (0.2154) loss_bbox_dn_0: 0.2599 (0.2870) loss_bbox_dn_1: 0.1920 (0.2184) loss_bbox_dn_2: 0.1719 (0.1965) loss_bbox_dn_3: 0.1670 (0.1896) loss_bbox_dn_4: 0.1655 (0.1881) loss_bbox_dn_5: 0.1657 (0.1881) loss_giou: 0.4803 (0.4959) loss_giou_aux_0: 0.5082 (0.5213) loss_giou_aux_1: 0.4954 (0.5066) loss_giou_aux_2: 0.4841 (0.5003) loss_giou_aux_3: 0.4838 (0.4968) loss_giou_aux_4: 0.4806 (0.4960) loss_giou_aux_5: 0.5907 (0.5921) loss_giou_dn_0: 0.6143 (0.6118) loss_giou_dn_1: 0.5154 (0.5069) loss_giou_dn_2: 0.4826 (0.4782) loss_giou_dn_3: 0.4715 (0.4698) loss_giou_dn_4: 0.4682 (0.4679) loss_giou_dn_5: 0.4682 (0.4681) loss_vfl: 0.7091 (0.6985) loss_vfl_aux_0: 0.8001 (0.8119) loss_vfl_aux_1: 0.7658 (0.7569) loss_vfl_aux_2: 0.7514 (0.7258) loss_vfl_aux_3: 0.7307 (0.7106) loss_vfl_aux_4: 0.7195 (0.7017) loss_vfl_aux_5: 0.7820 (0.7886) loss_vfl_dn_0: 0.4557 (0.4623) loss_vfl_dn_1: 0.3948 (0.3995) loss_vfl_dn_2: 0.3836 (0.3833) loss_vfl_dn_3: 0.3733 (0.3757) loss_vfl_dn_4: 0.3719 (0.3730) loss_vfl_dn_5: 0.3710 (0.3722) time: 0.4735 data: 0.0137 max mem: 5654 Epoch: [26] [2400/7393] eta: 0:39:58 lr: 0.000010 loss: 16.7664 (16.6544) loss_bbox: 0.1518 (0.1621) loss_bbox_aux_0: 0.1589 (0.1758) loss_bbox_aux_1: 0.1581 (0.1676) loss_bbox_aux_2: 0.1557 (0.1643) loss_bbox_aux_3: 0.1546 (0.1621) loss_bbox_aux_4: 0.1525 (0.1620) loss_bbox_aux_5: 0.1946 (0.2154) loss_bbox_dn_0: 0.2758 (0.2871) loss_bbox_dn_1: 0.2159 (0.2186) loss_bbox_dn_2: 0.1808 (0.1966) loss_bbox_dn_3: 0.1733 (0.1897) loss_bbox_dn_4: 0.1746 (0.1882) loss_bbox_dn_5: 0.1746 (0.1883) loss_giou: 0.4619 (0.4959) loss_giou_aux_0: 0.4932 (0.5214) loss_giou_aux_1: 0.4650 (0.5067) loss_giou_aux_2: 0.4642 (0.5004) loss_giou_aux_3: 0.4684 (0.4968) loss_giou_aux_4: 0.4674 (0.4961) loss_giou_aux_5: 0.5577 (0.5922) loss_giou_dn_0: 0.6147 (0.6121) loss_giou_dn_1: 0.5047 (0.5071) loss_giou_dn_2: 0.4817 (0.4784) loss_giou_dn_3: 0.4708 (0.4701) loss_giou_dn_4: 0.4695 (0.4682) loss_giou_dn_5: 0.4699 (0.4683) loss_vfl: 0.6764 (0.6987) loss_vfl_aux_0: 0.7705 (0.8122) loss_vfl_aux_1: 0.7121 (0.7572) loss_vfl_aux_2: 0.6845 (0.7261) loss_vfl_aux_3: 0.6799 (0.7110) loss_vfl_aux_4: 0.6883 (0.7021) loss_vfl_aux_5: 0.7599 (0.7888) loss_vfl_dn_0: 0.4609 (0.4623) loss_vfl_dn_1: 0.4048 (0.3997) loss_vfl_dn_2: 0.3899 (0.3835) loss_vfl_dn_3: 0.3795 (0.3759) loss_vfl_dn_4: 0.3773 (0.3732) loss_vfl_dn_5: 0.3776 (0.3724) time: 0.4685 data: 0.0141 max mem: 5654 Epoch: [26] [2500/7393] eta: 0:39:09 lr: 0.000010 loss: 16.8105 (16.6592) loss_bbox: 0.1612 (0.1621) loss_bbox_aux_0: 0.1802 (0.1758) loss_bbox_aux_1: 0.1789 (0.1676) loss_bbox_aux_2: 0.1690 (0.1643) loss_bbox_aux_3: 0.1673 (0.1622) loss_bbox_aux_4: 0.1634 (0.1620) loss_bbox_aux_5: 0.2341 (0.2154) loss_bbox_dn_0: 0.2956 (0.2870) loss_bbox_dn_1: 0.2247 (0.2185) loss_bbox_dn_2: 0.2000 (0.1966) loss_bbox_dn_3: 0.1966 (0.1897) loss_bbox_dn_4: 0.1944 (0.1882) loss_bbox_dn_5: 0.1943 (0.1882) loss_giou: 0.4725 (0.4962) loss_giou_aux_0: 0.4942 (0.5216) loss_giou_aux_1: 0.4743 (0.5069) loss_giou_aux_2: 0.4767 (0.5007) loss_giou_aux_3: 0.4708 (0.4971) loss_giou_aux_4: 0.4667 (0.4963) loss_giou_aux_5: 0.5687 (0.5923) loss_giou_dn_0: 0.6090 (0.6123) loss_giou_dn_1: 0.4970 (0.5074) loss_giou_dn_2: 0.4712 (0.4787) loss_giou_dn_3: 0.4624 (0.4704) loss_giou_dn_4: 0.4585 (0.4684) loss_giou_dn_5: 0.4586 (0.4686) loss_vfl: 0.6933 (0.6989) loss_vfl_aux_0: 0.7882 (0.8125) loss_vfl_aux_1: 0.7563 (0.7575) loss_vfl_aux_2: 0.7266 (0.7262) loss_vfl_aux_3: 0.7104 (0.7112) loss_vfl_aux_4: 0.7039 (0.7023) loss_vfl_aux_5: 0.7907 (0.7891) loss_vfl_dn_0: 0.4589 (0.4623) loss_vfl_dn_1: 0.3989 (0.3997) loss_vfl_dn_2: 0.3828 (0.3835) loss_vfl_dn_3: 0.3759 (0.3759) loss_vfl_dn_4: 0.3731 (0.3732) loss_vfl_dn_5: 0.3745 (0.3724) time: 0.4717 data: 0.0134 max mem: 5654 Epoch: [26] [2600/7393] eta: 0:38:20 lr: 0.000010 loss: 16.5697 (16.6523) loss_bbox: 0.1626 (0.1620) loss_bbox_aux_0: 0.1712 (0.1755) loss_bbox_aux_1: 0.1577 (0.1674) loss_bbox_aux_2: 0.1629 (0.1642) loss_bbox_aux_3: 0.1609 (0.1620) loss_bbox_aux_4: 0.1617 (0.1619) loss_bbox_aux_5: 0.2124 (0.2152) loss_bbox_dn_0: 0.2933 (0.2867) loss_bbox_dn_1: 0.2068 (0.2182) loss_bbox_dn_2: 0.1826 (0.1963) loss_bbox_dn_3: 0.1694 (0.1894) loss_bbox_dn_4: 0.1678 (0.1879) loss_bbox_dn_5: 0.1677 (0.1879) loss_giou: 0.4948 (0.4960) loss_giou_aux_0: 0.5031 (0.5213) loss_giou_aux_1: 0.4912 (0.5066) loss_giou_aux_2: 0.4961 (0.5005) loss_giou_aux_3: 0.4935 (0.4968) loss_giou_aux_4: 0.4949 (0.4961) loss_giou_aux_5: 0.5695 (0.5920) loss_giou_dn_0: 0.5885 (0.6121) loss_giou_dn_1: 0.4954 (0.5072) loss_giou_dn_2: 0.4692 (0.4785) loss_giou_dn_3: 0.4637 (0.4702) loss_giou_dn_4: 0.4615 (0.4682) loss_giou_dn_5: 0.4615 (0.4684) loss_vfl: 0.6638 (0.6989) loss_vfl_aux_0: 0.7915 (0.8125) loss_vfl_aux_1: 0.7286 (0.7573) loss_vfl_aux_2: 0.6826 (0.7258) loss_vfl_aux_3: 0.6660 (0.7110) loss_vfl_aux_4: 0.6827 (0.7022) loss_vfl_aux_5: 0.7893 (0.7891) loss_vfl_dn_0: 0.4648 (0.4623) loss_vfl_dn_1: 0.3909 (0.3996) loss_vfl_dn_2: 0.3784 (0.3835) loss_vfl_dn_3: 0.3726 (0.3760) loss_vfl_dn_4: 0.3722 (0.3732) loss_vfl_dn_5: 0.3700 (0.3725) time: 0.4773 data: 0.0144 max mem: 5654 Epoch: [26] [2700/7393] eta: 0:37:52 lr: 0.000010 loss: 16.3786 (16.6573) loss_bbox: 0.1526 (0.1621) loss_bbox_aux_0: 0.1651 (0.1757) loss_bbox_aux_1: 0.1625 (0.1676) loss_bbox_aux_2: 0.1566 (0.1644) loss_bbox_aux_3: 0.1533 (0.1621) loss_bbox_aux_4: 0.1589 (0.1620) loss_bbox_aux_5: 0.2187 (0.2154) loss_bbox_dn_0: 0.2631 (0.2869) loss_bbox_dn_1: 0.2074 (0.2185) loss_bbox_dn_2: 0.1821 (0.1966) loss_bbox_dn_3: 0.1789 (0.1897) loss_bbox_dn_4: 0.1800 (0.1882) loss_bbox_dn_5: 0.1800 (0.1882) loss_giou: 0.5114 (0.4961) loss_giou_aux_0: 0.5229 (0.5213) loss_giou_aux_1: 0.5186 (0.5068) loss_giou_aux_2: 0.5182 (0.5007) loss_giou_aux_3: 0.5188 (0.4969) loss_giou_aux_4: 0.5177 (0.4962) loss_giou_aux_5: 0.5982 (0.5920) loss_giou_dn_0: 0.6098 (0.6122) loss_giou_dn_1: 0.5224 (0.5073) loss_giou_dn_2: 0.4974 (0.4787) loss_giou_dn_3: 0.4914 (0.4703) loss_giou_dn_4: 0.4886 (0.4684) loss_giou_dn_5: 0.4886 (0.4686) loss_vfl: 0.6799 (0.6989) loss_vfl_aux_0: 0.8090 (0.8126) loss_vfl_aux_1: 0.7355 (0.7573) loss_vfl_aux_2: 0.7115 (0.7258) loss_vfl_aux_3: 0.6927 (0.7111) loss_vfl_aux_4: 0.6778 (0.7022) loss_vfl_aux_5: 0.7580 (0.7890) loss_vfl_dn_0: 0.4635 (0.4623) loss_vfl_dn_1: 0.3944 (0.3997) loss_vfl_dn_2: 0.3847 (0.3836) loss_vfl_dn_3: 0.3743 (0.3760) loss_vfl_dn_4: 0.3694 (0.3733) loss_vfl_dn_5: 0.3690 (0.3725) time: 0.4722 data: 0.0143 max mem: 5654 Epoch: [26] [2800/7393] eta: 0:37:02 lr: 0.000010 loss: 16.7342 (16.6626) loss_bbox: 0.1642 (0.1621) loss_bbox_aux_0: 0.1740 (0.1757) loss_bbox_aux_1: 0.1706 (0.1676) loss_bbox_aux_2: 0.1665 (0.1644) loss_bbox_aux_3: 0.1658 (0.1621) loss_bbox_aux_4: 0.1632 (0.1620) loss_bbox_aux_5: 0.2077 (0.2153) loss_bbox_dn_0: 0.2711 (0.2867) loss_bbox_dn_1: 0.2164 (0.2184) loss_bbox_dn_2: 0.1960 (0.1965) loss_bbox_dn_3: 0.1878 (0.1896) loss_bbox_dn_4: 0.1865 (0.1881) loss_bbox_dn_5: 0.1865 (0.1881) loss_giou: 0.4969 (0.4965) loss_giou_aux_0: 0.5183 (0.5219) loss_giou_aux_1: 0.5106 (0.5074) loss_giou_aux_2: 0.5108 (0.5012) loss_giou_aux_3: 0.4959 (0.4974) loss_giou_aux_4: 0.4916 (0.4966) loss_giou_aux_5: 0.5882 (0.5925) loss_giou_dn_0: 0.6180 (0.6125) loss_giou_dn_1: 0.5266 (0.5077) loss_giou_dn_2: 0.4976 (0.4790) loss_giou_dn_3: 0.4881 (0.4706) loss_giou_dn_4: 0.4852 (0.4687) loss_giou_dn_5: 0.4855 (0.4689) loss_vfl: 0.6793 (0.6990) loss_vfl_aux_0: 0.7950 (0.8123) loss_vfl_aux_1: 0.7483 (0.7574) loss_vfl_aux_2: 0.6938 (0.7259) loss_vfl_aux_3: 0.6878 (0.7113) loss_vfl_aux_4: 0.6807 (0.7024) loss_vfl_aux_5: 0.7805 (0.7892) loss_vfl_dn_0: 0.4526 (0.4623) loss_vfl_dn_1: 0.3975 (0.3997) loss_vfl_dn_2: 0.3811 (0.3836) loss_vfl_dn_3: 0.3720 (0.3761) loss_vfl_dn_4: 0.3687 (0.3733) loss_vfl_dn_5: 0.3692 (0.3726) time: 0.4666 data: 0.0137 max mem: 5654 Epoch: [26] [2900/7393] eta: 0:36:11 lr: 0.000010 loss: 16.1092 (16.6595) loss_bbox: 0.1433 (0.1620) loss_bbox_aux_0: 0.1531 (0.1757) loss_bbox_aux_1: 0.1450 (0.1676) loss_bbox_aux_2: 0.1459 (0.1643) loss_bbox_aux_3: 0.1433 (0.1620) loss_bbox_aux_4: 0.1404 (0.1619) loss_bbox_aux_5: 0.2094 (0.2153) loss_bbox_dn_0: 0.2511 (0.2867) loss_bbox_dn_1: 0.1929 (0.2184) loss_bbox_dn_2: 0.1623 (0.1965) loss_bbox_dn_3: 0.1576 (0.1896) loss_bbox_dn_4: 0.1566 (0.1881) loss_bbox_dn_5: 0.1568 (0.1881) loss_giou: 0.4295 (0.4960) loss_giou_aux_0: 0.4320 (0.5214) loss_giou_aux_1: 0.4414 (0.5068) loss_giou_aux_2: 0.4352 (0.5007) loss_giou_aux_3: 0.4297 (0.4969) loss_giou_aux_4: 0.4366 (0.4961) loss_giou_aux_5: 0.5160 (0.5919) loss_giou_dn_0: 0.5716 (0.6122) loss_giou_dn_1: 0.4805 (0.5073) loss_giou_dn_2: 0.4507 (0.4787) loss_giou_dn_3: 0.4422 (0.4703) loss_giou_dn_4: 0.4388 (0.4683) loss_giou_dn_5: 0.4388 (0.4685) loss_vfl: 0.6802 (0.6995) loss_vfl_aux_0: 0.7970 (0.8127) loss_vfl_aux_1: 0.7186 (0.7579) loss_vfl_aux_2: 0.6988 (0.7263) loss_vfl_aux_3: 0.6932 (0.7116) loss_vfl_aux_4: 0.6877 (0.7028) loss_vfl_aux_5: 0.7782 (0.7896) loss_vfl_dn_0: 0.4635 (0.4624) loss_vfl_dn_1: 0.3926 (0.3997) loss_vfl_dn_2: 0.3785 (0.3836) loss_vfl_dn_3: 0.3719 (0.3761) loss_vfl_dn_4: 0.3690 (0.3733) loss_vfl_dn_5: 0.3693 (0.3726) time: 0.4658 data: 0.0138 max mem: 5654 Epoch: [26] [3000/7393] eta: 0:35:32 lr: 0.000010 loss: 16.9350 (16.6592) loss_bbox: 0.1562 (0.1619) loss_bbox_aux_0: 0.1706 (0.1757) loss_bbox_aux_1: 0.1624 (0.1676) loss_bbox_aux_2: 0.1630 (0.1643) loss_bbox_aux_3: 0.1605 (0.1620) loss_bbox_aux_4: 0.1592 (0.1619) loss_bbox_aux_5: 0.2157 (0.2153) loss_bbox_dn_0: 0.2672 (0.2866) loss_bbox_dn_1: 0.2207 (0.2182) loss_bbox_dn_2: 0.2010 (0.1964) loss_bbox_dn_3: 0.1903 (0.1895) loss_bbox_dn_4: 0.1885 (0.1880) loss_bbox_dn_5: 0.1884 (0.1880) loss_giou: 0.4720 (0.4964) loss_giou_aux_0: 0.4977 (0.5217) loss_giou_aux_1: 0.4887 (0.5071) loss_giou_aux_2: 0.4807 (0.5010) loss_giou_aux_3: 0.4752 (0.4973) loss_giou_aux_4: 0.4719 (0.4964) loss_giou_aux_5: 0.5602 (0.5922) loss_giou_dn_0: 0.5991 (0.6123) loss_giou_dn_1: 0.4968 (0.5073) loss_giou_dn_2: 0.4645 (0.4787) loss_giou_dn_3: 0.4531 (0.4703) loss_giou_dn_4: 0.4507 (0.4684) loss_giou_dn_5: 0.4511 (0.4686) loss_vfl: 0.6750 (0.6991) loss_vfl_aux_0: 0.7818 (0.8126) loss_vfl_aux_1: 0.7587 (0.7579) loss_vfl_aux_2: 0.7189 (0.7261) loss_vfl_aux_3: 0.6976 (0.7115) loss_vfl_aux_4: 0.6841 (0.7025) loss_vfl_aux_5: 0.7699 (0.7894) loss_vfl_dn_0: 0.4676 (0.4624) loss_vfl_dn_1: 0.4026 (0.3997) loss_vfl_dn_2: 0.3864 (0.3835) loss_vfl_dn_3: 0.3781 (0.3760) loss_vfl_dn_4: 0.3777 (0.3732) loss_vfl_dn_5: 0.3758 (0.3725) time: 0.4672 data: 0.0140 max mem: 5654 Epoch: [26] [3100/7393] eta: 0:34:42 lr: 0.000010 loss: 16.6531 (16.6573) loss_bbox: 0.1465 (0.1619) loss_bbox_aux_0: 0.1714 (0.1755) loss_bbox_aux_1: 0.1479 (0.1674) loss_bbox_aux_2: 0.1429 (0.1642) loss_bbox_aux_3: 0.1388 (0.1619) loss_bbox_aux_4: 0.1445 (0.1618) loss_bbox_aux_5: 0.2037 (0.2153) loss_bbox_dn_0: 0.2622 (0.2864) loss_bbox_dn_1: 0.1980 (0.2181) loss_bbox_dn_2: 0.1826 (0.1963) loss_bbox_dn_3: 0.1736 (0.1894) loss_bbox_dn_4: 0.1711 (0.1879) loss_bbox_dn_5: 0.1715 (0.1879) loss_giou: 0.4938 (0.4964) loss_giou_aux_0: 0.5239 (0.5217) loss_giou_aux_1: 0.4990 (0.5071) loss_giou_aux_2: 0.4931 (0.5010) loss_giou_aux_3: 0.4920 (0.4973) loss_giou_aux_4: 0.4947 (0.4965) loss_giou_aux_5: 0.5883 (0.5923) loss_giou_dn_0: 0.6054 (0.6121) loss_giou_dn_1: 0.5146 (0.5072) loss_giou_dn_2: 0.4776 (0.4786) loss_giou_dn_3: 0.4720 (0.4702) loss_giou_dn_4: 0.4705 (0.4683) loss_giou_dn_5: 0.4705 (0.4685) loss_vfl: 0.6780 (0.6990) loss_vfl_aux_0: 0.7799 (0.8127) loss_vfl_aux_1: 0.7303 (0.7579) loss_vfl_aux_2: 0.6999 (0.7262) loss_vfl_aux_3: 0.6916 (0.7114) loss_vfl_aux_4: 0.6671 (0.7024) loss_vfl_aux_5: 0.7690 (0.7894) loss_vfl_dn_0: 0.4601 (0.4624) loss_vfl_dn_1: 0.3986 (0.3996) loss_vfl_dn_2: 0.3836 (0.3835) loss_vfl_dn_3: 0.3748 (0.3759) loss_vfl_dn_4: 0.3721 (0.3732) loss_vfl_dn_5: 0.3710 (0.3724) time: 0.4799 data: 0.0145 max mem: 5654 Epoch: [26] [3200/7393] eta: 0:33:52 lr: 0.000010 loss: 16.8981 (16.6628) loss_bbox: 0.1580 (0.1621) loss_bbox_aux_0: 0.1682 (0.1756) loss_bbox_aux_1: 0.1621 (0.1675) loss_bbox_aux_2: 0.1593 (0.1643) loss_bbox_aux_3: 0.1590 (0.1621) loss_bbox_aux_4: 0.1576 (0.1620) loss_bbox_aux_5: 0.2090 (0.2154) loss_bbox_dn_0: 0.2648 (0.2865) loss_bbox_dn_1: 0.1951 (0.2182) loss_bbox_dn_2: 0.1752 (0.1963) loss_bbox_dn_3: 0.1686 (0.1894) loss_bbox_dn_4: 0.1686 (0.1880) loss_bbox_dn_5: 0.1686 (0.1880) loss_giou: 0.5604 (0.4969) loss_giou_aux_0: 0.5811 (0.5220) loss_giou_aux_1: 0.5670 (0.5076) loss_giou_aux_2: 0.5614 (0.5015) loss_giou_aux_3: 0.5674 (0.4978) loss_giou_aux_4: 0.5656 (0.4970) loss_giou_aux_5: 0.6445 (0.5927) loss_giou_dn_0: 0.6592 (0.6122) loss_giou_dn_1: 0.5499 (0.5074) loss_giou_dn_2: 0.5215 (0.4787) loss_giou_dn_3: 0.5183 (0.4703) loss_giou_dn_4: 0.5158 (0.4684) loss_giou_dn_5: 0.5156 (0.4686) loss_vfl: 0.6814 (0.6990) loss_vfl_aux_0: 0.7704 (0.8129) loss_vfl_aux_1: 0.7130 (0.7581) loss_vfl_aux_2: 0.7217 (0.7262) loss_vfl_aux_3: 0.6974 (0.7113) loss_vfl_aux_4: 0.6823 (0.7024) loss_vfl_aux_5: 0.7311 (0.7895) loss_vfl_dn_0: 0.4664 (0.4624) loss_vfl_dn_1: 0.4035 (0.3996) loss_vfl_dn_2: 0.3879 (0.3835) loss_vfl_dn_3: 0.3803 (0.3759) loss_vfl_dn_4: 0.3795 (0.3732) loss_vfl_dn_5: 0.3797 (0.3724) time: 0.4914 data: 0.0137 max mem: 5654 Epoch: [26] [3300/7393] eta: 0:33:02 lr: 0.000010 loss: 16.0288 (16.6656) loss_bbox: 0.1453 (0.1621) loss_bbox_aux_0: 0.1535 (0.1755) loss_bbox_aux_1: 0.1423 (0.1675) loss_bbox_aux_2: 0.1462 (0.1643) loss_bbox_aux_3: 0.1466 (0.1620) loss_bbox_aux_4: 0.1457 (0.1620) loss_bbox_aux_5: 0.1915 (0.2154) loss_bbox_dn_0: 0.2828 (0.2865) loss_bbox_dn_1: 0.2258 (0.2182) loss_bbox_dn_2: 0.1963 (0.1963) loss_bbox_dn_3: 0.1871 (0.1894) loss_bbox_dn_4: 0.1844 (0.1879) loss_bbox_dn_5: 0.1843 (0.1879) loss_giou: 0.4263 (0.4972) loss_giou_aux_0: 0.4688 (0.5223) loss_giou_aux_1: 0.4429 (0.5079) loss_giou_aux_2: 0.4334 (0.5018) loss_giou_aux_3: 0.4272 (0.4981) loss_giou_aux_4: 0.4224 (0.4973) loss_giou_aux_5: 0.5359 (0.5929) loss_giou_dn_0: 0.5802 (0.6125) loss_giou_dn_1: 0.4895 (0.5076) loss_giou_dn_2: 0.4559 (0.4789) loss_giou_dn_3: 0.4464 (0.4706) loss_giou_dn_4: 0.4443 (0.4686) loss_giou_dn_5: 0.4443 (0.4688) loss_vfl: 0.6881 (0.6989) loss_vfl_aux_0: 0.8488 (0.8130) loss_vfl_aux_1: 0.7927 (0.7580) loss_vfl_aux_2: 0.7341 (0.7262) loss_vfl_aux_3: 0.7101 (0.7112) loss_vfl_aux_4: 0.6936 (0.7023) loss_vfl_aux_5: 0.8091 (0.7895) loss_vfl_dn_0: 0.4638 (0.4624) loss_vfl_dn_1: 0.3958 (0.3997) loss_vfl_dn_2: 0.3810 (0.3835) loss_vfl_dn_3: 0.3706 (0.3759) loss_vfl_dn_4: 0.3664 (0.3732) loss_vfl_dn_5: 0.3639 (0.3724) time: 0.4760 data: 0.0135 max mem: 5654 Epoch: [26] [3400/7393] eta: 0:32:12 lr: 0.000010 loss: 16.8561 (16.6663) loss_bbox: 0.1633 (0.1620) loss_bbox_aux_0: 0.1742 (0.1754) loss_bbox_aux_1: 0.1710 (0.1675) loss_bbox_aux_2: 0.1650 (0.1643) loss_bbox_aux_3: 0.1566 (0.1620) loss_bbox_aux_4: 0.1590 (0.1619) loss_bbox_aux_5: 0.2113 (0.2153) loss_bbox_dn_0: 0.2744 (0.2863) loss_bbox_dn_1: 0.2076 (0.2180) loss_bbox_dn_2: 0.1858 (0.1961) loss_bbox_dn_3: 0.1832 (0.1892) loss_bbox_dn_4: 0.1801 (0.1878) loss_bbox_dn_5: 0.1799 (0.1878) loss_giou: 0.5151 (0.4976) loss_giou_aux_0: 0.5192 (0.5225) loss_giou_aux_1: 0.5249 (0.5082) loss_giou_aux_2: 0.5190 (0.5021) loss_giou_aux_3: 0.5173 (0.4985) loss_giou_aux_4: 0.5183 (0.4977) loss_giou_aux_5: 0.5988 (0.5931) loss_giou_dn_0: 0.6232 (0.6127) loss_giou_dn_1: 0.5085 (0.5078) loss_giou_dn_2: 0.4756 (0.4791) loss_giou_dn_3: 0.4693 (0.4707) loss_giou_dn_4: 0.4672 (0.4688) loss_giou_dn_5: 0.4678 (0.4690) loss_vfl: 0.7221 (0.6988) loss_vfl_aux_0: 0.8207 (0.8130) loss_vfl_aux_1: 0.7600 (0.7579) loss_vfl_aux_2: 0.7222 (0.7260) loss_vfl_aux_3: 0.7400 (0.7110) loss_vfl_aux_4: 0.7005 (0.7022) loss_vfl_aux_5: 0.8042 (0.7895) loss_vfl_dn_0: 0.4618 (0.4624) loss_vfl_dn_1: 0.3965 (0.3996) loss_vfl_dn_2: 0.3838 (0.3835) loss_vfl_dn_3: 0.3766 (0.3759) loss_vfl_dn_4: 0.3732 (0.3731) loss_vfl_dn_5: 0.3717 (0.3724) time: 0.4838 data: 0.0144 max mem: 5654 Epoch: [26] [3500/7393] eta: 0:31:22 lr: 0.000010 loss: 16.3614 (16.6675) loss_bbox: 0.1551 (0.1620) loss_bbox_aux_0: 0.1665 (0.1754) loss_bbox_aux_1: 0.1638 (0.1675) loss_bbox_aux_2: 0.1605 (0.1643) loss_bbox_aux_3: 0.1613 (0.1620) loss_bbox_aux_4: 0.1563 (0.1619) loss_bbox_aux_5: 0.2066 (0.2153) loss_bbox_dn_0: 0.2817 (0.2864) loss_bbox_dn_1: 0.2083 (0.2180) loss_bbox_dn_2: 0.1899 (0.1962) loss_bbox_dn_3: 0.1865 (0.1893) loss_bbox_dn_4: 0.1865 (0.1878) loss_bbox_dn_5: 0.1868 (0.1878) loss_giou: 0.4846 (0.4975) loss_giou_aux_0: 0.5106 (0.5225) loss_giou_aux_1: 0.5072 (0.5082) loss_giou_aux_2: 0.5049 (0.5021) loss_giou_aux_3: 0.4907 (0.4984) loss_giou_aux_4: 0.4876 (0.4976) loss_giou_aux_5: 0.5914 (0.5931) loss_giou_dn_0: 0.5998 (0.6126) loss_giou_dn_1: 0.4852 (0.5077) loss_giou_dn_2: 0.4604 (0.4790) loss_giou_dn_3: 0.4541 (0.4707) loss_giou_dn_4: 0.4530 (0.4687) loss_giou_dn_5: 0.4538 (0.4689) loss_vfl: 0.6863 (0.6991) loss_vfl_aux_0: 0.8213 (0.8133) loss_vfl_aux_1: 0.7517 (0.7582) loss_vfl_aux_2: 0.6914 (0.7261) loss_vfl_aux_3: 0.6923 (0.7112) loss_vfl_aux_4: 0.6863 (0.7025) loss_vfl_aux_5: 0.7649 (0.7897) loss_vfl_dn_0: 0.4539 (0.4624) loss_vfl_dn_1: 0.3995 (0.3996) loss_vfl_dn_2: 0.3819 (0.3834) loss_vfl_dn_3: 0.3753 (0.3759) loss_vfl_dn_4: 0.3718 (0.3731) loss_vfl_dn_5: 0.3695 (0.3723) time: 0.4604 data: 0.0150 max mem: 5654 Epoch: [26] [3600/7393] eta: 0:30:32 lr: 0.000010 loss: 16.4542 (16.6643) loss_bbox: 0.1499 (0.1621) loss_bbox_aux_0: 0.1538 (0.1755) loss_bbox_aux_1: 0.1587 (0.1676) loss_bbox_aux_2: 0.1537 (0.1644) loss_bbox_aux_3: 0.1535 (0.1621) loss_bbox_aux_4: 0.1544 (0.1621) loss_bbox_aux_5: 0.1895 (0.2154) loss_bbox_dn_0: 0.2513 (0.2867) loss_bbox_dn_1: 0.1888 (0.2183) loss_bbox_dn_2: 0.1652 (0.1964) loss_bbox_dn_3: 0.1588 (0.1895) loss_bbox_dn_4: 0.1572 (0.1880) loss_bbox_dn_5: 0.1572 (0.1880) loss_giou: 0.5071 (0.4969) loss_giou_aux_0: 0.5331 (0.5219) loss_giou_aux_1: 0.5301 (0.5076) loss_giou_aux_2: 0.5141 (0.5014) loss_giou_aux_3: 0.5087 (0.4978) loss_giou_aux_4: 0.5083 (0.4970) loss_giou_aux_5: 0.5980 (0.5925) loss_giou_dn_0: 0.6140 (0.6122) loss_giou_dn_1: 0.5058 (0.5073) loss_giou_dn_2: 0.4805 (0.4786) loss_giou_dn_3: 0.4743 (0.4703) loss_giou_dn_4: 0.4712 (0.4683) loss_giou_dn_5: 0.4707 (0.4685) loss_vfl: 0.6711 (0.6992) loss_vfl_aux_0: 0.8012 (0.8138) loss_vfl_aux_1: 0.7242 (0.7583) loss_vfl_aux_2: 0.6944 (0.7263) loss_vfl_aux_3: 0.6793 (0.7113) loss_vfl_aux_4: 0.6739 (0.7026) loss_vfl_aux_5: 0.7675 (0.7899) loss_vfl_dn_0: 0.4579 (0.4624) loss_vfl_dn_1: 0.3954 (0.3996) loss_vfl_dn_2: 0.3812 (0.3834) loss_vfl_dn_3: 0.3734 (0.3758) loss_vfl_dn_4: 0.3687 (0.3730) loss_vfl_dn_5: 0.3691 (0.3723) time: 0.4726 data: 0.0136 max mem: 5654 Epoch: [26] [3700/7393] eta: 0:29:47 lr: 0.000010 loss: 16.2674 (16.6647) loss_bbox: 0.1410 (0.1620) loss_bbox_aux_0: 0.1576 (0.1753) loss_bbox_aux_1: 0.1520 (0.1675) loss_bbox_aux_2: 0.1489 (0.1643) loss_bbox_aux_3: 0.1423 (0.1620) loss_bbox_aux_4: 0.1456 (0.1619) loss_bbox_aux_5: 0.1989 (0.2152) loss_bbox_dn_0: 0.2697 (0.2866) loss_bbox_dn_1: 0.2035 (0.2181) loss_bbox_dn_2: 0.1841 (0.1962) loss_bbox_dn_3: 0.1789 (0.1893) loss_bbox_dn_4: 0.1759 (0.1879) loss_bbox_dn_5: 0.1759 (0.1879) loss_giou: 0.4419 (0.4969) loss_giou_aux_0: 0.4723 (0.5219) loss_giou_aux_1: 0.4458 (0.5076) loss_giou_aux_2: 0.4448 (0.5014) loss_giou_aux_3: 0.4364 (0.4978) loss_giou_aux_4: 0.4508 (0.4970) loss_giou_aux_5: 0.5306 (0.5925) loss_giou_dn_0: 0.5640 (0.6122) loss_giou_dn_1: 0.4490 (0.5072) loss_giou_dn_2: 0.4239 (0.4786) loss_giou_dn_3: 0.4166 (0.4702) loss_giou_dn_4: 0.4162 (0.4683) loss_giou_dn_5: 0.4190 (0.4685) loss_vfl: 0.7265 (0.6995) loss_vfl_aux_0: 0.8170 (0.8143) loss_vfl_aux_1: 0.7655 (0.7588) loss_vfl_aux_2: 0.7337 (0.7267) loss_vfl_aux_3: 0.7294 (0.7117) loss_vfl_aux_4: 0.7066 (0.7028) loss_vfl_aux_5: 0.8114 (0.7902) loss_vfl_dn_0: 0.4633 (0.4625) loss_vfl_dn_1: 0.3925 (0.3996) loss_vfl_dn_2: 0.3814 (0.3834) loss_vfl_dn_3: 0.3698 (0.3758) loss_vfl_dn_4: 0.3679 (0.3730) loss_vfl_dn_5: 0.3659 (0.3723) time: 0.7223 data: 0.0133 max mem: 5654 Epoch: [26] [3800/7393] eta: 0:28:57 lr: 0.000010 loss: 16.9575 (16.6671) loss_bbox: 0.1667 (0.1622) loss_bbox_aux_0: 0.1825 (0.1754) loss_bbox_aux_1: 0.1709 (0.1676) loss_bbox_aux_2: 0.1693 (0.1644) loss_bbox_aux_3: 0.1663 (0.1622) loss_bbox_aux_4: 0.1672 (0.1622) loss_bbox_aux_5: 0.2274 (0.2154) loss_bbox_dn_0: 0.3088 (0.2868) loss_bbox_dn_1: 0.2334 (0.2183) loss_bbox_dn_2: 0.2091 (0.1964) loss_bbox_dn_3: 0.2050 (0.1895) loss_bbox_dn_4: 0.2014 (0.1880) loss_bbox_dn_5: 0.2005 (0.1880) loss_giou: 0.4864 (0.4969) loss_giou_aux_0: 0.5012 (0.5219) loss_giou_aux_1: 0.4997 (0.5075) loss_giou_aux_2: 0.4917 (0.5014) loss_giou_aux_3: 0.4867 (0.4978) loss_giou_aux_4: 0.4858 (0.4970) loss_giou_aux_5: 0.5594 (0.5926) loss_giou_dn_0: 0.6068 (0.6123) loss_giou_dn_1: 0.5014 (0.5073) loss_giou_dn_2: 0.4660 (0.4786) loss_giou_dn_3: 0.4570 (0.4703) loss_giou_dn_4: 0.4538 (0.4683) loss_giou_dn_5: 0.4533 (0.4685) loss_vfl: 0.6828 (0.6994) loss_vfl_aux_0: 0.8261 (0.8143) loss_vfl_aux_1: 0.7464 (0.7587) loss_vfl_aux_2: 0.7198 (0.7266) loss_vfl_aux_3: 0.7103 (0.7116) loss_vfl_aux_4: 0.6875 (0.7027) loss_vfl_aux_5: 0.7987 (0.7902) loss_vfl_dn_0: 0.4559 (0.4625) loss_vfl_dn_1: 0.4013 (0.3996) loss_vfl_dn_2: 0.3815 (0.3834) loss_vfl_dn_3: 0.3781 (0.3758) loss_vfl_dn_4: 0.3763 (0.3730) loss_vfl_dn_5: 0.3737 (0.3723) time: 0.4688 data: 0.0133 max mem: 5654 Epoch: [26] [3900/7393] eta: 0:28:07 lr: 0.000010 loss: 17.0162 (16.6651) loss_bbox: 0.1656 (0.1623) loss_bbox_aux_0: 0.1802 (0.1754) loss_bbox_aux_1: 0.1692 (0.1676) loss_bbox_aux_2: 0.1598 (0.1644) loss_bbox_aux_3: 0.1637 (0.1623) loss_bbox_aux_4: 0.1639 (0.1622) loss_bbox_aux_5: 0.2285 (0.2154) loss_bbox_dn_0: 0.2612 (0.2868) loss_bbox_dn_1: 0.2016 (0.2184) loss_bbox_dn_2: 0.1842 (0.1964) loss_bbox_dn_3: 0.1803 (0.1895) loss_bbox_dn_4: 0.1780 (0.1880) loss_bbox_dn_5: 0.1780 (0.1880) loss_giou: 0.4790 (0.4968) loss_giou_aux_0: 0.5333 (0.5218) loss_giou_aux_1: 0.5051 (0.5074) loss_giou_aux_2: 0.4887 (0.5013) loss_giou_aux_3: 0.4824 (0.4977) loss_giou_aux_4: 0.4783 (0.4970) loss_giou_aux_5: 0.5931 (0.5924) loss_giou_dn_0: 0.6424 (0.6122) loss_giou_dn_1: 0.5321 (0.5073) loss_giou_dn_2: 0.5034 (0.4786) loss_giou_dn_3: 0.4909 (0.4702) loss_giou_dn_4: 0.4913 (0.4682) loss_giou_dn_5: 0.4912 (0.4684) loss_vfl: 0.6979 (0.6991) loss_vfl_aux_0: 0.7886 (0.8142) loss_vfl_aux_1: 0.7429 (0.7586) loss_vfl_aux_2: 0.7209 (0.7265) loss_vfl_aux_3: 0.7135 (0.7115) loss_vfl_aux_4: 0.7166 (0.7024) loss_vfl_aux_5: 0.7714 (0.7902) loss_vfl_dn_0: 0.4649 (0.4625) loss_vfl_dn_1: 0.4000 (0.3996) loss_vfl_dn_2: 0.3824 (0.3834) loss_vfl_dn_3: 0.3733 (0.3758) loss_vfl_dn_4: 0.3700 (0.3731) loss_vfl_dn_5: 0.3701 (0.3723) time: 0.4692 data: 0.0134 max mem: 5654 Epoch: [26] [4000/7393] eta: 0:27:17 lr: 0.000010 loss: 16.3801 (16.6656) loss_bbox: 0.1527 (0.1623) loss_bbox_aux_0: 0.1461 (0.1754) loss_bbox_aux_1: 0.1512 (0.1676) loss_bbox_aux_2: 0.1400 (0.1644) loss_bbox_aux_3: 0.1405 (0.1622) loss_bbox_aux_4: 0.1524 (0.1622) loss_bbox_aux_5: 0.2034 (0.2155) loss_bbox_dn_0: 0.2706 (0.2870) loss_bbox_dn_1: 0.2035 (0.2185) loss_bbox_dn_2: 0.1812 (0.1966) loss_bbox_dn_3: 0.1784 (0.1896) loss_bbox_dn_4: 0.1764 (0.1881) loss_bbox_dn_5: 0.1764 (0.1881) loss_giou: 0.4749 (0.4967) loss_giou_aux_0: 0.4905 (0.5216) loss_giou_aux_1: 0.4768 (0.5073) loss_giou_aux_2: 0.4713 (0.5011) loss_giou_aux_3: 0.4712 (0.4976) loss_giou_aux_4: 0.4830 (0.4969) loss_giou_aux_5: 0.5826 (0.5922) loss_giou_dn_0: 0.5917 (0.6120) loss_giou_dn_1: 0.4804 (0.5071) loss_giou_dn_2: 0.4543 (0.4784) loss_giou_dn_3: 0.4469 (0.4701) loss_giou_dn_4: 0.4479 (0.4681) loss_giou_dn_5: 0.4479 (0.4683) loss_vfl: 0.6773 (0.6993) loss_vfl_aux_0: 0.7846 (0.8145) loss_vfl_aux_1: 0.7351 (0.7589) loss_vfl_aux_2: 0.6970 (0.7268) loss_vfl_aux_3: 0.6897 (0.7117) loss_vfl_aux_4: 0.6805 (0.7026) loss_vfl_aux_5: 0.7835 (0.7904) loss_vfl_dn_0: 0.4628 (0.4625) loss_vfl_dn_1: 0.3937 (0.3996) loss_vfl_dn_2: 0.3756 (0.3834) loss_vfl_dn_3: 0.3695 (0.3758) loss_vfl_dn_4: 0.3684 (0.3730) loss_vfl_dn_5: 0.3669 (0.3723) time: 0.4620 data: 0.0134 max mem: 5654 Epoch: [26] [4100/7393] eta: 0:26:28 lr: 0.000010 loss: 16.6695 (16.6673) loss_bbox: 0.1491 (0.1622) loss_bbox_aux_0: 0.1561 (0.1754) loss_bbox_aux_1: 0.1499 (0.1675) loss_bbox_aux_2: 0.1399 (0.1643) loss_bbox_aux_3: 0.1450 (0.1622) loss_bbox_aux_4: 0.1469 (0.1621) loss_bbox_aux_5: 0.1911 (0.2154) loss_bbox_dn_0: 0.2744 (0.2870) loss_bbox_dn_1: 0.2061 (0.2185) loss_bbox_dn_2: 0.1825 (0.1965) loss_bbox_dn_3: 0.1768 (0.1896) loss_bbox_dn_4: 0.1744 (0.1881) loss_bbox_dn_5: 0.1745 (0.1881) loss_giou: 0.4688 (0.4966) loss_giou_aux_0: 0.4895 (0.5215) loss_giou_aux_1: 0.4809 (0.5072) loss_giou_aux_2: 0.4759 (0.5010) loss_giou_aux_3: 0.4714 (0.4975) loss_giou_aux_4: 0.4683 (0.4968) loss_giou_aux_5: 0.5638 (0.5921) loss_giou_dn_0: 0.5996 (0.6121) loss_giou_dn_1: 0.4951 (0.5072) loss_giou_dn_2: 0.4650 (0.4785) loss_giou_dn_3: 0.4555 (0.4701) loss_giou_dn_4: 0.4538 (0.4682) loss_giou_dn_5: 0.4538 (0.4683) loss_vfl: 0.7168 (0.6997) loss_vfl_aux_0: 0.8353 (0.8148) loss_vfl_aux_1: 0.7679 (0.7592) loss_vfl_aux_2: 0.7575 (0.7273) loss_vfl_aux_3: 0.7293 (0.7120) loss_vfl_aux_4: 0.7154 (0.7029) loss_vfl_aux_5: 0.7948 (0.7906) loss_vfl_dn_0: 0.4666 (0.4625) loss_vfl_dn_1: 0.4001 (0.3997) loss_vfl_dn_2: 0.3814 (0.3834) loss_vfl_dn_3: 0.3750 (0.3758) loss_vfl_dn_4: 0.3727 (0.3731) loss_vfl_dn_5: 0.3715 (0.3723) time: 0.4686 data: 0.0135 max mem: 5654 Epoch: [26] [4200/7393] eta: 0:25:39 lr: 0.000010 loss: 17.4666 (16.6744) loss_bbox: 0.1641 (0.1622) loss_bbox_aux_0: 0.1769 (0.1753) loss_bbox_aux_1: 0.1658 (0.1674) loss_bbox_aux_2: 0.1622 (0.1642) loss_bbox_aux_3: 0.1615 (0.1621) loss_bbox_aux_4: 0.1638 (0.1621) loss_bbox_aux_5: 0.2178 (0.2153) loss_bbox_dn_0: 0.2835 (0.2869) loss_bbox_dn_1: 0.2226 (0.2184) loss_bbox_dn_2: 0.1937 (0.1964) loss_bbox_dn_3: 0.1846 (0.1895) loss_bbox_dn_4: 0.1813 (0.1880) loss_bbox_dn_5: 0.1814 (0.1880) loss_giou: 0.5239 (0.4972) loss_giou_aux_0: 0.5442 (0.5220) loss_giou_aux_1: 0.5201 (0.5077) loss_giou_aux_2: 0.5260 (0.5016) loss_giou_aux_3: 0.5266 (0.4981) loss_giou_aux_4: 0.5265 (0.4974) loss_giou_aux_5: 0.6216 (0.5925) loss_giou_dn_0: 0.6361 (0.6125) loss_giou_dn_1: 0.5373 (0.5077) loss_giou_dn_2: 0.5122 (0.4789) loss_giou_dn_3: 0.5009 (0.4705) loss_giou_dn_4: 0.5013 (0.4686) loss_giou_dn_5: 0.5015 (0.4687) loss_vfl: 0.7061 (0.6998) loss_vfl_aux_0: 0.8412 (0.8151) loss_vfl_aux_1: 0.7726 (0.7596) loss_vfl_aux_2: 0.7364 (0.7275) loss_vfl_aux_3: 0.7188 (0.7121) loss_vfl_aux_4: 0.7154 (0.7030) loss_vfl_aux_5: 0.7984 (0.7907) loss_vfl_dn_0: 0.4692 (0.4626) loss_vfl_dn_1: 0.4074 (0.3998) loss_vfl_dn_2: 0.3944 (0.3835) loss_vfl_dn_3: 0.3847 (0.3759) loss_vfl_dn_4: 0.3846 (0.3732) loss_vfl_dn_5: 0.3848 (0.3724) time: 0.4687 data: 0.0136 max mem: 5654 Epoch: [26] [4300/7393] eta: 0:24:49 lr: 0.000010 loss: 16.4418 (16.6751) loss_bbox: 0.1723 (0.1623) loss_bbox_aux_0: 0.1911 (0.1754) loss_bbox_aux_1: 0.1852 (0.1675) loss_bbox_aux_2: 0.1734 (0.1643) loss_bbox_aux_3: 0.1700 (0.1622) loss_bbox_aux_4: 0.1696 (0.1622) loss_bbox_aux_5: 0.2313 (0.2153) loss_bbox_dn_0: 0.2832 (0.2868) loss_bbox_dn_1: 0.2187 (0.2184) loss_bbox_dn_2: 0.1935 (0.1964) loss_bbox_dn_3: 0.1855 (0.1895) loss_bbox_dn_4: 0.1854 (0.1880) loss_bbox_dn_5: 0.1855 (0.1880) loss_giou: 0.4826 (0.4973) loss_giou_aux_0: 0.4897 (0.5221) loss_giou_aux_1: 0.4825 (0.5078) loss_giou_aux_2: 0.4700 (0.5016) loss_giou_aux_3: 0.4745 (0.4982) loss_giou_aux_4: 0.4789 (0.4974) loss_giou_aux_5: 0.5617 (0.5925) loss_giou_dn_0: 0.5956 (0.6124) loss_giou_dn_1: 0.4949 (0.5077) loss_giou_dn_2: 0.4546 (0.4789) loss_giou_dn_3: 0.4486 (0.4705) loss_giou_dn_4: 0.4454 (0.4686) loss_giou_dn_5: 0.4454 (0.4687) loss_vfl: 0.6543 (0.6997) loss_vfl_aux_0: 0.7552 (0.8152) loss_vfl_aux_1: 0.7082 (0.7597) loss_vfl_aux_2: 0.6829 (0.7275) loss_vfl_aux_3: 0.6525 (0.7119) loss_vfl_aux_4: 0.6629 (0.7029) loss_vfl_aux_5: 0.7628 (0.7907) loss_vfl_dn_0: 0.4585 (0.4626) loss_vfl_dn_1: 0.3967 (0.3997) loss_vfl_dn_2: 0.3801 (0.3835) loss_vfl_dn_3: 0.3700 (0.3759) loss_vfl_dn_4: 0.3685 (0.3732) loss_vfl_dn_5: 0.3679 (0.3724) time: 0.4658 data: 0.0134 max mem: 5654 Epoch: [26] [4400/7393] eta: 0:24:00 lr: 0.000010 loss: 16.6332 (16.6760) loss_bbox: 0.1594 (0.1623) loss_bbox_aux_0: 0.1643 (0.1754) loss_bbox_aux_1: 0.1601 (0.1675) loss_bbox_aux_2: 0.1582 (0.1643) loss_bbox_aux_3: 0.1577 (0.1623) loss_bbox_aux_4: 0.1551 (0.1622) loss_bbox_aux_5: 0.2086 (0.2153) loss_bbox_dn_0: 0.2908 (0.2871) loss_bbox_dn_1: 0.2098 (0.2186) loss_bbox_dn_2: 0.1949 (0.1966) loss_bbox_dn_3: 0.1865 (0.1896) loss_bbox_dn_4: 0.1855 (0.1881) loss_bbox_dn_5: 0.1856 (0.1881) loss_giou: 0.5134 (0.4970) loss_giou_aux_0: 0.5055 (0.5218) loss_giou_aux_1: 0.4991 (0.5075) loss_giou_aux_2: 0.5148 (0.5013) loss_giou_aux_3: 0.5204 (0.4979) loss_giou_aux_4: 0.5189 (0.4972) loss_giou_aux_5: 0.5766 (0.5923) loss_giou_dn_0: 0.6100 (0.6125) loss_giou_dn_1: 0.5077 (0.5076) loss_giou_dn_2: 0.4792 (0.4789) loss_giou_dn_3: 0.4650 (0.4705) loss_giou_dn_4: 0.4627 (0.4686) loss_giou_dn_5: 0.4631 (0.4687) loss_vfl: 0.6715 (0.6998) loss_vfl_aux_0: 0.8353 (0.8156) loss_vfl_aux_1: 0.7553 (0.7601) loss_vfl_aux_2: 0.7181 (0.7277) loss_vfl_aux_3: 0.6930 (0.7120) loss_vfl_aux_4: 0.6761 (0.7030) loss_vfl_aux_5: 0.8004 (0.7910) loss_vfl_dn_0: 0.4544 (0.4627) loss_vfl_dn_1: 0.3965 (0.3998) loss_vfl_dn_2: 0.3847 (0.3836) loss_vfl_dn_3: 0.3780 (0.3759) loss_vfl_dn_4: 0.3749 (0.3732) loss_vfl_dn_5: 0.3738 (0.3725) time: 0.4575 data: 0.0134 max mem: 5654 Epoch: [26] [4500/7393] eta: 0:23:11 lr: 0.000010 loss: 16.7640 (16.6812) loss_bbox: 0.1491 (0.1624) loss_bbox_aux_0: 0.1568 (0.1755) loss_bbox_aux_1: 0.1487 (0.1676) loss_bbox_aux_2: 0.1527 (0.1644) loss_bbox_aux_3: 0.1499 (0.1624) loss_bbox_aux_4: 0.1484 (0.1623) loss_bbox_aux_5: 0.1990 (0.2155) loss_bbox_dn_0: 0.2714 (0.2871) loss_bbox_dn_1: 0.1919 (0.2186) loss_bbox_dn_2: 0.1750 (0.1965) loss_bbox_dn_3: 0.1673 (0.1896) loss_bbox_dn_4: 0.1688 (0.1881) loss_bbox_dn_5: 0.1688 (0.1881) loss_giou: 0.5104 (0.4975) loss_giou_aux_0: 0.5478 (0.5222) loss_giou_aux_1: 0.5461 (0.5079) loss_giou_aux_2: 0.5228 (0.5018) loss_giou_aux_3: 0.5138 (0.4984) loss_giou_aux_4: 0.5105 (0.4976) loss_giou_aux_5: 0.6110 (0.5927) loss_giou_dn_0: 0.6296 (0.6128) loss_giou_dn_1: 0.5350 (0.5079) loss_giou_dn_2: 0.5124 (0.4792) loss_giou_dn_3: 0.4983 (0.4708) loss_giou_dn_4: 0.4954 (0.4688) loss_giou_dn_5: 0.4955 (0.4690) loss_vfl: 0.6756 (0.6998) loss_vfl_aux_0: 0.7847 (0.8157) loss_vfl_aux_1: 0.7247 (0.7600) loss_vfl_aux_2: 0.7108 (0.7277) loss_vfl_aux_3: 0.6766 (0.7119) loss_vfl_aux_4: 0.6759 (0.7029) loss_vfl_aux_5: 0.7709 (0.7910) loss_vfl_dn_0: 0.4539 (0.4627) loss_vfl_dn_1: 0.3947 (0.3998) loss_vfl_dn_2: 0.3800 (0.3836) loss_vfl_dn_3: 0.3713 (0.3760) loss_vfl_dn_4: 0.3702 (0.3732) loss_vfl_dn_5: 0.3687 (0.3725) time: 0.4669 data: 0.0137 max mem: 5654 Epoch: [26] [4600/7393] eta: 0:22:22 lr: 0.000010 loss: 16.3009 (16.6807) loss_bbox: 0.1679 (0.1627) loss_bbox_aux_0: 0.1810 (0.1757) loss_bbox_aux_1: 0.1712 (0.1678) loss_bbox_aux_2: 0.1655 (0.1646) loss_bbox_aux_3: 0.1623 (0.1627) loss_bbox_aux_4: 0.1630 (0.1626) loss_bbox_aux_5: 0.2182 (0.2157) loss_bbox_dn_0: 0.3268 (0.2875) loss_bbox_dn_1: 0.2400 (0.2189) loss_bbox_dn_2: 0.2097 (0.1968) loss_bbox_dn_3: 0.2044 (0.1899) loss_bbox_dn_4: 0.2045 (0.1884) loss_bbox_dn_5: 0.2046 (0.1884) loss_giou: 0.4349 (0.4970) loss_giou_aux_0: 0.4588 (0.5217) loss_giou_aux_1: 0.4447 (0.5074) loss_giou_aux_2: 0.4343 (0.5013) loss_giou_aux_3: 0.4269 (0.4979) loss_giou_aux_4: 0.4318 (0.4971) loss_giou_aux_5: 0.5301 (0.5922) loss_giou_dn_0: 0.5862 (0.6125) loss_giou_dn_1: 0.4781 (0.5077) loss_giou_dn_2: 0.4595 (0.4790) loss_giou_dn_3: 0.4510 (0.4706) loss_giou_dn_4: 0.4505 (0.4686) loss_giou_dn_5: 0.4509 (0.4688) loss_vfl: 0.7174 (0.6999) loss_vfl_aux_0: 0.8374 (0.8159) loss_vfl_aux_1: 0.7914 (0.7602) loss_vfl_aux_2: 0.7693 (0.7278) loss_vfl_aux_3: 0.7316 (0.7119) loss_vfl_aux_4: 0.7223 (0.7030) loss_vfl_aux_5: 0.8304 (0.7912) loss_vfl_dn_0: 0.4670 (0.4627) loss_vfl_dn_1: 0.4025 (0.3997) loss_vfl_dn_2: 0.3869 (0.3835) loss_vfl_dn_3: 0.3783 (0.3759) loss_vfl_dn_4: 0.3752 (0.3732) loss_vfl_dn_5: 0.3746 (0.3724) time: 0.4643 data: 0.0135 max mem: 5654 Epoch: [26] [4700/7393] eta: 0:21:33 lr: 0.000010 loss: 16.7063 (16.6789) loss_bbox: 0.1463 (0.1626) loss_bbox_aux_0: 0.1688 (0.1758) loss_bbox_aux_1: 0.1531 (0.1678) loss_bbox_aux_2: 0.1491 (0.1646) loss_bbox_aux_3: 0.1516 (0.1627) loss_bbox_aux_4: 0.1463 (0.1625) loss_bbox_aux_5: 0.2070 (0.2158) loss_bbox_dn_0: 0.2761 (0.2877) loss_bbox_dn_1: 0.1952 (0.2191) loss_bbox_dn_2: 0.1818 (0.1970) loss_bbox_dn_3: 0.1778 (0.1900) loss_bbox_dn_4: 0.1761 (0.1885) loss_bbox_dn_5: 0.1761 (0.1885) loss_giou: 0.5092 (0.4964) loss_giou_aux_0: 0.5308 (0.5212) loss_giou_aux_1: 0.5035 (0.5069) loss_giou_aux_2: 0.5055 (0.5007) loss_giou_aux_3: 0.5123 (0.4973) loss_giou_aux_4: 0.5124 (0.4965) loss_giou_aux_5: 0.5947 (0.5916) loss_giou_dn_0: 0.5987 (0.6123) loss_giou_dn_1: 0.4875 (0.5074) loss_giou_dn_2: 0.4593 (0.4787) loss_giou_dn_3: 0.4514 (0.4703) loss_giou_dn_4: 0.4516 (0.4683) loss_giou_dn_5: 0.4523 (0.4685) loss_vfl: 0.6975 (0.7002) loss_vfl_aux_0: 0.8152 (0.8162) loss_vfl_aux_1: 0.7630 (0.7607) loss_vfl_aux_2: 0.7164 (0.7282) loss_vfl_aux_3: 0.6968 (0.7123) loss_vfl_aux_4: 0.6911 (0.7034) loss_vfl_aux_5: 0.7770 (0.7915) loss_vfl_dn_0: 0.4554 (0.4627) loss_vfl_dn_1: 0.3937 (0.3998) loss_vfl_dn_2: 0.3760 (0.3835) loss_vfl_dn_3: 0.3670 (0.3759) loss_vfl_dn_4: 0.3680 (0.3732) loss_vfl_dn_5: 0.3676 (0.3724) time: 0.4722 data: 0.0137 max mem: 5654 Epoch: [26] [4800/7393] eta: 0:20:44 lr: 0.000010 loss: 16.0725 (16.6741) loss_bbox: 0.1588 (0.1627) loss_bbox_aux_0: 0.1753 (0.1758) loss_bbox_aux_1: 0.1572 (0.1678) loss_bbox_aux_2: 0.1556 (0.1646) loss_bbox_aux_3: 0.1539 (0.1627) loss_bbox_aux_4: 0.1590 (0.1626) loss_bbox_aux_5: 0.2007 (0.2158) loss_bbox_dn_0: 0.2812 (0.2878) loss_bbox_dn_1: 0.2078 (0.2191) loss_bbox_dn_2: 0.1856 (0.1970) loss_bbox_dn_3: 0.1729 (0.1900) loss_bbox_dn_4: 0.1688 (0.1885) loss_bbox_dn_5: 0.1688 (0.1885) loss_giou: 0.4797 (0.4962) loss_giou_aux_0: 0.4912 (0.5210) loss_giou_aux_1: 0.4931 (0.5066) loss_giou_aux_2: 0.4862 (0.5005) loss_giou_aux_3: 0.4816 (0.4971) loss_giou_aux_4: 0.4797 (0.4963) loss_giou_aux_5: 0.5498 (0.5914) loss_giou_dn_0: 0.5850 (0.6121) loss_giou_dn_1: 0.4886 (0.5072) loss_giou_dn_2: 0.4646 (0.4785) loss_giou_dn_3: 0.4541 (0.4701) loss_giou_dn_4: 0.4494 (0.4681) loss_giou_dn_5: 0.4493 (0.4683) loss_vfl: 0.6599 (0.6999) loss_vfl_aux_0: 0.7740 (0.8158) loss_vfl_aux_1: 0.7151 (0.7605) loss_vfl_aux_2: 0.7020 (0.7279) loss_vfl_aux_3: 0.6823 (0.7120) loss_vfl_aux_4: 0.6630 (0.7030) loss_vfl_aux_5: 0.7572 (0.7914) loss_vfl_dn_0: 0.4662 (0.4627) loss_vfl_dn_1: 0.4010 (0.3997) loss_vfl_dn_2: 0.3816 (0.3835) loss_vfl_dn_3: 0.3734 (0.3759) loss_vfl_dn_4: 0.3738 (0.3732) loss_vfl_dn_5: 0.3754 (0.3724) time: 0.4843 data: 0.0134 max mem: 5654 Epoch: [26] [4900/7393] eta: 0:19:56 lr: 0.000010 loss: 16.7835 (16.6752) loss_bbox: 0.1558 (0.1627) loss_bbox_aux_0: 0.1688 (0.1759) loss_bbox_aux_1: 0.1604 (0.1679) loss_bbox_aux_2: 0.1564 (0.1647) loss_bbox_aux_3: 0.1518 (0.1628) loss_bbox_aux_4: 0.1579 (0.1626) loss_bbox_aux_5: 0.2056 (0.2158) loss_bbox_dn_0: 0.2571 (0.2880) loss_bbox_dn_1: 0.1990 (0.2193) loss_bbox_dn_2: 0.1715 (0.1972) loss_bbox_dn_3: 0.1646 (0.1902) loss_bbox_dn_4: 0.1633 (0.1887) loss_bbox_dn_5: 0.1632 (0.1887) loss_giou: 0.5515 (0.4962) loss_giou_aux_0: 0.5736 (0.5210) loss_giou_aux_1: 0.5661 (0.5066) loss_giou_aux_2: 0.5584 (0.5005) loss_giou_aux_3: 0.5560 (0.4971) loss_giou_aux_4: 0.5514 (0.4963) loss_giou_aux_5: 0.6175 (0.5913) loss_giou_dn_0: 0.6313 (0.6121) loss_giou_dn_1: 0.5234 (0.5072) loss_giou_dn_2: 0.5000 (0.4786) loss_giou_dn_3: 0.4942 (0.4702) loss_giou_dn_4: 0.4947 (0.4682) loss_giou_dn_5: 0.4946 (0.4683) loss_vfl: 0.6831 (0.6998) loss_vfl_aux_0: 0.8036 (0.8158) loss_vfl_aux_1: 0.7354 (0.7605) loss_vfl_aux_2: 0.6982 (0.7278) loss_vfl_aux_3: 0.6846 (0.7119) loss_vfl_aux_4: 0.6812 (0.7030) loss_vfl_aux_5: 0.7870 (0.7915) loss_vfl_dn_0: 0.4626 (0.4627) loss_vfl_dn_1: 0.4017 (0.3997) loss_vfl_dn_2: 0.3877 (0.3835) loss_vfl_dn_3: 0.3768 (0.3759) loss_vfl_dn_4: 0.3749 (0.3732) loss_vfl_dn_5: 0.3719 (0.3724) time: 0.4812 data: 0.0139 max mem: 5654 Epoch: [26] [5000/7393] eta: 0:19:08 lr: 0.000010 loss: 16.8660 (16.6762) loss_bbox: 0.1580 (0.1627) loss_bbox_aux_0: 0.1662 (0.1758) loss_bbox_aux_1: 0.1572 (0.1678) loss_bbox_aux_2: 0.1560 (0.1647) loss_bbox_aux_3: 0.1527 (0.1628) loss_bbox_aux_4: 0.1521 (0.1626) loss_bbox_aux_5: 0.1916 (0.2157) loss_bbox_dn_0: 0.2300 (0.2878) loss_bbox_dn_1: 0.1781 (0.2192) loss_bbox_dn_2: 0.1605 (0.1971) loss_bbox_dn_3: 0.1543 (0.1902) loss_bbox_dn_4: 0.1543 (0.1887) loss_bbox_dn_5: 0.1543 (0.1887) loss_giou: 0.5506 (0.4963) loss_giou_aux_0: 0.5815 (0.5211) loss_giou_aux_1: 0.5645 (0.5067) loss_giou_aux_2: 0.5548 (0.5007) loss_giou_aux_3: 0.5539 (0.4973) loss_giou_aux_4: 0.5525 (0.4965) loss_giou_aux_5: 0.6396 (0.5914) loss_giou_dn_0: 0.6647 (0.6122) loss_giou_dn_1: 0.5694 (0.5073) loss_giou_dn_2: 0.5428 (0.4787) loss_giou_dn_3: 0.5298 (0.4703) loss_giou_dn_4: 0.5272 (0.4683) loss_giou_dn_5: 0.5282 (0.4685) loss_vfl: 0.6864 (0.6998) loss_vfl_aux_0: 0.7839 (0.8157) loss_vfl_aux_1: 0.7582 (0.7606) loss_vfl_aux_2: 0.7090 (0.7277) loss_vfl_aux_3: 0.7072 (0.7118) loss_vfl_aux_4: 0.6873 (0.7029) loss_vfl_aux_5: 0.7333 (0.7914) loss_vfl_dn_0: 0.4533 (0.4627) loss_vfl_dn_1: 0.4020 (0.3997) loss_vfl_dn_2: 0.3882 (0.3835) loss_vfl_dn_3: 0.3791 (0.3759) loss_vfl_dn_4: 0.3754 (0.3732) loss_vfl_dn_5: 0.3756 (0.3724) time: 0.4646 data: 0.0137 max mem: 5654 Epoch: [26] [5100/7393] eta: 0:18:19 lr: 0.000010 loss: 16.5450 (16.6784) loss_bbox: 0.1582 (0.1627) loss_bbox_aux_0: 0.1750 (0.1758) loss_bbox_aux_1: 0.1612 (0.1678) loss_bbox_aux_2: 0.1636 (0.1647) loss_bbox_aux_3: 0.1673 (0.1627) loss_bbox_aux_4: 0.1582 (0.1625) loss_bbox_aux_5: 0.2139 (0.2157) loss_bbox_dn_0: 0.2610 (0.2878) loss_bbox_dn_1: 0.2080 (0.2191) loss_bbox_dn_2: 0.1891 (0.1971) loss_bbox_dn_3: 0.1771 (0.1901) loss_bbox_dn_4: 0.1753 (0.1886) loss_bbox_dn_5: 0.1753 (0.1886) loss_giou: 0.4892 (0.4966) loss_giou_aux_0: 0.5124 (0.5214) loss_giou_aux_1: 0.4826 (0.5069) loss_giou_aux_2: 0.4961 (0.5010) loss_giou_aux_3: 0.4884 (0.4976) loss_giou_aux_4: 0.4877 (0.4968) loss_giou_aux_5: 0.5771 (0.5917) loss_giou_dn_0: 0.6022 (0.6123) loss_giou_dn_1: 0.4921 (0.5074) loss_giou_dn_2: 0.4560 (0.4787) loss_giou_dn_3: 0.4396 (0.4704) loss_giou_dn_4: 0.4355 (0.4684) loss_giou_dn_5: 0.4356 (0.4686) loss_vfl: 0.6696 (0.6998) loss_vfl_aux_0: 0.8114 (0.8157) loss_vfl_aux_1: 0.7498 (0.7607) loss_vfl_aux_2: 0.7025 (0.7276) loss_vfl_aux_3: 0.7030 (0.7117) loss_vfl_aux_4: 0.6801 (0.7029) loss_vfl_aux_5: 0.7859 (0.7915) loss_vfl_dn_0: 0.4658 (0.4627) loss_vfl_dn_1: 0.3951 (0.3997) loss_vfl_dn_2: 0.3827 (0.3835) loss_vfl_dn_3: 0.3727 (0.3759) loss_vfl_dn_4: 0.3683 (0.3732) loss_vfl_dn_5: 0.3672 (0.3724) time: 0.4603 data: 0.0142 max mem: 5654 Epoch: [26] [5200/7393] eta: 0:17:31 lr: 0.000010 loss: 16.9924 (16.6777) loss_bbox: 0.1606 (0.1627) loss_bbox_aux_0: 0.1704 (0.1759) loss_bbox_aux_1: 0.1598 (0.1678) loss_bbox_aux_2: 0.1550 (0.1647) loss_bbox_aux_3: 0.1538 (0.1628) loss_bbox_aux_4: 0.1603 (0.1626) loss_bbox_aux_5: 0.2098 (0.2158) loss_bbox_dn_0: 0.2838 (0.2879) loss_bbox_dn_1: 0.2146 (0.2192) loss_bbox_dn_2: 0.2015 (0.1972) loss_bbox_dn_3: 0.1935 (0.1902) loss_bbox_dn_4: 0.1902 (0.1887) loss_bbox_dn_5: 0.1901 (0.1887) loss_giou: 0.5054 (0.4965) loss_giou_aux_0: 0.5272 (0.5213) loss_giou_aux_1: 0.5068 (0.5068) loss_giou_aux_2: 0.5081 (0.5009) loss_giou_aux_3: 0.5093 (0.4975) loss_giou_aux_4: 0.5053 (0.4967) loss_giou_aux_5: 0.5953 (0.5915) loss_giou_dn_0: 0.6229 (0.6122) loss_giou_dn_1: 0.5071 (0.5073) loss_giou_dn_2: 0.4816 (0.4786) loss_giou_dn_3: 0.4739 (0.4702) loss_giou_dn_4: 0.4710 (0.4683) loss_giou_dn_5: 0.4709 (0.4684) loss_vfl: 0.7071 (0.6997) loss_vfl_aux_0: 0.8307 (0.8157) loss_vfl_aux_1: 0.7676 (0.7607) loss_vfl_aux_2: 0.7214 (0.7277) loss_vfl_aux_3: 0.7154 (0.7117) loss_vfl_aux_4: 0.7041 (0.7028) loss_vfl_aux_5: 0.7760 (0.7915) loss_vfl_dn_0: 0.4611 (0.4627) loss_vfl_dn_1: 0.3983 (0.3997) loss_vfl_dn_2: 0.3801 (0.3835) loss_vfl_dn_3: 0.3711 (0.3758) loss_vfl_dn_4: 0.3688 (0.3731) loss_vfl_dn_5: 0.3677 (0.3723) time: 0.4571 data: 0.0134 max mem: 5654 Epoch: [26] [5300/7393] eta: 0:16:42 lr: 0.000010 loss: 17.0061 (16.6787) loss_bbox: 0.1560 (0.1628) loss_bbox_aux_0: 0.1641 (0.1760) loss_bbox_aux_1: 0.1615 (0.1679) loss_bbox_aux_2: 0.1609 (0.1648) loss_bbox_aux_3: 0.1590 (0.1629) loss_bbox_aux_4: 0.1552 (0.1627) loss_bbox_aux_5: 0.2027 (0.2158) loss_bbox_dn_0: 0.2885 (0.2881) loss_bbox_dn_1: 0.2038 (0.2194) loss_bbox_dn_2: 0.1844 (0.1974) loss_bbox_dn_3: 0.1742 (0.1904) loss_bbox_dn_4: 0.1730 (0.1889) loss_bbox_dn_5: 0.1730 (0.1889) loss_giou: 0.4471 (0.4963) loss_giou_aux_0: 0.4826 (0.5210) loss_giou_aux_1: 0.4592 (0.5065) loss_giou_aux_2: 0.4526 (0.5006) loss_giou_aux_3: 0.4492 (0.4972) loss_giou_aux_4: 0.4428 (0.4964) loss_giou_aux_5: 0.5282 (0.5912) loss_giou_dn_0: 0.5993 (0.6122) loss_giou_dn_1: 0.4845 (0.5072) loss_giou_dn_2: 0.4571 (0.4785) loss_giou_dn_3: 0.4477 (0.4702) loss_giou_dn_4: 0.4476 (0.4682) loss_giou_dn_5: 0.4472 (0.4683) loss_vfl: 0.7089 (0.6999) loss_vfl_aux_0: 0.8613 (0.8160) loss_vfl_aux_1: 0.7739 (0.7611) loss_vfl_aux_2: 0.7427 (0.7279) loss_vfl_aux_3: 0.7273 (0.7118) loss_vfl_aux_4: 0.7198 (0.7030) loss_vfl_aux_5: 0.8138 (0.7917) loss_vfl_dn_0: 0.4679 (0.4627) loss_vfl_dn_1: 0.4019 (0.3998) loss_vfl_dn_2: 0.3848 (0.3835) loss_vfl_dn_3: 0.3758 (0.3759) loss_vfl_dn_4: 0.3732 (0.3732) loss_vfl_dn_5: 0.3700 (0.3724) time: 0.4722 data: 0.0136 max mem: 5654 Epoch: [26] [5400/7393] eta: 0:15:54 lr: 0.000010 loss: 16.8560 (16.6792) loss_bbox: 0.1584 (0.1629) loss_bbox_aux_0: 0.1711 (0.1760) loss_bbox_aux_1: 0.1660 (0.1680) loss_bbox_aux_2: 0.1639 (0.1649) loss_bbox_aux_3: 0.1579 (0.1630) loss_bbox_aux_4: 0.1591 (0.1628) loss_bbox_aux_5: 0.2097 (0.2159) loss_bbox_dn_0: 0.3102 (0.2884) loss_bbox_dn_1: 0.2406 (0.2196) loss_bbox_dn_2: 0.2230 (0.1976) loss_bbox_dn_3: 0.2147 (0.1906) loss_bbox_dn_4: 0.2142 (0.1891) loss_bbox_dn_5: 0.2141 (0.1891) loss_giou: 0.4552 (0.4960) loss_giou_aux_0: 0.4714 (0.5207) loss_giou_aux_1: 0.4812 (0.5062) loss_giou_aux_2: 0.4751 (0.5003) loss_giou_aux_3: 0.4690 (0.4970) loss_giou_aux_4: 0.4559 (0.4961) loss_giou_aux_5: 0.5536 (0.5909) loss_giou_dn_0: 0.5952 (0.6120) loss_giou_dn_1: 0.4929 (0.5070) loss_giou_dn_2: 0.4626 (0.4783) loss_giou_dn_3: 0.4522 (0.4700) loss_giou_dn_4: 0.4492 (0.4680) loss_giou_dn_5: 0.4492 (0.4681) loss_vfl: 0.7210 (0.7001) loss_vfl_aux_0: 0.8558 (0.8163) loss_vfl_aux_1: 0.7978 (0.7613) loss_vfl_aux_2: 0.7350 (0.7281) loss_vfl_aux_3: 0.7029 (0.7120) loss_vfl_aux_4: 0.7154 (0.7032) loss_vfl_aux_5: 0.8280 (0.7920) loss_vfl_dn_0: 0.4688 (0.4628) loss_vfl_dn_1: 0.4051 (0.3998) loss_vfl_dn_2: 0.3868 (0.3835) loss_vfl_dn_3: 0.3813 (0.3759) loss_vfl_dn_4: 0.3776 (0.3732) loss_vfl_dn_5: 0.3774 (0.3724) time: 0.4695 data: 0.0143 max mem: 5654 Epoch: [26] [5500/7393] eta: 0:15:09 lr: 0.000010 loss: 16.0502 (16.6782) loss_bbox: 0.1557 (0.1629) loss_bbox_aux_0: 0.1640 (0.1760) loss_bbox_aux_1: 0.1555 (0.1679) loss_bbox_aux_2: 0.1466 (0.1648) loss_bbox_aux_3: 0.1530 (0.1630) loss_bbox_aux_4: 0.1516 (0.1628) loss_bbox_aux_5: 0.2088 (0.2159) loss_bbox_dn_0: 0.3047 (0.2884) loss_bbox_dn_1: 0.2297 (0.2196) loss_bbox_dn_2: 0.1958 (0.1975) loss_bbox_dn_3: 0.1867 (0.1905) loss_bbox_dn_4: 0.1881 (0.1891) loss_bbox_dn_5: 0.1879 (0.1890) loss_giou: 0.4547 (0.4960) loss_giou_aux_0: 0.4576 (0.5208) loss_giou_aux_1: 0.4441 (0.5063) loss_giou_aux_2: 0.4579 (0.5004) loss_giou_aux_3: 0.4563 (0.4971) loss_giou_aux_4: 0.4538 (0.4962) loss_giou_aux_5: 0.5170 (0.5910) loss_giou_dn_0: 0.5870 (0.6121) loss_giou_dn_1: 0.4750 (0.5071) loss_giou_dn_2: 0.4399 (0.4784) loss_giou_dn_3: 0.4283 (0.4700) loss_giou_dn_4: 0.4258 (0.4680) loss_giou_dn_5: 0.4257 (0.4682) loss_vfl: 0.6745 (0.6999) loss_vfl_aux_0: 0.8125 (0.8160) loss_vfl_aux_1: 0.7336 (0.7611) loss_vfl_aux_2: 0.7063 (0.7280) loss_vfl_aux_3: 0.6889 (0.7117) loss_vfl_aux_4: 0.6834 (0.7030) loss_vfl_aux_5: 0.7805 (0.7918) loss_vfl_dn_0: 0.4597 (0.4628) loss_vfl_dn_1: 0.3970 (0.3998) loss_vfl_dn_2: 0.3792 (0.3835) loss_vfl_dn_3: 0.3732 (0.3759) loss_vfl_dn_4: 0.3709 (0.3732) loss_vfl_dn_5: 0.3698 (0.3724) time: 0.4701 data: 0.0144 max mem: 5654 Epoch: [26] [5600/7393] eta: 0:14:21 lr: 0.000010 loss: 16.3776 (16.6772) loss_bbox: 0.1484 (0.1629) loss_bbox_aux_0: 0.1500 (0.1760) loss_bbox_aux_1: 0.1446 (0.1679) loss_bbox_aux_2: 0.1454 (0.1648) loss_bbox_aux_3: 0.1485 (0.1630) loss_bbox_aux_4: 0.1470 (0.1628) loss_bbox_aux_5: 0.1822 (0.2158) loss_bbox_dn_0: 0.2500 (0.2884) loss_bbox_dn_1: 0.1726 (0.2196) loss_bbox_dn_2: 0.1505 (0.1975) loss_bbox_dn_3: 0.1462 (0.1905) loss_bbox_dn_4: 0.1449 (0.1890) loss_bbox_dn_5: 0.1449 (0.1890) loss_giou: 0.4896 (0.4960) loss_giou_aux_0: 0.4946 (0.5207) loss_giou_aux_1: 0.4906 (0.5062) loss_giou_aux_2: 0.4910 (0.5003) loss_giou_aux_3: 0.4919 (0.4970) loss_giou_aux_4: 0.4949 (0.4961) loss_giou_aux_5: 0.5903 (0.5909) loss_giou_dn_0: 0.5989 (0.6121) loss_giou_dn_1: 0.4981 (0.5070) loss_giou_dn_2: 0.4698 (0.4783) loss_giou_dn_3: 0.4611 (0.4699) loss_giou_dn_4: 0.4596 (0.4680) loss_giou_dn_5: 0.4600 (0.4681) loss_vfl: 0.6748 (0.6999) loss_vfl_aux_0: 0.7855 (0.8161) loss_vfl_aux_1: 0.7516 (0.7609) loss_vfl_aux_2: 0.7058 (0.7279) loss_vfl_aux_3: 0.6920 (0.7116) loss_vfl_aux_4: 0.6890 (0.7030) loss_vfl_aux_5: 0.7762 (0.7917) loss_vfl_dn_0: 0.4600 (0.4628) loss_vfl_dn_1: 0.3961 (0.3998) loss_vfl_dn_2: 0.3822 (0.3836) loss_vfl_dn_3: 0.3755 (0.3759) loss_vfl_dn_4: 0.3727 (0.3732) loss_vfl_dn_5: 0.3741 (0.3724) time: 0.4673 data: 0.0143 max mem: 5654 Epoch: [26] [5700/7393] eta: 0:13:32 lr: 0.000010 loss: 16.9762 (16.6813) loss_bbox: 0.1730 (0.1629) loss_bbox_aux_0: 0.1976 (0.1761) loss_bbox_aux_1: 0.1731 (0.1680) loss_bbox_aux_2: 0.1759 (0.1649) loss_bbox_aux_3: 0.1731 (0.1631) loss_bbox_aux_4: 0.1713 (0.1628) loss_bbox_aux_5: 0.2285 (0.2159) loss_bbox_dn_0: 0.3003 (0.2885) loss_bbox_dn_1: 0.2286 (0.2197) loss_bbox_dn_2: 0.2164 (0.1976) loss_bbox_dn_3: 0.2045 (0.1906) loss_bbox_dn_4: 0.2020 (0.1891) loss_bbox_dn_5: 0.2020 (0.1891) loss_giou: 0.4862 (0.4962) loss_giou_aux_0: 0.5117 (0.5210) loss_giou_aux_1: 0.4922 (0.5065) loss_giou_aux_2: 0.4873 (0.5006) loss_giou_aux_3: 0.4807 (0.4973) loss_giou_aux_4: 0.4873 (0.4964) loss_giou_aux_5: 0.5584 (0.5911) loss_giou_dn_0: 0.6145 (0.6122) loss_giou_dn_1: 0.5043 (0.5072) loss_giou_dn_2: 0.4790 (0.4785) loss_giou_dn_3: 0.4748 (0.4701) loss_giou_dn_4: 0.4734 (0.4681) loss_giou_dn_5: 0.4734 (0.4683) loss_vfl: 0.7089 (0.7000) loss_vfl_aux_0: 0.7882 (0.8161) loss_vfl_aux_1: 0.7539 (0.7609) loss_vfl_aux_2: 0.7283 (0.7279) loss_vfl_aux_3: 0.7275 (0.7116) loss_vfl_aux_4: 0.7138 (0.7031) loss_vfl_aux_5: 0.7780 (0.7916) loss_vfl_dn_0: 0.4648 (0.4628) loss_vfl_dn_1: 0.4012 (0.3998) loss_vfl_dn_2: 0.3866 (0.3836) loss_vfl_dn_3: 0.3825 (0.3760) loss_vfl_dn_4: 0.3817 (0.3733) loss_vfl_dn_5: 0.3808 (0.3725) time: 0.4675 data: 0.0135 max mem: 5654 Epoch: [26] [5800/7393] eta: 0:12:46 lr: 0.000010 loss: 16.6060 (16.6769) loss_bbox: 0.1586 (0.1629) loss_bbox_aux_0: 0.1695 (0.1761) loss_bbox_aux_1: 0.1596 (0.1680) loss_bbox_aux_2: 0.1637 (0.1649) loss_bbox_aux_3: 0.1597 (0.1631) loss_bbox_aux_4: 0.1585 (0.1628) loss_bbox_aux_5: 0.1928 (0.2159) loss_bbox_dn_0: 0.2594 (0.2885) loss_bbox_dn_1: 0.2008 (0.2197) loss_bbox_dn_2: 0.1861 (0.1976) loss_bbox_dn_3: 0.1804 (0.1906) loss_bbox_dn_4: 0.1783 (0.1891) loss_bbox_dn_5: 0.1783 (0.1891) loss_giou: 0.4962 (0.4960) loss_giou_aux_0: 0.5199 (0.5207) loss_giou_aux_1: 0.5147 (0.5063) loss_giou_aux_2: 0.5037 (0.5004) loss_giou_aux_3: 0.5093 (0.4971) loss_giou_aux_4: 0.5017 (0.4961) loss_giou_aux_5: 0.5698 (0.5908) loss_giou_dn_0: 0.6079 (0.6119) loss_giou_dn_1: 0.5053 (0.5069) loss_giou_dn_2: 0.4705 (0.4782) loss_giou_dn_3: 0.4622 (0.4698) loss_giou_dn_4: 0.4605 (0.4678) loss_giou_dn_5: 0.4608 (0.4680) loss_vfl: 0.6790 (0.7000) loss_vfl_aux_0: 0.8243 (0.8161) loss_vfl_aux_1: 0.7587 (0.7609) loss_vfl_aux_2: 0.7063 (0.7278) loss_vfl_aux_3: 0.6870 (0.7115) loss_vfl_aux_4: 0.6943 (0.7031) loss_vfl_aux_5: 0.7806 (0.7917) loss_vfl_dn_0: 0.4611 (0.4627) loss_vfl_dn_1: 0.3975 (0.3998) loss_vfl_dn_2: 0.3868 (0.3835) loss_vfl_dn_3: 0.3811 (0.3759) loss_vfl_dn_4: 0.3783 (0.3732) loss_vfl_dn_5: 0.3760 (0.3724) time: 0.4693 data: 0.0145 max mem: 5654 Epoch: [26] [5900/7393] eta: 0:11:57 lr: 0.000010 loss: 16.6412 (16.6784) loss_bbox: 0.1631 (0.1628) loss_bbox_aux_0: 0.1807 (0.1761) loss_bbox_aux_1: 0.1720 (0.1680) loss_bbox_aux_2: 0.1653 (0.1649) loss_bbox_aux_3: 0.1613 (0.1630) loss_bbox_aux_4: 0.1634 (0.1627) loss_bbox_aux_5: 0.2228 (0.2159) loss_bbox_dn_0: 0.3131 (0.2885) loss_bbox_dn_1: 0.2251 (0.2197) loss_bbox_dn_2: 0.1976 (0.1976) loss_bbox_dn_3: 0.1897 (0.1906) loss_bbox_dn_4: 0.1879 (0.1891) loss_bbox_dn_5: 0.1879 (0.1891) loss_giou: 0.4605 (0.4961) loss_giou_aux_0: 0.4877 (0.5209) loss_giou_aux_1: 0.4695 (0.5065) loss_giou_aux_2: 0.4559 (0.5006) loss_giou_aux_3: 0.4648 (0.4973) loss_giou_aux_4: 0.4567 (0.4963) loss_giou_aux_5: 0.5685 (0.5909) loss_giou_dn_0: 0.6104 (0.6120) loss_giou_dn_1: 0.4974 (0.5070) loss_giou_dn_2: 0.4648 (0.4783) loss_giou_dn_3: 0.4518 (0.4699) loss_giou_dn_4: 0.4493 (0.4680) loss_giou_dn_5: 0.4492 (0.4681) loss_vfl: 0.6795 (0.7000) loss_vfl_aux_0: 0.8030 (0.8160) loss_vfl_aux_1: 0.7439 (0.7609) loss_vfl_aux_2: 0.7117 (0.7277) loss_vfl_aux_3: 0.6989 (0.7115) loss_vfl_aux_4: 0.6826 (0.7031) loss_vfl_aux_5: 0.7909 (0.7915) loss_vfl_dn_0: 0.4623 (0.4627) loss_vfl_dn_1: 0.3978 (0.3998) loss_vfl_dn_2: 0.3802 (0.3836) loss_vfl_dn_3: 0.3707 (0.3760) loss_vfl_dn_4: 0.3684 (0.3733) loss_vfl_dn_5: 0.3696 (0.3725) time: 0.4676 data: 0.0138 max mem: 5654 Epoch: [26] [6000/7393] eta: 0:11:09 lr: 0.000010 loss: 16.6847 (16.6760) loss_bbox: 0.1622 (0.1629) loss_bbox_aux_0: 0.1672 (0.1761) loss_bbox_aux_1: 0.1513 (0.1680) loss_bbox_aux_2: 0.1613 (0.1649) loss_bbox_aux_3: 0.1604 (0.1631) loss_bbox_aux_4: 0.1617 (0.1628) loss_bbox_aux_5: 0.2269 (0.2159) loss_bbox_dn_0: 0.2862 (0.2883) loss_bbox_dn_1: 0.2283 (0.2196) loss_bbox_dn_2: 0.2028 (0.1975) loss_bbox_dn_3: 0.1941 (0.1905) loss_bbox_dn_4: 0.1940 (0.1890) loss_bbox_dn_5: 0.1940 (0.1890) loss_giou: 0.4216 (0.4960) loss_giou_aux_0: 0.4385 (0.5208) loss_giou_aux_1: 0.4275 (0.5063) loss_giou_aux_2: 0.4310 (0.5005) loss_giou_aux_3: 0.4300 (0.4971) loss_giou_aux_4: 0.4343 (0.4962) loss_giou_aux_5: 0.5202 (0.5908) loss_giou_dn_0: 0.5763 (0.6118) loss_giou_dn_1: 0.4671 (0.5069) loss_giou_dn_2: 0.4438 (0.4782) loss_giou_dn_3: 0.4280 (0.4698) loss_giou_dn_4: 0.4254 (0.4679) loss_giou_dn_5: 0.4253 (0.4680) loss_vfl: 0.6886 (0.7000) loss_vfl_aux_0: 0.8143 (0.8158) loss_vfl_aux_1: 0.7492 (0.7609) loss_vfl_aux_2: 0.7137 (0.7277) loss_vfl_aux_3: 0.7016 (0.7115) loss_vfl_aux_4: 0.6934 (0.7031) loss_vfl_aux_5: 0.8097 (0.7914) loss_vfl_dn_0: 0.4600 (0.4627) loss_vfl_dn_1: 0.3898 (0.3997) loss_vfl_dn_2: 0.3762 (0.3835) loss_vfl_dn_3: 0.3680 (0.3759) loss_vfl_dn_4: 0.3663 (0.3732) loss_vfl_dn_5: 0.3650 (0.3724) time: 0.4596 data: 0.0134 max mem: 5654 Epoch: [26] [6100/7393] eta: 0:10:20 lr: 0.000010 loss: 17.1173 (16.6782) loss_bbox: 0.1571 (0.1630) loss_bbox_aux_0: 0.1702 (0.1761) loss_bbox_aux_1: 0.1583 (0.1680) loss_bbox_aux_2: 0.1585 (0.1649) loss_bbox_aux_3: 0.1526 (0.1631) loss_bbox_aux_4: 0.1528 (0.1629) loss_bbox_aux_5: 0.2074 (0.2159) loss_bbox_dn_0: 0.2602 (0.2884) loss_bbox_dn_1: 0.1968 (0.2197) loss_bbox_dn_2: 0.1836 (0.1977) loss_bbox_dn_3: 0.1789 (0.1907) loss_bbox_dn_4: 0.1770 (0.1892) loss_bbox_dn_5: 0.1770 (0.1892) loss_giou: 0.4758 (0.4959) loss_giou_aux_0: 0.4951 (0.5205) loss_giou_aux_1: 0.4734 (0.5061) loss_giou_aux_2: 0.4646 (0.5002) loss_giou_aux_3: 0.4763 (0.4970) loss_giou_aux_4: 0.4758 (0.4960) loss_giou_aux_5: 0.5693 (0.5906) loss_giou_dn_0: 0.5865 (0.6118) loss_giou_dn_1: 0.4835 (0.5069) loss_giou_dn_2: 0.4555 (0.4782) loss_giou_dn_3: 0.4435 (0.4698) loss_giou_dn_4: 0.4408 (0.4679) loss_giou_dn_5: 0.4414 (0.4680) loss_vfl: 0.6753 (0.7002) loss_vfl_aux_0: 0.8090 (0.8163) loss_vfl_aux_1: 0.7416 (0.7613) loss_vfl_aux_2: 0.7265 (0.7281) loss_vfl_aux_3: 0.6870 (0.7118) loss_vfl_aux_4: 0.6809 (0.7033) loss_vfl_aux_5: 0.7823 (0.7917) loss_vfl_dn_0: 0.4632 (0.4627) loss_vfl_dn_1: 0.4048 (0.3998) loss_vfl_dn_2: 0.3835 (0.3836) loss_vfl_dn_3: 0.3788 (0.3760) loss_vfl_dn_4: 0.3759 (0.3733) loss_vfl_dn_5: 0.3754 (0.3725) time: 0.4610 data: 0.0134 max mem: 5654 Epoch: [26] [6200/7393] eta: 0:09:32 lr: 0.000010 loss: 16.6661 (16.6776) loss_bbox: 0.1654 (0.1630) loss_bbox_aux_0: 0.1728 (0.1761) loss_bbox_aux_1: 0.1711 (0.1680) loss_bbox_aux_2: 0.1622 (0.1650) loss_bbox_aux_3: 0.1689 (0.1632) loss_bbox_aux_4: 0.1673 (0.1629) loss_bbox_aux_5: 0.2170 (0.2160) loss_bbox_dn_0: 0.2758 (0.2885) loss_bbox_dn_1: 0.2144 (0.2198) loss_bbox_dn_2: 0.1920 (0.1977) loss_bbox_dn_3: 0.1805 (0.1907) loss_bbox_dn_4: 0.1811 (0.1892) loss_bbox_dn_5: 0.1811 (0.1892) loss_giou: 0.4762 (0.4958) loss_giou_aux_0: 0.4977 (0.5204) loss_giou_aux_1: 0.4710 (0.5060) loss_giou_aux_2: 0.4721 (0.5001) loss_giou_aux_3: 0.4672 (0.4969) loss_giou_aux_4: 0.4706 (0.4959) loss_giou_aux_5: 0.5640 (0.5904) loss_giou_dn_0: 0.6094 (0.6117) loss_giou_dn_1: 0.4934 (0.5069) loss_giou_dn_2: 0.4669 (0.4781) loss_giou_dn_3: 0.4586 (0.4697) loss_giou_dn_4: 0.4576 (0.4678) loss_giou_dn_5: 0.4576 (0.4679) loss_vfl: 0.7045 (0.7002) loss_vfl_aux_0: 0.7881 (0.8164) loss_vfl_aux_1: 0.7410 (0.7613) loss_vfl_aux_2: 0.7337 (0.7282) loss_vfl_aux_3: 0.7083 (0.7117) loss_vfl_aux_4: 0.7125 (0.7034) loss_vfl_aux_5: 0.7729 (0.7918) loss_vfl_dn_0: 0.4609 (0.4627) loss_vfl_dn_1: 0.4029 (0.3998) loss_vfl_dn_2: 0.3840 (0.3836) loss_vfl_dn_3: 0.3790 (0.3760) loss_vfl_dn_4: 0.3778 (0.3733) loss_vfl_dn_5: 0.3774 (0.3725) time: 0.4496 data: 0.0137 max mem: 5654 Epoch: [26] [6300/7393] eta: 0:08:44 lr: 0.000010 loss: 16.1977 (16.6769) loss_bbox: 0.1728 (0.1630) loss_bbox_aux_0: 0.1801 (0.1761) loss_bbox_aux_1: 0.1690 (0.1681) loss_bbox_aux_2: 0.1653 (0.1650) loss_bbox_aux_3: 0.1594 (0.1632) loss_bbox_aux_4: 0.1683 (0.1629) loss_bbox_aux_5: 0.2165 (0.2159) loss_bbox_dn_0: 0.2958 (0.2886) loss_bbox_dn_1: 0.2161 (0.2198) loss_bbox_dn_2: 0.1982 (0.1977) loss_bbox_dn_3: 0.1944 (0.1908) loss_bbox_dn_4: 0.1921 (0.1893) loss_bbox_dn_5: 0.1921 (0.1893) loss_giou: 0.4347 (0.4959) loss_giou_aux_0: 0.4745 (0.5204) loss_giou_aux_1: 0.4643 (0.5061) loss_giou_aux_2: 0.4639 (0.5002) loss_giou_aux_3: 0.4344 (0.4970) loss_giou_aux_4: 0.4348 (0.4960) loss_giou_aux_5: 0.5467 (0.5905) loss_giou_dn_0: 0.5982 (0.6117) loss_giou_dn_1: 0.4947 (0.5069) loss_giou_dn_2: 0.4606 (0.4782) loss_giou_dn_3: 0.4525 (0.4698) loss_giou_dn_4: 0.4499 (0.4678) loss_giou_dn_5: 0.4496 (0.4680) loss_vfl: 0.6698 (0.7000) loss_vfl_aux_0: 0.7963 (0.8162) loss_vfl_aux_1: 0.7363 (0.7610) loss_vfl_aux_2: 0.7100 (0.7279) loss_vfl_aux_3: 0.6819 (0.7115) loss_vfl_aux_4: 0.6729 (0.7032) loss_vfl_aux_5: 0.7717 (0.7916) loss_vfl_dn_0: 0.4621 (0.4626) loss_vfl_dn_1: 0.3952 (0.3998) loss_vfl_dn_2: 0.3822 (0.3836) loss_vfl_dn_3: 0.3764 (0.3760) loss_vfl_dn_4: 0.3721 (0.3732) loss_vfl_dn_5: 0.3743 (0.3725) time: 0.4720 data: 0.0139 max mem: 5654 Epoch: [26] [6400/7393] eta: 0:07:56 lr: 0.000010 loss: 16.1578 (16.6760) loss_bbox: 0.1404 (0.1630) loss_bbox_aux_0: 0.1570 (0.1760) loss_bbox_aux_1: 0.1452 (0.1680) loss_bbox_aux_2: 0.1421 (0.1649) loss_bbox_aux_3: 0.1429 (0.1632) loss_bbox_aux_4: 0.1403 (0.1629) loss_bbox_aux_5: 0.1862 (0.2159) loss_bbox_dn_0: 0.2534 (0.2885) loss_bbox_dn_1: 0.1904 (0.2198) loss_bbox_dn_2: 0.1635 (0.1977) loss_bbox_dn_3: 0.1576 (0.1907) loss_bbox_dn_4: 0.1567 (0.1892) loss_bbox_dn_5: 0.1567 (0.1892) loss_giou: 0.4597 (0.4958) loss_giou_aux_0: 0.4836 (0.5203) loss_giou_aux_1: 0.4621 (0.5060) loss_giou_aux_2: 0.4689 (0.5001) loss_giou_aux_3: 0.4601 (0.4969) loss_giou_aux_4: 0.4705 (0.4959) loss_giou_aux_5: 0.5709 (0.5903) loss_giou_dn_0: 0.6035 (0.6117) loss_giou_dn_1: 0.5012 (0.5069) loss_giou_dn_2: 0.4721 (0.4781) loss_giou_dn_3: 0.4667 (0.4697) loss_giou_dn_4: 0.4667 (0.4678) loss_giou_dn_5: 0.4666 (0.4679) loss_vfl: 0.6813 (0.7001) loss_vfl_aux_0: 0.7787 (0.8162) loss_vfl_aux_1: 0.7120 (0.7610) loss_vfl_aux_2: 0.6899 (0.7280) loss_vfl_aux_3: 0.6908 (0.7115) loss_vfl_aux_4: 0.6816 (0.7033) loss_vfl_aux_5: 0.7679 (0.7917) loss_vfl_dn_0: 0.4686 (0.4627) loss_vfl_dn_1: 0.3961 (0.3998) loss_vfl_dn_2: 0.3821 (0.3836) loss_vfl_dn_3: 0.3737 (0.3760) loss_vfl_dn_4: 0.3720 (0.3733) loss_vfl_dn_5: 0.3709 (0.3725) time: 0.4658 data: 0.0143 max mem: 5654 Epoch: [26] [6500/7393] eta: 0:07:07 lr: 0.000010 loss: 16.8143 (16.6743) loss_bbox: 0.1673 (0.1630) loss_bbox_aux_0: 0.1774 (0.1760) loss_bbox_aux_1: 0.1654 (0.1680) loss_bbox_aux_2: 0.1699 (0.1650) loss_bbox_aux_3: 0.1655 (0.1632) loss_bbox_aux_4: 0.1608 (0.1629) loss_bbox_aux_5: 0.2147 (0.2159) loss_bbox_dn_0: 0.2758 (0.2886) loss_bbox_dn_1: 0.2067 (0.2198) loss_bbox_dn_2: 0.1843 (0.1978) loss_bbox_dn_3: 0.1793 (0.1908) loss_bbox_dn_4: 0.1807 (0.1893) loss_bbox_dn_5: 0.1809 (0.1893) loss_giou: 0.4716 (0.4956) loss_giou_aux_0: 0.5183 (0.5201) loss_giou_aux_1: 0.4856 (0.5058) loss_giou_aux_2: 0.4789 (0.4999) loss_giou_aux_3: 0.4802 (0.4967) loss_giou_aux_4: 0.4742 (0.4957) loss_giou_aux_5: 0.5868 (0.5901) loss_giou_dn_0: 0.6134 (0.6115) loss_giou_dn_1: 0.5016 (0.5067) loss_giou_dn_2: 0.4727 (0.4780) loss_giou_dn_3: 0.4663 (0.4695) loss_giou_dn_4: 0.4642 (0.4676) loss_giou_dn_5: 0.4640 (0.4677) loss_vfl: 0.6763 (0.7002) loss_vfl_aux_0: 0.7921 (0.8163) loss_vfl_aux_1: 0.7727 (0.7611) loss_vfl_aux_2: 0.7029 (0.7281) loss_vfl_aux_3: 0.6880 (0.7116) loss_vfl_aux_4: 0.6817 (0.7033) loss_vfl_aux_5: 0.7517 (0.7917) loss_vfl_dn_0: 0.4686 (0.4626) loss_vfl_dn_1: 0.3993 (0.3997) loss_vfl_dn_2: 0.3830 (0.3836) loss_vfl_dn_3: 0.3787 (0.3760) loss_vfl_dn_4: 0.3769 (0.3733) loss_vfl_dn_5: 0.3764 (0.3725) time: 0.4841 data: 0.0140 max mem: 5654 Epoch: [26] [6600/7393] eta: 0:06:20 lr: 0.000010 loss: 16.4861 (16.6748) loss_bbox: 0.1723 (0.1630) loss_bbox_aux_0: 0.1817 (0.1760) loss_bbox_aux_1: 0.1774 (0.1680) loss_bbox_aux_2: 0.1764 (0.1650) loss_bbox_aux_3: 0.1752 (0.1632) loss_bbox_aux_4: 0.1724 (0.1629) loss_bbox_aux_5: 0.2383 (0.2160) loss_bbox_dn_0: 0.3019 (0.2886) loss_bbox_dn_1: 0.2336 (0.2199) loss_bbox_dn_2: 0.2144 (0.1978) loss_bbox_dn_3: 0.2099 (0.1908) loss_bbox_dn_4: 0.2089 (0.1893) loss_bbox_dn_5: 0.2089 (0.1893) loss_giou: 0.4652 (0.4957) loss_giou_aux_0: 0.4881 (0.5202) loss_giou_aux_1: 0.4746 (0.5059) loss_giou_aux_2: 0.4665 (0.5001) loss_giou_aux_3: 0.4808 (0.4969) loss_giou_aux_4: 0.4683 (0.4959) loss_giou_aux_5: 0.5489 (0.5903) loss_giou_dn_0: 0.6052 (0.6115) loss_giou_dn_1: 0.4984 (0.5068) loss_giou_dn_2: 0.4631 (0.4780) loss_giou_dn_3: 0.4548 (0.4696) loss_giou_dn_4: 0.4534 (0.4676) loss_giou_dn_5: 0.4536 (0.4678) loss_vfl: 0.7088 (0.7000) loss_vfl_aux_0: 0.8178 (0.8162) loss_vfl_aux_1: 0.7606 (0.7610) loss_vfl_aux_2: 0.7317 (0.7279) loss_vfl_aux_3: 0.7246 (0.7114) loss_vfl_aux_4: 0.7200 (0.7031) loss_vfl_aux_5: 0.7848 (0.7915) loss_vfl_dn_0: 0.4643 (0.4626) loss_vfl_dn_1: 0.3992 (0.3997) loss_vfl_dn_2: 0.3820 (0.3836) loss_vfl_dn_3: 0.3722 (0.3760) loss_vfl_dn_4: 0.3704 (0.3733) loss_vfl_dn_5: 0.3694 (0.3725) time: 0.4611 data: 0.0137 max mem: 5654 Epoch: [26] [6700/7393] eta: 0:05:32 lr: 0.000010 loss: 16.7950 (16.6749) loss_bbox: 0.1530 (0.1630) loss_bbox_aux_0: 0.1680 (0.1759) loss_bbox_aux_1: 0.1572 (0.1680) loss_bbox_aux_2: 0.1634 (0.1650) loss_bbox_aux_3: 0.1527 (0.1632) loss_bbox_aux_4: 0.1535 (0.1629) loss_bbox_aux_5: 0.1995 (0.2159) loss_bbox_dn_0: 0.2701 (0.2886) loss_bbox_dn_1: 0.2138 (0.2198) loss_bbox_dn_2: 0.2011 (0.1977) loss_bbox_dn_3: 0.1951 (0.1908) loss_bbox_dn_4: 0.1909 (0.1893) loss_bbox_dn_5: 0.1904 (0.1893) loss_giou: 0.5017 (0.4958) loss_giou_aux_0: 0.5137 (0.5203) loss_giou_aux_1: 0.5106 (0.5060) loss_giou_aux_2: 0.5066 (0.5002) loss_giou_aux_3: 0.5008 (0.4969) loss_giou_aux_4: 0.5114 (0.4959) loss_giou_aux_5: 0.5807 (0.5903) loss_giou_dn_0: 0.6022 (0.6116) loss_giou_dn_1: 0.4983 (0.5068) loss_giou_dn_2: 0.4730 (0.4781) loss_giou_dn_3: 0.4676 (0.4696) loss_giou_dn_4: 0.4666 (0.4677) loss_giou_dn_5: 0.4662 (0.4678) loss_vfl: 0.7331 (0.7000) loss_vfl_aux_0: 0.8428 (0.8162) loss_vfl_aux_1: 0.7966 (0.7609) loss_vfl_aux_2: 0.7423 (0.7278) loss_vfl_aux_3: 0.7415 (0.7114) loss_vfl_aux_4: 0.7239 (0.7031) loss_vfl_aux_5: 0.7918 (0.7914) loss_vfl_dn_0: 0.4701 (0.4626) loss_vfl_dn_1: 0.4068 (0.3998) loss_vfl_dn_2: 0.3884 (0.3836) loss_vfl_dn_3: 0.3796 (0.3760) loss_vfl_dn_4: 0.3806 (0.3733) loss_vfl_dn_5: 0.3790 (0.3725) time: 0.4676 data: 0.0144 max mem: 5654 Epoch: [26] [6800/7393] eta: 0:04:44 lr: 0.000010 loss: 16.8338 (16.6751) loss_bbox: 0.1637 (0.1631) loss_bbox_aux_0: 0.1728 (0.1760) loss_bbox_aux_1: 0.1685 (0.1681) loss_bbox_aux_2: 0.1658 (0.1651) loss_bbox_aux_3: 0.1583 (0.1633) loss_bbox_aux_4: 0.1631 (0.1629) loss_bbox_aux_5: 0.2058 (0.2161) loss_bbox_dn_0: 0.2879 (0.2888) loss_bbox_dn_1: 0.2111 (0.2200) loss_bbox_dn_2: 0.1866 (0.1979) loss_bbox_dn_3: 0.1809 (0.1909) loss_bbox_dn_4: 0.1762 (0.1894) loss_bbox_dn_5: 0.1762 (0.1894) loss_giou: 0.4975 (0.4955) loss_giou_aux_0: 0.5084 (0.5200) loss_giou_aux_1: 0.4978 (0.5057) loss_giou_aux_2: 0.5087 (0.4998) loss_giou_aux_3: 0.4906 (0.4966) loss_giou_aux_4: 0.4974 (0.4956) loss_giou_aux_5: 0.5746 (0.5900) loss_giou_dn_0: 0.6123 (0.6114) loss_giou_dn_1: 0.5156 (0.5066) loss_giou_dn_2: 0.4879 (0.4779) loss_giou_dn_3: 0.4773 (0.4695) loss_giou_dn_4: 0.4766 (0.4675) loss_giou_dn_5: 0.4770 (0.4676) loss_vfl: 0.6814 (0.7002) loss_vfl_aux_0: 0.7692 (0.8166) loss_vfl_aux_1: 0.7250 (0.7613) loss_vfl_aux_2: 0.7028 (0.7280) loss_vfl_aux_3: 0.6957 (0.7116) loss_vfl_aux_4: 0.6950 (0.7033) loss_vfl_aux_5: 0.7220 (0.7918) loss_vfl_dn_0: 0.4647 (0.4626) loss_vfl_dn_1: 0.4034 (0.3998) loss_vfl_dn_2: 0.3822 (0.3836) loss_vfl_dn_3: 0.3720 (0.3760) loss_vfl_dn_4: 0.3690 (0.3733) loss_vfl_dn_5: 0.3688 (0.3725) time: 0.4792 data: 0.0138 max mem: 5654 Epoch: [26] [6900/7393] eta: 0:03:56 lr: 0.000010 loss: 16.2734 (16.6766) loss_bbox: 0.1609 (0.1632) loss_bbox_aux_0: 0.1726 (0.1761) loss_bbox_aux_1: 0.1616 (0.1682) loss_bbox_aux_2: 0.1626 (0.1652) loss_bbox_aux_3: 0.1628 (0.1634) loss_bbox_aux_4: 0.1573 (0.1631) loss_bbox_aux_5: 0.2166 (0.2162) loss_bbox_dn_0: 0.3095 (0.2890) loss_bbox_dn_1: 0.2389 (0.2202) loss_bbox_dn_2: 0.2213 (0.1981) loss_bbox_dn_3: 0.2102 (0.1911) loss_bbox_dn_4: 0.2085 (0.1897) loss_bbox_dn_5: 0.2085 (0.1897) loss_giou: 0.4542 (0.4953) loss_giou_aux_0: 0.4855 (0.5198) loss_giou_aux_1: 0.4790 (0.5055) loss_giou_aux_2: 0.4687 (0.4997) loss_giou_aux_3: 0.4565 (0.4964) loss_giou_aux_4: 0.4540 (0.4954) loss_giou_aux_5: 0.5589 (0.5898) loss_giou_dn_0: 0.5945 (0.6113) loss_giou_dn_1: 0.4855 (0.5066) loss_giou_dn_2: 0.4588 (0.4778) loss_giou_dn_3: 0.4534 (0.4694) loss_giou_dn_4: 0.4516 (0.4674) loss_giou_dn_5: 0.4518 (0.4676) loss_vfl: 0.6929 (0.7003) loss_vfl_aux_0: 0.8192 (0.8168) loss_vfl_aux_1: 0.7625 (0.7614) loss_vfl_aux_2: 0.7212 (0.7281) loss_vfl_aux_3: 0.6934 (0.7117) loss_vfl_aux_4: 0.6925 (0.7035) loss_vfl_aux_5: 0.7715 (0.7920) loss_vfl_dn_0: 0.4592 (0.4626) loss_vfl_dn_1: 0.3982 (0.3997) loss_vfl_dn_2: 0.3809 (0.3836) loss_vfl_dn_3: 0.3718 (0.3760) loss_vfl_dn_4: 0.3726 (0.3733) loss_vfl_dn_5: 0.3729 (0.3725) time: 0.4684 data: 0.0150 max mem: 5654 Epoch: [26] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 16.9056 (16.6785) loss_bbox: 0.1477 (0.1632) loss_bbox_aux_0: 0.1630 (0.1761) loss_bbox_aux_1: 0.1492 (0.1682) loss_bbox_aux_2: 0.1538 (0.1653) loss_bbox_aux_3: 0.1494 (0.1635) loss_bbox_aux_4: 0.1459 (0.1631) loss_bbox_aux_5: 0.1881 (0.2161) loss_bbox_dn_0: 0.2547 (0.2890) loss_bbox_dn_1: 0.1893 (0.2202) loss_bbox_dn_2: 0.1736 (0.1981) loss_bbox_dn_3: 0.1721 (0.1911) loss_bbox_dn_4: 0.1707 (0.1897) loss_bbox_dn_5: 0.1708 (0.1897) loss_giou: 0.5064 (0.4954) loss_giou_aux_0: 0.5298 (0.5199) loss_giou_aux_1: 0.5178 (0.5056) loss_giou_aux_2: 0.5089 (0.4998) loss_giou_aux_3: 0.5067 (0.4965) loss_giou_aux_4: 0.5058 (0.4956) loss_giou_aux_5: 0.5900 (0.5899) loss_giou_dn_0: 0.6277 (0.6114) loss_giou_dn_1: 0.5167 (0.5067) loss_giou_dn_2: 0.4887 (0.4780) loss_giou_dn_3: 0.4820 (0.4695) loss_giou_dn_4: 0.4824 (0.4676) loss_giou_dn_5: 0.4828 (0.4677) loss_vfl: 0.6933 (0.7004) loss_vfl_aux_0: 0.7799 (0.8168) loss_vfl_aux_1: 0.7343 (0.7615) loss_vfl_aux_2: 0.7239 (0.7281) loss_vfl_aux_3: 0.7047 (0.7117) loss_vfl_aux_4: 0.6867 (0.7035) loss_vfl_aux_5: 0.7657 (0.7919) loss_vfl_dn_0: 0.4581 (0.4626) loss_vfl_dn_1: 0.4006 (0.3998) loss_vfl_dn_2: 0.3853 (0.3836) loss_vfl_dn_3: 0.3818 (0.3760) loss_vfl_dn_4: 0.3767 (0.3733) loss_vfl_dn_5: 0.3765 (0.3725) time: 0.4847 data: 0.0142 max mem: 5654 Epoch: [26] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 16.7163 (16.6775) loss_bbox: 0.1653 (0.1632) loss_bbox_aux_0: 0.1765 (0.1760) loss_bbox_aux_1: 0.1697 (0.1682) loss_bbox_aux_2: 0.1644 (0.1652) loss_bbox_aux_3: 0.1616 (0.1634) loss_bbox_aux_4: 0.1637 (0.1631) loss_bbox_aux_5: 0.2254 (0.2161) loss_bbox_dn_0: 0.2800 (0.2890) loss_bbox_dn_1: 0.2171 (0.2202) loss_bbox_dn_2: 0.1974 (0.1981) loss_bbox_dn_3: 0.1930 (0.1911) loss_bbox_dn_4: 0.1903 (0.1897) loss_bbox_dn_5: 0.1902 (0.1897) loss_giou: 0.5002 (0.4954) loss_giou_aux_0: 0.5096 (0.5199) loss_giou_aux_1: 0.5054 (0.5056) loss_giou_aux_2: 0.5067 (0.4998) loss_giou_aux_3: 0.5016 (0.4966) loss_giou_aux_4: 0.5044 (0.4956) loss_giou_aux_5: 0.6176 (0.5899) loss_giou_dn_0: 0.6214 (0.6114) loss_giou_dn_1: 0.5250 (0.5067) loss_giou_dn_2: 0.5036 (0.4780) loss_giou_dn_3: 0.4961 (0.4696) loss_giou_dn_4: 0.4938 (0.4676) loss_giou_dn_5: 0.4937 (0.4678) loss_vfl: 0.7004 (0.7002) loss_vfl_aux_0: 0.8197 (0.8167) loss_vfl_aux_1: 0.7705 (0.7614) loss_vfl_aux_2: 0.7200 (0.7280) loss_vfl_aux_3: 0.7125 (0.7116) loss_vfl_aux_4: 0.7132 (0.7034) loss_vfl_aux_5: 0.8010 (0.7918) loss_vfl_dn_0: 0.4677 (0.4626) loss_vfl_dn_1: 0.4136 (0.3998) loss_vfl_dn_2: 0.3885 (0.3836) loss_vfl_dn_3: 0.3818 (0.3760) loss_vfl_dn_4: 0.3804 (0.3733) loss_vfl_dn_5: 0.3783 (0.3725) time: 0.4771 data: 0.0147 max mem: 5654 Epoch: [26] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.8372 (16.6800) loss_bbox: 0.1572 (0.1632) loss_bbox_aux_0: 0.1592 (0.1760) loss_bbox_aux_1: 0.1597 (0.1682) loss_bbox_aux_2: 0.1535 (0.1652) loss_bbox_aux_3: 0.1592 (0.1634) loss_bbox_aux_4: 0.1534 (0.1631) loss_bbox_aux_5: 0.2063 (0.2161) loss_bbox_dn_0: 0.2602 (0.2890) loss_bbox_dn_1: 0.1928 (0.2203) loss_bbox_dn_2: 0.1753 (0.1982) loss_bbox_dn_3: 0.1641 (0.1912) loss_bbox_dn_4: 0.1656 (0.1897) loss_bbox_dn_5: 0.1656 (0.1897) loss_giou: 0.4790 (0.4956) loss_giou_aux_0: 0.4944 (0.5200) loss_giou_aux_1: 0.4620 (0.5057) loss_giou_aux_2: 0.4779 (0.4999) loss_giou_aux_3: 0.4785 (0.4967) loss_giou_aux_4: 0.4792 (0.4958) loss_giou_aux_5: 0.5897 (0.5900) loss_giou_dn_0: 0.6092 (0.6116) loss_giou_dn_1: 0.4866 (0.5069) loss_giou_dn_2: 0.4580 (0.4781) loss_giou_dn_3: 0.4524 (0.4697) loss_giou_dn_4: 0.4499 (0.4677) loss_giou_dn_5: 0.4504 (0.4679) loss_vfl: 0.6554 (0.7001) loss_vfl_aux_0: 0.8006 (0.8167) loss_vfl_aux_1: 0.7581 (0.7615) loss_vfl_aux_2: 0.6989 (0.7281) loss_vfl_aux_3: 0.6602 (0.7116) loss_vfl_aux_4: 0.6592 (0.7033) loss_vfl_aux_5: 0.7753 (0.7917) loss_vfl_dn_0: 0.4646 (0.4626) loss_vfl_dn_1: 0.3976 (0.3998) loss_vfl_dn_2: 0.3822 (0.3836) loss_vfl_dn_3: 0.3748 (0.3760) loss_vfl_dn_4: 0.3721 (0.3734) loss_vfl_dn_5: 0.3716 (0.3725) time: 0.4715 data: 0.0146 max mem: 5654 Epoch: [26] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.8619 (16.6819) loss_bbox: 0.1360 (0.1632) loss_bbox_aux_0: 0.1485 (0.1760) loss_bbox_aux_1: 0.1333 (0.1682) loss_bbox_aux_2: 0.1307 (0.1652) loss_bbox_aux_3: 0.1368 (0.1634) loss_bbox_aux_4: 0.1360 (0.1631) loss_bbox_aux_5: 0.1938 (0.2160) loss_bbox_dn_0: 0.2410 (0.2890) loss_bbox_dn_1: 0.1851 (0.2203) loss_bbox_dn_2: 0.1638 (0.1982) loss_bbox_dn_3: 0.1568 (0.1912) loss_bbox_dn_4: 0.1567 (0.1897) loss_bbox_dn_5: 0.1568 (0.1897) loss_giou: 0.4852 (0.4959) loss_giou_aux_0: 0.5170 (0.5202) loss_giou_aux_1: 0.5030 (0.5059) loss_giou_aux_2: 0.4858 (0.5001) loss_giou_aux_3: 0.4881 (0.4970) loss_giou_aux_4: 0.4791 (0.4960) loss_giou_aux_5: 0.5701 (0.5901) loss_giou_dn_0: 0.6182 (0.6117) loss_giou_dn_1: 0.5020 (0.5070) loss_giou_dn_2: 0.4720 (0.4782) loss_giou_dn_3: 0.4605 (0.4698) loss_giou_dn_4: 0.4597 (0.4678) loss_giou_dn_5: 0.4597 (0.4680) loss_vfl: 0.6979 (0.7001) loss_vfl_aux_0: 0.8381 (0.8167) loss_vfl_aux_1: 0.7855 (0.7616) loss_vfl_aux_2: 0.7590 (0.7283) loss_vfl_aux_3: 0.7311 (0.7116) loss_vfl_aux_4: 0.7076 (0.7033) loss_vfl_aux_5: 0.8020 (0.7917) loss_vfl_dn_0: 0.4635 (0.4626) loss_vfl_dn_1: 0.4008 (0.3998) loss_vfl_dn_2: 0.3846 (0.3836) loss_vfl_dn_3: 0.3791 (0.3761) loss_vfl_dn_4: 0.3737 (0.3734) loss_vfl_dn_5: 0.3712 (0.3726) time: 0.4813 data: 0.0153 max mem: 5654 Epoch: [26] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.0564 (16.6812) loss_bbox: 0.1493 (0.1632) loss_bbox_aux_0: 0.1643 (0.1760) loss_bbox_aux_1: 0.1555 (0.1682) loss_bbox_aux_2: 0.1513 (0.1652) loss_bbox_aux_3: 0.1439 (0.1634) loss_bbox_aux_4: 0.1513 (0.1631) loss_bbox_aux_5: 0.2135 (0.2161) loss_bbox_dn_0: 0.3057 (0.2892) loss_bbox_dn_1: 0.2217 (0.2204) loss_bbox_dn_2: 0.1913 (0.1983) loss_bbox_dn_3: 0.1823 (0.1913) loss_bbox_dn_4: 0.1801 (0.1899) loss_bbox_dn_5: 0.1801 (0.1899) loss_giou: 0.4458 (0.4957) loss_giou_aux_0: 0.4667 (0.5200) loss_giou_aux_1: 0.4708 (0.5057) loss_giou_aux_2: 0.4602 (0.4999) loss_giou_aux_3: 0.4476 (0.4968) loss_giou_aux_4: 0.4541 (0.4958) loss_giou_aux_5: 0.5611 (0.5900) loss_giou_dn_0: 0.5779 (0.6115) loss_giou_dn_1: 0.4836 (0.5068) loss_giou_dn_2: 0.4544 (0.4781) loss_giou_dn_3: 0.4431 (0.4697) loss_giou_dn_4: 0.4390 (0.4677) loss_giou_dn_5: 0.4392 (0.4678) loss_vfl: 0.7099 (0.7001) loss_vfl_aux_0: 0.8309 (0.8169) loss_vfl_aux_1: 0.7544 (0.7616) loss_vfl_aux_2: 0.7447 (0.7283) loss_vfl_aux_3: 0.7223 (0.7117) loss_vfl_aux_4: 0.7006 (0.7033) loss_vfl_aux_5: 0.7934 (0.7918) loss_vfl_dn_0: 0.4629 (0.4626) loss_vfl_dn_1: 0.3970 (0.3998) loss_vfl_dn_2: 0.3805 (0.3836) loss_vfl_dn_3: 0.3743 (0.3761) loss_vfl_dn_4: 0.3712 (0.3734) loss_vfl_dn_5: 0.3710 (0.3725) time: 0.4773 data: 0.0138 max mem: 5654 Epoch: [26] Total time: 0:59:04 (0.4794 s / it) Averaged stats: lr: 0.000010 loss: 16.0564 (16.6812) loss_bbox: 0.1493 (0.1632) loss_bbox_aux_0: 0.1643 (0.1760) loss_bbox_aux_1: 0.1555 (0.1682) loss_bbox_aux_2: 0.1513 (0.1652) loss_bbox_aux_3: 0.1439 (0.1634) loss_bbox_aux_4: 0.1513 (0.1631) loss_bbox_aux_5: 0.2135 (0.2161) loss_bbox_dn_0: 0.3057 (0.2892) loss_bbox_dn_1: 0.2217 (0.2204) loss_bbox_dn_2: 0.1913 (0.1983) loss_bbox_dn_3: 0.1823 (0.1913) loss_bbox_dn_4: 0.1801 (0.1899) loss_bbox_dn_5: 0.1801 (0.1899) loss_giou: 0.4458 (0.4957) loss_giou_aux_0: 0.4667 (0.5200) loss_giou_aux_1: 0.4708 (0.5057) loss_giou_aux_2: 0.4602 (0.4999) loss_giou_aux_3: 0.4476 (0.4968) loss_giou_aux_4: 0.4541 (0.4958) loss_giou_aux_5: 0.5611 (0.5900) loss_giou_dn_0: 0.5779 (0.6115) loss_giou_dn_1: 0.4836 (0.5068) loss_giou_dn_2: 0.4544 (0.4781) loss_giou_dn_3: 0.4431 (0.4697) loss_giou_dn_4: 0.4390 (0.4677) loss_giou_dn_5: 0.4392 (0.4678) loss_vfl: 0.7099 (0.7001) loss_vfl_aux_0: 0.8309 (0.8169) loss_vfl_aux_1: 0.7544 (0.7616) loss_vfl_aux_2: 0.7447 (0.7283) loss_vfl_aux_3: 0.7223 (0.7117) loss_vfl_aux_4: 0.7006 (0.7033) loss_vfl_aux_5: 0.7934 (0.7918) loss_vfl_dn_0: 0.4629 (0.4626) loss_vfl_dn_1: 0.3970 (0.3998) loss_vfl_dn_2: 0.3805 (0.3836) loss_vfl_dn_3: 0.3743 (0.3761) loss_vfl_dn_4: 0.3712 (0.3734) loss_vfl_dn_5: 0.3710 (0.3725) Test: [ 0/157] eta: 0:03:59 time: 1.5235 data: 1.1159 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4927 data: 0.1245 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3968 data: 0.0261 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3955 data: 0.0263 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3926 data: 0.0267 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3950 data: 0.0269 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4002 data: 0.0265 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.7010 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.6993 data: 0.0269 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3977 data: 0.0268 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3898 data: 0.0259 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3900 data: 0.0261 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3874 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3892 data: 0.0273 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3812 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3666 data: 0.0259 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3605 data: 0.0253 max mem: 5654 Test: Total time: 0:01:08 (0.4374 s / it) Averaged stats: Accumulating evaluation results... DONE (t=42.60s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.695 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.336 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.644 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 26, 'coco_eval_bbox': 0.5150137878584014} Epoch: [27] [ 0/7393] eta: 5:03:58 lr: 0.000010 loss: 17.0646 (17.0646) loss_bbox: 0.1703 (0.1703) loss_bbox_aux_0: 0.1584 (0.1584) loss_bbox_aux_1: 0.1667 (0.1667) loss_bbox_aux_2: 0.1654 (0.1654) loss_bbox_aux_3: 0.1681 (0.1681) loss_bbox_aux_4: 0.1700 (0.1700) loss_bbox_aux_5: 0.1860 (0.1860) loss_bbox_dn_0: 0.3141 (0.3141) loss_bbox_dn_1: 0.2457 (0.2457) loss_bbox_dn_2: 0.2327 (0.2327) loss_bbox_dn_3: 0.2231 (0.2231) loss_bbox_dn_4: 0.2222 (0.2222) loss_bbox_dn_5: 0.2223 (0.2223) loss_giou: 0.5356 (0.5356) loss_giou_aux_0: 0.5339 (0.5339) loss_giou_aux_1: 0.5388 (0.5388) loss_giou_aux_2: 0.5228 (0.5228) loss_giou_aux_3: 0.5302 (0.5302) loss_giou_aux_4: 0.5384 (0.5384) loss_giou_aux_5: 0.5986 (0.5986) loss_giou_dn_0: 0.6599 (0.6599) loss_giou_dn_1: 0.5539 (0.5539) loss_giou_dn_2: 0.5274 (0.5274) loss_giou_dn_3: 0.5172 (0.5172) loss_giou_dn_4: 0.5143 (0.5143) loss_giou_dn_5: 0.5146 (0.5146) loss_vfl: 0.6691 (0.6691) loss_vfl_aux_0: 0.7725 (0.7725) loss_vfl_aux_1: 0.7032 (0.7032) loss_vfl_aux_2: 0.6975 (0.6975) loss_vfl_aux_3: 0.6864 (0.6864) loss_vfl_aux_4: 0.6571 (0.6571) loss_vfl_aux_5: 0.7661 (0.7661) loss_vfl_dn_0: 0.4427 (0.4427) loss_vfl_dn_1: 0.3949 (0.3949) loss_vfl_dn_2: 0.3910 (0.3910) loss_vfl_dn_3: 0.3880 (0.3880) loss_vfl_dn_4: 0.3832 (0.3832) loss_vfl_dn_5: 0.3824 (0.3824) time: 2.4670 data: 2.0048 max mem: 5654 Epoch: [27] [ 100/7393] eta: 1:01:09 lr: 0.000010 loss: 16.8085 (16.6222) loss_bbox: 0.1687 (0.1656) loss_bbox_aux_0: 0.1757 (0.1783) loss_bbox_aux_1: 0.1699 (0.1696) loss_bbox_aux_2: 0.1697 (0.1685) loss_bbox_aux_3: 0.1688 (0.1659) loss_bbox_aux_4: 0.1677 (0.1652) loss_bbox_aux_5: 0.2225 (0.2169) loss_bbox_dn_0: 0.3119 (0.2933) loss_bbox_dn_1: 0.2478 (0.2246) loss_bbox_dn_2: 0.2156 (0.2028) loss_bbox_dn_3: 0.2112 (0.1949) loss_bbox_dn_4: 0.2090 (0.1934) loss_bbox_dn_5: 0.2090 (0.1934) loss_giou: 0.4662 (0.4791) loss_giou_aux_0: 0.4979 (0.5052) loss_giou_aux_1: 0.4790 (0.4883) loss_giou_aux_2: 0.4769 (0.4827) loss_giou_aux_3: 0.4718 (0.4809) loss_giou_aux_4: 0.4691 (0.4796) loss_giou_aux_5: 0.5692 (0.5723) loss_giou_dn_0: 0.6044 (0.6022) loss_giou_dn_1: 0.4933 (0.4965) loss_giou_dn_2: 0.4668 (0.4670) loss_giou_dn_3: 0.4572 (0.4584) loss_giou_dn_4: 0.4556 (0.4564) loss_giou_dn_5: 0.4558 (0.4565) loss_vfl: 0.7231 (0.7086) loss_vfl_aux_0: 0.8326 (0.8280) loss_vfl_aux_1: 0.7798 (0.7788) loss_vfl_aux_2: 0.7435 (0.7439) loss_vfl_aux_3: 0.7280 (0.7200) loss_vfl_aux_4: 0.7238 (0.7119) loss_vfl_aux_5: 0.8278 (0.8028) loss_vfl_dn_0: 0.4606 (0.4639) loss_vfl_dn_1: 0.4011 (0.3998) loss_vfl_dn_2: 0.3838 (0.3840) loss_vfl_dn_3: 0.3753 (0.3767) loss_vfl_dn_4: 0.3706 (0.3737) loss_vfl_dn_5: 0.3708 (0.3726) time: 0.4818 data: 0.0148 max mem: 5654 Epoch: [27] [ 200/7393] eta: 0:58:59 lr: 0.000010 loss: 16.7316 (16.6503) loss_bbox: 0.1599 (0.1661) loss_bbox_aux_0: 0.1734 (0.1785) loss_bbox_aux_1: 0.1667 (0.1707) loss_bbox_aux_2: 0.1602 (0.1689) loss_bbox_aux_3: 0.1639 (0.1670) loss_bbox_aux_4: 0.1632 (0.1664) loss_bbox_aux_5: 0.2048 (0.2176) loss_bbox_dn_0: 0.2925 (0.2917) loss_bbox_dn_1: 0.2224 (0.2226) loss_bbox_dn_2: 0.1960 (0.2006) loss_bbox_dn_3: 0.1848 (0.1932) loss_bbox_dn_4: 0.1813 (0.1917) loss_bbox_dn_5: 0.1813 (0.1917) loss_giou: 0.4632 (0.4882) loss_giou_aux_0: 0.4999 (0.5129) loss_giou_aux_1: 0.4737 (0.4966) loss_giou_aux_2: 0.4585 (0.4914) loss_giou_aux_3: 0.4662 (0.4911) loss_giou_aux_4: 0.4635 (0.4888) loss_giou_aux_5: 0.5545 (0.5812) loss_giou_dn_0: 0.5979 (0.6083) loss_giou_dn_1: 0.4860 (0.5022) loss_giou_dn_2: 0.4557 (0.4730) loss_giou_dn_3: 0.4495 (0.4644) loss_giou_dn_4: 0.4498 (0.4624) loss_giou_dn_5: 0.4505 (0.4625) loss_vfl: 0.6962 (0.6997) loss_vfl_aux_0: 0.8240 (0.8204) loss_vfl_aux_1: 0.7816 (0.7695) loss_vfl_aux_2: 0.7496 (0.7327) loss_vfl_aux_3: 0.7001 (0.7084) loss_vfl_aux_4: 0.6957 (0.7023) loss_vfl_aux_5: 0.8069 (0.7983) loss_vfl_dn_0: 0.4582 (0.4629) loss_vfl_dn_1: 0.3976 (0.3999) loss_vfl_dn_2: 0.3813 (0.3841) loss_vfl_dn_3: 0.3744 (0.3763) loss_vfl_dn_4: 0.3723 (0.3735) loss_vfl_dn_5: 0.3684 (0.3726) time: 0.4885 data: 0.0138 max mem: 5654 Epoch: [27] [ 300/7393] eta: 0:57:53 lr: 0.000010 loss: 16.0123 (16.6209) loss_bbox: 0.1581 (0.1658) loss_bbox_aux_0: 0.1672 (0.1773) loss_bbox_aux_1: 0.1674 (0.1707) loss_bbox_aux_2: 0.1652 (0.1683) loss_bbox_aux_3: 0.1528 (0.1662) loss_bbox_aux_4: 0.1581 (0.1660) loss_bbox_aux_5: 0.1982 (0.2155) loss_bbox_dn_0: 0.2698 (0.2882) loss_bbox_dn_1: 0.2061 (0.2199) loss_bbox_dn_2: 0.1936 (0.1979) loss_bbox_dn_3: 0.1858 (0.1907) loss_bbox_dn_4: 0.1868 (0.1892) loss_bbox_dn_5: 0.1868 (0.1892) loss_giou: 0.4268 (0.4928) loss_giou_aux_0: 0.4576 (0.5167) loss_giou_aux_1: 0.4514 (0.5016) loss_giou_aux_2: 0.4304 (0.4965) loss_giou_aux_3: 0.4274 (0.4948) loss_giou_aux_4: 0.4253 (0.4933) loss_giou_aux_5: 0.5194 (0.5840) loss_giou_dn_0: 0.5842 (0.6082) loss_giou_dn_1: 0.4798 (0.5031) loss_giou_dn_2: 0.4524 (0.4744) loss_giou_dn_3: 0.4424 (0.4660) loss_giou_dn_4: 0.4398 (0.4640) loss_giou_dn_5: 0.4397 (0.4641) loss_vfl: 0.6610 (0.6928) loss_vfl_aux_0: 0.7909 (0.8169) loss_vfl_aux_1: 0.7092 (0.7595) loss_vfl_aux_2: 0.6893 (0.7248) loss_vfl_aux_3: 0.6748 (0.7055) loss_vfl_aux_4: 0.6664 (0.6961) loss_vfl_aux_5: 0.7773 (0.7933) loss_vfl_dn_0: 0.4610 (0.4628) loss_vfl_dn_1: 0.3956 (0.3997) loss_vfl_dn_2: 0.3765 (0.3837) loss_vfl_dn_3: 0.3690 (0.3760) loss_vfl_dn_4: 0.3690 (0.3733) loss_vfl_dn_5: 0.3691 (0.3724) time: 0.4743 data: 0.0135 max mem: 5654 Epoch: [27] [ 400/7393] eta: 0:56:32 lr: 0.000010 loss: 16.2603 (16.6527) loss_bbox: 0.1610 (0.1648) loss_bbox_aux_0: 0.1684 (0.1759) loss_bbox_aux_1: 0.1599 (0.1701) loss_bbox_aux_2: 0.1578 (0.1673) loss_bbox_aux_3: 0.1607 (0.1651) loss_bbox_aux_4: 0.1610 (0.1649) loss_bbox_aux_5: 0.1987 (0.2147) loss_bbox_dn_0: 0.2775 (0.2868) loss_bbox_dn_1: 0.2065 (0.2193) loss_bbox_dn_2: 0.1850 (0.1980) loss_bbox_dn_3: 0.1737 (0.1909) loss_bbox_dn_4: 0.1711 (0.1894) loss_bbox_dn_5: 0.1711 (0.1894) loss_giou: 0.4666 (0.4953) loss_giou_aux_0: 0.4737 (0.5190) loss_giou_aux_1: 0.4624 (0.5048) loss_giou_aux_2: 0.4698 (0.4996) loss_giou_aux_3: 0.4655 (0.4970) loss_giou_aux_4: 0.4722 (0.4957) loss_giou_aux_5: 0.5248 (0.5871) loss_giou_dn_0: 0.5736 (0.6100) loss_giou_dn_1: 0.4806 (0.5061) loss_giou_dn_2: 0.4547 (0.4776) loss_giou_dn_3: 0.4425 (0.4692) loss_giou_dn_4: 0.4401 (0.4672) loss_giou_dn_5: 0.4402 (0.4674) loss_vfl: 0.6935 (0.6947) loss_vfl_aux_0: 0.8046 (0.8166) loss_vfl_aux_1: 0.7459 (0.7588) loss_vfl_aux_2: 0.7098 (0.7252) loss_vfl_aux_3: 0.7155 (0.7081) loss_vfl_aux_4: 0.6990 (0.6982) loss_vfl_aux_5: 0.7824 (0.7916) loss_vfl_dn_0: 0.4556 (0.4624) loss_vfl_dn_1: 0.3943 (0.3994) loss_vfl_dn_2: 0.3767 (0.3836) loss_vfl_dn_3: 0.3680 (0.3760) loss_vfl_dn_4: 0.3650 (0.3732) loss_vfl_dn_5: 0.3633 (0.3723) time: 0.4743 data: 0.0140 max mem: 5654 Epoch: [27] [ 500/7393] eta: 0:55:35 lr: 0.000010 loss: 17.4986 (16.6448) loss_bbox: 0.1910 (0.1660) loss_bbox_aux_0: 0.2078 (0.1775) loss_bbox_aux_1: 0.1901 (0.1714) loss_bbox_aux_2: 0.1873 (0.1684) loss_bbox_aux_3: 0.1908 (0.1662) loss_bbox_aux_4: 0.1918 (0.1661) loss_bbox_aux_5: 0.2474 (0.2170) loss_bbox_dn_0: 0.3348 (0.2909) loss_bbox_dn_1: 0.2434 (0.2220) loss_bbox_dn_2: 0.2255 (0.2002) loss_bbox_dn_3: 0.2221 (0.1930) loss_bbox_dn_4: 0.2197 (0.1916) loss_bbox_dn_5: 0.2197 (0.1916) loss_giou: 0.4750 (0.4918) loss_giou_aux_0: 0.5165 (0.5157) loss_giou_aux_1: 0.4752 (0.5016) loss_giou_aux_2: 0.4693 (0.4961) loss_giou_aux_3: 0.4759 (0.4932) loss_giou_aux_4: 0.4751 (0.4923) loss_giou_aux_5: 0.5792 (0.5836) loss_giou_dn_0: 0.6139 (0.6079) loss_giou_dn_1: 0.5204 (0.5038) loss_giou_dn_2: 0.4853 (0.4751) loss_giou_dn_3: 0.4758 (0.4666) loss_giou_dn_4: 0.4764 (0.4645) loss_giou_dn_5: 0.4773 (0.4647) loss_vfl: 0.7202 (0.6959) loss_vfl_aux_0: 0.8278 (0.8173) loss_vfl_aux_1: 0.7809 (0.7592) loss_vfl_aux_2: 0.7492 (0.7258) loss_vfl_aux_3: 0.7295 (0.7095) loss_vfl_aux_4: 0.7217 (0.6992) loss_vfl_aux_5: 0.8259 (0.7939) loss_vfl_dn_0: 0.4677 (0.4627) loss_vfl_dn_1: 0.4036 (0.3991) loss_vfl_dn_2: 0.3903 (0.3833) loss_vfl_dn_3: 0.3829 (0.3755) loss_vfl_dn_4: 0.3795 (0.3728) loss_vfl_dn_5: 0.3771 (0.3719) time: 0.4794 data: 0.0154 max mem: 5654 Epoch: [27] [ 600/7393] eta: 0:54:30 lr: 0.000010 loss: 16.4487 (16.6639) loss_bbox: 0.1578 (0.1657) loss_bbox_aux_0: 0.1692 (0.1776) loss_bbox_aux_1: 0.1662 (0.1715) loss_bbox_aux_2: 0.1662 (0.1682) loss_bbox_aux_3: 0.1629 (0.1657) loss_bbox_aux_4: 0.1612 (0.1657) loss_bbox_aux_5: 0.2130 (0.2177) loss_bbox_dn_0: 0.3177 (0.2923) loss_bbox_dn_1: 0.2419 (0.2232) loss_bbox_dn_2: 0.2112 (0.2012) loss_bbox_dn_3: 0.1996 (0.1940) loss_bbox_dn_4: 0.1956 (0.1925) loss_bbox_dn_5: 0.1956 (0.1925) loss_giou: 0.4257 (0.4897) loss_giou_aux_0: 0.4935 (0.5140) loss_giou_aux_1: 0.4631 (0.4995) loss_giou_aux_2: 0.4353 (0.4940) loss_giou_aux_3: 0.4315 (0.4910) loss_giou_aux_4: 0.4266 (0.4901) loss_giou_aux_5: 0.5616 (0.5821) loss_giou_dn_0: 0.6077 (0.6072) loss_giou_dn_1: 0.5024 (0.5031) loss_giou_dn_2: 0.4742 (0.4745) loss_giou_dn_3: 0.4659 (0.4659) loss_giou_dn_4: 0.4641 (0.4639) loss_giou_dn_5: 0.4642 (0.4640) loss_vfl: 0.7253 (0.7011) loss_vfl_aux_0: 0.8628 (0.8204) loss_vfl_aux_1: 0.7703 (0.7632) loss_vfl_aux_2: 0.7628 (0.7307) loss_vfl_aux_3: 0.7502 (0.7145) loss_vfl_aux_4: 0.7450 (0.7048) loss_vfl_aux_5: 0.8156 (0.7968) loss_vfl_dn_0: 0.4705 (0.4628) loss_vfl_dn_1: 0.3974 (0.3992) loss_vfl_dn_2: 0.3772 (0.3832) loss_vfl_dn_3: 0.3722 (0.3756) loss_vfl_dn_4: 0.3697 (0.3727) loss_vfl_dn_5: 0.3703 (0.3719) time: 0.4769 data: 0.0144 max mem: 5654 Epoch: [27] [ 700/7393] eta: 0:53:33 lr: 0.000010 loss: 16.8416 (16.6899) loss_bbox: 0.1631 (0.1654) loss_bbox_aux_0: 0.1749 (0.1775) loss_bbox_aux_1: 0.1730 (0.1715) loss_bbox_aux_2: 0.1638 (0.1682) loss_bbox_aux_3: 0.1603 (0.1655) loss_bbox_aux_4: 0.1631 (0.1653) loss_bbox_aux_5: 0.2184 (0.2174) loss_bbox_dn_0: 0.2727 (0.2917) loss_bbox_dn_1: 0.2125 (0.2227) loss_bbox_dn_2: 0.1890 (0.2007) loss_bbox_dn_3: 0.1820 (0.1935) loss_bbox_dn_4: 0.1819 (0.1920) loss_bbox_dn_5: 0.1819 (0.1920) loss_giou: 0.4809 (0.4929) loss_giou_aux_0: 0.4942 (0.5174) loss_giou_aux_1: 0.4805 (0.5029) loss_giou_aux_2: 0.4695 (0.4974) loss_giou_aux_3: 0.4745 (0.4940) loss_giou_aux_4: 0.4801 (0.4930) loss_giou_aux_5: 0.5717 (0.5855) loss_giou_dn_0: 0.6218 (0.6093) loss_giou_dn_1: 0.5113 (0.5048) loss_giou_dn_2: 0.4827 (0.4761) loss_giou_dn_3: 0.4730 (0.4676) loss_giou_dn_4: 0.4694 (0.4655) loss_giou_dn_5: 0.4696 (0.4657) loss_vfl: 0.6961 (0.7009) loss_vfl_aux_0: 0.8197 (0.8198) loss_vfl_aux_1: 0.7626 (0.7624) loss_vfl_aux_2: 0.7348 (0.7298) loss_vfl_aux_3: 0.7107 (0.7143) loss_vfl_aux_4: 0.6974 (0.7050) loss_vfl_aux_5: 0.7792 (0.7961) loss_vfl_dn_0: 0.4639 (0.4626) loss_vfl_dn_1: 0.4002 (0.3992) loss_vfl_dn_2: 0.3854 (0.3834) loss_vfl_dn_3: 0.3788 (0.3758) loss_vfl_dn_4: 0.3766 (0.3730) loss_vfl_dn_5: 0.3748 (0.3722) time: 0.4624 data: 0.0145 max mem: 5654 Epoch: [27] [ 800/7393] eta: 0:52:41 lr: 0.000010 loss: 16.4406 (16.6994) loss_bbox: 0.1576 (0.1650) loss_bbox_aux_0: 0.1745 (0.1768) loss_bbox_aux_1: 0.1730 (0.1709) loss_bbox_aux_2: 0.1673 (0.1676) loss_bbox_aux_3: 0.1624 (0.1651) loss_bbox_aux_4: 0.1581 (0.1649) loss_bbox_aux_5: 0.2111 (0.2163) loss_bbox_dn_0: 0.2753 (0.2899) loss_bbox_dn_1: 0.1932 (0.2214) loss_bbox_dn_2: 0.1690 (0.1994) loss_bbox_dn_3: 0.1648 (0.1924) loss_bbox_dn_4: 0.1634 (0.1908) loss_bbox_dn_5: 0.1634 (0.1909) loss_giou: 0.4622 (0.4962) loss_giou_aux_0: 0.4946 (0.5204) loss_giou_aux_1: 0.4876 (0.5063) loss_giou_aux_2: 0.4769 (0.5008) loss_giou_aux_3: 0.4696 (0.4974) loss_giou_aux_4: 0.4617 (0.4964) loss_giou_aux_5: 0.5243 (0.5884) loss_giou_dn_0: 0.5901 (0.6108) loss_giou_dn_1: 0.4931 (0.5066) loss_giou_dn_2: 0.4618 (0.4780) loss_giou_dn_3: 0.4508 (0.4695) loss_giou_dn_4: 0.4505 (0.4675) loss_giou_dn_5: 0.4506 (0.4677) loss_vfl: 0.6822 (0.6997) loss_vfl_aux_0: 0.7794 (0.8179) loss_vfl_aux_1: 0.7168 (0.7604) loss_vfl_aux_2: 0.6901 (0.7281) loss_vfl_aux_3: 0.6777 (0.7127) loss_vfl_aux_4: 0.6826 (0.7036) loss_vfl_aux_5: 0.7701 (0.7945) loss_vfl_dn_0: 0.4518 (0.4622) loss_vfl_dn_1: 0.3937 (0.3991) loss_vfl_dn_2: 0.3742 (0.3833) loss_vfl_dn_3: 0.3670 (0.3757) loss_vfl_dn_4: 0.3671 (0.3729) loss_vfl_dn_5: 0.3667 (0.3721) time: 0.4776 data: 0.0142 max mem: 5654 Epoch: [27] [ 900/7393] eta: 0:51:48 lr: 0.000010 loss: 16.9037 (16.6924) loss_bbox: 0.1617 (0.1646) loss_bbox_aux_0: 0.1860 (0.1767) loss_bbox_aux_1: 0.1767 (0.1707) loss_bbox_aux_2: 0.1619 (0.1674) loss_bbox_aux_3: 0.1614 (0.1648) loss_bbox_aux_4: 0.1591 (0.1646) loss_bbox_aux_5: 0.2222 (0.2161) loss_bbox_dn_0: 0.2687 (0.2895) loss_bbox_dn_1: 0.2142 (0.2211) loss_bbox_dn_2: 0.1904 (0.1993) loss_bbox_dn_3: 0.1844 (0.1922) loss_bbox_dn_4: 0.1796 (0.1907) loss_bbox_dn_5: 0.1796 (0.1907) loss_giou: 0.4800 (0.4958) loss_giou_aux_0: 0.5239 (0.5203) loss_giou_aux_1: 0.5148 (0.5062) loss_giou_aux_2: 0.5057 (0.5006) loss_giou_aux_3: 0.4783 (0.4971) loss_giou_aux_4: 0.4838 (0.4960) loss_giou_aux_5: 0.5869 (0.5879) loss_giou_dn_0: 0.6163 (0.6108) loss_giou_dn_1: 0.5187 (0.5066) loss_giou_dn_2: 0.4788 (0.4780) loss_giou_dn_3: 0.4641 (0.4695) loss_giou_dn_4: 0.4617 (0.4675) loss_giou_dn_5: 0.4617 (0.4677) loss_vfl: 0.7301 (0.7002) loss_vfl_aux_0: 0.8531 (0.8170) loss_vfl_aux_1: 0.7803 (0.7597) loss_vfl_aux_2: 0.7526 (0.7279) loss_vfl_aux_3: 0.7203 (0.7122) loss_vfl_aux_4: 0.7319 (0.7040) loss_vfl_aux_5: 0.7993 (0.7941) loss_vfl_dn_0: 0.4684 (0.4622) loss_vfl_dn_1: 0.4040 (0.3990) loss_vfl_dn_2: 0.3870 (0.3832) loss_vfl_dn_3: 0.3790 (0.3756) loss_vfl_dn_4: 0.3780 (0.3729) loss_vfl_dn_5: 0.3755 (0.3721) time: 0.4743 data: 0.0144 max mem: 5654 Epoch: [27] [1000/7393] eta: 0:50:56 lr: 0.000010 loss: 15.9710 (16.6644) loss_bbox: 0.1666 (0.1645) loss_bbox_aux_0: 0.1589 (0.1766) loss_bbox_aux_1: 0.1546 (0.1704) loss_bbox_aux_2: 0.1694 (0.1672) loss_bbox_aux_3: 0.1683 (0.1647) loss_bbox_aux_4: 0.1648 (0.1644) loss_bbox_aux_5: 0.2082 (0.2162) loss_bbox_dn_0: 0.3039 (0.2898) loss_bbox_dn_1: 0.2111 (0.2211) loss_bbox_dn_2: 0.1807 (0.1992) loss_bbox_dn_3: 0.1764 (0.1921) loss_bbox_dn_4: 0.1758 (0.1905) loss_bbox_dn_5: 0.1759 (0.1906) loss_giou: 0.4678 (0.4942) loss_giou_aux_0: 0.4824 (0.5185) loss_giou_aux_1: 0.4807 (0.5044) loss_giou_aux_2: 0.4669 (0.4990) loss_giou_aux_3: 0.4684 (0.4956) loss_giou_aux_4: 0.4678 (0.4944) loss_giou_aux_5: 0.5356 (0.5865) loss_giou_dn_0: 0.5602 (0.6096) loss_giou_dn_1: 0.4597 (0.5052) loss_giou_dn_2: 0.4369 (0.4766) loss_giou_dn_3: 0.4299 (0.4680) loss_giou_dn_4: 0.4288 (0.4660) loss_giou_dn_5: 0.4291 (0.4662) loss_vfl: 0.6813 (0.6994) loss_vfl_aux_0: 0.8105 (0.8164) loss_vfl_aux_1: 0.7431 (0.7594) loss_vfl_aux_2: 0.7125 (0.7269) loss_vfl_aux_3: 0.7127 (0.7111) loss_vfl_aux_4: 0.6839 (0.7030) loss_vfl_aux_5: 0.7781 (0.7940) loss_vfl_dn_0: 0.4600 (0.4622) loss_vfl_dn_1: 0.3892 (0.3986) loss_vfl_dn_2: 0.3754 (0.3827) loss_vfl_dn_3: 0.3635 (0.3752) loss_vfl_dn_4: 0.3624 (0.3725) loss_vfl_dn_5: 0.3601 (0.3716) time: 0.4757 data: 0.0139 max mem: 5654 Epoch: [27] [1100/7393] eta: 0:50:05 lr: 0.000010 loss: 16.5670 (16.6599) loss_bbox: 0.1506 (0.1644) loss_bbox_aux_0: 0.1676 (0.1763) loss_bbox_aux_1: 0.1511 (0.1700) loss_bbox_aux_2: 0.1508 (0.1669) loss_bbox_aux_3: 0.1482 (0.1646) loss_bbox_aux_4: 0.1499 (0.1643) loss_bbox_aux_5: 0.2026 (0.2161) loss_bbox_dn_0: 0.2641 (0.2902) loss_bbox_dn_1: 0.1925 (0.2214) loss_bbox_dn_2: 0.1713 (0.1995) loss_bbox_dn_3: 0.1694 (0.1923) loss_bbox_dn_4: 0.1683 (0.1908) loss_bbox_dn_5: 0.1682 (0.1908) loss_giou: 0.5013 (0.4945) loss_giou_aux_0: 0.4988 (0.5185) loss_giou_aux_1: 0.4935 (0.5045) loss_giou_aux_2: 0.5002 (0.4989) loss_giou_aux_3: 0.5015 (0.4958) loss_giou_aux_4: 0.4966 (0.4947) loss_giou_aux_5: 0.5880 (0.5868) loss_giou_dn_0: 0.6164 (0.6100) loss_giou_dn_1: 0.5052 (0.5055) loss_giou_dn_2: 0.4774 (0.4769) loss_giou_dn_3: 0.4680 (0.4683) loss_giou_dn_4: 0.4659 (0.4663) loss_giou_dn_5: 0.4666 (0.4665) loss_vfl: 0.6717 (0.6982) loss_vfl_aux_0: 0.8043 (0.8155) loss_vfl_aux_1: 0.7225 (0.7581) loss_vfl_aux_2: 0.7069 (0.7263) loss_vfl_aux_3: 0.6940 (0.7099) loss_vfl_aux_4: 0.6883 (0.7019) loss_vfl_aux_5: 0.7734 (0.7926) loss_vfl_dn_0: 0.4474 (0.4622) loss_vfl_dn_1: 0.3953 (0.3985) loss_vfl_dn_2: 0.3813 (0.3827) loss_vfl_dn_3: 0.3744 (0.3752) loss_vfl_dn_4: 0.3710 (0.3725) loss_vfl_dn_5: 0.3687 (0.3716) time: 0.4827 data: 0.0141 max mem: 5654 Epoch: [27] [1200/7393] eta: 0:49:12 lr: 0.000010 loss: 16.7105 (16.6560) loss_bbox: 0.1614 (0.1645) loss_bbox_aux_0: 0.1837 (0.1763) loss_bbox_aux_1: 0.1809 (0.1699) loss_bbox_aux_2: 0.1737 (0.1669) loss_bbox_aux_3: 0.1638 (0.1648) loss_bbox_aux_4: 0.1615 (0.1644) loss_bbox_aux_5: 0.2153 (0.2161) loss_bbox_dn_0: 0.2926 (0.2893) loss_bbox_dn_1: 0.2260 (0.2209) loss_bbox_dn_2: 0.1987 (0.1991) loss_bbox_dn_3: 0.1910 (0.1919) loss_bbox_dn_4: 0.1914 (0.1904) loss_bbox_dn_5: 0.1916 (0.1904) loss_giou: 0.4703 (0.4957) loss_giou_aux_0: 0.4877 (0.5197) loss_giou_aux_1: 0.4843 (0.5054) loss_giou_aux_2: 0.4801 (0.5000) loss_giou_aux_3: 0.4666 (0.4970) loss_giou_aux_4: 0.4659 (0.4958) loss_giou_aux_5: 0.5677 (0.5881) loss_giou_dn_0: 0.5826 (0.6101) loss_giou_dn_1: 0.4794 (0.5059) loss_giou_dn_2: 0.4547 (0.4774) loss_giou_dn_3: 0.4468 (0.4688) loss_giou_dn_4: 0.4426 (0.4668) loss_giou_dn_5: 0.4426 (0.4670) loss_vfl: 0.6472 (0.6965) loss_vfl_aux_0: 0.7825 (0.8135) loss_vfl_aux_1: 0.7127 (0.7568) loss_vfl_aux_2: 0.6942 (0.7249) loss_vfl_aux_3: 0.6781 (0.7080) loss_vfl_aux_4: 0.6564 (0.7001) loss_vfl_aux_5: 0.7642 (0.7904) loss_vfl_dn_0: 0.4613 (0.4622) loss_vfl_dn_1: 0.4011 (0.3986) loss_vfl_dn_2: 0.3785 (0.3828) loss_vfl_dn_3: 0.3715 (0.3752) loss_vfl_dn_4: 0.3676 (0.3725) loss_vfl_dn_5: 0.3664 (0.3716) time: 0.4644 data: 0.0143 max mem: 5654 Epoch: [27] [1300/7393] eta: 0:48:22 lr: 0.000010 loss: 16.9660 (16.6674) loss_bbox: 0.1632 (0.1647) loss_bbox_aux_0: 0.1752 (0.1762) loss_bbox_aux_1: 0.1672 (0.1699) loss_bbox_aux_2: 0.1635 (0.1669) loss_bbox_aux_3: 0.1642 (0.1649) loss_bbox_aux_4: 0.1633 (0.1646) loss_bbox_aux_5: 0.2051 (0.2160) loss_bbox_dn_0: 0.2696 (0.2889) loss_bbox_dn_1: 0.2066 (0.2207) loss_bbox_dn_2: 0.1824 (0.1989) loss_bbox_dn_3: 0.1744 (0.1918) loss_bbox_dn_4: 0.1740 (0.1903) loss_bbox_dn_5: 0.1741 (0.1903) loss_giou: 0.4994 (0.4967) loss_giou_aux_0: 0.5385 (0.5205) loss_giou_aux_1: 0.5259 (0.5063) loss_giou_aux_2: 0.5136 (0.5010) loss_giou_aux_3: 0.5076 (0.4980) loss_giou_aux_4: 0.5024 (0.4969) loss_giou_aux_5: 0.6132 (0.5891) loss_giou_dn_0: 0.6421 (0.6109) loss_giou_dn_1: 0.5275 (0.5069) loss_giou_dn_2: 0.4983 (0.4783) loss_giou_dn_3: 0.4932 (0.4698) loss_giou_dn_4: 0.4917 (0.4678) loss_giou_dn_5: 0.4926 (0.4679) loss_vfl: 0.6691 (0.6964) loss_vfl_aux_0: 0.7815 (0.8134) loss_vfl_aux_1: 0.7268 (0.7571) loss_vfl_aux_2: 0.6931 (0.7246) loss_vfl_aux_3: 0.6741 (0.7080) loss_vfl_aux_4: 0.6735 (0.6999) loss_vfl_aux_5: 0.7670 (0.7900) loss_vfl_dn_0: 0.4573 (0.4622) loss_vfl_dn_1: 0.3975 (0.3987) loss_vfl_dn_2: 0.3839 (0.3828) loss_vfl_dn_3: 0.3788 (0.3753) loss_vfl_dn_4: 0.3761 (0.3727) loss_vfl_dn_5: 0.3762 (0.3718) time: 0.4716 data: 0.0144 max mem: 5654 Epoch: [27] [1400/7393] eta: 0:47:34 lr: 0.000010 loss: 16.6418 (16.6688) loss_bbox: 0.1462 (0.1644) loss_bbox_aux_0: 0.1600 (0.1760) loss_bbox_aux_1: 0.1536 (0.1696) loss_bbox_aux_2: 0.1509 (0.1667) loss_bbox_aux_3: 0.1455 (0.1646) loss_bbox_aux_4: 0.1480 (0.1644) loss_bbox_aux_5: 0.1925 (0.2159) loss_bbox_dn_0: 0.2685 (0.2887) loss_bbox_dn_1: 0.1986 (0.2204) loss_bbox_dn_2: 0.1822 (0.1986) loss_bbox_dn_3: 0.1776 (0.1915) loss_bbox_dn_4: 0.1766 (0.1900) loss_bbox_dn_5: 0.1766 (0.1900) loss_giou: 0.4583 (0.4966) loss_giou_aux_0: 0.4607 (0.5203) loss_giou_aux_1: 0.4600 (0.5061) loss_giou_aux_2: 0.4488 (0.5009) loss_giou_aux_3: 0.4481 (0.4977) loss_giou_aux_4: 0.4581 (0.4967) loss_giou_aux_5: 0.5490 (0.5890) loss_giou_dn_0: 0.5880 (0.6111) loss_giou_dn_1: 0.4738 (0.5070) loss_giou_dn_2: 0.4492 (0.4784) loss_giou_dn_3: 0.4441 (0.4699) loss_giou_dn_4: 0.4415 (0.4679) loss_giou_dn_5: 0.4416 (0.4681) loss_vfl: 0.7104 (0.6971) loss_vfl_aux_0: 0.7944 (0.8139) loss_vfl_aux_1: 0.7685 (0.7582) loss_vfl_aux_2: 0.7255 (0.7252) loss_vfl_aux_3: 0.7177 (0.7090) loss_vfl_aux_4: 0.7043 (0.7005) loss_vfl_aux_5: 0.7606 (0.7902) loss_vfl_dn_0: 0.4526 (0.4623) loss_vfl_dn_1: 0.3916 (0.3989) loss_vfl_dn_2: 0.3751 (0.3830) loss_vfl_dn_3: 0.3721 (0.3754) loss_vfl_dn_4: 0.3707 (0.3727) loss_vfl_dn_5: 0.3681 (0.3718) time: 0.4675 data: 0.0137 max mem: 5654 Epoch: [27] [1500/7393] eta: 0:46:47 lr: 0.000010 loss: 16.9288 (16.6782) loss_bbox: 0.1543 (0.1640) loss_bbox_aux_0: 0.1667 (0.1757) loss_bbox_aux_1: 0.1588 (0.1692) loss_bbox_aux_2: 0.1523 (0.1663) loss_bbox_aux_3: 0.1517 (0.1642) loss_bbox_aux_4: 0.1521 (0.1639) loss_bbox_aux_5: 0.2015 (0.2155) loss_bbox_dn_0: 0.2636 (0.2882) loss_bbox_dn_1: 0.1901 (0.2200) loss_bbox_dn_2: 0.1704 (0.1983) loss_bbox_dn_3: 0.1637 (0.1912) loss_bbox_dn_4: 0.1619 (0.1897) loss_bbox_dn_5: 0.1620 (0.1897) loss_giou: 0.5315 (0.4980) loss_giou_aux_0: 0.5709 (0.5217) loss_giou_aux_1: 0.5548 (0.5075) loss_giou_aux_2: 0.5398 (0.5024) loss_giou_aux_3: 0.5373 (0.4991) loss_giou_aux_4: 0.5295 (0.4981) loss_giou_aux_5: 0.6348 (0.5905) loss_giou_dn_0: 0.6307 (0.6120) loss_giou_dn_1: 0.5211 (0.5078) loss_giou_dn_2: 0.4950 (0.4793) loss_giou_dn_3: 0.4861 (0.4708) loss_giou_dn_4: 0.4846 (0.4688) loss_giou_dn_5: 0.4845 (0.4690) loss_vfl: 0.7098 (0.6968) loss_vfl_aux_0: 0.8057 (0.8135) loss_vfl_aux_1: 0.7675 (0.7581) loss_vfl_aux_2: 0.7271 (0.7249) loss_vfl_aux_3: 0.7141 (0.7088) loss_vfl_aux_4: 0.7173 (0.7003) loss_vfl_aux_5: 0.7719 (0.7900) loss_vfl_dn_0: 0.4624 (0.4622) loss_vfl_dn_1: 0.4082 (0.3991) loss_vfl_dn_2: 0.3959 (0.3832) loss_vfl_dn_3: 0.3865 (0.3756) loss_vfl_dn_4: 0.3830 (0.3729) loss_vfl_dn_5: 0.3810 (0.3721) time: 0.5025 data: 0.0135 max mem: 5654 Epoch: [27] [1600/7393] eta: 0:46:00 lr: 0.000010 loss: 15.8156 (16.6624) loss_bbox: 0.1420 (0.1637) loss_bbox_aux_0: 0.1426 (0.1754) loss_bbox_aux_1: 0.1367 (0.1688) loss_bbox_aux_2: 0.1433 (0.1661) loss_bbox_aux_3: 0.1414 (0.1639) loss_bbox_aux_4: 0.1452 (0.1636) loss_bbox_aux_5: 0.1949 (0.2154) loss_bbox_dn_0: 0.2572 (0.2877) loss_bbox_dn_1: 0.1953 (0.2194) loss_bbox_dn_2: 0.1698 (0.1977) loss_bbox_dn_3: 0.1608 (0.1907) loss_bbox_dn_4: 0.1596 (0.1891) loss_bbox_dn_5: 0.1596 (0.1892) loss_giou: 0.4522 (0.4975) loss_giou_aux_0: 0.4571 (0.5213) loss_giou_aux_1: 0.4417 (0.5070) loss_giou_aux_2: 0.4537 (0.5019) loss_giou_aux_3: 0.4621 (0.4986) loss_giou_aux_4: 0.4519 (0.4976) loss_giou_aux_5: 0.5146 (0.5899) loss_giou_dn_0: 0.5749 (0.6113) loss_giou_dn_1: 0.4539 (0.5071) loss_giou_dn_2: 0.4222 (0.4786) loss_giou_dn_3: 0.4086 (0.4701) loss_giou_dn_4: 0.4066 (0.4681) loss_giou_dn_5: 0.4070 (0.4682) loss_vfl: 0.6810 (0.6963) loss_vfl_aux_0: 0.8081 (0.8135) loss_vfl_aux_1: 0.7517 (0.7579) loss_vfl_aux_2: 0.7138 (0.7245) loss_vfl_aux_3: 0.6851 (0.7084) loss_vfl_aux_4: 0.6825 (0.6998) loss_vfl_aux_5: 0.7731 (0.7900) loss_vfl_dn_0: 0.4555 (0.4622) loss_vfl_dn_1: 0.3826 (0.3989) loss_vfl_dn_2: 0.3643 (0.3830) loss_vfl_dn_3: 0.3561 (0.3754) loss_vfl_dn_4: 0.3557 (0.3727) loss_vfl_dn_5: 0.3554 (0.3718) time: 0.4796 data: 0.0138 max mem: 5654 Epoch: [27] [1700/7393] eta: 0:45:11 lr: 0.000010 loss: 16.6475 (16.6617) loss_bbox: 0.1735 (0.1639) loss_bbox_aux_0: 0.1879 (0.1756) loss_bbox_aux_1: 0.1710 (0.1690) loss_bbox_aux_2: 0.1690 (0.1662) loss_bbox_aux_3: 0.1685 (0.1642) loss_bbox_aux_4: 0.1761 (0.1639) loss_bbox_aux_5: 0.2357 (0.2157) loss_bbox_dn_0: 0.3119 (0.2887) loss_bbox_dn_1: 0.2409 (0.2201) loss_bbox_dn_2: 0.2111 (0.1984) loss_bbox_dn_3: 0.2051 (0.1913) loss_bbox_dn_4: 0.2066 (0.1898) loss_bbox_dn_5: 0.2068 (0.1898) loss_giou: 0.4789 (0.4961) loss_giou_aux_0: 0.4888 (0.5199) loss_giou_aux_1: 0.4955 (0.5056) loss_giou_aux_2: 0.4779 (0.5004) loss_giou_aux_3: 0.4757 (0.4972) loss_giou_aux_4: 0.4788 (0.4963) loss_giou_aux_5: 0.5779 (0.5887) loss_giou_dn_0: 0.5994 (0.6107) loss_giou_dn_1: 0.4831 (0.5063) loss_giou_dn_2: 0.4460 (0.4778) loss_giou_dn_3: 0.4360 (0.4693) loss_giou_dn_4: 0.4325 (0.4673) loss_giou_dn_5: 0.4328 (0.4675) loss_vfl: 0.6937 (0.6973) loss_vfl_aux_0: 0.8209 (0.8150) loss_vfl_aux_1: 0.7753 (0.7593) loss_vfl_aux_2: 0.7159 (0.7259) loss_vfl_aux_3: 0.7022 (0.7094) loss_vfl_aux_4: 0.7004 (0.7007) loss_vfl_aux_5: 0.8028 (0.7910) loss_vfl_dn_0: 0.4638 (0.4622) loss_vfl_dn_1: 0.4054 (0.3988) loss_vfl_dn_2: 0.3901 (0.3829) loss_vfl_dn_3: 0.3787 (0.3753) loss_vfl_dn_4: 0.3775 (0.3726) loss_vfl_dn_5: 0.3761 (0.3717) time: 0.4652 data: 0.0143 max mem: 5654 Epoch: [27] [1800/7393] eta: 0:44:22 lr: 0.000010 loss: 16.3392 (16.6408) loss_bbox: 0.1363 (0.1638) loss_bbox_aux_0: 0.1514 (0.1756) loss_bbox_aux_1: 0.1496 (0.1689) loss_bbox_aux_2: 0.1404 (0.1662) loss_bbox_aux_3: 0.1343 (0.1641) loss_bbox_aux_4: 0.1365 (0.1637) loss_bbox_aux_5: 0.2005 (0.2156) loss_bbox_dn_0: 0.2621 (0.2886) loss_bbox_dn_1: 0.1987 (0.2200) loss_bbox_dn_2: 0.1783 (0.1983) loss_bbox_dn_3: 0.1624 (0.1912) loss_bbox_dn_4: 0.1600 (0.1897) loss_bbox_dn_5: 0.1601 (0.1897) loss_giou: 0.5138 (0.4943) loss_giou_aux_0: 0.5179 (0.5182) loss_giou_aux_1: 0.5083 (0.5038) loss_giou_aux_2: 0.5104 (0.4986) loss_giou_aux_3: 0.5086 (0.4954) loss_giou_aux_4: 0.4986 (0.4944) loss_giou_aux_5: 0.5908 (0.5869) loss_giou_dn_0: 0.6191 (0.6098) loss_giou_dn_1: 0.5064 (0.5052) loss_giou_dn_2: 0.4808 (0.4767) loss_giou_dn_3: 0.4745 (0.4682) loss_giou_dn_4: 0.4729 (0.4662) loss_giou_dn_5: 0.4733 (0.4663) loss_vfl: 0.6867 (0.6972) loss_vfl_aux_0: 0.8111 (0.8150) loss_vfl_aux_1: 0.7290 (0.7590) loss_vfl_aux_2: 0.6949 (0.7259) loss_vfl_aux_3: 0.6839 (0.7095) loss_vfl_aux_4: 0.6869 (0.7007) loss_vfl_aux_5: 0.7591 (0.7910) loss_vfl_dn_0: 0.4546 (0.4621) loss_vfl_dn_1: 0.3998 (0.3987) loss_vfl_dn_2: 0.3819 (0.3828) loss_vfl_dn_3: 0.3743 (0.3752) loss_vfl_dn_4: 0.3728 (0.3725) loss_vfl_dn_5: 0.3725 (0.3716) time: 0.4822 data: 0.0141 max mem: 5654 Epoch: [27] [1900/7393] eta: 0:43:33 lr: 0.000010 loss: 17.0797 (16.6455) loss_bbox: 0.1539 (0.1638) loss_bbox_aux_0: 0.1666 (0.1757) loss_bbox_aux_1: 0.1579 (0.1690) loss_bbox_aux_2: 0.1565 (0.1662) loss_bbox_aux_3: 0.1525 (0.1642) loss_bbox_aux_4: 0.1527 (0.1638) loss_bbox_aux_5: 0.2134 (0.2157) loss_bbox_dn_0: 0.2982 (0.2885) loss_bbox_dn_1: 0.2325 (0.2199) loss_bbox_dn_2: 0.2021 (0.1983) loss_bbox_dn_3: 0.1977 (0.1912) loss_bbox_dn_4: 0.1964 (0.1898) loss_bbox_dn_5: 0.1965 (0.1898) loss_giou: 0.4466 (0.4945) loss_giou_aux_0: 0.4738 (0.5184) loss_giou_aux_1: 0.4686 (0.5042) loss_giou_aux_2: 0.4461 (0.4988) loss_giou_aux_3: 0.4428 (0.4955) loss_giou_aux_4: 0.4416 (0.4946) loss_giou_aux_5: 0.5320 (0.5873) loss_giou_dn_0: 0.5920 (0.6101) loss_giou_dn_1: 0.4916 (0.5054) loss_giou_dn_2: 0.4577 (0.4769) loss_giou_dn_3: 0.4516 (0.4684) loss_giou_dn_4: 0.4492 (0.4664) loss_giou_dn_5: 0.4493 (0.4666) loss_vfl: 0.7465 (0.6975) loss_vfl_aux_0: 0.8526 (0.8150) loss_vfl_aux_1: 0.8080 (0.7591) loss_vfl_aux_2: 0.7604 (0.7262) loss_vfl_aux_3: 0.7370 (0.7096) loss_vfl_aux_4: 0.7464 (0.7009) loss_vfl_aux_5: 0.8114 (0.7909) loss_vfl_dn_0: 0.4645 (0.4622) loss_vfl_dn_1: 0.4079 (0.3989) loss_vfl_dn_2: 0.3944 (0.3829) loss_vfl_dn_3: 0.3863 (0.3753) loss_vfl_dn_4: 0.3863 (0.3725) loss_vfl_dn_5: 0.3850 (0.3717) time: 0.4815 data: 0.0144 max mem: 5654 Epoch: [27] [2000/7393] eta: 0:42:44 lr: 0.000010 loss: 16.2196 (16.6424) loss_bbox: 0.1657 (0.1639) loss_bbox_aux_0: 0.1731 (0.1759) loss_bbox_aux_1: 0.1590 (0.1692) loss_bbox_aux_2: 0.1564 (0.1663) loss_bbox_aux_3: 0.1621 (0.1643) loss_bbox_aux_4: 0.1657 (0.1639) loss_bbox_aux_5: 0.2119 (0.2159) loss_bbox_dn_0: 0.2852 (0.2888) loss_bbox_dn_1: 0.2177 (0.2201) loss_bbox_dn_2: 0.1936 (0.1984) loss_bbox_dn_3: 0.1886 (0.1913) loss_bbox_dn_4: 0.1857 (0.1898) loss_bbox_dn_5: 0.1856 (0.1898) loss_giou: 0.4441 (0.4941) loss_giou_aux_0: 0.4547 (0.5182) loss_giou_aux_1: 0.4474 (0.5038) loss_giou_aux_2: 0.4406 (0.4984) loss_giou_aux_3: 0.4416 (0.4952) loss_giou_aux_4: 0.4432 (0.4943) loss_giou_aux_5: 0.5167 (0.5871) loss_giou_dn_0: 0.5854 (0.6100) loss_giou_dn_1: 0.4734 (0.5053) loss_giou_dn_2: 0.4399 (0.4767) loss_giou_dn_3: 0.4307 (0.4682) loss_giou_dn_4: 0.4290 (0.4662) loss_giou_dn_5: 0.4290 (0.4664) loss_vfl: 0.6727 (0.6972) loss_vfl_aux_0: 0.8231 (0.8151) loss_vfl_aux_1: 0.7291 (0.7591) loss_vfl_aux_2: 0.6936 (0.7259) loss_vfl_aux_3: 0.6730 (0.7092) loss_vfl_aux_4: 0.6737 (0.7005) loss_vfl_aux_5: 0.7743 (0.7908) loss_vfl_dn_0: 0.4664 (0.4621) loss_vfl_dn_1: 0.4035 (0.3988) loss_vfl_dn_2: 0.3830 (0.3829) loss_vfl_dn_3: 0.3754 (0.3753) loss_vfl_dn_4: 0.3722 (0.3725) loss_vfl_dn_5: 0.3692 (0.3717) time: 0.4691 data: 0.0146 max mem: 5654 Epoch: [27] [2100/7393] eta: 0:41:57 lr: 0.000010 loss: 16.5432 (16.6360) loss_bbox: 0.1549 (0.1639) loss_bbox_aux_0: 0.1678 (0.1761) loss_bbox_aux_1: 0.1597 (0.1691) loss_bbox_aux_2: 0.1592 (0.1662) loss_bbox_aux_3: 0.1547 (0.1643) loss_bbox_aux_4: 0.1544 (0.1639) loss_bbox_aux_5: 0.2237 (0.2161) loss_bbox_dn_0: 0.2977 (0.2891) loss_bbox_dn_1: 0.2255 (0.2204) loss_bbox_dn_2: 0.1997 (0.1986) loss_bbox_dn_3: 0.1934 (0.1915) loss_bbox_dn_4: 0.1897 (0.1900) loss_bbox_dn_5: 0.1897 (0.1900) loss_giou: 0.4542 (0.4935) loss_giou_aux_0: 0.4891 (0.5176) loss_giou_aux_1: 0.4763 (0.5032) loss_giou_aux_2: 0.4638 (0.4978) loss_giou_aux_3: 0.4479 (0.4946) loss_giou_aux_4: 0.4546 (0.4937) loss_giou_aux_5: 0.5577 (0.5866) loss_giou_dn_0: 0.5951 (0.6097) loss_giou_dn_1: 0.4871 (0.5050) loss_giou_dn_2: 0.4550 (0.4764) loss_giou_dn_3: 0.4468 (0.4679) loss_giou_dn_4: 0.4453 (0.4659) loss_giou_dn_5: 0.4453 (0.4661) loss_vfl: 0.6740 (0.6969) loss_vfl_aux_0: 0.7936 (0.8149) loss_vfl_aux_1: 0.7407 (0.7591) loss_vfl_aux_2: 0.7013 (0.7257) loss_vfl_aux_3: 0.6808 (0.7089) loss_vfl_aux_4: 0.6699 (0.7002) loss_vfl_aux_5: 0.7879 (0.7906) loss_vfl_dn_0: 0.4582 (0.4621) loss_vfl_dn_1: 0.3950 (0.3987) loss_vfl_dn_2: 0.3770 (0.3827) loss_vfl_dn_3: 0.3717 (0.3751) loss_vfl_dn_4: 0.3681 (0.3724) loss_vfl_dn_5: 0.3660 (0.3716) time: 0.4774 data: 0.0141 max mem: 5654 Epoch: [27] [2200/7393] eta: 0:41:25 lr: 0.000010 loss: 16.8203 (16.6391) loss_bbox: 0.1534 (0.1638) loss_bbox_aux_0: 0.1602 (0.1759) loss_bbox_aux_1: 0.1521 (0.1690) loss_bbox_aux_2: 0.1501 (0.1662) loss_bbox_aux_3: 0.1597 (0.1642) loss_bbox_aux_4: 0.1526 (0.1639) loss_bbox_aux_5: 0.1851 (0.2159) loss_bbox_dn_0: 0.2512 (0.2891) loss_bbox_dn_1: 0.1965 (0.2203) loss_bbox_dn_2: 0.1747 (0.1986) loss_bbox_dn_3: 0.1673 (0.1915) loss_bbox_dn_4: 0.1667 (0.1900) loss_bbox_dn_5: 0.1666 (0.1900) loss_giou: 0.5007 (0.4940) loss_giou_aux_0: 0.5242 (0.5180) loss_giou_aux_1: 0.5049 (0.5036) loss_giou_aux_2: 0.4898 (0.4982) loss_giou_aux_3: 0.4970 (0.4950) loss_giou_aux_4: 0.5007 (0.4941) loss_giou_aux_5: 0.5779 (0.5871) loss_giou_dn_0: 0.6184 (0.6101) loss_giou_dn_1: 0.5243 (0.5053) loss_giou_dn_2: 0.5041 (0.4767) loss_giou_dn_3: 0.4979 (0.4682) loss_giou_dn_4: 0.4970 (0.4663) loss_giou_dn_5: 0.4970 (0.4664) loss_vfl: 0.6951 (0.6966) loss_vfl_aux_0: 0.7926 (0.8150) loss_vfl_aux_1: 0.7738 (0.7591) loss_vfl_aux_2: 0.7120 (0.7255) loss_vfl_aux_3: 0.7016 (0.7086) loss_vfl_aux_4: 0.7024 (0.6999) loss_vfl_aux_5: 0.7862 (0.7906) loss_vfl_dn_0: 0.4613 (0.4620) loss_vfl_dn_1: 0.4054 (0.3988) loss_vfl_dn_2: 0.3885 (0.3828) loss_vfl_dn_3: 0.3813 (0.3752) loss_vfl_dn_4: 0.3787 (0.3724) loss_vfl_dn_5: 0.3777 (0.3716) time: 0.4722 data: 0.0137 max mem: 5654 Epoch: [27] [2300/7393] eta: 0:40:35 lr: 0.000010 loss: 16.4370 (16.6348) loss_bbox: 0.1574 (0.1638) loss_bbox_aux_0: 0.1813 (0.1759) loss_bbox_aux_1: 0.1685 (0.1690) loss_bbox_aux_2: 0.1599 (0.1662) loss_bbox_aux_3: 0.1603 (0.1642) loss_bbox_aux_4: 0.1553 (0.1639) loss_bbox_aux_5: 0.2319 (0.2158) loss_bbox_dn_0: 0.2889 (0.2889) loss_bbox_dn_1: 0.2189 (0.2201) loss_bbox_dn_2: 0.2018 (0.1984) loss_bbox_dn_3: 0.1967 (0.1913) loss_bbox_dn_4: 0.1939 (0.1898) loss_bbox_dn_5: 0.1940 (0.1898) loss_giou: 0.4490 (0.4938) loss_giou_aux_0: 0.5100 (0.5178) loss_giou_aux_1: 0.4936 (0.5034) loss_giou_aux_2: 0.4767 (0.4979) loss_giou_aux_3: 0.4466 (0.4948) loss_giou_aux_4: 0.4511 (0.4940) loss_giou_aux_5: 0.5728 (0.5870) loss_giou_dn_0: 0.5845 (0.6099) loss_giou_dn_1: 0.4832 (0.5052) loss_giou_dn_2: 0.4571 (0.4766) loss_giou_dn_3: 0.4520 (0.4681) loss_giou_dn_4: 0.4502 (0.4661) loss_giou_dn_5: 0.4502 (0.4663) loss_vfl: 0.6917 (0.6966) loss_vfl_aux_0: 0.8391 (0.8150) loss_vfl_aux_1: 0.7494 (0.7589) loss_vfl_aux_2: 0.7280 (0.7253) loss_vfl_aux_3: 0.7172 (0.7085) loss_vfl_aux_4: 0.7044 (0.6998) loss_vfl_aux_5: 0.8430 (0.7905) loss_vfl_dn_0: 0.4561 (0.4619) loss_vfl_dn_1: 0.3962 (0.3987) loss_vfl_dn_2: 0.3784 (0.3827) loss_vfl_dn_3: 0.3694 (0.3751) loss_vfl_dn_4: 0.3701 (0.3723) loss_vfl_dn_5: 0.3696 (0.3715) time: 0.4753 data: 0.0141 max mem: 5654 Epoch: [27] [2400/7393] eta: 0:40:00 lr: 0.000010 loss: 16.9893 (16.6416) loss_bbox: 0.1653 (0.1637) loss_bbox_aux_0: 0.1901 (0.1759) loss_bbox_aux_1: 0.1782 (0.1689) loss_bbox_aux_2: 0.1719 (0.1661) loss_bbox_aux_3: 0.1679 (0.1641) loss_bbox_aux_4: 0.1651 (0.1637) loss_bbox_aux_5: 0.2448 (0.2159) loss_bbox_dn_0: 0.3056 (0.2890) loss_bbox_dn_1: 0.2340 (0.2202) loss_bbox_dn_2: 0.2191 (0.1985) loss_bbox_dn_3: 0.2093 (0.1914) loss_bbox_dn_4: 0.2042 (0.1899) loss_bbox_dn_5: 0.2040 (0.1899) loss_giou: 0.4667 (0.4939) loss_giou_aux_0: 0.5010 (0.5179) loss_giou_aux_1: 0.4828 (0.5035) loss_giou_aux_2: 0.4701 (0.4980) loss_giou_aux_3: 0.4634 (0.4950) loss_giou_aux_4: 0.4665 (0.4941) loss_giou_aux_5: 0.5580 (0.5871) loss_giou_dn_0: 0.5882 (0.6101) loss_giou_dn_1: 0.4840 (0.5053) loss_giou_dn_2: 0.4536 (0.4767) loss_giou_dn_3: 0.4420 (0.4682) loss_giou_dn_4: 0.4396 (0.4663) loss_giou_dn_5: 0.4395 (0.4664) loss_vfl: 0.7626 (0.6974) loss_vfl_aux_0: 0.8801 (0.8157) loss_vfl_aux_1: 0.7987 (0.7595) loss_vfl_aux_2: 0.7962 (0.7260) loss_vfl_aux_3: 0.7605 (0.7092) loss_vfl_aux_4: 0.7587 (0.7006) loss_vfl_aux_5: 0.7820 (0.7913) loss_vfl_dn_0: 0.4655 (0.4619) loss_vfl_dn_1: 0.3888 (0.3986) loss_vfl_dn_2: 0.3745 (0.3826) loss_vfl_dn_3: 0.3670 (0.3751) loss_vfl_dn_4: 0.3644 (0.3723) loss_vfl_dn_5: 0.3640 (0.3715) time: 0.4705 data: 0.0141 max mem: 5654 Epoch: [27] [2500/7393] eta: 0:39:11 lr: 0.000010 loss: 16.5711 (16.6368) loss_bbox: 0.1602 (0.1634) loss_bbox_aux_0: 0.1650 (0.1756) loss_bbox_aux_1: 0.1615 (0.1687) loss_bbox_aux_2: 0.1582 (0.1658) loss_bbox_aux_3: 0.1630 (0.1638) loss_bbox_aux_4: 0.1627 (0.1635) loss_bbox_aux_5: 0.2091 (0.2156) loss_bbox_dn_0: 0.2606 (0.2884) loss_bbox_dn_1: 0.2073 (0.2198) loss_bbox_dn_2: 0.1878 (0.1981) loss_bbox_dn_3: 0.1824 (0.1910) loss_bbox_dn_4: 0.1813 (0.1895) loss_bbox_dn_5: 0.1810 (0.1895) loss_giou: 0.4475 (0.4941) loss_giou_aux_0: 0.4703 (0.5181) loss_giou_aux_1: 0.4542 (0.5038) loss_giou_aux_2: 0.4567 (0.4983) loss_giou_aux_3: 0.4498 (0.4952) loss_giou_aux_4: 0.4453 (0.4943) loss_giou_aux_5: 0.5427 (0.5873) loss_giou_dn_0: 0.5726 (0.6102) loss_giou_dn_1: 0.4832 (0.5054) loss_giou_dn_2: 0.4522 (0.4768) loss_giou_dn_3: 0.4438 (0.4684) loss_giou_dn_4: 0.4425 (0.4664) loss_giou_dn_5: 0.4424 (0.4666) loss_vfl: 0.7095 (0.6972) loss_vfl_aux_0: 0.8075 (0.8153) loss_vfl_aux_1: 0.7394 (0.7589) loss_vfl_aux_2: 0.7309 (0.7256) loss_vfl_aux_3: 0.7185 (0.7090) loss_vfl_aux_4: 0.7027 (0.7004) loss_vfl_aux_5: 0.7916 (0.7908) loss_vfl_dn_0: 0.4663 (0.4619) loss_vfl_dn_1: 0.4013 (0.3986) loss_vfl_dn_2: 0.3879 (0.3826) loss_vfl_dn_3: 0.3816 (0.3751) loss_vfl_dn_4: 0.3809 (0.3723) loss_vfl_dn_5: 0.3818 (0.3715) time: 0.4847 data: 0.0142 max mem: 5654 Epoch: [27] [2600/7393] eta: 0:38:22 lr: 0.000010 loss: 16.8054 (16.6409) loss_bbox: 0.1529 (0.1634) loss_bbox_aux_0: 0.1696 (0.1755) loss_bbox_aux_1: 0.1631 (0.1686) loss_bbox_aux_2: 0.1569 (0.1657) loss_bbox_aux_3: 0.1565 (0.1637) loss_bbox_aux_4: 0.1534 (0.1633) loss_bbox_aux_5: 0.2095 (0.2155) loss_bbox_dn_0: 0.2714 (0.2883) loss_bbox_dn_1: 0.2125 (0.2196) loss_bbox_dn_2: 0.1888 (0.1979) loss_bbox_dn_3: 0.1789 (0.1909) loss_bbox_dn_4: 0.1771 (0.1894) loss_bbox_dn_5: 0.1771 (0.1894) loss_giou: 0.5055 (0.4948) loss_giou_aux_0: 0.5098 (0.5187) loss_giou_aux_1: 0.5042 (0.5045) loss_giou_aux_2: 0.5073 (0.4991) loss_giou_aux_3: 0.5104 (0.4959) loss_giou_aux_4: 0.5047 (0.4949) loss_giou_aux_5: 0.5673 (0.5879) loss_giou_dn_0: 0.6217 (0.6105) loss_giou_dn_1: 0.5127 (0.5058) loss_giou_dn_2: 0.4762 (0.4772) loss_giou_dn_3: 0.4655 (0.4687) loss_giou_dn_4: 0.4617 (0.4667) loss_giou_dn_5: 0.4617 (0.4669) loss_vfl: 0.6700 (0.6972) loss_vfl_aux_0: 0.7683 (0.8148) loss_vfl_aux_1: 0.7242 (0.7587) loss_vfl_aux_2: 0.6931 (0.7253) loss_vfl_aux_3: 0.6826 (0.7089) loss_vfl_aux_4: 0.6659 (0.7005) loss_vfl_aux_5: 0.7585 (0.7903) loss_vfl_dn_0: 0.4638 (0.4619) loss_vfl_dn_1: 0.4041 (0.3987) loss_vfl_dn_2: 0.3885 (0.3827) loss_vfl_dn_3: 0.3830 (0.3752) loss_vfl_dn_4: 0.3788 (0.3724) loss_vfl_dn_5: 0.3780 (0.3716) time: 0.4735 data: 0.0145 max mem: 5654 Epoch: [27] [2700/7393] eta: 0:37:32 lr: 0.000010 loss: 16.2439 (16.6398) loss_bbox: 0.1544 (0.1632) loss_bbox_aux_0: 0.1761 (0.1755) loss_bbox_aux_1: 0.1575 (0.1685) loss_bbox_aux_2: 0.1668 (0.1656) loss_bbox_aux_3: 0.1644 (0.1636) loss_bbox_aux_4: 0.1638 (0.1632) loss_bbox_aux_5: 0.1946 (0.2154) loss_bbox_dn_0: 0.2698 (0.2880) loss_bbox_dn_1: 0.1996 (0.2194) loss_bbox_dn_2: 0.1754 (0.1977) loss_bbox_dn_3: 0.1705 (0.1907) loss_bbox_dn_4: 0.1672 (0.1892) loss_bbox_dn_5: 0.1672 (0.1892) loss_giou: 0.4789 (0.4951) loss_giou_aux_0: 0.5071 (0.5191) loss_giou_aux_1: 0.5003 (0.5048) loss_giou_aux_2: 0.4869 (0.4994) loss_giou_aux_3: 0.4827 (0.4962) loss_giou_aux_4: 0.4852 (0.4952) loss_giou_aux_5: 0.5839 (0.5883) loss_giou_dn_0: 0.6157 (0.6105) loss_giou_dn_1: 0.4988 (0.5058) loss_giou_dn_2: 0.4746 (0.4772) loss_giou_dn_3: 0.4705 (0.4688) loss_giou_dn_4: 0.4677 (0.4668) loss_giou_dn_5: 0.4677 (0.4670) loss_vfl: 0.6827 (0.6971) loss_vfl_aux_0: 0.8021 (0.8145) loss_vfl_aux_1: 0.7429 (0.7585) loss_vfl_aux_2: 0.7105 (0.7250) loss_vfl_aux_3: 0.7071 (0.7087) loss_vfl_aux_4: 0.6835 (0.7003) loss_vfl_aux_5: 0.7645 (0.7898) loss_vfl_dn_0: 0.4573 (0.4619) loss_vfl_dn_1: 0.3944 (0.3987) loss_vfl_dn_2: 0.3801 (0.3828) loss_vfl_dn_3: 0.3760 (0.3752) loss_vfl_dn_4: 0.3739 (0.3725) loss_vfl_dn_5: 0.3720 (0.3717) time: 0.4796 data: 0.0139 max mem: 5654 Epoch: [27] [2800/7393] eta: 0:36:55 lr: 0.000010 loss: 16.4839 (16.6360) loss_bbox: 0.1649 (0.1632) loss_bbox_aux_0: 0.1701 (0.1754) loss_bbox_aux_1: 0.1636 (0.1684) loss_bbox_aux_2: 0.1654 (0.1655) loss_bbox_aux_3: 0.1635 (0.1636) loss_bbox_aux_4: 0.1666 (0.1632) loss_bbox_aux_5: 0.2219 (0.2154) loss_bbox_dn_0: 0.2861 (0.2881) loss_bbox_dn_1: 0.2191 (0.2194) loss_bbox_dn_2: 0.2063 (0.1977) loss_bbox_dn_3: 0.2012 (0.1907) loss_bbox_dn_4: 0.2027 (0.1892) loss_bbox_dn_5: 0.2027 (0.1892) loss_giou: 0.4462 (0.4944) loss_giou_aux_0: 0.4664 (0.5184) loss_giou_aux_1: 0.4634 (0.5042) loss_giou_aux_2: 0.4470 (0.4987) loss_giou_aux_3: 0.4454 (0.4955) loss_giou_aux_4: 0.4472 (0.4946) loss_giou_aux_5: 0.5331 (0.5877) loss_giou_dn_0: 0.5719 (0.6103) loss_giou_dn_1: 0.4518 (0.5055) loss_giou_dn_2: 0.4268 (0.4769) loss_giou_dn_3: 0.4188 (0.4684) loss_giou_dn_4: 0.4164 (0.4665) loss_giou_dn_5: 0.4164 (0.4667) loss_vfl: 0.7220 (0.6974) loss_vfl_aux_0: 0.8259 (0.8152) loss_vfl_aux_1: 0.7921 (0.7589) loss_vfl_aux_2: 0.7395 (0.7253) loss_vfl_aux_3: 0.7315 (0.7090) loss_vfl_aux_4: 0.7284 (0.7008) loss_vfl_aux_5: 0.8056 (0.7904) loss_vfl_dn_0: 0.4634 (0.4619) loss_vfl_dn_1: 0.3975 (0.3986) loss_vfl_dn_2: 0.3778 (0.3826) loss_vfl_dn_3: 0.3682 (0.3751) loss_vfl_dn_4: 0.3622 (0.3723) loss_vfl_dn_5: 0.3618 (0.3715) time: 0.4776 data: 0.0141 max mem: 5654 Epoch: [27] [2900/7393] eta: 0:36:06 lr: 0.000010 loss: 16.5387 (16.6231) loss_bbox: 0.1520 (0.1630) loss_bbox_aux_0: 0.1636 (0.1753) loss_bbox_aux_1: 0.1568 (0.1682) loss_bbox_aux_2: 0.1526 (0.1653) loss_bbox_aux_3: 0.1508 (0.1634) loss_bbox_aux_4: 0.1506 (0.1630) loss_bbox_aux_5: 0.2154 (0.2155) loss_bbox_dn_0: 0.2660 (0.2881) loss_bbox_dn_1: 0.1971 (0.2193) loss_bbox_dn_2: 0.1794 (0.1976) loss_bbox_dn_3: 0.1753 (0.1905) loss_bbox_dn_4: 0.1730 (0.1891) loss_bbox_dn_5: 0.1731 (0.1891) loss_giou: 0.4479 (0.4934) loss_giou_aux_0: 0.4718 (0.5175) loss_giou_aux_1: 0.4558 (0.5032) loss_giou_aux_2: 0.4565 (0.4977) loss_giou_aux_3: 0.4567 (0.4945) loss_giou_aux_4: 0.4486 (0.4935) loss_giou_aux_5: 0.5431 (0.5869) loss_giou_dn_0: 0.5898 (0.6097) loss_giou_dn_1: 0.4932 (0.5049) loss_giou_dn_2: 0.4609 (0.4762) loss_giou_dn_3: 0.4583 (0.4678) loss_giou_dn_4: 0.4576 (0.4658) loss_giou_dn_5: 0.4575 (0.4660) loss_vfl: 0.6941 (0.6975) loss_vfl_aux_0: 0.7826 (0.8149) loss_vfl_aux_1: 0.7509 (0.7591) loss_vfl_aux_2: 0.7177 (0.7257) loss_vfl_aux_3: 0.7047 (0.7092) loss_vfl_aux_4: 0.6934 (0.7009) loss_vfl_aux_5: 0.7949 (0.7903) loss_vfl_dn_0: 0.4602 (0.4619) loss_vfl_dn_1: 0.3932 (0.3984) loss_vfl_dn_2: 0.3753 (0.3825) loss_vfl_dn_3: 0.3662 (0.3749) loss_vfl_dn_4: 0.3635 (0.3722) loss_vfl_dn_5: 0.3634 (0.3714) time: 0.4821 data: 0.0141 max mem: 5654 Epoch: [27] [3000/7393] eta: 0:35:17 lr: 0.000010 loss: 16.2341 (16.6177) loss_bbox: 0.1605 (0.1631) loss_bbox_aux_0: 0.1688 (0.1753) loss_bbox_aux_1: 0.1683 (0.1682) loss_bbox_aux_2: 0.1652 (0.1653) loss_bbox_aux_3: 0.1590 (0.1635) loss_bbox_aux_4: 0.1617 (0.1631) loss_bbox_aux_5: 0.2048 (0.2155) loss_bbox_dn_0: 0.2493 (0.2882) loss_bbox_dn_1: 0.1948 (0.2194) loss_bbox_dn_2: 0.1765 (0.1976) loss_bbox_dn_3: 0.1692 (0.1906) loss_bbox_dn_4: 0.1677 (0.1891) loss_bbox_dn_5: 0.1677 (0.1891) loss_giou: 0.4746 (0.4931) loss_giou_aux_0: 0.4925 (0.5172) loss_giou_aux_1: 0.4686 (0.5028) loss_giou_aux_2: 0.4697 (0.4973) loss_giou_aux_3: 0.4695 (0.4941) loss_giou_aux_4: 0.4733 (0.4932) loss_giou_aux_5: 0.5579 (0.5865) loss_giou_dn_0: 0.5800 (0.6095) loss_giou_dn_1: 0.4743 (0.5046) loss_giou_dn_2: 0.4458 (0.4760) loss_giou_dn_3: 0.4394 (0.4675) loss_giou_dn_4: 0.4370 (0.4655) loss_giou_dn_5: 0.4371 (0.4657) loss_vfl: 0.6926 (0.6973) loss_vfl_aux_0: 0.8172 (0.8148) loss_vfl_aux_1: 0.7535 (0.7589) loss_vfl_aux_2: 0.7293 (0.7256) loss_vfl_aux_3: 0.7103 (0.7089) loss_vfl_aux_4: 0.6852 (0.7007) loss_vfl_aux_5: 0.8142 (0.7902) loss_vfl_dn_0: 0.4509 (0.4618) loss_vfl_dn_1: 0.3864 (0.3983) loss_vfl_dn_2: 0.3656 (0.3824) loss_vfl_dn_3: 0.3586 (0.3748) loss_vfl_dn_4: 0.3568 (0.3720) loss_vfl_dn_5: 0.3558 (0.3712) time: 0.4720 data: 0.0138 max mem: 5654 Epoch: [27] [3100/7393] eta: 0:34:28 lr: 0.000010 loss: 16.6044 (16.6230) loss_bbox: 0.1628 (0.1632) loss_bbox_aux_0: 0.1857 (0.1754) loss_bbox_aux_1: 0.1873 (0.1684) loss_bbox_aux_2: 0.1780 (0.1654) loss_bbox_aux_3: 0.1734 (0.1636) loss_bbox_aux_4: 0.1735 (0.1632) loss_bbox_aux_5: 0.2256 (0.2157) loss_bbox_dn_0: 0.3151 (0.2887) loss_bbox_dn_1: 0.2314 (0.2197) loss_bbox_dn_2: 0.2072 (0.1979) loss_bbox_dn_3: 0.1999 (0.1908) loss_bbox_dn_4: 0.2005 (0.1894) loss_bbox_dn_5: 0.2008 (0.1894) loss_giou: 0.4653 (0.4931) loss_giou_aux_0: 0.4632 (0.5172) loss_giou_aux_1: 0.4601 (0.5028) loss_giou_aux_2: 0.4597 (0.4973) loss_giou_aux_3: 0.4531 (0.4942) loss_giou_aux_4: 0.4584 (0.4932) loss_giou_aux_5: 0.5212 (0.5866) loss_giou_dn_0: 0.5832 (0.6097) loss_giou_dn_1: 0.4784 (0.5046) loss_giou_dn_2: 0.4500 (0.4760) loss_giou_dn_3: 0.4373 (0.4675) loss_giou_dn_4: 0.4361 (0.4656) loss_giou_dn_5: 0.4364 (0.4657) loss_vfl: 0.7116 (0.6975) loss_vfl_aux_0: 0.8441 (0.8152) loss_vfl_aux_1: 0.7573 (0.7592) loss_vfl_aux_2: 0.7382 (0.7258) loss_vfl_aux_3: 0.7190 (0.7091) loss_vfl_aux_4: 0.7169 (0.7008) loss_vfl_aux_5: 0.8009 (0.7904) loss_vfl_dn_0: 0.4615 (0.4619) loss_vfl_dn_1: 0.3994 (0.3983) loss_vfl_dn_2: 0.3813 (0.3824) loss_vfl_dn_3: 0.3731 (0.3748) loss_vfl_dn_4: 0.3721 (0.3721) loss_vfl_dn_5: 0.3708 (0.3713) time: 0.4756 data: 0.0138 max mem: 5654 Epoch: [27] [3200/7393] eta: 0:33:39 lr: 0.000010 loss: 16.4905 (16.6192) loss_bbox: 0.1542 (0.1630) loss_bbox_aux_0: 0.1604 (0.1751) loss_bbox_aux_1: 0.1565 (0.1681) loss_bbox_aux_2: 0.1560 (0.1652) loss_bbox_aux_3: 0.1563 (0.1633) loss_bbox_aux_4: 0.1541 (0.1630) loss_bbox_aux_5: 0.1982 (0.2153) loss_bbox_dn_0: 0.2499 (0.2883) loss_bbox_dn_1: 0.1929 (0.2193) loss_bbox_dn_2: 0.1768 (0.1976) loss_bbox_dn_3: 0.1736 (0.1905) loss_bbox_dn_4: 0.1723 (0.1891) loss_bbox_dn_5: 0.1721 (0.1891) loss_giou: 0.5170 (0.4934) loss_giou_aux_0: 0.5488 (0.5174) loss_giou_aux_1: 0.5370 (0.5030) loss_giou_aux_2: 0.5256 (0.4974) loss_giou_aux_3: 0.5142 (0.4944) loss_giou_aux_4: 0.5131 (0.4935) loss_giou_aux_5: 0.6250 (0.5867) loss_giou_dn_0: 0.6320 (0.6096) loss_giou_dn_1: 0.5353 (0.5046) loss_giou_dn_2: 0.5009 (0.4760) loss_giou_dn_3: 0.4906 (0.4675) loss_giou_dn_4: 0.4894 (0.4655) loss_giou_dn_5: 0.4896 (0.4657) loss_vfl: 0.6602 (0.6971) loss_vfl_aux_0: 0.7659 (0.8151) loss_vfl_aux_1: 0.7118 (0.7590) loss_vfl_aux_2: 0.6941 (0.7256) loss_vfl_aux_3: 0.6632 (0.7088) loss_vfl_aux_4: 0.6586 (0.7004) loss_vfl_aux_5: 0.7510 (0.7904) loss_vfl_dn_0: 0.4680 (0.4620) loss_vfl_dn_1: 0.4023 (0.3984) loss_vfl_dn_2: 0.3911 (0.3825) loss_vfl_dn_3: 0.3851 (0.3749) loss_vfl_dn_4: 0.3811 (0.3722) loss_vfl_dn_5: 0.3813 (0.3714) time: 0.4771 data: 0.0145 max mem: 5654 Epoch: [27] [3300/7393] eta: 0:32:50 lr: 0.000010 loss: 16.2659 (16.6177) loss_bbox: 0.1676 (0.1631) loss_bbox_aux_0: 0.1877 (0.1752) loss_bbox_aux_1: 0.1739 (0.1680) loss_bbox_aux_2: 0.1684 (0.1652) loss_bbox_aux_3: 0.1686 (0.1634) loss_bbox_aux_4: 0.1692 (0.1630) loss_bbox_aux_5: 0.2258 (0.2153) loss_bbox_dn_0: 0.3032 (0.2885) loss_bbox_dn_1: 0.2356 (0.2195) loss_bbox_dn_2: 0.1992 (0.1977) loss_bbox_dn_3: 0.1945 (0.1906) loss_bbox_dn_4: 0.1950 (0.1892) loss_bbox_dn_5: 0.1950 (0.1892) loss_giou: 0.4748 (0.4934) loss_giou_aux_0: 0.5234 (0.5175) loss_giou_aux_1: 0.4881 (0.5030) loss_giou_aux_2: 0.4827 (0.4975) loss_giou_aux_3: 0.4704 (0.4944) loss_giou_aux_4: 0.4673 (0.4935) loss_giou_aux_5: 0.5739 (0.5867) loss_giou_dn_0: 0.5815 (0.6096) loss_giou_dn_1: 0.5098 (0.5046) loss_giou_dn_2: 0.4894 (0.4760) loss_giou_dn_3: 0.4791 (0.4675) loss_giou_dn_4: 0.4742 (0.4656) loss_giou_dn_5: 0.4743 (0.4657) loss_vfl: 0.6779 (0.6968) loss_vfl_aux_0: 0.7908 (0.8147) loss_vfl_aux_1: 0.7322 (0.7587) loss_vfl_aux_2: 0.7014 (0.7252) loss_vfl_aux_3: 0.6779 (0.7084) loss_vfl_aux_4: 0.6857 (0.7001) loss_vfl_aux_5: 0.7612 (0.7904) loss_vfl_dn_0: 0.4561 (0.4619) loss_vfl_dn_1: 0.3961 (0.3984) loss_vfl_dn_2: 0.3736 (0.3824) loss_vfl_dn_3: 0.3673 (0.3748) loss_vfl_dn_4: 0.3606 (0.3720) loss_vfl_dn_5: 0.3632 (0.3712) time: 0.4706 data: 0.0139 max mem: 5654 Epoch: [27] [3400/7393] eta: 0:32:00 lr: 0.000010 loss: 16.1125 (16.6134) loss_bbox: 0.1493 (0.1630) loss_bbox_aux_0: 0.1620 (0.1752) loss_bbox_aux_1: 0.1522 (0.1680) loss_bbox_aux_2: 0.1515 (0.1652) loss_bbox_aux_3: 0.1495 (0.1633) loss_bbox_aux_4: 0.1493 (0.1629) loss_bbox_aux_5: 0.2048 (0.2153) loss_bbox_dn_0: 0.2566 (0.2883) loss_bbox_dn_1: 0.1906 (0.2193) loss_bbox_dn_2: 0.1759 (0.1975) loss_bbox_dn_3: 0.1715 (0.1904) loss_bbox_dn_4: 0.1715 (0.1890) loss_bbox_dn_5: 0.1716 (0.1890) loss_giou: 0.4749 (0.4934) loss_giou_aux_0: 0.4952 (0.5175) loss_giou_aux_1: 0.4888 (0.5031) loss_giou_aux_2: 0.4763 (0.4975) loss_giou_aux_3: 0.4673 (0.4944) loss_giou_aux_4: 0.4731 (0.4934) loss_giou_aux_5: 0.5939 (0.5866) loss_giou_dn_0: 0.6044 (0.6096) loss_giou_dn_1: 0.4893 (0.5046) loss_giou_dn_2: 0.4595 (0.4759) loss_giou_dn_3: 0.4499 (0.4674) loss_giou_dn_4: 0.4501 (0.4655) loss_giou_dn_5: 0.4497 (0.4657) loss_vfl: 0.6752 (0.6965) loss_vfl_aux_0: 0.7661 (0.8141) loss_vfl_aux_1: 0.7369 (0.7583) loss_vfl_aux_2: 0.7098 (0.7248) loss_vfl_aux_3: 0.6832 (0.7082) loss_vfl_aux_4: 0.6806 (0.6999) loss_vfl_aux_5: 0.7581 (0.7901) loss_vfl_dn_0: 0.4631 (0.4619) loss_vfl_dn_1: 0.3914 (0.3984) loss_vfl_dn_2: 0.3743 (0.3824) loss_vfl_dn_3: 0.3664 (0.3748) loss_vfl_dn_4: 0.3656 (0.3720) loss_vfl_dn_5: 0.3649 (0.3712) time: 0.4702 data: 0.0141 max mem: 5654 Epoch: [27] [3500/7393] eta: 0:31:12 lr: 0.000010 loss: 16.2859 (16.6106) loss_bbox: 0.1474 (0.1628) loss_bbox_aux_0: 0.1611 (0.1750) loss_bbox_aux_1: 0.1569 (0.1678) loss_bbox_aux_2: 0.1558 (0.1650) loss_bbox_aux_3: 0.1517 (0.1631) loss_bbox_aux_4: 0.1473 (0.1628) loss_bbox_aux_5: 0.1967 (0.2152) loss_bbox_dn_0: 0.2783 (0.2880) loss_bbox_dn_1: 0.2093 (0.2190) loss_bbox_dn_2: 0.1859 (0.1973) loss_bbox_dn_3: 0.1748 (0.1902) loss_bbox_dn_4: 0.1742 (0.1888) loss_bbox_dn_5: 0.1742 (0.1888) loss_giou: 0.4572 (0.4934) loss_giou_aux_0: 0.5111 (0.5176) loss_giou_aux_1: 0.4742 (0.5031) loss_giou_aux_2: 0.4590 (0.4975) loss_giou_aux_3: 0.4590 (0.4944) loss_giou_aux_4: 0.4580 (0.4935) loss_giou_aux_5: 0.5590 (0.5867) loss_giou_dn_0: 0.5971 (0.6096) loss_giou_dn_1: 0.5015 (0.5046) loss_giou_dn_2: 0.4601 (0.4759) loss_giou_dn_3: 0.4502 (0.4674) loss_giou_dn_4: 0.4485 (0.4655) loss_giou_dn_5: 0.4485 (0.4656) loss_vfl: 0.6696 (0.6966) loss_vfl_aux_0: 0.7914 (0.8141) loss_vfl_aux_1: 0.7174 (0.7582) loss_vfl_aux_2: 0.7015 (0.7248) loss_vfl_aux_3: 0.6790 (0.7081) loss_vfl_aux_4: 0.6653 (0.6999) loss_vfl_aux_5: 0.7554 (0.7900) loss_vfl_dn_0: 0.4607 (0.4618) loss_vfl_dn_1: 0.3893 (0.3983) loss_vfl_dn_2: 0.3796 (0.3823) loss_vfl_dn_3: 0.3712 (0.3747) loss_vfl_dn_4: 0.3674 (0.3720) loss_vfl_dn_5: 0.3664 (0.3712) time: 0.4767 data: 0.0141 max mem: 5654 Epoch: [27] [3600/7393] eta: 0:30:23 lr: 0.000010 loss: 16.5110 (16.6100) loss_bbox: 0.1639 (0.1629) loss_bbox_aux_0: 0.1811 (0.1751) loss_bbox_aux_1: 0.1771 (0.1680) loss_bbox_aux_2: 0.1684 (0.1651) loss_bbox_aux_3: 0.1630 (0.1632) loss_bbox_aux_4: 0.1636 (0.1629) loss_bbox_aux_5: 0.2216 (0.2152) loss_bbox_dn_0: 0.2713 (0.2883) loss_bbox_dn_1: 0.1975 (0.2192) loss_bbox_dn_2: 0.1874 (0.1974) loss_bbox_dn_3: 0.1832 (0.1903) loss_bbox_dn_4: 0.1818 (0.1889) loss_bbox_dn_5: 0.1820 (0.1889) loss_giou: 0.4523 (0.4934) loss_giou_aux_0: 0.4952 (0.5175) loss_giou_aux_1: 0.4841 (0.5030) loss_giou_aux_2: 0.4673 (0.4975) loss_giou_aux_3: 0.4558 (0.4944) loss_giou_aux_4: 0.4530 (0.4934) loss_giou_aux_5: 0.5738 (0.5865) loss_giou_dn_0: 0.5998 (0.6095) loss_giou_dn_1: 0.4799 (0.5045) loss_giou_dn_2: 0.4549 (0.4758) loss_giou_dn_3: 0.4502 (0.4673) loss_giou_dn_4: 0.4489 (0.4654) loss_giou_dn_5: 0.4482 (0.4655) loss_vfl: 0.6713 (0.6963) loss_vfl_aux_0: 0.8195 (0.8142) loss_vfl_aux_1: 0.7467 (0.7580) loss_vfl_aux_2: 0.6994 (0.7246) loss_vfl_aux_3: 0.6814 (0.7078) loss_vfl_aux_4: 0.6728 (0.6996) loss_vfl_aux_5: 0.7883 (0.7901) loss_vfl_dn_0: 0.4594 (0.4619) loss_vfl_dn_1: 0.4040 (0.3983) loss_vfl_dn_2: 0.3851 (0.3823) loss_vfl_dn_3: 0.3728 (0.3747) loss_vfl_dn_4: 0.3685 (0.3720) loss_vfl_dn_5: 0.3670 (0.3712) time: 0.4760 data: 0.0137 max mem: 5654 Epoch: [27] [3700/7393] eta: 0:29:34 lr: 0.000010 loss: 15.9693 (16.6062) loss_bbox: 0.1416 (0.1631) loss_bbox_aux_0: 0.1623 (0.1753) loss_bbox_aux_1: 0.1545 (0.1681) loss_bbox_aux_2: 0.1529 (0.1652) loss_bbox_aux_3: 0.1444 (0.1634) loss_bbox_aux_4: 0.1433 (0.1630) loss_bbox_aux_5: 0.2074 (0.2154) loss_bbox_dn_0: 0.2910 (0.2886) loss_bbox_dn_1: 0.2083 (0.2194) loss_bbox_dn_2: 0.1791 (0.1976) loss_bbox_dn_3: 0.1733 (0.1905) loss_bbox_dn_4: 0.1725 (0.1891) loss_bbox_dn_5: 0.1725 (0.1891) loss_giou: 0.4457 (0.4927) loss_giou_aux_0: 0.4825 (0.5169) loss_giou_aux_1: 0.4601 (0.5024) loss_giou_aux_2: 0.4538 (0.4968) loss_giou_aux_3: 0.4379 (0.4937) loss_giou_aux_4: 0.4405 (0.4928) loss_giou_aux_5: 0.5201 (0.5859) loss_giou_dn_0: 0.5733 (0.6092) loss_giou_dn_1: 0.4617 (0.5040) loss_giou_dn_2: 0.4325 (0.4754) loss_giou_dn_3: 0.4185 (0.4669) loss_giou_dn_4: 0.4144 (0.4649) loss_giou_dn_5: 0.4143 (0.4651) loss_vfl: 0.6941 (0.6964) loss_vfl_aux_0: 0.8489 (0.8145) loss_vfl_aux_1: 0.7631 (0.7582) loss_vfl_aux_2: 0.7629 (0.7248) loss_vfl_aux_3: 0.7251 (0.7080) loss_vfl_aux_4: 0.7081 (0.6998) loss_vfl_aux_5: 0.7874 (0.7902) loss_vfl_dn_0: 0.4580 (0.4618) loss_vfl_dn_1: 0.3915 (0.3983) loss_vfl_dn_2: 0.3750 (0.3823) loss_vfl_dn_3: 0.3647 (0.3747) loss_vfl_dn_4: 0.3636 (0.3719) loss_vfl_dn_5: 0.3627 (0.3711) time: 0.4803 data: 0.0142 max mem: 5654 Epoch: [27] [3800/7393] eta: 0:28:45 lr: 0.000010 loss: 16.4664 (16.6038) loss_bbox: 0.1518 (0.1630) loss_bbox_aux_0: 0.1639 (0.1754) loss_bbox_aux_1: 0.1555 (0.1681) loss_bbox_aux_2: 0.1638 (0.1652) loss_bbox_aux_3: 0.1541 (0.1634) loss_bbox_aux_4: 0.1522 (0.1630) loss_bbox_aux_5: 0.2030 (0.2154) loss_bbox_dn_0: 0.2878 (0.2886) loss_bbox_dn_1: 0.2105 (0.2194) loss_bbox_dn_2: 0.1942 (0.1976) loss_bbox_dn_3: 0.1911 (0.1905) loss_bbox_dn_4: 0.1889 (0.1891) loss_bbox_dn_5: 0.1888 (0.1891) loss_giou: 0.4541 (0.4926) loss_giou_aux_0: 0.4932 (0.5168) loss_giou_aux_1: 0.4723 (0.5024) loss_giou_aux_2: 0.4626 (0.4967) loss_giou_aux_3: 0.4597 (0.4936) loss_giou_aux_4: 0.4640 (0.4926) loss_giou_aux_5: 0.5737 (0.5859) loss_giou_dn_0: 0.5836 (0.6089) loss_giou_dn_1: 0.4888 (0.5038) loss_giou_dn_2: 0.4563 (0.4751) loss_giou_dn_3: 0.4490 (0.4666) loss_giou_dn_4: 0.4474 (0.4647) loss_giou_dn_5: 0.4477 (0.4649) loss_vfl: 0.6910 (0.6965) loss_vfl_aux_0: 0.8060 (0.8145) loss_vfl_aux_1: 0.7471 (0.7581) loss_vfl_aux_2: 0.7215 (0.7247) loss_vfl_aux_3: 0.7018 (0.7080) loss_vfl_aux_4: 0.6897 (0.6999) loss_vfl_aux_5: 0.7797 (0.7901) loss_vfl_dn_0: 0.4591 (0.4618) loss_vfl_dn_1: 0.3971 (0.3982) loss_vfl_dn_2: 0.3820 (0.3822) loss_vfl_dn_3: 0.3729 (0.3746) loss_vfl_dn_4: 0.3694 (0.3718) loss_vfl_dn_5: 0.3709 (0.3710) time: 0.4623 data: 0.0141 max mem: 5654 Epoch: [27] [3900/7393] eta: 0:28:02 lr: 0.000010 loss: 16.2204 (16.6030) loss_bbox: 0.1477 (0.1630) loss_bbox_aux_0: 0.1590 (0.1753) loss_bbox_aux_1: 0.1548 (0.1680) loss_bbox_aux_2: 0.1537 (0.1652) loss_bbox_aux_3: 0.1481 (0.1633) loss_bbox_aux_4: 0.1499 (0.1630) loss_bbox_aux_5: 0.2067 (0.2154) loss_bbox_dn_0: 0.2751 (0.2888) loss_bbox_dn_1: 0.2081 (0.2195) loss_bbox_dn_2: 0.1800 (0.1977) loss_bbox_dn_3: 0.1716 (0.1906) loss_bbox_dn_4: 0.1697 (0.1892) loss_bbox_dn_5: 0.1700 (0.1892) loss_giou: 0.4576 (0.4924) loss_giou_aux_0: 0.4767 (0.5165) loss_giou_aux_1: 0.4657 (0.5021) loss_giou_aux_2: 0.4625 (0.4966) loss_giou_aux_3: 0.4622 (0.4934) loss_giou_aux_4: 0.4584 (0.4924) loss_giou_aux_5: 0.5325 (0.5856) loss_giou_dn_0: 0.5824 (0.6086) loss_giou_dn_1: 0.4659 (0.5035) loss_giou_dn_2: 0.4439 (0.4748) loss_giou_dn_3: 0.4335 (0.4663) loss_giou_dn_4: 0.4324 (0.4644) loss_giou_dn_5: 0.4327 (0.4646) loss_vfl: 0.7126 (0.6967) loss_vfl_aux_0: 0.8458 (0.8147) loss_vfl_aux_1: 0.7624 (0.7586) loss_vfl_aux_2: 0.7599 (0.7250) loss_vfl_aux_3: 0.7294 (0.7083) loss_vfl_aux_4: 0.7310 (0.7001) loss_vfl_aux_5: 0.8011 (0.7904) loss_vfl_dn_0: 0.4664 (0.4618) loss_vfl_dn_1: 0.3986 (0.3982) loss_vfl_dn_2: 0.3744 (0.3822) loss_vfl_dn_3: 0.3629 (0.3746) loss_vfl_dn_4: 0.3612 (0.3718) loss_vfl_dn_5: 0.3613 (0.3710) time: 0.7915 data: 0.0148 max mem: 5654 Epoch: [27] [4000/7393] eta: 0:27:13 lr: 0.000010 loss: 16.4297 (16.6056) loss_bbox: 0.1549 (0.1631) loss_bbox_aux_0: 0.1694 (0.1755) loss_bbox_aux_1: 0.1611 (0.1681) loss_bbox_aux_2: 0.1592 (0.1653) loss_bbox_aux_3: 0.1585 (0.1634) loss_bbox_aux_4: 0.1581 (0.1630) loss_bbox_aux_5: 0.2119 (0.2156) loss_bbox_dn_0: 0.2780 (0.2889) loss_bbox_dn_1: 0.2071 (0.2197) loss_bbox_dn_2: 0.1777 (0.1978) loss_bbox_dn_3: 0.1708 (0.1908) loss_bbox_dn_4: 0.1700 (0.1893) loss_bbox_dn_5: 0.1700 (0.1893) loss_giou: 0.4395 (0.4922) loss_giou_aux_0: 0.4734 (0.5165) loss_giou_aux_1: 0.4585 (0.5020) loss_giou_aux_2: 0.4484 (0.4965) loss_giou_aux_3: 0.4367 (0.4933) loss_giou_aux_4: 0.4354 (0.4923) loss_giou_aux_5: 0.5352 (0.5855) loss_giou_dn_0: 0.6002 (0.6086) loss_giou_dn_1: 0.4992 (0.5034) loss_giou_dn_2: 0.4626 (0.4747) loss_giou_dn_3: 0.4537 (0.4662) loss_giou_dn_4: 0.4511 (0.4643) loss_giou_dn_5: 0.4510 (0.4645) loss_vfl: 0.7222 (0.6971) loss_vfl_aux_0: 0.8379 (0.8150) loss_vfl_aux_1: 0.7695 (0.7589) loss_vfl_aux_2: 0.7161 (0.7253) loss_vfl_aux_3: 0.7127 (0.7087) loss_vfl_aux_4: 0.7046 (0.7005) loss_vfl_aux_5: 0.7919 (0.7905) loss_vfl_dn_0: 0.4678 (0.4619) loss_vfl_dn_1: 0.4016 (0.3983) loss_vfl_dn_2: 0.3857 (0.3822) loss_vfl_dn_3: 0.3783 (0.3746) loss_vfl_dn_4: 0.3762 (0.3718) loss_vfl_dn_5: 0.3752 (0.3711) time: 0.4786 data: 0.0141 max mem: 5654 Epoch: [27] [4100/7393] eta: 0:26:24 lr: 0.000010 loss: 16.8023 (16.6095) loss_bbox: 0.1489 (0.1631) loss_bbox_aux_0: 0.1625 (0.1756) loss_bbox_aux_1: 0.1504 (0.1682) loss_bbox_aux_2: 0.1463 (0.1654) loss_bbox_aux_3: 0.1472 (0.1634) loss_bbox_aux_4: 0.1518 (0.1630) loss_bbox_aux_5: 0.2039 (0.2157) loss_bbox_dn_0: 0.2494 (0.2892) loss_bbox_dn_1: 0.1932 (0.2199) loss_bbox_dn_2: 0.1756 (0.1980) loss_bbox_dn_3: 0.1716 (0.1909) loss_bbox_dn_4: 0.1718 (0.1895) loss_bbox_dn_5: 0.1718 (0.1895) loss_giou: 0.4978 (0.4919) loss_giou_aux_0: 0.5159 (0.5162) loss_giou_aux_1: 0.5087 (0.5018) loss_giou_aux_2: 0.4966 (0.4962) loss_giou_aux_3: 0.4947 (0.4930) loss_giou_aux_4: 0.5020 (0.4920) loss_giou_aux_5: 0.6021 (0.5853) loss_giou_dn_0: 0.6169 (0.6085) loss_giou_dn_1: 0.5102 (0.5033) loss_giou_dn_2: 0.4826 (0.4746) loss_giou_dn_3: 0.4735 (0.4662) loss_giou_dn_4: 0.4698 (0.4642) loss_giou_dn_5: 0.4697 (0.4644) loss_vfl: 0.7274 (0.6978) loss_vfl_aux_0: 0.8381 (0.8157) loss_vfl_aux_1: 0.7631 (0.7595) loss_vfl_aux_2: 0.7383 (0.7259) loss_vfl_aux_3: 0.7073 (0.7094) loss_vfl_aux_4: 0.7255 (0.7012) loss_vfl_aux_5: 0.7671 (0.7909) loss_vfl_dn_0: 0.4651 (0.4619) loss_vfl_dn_1: 0.4073 (0.3984) loss_vfl_dn_2: 0.3903 (0.3823) loss_vfl_dn_3: 0.3844 (0.3747) loss_vfl_dn_4: 0.3818 (0.3719) loss_vfl_dn_5: 0.3816 (0.3711) time: 0.4628 data: 0.0139 max mem: 5654 Epoch: [27] [4200/7393] eta: 0:25:36 lr: 0.000010 loss: 16.8797 (16.6101) loss_bbox: 0.1430 (0.1630) loss_bbox_aux_0: 0.1534 (0.1754) loss_bbox_aux_1: 0.1455 (0.1681) loss_bbox_aux_2: 0.1405 (0.1652) loss_bbox_aux_3: 0.1422 (0.1633) loss_bbox_aux_4: 0.1439 (0.1629) loss_bbox_aux_5: 0.2024 (0.2155) loss_bbox_dn_0: 0.2702 (0.2890) loss_bbox_dn_1: 0.2053 (0.2197) loss_bbox_dn_2: 0.1844 (0.1979) loss_bbox_dn_3: 0.1707 (0.1908) loss_bbox_dn_4: 0.1686 (0.1893) loss_bbox_dn_5: 0.1684 (0.1893) loss_giou: 0.4877 (0.4922) loss_giou_aux_0: 0.5142 (0.5165) loss_giou_aux_1: 0.5001 (0.5021) loss_giou_aux_2: 0.4951 (0.4965) loss_giou_aux_3: 0.4948 (0.4933) loss_giou_aux_4: 0.4928 (0.4923) loss_giou_aux_5: 0.5652 (0.5855) loss_giou_dn_0: 0.6000 (0.6086) loss_giou_dn_1: 0.4959 (0.5034) loss_giou_dn_2: 0.4565 (0.4748) loss_giou_dn_3: 0.4494 (0.4663) loss_giou_dn_4: 0.4443 (0.4643) loss_giou_dn_5: 0.4441 (0.4645) loss_vfl: 0.7064 (0.6976) loss_vfl_aux_0: 0.7742 (0.8157) loss_vfl_aux_1: 0.7548 (0.7594) loss_vfl_aux_2: 0.7161 (0.7259) loss_vfl_aux_3: 0.7081 (0.7092) loss_vfl_aux_4: 0.7049 (0.7010) loss_vfl_aux_5: 0.7896 (0.7910) loss_vfl_dn_0: 0.4555 (0.4620) loss_vfl_dn_1: 0.4012 (0.3984) loss_vfl_dn_2: 0.3852 (0.3823) loss_vfl_dn_3: 0.3811 (0.3747) loss_vfl_dn_4: 0.3786 (0.3720) loss_vfl_dn_5: 0.3779 (0.3712) time: 0.4768 data: 0.0141 max mem: 5654 Epoch: [27] [4300/7393] eta: 0:24:47 lr: 0.000010 loss: 15.8437 (16.6064) loss_bbox: 0.1442 (0.1629) loss_bbox_aux_0: 0.1615 (0.1753) loss_bbox_aux_1: 0.1449 (0.1680) loss_bbox_aux_2: 0.1465 (0.1651) loss_bbox_aux_3: 0.1459 (0.1632) loss_bbox_aux_4: 0.1428 (0.1628) loss_bbox_aux_5: 0.2009 (0.2155) loss_bbox_dn_0: 0.2770 (0.2890) loss_bbox_dn_1: 0.2051 (0.2197) loss_bbox_dn_2: 0.1754 (0.1978) loss_bbox_dn_3: 0.1724 (0.1907) loss_bbox_dn_4: 0.1693 (0.1893) loss_bbox_dn_5: 0.1690 (0.1893) loss_giou: 0.4568 (0.4917) loss_giou_aux_0: 0.4713 (0.5160) loss_giou_aux_1: 0.4412 (0.5015) loss_giou_aux_2: 0.4522 (0.4960) loss_giou_aux_3: 0.4546 (0.4927) loss_giou_aux_4: 0.4578 (0.4918) loss_giou_aux_5: 0.5387 (0.5850) loss_giou_dn_0: 0.5683 (0.6083) loss_giou_dn_1: 0.4620 (0.5031) loss_giou_dn_2: 0.4317 (0.4745) loss_giou_dn_3: 0.4246 (0.4660) loss_giou_dn_4: 0.4218 (0.4641) loss_giou_dn_5: 0.4216 (0.4642) loss_vfl: 0.7071 (0.6980) loss_vfl_aux_0: 0.8349 (0.8162) loss_vfl_aux_1: 0.8018 (0.7598) loss_vfl_aux_2: 0.7585 (0.7262) loss_vfl_aux_3: 0.7156 (0.7096) loss_vfl_aux_4: 0.7078 (0.7014) loss_vfl_aux_5: 0.7967 (0.7912) loss_vfl_dn_0: 0.4639 (0.4620) loss_vfl_dn_1: 0.3974 (0.3984) loss_vfl_dn_2: 0.3741 (0.3823) loss_vfl_dn_3: 0.3672 (0.3747) loss_vfl_dn_4: 0.3627 (0.3719) loss_vfl_dn_5: 0.3604 (0.3712) time: 0.4744 data: 0.0143 max mem: 5654 Epoch: [27] [4400/7393] eta: 0:23:58 lr: 0.000010 loss: 16.9562 (16.6062) loss_bbox: 0.1536 (0.1627) loss_bbox_aux_0: 0.1581 (0.1752) loss_bbox_aux_1: 0.1565 (0.1678) loss_bbox_aux_2: 0.1580 (0.1650) loss_bbox_aux_3: 0.1539 (0.1631) loss_bbox_aux_4: 0.1528 (0.1627) loss_bbox_aux_5: 0.2039 (0.2153) loss_bbox_dn_0: 0.2782 (0.2889) loss_bbox_dn_1: 0.2144 (0.2196) loss_bbox_dn_2: 0.1982 (0.1977) loss_bbox_dn_3: 0.1872 (0.1906) loss_bbox_dn_4: 0.1824 (0.1892) loss_bbox_dn_5: 0.1824 (0.1892) loss_giou: 0.4770 (0.4917) loss_giou_aux_0: 0.5020 (0.5160) loss_giou_aux_1: 0.4874 (0.5016) loss_giou_aux_2: 0.4847 (0.4960) loss_giou_aux_3: 0.4770 (0.4928) loss_giou_aux_4: 0.4821 (0.4918) loss_giou_aux_5: 0.5752 (0.5850) loss_giou_dn_0: 0.6016 (0.6083) loss_giou_dn_1: 0.4970 (0.5032) loss_giou_dn_2: 0.4774 (0.4745) loss_giou_dn_3: 0.4656 (0.4660) loss_giou_dn_4: 0.4617 (0.4641) loss_giou_dn_5: 0.4617 (0.4642) loss_vfl: 0.7172 (0.6981) loss_vfl_aux_0: 0.8385 (0.8165) loss_vfl_aux_1: 0.7697 (0.7601) loss_vfl_aux_2: 0.7408 (0.7263) loss_vfl_aux_3: 0.7139 (0.7097) loss_vfl_aux_4: 0.7250 (0.7015) loss_vfl_aux_5: 0.7967 (0.7913) loss_vfl_dn_0: 0.4660 (0.4620) loss_vfl_dn_1: 0.4100 (0.3984) loss_vfl_dn_2: 0.3909 (0.3823) loss_vfl_dn_3: 0.3836 (0.3747) loss_vfl_dn_4: 0.3790 (0.3720) loss_vfl_dn_5: 0.3766 (0.3712) time: 0.4724 data: 0.0139 max mem: 5654 Epoch: [27] [4500/7393] eta: 0:23:10 lr: 0.000010 loss: 16.3471 (16.6066) loss_bbox: 0.1470 (0.1627) loss_bbox_aux_0: 0.1462 (0.1753) loss_bbox_aux_1: 0.1459 (0.1679) loss_bbox_aux_2: 0.1425 (0.1650) loss_bbox_aux_3: 0.1422 (0.1631) loss_bbox_aux_4: 0.1466 (0.1627) loss_bbox_aux_5: 0.1933 (0.2154) loss_bbox_dn_0: 0.2535 (0.2890) loss_bbox_dn_1: 0.1856 (0.2197) loss_bbox_dn_2: 0.1711 (0.1977) loss_bbox_dn_3: 0.1611 (0.1906) loss_bbox_dn_4: 0.1605 (0.1892) loss_bbox_dn_5: 0.1607 (0.1892) loss_giou: 0.4825 (0.4917) loss_giou_aux_0: 0.5132 (0.5160) loss_giou_aux_1: 0.5017 (0.5016) loss_giou_aux_2: 0.4936 (0.4960) loss_giou_aux_3: 0.4891 (0.4928) loss_giou_aux_4: 0.4860 (0.4918) loss_giou_aux_5: 0.5654 (0.5850) loss_giou_dn_0: 0.5873 (0.6083) loss_giou_dn_1: 0.4777 (0.5032) loss_giou_dn_2: 0.4581 (0.4745) loss_giou_dn_3: 0.4522 (0.4660) loss_giou_dn_4: 0.4499 (0.4641) loss_giou_dn_5: 0.4496 (0.4642) loss_vfl: 0.6911 (0.6980) loss_vfl_aux_0: 0.8358 (0.8165) loss_vfl_aux_1: 0.7719 (0.7602) loss_vfl_aux_2: 0.7243 (0.7263) loss_vfl_aux_3: 0.6970 (0.7097) loss_vfl_aux_4: 0.7071 (0.7014) loss_vfl_aux_5: 0.8033 (0.7913) loss_vfl_dn_0: 0.4670 (0.4620) loss_vfl_dn_1: 0.4002 (0.3984) loss_vfl_dn_2: 0.3781 (0.3824) loss_vfl_dn_3: 0.3745 (0.3747) loss_vfl_dn_4: 0.3703 (0.3720) loss_vfl_dn_5: 0.3694 (0.3712) time: 0.4782 data: 0.0139 max mem: 5654 Epoch: [27] [4600/7393] eta: 0:22:21 lr: 0.000010 loss: 16.8131 (16.6101) loss_bbox: 0.1562 (0.1628) loss_bbox_aux_0: 0.1688 (0.1753) loss_bbox_aux_1: 0.1703 (0.1679) loss_bbox_aux_2: 0.1651 (0.1650) loss_bbox_aux_3: 0.1592 (0.1631) loss_bbox_aux_4: 0.1566 (0.1627) loss_bbox_aux_5: 0.2141 (0.2155) loss_bbox_dn_0: 0.2782 (0.2889) loss_bbox_dn_1: 0.2112 (0.2196) loss_bbox_dn_2: 0.1874 (0.1977) loss_bbox_dn_3: 0.1803 (0.1906) loss_bbox_dn_4: 0.1781 (0.1891) loss_bbox_dn_5: 0.1778 (0.1891) loss_giou: 0.4942 (0.4921) loss_giou_aux_0: 0.5086 (0.5164) loss_giou_aux_1: 0.5054 (0.5020) loss_giou_aux_2: 0.5170 (0.4964) loss_giou_aux_3: 0.4926 (0.4932) loss_giou_aux_4: 0.4962 (0.4921) loss_giou_aux_5: 0.6068 (0.5854) loss_giou_dn_0: 0.6312 (0.6084) loss_giou_dn_1: 0.5350 (0.5033) loss_giou_dn_2: 0.5104 (0.4747) loss_giou_dn_3: 0.5051 (0.4662) loss_giou_dn_4: 0.5034 (0.4642) loss_giou_dn_5: 0.5035 (0.4644) loss_vfl: 0.6948 (0.6981) loss_vfl_aux_0: 0.8033 (0.8165) loss_vfl_aux_1: 0.7705 (0.7602) loss_vfl_aux_2: 0.7354 (0.7263) loss_vfl_aux_3: 0.7200 (0.7096) loss_vfl_aux_4: 0.6982 (0.7015) loss_vfl_aux_5: 0.7652 (0.7911) loss_vfl_dn_0: 0.4591 (0.4620) loss_vfl_dn_1: 0.4023 (0.3984) loss_vfl_dn_2: 0.3847 (0.3824) loss_vfl_dn_3: 0.3786 (0.3748) loss_vfl_dn_4: 0.3742 (0.3720) loss_vfl_dn_5: 0.3743 (0.3712) time: 0.4751 data: 0.0143 max mem: 5654 Epoch: [27] [4700/7393] eta: 0:21:33 lr: 0.000010 loss: 17.1825 (16.6135) loss_bbox: 0.1629 (0.1629) loss_bbox_aux_0: 0.1797 (0.1753) loss_bbox_aux_1: 0.1839 (0.1680) loss_bbox_aux_2: 0.1666 (0.1651) loss_bbox_aux_3: 0.1690 (0.1632) loss_bbox_aux_4: 0.1646 (0.1628) loss_bbox_aux_5: 0.2266 (0.2155) loss_bbox_dn_0: 0.3091 (0.2888) loss_bbox_dn_1: 0.2393 (0.2196) loss_bbox_dn_2: 0.2159 (0.1977) loss_bbox_dn_3: 0.2088 (0.1906) loss_bbox_dn_4: 0.2079 (0.1891) loss_bbox_dn_5: 0.2078 (0.1891) loss_giou: 0.4573 (0.4920) loss_giou_aux_0: 0.5017 (0.5164) loss_giou_aux_1: 0.4804 (0.5020) loss_giou_aux_2: 0.4612 (0.4964) loss_giou_aux_3: 0.4646 (0.4932) loss_giou_aux_4: 0.4577 (0.4921) loss_giou_aux_5: 0.5727 (0.5854) loss_giou_dn_0: 0.5984 (0.6084) loss_giou_dn_1: 0.5067 (0.5033) loss_giou_dn_2: 0.4821 (0.4747) loss_giou_dn_3: 0.4723 (0.4662) loss_giou_dn_4: 0.4707 (0.4642) loss_giou_dn_5: 0.4708 (0.4644) loss_vfl: 0.7446 (0.6984) loss_vfl_aux_0: 0.8719 (0.8170) loss_vfl_aux_1: 0.8056 (0.7606) loss_vfl_aux_2: 0.7416 (0.7266) loss_vfl_aux_3: 0.7446 (0.7099) loss_vfl_aux_4: 0.7570 (0.7018) loss_vfl_aux_5: 0.8133 (0.7913) loss_vfl_dn_0: 0.4665 (0.4621) loss_vfl_dn_1: 0.3994 (0.3985) loss_vfl_dn_2: 0.3845 (0.3825) loss_vfl_dn_3: 0.3806 (0.3748) loss_vfl_dn_4: 0.3808 (0.3721) loss_vfl_dn_5: 0.3793 (0.3713) time: 0.4794 data: 0.0140 max mem: 5654 Epoch: [27] [4800/7393] eta: 0:20:44 lr: 0.000010 loss: 16.7670 (16.6097) loss_bbox: 0.1454 (0.1627) loss_bbox_aux_0: 0.1615 (0.1752) loss_bbox_aux_1: 0.1489 (0.1678) loss_bbox_aux_2: 0.1520 (0.1650) loss_bbox_aux_3: 0.1500 (0.1631) loss_bbox_aux_4: 0.1455 (0.1626) loss_bbox_aux_5: 0.2023 (0.2154) loss_bbox_dn_0: 0.2647 (0.2887) loss_bbox_dn_1: 0.1974 (0.2195) loss_bbox_dn_2: 0.1843 (0.1976) loss_bbox_dn_3: 0.1807 (0.1905) loss_bbox_dn_4: 0.1793 (0.1890) loss_bbox_dn_5: 0.1796 (0.1890) loss_giou: 0.4823 (0.4919) loss_giou_aux_0: 0.5033 (0.5164) loss_giou_aux_1: 0.5025 (0.5018) loss_giou_aux_2: 0.5053 (0.4963) loss_giou_aux_3: 0.5041 (0.4930) loss_giou_aux_4: 0.5006 (0.4920) loss_giou_aux_5: 0.5849 (0.5853) loss_giou_dn_0: 0.5954 (0.6084) loss_giou_dn_1: 0.4915 (0.5033) loss_giou_dn_2: 0.4646 (0.4746) loss_giou_dn_3: 0.4559 (0.4661) loss_giou_dn_4: 0.4533 (0.4641) loss_giou_dn_5: 0.4539 (0.4643) loss_vfl: 0.6788 (0.6983) loss_vfl_aux_0: 0.7764 (0.8169) loss_vfl_aux_1: 0.7351 (0.7607) loss_vfl_aux_2: 0.6745 (0.7265) loss_vfl_aux_3: 0.6821 (0.7098) loss_vfl_aux_4: 0.6926 (0.7017) loss_vfl_aux_5: 0.7289 (0.7910) loss_vfl_dn_0: 0.4560 (0.4621) loss_vfl_dn_1: 0.4023 (0.3985) loss_vfl_dn_2: 0.3893 (0.3825) loss_vfl_dn_3: 0.3802 (0.3748) loss_vfl_dn_4: 0.3760 (0.3721) loss_vfl_dn_5: 0.3751 (0.3713) time: 0.4682 data: 0.0138 max mem: 5654 Epoch: [27] [4900/7393] eta: 0:19:56 lr: 0.000010 loss: 16.4136 (16.6150) loss_bbox: 0.1657 (0.1627) loss_bbox_aux_0: 0.1653 (0.1752) loss_bbox_aux_1: 0.1576 (0.1678) loss_bbox_aux_2: 0.1675 (0.1650) loss_bbox_aux_3: 0.1704 (0.1631) loss_bbox_aux_4: 0.1659 (0.1627) loss_bbox_aux_5: 0.2102 (0.2155) loss_bbox_dn_0: 0.2623 (0.2887) loss_bbox_dn_1: 0.1913 (0.2196) loss_bbox_dn_2: 0.1775 (0.1977) loss_bbox_dn_3: 0.1707 (0.1906) loss_bbox_dn_4: 0.1691 (0.1891) loss_bbox_dn_5: 0.1692 (0.1892) loss_giou: 0.4537 (0.4920) loss_giou_aux_0: 0.4840 (0.5164) loss_giou_aux_1: 0.4616 (0.5019) loss_giou_aux_2: 0.4563 (0.4964) loss_giou_aux_3: 0.4619 (0.4931) loss_giou_aux_4: 0.4542 (0.4921) loss_giou_aux_5: 0.5623 (0.5855) loss_giou_dn_0: 0.5757 (0.6084) loss_giou_dn_1: 0.4677 (0.5033) loss_giou_dn_2: 0.4394 (0.4746) loss_giou_dn_3: 0.4312 (0.4661) loss_giou_dn_4: 0.4277 (0.4642) loss_giou_dn_5: 0.4283 (0.4644) loss_vfl: 0.7211 (0.6988) loss_vfl_aux_0: 0.8406 (0.8175) loss_vfl_aux_1: 0.7624 (0.7613) loss_vfl_aux_2: 0.7232 (0.7268) loss_vfl_aux_3: 0.7186 (0.7102) loss_vfl_aux_4: 0.7301 (0.7022) loss_vfl_aux_5: 0.7830 (0.7913) loss_vfl_dn_0: 0.4606 (0.4621) loss_vfl_dn_1: 0.4010 (0.3986) loss_vfl_dn_2: 0.3859 (0.3825) loss_vfl_dn_3: 0.3780 (0.3749) loss_vfl_dn_4: 0.3763 (0.3721) loss_vfl_dn_5: 0.3744 (0.3714) time: 0.4759 data: 0.0144 max mem: 5654 Epoch: [27] [5000/7393] eta: 0:19:07 lr: 0.000010 loss: 16.2299 (16.6173) loss_bbox: 0.1473 (0.1628) loss_bbox_aux_0: 0.1591 (0.1753) loss_bbox_aux_1: 0.1547 (0.1679) loss_bbox_aux_2: 0.1469 (0.1651) loss_bbox_aux_3: 0.1500 (0.1632) loss_bbox_aux_4: 0.1473 (0.1627) loss_bbox_aux_5: 0.2127 (0.2157) loss_bbox_dn_0: 0.2760 (0.2891) loss_bbox_dn_1: 0.2053 (0.2199) loss_bbox_dn_2: 0.1811 (0.1980) loss_bbox_dn_3: 0.1730 (0.1909) loss_bbox_dn_4: 0.1705 (0.1894) loss_bbox_dn_5: 0.1705 (0.1894) loss_giou: 0.4594 (0.4917) loss_giou_aux_0: 0.4967 (0.5162) loss_giou_aux_1: 0.4757 (0.5016) loss_giou_aux_2: 0.4605 (0.4961) loss_giou_aux_3: 0.4616 (0.4929) loss_giou_aux_4: 0.4608 (0.4918) loss_giou_aux_5: 0.5625 (0.5854) loss_giou_dn_0: 0.5869 (0.6084) loss_giou_dn_1: 0.4839 (0.5033) loss_giou_dn_2: 0.4538 (0.4746) loss_giou_dn_3: 0.4464 (0.4661) loss_giou_dn_4: 0.4453 (0.4642) loss_giou_dn_5: 0.4453 (0.4643) loss_vfl: 0.6702 (0.6990) loss_vfl_aux_0: 0.8123 (0.8178) loss_vfl_aux_1: 0.7308 (0.7617) loss_vfl_aux_2: 0.6892 (0.7270) loss_vfl_aux_3: 0.6772 (0.7103) loss_vfl_aux_4: 0.6696 (0.7024) loss_vfl_aux_5: 0.7997 (0.7913) loss_vfl_dn_0: 0.4577 (0.4621) loss_vfl_dn_1: 0.3967 (0.3986) loss_vfl_dn_2: 0.3775 (0.3825) loss_vfl_dn_3: 0.3752 (0.3749) loss_vfl_dn_4: 0.3682 (0.3721) loss_vfl_dn_5: 0.3709 (0.3713) time: 0.4762 data: 0.0140 max mem: 5654 Epoch: [27] [5100/7393] eta: 0:18:22 lr: 0.000010 loss: 16.7515 (16.6173) loss_bbox: 0.1523 (0.1628) loss_bbox_aux_0: 0.1710 (0.1753) loss_bbox_aux_1: 0.1543 (0.1680) loss_bbox_aux_2: 0.1589 (0.1652) loss_bbox_aux_3: 0.1515 (0.1632) loss_bbox_aux_4: 0.1530 (0.1628) loss_bbox_aux_5: 0.2182 (0.2158) loss_bbox_dn_0: 0.2522 (0.2891) loss_bbox_dn_1: 0.2035 (0.2200) loss_bbox_dn_2: 0.1850 (0.1980) loss_bbox_dn_3: 0.1794 (0.1909) loss_bbox_dn_4: 0.1792 (0.1894) loss_bbox_dn_5: 0.1792 (0.1894) loss_giou: 0.5070 (0.4918) loss_giou_aux_0: 0.5344 (0.5163) loss_giou_aux_1: 0.5297 (0.5017) loss_giou_aux_2: 0.5217 (0.4962) loss_giou_aux_3: 0.5024 (0.4930) loss_giou_aux_4: 0.5070 (0.4919) loss_giou_aux_5: 0.6002 (0.5854) loss_giou_dn_0: 0.6195 (0.6084) loss_giou_dn_1: 0.5224 (0.5034) loss_giou_dn_2: 0.4916 (0.4747) loss_giou_dn_3: 0.4754 (0.4662) loss_giou_dn_4: 0.4732 (0.4643) loss_giou_dn_5: 0.4731 (0.4644) loss_vfl: 0.6684 (0.6988) loss_vfl_aux_0: 0.7989 (0.8178) loss_vfl_aux_1: 0.7367 (0.7616) loss_vfl_aux_2: 0.7061 (0.7268) loss_vfl_aux_3: 0.6798 (0.7101) loss_vfl_aux_4: 0.6643 (0.7022) loss_vfl_aux_5: 0.7572 (0.7911) loss_vfl_dn_0: 0.4611 (0.4621) loss_vfl_dn_1: 0.3998 (0.3986) loss_vfl_dn_2: 0.3847 (0.3825) loss_vfl_dn_3: 0.3774 (0.3749) loss_vfl_dn_4: 0.3760 (0.3721) loss_vfl_dn_5: 0.3748 (0.3713) time: 0.5003 data: 0.0146 max mem: 5654 Epoch: [27] [5200/7393] eta: 0:17:36 lr: 0.000010 loss: 17.0225 (16.6176) loss_bbox: 0.1549 (0.1629) loss_bbox_aux_0: 0.1709 (0.1754) loss_bbox_aux_1: 0.1603 (0.1680) loss_bbox_aux_2: 0.1498 (0.1652) loss_bbox_aux_3: 0.1563 (0.1632) loss_bbox_aux_4: 0.1566 (0.1628) loss_bbox_aux_5: 0.1945 (0.2158) loss_bbox_dn_0: 0.2657 (0.2891) loss_bbox_dn_1: 0.1922 (0.2200) loss_bbox_dn_2: 0.1810 (0.1980) loss_bbox_dn_3: 0.1718 (0.1909) loss_bbox_dn_4: 0.1682 (0.1895) loss_bbox_dn_5: 0.1682 (0.1895) loss_giou: 0.5028 (0.4918) loss_giou_aux_0: 0.5221 (0.5162) loss_giou_aux_1: 0.5162 (0.5016) loss_giou_aux_2: 0.5016 (0.4962) loss_giou_aux_3: 0.5041 (0.4929) loss_giou_aux_4: 0.5068 (0.4918) loss_giou_aux_5: 0.5748 (0.5853) loss_giou_dn_0: 0.6222 (0.6083) loss_giou_dn_1: 0.5138 (0.5033) loss_giou_dn_2: 0.4887 (0.4746) loss_giou_dn_3: 0.4862 (0.4661) loss_giou_dn_4: 0.4849 (0.4641) loss_giou_dn_5: 0.4849 (0.4643) loss_vfl: 0.6751 (0.6989) loss_vfl_aux_0: 0.7844 (0.8179) loss_vfl_aux_1: 0.7516 (0.7618) loss_vfl_aux_2: 0.7054 (0.7270) loss_vfl_aux_3: 0.6809 (0.7103) loss_vfl_aux_4: 0.6733 (0.7023) loss_vfl_aux_5: 0.7770 (0.7912) loss_vfl_dn_0: 0.4505 (0.4621) loss_vfl_dn_1: 0.3949 (0.3986) loss_vfl_dn_2: 0.3802 (0.3825) loss_vfl_dn_3: 0.3718 (0.3748) loss_vfl_dn_4: 0.3696 (0.3721) loss_vfl_dn_5: 0.3693 (0.3713) time: 0.4697 data: 0.0136 max mem: 5654 Epoch: [27] [5300/7393] eta: 0:16:48 lr: 0.000010 loss: 16.1198 (16.6167) loss_bbox: 0.1345 (0.1628) loss_bbox_aux_0: 0.1479 (0.1753) loss_bbox_aux_1: 0.1431 (0.1679) loss_bbox_aux_2: 0.1325 (0.1651) loss_bbox_aux_3: 0.1317 (0.1632) loss_bbox_aux_4: 0.1349 (0.1628) loss_bbox_aux_5: 0.1973 (0.2158) loss_bbox_dn_0: 0.2371 (0.2891) loss_bbox_dn_1: 0.1698 (0.2200) loss_bbox_dn_2: 0.1534 (0.1980) loss_bbox_dn_3: 0.1460 (0.1909) loss_bbox_dn_4: 0.1445 (0.1895) loss_bbox_dn_5: 0.1445 (0.1895) loss_giou: 0.4763 (0.4917) loss_giou_aux_0: 0.4978 (0.5161) loss_giou_aux_1: 0.4711 (0.5015) loss_giou_aux_2: 0.4859 (0.4960) loss_giou_aux_3: 0.4846 (0.4927) loss_giou_aux_4: 0.4799 (0.4917) loss_giou_aux_5: 0.5610 (0.5852) loss_giou_dn_0: 0.6051 (0.6083) loss_giou_dn_1: 0.5010 (0.5032) loss_giou_dn_2: 0.4664 (0.4745) loss_giou_dn_3: 0.4551 (0.4660) loss_giou_dn_4: 0.4539 (0.4640) loss_giou_dn_5: 0.4539 (0.4642) loss_vfl: 0.6862 (0.6990) loss_vfl_aux_0: 0.8047 (0.8179) loss_vfl_aux_1: 0.7563 (0.7620) loss_vfl_aux_2: 0.7137 (0.7272) loss_vfl_aux_3: 0.7095 (0.7105) loss_vfl_aux_4: 0.6913 (0.7024) loss_vfl_aux_5: 0.7730 (0.7913) loss_vfl_dn_0: 0.4603 (0.4621) loss_vfl_dn_1: 0.3982 (0.3986) loss_vfl_dn_2: 0.3799 (0.3825) loss_vfl_dn_3: 0.3746 (0.3749) loss_vfl_dn_4: 0.3699 (0.3721) loss_vfl_dn_5: 0.3700 (0.3713) time: 0.4746 data: 0.0141 max mem: 5654 Epoch: [27] [5400/7393] eta: 0:15:59 lr: 0.000010 loss: 16.5319 (16.6165) loss_bbox: 0.1461 (0.1628) loss_bbox_aux_0: 0.1594 (0.1753) loss_bbox_aux_1: 0.1528 (0.1679) loss_bbox_aux_2: 0.1471 (0.1651) loss_bbox_aux_3: 0.1409 (0.1631) loss_bbox_aux_4: 0.1455 (0.1628) loss_bbox_aux_5: 0.1938 (0.2159) loss_bbox_dn_0: 0.2607 (0.2891) loss_bbox_dn_1: 0.2014 (0.2200) loss_bbox_dn_2: 0.1818 (0.1981) loss_bbox_dn_3: 0.1785 (0.1909) loss_bbox_dn_4: 0.1780 (0.1895) loss_bbox_dn_5: 0.1776 (0.1895) loss_giou: 0.4575 (0.4916) loss_giou_aux_0: 0.4835 (0.5161) loss_giou_aux_1: 0.4722 (0.5014) loss_giou_aux_2: 0.4599 (0.4960) loss_giou_aux_3: 0.4543 (0.4927) loss_giou_aux_4: 0.4566 (0.4917) loss_giou_aux_5: 0.5597 (0.5851) loss_giou_dn_0: 0.6000 (0.6083) loss_giou_dn_1: 0.4955 (0.5032) loss_giou_dn_2: 0.4636 (0.4745) loss_giou_dn_3: 0.4532 (0.4660) loss_giou_dn_4: 0.4494 (0.4640) loss_giou_dn_5: 0.4502 (0.4642) loss_vfl: 0.7015 (0.6990) loss_vfl_aux_0: 0.7831 (0.8178) loss_vfl_aux_1: 0.7395 (0.7620) loss_vfl_aux_2: 0.7296 (0.7273) loss_vfl_aux_3: 0.7058 (0.7105) loss_vfl_aux_4: 0.6960 (0.7024) loss_vfl_aux_5: 0.7628 (0.7912) loss_vfl_dn_0: 0.4653 (0.4621) loss_vfl_dn_1: 0.4116 (0.3986) loss_vfl_dn_2: 0.3927 (0.3825) loss_vfl_dn_3: 0.3837 (0.3748) loss_vfl_dn_4: 0.3800 (0.3721) loss_vfl_dn_5: 0.3777 (0.3713) time: 0.4652 data: 0.0140 max mem: 5654 Epoch: [27] [5500/7393] eta: 0:15:10 lr: 0.000010 loss: 16.7925 (16.6173) loss_bbox: 0.1575 (0.1629) loss_bbox_aux_0: 0.1758 (0.1753) loss_bbox_aux_1: 0.1651 (0.1678) loss_bbox_aux_2: 0.1639 (0.1650) loss_bbox_aux_3: 0.1577 (0.1631) loss_bbox_aux_4: 0.1578 (0.1628) loss_bbox_aux_5: 0.2013 (0.2159) loss_bbox_dn_0: 0.2863 (0.2893) loss_bbox_dn_1: 0.2129 (0.2201) loss_bbox_dn_2: 0.1927 (0.1981) loss_bbox_dn_3: 0.1860 (0.1910) loss_bbox_dn_4: 0.1845 (0.1896) loss_bbox_dn_5: 0.1844 (0.1896) loss_giou: 0.5140 (0.4916) loss_giou_aux_0: 0.5320 (0.5161) loss_giou_aux_1: 0.5216 (0.5014) loss_giou_aux_2: 0.5055 (0.4960) loss_giou_aux_3: 0.5212 (0.4927) loss_giou_aux_4: 0.5138 (0.4917) loss_giou_aux_5: 0.6158 (0.5851) loss_giou_dn_0: 0.6054 (0.6083) loss_giou_dn_1: 0.5132 (0.5033) loss_giou_dn_2: 0.4807 (0.4745) loss_giou_dn_3: 0.4749 (0.4660) loss_giou_dn_4: 0.4735 (0.4641) loss_giou_dn_5: 0.4737 (0.4642) loss_vfl: 0.6859 (0.6989) loss_vfl_aux_0: 0.7694 (0.8179) loss_vfl_aux_1: 0.7348 (0.7621) loss_vfl_aux_2: 0.7153 (0.7273) loss_vfl_aux_3: 0.7138 (0.7104) loss_vfl_aux_4: 0.6995 (0.7024) loss_vfl_aux_5: 0.7779 (0.7912) loss_vfl_dn_0: 0.4553 (0.4621) loss_vfl_dn_1: 0.3946 (0.3985) loss_vfl_dn_2: 0.3765 (0.3825) loss_vfl_dn_3: 0.3694 (0.3748) loss_vfl_dn_4: 0.3655 (0.3721) loss_vfl_dn_5: 0.3660 (0.3713) time: 0.4528 data: 0.0139 max mem: 5654 Epoch: [27] [5600/7393] eta: 0:14:24 lr: 0.000010 loss: 16.4216 (16.6170) loss_bbox: 0.1552 (0.1628) loss_bbox_aux_0: 0.1866 (0.1753) loss_bbox_aux_1: 0.1662 (0.1678) loss_bbox_aux_2: 0.1569 (0.1650) loss_bbox_aux_3: 0.1565 (0.1631) loss_bbox_aux_4: 0.1559 (0.1627) loss_bbox_aux_5: 0.2103 (0.2158) loss_bbox_dn_0: 0.2842 (0.2892) loss_bbox_dn_1: 0.2162 (0.2201) loss_bbox_dn_2: 0.1912 (0.1981) loss_bbox_dn_3: 0.1823 (0.1910) loss_bbox_dn_4: 0.1808 (0.1895) loss_bbox_dn_5: 0.1808 (0.1895) loss_giou: 0.4617 (0.4918) loss_giou_aux_0: 0.4908 (0.5163) loss_giou_aux_1: 0.4662 (0.5015) loss_giou_aux_2: 0.4573 (0.4960) loss_giou_aux_3: 0.4635 (0.4928) loss_giou_aux_4: 0.4604 (0.4919) loss_giou_aux_5: 0.5541 (0.5852) loss_giou_dn_0: 0.5822 (0.6084) loss_giou_dn_1: 0.4752 (0.5034) loss_giou_dn_2: 0.4482 (0.4746) loss_giou_dn_3: 0.4397 (0.4661) loss_giou_dn_4: 0.4372 (0.4642) loss_giou_dn_5: 0.4378 (0.4643) loss_vfl: 0.6715 (0.6988) loss_vfl_aux_0: 0.7965 (0.8176) loss_vfl_aux_1: 0.7375 (0.7619) loss_vfl_aux_2: 0.7174 (0.7272) loss_vfl_aux_3: 0.7008 (0.7103) loss_vfl_aux_4: 0.6830 (0.7022) loss_vfl_aux_5: 0.7865 (0.7911) loss_vfl_dn_0: 0.4587 (0.4621) loss_vfl_dn_1: 0.3994 (0.3985) loss_vfl_dn_2: 0.3833 (0.3825) loss_vfl_dn_3: 0.3752 (0.3748) loss_vfl_dn_4: 0.3714 (0.3721) loss_vfl_dn_5: 0.3710 (0.3713) time: 0.7501 data: 0.0140 max mem: 5654 Epoch: [27] [5700/7393] eta: 0:13:35 lr: 0.000010 loss: 16.7551 (16.6194) loss_bbox: 0.1580 (0.1628) loss_bbox_aux_0: 0.1710 (0.1754) loss_bbox_aux_1: 0.1633 (0.1679) loss_bbox_aux_2: 0.1592 (0.1650) loss_bbox_aux_3: 0.1591 (0.1631) loss_bbox_aux_4: 0.1559 (0.1627) loss_bbox_aux_5: 0.2076 (0.2158) loss_bbox_dn_0: 0.2512 (0.2891) loss_bbox_dn_1: 0.1943 (0.2201) loss_bbox_dn_2: 0.1760 (0.1981) loss_bbox_dn_3: 0.1675 (0.1910) loss_bbox_dn_4: 0.1671 (0.1896) loss_bbox_dn_5: 0.1671 (0.1896) loss_giou: 0.5283 (0.4917) loss_giou_aux_0: 0.5385 (0.5162) loss_giou_aux_1: 0.5258 (0.5014) loss_giou_aux_2: 0.5253 (0.4960) loss_giou_aux_3: 0.5298 (0.4928) loss_giou_aux_4: 0.5312 (0.4918) loss_giou_aux_5: 0.5938 (0.5851) loss_giou_dn_0: 0.6037 (0.6084) loss_giou_dn_1: 0.5071 (0.5034) loss_giou_dn_2: 0.4799 (0.4747) loss_giou_dn_3: 0.4655 (0.4662) loss_giou_dn_4: 0.4641 (0.4642) loss_giou_dn_5: 0.4648 (0.4644) loss_vfl: 0.7132 (0.6992) loss_vfl_aux_0: 0.8056 (0.8177) loss_vfl_aux_1: 0.7553 (0.7621) loss_vfl_aux_2: 0.7642 (0.7277) loss_vfl_aux_3: 0.7361 (0.7107) loss_vfl_aux_4: 0.7284 (0.7026) loss_vfl_aux_5: 0.8075 (0.7912) loss_vfl_dn_0: 0.4704 (0.4621) loss_vfl_dn_1: 0.4053 (0.3986) loss_vfl_dn_2: 0.3911 (0.3826) loss_vfl_dn_3: 0.3876 (0.3749) loss_vfl_dn_4: 0.3799 (0.3722) loss_vfl_dn_5: 0.3802 (0.3714) time: 0.4656 data: 0.0136 max mem: 5654 Epoch: [27] [5800/7393] eta: 0:12:47 lr: 0.000010 loss: 16.5899 (16.6213) loss_bbox: 0.1601 (0.1628) loss_bbox_aux_0: 0.1701 (0.1755) loss_bbox_aux_1: 0.1637 (0.1679) loss_bbox_aux_2: 0.1609 (0.1650) loss_bbox_aux_3: 0.1486 (0.1631) loss_bbox_aux_4: 0.1601 (0.1628) loss_bbox_aux_5: 0.2172 (0.2158) loss_bbox_dn_0: 0.2595 (0.2892) loss_bbox_dn_1: 0.1919 (0.2201) loss_bbox_dn_2: 0.1705 (0.1982) loss_bbox_dn_3: 0.1633 (0.1911) loss_bbox_dn_4: 0.1612 (0.1896) loss_bbox_dn_5: 0.1612 (0.1896) loss_giou: 0.4794 (0.4917) loss_giou_aux_0: 0.4908 (0.5163) loss_giou_aux_1: 0.4839 (0.5014) loss_giou_aux_2: 0.4825 (0.4959) loss_giou_aux_3: 0.4810 (0.4927) loss_giou_aux_4: 0.4802 (0.4917) loss_giou_aux_5: 0.5869 (0.5851) loss_giou_dn_0: 0.5933 (0.6084) loss_giou_dn_1: 0.4874 (0.5034) loss_giou_dn_2: 0.4554 (0.4747) loss_giou_dn_3: 0.4450 (0.4662) loss_giou_dn_4: 0.4433 (0.4642) loss_giou_dn_5: 0.4432 (0.4644) loss_vfl: 0.7007 (0.6994) loss_vfl_aux_0: 0.7855 (0.8178) loss_vfl_aux_1: 0.7459 (0.7623) loss_vfl_aux_2: 0.7282 (0.7278) loss_vfl_aux_3: 0.7271 (0.7109) loss_vfl_aux_4: 0.7057 (0.7028) loss_vfl_aux_5: 0.7934 (0.7913) loss_vfl_dn_0: 0.4598 (0.4621) loss_vfl_dn_1: 0.3960 (0.3986) loss_vfl_dn_2: 0.3802 (0.3826) loss_vfl_dn_3: 0.3741 (0.3749) loss_vfl_dn_4: 0.3728 (0.3722) loss_vfl_dn_5: 0.3713 (0.3714) time: 0.4767 data: 0.0140 max mem: 5654 Epoch: [27] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 16.9962 (16.6215) loss_bbox: 0.1592 (0.1628) loss_bbox_aux_0: 0.1875 (0.1755) loss_bbox_aux_1: 0.1745 (0.1679) loss_bbox_aux_2: 0.1631 (0.1650) loss_bbox_aux_3: 0.1584 (0.1630) loss_bbox_aux_4: 0.1606 (0.1627) loss_bbox_aux_5: 0.2173 (0.2158) loss_bbox_dn_0: 0.2835 (0.2891) loss_bbox_dn_1: 0.2070 (0.2200) loss_bbox_dn_2: 0.1880 (0.1981) loss_bbox_dn_3: 0.1820 (0.1910) loss_bbox_dn_4: 0.1813 (0.1896) loss_bbox_dn_5: 0.1813 (0.1896) loss_giou: 0.4666 (0.4919) loss_giou_aux_0: 0.4866 (0.5165) loss_giou_aux_1: 0.4705 (0.5016) loss_giou_aux_2: 0.4633 (0.4961) loss_giou_aux_3: 0.4655 (0.4929) loss_giou_aux_4: 0.4687 (0.4919) loss_giou_aux_5: 0.5628 (0.5853) loss_giou_dn_0: 0.6156 (0.6085) loss_giou_dn_1: 0.4983 (0.5034) loss_giou_dn_2: 0.4662 (0.4747) loss_giou_dn_3: 0.4602 (0.4662) loss_giou_dn_4: 0.4593 (0.4642) loss_giou_dn_5: 0.4592 (0.4644) loss_vfl: 0.7098 (0.6994) loss_vfl_aux_0: 0.7914 (0.8176) loss_vfl_aux_1: 0.7606 (0.7622) loss_vfl_aux_2: 0.7172 (0.7278) loss_vfl_aux_3: 0.7025 (0.7109) loss_vfl_aux_4: 0.7088 (0.7028) loss_vfl_aux_5: 0.7921 (0.7912) loss_vfl_dn_0: 0.4570 (0.4621) loss_vfl_dn_1: 0.3988 (0.3986) loss_vfl_dn_2: 0.3851 (0.3826) loss_vfl_dn_3: 0.3736 (0.3749) loss_vfl_dn_4: 0.3740 (0.3722) loss_vfl_dn_5: 0.3732 (0.3714) time: 0.4686 data: 0.0141 max mem: 5654 Epoch: [27] [6000/7393] eta: 0:11:10 lr: 0.000010 loss: 16.4444 (16.6201) loss_bbox: 0.1549 (0.1627) loss_bbox_aux_0: 0.1622 (0.1754) loss_bbox_aux_1: 0.1542 (0.1678) loss_bbox_aux_2: 0.1573 (0.1649) loss_bbox_aux_3: 0.1567 (0.1630) loss_bbox_aux_4: 0.1598 (0.1626) loss_bbox_aux_5: 0.1974 (0.2158) loss_bbox_dn_0: 0.2693 (0.2892) loss_bbox_dn_1: 0.2010 (0.2201) loss_bbox_dn_2: 0.1782 (0.1981) loss_bbox_dn_3: 0.1729 (0.1910) loss_bbox_dn_4: 0.1708 (0.1896) loss_bbox_dn_5: 0.1708 (0.1896) loss_giou: 0.4678 (0.4917) loss_giou_aux_0: 0.4765 (0.5163) loss_giou_aux_1: 0.4645 (0.5015) loss_giou_aux_2: 0.4676 (0.4959) loss_giou_aux_3: 0.4752 (0.4927) loss_giou_aux_4: 0.4680 (0.4918) loss_giou_aux_5: 0.5394 (0.5851) loss_giou_dn_0: 0.5926 (0.6084) loss_giou_dn_1: 0.5013 (0.5033) loss_giou_dn_2: 0.4628 (0.4746) loss_giou_dn_3: 0.4508 (0.4661) loss_giou_dn_4: 0.4465 (0.4641) loss_giou_dn_5: 0.4471 (0.4643) loss_vfl: 0.7004 (0.6995) loss_vfl_aux_0: 0.8195 (0.8179) loss_vfl_aux_1: 0.7440 (0.7624) loss_vfl_aux_2: 0.7236 (0.7279) loss_vfl_aux_3: 0.6904 (0.7110) loss_vfl_aux_4: 0.6971 (0.7029) loss_vfl_aux_5: 0.8142 (0.7914) loss_vfl_dn_0: 0.4639 (0.4621) loss_vfl_dn_1: 0.3970 (0.3986) loss_vfl_dn_2: 0.3777 (0.3825) loss_vfl_dn_3: 0.3680 (0.3749) loss_vfl_dn_4: 0.3646 (0.3722) loss_vfl_dn_5: 0.3653 (0.3714) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [27] [6100/7393] eta: 0:10:22 lr: 0.000010 loss: 15.7737 (16.6191) loss_bbox: 0.1393 (0.1626) loss_bbox_aux_0: 0.1530 (0.1753) loss_bbox_aux_1: 0.1453 (0.1677) loss_bbox_aux_2: 0.1462 (0.1648) loss_bbox_aux_3: 0.1368 (0.1629) loss_bbox_aux_4: 0.1373 (0.1625) loss_bbox_aux_5: 0.1981 (0.2156) loss_bbox_dn_0: 0.2540 (0.2889) loss_bbox_dn_1: 0.2029 (0.2198) loss_bbox_dn_2: 0.1781 (0.1979) loss_bbox_dn_3: 0.1679 (0.1908) loss_bbox_dn_4: 0.1657 (0.1893) loss_bbox_dn_5: 0.1655 (0.1893) loss_giou: 0.4746 (0.4920) loss_giou_aux_0: 0.4985 (0.5166) loss_giou_aux_1: 0.4831 (0.5017) loss_giou_aux_2: 0.4684 (0.4962) loss_giou_aux_3: 0.4753 (0.4930) loss_giou_aux_4: 0.4744 (0.4920) loss_giou_aux_5: 0.5640 (0.5854) loss_giou_dn_0: 0.5951 (0.6085) loss_giou_dn_1: 0.4891 (0.5035) loss_giou_dn_2: 0.4583 (0.4748) loss_giou_dn_3: 0.4501 (0.4663) loss_giou_dn_4: 0.4465 (0.4643) loss_giou_dn_5: 0.4467 (0.4645) loss_vfl: 0.6719 (0.6993) loss_vfl_aux_0: 0.7376 (0.8175) loss_vfl_aux_1: 0.6889 (0.7621) loss_vfl_aux_2: 0.6714 (0.7277) loss_vfl_aux_3: 0.6559 (0.7108) loss_vfl_aux_4: 0.6676 (0.7027) loss_vfl_aux_5: 0.7431 (0.7912) loss_vfl_dn_0: 0.4557 (0.4621) loss_vfl_dn_1: 0.3962 (0.3986) loss_vfl_dn_2: 0.3808 (0.3825) loss_vfl_dn_3: 0.3740 (0.3749) loss_vfl_dn_4: 0.3710 (0.3722) loss_vfl_dn_5: 0.3722 (0.3714) time: 0.4848 data: 0.0144 max mem: 5654 Epoch: [27] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 16.4428 (16.6233) loss_bbox: 0.1670 (0.1626) loss_bbox_aux_0: 0.1730 (0.1754) loss_bbox_aux_1: 0.1630 (0.1677) loss_bbox_aux_2: 0.1630 (0.1648) loss_bbox_aux_3: 0.1702 (0.1629) loss_bbox_aux_4: 0.1671 (0.1625) loss_bbox_aux_5: 0.2046 (0.2156) loss_bbox_dn_0: 0.2736 (0.2889) loss_bbox_dn_1: 0.2073 (0.2198) loss_bbox_dn_2: 0.1847 (0.1979) loss_bbox_dn_3: 0.1788 (0.1908) loss_bbox_dn_4: 0.1773 (0.1893) loss_bbox_dn_5: 0.1773 (0.1893) loss_giou: 0.4799 (0.4922) loss_giou_aux_0: 0.5113 (0.5169) loss_giou_aux_1: 0.4872 (0.5020) loss_giou_aux_2: 0.4833 (0.4964) loss_giou_aux_3: 0.4837 (0.4932) loss_giou_aux_4: 0.4792 (0.4923) loss_giou_aux_5: 0.5737 (0.5856) loss_giou_dn_0: 0.5968 (0.6086) loss_giou_dn_1: 0.4805 (0.5036) loss_giou_dn_2: 0.4444 (0.4749) loss_giou_dn_3: 0.4360 (0.4664) loss_giou_dn_4: 0.4352 (0.4644) loss_giou_dn_5: 0.4353 (0.4646) loss_vfl: 0.6984 (0.6995) loss_vfl_aux_0: 0.7902 (0.8175) loss_vfl_aux_1: 0.7567 (0.7623) loss_vfl_aux_2: 0.7235 (0.7279) loss_vfl_aux_3: 0.7149 (0.7110) loss_vfl_aux_4: 0.7009 (0.7029) loss_vfl_aux_5: 0.7728 (0.7912) loss_vfl_dn_0: 0.4667 (0.4621) loss_vfl_dn_1: 0.4021 (0.3987) loss_vfl_dn_2: 0.3907 (0.3826) loss_vfl_dn_3: 0.3834 (0.3750) loss_vfl_dn_4: 0.3792 (0.3723) loss_vfl_dn_5: 0.3795 (0.3715) time: 0.4608 data: 0.0144 max mem: 5654 Epoch: [27] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 16.7950 (16.6227) loss_bbox: 0.1640 (0.1625) loss_bbox_aux_0: 0.1664 (0.1754) loss_bbox_aux_1: 0.1596 (0.1676) loss_bbox_aux_2: 0.1653 (0.1648) loss_bbox_aux_3: 0.1668 (0.1628) loss_bbox_aux_4: 0.1640 (0.1625) loss_bbox_aux_5: 0.2093 (0.2156) loss_bbox_dn_0: 0.2876 (0.2888) loss_bbox_dn_1: 0.2153 (0.2197) loss_bbox_dn_2: 0.2028 (0.1978) loss_bbox_dn_3: 0.1922 (0.1907) loss_bbox_dn_4: 0.1870 (0.1892) loss_bbox_dn_5: 0.1870 (0.1892) loss_giou: 0.4518 (0.4922) loss_giou_aux_0: 0.4751 (0.5170) loss_giou_aux_1: 0.4545 (0.5020) loss_giou_aux_2: 0.4521 (0.4965) loss_giou_aux_3: 0.4522 (0.4932) loss_giou_aux_4: 0.4537 (0.4923) loss_giou_aux_5: 0.5371 (0.5857) loss_giou_dn_0: 0.6000 (0.6087) loss_giou_dn_1: 0.4860 (0.5037) loss_giou_dn_2: 0.4534 (0.4749) loss_giou_dn_3: 0.4370 (0.4664) loss_giou_dn_4: 0.4304 (0.4644) loss_giou_dn_5: 0.4306 (0.4646) loss_vfl: 0.7286 (0.6995) loss_vfl_aux_0: 0.8371 (0.8174) loss_vfl_aux_1: 0.7904 (0.7622) loss_vfl_aux_2: 0.7435 (0.7279) loss_vfl_aux_3: 0.7345 (0.7110) loss_vfl_aux_4: 0.7259 (0.7029) loss_vfl_aux_5: 0.8208 (0.7912) loss_vfl_dn_0: 0.4601 (0.4621) loss_vfl_dn_1: 0.4076 (0.3987) loss_vfl_dn_2: 0.3856 (0.3826) loss_vfl_dn_3: 0.3786 (0.3750) loss_vfl_dn_4: 0.3751 (0.3723) loss_vfl_dn_5: 0.3736 (0.3715) time: 0.4794 data: 0.0143 max mem: 5654 Epoch: [27] [6400/7393] eta: 0:07:57 lr: 0.000010 loss: 16.2646 (16.6229) loss_bbox: 0.1537 (0.1624) loss_bbox_aux_0: 0.1714 (0.1753) loss_bbox_aux_1: 0.1593 (0.1676) loss_bbox_aux_2: 0.1569 (0.1647) loss_bbox_aux_3: 0.1498 (0.1628) loss_bbox_aux_4: 0.1564 (0.1624) loss_bbox_aux_5: 0.2010 (0.2155) loss_bbox_dn_0: 0.2871 (0.2887) loss_bbox_dn_1: 0.2359 (0.2196) loss_bbox_dn_2: 0.2189 (0.1977) loss_bbox_dn_3: 0.2074 (0.1906) loss_bbox_dn_4: 0.1993 (0.1891) loss_bbox_dn_5: 0.1998 (0.1891) loss_giou: 0.4497 (0.4924) loss_giou_aux_0: 0.4654 (0.5173) loss_giou_aux_1: 0.4595 (0.5023) loss_giou_aux_2: 0.4493 (0.4967) loss_giou_aux_3: 0.4551 (0.4934) loss_giou_aux_4: 0.4501 (0.4925) loss_giou_aux_5: 0.5293 (0.5859) loss_giou_dn_0: 0.5839 (0.6088) loss_giou_dn_1: 0.4876 (0.5038) loss_giou_dn_2: 0.4538 (0.4750) loss_giou_dn_3: 0.4397 (0.4665) loss_giou_dn_4: 0.4378 (0.4646) loss_giou_dn_5: 0.4382 (0.4647) loss_vfl: 0.6832 (0.6995) loss_vfl_aux_0: 0.7719 (0.8172) loss_vfl_aux_1: 0.7450 (0.7621) loss_vfl_aux_2: 0.7124 (0.7277) loss_vfl_aux_3: 0.6892 (0.7110) loss_vfl_aux_4: 0.6888 (0.7029) loss_vfl_aux_5: 0.7726 (0.7909) loss_vfl_dn_0: 0.4640 (0.4621) loss_vfl_dn_1: 0.3969 (0.3987) loss_vfl_dn_2: 0.3802 (0.3826) loss_vfl_dn_3: 0.3757 (0.3750) loss_vfl_dn_4: 0.3744 (0.3723) loss_vfl_dn_5: 0.3717 (0.3715) time: 0.4649 data: 0.0135 max mem: 5654 Epoch: [27] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 17.0279 (16.6253) loss_bbox: 0.1463 (0.1624) loss_bbox_aux_0: 0.1628 (0.1753) loss_bbox_aux_1: 0.1517 (0.1675) loss_bbox_aux_2: 0.1488 (0.1647) loss_bbox_aux_3: 0.1449 (0.1627) loss_bbox_aux_4: 0.1456 (0.1623) loss_bbox_aux_5: 0.1990 (0.2154) loss_bbox_dn_0: 0.2852 (0.2886) loss_bbox_dn_1: 0.2056 (0.2196) loss_bbox_dn_2: 0.1822 (0.1976) loss_bbox_dn_3: 0.1751 (0.1905) loss_bbox_dn_4: 0.1737 (0.1891) loss_bbox_dn_5: 0.1736 (0.1891) loss_giou: 0.4934 (0.4926) loss_giou_aux_0: 0.5208 (0.5175) loss_giou_aux_1: 0.5097 (0.5025) loss_giou_aux_2: 0.5015 (0.4968) loss_giou_aux_3: 0.4974 (0.4936) loss_giou_aux_4: 0.4934 (0.4926) loss_giou_aux_5: 0.5739 (0.5861) loss_giou_dn_0: 0.6042 (0.6090) loss_giou_dn_1: 0.4941 (0.5040) loss_giou_dn_2: 0.4662 (0.4752) loss_giou_dn_3: 0.4560 (0.4667) loss_giou_dn_4: 0.4526 (0.4647) loss_giou_dn_5: 0.4527 (0.4649) loss_vfl: 0.7135 (0.6996) loss_vfl_aux_0: 0.8184 (0.8172) loss_vfl_aux_1: 0.7580 (0.7622) loss_vfl_aux_2: 0.7269 (0.7278) loss_vfl_aux_3: 0.7094 (0.7110) loss_vfl_aux_4: 0.7220 (0.7030) loss_vfl_aux_5: 0.7996 (0.7910) loss_vfl_dn_0: 0.4599 (0.4621) loss_vfl_dn_1: 0.4002 (0.3987) loss_vfl_dn_2: 0.3870 (0.3827) loss_vfl_dn_3: 0.3767 (0.3751) loss_vfl_dn_4: 0.3727 (0.3723) loss_vfl_dn_5: 0.3726 (0.3715) time: 0.4657 data: 0.0138 max mem: 5654 Epoch: [27] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 16.3068 (16.6235) loss_bbox: 0.1687 (0.1624) loss_bbox_aux_0: 0.1826 (0.1754) loss_bbox_aux_1: 0.1665 (0.1676) loss_bbox_aux_2: 0.1556 (0.1647) loss_bbox_aux_3: 0.1722 (0.1628) loss_bbox_aux_4: 0.1683 (0.1624) loss_bbox_aux_5: 0.2251 (0.2155) loss_bbox_dn_0: 0.2702 (0.2887) loss_bbox_dn_1: 0.2124 (0.2196) loss_bbox_dn_2: 0.1933 (0.1977) loss_bbox_dn_3: 0.1861 (0.1906) loss_bbox_dn_4: 0.1873 (0.1891) loss_bbox_dn_5: 0.1873 (0.1891) loss_giou: 0.5288 (0.4923) loss_giou_aux_0: 0.5313 (0.5174) loss_giou_aux_1: 0.5392 (0.5023) loss_giou_aux_2: 0.5145 (0.4966) loss_giou_aux_3: 0.5236 (0.4934) loss_giou_aux_4: 0.5329 (0.4924) loss_giou_aux_5: 0.5835 (0.5859) loss_giou_dn_0: 0.6190 (0.6088) loss_giou_dn_1: 0.5229 (0.5038) loss_giou_dn_2: 0.4931 (0.4750) loss_giou_dn_3: 0.4859 (0.4665) loss_giou_dn_4: 0.4850 (0.4645) loss_giou_dn_5: 0.4854 (0.4647) loss_vfl: 0.6623 (0.6996) loss_vfl_aux_0: 0.8048 (0.8172) loss_vfl_aux_1: 0.7449 (0.7623) loss_vfl_aux_2: 0.7109 (0.7279) loss_vfl_aux_3: 0.6677 (0.7110) loss_vfl_aux_4: 0.6634 (0.7030) loss_vfl_aux_5: 0.7788 (0.7910) loss_vfl_dn_0: 0.4543 (0.4621) loss_vfl_dn_1: 0.3962 (0.3987) loss_vfl_dn_2: 0.3824 (0.3827) loss_vfl_dn_3: 0.3768 (0.3750) loss_vfl_dn_4: 0.3725 (0.3723) loss_vfl_dn_5: 0.3743 (0.3715) time: 0.4859 data: 0.0141 max mem: 5654 Epoch: [27] [6700/7393] eta: 0:05:33 lr: 0.000010 loss: 16.3451 (16.6230) loss_bbox: 0.1602 (0.1624) loss_bbox_aux_0: 0.1695 (0.1753) loss_bbox_aux_1: 0.1593 (0.1675) loss_bbox_aux_2: 0.1582 (0.1647) loss_bbox_aux_3: 0.1619 (0.1627) loss_bbox_aux_4: 0.1603 (0.1623) loss_bbox_aux_5: 0.2068 (0.2156) loss_bbox_dn_0: 0.2757 (0.2887) loss_bbox_dn_1: 0.2104 (0.2196) loss_bbox_dn_2: 0.1916 (0.1977) loss_bbox_dn_3: 0.1865 (0.1906) loss_bbox_dn_4: 0.1871 (0.1891) loss_bbox_dn_5: 0.1871 (0.1891) loss_giou: 0.4493 (0.4921) loss_giou_aux_0: 0.4842 (0.5172) loss_giou_aux_1: 0.4785 (0.5021) loss_giou_aux_2: 0.4564 (0.4964) loss_giou_aux_3: 0.4532 (0.4932) loss_giou_aux_4: 0.4504 (0.4922) loss_giou_aux_5: 0.5597 (0.5858) loss_giou_dn_0: 0.5846 (0.6087) loss_giou_dn_1: 0.4894 (0.5036) loss_giou_dn_2: 0.4537 (0.4749) loss_giou_dn_3: 0.4454 (0.4664) loss_giou_dn_4: 0.4438 (0.4644) loss_giou_dn_5: 0.4438 (0.4646) loss_vfl: 0.7073 (0.6999) loss_vfl_aux_0: 0.8600 (0.8174) loss_vfl_aux_1: 0.7672 (0.7625) loss_vfl_aux_2: 0.7291 (0.7281) loss_vfl_aux_3: 0.7167 (0.7113) loss_vfl_aux_4: 0.7112 (0.7033) loss_vfl_aux_5: 0.8246 (0.7912) loss_vfl_dn_0: 0.4707 (0.4622) loss_vfl_dn_1: 0.4079 (0.3987) loss_vfl_dn_2: 0.3830 (0.3827) loss_vfl_dn_3: 0.3756 (0.3750) loss_vfl_dn_4: 0.3730 (0.3723) loss_vfl_dn_5: 0.3708 (0.3715) time: 0.4659 data: 0.0139 max mem: 5654 Epoch: [27] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 17.0920 (16.6286) loss_bbox: 0.1647 (0.1625) loss_bbox_aux_0: 0.1763 (0.1755) loss_bbox_aux_1: 0.1771 (0.1677) loss_bbox_aux_2: 0.1669 (0.1648) loss_bbox_aux_3: 0.1651 (0.1629) loss_bbox_aux_4: 0.1646 (0.1625) loss_bbox_aux_5: 0.2123 (0.2158) loss_bbox_dn_0: 0.2966 (0.2891) loss_bbox_dn_1: 0.2353 (0.2199) loss_bbox_dn_2: 0.2163 (0.1979) loss_bbox_dn_3: 0.2137 (0.1908) loss_bbox_dn_4: 0.2112 (0.1894) loss_bbox_dn_5: 0.2112 (0.1894) loss_giou: 0.4602 (0.4922) loss_giou_aux_0: 0.4808 (0.5172) loss_giou_aux_1: 0.4603 (0.5021) loss_giou_aux_2: 0.4587 (0.4965) loss_giou_aux_3: 0.4626 (0.4932) loss_giou_aux_4: 0.4601 (0.4922) loss_giou_aux_5: 0.5739 (0.5858) loss_giou_dn_0: 0.6137 (0.6088) loss_giou_dn_1: 0.5000 (0.5038) loss_giou_dn_2: 0.4684 (0.4750) loss_giou_dn_3: 0.4559 (0.4665) loss_giou_dn_4: 0.4533 (0.4645) loss_giou_dn_5: 0.4533 (0.4647) loss_vfl: 0.6949 (0.7001) loss_vfl_aux_0: 0.8044 (0.8178) loss_vfl_aux_1: 0.7471 (0.7629) loss_vfl_aux_2: 0.7274 (0.7283) loss_vfl_aux_3: 0.7004 (0.7115) loss_vfl_aux_4: 0.6863 (0.7035) loss_vfl_aux_5: 0.7732 (0.7914) loss_vfl_dn_0: 0.4572 (0.4622) loss_vfl_dn_1: 0.3998 (0.3987) loss_vfl_dn_2: 0.3780 (0.3827) loss_vfl_dn_3: 0.3756 (0.3751) loss_vfl_dn_4: 0.3705 (0.3723) loss_vfl_dn_5: 0.3724 (0.3716) time: 0.4732 data: 0.0140 max mem: 5654 Epoch: [27] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.0900 (16.6242) loss_bbox: 0.1424 (0.1625) loss_bbox_aux_0: 0.1598 (0.1754) loss_bbox_aux_1: 0.1517 (0.1676) loss_bbox_aux_2: 0.1465 (0.1647) loss_bbox_aux_3: 0.1464 (0.1628) loss_bbox_aux_4: 0.1416 (0.1624) loss_bbox_aux_5: 0.1924 (0.2157) loss_bbox_dn_0: 0.2498 (0.2888) loss_bbox_dn_1: 0.1721 (0.2197) loss_bbox_dn_2: 0.1579 (0.1978) loss_bbox_dn_3: 0.1561 (0.1907) loss_bbox_dn_4: 0.1564 (0.1892) loss_bbox_dn_5: 0.1564 (0.1892) loss_giou: 0.4752 (0.4920) loss_giou_aux_0: 0.5094 (0.5170) loss_giou_aux_1: 0.4824 (0.5020) loss_giou_aux_2: 0.4839 (0.4964) loss_giou_aux_3: 0.4728 (0.4931) loss_giou_aux_4: 0.4752 (0.4921) loss_giou_aux_5: 0.5670 (0.5857) loss_giou_dn_0: 0.5921 (0.6086) loss_giou_dn_1: 0.4634 (0.5036) loss_giou_dn_2: 0.4394 (0.4748) loss_giou_dn_3: 0.4376 (0.4663) loss_giou_dn_4: 0.4373 (0.4644) loss_giou_dn_5: 0.4374 (0.4645) loss_vfl: 0.7266 (0.7000) loss_vfl_aux_0: 0.8061 (0.8177) loss_vfl_aux_1: 0.7545 (0.7627) loss_vfl_aux_2: 0.7256 (0.7282) loss_vfl_aux_3: 0.7161 (0.7114) loss_vfl_aux_4: 0.7103 (0.7034) loss_vfl_aux_5: 0.7860 (0.7912) loss_vfl_dn_0: 0.4558 (0.4622) loss_vfl_dn_1: 0.3955 (0.3987) loss_vfl_dn_2: 0.3826 (0.3827) loss_vfl_dn_3: 0.3725 (0.3751) loss_vfl_dn_4: 0.3673 (0.3723) loss_vfl_dn_5: 0.3663 (0.3715) time: 0.4720 data: 0.0142 max mem: 5654 Epoch: [27] [7000/7393] eta: 0:03:08 lr: 0.000010 loss: 16.6568 (16.6218) loss_bbox: 0.1455 (0.1623) loss_bbox_aux_0: 0.1558 (0.1753) loss_bbox_aux_1: 0.1453 (0.1674) loss_bbox_aux_2: 0.1423 (0.1646) loss_bbox_aux_3: 0.1479 (0.1627) loss_bbox_aux_4: 0.1373 (0.1623) loss_bbox_aux_5: 0.1955 (0.2156) loss_bbox_dn_0: 0.2527 (0.2888) loss_bbox_dn_1: 0.1835 (0.2196) loss_bbox_dn_2: 0.1619 (0.1977) loss_bbox_dn_3: 0.1551 (0.1906) loss_bbox_dn_4: 0.1533 (0.1891) loss_bbox_dn_5: 0.1532 (0.1891) loss_giou: 0.4723 (0.4918) loss_giou_aux_0: 0.4964 (0.5168) loss_giou_aux_1: 0.4782 (0.5017) loss_giou_aux_2: 0.4686 (0.4961) loss_giou_aux_3: 0.4696 (0.4929) loss_giou_aux_4: 0.4722 (0.4918) loss_giou_aux_5: 0.5669 (0.5855) loss_giou_dn_0: 0.6213 (0.6085) loss_giou_dn_1: 0.5092 (0.5035) loss_giou_dn_2: 0.4770 (0.4747) loss_giou_dn_3: 0.4743 (0.4662) loss_giou_dn_4: 0.4718 (0.4642) loss_giou_dn_5: 0.4720 (0.4644) loss_vfl: 0.6984 (0.7002) loss_vfl_aux_0: 0.8337 (0.8178) loss_vfl_aux_1: 0.7655 (0.7629) loss_vfl_aux_2: 0.7272 (0.7283) loss_vfl_aux_3: 0.7003 (0.7116) loss_vfl_aux_4: 0.6953 (0.7036) loss_vfl_aux_5: 0.7994 (0.7914) loss_vfl_dn_0: 0.4648 (0.4622) loss_vfl_dn_1: 0.4035 (0.3987) loss_vfl_dn_2: 0.3902 (0.3826) loss_vfl_dn_3: 0.3819 (0.3750) loss_vfl_dn_4: 0.3778 (0.3723) loss_vfl_dn_5: 0.3772 (0.3715) time: 0.4811 data: 0.0137 max mem: 5654 Epoch: [27] [7100/7393] eta: 0:02:20 lr: 0.000010 loss: 16.3358 (16.6204) loss_bbox: 0.1468 (0.1622) loss_bbox_aux_0: 0.1736 (0.1753) loss_bbox_aux_1: 0.1583 (0.1673) loss_bbox_aux_2: 0.1508 (0.1645) loss_bbox_aux_3: 0.1494 (0.1626) loss_bbox_aux_4: 0.1476 (0.1622) loss_bbox_aux_5: 0.2060 (0.2155) loss_bbox_dn_0: 0.3012 (0.2887) loss_bbox_dn_1: 0.2075 (0.2195) loss_bbox_dn_2: 0.1798 (0.1976) loss_bbox_dn_3: 0.1768 (0.1905) loss_bbox_dn_4: 0.1759 (0.1890) loss_bbox_dn_5: 0.1758 (0.1890) loss_giou: 0.4499 (0.4918) loss_giou_aux_0: 0.4888 (0.5168) loss_giou_aux_1: 0.4787 (0.5017) loss_giou_aux_2: 0.4510 (0.4961) loss_giou_aux_3: 0.4613 (0.4929) loss_giou_aux_4: 0.4522 (0.4918) loss_giou_aux_5: 0.5606 (0.5854) loss_giou_dn_0: 0.5775 (0.6084) loss_giou_dn_1: 0.4831 (0.5034) loss_giou_dn_2: 0.4581 (0.4747) loss_giou_dn_3: 0.4520 (0.4661) loss_giou_dn_4: 0.4490 (0.4642) loss_giou_dn_5: 0.4493 (0.4644) loss_vfl: 0.7045 (0.7003) loss_vfl_aux_0: 0.7903 (0.8178) loss_vfl_aux_1: 0.7386 (0.7630) loss_vfl_aux_2: 0.7162 (0.7284) loss_vfl_aux_3: 0.6931 (0.7116) loss_vfl_aux_4: 0.7027 (0.7037) loss_vfl_aux_5: 0.7719 (0.7915) loss_vfl_dn_0: 0.4649 (0.4622) loss_vfl_dn_1: 0.4031 (0.3987) loss_vfl_dn_2: 0.3804 (0.3827) loss_vfl_dn_3: 0.3708 (0.3750) loss_vfl_dn_4: 0.3672 (0.3723) loss_vfl_dn_5: 0.3668 (0.3715) time: 0.4673 data: 0.0139 max mem: 5654 Epoch: [27] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.1719 (16.6211) loss_bbox: 0.1565 (0.1622) loss_bbox_aux_0: 0.1711 (0.1753) loss_bbox_aux_1: 0.1626 (0.1674) loss_bbox_aux_2: 0.1571 (0.1645) loss_bbox_aux_3: 0.1520 (0.1626) loss_bbox_aux_4: 0.1583 (0.1622) loss_bbox_aux_5: 0.2236 (0.2155) loss_bbox_dn_0: 0.2913 (0.2887) loss_bbox_dn_1: 0.2228 (0.2196) loss_bbox_dn_2: 0.2030 (0.1976) loss_bbox_dn_3: 0.1941 (0.1905) loss_bbox_dn_4: 0.1936 (0.1891) loss_bbox_dn_5: 0.1939 (0.1891) loss_giou: 0.4167 (0.4918) loss_giou_aux_0: 0.4433 (0.5168) loss_giou_aux_1: 0.4309 (0.5017) loss_giou_aux_2: 0.4241 (0.4962) loss_giou_aux_3: 0.4164 (0.4929) loss_giou_aux_4: 0.4170 (0.4919) loss_giou_aux_5: 0.5156 (0.5855) loss_giou_dn_0: 0.5930 (0.6084) loss_giou_dn_1: 0.4988 (0.5034) loss_giou_dn_2: 0.4736 (0.4747) loss_giou_dn_3: 0.4638 (0.4662) loss_giou_dn_4: 0.4613 (0.4642) loss_giou_dn_5: 0.4613 (0.4644) loss_vfl: 0.6991 (0.7003) loss_vfl_aux_0: 0.8117 (0.8178) loss_vfl_aux_1: 0.7461 (0.7630) loss_vfl_aux_2: 0.7230 (0.7284) loss_vfl_aux_3: 0.6998 (0.7117) loss_vfl_aux_4: 0.6998 (0.7038) loss_vfl_aux_5: 0.7952 (0.7915) loss_vfl_dn_0: 0.4617 (0.4623) loss_vfl_dn_1: 0.3953 (0.3987) loss_vfl_dn_2: 0.3814 (0.3827) loss_vfl_dn_3: 0.3747 (0.3751) loss_vfl_dn_4: 0.3741 (0.3723) loss_vfl_dn_5: 0.3742 (0.3715) time: 0.4713 data: 0.0139 max mem: 5654 Epoch: [27] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.3811 (16.6203) loss_bbox: 0.1566 (0.1622) loss_bbox_aux_0: 0.1611 (0.1752) loss_bbox_aux_1: 0.1534 (0.1672) loss_bbox_aux_2: 0.1575 (0.1644) loss_bbox_aux_3: 0.1484 (0.1625) loss_bbox_aux_4: 0.1580 (0.1621) loss_bbox_aux_5: 0.1984 (0.2154) loss_bbox_dn_0: 0.2763 (0.2886) loss_bbox_dn_1: 0.2059 (0.2195) loss_bbox_dn_2: 0.1808 (0.1975) loss_bbox_dn_3: 0.1749 (0.1904) loss_bbox_dn_4: 0.1743 (0.1890) loss_bbox_dn_5: 0.1743 (0.1890) loss_giou: 0.5053 (0.4918) loss_giou_aux_0: 0.5143 (0.5168) loss_giou_aux_1: 0.5066 (0.5018) loss_giou_aux_2: 0.5086 (0.4962) loss_giou_aux_3: 0.5110 (0.4929) loss_giou_aux_4: 0.5050 (0.4919) loss_giou_aux_5: 0.6011 (0.5855) loss_giou_dn_0: 0.5947 (0.6085) loss_giou_dn_1: 0.4777 (0.5035) loss_giou_dn_2: 0.4520 (0.4747) loss_giou_dn_3: 0.4426 (0.4662) loss_giou_dn_4: 0.4381 (0.4643) loss_giou_dn_5: 0.4381 (0.4644) loss_vfl: 0.6782 (0.7003) loss_vfl_aux_0: 0.7986 (0.8178) loss_vfl_aux_1: 0.7422 (0.7629) loss_vfl_aux_2: 0.7068 (0.7283) loss_vfl_aux_3: 0.6893 (0.7116) loss_vfl_aux_4: 0.6846 (0.7037) loss_vfl_aux_5: 0.7525 (0.7914) loss_vfl_dn_0: 0.4570 (0.4623) loss_vfl_dn_1: 0.3926 (0.3987) loss_vfl_dn_2: 0.3805 (0.3827) loss_vfl_dn_3: 0.3735 (0.3751) loss_vfl_dn_4: 0.3712 (0.3723) loss_vfl_dn_5: 0.3708 (0.3715) time: 0.4843 data: 0.0135 max mem: 5654 Epoch: [27] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.7713 (16.6199) loss_bbox: 0.1445 (0.1621) loss_bbox_aux_0: 0.1582 (0.1751) loss_bbox_aux_1: 0.1523 (0.1672) loss_bbox_aux_2: 0.1483 (0.1644) loss_bbox_aux_3: 0.1483 (0.1624) loss_bbox_aux_4: 0.1446 (0.1621) loss_bbox_aux_5: 0.1886 (0.2154) loss_bbox_dn_0: 0.2750 (0.2885) loss_bbox_dn_1: 0.2063 (0.2194) loss_bbox_dn_2: 0.1722 (0.1975) loss_bbox_dn_3: 0.1696 (0.1904) loss_bbox_dn_4: 0.1707 (0.1889) loss_bbox_dn_5: 0.1707 (0.1889) loss_giou: 0.4508 (0.4918) loss_giou_aux_0: 0.4846 (0.5168) loss_giou_aux_1: 0.4693 (0.5017) loss_giou_aux_2: 0.4710 (0.4961) loss_giou_aux_3: 0.4497 (0.4929) loss_giou_aux_4: 0.4473 (0.4918) loss_giou_aux_5: 0.5493 (0.5855) loss_giou_dn_0: 0.6023 (0.6084) loss_giou_dn_1: 0.5005 (0.5035) loss_giou_dn_2: 0.4685 (0.4747) loss_giou_dn_3: 0.4621 (0.4662) loss_giou_dn_4: 0.4598 (0.4642) loss_giou_dn_5: 0.4599 (0.4644) loss_vfl: 0.6502 (0.7004) loss_vfl_aux_0: 0.7889 (0.8179) loss_vfl_aux_1: 0.7237 (0.7630) loss_vfl_aux_2: 0.7076 (0.7284) loss_vfl_aux_3: 0.6675 (0.7117) loss_vfl_aux_4: 0.6609 (0.7038) loss_vfl_aux_5: 0.7697 (0.7915) loss_vfl_dn_0: 0.4575 (0.4623) loss_vfl_dn_1: 0.3995 (0.3988) loss_vfl_dn_2: 0.3798 (0.3827) loss_vfl_dn_3: 0.3734 (0.3751) loss_vfl_dn_4: 0.3735 (0.3724) loss_vfl_dn_5: 0.3728 (0.3716) time: 0.4755 data: 0.0135 max mem: 5654 Epoch: [27] Total time: 0:59:13 (0.4806 s / it) Averaged stats: lr: 0.000010 loss: 16.7713 (16.6199) loss_bbox: 0.1445 (0.1621) loss_bbox_aux_0: 0.1582 (0.1751) loss_bbox_aux_1: 0.1523 (0.1672) loss_bbox_aux_2: 0.1483 (0.1644) loss_bbox_aux_3: 0.1483 (0.1624) loss_bbox_aux_4: 0.1446 (0.1621) loss_bbox_aux_5: 0.1886 (0.2154) loss_bbox_dn_0: 0.2750 (0.2885) loss_bbox_dn_1: 0.2063 (0.2194) loss_bbox_dn_2: 0.1722 (0.1975) loss_bbox_dn_3: 0.1696 (0.1904) loss_bbox_dn_4: 0.1707 (0.1889) loss_bbox_dn_5: 0.1707 (0.1889) loss_giou: 0.4508 (0.4918) loss_giou_aux_0: 0.4846 (0.5168) loss_giou_aux_1: 0.4693 (0.5017) loss_giou_aux_2: 0.4710 (0.4961) loss_giou_aux_3: 0.4497 (0.4929) loss_giou_aux_4: 0.4473 (0.4918) loss_giou_aux_5: 0.5493 (0.5855) loss_giou_dn_0: 0.6023 (0.6084) loss_giou_dn_1: 0.5005 (0.5035) loss_giou_dn_2: 0.4685 (0.4747) loss_giou_dn_3: 0.4621 (0.4662) loss_giou_dn_4: 0.4598 (0.4642) loss_giou_dn_5: 0.4599 (0.4644) loss_vfl: 0.6502 (0.7004) loss_vfl_aux_0: 0.7889 (0.8179) loss_vfl_aux_1: 0.7237 (0.7630) loss_vfl_aux_2: 0.7076 (0.7284) loss_vfl_aux_3: 0.6675 (0.7117) loss_vfl_aux_4: 0.6609 (0.7038) loss_vfl_aux_5: 0.7697 (0.7915) loss_vfl_dn_0: 0.4575 (0.4623) loss_vfl_dn_1: 0.3995 (0.3988) loss_vfl_dn_2: 0.3798 (0.3827) loss_vfl_dn_3: 0.3734 (0.3751) loss_vfl_dn_4: 0.3735 (0.3724) loss_vfl_dn_5: 0.3728 (0.3716) Test: [ 0/157] eta: 0:03:59 time: 1.5245 data: 1.1153 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4936 data: 0.1258 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3968 data: 0.0273 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3962 data: 0.0273 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3938 data: 0.0269 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3966 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.3941 data: 0.0262 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.7685 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.7727 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3981 data: 0.0262 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3870 data: 0.0261 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3872 data: 0.0261 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3854 data: 0.0255 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3846 data: 0.0256 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3820 data: 0.0260 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3655 data: 0.0256 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3550 data: 0.0245 max mem: 5654 Test: Total time: 0:01:09 (0.4448 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.696 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.692 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.644 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 27, 'coco_eval_bbox': 0.5151973350248501} Epoch: [28] [ 0/7393] eta: 8:05:34 lr: 0.000010 loss: 14.3947 (14.3947) loss_bbox: 0.1318 (0.1318) loss_bbox_aux_0: 0.1531 (0.1531) loss_bbox_aux_1: 0.1137 (0.1137) loss_bbox_aux_2: 0.1280 (0.1280) loss_bbox_aux_3: 0.1351 (0.1351) loss_bbox_aux_4: 0.1356 (0.1356) loss_bbox_aux_5: 0.2412 (0.2412) loss_bbox_dn_0: 0.3897 (0.3897) loss_bbox_dn_1: 0.2645 (0.2645) loss_bbox_dn_2: 0.2314 (0.2314) loss_bbox_dn_3: 0.2247 (0.2247) loss_bbox_dn_4: 0.2222 (0.2222) loss_bbox_dn_5: 0.2224 (0.2224) loss_giou: 0.2566 (0.2566) loss_giou_aux_0: 0.2784 (0.2784) loss_giou_aux_1: 0.2457 (0.2457) loss_giou_aux_2: 0.2592 (0.2592) loss_giou_aux_3: 0.2610 (0.2610) loss_giou_aux_4: 0.2639 (0.2639) loss_giou_aux_5: 0.3672 (0.3672) loss_giou_dn_0: 0.4846 (0.4846) loss_giou_dn_1: 0.3542 (0.3542) loss_giou_dn_2: 0.3246 (0.3246) loss_giou_dn_3: 0.3140 (0.3140) loss_giou_dn_4: 0.3111 (0.3111) loss_giou_dn_5: 0.3114 (0.3114) loss_vfl: 0.6813 (0.6813) loss_vfl_aux_0: 0.9421 (0.9421) loss_vfl_aux_1: 0.8523 (0.8523) loss_vfl_aux_2: 0.8026 (0.8026) loss_vfl_aux_3: 0.7268 (0.7268) loss_vfl_aux_4: 0.6870 (0.6870) loss_vfl_aux_5: 0.9070 (0.9070) loss_vfl_dn_0: 0.4707 (0.4707) loss_vfl_dn_1: 0.3608 (0.3608) loss_vfl_dn_2: 0.3387 (0.3387) loss_vfl_dn_3: 0.3361 (0.3361) loss_vfl_dn_4: 0.3325 (0.3325) loss_vfl_dn_5: 0.3315 (0.3315) time: 3.9408 data: 2.3951 max mem: 5654 Epoch: [28] [ 100/7393] eta: 1:02:46 lr: 0.000010 loss: 16.2480 (16.5023) loss_bbox: 0.1596 (0.1578) loss_bbox_aux_0: 0.1599 (0.1679) loss_bbox_aux_1: 0.1690 (0.1609) loss_bbox_aux_2: 0.1713 (0.1586) loss_bbox_aux_3: 0.1651 (0.1584) loss_bbox_aux_4: 0.1498 (0.1572) loss_bbox_aux_5: 0.2079 (0.2077) loss_bbox_dn_0: 0.2951 (0.2852) loss_bbox_dn_1: 0.2215 (0.2155) loss_bbox_dn_2: 0.1939 (0.1937) loss_bbox_dn_3: 0.1890 (0.1866) loss_bbox_dn_4: 0.1881 (0.1851) loss_bbox_dn_5: 0.1880 (0.1852) loss_giou: 0.4576 (0.4885) loss_giou_aux_0: 0.4624 (0.5109) loss_giou_aux_1: 0.4483 (0.4954) loss_giou_aux_2: 0.4589 (0.4900) loss_giou_aux_3: 0.4564 (0.4899) loss_giou_aux_4: 0.4541 (0.4881) loss_giou_aux_5: 0.5430 (0.5803) loss_giou_dn_0: 0.5782 (0.6034) loss_giou_dn_1: 0.4766 (0.4990) loss_giou_dn_2: 0.4475 (0.4696) loss_giou_dn_3: 0.4370 (0.4609) loss_giou_dn_4: 0.4352 (0.4590) loss_giou_dn_5: 0.4353 (0.4592) loss_vfl: 0.7143 (0.6936) loss_vfl_aux_0: 0.8244 (0.8298) loss_vfl_aux_1: 0.7590 (0.7665) loss_vfl_aux_2: 0.7138 (0.7278) loss_vfl_aux_3: 0.7146 (0.7042) loss_vfl_aux_4: 0.7229 (0.6974) loss_vfl_aux_5: 0.8109 (0.8021) loss_vfl_dn_0: 0.4701 (0.4637) loss_vfl_dn_1: 0.4127 (0.3998) loss_vfl_dn_2: 0.3918 (0.3828) loss_vfl_dn_3: 0.3860 (0.3757) loss_vfl_dn_4: 0.3813 (0.3730) loss_vfl_dn_5: 0.3804 (0.3720) time: 0.4744 data: 0.0153 max mem: 5654 Epoch: [28] [ 200/7393] eta: 1:03:49 lr: 0.000010 loss: 16.3563 (16.4188) loss_bbox: 0.1389 (0.1590) loss_bbox_aux_0: 0.1526 (0.1703) loss_bbox_aux_1: 0.1510 (0.1624) loss_bbox_aux_2: 0.1482 (0.1602) loss_bbox_aux_3: 0.1400 (0.1597) loss_bbox_aux_4: 0.1388 (0.1586) loss_bbox_aux_5: 0.1948 (0.2117) loss_bbox_dn_0: 0.2749 (0.2899) loss_bbox_dn_1: 0.2010 (0.2184) loss_bbox_dn_2: 0.1788 (0.1953) loss_bbox_dn_3: 0.1743 (0.1876) loss_bbox_dn_4: 0.1724 (0.1860) loss_bbox_dn_5: 0.1724 (0.1861) loss_giou: 0.4817 (0.4836) loss_giou_aux_0: 0.5075 (0.5069) loss_giou_aux_1: 0.4875 (0.4917) loss_giou_aux_2: 0.4943 (0.4869) loss_giou_aux_3: 0.4929 (0.4852) loss_giou_aux_4: 0.4815 (0.4838) loss_giou_aux_5: 0.5782 (0.5749) loss_giou_dn_0: 0.6093 (0.6024) loss_giou_dn_1: 0.5024 (0.4966) loss_giou_dn_2: 0.4696 (0.4669) loss_giou_dn_3: 0.4586 (0.4580) loss_giou_dn_4: 0.4579 (0.4560) loss_giou_dn_5: 0.4581 (0.4561) loss_vfl: 0.6834 (0.6877) loss_vfl_aux_0: 0.7864 (0.8227) loss_vfl_aux_1: 0.7356 (0.7591) loss_vfl_aux_2: 0.6933 (0.7191) loss_vfl_aux_3: 0.6845 (0.6981) loss_vfl_aux_4: 0.6824 (0.6907) loss_vfl_aux_5: 0.7460 (0.7941) loss_vfl_dn_0: 0.4580 (0.4627) loss_vfl_dn_1: 0.3927 (0.3976) loss_vfl_dn_2: 0.3775 (0.3804) loss_vfl_dn_3: 0.3702 (0.3731) loss_vfl_dn_4: 0.3673 (0.3703) loss_vfl_dn_5: 0.3659 (0.3693) time: 0.4891 data: 0.0158 max mem: 5654 Epoch: [28] [ 300/7393] eta: 1:00:47 lr: 0.000010 loss: 16.7874 (16.4526) loss_bbox: 0.1475 (0.1593) loss_bbox_aux_0: 0.1540 (0.1706) loss_bbox_aux_1: 0.1538 (0.1624) loss_bbox_aux_2: 0.1544 (0.1606) loss_bbox_aux_3: 0.1523 (0.1603) loss_bbox_aux_4: 0.1542 (0.1591) loss_bbox_aux_5: 0.1943 (0.2126) loss_bbox_dn_0: 0.2724 (0.2883) loss_bbox_dn_1: 0.2023 (0.2175) loss_bbox_dn_2: 0.1853 (0.1947) loss_bbox_dn_3: 0.1767 (0.1873) loss_bbox_dn_4: 0.1769 (0.1857) loss_bbox_dn_5: 0.1769 (0.1857) loss_giou: 0.5033 (0.4853) loss_giou_aux_0: 0.5348 (0.5086) loss_giou_aux_1: 0.5252 (0.4937) loss_giou_aux_2: 0.5002 (0.4890) loss_giou_aux_3: 0.5050 (0.4872) loss_giou_aux_4: 0.5011 (0.4859) loss_giou_aux_5: 0.6123 (0.5790) loss_giou_dn_0: 0.6339 (0.6039) loss_giou_dn_1: 0.5332 (0.4980) loss_giou_dn_2: 0.5051 (0.4681) loss_giou_dn_3: 0.4926 (0.4594) loss_giou_dn_4: 0.4905 (0.4574) loss_giou_dn_5: 0.4909 (0.4575) loss_vfl: 0.6990 (0.6896) loss_vfl_aux_0: 0.8280 (0.8227) loss_vfl_aux_1: 0.7759 (0.7619) loss_vfl_aux_2: 0.7435 (0.7211) loss_vfl_aux_3: 0.7088 (0.7007) loss_vfl_aux_4: 0.7027 (0.6921) loss_vfl_aux_5: 0.7840 (0.7920) loss_vfl_dn_0: 0.4633 (0.4624) loss_vfl_dn_1: 0.4024 (0.3978) loss_vfl_dn_2: 0.3869 (0.3812) loss_vfl_dn_3: 0.3784 (0.3735) loss_vfl_dn_4: 0.3758 (0.3708) loss_vfl_dn_5: 0.3734 (0.3699) time: 0.4839 data: 0.0161 max mem: 5654 Epoch: [28] [ 400/7393] eta: 0:59:05 lr: 0.000010 loss: 15.4438 (16.4448) loss_bbox: 0.1573 (0.1603) loss_bbox_aux_0: 0.1679 (0.1722) loss_bbox_aux_1: 0.1664 (0.1642) loss_bbox_aux_2: 0.1606 (0.1622) loss_bbox_aux_3: 0.1628 (0.1613) loss_bbox_aux_4: 0.1591 (0.1603) loss_bbox_aux_5: 0.2097 (0.2140) loss_bbox_dn_0: 0.2680 (0.2888) loss_bbox_dn_1: 0.2043 (0.2181) loss_bbox_dn_2: 0.1835 (0.1957) loss_bbox_dn_3: 0.1622 (0.1883) loss_bbox_dn_4: 0.1593 (0.1867) loss_bbox_dn_5: 0.1594 (0.1867) loss_giou: 0.4541 (0.4833) loss_giou_aux_0: 0.4793 (0.5074) loss_giou_aux_1: 0.4614 (0.4924) loss_giou_aux_2: 0.4589 (0.4876) loss_giou_aux_3: 0.4586 (0.4854) loss_giou_aux_4: 0.4535 (0.4839) loss_giou_aux_5: 0.5231 (0.5773) loss_giou_dn_0: 0.5779 (0.6031) loss_giou_dn_1: 0.4657 (0.4970) loss_giou_dn_2: 0.4344 (0.4673) loss_giou_dn_3: 0.4177 (0.4585) loss_giou_dn_4: 0.4155 (0.4565) loss_giou_dn_5: 0.4161 (0.4566) loss_vfl: 0.6501 (0.6908) loss_vfl_aux_0: 0.7899 (0.8204) loss_vfl_aux_1: 0.7168 (0.7601) loss_vfl_aux_2: 0.6875 (0.7198) loss_vfl_aux_3: 0.6745 (0.7007) loss_vfl_aux_4: 0.6531 (0.6933) loss_vfl_aux_5: 0.7404 (0.7914) loss_vfl_dn_0: 0.4572 (0.4621) loss_vfl_dn_1: 0.3873 (0.3973) loss_vfl_dn_2: 0.3638 (0.3808) loss_vfl_dn_3: 0.3539 (0.3731) loss_vfl_dn_4: 0.3509 (0.3703) loss_vfl_dn_5: 0.3516 (0.3694) time: 0.4783 data: 0.0152 max mem: 5654 Epoch: [28] [ 500/7393] eta: 0:57:31 lr: 0.000010 loss: 16.5147 (16.4995) loss_bbox: 0.1558 (0.1606) loss_bbox_aux_0: 0.1711 (0.1726) loss_bbox_aux_1: 0.1622 (0.1646) loss_bbox_aux_2: 0.1579 (0.1624) loss_bbox_aux_3: 0.1590 (0.1614) loss_bbox_aux_4: 0.1532 (0.1605) loss_bbox_aux_5: 0.1975 (0.2137) loss_bbox_dn_0: 0.2933 (0.2894) loss_bbox_dn_1: 0.2248 (0.2190) loss_bbox_dn_2: 0.2032 (0.1966) loss_bbox_dn_3: 0.1961 (0.1893) loss_bbox_dn_4: 0.1926 (0.1878) loss_bbox_dn_5: 0.1926 (0.1878) loss_giou: 0.4606 (0.4855) loss_giou_aux_0: 0.4863 (0.5101) loss_giou_aux_1: 0.4699 (0.4950) loss_giou_aux_2: 0.4683 (0.4899) loss_giou_aux_3: 0.4658 (0.4875) loss_giou_aux_4: 0.4592 (0.4862) loss_giou_aux_5: 0.5359 (0.5796) loss_giou_dn_0: 0.6004 (0.6048) loss_giou_dn_1: 0.5061 (0.4988) loss_giou_dn_2: 0.4780 (0.4692) loss_giou_dn_3: 0.4698 (0.4605) loss_giou_dn_4: 0.4688 (0.4585) loss_giou_dn_5: 0.4693 (0.4586) loss_vfl: 0.7369 (0.6937) loss_vfl_aux_0: 0.8561 (0.8223) loss_vfl_aux_1: 0.7980 (0.7614) loss_vfl_aux_2: 0.7690 (0.7225) loss_vfl_aux_3: 0.7520 (0.7039) loss_vfl_aux_4: 0.7512 (0.6962) loss_vfl_aux_5: 0.8219 (0.7928) loss_vfl_dn_0: 0.4686 (0.4622) loss_vfl_dn_1: 0.4050 (0.3981) loss_vfl_dn_2: 0.3901 (0.3815) loss_vfl_dn_3: 0.3801 (0.3739) loss_vfl_dn_4: 0.3775 (0.3711) loss_vfl_dn_5: 0.3759 (0.3702) time: 0.4802 data: 0.0148 max mem: 5654 Epoch: [28] [ 600/7393] eta: 0:56:18 lr: 0.000010 loss: 15.7429 (16.4920) loss_bbox: 0.1352 (0.1601) loss_bbox_aux_0: 0.1431 (0.1721) loss_bbox_aux_1: 0.1320 (0.1640) loss_bbox_aux_2: 0.1387 (0.1618) loss_bbox_aux_3: 0.1365 (0.1607) loss_bbox_aux_4: 0.1358 (0.1598) loss_bbox_aux_5: 0.1822 (0.2125) loss_bbox_dn_0: 0.2267 (0.2874) loss_bbox_dn_1: 0.1655 (0.2175) loss_bbox_dn_2: 0.1439 (0.1954) loss_bbox_dn_3: 0.1427 (0.1882) loss_bbox_dn_4: 0.1444 (0.1867) loss_bbox_dn_5: 0.1444 (0.1867) loss_giou: 0.5264 (0.4879) loss_giou_aux_0: 0.5521 (0.5125) loss_giou_aux_1: 0.5530 (0.4975) loss_giou_aux_2: 0.5375 (0.4924) loss_giou_aux_3: 0.5265 (0.4898) loss_giou_aux_4: 0.5212 (0.4884) loss_giou_aux_5: 0.5988 (0.5812) loss_giou_dn_0: 0.6138 (0.6058) loss_giou_dn_1: 0.5172 (0.4999) loss_giou_dn_2: 0.4869 (0.4705) loss_giou_dn_3: 0.4734 (0.4618) loss_giou_dn_4: 0.4684 (0.4598) loss_giou_dn_5: 0.4683 (0.4600) loss_vfl: 0.6650 (0.6917) loss_vfl_aux_0: 0.7782 (0.8178) loss_vfl_aux_1: 0.7375 (0.7586) loss_vfl_aux_2: 0.6905 (0.7205) loss_vfl_aux_3: 0.6726 (0.7024) loss_vfl_aux_4: 0.6718 (0.6946) loss_vfl_aux_5: 0.7280 (0.7902) loss_vfl_dn_0: 0.4549 (0.4618) loss_vfl_dn_1: 0.3897 (0.3978) loss_vfl_dn_2: 0.3743 (0.3814) loss_vfl_dn_3: 0.3673 (0.3738) loss_vfl_dn_4: 0.3638 (0.3709) loss_vfl_dn_5: 0.3640 (0.3700) time: 0.4826 data: 0.0143 max mem: 5654 Epoch: [28] [ 700/7393] eta: 0:55:10 lr: 0.000010 loss: 15.8039 (16.4703) loss_bbox: 0.1433 (0.1598) loss_bbox_aux_0: 0.1617 (0.1724) loss_bbox_aux_1: 0.1655 (0.1644) loss_bbox_aux_2: 0.1450 (0.1617) loss_bbox_aux_3: 0.1424 (0.1602) loss_bbox_aux_4: 0.1433 (0.1597) loss_bbox_aux_5: 0.2189 (0.2128) loss_bbox_dn_0: 0.2627 (0.2864) loss_bbox_dn_1: 0.1958 (0.2168) loss_bbox_dn_2: 0.1713 (0.1947) loss_bbox_dn_3: 0.1628 (0.1875) loss_bbox_dn_4: 0.1611 (0.1859) loss_bbox_dn_5: 0.1608 (0.1859) loss_giou: 0.4661 (0.4879) loss_giou_aux_0: 0.4931 (0.5126) loss_giou_aux_1: 0.4656 (0.4978) loss_giou_aux_2: 0.4457 (0.4923) loss_giou_aux_3: 0.4690 (0.4895) loss_giou_aux_4: 0.4689 (0.4882) loss_giou_aux_5: 0.5569 (0.5808) loss_giou_dn_0: 0.5966 (0.6048) loss_giou_dn_1: 0.4901 (0.4994) loss_giou_dn_2: 0.4518 (0.4701) loss_giou_dn_3: 0.4420 (0.4615) loss_giou_dn_4: 0.4434 (0.4595) loss_giou_dn_5: 0.4451 (0.4596) loss_vfl: 0.6449 (0.6905) loss_vfl_aux_0: 0.7768 (0.8157) loss_vfl_aux_1: 0.6915 (0.7565) loss_vfl_aux_2: 0.6835 (0.7191) loss_vfl_aux_3: 0.6548 (0.7017) loss_vfl_aux_4: 0.6563 (0.6935) loss_vfl_aux_5: 0.7689 (0.7891) loss_vfl_dn_0: 0.4537 (0.4613) loss_vfl_dn_1: 0.3936 (0.3971) loss_vfl_dn_2: 0.3809 (0.3807) loss_vfl_dn_3: 0.3741 (0.3731) loss_vfl_dn_4: 0.3704 (0.3703) loss_vfl_dn_5: 0.3706 (0.3694) time: 0.4766 data: 0.0145 max mem: 5654 Epoch: [28] [ 800/7393] eta: 0:54:08 lr: 0.000010 loss: 16.3225 (16.4863) loss_bbox: 0.1516 (0.1601) loss_bbox_aux_0: 0.1734 (0.1731) loss_bbox_aux_1: 0.1564 (0.1650) loss_bbox_aux_2: 0.1519 (0.1623) loss_bbox_aux_3: 0.1519 (0.1607) loss_bbox_aux_4: 0.1544 (0.1600) loss_bbox_aux_5: 0.2214 (0.2136) loss_bbox_dn_0: 0.2759 (0.2883) loss_bbox_dn_1: 0.2132 (0.2183) loss_bbox_dn_2: 0.1911 (0.1961) loss_bbox_dn_3: 0.1870 (0.1887) loss_bbox_dn_4: 0.1837 (0.1871) loss_bbox_dn_5: 0.1841 (0.1871) loss_giou: 0.4221 (0.4871) loss_giou_aux_0: 0.4513 (0.5122) loss_giou_aux_1: 0.4283 (0.4973) loss_giou_aux_2: 0.4295 (0.4917) loss_giou_aux_3: 0.4354 (0.4889) loss_giou_aux_4: 0.4296 (0.4875) loss_giou_aux_5: 0.5608 (0.5804) loss_giou_dn_0: 0.5867 (0.6042) loss_giou_dn_1: 0.4790 (0.4989) loss_giou_dn_2: 0.4447 (0.4696) loss_giou_dn_3: 0.4292 (0.4609) loss_giou_dn_4: 0.4247 (0.4589) loss_giou_dn_5: 0.4249 (0.4591) loss_vfl: 0.7108 (0.6927) loss_vfl_aux_0: 0.8111 (0.8167) loss_vfl_aux_1: 0.7526 (0.7581) loss_vfl_aux_2: 0.7238 (0.7207) loss_vfl_aux_3: 0.7120 (0.7034) loss_vfl_aux_4: 0.7051 (0.6954) loss_vfl_aux_5: 0.7789 (0.7898) loss_vfl_dn_0: 0.4580 (0.4612) loss_vfl_dn_1: 0.3957 (0.3973) loss_vfl_dn_2: 0.3812 (0.3808) loss_vfl_dn_3: 0.3710 (0.3732) loss_vfl_dn_4: 0.3695 (0.3703) loss_vfl_dn_5: 0.3691 (0.3695) time: 0.4782 data: 0.0142 max mem: 5654 Epoch: [28] [ 900/7393] eta: 0:53:04 lr: 0.000010 loss: 16.3129 (16.4677) loss_bbox: 0.1488 (0.1593) loss_bbox_aux_0: 0.1658 (0.1719) loss_bbox_aux_1: 0.1527 (0.1640) loss_bbox_aux_2: 0.1468 (0.1616) loss_bbox_aux_3: 0.1505 (0.1598) loss_bbox_aux_4: 0.1516 (0.1592) loss_bbox_aux_5: 0.2045 (0.2123) loss_bbox_dn_0: 0.2579 (0.2859) loss_bbox_dn_1: 0.2032 (0.2167) loss_bbox_dn_2: 0.1836 (0.1946) loss_bbox_dn_3: 0.1715 (0.1873) loss_bbox_dn_4: 0.1668 (0.1858) loss_bbox_dn_5: 0.1667 (0.1858) loss_giou: 0.4733 (0.4874) loss_giou_aux_0: 0.4806 (0.5123) loss_giou_aux_1: 0.4714 (0.4975) loss_giou_aux_2: 0.4640 (0.4919) loss_giou_aux_3: 0.4777 (0.4892) loss_giou_aux_4: 0.4725 (0.4878) loss_giou_aux_5: 0.5780 (0.5806) loss_giou_dn_0: 0.5799 (0.6045) loss_giou_dn_1: 0.4823 (0.4990) loss_giou_dn_2: 0.4571 (0.4699) loss_giou_dn_3: 0.4482 (0.4612) loss_giou_dn_4: 0.4494 (0.4592) loss_giou_dn_5: 0.4494 (0.4593) loss_vfl: 0.6885 (0.6923) loss_vfl_aux_0: 0.8158 (0.8153) loss_vfl_aux_1: 0.7448 (0.7571) loss_vfl_aux_2: 0.7137 (0.7201) loss_vfl_aux_3: 0.6980 (0.7029) loss_vfl_aux_4: 0.7062 (0.6950) loss_vfl_aux_5: 0.7710 (0.7879) loss_vfl_dn_0: 0.4604 (0.4614) loss_vfl_dn_1: 0.3937 (0.3974) loss_vfl_dn_2: 0.3749 (0.3809) loss_vfl_dn_3: 0.3702 (0.3733) loss_vfl_dn_4: 0.3652 (0.3705) loss_vfl_dn_5: 0.3650 (0.3696) time: 0.4722 data: 0.0142 max mem: 5654 Epoch: [28] [1000/7393] eta: 0:52:05 lr: 0.000010 loss: 16.3833 (16.4925) loss_bbox: 0.1573 (0.1596) loss_bbox_aux_0: 0.1664 (0.1724) loss_bbox_aux_1: 0.1533 (0.1643) loss_bbox_aux_2: 0.1688 (0.1619) loss_bbox_aux_3: 0.1629 (0.1602) loss_bbox_aux_4: 0.1572 (0.1595) loss_bbox_aux_5: 0.2123 (0.2129) loss_bbox_dn_0: 0.3110 (0.2871) loss_bbox_dn_1: 0.2370 (0.2175) loss_bbox_dn_2: 0.2172 (0.1955) loss_bbox_dn_3: 0.2116 (0.1883) loss_bbox_dn_4: 0.2075 (0.1867) loss_bbox_dn_5: 0.2076 (0.1867) loss_giou: 0.4434 (0.4872) loss_giou_aux_0: 0.4809 (0.5125) loss_giou_aux_1: 0.4505 (0.4974) loss_giou_aux_2: 0.4568 (0.4918) loss_giou_aux_3: 0.4571 (0.4890) loss_giou_aux_4: 0.4424 (0.4876) loss_giou_aux_5: 0.5901 (0.5809) loss_giou_dn_0: 0.5872 (0.6051) loss_giou_dn_1: 0.4736 (0.4997) loss_giou_dn_2: 0.4440 (0.4704) loss_giou_dn_3: 0.4414 (0.4618) loss_giou_dn_4: 0.4414 (0.4598) loss_giou_dn_5: 0.4415 (0.4599) loss_vfl: 0.7018 (0.6945) loss_vfl_aux_0: 0.8399 (0.8163) loss_vfl_aux_1: 0.7832 (0.7591) loss_vfl_aux_2: 0.7245 (0.7222) loss_vfl_aux_3: 0.7277 (0.7051) loss_vfl_aux_4: 0.7131 (0.6973) loss_vfl_aux_5: 0.7902 (0.7889) loss_vfl_dn_0: 0.4596 (0.4614) loss_vfl_dn_1: 0.3887 (0.3974) loss_vfl_dn_2: 0.3778 (0.3810) loss_vfl_dn_3: 0.3700 (0.3734) loss_vfl_dn_4: 0.3684 (0.3706) loss_vfl_dn_5: 0.3663 (0.3697) time: 0.4673 data: 0.0155 max mem: 5654 Epoch: [28] [1100/7393] eta: 0:51:07 lr: 0.000010 loss: 16.4806 (16.4827) loss_bbox: 0.1332 (0.1590) loss_bbox_aux_0: 0.1520 (0.1722) loss_bbox_aux_1: 0.1459 (0.1640) loss_bbox_aux_2: 0.1477 (0.1614) loss_bbox_aux_3: 0.1356 (0.1596) loss_bbox_aux_4: 0.1332 (0.1588) loss_bbox_aux_5: 0.1979 (0.2124) loss_bbox_dn_0: 0.2614 (0.2859) loss_bbox_dn_1: 0.1978 (0.2166) loss_bbox_dn_2: 0.1763 (0.1947) loss_bbox_dn_3: 0.1680 (0.1875) loss_bbox_dn_4: 0.1672 (0.1859) loss_bbox_dn_5: 0.1673 (0.1859) loss_giou: 0.5154 (0.4874) loss_giou_aux_0: 0.5369 (0.5127) loss_giou_aux_1: 0.5213 (0.4977) loss_giou_aux_2: 0.5178 (0.4920) loss_giou_aux_3: 0.5139 (0.4890) loss_giou_aux_4: 0.5155 (0.4877) loss_giou_aux_5: 0.5998 (0.5811) loss_giou_dn_0: 0.6028 (0.6049) loss_giou_dn_1: 0.5084 (0.4997) loss_giou_dn_2: 0.4812 (0.4705) loss_giou_dn_3: 0.4652 (0.4620) loss_giou_dn_4: 0.4640 (0.4600) loss_giou_dn_5: 0.4643 (0.4601) loss_vfl: 0.6800 (0.6942) loss_vfl_aux_0: 0.8035 (0.8153) loss_vfl_aux_1: 0.7445 (0.7583) loss_vfl_aux_2: 0.7010 (0.7221) loss_vfl_aux_3: 0.7027 (0.7052) loss_vfl_aux_4: 0.6850 (0.6971) loss_vfl_aux_5: 0.7689 (0.7884) loss_vfl_dn_0: 0.4583 (0.4613) loss_vfl_dn_1: 0.3979 (0.3973) loss_vfl_dn_2: 0.3817 (0.3811) loss_vfl_dn_3: 0.3769 (0.3734) loss_vfl_dn_4: 0.3760 (0.3706) loss_vfl_dn_5: 0.3757 (0.3697) time: 0.4687 data: 0.0151 max mem: 5654 Epoch: [28] [1200/7393] eta: 0:50:14 lr: 0.000010 loss: 16.3784 (16.4749) loss_bbox: 0.1354 (0.1588) loss_bbox_aux_0: 0.1605 (0.1723) loss_bbox_aux_1: 0.1418 (0.1637) loss_bbox_aux_2: 0.1369 (0.1612) loss_bbox_aux_3: 0.1340 (0.1593) loss_bbox_aux_4: 0.1348 (0.1587) loss_bbox_aux_5: 0.1938 (0.2123) loss_bbox_dn_0: 0.2630 (0.2857) loss_bbox_dn_1: 0.1931 (0.2164) loss_bbox_dn_2: 0.1658 (0.1945) loss_bbox_dn_3: 0.1572 (0.1873) loss_bbox_dn_4: 0.1558 (0.1857) loss_bbox_dn_5: 0.1558 (0.1857) loss_giou: 0.4620 (0.4878) loss_giou_aux_0: 0.5187 (0.5134) loss_giou_aux_1: 0.4887 (0.4980) loss_giou_aux_2: 0.4831 (0.4924) loss_giou_aux_3: 0.4685 (0.4894) loss_giou_aux_4: 0.4675 (0.4881) loss_giou_aux_5: 0.5811 (0.5813) loss_giou_dn_0: 0.5917 (0.6051) loss_giou_dn_1: 0.4893 (0.4998) loss_giou_dn_2: 0.4641 (0.4707) loss_giou_dn_3: 0.4603 (0.4622) loss_giou_dn_4: 0.4573 (0.4602) loss_giou_dn_5: 0.4575 (0.4603) loss_vfl: 0.6545 (0.6931) loss_vfl_aux_0: 0.7556 (0.8136) loss_vfl_aux_1: 0.7144 (0.7569) loss_vfl_aux_2: 0.6755 (0.7209) loss_vfl_aux_3: 0.6774 (0.7041) loss_vfl_aux_4: 0.6633 (0.6959) loss_vfl_aux_5: 0.7482 (0.7872) loss_vfl_dn_0: 0.4581 (0.4612) loss_vfl_dn_1: 0.3933 (0.3972) loss_vfl_dn_2: 0.3779 (0.3810) loss_vfl_dn_3: 0.3681 (0.3734) loss_vfl_dn_4: 0.3628 (0.3706) loss_vfl_dn_5: 0.3623 (0.3697) time: 0.4817 data: 0.0145 max mem: 5654 Epoch: [28] [1300/7393] eta: 0:49:18 lr: 0.000010 loss: 16.6704 (16.4695) loss_bbox: 0.1566 (0.1589) loss_bbox_aux_0: 0.1684 (0.1724) loss_bbox_aux_1: 0.1603 (0.1640) loss_bbox_aux_2: 0.1559 (0.1614) loss_bbox_aux_3: 0.1544 (0.1594) loss_bbox_aux_4: 0.1561 (0.1588) loss_bbox_aux_5: 0.2019 (0.2126) loss_bbox_dn_0: 0.2809 (0.2861) loss_bbox_dn_1: 0.2173 (0.2168) loss_bbox_dn_2: 0.2010 (0.1949) loss_bbox_dn_3: 0.1924 (0.1877) loss_bbox_dn_4: 0.1922 (0.1861) loss_bbox_dn_5: 0.1923 (0.1861) loss_giou: 0.4613 (0.4871) loss_giou_aux_0: 0.4912 (0.5127) loss_giou_aux_1: 0.4792 (0.4974) loss_giou_aux_2: 0.4617 (0.4916) loss_giou_aux_3: 0.4612 (0.4886) loss_giou_aux_4: 0.4592 (0.4875) loss_giou_aux_5: 0.5511 (0.5806) loss_giou_dn_0: 0.5976 (0.6046) loss_giou_dn_1: 0.4989 (0.4993) loss_giou_dn_2: 0.4715 (0.4702) loss_giou_dn_3: 0.4602 (0.4616) loss_giou_dn_4: 0.4582 (0.4597) loss_giou_dn_5: 0.4582 (0.4598) loss_vfl: 0.7086 (0.6930) loss_vfl_aux_0: 0.8168 (0.8130) loss_vfl_aux_1: 0.7646 (0.7563) loss_vfl_aux_2: 0.7295 (0.7207) loss_vfl_aux_3: 0.7068 (0.7042) loss_vfl_aux_4: 0.7098 (0.6957) loss_vfl_aux_5: 0.7744 (0.7871) loss_vfl_dn_0: 0.4720 (0.4614) loss_vfl_dn_1: 0.4089 (0.3973) loss_vfl_dn_2: 0.3942 (0.3811) loss_vfl_dn_3: 0.3837 (0.3735) loss_vfl_dn_4: 0.3789 (0.3707) loss_vfl_dn_5: 0.3776 (0.3698) time: 0.4714 data: 0.0149 max mem: 5654 Epoch: [28] [1400/7393] eta: 0:48:26 lr: 0.000010 loss: 16.8460 (16.4734) loss_bbox: 0.1430 (0.1591) loss_bbox_aux_0: 0.1509 (0.1725) loss_bbox_aux_1: 0.1436 (0.1642) loss_bbox_aux_2: 0.1450 (0.1616) loss_bbox_aux_3: 0.1456 (0.1596) loss_bbox_aux_4: 0.1408 (0.1590) loss_bbox_aux_5: 0.1908 (0.2128) loss_bbox_dn_0: 0.2764 (0.2866) loss_bbox_dn_1: 0.1980 (0.2173) loss_bbox_dn_2: 0.1704 (0.1953) loss_bbox_dn_3: 0.1655 (0.1881) loss_bbox_dn_4: 0.1641 (0.1865) loss_bbox_dn_5: 0.1642 (0.1865) loss_giou: 0.4806 (0.4868) loss_giou_aux_0: 0.5171 (0.5126) loss_giou_aux_1: 0.5016 (0.4973) loss_giou_aux_2: 0.4979 (0.4914) loss_giou_aux_3: 0.4711 (0.4883) loss_giou_aux_4: 0.4767 (0.4871) loss_giou_aux_5: 0.5983 (0.5806) loss_giou_dn_0: 0.6353 (0.6045) loss_giou_dn_1: 0.5303 (0.4992) loss_giou_dn_2: 0.5079 (0.4701) loss_giou_dn_3: 0.4992 (0.4615) loss_giou_dn_4: 0.4971 (0.4595) loss_giou_dn_5: 0.4970 (0.4597) loss_vfl: 0.7116 (0.6935) loss_vfl_aux_0: 0.8270 (0.8132) loss_vfl_aux_1: 0.7787 (0.7566) loss_vfl_aux_2: 0.7492 (0.7210) loss_vfl_aux_3: 0.7093 (0.7047) loss_vfl_aux_4: 0.7183 (0.6963) loss_vfl_aux_5: 0.7971 (0.7872) loss_vfl_dn_0: 0.4581 (0.4613) loss_vfl_dn_1: 0.3979 (0.3971) loss_vfl_dn_2: 0.3823 (0.3809) loss_vfl_dn_3: 0.3742 (0.3734) loss_vfl_dn_4: 0.3707 (0.3706) loss_vfl_dn_5: 0.3714 (0.3697) time: 0.4771 data: 0.0156 max mem: 5654 Epoch: [28] [1500/7393] eta: 0:47:31 lr: 0.000010 loss: 16.6540 (16.4775) loss_bbox: 0.1634 (0.1593) loss_bbox_aux_0: 0.1815 (0.1728) loss_bbox_aux_1: 0.1750 (0.1645) loss_bbox_aux_2: 0.1586 (0.1618) loss_bbox_aux_3: 0.1629 (0.1598) loss_bbox_aux_4: 0.1562 (0.1592) loss_bbox_aux_5: 0.2249 (0.2128) loss_bbox_dn_0: 0.3140 (0.2865) loss_bbox_dn_1: 0.2356 (0.2172) loss_bbox_dn_2: 0.2007 (0.1951) loss_bbox_dn_3: 0.1910 (0.1879) loss_bbox_dn_4: 0.1900 (0.1864) loss_bbox_dn_5: 0.1897 (0.1864) loss_giou: 0.4870 (0.4875) loss_giou_aux_0: 0.5069 (0.5136) loss_giou_aux_1: 0.4938 (0.4982) loss_giou_aux_2: 0.4769 (0.4922) loss_giou_aux_3: 0.4988 (0.4891) loss_giou_aux_4: 0.4842 (0.4878) loss_giou_aux_5: 0.5643 (0.5815) loss_giou_dn_0: 0.6101 (0.6048) loss_giou_dn_1: 0.5000 (0.4994) loss_giou_dn_2: 0.4680 (0.4703) loss_giou_dn_3: 0.4611 (0.4617) loss_giou_dn_4: 0.4624 (0.4597) loss_giou_dn_5: 0.4627 (0.4598) loss_vfl: 0.6760 (0.6933) loss_vfl_aux_0: 0.8153 (0.8119) loss_vfl_aux_1: 0.7501 (0.7558) loss_vfl_aux_2: 0.7315 (0.7207) loss_vfl_aux_3: 0.6945 (0.7046) loss_vfl_aux_4: 0.6872 (0.6961) loss_vfl_aux_5: 0.7834 (0.7867) loss_vfl_dn_0: 0.4567 (0.4611) loss_vfl_dn_1: 0.4032 (0.3971) loss_vfl_dn_2: 0.3854 (0.3810) loss_vfl_dn_3: 0.3794 (0.3734) loss_vfl_dn_4: 0.3774 (0.3707) loss_vfl_dn_5: 0.3765 (0.3698) time: 0.4736 data: 0.0150 max mem: 5654 Epoch: [28] [1600/7393] eta: 0:46:43 lr: 0.000010 loss: 16.9473 (16.4813) loss_bbox: 0.1703 (0.1596) loss_bbox_aux_0: 0.1867 (0.1731) loss_bbox_aux_1: 0.1738 (0.1647) loss_bbox_aux_2: 0.1714 (0.1621) loss_bbox_aux_3: 0.1688 (0.1601) loss_bbox_aux_4: 0.1691 (0.1595) loss_bbox_aux_5: 0.2300 (0.2129) loss_bbox_dn_0: 0.3000 (0.2866) loss_bbox_dn_1: 0.2182 (0.2172) loss_bbox_dn_2: 0.2007 (0.1951) loss_bbox_dn_3: 0.1939 (0.1880) loss_bbox_dn_4: 0.1897 (0.1864) loss_bbox_dn_5: 0.1898 (0.1864) loss_giou: 0.4844 (0.4877) loss_giou_aux_0: 0.5102 (0.5138) loss_giou_aux_1: 0.4939 (0.4982) loss_giou_aux_2: 0.4896 (0.4924) loss_giou_aux_3: 0.4859 (0.4892) loss_giou_aux_4: 0.4844 (0.4880) loss_giou_aux_5: 0.5863 (0.5815) loss_giou_dn_0: 0.6247 (0.6046) loss_giou_dn_1: 0.5085 (0.4992) loss_giou_dn_2: 0.4792 (0.4701) loss_giou_dn_3: 0.4701 (0.4615) loss_giou_dn_4: 0.4704 (0.4595) loss_giou_dn_5: 0.4711 (0.4597) loss_vfl: 0.6857 (0.6934) loss_vfl_aux_0: 0.8004 (0.8120) loss_vfl_aux_1: 0.7447 (0.7563) loss_vfl_aux_2: 0.7057 (0.7211) loss_vfl_aux_3: 0.6849 (0.7047) loss_vfl_aux_4: 0.6832 (0.6962) loss_vfl_aux_5: 0.7740 (0.7871) loss_vfl_dn_0: 0.4557 (0.4611) loss_vfl_dn_1: 0.3995 (0.3972) loss_vfl_dn_2: 0.3821 (0.3811) loss_vfl_dn_3: 0.3774 (0.3735) loss_vfl_dn_4: 0.3759 (0.3707) loss_vfl_dn_5: 0.3769 (0.3699) time: 0.4944 data: 0.0144 max mem: 5654 Epoch: [28] [1700/7393] eta: 0:45:49 lr: 0.000010 loss: 17.2203 (16.4988) loss_bbox: 0.1633 (0.1598) loss_bbox_aux_0: 0.1744 (0.1732) loss_bbox_aux_1: 0.1537 (0.1648) loss_bbox_aux_2: 0.1511 (0.1621) loss_bbox_aux_3: 0.1503 (0.1602) loss_bbox_aux_4: 0.1677 (0.1598) loss_bbox_aux_5: 0.1994 (0.2129) loss_bbox_dn_0: 0.2758 (0.2868) loss_bbox_dn_1: 0.2245 (0.2175) loss_bbox_dn_2: 0.1989 (0.1954) loss_bbox_dn_3: 0.1916 (0.1883) loss_bbox_dn_4: 0.1908 (0.1867) loss_bbox_dn_5: 0.1908 (0.1867) loss_giou: 0.4533 (0.4884) loss_giou_aux_0: 0.4821 (0.5145) loss_giou_aux_1: 0.4635 (0.4988) loss_giou_aux_2: 0.4797 (0.4930) loss_giou_aux_3: 0.4548 (0.4899) loss_giou_aux_4: 0.4547 (0.4887) loss_giou_aux_5: 0.5643 (0.5821) loss_giou_dn_0: 0.6137 (0.6050) loss_giou_dn_1: 0.4977 (0.4998) loss_giou_dn_2: 0.4660 (0.4706) loss_giou_dn_3: 0.4611 (0.4621) loss_giou_dn_4: 0.4603 (0.4601) loss_giou_dn_5: 0.4603 (0.4603) loss_vfl: 0.7318 (0.6940) loss_vfl_aux_0: 0.8399 (0.8127) loss_vfl_aux_1: 0.7845 (0.7574) loss_vfl_aux_2: 0.7537 (0.7219) loss_vfl_aux_3: 0.7482 (0.7054) loss_vfl_aux_4: 0.7239 (0.6968) loss_vfl_aux_5: 0.8120 (0.7877) loss_vfl_dn_0: 0.4695 (0.4614) loss_vfl_dn_1: 0.4086 (0.3975) loss_vfl_dn_2: 0.3920 (0.3814) loss_vfl_dn_3: 0.3831 (0.3738) loss_vfl_dn_4: 0.3803 (0.3710) loss_vfl_dn_5: 0.3793 (0.3702) time: 0.4677 data: 0.0139 max mem: 5654 Epoch: [28] [1800/7393] eta: 0:45:00 lr: 0.000010 loss: 16.6278 (16.5215) loss_bbox: 0.1643 (0.1602) loss_bbox_aux_0: 0.1681 (0.1735) loss_bbox_aux_1: 0.1620 (0.1651) loss_bbox_aux_2: 0.1669 (0.1626) loss_bbox_aux_3: 0.1594 (0.1605) loss_bbox_aux_4: 0.1590 (0.1602) loss_bbox_aux_5: 0.2058 (0.2131) loss_bbox_dn_0: 0.2544 (0.2869) loss_bbox_dn_1: 0.1883 (0.2176) loss_bbox_dn_2: 0.1660 (0.1956) loss_bbox_dn_3: 0.1593 (0.1884) loss_bbox_dn_4: 0.1578 (0.1869) loss_bbox_dn_5: 0.1578 (0.1869) loss_giou: 0.4471 (0.4903) loss_giou_aux_0: 0.4824 (0.5161) loss_giou_aux_1: 0.4653 (0.5006) loss_giou_aux_2: 0.4488 (0.4949) loss_giou_aux_3: 0.4491 (0.4917) loss_giou_aux_4: 0.4465 (0.4906) loss_giou_aux_5: 0.5343 (0.5837) loss_giou_dn_0: 0.5648 (0.6059) loss_giou_dn_1: 0.4583 (0.5006) loss_giou_dn_2: 0.4311 (0.4715) loss_giou_dn_3: 0.4245 (0.4629) loss_giou_dn_4: 0.4223 (0.4609) loss_giou_dn_5: 0.4222 (0.4611) loss_vfl: 0.7094 (0.6939) loss_vfl_aux_0: 0.7985 (0.8133) loss_vfl_aux_1: 0.7397 (0.7577) loss_vfl_aux_2: 0.7219 (0.7220) loss_vfl_aux_3: 0.7158 (0.7055) loss_vfl_aux_4: 0.7084 (0.6967) loss_vfl_aux_5: 0.7762 (0.7882) loss_vfl_dn_0: 0.4575 (0.4614) loss_vfl_dn_1: 0.3927 (0.3975) loss_vfl_dn_2: 0.3710 (0.3815) loss_vfl_dn_3: 0.3641 (0.3739) loss_vfl_dn_4: 0.3590 (0.3712) loss_vfl_dn_5: 0.3598 (0.3703) time: 0.4694 data: 0.0142 max mem: 5654 Epoch: [28] [1900/7393] eta: 0:44:28 lr: 0.000010 loss: 16.9243 (16.5239) loss_bbox: 0.1456 (0.1604) loss_bbox_aux_0: 0.1580 (0.1737) loss_bbox_aux_1: 0.1508 (0.1653) loss_bbox_aux_2: 0.1513 (0.1628) loss_bbox_aux_3: 0.1496 (0.1608) loss_bbox_aux_4: 0.1456 (0.1604) loss_bbox_aux_5: 0.1929 (0.2134) loss_bbox_dn_0: 0.2451 (0.2874) loss_bbox_dn_1: 0.1928 (0.2180) loss_bbox_dn_2: 0.1734 (0.1960) loss_bbox_dn_3: 0.1683 (0.1888) loss_bbox_dn_4: 0.1693 (0.1874) loss_bbox_dn_5: 0.1693 (0.1874) loss_giou: 0.5170 (0.4899) loss_giou_aux_0: 0.5548 (0.5158) loss_giou_aux_1: 0.5174 (0.5002) loss_giou_aux_2: 0.5106 (0.4946) loss_giou_aux_3: 0.5110 (0.4913) loss_giou_aux_4: 0.5220 (0.4902) loss_giou_aux_5: 0.6149 (0.5835) loss_giou_dn_0: 0.6376 (0.6055) loss_giou_dn_1: 0.5206 (0.5002) loss_giou_dn_2: 0.4968 (0.4712) loss_giou_dn_3: 0.4872 (0.4626) loss_giou_dn_4: 0.4851 (0.4606) loss_giou_dn_5: 0.4851 (0.4608) loss_vfl: 0.6715 (0.6941) loss_vfl_aux_0: 0.7615 (0.8135) loss_vfl_aux_1: 0.7178 (0.7582) loss_vfl_aux_2: 0.6939 (0.7224) loss_vfl_aux_3: 0.6908 (0.7058) loss_vfl_aux_4: 0.6663 (0.6971) loss_vfl_aux_5: 0.7741 (0.7885) loss_vfl_dn_0: 0.4586 (0.4614) loss_vfl_dn_1: 0.4031 (0.3975) loss_vfl_dn_2: 0.3885 (0.3815) loss_vfl_dn_3: 0.3807 (0.3739) loss_vfl_dn_4: 0.3785 (0.3712) loss_vfl_dn_5: 0.3775 (0.3703) time: 0.4793 data: 0.0142 max mem: 5654 Epoch: [28] [2000/7393] eta: 0:43:35 lr: 0.000010 loss: 16.2850 (16.5251) loss_bbox: 0.1556 (0.1603) loss_bbox_aux_0: 0.1599 (0.1736) loss_bbox_aux_1: 0.1548 (0.1651) loss_bbox_aux_2: 0.1487 (0.1625) loss_bbox_aux_3: 0.1517 (0.1606) loss_bbox_aux_4: 0.1591 (0.1603) loss_bbox_aux_5: 0.1950 (0.2132) loss_bbox_dn_0: 0.2569 (0.2871) loss_bbox_dn_1: 0.1995 (0.2177) loss_bbox_dn_2: 0.1831 (0.1957) loss_bbox_dn_3: 0.1737 (0.1886) loss_bbox_dn_4: 0.1721 (0.1871) loss_bbox_dn_5: 0.1717 (0.1871) loss_giou: 0.4774 (0.4900) loss_giou_aux_0: 0.5013 (0.5159) loss_giou_aux_1: 0.4753 (0.5002) loss_giou_aux_2: 0.4775 (0.4947) loss_giou_aux_3: 0.4722 (0.4915) loss_giou_aux_4: 0.4795 (0.4904) loss_giou_aux_5: 0.5763 (0.5835) loss_giou_dn_0: 0.5792 (0.6057) loss_giou_dn_1: 0.4978 (0.5005) loss_giou_dn_2: 0.4560 (0.4715) loss_giou_dn_3: 0.4493 (0.4629) loss_giou_dn_4: 0.4473 (0.4610) loss_giou_dn_5: 0.4474 (0.4611) loss_vfl: 0.6503 (0.6942) loss_vfl_aux_0: 0.7859 (0.8136) loss_vfl_aux_1: 0.7545 (0.7587) loss_vfl_aux_2: 0.7117 (0.7227) loss_vfl_aux_3: 0.6945 (0.7060) loss_vfl_aux_4: 0.6794 (0.6972) loss_vfl_aux_5: 0.7562 (0.7888) loss_vfl_dn_0: 0.4620 (0.4615) loss_vfl_dn_1: 0.3987 (0.3976) loss_vfl_dn_2: 0.3802 (0.3815) loss_vfl_dn_3: 0.3719 (0.3739) loss_vfl_dn_4: 0.3705 (0.3712) loss_vfl_dn_5: 0.3709 (0.3703) time: 0.4722 data: 0.0140 max mem: 5654 Epoch: [28] [2100/7393] eta: 0:43:01 lr: 0.000010 loss: 16.6272 (16.5271) loss_bbox: 0.1493 (0.1601) loss_bbox_aux_0: 0.1580 (0.1734) loss_bbox_aux_1: 0.1499 (0.1650) loss_bbox_aux_2: 0.1498 (0.1623) loss_bbox_aux_3: 0.1498 (0.1604) loss_bbox_aux_4: 0.1493 (0.1600) loss_bbox_aux_5: 0.1992 (0.2129) loss_bbox_dn_0: 0.2581 (0.2864) loss_bbox_dn_1: 0.1888 (0.2172) loss_bbox_dn_2: 0.1669 (0.1952) loss_bbox_dn_3: 0.1582 (0.1881) loss_bbox_dn_4: 0.1555 (0.1866) loss_bbox_dn_5: 0.1555 (0.1866) loss_giou: 0.4748 (0.4908) loss_giou_aux_0: 0.5057 (0.5168) loss_giou_aux_1: 0.4761 (0.5011) loss_giou_aux_2: 0.4705 (0.4955) loss_giou_aux_3: 0.4728 (0.4922) loss_giou_aux_4: 0.4694 (0.4911) loss_giou_aux_5: 0.5900 (0.5843) loss_giou_dn_0: 0.5877 (0.6062) loss_giou_dn_1: 0.4799 (0.5011) loss_giou_dn_2: 0.4558 (0.4721) loss_giou_dn_3: 0.4447 (0.4635) loss_giou_dn_4: 0.4428 (0.4616) loss_giou_dn_5: 0.4429 (0.4618) loss_vfl: 0.6814 (0.6940) loss_vfl_aux_0: 0.7889 (0.8128) loss_vfl_aux_1: 0.7323 (0.7583) loss_vfl_aux_2: 0.6929 (0.7225) loss_vfl_aux_3: 0.6833 (0.7057) loss_vfl_aux_4: 0.6892 (0.6971) loss_vfl_aux_5: 0.7670 (0.7884) loss_vfl_dn_0: 0.4576 (0.4613) loss_vfl_dn_1: 0.3931 (0.3975) loss_vfl_dn_2: 0.3756 (0.3815) loss_vfl_dn_3: 0.3681 (0.3739) loss_vfl_dn_4: 0.3680 (0.3712) loss_vfl_dn_5: 0.3654 (0.3704) time: 0.4843 data: 0.0141 max mem: 5654 Epoch: [28] [2200/7393] eta: 0:42:08 lr: 0.000010 loss: 16.7250 (16.5315) loss_bbox: 0.1528 (0.1601) loss_bbox_aux_0: 0.1614 (0.1735) loss_bbox_aux_1: 0.1564 (0.1651) loss_bbox_aux_2: 0.1553 (0.1624) loss_bbox_aux_3: 0.1504 (0.1605) loss_bbox_aux_4: 0.1440 (0.1600) loss_bbox_aux_5: 0.2008 (0.2131) loss_bbox_dn_0: 0.2671 (0.2868) loss_bbox_dn_1: 0.1989 (0.2175) loss_bbox_dn_2: 0.1800 (0.1955) loss_bbox_dn_3: 0.1708 (0.1884) loss_bbox_dn_4: 0.1699 (0.1869) loss_bbox_dn_5: 0.1700 (0.1869) loss_giou: 0.4907 (0.4907) loss_giou_aux_0: 0.5267 (0.5166) loss_giou_aux_1: 0.5199 (0.5009) loss_giou_aux_2: 0.5046 (0.4953) loss_giou_aux_3: 0.4937 (0.4921) loss_giou_aux_4: 0.4906 (0.4910) loss_giou_aux_5: 0.5870 (0.5842) loss_giou_dn_0: 0.5926 (0.6061) loss_giou_dn_1: 0.4921 (0.5011) loss_giou_dn_2: 0.4685 (0.4720) loss_giou_dn_3: 0.4587 (0.4635) loss_giou_dn_4: 0.4576 (0.4615) loss_giou_dn_5: 0.4582 (0.4617) loss_vfl: 0.6872 (0.6945) loss_vfl_aux_0: 0.8131 (0.8133) loss_vfl_aux_1: 0.7382 (0.7588) loss_vfl_aux_2: 0.7028 (0.7229) loss_vfl_aux_3: 0.6949 (0.7063) loss_vfl_aux_4: 0.6871 (0.6977) loss_vfl_aux_5: 0.7970 (0.7888) loss_vfl_dn_0: 0.4629 (0.4613) loss_vfl_dn_1: 0.3990 (0.3976) loss_vfl_dn_2: 0.3819 (0.3815) loss_vfl_dn_3: 0.3747 (0.3739) loss_vfl_dn_4: 0.3718 (0.3711) loss_vfl_dn_5: 0.3699 (0.3703) time: 0.4654 data: 0.0150 max mem: 5654 Epoch: [28] [2300/7393] eta: 0:41:16 lr: 0.000010 loss: 16.1223 (16.5274) loss_bbox: 0.1587 (0.1602) loss_bbox_aux_0: 0.1799 (0.1738) loss_bbox_aux_1: 0.1615 (0.1652) loss_bbox_aux_2: 0.1582 (0.1625) loss_bbox_aux_3: 0.1574 (0.1606) loss_bbox_aux_4: 0.1586 (0.1602) loss_bbox_aux_5: 0.2189 (0.2133) loss_bbox_dn_0: 0.2761 (0.2870) loss_bbox_dn_1: 0.2084 (0.2177) loss_bbox_dn_2: 0.1904 (0.1957) loss_bbox_dn_3: 0.1881 (0.1886) loss_bbox_dn_4: 0.1853 (0.1871) loss_bbox_dn_5: 0.1853 (0.1871) loss_giou: 0.4661 (0.4902) loss_giou_aux_0: 0.4807 (0.5160) loss_giou_aux_1: 0.4718 (0.5003) loss_giou_aux_2: 0.4776 (0.4948) loss_giou_aux_3: 0.4689 (0.4915) loss_giou_aux_4: 0.4699 (0.4904) loss_giou_aux_5: 0.5725 (0.5836) loss_giou_dn_0: 0.5933 (0.6057) loss_giou_dn_1: 0.4832 (0.5007) loss_giou_dn_2: 0.4530 (0.4717) loss_giou_dn_3: 0.4465 (0.4632) loss_giou_dn_4: 0.4466 (0.4612) loss_giou_dn_5: 0.4470 (0.4614) loss_vfl: 0.6589 (0.6944) loss_vfl_aux_0: 0.7669 (0.8130) loss_vfl_aux_1: 0.7093 (0.7586) loss_vfl_aux_2: 0.6762 (0.7228) loss_vfl_aux_3: 0.6661 (0.7061) loss_vfl_aux_4: 0.6487 (0.6976) loss_vfl_aux_5: 0.7543 (0.7889) loss_vfl_dn_0: 0.4597 (0.4615) loss_vfl_dn_1: 0.3956 (0.3976) loss_vfl_dn_2: 0.3810 (0.3816) loss_vfl_dn_3: 0.3779 (0.3740) loss_vfl_dn_4: 0.3741 (0.3712) loss_vfl_dn_5: 0.3729 (0.3704) time: 0.4687 data: 0.0144 max mem: 5654 Epoch: [28] [2400/7393] eta: 0:40:24 lr: 0.000010 loss: 16.1070 (16.5228) loss_bbox: 0.1555 (0.1603) loss_bbox_aux_0: 0.1688 (0.1737) loss_bbox_aux_1: 0.1573 (0.1652) loss_bbox_aux_2: 0.1500 (0.1626) loss_bbox_aux_3: 0.1520 (0.1607) loss_bbox_aux_4: 0.1544 (0.1602) loss_bbox_aux_5: 0.2133 (0.2134) loss_bbox_dn_0: 0.2930 (0.2871) loss_bbox_dn_1: 0.2185 (0.2178) loss_bbox_dn_2: 0.1977 (0.1958) loss_bbox_dn_3: 0.1842 (0.1887) loss_bbox_dn_4: 0.1816 (0.1872) loss_bbox_dn_5: 0.1818 (0.1872) loss_giou: 0.4320 (0.4896) loss_giou_aux_0: 0.4521 (0.5153) loss_giou_aux_1: 0.4417 (0.4996) loss_giou_aux_2: 0.4378 (0.4942) loss_giou_aux_3: 0.4340 (0.4910) loss_giou_aux_4: 0.4365 (0.4898) loss_giou_aux_5: 0.5298 (0.5831) loss_giou_dn_0: 0.5719 (0.6054) loss_giou_dn_1: 0.4592 (0.5004) loss_giou_dn_2: 0.4363 (0.4713) loss_giou_dn_3: 0.4287 (0.4628) loss_giou_dn_4: 0.4269 (0.4608) loss_giou_dn_5: 0.4266 (0.4610) loss_vfl: 0.6830 (0.6946) loss_vfl_aux_0: 0.8113 (0.8133) loss_vfl_aux_1: 0.7616 (0.7588) loss_vfl_aux_2: 0.7253 (0.7230) loss_vfl_aux_3: 0.7194 (0.7063) loss_vfl_aux_4: 0.7084 (0.6978) loss_vfl_aux_5: 0.7883 (0.7892) loss_vfl_dn_0: 0.4488 (0.4614) loss_vfl_dn_1: 0.3892 (0.3975) loss_vfl_dn_2: 0.3754 (0.3815) loss_vfl_dn_3: 0.3697 (0.3739) loss_vfl_dn_4: 0.3656 (0.3711) loss_vfl_dn_5: 0.3642 (0.3703) time: 0.4723 data: 0.0143 max mem: 5654 Epoch: [28] [2500/7393] eta: 0:39:34 lr: 0.000010 loss: 17.0065 (16.5242) loss_bbox: 0.1621 (0.1605) loss_bbox_aux_0: 0.1709 (0.1739) loss_bbox_aux_1: 0.1666 (0.1654) loss_bbox_aux_2: 0.1645 (0.1628) loss_bbox_aux_3: 0.1669 (0.1609) loss_bbox_aux_4: 0.1623 (0.1604) loss_bbox_aux_5: 0.2230 (0.2136) loss_bbox_dn_0: 0.2748 (0.2873) loss_bbox_dn_1: 0.2036 (0.2180) loss_bbox_dn_2: 0.1914 (0.1960) loss_bbox_dn_3: 0.1854 (0.1889) loss_bbox_dn_4: 0.1837 (0.1874) loss_bbox_dn_5: 0.1837 (0.1874) loss_giou: 0.4818 (0.4894) loss_giou_aux_0: 0.5210 (0.5151) loss_giou_aux_1: 0.5106 (0.4995) loss_giou_aux_2: 0.5111 (0.4941) loss_giou_aux_3: 0.4884 (0.4908) loss_giou_aux_4: 0.4783 (0.4897) loss_giou_aux_5: 0.5698 (0.5830) loss_giou_dn_0: 0.6122 (0.6053) loss_giou_dn_1: 0.5122 (0.5003) loss_giou_dn_2: 0.4570 (0.4713) loss_giou_dn_3: 0.4466 (0.4627) loss_giou_dn_4: 0.4417 (0.4608) loss_giou_dn_5: 0.4414 (0.4609) loss_vfl: 0.7065 (0.6945) loss_vfl_aux_0: 0.8013 (0.8133) loss_vfl_aux_1: 0.7669 (0.7589) loss_vfl_aux_2: 0.7186 (0.7230) loss_vfl_aux_3: 0.7073 (0.7062) loss_vfl_aux_4: 0.7122 (0.6978) loss_vfl_aux_5: 0.7916 (0.7892) loss_vfl_dn_0: 0.4625 (0.4614) loss_vfl_dn_1: 0.3956 (0.3975) loss_vfl_dn_2: 0.3772 (0.3815) loss_vfl_dn_3: 0.3693 (0.3739) loss_vfl_dn_4: 0.3644 (0.3711) loss_vfl_dn_5: 0.3627 (0.3703) time: 0.4906 data: 0.0139 max mem: 5654 Epoch: [28] [2600/7393] eta: 0:38:56 lr: 0.000010 loss: 16.7633 (16.5345) loss_bbox: 0.1497 (0.1606) loss_bbox_aux_0: 0.1639 (0.1739) loss_bbox_aux_1: 0.1535 (0.1654) loss_bbox_aux_2: 0.1495 (0.1629) loss_bbox_aux_3: 0.1510 (0.1610) loss_bbox_aux_4: 0.1497 (0.1604) loss_bbox_aux_5: 0.2008 (0.2135) loss_bbox_dn_0: 0.2543 (0.2868) loss_bbox_dn_1: 0.2002 (0.2177) loss_bbox_dn_2: 0.1784 (0.1958) loss_bbox_dn_3: 0.1685 (0.1887) loss_bbox_dn_4: 0.1668 (0.1872) loss_bbox_dn_5: 0.1668 (0.1872) loss_giou: 0.5293 (0.4909) loss_giou_aux_0: 0.5643 (0.5165) loss_giou_aux_1: 0.5473 (0.5009) loss_giou_aux_2: 0.5384 (0.4956) loss_giou_aux_3: 0.5367 (0.4923) loss_giou_aux_4: 0.5313 (0.4911) loss_giou_aux_5: 0.6298 (0.5844) loss_giou_dn_0: 0.6341 (0.6062) loss_giou_dn_1: 0.5256 (0.5012) loss_giou_dn_2: 0.5059 (0.4722) loss_giou_dn_3: 0.5001 (0.4637) loss_giou_dn_4: 0.4969 (0.4617) loss_giou_dn_5: 0.4970 (0.4619) loss_vfl: 0.6662 (0.6941) loss_vfl_aux_0: 0.7696 (0.8126) loss_vfl_aux_1: 0.7317 (0.7584) loss_vfl_aux_2: 0.6842 (0.7224) loss_vfl_aux_3: 0.6646 (0.7056) loss_vfl_aux_4: 0.6624 (0.6974) loss_vfl_aux_5: 0.7387 (0.7884) loss_vfl_dn_0: 0.4537 (0.4612) loss_vfl_dn_1: 0.3972 (0.3975) loss_vfl_dn_2: 0.3777 (0.3815) loss_vfl_dn_3: 0.3699 (0.3739) loss_vfl_dn_4: 0.3680 (0.3712) loss_vfl_dn_5: 0.3679 (0.3704) time: 0.8140 data: 0.0148 max mem: 5654 Epoch: [28] [2700/7393] eta: 0:38:04 lr: 0.000010 loss: 16.4049 (16.5362) loss_bbox: 0.1626 (0.1605) loss_bbox_aux_0: 0.1779 (0.1738) loss_bbox_aux_1: 0.1608 (0.1653) loss_bbox_aux_2: 0.1606 (0.1628) loss_bbox_aux_3: 0.1621 (0.1609) loss_bbox_aux_4: 0.1620 (0.1604) loss_bbox_aux_5: 0.2165 (0.2133) loss_bbox_dn_0: 0.2950 (0.2865) loss_bbox_dn_1: 0.2190 (0.2175) loss_bbox_dn_2: 0.2020 (0.1956) loss_bbox_dn_3: 0.1995 (0.1885) loss_bbox_dn_4: 0.1991 (0.1870) loss_bbox_dn_5: 0.1991 (0.1870) loss_giou: 0.4936 (0.4909) loss_giou_aux_0: 0.5195 (0.5166) loss_giou_aux_1: 0.5018 (0.5011) loss_giou_aux_2: 0.5018 (0.4957) loss_giou_aux_3: 0.5001 (0.4924) loss_giou_aux_4: 0.4908 (0.4912) loss_giou_aux_5: 0.5840 (0.5845) loss_giou_dn_0: 0.6046 (0.6065) loss_giou_dn_1: 0.4854 (0.5014) loss_giou_dn_2: 0.4587 (0.4724) loss_giou_dn_3: 0.4521 (0.4639) loss_giou_dn_4: 0.4498 (0.4619) loss_giou_dn_5: 0.4504 (0.4621) loss_vfl: 0.7213 (0.6945) loss_vfl_aux_0: 0.8305 (0.8126) loss_vfl_aux_1: 0.7689 (0.7584) loss_vfl_aux_2: 0.7551 (0.7228) loss_vfl_aux_3: 0.7318 (0.7060) loss_vfl_aux_4: 0.7209 (0.6977) loss_vfl_aux_5: 0.7879 (0.7884) loss_vfl_dn_0: 0.4617 (0.4612) loss_vfl_dn_1: 0.4016 (0.3975) loss_vfl_dn_2: 0.3877 (0.3816) loss_vfl_dn_3: 0.3833 (0.3740) loss_vfl_dn_4: 0.3799 (0.3713) loss_vfl_dn_5: 0.3788 (0.3705) time: 0.4666 data: 0.0142 max mem: 5654 Epoch: [28] [2800/7393] eta: 0:37:12 lr: 0.000010 loss: 16.0904 (16.5362) loss_bbox: 0.1542 (0.1605) loss_bbox_aux_0: 0.1653 (0.1738) loss_bbox_aux_1: 0.1621 (0.1655) loss_bbox_aux_2: 0.1553 (0.1629) loss_bbox_aux_3: 0.1564 (0.1610) loss_bbox_aux_4: 0.1552 (0.1605) loss_bbox_aux_5: 0.2140 (0.2134) loss_bbox_dn_0: 0.2750 (0.2866) loss_bbox_dn_1: 0.2077 (0.2175) loss_bbox_dn_2: 0.1839 (0.1957) loss_bbox_dn_3: 0.1757 (0.1886) loss_bbox_dn_4: 0.1756 (0.1871) loss_bbox_dn_5: 0.1758 (0.1871) loss_giou: 0.4600 (0.4909) loss_giou_aux_0: 0.4967 (0.5166) loss_giou_aux_1: 0.4749 (0.5011) loss_giou_aux_2: 0.4601 (0.4957) loss_giou_aux_3: 0.4646 (0.4924) loss_giou_aux_4: 0.4648 (0.4912) loss_giou_aux_5: 0.5644 (0.5845) loss_giou_dn_0: 0.5878 (0.6065) loss_giou_dn_1: 0.4938 (0.5014) loss_giou_dn_2: 0.4579 (0.4724) loss_giou_dn_3: 0.4477 (0.4639) loss_giou_dn_4: 0.4465 (0.4619) loss_giou_dn_5: 0.4466 (0.4621) loss_vfl: 0.6878 (0.6945) loss_vfl_aux_0: 0.7868 (0.8123) loss_vfl_aux_1: 0.7425 (0.7580) loss_vfl_aux_2: 0.7176 (0.7226) loss_vfl_aux_3: 0.6986 (0.7058) loss_vfl_aux_4: 0.6910 (0.6975) loss_vfl_aux_5: 0.7681 (0.7884) loss_vfl_dn_0: 0.4577 (0.4612) loss_vfl_dn_1: 0.3934 (0.3976) loss_vfl_dn_2: 0.3820 (0.3816) loss_vfl_dn_3: 0.3727 (0.3741) loss_vfl_dn_4: 0.3703 (0.3713) loss_vfl_dn_5: 0.3679 (0.3705) time: 0.4771 data: 0.0138 max mem: 5654 Epoch: [28] [2900/7393] eta: 0:36:22 lr: 0.000010 loss: 16.2441 (16.5376) loss_bbox: 0.1543 (0.1606) loss_bbox_aux_0: 0.1555 (0.1740) loss_bbox_aux_1: 0.1553 (0.1655) loss_bbox_aux_2: 0.1535 (0.1629) loss_bbox_aux_3: 0.1566 (0.1610) loss_bbox_aux_4: 0.1548 (0.1605) loss_bbox_aux_5: 0.2043 (0.2135) loss_bbox_dn_0: 0.2737 (0.2866) loss_bbox_dn_1: 0.2010 (0.2176) loss_bbox_dn_2: 0.1814 (0.1957) loss_bbox_dn_3: 0.1793 (0.1886) loss_bbox_dn_4: 0.1789 (0.1871) loss_bbox_dn_5: 0.1790 (0.1871) loss_giou: 0.4607 (0.4909) loss_giou_aux_0: 0.5079 (0.5166) loss_giou_aux_1: 0.4715 (0.5011) loss_giou_aux_2: 0.4628 (0.4956) loss_giou_aux_3: 0.4540 (0.4923) loss_giou_aux_4: 0.4610 (0.4912) loss_giou_aux_5: 0.5719 (0.5844) loss_giou_dn_0: 0.6027 (0.6063) loss_giou_dn_1: 0.4879 (0.5014) loss_giou_dn_2: 0.4603 (0.4724) loss_giou_dn_3: 0.4535 (0.4639) loss_giou_dn_4: 0.4499 (0.4619) loss_giou_dn_5: 0.4509 (0.4621) loss_vfl: 0.6836 (0.6946) loss_vfl_aux_0: 0.7861 (0.8124) loss_vfl_aux_1: 0.7565 (0.7582) loss_vfl_aux_2: 0.7185 (0.7227) loss_vfl_aux_3: 0.6999 (0.7060) loss_vfl_aux_4: 0.6936 (0.6977) loss_vfl_aux_5: 0.7540 (0.7885) loss_vfl_dn_0: 0.4582 (0.4613) loss_vfl_dn_1: 0.3934 (0.3976) loss_vfl_dn_2: 0.3756 (0.3817) loss_vfl_dn_3: 0.3697 (0.3741) loss_vfl_dn_4: 0.3665 (0.3714) loss_vfl_dn_5: 0.3657 (0.3706) time: 0.4780 data: 0.0140 max mem: 5654 Epoch: [28] [3000/7393] eta: 0:35:39 lr: 0.000010 loss: 16.9246 (16.5397) loss_bbox: 0.1626 (0.1607) loss_bbox_aux_0: 0.1804 (0.1740) loss_bbox_aux_1: 0.1623 (0.1656) loss_bbox_aux_2: 0.1627 (0.1631) loss_bbox_aux_3: 0.1611 (0.1612) loss_bbox_aux_4: 0.1617 (0.1607) loss_bbox_aux_5: 0.1976 (0.2136) loss_bbox_dn_0: 0.2489 (0.2867) loss_bbox_dn_1: 0.1924 (0.2177) loss_bbox_dn_2: 0.1719 (0.1958) loss_bbox_dn_3: 0.1668 (0.1887) loss_bbox_dn_4: 0.1664 (0.1873) loss_bbox_dn_5: 0.1665 (0.1873) loss_giou: 0.4577 (0.4910) loss_giou_aux_0: 0.4829 (0.5167) loss_giou_aux_1: 0.4665 (0.5012) loss_giou_aux_2: 0.4635 (0.4957) loss_giou_aux_3: 0.4591 (0.4925) loss_giou_aux_4: 0.4589 (0.4913) loss_giou_aux_5: 0.5564 (0.5844) loss_giou_dn_0: 0.5918 (0.6064) loss_giou_dn_1: 0.4955 (0.5015) loss_giou_dn_2: 0.4635 (0.4724) loss_giou_dn_3: 0.4558 (0.4640) loss_giou_dn_4: 0.4524 (0.4620) loss_giou_dn_5: 0.4531 (0.4622) loss_vfl: 0.7068 (0.6945) loss_vfl_aux_0: 0.8445 (0.8124) loss_vfl_aux_1: 0.7758 (0.7581) loss_vfl_aux_2: 0.7415 (0.7227) loss_vfl_aux_3: 0.7152 (0.7060) loss_vfl_aux_4: 0.7046 (0.6976) loss_vfl_aux_5: 0.8221 (0.7885) loss_vfl_dn_0: 0.4609 (0.4612) loss_vfl_dn_1: 0.3962 (0.3975) loss_vfl_dn_2: 0.3836 (0.3817) loss_vfl_dn_3: 0.3737 (0.3741) loss_vfl_dn_4: 0.3739 (0.3714) loss_vfl_dn_5: 0.3730 (0.3706) time: 0.4725 data: 0.0136 max mem: 5654 Epoch: [28] [3100/7393] eta: 0:34:48 lr: 0.000010 loss: 16.3621 (16.5405) loss_bbox: 0.1655 (0.1608) loss_bbox_aux_0: 0.1842 (0.1741) loss_bbox_aux_1: 0.1749 (0.1657) loss_bbox_aux_2: 0.1683 (0.1632) loss_bbox_aux_3: 0.1628 (0.1612) loss_bbox_aux_4: 0.1636 (0.1607) loss_bbox_aux_5: 0.2218 (0.2136) loss_bbox_dn_0: 0.2620 (0.2868) loss_bbox_dn_1: 0.1980 (0.2178) loss_bbox_dn_2: 0.1827 (0.1959) loss_bbox_dn_3: 0.1802 (0.1888) loss_bbox_dn_4: 0.1773 (0.1874) loss_bbox_dn_5: 0.1772 (0.1874) loss_giou: 0.4934 (0.4910) loss_giou_aux_0: 0.5306 (0.5166) loss_giou_aux_1: 0.5145 (0.5011) loss_giou_aux_2: 0.5005 (0.4956) loss_giou_aux_3: 0.4941 (0.4924) loss_giou_aux_4: 0.4934 (0.4913) loss_giou_aux_5: 0.6120 (0.5843) loss_giou_dn_0: 0.6138 (0.6063) loss_giou_dn_1: 0.5073 (0.5014) loss_giou_dn_2: 0.4712 (0.4724) loss_giou_dn_3: 0.4639 (0.4639) loss_giou_dn_4: 0.4637 (0.4619) loss_giou_dn_5: 0.4641 (0.4621) loss_vfl: 0.6611 (0.6947) loss_vfl_aux_0: 0.7799 (0.8125) loss_vfl_aux_1: 0.7398 (0.7581) loss_vfl_aux_2: 0.6847 (0.7229) loss_vfl_aux_3: 0.6794 (0.7061) loss_vfl_aux_4: 0.6667 (0.6977) loss_vfl_aux_5: 0.7740 (0.7886) loss_vfl_dn_0: 0.4600 (0.4613) loss_vfl_dn_1: 0.3882 (0.3975) loss_vfl_dn_2: 0.3797 (0.3816) loss_vfl_dn_3: 0.3734 (0.3740) loss_vfl_dn_4: 0.3714 (0.3713) loss_vfl_dn_5: 0.3708 (0.3705) time: 0.4792 data: 0.0141 max mem: 5654 Epoch: [28] [3200/7393] eta: 0:33:58 lr: 0.000010 loss: 16.6078 (16.5436) loss_bbox: 0.1489 (0.1608) loss_bbox_aux_0: 0.1670 (0.1742) loss_bbox_aux_1: 0.1523 (0.1658) loss_bbox_aux_2: 0.1498 (0.1632) loss_bbox_aux_3: 0.1445 (0.1612) loss_bbox_aux_4: 0.1506 (0.1607) loss_bbox_aux_5: 0.2022 (0.2138) loss_bbox_dn_0: 0.2787 (0.2871) loss_bbox_dn_1: 0.2027 (0.2181) loss_bbox_dn_2: 0.1857 (0.1961) loss_bbox_dn_3: 0.1803 (0.1891) loss_bbox_dn_4: 0.1765 (0.1876) loss_bbox_dn_5: 0.1763 (0.1876) loss_giou: 0.5074 (0.4906) loss_giou_aux_0: 0.5340 (0.5163) loss_giou_aux_1: 0.5115 (0.5008) loss_giou_aux_2: 0.5234 (0.4953) loss_giou_aux_3: 0.5202 (0.4920) loss_giou_aux_4: 0.5114 (0.4908) loss_giou_aux_5: 0.5633 (0.5841) loss_giou_dn_0: 0.6251 (0.6063) loss_giou_dn_1: 0.5138 (0.5012) loss_giou_dn_2: 0.4811 (0.4722) loss_giou_dn_3: 0.4672 (0.4637) loss_giou_dn_4: 0.4646 (0.4617) loss_giou_dn_5: 0.4646 (0.4619) loss_vfl: 0.6989 (0.6954) loss_vfl_aux_0: 0.7914 (0.8130) loss_vfl_aux_1: 0.7389 (0.7586) loss_vfl_aux_2: 0.7152 (0.7234) loss_vfl_aux_3: 0.7041 (0.7068) loss_vfl_aux_4: 0.7006 (0.6985) loss_vfl_aux_5: 0.7816 (0.7892) loss_vfl_dn_0: 0.4669 (0.4614) loss_vfl_dn_1: 0.4020 (0.3976) loss_vfl_dn_2: 0.3852 (0.3817) loss_vfl_dn_3: 0.3815 (0.3741) loss_vfl_dn_4: 0.3776 (0.3714) loss_vfl_dn_5: 0.3739 (0.3706) time: 0.4747 data: 0.0135 max mem: 5654 Epoch: [28] [3300/7393] eta: 0:33:08 lr: 0.000010 loss: 16.0908 (16.5442) loss_bbox: 0.1439 (0.1610) loss_bbox_aux_0: 0.1563 (0.1744) loss_bbox_aux_1: 0.1482 (0.1660) loss_bbox_aux_2: 0.1475 (0.1634) loss_bbox_aux_3: 0.1433 (0.1615) loss_bbox_aux_4: 0.1445 (0.1609) loss_bbox_aux_5: 0.2030 (0.2142) loss_bbox_dn_0: 0.2790 (0.2877) loss_bbox_dn_1: 0.2047 (0.2185) loss_bbox_dn_2: 0.1738 (0.1965) loss_bbox_dn_3: 0.1675 (0.1894) loss_bbox_dn_4: 0.1648 (0.1879) loss_bbox_dn_5: 0.1649 (0.1879) loss_giou: 0.4847 (0.4903) loss_giou_aux_0: 0.5217 (0.5160) loss_giou_aux_1: 0.5022 (0.5006) loss_giou_aux_2: 0.4983 (0.4951) loss_giou_aux_3: 0.4939 (0.4918) loss_giou_aux_4: 0.4850 (0.4906) loss_giou_aux_5: 0.6010 (0.5839) loss_giou_dn_0: 0.6063 (0.6061) loss_giou_dn_1: 0.4830 (0.5010) loss_giou_dn_2: 0.4513 (0.4719) loss_giou_dn_3: 0.4383 (0.4634) loss_giou_dn_4: 0.4351 (0.4614) loss_giou_dn_5: 0.4354 (0.4616) loss_vfl: 0.6873 (0.6953) loss_vfl_aux_0: 0.8171 (0.8132) loss_vfl_aux_1: 0.7617 (0.7586) loss_vfl_aux_2: 0.7133 (0.7233) loss_vfl_aux_3: 0.7076 (0.7068) loss_vfl_aux_4: 0.6958 (0.6985) loss_vfl_aux_5: 0.7884 (0.7892) loss_vfl_dn_0: 0.4554 (0.4614) loss_vfl_dn_1: 0.3921 (0.3976) loss_vfl_dn_2: 0.3791 (0.3816) loss_vfl_dn_3: 0.3703 (0.3741) loss_vfl_dn_4: 0.3665 (0.3714) loss_vfl_dn_5: 0.3638 (0.3706) time: 0.4802 data: 0.0146 max mem: 5654 Epoch: [28] [3400/7393] eta: 0:32:19 lr: 0.000010 loss: 16.1248 (16.5381) loss_bbox: 0.1538 (0.1608) loss_bbox_aux_0: 0.1683 (0.1742) loss_bbox_aux_1: 0.1566 (0.1658) loss_bbox_aux_2: 0.1629 (0.1633) loss_bbox_aux_3: 0.1545 (0.1613) loss_bbox_aux_4: 0.1523 (0.1607) loss_bbox_aux_5: 0.2021 (0.2141) loss_bbox_dn_0: 0.2784 (0.2876) loss_bbox_dn_1: 0.2014 (0.2184) loss_bbox_dn_2: 0.1868 (0.1964) loss_bbox_dn_3: 0.1815 (0.1893) loss_bbox_dn_4: 0.1803 (0.1878) loss_bbox_dn_5: 0.1802 (0.1878) loss_giou: 0.4343 (0.4897) loss_giou_aux_0: 0.4608 (0.5154) loss_giou_aux_1: 0.4464 (0.5000) loss_giou_aux_2: 0.4383 (0.4945) loss_giou_aux_3: 0.4376 (0.4912) loss_giou_aux_4: 0.4355 (0.4900) loss_giou_aux_5: 0.5321 (0.5834) loss_giou_dn_0: 0.5844 (0.6056) loss_giou_dn_1: 0.4726 (0.5006) loss_giou_dn_2: 0.4484 (0.4716) loss_giou_dn_3: 0.4400 (0.4630) loss_giou_dn_4: 0.4370 (0.4611) loss_giou_dn_5: 0.4372 (0.4612) loss_vfl: 0.6931 (0.6954) loss_vfl_aux_0: 0.8121 (0.8134) loss_vfl_aux_1: 0.7712 (0.7589) loss_vfl_aux_2: 0.7292 (0.7235) loss_vfl_aux_3: 0.7022 (0.7070) loss_vfl_aux_4: 0.6989 (0.6987) loss_vfl_aux_5: 0.8166 (0.7894) loss_vfl_dn_0: 0.4635 (0.4615) loss_vfl_dn_1: 0.3998 (0.3976) loss_vfl_dn_2: 0.3815 (0.3816) loss_vfl_dn_3: 0.3743 (0.3741) loss_vfl_dn_4: 0.3726 (0.3714) loss_vfl_dn_5: 0.3704 (0.3706) time: 0.4708 data: 0.0138 max mem: 5654 Epoch: [28] [3500/7393] eta: 0:31:29 lr: 0.000010 loss: 16.4985 (16.5486) loss_bbox: 0.1549 (0.1610) loss_bbox_aux_0: 0.1707 (0.1743) loss_bbox_aux_1: 0.1640 (0.1660) loss_bbox_aux_2: 0.1649 (0.1634) loss_bbox_aux_3: 0.1583 (0.1615) loss_bbox_aux_4: 0.1564 (0.1609) loss_bbox_aux_5: 0.2255 (0.2142) loss_bbox_dn_0: 0.2745 (0.2877) loss_bbox_dn_1: 0.2090 (0.2185) loss_bbox_dn_2: 0.1887 (0.1965) loss_bbox_dn_3: 0.1842 (0.1895) loss_bbox_dn_4: 0.1852 (0.1879) loss_bbox_dn_5: 0.1851 (0.1879) loss_giou: 0.5231 (0.4903) loss_giou_aux_0: 0.5496 (0.5160) loss_giou_aux_1: 0.5237 (0.5006) loss_giou_aux_2: 0.5255 (0.4951) loss_giou_aux_3: 0.5200 (0.4917) loss_giou_aux_4: 0.5143 (0.4906) loss_giou_aux_5: 0.5870 (0.5839) loss_giou_dn_0: 0.6107 (0.6061) loss_giou_dn_1: 0.5044 (0.5010) loss_giou_dn_2: 0.4847 (0.4720) loss_giou_dn_3: 0.4742 (0.4635) loss_giou_dn_4: 0.4710 (0.4615) loss_giou_dn_5: 0.4711 (0.4617) loss_vfl: 0.6720 (0.6957) loss_vfl_aux_0: 0.7751 (0.8135) loss_vfl_aux_1: 0.7724 (0.7591) loss_vfl_aux_2: 0.6933 (0.7238) loss_vfl_aux_3: 0.6689 (0.7072) loss_vfl_aux_4: 0.6684 (0.6989) loss_vfl_aux_5: 0.7794 (0.7896) loss_vfl_dn_0: 0.4574 (0.4616) loss_vfl_dn_1: 0.3960 (0.3977) loss_vfl_dn_2: 0.3806 (0.3818) loss_vfl_dn_3: 0.3734 (0.3742) loss_vfl_dn_4: 0.3719 (0.3715) loss_vfl_dn_5: 0.3707 (0.3707) time: 0.4645 data: 0.0142 max mem: 5654 Epoch: [28] [3600/7393] eta: 0:30:39 lr: 0.000010 loss: 16.7057 (16.5497) loss_bbox: 0.1567 (0.1610) loss_bbox_aux_0: 0.1678 (0.1743) loss_bbox_aux_1: 0.1584 (0.1660) loss_bbox_aux_2: 0.1604 (0.1634) loss_bbox_aux_3: 0.1566 (0.1615) loss_bbox_aux_4: 0.1547 (0.1609) loss_bbox_aux_5: 0.2034 (0.2142) loss_bbox_dn_0: 0.2469 (0.2876) loss_bbox_dn_1: 0.1906 (0.2184) loss_bbox_dn_2: 0.1801 (0.1965) loss_bbox_dn_3: 0.1742 (0.1894) loss_bbox_dn_4: 0.1730 (0.1879) loss_bbox_dn_5: 0.1730 (0.1879) loss_giou: 0.4813 (0.4907) loss_giou_aux_0: 0.5150 (0.5163) loss_giou_aux_1: 0.5013 (0.5009) loss_giou_aux_2: 0.4893 (0.4955) loss_giou_aux_3: 0.4849 (0.4921) loss_giou_aux_4: 0.4813 (0.4910) loss_giou_aux_5: 0.5749 (0.5841) loss_giou_dn_0: 0.6161 (0.6062) loss_giou_dn_1: 0.5199 (0.5011) loss_giou_dn_2: 0.4866 (0.4721) loss_giou_dn_3: 0.4746 (0.4636) loss_giou_dn_4: 0.4725 (0.4616) loss_giou_dn_5: 0.4723 (0.4618) loss_vfl: 0.7105 (0.6955) loss_vfl_aux_0: 0.7975 (0.8131) loss_vfl_aux_1: 0.7439 (0.7589) loss_vfl_aux_2: 0.7356 (0.7236) loss_vfl_aux_3: 0.7119 (0.7069) loss_vfl_aux_4: 0.7018 (0.6987) loss_vfl_aux_5: 0.7845 (0.7895) loss_vfl_dn_0: 0.4625 (0.4616) loss_vfl_dn_1: 0.4003 (0.3977) loss_vfl_dn_2: 0.3860 (0.3818) loss_vfl_dn_3: 0.3829 (0.3742) loss_vfl_dn_4: 0.3804 (0.3715) loss_vfl_dn_5: 0.3794 (0.3707) time: 0.4799 data: 0.0140 max mem: 5654 Epoch: [28] [3700/7393] eta: 0:29:50 lr: 0.000010 loss: 16.2058 (16.5500) loss_bbox: 0.1617 (0.1609) loss_bbox_aux_0: 0.1667 (0.1743) loss_bbox_aux_1: 0.1581 (0.1659) loss_bbox_aux_2: 0.1544 (0.1633) loss_bbox_aux_3: 0.1617 (0.1614) loss_bbox_aux_4: 0.1606 (0.1608) loss_bbox_aux_5: 0.2091 (0.2141) loss_bbox_dn_0: 0.2999 (0.2875) loss_bbox_dn_1: 0.2252 (0.2184) loss_bbox_dn_2: 0.2094 (0.1964) loss_bbox_dn_3: 0.2020 (0.1894) loss_bbox_dn_4: 0.2002 (0.1879) loss_bbox_dn_5: 0.2002 (0.1879) loss_giou: 0.4279 (0.4908) loss_giou_aux_0: 0.4472 (0.5164) loss_giou_aux_1: 0.4286 (0.5010) loss_giou_aux_2: 0.4229 (0.4956) loss_giou_aux_3: 0.4181 (0.4922) loss_giou_aux_4: 0.4278 (0.4911) loss_giou_aux_5: 0.5340 (0.5842) loss_giou_dn_0: 0.5913 (0.6064) loss_giou_dn_1: 0.4893 (0.5014) loss_giou_dn_2: 0.4507 (0.4723) loss_giou_dn_3: 0.4424 (0.4638) loss_giou_dn_4: 0.4386 (0.4618) loss_giou_dn_5: 0.4389 (0.4620) loss_vfl: 0.6844 (0.6954) loss_vfl_aux_0: 0.8108 (0.8129) loss_vfl_aux_1: 0.7545 (0.7588) loss_vfl_aux_2: 0.7179 (0.7235) loss_vfl_aux_3: 0.6890 (0.7068) loss_vfl_aux_4: 0.6842 (0.6986) loss_vfl_aux_5: 0.7750 (0.7894) loss_vfl_dn_0: 0.4584 (0.4616) loss_vfl_dn_1: 0.4002 (0.3977) loss_vfl_dn_2: 0.3810 (0.3818) loss_vfl_dn_3: 0.3765 (0.3742) loss_vfl_dn_4: 0.3741 (0.3715) loss_vfl_dn_5: 0.3727 (0.3707) time: 0.4699 data: 0.0140 max mem: 5654 Epoch: [28] [3800/7393] eta: 0:29:01 lr: 0.000010 loss: 16.5272 (16.5513) loss_bbox: 0.1419 (0.1610) loss_bbox_aux_0: 0.1519 (0.1743) loss_bbox_aux_1: 0.1486 (0.1659) loss_bbox_aux_2: 0.1414 (0.1634) loss_bbox_aux_3: 0.1375 (0.1615) loss_bbox_aux_4: 0.1419 (0.1609) loss_bbox_aux_5: 0.1884 (0.2143) loss_bbox_dn_0: 0.2635 (0.2878) loss_bbox_dn_1: 0.2091 (0.2186) loss_bbox_dn_2: 0.1853 (0.1966) loss_bbox_dn_3: 0.1778 (0.1896) loss_bbox_dn_4: 0.1737 (0.1881) loss_bbox_dn_5: 0.1737 (0.1881) loss_giou: 0.4474 (0.4906) loss_giou_aux_0: 0.4870 (0.5162) loss_giou_aux_1: 0.4628 (0.5007) loss_giou_aux_2: 0.4594 (0.4954) loss_giou_aux_3: 0.4507 (0.4920) loss_giou_aux_4: 0.4485 (0.4908) loss_giou_aux_5: 0.5679 (0.5841) loss_giou_dn_0: 0.6191 (0.6063) loss_giou_dn_1: 0.5155 (0.5012) loss_giou_dn_2: 0.4766 (0.4722) loss_giou_dn_3: 0.4645 (0.4637) loss_giou_dn_4: 0.4601 (0.4617) loss_giou_dn_5: 0.4600 (0.4619) loss_vfl: 0.7078 (0.6956) loss_vfl_aux_0: 0.8384 (0.8131) loss_vfl_aux_1: 0.7810 (0.7591) loss_vfl_aux_2: 0.7613 (0.7236) loss_vfl_aux_3: 0.7149 (0.7070) loss_vfl_aux_4: 0.7072 (0.6988) loss_vfl_aux_5: 0.8127 (0.7896) loss_vfl_dn_0: 0.4592 (0.4616) loss_vfl_dn_1: 0.3998 (0.3977) loss_vfl_dn_2: 0.3845 (0.3818) loss_vfl_dn_3: 0.3761 (0.3742) loss_vfl_dn_4: 0.3722 (0.3715) loss_vfl_dn_5: 0.3720 (0.3707) time: 0.4713 data: 0.0140 max mem: 5654 Epoch: [28] [3900/7393] eta: 0:28:11 lr: 0.000010 loss: 16.4332 (16.5565) loss_bbox: 0.1395 (0.1610) loss_bbox_aux_0: 0.1598 (0.1743) loss_bbox_aux_1: 0.1545 (0.1660) loss_bbox_aux_2: 0.1476 (0.1634) loss_bbox_aux_3: 0.1416 (0.1615) loss_bbox_aux_4: 0.1425 (0.1609) loss_bbox_aux_5: 0.2012 (0.2143) loss_bbox_dn_0: 0.2629 (0.2878) loss_bbox_dn_1: 0.1947 (0.2186) loss_bbox_dn_2: 0.1704 (0.1967) loss_bbox_dn_3: 0.1624 (0.1897) loss_bbox_dn_4: 0.1611 (0.1882) loss_bbox_dn_5: 0.1612 (0.1882) loss_giou: 0.4739 (0.4910) loss_giou_aux_0: 0.4997 (0.5166) loss_giou_aux_1: 0.4833 (0.5012) loss_giou_aux_2: 0.4829 (0.4959) loss_giou_aux_3: 0.4705 (0.4925) loss_giou_aux_4: 0.4688 (0.4913) loss_giou_aux_5: 0.5774 (0.5846) loss_giou_dn_0: 0.6068 (0.6067) loss_giou_dn_1: 0.5004 (0.5016) loss_giou_dn_2: 0.4775 (0.4726) loss_giou_dn_3: 0.4677 (0.4641) loss_giou_dn_4: 0.4663 (0.4621) loss_giou_dn_5: 0.4665 (0.4622) loss_vfl: 0.7094 (0.6957) loss_vfl_aux_0: 0.8080 (0.8128) loss_vfl_aux_1: 0.7733 (0.7589) loss_vfl_aux_2: 0.7321 (0.7235) loss_vfl_aux_3: 0.7204 (0.7069) loss_vfl_aux_4: 0.7157 (0.6988) loss_vfl_aux_5: 0.7658 (0.7892) loss_vfl_dn_0: 0.4591 (0.4616) loss_vfl_dn_1: 0.4027 (0.3978) loss_vfl_dn_2: 0.3895 (0.3818) loss_vfl_dn_3: 0.3833 (0.3743) loss_vfl_dn_4: 0.3801 (0.3716) loss_vfl_dn_5: 0.3799 (0.3708) time: 0.4724 data: 0.0140 max mem: 5654 Epoch: [28] [4000/7393] eta: 0:27:22 lr: 0.000010 loss: 16.5094 (16.5497) loss_bbox: 0.1559 (0.1609) loss_bbox_aux_0: 0.1663 (0.1743) loss_bbox_aux_1: 0.1572 (0.1659) loss_bbox_aux_2: 0.1515 (0.1633) loss_bbox_aux_3: 0.1529 (0.1614) loss_bbox_aux_4: 0.1485 (0.1608) loss_bbox_aux_5: 0.2165 (0.2142) loss_bbox_dn_0: 0.2740 (0.2878) loss_bbox_dn_1: 0.1987 (0.2185) loss_bbox_dn_2: 0.1814 (0.1966) loss_bbox_dn_3: 0.1769 (0.1896) loss_bbox_dn_4: 0.1768 (0.1881) loss_bbox_dn_5: 0.1770 (0.1881) loss_giou: 0.4481 (0.4906) loss_giou_aux_0: 0.4948 (0.5163) loss_giou_aux_1: 0.4661 (0.5009) loss_giou_aux_2: 0.4679 (0.4955) loss_giou_aux_3: 0.4483 (0.4921) loss_giou_aux_4: 0.4621 (0.4909) loss_giou_aux_5: 0.5521 (0.5843) loss_giou_dn_0: 0.5810 (0.6063) loss_giou_dn_1: 0.4843 (0.5012) loss_giou_dn_2: 0.4599 (0.4722) loss_giou_dn_3: 0.4532 (0.4637) loss_giou_dn_4: 0.4513 (0.4617) loss_giou_dn_5: 0.4507 (0.4619) loss_vfl: 0.6984 (0.6957) loss_vfl_aux_0: 0.8204 (0.8126) loss_vfl_aux_1: 0.7593 (0.7588) loss_vfl_aux_2: 0.7162 (0.7235) loss_vfl_aux_3: 0.7027 (0.7068) loss_vfl_aux_4: 0.6907 (0.6988) loss_vfl_aux_5: 0.7808 (0.7890) loss_vfl_dn_0: 0.4612 (0.4615) loss_vfl_dn_1: 0.3947 (0.3977) loss_vfl_dn_2: 0.3838 (0.3817) loss_vfl_dn_3: 0.3754 (0.3742) loss_vfl_dn_4: 0.3755 (0.3715) loss_vfl_dn_5: 0.3741 (0.3707) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [28] [4100/7393] eta: 0:26:33 lr: 0.000010 loss: 16.7530 (16.5460) loss_bbox: 0.1532 (0.1610) loss_bbox_aux_0: 0.1617 (0.1743) loss_bbox_aux_1: 0.1626 (0.1660) loss_bbox_aux_2: 0.1617 (0.1634) loss_bbox_aux_3: 0.1496 (0.1614) loss_bbox_aux_4: 0.1548 (0.1609) loss_bbox_aux_5: 0.2120 (0.2142) loss_bbox_dn_0: 0.2598 (0.2878) loss_bbox_dn_1: 0.1905 (0.2186) loss_bbox_dn_2: 0.1627 (0.1966) loss_bbox_dn_3: 0.1574 (0.1895) loss_bbox_dn_4: 0.1567 (0.1881) loss_bbox_dn_5: 0.1571 (0.1881) loss_giou: 0.4964 (0.4903) loss_giou_aux_0: 0.5059 (0.5161) loss_giou_aux_1: 0.4928 (0.5006) loss_giou_aux_2: 0.4984 (0.4953) loss_giou_aux_3: 0.4938 (0.4918) loss_giou_aux_4: 0.4997 (0.4906) loss_giou_aux_5: 0.5656 (0.5840) loss_giou_dn_0: 0.6181 (0.6062) loss_giou_dn_1: 0.5265 (0.5011) loss_giou_dn_2: 0.4982 (0.4721) loss_giou_dn_3: 0.4858 (0.4636) loss_giou_dn_4: 0.4823 (0.4616) loss_giou_dn_5: 0.4813 (0.4618) loss_vfl: 0.7032 (0.6955) loss_vfl_aux_0: 0.8003 (0.8123) loss_vfl_aux_1: 0.7525 (0.7585) loss_vfl_aux_2: 0.7127 (0.7232) loss_vfl_aux_3: 0.7170 (0.7066) loss_vfl_aux_4: 0.6960 (0.6985) loss_vfl_aux_5: 0.7901 (0.7889) loss_vfl_dn_0: 0.4544 (0.4615) loss_vfl_dn_1: 0.3996 (0.3977) loss_vfl_dn_2: 0.3876 (0.3817) loss_vfl_dn_3: 0.3813 (0.3742) loss_vfl_dn_4: 0.3789 (0.3715) loss_vfl_dn_5: 0.3780 (0.3707) time: 0.4756 data: 0.0139 max mem: 5654 Epoch: [28] [4200/7393] eta: 0:25:43 lr: 0.000010 loss: 16.7680 (16.5488) loss_bbox: 0.1606 (0.1609) loss_bbox_aux_0: 0.1722 (0.1743) loss_bbox_aux_1: 0.1598 (0.1660) loss_bbox_aux_2: 0.1619 (0.1634) loss_bbox_aux_3: 0.1607 (0.1614) loss_bbox_aux_4: 0.1590 (0.1609) loss_bbox_aux_5: 0.2177 (0.2142) loss_bbox_dn_0: 0.2927 (0.2879) loss_bbox_dn_1: 0.2178 (0.2187) loss_bbox_dn_2: 0.1949 (0.1967) loss_bbox_dn_3: 0.1909 (0.1896) loss_bbox_dn_4: 0.1889 (0.1881) loss_bbox_dn_5: 0.1889 (0.1881) loss_giou: 0.5012 (0.4902) loss_giou_aux_0: 0.5256 (0.5159) loss_giou_aux_1: 0.4952 (0.5005) loss_giou_aux_2: 0.5002 (0.4952) loss_giou_aux_3: 0.5032 (0.4918) loss_giou_aux_4: 0.4996 (0.4906) loss_giou_aux_5: 0.6072 (0.5839) loss_giou_dn_0: 0.6161 (0.6061) loss_giou_dn_1: 0.5151 (0.5011) loss_giou_dn_2: 0.4883 (0.4721) loss_giou_dn_3: 0.4738 (0.4636) loss_giou_dn_4: 0.4701 (0.4616) loss_giou_dn_5: 0.4703 (0.4618) loss_vfl: 0.7072 (0.6959) loss_vfl_aux_0: 0.8320 (0.8127) loss_vfl_aux_1: 0.7482 (0.7589) loss_vfl_aux_2: 0.7452 (0.7235) loss_vfl_aux_3: 0.7318 (0.7070) loss_vfl_aux_4: 0.7155 (0.6989) loss_vfl_aux_5: 0.8011 (0.7892) loss_vfl_dn_0: 0.4622 (0.4616) loss_vfl_dn_1: 0.4023 (0.3978) loss_vfl_dn_2: 0.3859 (0.3818) loss_vfl_dn_3: 0.3767 (0.3743) loss_vfl_dn_4: 0.3759 (0.3716) loss_vfl_dn_5: 0.3756 (0.3708) time: 0.4770 data: 0.0138 max mem: 5654 Epoch: [28] [4300/7393] eta: 0:24:55 lr: 0.000010 loss: 16.5776 (16.5496) loss_bbox: 0.1769 (0.1611) loss_bbox_aux_0: 0.1877 (0.1745) loss_bbox_aux_1: 0.1807 (0.1661) loss_bbox_aux_2: 0.1775 (0.1636) loss_bbox_aux_3: 0.1734 (0.1616) loss_bbox_aux_4: 0.1784 (0.1610) loss_bbox_aux_5: 0.2258 (0.2144) loss_bbox_dn_0: 0.3266 (0.2882) loss_bbox_dn_1: 0.2543 (0.2189) loss_bbox_dn_2: 0.2235 (0.1969) loss_bbox_dn_3: 0.2185 (0.1898) loss_bbox_dn_4: 0.2178 (0.1883) loss_bbox_dn_5: 0.2177 (0.1883) loss_giou: 0.4461 (0.4900) loss_giou_aux_0: 0.4899 (0.5157) loss_giou_aux_1: 0.4701 (0.5003) loss_giou_aux_2: 0.4633 (0.4950) loss_giou_aux_3: 0.4530 (0.4915) loss_giou_aux_4: 0.4514 (0.4903) loss_giou_aux_5: 0.5485 (0.5838) loss_giou_dn_0: 0.5910 (0.6060) loss_giou_dn_1: 0.4749 (0.5010) loss_giou_dn_2: 0.4438 (0.4719) loss_giou_dn_3: 0.4420 (0.4635) loss_giou_dn_4: 0.4377 (0.4615) loss_giou_dn_5: 0.4377 (0.4616) loss_vfl: 0.7130 (0.6961) loss_vfl_aux_0: 0.8584 (0.8130) loss_vfl_aux_1: 0.7758 (0.7591) loss_vfl_aux_2: 0.7442 (0.7236) loss_vfl_aux_3: 0.7290 (0.7071) loss_vfl_aux_4: 0.7137 (0.6991) loss_vfl_aux_5: 0.8066 (0.7893) loss_vfl_dn_0: 0.4611 (0.4616) loss_vfl_dn_1: 0.3935 (0.3978) loss_vfl_dn_2: 0.3769 (0.3818) loss_vfl_dn_3: 0.3675 (0.3743) loss_vfl_dn_4: 0.3645 (0.3715) loss_vfl_dn_5: 0.3648 (0.3708) time: 0.4823 data: 0.0140 max mem: 5654 Epoch: [28] [4400/7393] eta: 0:24:06 lr: 0.000010 loss: 16.7738 (16.5509) loss_bbox: 0.1687 (0.1612) loss_bbox_aux_0: 0.1735 (0.1745) loss_bbox_aux_1: 0.1670 (0.1662) loss_bbox_aux_2: 0.1707 (0.1637) loss_bbox_aux_3: 0.1705 (0.1617) loss_bbox_aux_4: 0.1693 (0.1611) loss_bbox_aux_5: 0.2147 (0.2144) loss_bbox_dn_0: 0.2718 (0.2881) loss_bbox_dn_1: 0.2048 (0.2189) loss_bbox_dn_2: 0.1990 (0.1969) loss_bbox_dn_3: 0.1899 (0.1898) loss_bbox_dn_4: 0.1882 (0.1883) loss_bbox_dn_5: 0.1881 (0.1883) loss_giou: 0.4734 (0.4899) loss_giou_aux_0: 0.4914 (0.5157) loss_giou_aux_1: 0.4868 (0.5003) loss_giou_aux_2: 0.4868 (0.4950) loss_giou_aux_3: 0.4672 (0.4914) loss_giou_aux_4: 0.4644 (0.4902) loss_giou_aux_5: 0.5839 (0.5838) loss_giou_dn_0: 0.6022 (0.6059) loss_giou_dn_1: 0.5032 (0.5009) loss_giou_dn_2: 0.4761 (0.4719) loss_giou_dn_3: 0.4695 (0.4634) loss_giou_dn_4: 0.4679 (0.4614) loss_giou_dn_5: 0.4679 (0.4616) loss_vfl: 0.7001 (0.6963) loss_vfl_aux_0: 0.8407 (0.8131) loss_vfl_aux_1: 0.7413 (0.7592) loss_vfl_aux_2: 0.7188 (0.7237) loss_vfl_aux_3: 0.6971 (0.7073) loss_vfl_aux_4: 0.6966 (0.6993) loss_vfl_aux_5: 0.7990 (0.7893) loss_vfl_dn_0: 0.4592 (0.4617) loss_vfl_dn_1: 0.3909 (0.3978) loss_vfl_dn_2: 0.3753 (0.3818) loss_vfl_dn_3: 0.3713 (0.3743) loss_vfl_dn_4: 0.3692 (0.3716) loss_vfl_dn_5: 0.3649 (0.3708) time: 0.4622 data: 0.0139 max mem: 5654 Epoch: [28] [4500/7393] eta: 0:23:16 lr: 0.000010 loss: 16.9440 (16.5551) loss_bbox: 0.1682 (0.1611) loss_bbox_aux_0: 0.1660 (0.1744) loss_bbox_aux_1: 0.1595 (0.1661) loss_bbox_aux_2: 0.1683 (0.1636) loss_bbox_aux_3: 0.1655 (0.1616) loss_bbox_aux_4: 0.1665 (0.1610) loss_bbox_aux_5: 0.2097 (0.2143) loss_bbox_dn_0: 0.2583 (0.2878) loss_bbox_dn_1: 0.1916 (0.2187) loss_bbox_dn_2: 0.1738 (0.1967) loss_bbox_dn_3: 0.1690 (0.1896) loss_bbox_dn_4: 0.1673 (0.1881) loss_bbox_dn_5: 0.1671 (0.1881) loss_giou: 0.4997 (0.4903) loss_giou_aux_0: 0.5292 (0.5160) loss_giou_aux_1: 0.5081 (0.5006) loss_giou_aux_2: 0.4987 (0.4953) loss_giou_aux_3: 0.4995 (0.4918) loss_giou_aux_4: 0.5054 (0.4906) loss_giou_aux_5: 0.5981 (0.5842) loss_giou_dn_0: 0.6266 (0.6062) loss_giou_dn_1: 0.5167 (0.5012) loss_giou_dn_2: 0.4881 (0.4722) loss_giou_dn_3: 0.4802 (0.4637) loss_giou_dn_4: 0.4784 (0.4617) loss_giou_dn_5: 0.4784 (0.4619) loss_vfl: 0.6540 (0.6965) loss_vfl_aux_0: 0.7751 (0.8133) loss_vfl_aux_1: 0.7113 (0.7594) loss_vfl_aux_2: 0.6909 (0.7240) loss_vfl_aux_3: 0.6628 (0.7075) loss_vfl_aux_4: 0.6553 (0.6995) loss_vfl_aux_5: 0.7380 (0.7893) loss_vfl_dn_0: 0.4550 (0.4618) loss_vfl_dn_1: 0.3962 (0.3979) loss_vfl_dn_2: 0.3834 (0.3820) loss_vfl_dn_3: 0.3774 (0.3744) loss_vfl_dn_4: 0.3759 (0.3717) loss_vfl_dn_5: 0.3759 (0.3709) time: 0.4672 data: 0.0136 max mem: 5654 Epoch: [28] [4600/7393] eta: 0:22:28 lr: 0.000010 loss: 16.2088 (16.5509) loss_bbox: 0.1593 (0.1611) loss_bbox_aux_0: 0.1735 (0.1744) loss_bbox_aux_1: 0.1646 (0.1661) loss_bbox_aux_2: 0.1619 (0.1636) loss_bbox_aux_3: 0.1578 (0.1617) loss_bbox_aux_4: 0.1591 (0.1611) loss_bbox_aux_5: 0.2082 (0.2143) loss_bbox_dn_0: 0.2605 (0.2878) loss_bbox_dn_1: 0.2006 (0.2187) loss_bbox_dn_2: 0.1858 (0.1966) loss_bbox_dn_3: 0.1860 (0.1895) loss_bbox_dn_4: 0.1862 (0.1881) loss_bbox_dn_5: 0.1863 (0.1881) loss_giou: 0.4461 (0.4902) loss_giou_aux_0: 0.4839 (0.5158) loss_giou_aux_1: 0.4786 (0.5005) loss_giou_aux_2: 0.4588 (0.4951) loss_giou_aux_3: 0.4478 (0.4917) loss_giou_aux_4: 0.4460 (0.4905) loss_giou_aux_5: 0.5815 (0.5841) loss_giou_dn_0: 0.6035 (0.6060) loss_giou_dn_1: 0.4976 (0.5010) loss_giou_dn_2: 0.4658 (0.4720) loss_giou_dn_3: 0.4571 (0.4635) loss_giou_dn_4: 0.4549 (0.4615) loss_giou_dn_5: 0.4547 (0.4617) loss_vfl: 0.7089 (0.6963) loss_vfl_aux_0: 0.8231 (0.8130) loss_vfl_aux_1: 0.7387 (0.7591) loss_vfl_aux_2: 0.7307 (0.7237) loss_vfl_aux_3: 0.7302 (0.7073) loss_vfl_aux_4: 0.7064 (0.6994) loss_vfl_aux_5: 0.7653 (0.7891) loss_vfl_dn_0: 0.4631 (0.4617) loss_vfl_dn_1: 0.3939 (0.3979) loss_vfl_dn_2: 0.3814 (0.3819) loss_vfl_dn_3: 0.3696 (0.3744) loss_vfl_dn_4: 0.3671 (0.3716) loss_vfl_dn_5: 0.3659 (0.3709) time: 0.4774 data: 0.0142 max mem: 5654 Epoch: [28] [4700/7393] eta: 0:21:42 lr: 0.000010 loss: 16.7247 (16.5519) loss_bbox: 0.1651 (0.1611) loss_bbox_aux_0: 0.1752 (0.1743) loss_bbox_aux_1: 0.1677 (0.1660) loss_bbox_aux_2: 0.1702 (0.1636) loss_bbox_aux_3: 0.1652 (0.1616) loss_bbox_aux_4: 0.1648 (0.1610) loss_bbox_aux_5: 0.2099 (0.2141) loss_bbox_dn_0: 0.2915 (0.2877) loss_bbox_dn_1: 0.2223 (0.2186) loss_bbox_dn_2: 0.1985 (0.1965) loss_bbox_dn_3: 0.1918 (0.1894) loss_bbox_dn_4: 0.1895 (0.1880) loss_bbox_dn_5: 0.1897 (0.1880) loss_giou: 0.4708 (0.4903) loss_giou_aux_0: 0.5082 (0.5159) loss_giou_aux_1: 0.4816 (0.5005) loss_giou_aux_2: 0.4803 (0.4952) loss_giou_aux_3: 0.4827 (0.4918) loss_giou_aux_4: 0.4769 (0.4906) loss_giou_aux_5: 0.5861 (0.5841) loss_giou_dn_0: 0.6099 (0.6061) loss_giou_dn_1: 0.5125 (0.5012) loss_giou_dn_2: 0.4846 (0.4721) loss_giou_dn_3: 0.4761 (0.4637) loss_giou_dn_4: 0.4731 (0.4617) loss_giou_dn_5: 0.4731 (0.4618) loss_vfl: 0.7022 (0.6965) loss_vfl_aux_0: 0.7932 (0.8130) loss_vfl_aux_1: 0.7462 (0.7592) loss_vfl_aux_2: 0.7336 (0.7239) loss_vfl_aux_3: 0.7107 (0.7074) loss_vfl_aux_4: 0.7125 (0.6995) loss_vfl_aux_5: 0.7853 (0.7891) loss_vfl_dn_0: 0.4550 (0.4617) loss_vfl_dn_1: 0.3978 (0.3979) loss_vfl_dn_2: 0.3810 (0.3819) loss_vfl_dn_3: 0.3755 (0.3744) loss_vfl_dn_4: 0.3737 (0.3717) loss_vfl_dn_5: 0.3720 (0.3709) time: 0.4698 data: 0.0137 max mem: 5654 Epoch: [28] [4800/7393] eta: 0:20:54 lr: 0.000010 loss: 16.4789 (16.5484) loss_bbox: 0.1478 (0.1611) loss_bbox_aux_0: 0.1599 (0.1743) loss_bbox_aux_1: 0.1573 (0.1660) loss_bbox_aux_2: 0.1523 (0.1635) loss_bbox_aux_3: 0.1462 (0.1616) loss_bbox_aux_4: 0.1479 (0.1611) loss_bbox_aux_5: 0.1984 (0.2141) loss_bbox_dn_0: 0.2564 (0.2876) loss_bbox_dn_1: 0.1947 (0.2185) loss_bbox_dn_2: 0.1769 (0.1965) loss_bbox_dn_3: 0.1697 (0.1894) loss_bbox_dn_4: 0.1660 (0.1879) loss_bbox_dn_5: 0.1660 (0.1879) loss_giou: 0.4814 (0.4901) loss_giou_aux_0: 0.5179 (0.5157) loss_giou_aux_1: 0.4990 (0.5003) loss_giou_aux_2: 0.4901 (0.4950) loss_giou_aux_3: 0.4770 (0.4916) loss_giou_aux_4: 0.4746 (0.4904) loss_giou_aux_5: 0.5967 (0.5839) loss_giou_dn_0: 0.6135 (0.6060) loss_giou_dn_1: 0.4928 (0.5010) loss_giou_dn_2: 0.4628 (0.4720) loss_giou_dn_3: 0.4548 (0.4635) loss_giou_dn_4: 0.4531 (0.4615) loss_giou_dn_5: 0.4531 (0.4617) loss_vfl: 0.6795 (0.6963) loss_vfl_aux_0: 0.7982 (0.8128) loss_vfl_aux_1: 0.7307 (0.7591) loss_vfl_aux_2: 0.7055 (0.7238) loss_vfl_aux_3: 0.6902 (0.7072) loss_vfl_aux_4: 0.6803 (0.6993) loss_vfl_aux_5: 0.7612 (0.7890) loss_vfl_dn_0: 0.4540 (0.4617) loss_vfl_dn_1: 0.3896 (0.3979) loss_vfl_dn_2: 0.3675 (0.3819) loss_vfl_dn_3: 0.3619 (0.3744) loss_vfl_dn_4: 0.3602 (0.3717) loss_vfl_dn_5: 0.3591 (0.3709) time: 0.4836 data: 0.0143 max mem: 5654 Epoch: [28] [4900/7393] eta: 0:20:08 lr: 0.000010 loss: 17.3337 (16.5514) loss_bbox: 0.1711 (0.1613) loss_bbox_aux_0: 0.1914 (0.1745) loss_bbox_aux_1: 0.1807 (0.1663) loss_bbox_aux_2: 0.1755 (0.1638) loss_bbox_aux_3: 0.1680 (0.1618) loss_bbox_aux_4: 0.1721 (0.1613) loss_bbox_aux_5: 0.2177 (0.2143) loss_bbox_dn_0: 0.2938 (0.2880) loss_bbox_dn_1: 0.2334 (0.2188) loss_bbox_dn_2: 0.2069 (0.1968) loss_bbox_dn_3: 0.1960 (0.1897) loss_bbox_dn_4: 0.1948 (0.1882) loss_bbox_dn_5: 0.1952 (0.1882) loss_giou: 0.5121 (0.4899) loss_giou_aux_0: 0.5261 (0.5154) loss_giou_aux_1: 0.5138 (0.5001) loss_giou_aux_2: 0.5123 (0.4948) loss_giou_aux_3: 0.5050 (0.4914) loss_giou_aux_4: 0.5124 (0.4902) loss_giou_aux_5: 0.5833 (0.5836) loss_giou_dn_0: 0.6097 (0.6059) loss_giou_dn_1: 0.5125 (0.5009) loss_giou_dn_2: 0.4806 (0.4719) loss_giou_dn_3: 0.4767 (0.4634) loss_giou_dn_4: 0.4760 (0.4614) loss_giou_dn_5: 0.4758 (0.4616) loss_vfl: 0.7211 (0.6966) loss_vfl_aux_0: 0.8422 (0.8130) loss_vfl_aux_1: 0.7717 (0.7593) loss_vfl_aux_2: 0.7417 (0.7240) loss_vfl_aux_3: 0.7399 (0.7075) loss_vfl_aux_4: 0.7200 (0.6996) loss_vfl_aux_5: 0.7983 (0.7892) loss_vfl_dn_0: 0.4656 (0.4618) loss_vfl_dn_1: 0.3998 (0.3979) loss_vfl_dn_2: 0.3849 (0.3820) loss_vfl_dn_3: 0.3786 (0.3744) loss_vfl_dn_4: 0.3744 (0.3717) loss_vfl_dn_5: 0.3763 (0.3709) time: 0.7545 data: 0.0137 max mem: 5654 Epoch: [28] [5000/7393] eta: 0:19:19 lr: 0.000010 loss: 16.5951 (16.5490) loss_bbox: 0.1451 (0.1613) loss_bbox_aux_0: 0.1637 (0.1745) loss_bbox_aux_1: 0.1575 (0.1662) loss_bbox_aux_2: 0.1665 (0.1638) loss_bbox_aux_3: 0.1613 (0.1618) loss_bbox_aux_4: 0.1455 (0.1612) loss_bbox_aux_5: 0.2073 (0.2143) loss_bbox_dn_0: 0.2856 (0.2879) loss_bbox_dn_1: 0.2225 (0.2188) loss_bbox_dn_2: 0.1896 (0.1967) loss_bbox_dn_3: 0.1772 (0.1897) loss_bbox_dn_4: 0.1753 (0.1882) loss_bbox_dn_5: 0.1753 (0.1882) loss_giou: 0.5006 (0.4897) loss_giou_aux_0: 0.5272 (0.5152) loss_giou_aux_1: 0.5064 (0.4999) loss_giou_aux_2: 0.4982 (0.4946) loss_giou_aux_3: 0.4953 (0.4911) loss_giou_aux_4: 0.5000 (0.4900) loss_giou_aux_5: 0.6152 (0.5834) loss_giou_dn_0: 0.5975 (0.6058) loss_giou_dn_1: 0.4988 (0.5008) loss_giou_dn_2: 0.4694 (0.4718) loss_giou_dn_3: 0.4576 (0.4633) loss_giou_dn_4: 0.4546 (0.4613) loss_giou_dn_5: 0.4550 (0.4615) loss_vfl: 0.7087 (0.6967) loss_vfl_aux_0: 0.8287 (0.8130) loss_vfl_aux_1: 0.7599 (0.7593) loss_vfl_aux_2: 0.7188 (0.7240) loss_vfl_aux_3: 0.7159 (0.7076) loss_vfl_aux_4: 0.7219 (0.6997) loss_vfl_aux_5: 0.8045 (0.7892) loss_vfl_dn_0: 0.4614 (0.4617) loss_vfl_dn_1: 0.3949 (0.3979) loss_vfl_dn_2: 0.3801 (0.3820) loss_vfl_dn_3: 0.3726 (0.3744) loss_vfl_dn_4: 0.3683 (0.3717) loss_vfl_dn_5: 0.3679 (0.3709) time: 0.4682 data: 0.0139 max mem: 5654 Epoch: [28] [5100/7393] eta: 0:18:30 lr: 0.000010 loss: 16.9915 (16.5484) loss_bbox: 0.1517 (0.1613) loss_bbox_aux_0: 0.1756 (0.1745) loss_bbox_aux_1: 0.1668 (0.1663) loss_bbox_aux_2: 0.1532 (0.1638) loss_bbox_aux_3: 0.1532 (0.1618) loss_bbox_aux_4: 0.1500 (0.1612) loss_bbox_aux_5: 0.2135 (0.2143) loss_bbox_dn_0: 0.2689 (0.2880) loss_bbox_dn_1: 0.2093 (0.2188) loss_bbox_dn_2: 0.2011 (0.1967) loss_bbox_dn_3: 0.1973 (0.1897) loss_bbox_dn_4: 0.1974 (0.1882) loss_bbox_dn_5: 0.1975 (0.1882) loss_giou: 0.4991 (0.4895) loss_giou_aux_0: 0.5252 (0.5150) loss_giou_aux_1: 0.5160 (0.4998) loss_giou_aux_2: 0.5150 (0.4945) loss_giou_aux_3: 0.4991 (0.4910) loss_giou_aux_4: 0.5017 (0.4899) loss_giou_aux_5: 0.5951 (0.5833) loss_giou_dn_0: 0.6237 (0.6057) loss_giou_dn_1: 0.5263 (0.5007) loss_giou_dn_2: 0.5003 (0.4717) loss_giou_dn_3: 0.4874 (0.4632) loss_giou_dn_4: 0.4836 (0.4612) loss_giou_dn_5: 0.4839 (0.4614) loss_vfl: 0.6826 (0.6967) loss_vfl_aux_0: 0.8070 (0.8131) loss_vfl_aux_1: 0.7533 (0.7593) loss_vfl_aux_2: 0.7083 (0.7241) loss_vfl_aux_3: 0.6944 (0.7077) loss_vfl_aux_4: 0.6942 (0.6998) loss_vfl_aux_5: 0.7704 (0.7893) loss_vfl_dn_0: 0.4614 (0.4617) loss_vfl_dn_1: 0.4000 (0.3979) loss_vfl_dn_2: 0.3877 (0.3819) loss_vfl_dn_3: 0.3757 (0.3744) loss_vfl_dn_4: 0.3711 (0.3717) loss_vfl_dn_5: 0.3721 (0.3709) time: 0.4720 data: 0.0149 max mem: 5654 Epoch: [28] [5200/7393] eta: 0:17:41 lr: 0.000010 loss: 16.2570 (16.5487) loss_bbox: 0.1563 (0.1612) loss_bbox_aux_0: 0.1664 (0.1744) loss_bbox_aux_1: 0.1540 (0.1662) loss_bbox_aux_2: 0.1411 (0.1637) loss_bbox_aux_3: 0.1570 (0.1617) loss_bbox_aux_4: 0.1520 (0.1612) loss_bbox_aux_5: 0.2058 (0.2142) loss_bbox_dn_0: 0.2530 (0.2879) loss_bbox_dn_1: 0.1978 (0.2187) loss_bbox_dn_2: 0.1791 (0.1966) loss_bbox_dn_3: 0.1722 (0.1895) loss_bbox_dn_4: 0.1692 (0.1880) loss_bbox_dn_5: 0.1691 (0.1880) loss_giou: 0.4716 (0.4897) loss_giou_aux_0: 0.4972 (0.5152) loss_giou_aux_1: 0.4810 (0.5000) loss_giou_aux_2: 0.4765 (0.4947) loss_giou_aux_3: 0.4734 (0.4912) loss_giou_aux_4: 0.4718 (0.4900) loss_giou_aux_5: 0.5733 (0.5835) loss_giou_dn_0: 0.6071 (0.6059) loss_giou_dn_1: 0.5120 (0.5009) loss_giou_dn_2: 0.4758 (0.4718) loss_giou_dn_3: 0.4684 (0.4634) loss_giou_dn_4: 0.4678 (0.4614) loss_giou_dn_5: 0.4678 (0.4615) loss_vfl: 0.6771 (0.6966) loss_vfl_aux_0: 0.8123 (0.8132) loss_vfl_aux_1: 0.7302 (0.7591) loss_vfl_aux_2: 0.7169 (0.7240) loss_vfl_aux_3: 0.6904 (0.7076) loss_vfl_aux_4: 0.6797 (0.6996) loss_vfl_aux_5: 0.7789 (0.7893) loss_vfl_dn_0: 0.4605 (0.4617) loss_vfl_dn_1: 0.3945 (0.3979) loss_vfl_dn_2: 0.3803 (0.3820) loss_vfl_dn_3: 0.3716 (0.3744) loss_vfl_dn_4: 0.3715 (0.3717) loss_vfl_dn_5: 0.3723 (0.3709) time: 0.4761 data: 0.0136 max mem: 5654 Epoch: [28] [5300/7393] eta: 0:16:52 lr: 0.000010 loss: 17.2235 (16.5499) loss_bbox: 0.1629 (0.1612) loss_bbox_aux_0: 0.1824 (0.1744) loss_bbox_aux_1: 0.1734 (0.1662) loss_bbox_aux_2: 0.1693 (0.1638) loss_bbox_aux_3: 0.1642 (0.1617) loss_bbox_aux_4: 0.1629 (0.1611) loss_bbox_aux_5: 0.2215 (0.2142) loss_bbox_dn_0: 0.3130 (0.2878) loss_bbox_dn_1: 0.2115 (0.2186) loss_bbox_dn_2: 0.1997 (0.1965) loss_bbox_dn_3: 0.1911 (0.1895) loss_bbox_dn_4: 0.1892 (0.1880) loss_bbox_dn_5: 0.1893 (0.1880) loss_giou: 0.4871 (0.4899) loss_giou_aux_0: 0.5135 (0.5153) loss_giou_aux_1: 0.4875 (0.5002) loss_giou_aux_2: 0.4808 (0.4949) loss_giou_aux_3: 0.4952 (0.4914) loss_giou_aux_4: 0.4871 (0.4902) loss_giou_aux_5: 0.5788 (0.5837) loss_giou_dn_0: 0.6024 (0.6059) loss_giou_dn_1: 0.5084 (0.5009) loss_giou_dn_2: 0.4870 (0.4718) loss_giou_dn_3: 0.4817 (0.4634) loss_giou_dn_4: 0.4782 (0.4614) loss_giou_dn_5: 0.4782 (0.4615) loss_vfl: 0.7085 (0.6968) loss_vfl_aux_0: 0.8172 (0.8132) loss_vfl_aux_1: 0.7755 (0.7591) loss_vfl_aux_2: 0.7421 (0.7240) loss_vfl_aux_3: 0.7295 (0.7077) loss_vfl_aux_4: 0.7078 (0.6998) loss_vfl_aux_5: 0.8245 (0.7894) loss_vfl_dn_0: 0.4648 (0.4617) loss_vfl_dn_1: 0.4071 (0.3979) loss_vfl_dn_2: 0.3852 (0.3819) loss_vfl_dn_3: 0.3777 (0.3744) loss_vfl_dn_4: 0.3757 (0.3716) loss_vfl_dn_5: 0.3733 (0.3709) time: 0.4722 data: 0.0137 max mem: 5654 Epoch: [28] [5400/7393] eta: 0:16:05 lr: 0.000010 loss: 16.7768 (16.5488) loss_bbox: 0.1705 (0.1613) loss_bbox_aux_0: 0.1699 (0.1744) loss_bbox_aux_1: 0.1665 (0.1663) loss_bbox_aux_2: 0.1640 (0.1638) loss_bbox_aux_3: 0.1615 (0.1618) loss_bbox_aux_4: 0.1691 (0.1612) loss_bbox_aux_5: 0.2117 (0.2142) loss_bbox_dn_0: 0.2852 (0.2878) loss_bbox_dn_1: 0.2073 (0.2186) loss_bbox_dn_2: 0.1899 (0.1965) loss_bbox_dn_3: 0.1808 (0.1894) loss_bbox_dn_4: 0.1792 (0.1880) loss_bbox_dn_5: 0.1792 (0.1880) loss_giou: 0.4652 (0.4900) loss_giou_aux_0: 0.4988 (0.5154) loss_giou_aux_1: 0.4933 (0.5002) loss_giou_aux_2: 0.4725 (0.4950) loss_giou_aux_3: 0.4752 (0.4915) loss_giou_aux_4: 0.4688 (0.4903) loss_giou_aux_5: 0.5601 (0.5837) loss_giou_dn_0: 0.6101 (0.6058) loss_giou_dn_1: 0.5032 (0.5008) loss_giou_dn_2: 0.4810 (0.4718) loss_giou_dn_3: 0.4682 (0.4633) loss_giou_dn_4: 0.4646 (0.4614) loss_giou_dn_5: 0.4646 (0.4615) loss_vfl: 0.6790 (0.6966) loss_vfl_aux_0: 0.7737 (0.8129) loss_vfl_aux_1: 0.7148 (0.7589) loss_vfl_aux_2: 0.7018 (0.7238) loss_vfl_aux_3: 0.6766 (0.7075) loss_vfl_aux_4: 0.6859 (0.6997) loss_vfl_aux_5: 0.7785 (0.7893) loss_vfl_dn_0: 0.4596 (0.4617) loss_vfl_dn_1: 0.3958 (0.3978) loss_vfl_dn_2: 0.3807 (0.3819) loss_vfl_dn_3: 0.3737 (0.3744) loss_vfl_dn_4: 0.3719 (0.3716) loss_vfl_dn_5: 0.3729 (0.3708) time: 0.7235 data: 0.0135 max mem: 5654 Epoch: [28] [5500/7393] eta: 0:15:16 lr: 0.000010 loss: 16.5054 (16.5475) loss_bbox: 0.1554 (0.1612) loss_bbox_aux_0: 0.1697 (0.1744) loss_bbox_aux_1: 0.1614 (0.1663) loss_bbox_aux_2: 0.1589 (0.1638) loss_bbox_aux_3: 0.1592 (0.1618) loss_bbox_aux_4: 0.1544 (0.1612) loss_bbox_aux_5: 0.2063 (0.2142) loss_bbox_dn_0: 0.2950 (0.2878) loss_bbox_dn_1: 0.2217 (0.2186) loss_bbox_dn_2: 0.1932 (0.1965) loss_bbox_dn_3: 0.1868 (0.1894) loss_bbox_dn_4: 0.1862 (0.1880) loss_bbox_dn_5: 0.1862 (0.1880) loss_giou: 0.4679 (0.4898) loss_giou_aux_0: 0.5105 (0.5153) loss_giou_aux_1: 0.4811 (0.5001) loss_giou_aux_2: 0.4720 (0.4949) loss_giou_aux_3: 0.4752 (0.4914) loss_giou_aux_4: 0.4641 (0.4902) loss_giou_aux_5: 0.5799 (0.5836) loss_giou_dn_0: 0.6130 (0.6058) loss_giou_dn_1: 0.5051 (0.5008) loss_giou_dn_2: 0.4738 (0.4717) loss_giou_dn_3: 0.4600 (0.4633) loss_giou_dn_4: 0.4570 (0.4613) loss_giou_dn_5: 0.4571 (0.4614) loss_vfl: 0.6950 (0.6966) loss_vfl_aux_0: 0.8066 (0.8129) loss_vfl_aux_1: 0.7451 (0.7589) loss_vfl_aux_2: 0.7084 (0.7238) loss_vfl_aux_3: 0.7074 (0.7075) loss_vfl_aux_4: 0.6919 (0.6997) loss_vfl_aux_5: 0.7740 (0.7894) loss_vfl_dn_0: 0.4595 (0.4617) loss_vfl_dn_1: 0.3992 (0.3978) loss_vfl_dn_2: 0.3841 (0.3819) loss_vfl_dn_3: 0.3768 (0.3744) loss_vfl_dn_4: 0.3735 (0.3716) loss_vfl_dn_5: 0.3710 (0.3708) time: 0.4628 data: 0.0138 max mem: 5654 Epoch: [28] [5600/7393] eta: 0:14:27 lr: 0.000010 loss: 16.0121 (16.5483) loss_bbox: 0.1450 (0.1612) loss_bbox_aux_0: 0.1597 (0.1744) loss_bbox_aux_1: 0.1601 (0.1663) loss_bbox_aux_2: 0.1548 (0.1638) loss_bbox_aux_3: 0.1516 (0.1618) loss_bbox_aux_4: 0.1451 (0.1612) loss_bbox_aux_5: 0.2049 (0.2142) loss_bbox_dn_0: 0.2712 (0.2879) loss_bbox_dn_1: 0.2097 (0.2187) loss_bbox_dn_2: 0.1825 (0.1966) loss_bbox_dn_3: 0.1680 (0.1895) loss_bbox_dn_4: 0.1702 (0.1880) loss_bbox_dn_5: 0.1701 (0.1880) loss_giou: 0.4594 (0.4898) loss_giou_aux_0: 0.4763 (0.5152) loss_giou_aux_1: 0.4641 (0.5001) loss_giou_aux_2: 0.4568 (0.4948) loss_giou_aux_3: 0.4583 (0.4913) loss_giou_aux_4: 0.4583 (0.4901) loss_giou_aux_5: 0.5498 (0.5835) loss_giou_dn_0: 0.5781 (0.6059) loss_giou_dn_1: 0.4828 (0.5008) loss_giou_dn_2: 0.4514 (0.4718) loss_giou_dn_3: 0.4390 (0.4633) loss_giou_dn_4: 0.4383 (0.4613) loss_giou_dn_5: 0.4384 (0.4615) loss_vfl: 0.6916 (0.6967) loss_vfl_aux_0: 0.8058 (0.8129) loss_vfl_aux_1: 0.7395 (0.7589) loss_vfl_aux_2: 0.7176 (0.7239) loss_vfl_aux_3: 0.6901 (0.7075) loss_vfl_aux_4: 0.6959 (0.6997) loss_vfl_aux_5: 0.8013 (0.7895) loss_vfl_dn_0: 0.4565 (0.4617) loss_vfl_dn_1: 0.3937 (0.3978) loss_vfl_dn_2: 0.3789 (0.3819) loss_vfl_dn_3: 0.3720 (0.3744) loss_vfl_dn_4: 0.3682 (0.3716) loss_vfl_dn_5: 0.3675 (0.3709) time: 0.4698 data: 0.0135 max mem: 5654 Epoch: [28] [5700/7393] eta: 0:13:38 lr: 0.000010 loss: 16.4962 (16.5522) loss_bbox: 0.1581 (0.1614) loss_bbox_aux_0: 0.1781 (0.1745) loss_bbox_aux_1: 0.1606 (0.1664) loss_bbox_aux_2: 0.1609 (0.1639) loss_bbox_aux_3: 0.1570 (0.1619) loss_bbox_aux_4: 0.1567 (0.1613) loss_bbox_aux_5: 0.2147 (0.2143) loss_bbox_dn_0: 0.2557 (0.2880) loss_bbox_dn_1: 0.1876 (0.2187) loss_bbox_dn_2: 0.1696 (0.1966) loss_bbox_dn_3: 0.1651 (0.1895) loss_bbox_dn_4: 0.1640 (0.1880) loss_bbox_dn_5: 0.1640 (0.1880) loss_giou: 0.4390 (0.4900) loss_giou_aux_0: 0.4557 (0.5154) loss_giou_aux_1: 0.4386 (0.5002) loss_giou_aux_2: 0.4449 (0.4949) loss_giou_aux_3: 0.4342 (0.4915) loss_giou_aux_4: 0.4381 (0.4903) loss_giou_aux_5: 0.5353 (0.5837) loss_giou_dn_0: 0.6020 (0.6060) loss_giou_dn_1: 0.5009 (0.5009) loss_giou_dn_2: 0.4681 (0.4719) loss_giou_dn_3: 0.4615 (0.4634) loss_giou_dn_4: 0.4606 (0.4614) loss_giou_dn_5: 0.4606 (0.4616) loss_vfl: 0.6850 (0.6968) loss_vfl_aux_0: 0.8120 (0.8130) loss_vfl_aux_1: 0.7340 (0.7589) loss_vfl_aux_2: 0.7082 (0.7240) loss_vfl_aux_3: 0.7126 (0.7077) loss_vfl_aux_4: 0.6945 (0.7000) loss_vfl_aux_5: 0.7909 (0.7895) loss_vfl_dn_0: 0.4597 (0.4617) loss_vfl_dn_1: 0.4013 (0.3979) loss_vfl_dn_2: 0.3844 (0.3820) loss_vfl_dn_3: 0.3805 (0.3744) loss_vfl_dn_4: 0.3768 (0.3717) loss_vfl_dn_5: 0.3757 (0.3709) time: 0.4548 data: 0.0142 max mem: 5654 Epoch: [28] [5800/7393] eta: 0:12:51 lr: 0.000010 loss: 16.1666 (16.5511) loss_bbox: 0.1551 (0.1613) loss_bbox_aux_0: 0.1593 (0.1745) loss_bbox_aux_1: 0.1536 (0.1664) loss_bbox_aux_2: 0.1448 (0.1639) loss_bbox_aux_3: 0.1555 (0.1618) loss_bbox_aux_4: 0.1373 (0.1613) loss_bbox_aux_5: 0.2111 (0.2143) loss_bbox_dn_0: 0.2899 (0.2880) loss_bbox_dn_1: 0.2168 (0.2187) loss_bbox_dn_2: 0.1819 (0.1966) loss_bbox_dn_3: 0.1724 (0.1895) loss_bbox_dn_4: 0.1731 (0.1880) loss_bbox_dn_5: 0.1732 (0.1880) loss_giou: 0.5318 (0.4899) loss_giou_aux_0: 0.5565 (0.5154) loss_giou_aux_1: 0.5362 (0.5002) loss_giou_aux_2: 0.5325 (0.4949) loss_giou_aux_3: 0.5306 (0.4914) loss_giou_aux_4: 0.5346 (0.4902) loss_giou_aux_5: 0.6293 (0.5836) loss_giou_dn_0: 0.6183 (0.6059) loss_giou_dn_1: 0.5155 (0.5008) loss_giou_dn_2: 0.4902 (0.4718) loss_giou_dn_3: 0.4835 (0.4633) loss_giou_dn_4: 0.4805 (0.4613) loss_giou_dn_5: 0.4805 (0.4615) loss_vfl: 0.6653 (0.6968) loss_vfl_aux_0: 0.8023 (0.8130) loss_vfl_aux_1: 0.7362 (0.7589) loss_vfl_aux_2: 0.6949 (0.7241) loss_vfl_aux_3: 0.6709 (0.7077) loss_vfl_aux_4: 0.6754 (0.7000) loss_vfl_aux_5: 0.7854 (0.7896) loss_vfl_dn_0: 0.4667 (0.4618) loss_vfl_dn_1: 0.4056 (0.3979) loss_vfl_dn_2: 0.3846 (0.3820) loss_vfl_dn_3: 0.3756 (0.3744) loss_vfl_dn_4: 0.3737 (0.3717) loss_vfl_dn_5: 0.3720 (0.3709) time: 0.4760 data: 0.0142 max mem: 5654 Epoch: [28] [5900/7393] eta: 0:12:02 lr: 0.000010 loss: 16.2409 (16.5499) loss_bbox: 0.1608 (0.1613) loss_bbox_aux_0: 0.1765 (0.1745) loss_bbox_aux_1: 0.1645 (0.1664) loss_bbox_aux_2: 0.1685 (0.1639) loss_bbox_aux_3: 0.1650 (0.1618) loss_bbox_aux_4: 0.1606 (0.1613) loss_bbox_aux_5: 0.2190 (0.2143) loss_bbox_dn_0: 0.2852 (0.2879) loss_bbox_dn_1: 0.2084 (0.2187) loss_bbox_dn_2: 0.1905 (0.1965) loss_bbox_dn_3: 0.1763 (0.1895) loss_bbox_dn_4: 0.1764 (0.1880) loss_bbox_dn_5: 0.1764 (0.1880) loss_giou: 0.4488 (0.4899) loss_giou_aux_0: 0.4899 (0.5153) loss_giou_aux_1: 0.4683 (0.5002) loss_giou_aux_2: 0.4668 (0.4949) loss_giou_aux_3: 0.4490 (0.4913) loss_giou_aux_4: 0.4500 (0.4902) loss_giou_aux_5: 0.5562 (0.5837) loss_giou_dn_0: 0.5845 (0.6058) loss_giou_dn_1: 0.4833 (0.5008) loss_giou_dn_2: 0.4540 (0.4717) loss_giou_dn_3: 0.4432 (0.4632) loss_giou_dn_4: 0.4405 (0.4613) loss_giou_dn_5: 0.4406 (0.4614) loss_vfl: 0.6982 (0.6968) loss_vfl_aux_0: 0.8044 (0.8128) loss_vfl_aux_1: 0.7364 (0.7588) loss_vfl_aux_2: 0.7133 (0.7240) loss_vfl_aux_3: 0.7059 (0.7077) loss_vfl_aux_4: 0.7050 (0.7000) loss_vfl_aux_5: 0.7792 (0.7894) loss_vfl_dn_0: 0.4539 (0.4617) loss_vfl_dn_1: 0.3973 (0.3979) loss_vfl_dn_2: 0.3841 (0.3820) loss_vfl_dn_3: 0.3795 (0.3744) loss_vfl_dn_4: 0.3794 (0.3717) loss_vfl_dn_5: 0.3775 (0.3709) time: 0.4663 data: 0.0143 max mem: 5654 Epoch: [28] [6000/7393] eta: 0:11:13 lr: 0.000010 loss: 16.5851 (16.5503) loss_bbox: 0.1583 (0.1613) loss_bbox_aux_0: 0.1682 (0.1746) loss_bbox_aux_1: 0.1564 (0.1664) loss_bbox_aux_2: 0.1560 (0.1639) loss_bbox_aux_3: 0.1521 (0.1618) loss_bbox_aux_4: 0.1576 (0.1613) loss_bbox_aux_5: 0.2082 (0.2143) loss_bbox_dn_0: 0.2826 (0.2880) loss_bbox_dn_1: 0.2079 (0.2187) loss_bbox_dn_2: 0.1781 (0.1966) loss_bbox_dn_3: 0.1691 (0.1895) loss_bbox_dn_4: 0.1688 (0.1881) loss_bbox_dn_5: 0.1688 (0.1881) loss_giou: 0.4596 (0.4897) loss_giou_aux_0: 0.4937 (0.5152) loss_giou_aux_1: 0.4704 (0.5001) loss_giou_aux_2: 0.4623 (0.4947) loss_giou_aux_3: 0.4669 (0.4912) loss_giou_aux_4: 0.4606 (0.4900) loss_giou_aux_5: 0.5605 (0.5836) loss_giou_dn_0: 0.5927 (0.6058) loss_giou_dn_1: 0.4986 (0.5007) loss_giou_dn_2: 0.4688 (0.4716) loss_giou_dn_3: 0.4577 (0.4631) loss_giou_dn_4: 0.4566 (0.4611) loss_giou_dn_5: 0.4568 (0.4613) loss_vfl: 0.6981 (0.6971) loss_vfl_aux_0: 0.7810 (0.8129) loss_vfl_aux_1: 0.7578 (0.7590) loss_vfl_aux_2: 0.7282 (0.7242) loss_vfl_aux_3: 0.7334 (0.7080) loss_vfl_aux_4: 0.7103 (0.7003) loss_vfl_aux_5: 0.7614 (0.7895) loss_vfl_dn_0: 0.4611 (0.4617) loss_vfl_dn_1: 0.4011 (0.3979) loss_vfl_dn_2: 0.3855 (0.3819) loss_vfl_dn_3: 0.3767 (0.3744) loss_vfl_dn_4: 0.3734 (0.3717) loss_vfl_dn_5: 0.3723 (0.3709) time: 0.4664 data: 0.0139 max mem: 5654 Epoch: [28] [6100/7393] eta: 0:10:25 lr: 0.000010 loss: 15.9188 (16.5471) loss_bbox: 0.1498 (0.1613) loss_bbox_aux_0: 0.1593 (0.1745) loss_bbox_aux_1: 0.1484 (0.1663) loss_bbox_aux_2: 0.1433 (0.1638) loss_bbox_aux_3: 0.1424 (0.1618) loss_bbox_aux_4: 0.1425 (0.1612) loss_bbox_aux_5: 0.1944 (0.2143) loss_bbox_dn_0: 0.2492 (0.2880) loss_bbox_dn_1: 0.1813 (0.2187) loss_bbox_dn_2: 0.1644 (0.1966) loss_bbox_dn_3: 0.1565 (0.1895) loss_bbox_dn_4: 0.1562 (0.1880) loss_bbox_dn_5: 0.1562 (0.1880) loss_giou: 0.4501 (0.4896) loss_giou_aux_0: 0.5070 (0.5153) loss_giou_aux_1: 0.4683 (0.5001) loss_giou_aux_2: 0.4514 (0.4947) loss_giou_aux_3: 0.4523 (0.4911) loss_giou_aux_4: 0.4476 (0.4899) loss_giou_aux_5: 0.5650 (0.5835) loss_giou_dn_0: 0.5927 (0.6057) loss_giou_dn_1: 0.4702 (0.5006) loss_giou_dn_2: 0.4473 (0.4716) loss_giou_dn_3: 0.4348 (0.4631) loss_giou_dn_4: 0.4319 (0.4611) loss_giou_dn_5: 0.4321 (0.4613) loss_vfl: 0.6604 (0.6969) loss_vfl_aux_0: 0.7366 (0.8126) loss_vfl_aux_1: 0.6973 (0.7586) loss_vfl_aux_2: 0.6875 (0.7239) loss_vfl_aux_3: 0.6741 (0.7078) loss_vfl_aux_4: 0.6596 (0.7000) loss_vfl_aux_5: 0.7211 (0.7893) loss_vfl_dn_0: 0.4582 (0.4617) loss_vfl_dn_1: 0.3971 (0.3979) loss_vfl_dn_2: 0.3789 (0.3819) loss_vfl_dn_3: 0.3710 (0.3744) loss_vfl_dn_4: 0.3717 (0.3716) loss_vfl_dn_5: 0.3704 (0.3709) time: 0.4658 data: 0.0135 max mem: 5654 Epoch: [28] [6200/7393] eta: 0:09:36 lr: 0.000010 loss: 16.5192 (16.5487) loss_bbox: 0.1426 (0.1613) loss_bbox_aux_0: 0.1641 (0.1746) loss_bbox_aux_1: 0.1460 (0.1663) loss_bbox_aux_2: 0.1476 (0.1638) loss_bbox_aux_3: 0.1465 (0.1618) loss_bbox_aux_4: 0.1430 (0.1612) loss_bbox_aux_5: 0.1909 (0.2143) loss_bbox_dn_0: 0.2555 (0.2881) loss_bbox_dn_1: 0.1934 (0.2187) loss_bbox_dn_2: 0.1767 (0.1966) loss_bbox_dn_3: 0.1695 (0.1895) loss_bbox_dn_4: 0.1681 (0.1880) loss_bbox_dn_5: 0.1684 (0.1880) loss_giou: 0.4518 (0.4897) loss_giou_aux_0: 0.4905 (0.5154) loss_giou_aux_1: 0.4669 (0.5002) loss_giou_aux_2: 0.4483 (0.4948) loss_giou_aux_3: 0.4574 (0.4912) loss_giou_aux_4: 0.4475 (0.4900) loss_giou_aux_5: 0.5647 (0.5836) loss_giou_dn_0: 0.6016 (0.6058) loss_giou_dn_1: 0.4877 (0.5007) loss_giou_dn_2: 0.4522 (0.4716) loss_giou_dn_3: 0.4430 (0.4632) loss_giou_dn_4: 0.4410 (0.4612) loss_giou_dn_5: 0.4408 (0.4613) loss_vfl: 0.6756 (0.6970) loss_vfl_aux_0: 0.7594 (0.8126) loss_vfl_aux_1: 0.7102 (0.7586) loss_vfl_aux_2: 0.6904 (0.7239) loss_vfl_aux_3: 0.6738 (0.7078) loss_vfl_aux_4: 0.6808 (0.7001) loss_vfl_aux_5: 0.7663 (0.7893) loss_vfl_dn_0: 0.4607 (0.4617) loss_vfl_dn_1: 0.3988 (0.3978) loss_vfl_dn_2: 0.3785 (0.3819) loss_vfl_dn_3: 0.3711 (0.3744) loss_vfl_dn_4: 0.3694 (0.3716) loss_vfl_dn_5: 0.3678 (0.3708) time: 0.4689 data: 0.0135 max mem: 5654 Epoch: [28] [6300/7393] eta: 0:08:47 lr: 0.000010 loss: 16.6152 (16.5496) loss_bbox: 0.1425 (0.1612) loss_bbox_aux_0: 0.1599 (0.1746) loss_bbox_aux_1: 0.1509 (0.1663) loss_bbox_aux_2: 0.1393 (0.1638) loss_bbox_aux_3: 0.1425 (0.1617) loss_bbox_aux_4: 0.1432 (0.1612) loss_bbox_aux_5: 0.1831 (0.2143) loss_bbox_dn_0: 0.2309 (0.2879) loss_bbox_dn_1: 0.1846 (0.2186) loss_bbox_dn_2: 0.1611 (0.1964) loss_bbox_dn_3: 0.1500 (0.1894) loss_bbox_dn_4: 0.1462 (0.1879) loss_bbox_dn_5: 0.1463 (0.1879) loss_giou: 0.5367 (0.4900) loss_giou_aux_0: 0.5549 (0.5157) loss_giou_aux_1: 0.5462 (0.5005) loss_giou_aux_2: 0.5433 (0.4951) loss_giou_aux_3: 0.5384 (0.4915) loss_giou_aux_4: 0.5370 (0.4903) loss_giou_aux_5: 0.5904 (0.5839) loss_giou_dn_0: 0.6281 (0.6060) loss_giou_dn_1: 0.5089 (0.5009) loss_giou_dn_2: 0.4648 (0.4718) loss_giou_dn_3: 0.4568 (0.4633) loss_giou_dn_4: 0.4540 (0.4613) loss_giou_dn_5: 0.4540 (0.4615) loss_vfl: 0.6804 (0.6969) loss_vfl_aux_0: 0.7968 (0.8124) loss_vfl_aux_1: 0.7470 (0.7584) loss_vfl_aux_2: 0.7081 (0.7238) loss_vfl_aux_3: 0.6821 (0.7077) loss_vfl_aux_4: 0.6660 (0.7000) loss_vfl_aux_5: 0.7587 (0.7891) loss_vfl_dn_0: 0.4561 (0.4617) loss_vfl_dn_1: 0.4012 (0.3978) loss_vfl_dn_2: 0.3780 (0.3819) loss_vfl_dn_3: 0.3689 (0.3744) loss_vfl_dn_4: 0.3640 (0.3716) loss_vfl_dn_5: 0.3629 (0.3708) time: 0.4698 data: 0.0133 max mem: 5654 Epoch: [28] [6400/7393] eta: 0:07:59 lr: 0.000010 loss: 16.9696 (16.5514) loss_bbox: 0.1657 (0.1612) loss_bbox_aux_0: 0.1684 (0.1745) loss_bbox_aux_1: 0.1638 (0.1663) loss_bbox_aux_2: 0.1603 (0.1638) loss_bbox_aux_3: 0.1618 (0.1617) loss_bbox_aux_4: 0.1639 (0.1612) loss_bbox_aux_5: 0.2010 (0.2142) loss_bbox_dn_0: 0.2476 (0.2878) loss_bbox_dn_1: 0.1962 (0.2185) loss_bbox_dn_2: 0.1797 (0.1964) loss_bbox_dn_3: 0.1775 (0.1893) loss_bbox_dn_4: 0.1763 (0.1878) loss_bbox_dn_5: 0.1773 (0.1878) loss_giou: 0.5121 (0.4903) loss_giou_aux_0: 0.5405 (0.5159) loss_giou_aux_1: 0.5191 (0.5007) loss_giou_aux_2: 0.5074 (0.4953) loss_giou_aux_3: 0.5092 (0.4917) loss_giou_aux_4: 0.5118 (0.4906) loss_giou_aux_5: 0.6072 (0.5841) loss_giou_dn_0: 0.6300 (0.6062) loss_giou_dn_1: 0.5261 (0.5011) loss_giou_dn_2: 0.4935 (0.4720) loss_giou_dn_3: 0.4860 (0.4635) loss_giou_dn_4: 0.4835 (0.4615) loss_giou_dn_5: 0.4837 (0.4617) loss_vfl: 0.6831 (0.6969) loss_vfl_aux_0: 0.7969 (0.8124) loss_vfl_aux_1: 0.7572 (0.7583) loss_vfl_aux_2: 0.7258 (0.7237) loss_vfl_aux_3: 0.6966 (0.7078) loss_vfl_aux_4: 0.6905 (0.7000) loss_vfl_aux_5: 0.7681 (0.7890) loss_vfl_dn_0: 0.4587 (0.4617) loss_vfl_dn_1: 0.3981 (0.3979) loss_vfl_dn_2: 0.3850 (0.3819) loss_vfl_dn_3: 0.3768 (0.3744) loss_vfl_dn_4: 0.3736 (0.3716) loss_vfl_dn_5: 0.3743 (0.3709) time: 0.4667 data: 0.0141 max mem: 5654 Epoch: [28] [6500/7393] eta: 0:07:10 lr: 0.000010 loss: 16.4387 (16.5508) loss_bbox: 0.1581 (0.1613) loss_bbox_aux_0: 0.1770 (0.1746) loss_bbox_aux_1: 0.1643 (0.1664) loss_bbox_aux_2: 0.1583 (0.1639) loss_bbox_aux_3: 0.1556 (0.1618) loss_bbox_aux_4: 0.1607 (0.1613) loss_bbox_aux_5: 0.2247 (0.2142) loss_bbox_dn_0: 0.3074 (0.2879) loss_bbox_dn_1: 0.2434 (0.2186) loss_bbox_dn_2: 0.2087 (0.1965) loss_bbox_dn_3: 0.1963 (0.1894) loss_bbox_dn_4: 0.1934 (0.1879) loss_bbox_dn_5: 0.1933 (0.1879) loss_giou: 0.4247 (0.4900) loss_giou_aux_0: 0.4358 (0.5157) loss_giou_aux_1: 0.4186 (0.5005) loss_giou_aux_2: 0.4223 (0.4951) loss_giou_aux_3: 0.4175 (0.4914) loss_giou_aux_4: 0.4215 (0.4903) loss_giou_aux_5: 0.5011 (0.5839) loss_giou_dn_0: 0.5499 (0.6060) loss_giou_dn_1: 0.4385 (0.5009) loss_giou_dn_2: 0.4143 (0.4718) loss_giou_dn_3: 0.4055 (0.4634) loss_giou_dn_4: 0.4035 (0.4614) loss_giou_dn_5: 0.4036 (0.4615) loss_vfl: 0.6931 (0.6970) loss_vfl_aux_0: 0.8070 (0.8125) loss_vfl_aux_1: 0.7669 (0.7583) loss_vfl_aux_2: 0.7172 (0.7238) loss_vfl_aux_3: 0.6999 (0.7078) loss_vfl_aux_4: 0.6957 (0.7001) loss_vfl_aux_5: 0.8097 (0.7892) loss_vfl_dn_0: 0.4645 (0.4617) loss_vfl_dn_1: 0.3937 (0.3978) loss_vfl_dn_2: 0.3736 (0.3819) loss_vfl_dn_3: 0.3654 (0.3744) loss_vfl_dn_4: 0.3623 (0.3716) loss_vfl_dn_5: 0.3608 (0.3708) time: 0.4763 data: 0.0135 max mem: 5654 Epoch: [28] [6600/7393] eta: 0:06:22 lr: 0.000010 loss: 16.6378 (16.5512) loss_bbox: 0.1613 (0.1612) loss_bbox_aux_0: 0.1696 (0.1745) loss_bbox_aux_1: 0.1626 (0.1663) loss_bbox_aux_2: 0.1690 (0.1638) loss_bbox_aux_3: 0.1660 (0.1617) loss_bbox_aux_4: 0.1582 (0.1612) loss_bbox_aux_5: 0.1999 (0.2142) loss_bbox_dn_0: 0.2789 (0.2878) loss_bbox_dn_1: 0.2028 (0.2186) loss_bbox_dn_2: 0.1874 (0.1965) loss_bbox_dn_3: 0.1810 (0.1894) loss_bbox_dn_4: 0.1809 (0.1879) loss_bbox_dn_5: 0.1809 (0.1879) loss_giou: 0.4191 (0.4900) loss_giou_aux_0: 0.4546 (0.5157) loss_giou_aux_1: 0.4396 (0.5005) loss_giou_aux_2: 0.4406 (0.4951) loss_giou_aux_3: 0.4243 (0.4914) loss_giou_aux_4: 0.4192 (0.4903) loss_giou_aux_5: 0.5316 (0.5840) loss_giou_dn_0: 0.5870 (0.6060) loss_giou_dn_1: 0.4758 (0.5010) loss_giou_dn_2: 0.4459 (0.4719) loss_giou_dn_3: 0.4436 (0.4634) loss_giou_dn_4: 0.4407 (0.4614) loss_giou_dn_5: 0.4410 (0.4616) loss_vfl: 0.7355 (0.6972) loss_vfl_aux_0: 0.8359 (0.8126) loss_vfl_aux_1: 0.7789 (0.7585) loss_vfl_aux_2: 0.7461 (0.7240) loss_vfl_aux_3: 0.7366 (0.7080) loss_vfl_aux_4: 0.7444 (0.7003) loss_vfl_aux_5: 0.8161 (0.7892) loss_vfl_dn_0: 0.4649 (0.4617) loss_vfl_dn_1: 0.4030 (0.3978) loss_vfl_dn_2: 0.3936 (0.3819) loss_vfl_dn_3: 0.3819 (0.3744) loss_vfl_dn_4: 0.3766 (0.3716) loss_vfl_dn_5: 0.3774 (0.3708) time: 0.4666 data: 0.0143 max mem: 5654 Epoch: [28] [6700/7393] eta: 0:05:34 lr: 0.000010 loss: 16.5036 (16.5522) loss_bbox: 0.1622 (0.1613) loss_bbox_aux_0: 0.1831 (0.1746) loss_bbox_aux_1: 0.1753 (0.1663) loss_bbox_aux_2: 0.1606 (0.1638) loss_bbox_aux_3: 0.1626 (0.1618) loss_bbox_aux_4: 0.1600 (0.1613) loss_bbox_aux_5: 0.2085 (0.2142) loss_bbox_dn_0: 0.2783 (0.2879) loss_bbox_dn_1: 0.1990 (0.2186) loss_bbox_dn_2: 0.1844 (0.1965) loss_bbox_dn_3: 0.1748 (0.1895) loss_bbox_dn_4: 0.1704 (0.1880) loss_bbox_dn_5: 0.1704 (0.1880) loss_giou: 0.4677 (0.4899) loss_giou_aux_0: 0.5123 (0.5156) loss_giou_aux_1: 0.4968 (0.5004) loss_giou_aux_2: 0.4834 (0.4950) loss_giou_aux_3: 0.4713 (0.4914) loss_giou_aux_4: 0.4676 (0.4902) loss_giou_aux_5: 0.5724 (0.5839) loss_giou_dn_0: 0.5996 (0.6061) loss_giou_dn_1: 0.5014 (0.5010) loss_giou_dn_2: 0.4719 (0.4719) loss_giou_dn_3: 0.4628 (0.4634) loss_giou_dn_4: 0.4598 (0.4614) loss_giou_dn_5: 0.4598 (0.4616) loss_vfl: 0.6983 (0.6972) loss_vfl_aux_0: 0.8098 (0.8126) loss_vfl_aux_1: 0.7520 (0.7585) loss_vfl_aux_2: 0.7353 (0.7241) loss_vfl_aux_3: 0.7080 (0.7080) loss_vfl_aux_4: 0.7063 (0.7003) loss_vfl_aux_5: 0.7776 (0.7893) loss_vfl_dn_0: 0.4602 (0.4617) loss_vfl_dn_1: 0.3970 (0.3979) loss_vfl_dn_2: 0.3832 (0.3819) loss_vfl_dn_3: 0.3780 (0.3744) loss_vfl_dn_4: 0.3767 (0.3716) loss_vfl_dn_5: 0.3759 (0.3708) time: 0.4653 data: 0.0142 max mem: 5654 Epoch: [28] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 16.6802 (16.5544) loss_bbox: 0.1633 (0.1613) loss_bbox_aux_0: 0.1792 (0.1746) loss_bbox_aux_1: 0.1746 (0.1663) loss_bbox_aux_2: 0.1701 (0.1638) loss_bbox_aux_3: 0.1675 (0.1618) loss_bbox_aux_4: 0.1656 (0.1612) loss_bbox_aux_5: 0.2098 (0.2142) loss_bbox_dn_0: 0.2637 (0.2878) loss_bbox_dn_1: 0.2073 (0.2185) loss_bbox_dn_2: 0.1803 (0.1964) loss_bbox_dn_3: 0.1763 (0.1894) loss_bbox_dn_4: 0.1748 (0.1879) loss_bbox_dn_5: 0.1750 (0.1879) loss_giou: 0.5096 (0.4902) loss_giou_aux_0: 0.5320 (0.5159) loss_giou_aux_1: 0.5144 (0.5007) loss_giou_aux_2: 0.5078 (0.4953) loss_giou_aux_3: 0.5131 (0.4917) loss_giou_aux_4: 0.5049 (0.4905) loss_giou_aux_5: 0.6004 (0.5841) loss_giou_dn_0: 0.6217 (0.6063) loss_giou_dn_1: 0.5238 (0.5012) loss_giou_dn_2: 0.4982 (0.4721) loss_giou_dn_3: 0.4906 (0.4637) loss_giou_dn_4: 0.4895 (0.4617) loss_giou_dn_5: 0.4897 (0.4618) loss_vfl: 0.6853 (0.6972) loss_vfl_aux_0: 0.8241 (0.8125) loss_vfl_aux_1: 0.7441 (0.7584) loss_vfl_aux_2: 0.7120 (0.7239) loss_vfl_aux_3: 0.6875 (0.7079) loss_vfl_aux_4: 0.6803 (0.7003) loss_vfl_aux_5: 0.7807 (0.7892) loss_vfl_dn_0: 0.4638 (0.4617) loss_vfl_dn_1: 0.4016 (0.3979) loss_vfl_dn_2: 0.3870 (0.3819) loss_vfl_dn_3: 0.3776 (0.3744) loss_vfl_dn_4: 0.3762 (0.3717) loss_vfl_dn_5: 0.3753 (0.3709) time: 0.4544 data: 0.0145 max mem: 5654 Epoch: [28] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.2940 (16.5532) loss_bbox: 0.1462 (0.1612) loss_bbox_aux_0: 0.1587 (0.1745) loss_bbox_aux_1: 0.1578 (0.1662) loss_bbox_aux_2: 0.1496 (0.1637) loss_bbox_aux_3: 0.1426 (0.1617) loss_bbox_aux_4: 0.1462 (0.1611) loss_bbox_aux_5: 0.1966 (0.2141) loss_bbox_dn_0: 0.2490 (0.2876) loss_bbox_dn_1: 0.1789 (0.2184) loss_bbox_dn_2: 0.1630 (0.1963) loss_bbox_dn_3: 0.1532 (0.1893) loss_bbox_dn_4: 0.1531 (0.1878) loss_bbox_dn_5: 0.1531 (0.1878) loss_giou: 0.4664 (0.4903) loss_giou_aux_0: 0.4944 (0.5159) loss_giou_aux_1: 0.4829 (0.5007) loss_giou_aux_2: 0.4768 (0.4953) loss_giou_aux_3: 0.4711 (0.4917) loss_giou_aux_4: 0.4720 (0.4905) loss_giou_aux_5: 0.5656 (0.5841) loss_giou_dn_0: 0.6019 (0.6064) loss_giou_dn_1: 0.4873 (0.5013) loss_giou_dn_2: 0.4579 (0.4722) loss_giou_dn_3: 0.4481 (0.4637) loss_giou_dn_4: 0.4454 (0.4617) loss_giou_dn_5: 0.4454 (0.4619) loss_vfl: 0.7143 (0.6972) loss_vfl_aux_0: 0.7879 (0.8124) loss_vfl_aux_1: 0.7640 (0.7584) loss_vfl_aux_2: 0.7202 (0.7240) loss_vfl_aux_3: 0.7209 (0.7080) loss_vfl_aux_4: 0.7008 (0.7003) loss_vfl_aux_5: 0.7749 (0.7891) loss_vfl_dn_0: 0.4571 (0.4617) loss_vfl_dn_1: 0.4015 (0.3979) loss_vfl_dn_2: 0.3852 (0.3819) loss_vfl_dn_3: 0.3784 (0.3744) loss_vfl_dn_4: 0.3753 (0.3717) loss_vfl_dn_5: 0.3739 (0.3709) time: 0.4631 data: 0.0154 max mem: 5654 Epoch: [28] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 16.9192 (16.5558) loss_bbox: 0.1415 (0.1612) loss_bbox_aux_0: 0.1564 (0.1745) loss_bbox_aux_1: 0.1579 (0.1663) loss_bbox_aux_2: 0.1488 (0.1638) loss_bbox_aux_3: 0.1402 (0.1617) loss_bbox_aux_4: 0.1446 (0.1612) loss_bbox_aux_5: 0.1842 (0.2140) loss_bbox_dn_0: 0.2525 (0.2875) loss_bbox_dn_1: 0.1801 (0.2183) loss_bbox_dn_2: 0.1592 (0.1963) loss_bbox_dn_3: 0.1486 (0.1892) loss_bbox_dn_4: 0.1465 (0.1877) loss_bbox_dn_5: 0.1466 (0.1877) loss_giou: 0.5403 (0.4905) loss_giou_aux_0: 0.5570 (0.5161) loss_giou_aux_1: 0.5389 (0.5010) loss_giou_aux_2: 0.5402 (0.4956) loss_giou_aux_3: 0.5364 (0.4919) loss_giou_aux_4: 0.5412 (0.4908) loss_giou_aux_5: 0.6237 (0.5843) loss_giou_dn_0: 0.6468 (0.6065) loss_giou_dn_1: 0.5347 (0.5014) loss_giou_dn_2: 0.5109 (0.4724) loss_giou_dn_3: 0.5062 (0.4639) loss_giou_dn_4: 0.5034 (0.4619) loss_giou_dn_5: 0.5034 (0.4621) loss_vfl: 0.6894 (0.6972) loss_vfl_aux_0: 0.7815 (0.8125) loss_vfl_aux_1: 0.7391 (0.7583) loss_vfl_aux_2: 0.7072 (0.7239) loss_vfl_aux_3: 0.6941 (0.7080) loss_vfl_aux_4: 0.6870 (0.7003) loss_vfl_aux_5: 0.7566 (0.7891) loss_vfl_dn_0: 0.4650 (0.4616) loss_vfl_dn_1: 0.4037 (0.3979) loss_vfl_dn_2: 0.3898 (0.3820) loss_vfl_dn_3: 0.3846 (0.3745) loss_vfl_dn_4: 0.3824 (0.3717) loss_vfl_dn_5: 0.3824 (0.3709) time: 0.4744 data: 0.0134 max mem: 5654 Epoch: [28] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 15.9963 (16.5546) loss_bbox: 0.1584 (0.1612) loss_bbox_aux_0: 0.1601 (0.1745) loss_bbox_aux_1: 0.1531 (0.1663) loss_bbox_aux_2: 0.1607 (0.1637) loss_bbox_aux_3: 0.1606 (0.1617) loss_bbox_aux_4: 0.1583 (0.1612) loss_bbox_aux_5: 0.1957 (0.2140) loss_bbox_dn_0: 0.2885 (0.2874) loss_bbox_dn_1: 0.2182 (0.2183) loss_bbox_dn_2: 0.1978 (0.1962) loss_bbox_dn_3: 0.1894 (0.1892) loss_bbox_dn_4: 0.1858 (0.1877) loss_bbox_dn_5: 0.1859 (0.1877) loss_giou: 0.4726 (0.4906) loss_giou_aux_0: 0.4716 (0.5162) loss_giou_aux_1: 0.4762 (0.5010) loss_giou_aux_2: 0.4734 (0.4956) loss_giou_aux_3: 0.4744 (0.4920) loss_giou_aux_4: 0.4730 (0.4908) loss_giou_aux_5: 0.5411 (0.5844) loss_giou_dn_0: 0.5832 (0.6065) loss_giou_dn_1: 0.4670 (0.5014) loss_giou_dn_2: 0.4336 (0.4724) loss_giou_dn_3: 0.4277 (0.4639) loss_giou_dn_4: 0.4262 (0.4619) loss_giou_dn_5: 0.4258 (0.4621) loss_vfl: 0.6789 (0.6971) loss_vfl_aux_0: 0.7719 (0.8123) loss_vfl_aux_1: 0.7228 (0.7581) loss_vfl_aux_2: 0.7213 (0.7237) loss_vfl_aux_3: 0.6805 (0.7078) loss_vfl_aux_4: 0.6657 (0.7001) loss_vfl_aux_5: 0.7369 (0.7890) loss_vfl_dn_0: 0.4571 (0.4616) loss_vfl_dn_1: 0.3877 (0.3979) loss_vfl_dn_2: 0.3689 (0.3820) loss_vfl_dn_3: 0.3614 (0.3744) loss_vfl_dn_4: 0.3614 (0.3717) loss_vfl_dn_5: 0.3609 (0.3709) time: 0.4564 data: 0.0135 max mem: 5654 Epoch: [28] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.6056 (16.5556) loss_bbox: 0.1446 (0.1612) loss_bbox_aux_0: 0.1616 (0.1745) loss_bbox_aux_1: 0.1443 (0.1662) loss_bbox_aux_2: 0.1408 (0.1637) loss_bbox_aux_3: 0.1476 (0.1617) loss_bbox_aux_4: 0.1448 (0.1612) loss_bbox_aux_5: 0.1928 (0.2139) loss_bbox_dn_0: 0.2645 (0.2874) loss_bbox_dn_1: 0.2007 (0.2183) loss_bbox_dn_2: 0.1803 (0.1962) loss_bbox_dn_3: 0.1721 (0.1892) loss_bbox_dn_4: 0.1701 (0.1877) loss_bbox_dn_5: 0.1701 (0.1877) loss_giou: 0.4539 (0.4906) loss_giou_aux_0: 0.4858 (0.5162) loss_giou_aux_1: 0.4559 (0.5011) loss_giou_aux_2: 0.4482 (0.4956) loss_giou_aux_3: 0.4563 (0.4920) loss_giou_aux_4: 0.4547 (0.4909) loss_giou_aux_5: 0.5549 (0.5845) loss_giou_dn_0: 0.5904 (0.6065) loss_giou_dn_1: 0.4780 (0.5015) loss_giou_dn_2: 0.4540 (0.4724) loss_giou_dn_3: 0.4435 (0.4639) loss_giou_dn_4: 0.4415 (0.4619) loss_giou_dn_5: 0.4417 (0.4621) loss_vfl: 0.7142 (0.6972) loss_vfl_aux_0: 0.8373 (0.8125) loss_vfl_aux_1: 0.7790 (0.7583) loss_vfl_aux_2: 0.7502 (0.7239) loss_vfl_aux_3: 0.7331 (0.7079) loss_vfl_aux_4: 0.7259 (0.7002) loss_vfl_aux_5: 0.8292 (0.7891) loss_vfl_dn_0: 0.4685 (0.4617) loss_vfl_dn_1: 0.3948 (0.3979) loss_vfl_dn_2: 0.3822 (0.3820) loss_vfl_dn_3: 0.3723 (0.3745) loss_vfl_dn_4: 0.3670 (0.3717) loss_vfl_dn_5: 0.3657 (0.3709) time: 0.4812 data: 0.0143 max mem: 5654 Epoch: [28] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.6879 (16.5561) loss_bbox: 0.1655 (0.1613) loss_bbox_aux_0: 0.1701 (0.1746) loss_bbox_aux_1: 0.1737 (0.1662) loss_bbox_aux_2: 0.1577 (0.1637) loss_bbox_aux_3: 0.1598 (0.1617) loss_bbox_aux_4: 0.1668 (0.1613) loss_bbox_aux_5: 0.2151 (0.2140) loss_bbox_dn_0: 0.2762 (0.2875) loss_bbox_dn_1: 0.2251 (0.2182) loss_bbox_dn_2: 0.1936 (0.1962) loss_bbox_dn_3: 0.1932 (0.1891) loss_bbox_dn_4: 0.1938 (0.1877) loss_bbox_dn_5: 0.1937 (0.1877) loss_giou: 0.4778 (0.4907) loss_giou_aux_0: 0.5028 (0.5163) loss_giou_aux_1: 0.4806 (0.5011) loss_giou_aux_2: 0.4669 (0.4957) loss_giou_aux_3: 0.4683 (0.4921) loss_giou_aux_4: 0.4705 (0.4910) loss_giou_aux_5: 0.5807 (0.5845) loss_giou_dn_0: 0.6148 (0.6065) loss_giou_dn_1: 0.5068 (0.5015) loss_giou_dn_2: 0.4699 (0.4724) loss_giou_dn_3: 0.4633 (0.4639) loss_giou_dn_4: 0.4587 (0.4619) loss_giou_dn_5: 0.4586 (0.4621) loss_vfl: 0.6830 (0.6971) loss_vfl_aux_0: 0.7994 (0.8125) loss_vfl_aux_1: 0.7359 (0.7583) loss_vfl_aux_2: 0.7258 (0.7239) loss_vfl_aux_3: 0.6906 (0.7078) loss_vfl_aux_4: 0.6783 (0.7001) loss_vfl_aux_5: 0.7800 (0.7891) loss_vfl_dn_0: 0.4591 (0.4617) loss_vfl_dn_1: 0.4004 (0.3979) loss_vfl_dn_2: 0.3850 (0.3820) loss_vfl_dn_3: 0.3783 (0.3744) loss_vfl_dn_4: 0.3745 (0.3717) loss_vfl_dn_5: 0.3746 (0.3709) time: 0.4707 data: 0.0153 max mem: 5654 Epoch: [28] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.3783 (16.5551) loss_bbox: 0.1396 (0.1612) loss_bbox_aux_0: 0.1614 (0.1745) loss_bbox_aux_1: 0.1468 (0.1662) loss_bbox_aux_2: 0.1396 (0.1637) loss_bbox_aux_3: 0.1352 (0.1617) loss_bbox_aux_4: 0.1393 (0.1612) loss_bbox_aux_5: 0.2023 (0.2139) loss_bbox_dn_0: 0.2635 (0.2872) loss_bbox_dn_1: 0.1948 (0.2181) loss_bbox_dn_2: 0.1760 (0.1960) loss_bbox_dn_3: 0.1716 (0.1890) loss_bbox_dn_4: 0.1697 (0.1875) loss_bbox_dn_5: 0.1697 (0.1875) loss_giou: 0.4659 (0.4907) loss_giou_aux_0: 0.4819 (0.5163) loss_giou_aux_1: 0.4696 (0.5011) loss_giou_aux_2: 0.4693 (0.4957) loss_giou_aux_3: 0.4546 (0.4921) loss_giou_aux_4: 0.4700 (0.4910) loss_giou_aux_5: 0.5674 (0.5846) loss_giou_dn_0: 0.5917 (0.6066) loss_giou_dn_1: 0.4963 (0.5015) loss_giou_dn_2: 0.4732 (0.4724) loss_giou_dn_3: 0.4647 (0.4639) loss_giou_dn_4: 0.4605 (0.4619) loss_giou_dn_5: 0.4605 (0.4621) loss_vfl: 0.7054 (0.6971) loss_vfl_aux_0: 0.7942 (0.8125) loss_vfl_aux_1: 0.7484 (0.7583) loss_vfl_aux_2: 0.7229 (0.7239) loss_vfl_aux_3: 0.7051 (0.7078) loss_vfl_aux_4: 0.7030 (0.7001) loss_vfl_aux_5: 0.7597 (0.7890) loss_vfl_dn_0: 0.4632 (0.4617) loss_vfl_dn_1: 0.4031 (0.3979) loss_vfl_dn_2: 0.3873 (0.3820) loss_vfl_dn_3: 0.3797 (0.3745) loss_vfl_dn_4: 0.3755 (0.3717) loss_vfl_dn_5: 0.3766 (0.3709) time: 0.4581 data: 0.0144 max mem: 5654 Epoch: [28] Total time: 0:59:16 (0.4811 s / it) Averaged stats: lr: 0.000010 loss: 16.3783 (16.5551) loss_bbox: 0.1396 (0.1612) loss_bbox_aux_0: 0.1614 (0.1745) loss_bbox_aux_1: 0.1468 (0.1662) loss_bbox_aux_2: 0.1396 (0.1637) loss_bbox_aux_3: 0.1352 (0.1617) loss_bbox_aux_4: 0.1393 (0.1612) loss_bbox_aux_5: 0.2023 (0.2139) loss_bbox_dn_0: 0.2635 (0.2872) loss_bbox_dn_1: 0.1948 (0.2181) loss_bbox_dn_2: 0.1760 (0.1960) loss_bbox_dn_3: 0.1716 (0.1890) loss_bbox_dn_4: 0.1697 (0.1875) loss_bbox_dn_5: 0.1697 (0.1875) loss_giou: 0.4659 (0.4907) loss_giou_aux_0: 0.4819 (0.5163) loss_giou_aux_1: 0.4696 (0.5011) loss_giou_aux_2: 0.4693 (0.4957) loss_giou_aux_3: 0.4546 (0.4921) loss_giou_aux_4: 0.4700 (0.4910) loss_giou_aux_5: 0.5674 (0.5846) loss_giou_dn_0: 0.5917 (0.6066) loss_giou_dn_1: 0.4963 (0.5015) loss_giou_dn_2: 0.4732 (0.4724) loss_giou_dn_3: 0.4647 (0.4639) loss_giou_dn_4: 0.4605 (0.4619) loss_giou_dn_5: 0.4605 (0.4621) loss_vfl: 0.7054 (0.6971) loss_vfl_aux_0: 0.7942 (0.8125) loss_vfl_aux_1: 0.7484 (0.7583) loss_vfl_aux_2: 0.7229 (0.7239) loss_vfl_aux_3: 0.7051 (0.7078) loss_vfl_aux_4: 0.7030 (0.7001) loss_vfl_aux_5: 0.7597 (0.7890) loss_vfl_dn_0: 0.4632 (0.4617) loss_vfl_dn_1: 0.4031 (0.3979) loss_vfl_dn_2: 0.3873 (0.3820) loss_vfl_dn_3: 0.3797 (0.3745) loss_vfl_dn_4: 0.3755 (0.3717) loss_vfl_dn_5: 0.3766 (0.3709) Test: [ 0/157] eta: 0:04:13 time: 1.6118 data: 1.1974 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5033 data: 0.1327 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3986 data: 0.0269 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3993 data: 0.0269 max mem: 5654 Test: [ 40/157] eta: 0:01:10 time: 0.7525 data: 0.0262 max mem: 5654 Test: [ 50/157] eta: 0:01:00 time: 0.7577 data: 0.0262 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.4032 data: 0.0265 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3927 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3934 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4004 data: 0.0266 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3918 data: 0.0270 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3932 data: 0.0264 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3893 data: 0.0258 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3869 data: 0.0264 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3867 data: 0.0266 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6585 data: 0.0263 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6457 data: 0.0256 max mem: 5654 Test: Total time: 0:01:15 (0.4828 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.54s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.697 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 28, 'coco_eval_bbox': 0.5162272004601466} Epoch: [29] [ 0/7393] eta: 14:02:50 lr: 0.000010 loss: 15.1671 (15.1671) loss_bbox: 0.1107 (0.1107) loss_bbox_aux_0: 0.1242 (0.1242) loss_bbox_aux_1: 0.1112 (0.1112) loss_bbox_aux_2: 0.1097 (0.1097) loss_bbox_aux_3: 0.1113 (0.1113) loss_bbox_aux_4: 0.1107 (0.1107) loss_bbox_aux_5: 0.1463 (0.1463) loss_bbox_dn_0: 0.2240 (0.2240) loss_bbox_dn_1: 0.1582 (0.1582) loss_bbox_dn_2: 0.1437 (0.1437) loss_bbox_dn_3: 0.1397 (0.1397) loss_bbox_dn_4: 0.1381 (0.1381) loss_bbox_dn_5: 0.1382 (0.1382) loss_giou: 0.5142 (0.5142) loss_giou_aux_0: 0.5332 (0.5332) loss_giou_aux_1: 0.5066 (0.5066) loss_giou_aux_2: 0.5019 (0.5019) loss_giou_aux_3: 0.5152 (0.5152) loss_giou_aux_4: 0.5141 (0.5141) loss_giou_aux_5: 0.5831 (0.5831) loss_giou_dn_0: 0.5831 (0.5831) loss_giou_dn_1: 0.4838 (0.4838) loss_giou_dn_2: 0.4604 (0.4604) loss_giou_dn_3: 0.4571 (0.4571) loss_giou_dn_4: 0.4549 (0.4549) loss_giou_dn_5: 0.4549 (0.4549) loss_vfl: 0.5925 (0.5925) loss_vfl_aux_0: 0.7148 (0.7148) loss_vfl_aux_1: 0.7234 (0.7234) loss_vfl_aux_2: 0.6353 (0.6353) loss_vfl_aux_3: 0.6059 (0.6059) loss_vfl_aux_4: 0.5915 (0.5915) loss_vfl_aux_5: 0.7365 (0.7365) loss_vfl_dn_0: 0.4551 (0.4551) loss_vfl_dn_1: 0.3769 (0.3769) loss_vfl_dn_2: 0.3581 (0.3581) loss_vfl_dn_3: 0.3521 (0.3521) loss_vfl_dn_4: 0.3466 (0.3466) loss_vfl_dn_5: 0.3497 (0.3497) time: 6.8403 data: 2.2589 max mem: 5654 Epoch: [29] [ 100/7393] eta: 1:03:47 lr: 0.000010 loss: 16.0962 (16.3238) loss_bbox: 0.1509 (0.1564) loss_bbox_aux_0: 0.1661 (0.1706) loss_bbox_aux_1: 0.1654 (0.1628) loss_bbox_aux_2: 0.1576 (0.1590) loss_bbox_aux_3: 0.1539 (0.1577) loss_bbox_aux_4: 0.1520 (0.1562) loss_bbox_aux_5: 0.2055 (0.2085) loss_bbox_dn_0: 0.2896 (0.2811) loss_bbox_dn_1: 0.2143 (0.2114) loss_bbox_dn_2: 0.1883 (0.1908) loss_bbox_dn_3: 0.1821 (0.1838) loss_bbox_dn_4: 0.1797 (0.1823) loss_bbox_dn_5: 0.1798 (0.1823) loss_giou: 0.4823 (0.4784) loss_giou_aux_0: 0.5128 (0.5060) loss_giou_aux_1: 0.4869 (0.4889) loss_giou_aux_2: 0.4815 (0.4836) loss_giou_aux_3: 0.4769 (0.4800) loss_giou_aux_4: 0.4823 (0.4777) loss_giou_aux_5: 0.5680 (0.5708) loss_giou_dn_0: 0.6043 (0.5976) loss_giou_dn_1: 0.4883 (0.4920) loss_giou_dn_2: 0.4602 (0.4643) loss_giou_dn_3: 0.4478 (0.4556) loss_giou_dn_4: 0.4453 (0.4536) loss_giou_dn_5: 0.4455 (0.4537) loss_vfl: 0.6766 (0.6937) loss_vfl_aux_0: 0.8106 (0.8137) loss_vfl_aux_1: 0.7579 (0.7558) loss_vfl_aux_2: 0.6771 (0.7192) loss_vfl_aux_3: 0.6780 (0.7038) loss_vfl_aux_4: 0.6841 (0.6984) loss_vfl_aux_5: 0.7998 (0.7930) loss_vfl_dn_0: 0.4602 (0.4619) loss_vfl_dn_1: 0.3899 (0.3953) loss_vfl_dn_2: 0.3776 (0.3789) loss_vfl_dn_3: 0.3698 (0.3705) loss_vfl_dn_4: 0.3682 (0.3676) loss_vfl_dn_5: 0.3667 (0.3668) time: 0.4615 data: 0.0135 max mem: 5654 Epoch: [29] [ 200/7393] eta: 0:59:12 lr: 0.000010 loss: 16.4338 (16.4116) loss_bbox: 0.1657 (0.1599) loss_bbox_aux_0: 0.1741 (0.1739) loss_bbox_aux_1: 0.1701 (0.1656) loss_bbox_aux_2: 0.1705 (0.1629) loss_bbox_aux_3: 0.1673 (0.1611) loss_bbox_aux_4: 0.1679 (0.1599) loss_bbox_aux_5: 0.2111 (0.2116) loss_bbox_dn_0: 0.2644 (0.2857) loss_bbox_dn_1: 0.2045 (0.2161) loss_bbox_dn_2: 0.1709 (0.1949) loss_bbox_dn_3: 0.1668 (0.1877) loss_bbox_dn_4: 0.1637 (0.1862) loss_bbox_dn_5: 0.1637 (0.1862) loss_giou: 0.4376 (0.4822) loss_giou_aux_0: 0.4692 (0.5097) loss_giou_aux_1: 0.4543 (0.4927) loss_giou_aux_2: 0.4519 (0.4881) loss_giou_aux_3: 0.4384 (0.4840) loss_giou_aux_4: 0.4373 (0.4820) loss_giou_aux_5: 0.5337 (0.5756) loss_giou_dn_0: 0.5898 (0.6018) loss_giou_dn_1: 0.4925 (0.4959) loss_giou_dn_2: 0.4658 (0.4673) loss_giou_dn_3: 0.4576 (0.4586) loss_giou_dn_4: 0.4555 (0.4565) loss_giou_dn_5: 0.4556 (0.4566) loss_vfl: 0.6661 (0.6921) loss_vfl_aux_0: 0.7841 (0.8111) loss_vfl_aux_1: 0.7161 (0.7548) loss_vfl_aux_2: 0.7101 (0.7173) loss_vfl_aux_3: 0.6695 (0.7012) loss_vfl_aux_4: 0.6720 (0.6950) loss_vfl_aux_5: 0.7695 (0.7895) loss_vfl_dn_0: 0.4535 (0.4616) loss_vfl_dn_1: 0.4002 (0.3962) loss_vfl_dn_2: 0.3809 (0.3799) loss_vfl_dn_3: 0.3685 (0.3722) loss_vfl_dn_4: 0.3676 (0.3694) loss_vfl_dn_5: 0.3660 (0.3684) time: 0.4573 data: 0.0132 max mem: 5654 Epoch: [29] [ 300/7393] eta: 0:57:07 lr: 0.000010 loss: 16.3302 (16.4055) loss_bbox: 0.1544 (0.1594) loss_bbox_aux_0: 0.1644 (0.1725) loss_bbox_aux_1: 0.1551 (0.1638) loss_bbox_aux_2: 0.1547 (0.1614) loss_bbox_aux_3: 0.1527 (0.1601) loss_bbox_aux_4: 0.1530 (0.1591) loss_bbox_aux_5: 0.1994 (0.2116) loss_bbox_dn_0: 0.2570 (0.2830) loss_bbox_dn_1: 0.1936 (0.2134) loss_bbox_dn_2: 0.1774 (0.1918) loss_bbox_dn_3: 0.1679 (0.1846) loss_bbox_dn_4: 0.1665 (0.1832) loss_bbox_dn_5: 0.1661 (0.1832) loss_giou: 0.5023 (0.4847) loss_giou_aux_0: 0.5303 (0.5115) loss_giou_aux_1: 0.5297 (0.4947) loss_giou_aux_2: 0.5116 (0.4902) loss_giou_aux_3: 0.5181 (0.4863) loss_giou_aux_4: 0.5045 (0.4845) loss_giou_aux_5: 0.6091 (0.5793) loss_giou_dn_0: 0.6107 (0.6028) loss_giou_dn_1: 0.5294 (0.4969) loss_giou_dn_2: 0.4941 (0.4680) loss_giou_dn_3: 0.4871 (0.4593) loss_giou_dn_4: 0.4840 (0.4572) loss_giou_dn_5: 0.4840 (0.4574) loss_vfl: 0.6652 (0.6916) loss_vfl_aux_0: 0.7896 (0.8104) loss_vfl_aux_1: 0.7544 (0.7550) loss_vfl_aux_2: 0.6983 (0.7174) loss_vfl_aux_3: 0.6918 (0.7017) loss_vfl_aux_4: 0.6777 (0.6949) loss_vfl_aux_5: 0.7766 (0.7839) loss_vfl_dn_0: 0.4574 (0.4616) loss_vfl_dn_1: 0.3975 (0.3967) loss_vfl_dn_2: 0.3842 (0.3805) loss_vfl_dn_3: 0.3782 (0.3729) loss_vfl_dn_4: 0.3752 (0.3701) loss_vfl_dn_5: 0.3722 (0.3691) time: 0.4612 data: 0.0132 max mem: 5654 Epoch: [29] [ 400/7393] eta: 0:55:39 lr: 0.000010 loss: 16.6623 (16.4018) loss_bbox: 0.1608 (0.1607) loss_bbox_aux_0: 0.1822 (0.1743) loss_bbox_aux_1: 0.1561 (0.1656) loss_bbox_aux_2: 0.1534 (0.1632) loss_bbox_aux_3: 0.1525 (0.1611) loss_bbox_aux_4: 0.1551 (0.1604) loss_bbox_aux_5: 0.2303 (0.2143) loss_bbox_dn_0: 0.3056 (0.2865) loss_bbox_dn_1: 0.2283 (0.2163) loss_bbox_dn_2: 0.2015 (0.1944) loss_bbox_dn_3: 0.1943 (0.1870) loss_bbox_dn_4: 0.1935 (0.1854) loss_bbox_dn_5: 0.1934 (0.1854) loss_giou: 0.4553 (0.4802) loss_giou_aux_0: 0.4832 (0.5064) loss_giou_aux_1: 0.4715 (0.4903) loss_giou_aux_2: 0.4685 (0.4858) loss_giou_aux_3: 0.4524 (0.4811) loss_giou_aux_4: 0.4505 (0.4801) loss_giou_aux_5: 0.5506 (0.5749) loss_giou_dn_0: 0.5785 (0.5999) loss_giou_dn_1: 0.4767 (0.4938) loss_giou_dn_2: 0.4455 (0.4650) loss_giou_dn_3: 0.4326 (0.4561) loss_giou_dn_4: 0.4305 (0.4540) loss_giou_dn_5: 0.4306 (0.4542) loss_vfl: 0.6975 (0.6952) loss_vfl_aux_0: 0.8231 (0.8138) loss_vfl_aux_1: 0.7832 (0.7586) loss_vfl_aux_2: 0.7261 (0.7200) loss_vfl_aux_3: 0.7187 (0.7064) loss_vfl_aux_4: 0.7112 (0.6988) loss_vfl_aux_5: 0.7916 (0.7853) loss_vfl_dn_0: 0.4637 (0.4612) loss_vfl_dn_1: 0.3985 (0.3962) loss_vfl_dn_2: 0.3787 (0.3799) loss_vfl_dn_3: 0.3697 (0.3723) loss_vfl_dn_4: 0.3685 (0.3695) loss_vfl_dn_5: 0.3689 (0.3686) time: 0.4478 data: 0.0134 max mem: 5654 Epoch: [29] [ 500/7393] eta: 0:54:40 lr: 0.000010 loss: 17.1294 (16.4357) loss_bbox: 0.1521 (0.1601) loss_bbox_aux_0: 0.1739 (0.1735) loss_bbox_aux_1: 0.1626 (0.1650) loss_bbox_aux_2: 0.1566 (0.1626) loss_bbox_aux_3: 0.1512 (0.1604) loss_bbox_aux_4: 0.1548 (0.1600) loss_bbox_aux_5: 0.2304 (0.2134) loss_bbox_dn_0: 0.2769 (0.2874) loss_bbox_dn_1: 0.2162 (0.2169) loss_bbox_dn_2: 0.1950 (0.1951) loss_bbox_dn_3: 0.1883 (0.1879) loss_bbox_dn_4: 0.1862 (0.1863) loss_bbox_dn_5: 0.1859 (0.1863) loss_giou: 0.5107 (0.4812) loss_giou_aux_0: 0.5320 (0.5071) loss_giou_aux_1: 0.5316 (0.4914) loss_giou_aux_2: 0.5199 (0.4869) loss_giou_aux_3: 0.5115 (0.4820) loss_giou_aux_4: 0.5057 (0.4810) loss_giou_aux_5: 0.6203 (0.5759) loss_giou_dn_0: 0.6297 (0.6019) loss_giou_dn_1: 0.5280 (0.4956) loss_giou_dn_2: 0.4944 (0.4667) loss_giou_dn_3: 0.4840 (0.4580) loss_giou_dn_4: 0.4826 (0.4560) loss_giou_dn_5: 0.4830 (0.4561) loss_vfl: 0.6959 (0.6970) loss_vfl_aux_0: 0.8021 (0.8161) loss_vfl_aux_1: 0.7794 (0.7605) loss_vfl_aux_2: 0.7271 (0.7218) loss_vfl_aux_3: 0.7108 (0.7083) loss_vfl_aux_4: 0.6991 (0.7007) loss_vfl_aux_5: 0.7653 (0.7867) loss_vfl_dn_0: 0.4592 (0.4611) loss_vfl_dn_1: 0.3921 (0.3964) loss_vfl_dn_2: 0.3747 (0.3803) loss_vfl_dn_3: 0.3668 (0.3728) loss_vfl_dn_4: 0.3633 (0.3699) loss_vfl_dn_5: 0.3645 (0.3691) time: 0.4730 data: 0.0140 max mem: 5654 Epoch: [29] [ 600/7393] eta: 0:53:49 lr: 0.000010 loss: 16.9521 (16.4766) loss_bbox: 0.1573 (0.1605) loss_bbox_aux_0: 0.1740 (0.1744) loss_bbox_aux_1: 0.1679 (0.1653) loss_bbox_aux_2: 0.1661 (0.1627) loss_bbox_aux_3: 0.1592 (0.1606) loss_bbox_aux_4: 0.1572 (0.1602) loss_bbox_aux_5: 0.2090 (0.2140) loss_bbox_dn_0: 0.2727 (0.2865) loss_bbox_dn_1: 0.2084 (0.2164) loss_bbox_dn_2: 0.1840 (0.1946) loss_bbox_dn_3: 0.1777 (0.1875) loss_bbox_dn_4: 0.1760 (0.1860) loss_bbox_dn_5: 0.1760 (0.1860) loss_giou: 0.5045 (0.4850) loss_giou_aux_0: 0.5326 (0.5111) loss_giou_aux_1: 0.5178 (0.4952) loss_giou_aux_2: 0.5052 (0.4904) loss_giou_aux_3: 0.5043 (0.4857) loss_giou_aux_4: 0.5080 (0.4849) loss_giou_aux_5: 0.5998 (0.5796) loss_giou_dn_0: 0.6292 (0.6031) loss_giou_dn_1: 0.5094 (0.4968) loss_giou_dn_2: 0.4813 (0.4679) loss_giou_dn_3: 0.4731 (0.4593) loss_giou_dn_4: 0.4711 (0.4572) loss_giou_dn_5: 0.4714 (0.4574) loss_vfl: 0.6919 (0.6980) loss_vfl_aux_0: 0.8087 (0.8154) loss_vfl_aux_1: 0.7510 (0.7617) loss_vfl_aux_2: 0.7241 (0.7243) loss_vfl_aux_3: 0.7237 (0.7099) loss_vfl_aux_4: 0.6995 (0.7018) loss_vfl_aux_5: 0.7777 (0.7870) loss_vfl_dn_0: 0.4663 (0.4615) loss_vfl_dn_1: 0.4042 (0.3964) loss_vfl_dn_2: 0.3878 (0.3804) loss_vfl_dn_3: 0.3796 (0.3728) loss_vfl_dn_4: 0.3770 (0.3700) loss_vfl_dn_5: 0.3746 (0.3691) time: 0.4642 data: 0.0144 max mem: 5654 Epoch: [29] [ 700/7393] eta: 0:53:05 lr: 0.000010 loss: 15.7747 (16.4619) loss_bbox: 0.1531 (0.1605) loss_bbox_aux_0: 0.1714 (0.1742) loss_bbox_aux_1: 0.1586 (0.1648) loss_bbox_aux_2: 0.1609 (0.1627) loss_bbox_aux_3: 0.1578 (0.1606) loss_bbox_aux_4: 0.1574 (0.1602) loss_bbox_aux_5: 0.2022 (0.2145) loss_bbox_dn_0: 0.2829 (0.2877) loss_bbox_dn_1: 0.2071 (0.2173) loss_bbox_dn_2: 0.1895 (0.1954) loss_bbox_dn_3: 0.1836 (0.1884) loss_bbox_dn_4: 0.1830 (0.1868) loss_bbox_dn_5: 0.1829 (0.1868) loss_giou: 0.4181 (0.4815) loss_giou_aux_0: 0.4447 (0.5071) loss_giou_aux_1: 0.4232 (0.4912) loss_giou_aux_2: 0.4331 (0.4867) loss_giou_aux_3: 0.4175 (0.4822) loss_giou_aux_4: 0.4162 (0.4814) loss_giou_aux_5: 0.5170 (0.5760) loss_giou_dn_0: 0.5664 (0.6013) loss_giou_dn_1: 0.4529 (0.4947) loss_giou_dn_2: 0.4305 (0.4660) loss_giou_dn_3: 0.4159 (0.4574) loss_giou_dn_4: 0.4134 (0.4554) loss_giou_dn_5: 0.4134 (0.4555) loss_vfl: 0.6963 (0.6992) loss_vfl_aux_0: 0.8441 (0.8186) loss_vfl_aux_1: 0.8013 (0.7654) loss_vfl_aux_2: 0.7466 (0.7267) loss_vfl_aux_3: 0.7250 (0.7118) loss_vfl_aux_4: 0.7079 (0.7031) loss_vfl_aux_5: 0.8096 (0.7903) loss_vfl_dn_0: 0.4647 (0.4617) loss_vfl_dn_1: 0.3869 (0.3964) loss_vfl_dn_2: 0.3774 (0.3805) loss_vfl_dn_3: 0.3703 (0.3729) loss_vfl_dn_4: 0.3678 (0.3700) loss_vfl_dn_5: 0.3662 (0.3691) time: 0.4752 data: 0.0137 max mem: 5654 Epoch: [29] [ 800/7393] eta: 0:52:15 lr: 0.000010 loss: 16.7466 (16.4689) loss_bbox: 0.1578 (0.1606) loss_bbox_aux_0: 0.1595 (0.1739) loss_bbox_aux_1: 0.1618 (0.1647) loss_bbox_aux_2: 0.1557 (0.1627) loss_bbox_aux_3: 0.1542 (0.1609) loss_bbox_aux_4: 0.1554 (0.1605) loss_bbox_aux_5: 0.2067 (0.2143) loss_bbox_dn_0: 0.2511 (0.2885) loss_bbox_dn_1: 0.1977 (0.2178) loss_bbox_dn_2: 0.1804 (0.1958) loss_bbox_dn_3: 0.1738 (0.1887) loss_bbox_dn_4: 0.1732 (0.1872) loss_bbox_dn_5: 0.1731 (0.1872) loss_giou: 0.5174 (0.4822) loss_giou_aux_0: 0.5506 (0.5075) loss_giou_aux_1: 0.5217 (0.4915) loss_giou_aux_2: 0.5167 (0.4873) loss_giou_aux_3: 0.5192 (0.4831) loss_giou_aux_4: 0.5172 (0.4822) loss_giou_aux_5: 0.6239 (0.5770) loss_giou_dn_0: 0.6210 (0.6017) loss_giou_dn_1: 0.5170 (0.4951) loss_giou_dn_2: 0.4865 (0.4661) loss_giou_dn_3: 0.4797 (0.4576) loss_giou_dn_4: 0.4771 (0.4555) loss_giou_dn_5: 0.4772 (0.4557) loss_vfl: 0.6955 (0.6989) loss_vfl_aux_0: 0.8088 (0.8186) loss_vfl_aux_1: 0.7620 (0.7655) loss_vfl_aux_2: 0.7345 (0.7268) loss_vfl_aux_3: 0.7230 (0.7113) loss_vfl_aux_4: 0.7065 (0.7026) loss_vfl_aux_5: 0.7574 (0.7902) loss_vfl_dn_0: 0.4598 (0.4615) loss_vfl_dn_1: 0.4010 (0.3965) loss_vfl_dn_2: 0.3821 (0.3804) loss_vfl_dn_3: 0.3767 (0.3727) loss_vfl_dn_4: 0.3759 (0.3698) loss_vfl_dn_5: 0.3758 (0.3690) time: 0.4630 data: 0.0143 max mem: 5654 Epoch: [29] [ 900/7393] eta: 0:51:25 lr: 0.000010 loss: 16.4354 (16.4735) loss_bbox: 0.1681 (0.1602) loss_bbox_aux_0: 0.1801 (0.1735) loss_bbox_aux_1: 0.1726 (0.1645) loss_bbox_aux_2: 0.1656 (0.1624) loss_bbox_aux_3: 0.1659 (0.1605) loss_bbox_aux_4: 0.1701 (0.1601) loss_bbox_aux_5: 0.2281 (0.2141) loss_bbox_dn_0: 0.3136 (0.2877) loss_bbox_dn_1: 0.2359 (0.2174) loss_bbox_dn_2: 0.2162 (0.1954) loss_bbox_dn_3: 0.2111 (0.1883) loss_bbox_dn_4: 0.2059 (0.1868) loss_bbox_dn_5: 0.2059 (0.1868) loss_giou: 0.4407 (0.4827) loss_giou_aux_0: 0.4625 (0.5083) loss_giou_aux_1: 0.4481 (0.4924) loss_giou_aux_2: 0.4564 (0.4881) loss_giou_aux_3: 0.4501 (0.4837) loss_giou_aux_4: 0.4382 (0.4828) loss_giou_aux_5: 0.5472 (0.5781) loss_giou_dn_0: 0.5732 (0.6018) loss_giou_dn_1: 0.4728 (0.4954) loss_giou_dn_2: 0.4409 (0.4666) loss_giou_dn_3: 0.4311 (0.4580) loss_giou_dn_4: 0.4264 (0.4560) loss_giou_dn_5: 0.4264 (0.4561) loss_vfl: 0.7309 (0.6996) loss_vfl_aux_0: 0.8498 (0.8182) loss_vfl_aux_1: 0.8006 (0.7659) loss_vfl_aux_2: 0.7608 (0.7268) loss_vfl_aux_3: 0.7474 (0.7118) loss_vfl_aux_4: 0.7411 (0.7031) loss_vfl_aux_5: 0.8103 (0.7896) loss_vfl_dn_0: 0.4642 (0.4615) loss_vfl_dn_1: 0.3919 (0.3965) loss_vfl_dn_2: 0.3778 (0.3806) loss_vfl_dn_3: 0.3726 (0.3729) loss_vfl_dn_4: 0.3704 (0.3701) loss_vfl_dn_5: 0.3678 (0.3692) time: 0.4737 data: 0.0136 max mem: 5654 Epoch: [29] [1000/7393] eta: 0:50:40 lr: 0.000010 loss: 16.4735 (16.4932) loss_bbox: 0.1622 (0.1605) loss_bbox_aux_0: 0.1690 (0.1743) loss_bbox_aux_1: 0.1596 (0.1651) loss_bbox_aux_2: 0.1609 (0.1629) loss_bbox_aux_3: 0.1652 (0.1610) loss_bbox_aux_4: 0.1646 (0.1605) loss_bbox_aux_5: 0.2193 (0.2150) loss_bbox_dn_0: 0.2901 (0.2886) loss_bbox_dn_1: 0.2237 (0.2183) loss_bbox_dn_2: 0.1966 (0.1961) loss_bbox_dn_3: 0.1893 (0.1890) loss_bbox_dn_4: 0.1893 (0.1875) loss_bbox_dn_5: 0.1893 (0.1875) loss_giou: 0.4539 (0.4840) loss_giou_aux_0: 0.4562 (0.5096) loss_giou_aux_1: 0.4513 (0.4937) loss_giou_aux_2: 0.4559 (0.4894) loss_giou_aux_3: 0.4443 (0.4851) loss_giou_aux_4: 0.4427 (0.4841) loss_giou_aux_5: 0.5324 (0.5792) loss_giou_dn_0: 0.5976 (0.6023) loss_giou_dn_1: 0.4926 (0.4963) loss_giou_dn_2: 0.4616 (0.4674) loss_giou_dn_3: 0.4522 (0.4588) loss_giou_dn_4: 0.4481 (0.4567) loss_giou_dn_5: 0.4481 (0.4569) loss_vfl: 0.6964 (0.6994) loss_vfl_aux_0: 0.8222 (0.8178) loss_vfl_aux_1: 0.7532 (0.7651) loss_vfl_aux_2: 0.7334 (0.7264) loss_vfl_aux_3: 0.6914 (0.7114) loss_vfl_aux_4: 0.6849 (0.7028) loss_vfl_aux_5: 0.8040 (0.7895) loss_vfl_dn_0: 0.4671 (0.4614) loss_vfl_dn_1: 0.3952 (0.3966) loss_vfl_dn_2: 0.3788 (0.3807) loss_vfl_dn_3: 0.3696 (0.3730) loss_vfl_dn_4: 0.3666 (0.3701) loss_vfl_dn_5: 0.3655 (0.3692) time: 0.4698 data: 0.0137 max mem: 5654 Epoch: [29] [1100/7393] eta: 0:50:32 lr: 0.000010 loss: 16.2108 (16.4759) loss_bbox: 0.1504 (0.1605) loss_bbox_aux_0: 0.1721 (0.1746) loss_bbox_aux_1: 0.1629 (0.1650) loss_bbox_aux_2: 0.1581 (0.1628) loss_bbox_aux_3: 0.1505 (0.1610) loss_bbox_aux_4: 0.1522 (0.1605) loss_bbox_aux_5: 0.2032 (0.2153) loss_bbox_dn_0: 0.2534 (0.2891) loss_bbox_dn_1: 0.1905 (0.2187) loss_bbox_dn_2: 0.1770 (0.1964) loss_bbox_dn_3: 0.1736 (0.1893) loss_bbox_dn_4: 0.1710 (0.1878) loss_bbox_dn_5: 0.1709 (0.1878) loss_giou: 0.4336 (0.4831) loss_giou_aux_0: 0.4492 (0.5090) loss_giou_aux_1: 0.4295 (0.4928) loss_giou_aux_2: 0.4272 (0.4884) loss_giou_aux_3: 0.4308 (0.4843) loss_giou_aux_4: 0.4302 (0.4832) loss_giou_aux_5: 0.5209 (0.5785) loss_giou_dn_0: 0.5718 (0.6016) loss_giou_dn_1: 0.4636 (0.4956) loss_giou_dn_2: 0.4300 (0.4667) loss_giou_dn_3: 0.4205 (0.4581) loss_giou_dn_4: 0.4196 (0.4560) loss_giou_dn_5: 0.4201 (0.4562) loss_vfl: 0.6683 (0.6985) loss_vfl_aux_0: 0.7888 (0.8162) loss_vfl_aux_1: 0.7190 (0.7635) loss_vfl_aux_2: 0.6838 (0.7252) loss_vfl_aux_3: 0.6739 (0.7101) loss_vfl_aux_4: 0.6641 (0.7017) loss_vfl_aux_5: 0.7991 (0.7886) loss_vfl_dn_0: 0.4570 (0.4611) loss_vfl_dn_1: 0.3930 (0.3965) loss_vfl_dn_2: 0.3809 (0.3804) loss_vfl_dn_3: 0.3717 (0.3728) loss_vfl_dn_4: 0.3723 (0.3699) loss_vfl_dn_5: 0.3699 (0.3690) time: 0.8338 data: 0.0144 max mem: 5654 Epoch: [29] [1200/7393] eta: 0:49:36 lr: 0.000010 loss: 16.3801 (16.4855) loss_bbox: 0.1679 (0.1611) loss_bbox_aux_0: 0.1863 (0.1747) loss_bbox_aux_1: 0.1736 (0.1654) loss_bbox_aux_2: 0.1698 (0.1633) loss_bbox_aux_3: 0.1674 (0.1615) loss_bbox_aux_4: 0.1673 (0.1610) loss_bbox_aux_5: 0.2218 (0.2155) loss_bbox_dn_0: 0.2793 (0.2898) loss_bbox_dn_1: 0.2124 (0.2193) loss_bbox_dn_2: 0.1903 (0.1971) loss_bbox_dn_3: 0.1890 (0.1900) loss_bbox_dn_4: 0.1867 (0.1885) loss_bbox_dn_5: 0.1866 (0.1885) loss_giou: 0.4175 (0.4829) loss_giou_aux_0: 0.4626 (0.5085) loss_giou_aux_1: 0.4366 (0.4926) loss_giou_aux_2: 0.4210 (0.4882) loss_giou_aux_3: 0.4251 (0.4839) loss_giou_aux_4: 0.4261 (0.4830) loss_giou_aux_5: 0.5087 (0.5778) loss_giou_dn_0: 0.5494 (0.6012) loss_giou_dn_1: 0.4333 (0.4953) loss_giou_dn_2: 0.4105 (0.4663) loss_giou_dn_3: 0.4035 (0.4577) loss_giou_dn_4: 0.4034 (0.4557) loss_giou_dn_5: 0.4034 (0.4558) loss_vfl: 0.6871 (0.6996) loss_vfl_aux_0: 0.8171 (0.8171) loss_vfl_aux_1: 0.7494 (0.7642) loss_vfl_aux_2: 0.7118 (0.7260) loss_vfl_aux_3: 0.7025 (0.7112) loss_vfl_aux_4: 0.6855 (0.7029) loss_vfl_aux_5: 0.8034 (0.7896) loss_vfl_dn_0: 0.4613 (0.4611) loss_vfl_dn_1: 0.3954 (0.3966) loss_vfl_dn_2: 0.3813 (0.3804) loss_vfl_dn_3: 0.3746 (0.3728) loss_vfl_dn_4: 0.3698 (0.3699) loss_vfl_dn_5: 0.3672 (0.3691) time: 0.4684 data: 0.0141 max mem: 5654 Epoch: [29] [1300/7393] eta: 0:48:47 lr: 0.000010 loss: 16.3638 (16.4995) loss_bbox: 0.1608 (0.1613) loss_bbox_aux_0: 0.1701 (0.1749) loss_bbox_aux_1: 0.1645 (0.1655) loss_bbox_aux_2: 0.1528 (0.1636) loss_bbox_aux_3: 0.1603 (0.1618) loss_bbox_aux_4: 0.1619 (0.1612) loss_bbox_aux_5: 0.2204 (0.2156) loss_bbox_dn_0: 0.2766 (0.2902) loss_bbox_dn_1: 0.2218 (0.2199) loss_bbox_dn_2: 0.2072 (0.1977) loss_bbox_dn_3: 0.2009 (0.1906) loss_bbox_dn_4: 0.1999 (0.1891) loss_bbox_dn_5: 0.1998 (0.1891) loss_giou: 0.4912 (0.4831) loss_giou_aux_0: 0.5119 (0.5088) loss_giou_aux_1: 0.4951 (0.4929) loss_giou_aux_2: 0.4931 (0.4886) loss_giou_aux_3: 0.4851 (0.4842) loss_giou_aux_4: 0.4951 (0.4831) loss_giou_aux_5: 0.5723 (0.5777) loss_giou_dn_0: 0.6082 (0.6016) loss_giou_dn_1: 0.4980 (0.4957) loss_giou_dn_2: 0.4704 (0.4668) loss_giou_dn_3: 0.4650 (0.4582) loss_giou_dn_4: 0.4625 (0.4562) loss_giou_dn_5: 0.4628 (0.4563) loss_vfl: 0.6921 (0.7003) loss_vfl_aux_0: 0.7805 (0.8172) loss_vfl_aux_1: 0.7399 (0.7646) loss_vfl_aux_2: 0.7280 (0.7263) loss_vfl_aux_3: 0.7121 (0.7118) loss_vfl_aux_4: 0.7068 (0.7037) loss_vfl_aux_5: 0.7671 (0.7900) loss_vfl_dn_0: 0.4627 (0.4612) loss_vfl_dn_1: 0.3967 (0.3968) loss_vfl_dn_2: 0.3818 (0.3808) loss_vfl_dn_3: 0.3709 (0.3732) loss_vfl_dn_4: 0.3722 (0.3703) loss_vfl_dn_5: 0.3725 (0.3695) time: 0.4834 data: 0.0139 max mem: 5654 Epoch: [29] [1400/7393] eta: 0:47:55 lr: 0.000010 loss: 16.2341 (16.4923) loss_bbox: 0.1430 (0.1613) loss_bbox_aux_0: 0.1634 (0.1750) loss_bbox_aux_1: 0.1495 (0.1656) loss_bbox_aux_2: 0.1445 (0.1636) loss_bbox_aux_3: 0.1417 (0.1617) loss_bbox_aux_4: 0.1464 (0.1612) loss_bbox_aux_5: 0.1965 (0.2158) loss_bbox_dn_0: 0.2684 (0.2909) loss_bbox_dn_1: 0.2020 (0.2204) loss_bbox_dn_2: 0.1805 (0.1981) loss_bbox_dn_3: 0.1742 (0.1909) loss_bbox_dn_4: 0.1729 (0.1894) loss_bbox_dn_5: 0.1729 (0.1894) loss_giou: 0.4466 (0.4828) loss_giou_aux_0: 0.4819 (0.5082) loss_giou_aux_1: 0.4517 (0.4925) loss_giou_aux_2: 0.4505 (0.4880) loss_giou_aux_3: 0.4468 (0.4838) loss_giou_aux_4: 0.4471 (0.4828) loss_giou_aux_5: 0.5603 (0.5774) loss_giou_dn_0: 0.5785 (0.6013) loss_giou_dn_1: 0.4732 (0.4955) loss_giou_dn_2: 0.4451 (0.4666) loss_giou_dn_3: 0.4311 (0.4580) loss_giou_dn_4: 0.4280 (0.4559) loss_giou_dn_5: 0.4284 (0.4561) loss_vfl: 0.7079 (0.6996) loss_vfl_aux_0: 0.8024 (0.8163) loss_vfl_aux_1: 0.7715 (0.7635) loss_vfl_aux_2: 0.7435 (0.7257) loss_vfl_aux_3: 0.7305 (0.7111) loss_vfl_aux_4: 0.7181 (0.7028) loss_vfl_aux_5: 0.7799 (0.7898) loss_vfl_dn_0: 0.4634 (0.4613) loss_vfl_dn_1: 0.3941 (0.3968) loss_vfl_dn_2: 0.3773 (0.3807) loss_vfl_dn_3: 0.3688 (0.3731) loss_vfl_dn_4: 0.3650 (0.3702) loss_vfl_dn_5: 0.3634 (0.3694) time: 0.4789 data: 0.0148 max mem: 5654 Epoch: [29] [1500/7393] eta: 0:47:05 lr: 0.000010 loss: 16.7553 (16.4973) loss_bbox: 0.1524 (0.1612) loss_bbox_aux_0: 0.1684 (0.1752) loss_bbox_aux_1: 0.1581 (0.1657) loss_bbox_aux_2: 0.1542 (0.1636) loss_bbox_aux_3: 0.1520 (0.1617) loss_bbox_aux_4: 0.1530 (0.1611) loss_bbox_aux_5: 0.2001 (0.2159) loss_bbox_dn_0: 0.2707 (0.2909) loss_bbox_dn_1: 0.2096 (0.2203) loss_bbox_dn_2: 0.1910 (0.1981) loss_bbox_dn_3: 0.1868 (0.1909) loss_bbox_dn_4: 0.1847 (0.1893) loss_bbox_dn_5: 0.1847 (0.1893) loss_giou: 0.4928 (0.4831) loss_giou_aux_0: 0.5138 (0.5084) loss_giou_aux_1: 0.5024 (0.4928) loss_giou_aux_2: 0.4938 (0.4882) loss_giou_aux_3: 0.4958 (0.4840) loss_giou_aux_4: 0.4923 (0.4831) loss_giou_aux_5: 0.5710 (0.5776) loss_giou_dn_0: 0.6321 (0.6018) loss_giou_dn_1: 0.5162 (0.4958) loss_giou_dn_2: 0.4845 (0.4670) loss_giou_dn_3: 0.4763 (0.4583) loss_giou_dn_4: 0.4719 (0.4562) loss_giou_dn_5: 0.4721 (0.4564) loss_vfl: 0.7419 (0.6998) loss_vfl_aux_0: 0.8129 (0.8164) loss_vfl_aux_1: 0.7796 (0.7633) loss_vfl_aux_2: 0.7513 (0.7260) loss_vfl_aux_3: 0.7173 (0.7112) loss_vfl_aux_4: 0.7177 (0.7029) loss_vfl_aux_5: 0.7766 (0.7898) loss_vfl_dn_0: 0.4594 (0.4614) loss_vfl_dn_1: 0.4025 (0.3969) loss_vfl_dn_2: 0.3821 (0.3808) loss_vfl_dn_3: 0.3776 (0.3732) loss_vfl_dn_4: 0.3741 (0.3703) loss_vfl_dn_5: 0.3715 (0.3695) time: 0.4759 data: 0.0146 max mem: 5654 Epoch: [29] [1600/7393] eta: 0:46:38 lr: 0.000010 loss: 15.9391 (16.4922) loss_bbox: 0.1536 (0.1610) loss_bbox_aux_0: 0.1685 (0.1750) loss_bbox_aux_1: 0.1626 (0.1655) loss_bbox_aux_2: 0.1599 (0.1634) loss_bbox_aux_3: 0.1507 (0.1616) loss_bbox_aux_4: 0.1549 (0.1610) loss_bbox_aux_5: 0.2111 (0.2155) loss_bbox_dn_0: 0.2732 (0.2903) loss_bbox_dn_1: 0.2051 (0.2199) loss_bbox_dn_2: 0.1867 (0.1977) loss_bbox_dn_3: 0.1770 (0.1905) loss_bbox_dn_4: 0.1750 (0.1890) loss_bbox_dn_5: 0.1749 (0.1890) loss_giou: 0.4446 (0.4832) loss_giou_aux_0: 0.4633 (0.5085) loss_giou_aux_1: 0.4573 (0.4929) loss_giou_aux_2: 0.4449 (0.4883) loss_giou_aux_3: 0.4568 (0.4842) loss_giou_aux_4: 0.4528 (0.4832) loss_giou_aux_5: 0.5217 (0.5773) loss_giou_dn_0: 0.5630 (0.6016) loss_giou_dn_1: 0.4591 (0.4958) loss_giou_dn_2: 0.4274 (0.4670) loss_giou_dn_3: 0.4209 (0.4583) loss_giou_dn_4: 0.4193 (0.4563) loss_giou_dn_5: 0.4193 (0.4564) loss_vfl: 0.6864 (0.6998) loss_vfl_aux_0: 0.8056 (0.8159) loss_vfl_aux_1: 0.7470 (0.7626) loss_vfl_aux_2: 0.7107 (0.7261) loss_vfl_aux_3: 0.6980 (0.7109) loss_vfl_aux_4: 0.6989 (0.7029) loss_vfl_aux_5: 0.7855 (0.7902) loss_vfl_dn_0: 0.4593 (0.4612) loss_vfl_dn_1: 0.3938 (0.3968) loss_vfl_dn_2: 0.3785 (0.3806) loss_vfl_dn_3: 0.3745 (0.3731) loss_vfl_dn_4: 0.3710 (0.3703) loss_vfl_dn_5: 0.3700 (0.3694) time: 0.4774 data: 0.0139 max mem: 5654 Epoch: [29] [1700/7393] eta: 0:45:45 lr: 0.000010 loss: 16.2924 (16.4874) loss_bbox: 0.1615 (0.1610) loss_bbox_aux_0: 0.1774 (0.1748) loss_bbox_aux_1: 0.1720 (0.1656) loss_bbox_aux_2: 0.1599 (0.1633) loss_bbox_aux_3: 0.1622 (0.1615) loss_bbox_aux_4: 0.1615 (0.1610) loss_bbox_aux_5: 0.2083 (0.2153) loss_bbox_dn_0: 0.2726 (0.2897) loss_bbox_dn_1: 0.1989 (0.2195) loss_bbox_dn_2: 0.1822 (0.1972) loss_bbox_dn_3: 0.1788 (0.1901) loss_bbox_dn_4: 0.1712 (0.1885) loss_bbox_dn_5: 0.1712 (0.1885) loss_giou: 0.4620 (0.4838) loss_giou_aux_0: 0.4910 (0.5091) loss_giou_aux_1: 0.4840 (0.4936) loss_giou_aux_2: 0.4707 (0.4888) loss_giou_aux_3: 0.4709 (0.4848) loss_giou_aux_4: 0.4678 (0.4839) loss_giou_aux_5: 0.5484 (0.5777) loss_giou_dn_0: 0.5823 (0.6020) loss_giou_dn_1: 0.4808 (0.4962) loss_giou_dn_2: 0.4538 (0.4674) loss_giou_dn_3: 0.4433 (0.4587) loss_giou_dn_4: 0.4376 (0.4566) loss_giou_dn_5: 0.4376 (0.4568) loss_vfl: 0.6608 (0.6986) loss_vfl_aux_0: 0.7880 (0.8146) loss_vfl_aux_1: 0.7419 (0.7615) loss_vfl_aux_2: 0.7091 (0.7250) loss_vfl_aux_3: 0.6861 (0.7100) loss_vfl_aux_4: 0.6598 (0.7015) loss_vfl_aux_5: 0.7823 (0.7896) loss_vfl_dn_0: 0.4645 (0.4610) loss_vfl_dn_1: 0.3955 (0.3968) loss_vfl_dn_2: 0.3788 (0.3806) loss_vfl_dn_3: 0.3717 (0.3731) loss_vfl_dn_4: 0.3686 (0.3703) loss_vfl_dn_5: 0.3681 (0.3695) time: 0.4765 data: 0.0141 max mem: 5654 Epoch: [29] [1800/7393] eta: 0:44:53 lr: 0.000010 loss: 16.5254 (16.4878) loss_bbox: 0.1531 (0.1608) loss_bbox_aux_0: 0.1670 (0.1748) loss_bbox_aux_1: 0.1584 (0.1655) loss_bbox_aux_2: 0.1498 (0.1632) loss_bbox_aux_3: 0.1541 (0.1614) loss_bbox_aux_4: 0.1517 (0.1608) loss_bbox_aux_5: 0.2015 (0.2152) loss_bbox_dn_0: 0.2530 (0.2891) loss_bbox_dn_1: 0.1963 (0.2191) loss_bbox_dn_2: 0.1736 (0.1968) loss_bbox_dn_3: 0.1726 (0.1897) loss_bbox_dn_4: 0.1682 (0.1881) loss_bbox_dn_5: 0.1682 (0.1881) loss_giou: 0.4670 (0.4848) loss_giou_aux_0: 0.4968 (0.5102) loss_giou_aux_1: 0.4863 (0.4949) loss_giou_aux_2: 0.4672 (0.4899) loss_giou_aux_3: 0.4756 (0.4859) loss_giou_aux_4: 0.4666 (0.4850) loss_giou_aux_5: 0.5793 (0.5789) loss_giou_dn_0: 0.5790 (0.6023) loss_giou_dn_1: 0.4754 (0.4965) loss_giou_dn_2: 0.4417 (0.4677) loss_giou_dn_3: 0.4338 (0.4590) loss_giou_dn_4: 0.4310 (0.4569) loss_giou_dn_5: 0.4309 (0.4571) loss_vfl: 0.6804 (0.6980) loss_vfl_aux_0: 0.7708 (0.8136) loss_vfl_aux_1: 0.7158 (0.7602) loss_vfl_aux_2: 0.6982 (0.7242) loss_vfl_aux_3: 0.6822 (0.7091) loss_vfl_aux_4: 0.6710 (0.7008) loss_vfl_aux_5: 0.7294 (0.7887) loss_vfl_dn_0: 0.4571 (0.4608) loss_vfl_dn_1: 0.3955 (0.3967) loss_vfl_dn_2: 0.3812 (0.3807) loss_vfl_dn_3: 0.3756 (0.3732) loss_vfl_dn_4: 0.3714 (0.3704) loss_vfl_dn_5: 0.3717 (0.3696) time: 0.4672 data: 0.0148 max mem: 5654 Epoch: [29] [1900/7393] eta: 0:44:01 lr: 0.000010 loss: 15.6841 (16.4794) loss_bbox: 0.1455 (0.1605) loss_bbox_aux_0: 0.1597 (0.1744) loss_bbox_aux_1: 0.1567 (0.1652) loss_bbox_aux_2: 0.1536 (0.1628) loss_bbox_aux_3: 0.1506 (0.1610) loss_bbox_aux_4: 0.1463 (0.1604) loss_bbox_aux_5: 0.2068 (0.2148) loss_bbox_dn_0: 0.2823 (0.2885) loss_bbox_dn_1: 0.2133 (0.2184) loss_bbox_dn_2: 0.1821 (0.1962) loss_bbox_dn_3: 0.1747 (0.1891) loss_bbox_dn_4: 0.1730 (0.1876) loss_bbox_dn_5: 0.1729 (0.1876) loss_giou: 0.4280 (0.4850) loss_giou_aux_0: 0.4475 (0.5104) loss_giou_aux_1: 0.4281 (0.4950) loss_giou_aux_2: 0.4350 (0.4901) loss_giou_aux_3: 0.4312 (0.4860) loss_giou_aux_4: 0.4280 (0.4852) loss_giou_aux_5: 0.5322 (0.5793) loss_giou_dn_0: 0.5823 (0.6020) loss_giou_dn_1: 0.4667 (0.4963) loss_giou_dn_2: 0.4312 (0.4674) loss_giou_dn_3: 0.4277 (0.4588) loss_giou_dn_4: 0.4254 (0.4567) loss_giou_dn_5: 0.4257 (0.4569) loss_vfl: 0.6980 (0.6976) loss_vfl_aux_0: 0.8488 (0.8134) loss_vfl_aux_1: 0.7924 (0.7598) loss_vfl_aux_2: 0.7324 (0.7239) loss_vfl_aux_3: 0.7270 (0.7091) loss_vfl_aux_4: 0.7196 (0.7006) loss_vfl_aux_5: 0.7959 (0.7882) loss_vfl_dn_0: 0.4638 (0.4609) loss_vfl_dn_1: 0.3969 (0.3968) loss_vfl_dn_2: 0.3769 (0.3807) loss_vfl_dn_3: 0.3669 (0.3731) loss_vfl_dn_4: 0.3692 (0.3704) loss_vfl_dn_5: 0.3683 (0.3696) time: 0.4609 data: 0.0139 max mem: 5654 Epoch: [29] [2000/7393] eta: 0:43:10 lr: 0.000010 loss: 16.3728 (16.4773) loss_bbox: 0.1486 (0.1603) loss_bbox_aux_0: 0.1703 (0.1742) loss_bbox_aux_1: 0.1540 (0.1650) loss_bbox_aux_2: 0.1538 (0.1627) loss_bbox_aux_3: 0.1499 (0.1609) loss_bbox_aux_4: 0.1475 (0.1603) loss_bbox_aux_5: 0.2018 (0.2146) loss_bbox_dn_0: 0.2690 (0.2881) loss_bbox_dn_1: 0.2063 (0.2181) loss_bbox_dn_2: 0.1793 (0.1959) loss_bbox_dn_3: 0.1709 (0.1888) loss_bbox_dn_4: 0.1712 (0.1873) loss_bbox_dn_5: 0.1712 (0.1873) loss_giou: 0.4633 (0.4850) loss_giou_aux_0: 0.4810 (0.5103) loss_giou_aux_1: 0.4641 (0.4949) loss_giou_aux_2: 0.4715 (0.4901) loss_giou_aux_3: 0.4626 (0.4860) loss_giou_aux_4: 0.4677 (0.4851) loss_giou_aux_5: 0.5606 (0.5790) loss_giou_dn_0: 0.5922 (0.6020) loss_giou_dn_1: 0.4875 (0.4964) loss_giou_dn_2: 0.4520 (0.4674) loss_giou_dn_3: 0.4452 (0.4588) loss_giou_dn_4: 0.4424 (0.4567) loss_giou_dn_5: 0.4421 (0.4569) loss_vfl: 0.6898 (0.6974) loss_vfl_aux_0: 0.8313 (0.8139) loss_vfl_aux_1: 0.7763 (0.7602) loss_vfl_aux_2: 0.7239 (0.7237) loss_vfl_aux_3: 0.7059 (0.7089) loss_vfl_aux_4: 0.6997 (0.7004) loss_vfl_aux_5: 0.8083 (0.7888) loss_vfl_dn_0: 0.4596 (0.4609) loss_vfl_dn_1: 0.3972 (0.3968) loss_vfl_dn_2: 0.3805 (0.3807) loss_vfl_dn_3: 0.3733 (0.3733) loss_vfl_dn_4: 0.3699 (0.3705) loss_vfl_dn_5: 0.3698 (0.3697) time: 0.4750 data: 0.0138 max mem: 5654 Epoch: [29] [2100/7393] eta: 0:42:20 lr: 0.000010 loss: 16.0906 (16.4809) loss_bbox: 0.1546 (0.1602) loss_bbox_aux_0: 0.1737 (0.1743) loss_bbox_aux_1: 0.1630 (0.1650) loss_bbox_aux_2: 0.1615 (0.1627) loss_bbox_aux_3: 0.1657 (0.1608) loss_bbox_aux_4: 0.1645 (0.1603) loss_bbox_aux_5: 0.1980 (0.2145) loss_bbox_dn_0: 0.2613 (0.2880) loss_bbox_dn_1: 0.1946 (0.2182) loss_bbox_dn_2: 0.1723 (0.1960) loss_bbox_dn_3: 0.1657 (0.1889) loss_bbox_dn_4: 0.1646 (0.1874) loss_bbox_dn_5: 0.1647 (0.1874) loss_giou: 0.4526 (0.4852) loss_giou_aux_0: 0.4783 (0.5105) loss_giou_aux_1: 0.4587 (0.4951) loss_giou_aux_2: 0.4570 (0.4903) loss_giou_aux_3: 0.4556 (0.4862) loss_giou_aux_4: 0.4448 (0.4854) loss_giou_aux_5: 0.5330 (0.5793) loss_giou_dn_0: 0.5717 (0.6020) loss_giou_dn_1: 0.4638 (0.4966) loss_giou_dn_2: 0.4419 (0.4676) loss_giou_dn_3: 0.4366 (0.4590) loss_giou_dn_4: 0.4345 (0.4569) loss_giou_dn_5: 0.4345 (0.4571) loss_vfl: 0.6484 (0.6977) loss_vfl_aux_0: 0.7555 (0.8136) loss_vfl_aux_1: 0.7005 (0.7602) loss_vfl_aux_2: 0.6711 (0.7239) loss_vfl_aux_3: 0.6663 (0.7091) loss_vfl_aux_4: 0.6547 (0.7007) loss_vfl_aux_5: 0.7621 (0.7889) loss_vfl_dn_0: 0.4645 (0.4609) loss_vfl_dn_1: 0.3966 (0.3969) loss_vfl_dn_2: 0.3793 (0.3808) loss_vfl_dn_3: 0.3702 (0.3733) loss_vfl_dn_4: 0.3690 (0.3705) loss_vfl_dn_5: 0.3685 (0.3697) time: 0.4770 data: 0.0141 max mem: 5654 Epoch: [29] [2200/7393] eta: 0:41:46 lr: 0.000010 loss: 16.4892 (16.4801) loss_bbox: 0.1529 (0.1602) loss_bbox_aux_0: 0.1615 (0.1742) loss_bbox_aux_1: 0.1548 (0.1649) loss_bbox_aux_2: 0.1460 (0.1626) loss_bbox_aux_3: 0.1535 (0.1608) loss_bbox_aux_4: 0.1528 (0.1602) loss_bbox_aux_5: 0.1966 (0.2142) loss_bbox_dn_0: 0.2761 (0.2877) loss_bbox_dn_1: 0.2096 (0.2180) loss_bbox_dn_2: 0.1917 (0.1958) loss_bbox_dn_3: 0.1854 (0.1887) loss_bbox_dn_4: 0.1873 (0.1872) loss_bbox_dn_5: 0.1873 (0.1872) loss_giou: 0.4479 (0.4852) loss_giou_aux_0: 0.4507 (0.5104) loss_giou_aux_1: 0.4456 (0.4950) loss_giou_aux_2: 0.4467 (0.4902) loss_giou_aux_3: 0.4409 (0.4862) loss_giou_aux_4: 0.4475 (0.4853) loss_giou_aux_5: 0.5189 (0.5791) loss_giou_dn_0: 0.5776 (0.6019) loss_giou_dn_1: 0.4709 (0.4965) loss_giou_dn_2: 0.4408 (0.4675) loss_giou_dn_3: 0.4295 (0.4589) loss_giou_dn_4: 0.4281 (0.4568) loss_giou_dn_5: 0.4283 (0.4570) loss_vfl: 0.7049 (0.6980) loss_vfl_aux_0: 0.8168 (0.8137) loss_vfl_aux_1: 0.7886 (0.7605) loss_vfl_aux_2: 0.7364 (0.7244) loss_vfl_aux_3: 0.7186 (0.7094) loss_vfl_aux_4: 0.7032 (0.7011) loss_vfl_aux_5: 0.8026 (0.7890) loss_vfl_dn_0: 0.4652 (0.4610) loss_vfl_dn_1: 0.4055 (0.3969) loss_vfl_dn_2: 0.3873 (0.3808) loss_vfl_dn_3: 0.3827 (0.3734) loss_vfl_dn_4: 0.3780 (0.3706) loss_vfl_dn_5: 0.3779 (0.3698) time: 0.8081 data: 0.0138 max mem: 5654 Epoch: [29] [2300/7393] eta: 0:40:57 lr: 0.000010 loss: 16.1302 (16.4705) loss_bbox: 0.1649 (0.1602) loss_bbox_aux_0: 0.1810 (0.1741) loss_bbox_aux_1: 0.1764 (0.1649) loss_bbox_aux_2: 0.1705 (0.1625) loss_bbox_aux_3: 0.1658 (0.1607) loss_bbox_aux_4: 0.1612 (0.1602) loss_bbox_aux_5: 0.2289 (0.2140) loss_bbox_dn_0: 0.2802 (0.2874) loss_bbox_dn_1: 0.2197 (0.2176) loss_bbox_dn_2: 0.2015 (0.1955) loss_bbox_dn_3: 0.1937 (0.1884) loss_bbox_dn_4: 0.1887 (0.1869) loss_bbox_dn_5: 0.1887 (0.1869) loss_giou: 0.4687 (0.4849) loss_giou_aux_0: 0.4726 (0.5101) loss_giou_aux_1: 0.4791 (0.4948) loss_giou_aux_2: 0.4782 (0.4899) loss_giou_aux_3: 0.4770 (0.4859) loss_giou_aux_4: 0.4743 (0.4851) loss_giou_aux_5: 0.5366 (0.5786) loss_giou_dn_0: 0.5819 (0.6016) loss_giou_dn_1: 0.4675 (0.4961) loss_giou_dn_2: 0.4430 (0.4672) loss_giou_dn_3: 0.4353 (0.4585) loss_giou_dn_4: 0.4327 (0.4565) loss_giou_dn_5: 0.4327 (0.4566) loss_vfl: 0.7009 (0.6975) loss_vfl_aux_0: 0.8300 (0.8137) loss_vfl_aux_1: 0.7455 (0.7601) loss_vfl_aux_2: 0.7297 (0.7240) loss_vfl_aux_3: 0.7093 (0.7088) loss_vfl_aux_4: 0.6978 (0.7006) loss_vfl_aux_5: 0.8009 (0.7891) loss_vfl_dn_0: 0.4621 (0.4609) loss_vfl_dn_1: 0.3908 (0.3968) loss_vfl_dn_2: 0.3804 (0.3807) loss_vfl_dn_3: 0.3742 (0.3732) loss_vfl_dn_4: 0.3711 (0.3704) loss_vfl_dn_5: 0.3703 (0.3696) time: 0.4785 data: 0.0143 max mem: 5654 Epoch: [29] [2400/7393] eta: 0:40:07 lr: 0.000010 loss: 16.7597 (16.4778) loss_bbox: 0.1680 (0.1603) loss_bbox_aux_0: 0.1792 (0.1742) loss_bbox_aux_1: 0.1706 (0.1650) loss_bbox_aux_2: 0.1702 (0.1625) loss_bbox_aux_3: 0.1673 (0.1608) loss_bbox_aux_4: 0.1682 (0.1603) loss_bbox_aux_5: 0.2149 (0.2142) loss_bbox_dn_0: 0.2977 (0.2878) loss_bbox_dn_1: 0.2206 (0.2180) loss_bbox_dn_2: 0.2034 (0.1957) loss_bbox_dn_3: 0.1952 (0.1887) loss_bbox_dn_4: 0.1891 (0.1872) loss_bbox_dn_5: 0.1891 (0.1872) loss_giou: 0.4953 (0.4850) loss_giou_aux_0: 0.5216 (0.5101) loss_giou_aux_1: 0.5024 (0.4948) loss_giou_aux_2: 0.4961 (0.4899) loss_giou_aux_3: 0.4992 (0.4860) loss_giou_aux_4: 0.4959 (0.4851) loss_giou_aux_5: 0.5932 (0.5785) loss_giou_dn_0: 0.6298 (0.6017) loss_giou_dn_1: 0.5125 (0.4963) loss_giou_dn_2: 0.4890 (0.4673) loss_giou_dn_3: 0.4815 (0.4586) loss_giou_dn_4: 0.4784 (0.4566) loss_giou_dn_5: 0.4788 (0.4567) loss_vfl: 0.7141 (0.6980) loss_vfl_aux_0: 0.8117 (0.8145) loss_vfl_aux_1: 0.7599 (0.7607) loss_vfl_aux_2: 0.7384 (0.7246) loss_vfl_aux_3: 0.7061 (0.7092) loss_vfl_aux_4: 0.7103 (0.7010) loss_vfl_aux_5: 0.7833 (0.7897) loss_vfl_dn_0: 0.4623 (0.4609) loss_vfl_dn_1: 0.4067 (0.3968) loss_vfl_dn_2: 0.3835 (0.3807) loss_vfl_dn_3: 0.3776 (0.3732) loss_vfl_dn_4: 0.3778 (0.3704) loss_vfl_dn_5: 0.3768 (0.3696) time: 0.4745 data: 0.0138 max mem: 5654 Epoch: [29] [2500/7393] eta: 0:39:18 lr: 0.000010 loss: 16.4632 (16.4765) loss_bbox: 0.1508 (0.1606) loss_bbox_aux_0: 0.1744 (0.1747) loss_bbox_aux_1: 0.1677 (0.1654) loss_bbox_aux_2: 0.1687 (0.1628) loss_bbox_aux_3: 0.1585 (0.1611) loss_bbox_aux_4: 0.1530 (0.1606) loss_bbox_aux_5: 0.2338 (0.2147) loss_bbox_dn_0: 0.2983 (0.2883) loss_bbox_dn_1: 0.2412 (0.2184) loss_bbox_dn_2: 0.2143 (0.1961) loss_bbox_dn_3: 0.2021 (0.1891) loss_bbox_dn_4: 0.1969 (0.1876) loss_bbox_dn_5: 0.1975 (0.1875) loss_giou: 0.4486 (0.4845) loss_giou_aux_0: 0.4549 (0.5098) loss_giou_aux_1: 0.4581 (0.4945) loss_giou_aux_2: 0.4510 (0.4895) loss_giou_aux_3: 0.4454 (0.4855) loss_giou_aux_4: 0.4484 (0.4847) loss_giou_aux_5: 0.5268 (0.5781) loss_giou_dn_0: 0.5896 (0.6014) loss_giou_dn_1: 0.4860 (0.4960) loss_giou_dn_2: 0.4472 (0.4669) loss_giou_dn_3: 0.4372 (0.4583) loss_giou_dn_4: 0.4374 (0.4562) loss_giou_dn_5: 0.4374 (0.4564) loss_vfl: 0.7004 (0.6977) loss_vfl_aux_0: 0.8337 (0.8144) loss_vfl_aux_1: 0.7683 (0.7604) loss_vfl_aux_2: 0.7423 (0.7245) loss_vfl_aux_3: 0.7252 (0.7091) loss_vfl_aux_4: 0.7149 (0.7007) loss_vfl_aux_5: 0.7889 (0.7897) loss_vfl_dn_0: 0.4542 (0.4610) loss_vfl_dn_1: 0.3960 (0.3968) loss_vfl_dn_2: 0.3795 (0.3807) loss_vfl_dn_3: 0.3719 (0.3731) loss_vfl_dn_4: 0.3691 (0.3703) loss_vfl_dn_5: 0.3680 (0.3695) time: 0.4771 data: 0.0142 max mem: 5654 Epoch: [29] [2600/7393] eta: 0:38:28 lr: 0.000010 loss: 15.7649 (16.4796) loss_bbox: 0.1518 (0.1606) loss_bbox_aux_0: 0.1596 (0.1747) loss_bbox_aux_1: 0.1560 (0.1655) loss_bbox_aux_2: 0.1527 (0.1628) loss_bbox_aux_3: 0.1519 (0.1611) loss_bbox_aux_4: 0.1514 (0.1606) loss_bbox_aux_5: 0.2142 (0.2147) loss_bbox_dn_0: 0.2783 (0.2884) loss_bbox_dn_1: 0.2176 (0.2185) loss_bbox_dn_2: 0.1920 (0.1962) loss_bbox_dn_3: 0.1847 (0.1891) loss_bbox_dn_4: 0.1827 (0.1876) loss_bbox_dn_5: 0.1828 (0.1876) loss_giou: 0.4265 (0.4848) loss_giou_aux_0: 0.4625 (0.5102) loss_giou_aux_1: 0.4461 (0.4948) loss_giou_aux_2: 0.4435 (0.4897) loss_giou_aux_3: 0.4354 (0.4858) loss_giou_aux_4: 0.4261 (0.4849) loss_giou_aux_5: 0.5206 (0.5784) loss_giou_dn_0: 0.5791 (0.6019) loss_giou_dn_1: 0.4716 (0.4964) loss_giou_dn_2: 0.4509 (0.4673) loss_giou_dn_3: 0.4390 (0.4587) loss_giou_dn_4: 0.4384 (0.4566) loss_giou_dn_5: 0.4386 (0.4568) loss_vfl: 0.7103 (0.6974) loss_vfl_aux_0: 0.8040 (0.8141) loss_vfl_aux_1: 0.7746 (0.7599) loss_vfl_aux_2: 0.7267 (0.7244) loss_vfl_aux_3: 0.7205 (0.7087) loss_vfl_aux_4: 0.7157 (0.7005) loss_vfl_aux_5: 0.7811 (0.7895) loss_vfl_dn_0: 0.4633 (0.4610) loss_vfl_dn_1: 0.3998 (0.3968) loss_vfl_dn_2: 0.3800 (0.3807) loss_vfl_dn_3: 0.3760 (0.3731) loss_vfl_dn_4: 0.3743 (0.3704) loss_vfl_dn_5: 0.3734 (0.3696) time: 0.4758 data: 0.0142 max mem: 5654 Epoch: [29] [2700/7393] eta: 0:37:51 lr: 0.000010 loss: 15.8883 (16.4773) loss_bbox: 0.1660 (0.1605) loss_bbox_aux_0: 0.1786 (0.1746) loss_bbox_aux_1: 0.1633 (0.1653) loss_bbox_aux_2: 0.1678 (0.1627) loss_bbox_aux_3: 0.1579 (0.1610) loss_bbox_aux_4: 0.1655 (0.1605) loss_bbox_aux_5: 0.2170 (0.2147) loss_bbox_dn_0: 0.2867 (0.2882) loss_bbox_dn_1: 0.2100 (0.2182) loss_bbox_dn_2: 0.1847 (0.1959) loss_bbox_dn_3: 0.1789 (0.1888) loss_bbox_dn_4: 0.1742 (0.1873) loss_bbox_dn_5: 0.1741 (0.1873) loss_giou: 0.4463 (0.4849) loss_giou_aux_0: 0.4680 (0.5103) loss_giou_aux_1: 0.4573 (0.4948) loss_giou_aux_2: 0.4515 (0.4898) loss_giou_aux_3: 0.4471 (0.4860) loss_giou_aux_4: 0.4480 (0.4851) loss_giou_aux_5: 0.5386 (0.5785) loss_giou_dn_0: 0.5767 (0.6022) loss_giou_dn_1: 0.4650 (0.4966) loss_giou_dn_2: 0.4351 (0.4675) loss_giou_dn_3: 0.4259 (0.4588) loss_giou_dn_4: 0.4241 (0.4568) loss_giou_dn_5: 0.4241 (0.4570) loss_vfl: 0.6613 (0.6971) loss_vfl_aux_0: 0.8123 (0.8136) loss_vfl_aux_1: 0.7543 (0.7597) loss_vfl_aux_2: 0.7026 (0.7241) loss_vfl_aux_3: 0.6783 (0.7083) loss_vfl_aux_4: 0.6663 (0.7001) loss_vfl_aux_5: 0.8145 (0.7891) loss_vfl_dn_0: 0.4589 (0.4610) loss_vfl_dn_1: 0.3893 (0.3969) loss_vfl_dn_2: 0.3737 (0.3808) loss_vfl_dn_3: 0.3638 (0.3732) loss_vfl_dn_4: 0.3605 (0.3704) loss_vfl_dn_5: 0.3593 (0.3697) time: 0.8024 data: 0.0139 max mem: 5654 Epoch: [29] [2800/7393] eta: 0:37:01 lr: 0.000010 loss: 16.5369 (16.4798) loss_bbox: 0.1502 (0.1603) loss_bbox_aux_0: 0.1530 (0.1743) loss_bbox_aux_1: 0.1567 (0.1651) loss_bbox_aux_2: 0.1599 (0.1625) loss_bbox_aux_3: 0.1540 (0.1608) loss_bbox_aux_4: 0.1502 (0.1602) loss_bbox_aux_5: 0.2001 (0.2143) loss_bbox_dn_0: 0.2608 (0.2876) loss_bbox_dn_1: 0.2026 (0.2178) loss_bbox_dn_2: 0.1766 (0.1955) loss_bbox_dn_3: 0.1730 (0.1885) loss_bbox_dn_4: 0.1730 (0.1870) loss_bbox_dn_5: 0.1730 (0.1870) loss_giou: 0.4699 (0.4856) loss_giou_aux_0: 0.5108 (0.5109) loss_giou_aux_1: 0.4736 (0.4954) loss_giou_aux_2: 0.4688 (0.4905) loss_giou_aux_3: 0.4686 (0.4866) loss_giou_aux_4: 0.4633 (0.4858) loss_giou_aux_5: 0.5783 (0.5791) loss_giou_dn_0: 0.6105 (0.6026) loss_giou_dn_1: 0.5061 (0.4971) loss_giou_dn_2: 0.4793 (0.4680) loss_giou_dn_3: 0.4707 (0.4594) loss_giou_dn_4: 0.4686 (0.4573) loss_giou_dn_5: 0.4687 (0.4575) loss_vfl: 0.6713 (0.6968) loss_vfl_aux_0: 0.7909 (0.8133) loss_vfl_aux_1: 0.7502 (0.7596) loss_vfl_aux_2: 0.7185 (0.7239) loss_vfl_aux_3: 0.6924 (0.7082) loss_vfl_aux_4: 0.6850 (0.6999) loss_vfl_aux_5: 0.7844 (0.7888) loss_vfl_dn_0: 0.4525 (0.4610) loss_vfl_dn_1: 0.3977 (0.3970) loss_vfl_dn_2: 0.3847 (0.3808) loss_vfl_dn_3: 0.3747 (0.3733) loss_vfl_dn_4: 0.3704 (0.3705) loss_vfl_dn_5: 0.3694 (0.3698) time: 0.4791 data: 0.0141 max mem: 5654 Epoch: [29] [2900/7393] eta: 0:36:11 lr: 0.000010 loss: 16.5132 (16.4818) loss_bbox: 0.1621 (0.1604) loss_bbox_aux_0: 0.1785 (0.1745) loss_bbox_aux_1: 0.1607 (0.1652) loss_bbox_aux_2: 0.1579 (0.1626) loss_bbox_aux_3: 0.1622 (0.1609) loss_bbox_aux_4: 0.1631 (0.1604) loss_bbox_aux_5: 0.2019 (0.2144) loss_bbox_dn_0: 0.2566 (0.2878) loss_bbox_dn_1: 0.1952 (0.2179) loss_bbox_dn_2: 0.1754 (0.1957) loss_bbox_dn_3: 0.1717 (0.1886) loss_bbox_dn_4: 0.1669 (0.1871) loss_bbox_dn_5: 0.1669 (0.1871) loss_giou: 0.5494 (0.4858) loss_giou_aux_0: 0.6003 (0.5111) loss_giou_aux_1: 0.5784 (0.4956) loss_giou_aux_2: 0.5520 (0.4906) loss_giou_aux_3: 0.5390 (0.4868) loss_giou_aux_4: 0.5493 (0.4860) loss_giou_aux_5: 0.6560 (0.5792) loss_giou_dn_0: 0.6172 (0.6027) loss_giou_dn_1: 0.5280 (0.4972) loss_giou_dn_2: 0.4986 (0.4681) loss_giou_dn_3: 0.4899 (0.4595) loss_giou_dn_4: 0.4862 (0.4574) loss_giou_dn_5: 0.4860 (0.4576) loss_vfl: 0.6763 (0.6965) loss_vfl_aux_0: 0.7760 (0.8133) loss_vfl_aux_1: 0.7422 (0.7593) loss_vfl_aux_2: 0.7168 (0.7238) loss_vfl_aux_3: 0.7089 (0.7080) loss_vfl_aux_4: 0.6826 (0.6996) loss_vfl_aux_5: 0.7545 (0.7889) loss_vfl_dn_0: 0.4556 (0.4610) loss_vfl_dn_1: 0.3983 (0.3970) loss_vfl_dn_2: 0.3846 (0.3809) loss_vfl_dn_3: 0.3740 (0.3734) loss_vfl_dn_4: 0.3728 (0.3706) loss_vfl_dn_5: 0.3707 (0.3698) time: 0.4797 data: 0.0141 max mem: 5654 Epoch: [29] [3000/7393] eta: 0:35:21 lr: 0.000010 loss: 16.7567 (16.4910) loss_bbox: 0.1600 (0.1606) loss_bbox_aux_0: 0.1833 (0.1745) loss_bbox_aux_1: 0.1684 (0.1654) loss_bbox_aux_2: 0.1604 (0.1628) loss_bbox_aux_3: 0.1605 (0.1610) loss_bbox_aux_4: 0.1600 (0.1606) loss_bbox_aux_5: 0.2280 (0.2144) loss_bbox_dn_0: 0.3010 (0.2880) loss_bbox_dn_1: 0.2296 (0.2181) loss_bbox_dn_2: 0.2075 (0.1959) loss_bbox_dn_3: 0.1975 (0.1888) loss_bbox_dn_4: 0.1965 (0.1873) loss_bbox_dn_5: 0.1965 (0.1873) loss_giou: 0.4485 (0.4863) loss_giou_aux_0: 0.4891 (0.5115) loss_giou_aux_1: 0.4702 (0.4962) loss_giou_aux_2: 0.4586 (0.4912) loss_giou_aux_3: 0.4550 (0.4874) loss_giou_aux_4: 0.4460 (0.4865) loss_giou_aux_5: 0.5303 (0.5796) loss_giou_dn_0: 0.5903 (0.6031) loss_giou_dn_1: 0.4833 (0.4976) loss_giou_dn_2: 0.4468 (0.4686) loss_giou_dn_3: 0.4394 (0.4599) loss_giou_dn_4: 0.4360 (0.4579) loss_giou_dn_5: 0.4360 (0.4581) loss_vfl: 0.7250 (0.6967) loss_vfl_aux_0: 0.8319 (0.8132) loss_vfl_aux_1: 0.7659 (0.7590) loss_vfl_aux_2: 0.7628 (0.7238) loss_vfl_aux_3: 0.7340 (0.7080) loss_vfl_aux_4: 0.7212 (0.6998) loss_vfl_aux_5: 0.8002 (0.7888) loss_vfl_dn_0: 0.4642 (0.4610) loss_vfl_dn_1: 0.3999 (0.3971) loss_vfl_dn_2: 0.3802 (0.3810) loss_vfl_dn_3: 0.3745 (0.3735) loss_vfl_dn_4: 0.3707 (0.3707) loss_vfl_dn_5: 0.3677 (0.3699) time: 0.4698 data: 0.0139 max mem: 5654 Epoch: [29] [3100/7393] eta: 0:34:31 lr: 0.000010 loss: 16.5268 (16.4895) loss_bbox: 0.1640 (0.1605) loss_bbox_aux_0: 0.1747 (0.1744) loss_bbox_aux_1: 0.1711 (0.1654) loss_bbox_aux_2: 0.1684 (0.1628) loss_bbox_aux_3: 0.1585 (0.1610) loss_bbox_aux_4: 0.1640 (0.1605) loss_bbox_aux_5: 0.2298 (0.2143) loss_bbox_dn_0: 0.3363 (0.2880) loss_bbox_dn_1: 0.2573 (0.2181) loss_bbox_dn_2: 0.2253 (0.1958) loss_bbox_dn_3: 0.2158 (0.1888) loss_bbox_dn_4: 0.2106 (0.1873) loss_bbox_dn_5: 0.2106 (0.1873) loss_giou: 0.4446 (0.4861) loss_giou_aux_0: 0.4611 (0.5114) loss_giou_aux_1: 0.4486 (0.4961) loss_giou_aux_2: 0.4488 (0.4910) loss_giou_aux_3: 0.4455 (0.4872) loss_giou_aux_4: 0.4378 (0.4863) loss_giou_aux_5: 0.5619 (0.5796) loss_giou_dn_0: 0.5761 (0.6030) loss_giou_dn_1: 0.4807 (0.4974) loss_giou_dn_2: 0.4458 (0.4684) loss_giou_dn_3: 0.4393 (0.4598) loss_giou_dn_4: 0.4381 (0.4577) loss_giou_dn_5: 0.4382 (0.4579) loss_vfl: 0.7090 (0.6969) loss_vfl_aux_0: 0.8191 (0.8133) loss_vfl_aux_1: 0.7489 (0.7591) loss_vfl_aux_2: 0.7334 (0.7239) loss_vfl_aux_3: 0.7029 (0.7082) loss_vfl_aux_4: 0.7037 (0.7000) loss_vfl_aux_5: 0.8029 (0.7888) loss_vfl_dn_0: 0.4738 (0.4611) loss_vfl_dn_1: 0.3986 (0.3971) loss_vfl_dn_2: 0.3807 (0.3810) loss_vfl_dn_3: 0.3714 (0.3735) loss_vfl_dn_4: 0.3685 (0.3707) loss_vfl_dn_5: 0.3667 (0.3699) time: 0.4669 data: 0.0139 max mem: 5654 Epoch: [29] [3200/7393] eta: 0:33:43 lr: 0.000010 loss: 16.4789 (16.4850) loss_bbox: 0.1608 (0.1606) loss_bbox_aux_0: 0.1673 (0.1745) loss_bbox_aux_1: 0.1623 (0.1655) loss_bbox_aux_2: 0.1647 (0.1628) loss_bbox_aux_3: 0.1670 (0.1610) loss_bbox_aux_4: 0.1609 (0.1606) loss_bbox_aux_5: 0.2123 (0.2143) loss_bbox_dn_0: 0.2899 (0.2881) loss_bbox_dn_1: 0.2298 (0.2182) loss_bbox_dn_2: 0.2023 (0.1959) loss_bbox_dn_3: 0.1927 (0.1888) loss_bbox_dn_4: 0.1921 (0.1873) loss_bbox_dn_5: 0.1923 (0.1873) loss_giou: 0.4832 (0.4856) loss_giou_aux_0: 0.4935 (0.5109) loss_giou_aux_1: 0.4798 (0.4956) loss_giou_aux_2: 0.4843 (0.4905) loss_giou_aux_3: 0.4716 (0.4867) loss_giou_aux_4: 0.4776 (0.4858) loss_giou_aux_5: 0.5504 (0.5789) loss_giou_dn_0: 0.5909 (0.6025) loss_giou_dn_1: 0.4918 (0.4971) loss_giou_dn_2: 0.4555 (0.4681) loss_giou_dn_3: 0.4454 (0.4594) loss_giou_dn_4: 0.4440 (0.4574) loss_giou_dn_5: 0.4440 (0.4575) loss_vfl: 0.6898 (0.6969) loss_vfl_aux_0: 0.8217 (0.8137) loss_vfl_aux_1: 0.7545 (0.7591) loss_vfl_aux_2: 0.7119 (0.7239) loss_vfl_aux_3: 0.7022 (0.7081) loss_vfl_aux_4: 0.6908 (0.6999) loss_vfl_aux_5: 0.7805 (0.7892) loss_vfl_dn_0: 0.4623 (0.4611) loss_vfl_dn_1: 0.3934 (0.3971) loss_vfl_dn_2: 0.3762 (0.3810) loss_vfl_dn_3: 0.3642 (0.3734) loss_vfl_dn_4: 0.3614 (0.3707) loss_vfl_dn_5: 0.3607 (0.3699) time: 0.4673 data: 0.0140 max mem: 5654 Epoch: [29] [3300/7393] eta: 0:32:53 lr: 0.000010 loss: 16.9581 (16.4852) loss_bbox: 0.1554 (0.1605) loss_bbox_aux_0: 0.1674 (0.1744) loss_bbox_aux_1: 0.1609 (0.1654) loss_bbox_aux_2: 0.1583 (0.1628) loss_bbox_aux_3: 0.1561 (0.1609) loss_bbox_aux_4: 0.1546 (0.1605) loss_bbox_aux_5: 0.1980 (0.2144) loss_bbox_dn_0: 0.2536 (0.2882) loss_bbox_dn_1: 0.1966 (0.2183) loss_bbox_dn_2: 0.1792 (0.1960) loss_bbox_dn_3: 0.1766 (0.1889) loss_bbox_dn_4: 0.1739 (0.1874) loss_bbox_dn_5: 0.1739 (0.1874) loss_giou: 0.5035 (0.4853) loss_giou_aux_0: 0.5405 (0.5107) loss_giou_aux_1: 0.5230 (0.4954) loss_giou_aux_2: 0.5306 (0.4902) loss_giou_aux_3: 0.5233 (0.4865) loss_giou_aux_4: 0.5117 (0.4856) loss_giou_aux_5: 0.6210 (0.5787) loss_giou_dn_0: 0.6475 (0.6025) loss_giou_dn_1: 0.5387 (0.4970) loss_giou_dn_2: 0.5134 (0.4680) loss_giou_dn_3: 0.5062 (0.4594) loss_giou_dn_4: 0.5042 (0.4574) loss_giou_dn_5: 0.5044 (0.4575) loss_vfl: 0.6760 (0.6971) loss_vfl_aux_0: 0.7652 (0.8139) loss_vfl_aux_1: 0.7426 (0.7593) loss_vfl_aux_2: 0.7014 (0.7243) loss_vfl_aux_3: 0.6913 (0.7084) loss_vfl_aux_4: 0.6716 (0.7002) loss_vfl_aux_5: 0.7418 (0.7895) loss_vfl_dn_0: 0.4550 (0.4611) loss_vfl_dn_1: 0.3907 (0.3971) loss_vfl_dn_2: 0.3818 (0.3809) loss_vfl_dn_3: 0.3727 (0.3734) loss_vfl_dn_4: 0.3711 (0.3707) loss_vfl_dn_5: 0.3694 (0.3699) time: 0.4738 data: 0.0142 max mem: 5654 Epoch: [29] [3400/7393] eta: 0:32:03 lr: 0.000010 loss: 17.0116 (16.4877) loss_bbox: 0.1545 (0.1604) loss_bbox_aux_0: 0.1581 (0.1743) loss_bbox_aux_1: 0.1598 (0.1654) loss_bbox_aux_2: 0.1606 (0.1627) loss_bbox_aux_3: 0.1601 (0.1609) loss_bbox_aux_4: 0.1601 (0.1604) loss_bbox_aux_5: 0.1942 (0.2142) loss_bbox_dn_0: 0.2747 (0.2881) loss_bbox_dn_1: 0.2057 (0.2182) loss_bbox_dn_2: 0.1791 (0.1959) loss_bbox_dn_3: 0.1692 (0.1888) loss_bbox_dn_4: 0.1671 (0.1873) loss_bbox_dn_5: 0.1667 (0.1873) loss_giou: 0.4850 (0.4854) loss_giou_aux_0: 0.5252 (0.5108) loss_giou_aux_1: 0.5081 (0.4956) loss_giou_aux_2: 0.5071 (0.4903) loss_giou_aux_3: 0.4847 (0.4865) loss_giou_aux_4: 0.4902 (0.4856) loss_giou_aux_5: 0.5937 (0.5790) loss_giou_dn_0: 0.6249 (0.6027) loss_giou_dn_1: 0.5257 (0.4972) loss_giou_dn_2: 0.5067 (0.4682) loss_giou_dn_3: 0.4911 (0.4595) loss_giou_dn_4: 0.4890 (0.4575) loss_giou_dn_5: 0.4890 (0.4576) loss_vfl: 0.7183 (0.6973) loss_vfl_aux_0: 0.8175 (0.8140) loss_vfl_aux_1: 0.7599 (0.7596) loss_vfl_aux_2: 0.7243 (0.7246) loss_vfl_aux_3: 0.7205 (0.7088) loss_vfl_aux_4: 0.7235 (0.7005) loss_vfl_aux_5: 0.7773 (0.7896) loss_vfl_dn_0: 0.4629 (0.4611) loss_vfl_dn_1: 0.3975 (0.3971) loss_vfl_dn_2: 0.3815 (0.3810) loss_vfl_dn_3: 0.3808 (0.3734) loss_vfl_dn_4: 0.3751 (0.3707) loss_vfl_dn_5: 0.3717 (0.3699) time: 0.4639 data: 0.0145 max mem: 5654 Epoch: [29] [3500/7393] eta: 0:31:15 lr: 0.000010 loss: 16.2650 (16.4876) loss_bbox: 0.1445 (0.1604) loss_bbox_aux_0: 0.1554 (0.1743) loss_bbox_aux_1: 0.1430 (0.1653) loss_bbox_aux_2: 0.1448 (0.1626) loss_bbox_aux_3: 0.1430 (0.1609) loss_bbox_aux_4: 0.1448 (0.1604) loss_bbox_aux_5: 0.1910 (0.2142) loss_bbox_dn_0: 0.2598 (0.2880) loss_bbox_dn_1: 0.1927 (0.2181) loss_bbox_dn_2: 0.1795 (0.1958) loss_bbox_dn_3: 0.1744 (0.1887) loss_bbox_dn_4: 0.1733 (0.1872) loss_bbox_dn_5: 0.1732 (0.1872) loss_giou: 0.5087 (0.4858) loss_giou_aux_0: 0.5267 (0.5110) loss_giou_aux_1: 0.5180 (0.4958) loss_giou_aux_2: 0.5147 (0.4906) loss_giou_aux_3: 0.5123 (0.4868) loss_giou_aux_4: 0.5095 (0.4860) loss_giou_aux_5: 0.5931 (0.5794) loss_giou_dn_0: 0.6056 (0.6029) loss_giou_dn_1: 0.5055 (0.4974) loss_giou_dn_2: 0.4701 (0.4684) loss_giou_dn_3: 0.4625 (0.4597) loss_giou_dn_4: 0.4617 (0.4577) loss_giou_dn_5: 0.4619 (0.4578) loss_vfl: 0.6814 (0.6969) loss_vfl_aux_0: 0.8049 (0.8138) loss_vfl_aux_1: 0.7510 (0.7593) loss_vfl_aux_2: 0.7149 (0.7243) loss_vfl_aux_3: 0.7003 (0.7084) loss_vfl_aux_4: 0.6904 (0.7000) loss_vfl_aux_5: 0.7760 (0.7892) loss_vfl_dn_0: 0.4535 (0.4611) loss_vfl_dn_1: 0.3925 (0.3971) loss_vfl_dn_2: 0.3810 (0.3810) loss_vfl_dn_3: 0.3737 (0.3734) loss_vfl_dn_4: 0.3721 (0.3707) loss_vfl_dn_5: 0.3728 (0.3699) time: 0.4820 data: 0.0143 max mem: 5654 Epoch: [29] [3600/7393] eta: 0:30:26 lr: 0.000010 loss: 16.7306 (16.4923) loss_bbox: 0.1562 (0.1604) loss_bbox_aux_0: 0.1640 (0.1742) loss_bbox_aux_1: 0.1623 (0.1653) loss_bbox_aux_2: 0.1567 (0.1627) loss_bbox_aux_3: 0.1492 (0.1608) loss_bbox_aux_4: 0.1550 (0.1604) loss_bbox_aux_5: 0.2011 (0.2141) loss_bbox_dn_0: 0.2616 (0.2877) loss_bbox_dn_1: 0.2000 (0.2179) loss_bbox_dn_2: 0.1854 (0.1956) loss_bbox_dn_3: 0.1827 (0.1885) loss_bbox_dn_4: 0.1837 (0.1870) loss_bbox_dn_5: 0.1837 (0.1870) loss_giou: 0.4810 (0.4865) loss_giou_aux_0: 0.4988 (0.5117) loss_giou_aux_1: 0.4988 (0.4966) loss_giou_aux_2: 0.4853 (0.4914) loss_giou_aux_3: 0.4774 (0.4875) loss_giou_aux_4: 0.4742 (0.4867) loss_giou_aux_5: 0.5712 (0.5801) loss_giou_dn_0: 0.6193 (0.6033) loss_giou_dn_1: 0.5134 (0.4978) loss_giou_dn_2: 0.4731 (0.4687) loss_giou_dn_3: 0.4627 (0.4601) loss_giou_dn_4: 0.4615 (0.4580) loss_giou_dn_5: 0.4615 (0.4582) loss_vfl: 0.7057 (0.6968) loss_vfl_aux_0: 0.8217 (0.8135) loss_vfl_aux_1: 0.7782 (0.7590) loss_vfl_aux_2: 0.7360 (0.7241) loss_vfl_aux_3: 0.7207 (0.7082) loss_vfl_aux_4: 0.7124 (0.6999) loss_vfl_aux_5: 0.7773 (0.7887) loss_vfl_dn_0: 0.4574 (0.4611) loss_vfl_dn_1: 0.3979 (0.3972) loss_vfl_dn_2: 0.3846 (0.3811) loss_vfl_dn_3: 0.3793 (0.3735) loss_vfl_dn_4: 0.3770 (0.3708) loss_vfl_dn_5: 0.3762 (0.3700) time: 0.4747 data: 0.0145 max mem: 5654 Epoch: [29] [3700/7393] eta: 0:29:37 lr: 0.000010 loss: 16.6229 (16.4993) loss_bbox: 0.1494 (0.1604) loss_bbox_aux_0: 0.1648 (0.1741) loss_bbox_aux_1: 0.1568 (0.1653) loss_bbox_aux_2: 0.1532 (0.1627) loss_bbox_aux_3: 0.1535 (0.1608) loss_bbox_aux_4: 0.1508 (0.1604) loss_bbox_aux_5: 0.2071 (0.2140) loss_bbox_dn_0: 0.2679 (0.2875) loss_bbox_dn_1: 0.1884 (0.2178) loss_bbox_dn_2: 0.1784 (0.1955) loss_bbox_dn_3: 0.1689 (0.1884) loss_bbox_dn_4: 0.1675 (0.1869) loss_bbox_dn_5: 0.1675 (0.1869) loss_giou: 0.4923 (0.4873) loss_giou_aux_0: 0.5282 (0.5125) loss_giou_aux_1: 0.4990 (0.4974) loss_giou_aux_2: 0.5004 (0.4922) loss_giou_aux_3: 0.4925 (0.4884) loss_giou_aux_4: 0.4930 (0.4875) loss_giou_aux_5: 0.5832 (0.5809) loss_giou_dn_0: 0.6128 (0.6038) loss_giou_dn_1: 0.5066 (0.4983) loss_giou_dn_2: 0.4756 (0.4693) loss_giou_dn_3: 0.4666 (0.4606) loss_giou_dn_4: 0.4662 (0.4586) loss_giou_dn_5: 0.4663 (0.4588) loss_vfl: 0.6865 (0.6967) loss_vfl_aux_0: 0.8126 (0.8132) loss_vfl_aux_1: 0.7445 (0.7588) loss_vfl_aux_2: 0.7133 (0.7239) loss_vfl_aux_3: 0.6945 (0.7080) loss_vfl_aux_4: 0.6810 (0.6998) loss_vfl_aux_5: 0.7640 (0.7882) loss_vfl_dn_0: 0.4602 (0.4612) loss_vfl_dn_1: 0.4021 (0.3973) loss_vfl_dn_2: 0.3877 (0.3812) loss_vfl_dn_3: 0.3789 (0.3736) loss_vfl_dn_4: 0.3777 (0.3709) loss_vfl_dn_5: 0.3757 (0.3701) time: 0.4833 data: 0.0140 max mem: 5654 Epoch: [29] [3800/7393] eta: 0:28:48 lr: 0.000010 loss: 16.4777 (16.4984) loss_bbox: 0.1576 (0.1604) loss_bbox_aux_0: 0.1688 (0.1741) loss_bbox_aux_1: 0.1580 (0.1653) loss_bbox_aux_2: 0.1564 (0.1626) loss_bbox_aux_3: 0.1526 (0.1608) loss_bbox_aux_4: 0.1539 (0.1603) loss_bbox_aux_5: 0.1998 (0.2140) loss_bbox_dn_0: 0.2678 (0.2873) loss_bbox_dn_1: 0.2112 (0.2176) loss_bbox_dn_2: 0.1892 (0.1954) loss_bbox_dn_3: 0.1839 (0.1883) loss_bbox_dn_4: 0.1809 (0.1868) loss_bbox_dn_5: 0.1810 (0.1868) loss_giou: 0.4617 (0.4873) loss_giou_aux_0: 0.5025 (0.5125) loss_giou_aux_1: 0.4692 (0.4974) loss_giou_aux_2: 0.4661 (0.4921) loss_giou_aux_3: 0.4612 (0.4884) loss_giou_aux_4: 0.4617 (0.4874) loss_giou_aux_5: 0.5661 (0.5809) loss_giou_dn_0: 0.5918 (0.6037) loss_giou_dn_1: 0.4918 (0.4983) loss_giou_dn_2: 0.4598 (0.4692) loss_giou_dn_3: 0.4462 (0.4606) loss_giou_dn_4: 0.4470 (0.4586) loss_giou_dn_5: 0.4470 (0.4587) loss_vfl: 0.7080 (0.6969) loss_vfl_aux_0: 0.8142 (0.8131) loss_vfl_aux_1: 0.7658 (0.7588) loss_vfl_aux_2: 0.7538 (0.7243) loss_vfl_aux_3: 0.7295 (0.7082) loss_vfl_aux_4: 0.7142 (0.7000) loss_vfl_aux_5: 0.7770 (0.7882) loss_vfl_dn_0: 0.4625 (0.4611) loss_vfl_dn_1: 0.4017 (0.3972) loss_vfl_dn_2: 0.3862 (0.3811) loss_vfl_dn_3: 0.3758 (0.3736) loss_vfl_dn_4: 0.3738 (0.3709) loss_vfl_dn_5: 0.3735 (0.3701) time: 0.4709 data: 0.0139 max mem: 5654 Epoch: [29] [3900/7393] eta: 0:28:04 lr: 0.000010 loss: 16.7314 (16.4989) loss_bbox: 0.1513 (0.1602) loss_bbox_aux_0: 0.1579 (0.1739) loss_bbox_aux_1: 0.1593 (0.1651) loss_bbox_aux_2: 0.1513 (0.1624) loss_bbox_aux_3: 0.1505 (0.1606) loss_bbox_aux_4: 0.1484 (0.1601) loss_bbox_aux_5: 0.1954 (0.2137) loss_bbox_dn_0: 0.2582 (0.2870) loss_bbox_dn_1: 0.1944 (0.2174) loss_bbox_dn_2: 0.1713 (0.1951) loss_bbox_dn_3: 0.1635 (0.1881) loss_bbox_dn_4: 0.1628 (0.1865) loss_bbox_dn_5: 0.1623 (0.1865) loss_giou: 0.5267 (0.4877) loss_giou_aux_0: 0.5351 (0.5128) loss_giou_aux_1: 0.5298 (0.4977) loss_giou_aux_2: 0.5273 (0.4924) loss_giou_aux_3: 0.5353 (0.4888) loss_giou_aux_4: 0.5296 (0.4878) loss_giou_aux_5: 0.5983 (0.5813) loss_giou_dn_0: 0.6309 (0.6040) loss_giou_dn_1: 0.5147 (0.4986) loss_giou_dn_2: 0.4766 (0.4695) loss_giou_dn_3: 0.4700 (0.4609) loss_giou_dn_4: 0.4711 (0.4589) loss_giou_dn_5: 0.4711 (0.4591) loss_vfl: 0.6739 (0.6968) loss_vfl_aux_0: 0.8133 (0.8128) loss_vfl_aux_1: 0.7495 (0.7588) loss_vfl_aux_2: 0.7007 (0.7243) loss_vfl_aux_3: 0.6849 (0.7081) loss_vfl_aux_4: 0.6738 (0.7000) loss_vfl_aux_5: 0.7950 (0.7880) loss_vfl_dn_0: 0.4550 (0.4611) loss_vfl_dn_1: 0.3945 (0.3972) loss_vfl_dn_2: 0.3840 (0.3812) loss_vfl_dn_3: 0.3758 (0.3736) loss_vfl_dn_4: 0.3716 (0.3709) loss_vfl_dn_5: 0.3701 (0.3701) time: 0.7652 data: 0.0141 max mem: 5654 Epoch: [29] [4000/7393] eta: 0:27:15 lr: 0.000010 loss: 16.1402 (16.5007) loss_bbox: 0.1565 (0.1602) loss_bbox_aux_0: 0.1730 (0.1741) loss_bbox_aux_1: 0.1579 (0.1652) loss_bbox_aux_2: 0.1558 (0.1625) loss_bbox_aux_3: 0.1550 (0.1607) loss_bbox_aux_4: 0.1557 (0.1602) loss_bbox_aux_5: 0.2251 (0.2138) loss_bbox_dn_0: 0.2817 (0.2869) loss_bbox_dn_1: 0.2131 (0.2173) loss_bbox_dn_2: 0.1892 (0.1951) loss_bbox_dn_3: 0.1832 (0.1880) loss_bbox_dn_4: 0.1807 (0.1865) loss_bbox_dn_5: 0.1808 (0.1865) loss_giou: 0.4350 (0.4879) loss_giou_aux_0: 0.4558 (0.5131) loss_giou_aux_1: 0.4358 (0.4980) loss_giou_aux_2: 0.4404 (0.4927) loss_giou_aux_3: 0.4391 (0.4890) loss_giou_aux_4: 0.4340 (0.4881) loss_giou_aux_5: 0.5326 (0.5816) loss_giou_dn_0: 0.5797 (0.6042) loss_giou_dn_1: 0.4712 (0.4987) loss_giou_dn_2: 0.4367 (0.4696) loss_giou_dn_3: 0.4214 (0.4610) loss_giou_dn_4: 0.4177 (0.4590) loss_giou_dn_5: 0.4179 (0.4592) loss_vfl: 0.7065 (0.6967) loss_vfl_aux_0: 0.8132 (0.8127) loss_vfl_aux_1: 0.7766 (0.7587) loss_vfl_aux_2: 0.7443 (0.7241) loss_vfl_aux_3: 0.7225 (0.7080) loss_vfl_aux_4: 0.7161 (0.6999) loss_vfl_aux_5: 0.8048 (0.7878) loss_vfl_dn_0: 0.4620 (0.4611) loss_vfl_dn_1: 0.3930 (0.3972) loss_vfl_dn_2: 0.3805 (0.3812) loss_vfl_dn_3: 0.3715 (0.3736) loss_vfl_dn_4: 0.3691 (0.3709) loss_vfl_dn_5: 0.3687 (0.3701) time: 0.4802 data: 0.0140 max mem: 5654 Epoch: [29] [4100/7393] eta: 0:26:26 lr: 0.000010 loss: 16.4667 (16.5009) loss_bbox: 0.1672 (0.1601) loss_bbox_aux_0: 0.1812 (0.1740) loss_bbox_aux_1: 0.1550 (0.1650) loss_bbox_aux_2: 0.1631 (0.1624) loss_bbox_aux_3: 0.1762 (0.1605) loss_bbox_aux_4: 0.1671 (0.1600) loss_bbox_aux_5: 0.2182 (0.2136) loss_bbox_dn_0: 0.2712 (0.2868) loss_bbox_dn_1: 0.2028 (0.2172) loss_bbox_dn_2: 0.1816 (0.1950) loss_bbox_dn_3: 0.1769 (0.1880) loss_bbox_dn_4: 0.1767 (0.1864) loss_bbox_dn_5: 0.1767 (0.1864) loss_giou: 0.5059 (0.4879) loss_giou_aux_0: 0.5332 (0.5132) loss_giou_aux_1: 0.5372 (0.4980) loss_giou_aux_2: 0.5225 (0.4927) loss_giou_aux_3: 0.5040 (0.4890) loss_giou_aux_4: 0.5057 (0.4881) loss_giou_aux_5: 0.5784 (0.5816) loss_giou_dn_0: 0.5916 (0.6041) loss_giou_dn_1: 0.4904 (0.4987) loss_giou_dn_2: 0.4601 (0.4696) loss_giou_dn_3: 0.4555 (0.4610) loss_giou_dn_4: 0.4539 (0.4590) loss_giou_dn_5: 0.4542 (0.4592) loss_vfl: 0.6507 (0.6969) loss_vfl_aux_0: 0.7260 (0.8127) loss_vfl_aux_1: 0.7050 (0.7589) loss_vfl_aux_2: 0.6605 (0.7243) loss_vfl_aux_3: 0.6620 (0.7082) loss_vfl_aux_4: 0.6524 (0.7001) loss_vfl_aux_5: 0.7176 (0.7880) loss_vfl_dn_0: 0.4586 (0.4611) loss_vfl_dn_1: 0.3963 (0.3972) loss_vfl_dn_2: 0.3767 (0.3812) loss_vfl_dn_3: 0.3686 (0.3736) loss_vfl_dn_4: 0.3665 (0.3709) loss_vfl_dn_5: 0.3650 (0.3701) time: 0.4674 data: 0.0141 max mem: 5654 Epoch: [29] [4200/7393] eta: 0:25:37 lr: 0.000010 loss: 16.8327 (16.5005) loss_bbox: 0.1526 (0.1599) loss_bbox_aux_0: 0.1646 (0.1739) loss_bbox_aux_1: 0.1623 (0.1650) loss_bbox_aux_2: 0.1611 (0.1623) loss_bbox_aux_3: 0.1576 (0.1604) loss_bbox_aux_4: 0.1528 (0.1599) loss_bbox_aux_5: 0.2057 (0.2135) loss_bbox_dn_0: 0.3039 (0.2867) loss_bbox_dn_1: 0.2348 (0.2172) loss_bbox_dn_2: 0.2009 (0.1950) loss_bbox_dn_3: 0.1924 (0.1879) loss_bbox_dn_4: 0.1922 (0.1864) loss_bbox_dn_5: 0.1922 (0.1864) loss_giou: 0.4762 (0.4879) loss_giou_aux_0: 0.5105 (0.5132) loss_giou_aux_1: 0.4958 (0.4981) loss_giou_aux_2: 0.4891 (0.4928) loss_giou_aux_3: 0.4827 (0.4891) loss_giou_aux_4: 0.4783 (0.4881) loss_giou_aux_5: 0.5931 (0.5816) loss_giou_dn_0: 0.6204 (0.6043) loss_giou_dn_1: 0.5197 (0.4988) loss_giou_dn_2: 0.4853 (0.4698) loss_giou_dn_3: 0.4813 (0.4612) loss_giou_dn_4: 0.4808 (0.4592) loss_giou_dn_5: 0.4808 (0.4593) loss_vfl: 0.7105 (0.6970) loss_vfl_aux_0: 0.8167 (0.8124) loss_vfl_aux_1: 0.7645 (0.7588) loss_vfl_aux_2: 0.7204 (0.7240) loss_vfl_aux_3: 0.7178 (0.7082) loss_vfl_aux_4: 0.7051 (0.7002) loss_vfl_aux_5: 0.8221 (0.7879) loss_vfl_dn_0: 0.4567 (0.4611) loss_vfl_dn_1: 0.4026 (0.3973) loss_vfl_dn_2: 0.3850 (0.3812) loss_vfl_dn_3: 0.3757 (0.3737) loss_vfl_dn_4: 0.3732 (0.3709) loss_vfl_dn_5: 0.3731 (0.3701) time: 0.4789 data: 0.0140 max mem: 5654 Epoch: [29] [4300/7393] eta: 0:24:48 lr: 0.000010 loss: 16.0741 (16.4964) loss_bbox: 0.1558 (0.1599) loss_bbox_aux_0: 0.1647 (0.1738) loss_bbox_aux_1: 0.1663 (0.1649) loss_bbox_aux_2: 0.1567 (0.1622) loss_bbox_aux_3: 0.1523 (0.1604) loss_bbox_aux_4: 0.1559 (0.1598) loss_bbox_aux_5: 0.2142 (0.2133) loss_bbox_dn_0: 0.2680 (0.2866) loss_bbox_dn_1: 0.2198 (0.2170) loss_bbox_dn_2: 0.1904 (0.1949) loss_bbox_dn_3: 0.1801 (0.1878) loss_bbox_dn_4: 0.1783 (0.1863) loss_bbox_dn_5: 0.1784 (0.1863) loss_giou: 0.4223 (0.4880) loss_giou_aux_0: 0.4696 (0.5133) loss_giou_aux_1: 0.4423 (0.4982) loss_giou_aux_2: 0.4429 (0.4930) loss_giou_aux_3: 0.4275 (0.4892) loss_giou_aux_4: 0.4280 (0.4882) loss_giou_aux_5: 0.5355 (0.5817) loss_giou_dn_0: 0.5737 (0.6041) loss_giou_dn_1: 0.4694 (0.4987) loss_giou_dn_2: 0.4394 (0.4697) loss_giou_dn_3: 0.4257 (0.4611) loss_giou_dn_4: 0.4235 (0.4591) loss_giou_dn_5: 0.4234 (0.4593) loss_vfl: 0.6860 (0.6967) loss_vfl_aux_0: 0.8029 (0.8119) loss_vfl_aux_1: 0.7653 (0.7583) loss_vfl_aux_2: 0.7145 (0.7235) loss_vfl_aux_3: 0.7014 (0.7078) loss_vfl_aux_4: 0.7047 (0.6998) loss_vfl_aux_5: 0.7761 (0.7875) loss_vfl_dn_0: 0.4519 (0.4610) loss_vfl_dn_1: 0.3906 (0.3972) loss_vfl_dn_2: 0.3680 (0.3811) loss_vfl_dn_3: 0.3602 (0.3736) loss_vfl_dn_4: 0.3572 (0.3708) loss_vfl_dn_5: 0.3578 (0.3701) time: 0.4784 data: 0.0139 max mem: 5654 Epoch: [29] [4400/7393] eta: 0:24:04 lr: 0.000010 loss: 16.5157 (16.4982) loss_bbox: 0.1590 (0.1599) loss_bbox_aux_0: 0.1754 (0.1737) loss_bbox_aux_1: 0.1582 (0.1648) loss_bbox_aux_2: 0.1588 (0.1622) loss_bbox_aux_3: 0.1542 (0.1603) loss_bbox_aux_4: 0.1591 (0.1598) loss_bbox_aux_5: 0.2064 (0.2132) loss_bbox_dn_0: 0.2772 (0.2864) loss_bbox_dn_1: 0.1990 (0.2169) loss_bbox_dn_2: 0.1831 (0.1948) loss_bbox_dn_3: 0.1752 (0.1877) loss_bbox_dn_4: 0.1711 (0.1862) loss_bbox_dn_5: 0.1707 (0.1862) loss_giou: 0.4448 (0.4884) loss_giou_aux_0: 0.4715 (0.5136) loss_giou_aux_1: 0.4577 (0.4985) loss_giou_aux_2: 0.4546 (0.4934) loss_giou_aux_3: 0.4468 (0.4895) loss_giou_aux_4: 0.4431 (0.4885) loss_giou_aux_5: 0.5353 (0.5820) loss_giou_dn_0: 0.5576 (0.6043) loss_giou_dn_1: 0.4568 (0.4989) loss_giou_dn_2: 0.4262 (0.4699) loss_giou_dn_3: 0.4203 (0.4613) loss_giou_dn_4: 0.4206 (0.4593) loss_giou_dn_5: 0.4203 (0.4594) loss_vfl: 0.6686 (0.6966) loss_vfl_aux_0: 0.7786 (0.8119) loss_vfl_aux_1: 0.7279 (0.7583) loss_vfl_aux_2: 0.6841 (0.7234) loss_vfl_aux_3: 0.6620 (0.7078) loss_vfl_aux_4: 0.6708 (0.6997) loss_vfl_aux_5: 0.7598 (0.7875) loss_vfl_dn_0: 0.4620 (0.4610) loss_vfl_dn_1: 0.3936 (0.3972) loss_vfl_dn_2: 0.3784 (0.3811) loss_vfl_dn_3: 0.3682 (0.3736) loss_vfl_dn_4: 0.3642 (0.3708) loss_vfl_dn_5: 0.3644 (0.3701) time: 0.4733 data: 0.0141 max mem: 5654 Epoch: [29] [4500/7393] eta: 0:23:15 lr: 0.000010 loss: 16.1243 (16.4954) loss_bbox: 0.1530 (0.1600) loss_bbox_aux_0: 0.1670 (0.1738) loss_bbox_aux_1: 0.1679 (0.1649) loss_bbox_aux_2: 0.1546 (0.1623) loss_bbox_aux_3: 0.1559 (0.1604) loss_bbox_aux_4: 0.1569 (0.1599) loss_bbox_aux_5: 0.2069 (0.2133) loss_bbox_dn_0: 0.2674 (0.2865) loss_bbox_dn_1: 0.2148 (0.2170) loss_bbox_dn_2: 0.1972 (0.1949) loss_bbox_dn_3: 0.1918 (0.1878) loss_bbox_dn_4: 0.1898 (0.1863) loss_bbox_dn_5: 0.1892 (0.1863) loss_giou: 0.4218 (0.4881) loss_giou_aux_0: 0.4428 (0.5133) loss_giou_aux_1: 0.4304 (0.4982) loss_giou_aux_2: 0.4252 (0.4930) loss_giou_aux_3: 0.4268 (0.4892) loss_giou_aux_4: 0.4261 (0.4882) loss_giou_aux_5: 0.5116 (0.5816) loss_giou_dn_0: 0.5762 (0.6041) loss_giou_dn_1: 0.4728 (0.4986) loss_giou_dn_2: 0.4413 (0.4696) loss_giou_dn_3: 0.4375 (0.4610) loss_giou_dn_4: 0.4359 (0.4590) loss_giou_dn_5: 0.4359 (0.4592) loss_vfl: 0.6664 (0.6966) loss_vfl_aux_0: 0.7753 (0.8118) loss_vfl_aux_1: 0.7318 (0.7581) loss_vfl_aux_2: 0.6925 (0.7233) loss_vfl_aux_3: 0.6773 (0.7078) loss_vfl_aux_4: 0.6640 (0.6997) loss_vfl_aux_5: 0.7886 (0.7876) loss_vfl_dn_0: 0.4578 (0.4610) loss_vfl_dn_1: 0.4026 (0.3972) loss_vfl_dn_2: 0.3823 (0.3811) loss_vfl_dn_3: 0.3743 (0.3736) loss_vfl_dn_4: 0.3710 (0.3708) loss_vfl_dn_5: 0.3682 (0.3701) time: 0.4661 data: 0.0135 max mem: 5654 Epoch: [29] [4600/7393] eta: 0:22:26 lr: 0.000010 loss: 16.5602 (16.4938) loss_bbox: 0.1391 (0.1599) loss_bbox_aux_0: 0.1634 (0.1738) loss_bbox_aux_1: 0.1471 (0.1649) loss_bbox_aux_2: 0.1469 (0.1623) loss_bbox_aux_3: 0.1399 (0.1603) loss_bbox_aux_4: 0.1390 (0.1598) loss_bbox_aux_5: 0.1988 (0.2133) loss_bbox_dn_0: 0.2985 (0.2865) loss_bbox_dn_1: 0.2140 (0.2170) loss_bbox_dn_2: 0.1920 (0.1948) loss_bbox_dn_3: 0.1880 (0.1877) loss_bbox_dn_4: 0.1862 (0.1862) loss_bbox_dn_5: 0.1863 (0.1862) loss_giou: 0.4780 (0.4881) loss_giou_aux_0: 0.5119 (0.5133) loss_giou_aux_1: 0.4754 (0.4982) loss_giou_aux_2: 0.4803 (0.4930) loss_giou_aux_3: 0.4824 (0.4892) loss_giou_aux_4: 0.4771 (0.4882) loss_giou_aux_5: 0.5719 (0.5817) loss_giou_dn_0: 0.5982 (0.6040) loss_giou_dn_1: 0.4980 (0.4986) loss_giou_dn_2: 0.4655 (0.4696) loss_giou_dn_3: 0.4552 (0.4610) loss_giou_dn_4: 0.4498 (0.4590) loss_giou_dn_5: 0.4501 (0.4591) loss_vfl: 0.6839 (0.6965) loss_vfl_aux_0: 0.8281 (0.8117) loss_vfl_aux_1: 0.7651 (0.7581) loss_vfl_aux_2: 0.7120 (0.7232) loss_vfl_aux_3: 0.6959 (0.7078) loss_vfl_aux_4: 0.6968 (0.6997) loss_vfl_aux_5: 0.7783 (0.7875) loss_vfl_dn_0: 0.4611 (0.4610) loss_vfl_dn_1: 0.3957 (0.3972) loss_vfl_dn_2: 0.3810 (0.3811) loss_vfl_dn_3: 0.3720 (0.3735) loss_vfl_dn_4: 0.3679 (0.3708) loss_vfl_dn_5: 0.3668 (0.3700) time: 0.4704 data: 0.0140 max mem: 5654 Epoch: [29] [4700/7393] eta: 0:21:38 lr: 0.000010 loss: 16.0493 (16.4962) loss_bbox: 0.1569 (0.1600) loss_bbox_aux_0: 0.1835 (0.1739) loss_bbox_aux_1: 0.1632 (0.1650) loss_bbox_aux_2: 0.1554 (0.1623) loss_bbox_aux_3: 0.1564 (0.1604) loss_bbox_aux_4: 0.1556 (0.1599) loss_bbox_aux_5: 0.2375 (0.2133) loss_bbox_dn_0: 0.2688 (0.2866) loss_bbox_dn_1: 0.2050 (0.2171) loss_bbox_dn_2: 0.1911 (0.1949) loss_bbox_dn_3: 0.1850 (0.1878) loss_bbox_dn_4: 0.1802 (0.1863) loss_bbox_dn_5: 0.1800 (0.1863) loss_giou: 0.4617 (0.4881) loss_giou_aux_0: 0.4849 (0.5133) loss_giou_aux_1: 0.4580 (0.4982) loss_giou_aux_2: 0.4590 (0.4931) loss_giou_aux_3: 0.4638 (0.4893) loss_giou_aux_4: 0.4612 (0.4882) loss_giou_aux_5: 0.5373 (0.5816) loss_giou_dn_0: 0.5686 (0.6041) loss_giou_dn_1: 0.4591 (0.4986) loss_giou_dn_2: 0.4403 (0.4696) loss_giou_dn_3: 0.4288 (0.4610) loss_giou_dn_4: 0.4253 (0.4590) loss_giou_dn_5: 0.4252 (0.4592) loss_vfl: 0.6835 (0.6967) loss_vfl_aux_0: 0.8071 (0.8118) loss_vfl_aux_1: 0.7508 (0.7581) loss_vfl_aux_2: 0.7194 (0.7233) loss_vfl_aux_3: 0.6918 (0.7078) loss_vfl_aux_4: 0.6879 (0.6998) loss_vfl_aux_5: 0.7662 (0.7876) loss_vfl_dn_0: 0.4604 (0.4610) loss_vfl_dn_1: 0.3917 (0.3972) loss_vfl_dn_2: 0.3756 (0.3811) loss_vfl_dn_3: 0.3679 (0.3736) loss_vfl_dn_4: 0.3656 (0.3708) loss_vfl_dn_5: 0.3655 (0.3700) time: 0.4721 data: 0.0139 max mem: 5654 Epoch: [29] [4800/7393] eta: 0:20:49 lr: 0.000010 loss: 16.5832 (16.4944) loss_bbox: 0.1540 (0.1599) loss_bbox_aux_0: 0.1785 (0.1739) loss_bbox_aux_1: 0.1661 (0.1649) loss_bbox_aux_2: 0.1497 (0.1623) loss_bbox_aux_3: 0.1533 (0.1604) loss_bbox_aux_4: 0.1503 (0.1599) loss_bbox_aux_5: 0.2230 (0.2132) loss_bbox_dn_0: 0.2650 (0.2865) loss_bbox_dn_1: 0.2079 (0.2170) loss_bbox_dn_2: 0.1994 (0.1948) loss_bbox_dn_3: 0.1936 (0.1877) loss_bbox_dn_4: 0.1903 (0.1862) loss_bbox_dn_5: 0.1905 (0.1862) loss_giou: 0.4744 (0.4881) loss_giou_aux_0: 0.4990 (0.5132) loss_giou_aux_1: 0.4909 (0.4981) loss_giou_aux_2: 0.4814 (0.4930) loss_giou_aux_3: 0.4833 (0.4892) loss_giou_aux_4: 0.4768 (0.4882) loss_giou_aux_5: 0.5715 (0.5815) loss_giou_dn_0: 0.6005 (0.6040) loss_giou_dn_1: 0.5049 (0.4986) loss_giou_dn_2: 0.4859 (0.4695) loss_giou_dn_3: 0.4754 (0.4609) loss_giou_dn_4: 0.4741 (0.4589) loss_giou_dn_5: 0.4745 (0.4591) loss_vfl: 0.7138 (0.6968) loss_vfl_aux_0: 0.7838 (0.8117) loss_vfl_aux_1: 0.7418 (0.7581) loss_vfl_aux_2: 0.7393 (0.7233) loss_vfl_aux_3: 0.7094 (0.7079) loss_vfl_aux_4: 0.7151 (0.6999) loss_vfl_aux_5: 0.8088 (0.7876) loss_vfl_dn_0: 0.4621 (0.4610) loss_vfl_dn_1: 0.3998 (0.3972) loss_vfl_dn_2: 0.3873 (0.3811) loss_vfl_dn_3: 0.3774 (0.3735) loss_vfl_dn_4: 0.3762 (0.3708) loss_vfl_dn_5: 0.3742 (0.3700) time: 0.4758 data: 0.0141 max mem: 5654 Epoch: [29] [4900/7393] eta: 0:20:01 lr: 0.000010 loss: 16.5351 (16.4908) loss_bbox: 0.1532 (0.1598) loss_bbox_aux_0: 0.1755 (0.1738) loss_bbox_aux_1: 0.1737 (0.1649) loss_bbox_aux_2: 0.1614 (0.1623) loss_bbox_aux_3: 0.1577 (0.1604) loss_bbox_aux_4: 0.1531 (0.1598) loss_bbox_aux_5: 0.2077 (0.2132) loss_bbox_dn_0: 0.2802 (0.2865) loss_bbox_dn_1: 0.2098 (0.2170) loss_bbox_dn_2: 0.1993 (0.1948) loss_bbox_dn_3: 0.1919 (0.1877) loss_bbox_dn_4: 0.1919 (0.1862) loss_bbox_dn_5: 0.1918 (0.1862) loss_giou: 0.4525 (0.4878) loss_giou_aux_0: 0.4841 (0.5130) loss_giou_aux_1: 0.4788 (0.4978) loss_giou_aux_2: 0.4606 (0.4928) loss_giou_aux_3: 0.4535 (0.4889) loss_giou_aux_4: 0.4532 (0.4879) loss_giou_aux_5: 0.5564 (0.5813) loss_giou_dn_0: 0.5809 (0.6038) loss_giou_dn_1: 0.4618 (0.4984) loss_giou_dn_2: 0.4484 (0.4694) loss_giou_dn_3: 0.4436 (0.4608) loss_giou_dn_4: 0.4422 (0.4588) loss_giou_dn_5: 0.4423 (0.4589) loss_vfl: 0.7058 (0.6967) loss_vfl_aux_0: 0.8311 (0.8118) loss_vfl_aux_1: 0.7833 (0.7581) loss_vfl_aux_2: 0.7274 (0.7234) loss_vfl_aux_3: 0.7247 (0.7078) loss_vfl_aux_4: 0.7106 (0.6999) loss_vfl_aux_5: 0.8332 (0.7876) loss_vfl_dn_0: 0.4643 (0.4610) loss_vfl_dn_1: 0.3959 (0.3971) loss_vfl_dn_2: 0.3792 (0.3811) loss_vfl_dn_3: 0.3691 (0.3735) loss_vfl_dn_4: 0.3662 (0.3708) loss_vfl_dn_5: 0.3655 (0.3700) time: 0.4675 data: 0.0141 max mem: 5654 Epoch: [29] [5000/7393] eta: 0:19:15 lr: 0.000010 loss: 16.4592 (16.4888) loss_bbox: 0.1547 (0.1598) loss_bbox_aux_0: 0.1582 (0.1738) loss_bbox_aux_1: 0.1594 (0.1649) loss_bbox_aux_2: 0.1545 (0.1622) loss_bbox_aux_3: 0.1566 (0.1604) loss_bbox_aux_4: 0.1524 (0.1598) loss_bbox_aux_5: 0.1961 (0.2132) loss_bbox_dn_0: 0.2719 (0.2866) loss_bbox_dn_1: 0.1942 (0.2170) loss_bbox_dn_2: 0.1712 (0.1948) loss_bbox_dn_3: 0.1678 (0.1877) loss_bbox_dn_4: 0.1673 (0.1862) loss_bbox_dn_5: 0.1673 (0.1862) loss_giou: 0.5084 (0.4876) loss_giou_aux_0: 0.5318 (0.5126) loss_giou_aux_1: 0.5199 (0.4976) loss_giou_aux_2: 0.4973 (0.4925) loss_giou_aux_3: 0.5154 (0.4887) loss_giou_aux_4: 0.5083 (0.4877) loss_giou_aux_5: 0.5736 (0.5810) loss_giou_dn_0: 0.6026 (0.6038) loss_giou_dn_1: 0.4948 (0.4984) loss_giou_dn_2: 0.4692 (0.4693) loss_giou_dn_3: 0.4636 (0.4607) loss_giou_dn_4: 0.4612 (0.4587) loss_giou_dn_5: 0.4608 (0.4589) loss_vfl: 0.6669 (0.6966) loss_vfl_aux_0: 0.7905 (0.8119) loss_vfl_aux_1: 0.7368 (0.7582) loss_vfl_aux_2: 0.6959 (0.7234) loss_vfl_aux_3: 0.6818 (0.7077) loss_vfl_aux_4: 0.6633 (0.6998) loss_vfl_aux_5: 0.7883 (0.7878) loss_vfl_dn_0: 0.4604 (0.4609) loss_vfl_dn_1: 0.3935 (0.3971) loss_vfl_dn_2: 0.3828 (0.3810) loss_vfl_dn_3: 0.3738 (0.3735) loss_vfl_dn_4: 0.3708 (0.3707) loss_vfl_dn_5: 0.3703 (0.3699) time: 0.7577 data: 0.0144 max mem: 5654 Epoch: [29] [5100/7393] eta: 0:18:26 lr: 0.000010 loss: 16.1360 (16.4890) loss_bbox: 0.1689 (0.1599) loss_bbox_aux_0: 0.1767 (0.1738) loss_bbox_aux_1: 0.1710 (0.1649) loss_bbox_aux_2: 0.1685 (0.1622) loss_bbox_aux_3: 0.1658 (0.1604) loss_bbox_aux_4: 0.1685 (0.1598) loss_bbox_aux_5: 0.2059 (0.2132) loss_bbox_dn_0: 0.2656 (0.2866) loss_bbox_dn_1: 0.1992 (0.2170) loss_bbox_dn_2: 0.1787 (0.1948) loss_bbox_dn_3: 0.1765 (0.1877) loss_bbox_dn_4: 0.1752 (0.1862) loss_bbox_dn_5: 0.1753 (0.1862) loss_giou: 0.4659 (0.4877) loss_giou_aux_0: 0.4795 (0.5127) loss_giou_aux_1: 0.4814 (0.4977) loss_giou_aux_2: 0.4667 (0.4926) loss_giou_aux_3: 0.4658 (0.4888) loss_giou_aux_4: 0.4665 (0.4878) loss_giou_aux_5: 0.5603 (0.5811) loss_giou_dn_0: 0.5926 (0.6038) loss_giou_dn_1: 0.4906 (0.4984) loss_giou_dn_2: 0.4491 (0.4693) loss_giou_dn_3: 0.4389 (0.4608) loss_giou_dn_4: 0.4369 (0.4588) loss_giou_dn_5: 0.4368 (0.4589) loss_vfl: 0.6858 (0.6965) loss_vfl_aux_0: 0.8302 (0.8119) loss_vfl_aux_1: 0.7536 (0.7581) loss_vfl_aux_2: 0.7156 (0.7233) loss_vfl_aux_3: 0.7064 (0.7076) loss_vfl_aux_4: 0.6866 (0.6997) loss_vfl_aux_5: 0.7714 (0.7877) loss_vfl_dn_0: 0.4602 (0.4609) loss_vfl_dn_1: 0.3942 (0.3971) loss_vfl_dn_2: 0.3791 (0.3810) loss_vfl_dn_3: 0.3730 (0.3735) loss_vfl_dn_4: 0.3698 (0.3707) loss_vfl_dn_5: 0.3668 (0.3699) time: 0.4702 data: 0.0148 max mem: 5654 Epoch: [29] [5200/7393] eta: 0:17:38 lr: 0.000010 loss: 16.0790 (16.4906) loss_bbox: 0.1454 (0.1599) loss_bbox_aux_0: 0.1519 (0.1738) loss_bbox_aux_1: 0.1485 (0.1650) loss_bbox_aux_2: 0.1489 (0.1623) loss_bbox_aux_3: 0.1460 (0.1604) loss_bbox_aux_4: 0.1440 (0.1599) loss_bbox_aux_5: 0.1865 (0.2132) loss_bbox_dn_0: 0.2654 (0.2867) loss_bbox_dn_1: 0.1924 (0.2171) loss_bbox_dn_2: 0.1723 (0.1949) loss_bbox_dn_3: 0.1716 (0.1878) loss_bbox_dn_4: 0.1699 (0.1863) loss_bbox_dn_5: 0.1698 (0.1863) loss_giou: 0.4929 (0.4875) loss_giou_aux_0: 0.5070 (0.5126) loss_giou_aux_1: 0.4967 (0.4975) loss_giou_aux_2: 0.5157 (0.4924) loss_giou_aux_3: 0.4842 (0.4886) loss_giou_aux_4: 0.4914 (0.4876) loss_giou_aux_5: 0.6051 (0.5810) loss_giou_dn_0: 0.6001 (0.6038) loss_giou_dn_1: 0.5001 (0.4983) loss_giou_dn_2: 0.4772 (0.4693) loss_giou_dn_3: 0.4729 (0.4607) loss_giou_dn_4: 0.4724 (0.4587) loss_giou_dn_5: 0.4725 (0.4589) loss_vfl: 0.6882 (0.6968) loss_vfl_aux_0: 0.7956 (0.8121) loss_vfl_aux_1: 0.7764 (0.7584) loss_vfl_aux_2: 0.7403 (0.7237) loss_vfl_aux_3: 0.7102 (0.7080) loss_vfl_aux_4: 0.6936 (0.7000) loss_vfl_aux_5: 0.7883 (0.7880) loss_vfl_dn_0: 0.4662 (0.4610) loss_vfl_dn_1: 0.3999 (0.3971) loss_vfl_dn_2: 0.3822 (0.3811) loss_vfl_dn_3: 0.3770 (0.3735) loss_vfl_dn_4: 0.3705 (0.3707) loss_vfl_dn_5: 0.3710 (0.3699) time: 0.4702 data: 0.0142 max mem: 5654 Epoch: [29] [5300/7393] eta: 0:16:49 lr: 0.000010 loss: 17.0417 (16.4929) loss_bbox: 0.1421 (0.1599) loss_bbox_aux_0: 0.1504 (0.1738) loss_bbox_aux_1: 0.1559 (0.1650) loss_bbox_aux_2: 0.1473 (0.1624) loss_bbox_aux_3: 0.1425 (0.1605) loss_bbox_aux_4: 0.1441 (0.1599) loss_bbox_aux_5: 0.1869 (0.2132) loss_bbox_dn_0: 0.2440 (0.2865) loss_bbox_dn_1: 0.1813 (0.2170) loss_bbox_dn_2: 0.1671 (0.1948) loss_bbox_dn_3: 0.1639 (0.1877) loss_bbox_dn_4: 0.1648 (0.1862) loss_bbox_dn_5: 0.1649 (0.1862) loss_giou: 0.4900 (0.4879) loss_giou_aux_0: 0.5087 (0.5130) loss_giou_aux_1: 0.5053 (0.4979) loss_giou_aux_2: 0.4999 (0.4929) loss_giou_aux_3: 0.4900 (0.4891) loss_giou_aux_4: 0.4952 (0.4880) loss_giou_aux_5: 0.5864 (0.5813) loss_giou_dn_0: 0.6202 (0.6040) loss_giou_dn_1: 0.5134 (0.4986) loss_giou_dn_2: 0.4813 (0.4696) loss_giou_dn_3: 0.4685 (0.4610) loss_giou_dn_4: 0.4631 (0.4590) loss_giou_dn_5: 0.4631 (0.4591) loss_vfl: 0.6992 (0.6966) loss_vfl_aux_0: 0.8228 (0.8117) loss_vfl_aux_1: 0.7525 (0.7581) loss_vfl_aux_2: 0.7102 (0.7233) loss_vfl_aux_3: 0.6969 (0.7077) loss_vfl_aux_4: 0.6996 (0.6997) loss_vfl_aux_5: 0.7876 (0.7878) loss_vfl_dn_0: 0.4567 (0.4610) loss_vfl_dn_1: 0.3944 (0.3971) loss_vfl_dn_2: 0.3785 (0.3811) loss_vfl_dn_3: 0.3710 (0.3735) loss_vfl_dn_4: 0.3720 (0.3708) loss_vfl_dn_5: 0.3678 (0.3700) time: 0.4614 data: 0.0141 max mem: 5654 Epoch: [29] [5400/7393] eta: 0:16:01 lr: 0.000010 loss: 16.2471 (16.4928) loss_bbox: 0.1774 (0.1600) loss_bbox_aux_0: 0.1752 (0.1739) loss_bbox_aux_1: 0.1661 (0.1651) loss_bbox_aux_2: 0.1713 (0.1625) loss_bbox_aux_3: 0.1703 (0.1606) loss_bbox_aux_4: 0.1790 (0.1600) loss_bbox_aux_5: 0.2161 (0.2132) loss_bbox_dn_0: 0.3236 (0.2865) loss_bbox_dn_1: 0.2564 (0.2170) loss_bbox_dn_2: 0.2280 (0.1948) loss_bbox_dn_3: 0.2134 (0.1877) loss_bbox_dn_4: 0.2099 (0.1862) loss_bbox_dn_5: 0.2099 (0.1862) loss_giou: 0.4359 (0.4880) loss_giou_aux_0: 0.4508 (0.5130) loss_giou_aux_1: 0.4351 (0.4980) loss_giou_aux_2: 0.4330 (0.4929) loss_giou_aux_3: 0.4352 (0.4892) loss_giou_aux_4: 0.4371 (0.4881) loss_giou_aux_5: 0.5231 (0.5814) loss_giou_dn_0: 0.5728 (0.6040) loss_giou_dn_1: 0.4568 (0.4986) loss_giou_dn_2: 0.4254 (0.4695) loss_giou_dn_3: 0.4139 (0.4609) loss_giou_dn_4: 0.4120 (0.4589) loss_giou_dn_5: 0.4121 (0.4591) loss_vfl: 0.6927 (0.6965) loss_vfl_aux_0: 0.7882 (0.8116) loss_vfl_aux_1: 0.7414 (0.7579) loss_vfl_aux_2: 0.7092 (0.7231) loss_vfl_aux_3: 0.6962 (0.7076) loss_vfl_aux_4: 0.6841 (0.6996) loss_vfl_aux_5: 0.8031 (0.7877) loss_vfl_dn_0: 0.4497 (0.4610) loss_vfl_dn_1: 0.3804 (0.3971) loss_vfl_dn_2: 0.3630 (0.3811) loss_vfl_dn_3: 0.3550 (0.3735) loss_vfl_dn_4: 0.3523 (0.3707) loss_vfl_dn_5: 0.3525 (0.3700) time: 0.4780 data: 0.0143 max mem: 5654 Epoch: [29] [5500/7393] eta: 0:15:12 lr: 0.000010 loss: 16.5181 (16.4942) loss_bbox: 0.1560 (0.1600) loss_bbox_aux_0: 0.1642 (0.1739) loss_bbox_aux_1: 0.1540 (0.1650) loss_bbox_aux_2: 0.1535 (0.1624) loss_bbox_aux_3: 0.1567 (0.1606) loss_bbox_aux_4: 0.1559 (0.1600) loss_bbox_aux_5: 0.1975 (0.2132) loss_bbox_dn_0: 0.2660 (0.2865) loss_bbox_dn_1: 0.2009 (0.2170) loss_bbox_dn_2: 0.1788 (0.1948) loss_bbox_dn_3: 0.1746 (0.1877) loss_bbox_dn_4: 0.1743 (0.1862) loss_bbox_dn_5: 0.1743 (0.1862) loss_giou: 0.4897 (0.4880) loss_giou_aux_0: 0.4778 (0.5130) loss_giou_aux_1: 0.4826 (0.4980) loss_giou_aux_2: 0.4830 (0.4929) loss_giou_aux_3: 0.4838 (0.4892) loss_giou_aux_4: 0.4854 (0.4881) loss_giou_aux_5: 0.5808 (0.5814) loss_giou_dn_0: 0.6120 (0.6040) loss_giou_dn_1: 0.5187 (0.4986) loss_giou_dn_2: 0.4827 (0.4695) loss_giou_dn_3: 0.4754 (0.4609) loss_giou_dn_4: 0.4730 (0.4589) loss_giou_dn_5: 0.4728 (0.4591) loss_vfl: 0.7188 (0.6967) loss_vfl_aux_0: 0.8040 (0.8117) loss_vfl_aux_1: 0.7488 (0.7582) loss_vfl_aux_2: 0.7246 (0.7234) loss_vfl_aux_3: 0.7151 (0.7078) loss_vfl_aux_4: 0.7254 (0.6999) loss_vfl_aux_5: 0.7557 (0.7879) loss_vfl_dn_0: 0.4572 (0.4610) loss_vfl_dn_1: 0.4051 (0.3971) loss_vfl_dn_2: 0.3900 (0.3811) loss_vfl_dn_3: 0.3819 (0.3735) loss_vfl_dn_4: 0.3809 (0.3708) loss_vfl_dn_5: 0.3790 (0.3700) time: 0.4856 data: 0.0139 max mem: 5654 Epoch: [29] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 16.2671 (16.4964) loss_bbox: 0.1414 (0.1601) loss_bbox_aux_0: 0.1640 (0.1740) loss_bbox_aux_1: 0.1525 (0.1651) loss_bbox_aux_2: 0.1510 (0.1626) loss_bbox_aux_3: 0.1445 (0.1607) loss_bbox_aux_4: 0.1443 (0.1601) loss_bbox_aux_5: 0.1979 (0.2133) loss_bbox_dn_0: 0.2812 (0.2866) loss_bbox_dn_1: 0.2098 (0.2171) loss_bbox_dn_2: 0.1875 (0.1949) loss_bbox_dn_3: 0.1821 (0.1878) loss_bbox_dn_4: 0.1809 (0.1863) loss_bbox_dn_5: 0.1809 (0.1863) loss_giou: 0.5047 (0.4880) loss_giou_aux_0: 0.5302 (0.5131) loss_giou_aux_1: 0.5108 (0.4980) loss_giou_aux_2: 0.5068 (0.4929) loss_giou_aux_3: 0.5047 (0.4891) loss_giou_aux_4: 0.4978 (0.4881) loss_giou_aux_5: 0.6017 (0.5814) loss_giou_dn_0: 0.5967 (0.6040) loss_giou_dn_1: 0.5023 (0.4986) loss_giou_dn_2: 0.4751 (0.4695) loss_giou_dn_3: 0.4658 (0.4609) loss_giou_dn_4: 0.4627 (0.4589) loss_giou_dn_5: 0.4627 (0.4591) loss_vfl: 0.6726 (0.6968) loss_vfl_aux_0: 0.7853 (0.8118) loss_vfl_aux_1: 0.7574 (0.7583) loss_vfl_aux_2: 0.7124 (0.7235) loss_vfl_aux_3: 0.6964 (0.7080) loss_vfl_aux_4: 0.6780 (0.7000) loss_vfl_aux_5: 0.7367 (0.7880) loss_vfl_dn_0: 0.4516 (0.4610) loss_vfl_dn_1: 0.3901 (0.3971) loss_vfl_dn_2: 0.3764 (0.3811) loss_vfl_dn_3: 0.3683 (0.3735) loss_vfl_dn_4: 0.3671 (0.3708) loss_vfl_dn_5: 0.3663 (0.3700) time: 0.4679 data: 0.0144 max mem: 5654 Epoch: [29] [5700/7393] eta: 0:13:37 lr: 0.000010 loss: 16.5382 (16.4983) loss_bbox: 0.1553 (0.1601) loss_bbox_aux_0: 0.1745 (0.1739) loss_bbox_aux_1: 0.1578 (0.1651) loss_bbox_aux_2: 0.1595 (0.1625) loss_bbox_aux_3: 0.1561 (0.1606) loss_bbox_aux_4: 0.1553 (0.1601) loss_bbox_aux_5: 0.2062 (0.2132) loss_bbox_dn_0: 0.2786 (0.2863) loss_bbox_dn_1: 0.1953 (0.2169) loss_bbox_dn_2: 0.1749 (0.1947) loss_bbox_dn_3: 0.1687 (0.1876) loss_bbox_dn_4: 0.1684 (0.1861) loss_bbox_dn_5: 0.1684 (0.1861) loss_giou: 0.5026 (0.4885) loss_giou_aux_0: 0.5356 (0.5135) loss_giou_aux_1: 0.5202 (0.4984) loss_giou_aux_2: 0.5153 (0.4934) loss_giou_aux_3: 0.5065 (0.4897) loss_giou_aux_4: 0.5036 (0.4886) loss_giou_aux_5: 0.5994 (0.5819) loss_giou_dn_0: 0.6009 (0.6043) loss_giou_dn_1: 0.4882 (0.4989) loss_giou_dn_2: 0.4658 (0.4698) loss_giou_dn_3: 0.4564 (0.4612) loss_giou_dn_4: 0.4532 (0.4592) loss_giou_dn_5: 0.4538 (0.4594) loss_vfl: 0.6971 (0.6966) loss_vfl_aux_0: 0.7852 (0.8115) loss_vfl_aux_1: 0.7918 (0.7581) loss_vfl_aux_2: 0.7218 (0.7233) loss_vfl_aux_3: 0.6860 (0.7077) loss_vfl_aux_4: 0.6873 (0.6997) loss_vfl_aux_5: 0.7501 (0.7877) loss_vfl_dn_0: 0.4593 (0.4609) loss_vfl_dn_1: 0.3994 (0.3971) loss_vfl_dn_2: 0.3856 (0.3811) loss_vfl_dn_3: 0.3770 (0.3736) loss_vfl_dn_4: 0.3743 (0.3708) loss_vfl_dn_5: 0.3722 (0.3701) time: 0.4749 data: 0.0138 max mem: 5654 Epoch: [29] [5800/7393] eta: 0:12:48 lr: 0.000010 loss: 16.2338 (16.4961) loss_bbox: 0.1576 (0.1601) loss_bbox_aux_0: 0.1745 (0.1739) loss_bbox_aux_1: 0.1647 (0.1651) loss_bbox_aux_2: 0.1554 (0.1626) loss_bbox_aux_3: 0.1575 (0.1607) loss_bbox_aux_4: 0.1578 (0.1601) loss_bbox_aux_5: 0.2161 (0.2132) loss_bbox_dn_0: 0.3135 (0.2863) loss_bbox_dn_1: 0.2287 (0.2169) loss_bbox_dn_2: 0.1986 (0.1947) loss_bbox_dn_3: 0.1944 (0.1876) loss_bbox_dn_4: 0.1946 (0.1861) loss_bbox_dn_5: 0.1948 (0.1861) loss_giou: 0.3978 (0.4884) loss_giou_aux_0: 0.4204 (0.5134) loss_giou_aux_1: 0.4028 (0.4984) loss_giou_aux_2: 0.4042 (0.4933) loss_giou_aux_3: 0.4043 (0.4896) loss_giou_aux_4: 0.3930 (0.4885) loss_giou_aux_5: 0.4725 (0.5817) loss_giou_dn_0: 0.5498 (0.6041) loss_giou_dn_1: 0.4491 (0.4987) loss_giou_dn_2: 0.4052 (0.4696) loss_giou_dn_3: 0.3914 (0.4610) loss_giou_dn_4: 0.3846 (0.4590) loss_giou_dn_5: 0.3847 (0.4592) loss_vfl: 0.6915 (0.6966) loss_vfl_aux_0: 0.8168 (0.8115) loss_vfl_aux_1: 0.7485 (0.7580) loss_vfl_aux_2: 0.7183 (0.7232) loss_vfl_aux_3: 0.7011 (0.7077) loss_vfl_aux_4: 0.6989 (0.6997) loss_vfl_aux_5: 0.8337 (0.7877) loss_vfl_dn_0: 0.4620 (0.4609) loss_vfl_dn_1: 0.3921 (0.3971) loss_vfl_dn_2: 0.3756 (0.3811) loss_vfl_dn_3: 0.3639 (0.3735) loss_vfl_dn_4: 0.3616 (0.3708) loss_vfl_dn_5: 0.3593 (0.3700) time: 0.4686 data: 0.0139 max mem: 5654 Epoch: [29] [5900/7393] eta: 0:12:00 lr: 0.000010 loss: 16.6445 (16.4935) loss_bbox: 0.1531 (0.1602) loss_bbox_aux_0: 0.1652 (0.1740) loss_bbox_aux_1: 0.1613 (0.1651) loss_bbox_aux_2: 0.1541 (0.1626) loss_bbox_aux_3: 0.1520 (0.1607) loss_bbox_aux_4: 0.1496 (0.1601) loss_bbox_aux_5: 0.2163 (0.2133) loss_bbox_dn_0: 0.2824 (0.2864) loss_bbox_dn_1: 0.2048 (0.2169) loss_bbox_dn_2: 0.1842 (0.1947) loss_bbox_dn_3: 0.1779 (0.1876) loss_bbox_dn_4: 0.1760 (0.1861) loss_bbox_dn_5: 0.1760 (0.1861) loss_giou: 0.4623 (0.4882) loss_giou_aux_0: 0.4878 (0.5133) loss_giou_aux_1: 0.4683 (0.4982) loss_giou_aux_2: 0.4571 (0.4932) loss_giou_aux_3: 0.4621 (0.4894) loss_giou_aux_4: 0.4596 (0.4883) loss_giou_aux_5: 0.5696 (0.5815) loss_giou_dn_0: 0.6049 (0.6039) loss_giou_dn_1: 0.5030 (0.4985) loss_giou_dn_2: 0.4690 (0.4694) loss_giou_dn_3: 0.4584 (0.4608) loss_giou_dn_4: 0.4581 (0.4588) loss_giou_dn_5: 0.4586 (0.4589) loss_vfl: 0.7020 (0.6965) loss_vfl_aux_0: 0.8007 (0.8115) loss_vfl_aux_1: 0.7506 (0.7579) loss_vfl_aux_2: 0.7330 (0.7232) loss_vfl_aux_3: 0.7103 (0.7076) loss_vfl_aux_4: 0.7148 (0.6997) loss_vfl_aux_5: 0.7864 (0.7878) loss_vfl_dn_0: 0.4600 (0.4609) loss_vfl_dn_1: 0.4004 (0.3971) loss_vfl_dn_2: 0.3843 (0.3811) loss_vfl_dn_3: 0.3779 (0.3735) loss_vfl_dn_4: 0.3762 (0.3707) loss_vfl_dn_5: 0.3752 (0.3699) time: 0.4672 data: 0.0139 max mem: 5654 Epoch: [29] [6000/7393] eta: 0:11:11 lr: 0.000010 loss: 16.5640 (16.4938) loss_bbox: 0.1574 (0.1602) loss_bbox_aux_0: 0.1709 (0.1740) loss_bbox_aux_1: 0.1573 (0.1652) loss_bbox_aux_2: 0.1590 (0.1626) loss_bbox_aux_3: 0.1613 (0.1607) loss_bbox_aux_4: 0.1572 (0.1602) loss_bbox_aux_5: 0.2061 (0.2133) loss_bbox_dn_0: 0.2835 (0.2865) loss_bbox_dn_1: 0.2256 (0.2170) loss_bbox_dn_2: 0.2008 (0.1948) loss_bbox_dn_3: 0.1906 (0.1877) loss_bbox_dn_4: 0.1897 (0.1862) loss_bbox_dn_5: 0.1893 (0.1862) loss_giou: 0.4682 (0.4882) loss_giou_aux_0: 0.4754 (0.5133) loss_giou_aux_1: 0.4756 (0.4982) loss_giou_aux_2: 0.4698 (0.4932) loss_giou_aux_3: 0.4788 (0.4895) loss_giou_aux_4: 0.4684 (0.4884) loss_giou_aux_5: 0.5674 (0.5815) loss_giou_dn_0: 0.5865 (0.6039) loss_giou_dn_1: 0.4882 (0.4986) loss_giou_dn_2: 0.4674 (0.4694) loss_giou_dn_3: 0.4593 (0.4608) loss_giou_dn_4: 0.4571 (0.4588) loss_giou_dn_5: 0.4571 (0.4590) loss_vfl: 0.6627 (0.6964) loss_vfl_aux_0: 0.7473 (0.8113) loss_vfl_aux_1: 0.7023 (0.7578) loss_vfl_aux_2: 0.6876 (0.7231) loss_vfl_aux_3: 0.6723 (0.7075) loss_vfl_aux_4: 0.6538 (0.6996) loss_vfl_aux_5: 0.7437 (0.7877) loss_vfl_dn_0: 0.4474 (0.4609) loss_vfl_dn_1: 0.3883 (0.3970) loss_vfl_dn_2: 0.3779 (0.3810) loss_vfl_dn_3: 0.3723 (0.3735) loss_vfl_dn_4: 0.3687 (0.3707) loss_vfl_dn_5: 0.3699 (0.3699) time: 0.4679 data: 0.0140 max mem: 5654 Epoch: [29] [6100/7393] eta: 0:10:23 lr: 0.000010 loss: 16.8550 (16.4961) loss_bbox: 0.1440 (0.1601) loss_bbox_aux_0: 0.1542 (0.1739) loss_bbox_aux_1: 0.1384 (0.1651) loss_bbox_aux_2: 0.1395 (0.1626) loss_bbox_aux_3: 0.1465 (0.1607) loss_bbox_aux_4: 0.1434 (0.1601) loss_bbox_aux_5: 0.1911 (0.2132) loss_bbox_dn_0: 0.2642 (0.2864) loss_bbox_dn_1: 0.1960 (0.2170) loss_bbox_dn_2: 0.1730 (0.1948) loss_bbox_dn_3: 0.1667 (0.1877) loss_bbox_dn_4: 0.1631 (0.1862) loss_bbox_dn_5: 0.1630 (0.1862) loss_giou: 0.5107 (0.4884) loss_giou_aux_0: 0.5347 (0.5134) loss_giou_aux_1: 0.5216 (0.4983) loss_giou_aux_2: 0.5059 (0.4933) loss_giou_aux_3: 0.5096 (0.4896) loss_giou_aux_4: 0.5110 (0.4885) loss_giou_aux_5: 0.6050 (0.5817) loss_giou_dn_0: 0.6236 (0.6041) loss_giou_dn_1: 0.5196 (0.4987) loss_giou_dn_2: 0.4972 (0.4697) loss_giou_dn_3: 0.4883 (0.4611) loss_giou_dn_4: 0.4889 (0.4591) loss_giou_dn_5: 0.4905 (0.4592) loss_vfl: 0.6849 (0.6965) loss_vfl_aux_0: 0.8086 (0.8114) loss_vfl_aux_1: 0.7332 (0.7579) loss_vfl_aux_2: 0.7180 (0.7232) loss_vfl_aux_3: 0.6980 (0.7076) loss_vfl_aux_4: 0.6831 (0.6996) loss_vfl_aux_5: 0.7644 (0.7877) loss_vfl_dn_0: 0.4522 (0.4608) loss_vfl_dn_1: 0.3958 (0.3970) loss_vfl_dn_2: 0.3824 (0.3810) loss_vfl_dn_3: 0.3749 (0.3735) loss_vfl_dn_4: 0.3717 (0.3707) loss_vfl_dn_5: 0.3730 (0.3699) time: 0.4655 data: 0.0134 max mem: 5654 Epoch: [29] [6200/7393] eta: 0:09:34 lr: 0.000010 loss: 15.9487 (16.4962) loss_bbox: 0.1411 (0.1602) loss_bbox_aux_0: 0.1590 (0.1739) loss_bbox_aux_1: 0.1529 (0.1652) loss_bbox_aux_2: 0.1514 (0.1627) loss_bbox_aux_3: 0.1421 (0.1608) loss_bbox_aux_4: 0.1454 (0.1602) loss_bbox_aux_5: 0.1925 (0.2133) loss_bbox_dn_0: 0.2796 (0.2865) loss_bbox_dn_1: 0.2105 (0.2170) loss_bbox_dn_2: 0.1957 (0.1948) loss_bbox_dn_3: 0.1890 (0.1878) loss_bbox_dn_4: 0.1867 (0.1863) loss_bbox_dn_5: 0.1867 (0.1863) loss_giou: 0.4789 (0.4883) loss_giou_aux_0: 0.4964 (0.5132) loss_giou_aux_1: 0.4889 (0.4982) loss_giou_aux_2: 0.4872 (0.4932) loss_giou_aux_3: 0.4862 (0.4895) loss_giou_aux_4: 0.4789 (0.4884) loss_giou_aux_5: 0.5501 (0.5815) loss_giou_dn_0: 0.5987 (0.6040) loss_giou_dn_1: 0.4917 (0.4986) loss_giou_dn_2: 0.4710 (0.4695) loss_giou_dn_3: 0.4618 (0.4609) loss_giou_dn_4: 0.4604 (0.4589) loss_giou_dn_5: 0.4604 (0.4591) loss_vfl: 0.6635 (0.6966) loss_vfl_aux_0: 0.7856 (0.8115) loss_vfl_aux_1: 0.7221 (0.7580) loss_vfl_aux_2: 0.6787 (0.7233) loss_vfl_aux_3: 0.6779 (0.7078) loss_vfl_aux_4: 0.6625 (0.6998) loss_vfl_aux_5: 0.7614 (0.7878) loss_vfl_dn_0: 0.4585 (0.4608) loss_vfl_dn_1: 0.3957 (0.3970) loss_vfl_dn_2: 0.3752 (0.3810) loss_vfl_dn_3: 0.3683 (0.3734) loss_vfl_dn_4: 0.3651 (0.3707) loss_vfl_dn_5: 0.3662 (0.3699) time: 0.4866 data: 0.0142 max mem: 5654 Epoch: [29] [6300/7393] eta: 0:08:46 lr: 0.000010 loss: 16.5806 (16.4954) loss_bbox: 0.1632 (0.1603) loss_bbox_aux_0: 0.1783 (0.1740) loss_bbox_aux_1: 0.1698 (0.1653) loss_bbox_aux_2: 0.1704 (0.1628) loss_bbox_aux_3: 0.1661 (0.1609) loss_bbox_aux_4: 0.1632 (0.1603) loss_bbox_aux_5: 0.2136 (0.2134) loss_bbox_dn_0: 0.2728 (0.2866) loss_bbox_dn_1: 0.2162 (0.2171) loss_bbox_dn_2: 0.1915 (0.1949) loss_bbox_dn_3: 0.1817 (0.1878) loss_bbox_dn_4: 0.1801 (0.1863) loss_bbox_dn_5: 0.1800 (0.1863) loss_giou: 0.4657 (0.4882) loss_giou_aux_0: 0.5085 (0.5132) loss_giou_aux_1: 0.4985 (0.4981) loss_giou_aux_2: 0.4901 (0.4931) loss_giou_aux_3: 0.4696 (0.4894) loss_giou_aux_4: 0.4714 (0.4883) loss_giou_aux_5: 0.5663 (0.5814) loss_giou_dn_0: 0.6045 (0.6039) loss_giou_dn_1: 0.4899 (0.4985) loss_giou_dn_2: 0.4616 (0.4694) loss_giou_dn_3: 0.4491 (0.4608) loss_giou_dn_4: 0.4465 (0.4588) loss_giou_dn_5: 0.4469 (0.4590) loss_vfl: 0.6838 (0.6964) loss_vfl_aux_0: 0.8145 (0.8115) loss_vfl_aux_1: 0.7575 (0.7579) loss_vfl_aux_2: 0.6989 (0.7231) loss_vfl_aux_3: 0.6941 (0.7076) loss_vfl_aux_4: 0.6904 (0.6996) loss_vfl_aux_5: 0.7885 (0.7879) loss_vfl_dn_0: 0.4616 (0.4608) loss_vfl_dn_1: 0.3974 (0.3970) loss_vfl_dn_2: 0.3843 (0.3810) loss_vfl_dn_3: 0.3783 (0.3734) loss_vfl_dn_4: 0.3758 (0.3707) loss_vfl_dn_5: 0.3760 (0.3699) time: 0.4835 data: 0.0140 max mem: 5654 Epoch: [29] [6400/7393] eta: 0:07:58 lr: 0.000010 loss: 16.5296 (16.4966) loss_bbox: 0.1552 (0.1603) loss_bbox_aux_0: 0.1682 (0.1740) loss_bbox_aux_1: 0.1589 (0.1653) loss_bbox_aux_2: 0.1538 (0.1628) loss_bbox_aux_3: 0.1540 (0.1609) loss_bbox_aux_4: 0.1537 (0.1603) loss_bbox_aux_5: 0.1988 (0.2134) loss_bbox_dn_0: 0.2644 (0.2865) loss_bbox_dn_1: 0.2100 (0.2171) loss_bbox_dn_2: 0.1933 (0.1949) loss_bbox_dn_3: 0.1874 (0.1878) loss_bbox_dn_4: 0.1841 (0.1863) loss_bbox_dn_5: 0.1836 (0.1863) loss_giou: 0.4439 (0.4883) loss_giou_aux_0: 0.4715 (0.5132) loss_giou_aux_1: 0.4754 (0.4982) loss_giou_aux_2: 0.4685 (0.4932) loss_giou_aux_3: 0.4385 (0.4895) loss_giou_aux_4: 0.4379 (0.4884) loss_giou_aux_5: 0.5542 (0.5814) loss_giou_dn_0: 0.5852 (0.6039) loss_giou_dn_1: 0.4877 (0.4985) loss_giou_dn_2: 0.4584 (0.4694) loss_giou_dn_3: 0.4505 (0.4608) loss_giou_dn_4: 0.4482 (0.4588) loss_giou_dn_5: 0.4478 (0.4590) loss_vfl: 0.7134 (0.6966) loss_vfl_aux_0: 0.7755 (0.8116) loss_vfl_aux_1: 0.7486 (0.7581) loss_vfl_aux_2: 0.7276 (0.7233) loss_vfl_aux_3: 0.7058 (0.7077) loss_vfl_aux_4: 0.7169 (0.6998) loss_vfl_aux_5: 0.7868 (0.7880) loss_vfl_dn_0: 0.4568 (0.4609) loss_vfl_dn_1: 0.3936 (0.3970) loss_vfl_dn_2: 0.3786 (0.3810) loss_vfl_dn_3: 0.3656 (0.3734) loss_vfl_dn_4: 0.3604 (0.3707) loss_vfl_dn_5: 0.3590 (0.3699) time: 0.4651 data: 0.0135 max mem: 5654 Epoch: [29] [6500/7393] eta: 0:07:10 lr: 0.000010 loss: 16.5765 (16.4957) loss_bbox: 0.1506 (0.1603) loss_bbox_aux_0: 0.1798 (0.1740) loss_bbox_aux_1: 0.1699 (0.1653) loss_bbox_aux_2: 0.1657 (0.1628) loss_bbox_aux_3: 0.1584 (0.1609) loss_bbox_aux_4: 0.1587 (0.1603) loss_bbox_aux_5: 0.2201 (0.2133) loss_bbox_dn_0: 0.2776 (0.2864) loss_bbox_dn_1: 0.2125 (0.2170) loss_bbox_dn_2: 0.1919 (0.1948) loss_bbox_dn_3: 0.1881 (0.1877) loss_bbox_dn_4: 0.1860 (0.1862) loss_bbox_dn_5: 0.1861 (0.1862) loss_giou: 0.4804 (0.4885) loss_giou_aux_0: 0.5030 (0.5133) loss_giou_aux_1: 0.4893 (0.4983) loss_giou_aux_2: 0.4888 (0.4934) loss_giou_aux_3: 0.4838 (0.4897) loss_giou_aux_4: 0.4802 (0.4885) loss_giou_aux_5: 0.5640 (0.5816) loss_giou_dn_0: 0.5935 (0.6039) loss_giou_dn_1: 0.4968 (0.4986) loss_giou_dn_2: 0.4680 (0.4695) loss_giou_dn_3: 0.4606 (0.4609) loss_giou_dn_4: 0.4590 (0.4589) loss_giou_dn_5: 0.4588 (0.4591) loss_vfl: 0.7051 (0.6964) loss_vfl_aux_0: 0.7750 (0.8114) loss_vfl_aux_1: 0.7323 (0.7579) loss_vfl_aux_2: 0.7034 (0.7230) loss_vfl_aux_3: 0.7043 (0.7076) loss_vfl_aux_4: 0.6967 (0.6996) loss_vfl_aux_5: 0.7775 (0.7879) loss_vfl_dn_0: 0.4531 (0.4608) loss_vfl_dn_1: 0.4047 (0.3970) loss_vfl_dn_2: 0.3903 (0.3810) loss_vfl_dn_3: 0.3783 (0.3734) loss_vfl_dn_4: 0.3763 (0.3707) loss_vfl_dn_5: 0.3734 (0.3699) time: 0.4813 data: 0.0141 max mem: 5654 Epoch: [29] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 16.0073 (16.4955) loss_bbox: 0.1722 (0.1604) loss_bbox_aux_0: 0.1766 (0.1740) loss_bbox_aux_1: 0.1753 (0.1654) loss_bbox_aux_2: 0.1670 (0.1629) loss_bbox_aux_3: 0.1686 (0.1609) loss_bbox_aux_4: 0.1702 (0.1603) loss_bbox_aux_5: 0.2233 (0.2134) loss_bbox_dn_0: 0.3030 (0.2866) loss_bbox_dn_1: 0.2321 (0.2172) loss_bbox_dn_2: 0.2093 (0.1949) loss_bbox_dn_3: 0.2044 (0.1879) loss_bbox_dn_4: 0.2014 (0.1864) loss_bbox_dn_5: 0.2013 (0.1864) loss_giou: 0.4520 (0.4883) loss_giou_aux_0: 0.4575 (0.5131) loss_giou_aux_1: 0.4526 (0.4980) loss_giou_aux_2: 0.4608 (0.4932) loss_giou_aux_3: 0.4448 (0.4894) loss_giou_aux_4: 0.4408 (0.4883) loss_giou_aux_5: 0.5313 (0.5813) loss_giou_dn_0: 0.5708 (0.6038) loss_giou_dn_1: 0.4711 (0.4985) loss_giou_dn_2: 0.4367 (0.4694) loss_giou_dn_3: 0.4321 (0.4608) loss_giou_dn_4: 0.4330 (0.4588) loss_giou_dn_5: 0.4328 (0.4589) loss_vfl: 0.6647 (0.6965) loss_vfl_aux_0: 0.7897 (0.8116) loss_vfl_aux_1: 0.7383 (0.7581) loss_vfl_aux_2: 0.6815 (0.7230) loss_vfl_aux_3: 0.6710 (0.7076) loss_vfl_aux_4: 0.6655 (0.6997) loss_vfl_aux_5: 0.7527 (0.7881) loss_vfl_dn_0: 0.4614 (0.4608) loss_vfl_dn_1: 0.3980 (0.3970) loss_vfl_dn_2: 0.3815 (0.3810) loss_vfl_dn_3: 0.3756 (0.3734) loss_vfl_dn_4: 0.3735 (0.3707) loss_vfl_dn_5: 0.3714 (0.3699) time: 0.4755 data: 0.0143 max mem: 5654 Epoch: [29] [6700/7393] eta: 0:05:33 lr: 0.000010 loss: 16.6055 (16.4958) loss_bbox: 0.1682 (0.1603) loss_bbox_aux_0: 0.1741 (0.1739) loss_bbox_aux_1: 0.1635 (0.1653) loss_bbox_aux_2: 0.1674 (0.1628) loss_bbox_aux_3: 0.1660 (0.1609) loss_bbox_aux_4: 0.1670 (0.1603) loss_bbox_aux_5: 0.2101 (0.2132) loss_bbox_dn_0: 0.3041 (0.2865) loss_bbox_dn_1: 0.2351 (0.2171) loss_bbox_dn_2: 0.2177 (0.1949) loss_bbox_dn_3: 0.2113 (0.1878) loss_bbox_dn_4: 0.2083 (0.1863) loss_bbox_dn_5: 0.2084 (0.1863) loss_giou: 0.4825 (0.4885) loss_giou_aux_0: 0.5005 (0.5133) loss_giou_aux_1: 0.4685 (0.4982) loss_giou_aux_2: 0.4777 (0.4934) loss_giou_aux_3: 0.4784 (0.4896) loss_giou_aux_4: 0.4828 (0.4885) loss_giou_aux_5: 0.5696 (0.5815) loss_giou_dn_0: 0.5876 (0.6039) loss_giou_dn_1: 0.4896 (0.4986) loss_giou_dn_2: 0.4676 (0.4695) loss_giou_dn_3: 0.4609 (0.4609) loss_giou_dn_4: 0.4589 (0.4589) loss_giou_dn_5: 0.4590 (0.4591) loss_vfl: 0.6804 (0.6964) loss_vfl_aux_0: 0.8095 (0.8115) loss_vfl_aux_1: 0.7736 (0.7580) loss_vfl_aux_2: 0.7243 (0.7229) loss_vfl_aux_3: 0.7022 (0.7075) loss_vfl_aux_4: 0.6932 (0.6996) loss_vfl_aux_5: 0.7847 (0.7879) loss_vfl_dn_0: 0.4587 (0.4607) loss_vfl_dn_1: 0.3872 (0.3969) loss_vfl_dn_2: 0.3745 (0.3810) loss_vfl_dn_3: 0.3649 (0.3734) loss_vfl_dn_4: 0.3642 (0.3706) loss_vfl_dn_5: 0.3630 (0.3699) time: 0.4694 data: 0.0142 max mem: 5654 Epoch: [29] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 17.0969 (16.4948) loss_bbox: 0.1568 (0.1603) loss_bbox_aux_0: 0.1691 (0.1739) loss_bbox_aux_1: 0.1641 (0.1653) loss_bbox_aux_2: 0.1590 (0.1628) loss_bbox_aux_3: 0.1623 (0.1609) loss_bbox_aux_4: 0.1577 (0.1603) loss_bbox_aux_5: 0.2075 (0.2132) loss_bbox_dn_0: 0.2650 (0.2864) loss_bbox_dn_1: 0.2014 (0.2170) loss_bbox_dn_2: 0.1843 (0.1948) loss_bbox_dn_3: 0.1748 (0.1878) loss_bbox_dn_4: 0.1716 (0.1863) loss_bbox_dn_5: 0.1715 (0.1863) loss_giou: 0.4448 (0.4884) loss_giou_aux_0: 0.5002 (0.5133) loss_giou_aux_1: 0.4730 (0.4982) loss_giou_aux_2: 0.4626 (0.4933) loss_giou_aux_3: 0.4528 (0.4896) loss_giou_aux_4: 0.4594 (0.4885) loss_giou_aux_5: 0.5781 (0.5815) loss_giou_dn_0: 0.5992 (0.6039) loss_giou_dn_1: 0.4867 (0.4986) loss_giou_dn_2: 0.4529 (0.4695) loss_giou_dn_3: 0.4377 (0.4609) loss_giou_dn_4: 0.4378 (0.4589) loss_giou_dn_5: 0.4382 (0.4591) loss_vfl: 0.6987 (0.6964) loss_vfl_aux_0: 0.8001 (0.8114) loss_vfl_aux_1: 0.7618 (0.7579) loss_vfl_aux_2: 0.7287 (0.7229) loss_vfl_aux_3: 0.7210 (0.7075) loss_vfl_aux_4: 0.7004 (0.6995) loss_vfl_aux_5: 0.7733 (0.7878) loss_vfl_dn_0: 0.4563 (0.4607) loss_vfl_dn_1: 0.3993 (0.3969) loss_vfl_dn_2: 0.3880 (0.3810) loss_vfl_dn_3: 0.3834 (0.3734) loss_vfl_dn_4: 0.3804 (0.3707) loss_vfl_dn_5: 0.3811 (0.3699) time: 0.4749 data: 0.0151 max mem: 5654 Epoch: [29] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.6628 (16.4952) loss_bbox: 0.1450 (0.1603) loss_bbox_aux_0: 0.1814 (0.1740) loss_bbox_aux_1: 0.1583 (0.1654) loss_bbox_aux_2: 0.1643 (0.1629) loss_bbox_aux_3: 0.1470 (0.1609) loss_bbox_aux_4: 0.1450 (0.1603) loss_bbox_aux_5: 0.2090 (0.2133) loss_bbox_dn_0: 0.2594 (0.2864) loss_bbox_dn_1: 0.1919 (0.2171) loss_bbox_dn_2: 0.1699 (0.1949) loss_bbox_dn_3: 0.1608 (0.1878) loss_bbox_dn_4: 0.1602 (0.1863) loss_bbox_dn_5: 0.1602 (0.1863) loss_giou: 0.4677 (0.4886) loss_giou_aux_0: 0.4927 (0.5135) loss_giou_aux_1: 0.5013 (0.4984) loss_giou_aux_2: 0.4874 (0.4935) loss_giou_aux_3: 0.4745 (0.4898) loss_giou_aux_4: 0.4768 (0.4887) loss_giou_aux_5: 0.5690 (0.5816) loss_giou_dn_0: 0.5921 (0.6040) loss_giou_dn_1: 0.4862 (0.4987) loss_giou_dn_2: 0.4655 (0.4696) loss_giou_dn_3: 0.4524 (0.4610) loss_giou_dn_4: 0.4513 (0.4590) loss_giou_dn_5: 0.4513 (0.4592) loss_vfl: 0.6780 (0.6962) loss_vfl_aux_0: 0.7954 (0.8111) loss_vfl_aux_1: 0.7257 (0.7576) loss_vfl_aux_2: 0.6916 (0.7226) loss_vfl_aux_3: 0.6767 (0.7072) loss_vfl_aux_4: 0.6755 (0.6993) loss_vfl_aux_5: 0.7693 (0.7877) loss_vfl_dn_0: 0.4548 (0.4607) loss_vfl_dn_1: 0.3910 (0.3969) loss_vfl_dn_2: 0.3706 (0.3809) loss_vfl_dn_3: 0.3587 (0.3734) loss_vfl_dn_4: 0.3552 (0.3706) loss_vfl_dn_5: 0.3574 (0.3698) time: 0.4690 data: 0.0143 max mem: 5654 Epoch: [29] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 15.9215 (16.4968) loss_bbox: 0.1514 (0.1603) loss_bbox_aux_0: 0.1533 (0.1739) loss_bbox_aux_1: 0.1475 (0.1653) loss_bbox_aux_2: 0.1410 (0.1628) loss_bbox_aux_3: 0.1497 (0.1609) loss_bbox_aux_4: 0.1501 (0.1603) loss_bbox_aux_5: 0.2024 (0.2132) loss_bbox_dn_0: 0.2592 (0.2862) loss_bbox_dn_1: 0.1939 (0.2169) loss_bbox_dn_2: 0.1688 (0.1947) loss_bbox_dn_3: 0.1619 (0.1876) loss_bbox_dn_4: 0.1614 (0.1862) loss_bbox_dn_5: 0.1614 (0.1862) loss_giou: 0.4606 (0.4889) loss_giou_aux_0: 0.4798 (0.5137) loss_giou_aux_1: 0.4735 (0.4986) loss_giou_aux_2: 0.4722 (0.4938) loss_giou_aux_3: 0.4613 (0.4901) loss_giou_aux_4: 0.4607 (0.4890) loss_giou_aux_5: 0.5516 (0.5819) loss_giou_dn_0: 0.5652 (0.6042) loss_giou_dn_1: 0.4596 (0.4989) loss_giou_dn_2: 0.4347 (0.4698) loss_giou_dn_3: 0.4229 (0.4612) loss_giou_dn_4: 0.4221 (0.4592) loss_giou_dn_5: 0.4221 (0.4593) loss_vfl: 0.6805 (0.6961) loss_vfl_aux_0: 0.7924 (0.8110) loss_vfl_aux_1: 0.7468 (0.7575) loss_vfl_aux_2: 0.6926 (0.7226) loss_vfl_aux_3: 0.6808 (0.7072) loss_vfl_aux_4: 0.6741 (0.6992) loss_vfl_aux_5: 0.7968 (0.7876) loss_vfl_dn_0: 0.4587 (0.4607) loss_vfl_dn_1: 0.3961 (0.3969) loss_vfl_dn_2: 0.3809 (0.3810) loss_vfl_dn_3: 0.3757 (0.3734) loss_vfl_dn_4: 0.3718 (0.3706) loss_vfl_dn_5: 0.3693 (0.3699) time: 0.4766 data: 0.0135 max mem: 5654 Epoch: [29] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.4469 (16.4992) loss_bbox: 0.1709 (0.1603) loss_bbox_aux_0: 0.1624 (0.1739) loss_bbox_aux_1: 0.1644 (0.1653) loss_bbox_aux_2: 0.1638 (0.1628) loss_bbox_aux_3: 0.1635 (0.1609) loss_bbox_aux_4: 0.1600 (0.1603) loss_bbox_aux_5: 0.2105 (0.2132) loss_bbox_dn_0: 0.2685 (0.2861) loss_bbox_dn_1: 0.1986 (0.2169) loss_bbox_dn_2: 0.1773 (0.1946) loss_bbox_dn_3: 0.1720 (0.1876) loss_bbox_dn_4: 0.1701 (0.1861) loss_bbox_dn_5: 0.1701 (0.1861) loss_giou: 0.5217 (0.4893) loss_giou_aux_0: 0.5125 (0.5141) loss_giou_aux_1: 0.5004 (0.4989) loss_giou_aux_2: 0.5148 (0.4941) loss_giou_aux_3: 0.5137 (0.4904) loss_giou_aux_4: 0.5168 (0.4893) loss_giou_aux_5: 0.5910 (0.5823) loss_giou_dn_0: 0.6206 (0.6045) loss_giou_dn_1: 0.5084 (0.4991) loss_giou_dn_2: 0.4824 (0.4700) loss_giou_dn_3: 0.4753 (0.4614) loss_giou_dn_4: 0.4723 (0.4594) loss_giou_dn_5: 0.4724 (0.4596) loss_vfl: 0.6660 (0.6960) loss_vfl_aux_0: 0.7873 (0.8109) loss_vfl_aux_1: 0.7499 (0.7575) loss_vfl_aux_2: 0.7114 (0.7226) loss_vfl_aux_3: 0.6944 (0.7071) loss_vfl_aux_4: 0.6702 (0.6991) loss_vfl_aux_5: 0.7662 (0.7874) loss_vfl_dn_0: 0.4609 (0.4607) loss_vfl_dn_1: 0.3990 (0.3969) loss_vfl_dn_2: 0.3797 (0.3810) loss_vfl_dn_3: 0.3743 (0.3734) loss_vfl_dn_4: 0.3709 (0.3706) loss_vfl_dn_5: 0.3691 (0.3699) time: 0.4657 data: 0.0150 max mem: 5654 Epoch: [29] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.3321 (16.4984) loss_bbox: 0.1482 (0.1604) loss_bbox_aux_0: 0.1693 (0.1739) loss_bbox_aux_1: 0.1644 (0.1653) loss_bbox_aux_2: 0.1551 (0.1628) loss_bbox_aux_3: 0.1492 (0.1609) loss_bbox_aux_4: 0.1482 (0.1604) loss_bbox_aux_5: 0.2142 (0.2132) loss_bbox_dn_0: 0.2872 (0.2861) loss_bbox_dn_1: 0.2145 (0.2168) loss_bbox_dn_2: 0.1839 (0.1946) loss_bbox_dn_3: 0.1751 (0.1875) loss_bbox_dn_4: 0.1734 (0.1860) loss_bbox_dn_5: 0.1734 (0.1860) loss_giou: 0.4294 (0.4892) loss_giou_aux_0: 0.4645 (0.5140) loss_giou_aux_1: 0.4504 (0.4989) loss_giou_aux_2: 0.4344 (0.4941) loss_giou_aux_3: 0.4308 (0.4904) loss_giou_aux_4: 0.4266 (0.4893) loss_giou_aux_5: 0.5416 (0.5822) loss_giou_dn_0: 0.5770 (0.6045) loss_giou_dn_1: 0.4750 (0.4991) loss_giou_dn_2: 0.4474 (0.4700) loss_giou_dn_3: 0.4394 (0.4614) loss_giou_dn_4: 0.4353 (0.4594) loss_giou_dn_5: 0.4352 (0.4595) loss_vfl: 0.7117 (0.6959) loss_vfl_aux_0: 0.8175 (0.8108) loss_vfl_aux_1: 0.7454 (0.7574) loss_vfl_aux_2: 0.7207 (0.7225) loss_vfl_aux_3: 0.7078 (0.7070) loss_vfl_aux_4: 0.7148 (0.6991) loss_vfl_aux_5: 0.8079 (0.7874) loss_vfl_dn_0: 0.4568 (0.4607) loss_vfl_dn_1: 0.3940 (0.3969) loss_vfl_dn_2: 0.3723 (0.3810) loss_vfl_dn_3: 0.3622 (0.3734) loss_vfl_dn_4: 0.3614 (0.3706) loss_vfl_dn_5: 0.3609 (0.3698) time: 0.4700 data: 0.0142 max mem: 5654 Epoch: [29] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.6664 (16.4964) loss_bbox: 0.1539 (0.1604) loss_bbox_aux_0: 0.1532 (0.1739) loss_bbox_aux_1: 0.1544 (0.1653) loss_bbox_aux_2: 0.1457 (0.1628) loss_bbox_aux_3: 0.1514 (0.1609) loss_bbox_aux_4: 0.1516 (0.1603) loss_bbox_aux_5: 0.1914 (0.2132) loss_bbox_dn_0: 0.2679 (0.2860) loss_bbox_dn_1: 0.1976 (0.2168) loss_bbox_dn_2: 0.1738 (0.1946) loss_bbox_dn_3: 0.1651 (0.1875) loss_bbox_dn_4: 0.1632 (0.1860) loss_bbox_dn_5: 0.1633 (0.1860) loss_giou: 0.5326 (0.4892) loss_giou_aux_0: 0.5262 (0.5140) loss_giou_aux_1: 0.5209 (0.4989) loss_giou_aux_2: 0.5255 (0.4940) loss_giou_aux_3: 0.5356 (0.4903) loss_giou_aux_4: 0.5380 (0.4892) loss_giou_aux_5: 0.5975 (0.5822) loss_giou_dn_0: 0.6093 (0.6044) loss_giou_dn_1: 0.5088 (0.4990) loss_giou_dn_2: 0.4825 (0.4699) loss_giou_dn_3: 0.4729 (0.4613) loss_giou_dn_4: 0.4705 (0.4593) loss_giou_dn_5: 0.4708 (0.4595) loss_vfl: 0.6729 (0.6958) loss_vfl_aux_0: 0.8049 (0.8107) loss_vfl_aux_1: 0.7513 (0.7573) loss_vfl_aux_2: 0.7215 (0.7224) loss_vfl_aux_3: 0.6928 (0.7069) loss_vfl_aux_4: 0.6810 (0.6990) loss_vfl_aux_5: 0.7777 (0.7873) loss_vfl_dn_0: 0.4586 (0.4606) loss_vfl_dn_1: 0.3995 (0.3969) loss_vfl_dn_2: 0.3817 (0.3810) loss_vfl_dn_3: 0.3755 (0.3733) loss_vfl_dn_4: 0.3710 (0.3706) loss_vfl_dn_5: 0.3703 (0.3698) time: 0.4758 data: 0.0142 max mem: 5654 Epoch: [29] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.3367 (16.4967) loss_bbox: 0.1602 (0.1604) loss_bbox_aux_0: 0.1733 (0.1740) loss_bbox_aux_1: 0.1648 (0.1654) loss_bbox_aux_2: 0.1622 (0.1629) loss_bbox_aux_3: 0.1589 (0.1610) loss_bbox_aux_4: 0.1571 (0.1604) loss_bbox_aux_5: 0.2141 (0.2132) loss_bbox_dn_0: 0.2788 (0.2862) loss_bbox_dn_1: 0.2066 (0.2168) loss_bbox_dn_2: 0.1879 (0.1946) loss_bbox_dn_3: 0.1803 (0.1876) loss_bbox_dn_4: 0.1783 (0.1861) loss_bbox_dn_5: 0.1783 (0.1861) loss_giou: 0.4491 (0.4890) loss_giou_aux_0: 0.4772 (0.5138) loss_giou_aux_1: 0.4685 (0.4987) loss_giou_aux_2: 0.4629 (0.4939) loss_giou_aux_3: 0.4435 (0.4902) loss_giou_aux_4: 0.4627 (0.4891) loss_giou_aux_5: 0.5424 (0.5821) loss_giou_dn_0: 0.5895 (0.6043) loss_giou_dn_1: 0.4781 (0.4989) loss_giou_dn_2: 0.4504 (0.4698) loss_giou_dn_3: 0.4372 (0.4612) loss_giou_dn_4: 0.4345 (0.4592) loss_giou_dn_5: 0.4346 (0.4594) loss_vfl: 0.7199 (0.6960) loss_vfl_aux_0: 0.8372 (0.8108) loss_vfl_aux_1: 0.7622 (0.7573) loss_vfl_aux_2: 0.7432 (0.7224) loss_vfl_aux_3: 0.7416 (0.7070) loss_vfl_aux_4: 0.7216 (0.6991) loss_vfl_aux_5: 0.8397 (0.7874) loss_vfl_dn_0: 0.4584 (0.4607) loss_vfl_dn_1: 0.4051 (0.3969) loss_vfl_dn_2: 0.3911 (0.3810) loss_vfl_dn_3: 0.3831 (0.3734) loss_vfl_dn_4: 0.3790 (0.3706) loss_vfl_dn_5: 0.3778 (0.3698) time: 0.4641 data: 0.0141 max mem: 5654 Epoch: [29] Total time: 0:59:25 (0.4823 s / it) Averaged stats: lr: 0.000010 loss: 16.3367 (16.4967) loss_bbox: 0.1602 (0.1604) loss_bbox_aux_0: 0.1733 (0.1740) loss_bbox_aux_1: 0.1648 (0.1654) loss_bbox_aux_2: 0.1622 (0.1629) loss_bbox_aux_3: 0.1589 (0.1610) loss_bbox_aux_4: 0.1571 (0.1604) loss_bbox_aux_5: 0.2141 (0.2132) loss_bbox_dn_0: 0.2788 (0.2862) loss_bbox_dn_1: 0.2066 (0.2168) loss_bbox_dn_2: 0.1879 (0.1946) loss_bbox_dn_3: 0.1803 (0.1876) loss_bbox_dn_4: 0.1783 (0.1861) loss_bbox_dn_5: 0.1783 (0.1861) loss_giou: 0.4491 (0.4890) loss_giou_aux_0: 0.4772 (0.5138) loss_giou_aux_1: 0.4685 (0.4987) loss_giou_aux_2: 0.4629 (0.4939) loss_giou_aux_3: 0.4435 (0.4902) loss_giou_aux_4: 0.4627 (0.4891) loss_giou_aux_5: 0.5424 (0.5821) loss_giou_dn_0: 0.5895 (0.6043) loss_giou_dn_1: 0.4781 (0.4989) loss_giou_dn_2: 0.4504 (0.4698) loss_giou_dn_3: 0.4372 (0.4612) loss_giou_dn_4: 0.4345 (0.4592) loss_giou_dn_5: 0.4346 (0.4594) loss_vfl: 0.7199 (0.6960) loss_vfl_aux_0: 0.8372 (0.8108) loss_vfl_aux_1: 0.7622 (0.7573) loss_vfl_aux_2: 0.7432 (0.7224) loss_vfl_aux_3: 0.7416 (0.7070) loss_vfl_aux_4: 0.7216 (0.6991) loss_vfl_aux_5: 0.8397 (0.7874) loss_vfl_dn_0: 0.4584 (0.4607) loss_vfl_dn_1: 0.4051 (0.3969) loss_vfl_dn_2: 0.3911 (0.3810) loss_vfl_dn_3: 0.3831 (0.3734) loss_vfl_dn_4: 0.3790 (0.3706) loss_vfl_dn_5: 0.3778 (0.3698) Test: [ 0/157] eta: 0:04:08 time: 1.5799 data: 1.1873 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4928 data: 0.1285 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3934 data: 0.0246 max mem: 5654 Test: [ 30/157] eta: 0:01:21 time: 0.7260 data: 0.0272 max mem: 5654 Test: [ 40/157] eta: 0:01:08 time: 0.7198 data: 0.0277 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.3944 data: 0.0272 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4034 data: 0.0269 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3922 data: 0.0263 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3912 data: 0.0265 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3996 data: 0.0264 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3884 data: 0.0259 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3913 data: 0.0259 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3897 data: 0.0258 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3867 data: 0.0257 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6856 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6720 data: 0.0264 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6587 data: 0.0252 max mem: 5654 Test: Total time: 0:01:15 (0.4786 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.09s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.697 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 29, 'coco_eval_bbox': 0.5167532593173645} Epoch: [30] [ 0/7393] eta: 7:45:24 lr: 0.000010 loss: 15.5044 (15.5044) loss_bbox: 0.1758 (0.1758) loss_bbox_aux_0: 0.2445 (0.2445) loss_bbox_aux_1: 0.2301 (0.2301) loss_bbox_aux_2: 0.2213 (0.2213) loss_bbox_aux_3: 0.2124 (0.2124) loss_bbox_aux_4: 0.2074 (0.2074) loss_bbox_aux_5: 0.2783 (0.2783) loss_bbox_dn_0: 0.3766 (0.3766) loss_bbox_dn_1: 0.2677 (0.2677) loss_bbox_dn_2: 0.2477 (0.2477) loss_bbox_dn_3: 0.2367 (0.2367) loss_bbox_dn_4: 0.2351 (0.2351) loss_bbox_dn_5: 0.2348 (0.2348) loss_giou: 0.3058 (0.3058) loss_giou_aux_0: 0.3975 (0.3975) loss_giou_aux_1: 0.3673 (0.3673) loss_giou_aux_2: 0.3503 (0.3503) loss_giou_aux_3: 0.3197 (0.3197) loss_giou_aux_4: 0.3114 (0.3114) loss_giou_aux_5: 0.4914 (0.4914) loss_giou_dn_0: 0.4857 (0.4857) loss_giou_dn_1: 0.3659 (0.3659) loss_giou_dn_2: 0.3356 (0.3356) loss_giou_dn_3: 0.3240 (0.3240) loss_giou_dn_4: 0.3214 (0.3214) loss_giou_dn_5: 0.3214 (0.3214) loss_vfl: 0.7852 (0.7852) loss_vfl_aux_0: 0.8684 (0.8684) loss_vfl_aux_1: 0.8022 (0.8022) loss_vfl_aux_2: 0.7531 (0.7531) loss_vfl_aux_3: 0.7763 (0.7763) loss_vfl_aux_4: 0.7575 (0.7575) loss_vfl_aux_5: 0.8141 (0.8141) loss_vfl_dn_0: 0.4294 (0.4294) loss_vfl_dn_1: 0.3496 (0.3496) loss_vfl_dn_2: 0.3337 (0.3337) loss_vfl_dn_3: 0.3255 (0.3255) loss_vfl_dn_4: 0.3224 (0.3224) loss_vfl_dn_5: 0.3210 (0.3210) time: 3.7772 data: 2.6879 max mem: 5654 Epoch: [30] [ 100/7393] eta: 1:02:01 lr: 0.000010 loss: 16.4390 (16.3255) loss_bbox: 0.1607 (0.1592) loss_bbox_aux_0: 0.1670 (0.1750) loss_bbox_aux_1: 0.1628 (0.1658) loss_bbox_aux_2: 0.1571 (0.1621) loss_bbox_aux_3: 0.1597 (0.1591) loss_bbox_aux_4: 0.1561 (0.1596) loss_bbox_aux_5: 0.1970 (0.2098) loss_bbox_dn_0: 0.2472 (0.2701) loss_bbox_dn_1: 0.1956 (0.2035) loss_bbox_dn_2: 0.1803 (0.1830) loss_bbox_dn_3: 0.1745 (0.1765) loss_bbox_dn_4: 0.1717 (0.1751) loss_bbox_dn_5: 0.1717 (0.1751) loss_giou: 0.4537 (0.4988) loss_giou_aux_0: 0.4723 (0.5240) loss_giou_aux_1: 0.4575 (0.5099) loss_giou_aux_2: 0.4619 (0.5051) loss_giou_aux_3: 0.4553 (0.4999) loss_giou_aux_4: 0.4534 (0.4997) loss_giou_aux_5: 0.5517 (0.5912) loss_giou_dn_0: 0.5870 (0.6009) loss_giou_dn_1: 0.4758 (0.4962) loss_giou_dn_2: 0.4406 (0.4678) loss_giou_dn_3: 0.4371 (0.4596) loss_giou_dn_4: 0.4357 (0.4576) loss_giou_dn_5: 0.4357 (0.4578) loss_vfl: 0.6946 (0.6798) loss_vfl_aux_0: 0.7645 (0.7855) loss_vfl_aux_1: 0.7408 (0.7365) loss_vfl_aux_2: 0.7129 (0.7034) loss_vfl_aux_3: 0.7001 (0.6913) loss_vfl_aux_4: 0.6927 (0.6820) loss_vfl_aux_5: 0.7574 (0.7630) loss_vfl_dn_0: 0.4633 (0.4582) loss_vfl_dn_1: 0.3933 (0.3951) loss_vfl_dn_2: 0.3783 (0.3787) loss_vfl_dn_3: 0.3723 (0.3717) loss_vfl_dn_4: 0.3729 (0.3693) loss_vfl_dn_5: 0.3713 (0.3686) time: 0.4763 data: 0.0150 max mem: 5654 Epoch: [30] [ 200/7393] eta: 0:58:53 lr: 0.000010 loss: 16.0340 (16.2675) loss_bbox: 0.1748 (0.1612) loss_bbox_aux_0: 0.1896 (0.1759) loss_bbox_aux_1: 0.1851 (0.1674) loss_bbox_aux_2: 0.1789 (0.1642) loss_bbox_aux_3: 0.1679 (0.1616) loss_bbox_aux_4: 0.1720 (0.1615) loss_bbox_aux_5: 0.2207 (0.2126) loss_bbox_dn_0: 0.3079 (0.2801) loss_bbox_dn_1: 0.2320 (0.2110) loss_bbox_dn_2: 0.2118 (0.1896) loss_bbox_dn_3: 0.2013 (0.1828) loss_bbox_dn_4: 0.1990 (0.1815) loss_bbox_dn_5: 0.1986 (0.1815) loss_giou: 0.4557 (0.4884) loss_giou_aux_0: 0.4691 (0.5120) loss_giou_aux_1: 0.4625 (0.4983) loss_giou_aux_2: 0.4563 (0.4939) loss_giou_aux_3: 0.4585 (0.4894) loss_giou_aux_4: 0.4576 (0.4892) loss_giou_aux_5: 0.5479 (0.5793) loss_giou_dn_0: 0.5718 (0.5948) loss_giou_dn_1: 0.4563 (0.4905) loss_giou_dn_2: 0.4250 (0.4619) loss_giou_dn_3: 0.4149 (0.4535) loss_giou_dn_4: 0.4134 (0.4516) loss_giou_dn_5: 0.4134 (0.4518) loss_vfl: 0.6616 (0.6780) loss_vfl_aux_0: 0.8070 (0.7889) loss_vfl_aux_1: 0.7387 (0.7389) loss_vfl_aux_2: 0.6996 (0.7041) loss_vfl_aux_3: 0.6808 (0.6904) loss_vfl_aux_4: 0.6766 (0.6809) loss_vfl_aux_5: 0.7980 (0.7701) loss_vfl_dn_0: 0.4616 (0.4582) loss_vfl_dn_1: 0.3865 (0.3933) loss_vfl_dn_2: 0.3691 (0.3768) loss_vfl_dn_3: 0.3587 (0.3693) loss_vfl_dn_4: 0.3572 (0.3667) loss_vfl_dn_5: 0.3571 (0.3660) time: 0.4930 data: 0.0142 max mem: 5654 Epoch: [30] [ 300/7393] eta: 1:00:16 lr: 0.000010 loss: 16.1881 (16.4042) loss_bbox: 0.1686 (0.1622) loss_bbox_aux_0: 0.1816 (0.1755) loss_bbox_aux_1: 0.1725 (0.1674) loss_bbox_aux_2: 0.1758 (0.1646) loss_bbox_aux_3: 0.1668 (0.1624) loss_bbox_aux_4: 0.1664 (0.1620) loss_bbox_aux_5: 0.2276 (0.2113) loss_bbox_dn_0: 0.2895 (0.2802) loss_bbox_dn_1: 0.2148 (0.2120) loss_bbox_dn_2: 0.1946 (0.1909) loss_bbox_dn_3: 0.1878 (0.1841) loss_bbox_dn_4: 0.1859 (0.1828) loss_bbox_dn_5: 0.1858 (0.1828) loss_giou: 0.4943 (0.4988) loss_giou_aux_0: 0.5114 (0.5219) loss_giou_aux_1: 0.4957 (0.5080) loss_giou_aux_2: 0.4913 (0.5039) loss_giou_aux_3: 0.4939 (0.4997) loss_giou_aux_4: 0.4940 (0.4993) loss_giou_aux_5: 0.5711 (0.5888) loss_giou_dn_0: 0.5856 (0.6029) loss_giou_dn_1: 0.4760 (0.4986) loss_giou_dn_2: 0.4401 (0.4701) loss_giou_dn_3: 0.4318 (0.4617) loss_giou_dn_4: 0.4295 (0.4598) loss_giou_dn_5: 0.4297 (0.4599) loss_vfl: 0.7007 (0.6786) loss_vfl_aux_0: 0.8296 (0.7895) loss_vfl_aux_1: 0.7497 (0.7387) loss_vfl_aux_2: 0.7243 (0.7037) loss_vfl_aux_3: 0.7093 (0.6907) loss_vfl_aux_4: 0.6942 (0.6819) loss_vfl_aux_5: 0.7923 (0.7708) loss_vfl_dn_0: 0.4600 (0.4586) loss_vfl_dn_1: 0.3953 (0.3949) loss_vfl_dn_2: 0.3790 (0.3785) loss_vfl_dn_3: 0.3691 (0.3710) loss_vfl_dn_4: 0.3665 (0.3683) loss_vfl_dn_5: 0.3641 (0.3675) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [30] [ 400/7393] eta: 0:58:18 lr: 0.000010 loss: 16.5302 (16.3801) loss_bbox: 0.1530 (0.1612) loss_bbox_aux_0: 0.1609 (0.1745) loss_bbox_aux_1: 0.1648 (0.1664) loss_bbox_aux_2: 0.1539 (0.1637) loss_bbox_aux_3: 0.1553 (0.1615) loss_bbox_aux_4: 0.1530 (0.1613) loss_bbox_aux_5: 0.2018 (0.2113) loss_bbox_dn_0: 0.2576 (0.2806) loss_bbox_dn_1: 0.1990 (0.2123) loss_bbox_dn_2: 0.1774 (0.1910) loss_bbox_dn_3: 0.1711 (0.1841) loss_bbox_dn_4: 0.1704 (0.1827) loss_bbox_dn_5: 0.1704 (0.1827) loss_giou: 0.4756 (0.4954) loss_giou_aux_0: 0.5197 (0.5190) loss_giou_aux_1: 0.4948 (0.5050) loss_giou_aux_2: 0.4916 (0.5006) loss_giou_aux_3: 0.4726 (0.4965) loss_giou_aux_4: 0.4784 (0.4958) loss_giou_aux_5: 0.5659 (0.5860) loss_giou_dn_0: 0.6039 (0.6020) loss_giou_dn_1: 0.5018 (0.4975) loss_giou_dn_2: 0.4761 (0.4688) loss_giou_dn_3: 0.4646 (0.4605) loss_giou_dn_4: 0.4635 (0.4585) loss_giou_dn_5: 0.4635 (0.4587) loss_vfl: 0.6882 (0.6799) loss_vfl_aux_0: 0.8025 (0.7916) loss_vfl_aux_1: 0.7495 (0.7394) loss_vfl_aux_2: 0.7005 (0.7054) loss_vfl_aux_3: 0.6900 (0.6913) loss_vfl_aux_4: 0.6965 (0.6831) loss_vfl_aux_5: 0.7660 (0.7725) loss_vfl_dn_0: 0.4587 (0.4588) loss_vfl_dn_1: 0.3946 (0.3947) loss_vfl_dn_2: 0.3769 (0.3785) loss_vfl_dn_3: 0.3707 (0.3711) loss_vfl_dn_4: 0.3698 (0.3685) loss_vfl_dn_5: 0.3683 (0.3676) time: 0.4674 data: 0.0139 max mem: 5654 Epoch: [30] [ 500/7393] eta: 0:56:46 lr: 0.000010 loss: 15.9032 (16.3442) loss_bbox: 0.1463 (0.1608) loss_bbox_aux_0: 0.1552 (0.1735) loss_bbox_aux_1: 0.1514 (0.1660) loss_bbox_aux_2: 0.1499 (0.1632) loss_bbox_aux_3: 0.1452 (0.1609) loss_bbox_aux_4: 0.1442 (0.1608) loss_bbox_aux_5: 0.1881 (0.2117) loss_bbox_dn_0: 0.2528 (0.2820) loss_bbox_dn_1: 0.1959 (0.2133) loss_bbox_dn_2: 0.1809 (0.1917) loss_bbox_dn_3: 0.1737 (0.1847) loss_bbox_dn_4: 0.1762 (0.1833) loss_bbox_dn_5: 0.1761 (0.1833) loss_giou: 0.4514 (0.4894) loss_giou_aux_0: 0.4967 (0.5125) loss_giou_aux_1: 0.4633 (0.4989) loss_giou_aux_2: 0.4654 (0.4947) loss_giou_aux_3: 0.4599 (0.4905) loss_giou_aux_4: 0.4641 (0.4898) loss_giou_aux_5: 0.5448 (0.5802) loss_giou_dn_0: 0.5878 (0.5998) loss_giou_dn_1: 0.4804 (0.4948) loss_giou_dn_2: 0.4529 (0.4657) loss_giou_dn_3: 0.4448 (0.4572) loss_giou_dn_4: 0.4440 (0.4552) loss_giou_dn_5: 0.4439 (0.4554) loss_vfl: 0.6825 (0.6829) loss_vfl_aux_0: 0.7963 (0.7975) loss_vfl_aux_1: 0.7398 (0.7423) loss_vfl_aux_2: 0.7135 (0.7083) loss_vfl_aux_3: 0.6954 (0.6947) loss_vfl_aux_4: 0.7028 (0.6861) loss_vfl_aux_5: 0.7623 (0.7751) loss_vfl_dn_0: 0.4586 (0.4587) loss_vfl_dn_1: 0.3928 (0.3946) loss_vfl_dn_2: 0.3742 (0.3783) loss_vfl_dn_3: 0.3649 (0.3709) loss_vfl_dn_4: 0.3614 (0.3681) loss_vfl_dn_5: 0.3595 (0.3673) time: 0.4714 data: 0.0141 max mem: 5654 Epoch: [30] [ 600/7393] eta: 0:55:31 lr: 0.000010 loss: 16.4903 (16.3970) loss_bbox: 0.1501 (0.1604) loss_bbox_aux_0: 0.1690 (0.1735) loss_bbox_aux_1: 0.1541 (0.1660) loss_bbox_aux_2: 0.1513 (0.1630) loss_bbox_aux_3: 0.1498 (0.1609) loss_bbox_aux_4: 0.1459 (0.1605) loss_bbox_aux_5: 0.2005 (0.2124) loss_bbox_dn_0: 0.3149 (0.2839) loss_bbox_dn_1: 0.2292 (0.2148) loss_bbox_dn_2: 0.2131 (0.1931) loss_bbox_dn_3: 0.1979 (0.1859) loss_bbox_dn_4: 0.1973 (0.1845) loss_bbox_dn_5: 0.1966 (0.1845) loss_giou: 0.4889 (0.4898) loss_giou_aux_0: 0.5028 (0.5133) loss_giou_aux_1: 0.4882 (0.4996) loss_giou_aux_2: 0.4835 (0.4951) loss_giou_aux_3: 0.4769 (0.4911) loss_giou_aux_4: 0.4919 (0.4903) loss_giou_aux_5: 0.5896 (0.5813) loss_giou_dn_0: 0.6243 (0.6019) loss_giou_dn_1: 0.5164 (0.4969) loss_giou_dn_2: 0.4908 (0.4676) loss_giou_dn_3: 0.4811 (0.4589) loss_giou_dn_4: 0.4797 (0.4569) loss_giou_dn_5: 0.4802 (0.4571) loss_vfl: 0.6859 (0.6871) loss_vfl_aux_0: 0.8074 (0.8017) loss_vfl_aux_1: 0.7577 (0.7463) loss_vfl_aux_2: 0.7378 (0.7129) loss_vfl_aux_3: 0.7102 (0.6988) loss_vfl_aux_4: 0.6966 (0.6903) loss_vfl_aux_5: 0.7854 (0.7781) loss_vfl_dn_0: 0.4491 (0.4584) loss_vfl_dn_1: 0.3949 (0.3948) loss_vfl_dn_2: 0.3818 (0.3784) loss_vfl_dn_3: 0.3701 (0.3711) loss_vfl_dn_4: 0.3641 (0.3684) loss_vfl_dn_5: 0.3630 (0.3675) time: 0.4686 data: 0.0137 max mem: 5654 Epoch: [30] [ 700/7393] eta: 0:54:25 lr: 0.000010 loss: 16.1688 (16.4065) loss_bbox: 0.1430 (0.1605) loss_bbox_aux_0: 0.1583 (0.1733) loss_bbox_aux_1: 0.1563 (0.1661) loss_bbox_aux_2: 0.1542 (0.1631) loss_bbox_aux_3: 0.1431 (0.1609) loss_bbox_aux_4: 0.1430 (0.1606) loss_bbox_aux_5: 0.2035 (0.2123) loss_bbox_dn_0: 0.2752 (0.2841) loss_bbox_dn_1: 0.2050 (0.2151) loss_bbox_dn_2: 0.1783 (0.1930) loss_bbox_dn_3: 0.1714 (0.1859) loss_bbox_dn_4: 0.1706 (0.1845) loss_bbox_dn_5: 0.1704 (0.1845) loss_giou: 0.5010 (0.4910) loss_giou_aux_0: 0.5186 (0.5141) loss_giou_aux_1: 0.5178 (0.5009) loss_giou_aux_2: 0.5123 (0.4962) loss_giou_aux_3: 0.5046 (0.4922) loss_giou_aux_4: 0.5030 (0.4914) loss_giou_aux_5: 0.5887 (0.5817) loss_giou_dn_0: 0.5987 (0.6033) loss_giou_dn_1: 0.4960 (0.4984) loss_giou_dn_2: 0.4623 (0.4690) loss_giou_dn_3: 0.4568 (0.4604) loss_giou_dn_4: 0.4544 (0.4583) loss_giou_dn_5: 0.4546 (0.4585) loss_vfl: 0.6378 (0.6853) loss_vfl_aux_0: 0.7731 (0.8003) loss_vfl_aux_1: 0.7184 (0.7451) loss_vfl_aux_2: 0.6672 (0.7115) loss_vfl_aux_3: 0.6652 (0.6973) loss_vfl_aux_4: 0.6427 (0.6884) loss_vfl_aux_5: 0.7545 (0.7783) loss_vfl_dn_0: 0.4552 (0.4584) loss_vfl_dn_1: 0.3962 (0.3951) loss_vfl_dn_2: 0.3805 (0.3790) loss_vfl_dn_3: 0.3698 (0.3716) loss_vfl_dn_4: 0.3677 (0.3689) loss_vfl_dn_5: 0.3670 (0.3680) time: 0.4716 data: 0.0141 max mem: 5654 Epoch: [30] [ 800/7393] eta: 0:53:26 lr: 0.000010 loss: 16.0775 (16.4261) loss_bbox: 0.1507 (0.1610) loss_bbox_aux_0: 0.1656 (0.1736) loss_bbox_aux_1: 0.1619 (0.1665) loss_bbox_aux_2: 0.1593 (0.1634) loss_bbox_aux_3: 0.1540 (0.1614) loss_bbox_aux_4: 0.1541 (0.1611) loss_bbox_aux_5: 0.2039 (0.2125) loss_bbox_dn_0: 0.2713 (0.2844) loss_bbox_dn_1: 0.2017 (0.2151) loss_bbox_dn_2: 0.1736 (0.1930) loss_bbox_dn_3: 0.1657 (0.1859) loss_bbox_dn_4: 0.1656 (0.1845) loss_bbox_dn_5: 0.1665 (0.1845) loss_giou: 0.4261 (0.4927) loss_giou_aux_0: 0.4582 (0.5158) loss_giou_aux_1: 0.4370 (0.5026) loss_giou_aux_2: 0.4289 (0.4975) loss_giou_aux_3: 0.4216 (0.4938) loss_giou_aux_4: 0.4231 (0.4931) loss_giou_aux_5: 0.5396 (0.5835) loss_giou_dn_0: 0.5905 (0.6045) loss_giou_dn_1: 0.4874 (0.4992) loss_giou_dn_2: 0.4400 (0.4698) loss_giou_dn_3: 0.4316 (0.4612) loss_giou_dn_4: 0.4271 (0.4591) loss_giou_dn_5: 0.4270 (0.4593) loss_vfl: 0.6378 (0.6846) loss_vfl_aux_0: 0.7902 (0.8006) loss_vfl_aux_1: 0.7185 (0.7449) loss_vfl_aux_2: 0.6872 (0.7115) loss_vfl_aux_3: 0.6577 (0.6967) loss_vfl_aux_4: 0.6475 (0.6878) loss_vfl_aux_5: 0.7730 (0.7784) loss_vfl_dn_0: 0.4549 (0.4586) loss_vfl_dn_1: 0.3949 (0.3954) loss_vfl_dn_2: 0.3762 (0.3792) loss_vfl_dn_3: 0.3693 (0.3719) loss_vfl_dn_4: 0.3668 (0.3691) loss_vfl_dn_5: 0.3658 (0.3683) time: 0.4928 data: 0.0141 max mem: 5654 Epoch: [30] [ 900/7393] eta: 0:53:18 lr: 0.000010 loss: 16.4276 (16.4261) loss_bbox: 0.1509 (0.1612) loss_bbox_aux_0: 0.1693 (0.1737) loss_bbox_aux_1: 0.1561 (0.1663) loss_bbox_aux_2: 0.1526 (0.1635) loss_bbox_aux_3: 0.1495 (0.1616) loss_bbox_aux_4: 0.1556 (0.1613) loss_bbox_aux_5: 0.1943 (0.2127) loss_bbox_dn_0: 0.2701 (0.2856) loss_bbox_dn_1: 0.2024 (0.2159) loss_bbox_dn_2: 0.1682 (0.1936) loss_bbox_dn_3: 0.1584 (0.1863) loss_bbox_dn_4: 0.1573 (0.1849) loss_bbox_dn_5: 0.1572 (0.1849) loss_giou: 0.4838 (0.4906) loss_giou_aux_0: 0.5106 (0.5140) loss_giou_aux_1: 0.5033 (0.5006) loss_giou_aux_2: 0.5020 (0.4955) loss_giou_aux_3: 0.4960 (0.4917) loss_giou_aux_4: 0.4913 (0.4910) loss_giou_aux_5: 0.5701 (0.5818) loss_giou_dn_0: 0.6032 (0.6035) loss_giou_dn_1: 0.4926 (0.4983) loss_giou_dn_2: 0.4585 (0.4688) loss_giou_dn_3: 0.4478 (0.4601) loss_giou_dn_4: 0.4438 (0.4580) loss_giou_dn_5: 0.4438 (0.4582) loss_vfl: 0.6774 (0.6863) loss_vfl_aux_0: 0.7775 (0.8027) loss_vfl_aux_1: 0.7303 (0.7477) loss_vfl_aux_2: 0.6999 (0.7135) loss_vfl_aux_3: 0.7015 (0.6989) loss_vfl_aux_4: 0.6830 (0.6894) loss_vfl_aux_5: 0.7399 (0.7805) loss_vfl_dn_0: 0.4623 (0.4590) loss_vfl_dn_1: 0.4030 (0.3956) loss_vfl_dn_2: 0.3884 (0.3794) loss_vfl_dn_3: 0.3800 (0.3720) loss_vfl_dn_4: 0.3740 (0.3693) loss_vfl_dn_5: 0.3733 (0.3684) time: 0.4730 data: 0.0139 max mem: 5654 Epoch: [30] [1000/7393] eta: 0:52:20 lr: 0.000010 loss: 16.6166 (16.4440) loss_bbox: 0.1522 (0.1612) loss_bbox_aux_0: 0.1661 (0.1740) loss_bbox_aux_1: 0.1581 (0.1661) loss_bbox_aux_2: 0.1580 (0.1637) loss_bbox_aux_3: 0.1534 (0.1616) loss_bbox_aux_4: 0.1522 (0.1613) loss_bbox_aux_5: 0.1939 (0.2131) loss_bbox_dn_0: 0.2553 (0.2860) loss_bbox_dn_1: 0.1992 (0.2164) loss_bbox_dn_2: 0.1744 (0.1940) loss_bbox_dn_3: 0.1655 (0.1868) loss_bbox_dn_4: 0.1634 (0.1853) loss_bbox_dn_5: 0.1634 (0.1853) loss_giou: 0.5209 (0.4905) loss_giou_aux_0: 0.5499 (0.5143) loss_giou_aux_1: 0.5269 (0.5005) loss_giou_aux_2: 0.5334 (0.4955) loss_giou_aux_3: 0.5234 (0.4918) loss_giou_aux_4: 0.5229 (0.4909) loss_giou_aux_5: 0.6089 (0.5819) loss_giou_dn_0: 0.6326 (0.6037) loss_giou_dn_1: 0.5318 (0.4986) loss_giou_dn_2: 0.4994 (0.4691) loss_giou_dn_3: 0.4957 (0.4604) loss_giou_dn_4: 0.4949 (0.4584) loss_giou_dn_5: 0.4954 (0.4586) loss_vfl: 0.6650 (0.6884) loss_vfl_aux_0: 0.7736 (0.8039) loss_vfl_aux_1: 0.7457 (0.7495) loss_vfl_aux_2: 0.6999 (0.7153) loss_vfl_aux_3: 0.6855 (0.7001) loss_vfl_aux_4: 0.6758 (0.6911) loss_vfl_aux_5: 0.7532 (0.7813) loss_vfl_dn_0: 0.4615 (0.4592) loss_vfl_dn_1: 0.3993 (0.3959) loss_vfl_dn_2: 0.3871 (0.3797) loss_vfl_dn_3: 0.3828 (0.3723) loss_vfl_dn_4: 0.3780 (0.3695) loss_vfl_dn_5: 0.3787 (0.3687) time: 0.4826 data: 0.0145 max mem: 5654 Epoch: [30] [1100/7393] eta: 0:51:20 lr: 0.000010 loss: 16.4465 (16.4206) loss_bbox: 0.1512 (0.1606) loss_bbox_aux_0: 0.1654 (0.1735) loss_bbox_aux_1: 0.1516 (0.1655) loss_bbox_aux_2: 0.1490 (0.1631) loss_bbox_aux_3: 0.1514 (0.1611) loss_bbox_aux_4: 0.1499 (0.1607) loss_bbox_aux_5: 0.2015 (0.2123) loss_bbox_dn_0: 0.2516 (0.2848) loss_bbox_dn_1: 0.1873 (0.2155) loss_bbox_dn_2: 0.1730 (0.1932) loss_bbox_dn_3: 0.1726 (0.1860) loss_bbox_dn_4: 0.1727 (0.1845) loss_bbox_dn_5: 0.1728 (0.1845) loss_giou: 0.4811 (0.4895) loss_giou_aux_0: 0.4938 (0.5134) loss_giou_aux_1: 0.4702 (0.4995) loss_giou_aux_2: 0.4871 (0.4943) loss_giou_aux_3: 0.4712 (0.4907) loss_giou_aux_4: 0.4847 (0.4899) loss_giou_aux_5: 0.5645 (0.5812) loss_giou_dn_0: 0.6086 (0.6027) loss_giou_dn_1: 0.4905 (0.4976) loss_giou_dn_2: 0.4612 (0.4681) loss_giou_dn_3: 0.4600 (0.4594) loss_giou_dn_4: 0.4582 (0.4574) loss_giou_dn_5: 0.4582 (0.4576) loss_vfl: 0.7097 (0.6883) loss_vfl_aux_0: 0.8153 (0.8036) loss_vfl_aux_1: 0.7599 (0.7492) loss_vfl_aux_2: 0.7199 (0.7155) loss_vfl_aux_3: 0.7145 (0.7001) loss_vfl_aux_4: 0.7058 (0.6911) loss_vfl_aux_5: 0.7793 (0.7807) loss_vfl_dn_0: 0.4627 (0.4594) loss_vfl_dn_1: 0.4078 (0.3960) loss_vfl_dn_2: 0.3905 (0.3798) loss_vfl_dn_3: 0.3822 (0.3723) loss_vfl_dn_4: 0.3806 (0.3695) loss_vfl_dn_5: 0.3803 (0.3687) time: 0.4891 data: 0.0146 max mem: 5654 Epoch: [30] [1200/7393] eta: 0:50:24 lr: 0.000010 loss: 15.6990 (16.4031) loss_bbox: 0.1499 (0.1608) loss_bbox_aux_0: 0.1694 (0.1738) loss_bbox_aux_1: 0.1593 (0.1658) loss_bbox_aux_2: 0.1503 (0.1633) loss_bbox_aux_3: 0.1508 (0.1613) loss_bbox_aux_4: 0.1511 (0.1609) loss_bbox_aux_5: 0.1959 (0.2126) loss_bbox_dn_0: 0.2817 (0.2850) loss_bbox_dn_1: 0.1980 (0.2155) loss_bbox_dn_2: 0.1707 (0.1931) loss_bbox_dn_3: 0.1627 (0.1858) loss_bbox_dn_4: 0.1602 (0.1844) loss_bbox_dn_5: 0.1601 (0.1844) loss_giou: 0.4839 (0.4881) loss_giou_aux_0: 0.5223 (0.5122) loss_giou_aux_1: 0.4911 (0.4981) loss_giou_aux_2: 0.4834 (0.4930) loss_giou_aux_3: 0.4829 (0.4892) loss_giou_aux_4: 0.4793 (0.4884) loss_giou_aux_5: 0.5706 (0.5801) loss_giou_dn_0: 0.5981 (0.6016) loss_giou_dn_1: 0.4768 (0.4962) loss_giou_dn_2: 0.4440 (0.4667) loss_giou_dn_3: 0.4356 (0.4580) loss_giou_dn_4: 0.4334 (0.4560) loss_giou_dn_5: 0.4336 (0.4562) loss_vfl: 0.6727 (0.6880) loss_vfl_aux_0: 0.7563 (0.8036) loss_vfl_aux_1: 0.7053 (0.7491) loss_vfl_aux_2: 0.6999 (0.7152) loss_vfl_aux_3: 0.6706 (0.6999) loss_vfl_aux_4: 0.6679 (0.6909) loss_vfl_aux_5: 0.7636 (0.7810) loss_vfl_dn_0: 0.4611 (0.4594) loss_vfl_dn_1: 0.3895 (0.3959) loss_vfl_dn_2: 0.3697 (0.3797) loss_vfl_dn_3: 0.3665 (0.3721) loss_vfl_dn_4: 0.3660 (0.3693) loss_vfl_dn_5: 0.3649 (0.3685) time: 0.4810 data: 0.0140 max mem: 5654 Epoch: [30] [1300/7393] eta: 0:49:30 lr: 0.000010 loss: 16.4066 (16.4064) loss_bbox: 0.1500 (0.1604) loss_bbox_aux_0: 0.1640 (0.1733) loss_bbox_aux_1: 0.1501 (0.1653) loss_bbox_aux_2: 0.1459 (0.1628) loss_bbox_aux_3: 0.1525 (0.1609) loss_bbox_aux_4: 0.1522 (0.1605) loss_bbox_aux_5: 0.1973 (0.2121) loss_bbox_dn_0: 0.2606 (0.2843) loss_bbox_dn_1: 0.1920 (0.2149) loss_bbox_dn_2: 0.1743 (0.1927) loss_bbox_dn_3: 0.1684 (0.1855) loss_bbox_dn_4: 0.1670 (0.1840) loss_bbox_dn_5: 0.1670 (0.1841) loss_giou: 0.4724 (0.4883) loss_giou_aux_0: 0.5019 (0.5127) loss_giou_aux_1: 0.4795 (0.4986) loss_giou_aux_2: 0.4732 (0.4934) loss_giou_aux_3: 0.4707 (0.4896) loss_giou_aux_4: 0.4723 (0.4887) loss_giou_aux_5: 0.5630 (0.5808) loss_giou_dn_0: 0.5992 (0.6021) loss_giou_dn_1: 0.4866 (0.4967) loss_giou_dn_2: 0.4538 (0.4673) loss_giou_dn_3: 0.4492 (0.4585) loss_giou_dn_4: 0.4508 (0.4565) loss_giou_dn_5: 0.4510 (0.4567) loss_vfl: 0.7085 (0.6887) loss_vfl_aux_0: 0.7962 (0.8036) loss_vfl_aux_1: 0.7624 (0.7496) loss_vfl_aux_2: 0.7174 (0.7153) loss_vfl_aux_3: 0.7070 (0.7001) loss_vfl_aux_4: 0.7039 (0.6916) loss_vfl_aux_5: 0.7978 (0.7807) loss_vfl_dn_0: 0.4666 (0.4596) loss_vfl_dn_1: 0.3983 (0.3961) loss_vfl_dn_2: 0.3798 (0.3799) loss_vfl_dn_3: 0.3743 (0.3723) loss_vfl_dn_4: 0.3727 (0.3695) loss_vfl_dn_5: 0.3699 (0.3687) time: 0.4792 data: 0.0144 max mem: 5654 Epoch: [30] [1400/7393] eta: 0:48:37 lr: 0.000010 loss: 16.6134 (16.4271) loss_bbox: 0.1355 (0.1606) loss_bbox_aux_0: 0.1603 (0.1736) loss_bbox_aux_1: 0.1443 (0.1654) loss_bbox_aux_2: 0.1406 (0.1630) loss_bbox_aux_3: 0.1350 (0.1611) loss_bbox_aux_4: 0.1383 (0.1608) loss_bbox_aux_5: 0.2018 (0.2124) loss_bbox_dn_0: 0.2507 (0.2846) loss_bbox_dn_1: 0.1798 (0.2152) loss_bbox_dn_2: 0.1611 (0.1930) loss_bbox_dn_3: 0.1592 (0.1858) loss_bbox_dn_4: 0.1581 (0.1844) loss_bbox_dn_5: 0.1580 (0.1844) loss_giou: 0.4621 (0.4891) loss_giou_aux_0: 0.5121 (0.5138) loss_giou_aux_1: 0.4799 (0.4994) loss_giou_aux_2: 0.4761 (0.4943) loss_giou_aux_3: 0.4638 (0.4905) loss_giou_aux_4: 0.4794 (0.4895) loss_giou_aux_5: 0.5710 (0.5818) loss_giou_dn_0: 0.6223 (0.6029) loss_giou_dn_1: 0.5059 (0.4975) loss_giou_dn_2: 0.4739 (0.4681) loss_giou_dn_3: 0.4655 (0.4594) loss_giou_dn_4: 0.4644 (0.4574) loss_giou_dn_5: 0.4645 (0.4576) loss_vfl: 0.6886 (0.6894) loss_vfl_aux_0: 0.7988 (0.8040) loss_vfl_aux_1: 0.7594 (0.7505) loss_vfl_aux_2: 0.7143 (0.7161) loss_vfl_aux_3: 0.7058 (0.7010) loss_vfl_aux_4: 0.6973 (0.6922) loss_vfl_aux_5: 0.7862 (0.7812) loss_vfl_dn_0: 0.4586 (0.4597) loss_vfl_dn_1: 0.3971 (0.3963) loss_vfl_dn_2: 0.3826 (0.3801) loss_vfl_dn_3: 0.3750 (0.3725) loss_vfl_dn_4: 0.3714 (0.3697) loss_vfl_dn_5: 0.3699 (0.3689) time: 0.4700 data: 0.0141 max mem: 5654 Epoch: [30] [1500/7393] eta: 0:47:44 lr: 0.000010 loss: 16.7012 (16.4409) loss_bbox: 0.1580 (0.1608) loss_bbox_aux_0: 0.1721 (0.1738) loss_bbox_aux_1: 0.1567 (0.1655) loss_bbox_aux_2: 0.1633 (0.1632) loss_bbox_aux_3: 0.1589 (0.1612) loss_bbox_aux_4: 0.1591 (0.1610) loss_bbox_aux_5: 0.2220 (0.2127) loss_bbox_dn_0: 0.2641 (0.2855) loss_bbox_dn_1: 0.2006 (0.2158) loss_bbox_dn_2: 0.1846 (0.1935) loss_bbox_dn_3: 0.1775 (0.1863) loss_bbox_dn_4: 0.1760 (0.1848) loss_bbox_dn_5: 0.1760 (0.1848) loss_giou: 0.4802 (0.4892) loss_giou_aux_0: 0.4995 (0.5141) loss_giou_aux_1: 0.4986 (0.4996) loss_giou_aux_2: 0.4847 (0.4944) loss_giou_aux_3: 0.4815 (0.4906) loss_giou_aux_4: 0.4805 (0.4897) loss_giou_aux_5: 0.5845 (0.5821) loss_giou_dn_0: 0.6026 (0.6031) loss_giou_dn_1: 0.5124 (0.4978) loss_giou_dn_2: 0.4768 (0.4683) loss_giou_dn_3: 0.4661 (0.4596) loss_giou_dn_4: 0.4638 (0.4576) loss_giou_dn_5: 0.4638 (0.4578) loss_vfl: 0.6753 (0.6903) loss_vfl_aux_0: 0.7883 (0.8049) loss_vfl_aux_1: 0.7322 (0.7515) loss_vfl_aux_2: 0.7108 (0.7169) loss_vfl_aux_3: 0.6963 (0.7016) loss_vfl_aux_4: 0.6701 (0.6929) loss_vfl_aux_5: 0.7663 (0.7820) loss_vfl_dn_0: 0.4613 (0.4598) loss_vfl_dn_1: 0.3970 (0.3964) loss_vfl_dn_2: 0.3823 (0.3802) loss_vfl_dn_3: 0.3771 (0.3727) loss_vfl_dn_4: 0.3725 (0.3699) loss_vfl_dn_5: 0.3707 (0.3691) time: 0.4794 data: 0.0138 max mem: 5654 Epoch: [30] [1600/7393] eta: 0:46:52 lr: 0.000010 loss: 16.5147 (16.4423) loss_bbox: 0.1531 (0.1608) loss_bbox_aux_0: 0.1621 (0.1738) loss_bbox_aux_1: 0.1625 (0.1655) loss_bbox_aux_2: 0.1636 (0.1633) loss_bbox_aux_3: 0.1584 (0.1613) loss_bbox_aux_4: 0.1531 (0.1610) loss_bbox_aux_5: 0.2206 (0.2130) loss_bbox_dn_0: 0.2705 (0.2861) loss_bbox_dn_1: 0.2049 (0.2163) loss_bbox_dn_2: 0.1852 (0.1939) loss_bbox_dn_3: 0.1739 (0.1867) loss_bbox_dn_4: 0.1701 (0.1852) loss_bbox_dn_5: 0.1701 (0.1852) loss_giou: 0.4962 (0.4887) loss_giou_aux_0: 0.5036 (0.5135) loss_giou_aux_1: 0.4947 (0.4988) loss_giou_aux_2: 0.4897 (0.4939) loss_giou_aux_3: 0.5023 (0.4900) loss_giou_aux_4: 0.4934 (0.4892) loss_giou_aux_5: 0.5869 (0.5816) loss_giou_dn_0: 0.6078 (0.6030) loss_giou_dn_1: 0.4991 (0.4976) loss_giou_dn_2: 0.4746 (0.4682) loss_giou_dn_3: 0.4687 (0.4595) loss_giou_dn_4: 0.4672 (0.4575) loss_giou_dn_5: 0.4671 (0.4577) loss_vfl: 0.6696 (0.6904) loss_vfl_aux_0: 0.8139 (0.8057) loss_vfl_aux_1: 0.7615 (0.7524) loss_vfl_aux_2: 0.7315 (0.7170) loss_vfl_aux_3: 0.6919 (0.7019) loss_vfl_aux_4: 0.6716 (0.6931) loss_vfl_aux_5: 0.7556 (0.7822) loss_vfl_dn_0: 0.4618 (0.4600) loss_vfl_dn_1: 0.4006 (0.3964) loss_vfl_dn_2: 0.3893 (0.3802) loss_vfl_dn_3: 0.3811 (0.3726) loss_vfl_dn_4: 0.3810 (0.3698) loss_vfl_dn_5: 0.3801 (0.3691) time: 0.4733 data: 0.0138 max mem: 5654 Epoch: [30] [1700/7393] eta: 0:46:01 lr: 0.000010 loss: 16.1923 (16.4277) loss_bbox: 0.1462 (0.1605) loss_bbox_aux_0: 0.1678 (0.1733) loss_bbox_aux_1: 0.1516 (0.1650) loss_bbox_aux_2: 0.1533 (0.1630) loss_bbox_aux_3: 0.1551 (0.1610) loss_bbox_aux_4: 0.1506 (0.1606) loss_bbox_aux_5: 0.2051 (0.2128) loss_bbox_dn_0: 0.2695 (0.2857) loss_bbox_dn_1: 0.1944 (0.2159) loss_bbox_dn_2: 0.1760 (0.1935) loss_bbox_dn_3: 0.1721 (0.1863) loss_bbox_dn_4: 0.1648 (0.1848) loss_bbox_dn_5: 0.1650 (0.1848) loss_giou: 0.4496 (0.4880) loss_giou_aux_0: 0.4691 (0.5127) loss_giou_aux_1: 0.4591 (0.4980) loss_giou_aux_2: 0.4572 (0.4931) loss_giou_aux_3: 0.4551 (0.4894) loss_giou_aux_4: 0.4510 (0.4884) loss_giou_aux_5: 0.5283 (0.5808) loss_giou_dn_0: 0.5871 (0.6024) loss_giou_dn_1: 0.4878 (0.4970) loss_giou_dn_2: 0.4539 (0.4677) loss_giou_dn_3: 0.4423 (0.4589) loss_giou_dn_4: 0.4386 (0.4569) loss_giou_dn_5: 0.4383 (0.4571) loss_vfl: 0.6799 (0.6903) loss_vfl_aux_0: 0.7874 (0.8059) loss_vfl_aux_1: 0.7316 (0.7524) loss_vfl_aux_2: 0.7112 (0.7172) loss_vfl_aux_3: 0.6929 (0.7018) loss_vfl_aux_4: 0.6998 (0.6931) loss_vfl_aux_5: 0.8018 (0.7824) loss_vfl_dn_0: 0.4565 (0.4599) loss_vfl_dn_1: 0.3877 (0.3963) loss_vfl_dn_2: 0.3730 (0.3800) loss_vfl_dn_3: 0.3625 (0.3724) loss_vfl_dn_4: 0.3618 (0.3696) loss_vfl_dn_5: 0.3609 (0.3688) time: 0.4725 data: 0.0140 max mem: 5654 Epoch: [30] [1800/7393] eta: 0:45:29 lr: 0.000010 loss: 16.1585 (16.4329) loss_bbox: 0.1463 (0.1607) loss_bbox_aux_0: 0.1638 (0.1735) loss_bbox_aux_1: 0.1559 (0.1653) loss_bbox_aux_2: 0.1482 (0.1631) loss_bbox_aux_3: 0.1491 (0.1612) loss_bbox_aux_4: 0.1463 (0.1608) loss_bbox_aux_5: 0.1950 (0.2130) loss_bbox_dn_0: 0.2665 (0.2862) loss_bbox_dn_1: 0.2019 (0.2162) loss_bbox_dn_2: 0.1803 (0.1938) loss_bbox_dn_3: 0.1750 (0.1865) loss_bbox_dn_4: 0.1760 (0.1851) loss_bbox_dn_5: 0.1763 (0.1851) loss_giou: 0.4895 (0.4883) loss_giou_aux_0: 0.5103 (0.5130) loss_giou_aux_1: 0.5032 (0.4983) loss_giou_aux_2: 0.4903 (0.4934) loss_giou_aux_3: 0.4906 (0.4897) loss_giou_aux_4: 0.4867 (0.4887) loss_giou_aux_5: 0.5678 (0.5811) loss_giou_dn_0: 0.5911 (0.6025) loss_giou_dn_1: 0.4903 (0.4971) loss_giou_dn_2: 0.4579 (0.4677) loss_giou_dn_3: 0.4523 (0.4590) loss_giou_dn_4: 0.4493 (0.4570) loss_giou_dn_5: 0.4494 (0.4571) loss_vfl: 0.7000 (0.6903) loss_vfl_aux_0: 0.8058 (0.8062) loss_vfl_aux_1: 0.7330 (0.7522) loss_vfl_aux_2: 0.7188 (0.7172) loss_vfl_aux_3: 0.7165 (0.7017) loss_vfl_aux_4: 0.7050 (0.6931) loss_vfl_aux_5: 0.7926 (0.7823) loss_vfl_dn_0: 0.4565 (0.4600) loss_vfl_dn_1: 0.3955 (0.3962) loss_vfl_dn_2: 0.3804 (0.3799) loss_vfl_dn_3: 0.3702 (0.3722) loss_vfl_dn_4: 0.3664 (0.3695) loss_vfl_dn_5: 0.3642 (0.3687) time: 0.4799 data: 0.0141 max mem: 5654 Epoch: [30] [1900/7393] eta: 0:44:35 lr: 0.000010 loss: 16.3679 (16.4412) loss_bbox: 0.1421 (0.1607) loss_bbox_aux_0: 0.1562 (0.1735) loss_bbox_aux_1: 0.1423 (0.1653) loss_bbox_aux_2: 0.1449 (0.1630) loss_bbox_aux_3: 0.1467 (0.1611) loss_bbox_aux_4: 0.1418 (0.1607) loss_bbox_aux_5: 0.2016 (0.2130) loss_bbox_dn_0: 0.2660 (0.2862) loss_bbox_dn_1: 0.1869 (0.2162) loss_bbox_dn_2: 0.1666 (0.1939) loss_bbox_dn_3: 0.1571 (0.1867) loss_bbox_dn_4: 0.1562 (0.1852) loss_bbox_dn_5: 0.1562 (0.1852) loss_giou: 0.4676 (0.4886) loss_giou_aux_0: 0.4813 (0.5132) loss_giou_aux_1: 0.4699 (0.4985) loss_giou_aux_2: 0.4727 (0.4936) loss_giou_aux_3: 0.4726 (0.4899) loss_giou_aux_4: 0.4668 (0.4890) loss_giou_aux_5: 0.5602 (0.5813) loss_giou_dn_0: 0.6036 (0.6027) loss_giou_dn_1: 0.4919 (0.4973) loss_giou_dn_2: 0.4656 (0.4680) loss_giou_dn_3: 0.4598 (0.4593) loss_giou_dn_4: 0.4576 (0.4573) loss_giou_dn_5: 0.4578 (0.4574) loss_vfl: 0.7213 (0.6910) loss_vfl_aux_0: 0.8296 (0.8066) loss_vfl_aux_1: 0.7712 (0.7526) loss_vfl_aux_2: 0.7330 (0.7180) loss_vfl_aux_3: 0.7191 (0.7024) loss_vfl_aux_4: 0.7364 (0.6938) loss_vfl_aux_5: 0.8169 (0.7827) loss_vfl_dn_0: 0.4572 (0.4601) loss_vfl_dn_1: 0.3957 (0.3962) loss_vfl_dn_2: 0.3766 (0.3800) loss_vfl_dn_3: 0.3695 (0.3723) loss_vfl_dn_4: 0.3683 (0.3695) loss_vfl_dn_5: 0.3655 (0.3688) time: 0.4711 data: 0.0140 max mem: 5654 Epoch: [30] [2000/7393] eta: 0:43:42 lr: 0.000010 loss: 16.6870 (16.4503) loss_bbox: 0.1835 (0.1611) loss_bbox_aux_0: 0.1888 (0.1740) loss_bbox_aux_1: 0.1783 (0.1659) loss_bbox_aux_2: 0.1776 (0.1635) loss_bbox_aux_3: 0.1825 (0.1615) loss_bbox_aux_4: 0.1809 (0.1612) loss_bbox_aux_5: 0.2208 (0.2135) loss_bbox_dn_0: 0.3160 (0.2871) loss_bbox_dn_1: 0.2416 (0.2169) loss_bbox_dn_2: 0.2219 (0.1945) loss_bbox_dn_3: 0.2144 (0.1872) loss_bbox_dn_4: 0.2137 (0.1857) loss_bbox_dn_5: 0.2137 (0.1857) loss_giou: 0.4541 (0.4885) loss_giou_aux_0: 0.4831 (0.5132) loss_giou_aux_1: 0.4588 (0.4986) loss_giou_aux_2: 0.4532 (0.4936) loss_giou_aux_3: 0.4487 (0.4899) loss_giou_aux_4: 0.4461 (0.4889) loss_giou_aux_5: 0.5441 (0.5814) loss_giou_dn_0: 0.5871 (0.6028) loss_giou_dn_1: 0.4810 (0.4973) loss_giou_dn_2: 0.4466 (0.4679) loss_giou_dn_3: 0.4396 (0.4592) loss_giou_dn_4: 0.4372 (0.4572) loss_giou_dn_5: 0.4369 (0.4574) loss_vfl: 0.6795 (0.6914) loss_vfl_aux_0: 0.8066 (0.8069) loss_vfl_aux_1: 0.7328 (0.7525) loss_vfl_aux_2: 0.6877 (0.7181) loss_vfl_aux_3: 0.6752 (0.7025) loss_vfl_aux_4: 0.6808 (0.6941) loss_vfl_aux_5: 0.7789 (0.7832) loss_vfl_dn_0: 0.4610 (0.4603) loss_vfl_dn_1: 0.4024 (0.3964) loss_vfl_dn_2: 0.3810 (0.3802) loss_vfl_dn_3: 0.3743 (0.3725) loss_vfl_dn_4: 0.3743 (0.3697) loss_vfl_dn_5: 0.3728 (0.3689) time: 0.4741 data: 0.0138 max mem: 5654 Epoch: [30] [2100/7393] eta: 0:42:51 lr: 0.000010 loss: 15.9962 (16.4482) loss_bbox: 0.1402 (0.1611) loss_bbox_aux_0: 0.1562 (0.1740) loss_bbox_aux_1: 0.1487 (0.1660) loss_bbox_aux_2: 0.1460 (0.1635) loss_bbox_aux_3: 0.1421 (0.1616) loss_bbox_aux_4: 0.1395 (0.1612) loss_bbox_aux_5: 0.1832 (0.2136) loss_bbox_dn_0: 0.2709 (0.2871) loss_bbox_dn_1: 0.1987 (0.2169) loss_bbox_dn_2: 0.1787 (0.1945) loss_bbox_dn_3: 0.1686 (0.1872) loss_bbox_dn_4: 0.1676 (0.1858) loss_bbox_dn_5: 0.1676 (0.1858) loss_giou: 0.4564 (0.4884) loss_giou_aux_0: 0.4820 (0.5129) loss_giou_aux_1: 0.4770 (0.4985) loss_giou_aux_2: 0.4671 (0.4935) loss_giou_aux_3: 0.4638 (0.4898) loss_giou_aux_4: 0.4591 (0.4888) loss_giou_aux_5: 0.5440 (0.5812) loss_giou_dn_0: 0.5868 (0.6026) loss_giou_dn_1: 0.4776 (0.4970) loss_giou_dn_2: 0.4499 (0.4676) loss_giou_dn_3: 0.4421 (0.4589) loss_giou_dn_4: 0.4393 (0.4569) loss_giou_dn_5: 0.4397 (0.4570) loss_vfl: 0.6910 (0.6915) loss_vfl_aux_0: 0.8094 (0.8074) loss_vfl_aux_1: 0.7343 (0.7525) loss_vfl_aux_2: 0.7257 (0.7181) loss_vfl_aux_3: 0.6917 (0.7026) loss_vfl_aux_4: 0.6924 (0.6944) loss_vfl_aux_5: 0.7638 (0.7834) loss_vfl_dn_0: 0.4578 (0.4602) loss_vfl_dn_1: 0.3952 (0.3963) loss_vfl_dn_2: 0.3802 (0.3800) loss_vfl_dn_3: 0.3698 (0.3723) loss_vfl_dn_4: 0.3661 (0.3695) loss_vfl_dn_5: 0.3668 (0.3688) time: 0.4772 data: 0.0137 max mem: 5654 Epoch: [30] [2200/7393] eta: 0:41:59 lr: 0.000010 loss: 16.0522 (16.4481) loss_bbox: 0.1420 (0.1613) loss_bbox_aux_0: 0.1511 (0.1742) loss_bbox_aux_1: 0.1534 (0.1663) loss_bbox_aux_2: 0.1449 (0.1637) loss_bbox_aux_3: 0.1427 (0.1618) loss_bbox_aux_4: 0.1423 (0.1614) loss_bbox_aux_5: 0.1988 (0.2138) loss_bbox_dn_0: 0.2621 (0.2872) loss_bbox_dn_1: 0.2019 (0.2170) loss_bbox_dn_2: 0.1743 (0.1946) loss_bbox_dn_3: 0.1670 (0.1873) loss_bbox_dn_4: 0.1633 (0.1859) loss_bbox_dn_5: 0.1631 (0.1859) loss_giou: 0.4564 (0.4878) loss_giou_aux_0: 0.4762 (0.5122) loss_giou_aux_1: 0.4781 (0.4980) loss_giou_aux_2: 0.4656 (0.4930) loss_giou_aux_3: 0.4555 (0.4893) loss_giou_aux_4: 0.4558 (0.4882) loss_giou_aux_5: 0.5337 (0.5806) loss_giou_dn_0: 0.5779 (0.6021) loss_giou_dn_1: 0.4583 (0.4966) loss_giou_dn_2: 0.4349 (0.4673) loss_giou_dn_3: 0.4283 (0.4586) loss_giou_dn_4: 0.4260 (0.4566) loss_giou_dn_5: 0.4264 (0.4568) loss_vfl: 0.6841 (0.6921) loss_vfl_aux_0: 0.8061 (0.8079) loss_vfl_aux_1: 0.7413 (0.7527) loss_vfl_aux_2: 0.7179 (0.7185) loss_vfl_aux_3: 0.7090 (0.7031) loss_vfl_aux_4: 0.6772 (0.6950) loss_vfl_aux_5: 0.7917 (0.7840) loss_vfl_dn_0: 0.4580 (0.4603) loss_vfl_dn_1: 0.3927 (0.3963) loss_vfl_dn_2: 0.3774 (0.3800) loss_vfl_dn_3: 0.3707 (0.3723) loss_vfl_dn_4: 0.3700 (0.3695) loss_vfl_dn_5: 0.3678 (0.3688) time: 0.4726 data: 0.0145 max mem: 5654 Epoch: [30] [2300/7393] eta: 0:41:08 lr: 0.000010 loss: 16.1607 (16.4490) loss_bbox: 0.1564 (0.1612) loss_bbox_aux_0: 0.1692 (0.1741) loss_bbox_aux_1: 0.1587 (0.1663) loss_bbox_aux_2: 0.1582 (0.1637) loss_bbox_aux_3: 0.1556 (0.1617) loss_bbox_aux_4: 0.1553 (0.1613) loss_bbox_aux_5: 0.2037 (0.2138) loss_bbox_dn_0: 0.2692 (0.2873) loss_bbox_dn_1: 0.2049 (0.2170) loss_bbox_dn_2: 0.1849 (0.1946) loss_bbox_dn_3: 0.1813 (0.1874) loss_bbox_dn_4: 0.1809 (0.1859) loss_bbox_dn_5: 0.1809 (0.1859) loss_giou: 0.4686 (0.4877) loss_giou_aux_0: 0.4884 (0.5121) loss_giou_aux_1: 0.4729 (0.4979) loss_giou_aux_2: 0.4683 (0.4929) loss_giou_aux_3: 0.4641 (0.4892) loss_giou_aux_4: 0.4601 (0.4881) loss_giou_aux_5: 0.5810 (0.5805) loss_giou_dn_0: 0.5901 (0.6022) loss_giou_dn_1: 0.4788 (0.4966) loss_giou_dn_2: 0.4491 (0.4674) loss_giou_dn_3: 0.4391 (0.4587) loss_giou_dn_4: 0.4351 (0.4567) loss_giou_dn_5: 0.4347 (0.4568) loss_vfl: 0.6981 (0.6923) loss_vfl_aux_0: 0.7974 (0.8080) loss_vfl_aux_1: 0.7326 (0.7527) loss_vfl_aux_2: 0.7168 (0.7188) loss_vfl_aux_3: 0.6964 (0.7033) loss_vfl_aux_4: 0.6972 (0.6952) loss_vfl_aux_5: 0.7646 (0.7840) loss_vfl_dn_0: 0.4527 (0.4603) loss_vfl_dn_1: 0.3933 (0.3964) loss_vfl_dn_2: 0.3794 (0.3801) loss_vfl_dn_3: 0.3719 (0.3724) loss_vfl_dn_4: 0.3714 (0.3696) loss_vfl_dn_5: 0.3724 (0.3689) time: 0.4871 data: 0.0141 max mem: 5654 Epoch: [30] [2400/7393] eta: 0:40:17 lr: 0.000010 loss: 16.2675 (16.4498) loss_bbox: 0.1551 (0.1611) loss_bbox_aux_0: 0.1648 (0.1739) loss_bbox_aux_1: 0.1557 (0.1661) loss_bbox_aux_2: 0.1640 (0.1635) loss_bbox_aux_3: 0.1541 (0.1616) loss_bbox_aux_4: 0.1501 (0.1611) loss_bbox_aux_5: 0.2102 (0.2136) loss_bbox_dn_0: 0.2339 (0.2867) loss_bbox_dn_1: 0.1722 (0.2167) loss_bbox_dn_2: 0.1627 (0.1944) loss_bbox_dn_3: 0.1544 (0.1871) loss_bbox_dn_4: 0.1519 (0.1857) loss_bbox_dn_5: 0.1519 (0.1857) loss_giou: 0.5301 (0.4883) loss_giou_aux_0: 0.5547 (0.5126) loss_giou_aux_1: 0.5400 (0.4984) loss_giou_aux_2: 0.5346 (0.4934) loss_giou_aux_3: 0.5333 (0.4898) loss_giou_aux_4: 0.5339 (0.4886) loss_giou_aux_5: 0.6293 (0.5811) loss_giou_dn_0: 0.5889 (0.6028) loss_giou_dn_1: 0.4951 (0.4972) loss_giou_dn_2: 0.4700 (0.4679) loss_giou_dn_3: 0.4606 (0.4592) loss_giou_dn_4: 0.4589 (0.4572) loss_giou_dn_5: 0.4588 (0.4573) loss_vfl: 0.6441 (0.6920) loss_vfl_aux_0: 0.7551 (0.8078) loss_vfl_aux_1: 0.6952 (0.7522) loss_vfl_aux_2: 0.6561 (0.7183) loss_vfl_aux_3: 0.6532 (0.7030) loss_vfl_aux_4: 0.6529 (0.6950) loss_vfl_aux_5: 0.7249 (0.7833) loss_vfl_dn_0: 0.4555 (0.4602) loss_vfl_dn_1: 0.3897 (0.3964) loss_vfl_dn_2: 0.3766 (0.3801) loss_vfl_dn_3: 0.3676 (0.3724) loss_vfl_dn_4: 0.3651 (0.3696) loss_vfl_dn_5: 0.3633 (0.3689) time: 0.4832 data: 0.0139 max mem: 5654 Epoch: [30] [2500/7393] eta: 0:39:38 lr: 0.000010 loss: 15.4312 (16.4453) loss_bbox: 0.1538 (0.1612) loss_bbox_aux_0: 0.1676 (0.1740) loss_bbox_aux_1: 0.1581 (0.1662) loss_bbox_aux_2: 0.1568 (0.1636) loss_bbox_aux_3: 0.1562 (0.1617) loss_bbox_aux_4: 0.1523 (0.1612) loss_bbox_aux_5: 0.2008 (0.2136) loss_bbox_dn_0: 0.2804 (0.2871) loss_bbox_dn_1: 0.2012 (0.2170) loss_bbox_dn_2: 0.1750 (0.1946) loss_bbox_dn_3: 0.1639 (0.1874) loss_bbox_dn_4: 0.1597 (0.1859) loss_bbox_dn_5: 0.1597 (0.1859) loss_giou: 0.4063 (0.4877) loss_giou_aux_0: 0.4232 (0.5119) loss_giou_aux_1: 0.4082 (0.4978) loss_giou_aux_2: 0.4094 (0.4928) loss_giou_aux_3: 0.4075 (0.4892) loss_giou_aux_4: 0.4065 (0.4880) loss_giou_aux_5: 0.4952 (0.5804) loss_giou_dn_0: 0.5512 (0.6024) loss_giou_dn_1: 0.4436 (0.4968) loss_giou_dn_2: 0.4112 (0.4675) loss_giou_dn_3: 0.4010 (0.4588) loss_giou_dn_4: 0.4001 (0.4568) loss_giou_dn_5: 0.4001 (0.4569) loss_vfl: 0.6674 (0.6919) loss_vfl_aux_0: 0.7879 (0.8078) loss_vfl_aux_1: 0.7425 (0.7522) loss_vfl_aux_2: 0.7093 (0.7183) loss_vfl_aux_3: 0.6792 (0.7028) loss_vfl_aux_4: 0.6859 (0.6949) loss_vfl_aux_5: 0.7802 (0.7836) loss_vfl_dn_0: 0.4524 (0.4603) loss_vfl_dn_1: 0.3791 (0.3963) loss_vfl_dn_2: 0.3632 (0.3801) loss_vfl_dn_3: 0.3553 (0.3724) loss_vfl_dn_4: 0.3538 (0.3696) loss_vfl_dn_5: 0.3527 (0.3688) time: 0.4637 data: 0.0144 max mem: 5654 Epoch: [30] [2600/7393] eta: 0:38:47 lr: 0.000010 loss: 16.1113 (16.4361) loss_bbox: 0.1444 (0.1609) loss_bbox_aux_0: 0.1593 (0.1738) loss_bbox_aux_1: 0.1489 (0.1659) loss_bbox_aux_2: 0.1483 (0.1633) loss_bbox_aux_3: 0.1420 (0.1614) loss_bbox_aux_4: 0.1461 (0.1609) loss_bbox_aux_5: 0.2000 (0.2134) loss_bbox_dn_0: 0.2714 (0.2868) loss_bbox_dn_1: 0.1887 (0.2167) loss_bbox_dn_2: 0.1633 (0.1943) loss_bbox_dn_3: 0.1538 (0.1871) loss_bbox_dn_4: 0.1508 (0.1856) loss_bbox_dn_5: 0.1504 (0.1856) loss_giou: 0.4526 (0.4872) loss_giou_aux_0: 0.4969 (0.5115) loss_giou_aux_1: 0.4686 (0.4973) loss_giou_aux_2: 0.4477 (0.4923) loss_giou_aux_3: 0.4536 (0.4887) loss_giou_aux_4: 0.4572 (0.4876) loss_giou_aux_5: 0.5533 (0.5800) loss_giou_dn_0: 0.5828 (0.6023) loss_giou_dn_1: 0.4622 (0.4966) loss_giou_dn_2: 0.4390 (0.4673) loss_giou_dn_3: 0.4287 (0.4586) loss_giou_dn_4: 0.4260 (0.4566) loss_giou_dn_5: 0.4262 (0.4568) loss_vfl: 0.6931 (0.6919) loss_vfl_aux_0: 0.7954 (0.8076) loss_vfl_aux_1: 0.7342 (0.7521) loss_vfl_aux_2: 0.7065 (0.7182) loss_vfl_aux_3: 0.6955 (0.7027) loss_vfl_aux_4: 0.6837 (0.6949) loss_vfl_aux_5: 0.7618 (0.7834) loss_vfl_dn_0: 0.4560 (0.4601) loss_vfl_dn_1: 0.3893 (0.3962) loss_vfl_dn_2: 0.3765 (0.3800) loss_vfl_dn_3: 0.3669 (0.3723) loss_vfl_dn_4: 0.3638 (0.3695) loss_vfl_dn_5: 0.3614 (0.3687) time: 0.4711 data: 0.0151 max mem: 5654 Epoch: [30] [2700/7393] eta: 0:37:57 lr: 0.000010 loss: 16.8056 (16.4390) loss_bbox: 0.1498 (0.1606) loss_bbox_aux_0: 0.1665 (0.1735) loss_bbox_aux_1: 0.1466 (0.1656) loss_bbox_aux_2: 0.1488 (0.1630) loss_bbox_aux_3: 0.1473 (0.1612) loss_bbox_aux_4: 0.1496 (0.1607) loss_bbox_aux_5: 0.2124 (0.2130) loss_bbox_dn_0: 0.2538 (0.2859) loss_bbox_dn_1: 0.1799 (0.2162) loss_bbox_dn_2: 0.1665 (0.1939) loss_bbox_dn_3: 0.1624 (0.1867) loss_bbox_dn_4: 0.1617 (0.1853) loss_bbox_dn_5: 0.1616 (0.1853) loss_giou: 0.4975 (0.4881) loss_giou_aux_0: 0.5236 (0.5124) loss_giou_aux_1: 0.4952 (0.4982) loss_giou_aux_2: 0.5092 (0.4932) loss_giou_aux_3: 0.4944 (0.4896) loss_giou_aux_4: 0.4955 (0.4885) loss_giou_aux_5: 0.5894 (0.5809) loss_giou_dn_0: 0.6162 (0.6028) loss_giou_dn_1: 0.5074 (0.4972) loss_giou_dn_2: 0.4782 (0.4680) loss_giou_dn_3: 0.4658 (0.4593) loss_giou_dn_4: 0.4631 (0.4573) loss_giou_dn_5: 0.4632 (0.4575) loss_vfl: 0.6750 (0.6918) loss_vfl_aux_0: 0.8005 (0.8068) loss_vfl_aux_1: 0.7382 (0.7517) loss_vfl_aux_2: 0.7098 (0.7180) loss_vfl_aux_3: 0.6876 (0.7024) loss_vfl_aux_4: 0.6847 (0.6947) loss_vfl_aux_5: 0.7570 (0.7826) loss_vfl_dn_0: 0.4628 (0.4601) loss_vfl_dn_1: 0.3981 (0.3962) loss_vfl_dn_2: 0.3817 (0.3801) loss_vfl_dn_3: 0.3713 (0.3724) loss_vfl_dn_4: 0.3708 (0.3696) loss_vfl_dn_5: 0.3696 (0.3689) time: 0.4776 data: 0.0140 max mem: 5654 Epoch: [30] [2800/7393] eta: 0:37:07 lr: 0.000010 loss: 16.6881 (16.4390) loss_bbox: 0.1500 (0.1607) loss_bbox_aux_0: 0.1637 (0.1736) loss_bbox_aux_1: 0.1629 (0.1657) loss_bbox_aux_2: 0.1560 (0.1631) loss_bbox_aux_3: 0.1520 (0.1613) loss_bbox_aux_4: 0.1510 (0.1607) loss_bbox_aux_5: 0.2059 (0.2130) loss_bbox_dn_0: 0.3068 (0.2861) loss_bbox_dn_1: 0.2220 (0.2163) loss_bbox_dn_2: 0.1980 (0.1940) loss_bbox_dn_3: 0.1882 (0.1868) loss_bbox_dn_4: 0.1857 (0.1854) loss_bbox_dn_5: 0.1857 (0.1854) loss_giou: 0.5096 (0.4881) loss_giou_aux_0: 0.5403 (0.5124) loss_giou_aux_1: 0.5257 (0.4982) loss_giou_aux_2: 0.5186 (0.4932) loss_giou_aux_3: 0.5217 (0.4896) loss_giou_aux_4: 0.5175 (0.4885) loss_giou_aux_5: 0.6190 (0.5808) loss_giou_dn_0: 0.6237 (0.6027) loss_giou_dn_1: 0.5118 (0.4971) loss_giou_dn_2: 0.4785 (0.4679) loss_giou_dn_3: 0.4729 (0.4592) loss_giou_dn_4: 0.4718 (0.4572) loss_giou_dn_5: 0.4718 (0.4574) loss_vfl: 0.6735 (0.6917) loss_vfl_aux_0: 0.7739 (0.8067) loss_vfl_aux_1: 0.7454 (0.7514) loss_vfl_aux_2: 0.6831 (0.7179) loss_vfl_aux_3: 0.6897 (0.7024) loss_vfl_aux_4: 0.6714 (0.6947) loss_vfl_aux_5: 0.7893 (0.7828) loss_vfl_dn_0: 0.4592 (0.4602) loss_vfl_dn_1: 0.3982 (0.3962) loss_vfl_dn_2: 0.3824 (0.3801) loss_vfl_dn_3: 0.3741 (0.3724) loss_vfl_dn_4: 0.3699 (0.3696) loss_vfl_dn_5: 0.3693 (0.3688) time: 0.4723 data: 0.0145 max mem: 5654 Epoch: [30] [2900/7393] eta: 0:36:17 lr: 0.000010 loss: 16.3596 (16.4406) loss_bbox: 0.1714 (0.1606) loss_bbox_aux_0: 0.1866 (0.1736) loss_bbox_aux_1: 0.1756 (0.1657) loss_bbox_aux_2: 0.1704 (0.1631) loss_bbox_aux_3: 0.1674 (0.1612) loss_bbox_aux_4: 0.1669 (0.1607) loss_bbox_aux_5: 0.2199 (0.2130) loss_bbox_dn_0: 0.2827 (0.2860) loss_bbox_dn_1: 0.2052 (0.2162) loss_bbox_dn_2: 0.1748 (0.1940) loss_bbox_dn_3: 0.1692 (0.1868) loss_bbox_dn_4: 0.1691 (0.1854) loss_bbox_dn_5: 0.1691 (0.1854) loss_giou: 0.4647 (0.4880) loss_giou_aux_0: 0.4854 (0.5123) loss_giou_aux_1: 0.4794 (0.4981) loss_giou_aux_2: 0.4818 (0.4931) loss_giou_aux_3: 0.4619 (0.4895) loss_giou_aux_4: 0.4646 (0.4883) loss_giou_aux_5: 0.5478 (0.5807) loss_giou_dn_0: 0.5988 (0.6027) loss_giou_dn_1: 0.4769 (0.4971) loss_giou_dn_2: 0.4463 (0.4679) loss_giou_dn_3: 0.4356 (0.4592) loss_giou_dn_4: 0.4351 (0.4573) loss_giou_dn_5: 0.4371 (0.4574) loss_vfl: 0.6797 (0.6921) loss_vfl_aux_0: 0.7938 (0.8071) loss_vfl_aux_1: 0.7213 (0.7518) loss_vfl_aux_2: 0.7116 (0.7182) loss_vfl_aux_3: 0.6783 (0.7027) loss_vfl_aux_4: 0.6849 (0.6951) loss_vfl_aux_5: 0.7731 (0.7830) loss_vfl_dn_0: 0.4520 (0.4601) loss_vfl_dn_1: 0.3870 (0.3962) loss_vfl_dn_2: 0.3743 (0.3800) loss_vfl_dn_3: 0.3647 (0.3724) loss_vfl_dn_4: 0.3636 (0.3696) loss_vfl_dn_5: 0.3642 (0.3689) time: 0.4742 data: 0.0137 max mem: 5654 Epoch: [30] [3000/7393] eta: 0:35:37 lr: 0.000010 loss: 16.2900 (16.4456) loss_bbox: 0.1520 (0.1606) loss_bbox_aux_0: 0.1701 (0.1736) loss_bbox_aux_1: 0.1606 (0.1657) loss_bbox_aux_2: 0.1524 (0.1631) loss_bbox_aux_3: 0.1559 (0.1612) loss_bbox_aux_4: 0.1562 (0.1607) loss_bbox_aux_5: 0.2009 (0.2128) loss_bbox_dn_0: 0.2675 (0.2861) loss_bbox_dn_1: 0.2033 (0.2163) loss_bbox_dn_2: 0.1790 (0.1941) loss_bbox_dn_3: 0.1734 (0.1869) loss_bbox_dn_4: 0.1707 (0.1855) loss_bbox_dn_5: 0.1707 (0.1855) loss_giou: 0.4651 (0.4880) loss_giou_aux_0: 0.5050 (0.5124) loss_giou_aux_1: 0.4694 (0.4982) loss_giou_aux_2: 0.4815 (0.4931) loss_giou_aux_3: 0.4668 (0.4895) loss_giou_aux_4: 0.4647 (0.4883) loss_giou_aux_5: 0.5720 (0.5807) loss_giou_dn_0: 0.5896 (0.6028) loss_giou_dn_1: 0.4839 (0.4972) loss_giou_dn_2: 0.4481 (0.4680) loss_giou_dn_3: 0.4350 (0.4594) loss_giou_dn_4: 0.4322 (0.4574) loss_giou_dn_5: 0.4321 (0.4576) loss_vfl: 0.6962 (0.6925) loss_vfl_aux_0: 0.7947 (0.8074) loss_vfl_aux_1: 0.7474 (0.7523) loss_vfl_aux_2: 0.6950 (0.7186) loss_vfl_aux_3: 0.7146 (0.7033) loss_vfl_aux_4: 0.6973 (0.6955) loss_vfl_aux_5: 0.7924 (0.7834) loss_vfl_dn_0: 0.4660 (0.4602) loss_vfl_dn_1: 0.4003 (0.3962) loss_vfl_dn_2: 0.3860 (0.3801) loss_vfl_dn_3: 0.3794 (0.3725) loss_vfl_dn_4: 0.3763 (0.3697) loss_vfl_dn_5: 0.3742 (0.3690) time: 0.8027 data: 0.0141 max mem: 5654 Epoch: [30] [3100/7393] eta: 0:34:48 lr: 0.000010 loss: 16.0911 (16.4403) loss_bbox: 0.1512 (0.1605) loss_bbox_aux_0: 0.1666 (0.1734) loss_bbox_aux_1: 0.1597 (0.1655) loss_bbox_aux_2: 0.1543 (0.1629) loss_bbox_aux_3: 0.1550 (0.1610) loss_bbox_aux_4: 0.1526 (0.1605) loss_bbox_aux_5: 0.2037 (0.2127) loss_bbox_dn_0: 0.2612 (0.2858) loss_bbox_dn_1: 0.1972 (0.2160) loss_bbox_dn_2: 0.1796 (0.1938) loss_bbox_dn_3: 0.1757 (0.1866) loss_bbox_dn_4: 0.1718 (0.1852) loss_bbox_dn_5: 0.1718 (0.1852) loss_giou: 0.4621 (0.4878) loss_giou_aux_0: 0.5104 (0.5123) loss_giou_aux_1: 0.4896 (0.4980) loss_giou_aux_2: 0.4877 (0.4929) loss_giou_aux_3: 0.4672 (0.4893) loss_giou_aux_4: 0.4622 (0.4881) loss_giou_aux_5: 0.5602 (0.5806) loss_giou_dn_0: 0.5967 (0.6025) loss_giou_dn_1: 0.4786 (0.4970) loss_giou_dn_2: 0.4588 (0.4678) loss_giou_dn_3: 0.4523 (0.4591) loss_giou_dn_4: 0.4508 (0.4571) loss_giou_dn_5: 0.4508 (0.4573) loss_vfl: 0.6774 (0.6926) loss_vfl_aux_0: 0.7645 (0.8075) loss_vfl_aux_1: 0.7184 (0.7524) loss_vfl_aux_2: 0.7109 (0.7187) loss_vfl_aux_3: 0.6778 (0.7033) loss_vfl_aux_4: 0.6669 (0.6955) loss_vfl_aux_5: 0.7694 (0.7837) loss_vfl_dn_0: 0.4584 (0.4602) loss_vfl_dn_1: 0.3960 (0.3962) loss_vfl_dn_2: 0.3810 (0.3801) loss_vfl_dn_3: 0.3732 (0.3724) loss_vfl_dn_4: 0.3716 (0.3697) loss_vfl_dn_5: 0.3738 (0.3689) time: 0.4871 data: 0.0139 max mem: 5654 Epoch: [30] [3200/7393] eta: 0:33:58 lr: 0.000010 loss: 16.8138 (16.4464) loss_bbox: 0.1573 (0.1604) loss_bbox_aux_0: 0.1606 (0.1735) loss_bbox_aux_1: 0.1627 (0.1655) loss_bbox_aux_2: 0.1602 (0.1629) loss_bbox_aux_3: 0.1559 (0.1610) loss_bbox_aux_4: 0.1550 (0.1605) loss_bbox_aux_5: 0.2137 (0.2128) loss_bbox_dn_0: 0.3040 (0.2859) loss_bbox_dn_1: 0.2317 (0.2161) loss_bbox_dn_2: 0.2073 (0.1938) loss_bbox_dn_3: 0.2012 (0.1867) loss_bbox_dn_4: 0.1981 (0.1852) loss_bbox_dn_5: 0.1981 (0.1852) loss_giou: 0.4611 (0.4879) loss_giou_aux_0: 0.5044 (0.5126) loss_giou_aux_1: 0.4823 (0.4982) loss_giou_aux_2: 0.4727 (0.4931) loss_giou_aux_3: 0.4762 (0.4895) loss_giou_aux_4: 0.4613 (0.4883) loss_giou_aux_5: 0.5816 (0.5809) loss_giou_dn_0: 0.6061 (0.6027) loss_giou_dn_1: 0.4937 (0.4972) loss_giou_dn_2: 0.4619 (0.4680) loss_giou_dn_3: 0.4521 (0.4593) loss_giou_dn_4: 0.4487 (0.4573) loss_giou_dn_5: 0.4488 (0.4575) loss_vfl: 0.7135 (0.6931) loss_vfl_aux_0: 0.8022 (0.8077) loss_vfl_aux_1: 0.7523 (0.7528) loss_vfl_aux_2: 0.7289 (0.7191) loss_vfl_aux_3: 0.7199 (0.7038) loss_vfl_aux_4: 0.7096 (0.6960) loss_vfl_aux_5: 0.7868 (0.7839) loss_vfl_dn_0: 0.4607 (0.4602) loss_vfl_dn_1: 0.3997 (0.3963) loss_vfl_dn_2: 0.3867 (0.3802) loss_vfl_dn_3: 0.3809 (0.3725) loss_vfl_dn_4: 0.3790 (0.3698) loss_vfl_dn_5: 0.3781 (0.3690) time: 0.4697 data: 0.0143 max mem: 5654 Epoch: [30] [3300/7393] eta: 0:33:08 lr: 0.000010 loss: 16.1570 (16.4455) loss_bbox: 0.1551 (0.1602) loss_bbox_aux_0: 0.1553 (0.1734) loss_bbox_aux_1: 0.1520 (0.1654) loss_bbox_aux_2: 0.1528 (0.1628) loss_bbox_aux_3: 0.1515 (0.1609) loss_bbox_aux_4: 0.1549 (0.1603) loss_bbox_aux_5: 0.2035 (0.2127) loss_bbox_dn_0: 0.2517 (0.2857) loss_bbox_dn_1: 0.1971 (0.2159) loss_bbox_dn_2: 0.1696 (0.1936) loss_bbox_dn_3: 0.1624 (0.1865) loss_bbox_dn_4: 0.1609 (0.1851) loss_bbox_dn_5: 0.1610 (0.1851) loss_giou: 0.4944 (0.4881) loss_giou_aux_0: 0.5132 (0.5128) loss_giou_aux_1: 0.4906 (0.4985) loss_giou_aux_2: 0.4824 (0.4933) loss_giou_aux_3: 0.4793 (0.4897) loss_giou_aux_4: 0.4757 (0.4884) loss_giou_aux_5: 0.5823 (0.5811) loss_giou_dn_0: 0.6140 (0.6028) loss_giou_dn_1: 0.5115 (0.4973) loss_giou_dn_2: 0.4891 (0.4681) loss_giou_dn_3: 0.4787 (0.4595) loss_giou_dn_4: 0.4762 (0.4575) loss_giou_dn_5: 0.4766 (0.4577) loss_vfl: 0.6656 (0.6930) loss_vfl_aux_0: 0.7728 (0.8073) loss_vfl_aux_1: 0.7231 (0.7525) loss_vfl_aux_2: 0.7015 (0.7190) loss_vfl_aux_3: 0.6853 (0.7037) loss_vfl_aux_4: 0.6748 (0.6960) loss_vfl_aux_5: 0.7408 (0.7836) loss_vfl_dn_0: 0.4574 (0.4602) loss_vfl_dn_1: 0.4001 (0.3963) loss_vfl_dn_2: 0.3873 (0.3802) loss_vfl_dn_3: 0.3774 (0.3725) loss_vfl_dn_4: 0.3753 (0.3698) loss_vfl_dn_5: 0.3748 (0.3690) time: 0.4736 data: 0.0140 max mem: 5654 Epoch: [30] [3400/7393] eta: 0:32:18 lr: 0.000010 loss: 16.6208 (16.4477) loss_bbox: 0.1549 (0.1602) loss_bbox_aux_0: 0.1685 (0.1736) loss_bbox_aux_1: 0.1568 (0.1655) loss_bbox_aux_2: 0.1477 (0.1628) loss_bbox_aux_3: 0.1504 (0.1609) loss_bbox_aux_4: 0.1549 (0.1603) loss_bbox_aux_5: 0.1921 (0.2127) loss_bbox_dn_0: 0.2548 (0.2854) loss_bbox_dn_1: 0.1965 (0.2158) loss_bbox_dn_2: 0.1788 (0.1935) loss_bbox_dn_3: 0.1713 (0.1864) loss_bbox_dn_4: 0.1707 (0.1849) loss_bbox_dn_5: 0.1706 (0.1849) loss_giou: 0.4784 (0.4884) loss_giou_aux_0: 0.5304 (0.5133) loss_giou_aux_1: 0.4877 (0.4989) loss_giou_aux_2: 0.4908 (0.4936) loss_giou_aux_3: 0.4876 (0.4900) loss_giou_aux_4: 0.4786 (0.4887) loss_giou_aux_5: 0.5805 (0.5814) loss_giou_dn_0: 0.6207 (0.6029) loss_giou_dn_1: 0.5132 (0.4975) loss_giou_dn_2: 0.4851 (0.4683) loss_giou_dn_3: 0.4704 (0.4596) loss_giou_dn_4: 0.4681 (0.4576) loss_giou_dn_5: 0.4681 (0.4578) loss_vfl: 0.7035 (0.6931) loss_vfl_aux_0: 0.7904 (0.8069) loss_vfl_aux_1: 0.7460 (0.7523) loss_vfl_aux_2: 0.7356 (0.7189) loss_vfl_aux_3: 0.7018 (0.7036) loss_vfl_aux_4: 0.7023 (0.6961) loss_vfl_aux_5: 0.7676 (0.7834) loss_vfl_dn_0: 0.4585 (0.4602) loss_vfl_dn_1: 0.3961 (0.3963) loss_vfl_dn_2: 0.3783 (0.3802) loss_vfl_dn_3: 0.3735 (0.3726) loss_vfl_dn_4: 0.3705 (0.3698) loss_vfl_dn_5: 0.3698 (0.3691) time: 0.4671 data: 0.0148 max mem: 5654 Epoch: [30] [3500/7393] eta: 0:31:28 lr: 0.000010 loss: 16.0341 (16.4468) loss_bbox: 0.1554 (0.1602) loss_bbox_aux_0: 0.1596 (0.1737) loss_bbox_aux_1: 0.1511 (0.1655) loss_bbox_aux_2: 0.1545 (0.1628) loss_bbox_aux_3: 0.1527 (0.1608) loss_bbox_aux_4: 0.1559 (0.1602) loss_bbox_aux_5: 0.2084 (0.2127) loss_bbox_dn_0: 0.2772 (0.2854) loss_bbox_dn_1: 0.2148 (0.2158) loss_bbox_dn_2: 0.1851 (0.1935) loss_bbox_dn_3: 0.1714 (0.1864) loss_bbox_dn_4: 0.1682 (0.1849) loss_bbox_dn_5: 0.1681 (0.1849) loss_giou: 0.4223 (0.4882) loss_giou_aux_0: 0.4425 (0.5133) loss_giou_aux_1: 0.4445 (0.4988) loss_giou_aux_2: 0.4257 (0.4935) loss_giou_aux_3: 0.4252 (0.4899) loss_giou_aux_4: 0.4212 (0.4885) loss_giou_aux_5: 0.5052 (0.5813) loss_giou_dn_0: 0.5753 (0.6028) loss_giou_dn_1: 0.4718 (0.4974) loss_giou_dn_2: 0.4358 (0.4682) loss_giou_dn_3: 0.4183 (0.4595) loss_giou_dn_4: 0.4148 (0.4575) loss_giou_dn_5: 0.4148 (0.4577) loss_vfl: 0.6975 (0.6933) loss_vfl_aux_0: 0.8071 (0.8067) loss_vfl_aux_1: 0.7437 (0.7524) loss_vfl_aux_2: 0.7302 (0.7191) loss_vfl_aux_3: 0.7194 (0.7039) loss_vfl_aux_4: 0.6912 (0.6963) loss_vfl_aux_5: 0.7964 (0.7834) loss_vfl_dn_0: 0.4585 (0.4602) loss_vfl_dn_1: 0.3862 (0.3963) loss_vfl_dn_2: 0.3680 (0.3802) loss_vfl_dn_3: 0.3615 (0.3726) loss_vfl_dn_4: 0.3599 (0.3698) loss_vfl_dn_5: 0.3591 (0.3691) time: 0.4743 data: 0.0142 max mem: 5654 Epoch: [30] [3600/7393] eta: 0:30:39 lr: 0.000010 loss: 16.1406 (16.4473) loss_bbox: 0.1487 (0.1602) loss_bbox_aux_0: 0.1600 (0.1737) loss_bbox_aux_1: 0.1525 (0.1656) loss_bbox_aux_2: 0.1492 (0.1628) loss_bbox_aux_3: 0.1479 (0.1608) loss_bbox_aux_4: 0.1490 (0.1602) loss_bbox_aux_5: 0.1968 (0.2127) loss_bbox_dn_0: 0.2786 (0.2854) loss_bbox_dn_1: 0.1998 (0.2157) loss_bbox_dn_2: 0.1713 (0.1934) loss_bbox_dn_3: 0.1671 (0.1863) loss_bbox_dn_4: 0.1677 (0.1848) loss_bbox_dn_5: 0.1678 (0.1848) loss_giou: 0.4879 (0.4882) loss_giou_aux_0: 0.5292 (0.5134) loss_giou_aux_1: 0.5092 (0.4988) loss_giou_aux_2: 0.5062 (0.4935) loss_giou_aux_3: 0.4897 (0.4899) loss_giou_aux_4: 0.4828 (0.4885) loss_giou_aux_5: 0.5879 (0.5814) loss_giou_dn_0: 0.6116 (0.6029) loss_giou_dn_1: 0.5111 (0.4975) loss_giou_dn_2: 0.4754 (0.4682) loss_giou_dn_3: 0.4642 (0.4596) loss_giou_dn_4: 0.4619 (0.4576) loss_giou_dn_5: 0.4622 (0.4577) loss_vfl: 0.6774 (0.6934) loss_vfl_aux_0: 0.7925 (0.8066) loss_vfl_aux_1: 0.7204 (0.7524) loss_vfl_aux_2: 0.6956 (0.7191) loss_vfl_aux_3: 0.6829 (0.7039) loss_vfl_aux_4: 0.6817 (0.6964) loss_vfl_aux_5: 0.7472 (0.7834) loss_vfl_dn_0: 0.4536 (0.4602) loss_vfl_dn_1: 0.3934 (0.3963) loss_vfl_dn_2: 0.3710 (0.3802) loss_vfl_dn_3: 0.3647 (0.3726) loss_vfl_dn_4: 0.3635 (0.3698) loss_vfl_dn_5: 0.3631 (0.3691) time: 0.4858 data: 0.0139 max mem: 5654 Epoch: [30] [3700/7393] eta: 0:29:55 lr: 0.000010 loss: 16.7833 (16.4479) loss_bbox: 0.1543 (0.1601) loss_bbox_aux_0: 0.1771 (0.1737) loss_bbox_aux_1: 0.1537 (0.1656) loss_bbox_aux_2: 0.1482 (0.1628) loss_bbox_aux_3: 0.1498 (0.1608) loss_bbox_aux_4: 0.1483 (0.1602) loss_bbox_aux_5: 0.2080 (0.2125) loss_bbox_dn_0: 0.2345 (0.2851) loss_bbox_dn_1: 0.1826 (0.2154) loss_bbox_dn_2: 0.1708 (0.1932) loss_bbox_dn_3: 0.1668 (0.1860) loss_bbox_dn_4: 0.1652 (0.1846) loss_bbox_dn_5: 0.1652 (0.1846) loss_giou: 0.5036 (0.4885) loss_giou_aux_0: 0.5357 (0.5136) loss_giou_aux_1: 0.5132 (0.4991) loss_giou_aux_2: 0.4954 (0.4938) loss_giou_aux_3: 0.5084 (0.4902) loss_giou_aux_4: 0.5045 (0.4888) loss_giou_aux_5: 0.5776 (0.5816) loss_giou_dn_0: 0.5916 (0.6030) loss_giou_dn_1: 0.4816 (0.4976) loss_giou_dn_2: 0.4560 (0.4683) loss_giou_dn_3: 0.4532 (0.4597) loss_giou_dn_4: 0.4532 (0.4577) loss_giou_dn_5: 0.4534 (0.4578) loss_vfl: 0.6808 (0.6933) loss_vfl_aux_0: 0.7997 (0.8068) loss_vfl_aux_1: 0.7256 (0.7525) loss_vfl_aux_2: 0.7016 (0.7191) loss_vfl_aux_3: 0.6892 (0.7038) loss_vfl_aux_4: 0.6874 (0.6963) loss_vfl_aux_5: 0.7676 (0.7831) loss_vfl_dn_0: 0.4698 (0.4602) loss_vfl_dn_1: 0.4023 (0.3963) loss_vfl_dn_2: 0.3894 (0.3803) loss_vfl_dn_3: 0.3824 (0.3726) loss_vfl_dn_4: 0.3809 (0.3699) loss_vfl_dn_5: 0.3786 (0.3691) time: 0.4757 data: 0.0136 max mem: 5654 Epoch: [30] [3800/7393] eta: 0:29:06 lr: 0.000010 loss: 16.7188 (16.4518) loss_bbox: 0.1494 (0.1600) loss_bbox_aux_0: 0.1499 (0.1736) loss_bbox_aux_1: 0.1519 (0.1654) loss_bbox_aux_2: 0.1529 (0.1627) loss_bbox_aux_3: 0.1501 (0.1607) loss_bbox_aux_4: 0.1502 (0.1601) loss_bbox_aux_5: 0.1830 (0.2124) loss_bbox_dn_0: 0.2514 (0.2852) loss_bbox_dn_1: 0.1942 (0.2156) loss_bbox_dn_2: 0.1639 (0.1933) loss_bbox_dn_3: 0.1566 (0.1861) loss_bbox_dn_4: 0.1564 (0.1847) loss_bbox_dn_5: 0.1565 (0.1847) loss_giou: 0.4948 (0.4884) loss_giou_aux_0: 0.5320 (0.5135) loss_giou_aux_1: 0.5000 (0.4990) loss_giou_aux_2: 0.5064 (0.4937) loss_giou_aux_3: 0.4987 (0.4901) loss_giou_aux_4: 0.4946 (0.4887) loss_giou_aux_5: 0.5910 (0.5815) loss_giou_dn_0: 0.5845 (0.6030) loss_giou_dn_1: 0.4779 (0.4976) loss_giou_dn_2: 0.4514 (0.4683) loss_giou_dn_3: 0.4447 (0.4597) loss_giou_dn_4: 0.4417 (0.4577) loss_giou_dn_5: 0.4418 (0.4579) loss_vfl: 0.6955 (0.6939) loss_vfl_aux_0: 0.7859 (0.8076) loss_vfl_aux_1: 0.7493 (0.7533) loss_vfl_aux_2: 0.7037 (0.7197) loss_vfl_aux_3: 0.6946 (0.7044) loss_vfl_aux_4: 0.6936 (0.6968) loss_vfl_aux_5: 0.7538 (0.7838) loss_vfl_dn_0: 0.4635 (0.4603) loss_vfl_dn_1: 0.3872 (0.3964) loss_vfl_dn_2: 0.3746 (0.3803) loss_vfl_dn_3: 0.3698 (0.3726) loss_vfl_dn_4: 0.3685 (0.3699) loss_vfl_dn_5: 0.3659 (0.3692) time: 0.4744 data: 0.0140 max mem: 5654 Epoch: [30] [3900/7393] eta: 0:28:15 lr: 0.000010 loss: 16.6287 (16.4559) loss_bbox: 0.1696 (0.1601) loss_bbox_aux_0: 0.1758 (0.1737) loss_bbox_aux_1: 0.1748 (0.1655) loss_bbox_aux_2: 0.1728 (0.1628) loss_bbox_aux_3: 0.1712 (0.1607) loss_bbox_aux_4: 0.1685 (0.1602) loss_bbox_aux_5: 0.2226 (0.2125) loss_bbox_dn_0: 0.3148 (0.2853) loss_bbox_dn_1: 0.2419 (0.2156) loss_bbox_dn_2: 0.2203 (0.1933) loss_bbox_dn_3: 0.2108 (0.1862) loss_bbox_dn_4: 0.2099 (0.1847) loss_bbox_dn_5: 0.2099 (0.1847) loss_giou: 0.4548 (0.4884) loss_giou_aux_0: 0.4892 (0.5135) loss_giou_aux_1: 0.4643 (0.4990) loss_giou_aux_2: 0.4604 (0.4937) loss_giou_aux_3: 0.4563 (0.4900) loss_giou_aux_4: 0.4562 (0.4887) loss_giou_aux_5: 0.5573 (0.5815) loss_giou_dn_0: 0.6264 (0.6032) loss_giou_dn_1: 0.5061 (0.4977) loss_giou_dn_2: 0.4681 (0.4685) loss_giou_dn_3: 0.4570 (0.4598) loss_giou_dn_4: 0.4560 (0.4578) loss_giou_dn_5: 0.4560 (0.4580) loss_vfl: 0.7330 (0.6941) loss_vfl_aux_0: 0.8365 (0.8080) loss_vfl_aux_1: 0.7764 (0.7536) loss_vfl_aux_2: 0.7561 (0.7200) loss_vfl_aux_3: 0.7459 (0.7047) loss_vfl_aux_4: 0.7405 (0.6971) loss_vfl_aux_5: 0.7943 (0.7841) loss_vfl_dn_0: 0.4659 (0.4604) loss_vfl_dn_1: 0.3931 (0.3965) loss_vfl_dn_2: 0.3764 (0.3804) loss_vfl_dn_3: 0.3677 (0.3727) loss_vfl_dn_4: 0.3655 (0.3700) loss_vfl_dn_5: 0.3651 (0.3693) time: 0.4737 data: 0.0143 max mem: 5654 Epoch: [30] [4000/7393] eta: 0:27:26 lr: 0.000010 loss: 16.6288 (16.4582) loss_bbox: 0.1657 (0.1603) loss_bbox_aux_0: 0.1743 (0.1738) loss_bbox_aux_1: 0.1804 (0.1657) loss_bbox_aux_2: 0.1728 (0.1629) loss_bbox_aux_3: 0.1677 (0.1609) loss_bbox_aux_4: 0.1658 (0.1603) loss_bbox_aux_5: 0.2063 (0.2127) loss_bbox_dn_0: 0.2809 (0.2857) loss_bbox_dn_1: 0.2073 (0.2160) loss_bbox_dn_2: 0.1769 (0.1937) loss_bbox_dn_3: 0.1704 (0.1866) loss_bbox_dn_4: 0.1692 (0.1851) loss_bbox_dn_5: 0.1694 (0.1851) loss_giou: 0.4534 (0.4881) loss_giou_aux_0: 0.4750 (0.5132) loss_giou_aux_1: 0.4556 (0.4987) loss_giou_aux_2: 0.4594 (0.4934) loss_giou_aux_3: 0.4474 (0.4898) loss_giou_aux_4: 0.4530 (0.4884) loss_giou_aux_5: 0.5392 (0.5811) loss_giou_dn_0: 0.5816 (0.6030) loss_giou_dn_1: 0.4833 (0.4975) loss_giou_dn_2: 0.4537 (0.4682) loss_giou_dn_3: 0.4440 (0.4596) loss_giou_dn_4: 0.4386 (0.4576) loss_giou_dn_5: 0.4385 (0.4578) loss_vfl: 0.6743 (0.6943) loss_vfl_aux_0: 0.8316 (0.8083) loss_vfl_aux_1: 0.7695 (0.7540) loss_vfl_aux_2: 0.6884 (0.7203) loss_vfl_aux_3: 0.6947 (0.7048) loss_vfl_aux_4: 0.6768 (0.6973) loss_vfl_aux_5: 0.7692 (0.7844) loss_vfl_dn_0: 0.4637 (0.4605) loss_vfl_dn_1: 0.4025 (0.3965) loss_vfl_dn_2: 0.3884 (0.3804) loss_vfl_dn_3: 0.3806 (0.3728) loss_vfl_dn_4: 0.3796 (0.3700) loss_vfl_dn_5: 0.3764 (0.3693) time: 0.4746 data: 0.0139 max mem: 5654 Epoch: [30] [4100/7393] eta: 0:26:37 lr: 0.000010 loss: 16.0430 (16.4587) loss_bbox: 0.1635 (0.1604) loss_bbox_aux_0: 0.1766 (0.1740) loss_bbox_aux_1: 0.1708 (0.1658) loss_bbox_aux_2: 0.1694 (0.1630) loss_bbox_aux_3: 0.1647 (0.1610) loss_bbox_aux_4: 0.1634 (0.1604) loss_bbox_aux_5: 0.2409 (0.2129) loss_bbox_dn_0: 0.3066 (0.2861) loss_bbox_dn_1: 0.2371 (0.2163) loss_bbox_dn_2: 0.2033 (0.1940) loss_bbox_dn_3: 0.1900 (0.1868) loss_bbox_dn_4: 0.1863 (0.1854) loss_bbox_dn_5: 0.1864 (0.1854) loss_giou: 0.4145 (0.4876) loss_giou_aux_0: 0.4526 (0.5127) loss_giou_aux_1: 0.4254 (0.4982) loss_giou_aux_2: 0.4210 (0.4928) loss_giou_aux_3: 0.4183 (0.4892) loss_giou_aux_4: 0.4146 (0.4878) loss_giou_aux_5: 0.5273 (0.5806) loss_giou_dn_0: 0.5632 (0.6027) loss_giou_dn_1: 0.4569 (0.4972) loss_giou_dn_2: 0.4236 (0.4679) loss_giou_dn_3: 0.4168 (0.4593) loss_giou_dn_4: 0.4157 (0.4573) loss_giou_dn_5: 0.4159 (0.4575) loss_vfl: 0.6792 (0.6947) loss_vfl_aux_0: 0.8006 (0.8090) loss_vfl_aux_1: 0.7664 (0.7548) loss_vfl_aux_2: 0.7220 (0.7207) loss_vfl_aux_3: 0.7000 (0.7053) loss_vfl_aux_4: 0.6953 (0.6977) loss_vfl_aux_5: 0.7631 (0.7847) loss_vfl_dn_0: 0.4568 (0.4605) loss_vfl_dn_1: 0.3913 (0.3965) loss_vfl_dn_2: 0.3752 (0.3804) loss_vfl_dn_3: 0.3733 (0.3727) loss_vfl_dn_4: 0.3712 (0.3700) loss_vfl_dn_5: 0.3717 (0.3692) time: 0.4767 data: 0.0143 max mem: 5654 Epoch: [30] [4200/7393] eta: 0:25:47 lr: 0.000010 loss: 16.2029 (16.4601) loss_bbox: 0.1722 (0.1606) loss_bbox_aux_0: 0.1803 (0.1742) loss_bbox_aux_1: 0.1804 (0.1660) loss_bbox_aux_2: 0.1747 (0.1632) loss_bbox_aux_3: 0.1683 (0.1612) loss_bbox_aux_4: 0.1740 (0.1606) loss_bbox_aux_5: 0.2172 (0.2132) loss_bbox_dn_0: 0.3013 (0.2866) loss_bbox_dn_1: 0.2230 (0.2167) loss_bbox_dn_2: 0.1936 (0.1943) loss_bbox_dn_3: 0.1834 (0.1872) loss_bbox_dn_4: 0.1811 (0.1857) loss_bbox_dn_5: 0.1809 (0.1857) loss_giou: 0.4521 (0.4872) loss_giou_aux_0: 0.4528 (0.5125) loss_giou_aux_1: 0.4454 (0.4978) loss_giou_aux_2: 0.4519 (0.4925) loss_giou_aux_3: 0.4454 (0.4889) loss_giou_aux_4: 0.4535 (0.4875) loss_giou_aux_5: 0.5166 (0.5803) loss_giou_dn_0: 0.5638 (0.6025) loss_giou_dn_1: 0.4470 (0.4971) loss_giou_dn_2: 0.4164 (0.4678) loss_giou_dn_3: 0.4044 (0.4591) loss_giou_dn_4: 0.4021 (0.4571) loss_giou_dn_5: 0.4020 (0.4573) loss_vfl: 0.6663 (0.6949) loss_vfl_aux_0: 0.8182 (0.8092) loss_vfl_aux_1: 0.7473 (0.7550) loss_vfl_aux_2: 0.7138 (0.7209) loss_vfl_aux_3: 0.6939 (0.7055) loss_vfl_aux_4: 0.6608 (0.6978) loss_vfl_aux_5: 0.7983 (0.7850) loss_vfl_dn_0: 0.4534 (0.4605) loss_vfl_dn_1: 0.3869 (0.3964) loss_vfl_dn_2: 0.3695 (0.3804) loss_vfl_dn_3: 0.3607 (0.3727) loss_vfl_dn_4: 0.3592 (0.3699) loss_vfl_dn_5: 0.3564 (0.3692) time: 0.4704 data: 0.0140 max mem: 5654 Epoch: [30] [4300/7393] eta: 0:24:58 lr: 0.000010 loss: 16.1353 (16.4618) loss_bbox: 0.1417 (0.1605) loss_bbox_aux_0: 0.1561 (0.1742) loss_bbox_aux_1: 0.1489 (0.1659) loss_bbox_aux_2: 0.1440 (0.1631) loss_bbox_aux_3: 0.1425 (0.1612) loss_bbox_aux_4: 0.1440 (0.1606) loss_bbox_aux_5: 0.1949 (0.2131) loss_bbox_dn_0: 0.2602 (0.2865) loss_bbox_dn_1: 0.1974 (0.2167) loss_bbox_dn_2: 0.1802 (0.1943) loss_bbox_dn_3: 0.1692 (0.1871) loss_bbox_dn_4: 0.1686 (0.1857) loss_bbox_dn_5: 0.1685 (0.1857) loss_giou: 0.4745 (0.4872) loss_giou_aux_0: 0.4989 (0.5125) loss_giou_aux_1: 0.4853 (0.4978) loss_giou_aux_2: 0.4710 (0.4924) loss_giou_aux_3: 0.4806 (0.4888) loss_giou_aux_4: 0.4745 (0.4875) loss_giou_aux_5: 0.5690 (0.5802) loss_giou_dn_0: 0.6021 (0.6025) loss_giou_dn_1: 0.4990 (0.4971) loss_giou_dn_2: 0.4714 (0.4678) loss_giou_dn_3: 0.4652 (0.4592) loss_giou_dn_4: 0.4653 (0.4572) loss_giou_dn_5: 0.4660 (0.4574) loss_vfl: 0.7030 (0.6952) loss_vfl_aux_0: 0.7924 (0.8092) loss_vfl_aux_1: 0.7521 (0.7552) loss_vfl_aux_2: 0.7222 (0.7213) loss_vfl_aux_3: 0.7053 (0.7058) loss_vfl_aux_4: 0.6924 (0.6982) loss_vfl_aux_5: 0.7849 (0.7853) loss_vfl_dn_0: 0.4572 (0.4605) loss_vfl_dn_1: 0.3986 (0.3965) loss_vfl_dn_2: 0.3825 (0.3804) loss_vfl_dn_3: 0.3739 (0.3727) loss_vfl_dn_4: 0.3742 (0.3700) loss_vfl_dn_5: 0.3715 (0.3692) time: 0.4778 data: 0.0141 max mem: 5654 Epoch: [30] [4400/7393] eta: 0:24:09 lr: 0.000010 loss: 16.1548 (16.4571) loss_bbox: 0.1589 (0.1604) loss_bbox_aux_0: 0.1729 (0.1740) loss_bbox_aux_1: 0.1651 (0.1657) loss_bbox_aux_2: 0.1656 (0.1630) loss_bbox_aux_3: 0.1536 (0.1610) loss_bbox_aux_4: 0.1586 (0.1604) loss_bbox_aux_5: 0.2227 (0.2130) loss_bbox_dn_0: 0.2835 (0.2863) loss_bbox_dn_1: 0.2131 (0.2165) loss_bbox_dn_2: 0.1912 (0.1941) loss_bbox_dn_3: 0.1838 (0.1869) loss_bbox_dn_4: 0.1799 (0.1855) loss_bbox_dn_5: 0.1800 (0.1855) loss_giou: 0.4604 (0.4873) loss_giou_aux_0: 0.5062 (0.5125) loss_giou_aux_1: 0.4851 (0.4978) loss_giou_aux_2: 0.4699 (0.4924) loss_giou_aux_3: 0.4592 (0.4889) loss_giou_aux_4: 0.4563 (0.4875) loss_giou_aux_5: 0.5675 (0.5803) loss_giou_dn_0: 0.5960 (0.6024) loss_giou_dn_1: 0.4762 (0.4970) loss_giou_dn_2: 0.4431 (0.4677) loss_giou_dn_3: 0.4348 (0.4591) loss_giou_dn_4: 0.4324 (0.4571) loss_giou_dn_5: 0.4324 (0.4573) loss_vfl: 0.7181 (0.6948) loss_vfl_aux_0: 0.8289 (0.8091) loss_vfl_aux_1: 0.7724 (0.7549) loss_vfl_aux_2: 0.7290 (0.7209) loss_vfl_aux_3: 0.6965 (0.7054) loss_vfl_aux_4: 0.7128 (0.6978) loss_vfl_aux_5: 0.8078 (0.7852) loss_vfl_dn_0: 0.4614 (0.4605) loss_vfl_dn_1: 0.3937 (0.3965) loss_vfl_dn_2: 0.3776 (0.3804) loss_vfl_dn_3: 0.3674 (0.3727) loss_vfl_dn_4: 0.3645 (0.3700) loss_vfl_dn_5: 0.3632 (0.3692) time: 0.4705 data: 0.0144 max mem: 5654 Epoch: [30] [4500/7393] eta: 0:23:20 lr: 0.000010 loss: 16.2091 (16.4544) loss_bbox: 0.1490 (0.1603) loss_bbox_aux_0: 0.1696 (0.1740) loss_bbox_aux_1: 0.1564 (0.1656) loss_bbox_aux_2: 0.1537 (0.1629) loss_bbox_aux_3: 0.1483 (0.1609) loss_bbox_aux_4: 0.1503 (0.1603) loss_bbox_aux_5: 0.2108 (0.2129) loss_bbox_dn_0: 0.2598 (0.2861) loss_bbox_dn_1: 0.2006 (0.2163) loss_bbox_dn_2: 0.1662 (0.1940) loss_bbox_dn_3: 0.1620 (0.1868) loss_bbox_dn_4: 0.1600 (0.1854) loss_bbox_dn_5: 0.1599 (0.1854) loss_giou: 0.4514 (0.4872) loss_giou_aux_0: 0.4916 (0.5125) loss_giou_aux_1: 0.4589 (0.4978) loss_giou_aux_2: 0.4618 (0.4924) loss_giou_aux_3: 0.4522 (0.4888) loss_giou_aux_4: 0.4504 (0.4874) loss_giou_aux_5: 0.5431 (0.5802) loss_giou_dn_0: 0.5680 (0.6024) loss_giou_dn_1: 0.4570 (0.4970) loss_giou_dn_2: 0.4339 (0.4677) loss_giou_dn_3: 0.4231 (0.4591) loss_giou_dn_4: 0.4218 (0.4571) loss_giou_dn_5: 0.4222 (0.4572) loss_vfl: 0.6920 (0.6948) loss_vfl_aux_0: 0.7954 (0.8089) loss_vfl_aux_1: 0.7659 (0.7549) loss_vfl_aux_2: 0.6960 (0.7208) loss_vfl_aux_3: 0.7160 (0.7053) loss_vfl_aux_4: 0.6960 (0.6977) loss_vfl_aux_5: 0.8029 (0.7852) loss_vfl_dn_0: 0.4610 (0.4605) loss_vfl_dn_1: 0.3908 (0.3964) loss_vfl_dn_2: 0.3788 (0.3804) loss_vfl_dn_3: 0.3764 (0.3727) loss_vfl_dn_4: 0.3706 (0.3700) loss_vfl_dn_5: 0.3687 (0.3692) time: 0.4824 data: 0.0142 max mem: 5654 Epoch: [30] [4600/7393] eta: 0:22:35 lr: 0.000010 loss: 16.1689 (16.4524) loss_bbox: 0.1524 (0.1602) loss_bbox_aux_0: 0.1673 (0.1739) loss_bbox_aux_1: 0.1582 (0.1655) loss_bbox_aux_2: 0.1570 (0.1628) loss_bbox_aux_3: 0.1586 (0.1608) loss_bbox_aux_4: 0.1519 (0.1602) loss_bbox_aux_5: 0.1952 (0.2128) loss_bbox_dn_0: 0.2560 (0.2860) loss_bbox_dn_1: 0.1856 (0.2162) loss_bbox_dn_2: 0.1689 (0.1938) loss_bbox_dn_3: 0.1615 (0.1866) loss_bbox_dn_4: 0.1601 (0.1852) loss_bbox_dn_5: 0.1600 (0.1852) loss_giou: 0.4752 (0.4874) loss_giou_aux_0: 0.5004 (0.5126) loss_giou_aux_1: 0.4951 (0.4979) loss_giou_aux_2: 0.4918 (0.4925) loss_giou_aux_3: 0.4886 (0.4890) loss_giou_aux_4: 0.4754 (0.4876) loss_giou_aux_5: 0.5730 (0.5804) loss_giou_dn_0: 0.6301 (0.6024) loss_giou_dn_1: 0.5040 (0.4970) loss_giou_dn_2: 0.4719 (0.4677) loss_giou_dn_3: 0.4649 (0.4590) loss_giou_dn_4: 0.4630 (0.4570) loss_giou_dn_5: 0.4629 (0.4572) loss_vfl: 0.6902 (0.6945) loss_vfl_aux_0: 0.8159 (0.8087) loss_vfl_aux_1: 0.7385 (0.7547) loss_vfl_aux_2: 0.7101 (0.7208) loss_vfl_aux_3: 0.6832 (0.7050) loss_vfl_aux_4: 0.6889 (0.6975) loss_vfl_aux_5: 0.7391 (0.7852) loss_vfl_dn_0: 0.4564 (0.4604) loss_vfl_dn_1: 0.3924 (0.3964) loss_vfl_dn_2: 0.3822 (0.3803) loss_vfl_dn_3: 0.3755 (0.3727) loss_vfl_dn_4: 0.3729 (0.3699) loss_vfl_dn_5: 0.3748 (0.3692) time: 0.4748 data: 0.0139 max mem: 5654 Epoch: [30] [4700/7393] eta: 0:21:46 lr: 0.000010 loss: 16.6744 (16.4530) loss_bbox: 0.1404 (0.1601) loss_bbox_aux_0: 0.1558 (0.1739) loss_bbox_aux_1: 0.1489 (0.1654) loss_bbox_aux_2: 0.1452 (0.1627) loss_bbox_aux_3: 0.1411 (0.1608) loss_bbox_aux_4: 0.1405 (0.1602) loss_bbox_aux_5: 0.1941 (0.2127) loss_bbox_dn_0: 0.2622 (0.2860) loss_bbox_dn_1: 0.1829 (0.2162) loss_bbox_dn_2: 0.1677 (0.1938) loss_bbox_dn_3: 0.1603 (0.1867) loss_bbox_dn_4: 0.1594 (0.1852) loss_bbox_dn_5: 0.1594 (0.1852) loss_giou: 0.4561 (0.4875) loss_giou_aux_0: 0.4894 (0.5127) loss_giou_aux_1: 0.4712 (0.4979) loss_giou_aux_2: 0.4620 (0.4926) loss_giou_aux_3: 0.4543 (0.4891) loss_giou_aux_4: 0.4556 (0.4877) loss_giou_aux_5: 0.5486 (0.5805) loss_giou_dn_0: 0.6119 (0.6025) loss_giou_dn_1: 0.5072 (0.4970) loss_giou_dn_2: 0.4851 (0.4677) loss_giou_dn_3: 0.4763 (0.4591) loss_giou_dn_4: 0.4748 (0.4571) loss_giou_dn_5: 0.4752 (0.4573) loss_vfl: 0.7087 (0.6945) loss_vfl_aux_0: 0.8002 (0.8085) loss_vfl_aux_1: 0.7553 (0.7548) loss_vfl_aux_2: 0.7355 (0.7208) loss_vfl_aux_3: 0.7289 (0.7051) loss_vfl_aux_4: 0.7150 (0.6975) loss_vfl_aux_5: 0.7484 (0.7850) loss_vfl_dn_0: 0.4606 (0.4604) loss_vfl_dn_1: 0.3979 (0.3964) loss_vfl_dn_2: 0.3784 (0.3804) loss_vfl_dn_3: 0.3775 (0.3727) loss_vfl_dn_4: 0.3725 (0.3699) loss_vfl_dn_5: 0.3741 (0.3692) time: 0.4885 data: 0.0142 max mem: 5654 Epoch: [30] [4800/7393] eta: 0:20:57 lr: 0.000010 loss: 16.4363 (16.4477) loss_bbox: 0.1538 (0.1601) loss_bbox_aux_0: 0.1720 (0.1738) loss_bbox_aux_1: 0.1645 (0.1653) loss_bbox_aux_2: 0.1557 (0.1626) loss_bbox_aux_3: 0.1538 (0.1607) loss_bbox_aux_4: 0.1538 (0.1601) loss_bbox_aux_5: 0.2165 (0.2126) loss_bbox_dn_0: 0.2875 (0.2859) loss_bbox_dn_1: 0.2173 (0.2161) loss_bbox_dn_2: 0.1878 (0.1938) loss_bbox_dn_3: 0.1715 (0.1866) loss_bbox_dn_4: 0.1704 (0.1852) loss_bbox_dn_5: 0.1705 (0.1852) loss_giou: 0.4461 (0.4871) loss_giou_aux_0: 0.4526 (0.5124) loss_giou_aux_1: 0.4493 (0.4975) loss_giou_aux_2: 0.4318 (0.4922) loss_giou_aux_3: 0.4323 (0.4887) loss_giou_aux_4: 0.4505 (0.4874) loss_giou_aux_5: 0.5350 (0.5802) loss_giou_dn_0: 0.5890 (0.6023) loss_giou_dn_1: 0.4942 (0.4968) loss_giou_dn_2: 0.4533 (0.4675) loss_giou_dn_3: 0.4418 (0.4589) loss_giou_dn_4: 0.4393 (0.4569) loss_giou_dn_5: 0.4396 (0.4570) loss_vfl: 0.7306 (0.6945) loss_vfl_aux_0: 0.8449 (0.8085) loss_vfl_aux_1: 0.7923 (0.7549) loss_vfl_aux_2: 0.7571 (0.7209) loss_vfl_aux_3: 0.7298 (0.7051) loss_vfl_aux_4: 0.7250 (0.6975) loss_vfl_aux_5: 0.8214 (0.7852) loss_vfl_dn_0: 0.4605 (0.4604) loss_vfl_dn_1: 0.3998 (0.3963) loss_vfl_dn_2: 0.3801 (0.3803) loss_vfl_dn_3: 0.3711 (0.3726) loss_vfl_dn_4: 0.3669 (0.3699) loss_vfl_dn_5: 0.3664 (0.3691) time: 0.4808 data: 0.0141 max mem: 5654 Epoch: [30] [4900/7393] eta: 0:20:08 lr: 0.000010 loss: 15.6647 (16.4427) loss_bbox: 0.1478 (0.1601) loss_bbox_aux_0: 0.1576 (0.1738) loss_bbox_aux_1: 0.1486 (0.1653) loss_bbox_aux_2: 0.1463 (0.1626) loss_bbox_aux_3: 0.1506 (0.1607) loss_bbox_aux_4: 0.1448 (0.1601) loss_bbox_aux_5: 0.2025 (0.2126) loss_bbox_dn_0: 0.2837 (0.2860) loss_bbox_dn_1: 0.1997 (0.2162) loss_bbox_dn_2: 0.1815 (0.1938) loss_bbox_dn_3: 0.1762 (0.1867) loss_bbox_dn_4: 0.1750 (0.1852) loss_bbox_dn_5: 0.1751 (0.1852) loss_giou: 0.4130 (0.4866) loss_giou_aux_0: 0.4367 (0.5118) loss_giou_aux_1: 0.4140 (0.4970) loss_giou_aux_2: 0.4120 (0.4916) loss_giou_aux_3: 0.4158 (0.4882) loss_giou_aux_4: 0.4108 (0.4868) loss_giou_aux_5: 0.4955 (0.5796) loss_giou_dn_0: 0.5694 (0.6019) loss_giou_dn_1: 0.4662 (0.4964) loss_giou_dn_2: 0.4347 (0.4671) loss_giou_dn_3: 0.4310 (0.4585) loss_giou_dn_4: 0.4307 (0.4565) loss_giou_dn_5: 0.4308 (0.4567) loss_vfl: 0.6911 (0.6945) loss_vfl_aux_0: 0.8165 (0.8086) loss_vfl_aux_1: 0.7784 (0.7550) loss_vfl_aux_2: 0.7113 (0.7210) loss_vfl_aux_3: 0.6725 (0.7052) loss_vfl_aux_4: 0.6924 (0.6976) loss_vfl_aux_5: 0.7824 (0.7853) loss_vfl_dn_0: 0.4564 (0.4604) loss_vfl_dn_1: 0.3860 (0.3963) loss_vfl_dn_2: 0.3701 (0.3802) loss_vfl_dn_3: 0.3593 (0.3725) loss_vfl_dn_4: 0.3553 (0.3698) loss_vfl_dn_5: 0.3556 (0.3690) time: 0.4704 data: 0.0144 max mem: 5654 Epoch: [30] [5000/7393] eta: 0:19:18 lr: 0.000010 loss: 16.3455 (16.4445) loss_bbox: 0.1721 (0.1602) loss_bbox_aux_0: 0.1811 (0.1739) loss_bbox_aux_1: 0.1693 (0.1654) loss_bbox_aux_2: 0.1684 (0.1627) loss_bbox_aux_3: 0.1692 (0.1608) loss_bbox_aux_4: 0.1722 (0.1602) loss_bbox_aux_5: 0.2143 (0.2128) loss_bbox_dn_0: 0.3095 (0.2860) loss_bbox_dn_1: 0.2297 (0.2162) loss_bbox_dn_2: 0.2106 (0.1939) loss_bbox_dn_3: 0.2004 (0.1867) loss_bbox_dn_4: 0.1965 (0.1853) loss_bbox_dn_5: 0.1966 (0.1853) loss_giou: 0.4729 (0.4869) loss_giou_aux_0: 0.4895 (0.5120) loss_giou_aux_1: 0.4727 (0.4972) loss_giou_aux_2: 0.4764 (0.4919) loss_giou_aux_3: 0.4798 (0.4884) loss_giou_aux_4: 0.4769 (0.4871) loss_giou_aux_5: 0.5609 (0.5798) loss_giou_dn_0: 0.5838 (0.6020) loss_giou_dn_1: 0.4781 (0.4965) loss_giou_dn_2: 0.4469 (0.4673) loss_giou_dn_3: 0.4372 (0.4586) loss_giou_dn_4: 0.4338 (0.4566) loss_giou_dn_5: 0.4341 (0.4568) loss_vfl: 0.6854 (0.6943) loss_vfl_aux_0: 0.8156 (0.8084) loss_vfl_aux_1: 0.7547 (0.7550) loss_vfl_aux_2: 0.7339 (0.7209) loss_vfl_aux_3: 0.7119 (0.7050) loss_vfl_aux_4: 0.6928 (0.6973) loss_vfl_aux_5: 0.7831 (0.7850) loss_vfl_dn_0: 0.4597 (0.4603) loss_vfl_dn_1: 0.4003 (0.3963) loss_vfl_dn_2: 0.3776 (0.3802) loss_vfl_dn_3: 0.3707 (0.3725) loss_vfl_dn_4: 0.3691 (0.3698) loss_vfl_dn_5: 0.3679 (0.3690) time: 0.4807 data: 0.0140 max mem: 5654 Epoch: [30] [5100/7393] eta: 0:18:30 lr: 0.000010 loss: 16.1149 (16.4432) loss_bbox: 0.1519 (0.1601) loss_bbox_aux_0: 0.1605 (0.1738) loss_bbox_aux_1: 0.1535 (0.1653) loss_bbox_aux_2: 0.1550 (0.1627) loss_bbox_aux_3: 0.1528 (0.1607) loss_bbox_aux_4: 0.1496 (0.1601) loss_bbox_aux_5: 0.1949 (0.2127) loss_bbox_dn_0: 0.2477 (0.2859) loss_bbox_dn_1: 0.1830 (0.2161) loss_bbox_dn_2: 0.1619 (0.1938) loss_bbox_dn_3: 0.1577 (0.1866) loss_bbox_dn_4: 0.1562 (0.1852) loss_bbox_dn_5: 0.1562 (0.1852) loss_giou: 0.5060 (0.4869) loss_giou_aux_0: 0.5240 (0.5120) loss_giou_aux_1: 0.5131 (0.4972) loss_giou_aux_2: 0.4971 (0.4919) loss_giou_aux_3: 0.5058 (0.4885) loss_giou_aux_4: 0.5061 (0.4871) loss_giou_aux_5: 0.5829 (0.5799) loss_giou_dn_0: 0.6008 (0.6020) loss_giou_dn_1: 0.5019 (0.4965) loss_giou_dn_2: 0.4717 (0.4672) loss_giou_dn_3: 0.4647 (0.4586) loss_giou_dn_4: 0.4627 (0.4566) loss_giou_dn_5: 0.4628 (0.4568) loss_vfl: 0.6574 (0.6942) loss_vfl_aux_0: 0.7772 (0.8083) loss_vfl_aux_1: 0.7100 (0.7551) loss_vfl_aux_2: 0.6968 (0.7209) loss_vfl_aux_3: 0.6628 (0.7049) loss_vfl_aux_4: 0.6668 (0.6972) loss_vfl_aux_5: 0.7439 (0.7849) loss_vfl_dn_0: 0.4563 (0.4603) loss_vfl_dn_1: 0.3927 (0.3962) loss_vfl_dn_2: 0.3815 (0.3802) loss_vfl_dn_3: 0.3719 (0.3725) loss_vfl_dn_4: 0.3698 (0.3697) loss_vfl_dn_5: 0.3685 (0.3690) time: 0.4634 data: 0.0143 max mem: 5654 Epoch: [30] [5200/7393] eta: 0:17:41 lr: 0.000010 loss: 16.3996 (16.4398) loss_bbox: 0.1573 (0.1601) loss_bbox_aux_0: 0.1718 (0.1739) loss_bbox_aux_1: 0.1616 (0.1654) loss_bbox_aux_2: 0.1568 (0.1627) loss_bbox_aux_3: 0.1579 (0.1607) loss_bbox_aux_4: 0.1573 (0.1602) loss_bbox_aux_5: 0.1957 (0.2128) loss_bbox_dn_0: 0.2668 (0.2859) loss_bbox_dn_1: 0.2035 (0.2161) loss_bbox_dn_2: 0.1813 (0.1938) loss_bbox_dn_3: 0.1760 (0.1867) loss_bbox_dn_4: 0.1758 (0.1852) loss_bbox_dn_5: 0.1758 (0.1852) loss_giou: 0.4820 (0.4866) loss_giou_aux_0: 0.5055 (0.5117) loss_giou_aux_1: 0.4780 (0.4969) loss_giou_aux_2: 0.4785 (0.4917) loss_giou_aux_3: 0.4805 (0.4882) loss_giou_aux_4: 0.4822 (0.4869) loss_giou_aux_5: 0.5753 (0.5797) loss_giou_dn_0: 0.6049 (0.6017) loss_giou_dn_1: 0.5005 (0.4962) loss_giou_dn_2: 0.4736 (0.4670) loss_giou_dn_3: 0.4673 (0.4584) loss_giou_dn_4: 0.4635 (0.4563) loss_giou_dn_5: 0.4636 (0.4565) loss_vfl: 0.7049 (0.6942) loss_vfl_aux_0: 0.8434 (0.8084) loss_vfl_aux_1: 0.7561 (0.7551) loss_vfl_aux_2: 0.7311 (0.7209) loss_vfl_aux_3: 0.7058 (0.7050) loss_vfl_aux_4: 0.7136 (0.6973) loss_vfl_aux_5: 0.7642 (0.7849) loss_vfl_dn_0: 0.4585 (0.4603) loss_vfl_dn_1: 0.3939 (0.3961) loss_vfl_dn_2: 0.3797 (0.3801) loss_vfl_dn_3: 0.3702 (0.3724) loss_vfl_dn_4: 0.3672 (0.3697) loss_vfl_dn_5: 0.3662 (0.3689) time: 0.4658 data: 0.0139 max mem: 5654 Epoch: [30] [5300/7393] eta: 0:16:54 lr: 0.000010 loss: 16.5806 (16.4396) loss_bbox: 0.1368 (0.1601) loss_bbox_aux_0: 0.1545 (0.1738) loss_bbox_aux_1: 0.1488 (0.1653) loss_bbox_aux_2: 0.1504 (0.1626) loss_bbox_aux_3: 0.1382 (0.1607) loss_bbox_aux_4: 0.1370 (0.1601) loss_bbox_aux_5: 0.1921 (0.2127) loss_bbox_dn_0: 0.2526 (0.2858) loss_bbox_dn_1: 0.1865 (0.2161) loss_bbox_dn_2: 0.1637 (0.1937) loss_bbox_dn_3: 0.1595 (0.1866) loss_bbox_dn_4: 0.1573 (0.1851) loss_bbox_dn_5: 0.1573 (0.1851) loss_giou: 0.4962 (0.4867) loss_giou_aux_0: 0.5307 (0.5118) loss_giou_aux_1: 0.5102 (0.4970) loss_giou_aux_2: 0.4946 (0.4918) loss_giou_aux_3: 0.4915 (0.4883) loss_giou_aux_4: 0.4986 (0.4870) loss_giou_aux_5: 0.5990 (0.5797) loss_giou_dn_0: 0.6134 (0.6017) loss_giou_dn_1: 0.5133 (0.4963) loss_giou_dn_2: 0.4875 (0.4670) loss_giou_dn_3: 0.4780 (0.4584) loss_giou_dn_4: 0.4763 (0.4564) loss_giou_dn_5: 0.4763 (0.4566) loss_vfl: 0.6820 (0.6942) loss_vfl_aux_0: 0.7965 (0.8084) loss_vfl_aux_1: 0.7145 (0.7551) loss_vfl_aux_2: 0.7125 (0.7209) loss_vfl_aux_3: 0.7099 (0.7050) loss_vfl_aux_4: 0.6843 (0.6973) loss_vfl_aux_5: 0.7651 (0.7849) loss_vfl_dn_0: 0.4628 (0.4602) loss_vfl_dn_1: 0.4006 (0.3961) loss_vfl_dn_2: 0.3851 (0.3801) loss_vfl_dn_3: 0.3788 (0.3724) loss_vfl_dn_4: 0.3768 (0.3697) loss_vfl_dn_5: 0.3764 (0.3689) time: 0.4862 data: 0.0139 max mem: 5654 Epoch: [30] [5400/7393] eta: 0:16:05 lr: 0.000010 loss: 16.6514 (16.4436) loss_bbox: 0.1568 (0.1601) loss_bbox_aux_0: 0.1681 (0.1739) loss_bbox_aux_1: 0.1681 (0.1653) loss_bbox_aux_2: 0.1600 (0.1627) loss_bbox_aux_3: 0.1529 (0.1607) loss_bbox_aux_4: 0.1559 (0.1601) loss_bbox_aux_5: 0.2147 (0.2127) loss_bbox_dn_0: 0.2769 (0.2858) loss_bbox_dn_1: 0.2039 (0.2161) loss_bbox_dn_2: 0.1835 (0.1938) loss_bbox_dn_3: 0.1787 (0.1866) loss_bbox_dn_4: 0.1774 (0.1852) loss_bbox_dn_5: 0.1774 (0.1852) loss_giou: 0.4707 (0.4870) loss_giou_aux_0: 0.4914 (0.5120) loss_giou_aux_1: 0.4831 (0.4972) loss_giou_aux_2: 0.4769 (0.4920) loss_giou_aux_3: 0.4740 (0.4885) loss_giou_aux_4: 0.4766 (0.4872) loss_giou_aux_5: 0.5810 (0.5799) loss_giou_dn_0: 0.5881 (0.6019) loss_giou_dn_1: 0.4783 (0.4965) loss_giou_dn_2: 0.4454 (0.4673) loss_giou_dn_3: 0.4368 (0.4587) loss_giou_dn_4: 0.4336 (0.4567) loss_giou_dn_5: 0.4341 (0.4568) loss_vfl: 0.6913 (0.6943) loss_vfl_aux_0: 0.7914 (0.8083) loss_vfl_aux_1: 0.7392 (0.7551) loss_vfl_aux_2: 0.7245 (0.7210) loss_vfl_aux_3: 0.7028 (0.7051) loss_vfl_aux_4: 0.6957 (0.6973) loss_vfl_aux_5: 0.7494 (0.7847) loss_vfl_dn_0: 0.4569 (0.4602) loss_vfl_dn_1: 0.3982 (0.3962) loss_vfl_dn_2: 0.3779 (0.3802) loss_vfl_dn_3: 0.3720 (0.3725) loss_vfl_dn_4: 0.3697 (0.3697) loss_vfl_dn_5: 0.3703 (0.3690) time: 0.4670 data: 0.0137 max mem: 5654 Epoch: [30] [5500/7393] eta: 0:15:16 lr: 0.000010 loss: 16.1895 (16.4440) loss_bbox: 0.1527 (0.1601) loss_bbox_aux_0: 0.1697 (0.1739) loss_bbox_aux_1: 0.1577 (0.1653) loss_bbox_aux_2: 0.1502 (0.1626) loss_bbox_aux_3: 0.1494 (0.1607) loss_bbox_aux_4: 0.1547 (0.1601) loss_bbox_aux_5: 0.2129 (0.2127) loss_bbox_dn_0: 0.2749 (0.2858) loss_bbox_dn_1: 0.2087 (0.2162) loss_bbox_dn_2: 0.1853 (0.1938) loss_bbox_dn_3: 0.1779 (0.1867) loss_bbox_dn_4: 0.1788 (0.1852) loss_bbox_dn_5: 0.1789 (0.1852) loss_giou: 0.4753 (0.4870) loss_giou_aux_0: 0.4810 (0.5120) loss_giou_aux_1: 0.4700 (0.4972) loss_giou_aux_2: 0.4739 (0.4920) loss_giou_aux_3: 0.4714 (0.4886) loss_giou_aux_4: 0.4772 (0.4872) loss_giou_aux_5: 0.5598 (0.5799) loss_giou_dn_0: 0.6041 (0.6019) loss_giou_dn_1: 0.5097 (0.4965) loss_giou_dn_2: 0.4801 (0.4672) loss_giou_dn_3: 0.4696 (0.4586) loss_giou_dn_4: 0.4681 (0.4566) loss_giou_dn_5: 0.4683 (0.4568) loss_vfl: 0.6930 (0.6943) loss_vfl_aux_0: 0.8167 (0.8084) loss_vfl_aux_1: 0.7518 (0.7552) loss_vfl_aux_2: 0.7044 (0.7210) loss_vfl_aux_3: 0.7063 (0.7051) loss_vfl_aux_4: 0.6723 (0.6974) loss_vfl_aux_5: 0.7869 (0.7846) loss_vfl_dn_0: 0.4631 (0.4602) loss_vfl_dn_1: 0.3987 (0.3962) loss_vfl_dn_2: 0.3824 (0.3802) loss_vfl_dn_3: 0.3734 (0.3725) loss_vfl_dn_4: 0.3713 (0.3698) loss_vfl_dn_5: 0.3709 (0.3690) time: 0.4758 data: 0.0135 max mem: 5654 Epoch: [30] [5600/7393] eta: 0:14:28 lr: 0.000010 loss: 16.1293 (16.4430) loss_bbox: 0.1470 (0.1601) loss_bbox_aux_0: 0.1658 (0.1739) loss_bbox_aux_1: 0.1518 (0.1654) loss_bbox_aux_2: 0.1503 (0.1627) loss_bbox_aux_3: 0.1492 (0.1607) loss_bbox_aux_4: 0.1463 (0.1601) loss_bbox_aux_5: 0.1928 (0.2127) loss_bbox_dn_0: 0.2643 (0.2857) loss_bbox_dn_1: 0.2006 (0.2161) loss_bbox_dn_2: 0.1803 (0.1937) loss_bbox_dn_3: 0.1692 (0.1866) loss_bbox_dn_4: 0.1692 (0.1851) loss_bbox_dn_5: 0.1692 (0.1851) loss_giou: 0.4730 (0.4871) loss_giou_aux_0: 0.5201 (0.5121) loss_giou_aux_1: 0.5126 (0.4973) loss_giou_aux_2: 0.4994 (0.4920) loss_giou_aux_3: 0.4857 (0.4886) loss_giou_aux_4: 0.4781 (0.4873) loss_giou_aux_5: 0.5736 (0.5800) loss_giou_dn_0: 0.5958 (0.6019) loss_giou_dn_1: 0.4884 (0.4965) loss_giou_dn_2: 0.4607 (0.4672) loss_giou_dn_3: 0.4514 (0.4586) loss_giou_dn_4: 0.4503 (0.4566) loss_giou_dn_5: 0.4503 (0.4567) loss_vfl: 0.6956 (0.6943) loss_vfl_aux_0: 0.8002 (0.8084) loss_vfl_aux_1: 0.7390 (0.7551) loss_vfl_aux_2: 0.7220 (0.7210) loss_vfl_aux_3: 0.7007 (0.7050) loss_vfl_aux_4: 0.6995 (0.6973) loss_vfl_aux_5: 0.8044 (0.7847) loss_vfl_dn_0: 0.4543 (0.4602) loss_vfl_dn_1: 0.3904 (0.3961) loss_vfl_dn_2: 0.3771 (0.3802) loss_vfl_dn_3: 0.3695 (0.3725) loss_vfl_dn_4: 0.3657 (0.3697) loss_vfl_dn_5: 0.3648 (0.3690) time: 0.4737 data: 0.0148 max mem: 5654 Epoch: [30] [5700/7393] eta: 0:13:39 lr: 0.000010 loss: 15.9152 (16.4404) loss_bbox: 0.1478 (0.1601) loss_bbox_aux_0: 0.1618 (0.1739) loss_bbox_aux_1: 0.1587 (0.1653) loss_bbox_aux_2: 0.1503 (0.1626) loss_bbox_aux_3: 0.1492 (0.1607) loss_bbox_aux_4: 0.1501 (0.1601) loss_bbox_aux_5: 0.1924 (0.2127) loss_bbox_dn_0: 0.2598 (0.2856) loss_bbox_dn_1: 0.1848 (0.2160) loss_bbox_dn_2: 0.1606 (0.1936) loss_bbox_dn_3: 0.1534 (0.1865) loss_bbox_dn_4: 0.1532 (0.1851) loss_bbox_dn_5: 0.1532 (0.1851) loss_giou: 0.4236 (0.4869) loss_giou_aux_0: 0.4373 (0.5119) loss_giou_aux_1: 0.4320 (0.4970) loss_giou_aux_2: 0.4254 (0.4918) loss_giou_aux_3: 0.4265 (0.4884) loss_giou_aux_4: 0.4251 (0.4871) loss_giou_aux_5: 0.5039 (0.5797) loss_giou_dn_0: 0.5681 (0.6017) loss_giou_dn_1: 0.4486 (0.4963) loss_giou_dn_2: 0.4211 (0.4670) loss_giou_dn_3: 0.4113 (0.4584) loss_giou_dn_4: 0.4079 (0.4564) loss_giou_dn_5: 0.4080 (0.4565) loss_vfl: 0.6626 (0.6945) loss_vfl_aux_0: 0.7985 (0.8085) loss_vfl_aux_1: 0.7335 (0.7553) loss_vfl_aux_2: 0.7032 (0.7211) loss_vfl_aux_3: 0.6897 (0.7052) loss_vfl_aux_4: 0.6757 (0.6974) loss_vfl_aux_5: 0.7671 (0.7847) loss_vfl_dn_0: 0.4570 (0.4602) loss_vfl_dn_1: 0.3873 (0.3961) loss_vfl_dn_2: 0.3731 (0.3801) loss_vfl_dn_3: 0.3635 (0.3725) loss_vfl_dn_4: 0.3627 (0.3697) loss_vfl_dn_5: 0.3611 (0.3689) time: 0.4699 data: 0.0139 max mem: 5654 Epoch: [30] [5800/7393] eta: 0:12:50 lr: 0.000010 loss: 16.9895 (16.4385) loss_bbox: 0.1632 (0.1602) loss_bbox_aux_0: 0.1746 (0.1740) loss_bbox_aux_1: 0.1705 (0.1654) loss_bbox_aux_2: 0.1661 (0.1628) loss_bbox_aux_3: 0.1644 (0.1608) loss_bbox_aux_4: 0.1632 (0.1602) loss_bbox_aux_5: 0.2217 (0.2128) loss_bbox_dn_0: 0.2835 (0.2859) loss_bbox_dn_1: 0.2100 (0.2162) loss_bbox_dn_2: 0.1957 (0.1938) loss_bbox_dn_3: 0.1872 (0.1866) loss_bbox_dn_4: 0.1854 (0.1852) loss_bbox_dn_5: 0.1851 (0.1852) loss_giou: 0.5040 (0.4865) loss_giou_aux_0: 0.5208 (0.5114) loss_giou_aux_1: 0.5170 (0.4966) loss_giou_aux_2: 0.5111 (0.4914) loss_giou_aux_3: 0.5051 (0.4880) loss_giou_aux_4: 0.5038 (0.4867) loss_giou_aux_5: 0.5972 (0.5794) loss_giou_dn_0: 0.5913 (0.6014) loss_giou_dn_1: 0.4913 (0.4960) loss_giou_dn_2: 0.4583 (0.4667) loss_giou_dn_3: 0.4470 (0.4581) loss_giou_dn_4: 0.4440 (0.4560) loss_giou_dn_5: 0.4441 (0.4562) loss_vfl: 0.6787 (0.6945) loss_vfl_aux_0: 0.7684 (0.8087) loss_vfl_aux_1: 0.7418 (0.7555) loss_vfl_aux_2: 0.6978 (0.7213) loss_vfl_aux_3: 0.6893 (0.7053) loss_vfl_aux_4: 0.6790 (0.6975) loss_vfl_aux_5: 0.7349 (0.7848) loss_vfl_dn_0: 0.4605 (0.4603) loss_vfl_dn_1: 0.3981 (0.3961) loss_vfl_dn_2: 0.3823 (0.3801) loss_vfl_dn_3: 0.3734 (0.3724) loss_vfl_dn_4: 0.3715 (0.3697) loss_vfl_dn_5: 0.3694 (0.3689) time: 0.4829 data: 0.0140 max mem: 5654 Epoch: [30] [5900/7393] eta: 0:12:03 lr: 0.000010 loss: 15.6793 (16.4360) loss_bbox: 0.1430 (0.1602) loss_bbox_aux_0: 0.1590 (0.1740) loss_bbox_aux_1: 0.1486 (0.1654) loss_bbox_aux_2: 0.1502 (0.1628) loss_bbox_aux_3: 0.1451 (0.1608) loss_bbox_aux_4: 0.1430 (0.1603) loss_bbox_aux_5: 0.1995 (0.2129) loss_bbox_dn_0: 0.2581 (0.2859) loss_bbox_dn_1: 0.1905 (0.2162) loss_bbox_dn_2: 0.1671 (0.1938) loss_bbox_dn_3: 0.1614 (0.1866) loss_bbox_dn_4: 0.1621 (0.1852) loss_bbox_dn_5: 0.1621 (0.1852) loss_giou: 0.4626 (0.4863) loss_giou_aux_0: 0.4828 (0.5113) loss_giou_aux_1: 0.4693 (0.4964) loss_giou_aux_2: 0.4616 (0.4912) loss_giou_aux_3: 0.4608 (0.4878) loss_giou_aux_4: 0.4617 (0.4865) loss_giou_aux_5: 0.5837 (0.5792) loss_giou_dn_0: 0.5831 (0.6013) loss_giou_dn_1: 0.4752 (0.4958) loss_giou_dn_2: 0.4500 (0.4665) loss_giou_dn_3: 0.4394 (0.4579) loss_giou_dn_4: 0.4377 (0.4559) loss_giou_dn_5: 0.4376 (0.4560) loss_vfl: 0.6712 (0.6946) loss_vfl_aux_0: 0.7928 (0.8085) loss_vfl_aux_1: 0.7545 (0.7555) loss_vfl_aux_2: 0.7016 (0.7213) loss_vfl_aux_3: 0.6781 (0.7053) loss_vfl_aux_4: 0.6804 (0.6975) loss_vfl_aux_5: 0.7542 (0.7847) loss_vfl_dn_0: 0.4563 (0.4602) loss_vfl_dn_1: 0.3911 (0.3961) loss_vfl_dn_2: 0.3806 (0.3801) loss_vfl_dn_3: 0.3719 (0.3724) loss_vfl_dn_4: 0.3715 (0.3697) loss_vfl_dn_5: 0.3693 (0.3689) time: 0.4695 data: 0.0140 max mem: 5654 Epoch: [30] [6000/7393] eta: 0:11:15 lr: 0.000010 loss: 16.7691 (16.4372) loss_bbox: 0.1594 (0.1602) loss_bbox_aux_0: 0.1657 (0.1739) loss_bbox_aux_1: 0.1593 (0.1654) loss_bbox_aux_2: 0.1593 (0.1627) loss_bbox_aux_3: 0.1617 (0.1607) loss_bbox_aux_4: 0.1607 (0.1602) loss_bbox_aux_5: 0.1992 (0.2128) loss_bbox_dn_0: 0.2541 (0.2857) loss_bbox_dn_1: 0.1932 (0.2160) loss_bbox_dn_2: 0.1746 (0.1937) loss_bbox_dn_3: 0.1701 (0.1865) loss_bbox_dn_4: 0.1705 (0.1851) loss_bbox_dn_5: 0.1706 (0.1851) loss_giou: 0.5441 (0.4864) loss_giou_aux_0: 0.5608 (0.5115) loss_giou_aux_1: 0.5358 (0.4965) loss_giou_aux_2: 0.5379 (0.4913) loss_giou_aux_3: 0.5319 (0.4879) loss_giou_aux_4: 0.5410 (0.4867) loss_giou_aux_5: 0.6234 (0.5793) loss_giou_dn_0: 0.6176 (0.6013) loss_giou_dn_1: 0.5147 (0.4959) loss_giou_dn_2: 0.4850 (0.4666) loss_giou_dn_3: 0.4737 (0.4580) loss_giou_dn_4: 0.4719 (0.4559) loss_giou_dn_5: 0.4720 (0.4561) loss_vfl: 0.6550 (0.6947) loss_vfl_aux_0: 0.7817 (0.8085) loss_vfl_aux_1: 0.7135 (0.7556) loss_vfl_aux_2: 0.6944 (0.7215) loss_vfl_aux_3: 0.6794 (0.7055) loss_vfl_aux_4: 0.6631 (0.6976) loss_vfl_aux_5: 0.7655 (0.7848) loss_vfl_dn_0: 0.4639 (0.4602) loss_vfl_dn_1: 0.3982 (0.3961) loss_vfl_dn_2: 0.3873 (0.3801) loss_vfl_dn_3: 0.3795 (0.3724) loss_vfl_dn_4: 0.3749 (0.3697) loss_vfl_dn_5: 0.3738 (0.3689) time: 0.4755 data: 0.0144 max mem: 5654 Epoch: [30] [6100/7393] eta: 0:10:26 lr: 0.000010 loss: 15.9764 (16.4366) loss_bbox: 0.1501 (0.1600) loss_bbox_aux_0: 0.1662 (0.1738) loss_bbox_aux_1: 0.1530 (0.1652) loss_bbox_aux_2: 0.1515 (0.1626) loss_bbox_aux_3: 0.1536 (0.1606) loss_bbox_aux_4: 0.1500 (0.1601) loss_bbox_aux_5: 0.2024 (0.2126) loss_bbox_dn_0: 0.2500 (0.2854) loss_bbox_dn_1: 0.1880 (0.2157) loss_bbox_dn_2: 0.1671 (0.1934) loss_bbox_dn_3: 0.1591 (0.1863) loss_bbox_dn_4: 0.1557 (0.1848) loss_bbox_dn_5: 0.1557 (0.1848) loss_giou: 0.4794 (0.4867) loss_giou_aux_0: 0.5055 (0.5118) loss_giou_aux_1: 0.4840 (0.4968) loss_giou_aux_2: 0.4825 (0.4916) loss_giou_aux_3: 0.4806 (0.4882) loss_giou_aux_4: 0.4838 (0.4869) loss_giou_aux_5: 0.5868 (0.5797) loss_giou_dn_0: 0.5956 (0.6014) loss_giou_dn_1: 0.4923 (0.4960) loss_giou_dn_2: 0.4646 (0.4667) loss_giou_dn_3: 0.4524 (0.4581) loss_giou_dn_4: 0.4524 (0.4561) loss_giou_dn_5: 0.4524 (0.4562) loss_vfl: 0.6789 (0.6947) loss_vfl_aux_0: 0.7904 (0.8084) loss_vfl_aux_1: 0.7545 (0.7555) loss_vfl_aux_2: 0.7037 (0.7215) loss_vfl_aux_3: 0.6812 (0.7054) loss_vfl_aux_4: 0.6790 (0.6976) loss_vfl_aux_5: 0.7447 (0.7846) loss_vfl_dn_0: 0.4539 (0.4602) loss_vfl_dn_1: 0.3914 (0.3961) loss_vfl_dn_2: 0.3807 (0.3801) loss_vfl_dn_3: 0.3723 (0.3724) loss_vfl_dn_4: 0.3703 (0.3697) loss_vfl_dn_5: 0.3680 (0.3689) time: 0.4674 data: 0.0153 max mem: 5654 Epoch: [30] [6200/7393] eta: 0:09:37 lr: 0.000010 loss: 16.7283 (16.4375) loss_bbox: 0.1502 (0.1600) loss_bbox_aux_0: 0.1561 (0.1738) loss_bbox_aux_1: 0.1501 (0.1652) loss_bbox_aux_2: 0.1486 (0.1625) loss_bbox_aux_3: 0.1462 (0.1606) loss_bbox_aux_4: 0.1477 (0.1601) loss_bbox_aux_5: 0.1751 (0.2125) loss_bbox_dn_0: 0.2222 (0.2852) loss_bbox_dn_1: 0.1662 (0.2155) loss_bbox_dn_2: 0.1442 (0.1932) loss_bbox_dn_3: 0.1392 (0.1861) loss_bbox_dn_4: 0.1399 (0.1847) loss_bbox_dn_5: 0.1399 (0.1847) loss_giou: 0.5700 (0.4871) loss_giou_aux_0: 0.5813 (0.5121) loss_giou_aux_1: 0.5720 (0.4972) loss_giou_aux_2: 0.5792 (0.4919) loss_giou_aux_3: 0.5641 (0.4886) loss_giou_aux_4: 0.5602 (0.4873) loss_giou_aux_5: 0.6522 (0.5800) loss_giou_dn_0: 0.6436 (0.6016) loss_giou_dn_1: 0.5260 (0.4961) loss_giou_dn_2: 0.5027 (0.4668) loss_giou_dn_3: 0.4934 (0.4583) loss_giou_dn_4: 0.4917 (0.4563) loss_giou_dn_5: 0.4916 (0.4564) loss_vfl: 0.6507 (0.6945) loss_vfl_aux_0: 0.7433 (0.8081) loss_vfl_aux_1: 0.6998 (0.7553) loss_vfl_aux_2: 0.6791 (0.7213) loss_vfl_aux_3: 0.6783 (0.7053) loss_vfl_aux_4: 0.6576 (0.6974) loss_vfl_aux_5: 0.7397 (0.7843) loss_vfl_dn_0: 0.4526 (0.4602) loss_vfl_dn_1: 0.3942 (0.3961) loss_vfl_dn_2: 0.3747 (0.3801) loss_vfl_dn_3: 0.3665 (0.3724) loss_vfl_dn_4: 0.3645 (0.3697) loss_vfl_dn_5: 0.3627 (0.3690) time: 0.4748 data: 0.0141 max mem: 5654 Epoch: [30] [6300/7393] eta: 0:08:49 lr: 0.000010 loss: 17.1830 (16.4423) loss_bbox: 0.1627 (0.1600) loss_bbox_aux_0: 0.1828 (0.1739) loss_bbox_aux_1: 0.1747 (0.1653) loss_bbox_aux_2: 0.1674 (0.1626) loss_bbox_aux_3: 0.1619 (0.1606) loss_bbox_aux_4: 0.1622 (0.1601) loss_bbox_aux_5: 0.2190 (0.2125) loss_bbox_dn_0: 0.2893 (0.2852) loss_bbox_dn_1: 0.2198 (0.2156) loss_bbox_dn_2: 0.2005 (0.1933) loss_bbox_dn_3: 0.1977 (0.1862) loss_bbox_dn_4: 0.1963 (0.1847) loss_bbox_dn_5: 0.1963 (0.1847) loss_giou: 0.4653 (0.4874) loss_giou_aux_0: 0.4609 (0.5125) loss_giou_aux_1: 0.4584 (0.4974) loss_giou_aux_2: 0.4649 (0.4922) loss_giou_aux_3: 0.4654 (0.4889) loss_giou_aux_4: 0.4616 (0.4876) loss_giou_aux_5: 0.5532 (0.5803) loss_giou_dn_0: 0.5793 (0.6018) loss_giou_dn_1: 0.4666 (0.4963) loss_giou_dn_2: 0.4458 (0.4670) loss_giou_dn_3: 0.4414 (0.4584) loss_giou_dn_4: 0.4405 (0.4564) loss_giou_dn_5: 0.4404 (0.4566) loss_vfl: 0.7105 (0.6946) loss_vfl_aux_0: 0.8301 (0.8081) loss_vfl_aux_1: 0.7766 (0.7555) loss_vfl_aux_2: 0.7470 (0.7214) loss_vfl_aux_3: 0.7108 (0.7054) loss_vfl_aux_4: 0.6953 (0.6975) loss_vfl_aux_5: 0.8082 (0.7844) loss_vfl_dn_0: 0.4600 (0.4602) loss_vfl_dn_1: 0.3960 (0.3961) loss_vfl_dn_2: 0.3774 (0.3801) loss_vfl_dn_3: 0.3674 (0.3725) loss_vfl_dn_4: 0.3667 (0.3697) loss_vfl_dn_5: 0.3643 (0.3690) time: 0.4673 data: 0.0135 max mem: 5654 Epoch: [30] [6400/7393] eta: 0:08:00 lr: 0.000010 loss: 16.6336 (16.4451) loss_bbox: 0.1502 (0.1601) loss_bbox_aux_0: 0.1645 (0.1738) loss_bbox_aux_1: 0.1550 (0.1652) loss_bbox_aux_2: 0.1530 (0.1626) loss_bbox_aux_3: 0.1512 (0.1606) loss_bbox_aux_4: 0.1495 (0.1601) loss_bbox_aux_5: 0.2014 (0.2125) loss_bbox_dn_0: 0.2654 (0.2852) loss_bbox_dn_1: 0.1866 (0.2156) loss_bbox_dn_2: 0.1649 (0.1933) loss_bbox_dn_3: 0.1619 (0.1862) loss_bbox_dn_4: 0.1616 (0.1848) loss_bbox_dn_5: 0.1613 (0.1848) loss_giou: 0.4617 (0.4875) loss_giou_aux_0: 0.4979 (0.5126) loss_giou_aux_1: 0.4652 (0.4976) loss_giou_aux_2: 0.4661 (0.4924) loss_giou_aux_3: 0.4633 (0.4890) loss_giou_aux_4: 0.4587 (0.4878) loss_giou_aux_5: 0.5410 (0.5805) loss_giou_dn_0: 0.5961 (0.6020) loss_giou_dn_1: 0.4878 (0.4965) loss_giou_dn_2: 0.4556 (0.4672) loss_giou_dn_3: 0.4471 (0.4586) loss_giou_dn_4: 0.4431 (0.4566) loss_giou_dn_5: 0.4428 (0.4568) loss_vfl: 0.6895 (0.6947) loss_vfl_aux_0: 0.7681 (0.8080) loss_vfl_aux_1: 0.7572 (0.7556) loss_vfl_aux_2: 0.7247 (0.7214) loss_vfl_aux_3: 0.6991 (0.7054) loss_vfl_aux_4: 0.6958 (0.6976) loss_vfl_aux_5: 0.7542 (0.7844) loss_vfl_dn_0: 0.4545 (0.4602) loss_vfl_dn_1: 0.3936 (0.3962) loss_vfl_dn_2: 0.3744 (0.3802) loss_vfl_dn_3: 0.3709 (0.3725) loss_vfl_dn_4: 0.3667 (0.3698) loss_vfl_dn_5: 0.3663 (0.3690) time: 0.4771 data: 0.0139 max mem: 5654 Epoch: [30] [6500/7393] eta: 0:07:12 lr: 0.000010 loss: 16.2801 (16.4457) loss_bbox: 0.1603 (0.1601) loss_bbox_aux_0: 0.1699 (0.1738) loss_bbox_aux_1: 0.1600 (0.1653) loss_bbox_aux_2: 0.1532 (0.1626) loss_bbox_aux_3: 0.1561 (0.1606) loss_bbox_aux_4: 0.1603 (0.1602) loss_bbox_aux_5: 0.2139 (0.2125) loss_bbox_dn_0: 0.2831 (0.2853) loss_bbox_dn_1: 0.2244 (0.2156) loss_bbox_dn_2: 0.1975 (0.1934) loss_bbox_dn_3: 0.1898 (0.1863) loss_bbox_dn_4: 0.1860 (0.1848) loss_bbox_dn_5: 0.1860 (0.1848) loss_giou: 0.4766 (0.4874) loss_giou_aux_0: 0.5004 (0.5125) loss_giou_aux_1: 0.4950 (0.4975) loss_giou_aux_2: 0.4820 (0.4923) loss_giou_aux_3: 0.4699 (0.4889) loss_giou_aux_4: 0.4852 (0.4877) loss_giou_aux_5: 0.5636 (0.5804) loss_giou_dn_0: 0.6287 (0.6020) loss_giou_dn_1: 0.5157 (0.4965) loss_giou_dn_2: 0.4884 (0.4672) loss_giou_dn_3: 0.4826 (0.4586) loss_giou_dn_4: 0.4814 (0.4566) loss_giou_dn_5: 0.4816 (0.4568) loss_vfl: 0.6774 (0.6948) loss_vfl_aux_0: 0.7784 (0.8082) loss_vfl_aux_1: 0.7635 (0.7557) loss_vfl_aux_2: 0.7156 (0.7216) loss_vfl_aux_3: 0.6906 (0.7056) loss_vfl_aux_4: 0.6943 (0.6977) loss_vfl_aux_5: 0.7846 (0.7845) loss_vfl_dn_0: 0.4532 (0.4602) loss_vfl_dn_1: 0.3997 (0.3962) loss_vfl_dn_2: 0.3805 (0.3802) loss_vfl_dn_3: 0.3729 (0.3725) loss_vfl_dn_4: 0.3676 (0.3698) loss_vfl_dn_5: 0.3663 (0.3690) time: 0.4692 data: 0.0136 max mem: 5654 Epoch: [30] [6600/7393] eta: 0:06:24 lr: 0.000010 loss: 16.6224 (16.4448) loss_bbox: 0.1512 (0.1600) loss_bbox_aux_0: 0.1580 (0.1738) loss_bbox_aux_1: 0.1597 (0.1652) loss_bbox_aux_2: 0.1508 (0.1625) loss_bbox_aux_3: 0.1514 (0.1606) loss_bbox_aux_4: 0.1499 (0.1601) loss_bbox_aux_5: 0.1934 (0.2124) loss_bbox_dn_0: 0.2579 (0.2853) loss_bbox_dn_1: 0.1967 (0.2157) loss_bbox_dn_2: 0.1754 (0.1934) loss_bbox_dn_3: 0.1727 (0.1863) loss_bbox_dn_4: 0.1728 (0.1848) loss_bbox_dn_5: 0.1728 (0.1848) loss_giou: 0.4769 (0.4872) loss_giou_aux_0: 0.5025 (0.5124) loss_giou_aux_1: 0.4840 (0.4973) loss_giou_aux_2: 0.4868 (0.4922) loss_giou_aux_3: 0.4726 (0.4887) loss_giou_aux_4: 0.4694 (0.4875) loss_giou_aux_5: 0.5767 (0.5802) loss_giou_dn_0: 0.5963 (0.6020) loss_giou_dn_1: 0.4892 (0.4964) loss_giou_dn_2: 0.4620 (0.4671) loss_giou_dn_3: 0.4590 (0.4585) loss_giou_dn_4: 0.4562 (0.4565) loss_giou_dn_5: 0.4563 (0.4567) loss_vfl: 0.7118 (0.6949) loss_vfl_aux_0: 0.8299 (0.8084) loss_vfl_aux_1: 0.7769 (0.7559) loss_vfl_aux_2: 0.7333 (0.7217) loss_vfl_aux_3: 0.7218 (0.7058) loss_vfl_aux_4: 0.7163 (0.6978) loss_vfl_aux_5: 0.7985 (0.7847) loss_vfl_dn_0: 0.4603 (0.4602) loss_vfl_dn_1: 0.4046 (0.3962) loss_vfl_dn_2: 0.3929 (0.3802) loss_vfl_dn_3: 0.3856 (0.3725) loss_vfl_dn_4: 0.3848 (0.3698) loss_vfl_dn_5: 0.3837 (0.3690) time: 0.4758 data: 0.0141 max mem: 5654 Epoch: [30] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 17.7710 (16.4509) loss_bbox: 0.1710 (0.1601) loss_bbox_aux_0: 0.1929 (0.1740) loss_bbox_aux_1: 0.1784 (0.1653) loss_bbox_aux_2: 0.1707 (0.1626) loss_bbox_aux_3: 0.1684 (0.1607) loss_bbox_aux_4: 0.1703 (0.1602) loss_bbox_aux_5: 0.2344 (0.2125) loss_bbox_dn_0: 0.2892 (0.2855) loss_bbox_dn_1: 0.2148 (0.2158) loss_bbox_dn_2: 0.2024 (0.1935) loss_bbox_dn_3: 0.1938 (0.1864) loss_bbox_dn_4: 0.1929 (0.1850) loss_bbox_dn_5: 0.1930 (0.1850) loss_giou: 0.5287 (0.4874) loss_giou_aux_0: 0.5720 (0.5126) loss_giou_aux_1: 0.5439 (0.4975) loss_giou_aux_2: 0.5407 (0.4924) loss_giou_aux_3: 0.5327 (0.4889) loss_giou_aux_4: 0.5308 (0.4877) loss_giou_aux_5: 0.6463 (0.5804) loss_giou_dn_0: 0.6354 (0.6022) loss_giou_dn_1: 0.5259 (0.4966) loss_giou_dn_2: 0.4983 (0.4673) loss_giou_dn_3: 0.4915 (0.4587) loss_giou_dn_4: 0.4907 (0.4567) loss_giou_dn_5: 0.4906 (0.4569) loss_vfl: 0.6856 (0.6951) loss_vfl_aux_0: 0.8005 (0.8086) loss_vfl_aux_1: 0.7603 (0.7562) loss_vfl_aux_2: 0.7109 (0.7220) loss_vfl_aux_3: 0.6954 (0.7059) loss_vfl_aux_4: 0.6869 (0.6979) loss_vfl_aux_5: 0.7591 (0.7848) loss_vfl_dn_0: 0.4605 (0.4602) loss_vfl_dn_1: 0.3966 (0.3963) loss_vfl_dn_2: 0.3801 (0.3802) loss_vfl_dn_3: 0.3740 (0.3726) loss_vfl_dn_4: 0.3715 (0.3698) loss_vfl_dn_5: 0.3692 (0.3691) time: 0.4605 data: 0.0137 max mem: 5654 Epoch: [30] [6800/7393] eta: 0:04:47 lr: 0.000010 loss: 16.6780 (16.4521) loss_bbox: 0.1476 (0.1601) loss_bbox_aux_0: 0.1606 (0.1740) loss_bbox_aux_1: 0.1521 (0.1653) loss_bbox_aux_2: 0.1488 (0.1626) loss_bbox_aux_3: 0.1506 (0.1607) loss_bbox_aux_4: 0.1460 (0.1602) loss_bbox_aux_5: 0.1928 (0.2125) loss_bbox_dn_0: 0.2534 (0.2856) loss_bbox_dn_1: 0.1928 (0.2159) loss_bbox_dn_2: 0.1711 (0.1936) loss_bbox_dn_3: 0.1649 (0.1865) loss_bbox_dn_4: 0.1645 (0.1850) loss_bbox_dn_5: 0.1641 (0.1850) loss_giou: 0.5119 (0.4874) loss_giou_aux_0: 0.5318 (0.5126) loss_giou_aux_1: 0.5135 (0.4976) loss_giou_aux_2: 0.5214 (0.4924) loss_giou_aux_3: 0.5289 (0.4889) loss_giou_aux_4: 0.5059 (0.4877) loss_giou_aux_5: 0.5864 (0.5804) loss_giou_dn_0: 0.6264 (0.6023) loss_giou_dn_1: 0.5131 (0.4967) loss_giou_dn_2: 0.4783 (0.4674) loss_giou_dn_3: 0.4703 (0.4588) loss_giou_dn_4: 0.4673 (0.4568) loss_giou_dn_5: 0.4680 (0.4570) loss_vfl: 0.7142 (0.6951) loss_vfl_aux_0: 0.8214 (0.8087) loss_vfl_aux_1: 0.7680 (0.7562) loss_vfl_aux_2: 0.7344 (0.7220) loss_vfl_aux_3: 0.7106 (0.7060) loss_vfl_aux_4: 0.7232 (0.6980) loss_vfl_aux_5: 0.7833 (0.7849) loss_vfl_dn_0: 0.4575 (0.4602) loss_vfl_dn_1: 0.4009 (0.3962) loss_vfl_dn_2: 0.3823 (0.3802) loss_vfl_dn_3: 0.3747 (0.3726) loss_vfl_dn_4: 0.3736 (0.3698) loss_vfl_dn_5: 0.3722 (0.3691) time: 0.4793 data: 0.0144 max mem: 5654 Epoch: [30] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 16.1048 (16.4484) loss_bbox: 0.1690 (0.1601) loss_bbox_aux_0: 0.1766 (0.1740) loss_bbox_aux_1: 0.1720 (0.1653) loss_bbox_aux_2: 0.1723 (0.1626) loss_bbox_aux_3: 0.1693 (0.1606) loss_bbox_aux_4: 0.1671 (0.1602) loss_bbox_aux_5: 0.2193 (0.2125) loss_bbox_dn_0: 0.3026 (0.2856) loss_bbox_dn_1: 0.2212 (0.2159) loss_bbox_dn_2: 0.1999 (0.1936) loss_bbox_dn_3: 0.1920 (0.1865) loss_bbox_dn_4: 0.1909 (0.1851) loss_bbox_dn_5: 0.1907 (0.1851) loss_giou: 0.4282 (0.4870) loss_giou_aux_0: 0.4650 (0.5123) loss_giou_aux_1: 0.4545 (0.4972) loss_giou_aux_2: 0.4478 (0.4920) loss_giou_aux_3: 0.4351 (0.4885) loss_giou_aux_4: 0.4430 (0.4873) loss_giou_aux_5: 0.5277 (0.5801) loss_giou_dn_0: 0.5699 (0.6021) loss_giou_dn_1: 0.4619 (0.4965) loss_giou_dn_2: 0.4341 (0.4672) loss_giou_dn_3: 0.4268 (0.4586) loss_giou_dn_4: 0.4259 (0.4566) loss_giou_dn_5: 0.4259 (0.4568) loss_vfl: 0.6939 (0.6952) loss_vfl_aux_0: 0.8028 (0.8086) loss_vfl_aux_1: 0.7468 (0.7562) loss_vfl_aux_2: 0.7145 (0.7221) loss_vfl_aux_3: 0.7041 (0.7061) loss_vfl_aux_4: 0.7058 (0.6981) loss_vfl_aux_5: 0.7954 (0.7849) loss_vfl_dn_0: 0.4630 (0.4602) loss_vfl_dn_1: 0.3969 (0.3962) loss_vfl_dn_2: 0.3763 (0.3802) loss_vfl_dn_3: 0.3680 (0.3726) loss_vfl_dn_4: 0.3673 (0.3698) loss_vfl_dn_5: 0.3657 (0.3691) time: 0.4766 data: 0.0148 max mem: 5654 Epoch: [30] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 16.1140 (16.4476) loss_bbox: 0.1527 (0.1601) loss_bbox_aux_0: 0.1524 (0.1740) loss_bbox_aux_1: 0.1541 (0.1654) loss_bbox_aux_2: 0.1520 (0.1626) loss_bbox_aux_3: 0.1503 (0.1607) loss_bbox_aux_4: 0.1484 (0.1602) loss_bbox_aux_5: 0.1728 (0.2125) loss_bbox_dn_0: 0.2323 (0.2857) loss_bbox_dn_1: 0.1806 (0.2159) loss_bbox_dn_2: 0.1598 (0.1936) loss_bbox_dn_3: 0.1550 (0.1865) loss_bbox_dn_4: 0.1529 (0.1851) loss_bbox_dn_5: 0.1527 (0.1851) loss_giou: 0.4805 (0.4869) loss_giou_aux_0: 0.5400 (0.5122) loss_giou_aux_1: 0.5107 (0.4971) loss_giou_aux_2: 0.5007 (0.4918) loss_giou_aux_3: 0.4827 (0.4884) loss_giou_aux_4: 0.4855 (0.4872) loss_giou_aux_5: 0.5884 (0.5800) loss_giou_dn_0: 0.6020 (0.6020) loss_giou_dn_1: 0.4970 (0.4964) loss_giou_dn_2: 0.4743 (0.4671) loss_giou_dn_3: 0.4669 (0.4585) loss_giou_dn_4: 0.4643 (0.4565) loss_giou_dn_5: 0.4642 (0.4567) loss_vfl: 0.6691 (0.6953) loss_vfl_aux_0: 0.7494 (0.8086) loss_vfl_aux_1: 0.6913 (0.7562) loss_vfl_aux_2: 0.6763 (0.7222) loss_vfl_aux_3: 0.6740 (0.7062) loss_vfl_aux_4: 0.6607 (0.6982) loss_vfl_aux_5: 0.7456 (0.7849) loss_vfl_dn_0: 0.4480 (0.4602) loss_vfl_dn_1: 0.3891 (0.3962) loss_vfl_dn_2: 0.3768 (0.3802) loss_vfl_dn_3: 0.3724 (0.3725) loss_vfl_dn_4: 0.3686 (0.3698) loss_vfl_dn_5: 0.3694 (0.3690) time: 0.4676 data: 0.0140 max mem: 5654 Epoch: [30] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.3749 (16.4504) loss_bbox: 0.1522 (0.1601) loss_bbox_aux_0: 0.1551 (0.1740) loss_bbox_aux_1: 0.1520 (0.1654) loss_bbox_aux_2: 0.1525 (0.1626) loss_bbox_aux_3: 0.1472 (0.1607) loss_bbox_aux_4: 0.1461 (0.1602) loss_bbox_aux_5: 0.1881 (0.2126) loss_bbox_dn_0: 0.2592 (0.2857) loss_bbox_dn_1: 0.1908 (0.2160) loss_bbox_dn_2: 0.1751 (0.1937) loss_bbox_dn_3: 0.1698 (0.1866) loss_bbox_dn_4: 0.1704 (0.1852) loss_bbox_dn_5: 0.1704 (0.1852) loss_giou: 0.4492 (0.4870) loss_giou_aux_0: 0.4583 (0.5123) loss_giou_aux_1: 0.4554 (0.4972) loss_giou_aux_2: 0.4525 (0.4919) loss_giou_aux_3: 0.4485 (0.4885) loss_giou_aux_4: 0.4415 (0.4873) loss_giou_aux_5: 0.5534 (0.5801) loss_giou_dn_0: 0.5921 (0.6021) loss_giou_dn_1: 0.4900 (0.4965) loss_giou_dn_2: 0.4505 (0.4672) loss_giou_dn_3: 0.4445 (0.4586) loss_giou_dn_4: 0.4438 (0.4566) loss_giou_dn_5: 0.4445 (0.4568) loss_vfl: 0.7204 (0.6954) loss_vfl_aux_0: 0.8137 (0.8086) loss_vfl_aux_1: 0.7600 (0.7563) loss_vfl_aux_2: 0.7275 (0.7223) loss_vfl_aux_3: 0.7107 (0.7063) loss_vfl_aux_4: 0.7164 (0.6983) loss_vfl_aux_5: 0.7930 (0.7849) loss_vfl_dn_0: 0.4620 (0.4602) loss_vfl_dn_1: 0.3912 (0.3962) loss_vfl_dn_2: 0.3754 (0.3802) loss_vfl_dn_3: 0.3665 (0.3726) loss_vfl_dn_4: 0.3651 (0.3699) loss_vfl_dn_5: 0.3642 (0.3691) time: 0.4744 data: 0.0136 max mem: 5654 Epoch: [30] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.3510 (16.4520) loss_bbox: 0.1583 (0.1601) loss_bbox_aux_0: 0.1687 (0.1741) loss_bbox_aux_1: 0.1592 (0.1654) loss_bbox_aux_2: 0.1617 (0.1627) loss_bbox_aux_3: 0.1639 (0.1607) loss_bbox_aux_4: 0.1575 (0.1602) loss_bbox_aux_5: 0.2039 (0.2125) loss_bbox_dn_0: 0.2669 (0.2856) loss_bbox_dn_1: 0.2076 (0.2160) loss_bbox_dn_2: 0.1839 (0.1936) loss_bbox_dn_3: 0.1793 (0.1866) loss_bbox_dn_4: 0.1785 (0.1851) loss_bbox_dn_5: 0.1786 (0.1851) loss_giou: 0.4875 (0.4872) loss_giou_aux_0: 0.4973 (0.5125) loss_giou_aux_1: 0.4964 (0.4974) loss_giou_aux_2: 0.4829 (0.4922) loss_giou_aux_3: 0.4814 (0.4887) loss_giou_aux_4: 0.4971 (0.4875) loss_giou_aux_5: 0.5961 (0.5803) loss_giou_dn_0: 0.6334 (0.6022) loss_giou_dn_1: 0.5180 (0.4967) loss_giou_dn_2: 0.4876 (0.4674) loss_giou_dn_3: 0.4756 (0.4588) loss_giou_dn_4: 0.4756 (0.4568) loss_giou_dn_5: 0.4760 (0.4570) loss_vfl: 0.6695 (0.6953) loss_vfl_aux_0: 0.7947 (0.8085) loss_vfl_aux_1: 0.7313 (0.7561) loss_vfl_aux_2: 0.7021 (0.7222) loss_vfl_aux_3: 0.6867 (0.7061) loss_vfl_aux_4: 0.6755 (0.6981) loss_vfl_aux_5: 0.7576 (0.7848) loss_vfl_dn_0: 0.4593 (0.4602) loss_vfl_dn_1: 0.4017 (0.3963) loss_vfl_dn_2: 0.3842 (0.3803) loss_vfl_dn_3: 0.3781 (0.3726) loss_vfl_dn_4: 0.3740 (0.3699) loss_vfl_dn_5: 0.3724 (0.3691) time: 0.4764 data: 0.0147 max mem: 5654 Epoch: [30] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.0455 (16.4489) loss_bbox: 0.1370 (0.1600) loss_bbox_aux_0: 0.1410 (0.1740) loss_bbox_aux_1: 0.1375 (0.1653) loss_bbox_aux_2: 0.1352 (0.1626) loss_bbox_aux_3: 0.1377 (0.1606) loss_bbox_aux_4: 0.1360 (0.1601) loss_bbox_aux_5: 0.1877 (0.2125) loss_bbox_dn_0: 0.2427 (0.2855) loss_bbox_dn_1: 0.1691 (0.2158) loss_bbox_dn_2: 0.1515 (0.1935) loss_bbox_dn_3: 0.1418 (0.1864) loss_bbox_dn_4: 0.1393 (0.1850) loss_bbox_dn_5: 0.1393 (0.1850) loss_giou: 0.4857 (0.4872) loss_giou_aux_0: 0.5209 (0.5126) loss_giou_aux_1: 0.4991 (0.4974) loss_giou_aux_2: 0.5010 (0.4921) loss_giou_aux_3: 0.4919 (0.4887) loss_giou_aux_4: 0.4911 (0.4875) loss_giou_aux_5: 0.5820 (0.5803) loss_giou_dn_0: 0.6079 (0.6022) loss_giou_dn_1: 0.4999 (0.4966) loss_giou_dn_2: 0.4685 (0.4673) loss_giou_dn_3: 0.4581 (0.4587) loss_giou_dn_4: 0.4570 (0.4567) loss_giou_dn_5: 0.4585 (0.4569) loss_vfl: 0.6419 (0.6951) loss_vfl_aux_0: 0.7389 (0.8082) loss_vfl_aux_1: 0.7308 (0.7560) loss_vfl_aux_2: 0.6783 (0.7220) loss_vfl_aux_3: 0.6584 (0.7060) loss_vfl_aux_4: 0.6469 (0.6980) loss_vfl_aux_5: 0.7320 (0.7846) loss_vfl_dn_0: 0.4533 (0.4602) loss_vfl_dn_1: 0.3913 (0.3962) loss_vfl_dn_2: 0.3740 (0.3802) loss_vfl_dn_3: 0.3650 (0.3726) loss_vfl_dn_4: 0.3615 (0.3698) loss_vfl_dn_5: 0.3593 (0.3691) time: 0.4658 data: 0.0136 max mem: 5654 Epoch: [30] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.8169 (16.4469) loss_bbox: 0.1469 (0.1600) loss_bbox_aux_0: 0.1624 (0.1741) loss_bbox_aux_1: 0.1526 (0.1653) loss_bbox_aux_2: 0.1526 (0.1626) loss_bbox_aux_3: 0.1513 (0.1606) loss_bbox_aux_4: 0.1486 (0.1601) loss_bbox_aux_5: 0.2163 (0.2125) loss_bbox_dn_0: 0.2585 (0.2856) loss_bbox_dn_1: 0.2000 (0.2159) loss_bbox_dn_2: 0.1796 (0.1936) loss_bbox_dn_3: 0.1714 (0.1865) loss_bbox_dn_4: 0.1694 (0.1850) loss_bbox_dn_5: 0.1694 (0.1850) loss_giou: 0.4660 (0.4870) loss_giou_aux_0: 0.4663 (0.5124) loss_giou_aux_1: 0.4769 (0.4972) loss_giou_aux_2: 0.4778 (0.4919) loss_giou_aux_3: 0.4756 (0.4885) loss_giou_aux_4: 0.4720 (0.4873) loss_giou_aux_5: 0.5465 (0.5801) loss_giou_dn_0: 0.5768 (0.6021) loss_giou_dn_1: 0.4907 (0.4965) loss_giou_dn_2: 0.4793 (0.4672) loss_giou_dn_3: 0.4683 (0.4586) loss_giou_dn_4: 0.4667 (0.4566) loss_giou_dn_5: 0.4680 (0.4568) loss_vfl: 0.7025 (0.6951) loss_vfl_aux_0: 0.8004 (0.8081) loss_vfl_aux_1: 0.7563 (0.7560) loss_vfl_aux_2: 0.7211 (0.7220) loss_vfl_aux_3: 0.7053 (0.7060) loss_vfl_aux_4: 0.7022 (0.6980) loss_vfl_aux_5: 0.8023 (0.7848) loss_vfl_dn_0: 0.4623 (0.4602) loss_vfl_dn_1: 0.3933 (0.3962) loss_vfl_dn_2: 0.3780 (0.3802) loss_vfl_dn_3: 0.3664 (0.3726) loss_vfl_dn_4: 0.3645 (0.3698) loss_vfl_dn_5: 0.3643 (0.3691) time: 0.4534 data: 0.0136 max mem: 5654 Epoch: [30] Total time: 0:59:38 (0.4840 s / it) Averaged stats: lr: 0.000010 loss: 16.8169 (16.4469) loss_bbox: 0.1469 (0.1600) loss_bbox_aux_0: 0.1624 (0.1741) loss_bbox_aux_1: 0.1526 (0.1653) loss_bbox_aux_2: 0.1526 (0.1626) loss_bbox_aux_3: 0.1513 (0.1606) loss_bbox_aux_4: 0.1486 (0.1601) loss_bbox_aux_5: 0.2163 (0.2125) loss_bbox_dn_0: 0.2585 (0.2856) loss_bbox_dn_1: 0.2000 (0.2159) loss_bbox_dn_2: 0.1796 (0.1936) loss_bbox_dn_3: 0.1714 (0.1865) loss_bbox_dn_4: 0.1694 (0.1850) loss_bbox_dn_5: 0.1694 (0.1850) loss_giou: 0.4660 (0.4870) loss_giou_aux_0: 0.4663 (0.5124) loss_giou_aux_1: 0.4769 (0.4972) loss_giou_aux_2: 0.4778 (0.4919) loss_giou_aux_3: 0.4756 (0.4885) loss_giou_aux_4: 0.4720 (0.4873) loss_giou_aux_5: 0.5465 (0.5801) loss_giou_dn_0: 0.5768 (0.6021) loss_giou_dn_1: 0.4907 (0.4965) loss_giou_dn_2: 0.4793 (0.4672) loss_giou_dn_3: 0.4683 (0.4586) loss_giou_dn_4: 0.4667 (0.4566) loss_giou_dn_5: 0.4680 (0.4568) loss_vfl: 0.7025 (0.6951) loss_vfl_aux_0: 0.8004 (0.8081) loss_vfl_aux_1: 0.7563 (0.7560) loss_vfl_aux_2: 0.7211 (0.7220) loss_vfl_aux_3: 0.7053 (0.7060) loss_vfl_aux_4: 0.7022 (0.6980) loss_vfl_aux_5: 0.8023 (0.7848) loss_vfl_dn_0: 0.4623 (0.4602) loss_vfl_dn_1: 0.3933 (0.3962) loss_vfl_dn_2: 0.3780 (0.3802) loss_vfl_dn_3: 0.3664 (0.3726) loss_vfl_dn_4: 0.3645 (0.3698) loss_vfl_dn_5: 0.3643 (0.3691) Test: [ 0/157] eta: 0:04:08 time: 1.5796 data: 1.1633 max mem: 5654 Test: [ 10/157] eta: 0:01:12 time: 0.4946 data: 0.1252 max mem: 5654 Test: [ 20/157] eta: 0:01:38 time: 0.6755 data: 0.0234 max mem: 5654 Test: [ 30/157] eta: 0:01:17 time: 0.6761 data: 0.0255 max mem: 5654 Test: [ 40/157] eta: 0:01:05 time: 0.3862 data: 0.0253 max mem: 5654 Test: [ 50/157] eta: 0:00:56 time: 0.3883 data: 0.0249 max mem: 5654 Test: [ 60/157] eta: 0:00:48 time: 0.3912 data: 0.0247 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3820 data: 0.0247 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.3842 data: 0.0248 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3931 data: 0.0250 max mem: 5654 Test: [100/157] eta: 0:00:25 time: 0.3857 data: 0.0251 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3865 data: 0.0250 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3857 data: 0.0250 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.6446 data: 0.0251 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6396 data: 0.0250 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3658 data: 0.0250 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3568 data: 0.0244 max mem: 5654 Test: Total time: 0:01:12 (0.4628 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.09s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.698 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 30, 'coco_eval_bbox': 0.5175983667068981} Epoch: [31] [ 0/7393] eta: 22:32:05 lr: 0.000010 loss: 15.7477 (15.7477) loss_bbox: 0.1406 (0.1406) loss_bbox_aux_0: 0.1341 (0.1341) loss_bbox_aux_1: 0.1235 (0.1235) loss_bbox_aux_2: 0.1423 (0.1423) loss_bbox_aux_3: 0.1386 (0.1386) loss_bbox_aux_4: 0.1398 (0.1398) loss_bbox_aux_5: 0.1460 (0.1460) loss_bbox_dn_0: 0.2292 (0.2292) loss_bbox_dn_1: 0.1913 (0.1913) loss_bbox_dn_2: 0.1796 (0.1796) loss_bbox_dn_3: 0.1684 (0.1684) loss_bbox_dn_4: 0.1675 (0.1675) loss_bbox_dn_5: 0.1677 (0.1677) loss_giou: 0.5502 (0.5502) loss_giou_aux_0: 0.5540 (0.5540) loss_giou_aux_1: 0.5343 (0.5343) loss_giou_aux_2: 0.5571 (0.5571) loss_giou_aux_3: 0.5525 (0.5525) loss_giou_aux_4: 0.5455 (0.5455) loss_giou_aux_5: 0.5966 (0.5966) loss_giou_dn_0: 0.6054 (0.6054) loss_giou_dn_1: 0.5198 (0.5198) loss_giou_dn_2: 0.4923 (0.4923) loss_giou_dn_3: 0.4786 (0.4786) loss_giou_dn_4: 0.4763 (0.4763) loss_giou_dn_5: 0.4772 (0.4772) loss_vfl: 0.5746 (0.5746) loss_vfl_aux_0: 0.7144 (0.7144) loss_vfl_aux_1: 0.6422 (0.6422) loss_vfl_aux_2: 0.5786 (0.5786) loss_vfl_aux_3: 0.5685 (0.5685) loss_vfl_aux_4: 0.5706 (0.5706) loss_vfl_aux_5: 0.7491 (0.7491) loss_vfl_dn_0: 0.4531 (0.4531) loss_vfl_dn_1: 0.3919 (0.3919) loss_vfl_dn_2: 0.3826 (0.3826) loss_vfl_dn_3: 0.3728 (0.3728) loss_vfl_dn_4: 0.3702 (0.3702) loss_vfl_dn_5: 0.3706 (0.3706) time: 10.9733 data: 2.5526 max mem: 5654 Epoch: [31] [ 100/7393] eta: 1:10:23 lr: 0.000010 loss: 16.2994 (16.1773) loss_bbox: 0.1551 (0.1643) loss_bbox_aux_0: 0.1711 (0.1781) loss_bbox_aux_1: 0.1720 (0.1693) loss_bbox_aux_2: 0.1709 (0.1681) loss_bbox_aux_3: 0.1590 (0.1652) loss_bbox_aux_4: 0.1557 (0.1643) loss_bbox_aux_5: 0.2157 (0.2165) loss_bbox_dn_0: 0.2868 (0.2927) loss_bbox_dn_1: 0.2138 (0.2221) loss_bbox_dn_2: 0.1838 (0.1989) loss_bbox_dn_3: 0.1792 (0.1918) loss_bbox_dn_4: 0.1776 (0.1904) loss_bbox_dn_5: 0.1776 (0.1903) loss_giou: 0.4650 (0.4674) loss_giou_aux_0: 0.4835 (0.4908) loss_giou_aux_1: 0.4726 (0.4753) loss_giou_aux_2: 0.4683 (0.4710) loss_giou_aux_3: 0.4651 (0.4676) loss_giou_aux_4: 0.4677 (0.4672) loss_giou_aux_5: 0.5515 (0.5565) loss_giou_dn_0: 0.5797 (0.5818) loss_giou_dn_1: 0.4817 (0.4783) loss_giou_dn_2: 0.4499 (0.4489) loss_giou_dn_3: 0.4434 (0.4405) loss_giou_dn_4: 0.4404 (0.4387) loss_giou_dn_5: 0.4404 (0.4389) loss_vfl: 0.6874 (0.6850) loss_vfl_aux_0: 0.8312 (0.8054) loss_vfl_aux_1: 0.7585 (0.7442) loss_vfl_aux_2: 0.7112 (0.7080) loss_vfl_aux_3: 0.7075 (0.6946) loss_vfl_aux_4: 0.6960 (0.6884) loss_vfl_aux_5: 0.7962 (0.7841) loss_vfl_dn_0: 0.4598 (0.4605) loss_vfl_dn_1: 0.3914 (0.3937) loss_vfl_dn_2: 0.3724 (0.3767) loss_vfl_dn_3: 0.3698 (0.3692) loss_vfl_dn_4: 0.3661 (0.3667) loss_vfl_dn_5: 0.3648 (0.3659) time: 0.4686 data: 0.0150 max mem: 5654 Epoch: [31] [ 200/7393] eta: 1:03:03 lr: 0.000010 loss: 16.4056 (16.2593) loss_bbox: 0.1584 (0.1604) loss_bbox_aux_0: 0.1641 (0.1745) loss_bbox_aux_1: 0.1588 (0.1656) loss_bbox_aux_2: 0.1608 (0.1636) loss_bbox_aux_3: 0.1609 (0.1608) loss_bbox_aux_4: 0.1590 (0.1606) loss_bbox_aux_5: 0.1943 (0.2127) loss_bbox_dn_0: 0.2519 (0.2888) loss_bbox_dn_1: 0.1849 (0.2186) loss_bbox_dn_2: 0.1721 (0.1956) loss_bbox_dn_3: 0.1645 (0.1885) loss_bbox_dn_4: 0.1649 (0.1870) loss_bbox_dn_5: 0.1649 (0.1870) loss_giou: 0.4569 (0.4733) loss_giou_aux_0: 0.4960 (0.4982) loss_giou_aux_1: 0.4689 (0.4830) loss_giou_aux_2: 0.4579 (0.4780) loss_giou_aux_3: 0.4558 (0.4739) loss_giou_aux_4: 0.4561 (0.4736) loss_giou_aux_5: 0.5784 (0.5649) loss_giou_dn_0: 0.5878 (0.5904) loss_giou_dn_1: 0.4871 (0.4858) loss_giou_dn_2: 0.4469 (0.4560) loss_giou_dn_3: 0.4331 (0.4471) loss_giou_dn_4: 0.4316 (0.4450) loss_giou_dn_5: 0.4322 (0.4452) loss_vfl: 0.6704 (0.6909) loss_vfl_aux_0: 0.7659 (0.8071) loss_vfl_aux_1: 0.7346 (0.7489) loss_vfl_aux_2: 0.6960 (0.7146) loss_vfl_aux_3: 0.6817 (0.7007) loss_vfl_aux_4: 0.6751 (0.6931) loss_vfl_aux_5: 0.7327 (0.7864) loss_vfl_dn_0: 0.4624 (0.4601) loss_vfl_dn_1: 0.3968 (0.3950) loss_vfl_dn_2: 0.3810 (0.3782) loss_vfl_dn_3: 0.3723 (0.3708) loss_vfl_dn_4: 0.3724 (0.3681) loss_vfl_dn_5: 0.3699 (0.3672) time: 0.4668 data: 0.0149 max mem: 5654 Epoch: [31] [ 300/7393] eta: 1:00:04 lr: 0.000010 loss: 16.0538 (16.3602) loss_bbox: 0.1356 (0.1593) loss_bbox_aux_0: 0.1535 (0.1738) loss_bbox_aux_1: 0.1408 (0.1642) loss_bbox_aux_2: 0.1431 (0.1625) loss_bbox_aux_3: 0.1391 (0.1601) loss_bbox_aux_4: 0.1355 (0.1595) loss_bbox_aux_5: 0.1957 (0.2114) loss_bbox_dn_0: 0.2547 (0.2858) loss_bbox_dn_1: 0.1880 (0.2167) loss_bbox_dn_2: 0.1704 (0.1945) loss_bbox_dn_3: 0.1560 (0.1876) loss_bbox_dn_4: 0.1546 (0.1862) loss_bbox_dn_5: 0.1546 (0.1862) loss_giou: 0.4914 (0.4803) loss_giou_aux_0: 0.5279 (0.5061) loss_giou_aux_1: 0.5096 (0.4908) loss_giou_aux_2: 0.5067 (0.4854) loss_giou_aux_3: 0.4980 (0.4814) loss_giou_aux_4: 0.4902 (0.4805) loss_giou_aux_5: 0.6031 (0.5737) loss_giou_dn_0: 0.6132 (0.5970) loss_giou_dn_1: 0.5207 (0.4924) loss_giou_dn_2: 0.4939 (0.4629) loss_giou_dn_3: 0.4856 (0.4542) loss_giou_dn_4: 0.4842 (0.4522) loss_giou_dn_5: 0.4844 (0.4523) loss_vfl: 0.6766 (0.6951) loss_vfl_aux_0: 0.7782 (0.8057) loss_vfl_aux_1: 0.7256 (0.7519) loss_vfl_aux_2: 0.6977 (0.7189) loss_vfl_aux_3: 0.6841 (0.7049) loss_vfl_aux_4: 0.6820 (0.6981) loss_vfl_aux_5: 0.7506 (0.7833) loss_vfl_dn_0: 0.4567 (0.4600) loss_vfl_dn_1: 0.3946 (0.3961) loss_vfl_dn_2: 0.3831 (0.3793) loss_vfl_dn_3: 0.3757 (0.3720) loss_vfl_dn_4: 0.3755 (0.3693) loss_vfl_dn_5: 0.3720 (0.3683) time: 0.4731 data: 0.0152 max mem: 5654 Epoch: [31] [ 400/7393] eta: 0:58:13 lr: 0.000010 loss: 15.9294 (16.3390) loss_bbox: 0.1488 (0.1591) loss_bbox_aux_0: 0.1676 (0.1744) loss_bbox_aux_1: 0.1516 (0.1643) loss_bbox_aux_2: 0.1636 (0.1626) loss_bbox_aux_3: 0.1502 (0.1601) loss_bbox_aux_4: 0.1488 (0.1591) loss_bbox_aux_5: 0.1966 (0.2117) loss_bbox_dn_0: 0.2688 (0.2860) loss_bbox_dn_1: 0.1932 (0.2171) loss_bbox_dn_2: 0.1813 (0.1948) loss_bbox_dn_3: 0.1755 (0.1879) loss_bbox_dn_4: 0.1744 (0.1864) loss_bbox_dn_5: 0.1744 (0.1864) loss_giou: 0.4429 (0.4769) loss_giou_aux_0: 0.4485 (0.5028) loss_giou_aux_1: 0.4397 (0.4870) loss_giou_aux_2: 0.4489 (0.4819) loss_giou_aux_3: 0.4456 (0.4782) loss_giou_aux_4: 0.4457 (0.4773) loss_giou_aux_5: 0.5312 (0.5703) loss_giou_dn_0: 0.5679 (0.5950) loss_giou_dn_1: 0.4636 (0.4906) loss_giou_dn_2: 0.4388 (0.4613) loss_giou_dn_3: 0.4289 (0.4527) loss_giou_dn_4: 0.4260 (0.4507) loss_giou_dn_5: 0.4264 (0.4508) loss_vfl: 0.6752 (0.6962) loss_vfl_aux_0: 0.7801 (0.8062) loss_vfl_aux_1: 0.7202 (0.7547) loss_vfl_aux_2: 0.7150 (0.7216) loss_vfl_aux_3: 0.6959 (0.7062) loss_vfl_aux_4: 0.6768 (0.6996) loss_vfl_aux_5: 0.7701 (0.7853) loss_vfl_dn_0: 0.4562 (0.4600) loss_vfl_dn_1: 0.3934 (0.3959) loss_vfl_dn_2: 0.3706 (0.3791) loss_vfl_dn_3: 0.3632 (0.3717) loss_vfl_dn_4: 0.3635 (0.3690) loss_vfl_dn_5: 0.3593 (0.3680) time: 0.4593 data: 0.0152 max mem: 5654 Epoch: [31] [ 500/7393] eta: 0:56:41 lr: 0.000010 loss: 16.7127 (16.3612) loss_bbox: 0.1615 (0.1597) loss_bbox_aux_0: 0.1793 (0.1749) loss_bbox_aux_1: 0.1780 (0.1653) loss_bbox_aux_2: 0.1730 (0.1632) loss_bbox_aux_3: 0.1688 (0.1607) loss_bbox_aux_4: 0.1659 (0.1596) loss_bbox_aux_5: 0.2247 (0.2117) loss_bbox_dn_0: 0.2747 (0.2854) loss_bbox_dn_1: 0.2154 (0.2167) loss_bbox_dn_2: 0.1946 (0.1944) loss_bbox_dn_3: 0.1893 (0.1875) loss_bbox_dn_4: 0.1874 (0.1861) loss_bbox_dn_5: 0.1873 (0.1861) loss_giou: 0.4553 (0.4791) loss_giou_aux_0: 0.4807 (0.5046) loss_giou_aux_1: 0.4683 (0.4890) loss_giou_aux_2: 0.4647 (0.4840) loss_giou_aux_3: 0.4510 (0.4804) loss_giou_aux_4: 0.4502 (0.4793) loss_giou_aux_5: 0.5397 (0.5716) loss_giou_dn_0: 0.5947 (0.5965) loss_giou_dn_1: 0.4961 (0.4918) loss_giou_dn_2: 0.4685 (0.4624) loss_giou_dn_3: 0.4630 (0.4539) loss_giou_dn_4: 0.4609 (0.4519) loss_giou_dn_5: 0.4611 (0.4521) loss_vfl: 0.7047 (0.6963) loss_vfl_aux_0: 0.8138 (0.8060) loss_vfl_aux_1: 0.7567 (0.7542) loss_vfl_aux_2: 0.7320 (0.7211) loss_vfl_aux_3: 0.7048 (0.7063) loss_vfl_aux_4: 0.7011 (0.6998) loss_vfl_aux_5: 0.7557 (0.7852) loss_vfl_dn_0: 0.4531 (0.4598) loss_vfl_dn_1: 0.3893 (0.3958) loss_vfl_dn_2: 0.3782 (0.3793) loss_vfl_dn_3: 0.3689 (0.3719) loss_vfl_dn_4: 0.3658 (0.3692) loss_vfl_dn_5: 0.3635 (0.3683) time: 0.4677 data: 0.0146 max mem: 5654 Epoch: [31] [ 600/7393] eta: 0:55:26 lr: 0.000010 loss: 16.2883 (16.3239) loss_bbox: 0.1447 (0.1592) loss_bbox_aux_0: 0.1542 (0.1747) loss_bbox_aux_1: 0.1434 (0.1648) loss_bbox_aux_2: 0.1419 (0.1626) loss_bbox_aux_3: 0.1391 (0.1603) loss_bbox_aux_4: 0.1416 (0.1591) loss_bbox_aux_5: 0.1970 (0.2119) loss_bbox_dn_0: 0.2692 (0.2848) loss_bbox_dn_1: 0.1954 (0.2160) loss_bbox_dn_2: 0.1725 (0.1935) loss_bbox_dn_3: 0.1638 (0.1866) loss_bbox_dn_4: 0.1624 (0.1851) loss_bbox_dn_5: 0.1624 (0.1851) loss_giou: 0.4720 (0.4769) loss_giou_aux_0: 0.5028 (0.5026) loss_giou_aux_1: 0.4839 (0.4870) loss_giou_aux_2: 0.4918 (0.4822) loss_giou_aux_3: 0.4707 (0.4782) loss_giou_aux_4: 0.4812 (0.4772) loss_giou_aux_5: 0.5840 (0.5703) loss_giou_dn_0: 0.6033 (0.5954) loss_giou_dn_1: 0.4887 (0.4905) loss_giou_dn_2: 0.4604 (0.4609) loss_giou_dn_3: 0.4527 (0.4524) loss_giou_dn_4: 0.4489 (0.4504) loss_giou_dn_5: 0.4490 (0.4505) loss_vfl: 0.6652 (0.6952) loss_vfl_aux_0: 0.7741 (0.8063) loss_vfl_aux_1: 0.7046 (0.7538) loss_vfl_aux_2: 0.6826 (0.7196) loss_vfl_aux_3: 0.6619 (0.7054) loss_vfl_aux_4: 0.6563 (0.6986) loss_vfl_aux_5: 0.7449 (0.7845) loss_vfl_dn_0: 0.4541 (0.4595) loss_vfl_dn_1: 0.3970 (0.3955) loss_vfl_dn_2: 0.3824 (0.3791) loss_vfl_dn_3: 0.3752 (0.3715) loss_vfl_dn_4: 0.3728 (0.3688) loss_vfl_dn_5: 0.3717 (0.3679) time: 0.4752 data: 0.0146 max mem: 5654 Epoch: [31] [ 700/7393] eta: 0:54:17 lr: 0.000010 loss: 16.2877 (16.3305) loss_bbox: 0.1493 (0.1587) loss_bbox_aux_0: 0.1507 (0.1739) loss_bbox_aux_1: 0.1477 (0.1643) loss_bbox_aux_2: 0.1441 (0.1621) loss_bbox_aux_3: 0.1507 (0.1597) loss_bbox_aux_4: 0.1511 (0.1586) loss_bbox_aux_5: 0.1957 (0.2118) loss_bbox_dn_0: 0.2360 (0.2842) loss_bbox_dn_1: 0.1766 (0.2150) loss_bbox_dn_2: 0.1552 (0.1925) loss_bbox_dn_3: 0.1508 (0.1856) loss_bbox_dn_4: 0.1501 (0.1841) loss_bbox_dn_5: 0.1502 (0.1841) loss_giou: 0.4889 (0.4784) loss_giou_aux_0: 0.5002 (0.5043) loss_giou_aux_1: 0.5071 (0.4890) loss_giou_aux_2: 0.4960 (0.4840) loss_giou_aux_3: 0.4988 (0.4799) loss_giou_aux_4: 0.4893 (0.4788) loss_giou_aux_5: 0.5735 (0.5723) loss_giou_dn_0: 0.5991 (0.5966) loss_giou_dn_1: 0.5094 (0.4913) loss_giou_dn_2: 0.4732 (0.4616) loss_giou_dn_3: 0.4611 (0.4531) loss_giou_dn_4: 0.4579 (0.4510) loss_giou_dn_5: 0.4580 (0.4512) loss_vfl: 0.6791 (0.6952) loss_vfl_aux_0: 0.8148 (0.8065) loss_vfl_aux_1: 0.7449 (0.7535) loss_vfl_aux_2: 0.7042 (0.7194) loss_vfl_aux_3: 0.6798 (0.7051) loss_vfl_aux_4: 0.6791 (0.6987) loss_vfl_aux_5: 0.7783 (0.7840) loss_vfl_dn_0: 0.4531 (0.4595) loss_vfl_dn_1: 0.3891 (0.3953) loss_vfl_dn_2: 0.3762 (0.3790) loss_vfl_dn_3: 0.3697 (0.3715) loss_vfl_dn_4: 0.3683 (0.3687) loss_vfl_dn_5: 0.3679 (0.3678) time: 0.4527 data: 0.0145 max mem: 5654 Epoch: [31] [ 800/7393] eta: 0:53:17 lr: 0.000010 loss: 16.5434 (16.3351) loss_bbox: 0.1477 (0.1591) loss_bbox_aux_0: 0.1632 (0.1742) loss_bbox_aux_1: 0.1534 (0.1646) loss_bbox_aux_2: 0.1452 (0.1623) loss_bbox_aux_3: 0.1453 (0.1601) loss_bbox_aux_4: 0.1452 (0.1589) loss_bbox_aux_5: 0.2046 (0.2122) loss_bbox_dn_0: 0.2748 (0.2845) loss_bbox_dn_1: 0.2021 (0.2151) loss_bbox_dn_2: 0.1809 (0.1927) loss_bbox_dn_3: 0.1726 (0.1857) loss_bbox_dn_4: 0.1720 (0.1842) loss_bbox_dn_5: 0.1716 (0.1842) loss_giou: 0.5040 (0.4782) loss_giou_aux_0: 0.5276 (0.5038) loss_giou_aux_1: 0.5114 (0.4887) loss_giou_aux_2: 0.5122 (0.4838) loss_giou_aux_3: 0.5068 (0.4800) loss_giou_aux_4: 0.5019 (0.4786) loss_giou_aux_5: 0.6054 (0.5721) loss_giou_dn_0: 0.6500 (0.5966) loss_giou_dn_1: 0.5301 (0.4911) loss_giou_dn_2: 0.4954 (0.4613) loss_giou_dn_3: 0.4893 (0.4529) loss_giou_dn_4: 0.4905 (0.4508) loss_giou_dn_5: 0.4918 (0.4510) loss_vfl: 0.6951 (0.6955) loss_vfl_aux_0: 0.8075 (0.8082) loss_vfl_aux_1: 0.7550 (0.7545) loss_vfl_aux_2: 0.7177 (0.7197) loss_vfl_aux_3: 0.7101 (0.7053) loss_vfl_aux_4: 0.6976 (0.6992) loss_vfl_aux_5: 0.7484 (0.7853) loss_vfl_dn_0: 0.4592 (0.4594) loss_vfl_dn_1: 0.3989 (0.3951) loss_vfl_dn_2: 0.3816 (0.3788) loss_vfl_dn_3: 0.3728 (0.3712) loss_vfl_dn_4: 0.3726 (0.3685) loss_vfl_dn_5: 0.3723 (0.3676) time: 0.4717 data: 0.0140 max mem: 5654 Epoch: [31] [ 900/7393] eta: 0:52:14 lr: 0.000010 loss: 16.4354 (16.3240) loss_bbox: 0.1418 (0.1587) loss_bbox_aux_0: 0.1503 (0.1738) loss_bbox_aux_1: 0.1508 (0.1645) loss_bbox_aux_2: 0.1437 (0.1620) loss_bbox_aux_3: 0.1412 (0.1597) loss_bbox_aux_4: 0.1419 (0.1587) loss_bbox_aux_5: 0.1931 (0.2122) loss_bbox_dn_0: 0.2320 (0.2846) loss_bbox_dn_1: 0.1796 (0.2150) loss_bbox_dn_2: 0.1584 (0.1926) loss_bbox_dn_3: 0.1494 (0.1856) loss_bbox_dn_4: 0.1477 (0.1841) loss_bbox_dn_5: 0.1478 (0.1841) loss_giou: 0.4675 (0.4782) loss_giou_aux_0: 0.5039 (0.5042) loss_giou_aux_1: 0.4875 (0.4890) loss_giou_aux_2: 0.4792 (0.4838) loss_giou_aux_3: 0.4855 (0.4799) loss_giou_aux_4: 0.4728 (0.4786) loss_giou_aux_5: 0.5649 (0.5724) loss_giou_dn_0: 0.6187 (0.5962) loss_giou_dn_1: 0.5068 (0.4908) loss_giou_dn_2: 0.4769 (0.4611) loss_giou_dn_3: 0.4723 (0.4527) loss_giou_dn_4: 0.4733 (0.4507) loss_giou_dn_5: 0.4732 (0.4509) loss_vfl: 0.6556 (0.6946) loss_vfl_aux_0: 0.7716 (0.8071) loss_vfl_aux_1: 0.7089 (0.7535) loss_vfl_aux_2: 0.6867 (0.7190) loss_vfl_aux_3: 0.6637 (0.7045) loss_vfl_aux_4: 0.6548 (0.6980) loss_vfl_aux_5: 0.7466 (0.7844) loss_vfl_dn_0: 0.4508 (0.4593) loss_vfl_dn_1: 0.3963 (0.3949) loss_vfl_dn_2: 0.3774 (0.3785) loss_vfl_dn_3: 0.3687 (0.3709) loss_vfl_dn_4: 0.3665 (0.3681) loss_vfl_dn_5: 0.3668 (0.3673) time: 0.4585 data: 0.0144 max mem: 5654 Epoch: [31] [1000/7393] eta: 0:52:01 lr: 0.000010 loss: 16.2269 (16.3164) loss_bbox: 0.1490 (0.1583) loss_bbox_aux_0: 0.1524 (0.1731) loss_bbox_aux_1: 0.1512 (0.1642) loss_bbox_aux_2: 0.1490 (0.1616) loss_bbox_aux_3: 0.1429 (0.1593) loss_bbox_aux_4: 0.1448 (0.1583) loss_bbox_aux_5: 0.1937 (0.2117) loss_bbox_dn_0: 0.2449 (0.2838) loss_bbox_dn_1: 0.1845 (0.2142) loss_bbox_dn_2: 0.1652 (0.1919) loss_bbox_dn_3: 0.1535 (0.1849) loss_bbox_dn_4: 0.1531 (0.1834) loss_bbox_dn_5: 0.1531 (0.1834) loss_giou: 0.4569 (0.4785) loss_giou_aux_0: 0.4784 (0.5042) loss_giou_aux_1: 0.4717 (0.4893) loss_giou_aux_2: 0.4534 (0.4840) loss_giou_aux_3: 0.4493 (0.4801) loss_giou_aux_4: 0.4630 (0.4789) loss_giou_aux_5: 0.5397 (0.5727) loss_giou_dn_0: 0.5859 (0.5968) loss_giou_dn_1: 0.4727 (0.4912) loss_giou_dn_2: 0.4492 (0.4616) loss_giou_dn_3: 0.4394 (0.4532) loss_giou_dn_4: 0.4365 (0.4512) loss_giou_dn_5: 0.4363 (0.4514) loss_vfl: 0.6834 (0.6940) loss_vfl_aux_0: 0.8091 (0.8062) loss_vfl_aux_1: 0.7758 (0.7524) loss_vfl_aux_2: 0.7699 (0.7187) loss_vfl_aux_3: 0.7262 (0.7041) loss_vfl_aux_4: 0.7142 (0.6972) loss_vfl_aux_5: 0.7688 (0.7841) loss_vfl_dn_0: 0.4553 (0.4592) loss_vfl_dn_1: 0.3970 (0.3948) loss_vfl_dn_2: 0.3748 (0.3784) loss_vfl_dn_3: 0.3634 (0.3708) loss_vfl_dn_4: 0.3603 (0.3681) loss_vfl_dn_5: 0.3599 (0.3672) time: 0.4732 data: 0.0147 max mem: 5654 Epoch: [31] [1100/7393] eta: 0:51:00 lr: 0.000010 loss: 16.5190 (16.3108) loss_bbox: 0.1566 (0.1585) loss_bbox_aux_0: 0.1656 (0.1733) loss_bbox_aux_1: 0.1526 (0.1642) loss_bbox_aux_2: 0.1520 (0.1616) loss_bbox_aux_3: 0.1491 (0.1596) loss_bbox_aux_4: 0.1566 (0.1587) loss_bbox_aux_5: 0.1980 (0.2120) loss_bbox_dn_0: 0.2836 (0.2845) loss_bbox_dn_1: 0.2029 (0.2149) loss_bbox_dn_2: 0.1749 (0.1925) loss_bbox_dn_3: 0.1665 (0.1855) loss_bbox_dn_4: 0.1628 (0.1840) loss_bbox_dn_5: 0.1628 (0.1840) loss_giou: 0.4471 (0.4774) loss_giou_aux_0: 0.4696 (0.5033) loss_giou_aux_1: 0.4566 (0.4881) loss_giou_aux_2: 0.4434 (0.4828) loss_giou_aux_3: 0.4473 (0.4791) loss_giou_aux_4: 0.4470 (0.4779) loss_giou_aux_5: 0.5536 (0.5720) loss_giou_dn_0: 0.5973 (0.5965) loss_giou_dn_1: 0.4834 (0.4909) loss_giou_dn_2: 0.4480 (0.4614) loss_giou_dn_3: 0.4381 (0.4529) loss_giou_dn_4: 0.4351 (0.4508) loss_giou_dn_5: 0.4349 (0.4510) loss_vfl: 0.6844 (0.6934) loss_vfl_aux_0: 0.8004 (0.8059) loss_vfl_aux_1: 0.7592 (0.7526) loss_vfl_aux_2: 0.7278 (0.7186) loss_vfl_aux_3: 0.7000 (0.7036) loss_vfl_aux_4: 0.6882 (0.6966) loss_vfl_aux_5: 0.7803 (0.7837) loss_vfl_dn_0: 0.4501 (0.4591) loss_vfl_dn_1: 0.3943 (0.3949) loss_vfl_dn_2: 0.3790 (0.3785) loss_vfl_dn_3: 0.3694 (0.3709) loss_vfl_dn_4: 0.3636 (0.3681) loss_vfl_dn_5: 0.3640 (0.3673) time: 0.4681 data: 0.0139 max mem: 5654 Epoch: [31] [1200/7393] eta: 0:50:01 lr: 0.000010 loss: 16.1885 (16.3021) loss_bbox: 0.1390 (0.1585) loss_bbox_aux_0: 0.1600 (0.1733) loss_bbox_aux_1: 0.1450 (0.1642) loss_bbox_aux_2: 0.1440 (0.1617) loss_bbox_aux_3: 0.1365 (0.1595) loss_bbox_aux_4: 0.1386 (0.1587) loss_bbox_aux_5: 0.1988 (0.2122) loss_bbox_dn_0: 0.2594 (0.2848) loss_bbox_dn_1: 0.1999 (0.2149) loss_bbox_dn_2: 0.1844 (0.1924) loss_bbox_dn_3: 0.1780 (0.1854) loss_bbox_dn_4: 0.1762 (0.1839) loss_bbox_dn_5: 0.1762 (0.1838) loss_giou: 0.4622 (0.4769) loss_giou_aux_0: 0.5053 (0.5027) loss_giou_aux_1: 0.4680 (0.4874) loss_giou_aux_2: 0.4689 (0.4822) loss_giou_aux_3: 0.4617 (0.4784) loss_giou_aux_4: 0.4616 (0.4773) loss_giou_aux_5: 0.5669 (0.5715) loss_giou_dn_0: 0.5781 (0.5963) loss_giou_dn_1: 0.4910 (0.4904) loss_giou_dn_2: 0.4645 (0.4608) loss_giou_dn_3: 0.4602 (0.4523) loss_giou_dn_4: 0.4582 (0.4502) loss_giou_dn_5: 0.4583 (0.4504) loss_vfl: 0.6929 (0.6934) loss_vfl_aux_0: 0.7884 (0.8060) loss_vfl_aux_1: 0.7782 (0.7524) loss_vfl_aux_2: 0.7232 (0.7183) loss_vfl_aux_3: 0.6999 (0.7036) loss_vfl_aux_4: 0.7056 (0.6965) loss_vfl_aux_5: 0.7633 (0.7836) loss_vfl_dn_0: 0.4614 (0.4592) loss_vfl_dn_1: 0.3924 (0.3948) loss_vfl_dn_2: 0.3831 (0.3784) loss_vfl_dn_3: 0.3749 (0.3708) loss_vfl_dn_4: 0.3713 (0.3680) loss_vfl_dn_5: 0.3700 (0.3672) time: 0.4634 data: 0.0145 max mem: 5654 Epoch: [31] [1300/7393] eta: 0:49:05 lr: 0.000010 loss: 16.2262 (16.3210) loss_bbox: 0.1582 (0.1585) loss_bbox_aux_0: 0.1713 (0.1733) loss_bbox_aux_1: 0.1612 (0.1644) loss_bbox_aux_2: 0.1614 (0.1617) loss_bbox_aux_3: 0.1562 (0.1596) loss_bbox_aux_4: 0.1571 (0.1587) loss_bbox_aux_5: 0.2160 (0.2119) loss_bbox_dn_0: 0.2447 (0.2839) loss_bbox_dn_1: 0.2049 (0.2143) loss_bbox_dn_2: 0.1794 (0.1920) loss_bbox_dn_3: 0.1779 (0.1850) loss_bbox_dn_4: 0.1775 (0.1835) loss_bbox_dn_5: 0.1775 (0.1835) loss_giou: 0.4560 (0.4793) loss_giou_aux_0: 0.4936 (0.5052) loss_giou_aux_1: 0.4698 (0.4899) loss_giou_aux_2: 0.4696 (0.4848) loss_giou_aux_3: 0.4553 (0.4810) loss_giou_aux_4: 0.4551 (0.4798) loss_giou_aux_5: 0.5568 (0.5737) loss_giou_dn_0: 0.5596 (0.5975) loss_giou_dn_1: 0.4598 (0.4917) loss_giou_dn_2: 0.4403 (0.4622) loss_giou_dn_3: 0.4303 (0.4537) loss_giou_dn_4: 0.4299 (0.4516) loss_giou_dn_5: 0.4305 (0.4518) loss_vfl: 0.7020 (0.6930) loss_vfl_aux_0: 0.7969 (0.8050) loss_vfl_aux_1: 0.7632 (0.7516) loss_vfl_aux_2: 0.7253 (0.7178) loss_vfl_aux_3: 0.7049 (0.7029) loss_vfl_aux_4: 0.7014 (0.6959) loss_vfl_aux_5: 0.7659 (0.7823) loss_vfl_dn_0: 0.4516 (0.4591) loss_vfl_dn_1: 0.3917 (0.3950) loss_vfl_dn_2: 0.3754 (0.3787) loss_vfl_dn_3: 0.3676 (0.3710) loss_vfl_dn_4: 0.3654 (0.3683) loss_vfl_dn_5: 0.3626 (0.3675) time: 0.4714 data: 0.0141 max mem: 5654 Epoch: [31] [1400/7393] eta: 0:48:11 lr: 0.000010 loss: 16.4707 (16.3226) loss_bbox: 0.1601 (0.1583) loss_bbox_aux_0: 0.1741 (0.1730) loss_bbox_aux_1: 0.1611 (0.1640) loss_bbox_aux_2: 0.1607 (0.1616) loss_bbox_aux_3: 0.1583 (0.1595) loss_bbox_aux_4: 0.1618 (0.1585) loss_bbox_aux_5: 0.2193 (0.2117) loss_bbox_dn_0: 0.2956 (0.2840) loss_bbox_dn_1: 0.2167 (0.2144) loss_bbox_dn_2: 0.1875 (0.1920) loss_bbox_dn_3: 0.1805 (0.1850) loss_bbox_dn_4: 0.1786 (0.1835) loss_bbox_dn_5: 0.1786 (0.1835) loss_giou: 0.4422 (0.4790) loss_giou_aux_0: 0.4700 (0.5048) loss_giou_aux_1: 0.4537 (0.4895) loss_giou_aux_2: 0.4539 (0.4845) loss_giou_aux_3: 0.4404 (0.4808) loss_giou_aux_4: 0.4454 (0.4795) loss_giou_aux_5: 0.5448 (0.5732) loss_giou_dn_0: 0.5945 (0.5974) loss_giou_dn_1: 0.4779 (0.4916) loss_giou_dn_2: 0.4388 (0.4621) loss_giou_dn_3: 0.4338 (0.4535) loss_giou_dn_4: 0.4313 (0.4515) loss_giou_dn_5: 0.4315 (0.4517) loss_vfl: 0.7135 (0.6939) loss_vfl_aux_0: 0.8181 (0.8058) loss_vfl_aux_1: 0.7832 (0.7526) loss_vfl_aux_2: 0.7343 (0.7186) loss_vfl_aux_3: 0.7209 (0.7036) loss_vfl_aux_4: 0.7164 (0.6966) loss_vfl_aux_5: 0.8025 (0.7836) loss_vfl_dn_0: 0.4619 (0.4590) loss_vfl_dn_1: 0.4039 (0.3951) loss_vfl_dn_2: 0.3842 (0.3787) loss_vfl_dn_3: 0.3725 (0.3711) loss_vfl_dn_4: 0.3700 (0.3684) loss_vfl_dn_5: 0.3683 (0.3676) time: 0.4735 data: 0.0140 max mem: 5654 Epoch: [31] [1500/7393] eta: 0:47:19 lr: 0.000010 loss: 16.2711 (16.3204) loss_bbox: 0.1578 (0.1582) loss_bbox_aux_0: 0.1723 (0.1731) loss_bbox_aux_1: 0.1636 (0.1641) loss_bbox_aux_2: 0.1645 (0.1615) loss_bbox_aux_3: 0.1638 (0.1593) loss_bbox_aux_4: 0.1605 (0.1584) loss_bbox_aux_5: 0.2208 (0.2118) loss_bbox_dn_0: 0.2886 (0.2848) loss_bbox_dn_1: 0.2294 (0.2150) loss_bbox_dn_2: 0.2109 (0.1926) loss_bbox_dn_3: 0.2043 (0.1856) loss_bbox_dn_4: 0.2020 (0.1841) loss_bbox_dn_5: 0.2019 (0.1840) loss_giou: 0.4325 (0.4779) loss_giou_aux_0: 0.4681 (0.5037) loss_giou_aux_1: 0.4479 (0.4886) loss_giou_aux_2: 0.4444 (0.4835) loss_giou_aux_3: 0.4423 (0.4797) loss_giou_aux_4: 0.4336 (0.4785) loss_giou_aux_5: 0.5298 (0.5721) loss_giou_dn_0: 0.5887 (0.5966) loss_giou_dn_1: 0.4737 (0.4909) loss_giou_dn_2: 0.4384 (0.4614) loss_giou_dn_3: 0.4302 (0.4529) loss_giou_dn_4: 0.4284 (0.4508) loss_giou_dn_5: 0.4281 (0.4510) loss_vfl: 0.7339 (0.6946) loss_vfl_aux_0: 0.8419 (0.8073) loss_vfl_aux_1: 0.7911 (0.7532) loss_vfl_aux_2: 0.7462 (0.7193) loss_vfl_aux_3: 0.7345 (0.7044) loss_vfl_aux_4: 0.7339 (0.6973) loss_vfl_aux_5: 0.8338 (0.7851) loss_vfl_dn_0: 0.4582 (0.4590) loss_vfl_dn_1: 0.3901 (0.3950) loss_vfl_dn_2: 0.3790 (0.3787) loss_vfl_dn_3: 0.3743 (0.3710) loss_vfl_dn_4: 0.3700 (0.3683) loss_vfl_dn_5: 0.3689 (0.3675) time: 0.4727 data: 0.0142 max mem: 5654 Epoch: [31] [1600/7393] eta: 0:46:28 lr: 0.000010 loss: 16.9000 (16.3271) loss_bbox: 0.1514 (0.1580) loss_bbox_aux_0: 0.1720 (0.1729) loss_bbox_aux_1: 0.1528 (0.1640) loss_bbox_aux_2: 0.1607 (0.1614) loss_bbox_aux_3: 0.1500 (0.1591) loss_bbox_aux_4: 0.1504 (0.1582) loss_bbox_aux_5: 0.2003 (0.2116) loss_bbox_dn_0: 0.2903 (0.2848) loss_bbox_dn_1: 0.2124 (0.2151) loss_bbox_dn_2: 0.1863 (0.1927) loss_bbox_dn_3: 0.1805 (0.1856) loss_bbox_dn_4: 0.1786 (0.1841) loss_bbox_dn_5: 0.1785 (0.1841) loss_giou: 0.4402 (0.4778) loss_giou_aux_0: 0.4873 (0.5035) loss_giou_aux_1: 0.4541 (0.4884) loss_giou_aux_2: 0.4447 (0.4834) loss_giou_aux_3: 0.4397 (0.4796) loss_giou_aux_4: 0.4478 (0.4783) loss_giou_aux_5: 0.5773 (0.5719) loss_giou_dn_0: 0.5955 (0.5971) loss_giou_dn_1: 0.4892 (0.4912) loss_giou_dn_2: 0.4595 (0.4616) loss_giou_dn_3: 0.4510 (0.4530) loss_giou_dn_4: 0.4500 (0.4510) loss_giou_dn_5: 0.4503 (0.4511) loss_vfl: 0.7211 (0.6955) loss_vfl_aux_0: 0.8197 (0.8076) loss_vfl_aux_1: 0.7806 (0.7544) loss_vfl_aux_2: 0.7432 (0.7202) loss_vfl_aux_3: 0.7231 (0.7055) loss_vfl_aux_4: 0.7276 (0.6982) loss_vfl_aux_5: 0.8047 (0.7857) loss_vfl_dn_0: 0.4595 (0.4591) loss_vfl_dn_1: 0.4034 (0.3951) loss_vfl_dn_2: 0.3856 (0.3789) loss_vfl_dn_3: 0.3749 (0.3712) loss_vfl_dn_4: 0.3733 (0.3685) loss_vfl_dn_5: 0.3741 (0.3677) time: 0.4848 data: 0.0141 max mem: 5654 Epoch: [31] [1700/7393] eta: 0:45:36 lr: 0.000010 loss: 16.3143 (16.3199) loss_bbox: 0.1537 (0.1577) loss_bbox_aux_0: 0.1617 (0.1725) loss_bbox_aux_1: 0.1574 (0.1636) loss_bbox_aux_2: 0.1555 (0.1611) loss_bbox_aux_3: 0.1513 (0.1588) loss_bbox_aux_4: 0.1538 (0.1579) loss_bbox_aux_5: 0.2016 (0.2111) loss_bbox_dn_0: 0.2611 (0.2837) loss_bbox_dn_1: 0.1849 (0.2142) loss_bbox_dn_2: 0.1675 (0.1918) loss_bbox_dn_3: 0.1623 (0.1847) loss_bbox_dn_4: 0.1620 (0.1832) loss_bbox_dn_5: 0.1621 (0.1832) loss_giou: 0.4977 (0.4788) loss_giou_aux_0: 0.5389 (0.5044) loss_giou_aux_1: 0.5056 (0.4893) loss_giou_aux_2: 0.5192 (0.4845) loss_giou_aux_3: 0.5019 (0.4806) loss_giou_aux_4: 0.5053 (0.4794) loss_giou_aux_5: 0.5816 (0.5726) loss_giou_dn_0: 0.6122 (0.5972) loss_giou_dn_1: 0.5095 (0.4914) loss_giou_dn_2: 0.4807 (0.4619) loss_giou_dn_3: 0.4680 (0.4532) loss_giou_dn_4: 0.4673 (0.4512) loss_giou_dn_5: 0.4675 (0.4513) loss_vfl: 0.6541 (0.6943) loss_vfl_aux_0: 0.7552 (0.8072) loss_vfl_aux_1: 0.7033 (0.7536) loss_vfl_aux_2: 0.6651 (0.7190) loss_vfl_aux_3: 0.6774 (0.7045) loss_vfl_aux_4: 0.6610 (0.6969) loss_vfl_aux_5: 0.7342 (0.7852) loss_vfl_dn_0: 0.4567 (0.4589) loss_vfl_dn_1: 0.4002 (0.3951) loss_vfl_dn_2: 0.3824 (0.3788) loss_vfl_dn_3: 0.3769 (0.3712) loss_vfl_dn_4: 0.3746 (0.3684) loss_vfl_dn_5: 0.3736 (0.3676) time: 0.4653 data: 0.0143 max mem: 5654 Epoch: [31] [1800/7393] eta: 0:44:45 lr: 0.000010 loss: 15.8589 (16.3174) loss_bbox: 0.1558 (0.1577) loss_bbox_aux_0: 0.1671 (0.1723) loss_bbox_aux_1: 0.1585 (0.1634) loss_bbox_aux_2: 0.1558 (0.1610) loss_bbox_aux_3: 0.1547 (0.1586) loss_bbox_aux_4: 0.1563 (0.1579) loss_bbox_aux_5: 0.2050 (0.2112) loss_bbox_dn_0: 0.3081 (0.2840) loss_bbox_dn_1: 0.1937 (0.2143) loss_bbox_dn_2: 0.1807 (0.1918) loss_bbox_dn_3: 0.1807 (0.1848) loss_bbox_dn_4: 0.1808 (0.1833) loss_bbox_dn_5: 0.1807 (0.1833) loss_giou: 0.4586 (0.4785) loss_giou_aux_0: 0.4750 (0.5040) loss_giou_aux_1: 0.4709 (0.4889) loss_giou_aux_2: 0.4633 (0.4842) loss_giou_aux_3: 0.4655 (0.4802) loss_giou_aux_4: 0.4604 (0.4791) loss_giou_aux_5: 0.5544 (0.5723) loss_giou_dn_0: 0.5836 (0.5971) loss_giou_dn_1: 0.4709 (0.4912) loss_giou_dn_2: 0.4360 (0.4616) loss_giou_dn_3: 0.4324 (0.4530) loss_giou_dn_4: 0.4316 (0.4509) loss_giou_dn_5: 0.4320 (0.4511) loss_vfl: 0.6665 (0.6943) loss_vfl_aux_0: 0.7745 (0.8074) loss_vfl_aux_1: 0.7455 (0.7538) loss_vfl_aux_2: 0.6970 (0.7191) loss_vfl_aux_3: 0.6824 (0.7046) loss_vfl_aux_4: 0.6728 (0.6969) loss_vfl_aux_5: 0.7897 (0.7854) loss_vfl_dn_0: 0.4623 (0.4591) loss_vfl_dn_1: 0.3955 (0.3951) loss_vfl_dn_2: 0.3784 (0.3788) loss_vfl_dn_3: 0.3695 (0.3711) loss_vfl_dn_4: 0.3675 (0.3684) loss_vfl_dn_5: 0.3660 (0.3676) time: 0.4818 data: 0.0139 max mem: 5654 Epoch: [31] [1900/7393] eta: 0:43:53 lr: 0.000010 loss: 16.1988 (16.3201) loss_bbox: 0.1577 (0.1578) loss_bbox_aux_0: 0.1693 (0.1724) loss_bbox_aux_1: 0.1616 (0.1636) loss_bbox_aux_2: 0.1644 (0.1612) loss_bbox_aux_3: 0.1582 (0.1588) loss_bbox_aux_4: 0.1572 (0.1580) loss_bbox_aux_5: 0.2121 (0.2113) loss_bbox_dn_0: 0.2694 (0.2839) loss_bbox_dn_1: 0.2128 (0.2143) loss_bbox_dn_2: 0.1887 (0.1919) loss_bbox_dn_3: 0.1804 (0.1848) loss_bbox_dn_4: 0.1783 (0.1833) loss_bbox_dn_5: 0.1782 (0.1833) loss_giou: 0.4939 (0.4787) loss_giou_aux_0: 0.5091 (0.5041) loss_giou_aux_1: 0.5126 (0.4892) loss_giou_aux_2: 0.4997 (0.4844) loss_giou_aux_3: 0.4927 (0.4805) loss_giou_aux_4: 0.4937 (0.4793) loss_giou_aux_5: 0.5899 (0.5726) loss_giou_dn_0: 0.5909 (0.5972) loss_giou_dn_1: 0.4803 (0.4914) loss_giou_dn_2: 0.4457 (0.4617) loss_giou_dn_3: 0.4387 (0.4531) loss_giou_dn_4: 0.4373 (0.4510) loss_giou_dn_5: 0.4375 (0.4512) loss_vfl: 0.6774 (0.6941) loss_vfl_aux_0: 0.8013 (0.8073) loss_vfl_aux_1: 0.7308 (0.7535) loss_vfl_aux_2: 0.7100 (0.7190) loss_vfl_aux_3: 0.6778 (0.7044) loss_vfl_aux_4: 0.6750 (0.6967) loss_vfl_aux_5: 0.7691 (0.7848) loss_vfl_dn_0: 0.4616 (0.4593) loss_vfl_dn_1: 0.4033 (0.3952) loss_vfl_dn_2: 0.3858 (0.3790) loss_vfl_dn_3: 0.3754 (0.3713) loss_vfl_dn_4: 0.3703 (0.3685) loss_vfl_dn_5: 0.3698 (0.3677) time: 0.4602 data: 0.0142 max mem: 5654 Epoch: [31] [2000/7393] eta: 0:43:04 lr: 0.000010 loss: 16.7666 (16.3086) loss_bbox: 0.1478 (0.1575) loss_bbox_aux_0: 0.1670 (0.1721) loss_bbox_aux_1: 0.1518 (0.1633) loss_bbox_aux_2: 0.1540 (0.1609) loss_bbox_aux_3: 0.1519 (0.1585) loss_bbox_aux_4: 0.1477 (0.1577) loss_bbox_aux_5: 0.2056 (0.2110) loss_bbox_dn_0: 0.2742 (0.2833) loss_bbox_dn_1: 0.1969 (0.2137) loss_bbox_dn_2: 0.1758 (0.1913) loss_bbox_dn_3: 0.1712 (0.1843) loss_bbox_dn_4: 0.1715 (0.1828) loss_bbox_dn_5: 0.1714 (0.1828) loss_giou: 0.5074 (0.4787) loss_giou_aux_0: 0.5435 (0.5040) loss_giou_aux_1: 0.5300 (0.4892) loss_giou_aux_2: 0.5129 (0.4843) loss_giou_aux_3: 0.5110 (0.4805) loss_giou_aux_4: 0.5068 (0.4793) loss_giou_aux_5: 0.6002 (0.5726) loss_giou_dn_0: 0.6169 (0.5968) loss_giou_dn_1: 0.5003 (0.4910) loss_giou_dn_2: 0.4739 (0.4614) loss_giou_dn_3: 0.4654 (0.4528) loss_giou_dn_4: 0.4620 (0.4508) loss_giou_dn_5: 0.4619 (0.4509) loss_vfl: 0.6637 (0.6937) loss_vfl_aux_0: 0.8032 (0.8064) loss_vfl_aux_1: 0.7170 (0.7528) loss_vfl_aux_2: 0.7038 (0.7186) loss_vfl_aux_3: 0.6881 (0.7040) loss_vfl_aux_4: 0.6754 (0.6962) loss_vfl_aux_5: 0.7663 (0.7841) loss_vfl_dn_0: 0.4644 (0.4593) loss_vfl_dn_1: 0.3966 (0.3952) loss_vfl_dn_2: 0.3819 (0.3790) loss_vfl_dn_3: 0.3753 (0.3713) loss_vfl_dn_4: 0.3731 (0.3686) loss_vfl_dn_5: 0.3737 (0.3678) time: 0.4896 data: 0.0145 max mem: 5654 Epoch: [31] [2100/7393] eta: 0:42:12 lr: 0.000010 loss: 16.2030 (16.3236) loss_bbox: 0.1521 (0.1578) loss_bbox_aux_0: 0.1676 (0.1723) loss_bbox_aux_1: 0.1571 (0.1636) loss_bbox_aux_2: 0.1649 (0.1611) loss_bbox_aux_3: 0.1549 (0.1588) loss_bbox_aux_4: 0.1508 (0.1579) loss_bbox_aux_5: 0.2051 (0.2111) loss_bbox_dn_0: 0.2590 (0.2834) loss_bbox_dn_1: 0.2010 (0.2140) loss_bbox_dn_2: 0.1790 (0.1916) loss_bbox_dn_3: 0.1741 (0.1845) loss_bbox_dn_4: 0.1715 (0.1830) loss_bbox_dn_5: 0.1715 (0.1830) loss_giou: 0.4659 (0.4792) loss_giou_aux_0: 0.4875 (0.5045) loss_giou_aux_1: 0.4864 (0.4898) loss_giou_aux_2: 0.4762 (0.4849) loss_giou_aux_3: 0.4718 (0.4810) loss_giou_aux_4: 0.4658 (0.4798) loss_giou_aux_5: 0.5684 (0.5731) loss_giou_dn_0: 0.6004 (0.5974) loss_giou_dn_1: 0.4861 (0.4917) loss_giou_dn_2: 0.4592 (0.4621) loss_giou_dn_3: 0.4514 (0.4535) loss_giou_dn_4: 0.4490 (0.4514) loss_giou_dn_5: 0.4493 (0.4516) loss_vfl: 0.7149 (0.6944) loss_vfl_aux_0: 0.8096 (0.8068) loss_vfl_aux_1: 0.7514 (0.7532) loss_vfl_aux_2: 0.7354 (0.7194) loss_vfl_aux_3: 0.7286 (0.7046) loss_vfl_aux_4: 0.7176 (0.6970) loss_vfl_aux_5: 0.7663 (0.7843) loss_vfl_dn_0: 0.4597 (0.4593) loss_vfl_dn_1: 0.3956 (0.3953) loss_vfl_dn_2: 0.3765 (0.3792) loss_vfl_dn_3: 0.3670 (0.3715) loss_vfl_dn_4: 0.3654 (0.3687) loss_vfl_dn_5: 0.3662 (0.3679) time: 0.4532 data: 0.0144 max mem: 5654 Epoch: [31] [2200/7393] eta: 0:41:34 lr: 0.000010 loss: 15.6771 (16.3204) loss_bbox: 0.1430 (0.1579) loss_bbox_aux_0: 0.1601 (0.1725) loss_bbox_aux_1: 0.1526 (0.1636) loss_bbox_aux_2: 0.1500 (0.1612) loss_bbox_aux_3: 0.1498 (0.1589) loss_bbox_aux_4: 0.1457 (0.1580) loss_bbox_aux_5: 0.1914 (0.2113) loss_bbox_dn_0: 0.2963 (0.2838) loss_bbox_dn_1: 0.2206 (0.2141) loss_bbox_dn_2: 0.1987 (0.1917) loss_bbox_dn_3: 0.1855 (0.1847) loss_bbox_dn_4: 0.1839 (0.1832) loss_bbox_dn_5: 0.1839 (0.1831) loss_giou: 0.4267 (0.4794) loss_giou_aux_0: 0.4468 (0.5046) loss_giou_aux_1: 0.4326 (0.4898) loss_giou_aux_2: 0.4377 (0.4850) loss_giou_aux_3: 0.4331 (0.4813) loss_giou_aux_4: 0.4296 (0.4800) loss_giou_aux_5: 0.5057 (0.5731) loss_giou_dn_0: 0.5397 (0.5973) loss_giou_dn_1: 0.4394 (0.4916) loss_giou_dn_2: 0.4142 (0.4620) loss_giou_dn_3: 0.4057 (0.4534) loss_giou_dn_4: 0.4042 (0.4513) loss_giou_dn_5: 0.4042 (0.4515) loss_vfl: 0.6693 (0.6936) loss_vfl_aux_0: 0.8210 (0.8066) loss_vfl_aux_1: 0.7345 (0.7530) loss_vfl_aux_2: 0.6937 (0.7184) loss_vfl_aux_3: 0.6783 (0.7037) loss_vfl_aux_4: 0.6695 (0.6962) loss_vfl_aux_5: 0.7906 (0.7842) loss_vfl_dn_0: 0.4532 (0.4592) loss_vfl_dn_1: 0.3825 (0.3951) loss_vfl_dn_2: 0.3613 (0.3789) loss_vfl_dn_3: 0.3536 (0.3712) loss_vfl_dn_4: 0.3516 (0.3684) loss_vfl_dn_5: 0.3527 (0.3677) time: 0.4638 data: 0.0146 max mem: 5654 Epoch: [31] [2300/7393] eta: 0:40:45 lr: 0.000010 loss: 16.4503 (16.3181) loss_bbox: 0.1513 (0.1578) loss_bbox_aux_0: 0.1596 (0.1723) loss_bbox_aux_1: 0.1497 (0.1635) loss_bbox_aux_2: 0.1488 (0.1611) loss_bbox_aux_3: 0.1524 (0.1588) loss_bbox_aux_4: 0.1572 (0.1579) loss_bbox_aux_5: 0.1949 (0.2110) loss_bbox_dn_0: 0.2655 (0.2836) loss_bbox_dn_1: 0.2105 (0.2140) loss_bbox_dn_2: 0.1809 (0.1915) loss_bbox_dn_3: 0.1706 (0.1845) loss_bbox_dn_4: 0.1690 (0.1830) loss_bbox_dn_5: 0.1689 (0.1830) loss_giou: 0.4667 (0.4799) loss_giou_aux_0: 0.5006 (0.5051) loss_giou_aux_1: 0.4830 (0.4902) loss_giou_aux_2: 0.4857 (0.4854) loss_giou_aux_3: 0.4771 (0.4817) loss_giou_aux_4: 0.4672 (0.4804) loss_giou_aux_5: 0.5792 (0.5736) loss_giou_dn_0: 0.6007 (0.5973) loss_giou_dn_1: 0.4979 (0.4916) loss_giou_dn_2: 0.4656 (0.4621) loss_giou_dn_3: 0.4531 (0.4535) loss_giou_dn_4: 0.4484 (0.4514) loss_giou_dn_5: 0.4490 (0.4516) loss_vfl: 0.6941 (0.6931) loss_vfl_aux_0: 0.7804 (0.8060) loss_vfl_aux_1: 0.7442 (0.7525) loss_vfl_aux_2: 0.7069 (0.7183) loss_vfl_aux_3: 0.6920 (0.7033) loss_vfl_aux_4: 0.6898 (0.6958) loss_vfl_aux_5: 0.7518 (0.7835) loss_vfl_dn_0: 0.4557 (0.4590) loss_vfl_dn_1: 0.3950 (0.3950) loss_vfl_dn_2: 0.3786 (0.3788) loss_vfl_dn_3: 0.3734 (0.3711) loss_vfl_dn_4: 0.3727 (0.3683) loss_vfl_dn_5: 0.3715 (0.3676) time: 0.4809 data: 0.0143 max mem: 5654 Epoch: [31] [2400/7393] eta: 0:39:56 lr: 0.000010 loss: 16.1093 (16.3160) loss_bbox: 0.1445 (0.1577) loss_bbox_aux_0: 0.1542 (0.1722) loss_bbox_aux_1: 0.1483 (0.1635) loss_bbox_aux_2: 0.1451 (0.1611) loss_bbox_aux_3: 0.1451 (0.1587) loss_bbox_aux_4: 0.1445 (0.1579) loss_bbox_aux_5: 0.1865 (0.2108) loss_bbox_dn_0: 0.2575 (0.2836) loss_bbox_dn_1: 0.1918 (0.2140) loss_bbox_dn_2: 0.1733 (0.1916) loss_bbox_dn_3: 0.1693 (0.1846) loss_bbox_dn_4: 0.1699 (0.1831) loss_bbox_dn_5: 0.1700 (0.1830) loss_giou: 0.4351 (0.4801) loss_giou_aux_0: 0.4653 (0.5054) loss_giou_aux_1: 0.4597 (0.4905) loss_giou_aux_2: 0.4385 (0.4856) loss_giou_aux_3: 0.4368 (0.4819) loss_giou_aux_4: 0.4352 (0.4806) loss_giou_aux_5: 0.5451 (0.5739) loss_giou_dn_0: 0.5834 (0.5973) loss_giou_dn_1: 0.4795 (0.4917) loss_giou_dn_2: 0.4469 (0.4622) loss_giou_dn_3: 0.4359 (0.4536) loss_giou_dn_4: 0.4309 (0.4515) loss_giou_dn_5: 0.4309 (0.4517) loss_vfl: 0.6871 (0.6928) loss_vfl_aux_0: 0.8186 (0.8053) loss_vfl_aux_1: 0.7350 (0.7517) loss_vfl_aux_2: 0.7314 (0.7177) loss_vfl_aux_3: 0.6998 (0.7028) loss_vfl_aux_4: 0.7036 (0.6955) loss_vfl_aux_5: 0.7968 (0.7831) loss_vfl_dn_0: 0.4645 (0.4589) loss_vfl_dn_1: 0.4022 (0.3949) loss_vfl_dn_2: 0.3851 (0.3787) loss_vfl_dn_3: 0.3732 (0.3711) loss_vfl_dn_4: 0.3726 (0.3683) loss_vfl_dn_5: 0.3716 (0.3676) time: 0.4763 data: 0.0144 max mem: 5654 Epoch: [31] [2500/7393] eta: 0:39:07 lr: 0.000010 loss: 16.5621 (16.3249) loss_bbox: 0.1548 (0.1580) loss_bbox_aux_0: 0.1667 (0.1725) loss_bbox_aux_1: 0.1592 (0.1637) loss_bbox_aux_2: 0.1608 (0.1613) loss_bbox_aux_3: 0.1574 (0.1590) loss_bbox_aux_4: 0.1552 (0.1581) loss_bbox_aux_5: 0.2006 (0.2110) loss_bbox_dn_0: 0.2452 (0.2836) loss_bbox_dn_1: 0.1865 (0.2141) loss_bbox_dn_2: 0.1693 (0.1917) loss_bbox_dn_3: 0.1661 (0.1847) loss_bbox_dn_4: 0.1641 (0.1832) loss_bbox_dn_5: 0.1642 (0.1832) loss_giou: 0.5186 (0.4806) loss_giou_aux_0: 0.5355 (0.5058) loss_giou_aux_1: 0.5210 (0.4910) loss_giou_aux_2: 0.5100 (0.4862) loss_giou_aux_3: 0.5130 (0.4824) loss_giou_aux_4: 0.5199 (0.4811) loss_giou_aux_5: 0.5977 (0.5743) loss_giou_dn_0: 0.6010 (0.5975) loss_giou_dn_1: 0.4944 (0.4920) loss_giou_dn_2: 0.4672 (0.4625) loss_giou_dn_3: 0.4610 (0.4539) loss_giou_dn_4: 0.4611 (0.4519) loss_giou_dn_5: 0.4611 (0.4520) loss_vfl: 0.6717 (0.6930) loss_vfl_aux_0: 0.7980 (0.8049) loss_vfl_aux_1: 0.7428 (0.7519) loss_vfl_aux_2: 0.6988 (0.7179) loss_vfl_aux_3: 0.6857 (0.7031) loss_vfl_aux_4: 0.6887 (0.6957) loss_vfl_aux_5: 0.7530 (0.7828) loss_vfl_dn_0: 0.4637 (0.4590) loss_vfl_dn_1: 0.4013 (0.3950) loss_vfl_dn_2: 0.3884 (0.3789) loss_vfl_dn_3: 0.3814 (0.3712) loss_vfl_dn_4: 0.3770 (0.3685) loss_vfl_dn_5: 0.3750 (0.3677) time: 0.4691 data: 0.0141 max mem: 5654 Epoch: [31] [2600/7393] eta: 0:38:18 lr: 0.000010 loss: 16.8701 (16.3422) loss_bbox: 0.1644 (0.1582) loss_bbox_aux_0: 0.1781 (0.1727) loss_bbox_aux_1: 0.1719 (0.1639) loss_bbox_aux_2: 0.1685 (0.1616) loss_bbox_aux_3: 0.1664 (0.1592) loss_bbox_aux_4: 0.1653 (0.1583) loss_bbox_aux_5: 0.2100 (0.2114) loss_bbox_dn_0: 0.2660 (0.2838) loss_bbox_dn_1: 0.2111 (0.2144) loss_bbox_dn_2: 0.1842 (0.1920) loss_bbox_dn_3: 0.1753 (0.1850) loss_bbox_dn_4: 0.1722 (0.1835) loss_bbox_dn_5: 0.1722 (0.1835) loss_giou: 0.5131 (0.4813) loss_giou_aux_0: 0.5426 (0.5065) loss_giou_aux_1: 0.5315 (0.4917) loss_giou_aux_2: 0.5271 (0.4869) loss_giou_aux_3: 0.5217 (0.4831) loss_giou_aux_4: 0.5132 (0.4818) loss_giou_aux_5: 0.6114 (0.5751) loss_giou_dn_0: 0.6198 (0.5981) loss_giou_dn_1: 0.5048 (0.4925) loss_giou_dn_2: 0.4790 (0.4631) loss_giou_dn_3: 0.4676 (0.4545) loss_giou_dn_4: 0.4648 (0.4524) loss_giou_dn_5: 0.4649 (0.4526) loss_vfl: 0.6866 (0.6937) loss_vfl_aux_0: 0.7985 (0.8054) loss_vfl_aux_1: 0.7388 (0.7527) loss_vfl_aux_2: 0.7173 (0.7185) loss_vfl_aux_3: 0.6885 (0.7036) loss_vfl_aux_4: 0.6967 (0.6964) loss_vfl_aux_5: 0.7654 (0.7829) loss_vfl_dn_0: 0.4676 (0.4592) loss_vfl_dn_1: 0.4086 (0.3953) loss_vfl_dn_2: 0.3887 (0.3792) loss_vfl_dn_3: 0.3831 (0.3715) loss_vfl_dn_4: 0.3802 (0.3688) loss_vfl_dn_5: 0.3783 (0.3680) time: 0.4680 data: 0.0144 max mem: 5654 Epoch: [31] [2700/7393] eta: 0:37:29 lr: 0.000010 loss: 16.6426 (16.3491) loss_bbox: 0.1588 (0.1583) loss_bbox_aux_0: 0.1748 (0.1726) loss_bbox_aux_1: 0.1704 (0.1639) loss_bbox_aux_2: 0.1592 (0.1616) loss_bbox_aux_3: 0.1613 (0.1593) loss_bbox_aux_4: 0.1611 (0.1584) loss_bbox_aux_5: 0.2127 (0.2113) loss_bbox_dn_0: 0.2805 (0.2838) loss_bbox_dn_1: 0.2015 (0.2144) loss_bbox_dn_2: 0.1840 (0.1920) loss_bbox_dn_3: 0.1826 (0.1850) loss_bbox_dn_4: 0.1861 (0.1835) loss_bbox_dn_5: 0.1862 (0.1835) loss_giou: 0.5033 (0.4818) loss_giou_aux_0: 0.5146 (0.5069) loss_giou_aux_1: 0.5149 (0.4922) loss_giou_aux_2: 0.5143 (0.4874) loss_giou_aux_3: 0.5163 (0.4837) loss_giou_aux_4: 0.5075 (0.4823) loss_giou_aux_5: 0.5949 (0.5755) loss_giou_dn_0: 0.5894 (0.5985) loss_giou_dn_1: 0.4933 (0.4930) loss_giou_dn_2: 0.4675 (0.4634) loss_giou_dn_3: 0.4601 (0.4548) loss_giou_dn_4: 0.4561 (0.4528) loss_giou_dn_5: 0.4559 (0.4530) loss_vfl: 0.6788 (0.6937) loss_vfl_aux_0: 0.8269 (0.8057) loss_vfl_aux_1: 0.7565 (0.7528) loss_vfl_aux_2: 0.7180 (0.7187) loss_vfl_aux_3: 0.7001 (0.7035) loss_vfl_aux_4: 0.6889 (0.6964) loss_vfl_aux_5: 0.8070 (0.7828) loss_vfl_dn_0: 0.4607 (0.4593) loss_vfl_dn_1: 0.3988 (0.3954) loss_vfl_dn_2: 0.3816 (0.3793) loss_vfl_dn_3: 0.3743 (0.3716) loss_vfl_dn_4: 0.3720 (0.3689) loss_vfl_dn_5: 0.3717 (0.3681) time: 0.4653 data: 0.0151 max mem: 5654 Epoch: [31] [2800/7393] eta: 0:36:52 lr: 0.000010 loss: 16.5814 (16.3460) loss_bbox: 0.1370 (0.1582) loss_bbox_aux_0: 0.1492 (0.1725) loss_bbox_aux_1: 0.1411 (0.1638) loss_bbox_aux_2: 0.1437 (0.1614) loss_bbox_aux_3: 0.1365 (0.1592) loss_bbox_aux_4: 0.1370 (0.1583) loss_bbox_aux_5: 0.1844 (0.2111) loss_bbox_dn_0: 0.2597 (0.2837) loss_bbox_dn_1: 0.1971 (0.2143) loss_bbox_dn_2: 0.1714 (0.1920) loss_bbox_dn_3: 0.1531 (0.1849) loss_bbox_dn_4: 0.1497 (0.1834) loss_bbox_dn_5: 0.1497 (0.1834) loss_giou: 0.4798 (0.4817) loss_giou_aux_0: 0.5063 (0.5068) loss_giou_aux_1: 0.5008 (0.4922) loss_giou_aux_2: 0.4894 (0.4873) loss_giou_aux_3: 0.4829 (0.4836) loss_giou_aux_4: 0.4798 (0.4823) loss_giou_aux_5: 0.5638 (0.5754) loss_giou_dn_0: 0.6051 (0.5983) loss_giou_dn_1: 0.5043 (0.4928) loss_giou_dn_2: 0.4751 (0.4633) loss_giou_dn_3: 0.4664 (0.4547) loss_giou_dn_4: 0.4622 (0.4526) loss_giou_dn_5: 0.4623 (0.4528) loss_vfl: 0.7157 (0.6935) loss_vfl_aux_0: 0.7833 (0.8058) loss_vfl_aux_1: 0.7714 (0.7530) loss_vfl_aux_2: 0.7472 (0.7187) loss_vfl_aux_3: 0.7243 (0.7034) loss_vfl_aux_4: 0.7304 (0.6961) loss_vfl_aux_5: 0.7720 (0.7826) loss_vfl_dn_0: 0.4562 (0.4593) loss_vfl_dn_1: 0.3922 (0.3954) loss_vfl_dn_2: 0.3819 (0.3793) loss_vfl_dn_3: 0.3701 (0.3716) loss_vfl_dn_4: 0.3661 (0.3689) loss_vfl_dn_5: 0.3644 (0.3682) time: 0.8189 data: 0.0153 max mem: 5654 Epoch: [31] [2900/7393] eta: 0:36:02 lr: 0.000010 loss: 16.4318 (16.3472) loss_bbox: 0.1360 (0.1582) loss_bbox_aux_0: 0.1645 (0.1723) loss_bbox_aux_1: 0.1451 (0.1637) loss_bbox_aux_2: 0.1424 (0.1613) loss_bbox_aux_3: 0.1415 (0.1591) loss_bbox_aux_4: 0.1343 (0.1583) loss_bbox_aux_5: 0.1954 (0.2109) loss_bbox_dn_0: 0.2800 (0.2835) loss_bbox_dn_1: 0.2043 (0.2142) loss_bbox_dn_2: 0.1862 (0.1918) loss_bbox_dn_3: 0.1812 (0.1848) loss_bbox_dn_4: 0.1812 (0.1833) loss_bbox_dn_5: 0.1812 (0.1833) loss_giou: 0.4937 (0.4822) loss_giou_aux_0: 0.5127 (0.5072) loss_giou_aux_1: 0.4946 (0.4926) loss_giou_aux_2: 0.4850 (0.4876) loss_giou_aux_3: 0.4988 (0.4841) loss_giou_aux_4: 0.4903 (0.4828) loss_giou_aux_5: 0.5648 (0.5757) loss_giou_dn_0: 0.6052 (0.5985) loss_giou_dn_1: 0.5032 (0.4930) loss_giou_dn_2: 0.4641 (0.4635) loss_giou_dn_3: 0.4606 (0.4549) loss_giou_dn_4: 0.4572 (0.4529) loss_giou_dn_5: 0.4571 (0.4530) loss_vfl: 0.7025 (0.6930) loss_vfl_aux_0: 0.8074 (0.8058) loss_vfl_aux_1: 0.7798 (0.7531) loss_vfl_aux_2: 0.7420 (0.7186) loss_vfl_aux_3: 0.7214 (0.7030) loss_vfl_aux_4: 0.7067 (0.6957) loss_vfl_aux_5: 0.7794 (0.7827) loss_vfl_dn_0: 0.4561 (0.4593) loss_vfl_dn_1: 0.3957 (0.3954) loss_vfl_dn_2: 0.3750 (0.3793) loss_vfl_dn_3: 0.3660 (0.3717) loss_vfl_dn_4: 0.3632 (0.3689) loss_vfl_dn_5: 0.3622 (0.3682) time: 0.4696 data: 0.0152 max mem: 5654 Epoch: [31] [3000/7393] eta: 0:35:13 lr: 0.000010 loss: 16.1641 (16.3549) loss_bbox: 0.1516 (0.1583) loss_bbox_aux_0: 0.1586 (0.1725) loss_bbox_aux_1: 0.1534 (0.1638) loss_bbox_aux_2: 0.1487 (0.1614) loss_bbox_aux_3: 0.1514 (0.1592) loss_bbox_aux_4: 0.1526 (0.1584) loss_bbox_aux_5: 0.1993 (0.2111) loss_bbox_dn_0: 0.2754 (0.2839) loss_bbox_dn_1: 0.1958 (0.2144) loss_bbox_dn_2: 0.1760 (0.1921) loss_bbox_dn_3: 0.1690 (0.1850) loss_bbox_dn_4: 0.1692 (0.1835) loss_bbox_dn_5: 0.1701 (0.1835) loss_giou: 0.4809 (0.4824) loss_giou_aux_0: 0.4980 (0.5075) loss_giou_aux_1: 0.4874 (0.4928) loss_giou_aux_2: 0.4744 (0.4879) loss_giou_aux_3: 0.4753 (0.4843) loss_giou_aux_4: 0.4833 (0.4830) loss_giou_aux_5: 0.5775 (0.5760) loss_giou_dn_0: 0.6075 (0.5988) loss_giou_dn_1: 0.4990 (0.4932) loss_giou_dn_2: 0.4707 (0.4637) loss_giou_dn_3: 0.4621 (0.4551) loss_giou_dn_4: 0.4578 (0.4530) loss_giou_dn_5: 0.4580 (0.4532) loss_vfl: 0.7069 (0.6934) loss_vfl_aux_0: 0.8085 (0.8059) loss_vfl_aux_1: 0.7476 (0.7534) loss_vfl_aux_2: 0.7252 (0.7190) loss_vfl_aux_3: 0.7026 (0.7034) loss_vfl_aux_4: 0.7050 (0.6961) loss_vfl_aux_5: 0.7584 (0.7826) loss_vfl_dn_0: 0.4559 (0.4593) loss_vfl_dn_1: 0.3909 (0.3954) loss_vfl_dn_2: 0.3744 (0.3793) loss_vfl_dn_3: 0.3674 (0.3717) loss_vfl_dn_4: 0.3652 (0.3689) loss_vfl_dn_5: 0.3643 (0.3682) time: 0.4765 data: 0.0150 max mem: 5654 Epoch: [31] [3100/7393] eta: 0:34:23 lr: 0.000010 loss: 15.9000 (16.3549) loss_bbox: 0.1397 (0.1583) loss_bbox_aux_0: 0.1488 (0.1725) loss_bbox_aux_1: 0.1472 (0.1639) loss_bbox_aux_2: 0.1388 (0.1615) loss_bbox_aux_3: 0.1380 (0.1593) loss_bbox_aux_4: 0.1492 (0.1585) loss_bbox_aux_5: 0.2103 (0.2113) loss_bbox_dn_0: 0.2843 (0.2841) loss_bbox_dn_1: 0.2176 (0.2145) loss_bbox_dn_2: 0.1885 (0.1922) loss_bbox_dn_3: 0.1831 (0.1851) loss_bbox_dn_4: 0.1807 (0.1836) loss_bbox_dn_5: 0.1808 (0.1836) loss_giou: 0.4019 (0.4823) loss_giou_aux_0: 0.4508 (0.5074) loss_giou_aux_1: 0.4259 (0.4927) loss_giou_aux_2: 0.4103 (0.4878) loss_giou_aux_3: 0.4032 (0.4841) loss_giou_aux_4: 0.4005 (0.4829) loss_giou_aux_5: 0.5208 (0.5760) loss_giou_dn_0: 0.5690 (0.5987) loss_giou_dn_1: 0.4623 (0.4930) loss_giou_dn_2: 0.4367 (0.4636) loss_giou_dn_3: 0.4279 (0.4549) loss_giou_dn_4: 0.4226 (0.4529) loss_giou_dn_5: 0.4233 (0.4531) loss_vfl: 0.6866 (0.6935) loss_vfl_aux_0: 0.8081 (0.8061) loss_vfl_aux_1: 0.7579 (0.7535) loss_vfl_aux_2: 0.7114 (0.7190) loss_vfl_aux_3: 0.6995 (0.7035) loss_vfl_aux_4: 0.6855 (0.6961) loss_vfl_aux_5: 0.7861 (0.7826) loss_vfl_dn_0: 0.4517 (0.4593) loss_vfl_dn_1: 0.3949 (0.3954) loss_vfl_dn_2: 0.3825 (0.3793) loss_vfl_dn_3: 0.3743 (0.3717) loss_vfl_dn_4: 0.3720 (0.3689) loss_vfl_dn_5: 0.3698 (0.3682) time: 0.4737 data: 0.0142 max mem: 5654 Epoch: [31] [3200/7393] eta: 0:33:35 lr: 0.000010 loss: 17.0555 (16.3548) loss_bbox: 0.1639 (0.1583) loss_bbox_aux_0: 0.1778 (0.1724) loss_bbox_aux_1: 0.1684 (0.1639) loss_bbox_aux_2: 0.1721 (0.1614) loss_bbox_aux_3: 0.1688 (0.1593) loss_bbox_aux_4: 0.1674 (0.1585) loss_bbox_aux_5: 0.2141 (0.2113) loss_bbox_dn_0: 0.2729 (0.2842) loss_bbox_dn_1: 0.2106 (0.2146) loss_bbox_dn_2: 0.1899 (0.1922) loss_bbox_dn_3: 0.1856 (0.1851) loss_bbox_dn_4: 0.1852 (0.1836) loss_bbox_dn_5: 0.1853 (0.1836) loss_giou: 0.4928 (0.4820) loss_giou_aux_0: 0.5003 (0.5070) loss_giou_aux_1: 0.4941 (0.4924) loss_giou_aux_2: 0.4973 (0.4874) loss_giou_aux_3: 0.4934 (0.4838) loss_giou_aux_4: 0.4898 (0.4826) loss_giou_aux_5: 0.5608 (0.5756) loss_giou_dn_0: 0.6234 (0.5986) loss_giou_dn_1: 0.5225 (0.4930) loss_giou_dn_2: 0.5016 (0.4635) loss_giou_dn_3: 0.4943 (0.4549) loss_giou_dn_4: 0.4944 (0.4528) loss_giou_dn_5: 0.4945 (0.4530) loss_vfl: 0.6928 (0.6939) loss_vfl_aux_0: 0.8105 (0.8066) loss_vfl_aux_1: 0.7469 (0.7537) loss_vfl_aux_2: 0.7148 (0.7194) loss_vfl_aux_3: 0.7074 (0.7039) loss_vfl_aux_4: 0.6988 (0.6965) loss_vfl_aux_5: 0.7643 (0.7830) loss_vfl_dn_0: 0.4627 (0.4593) loss_vfl_dn_1: 0.4004 (0.3955) loss_vfl_dn_2: 0.3844 (0.3793) loss_vfl_dn_3: 0.3780 (0.3717) loss_vfl_dn_4: 0.3728 (0.3689) loss_vfl_dn_5: 0.3717 (0.3682) time: 0.4708 data: 0.0138 max mem: 5654 Epoch: [31] [3300/7393] eta: 0:32:46 lr: 0.000010 loss: 16.5620 (16.3486) loss_bbox: 0.1498 (0.1583) loss_bbox_aux_0: 0.1579 (0.1722) loss_bbox_aux_1: 0.1507 (0.1638) loss_bbox_aux_2: 0.1500 (0.1613) loss_bbox_aux_3: 0.1457 (0.1591) loss_bbox_aux_4: 0.1470 (0.1584) loss_bbox_aux_5: 0.1975 (0.2111) loss_bbox_dn_0: 0.2492 (0.2841) loss_bbox_dn_1: 0.1795 (0.2145) loss_bbox_dn_2: 0.1548 (0.1921) loss_bbox_dn_3: 0.1514 (0.1851) loss_bbox_dn_4: 0.1509 (0.1836) loss_bbox_dn_5: 0.1510 (0.1835) loss_giou: 0.4552 (0.4816) loss_giou_aux_0: 0.4752 (0.5066) loss_giou_aux_1: 0.4483 (0.4920) loss_giou_aux_2: 0.4489 (0.4870) loss_giou_aux_3: 0.4598 (0.4834) loss_giou_aux_4: 0.4607 (0.4822) loss_giou_aux_5: 0.5369 (0.5752) loss_giou_dn_0: 0.5927 (0.5983) loss_giou_dn_1: 0.4815 (0.4926) loss_giou_dn_2: 0.4540 (0.4632) loss_giou_dn_3: 0.4414 (0.4545) loss_giou_dn_4: 0.4394 (0.4525) loss_giou_dn_5: 0.4393 (0.4526) loss_vfl: 0.6816 (0.6939) loss_vfl_aux_0: 0.7903 (0.8067) loss_vfl_aux_1: 0.7328 (0.7536) loss_vfl_aux_2: 0.7193 (0.7195) loss_vfl_aux_3: 0.7006 (0.7039) loss_vfl_aux_4: 0.6730 (0.6964) loss_vfl_aux_5: 0.8057 (0.7832) loss_vfl_dn_0: 0.4565 (0.4593) loss_vfl_dn_1: 0.3978 (0.3954) loss_vfl_dn_2: 0.3796 (0.3793) loss_vfl_dn_3: 0.3717 (0.3716) loss_vfl_dn_4: 0.3695 (0.3689) loss_vfl_dn_5: 0.3679 (0.3681) time: 0.4811 data: 0.0143 max mem: 5654 Epoch: [31] [3400/7393] eta: 0:31:57 lr: 0.000010 loss: 16.2424 (16.3441) loss_bbox: 0.1625 (0.1583) loss_bbox_aux_0: 0.1720 (0.1723) loss_bbox_aux_1: 0.1647 (0.1639) loss_bbox_aux_2: 0.1685 (0.1613) loss_bbox_aux_3: 0.1673 (0.1592) loss_bbox_aux_4: 0.1614 (0.1585) loss_bbox_aux_5: 0.2052 (0.2112) loss_bbox_dn_0: 0.2770 (0.2842) loss_bbox_dn_1: 0.2048 (0.2145) loss_bbox_dn_2: 0.1908 (0.1921) loss_bbox_dn_3: 0.1804 (0.1851) loss_bbox_dn_4: 0.1770 (0.1836) loss_bbox_dn_5: 0.1770 (0.1836) loss_giou: 0.4627 (0.4813) loss_giou_aux_0: 0.4730 (0.5064) loss_giou_aux_1: 0.4586 (0.4917) loss_giou_aux_2: 0.4692 (0.4867) loss_giou_aux_3: 0.4722 (0.4831) loss_giou_aux_4: 0.4616 (0.4819) loss_giou_aux_5: 0.5314 (0.5749) loss_giou_dn_0: 0.5584 (0.5980) loss_giou_dn_1: 0.4610 (0.4923) loss_giou_dn_2: 0.4303 (0.4628) loss_giou_dn_3: 0.4211 (0.4542) loss_giou_dn_4: 0.4184 (0.4522) loss_giou_dn_5: 0.4184 (0.4523) loss_vfl: 0.6641 (0.6938) loss_vfl_aux_0: 0.7837 (0.8065) loss_vfl_aux_1: 0.7243 (0.7534) loss_vfl_aux_2: 0.6852 (0.7193) loss_vfl_aux_3: 0.6566 (0.7038) loss_vfl_aux_4: 0.6643 (0.6963) loss_vfl_aux_5: 0.7724 (0.7832) loss_vfl_dn_0: 0.4556 (0.4593) loss_vfl_dn_1: 0.3950 (0.3953) loss_vfl_dn_2: 0.3783 (0.3792) loss_vfl_dn_3: 0.3693 (0.3715) loss_vfl_dn_4: 0.3660 (0.3688) loss_vfl_dn_5: 0.3665 (0.3680) time: 0.4773 data: 0.0143 max mem: 5654 Epoch: [31] [3500/7393] eta: 0:31:09 lr: 0.000010 loss: 15.9500 (16.3437) loss_bbox: 0.1528 (0.1583) loss_bbox_aux_0: 0.1695 (0.1723) loss_bbox_aux_1: 0.1540 (0.1639) loss_bbox_aux_2: 0.1563 (0.1613) loss_bbox_aux_3: 0.1508 (0.1592) loss_bbox_aux_4: 0.1508 (0.1584) loss_bbox_aux_5: 0.2105 (0.2113) loss_bbox_dn_0: 0.3028 (0.2842) loss_bbox_dn_1: 0.2243 (0.2145) loss_bbox_dn_2: 0.1954 (0.1922) loss_bbox_dn_3: 0.1837 (0.1851) loss_bbox_dn_4: 0.1811 (0.1836) loss_bbox_dn_5: 0.1815 (0.1836) loss_giou: 0.4515 (0.4812) loss_giou_aux_0: 0.4578 (0.5062) loss_giou_aux_1: 0.4615 (0.4916) loss_giou_aux_2: 0.4430 (0.4865) loss_giou_aux_3: 0.4479 (0.4830) loss_giou_aux_4: 0.4514 (0.4818) loss_giou_aux_5: 0.5472 (0.5748) loss_giou_dn_0: 0.5770 (0.5979) loss_giou_dn_1: 0.4778 (0.4923) loss_giou_dn_2: 0.4465 (0.4628) loss_giou_dn_3: 0.4390 (0.4542) loss_giou_dn_4: 0.4351 (0.4522) loss_giou_dn_5: 0.4350 (0.4523) loss_vfl: 0.6939 (0.6941) loss_vfl_aux_0: 0.7771 (0.8065) loss_vfl_aux_1: 0.7202 (0.7535) loss_vfl_aux_2: 0.7163 (0.7196) loss_vfl_aux_3: 0.6853 (0.7041) loss_vfl_aux_4: 0.6898 (0.6966) loss_vfl_aux_5: 0.7537 (0.7830) loss_vfl_dn_0: 0.4553 (0.4592) loss_vfl_dn_1: 0.3878 (0.3953) loss_vfl_dn_2: 0.3713 (0.3791) loss_vfl_dn_3: 0.3669 (0.3715) loss_vfl_dn_4: 0.3635 (0.3687) loss_vfl_dn_5: 0.3641 (0.3680) time: 0.4730 data: 0.0139 max mem: 5654 Epoch: [31] [3600/7393] eta: 0:30:20 lr: 0.000010 loss: 16.3102 (16.3485) loss_bbox: 0.1423 (0.1584) loss_bbox_aux_0: 0.1583 (0.1724) loss_bbox_aux_1: 0.1511 (0.1639) loss_bbox_aux_2: 0.1519 (0.1614) loss_bbox_aux_3: 0.1482 (0.1593) loss_bbox_aux_4: 0.1423 (0.1586) loss_bbox_aux_5: 0.1962 (0.2113) loss_bbox_dn_0: 0.2743 (0.2842) loss_bbox_dn_1: 0.1939 (0.2145) loss_bbox_dn_2: 0.1746 (0.1921) loss_bbox_dn_3: 0.1641 (0.1851) loss_bbox_dn_4: 0.1617 (0.1836) loss_bbox_dn_5: 0.1617 (0.1836) loss_giou: 0.4947 (0.4815) loss_giou_aux_0: 0.5153 (0.5066) loss_giou_aux_1: 0.4840 (0.4920) loss_giou_aux_2: 0.4832 (0.4869) loss_giou_aux_3: 0.4881 (0.4834) loss_giou_aux_4: 0.4909 (0.4821) loss_giou_aux_5: 0.5858 (0.5751) loss_giou_dn_0: 0.5959 (0.5981) loss_giou_dn_1: 0.4897 (0.4924) loss_giou_dn_2: 0.4665 (0.4630) loss_giou_dn_3: 0.4623 (0.4544) loss_giou_dn_4: 0.4603 (0.4524) loss_giou_dn_5: 0.4605 (0.4525) loss_vfl: 0.6781 (0.6943) loss_vfl_aux_0: 0.7711 (0.8064) loss_vfl_aux_1: 0.7231 (0.7537) loss_vfl_aux_2: 0.7058 (0.7197) loss_vfl_aux_3: 0.6823 (0.7042) loss_vfl_aux_4: 0.6850 (0.6969) loss_vfl_aux_5: 0.7510 (0.7828) loss_vfl_dn_0: 0.4589 (0.4592) loss_vfl_dn_1: 0.3959 (0.3953) loss_vfl_dn_2: 0.3785 (0.3791) loss_vfl_dn_3: 0.3689 (0.3715) loss_vfl_dn_4: 0.3656 (0.3687) loss_vfl_dn_5: 0.3636 (0.3680) time: 0.4857 data: 0.0144 max mem: 5654 Epoch: [31] [3700/7393] eta: 0:29:33 lr: 0.000010 loss: 16.2217 (16.3532) loss_bbox: 0.1500 (0.1585) loss_bbox_aux_0: 0.1570 (0.1725) loss_bbox_aux_1: 0.1507 (0.1640) loss_bbox_aux_2: 0.1483 (0.1614) loss_bbox_aux_3: 0.1487 (0.1593) loss_bbox_aux_4: 0.1472 (0.1586) loss_bbox_aux_5: 0.2039 (0.2114) loss_bbox_dn_0: 0.2986 (0.2841) loss_bbox_dn_1: 0.2134 (0.2145) loss_bbox_dn_2: 0.1909 (0.1921) loss_bbox_dn_3: 0.1821 (0.1851) loss_bbox_dn_4: 0.1815 (0.1836) loss_bbox_dn_5: 0.1816 (0.1836) loss_giou: 0.4702 (0.4819) loss_giou_aux_0: 0.4891 (0.5070) loss_giou_aux_1: 0.4787 (0.4924) loss_giou_aux_2: 0.4710 (0.4872) loss_giou_aux_3: 0.4599 (0.4837) loss_giou_aux_4: 0.4672 (0.4825) loss_giou_aux_5: 0.5571 (0.5756) loss_giou_dn_0: 0.5896 (0.5983) loss_giou_dn_1: 0.4855 (0.4927) loss_giou_dn_2: 0.4521 (0.4632) loss_giou_dn_3: 0.4428 (0.4546) loss_giou_dn_4: 0.4400 (0.4526) loss_giou_dn_5: 0.4400 (0.4528) loss_vfl: 0.6649 (0.6944) loss_vfl_aux_0: 0.7737 (0.8062) loss_vfl_aux_1: 0.7235 (0.7536) loss_vfl_aux_2: 0.6900 (0.7199) loss_vfl_aux_3: 0.6893 (0.7043) loss_vfl_aux_4: 0.6767 (0.6969) loss_vfl_aux_5: 0.7640 (0.7826) loss_vfl_dn_0: 0.4563 (0.4592) loss_vfl_dn_1: 0.3894 (0.3953) loss_vfl_dn_2: 0.3758 (0.3792) loss_vfl_dn_3: 0.3664 (0.3716) loss_vfl_dn_4: 0.3655 (0.3688) loss_vfl_dn_5: 0.3660 (0.3681) time: 0.4806 data: 0.0142 max mem: 5654 Epoch: [31] [3800/7393] eta: 0:28:49 lr: 0.000010 loss: 16.0309 (16.3547) loss_bbox: 0.1505 (0.1586) loss_bbox_aux_0: 0.1585 (0.1726) loss_bbox_aux_1: 0.1525 (0.1641) loss_bbox_aux_2: 0.1511 (0.1615) loss_bbox_aux_3: 0.1479 (0.1594) loss_bbox_aux_4: 0.1498 (0.1587) loss_bbox_aux_5: 0.1922 (0.2115) loss_bbox_dn_0: 0.2559 (0.2841) loss_bbox_dn_1: 0.1910 (0.2145) loss_bbox_dn_2: 0.1758 (0.1921) loss_bbox_dn_3: 0.1714 (0.1851) loss_bbox_dn_4: 0.1695 (0.1836) loss_bbox_dn_5: 0.1695 (0.1836) loss_giou: 0.4260 (0.4821) loss_giou_aux_0: 0.4629 (0.5072) loss_giou_aux_1: 0.4458 (0.4926) loss_giou_aux_2: 0.4319 (0.4874) loss_giou_aux_3: 0.4330 (0.4839) loss_giou_aux_4: 0.4297 (0.4827) loss_giou_aux_5: 0.5190 (0.5756) loss_giou_dn_0: 0.5809 (0.5985) loss_giou_dn_1: 0.4767 (0.4929) loss_giou_dn_2: 0.4419 (0.4634) loss_giou_dn_3: 0.4315 (0.4549) loss_giou_dn_4: 0.4255 (0.4528) loss_giou_dn_5: 0.4257 (0.4530) loss_vfl: 0.6664 (0.6940) loss_vfl_aux_0: 0.7501 (0.8060) loss_vfl_aux_1: 0.7246 (0.7534) loss_vfl_aux_2: 0.6905 (0.7197) loss_vfl_aux_3: 0.6868 (0.7042) loss_vfl_aux_4: 0.6767 (0.6966) loss_vfl_aux_5: 0.7503 (0.7826) loss_vfl_dn_0: 0.4591 (0.4592) loss_vfl_dn_1: 0.3963 (0.3953) loss_vfl_dn_2: 0.3829 (0.3792) loss_vfl_dn_3: 0.3751 (0.3716) loss_vfl_dn_4: 0.3714 (0.3688) loss_vfl_dn_5: 0.3690 (0.3681) time: 0.7501 data: 0.0139 max mem: 5654 Epoch: [31] [3900/7393] eta: 0:28:06 lr: 0.000010 loss: 16.7216 (16.3564) loss_bbox: 0.1598 (0.1587) loss_bbox_aux_0: 0.1694 (0.1726) loss_bbox_aux_1: 0.1672 (0.1642) loss_bbox_aux_2: 0.1663 (0.1616) loss_bbox_aux_3: 0.1612 (0.1594) loss_bbox_aux_4: 0.1628 (0.1588) loss_bbox_aux_5: 0.2086 (0.2116) loss_bbox_dn_0: 0.2767 (0.2842) loss_bbox_dn_1: 0.1988 (0.2147) loss_bbox_dn_2: 0.1856 (0.1923) loss_bbox_dn_3: 0.1804 (0.1853) loss_bbox_dn_4: 0.1790 (0.1837) loss_bbox_dn_5: 0.1790 (0.1837) loss_giou: 0.4752 (0.4821) loss_giou_aux_0: 0.5054 (0.5072) loss_giou_aux_1: 0.4935 (0.4927) loss_giou_aux_2: 0.4942 (0.4875) loss_giou_aux_3: 0.4724 (0.4839) loss_giou_aux_4: 0.4756 (0.4827) loss_giou_aux_5: 0.5452 (0.5757) loss_giou_dn_0: 0.5826 (0.5984) loss_giou_dn_1: 0.4874 (0.4928) loss_giou_dn_2: 0.4600 (0.4634) loss_giou_dn_3: 0.4548 (0.4548) loss_giou_dn_4: 0.4523 (0.4527) loss_giou_dn_5: 0.4521 (0.4529) loss_vfl: 0.6758 (0.6941) loss_vfl_aux_0: 0.7954 (0.8059) loss_vfl_aux_1: 0.7286 (0.7534) loss_vfl_aux_2: 0.7224 (0.7198) loss_vfl_aux_3: 0.6874 (0.7043) loss_vfl_aux_4: 0.6815 (0.6967) loss_vfl_aux_5: 0.7557 (0.7826) loss_vfl_dn_0: 0.4595 (0.4592) loss_vfl_dn_1: 0.3981 (0.3953) loss_vfl_dn_2: 0.3845 (0.3792) loss_vfl_dn_3: 0.3751 (0.3716) loss_vfl_dn_4: 0.3740 (0.3688) loss_vfl_dn_5: 0.3729 (0.3681) time: 0.4674 data: 0.0144 max mem: 5654 Epoch: [31] [4000/7393] eta: 0:27:17 lr: 0.000010 loss: 17.0025 (16.3568) loss_bbox: 0.1608 (0.1586) loss_bbox_aux_0: 0.1697 (0.1726) loss_bbox_aux_1: 0.1652 (0.1642) loss_bbox_aux_2: 0.1678 (0.1615) loss_bbox_aux_3: 0.1616 (0.1594) loss_bbox_aux_4: 0.1609 (0.1587) loss_bbox_aux_5: 0.2080 (0.2116) loss_bbox_dn_0: 0.3058 (0.2841) loss_bbox_dn_1: 0.2261 (0.2146) loss_bbox_dn_2: 0.2008 (0.1922) loss_bbox_dn_3: 0.1940 (0.1852) loss_bbox_dn_4: 0.1929 (0.1837) loss_bbox_dn_5: 0.1929 (0.1837) loss_giou: 0.4909 (0.4823) loss_giou_aux_0: 0.5044 (0.5075) loss_giou_aux_1: 0.4977 (0.4929) loss_giou_aux_2: 0.4902 (0.4877) loss_giou_aux_3: 0.4883 (0.4841) loss_giou_aux_4: 0.4851 (0.4829) loss_giou_aux_5: 0.5974 (0.5759) loss_giou_dn_0: 0.6065 (0.5984) loss_giou_dn_1: 0.5135 (0.4929) loss_giou_dn_2: 0.4715 (0.4635) loss_giou_dn_3: 0.4626 (0.4549) loss_giou_dn_4: 0.4577 (0.4529) loss_giou_dn_5: 0.4579 (0.4530) loss_vfl: 0.7173 (0.6941) loss_vfl_aux_0: 0.8602 (0.8056) loss_vfl_aux_1: 0.7857 (0.7531) loss_vfl_aux_2: 0.7561 (0.7197) loss_vfl_aux_3: 0.7311 (0.7042) loss_vfl_aux_4: 0.7316 (0.6966) loss_vfl_aux_5: 0.8143 (0.7824) loss_vfl_dn_0: 0.4581 (0.4591) loss_vfl_dn_1: 0.3958 (0.3953) loss_vfl_dn_2: 0.3804 (0.3791) loss_vfl_dn_3: 0.3731 (0.3715) loss_vfl_dn_4: 0.3683 (0.3688) loss_vfl_dn_5: 0.3689 (0.3681) time: 0.4763 data: 0.0140 max mem: 5654 Epoch: [31] [4100/7393] eta: 0:26:29 lr: 0.000010 loss: 16.5488 (16.3605) loss_bbox: 0.1511 (0.1586) loss_bbox_aux_0: 0.1638 (0.1727) loss_bbox_aux_1: 0.1550 (0.1643) loss_bbox_aux_2: 0.1570 (0.1615) loss_bbox_aux_3: 0.1563 (0.1594) loss_bbox_aux_4: 0.1514 (0.1587) loss_bbox_aux_5: 0.1984 (0.2116) loss_bbox_dn_0: 0.2553 (0.2842) loss_bbox_dn_1: 0.1896 (0.2147) loss_bbox_dn_2: 0.1736 (0.1923) loss_bbox_dn_3: 0.1672 (0.1853) loss_bbox_dn_4: 0.1656 (0.1838) loss_bbox_dn_5: 0.1656 (0.1838) loss_giou: 0.5571 (0.4827) loss_giou_aux_0: 0.5696 (0.5079) loss_giou_aux_1: 0.5534 (0.4933) loss_giou_aux_2: 0.5540 (0.4879) loss_giou_aux_3: 0.5550 (0.4844) loss_giou_aux_4: 0.5549 (0.4832) loss_giou_aux_5: 0.6283 (0.5763) loss_giou_dn_0: 0.6221 (0.5986) loss_giou_dn_1: 0.5268 (0.4931) loss_giou_dn_2: 0.5015 (0.4637) loss_giou_dn_3: 0.4947 (0.4551) loss_giou_dn_4: 0.4947 (0.4530) loss_giou_dn_5: 0.4947 (0.4532) loss_vfl: 0.6747 (0.6940) loss_vfl_aux_0: 0.7798 (0.8055) loss_vfl_aux_1: 0.7114 (0.7529) loss_vfl_aux_2: 0.6927 (0.7197) loss_vfl_aux_3: 0.6751 (0.7042) loss_vfl_aux_4: 0.6658 (0.6966) loss_vfl_aux_5: 0.7619 (0.7824) loss_vfl_dn_0: 0.4617 (0.4591) loss_vfl_dn_1: 0.3926 (0.3952) loss_vfl_dn_2: 0.3769 (0.3791) loss_vfl_dn_3: 0.3698 (0.3715) loss_vfl_dn_4: 0.3676 (0.3688) loss_vfl_dn_5: 0.3661 (0.3680) time: 0.4857 data: 0.0147 max mem: 5654 Epoch: [31] [4200/7393] eta: 0:25:39 lr: 0.000010 loss: 16.5732 (16.3609) loss_bbox: 0.1567 (0.1586) loss_bbox_aux_0: 0.1626 (0.1726) loss_bbox_aux_1: 0.1660 (0.1642) loss_bbox_aux_2: 0.1589 (0.1614) loss_bbox_aux_3: 0.1528 (0.1594) loss_bbox_aux_4: 0.1530 (0.1587) loss_bbox_aux_5: 0.1952 (0.2115) loss_bbox_dn_0: 0.2532 (0.2840) loss_bbox_dn_1: 0.1932 (0.2146) loss_bbox_dn_2: 0.1702 (0.1922) loss_bbox_dn_3: 0.1635 (0.1852) loss_bbox_dn_4: 0.1630 (0.1837) loss_bbox_dn_5: 0.1630 (0.1837) loss_giou: 0.5143 (0.4830) loss_giou_aux_0: 0.5117 (0.5081) loss_giou_aux_1: 0.5134 (0.4936) loss_giou_aux_2: 0.5165 (0.4882) loss_giou_aux_3: 0.5166 (0.4847) loss_giou_aux_4: 0.5190 (0.4835) loss_giou_aux_5: 0.5917 (0.5766) loss_giou_dn_0: 0.6176 (0.5987) loss_giou_dn_1: 0.5173 (0.4932) loss_giou_dn_2: 0.4861 (0.4638) loss_giou_dn_3: 0.4804 (0.4553) loss_giou_dn_4: 0.4778 (0.4532) loss_giou_dn_5: 0.4781 (0.4534) loss_vfl: 0.6786 (0.6938) loss_vfl_aux_0: 0.7903 (0.8054) loss_vfl_aux_1: 0.7260 (0.7527) loss_vfl_aux_2: 0.6875 (0.7195) loss_vfl_aux_3: 0.6984 (0.7040) loss_vfl_aux_4: 0.6837 (0.6964) loss_vfl_aux_5: 0.7661 (0.7823) loss_vfl_dn_0: 0.4566 (0.4591) loss_vfl_dn_1: 0.3947 (0.3952) loss_vfl_dn_2: 0.3790 (0.3791) loss_vfl_dn_3: 0.3712 (0.3715) loss_vfl_dn_4: 0.3668 (0.3688) loss_vfl_dn_5: 0.3662 (0.3680) time: 0.4678 data: 0.0145 max mem: 5654 Epoch: [31] [4300/7393] eta: 0:24:51 lr: 0.000010 loss: 16.4649 (16.3551) loss_bbox: 0.1568 (0.1586) loss_bbox_aux_0: 0.1666 (0.1725) loss_bbox_aux_1: 0.1671 (0.1641) loss_bbox_aux_2: 0.1618 (0.1613) loss_bbox_aux_3: 0.1550 (0.1593) loss_bbox_aux_4: 0.1556 (0.1587) loss_bbox_aux_5: 0.2091 (0.2114) loss_bbox_dn_0: 0.2712 (0.2839) loss_bbox_dn_1: 0.2007 (0.2145) loss_bbox_dn_2: 0.1754 (0.1921) loss_bbox_dn_3: 0.1703 (0.1851) loss_bbox_dn_4: 0.1713 (0.1836) loss_bbox_dn_5: 0.1714 (0.1836) loss_giou: 0.4903 (0.4829) loss_giou_aux_0: 0.5139 (0.5080) loss_giou_aux_1: 0.4983 (0.4935) loss_giou_aux_2: 0.4859 (0.4881) loss_giou_aux_3: 0.4887 (0.4846) loss_giou_aux_4: 0.4864 (0.4834) loss_giou_aux_5: 0.5875 (0.5764) loss_giou_dn_0: 0.6161 (0.5985) loss_giou_dn_1: 0.5003 (0.4930) loss_giou_dn_2: 0.4709 (0.4636) loss_giou_dn_3: 0.4567 (0.4551) loss_giou_dn_4: 0.4560 (0.4530) loss_giou_dn_5: 0.4560 (0.4532) loss_vfl: 0.6889 (0.6934) loss_vfl_aux_0: 0.7728 (0.8051) loss_vfl_aux_1: 0.7218 (0.7522) loss_vfl_aux_2: 0.6919 (0.7192) loss_vfl_aux_3: 0.7005 (0.7037) loss_vfl_aux_4: 0.6886 (0.6960) loss_vfl_aux_5: 0.7559 (0.7822) loss_vfl_dn_0: 0.4458 (0.4591) loss_vfl_dn_1: 0.3911 (0.3952) loss_vfl_dn_2: 0.3745 (0.3790) loss_vfl_dn_3: 0.3655 (0.3714) loss_vfl_dn_4: 0.3637 (0.3687) loss_vfl_dn_5: 0.3611 (0.3679) time: 0.4780 data: 0.0141 max mem: 5654 Epoch: [31] [4400/7393] eta: 0:24:03 lr: 0.000010 loss: 16.7313 (16.3572) loss_bbox: 0.1635 (0.1586) loss_bbox_aux_0: 0.1798 (0.1725) loss_bbox_aux_1: 0.1727 (0.1641) loss_bbox_aux_2: 0.1651 (0.1613) loss_bbox_aux_3: 0.1651 (0.1593) loss_bbox_aux_4: 0.1653 (0.1587) loss_bbox_aux_5: 0.2208 (0.2114) loss_bbox_dn_0: 0.2748 (0.2837) loss_bbox_dn_1: 0.2175 (0.2144) loss_bbox_dn_2: 0.1941 (0.1920) loss_bbox_dn_3: 0.1873 (0.1850) loss_bbox_dn_4: 0.1862 (0.1835) loss_bbox_dn_5: 0.1862 (0.1835) loss_giou: 0.5027 (0.4831) loss_giou_aux_0: 0.5251 (0.5083) loss_giou_aux_1: 0.5087 (0.4937) loss_giou_aux_2: 0.5043 (0.4883) loss_giou_aux_3: 0.5021 (0.4848) loss_giou_aux_4: 0.4945 (0.4837) loss_giou_aux_5: 0.5905 (0.5767) loss_giou_dn_0: 0.6165 (0.5987) loss_giou_dn_1: 0.5124 (0.4932) loss_giou_dn_2: 0.4887 (0.4638) loss_giou_dn_3: 0.4774 (0.4553) loss_giou_dn_4: 0.4699 (0.4532) loss_giou_dn_5: 0.4699 (0.4534) loss_vfl: 0.6872 (0.6934) loss_vfl_aux_0: 0.8009 (0.8049) loss_vfl_aux_1: 0.7366 (0.7522) loss_vfl_aux_2: 0.7435 (0.7192) loss_vfl_aux_3: 0.7061 (0.7037) loss_vfl_aux_4: 0.7003 (0.6960) loss_vfl_aux_5: 0.7854 (0.7821) loss_vfl_dn_0: 0.4656 (0.4591) loss_vfl_dn_1: 0.4003 (0.3952) loss_vfl_dn_2: 0.3825 (0.3790) loss_vfl_dn_3: 0.3706 (0.3714) loss_vfl_dn_4: 0.3688 (0.3687) loss_vfl_dn_5: 0.3685 (0.3680) time: 0.4813 data: 0.0139 max mem: 5654 Epoch: [31] [4500/7393] eta: 0:23:14 lr: 0.000010 loss: 17.1309 (16.3618) loss_bbox: 0.1587 (0.1586) loss_bbox_aux_0: 0.1591 (0.1725) loss_bbox_aux_1: 0.1527 (0.1641) loss_bbox_aux_2: 0.1583 (0.1613) loss_bbox_aux_3: 0.1557 (0.1593) loss_bbox_aux_4: 0.1567 (0.1587) loss_bbox_aux_5: 0.1989 (0.2114) loss_bbox_dn_0: 0.2678 (0.2837) loss_bbox_dn_1: 0.1988 (0.2144) loss_bbox_dn_2: 0.1770 (0.1920) loss_bbox_dn_3: 0.1716 (0.1850) loss_bbox_dn_4: 0.1696 (0.1835) loss_bbox_dn_5: 0.1698 (0.1835) loss_giou: 0.5296 (0.4835) loss_giou_aux_0: 0.5550 (0.5086) loss_giou_aux_1: 0.5405 (0.4941) loss_giou_aux_2: 0.5229 (0.4886) loss_giou_aux_3: 0.5297 (0.4851) loss_giou_aux_4: 0.5191 (0.4840) loss_giou_aux_5: 0.6045 (0.5771) loss_giou_dn_0: 0.6391 (0.5989) loss_giou_dn_1: 0.5421 (0.4935) loss_giou_dn_2: 0.5172 (0.4641) loss_giou_dn_3: 0.5119 (0.4556) loss_giou_dn_4: 0.5105 (0.4535) loss_giou_dn_5: 0.5104 (0.4537) loss_vfl: 0.6988 (0.6935) loss_vfl_aux_0: 0.8236 (0.8048) loss_vfl_aux_1: 0.7542 (0.7522) loss_vfl_aux_2: 0.7284 (0.7193) loss_vfl_aux_3: 0.7027 (0.7038) loss_vfl_aux_4: 0.7087 (0.6962) loss_vfl_aux_5: 0.7824 (0.7819) loss_vfl_dn_0: 0.4578 (0.4591) loss_vfl_dn_1: 0.3976 (0.3952) loss_vfl_dn_2: 0.3845 (0.3791) loss_vfl_dn_3: 0.3770 (0.3715) loss_vfl_dn_4: 0.3749 (0.3688) loss_vfl_dn_5: 0.3738 (0.3680) time: 0.4733 data: 0.0143 max mem: 5654 Epoch: [31] [4600/7393] eta: 0:22:25 lr: 0.000010 loss: 15.9815 (16.3597) loss_bbox: 0.1538 (0.1587) loss_bbox_aux_0: 0.1754 (0.1726) loss_bbox_aux_1: 0.1522 (0.1642) loss_bbox_aux_2: 0.1522 (0.1614) loss_bbox_aux_3: 0.1453 (0.1594) loss_bbox_aux_4: 0.1524 (0.1588) loss_bbox_aux_5: 0.2072 (0.2115) loss_bbox_dn_0: 0.2915 (0.2838) loss_bbox_dn_1: 0.2051 (0.2145) loss_bbox_dn_2: 0.1720 (0.1921) loss_bbox_dn_3: 0.1604 (0.1851) loss_bbox_dn_4: 0.1592 (0.1836) loss_bbox_dn_5: 0.1593 (0.1836) loss_giou: 0.4393 (0.4834) loss_giou_aux_0: 0.4764 (0.5086) loss_giou_aux_1: 0.4684 (0.4940) loss_giou_aux_2: 0.4436 (0.4885) loss_giou_aux_3: 0.4481 (0.4850) loss_giou_aux_4: 0.4420 (0.4839) loss_giou_aux_5: 0.5487 (0.5768) loss_giou_dn_0: 0.5708 (0.5988) loss_giou_dn_1: 0.4732 (0.4934) loss_giou_dn_2: 0.4423 (0.4639) loss_giou_dn_3: 0.4276 (0.4554) loss_giou_dn_4: 0.4188 (0.4534) loss_giou_dn_5: 0.4189 (0.4535) loss_vfl: 0.7159 (0.6933) loss_vfl_aux_0: 0.7895 (0.8046) loss_vfl_aux_1: 0.7541 (0.7520) loss_vfl_aux_2: 0.7133 (0.7193) loss_vfl_aux_3: 0.7156 (0.7036) loss_vfl_aux_4: 0.7124 (0.6960) loss_vfl_aux_5: 0.7973 (0.7819) loss_vfl_dn_0: 0.4597 (0.4591) loss_vfl_dn_1: 0.3908 (0.3951) loss_vfl_dn_2: 0.3744 (0.3790) loss_vfl_dn_3: 0.3682 (0.3714) loss_vfl_dn_4: 0.3653 (0.3687) loss_vfl_dn_5: 0.3626 (0.3680) time: 0.4740 data: 0.0141 max mem: 5654 Epoch: [31] [4700/7393] eta: 0:21:37 lr: 0.000010 loss: 15.7955 (16.3626) loss_bbox: 0.1604 (0.1588) loss_bbox_aux_0: 0.1683 (0.1727) loss_bbox_aux_1: 0.1599 (0.1642) loss_bbox_aux_2: 0.1606 (0.1615) loss_bbox_aux_3: 0.1542 (0.1595) loss_bbox_aux_4: 0.1586 (0.1589) loss_bbox_aux_5: 0.2095 (0.2116) loss_bbox_dn_0: 0.2709 (0.2841) loss_bbox_dn_1: 0.2060 (0.2147) loss_bbox_dn_2: 0.1869 (0.1923) loss_bbox_dn_3: 0.1838 (0.1853) loss_bbox_dn_4: 0.1828 (0.1838) loss_bbox_dn_5: 0.1827 (0.1838) loss_giou: 0.4148 (0.4832) loss_giou_aux_0: 0.4369 (0.5084) loss_giou_aux_1: 0.4340 (0.4938) loss_giou_aux_2: 0.4163 (0.4883) loss_giou_aux_3: 0.4126 (0.4848) loss_giou_aux_4: 0.4146 (0.4837) loss_giou_aux_5: 0.5099 (0.5767) loss_giou_dn_0: 0.5649 (0.5988) loss_giou_dn_1: 0.4521 (0.4934) loss_giou_dn_2: 0.4304 (0.4640) loss_giou_dn_3: 0.4219 (0.4554) loss_giou_dn_4: 0.4214 (0.4534) loss_giou_dn_5: 0.4219 (0.4536) loss_vfl: 0.6951 (0.6935) loss_vfl_aux_0: 0.7860 (0.8047) loss_vfl_aux_1: 0.7250 (0.7522) loss_vfl_aux_2: 0.6967 (0.7195) loss_vfl_aux_3: 0.6922 (0.7038) loss_vfl_aux_4: 0.6873 (0.6962) loss_vfl_aux_5: 0.7962 (0.7822) loss_vfl_dn_0: 0.4542 (0.4591) loss_vfl_dn_1: 0.3972 (0.3952) loss_vfl_dn_2: 0.3796 (0.3791) loss_vfl_dn_3: 0.3668 (0.3715) loss_vfl_dn_4: 0.3629 (0.3688) loss_vfl_dn_5: 0.3613 (0.3680) time: 0.4909 data: 0.0142 max mem: 5654 Epoch: [31] [4800/7393] eta: 0:20:48 lr: 0.000010 loss: 17.0066 (16.3669) loss_bbox: 0.1507 (0.1590) loss_bbox_aux_0: 0.1680 (0.1727) loss_bbox_aux_1: 0.1546 (0.1643) loss_bbox_aux_2: 0.1615 (0.1616) loss_bbox_aux_3: 0.1505 (0.1596) loss_bbox_aux_4: 0.1494 (0.1590) loss_bbox_aux_5: 0.2153 (0.2117) loss_bbox_dn_0: 0.2653 (0.2839) loss_bbox_dn_1: 0.2071 (0.2146) loss_bbox_dn_2: 0.1845 (0.1922) loss_bbox_dn_3: 0.1771 (0.1853) loss_bbox_dn_4: 0.1753 (0.1838) loss_bbox_dn_5: 0.1753 (0.1837) loss_giou: 0.5102 (0.4837) loss_giou_aux_0: 0.5327 (0.5089) loss_giou_aux_1: 0.5160 (0.4943) loss_giou_aux_2: 0.5132 (0.4888) loss_giou_aux_3: 0.5110 (0.4853) loss_giou_aux_4: 0.5093 (0.4842) loss_giou_aux_5: 0.6015 (0.5772) loss_giou_dn_0: 0.6293 (0.5990) loss_giou_dn_1: 0.5189 (0.4937) loss_giou_dn_2: 0.4883 (0.4643) loss_giou_dn_3: 0.4792 (0.4558) loss_giou_dn_4: 0.4768 (0.4537) loss_giou_dn_5: 0.4767 (0.4539) loss_vfl: 0.7090 (0.6934) loss_vfl_aux_0: 0.7887 (0.8044) loss_vfl_aux_1: 0.7493 (0.7521) loss_vfl_aux_2: 0.7335 (0.7193) loss_vfl_aux_3: 0.7246 (0.7037) loss_vfl_aux_4: 0.7158 (0.6962) loss_vfl_aux_5: 0.7403 (0.7819) loss_vfl_dn_0: 0.4542 (0.4591) loss_vfl_dn_1: 0.3886 (0.3952) loss_vfl_dn_2: 0.3760 (0.3791) loss_vfl_dn_3: 0.3672 (0.3715) loss_vfl_dn_4: 0.3655 (0.3688) loss_vfl_dn_5: 0.3661 (0.3680) time: 0.4768 data: 0.0145 max mem: 5654 Epoch: [31] [4900/7393] eta: 0:20:00 lr: 0.000010 loss: 16.4028 (16.3646) loss_bbox: 0.1489 (0.1590) loss_bbox_aux_0: 0.1680 (0.1728) loss_bbox_aux_1: 0.1583 (0.1644) loss_bbox_aux_2: 0.1585 (0.1616) loss_bbox_aux_3: 0.1511 (0.1597) loss_bbox_aux_4: 0.1468 (0.1591) loss_bbox_aux_5: 0.2087 (0.2117) loss_bbox_dn_0: 0.2514 (0.2838) loss_bbox_dn_1: 0.1859 (0.2146) loss_bbox_dn_2: 0.1724 (0.1922) loss_bbox_dn_3: 0.1662 (0.1852) loss_bbox_dn_4: 0.1644 (0.1837) loss_bbox_dn_5: 0.1643 (0.1837) loss_giou: 0.5173 (0.4836) loss_giou_aux_0: 0.5226 (0.5087) loss_giou_aux_1: 0.5180 (0.4941) loss_giou_aux_2: 0.5071 (0.4887) loss_giou_aux_3: 0.5090 (0.4852) loss_giou_aux_4: 0.5014 (0.4841) loss_giou_aux_5: 0.5877 (0.5771) loss_giou_dn_0: 0.6001 (0.5989) loss_giou_dn_1: 0.4972 (0.4936) loss_giou_dn_2: 0.4739 (0.4641) loss_giou_dn_3: 0.4655 (0.4556) loss_giou_dn_4: 0.4624 (0.4536) loss_giou_dn_5: 0.4622 (0.4538) loss_vfl: 0.6827 (0.6933) loss_vfl_aux_0: 0.8013 (0.8043) loss_vfl_aux_1: 0.7285 (0.7520) loss_vfl_aux_2: 0.7019 (0.7192) loss_vfl_aux_3: 0.6822 (0.7036) loss_vfl_aux_4: 0.6789 (0.6961) loss_vfl_aux_5: 0.7602 (0.7817) loss_vfl_dn_0: 0.4625 (0.4591) loss_vfl_dn_1: 0.3980 (0.3952) loss_vfl_dn_2: 0.3830 (0.3791) loss_vfl_dn_3: 0.3748 (0.3715) loss_vfl_dn_4: 0.3705 (0.3688) loss_vfl_dn_5: 0.3720 (0.3681) time: 0.4863 data: 0.0142 max mem: 5654 Epoch: [31] [5000/7393] eta: 0:19:14 lr: 0.000010 loss: 16.3681 (16.3639) loss_bbox: 0.1431 (0.1590) loss_bbox_aux_0: 0.1518 (0.1727) loss_bbox_aux_1: 0.1607 (0.1643) loss_bbox_aux_2: 0.1535 (0.1616) loss_bbox_aux_3: 0.1472 (0.1597) loss_bbox_aux_4: 0.1473 (0.1591) loss_bbox_aux_5: 0.1979 (0.2116) loss_bbox_dn_0: 0.2667 (0.2837) loss_bbox_dn_1: 0.1931 (0.2145) loss_bbox_dn_2: 0.1689 (0.1922) loss_bbox_dn_3: 0.1680 (0.1852) loss_bbox_dn_4: 0.1661 (0.1837) loss_bbox_dn_5: 0.1661 (0.1837) loss_giou: 0.4576 (0.4835) loss_giou_aux_0: 0.4913 (0.5087) loss_giou_aux_1: 0.4688 (0.4941) loss_giou_aux_2: 0.4748 (0.4886) loss_giou_aux_3: 0.4571 (0.4852) loss_giou_aux_4: 0.4540 (0.4840) loss_giou_aux_5: 0.5589 (0.5771) loss_giou_dn_0: 0.5816 (0.5989) loss_giou_dn_1: 0.4919 (0.4936) loss_giou_dn_2: 0.4552 (0.4642) loss_giou_dn_3: 0.4490 (0.4557) loss_giou_dn_4: 0.4474 (0.4536) loss_giou_dn_5: 0.4476 (0.4538) loss_vfl: 0.6759 (0.6934) loss_vfl_aux_0: 0.7830 (0.8042) loss_vfl_aux_1: 0.7236 (0.7518) loss_vfl_aux_2: 0.7041 (0.7192) loss_vfl_aux_3: 0.7014 (0.7037) loss_vfl_aux_4: 0.6817 (0.6962) loss_vfl_aux_5: 0.7432 (0.7816) loss_vfl_dn_0: 0.4504 (0.4591) loss_vfl_dn_1: 0.4024 (0.3952) loss_vfl_dn_2: 0.3826 (0.3791) loss_vfl_dn_3: 0.3759 (0.3716) loss_vfl_dn_4: 0.3736 (0.3688) loss_vfl_dn_5: 0.3719 (0.3681) time: 0.4822 data: 0.0144 max mem: 5654 Epoch: [31] [5100/7393] eta: 0:18:25 lr: 0.000010 loss: 16.5731 (16.3657) loss_bbox: 0.1463 (0.1590) loss_bbox_aux_0: 0.1547 (0.1727) loss_bbox_aux_1: 0.1475 (0.1644) loss_bbox_aux_2: 0.1465 (0.1617) loss_bbox_aux_3: 0.1502 (0.1597) loss_bbox_aux_4: 0.1472 (0.1591) loss_bbox_aux_5: 0.1961 (0.2116) loss_bbox_dn_0: 0.2587 (0.2837) loss_bbox_dn_1: 0.2029 (0.2145) loss_bbox_dn_2: 0.1742 (0.1922) loss_bbox_dn_3: 0.1713 (0.1852) loss_bbox_dn_4: 0.1704 (0.1837) loss_bbox_dn_5: 0.1704 (0.1837) loss_giou: 0.4711 (0.4837) loss_giou_aux_0: 0.4930 (0.5089) loss_giou_aux_1: 0.4740 (0.4943) loss_giou_aux_2: 0.4631 (0.4888) loss_giou_aux_3: 0.4716 (0.4854) loss_giou_aux_4: 0.4712 (0.4842) loss_giou_aux_5: 0.5848 (0.5773) loss_giou_dn_0: 0.5798 (0.5990) loss_giou_dn_1: 0.4680 (0.4937) loss_giou_dn_2: 0.4428 (0.4643) loss_giou_dn_3: 0.4339 (0.4558) loss_giou_dn_4: 0.4327 (0.4537) loss_giou_dn_5: 0.4326 (0.4539) loss_vfl: 0.7296 (0.6934) loss_vfl_aux_0: 0.8394 (0.8040) loss_vfl_aux_1: 0.7925 (0.7518) loss_vfl_aux_2: 0.7677 (0.7192) loss_vfl_aux_3: 0.7536 (0.7037) loss_vfl_aux_4: 0.7303 (0.6961) loss_vfl_aux_5: 0.8103 (0.7815) loss_vfl_dn_0: 0.4664 (0.4591) loss_vfl_dn_1: 0.3962 (0.3952) loss_vfl_dn_2: 0.3781 (0.3791) loss_vfl_dn_3: 0.3741 (0.3715) loss_vfl_dn_4: 0.3731 (0.3688) loss_vfl_dn_5: 0.3726 (0.3681) time: 0.4733 data: 0.0137 max mem: 5654 Epoch: [31] [5200/7393] eta: 0:17:37 lr: 0.000010 loss: 16.4742 (16.3695) loss_bbox: 0.1529 (0.1590) loss_bbox_aux_0: 0.1721 (0.1728) loss_bbox_aux_1: 0.1598 (0.1644) loss_bbox_aux_2: 0.1595 (0.1616) loss_bbox_aux_3: 0.1526 (0.1597) loss_bbox_aux_4: 0.1525 (0.1591) loss_bbox_aux_5: 0.2036 (0.2116) loss_bbox_dn_0: 0.2366 (0.2836) loss_bbox_dn_1: 0.1943 (0.2144) loss_bbox_dn_2: 0.1676 (0.1921) loss_bbox_dn_3: 0.1606 (0.1852) loss_bbox_dn_4: 0.1583 (0.1837) loss_bbox_dn_5: 0.1582 (0.1837) loss_giou: 0.4873 (0.4841) loss_giou_aux_0: 0.5133 (0.5094) loss_giou_aux_1: 0.4890 (0.4947) loss_giou_aux_2: 0.4916 (0.4892) loss_giou_aux_3: 0.4880 (0.4857) loss_giou_aux_4: 0.4866 (0.4846) loss_giou_aux_5: 0.5867 (0.5777) loss_giou_dn_0: 0.6161 (0.5993) loss_giou_dn_1: 0.5179 (0.4940) loss_giou_dn_2: 0.4859 (0.4646) loss_giou_dn_3: 0.4749 (0.4561) loss_giou_dn_4: 0.4733 (0.4540) loss_giou_dn_5: 0.4731 (0.4542) loss_vfl: 0.6735 (0.6933) loss_vfl_aux_0: 0.7723 (0.8037) loss_vfl_aux_1: 0.7388 (0.7517) loss_vfl_aux_2: 0.7013 (0.7191) loss_vfl_aux_3: 0.6786 (0.7037) loss_vfl_aux_4: 0.6739 (0.6960) loss_vfl_aux_5: 0.7703 (0.7814) loss_vfl_dn_0: 0.4524 (0.4591) loss_vfl_dn_1: 0.4007 (0.3953) loss_vfl_dn_2: 0.3866 (0.3792) loss_vfl_dn_3: 0.3784 (0.3716) loss_vfl_dn_4: 0.3769 (0.3689) loss_vfl_dn_5: 0.3757 (0.3681) time: 0.4659 data: 0.0140 max mem: 5654 Epoch: [31] [5300/7393] eta: 0:16:48 lr: 0.000010 loss: 16.8907 (16.3724) loss_bbox: 0.1597 (0.1591) loss_bbox_aux_0: 0.1640 (0.1728) loss_bbox_aux_1: 0.1515 (0.1644) loss_bbox_aux_2: 0.1633 (0.1617) loss_bbox_aux_3: 0.1585 (0.1597) loss_bbox_aux_4: 0.1620 (0.1591) loss_bbox_aux_5: 0.2030 (0.2116) loss_bbox_dn_0: 0.2815 (0.2834) loss_bbox_dn_1: 0.2103 (0.2143) loss_bbox_dn_2: 0.1971 (0.1920) loss_bbox_dn_3: 0.1892 (0.1851) loss_bbox_dn_4: 0.1887 (0.1836) loss_bbox_dn_5: 0.1888 (0.1836) loss_giou: 0.5322 (0.4846) loss_giou_aux_0: 0.5482 (0.5099) loss_giou_aux_1: 0.5394 (0.4952) loss_giou_aux_2: 0.5387 (0.4897) loss_giou_aux_3: 0.5366 (0.4862) loss_giou_aux_4: 0.5321 (0.4851) loss_giou_aux_5: 0.6088 (0.5781) loss_giou_dn_0: 0.6483 (0.5995) loss_giou_dn_1: 0.5415 (0.4943) loss_giou_dn_2: 0.5103 (0.4648) loss_giou_dn_3: 0.4973 (0.4563) loss_giou_dn_4: 0.4949 (0.4543) loss_giou_dn_5: 0.4950 (0.4545) loss_vfl: 0.6909 (0.6931) loss_vfl_aux_0: 0.7680 (0.8035) loss_vfl_aux_1: 0.7493 (0.7515) loss_vfl_aux_2: 0.7043 (0.7189) loss_vfl_aux_3: 0.7003 (0.7036) loss_vfl_aux_4: 0.6893 (0.6958) loss_vfl_aux_5: 0.7555 (0.7812) loss_vfl_dn_0: 0.4504 (0.4590) loss_vfl_dn_1: 0.3996 (0.3952) loss_vfl_dn_2: 0.3856 (0.3792) loss_vfl_dn_3: 0.3802 (0.3716) loss_vfl_dn_4: 0.3760 (0.3689) loss_vfl_dn_5: 0.3768 (0.3681) time: 0.4859 data: 0.0143 max mem: 5654 Epoch: [31] [5400/7393] eta: 0:16:00 lr: 0.000010 loss: 15.6735 (16.3742) loss_bbox: 0.1464 (0.1591) loss_bbox_aux_0: 0.1628 (0.1728) loss_bbox_aux_1: 0.1550 (0.1644) loss_bbox_aux_2: 0.1555 (0.1617) loss_bbox_aux_3: 0.1499 (0.1598) loss_bbox_aux_4: 0.1479 (0.1592) loss_bbox_aux_5: 0.1934 (0.2116) loss_bbox_dn_0: 0.2748 (0.2833) loss_bbox_dn_1: 0.1866 (0.2143) loss_bbox_dn_2: 0.1691 (0.1920) loss_bbox_dn_3: 0.1638 (0.1851) loss_bbox_dn_4: 0.1617 (0.1836) loss_bbox_dn_5: 0.1612 (0.1836) loss_giou: 0.5000 (0.4849) loss_giou_aux_0: 0.5263 (0.5101) loss_giou_aux_1: 0.5105 (0.4954) loss_giou_aux_2: 0.5131 (0.4900) loss_giou_aux_3: 0.5064 (0.4865) loss_giou_aux_4: 0.5053 (0.4854) loss_giou_aux_5: 0.5701 (0.5783) loss_giou_dn_0: 0.5678 (0.5996) loss_giou_dn_1: 0.4711 (0.4944) loss_giou_dn_2: 0.4504 (0.4650) loss_giou_dn_3: 0.4458 (0.4565) loss_giou_dn_4: 0.4444 (0.4545) loss_giou_dn_5: 0.4445 (0.4546) loss_vfl: 0.6633 (0.6930) loss_vfl_aux_0: 0.7740 (0.8032) loss_vfl_aux_1: 0.7231 (0.7514) loss_vfl_aux_2: 0.7001 (0.7188) loss_vfl_aux_3: 0.6884 (0.7034) loss_vfl_aux_4: 0.6569 (0.6957) loss_vfl_aux_5: 0.7544 (0.7810) loss_vfl_dn_0: 0.4563 (0.4590) loss_vfl_dn_1: 0.3914 (0.3953) loss_vfl_dn_2: 0.3727 (0.3792) loss_vfl_dn_3: 0.3674 (0.3716) loss_vfl_dn_4: 0.3643 (0.3689) loss_vfl_dn_5: 0.3642 (0.3681) time: 0.4874 data: 0.0141 max mem: 5654 Epoch: [31] [5500/7393] eta: 0:15:11 lr: 0.000010 loss: 16.3477 (16.3756) loss_bbox: 0.1581 (0.1592) loss_bbox_aux_0: 0.1702 (0.1728) loss_bbox_aux_1: 0.1577 (0.1645) loss_bbox_aux_2: 0.1674 (0.1619) loss_bbox_aux_3: 0.1597 (0.1599) loss_bbox_aux_4: 0.1582 (0.1593) loss_bbox_aux_5: 0.2264 (0.2117) loss_bbox_dn_0: 0.2989 (0.2832) loss_bbox_dn_1: 0.2153 (0.2142) loss_bbox_dn_2: 0.1897 (0.1919) loss_bbox_dn_3: 0.1823 (0.1850) loss_bbox_dn_4: 0.1826 (0.1835) loss_bbox_dn_5: 0.1827 (0.1835) loss_giou: 0.4377 (0.4851) loss_giou_aux_0: 0.4773 (0.5103) loss_giou_aux_1: 0.4625 (0.4957) loss_giou_aux_2: 0.4606 (0.4903) loss_giou_aux_3: 0.4357 (0.4867) loss_giou_aux_4: 0.4444 (0.4856) loss_giou_aux_5: 0.5500 (0.5785) loss_giou_dn_0: 0.5966 (0.5997) loss_giou_dn_1: 0.4782 (0.4944) loss_giou_dn_2: 0.4417 (0.4650) loss_giou_dn_3: 0.4314 (0.4566) loss_giou_dn_4: 0.4282 (0.4545) loss_giou_dn_5: 0.4284 (0.4547) loss_vfl: 0.6706 (0.6927) loss_vfl_aux_0: 0.7966 (0.8031) loss_vfl_aux_1: 0.7552 (0.7513) loss_vfl_aux_2: 0.7319 (0.7186) loss_vfl_aux_3: 0.6888 (0.7032) loss_vfl_aux_4: 0.6833 (0.6955) loss_vfl_aux_5: 0.7663 (0.7810) loss_vfl_dn_0: 0.4581 (0.4590) loss_vfl_dn_1: 0.3860 (0.3953) loss_vfl_dn_2: 0.3688 (0.3792) loss_vfl_dn_3: 0.3620 (0.3716) loss_vfl_dn_4: 0.3591 (0.3689) loss_vfl_dn_5: 0.3578 (0.3682) time: 0.4763 data: 0.0148 max mem: 5654 Epoch: [31] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 16.1059 (16.3736) loss_bbox: 0.1330 (0.1592) loss_bbox_aux_0: 0.1519 (0.1728) loss_bbox_aux_1: 0.1419 (0.1644) loss_bbox_aux_2: 0.1329 (0.1618) loss_bbox_aux_3: 0.1328 (0.1598) loss_bbox_aux_4: 0.1329 (0.1593) loss_bbox_aux_5: 0.1903 (0.2117) loss_bbox_dn_0: 0.2305 (0.2830) loss_bbox_dn_1: 0.1753 (0.2140) loss_bbox_dn_2: 0.1657 (0.1917) loss_bbox_dn_3: 0.1617 (0.1848) loss_bbox_dn_4: 0.1598 (0.1833) loss_bbox_dn_5: 0.1597 (0.1833) loss_giou: 0.4682 (0.4852) loss_giou_aux_0: 0.4915 (0.5105) loss_giou_aux_1: 0.4866 (0.4958) loss_giou_aux_2: 0.4695 (0.4904) loss_giou_aux_3: 0.4550 (0.4869) loss_giou_aux_4: 0.4651 (0.4857) loss_giou_aux_5: 0.5663 (0.5786) loss_giou_dn_0: 0.5910 (0.5996) loss_giou_dn_1: 0.4872 (0.4944) loss_giou_dn_2: 0.4607 (0.4650) loss_giou_dn_3: 0.4522 (0.4565) loss_giou_dn_4: 0.4522 (0.4545) loss_giou_dn_5: 0.4530 (0.4546) loss_vfl: 0.6695 (0.6927) loss_vfl_aux_0: 0.7775 (0.8029) loss_vfl_aux_1: 0.7303 (0.7512) loss_vfl_aux_2: 0.6989 (0.7185) loss_vfl_aux_3: 0.6820 (0.7031) loss_vfl_aux_4: 0.6598 (0.6955) loss_vfl_aux_5: 0.7490 (0.7808) loss_vfl_dn_0: 0.4556 (0.4590) loss_vfl_dn_1: 0.3959 (0.3953) loss_vfl_dn_2: 0.3741 (0.3792) loss_vfl_dn_3: 0.3674 (0.3716) loss_vfl_dn_4: 0.3626 (0.3689) loss_vfl_dn_5: 0.3611 (0.3682) time: 0.7320 data: 0.0137 max mem: 5654 Epoch: [31] [5700/7393] eta: 0:13:36 lr: 0.000010 loss: 15.7402 (16.3741) loss_bbox: 0.1521 (0.1593) loss_bbox_aux_0: 0.1681 (0.1729) loss_bbox_aux_1: 0.1538 (0.1646) loss_bbox_aux_2: 0.1583 (0.1619) loss_bbox_aux_3: 0.1620 (0.1600) loss_bbox_aux_4: 0.1581 (0.1594) loss_bbox_aux_5: 0.2017 (0.2118) loss_bbox_dn_0: 0.2690 (0.2831) loss_bbox_dn_1: 0.2100 (0.2141) loss_bbox_dn_2: 0.1886 (0.1918) loss_bbox_dn_3: 0.1839 (0.1849) loss_bbox_dn_4: 0.1795 (0.1834) loss_bbox_dn_5: 0.1794 (0.1834) loss_giou: 0.4613 (0.4852) loss_giou_aux_0: 0.4935 (0.5103) loss_giou_aux_1: 0.4873 (0.4958) loss_giou_aux_2: 0.4744 (0.4904) loss_giou_aux_3: 0.4702 (0.4868) loss_giou_aux_4: 0.4606 (0.4857) loss_giou_aux_5: 0.5660 (0.5785) loss_giou_dn_0: 0.5705 (0.5995) loss_giou_dn_1: 0.4655 (0.4943) loss_giou_dn_2: 0.4328 (0.4649) loss_giou_dn_3: 0.4193 (0.4564) loss_giou_dn_4: 0.4198 (0.4544) loss_giou_dn_5: 0.4198 (0.4546) loss_vfl: 0.6630 (0.6926) loss_vfl_aux_0: 0.7640 (0.8030) loss_vfl_aux_1: 0.7250 (0.7512) loss_vfl_aux_2: 0.6763 (0.7185) loss_vfl_aux_3: 0.6827 (0.7030) loss_vfl_aux_4: 0.6685 (0.6954) loss_vfl_aux_5: 0.7478 (0.7809) loss_vfl_dn_0: 0.4531 (0.4590) loss_vfl_dn_1: 0.3938 (0.3953) loss_vfl_dn_2: 0.3730 (0.3792) loss_vfl_dn_3: 0.3650 (0.3716) loss_vfl_dn_4: 0.3612 (0.3689) loss_vfl_dn_5: 0.3624 (0.3681) time: 0.4847 data: 0.0145 max mem: 5654 Epoch: [31] [5800/7393] eta: 0:12:48 lr: 0.000010 loss: 15.4858 (16.3726) loss_bbox: 0.1530 (0.1593) loss_bbox_aux_0: 0.1836 (0.1729) loss_bbox_aux_1: 0.1628 (0.1645) loss_bbox_aux_2: 0.1660 (0.1620) loss_bbox_aux_3: 0.1503 (0.1600) loss_bbox_aux_4: 0.1541 (0.1594) loss_bbox_aux_5: 0.2124 (0.2118) loss_bbox_dn_0: 0.3135 (0.2832) loss_bbox_dn_1: 0.2469 (0.2142) loss_bbox_dn_2: 0.2228 (0.1919) loss_bbox_dn_3: 0.2156 (0.1849) loss_bbox_dn_4: 0.2134 (0.1834) loss_bbox_dn_5: 0.2135 (0.1834) loss_giou: 0.4284 (0.4850) loss_giou_aux_0: 0.4601 (0.5101) loss_giou_aux_1: 0.4260 (0.4956) loss_giou_aux_2: 0.4401 (0.4902) loss_giou_aux_3: 0.4342 (0.4866) loss_giou_aux_4: 0.4284 (0.4855) loss_giou_aux_5: 0.5172 (0.5783) loss_giou_dn_0: 0.5642 (0.5993) loss_giou_dn_1: 0.4445 (0.4940) loss_giou_dn_2: 0.4089 (0.4646) loss_giou_dn_3: 0.3954 (0.4562) loss_giou_dn_4: 0.3903 (0.4541) loss_giou_dn_5: 0.3904 (0.4543) loss_vfl: 0.6900 (0.6927) loss_vfl_aux_0: 0.8093 (0.8034) loss_vfl_aux_1: 0.7521 (0.7515) loss_vfl_aux_2: 0.7156 (0.7186) loss_vfl_aux_3: 0.6940 (0.7032) loss_vfl_aux_4: 0.6822 (0.6955) loss_vfl_aux_5: 0.7996 (0.7812) loss_vfl_dn_0: 0.4554 (0.4590) loss_vfl_dn_1: 0.3919 (0.3952) loss_vfl_dn_2: 0.3693 (0.3791) loss_vfl_dn_3: 0.3591 (0.3715) loss_vfl_dn_4: 0.3549 (0.3688) loss_vfl_dn_5: 0.3543 (0.3680) time: 0.4712 data: 0.0138 max mem: 5654 Epoch: [31] [5900/7393] eta: 0:12:00 lr: 0.000010 loss: 16.1348 (16.3691) loss_bbox: 0.1596 (0.1593) loss_bbox_aux_0: 0.1644 (0.1729) loss_bbox_aux_1: 0.1586 (0.1645) loss_bbox_aux_2: 0.1629 (0.1619) loss_bbox_aux_3: 0.1588 (0.1599) loss_bbox_aux_4: 0.1596 (0.1594) loss_bbox_aux_5: 0.2049 (0.2118) loss_bbox_dn_0: 0.2559 (0.2831) loss_bbox_dn_1: 0.1932 (0.2141) loss_bbox_dn_2: 0.1760 (0.1918) loss_bbox_dn_3: 0.1768 (0.1849) loss_bbox_dn_4: 0.1747 (0.1834) loss_bbox_dn_5: 0.1743 (0.1834) loss_giou: 0.4826 (0.4850) loss_giou_aux_0: 0.5124 (0.5101) loss_giou_aux_1: 0.5072 (0.4956) loss_giou_aux_2: 0.5000 (0.4901) loss_giou_aux_3: 0.4892 (0.4866) loss_giou_aux_4: 0.4864 (0.4854) loss_giou_aux_5: 0.5873 (0.5782) loss_giou_dn_0: 0.6053 (0.5991) loss_giou_dn_1: 0.5080 (0.4939) loss_giou_dn_2: 0.4749 (0.4645) loss_giou_dn_3: 0.4694 (0.4561) loss_giou_dn_4: 0.4669 (0.4540) loss_giou_dn_5: 0.4670 (0.4542) loss_vfl: 0.6509 (0.6924) loss_vfl_aux_0: 0.7673 (0.8032) loss_vfl_aux_1: 0.7160 (0.7513) loss_vfl_aux_2: 0.6690 (0.7184) loss_vfl_aux_3: 0.6558 (0.7029) loss_vfl_aux_4: 0.6508 (0.6952) loss_vfl_aux_5: 0.7443 (0.7810) loss_vfl_dn_0: 0.4532 (0.4590) loss_vfl_dn_1: 0.3994 (0.3951) loss_vfl_dn_2: 0.3840 (0.3790) loss_vfl_dn_3: 0.3766 (0.3714) loss_vfl_dn_4: 0.3725 (0.3687) loss_vfl_dn_5: 0.3723 (0.3680) time: 0.4672 data: 0.0139 max mem: 5654 Epoch: [31] [6000/7393] eta: 0:11:11 lr: 0.000010 loss: 16.2305 (16.3681) loss_bbox: 0.1529 (0.1593) loss_bbox_aux_0: 0.1754 (0.1729) loss_bbox_aux_1: 0.1618 (0.1645) loss_bbox_aux_2: 0.1565 (0.1619) loss_bbox_aux_3: 0.1575 (0.1599) loss_bbox_aux_4: 0.1547 (0.1594) loss_bbox_aux_5: 0.2039 (0.2118) loss_bbox_dn_0: 0.2664 (0.2834) loss_bbox_dn_1: 0.1899 (0.2143) loss_bbox_dn_2: 0.1705 (0.1920) loss_bbox_dn_3: 0.1650 (0.1850) loss_bbox_dn_4: 0.1636 (0.1835) loss_bbox_dn_5: 0.1637 (0.1835) loss_giou: 0.4125 (0.4847) loss_giou_aux_0: 0.4758 (0.5099) loss_giou_aux_1: 0.4392 (0.4953) loss_giou_aux_2: 0.4252 (0.4899) loss_giou_aux_3: 0.4197 (0.4863) loss_giou_aux_4: 0.4140 (0.4852) loss_giou_aux_5: 0.5248 (0.5779) loss_giou_dn_0: 0.5677 (0.5990) loss_giou_dn_1: 0.4685 (0.4937) loss_giou_dn_2: 0.4389 (0.4643) loss_giou_dn_3: 0.4276 (0.4559) loss_giou_dn_4: 0.4251 (0.4538) loss_giou_dn_5: 0.4255 (0.4540) loss_vfl: 0.6795 (0.6925) loss_vfl_aux_0: 0.8300 (0.8035) loss_vfl_aux_1: 0.7648 (0.7515) loss_vfl_aux_2: 0.7037 (0.7185) loss_vfl_aux_3: 0.6924 (0.7030) loss_vfl_aux_4: 0.6721 (0.6953) loss_vfl_aux_5: 0.7833 (0.7812) loss_vfl_dn_0: 0.4513 (0.4590) loss_vfl_dn_1: 0.3952 (0.3951) loss_vfl_dn_2: 0.3794 (0.3790) loss_vfl_dn_3: 0.3719 (0.3714) loss_vfl_dn_4: 0.3686 (0.3687) loss_vfl_dn_5: 0.3678 (0.3680) time: 0.4610 data: 0.0150 max mem: 5654 Epoch: [31] [6100/7393] eta: 0:10:23 lr: 0.000010 loss: 16.3800 (16.3684) loss_bbox: 0.1621 (0.1594) loss_bbox_aux_0: 0.1816 (0.1731) loss_bbox_aux_1: 0.1611 (0.1646) loss_bbox_aux_2: 0.1683 (0.1620) loss_bbox_aux_3: 0.1675 (0.1601) loss_bbox_aux_4: 0.1614 (0.1595) loss_bbox_aux_5: 0.2137 (0.2120) loss_bbox_dn_0: 0.2830 (0.2836) loss_bbox_dn_1: 0.2146 (0.2145) loss_bbox_dn_2: 0.1882 (0.1921) loss_bbox_dn_3: 0.1791 (0.1851) loss_bbox_dn_4: 0.1761 (0.1836) loss_bbox_dn_5: 0.1765 (0.1836) loss_giou: 0.4823 (0.4845) loss_giou_aux_0: 0.4855 (0.5096) loss_giou_aux_1: 0.4793 (0.4950) loss_giou_aux_2: 0.4860 (0.4896) loss_giou_aux_3: 0.4790 (0.4861) loss_giou_aux_4: 0.4812 (0.4849) loss_giou_aux_5: 0.5773 (0.5777) loss_giou_dn_0: 0.5926 (0.5989) loss_giou_dn_1: 0.4791 (0.4936) loss_giou_dn_2: 0.4418 (0.4642) loss_giou_dn_3: 0.4343 (0.4557) loss_giou_dn_4: 0.4325 (0.4537) loss_giou_dn_5: 0.4328 (0.4539) loss_vfl: 0.6880 (0.6926) loss_vfl_aux_0: 0.8069 (0.8038) loss_vfl_aux_1: 0.7785 (0.7519) loss_vfl_aux_2: 0.7183 (0.7186) loss_vfl_aux_3: 0.6930 (0.7031) loss_vfl_aux_4: 0.7019 (0.6954) loss_vfl_aux_5: 0.7954 (0.7814) loss_vfl_dn_0: 0.4591 (0.4590) loss_vfl_dn_1: 0.3972 (0.3951) loss_vfl_dn_2: 0.3803 (0.3790) loss_vfl_dn_3: 0.3738 (0.3714) loss_vfl_dn_4: 0.3722 (0.3686) loss_vfl_dn_5: 0.3694 (0.3679) time: 0.4752 data: 0.0146 max mem: 5654 Epoch: [31] [6200/7393] eta: 0:09:35 lr: 0.000010 loss: 15.7400 (16.3685) loss_bbox: 0.1409 (0.1593) loss_bbox_aux_0: 0.1551 (0.1730) loss_bbox_aux_1: 0.1415 (0.1646) loss_bbox_aux_2: 0.1394 (0.1620) loss_bbox_aux_3: 0.1398 (0.1600) loss_bbox_aux_4: 0.1409 (0.1594) loss_bbox_aux_5: 0.1929 (0.2119) loss_bbox_dn_0: 0.2264 (0.2833) loss_bbox_dn_1: 0.1658 (0.2143) loss_bbox_dn_2: 0.1593 (0.1920) loss_bbox_dn_3: 0.1596 (0.1850) loss_bbox_dn_4: 0.1603 (0.1835) loss_bbox_dn_5: 0.1603 (0.1835) loss_giou: 0.4908 (0.4848) loss_giou_aux_0: 0.4984 (0.5100) loss_giou_aux_1: 0.4880 (0.4953) loss_giou_aux_2: 0.4817 (0.4899) loss_giou_aux_3: 0.4833 (0.4864) loss_giou_aux_4: 0.4799 (0.4852) loss_giou_aux_5: 0.5736 (0.5780) loss_giou_dn_0: 0.5904 (0.5989) loss_giou_dn_1: 0.4864 (0.4937) loss_giou_dn_2: 0.4633 (0.4643) loss_giou_dn_3: 0.4589 (0.4558) loss_giou_dn_4: 0.4571 (0.4538) loss_giou_dn_5: 0.4571 (0.4540) loss_vfl: 0.7058 (0.6924) loss_vfl_aux_0: 0.8176 (0.8035) loss_vfl_aux_1: 0.7610 (0.7519) loss_vfl_aux_2: 0.7176 (0.7185) loss_vfl_aux_3: 0.7028 (0.7029) loss_vfl_aux_4: 0.7080 (0.6952) loss_vfl_aux_5: 0.7765 (0.7811) loss_vfl_dn_0: 0.4674 (0.4590) loss_vfl_dn_1: 0.3961 (0.3951) loss_vfl_dn_2: 0.3824 (0.3790) loss_vfl_dn_3: 0.3761 (0.3714) loss_vfl_dn_4: 0.3718 (0.3687) loss_vfl_dn_5: 0.3708 (0.3679) time: 0.4733 data: 0.0141 max mem: 5654 Epoch: [31] [6300/7393] eta: 0:08:46 lr: 0.000010 loss: 16.6439 (16.3702) loss_bbox: 0.1542 (0.1594) loss_bbox_aux_0: 0.1633 (0.1730) loss_bbox_aux_1: 0.1551 (0.1645) loss_bbox_aux_2: 0.1546 (0.1620) loss_bbox_aux_3: 0.1519 (0.1600) loss_bbox_aux_4: 0.1507 (0.1594) loss_bbox_aux_5: 0.1997 (0.2119) loss_bbox_dn_0: 0.2542 (0.2832) loss_bbox_dn_1: 0.2080 (0.2142) loss_bbox_dn_2: 0.1762 (0.1919) loss_bbox_dn_3: 0.1679 (0.1849) loss_bbox_dn_4: 0.1676 (0.1834) loss_bbox_dn_5: 0.1677 (0.1834) loss_giou: 0.5207 (0.4850) loss_giou_aux_0: 0.5388 (0.5102) loss_giou_aux_1: 0.5249 (0.4956) loss_giou_aux_2: 0.5169 (0.4902) loss_giou_aux_3: 0.5225 (0.4866) loss_giou_aux_4: 0.5209 (0.4854) loss_giou_aux_5: 0.6086 (0.5782) loss_giou_dn_0: 0.5974 (0.5991) loss_giou_dn_1: 0.5002 (0.4939) loss_giou_dn_2: 0.4737 (0.4645) loss_giou_dn_3: 0.4666 (0.4560) loss_giou_dn_4: 0.4659 (0.4540) loss_giou_dn_5: 0.4663 (0.4541) loss_vfl: 0.6836 (0.6923) loss_vfl_aux_0: 0.7871 (0.8034) loss_vfl_aux_1: 0.7527 (0.7519) loss_vfl_aux_2: 0.7073 (0.7184) loss_vfl_aux_3: 0.7018 (0.7028) loss_vfl_aux_4: 0.6778 (0.6951) loss_vfl_aux_5: 0.7771 (0.7810) loss_vfl_dn_0: 0.4528 (0.4590) loss_vfl_dn_1: 0.3884 (0.3951) loss_vfl_dn_2: 0.3689 (0.3790) loss_vfl_dn_3: 0.3609 (0.3714) loss_vfl_dn_4: 0.3588 (0.3687) loss_vfl_dn_5: 0.3597 (0.3679) time: 0.4824 data: 0.0137 max mem: 5654 Epoch: [31] [6400/7393] eta: 0:07:58 lr: 0.000010 loss: 16.5585 (16.3762) loss_bbox: 0.1794 (0.1594) loss_bbox_aux_0: 0.1874 (0.1731) loss_bbox_aux_1: 0.1809 (0.1646) loss_bbox_aux_2: 0.1760 (0.1620) loss_bbox_aux_3: 0.1775 (0.1601) loss_bbox_aux_4: 0.1761 (0.1595) loss_bbox_aux_5: 0.2194 (0.2120) loss_bbox_dn_0: 0.2820 (0.2834) loss_bbox_dn_1: 0.2272 (0.2144) loss_bbox_dn_2: 0.2021 (0.1921) loss_bbox_dn_3: 0.1916 (0.1850) loss_bbox_dn_4: 0.1897 (0.1836) loss_bbox_dn_5: 0.1895 (0.1836) loss_giou: 0.4386 (0.4852) loss_giou_aux_0: 0.4699 (0.5104) loss_giou_aux_1: 0.4531 (0.4958) loss_giou_aux_2: 0.4497 (0.4904) loss_giou_aux_3: 0.4433 (0.4868) loss_giou_aux_4: 0.4371 (0.4856) loss_giou_aux_5: 0.5640 (0.5784) loss_giou_dn_0: 0.5934 (0.5993) loss_giou_dn_1: 0.4743 (0.4941) loss_giou_dn_2: 0.4454 (0.4647) loss_giou_dn_3: 0.4369 (0.4562) loss_giou_dn_4: 0.4349 (0.4541) loss_giou_dn_5: 0.4349 (0.4543) loss_vfl: 0.7153 (0.6925) loss_vfl_aux_0: 0.8075 (0.8036) loss_vfl_aux_1: 0.7679 (0.7523) loss_vfl_aux_2: 0.7250 (0.7186) loss_vfl_aux_3: 0.7273 (0.7030) loss_vfl_aux_4: 0.7085 (0.6953) loss_vfl_aux_5: 0.8009 (0.7811) loss_vfl_dn_0: 0.4660 (0.4591) loss_vfl_dn_1: 0.3966 (0.3952) loss_vfl_dn_2: 0.3858 (0.3791) loss_vfl_dn_3: 0.3801 (0.3715) loss_vfl_dn_4: 0.3752 (0.3688) loss_vfl_dn_5: 0.3737 (0.3681) time: 0.4788 data: 0.0144 max mem: 5654 Epoch: [31] [6500/7393] eta: 0:07:10 lr: 0.000010 loss: 16.0580 (16.3742) loss_bbox: 0.1573 (0.1595) loss_bbox_aux_0: 0.1655 (0.1732) loss_bbox_aux_1: 0.1562 (0.1647) loss_bbox_aux_2: 0.1528 (0.1621) loss_bbox_aux_3: 0.1594 (0.1601) loss_bbox_aux_4: 0.1549 (0.1595) loss_bbox_aux_5: 0.1918 (0.2120) loss_bbox_dn_0: 0.2619 (0.2833) loss_bbox_dn_1: 0.2096 (0.2143) loss_bbox_dn_2: 0.1773 (0.1920) loss_bbox_dn_3: 0.1696 (0.1850) loss_bbox_dn_4: 0.1653 (0.1835) loss_bbox_dn_5: 0.1658 (0.1835) loss_giou: 0.4554 (0.4852) loss_giou_aux_0: 0.4782 (0.5104) loss_giou_aux_1: 0.4726 (0.4957) loss_giou_aux_2: 0.4660 (0.4903) loss_giou_aux_3: 0.4529 (0.4867) loss_giou_aux_4: 0.4491 (0.4856) loss_giou_aux_5: 0.5557 (0.5784) loss_giou_dn_0: 0.5789 (0.5993) loss_giou_dn_1: 0.4808 (0.4940) loss_giou_dn_2: 0.4403 (0.4646) loss_giou_dn_3: 0.4305 (0.4561) loss_giou_dn_4: 0.4282 (0.4541) loss_giou_dn_5: 0.4282 (0.4542) loss_vfl: 0.6494 (0.6923) loss_vfl_aux_0: 0.7736 (0.8034) loss_vfl_aux_1: 0.7305 (0.7521) loss_vfl_aux_2: 0.6871 (0.7185) loss_vfl_aux_3: 0.6795 (0.7029) loss_vfl_aux_4: 0.6606 (0.6951) loss_vfl_aux_5: 0.7791 (0.7809) loss_vfl_dn_0: 0.4606 (0.4591) loss_vfl_dn_1: 0.3905 (0.3952) loss_vfl_dn_2: 0.3755 (0.3791) loss_vfl_dn_3: 0.3652 (0.3715) loss_vfl_dn_4: 0.3594 (0.3688) loss_vfl_dn_5: 0.3592 (0.3681) time: 0.4733 data: 0.0148 max mem: 5654 Epoch: [31] [6600/7393] eta: 0:06:23 lr: 0.000010 loss: 16.9846 (16.3739) loss_bbox: 0.1581 (0.1594) loss_bbox_aux_0: 0.1653 (0.1731) loss_bbox_aux_1: 0.1602 (0.1646) loss_bbox_aux_2: 0.1596 (0.1621) loss_bbox_aux_3: 0.1547 (0.1601) loss_bbox_aux_4: 0.1564 (0.1595) loss_bbox_aux_5: 0.2013 (0.2119) loss_bbox_dn_0: 0.2548 (0.2832) loss_bbox_dn_1: 0.1933 (0.2142) loss_bbox_dn_2: 0.1654 (0.1919) loss_bbox_dn_3: 0.1601 (0.1849) loss_bbox_dn_4: 0.1592 (0.1834) loss_bbox_dn_5: 0.1592 (0.1834) loss_giou: 0.5320 (0.4853) loss_giou_aux_0: 0.5520 (0.5105) loss_giou_aux_1: 0.5567 (0.4959) loss_giou_aux_2: 0.5467 (0.4905) loss_giou_aux_3: 0.5333 (0.4869) loss_giou_aux_4: 0.5317 (0.4857) loss_giou_aux_5: 0.6266 (0.5785) loss_giou_dn_0: 0.6473 (0.5993) loss_giou_dn_1: 0.5519 (0.4941) loss_giou_dn_2: 0.5241 (0.4647) loss_giou_dn_3: 0.5129 (0.4561) loss_giou_dn_4: 0.5090 (0.4541) loss_giou_dn_5: 0.5089 (0.4543) loss_vfl: 0.6729 (0.6921) loss_vfl_aux_0: 0.7918 (0.8033) loss_vfl_aux_1: 0.7262 (0.7521) loss_vfl_aux_2: 0.6937 (0.7183) loss_vfl_aux_3: 0.6852 (0.7027) loss_vfl_aux_4: 0.6590 (0.6950) loss_vfl_aux_5: 0.7554 (0.7809) loss_vfl_dn_0: 0.4614 (0.4591) loss_vfl_dn_1: 0.3976 (0.3952) loss_vfl_dn_2: 0.3804 (0.3791) loss_vfl_dn_3: 0.3723 (0.3715) loss_vfl_dn_4: 0.3676 (0.3688) loss_vfl_dn_5: 0.3663 (0.3680) time: 1.0226 data: 0.0142 max mem: 5654 Epoch: [31] [6700/7393] eta: 0:05:34 lr: 0.000010 loss: 16.7211 (16.3778) loss_bbox: 0.1520 (0.1594) loss_bbox_aux_0: 0.1552 (0.1731) loss_bbox_aux_1: 0.1509 (0.1646) loss_bbox_aux_2: 0.1535 (0.1620) loss_bbox_aux_3: 0.1531 (0.1600) loss_bbox_aux_4: 0.1520 (0.1594) loss_bbox_aux_5: 0.1989 (0.2118) loss_bbox_dn_0: 0.2535 (0.2830) loss_bbox_dn_1: 0.1848 (0.2141) loss_bbox_dn_2: 0.1617 (0.1918) loss_bbox_dn_3: 0.1574 (0.1849) loss_bbox_dn_4: 0.1558 (0.1834) loss_bbox_dn_5: 0.1561 (0.1834) loss_giou: 0.5139 (0.4857) loss_giou_aux_0: 0.5440 (0.5109) loss_giou_aux_1: 0.5322 (0.4962) loss_giou_aux_2: 0.5264 (0.4908) loss_giou_aux_3: 0.5164 (0.4872) loss_giou_aux_4: 0.5155 (0.4861) loss_giou_aux_5: 0.6158 (0.5788) loss_giou_dn_0: 0.6198 (0.5996) loss_giou_dn_1: 0.5276 (0.4944) loss_giou_dn_2: 0.4986 (0.4650) loss_giou_dn_3: 0.4914 (0.4564) loss_giou_dn_4: 0.4889 (0.4544) loss_giou_dn_5: 0.4891 (0.4546) loss_vfl: 0.7061 (0.6923) loss_vfl_aux_0: 0.8022 (0.8033) loss_vfl_aux_1: 0.7707 (0.7521) loss_vfl_aux_2: 0.7178 (0.7184) loss_vfl_aux_3: 0.7215 (0.7029) loss_vfl_aux_4: 0.7067 (0.6951) loss_vfl_aux_5: 0.7947 (0.7809) loss_vfl_dn_0: 0.4592 (0.4591) loss_vfl_dn_1: 0.3963 (0.3953) loss_vfl_dn_2: 0.3821 (0.3792) loss_vfl_dn_3: 0.3770 (0.3716) loss_vfl_dn_4: 0.3758 (0.3688) loss_vfl_dn_5: 0.3757 (0.3681) time: 0.4677 data: 0.0139 max mem: 5654 Epoch: [31] [6800/7393] eta: 0:04:46 lr: 0.000010 loss: 16.3718 (16.3804) loss_bbox: 0.1577 (0.1594) loss_bbox_aux_0: 0.1709 (0.1731) loss_bbox_aux_1: 0.1605 (0.1646) loss_bbox_aux_2: 0.1556 (0.1620) loss_bbox_aux_3: 0.1555 (0.1600) loss_bbox_aux_4: 0.1559 (0.1594) loss_bbox_aux_5: 0.2105 (0.2118) loss_bbox_dn_0: 0.2702 (0.2830) loss_bbox_dn_1: 0.2099 (0.2141) loss_bbox_dn_2: 0.1925 (0.1919) loss_bbox_dn_3: 0.1864 (0.1849) loss_bbox_dn_4: 0.1852 (0.1834) loss_bbox_dn_5: 0.1850 (0.1834) loss_giou: 0.4748 (0.4858) loss_giou_aux_0: 0.5022 (0.5110) loss_giou_aux_1: 0.4907 (0.4963) loss_giou_aux_2: 0.4948 (0.4909) loss_giou_aux_3: 0.4780 (0.4873) loss_giou_aux_4: 0.4747 (0.4862) loss_giou_aux_5: 0.5632 (0.5789) loss_giou_dn_0: 0.5827 (0.5996) loss_giou_dn_1: 0.4930 (0.4945) loss_giou_dn_2: 0.4683 (0.4651) loss_giou_dn_3: 0.4653 (0.4566) loss_giou_dn_4: 0.4641 (0.4545) loss_giou_dn_5: 0.4645 (0.4547) loss_vfl: 0.7055 (0.6924) loss_vfl_aux_0: 0.8076 (0.8034) loss_vfl_aux_1: 0.7612 (0.7522) loss_vfl_aux_2: 0.7236 (0.7185) loss_vfl_aux_3: 0.7015 (0.7030) loss_vfl_aux_4: 0.7024 (0.6952) loss_vfl_aux_5: 0.7590 (0.7810) loss_vfl_dn_0: 0.4636 (0.4592) loss_vfl_dn_1: 0.4020 (0.3953) loss_vfl_dn_2: 0.3892 (0.3792) loss_vfl_dn_3: 0.3803 (0.3716) loss_vfl_dn_4: 0.3785 (0.3689) loss_vfl_dn_5: 0.3773 (0.3681) time: 0.4817 data: 0.0139 max mem: 5654 Epoch: [31] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 16.3158 (16.3819) loss_bbox: 0.1532 (0.1594) loss_bbox_aux_0: 0.1584 (0.1731) loss_bbox_aux_1: 0.1453 (0.1646) loss_bbox_aux_2: 0.1403 (0.1620) loss_bbox_aux_3: 0.1540 (0.1600) loss_bbox_aux_4: 0.1537 (0.1595) loss_bbox_aux_5: 0.2151 (0.2118) loss_bbox_dn_0: 0.2610 (0.2830) loss_bbox_dn_1: 0.2024 (0.2141) loss_bbox_dn_2: 0.1800 (0.1919) loss_bbox_dn_3: 0.1790 (0.1849) loss_bbox_dn_4: 0.1779 (0.1834) loss_bbox_dn_5: 0.1778 (0.1834) loss_giou: 0.4649 (0.4858) loss_giou_aux_0: 0.4839 (0.5110) loss_giou_aux_1: 0.4742 (0.4963) loss_giou_aux_2: 0.4727 (0.4909) loss_giou_aux_3: 0.4691 (0.4873) loss_giou_aux_4: 0.4717 (0.4862) loss_giou_aux_5: 0.5590 (0.5789) loss_giou_dn_0: 0.5777 (0.5996) loss_giou_dn_1: 0.4838 (0.4945) loss_giou_dn_2: 0.4491 (0.4651) loss_giou_dn_3: 0.4404 (0.4566) loss_giou_dn_4: 0.4390 (0.4546) loss_giou_dn_5: 0.4390 (0.4547) loss_vfl: 0.7044 (0.6925) loss_vfl_aux_0: 0.8279 (0.8035) loss_vfl_aux_1: 0.7810 (0.7523) loss_vfl_aux_2: 0.7387 (0.7187) loss_vfl_aux_3: 0.7212 (0.7032) loss_vfl_aux_4: 0.7030 (0.6953) loss_vfl_aux_5: 0.8225 (0.7812) loss_vfl_dn_0: 0.4618 (0.4592) loss_vfl_dn_1: 0.3962 (0.3954) loss_vfl_dn_2: 0.3800 (0.3793) loss_vfl_dn_3: 0.3723 (0.3716) loss_vfl_dn_4: 0.3700 (0.3689) loss_vfl_dn_5: 0.3687 (0.3682) time: 0.4756 data: 0.0140 max mem: 5654 Epoch: [31] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 16.3514 (16.3834) loss_bbox: 0.1601 (0.1594) loss_bbox_aux_0: 0.1767 (0.1731) loss_bbox_aux_1: 0.1642 (0.1646) loss_bbox_aux_2: 0.1626 (0.1620) loss_bbox_aux_3: 0.1587 (0.1600) loss_bbox_aux_4: 0.1603 (0.1595) loss_bbox_aux_5: 0.1977 (0.2118) loss_bbox_dn_0: 0.2793 (0.2829) loss_bbox_dn_1: 0.2166 (0.2140) loss_bbox_dn_2: 0.1979 (0.1918) loss_bbox_dn_3: 0.1927 (0.1848) loss_bbox_dn_4: 0.1936 (0.1833) loss_bbox_dn_5: 0.1937 (0.1833) loss_giou: 0.4973 (0.4860) loss_giou_aux_0: 0.5154 (0.5111) loss_giou_aux_1: 0.4971 (0.4965) loss_giou_aux_2: 0.4896 (0.4911) loss_giou_aux_3: 0.4929 (0.4875) loss_giou_aux_4: 0.4877 (0.4864) loss_giou_aux_5: 0.5679 (0.5790) loss_giou_dn_0: 0.5943 (0.5998) loss_giou_dn_1: 0.4911 (0.4946) loss_giou_dn_2: 0.4620 (0.4652) loss_giou_dn_3: 0.4596 (0.4567) loss_giou_dn_4: 0.4569 (0.4547) loss_giou_dn_5: 0.4571 (0.4549) loss_vfl: 0.6995 (0.6925) loss_vfl_aux_0: 0.7941 (0.8035) loss_vfl_aux_1: 0.7424 (0.7522) loss_vfl_aux_2: 0.7099 (0.7186) loss_vfl_aux_3: 0.7089 (0.7032) loss_vfl_aux_4: 0.6952 (0.6954) loss_vfl_aux_5: 0.7778 (0.7812) loss_vfl_dn_0: 0.4582 (0.4592) loss_vfl_dn_1: 0.3977 (0.3954) loss_vfl_dn_2: 0.3814 (0.3793) loss_vfl_dn_3: 0.3744 (0.3717) loss_vfl_dn_4: 0.3722 (0.3690) loss_vfl_dn_5: 0.3707 (0.3682) time: 0.4660 data: 0.0145 max mem: 5654 Epoch: [31] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.3752 (16.3827) loss_bbox: 0.1554 (0.1594) loss_bbox_aux_0: 0.1680 (0.1731) loss_bbox_aux_1: 0.1586 (0.1646) loss_bbox_aux_2: 0.1475 (0.1620) loss_bbox_aux_3: 0.1562 (0.1600) loss_bbox_aux_4: 0.1523 (0.1595) loss_bbox_aux_5: 0.2027 (0.2118) loss_bbox_dn_0: 0.2699 (0.2828) loss_bbox_dn_1: 0.2039 (0.2140) loss_bbox_dn_2: 0.1884 (0.1917) loss_bbox_dn_3: 0.1769 (0.1848) loss_bbox_dn_4: 0.1729 (0.1833) loss_bbox_dn_5: 0.1729 (0.1833) loss_giou: 0.5046 (0.4859) loss_giou_aux_0: 0.5117 (0.5110) loss_giou_aux_1: 0.5045 (0.4964) loss_giou_aux_2: 0.5019 (0.4911) loss_giou_aux_3: 0.4994 (0.4875) loss_giou_aux_4: 0.5086 (0.4863) loss_giou_aux_5: 0.5879 (0.5789) loss_giou_dn_0: 0.6326 (0.5997) loss_giou_dn_1: 0.5225 (0.4946) loss_giou_dn_2: 0.4795 (0.4651) loss_giou_dn_3: 0.4752 (0.4566) loss_giou_dn_4: 0.4732 (0.4546) loss_giou_dn_5: 0.4730 (0.4548) loss_vfl: 0.6511 (0.6926) loss_vfl_aux_0: 0.7640 (0.8035) loss_vfl_aux_1: 0.7144 (0.7523) loss_vfl_aux_2: 0.6768 (0.7187) loss_vfl_aux_3: 0.6635 (0.7032) loss_vfl_aux_4: 0.6427 (0.6954) loss_vfl_aux_5: 0.7608 (0.7813) loss_vfl_dn_0: 0.4615 (0.4592) loss_vfl_dn_1: 0.3917 (0.3954) loss_vfl_dn_2: 0.3762 (0.3793) loss_vfl_dn_3: 0.3681 (0.3717) loss_vfl_dn_4: 0.3662 (0.3690) loss_vfl_dn_5: 0.3640 (0.3683) time: 0.4789 data: 0.0140 max mem: 5654 Epoch: [31] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.5613 (16.3821) loss_bbox: 0.1607 (0.1594) loss_bbox_aux_0: 0.1857 (0.1730) loss_bbox_aux_1: 0.1686 (0.1645) loss_bbox_aux_2: 0.1659 (0.1620) loss_bbox_aux_3: 0.1601 (0.1600) loss_bbox_aux_4: 0.1645 (0.1594) loss_bbox_aux_5: 0.2030 (0.2118) loss_bbox_dn_0: 0.3032 (0.2827) loss_bbox_dn_1: 0.2289 (0.2138) loss_bbox_dn_2: 0.2099 (0.1916) loss_bbox_dn_3: 0.2047 (0.1846) loss_bbox_dn_4: 0.2043 (0.1832) loss_bbox_dn_5: 0.2043 (0.1832) loss_giou: 0.4811 (0.4861) loss_giou_aux_0: 0.5047 (0.5111) loss_giou_aux_1: 0.4877 (0.4965) loss_giou_aux_2: 0.4879 (0.4912) loss_giou_aux_3: 0.4857 (0.4876) loss_giou_aux_4: 0.4811 (0.4864) loss_giou_aux_5: 0.5578 (0.5790) loss_giou_dn_0: 0.5872 (0.5998) loss_giou_dn_1: 0.4908 (0.4946) loss_giou_dn_2: 0.4670 (0.4652) loss_giou_dn_3: 0.4626 (0.4567) loss_giou_dn_4: 0.4625 (0.4547) loss_giou_dn_5: 0.4625 (0.4549) loss_vfl: 0.6906 (0.6925) loss_vfl_aux_0: 0.7974 (0.8034) loss_vfl_aux_1: 0.7425 (0.7522) loss_vfl_aux_2: 0.7201 (0.7186) loss_vfl_aux_3: 0.7104 (0.7031) loss_vfl_aux_4: 0.6968 (0.6953) loss_vfl_aux_5: 0.7919 (0.7812) loss_vfl_dn_0: 0.4591 (0.4592) loss_vfl_dn_1: 0.3942 (0.3954) loss_vfl_dn_2: 0.3773 (0.3793) loss_vfl_dn_3: 0.3721 (0.3717) loss_vfl_dn_4: 0.3707 (0.3690) loss_vfl_dn_5: 0.3697 (0.3683) time: 0.4582 data: 0.0137 max mem: 5654 Epoch: [31] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.2464 (16.3802) loss_bbox: 0.1470 (0.1594) loss_bbox_aux_0: 0.1702 (0.1730) loss_bbox_aux_1: 0.1504 (0.1645) loss_bbox_aux_2: 0.1496 (0.1619) loss_bbox_aux_3: 0.1475 (0.1599) loss_bbox_aux_4: 0.1470 (0.1594) loss_bbox_aux_5: 0.2065 (0.2118) loss_bbox_dn_0: 0.2592 (0.2827) loss_bbox_dn_1: 0.2051 (0.2138) loss_bbox_dn_2: 0.1858 (0.1916) loss_bbox_dn_3: 0.1817 (0.1846) loss_bbox_dn_4: 0.1815 (0.1832) loss_bbox_dn_5: 0.1816 (0.1832) loss_giou: 0.4442 (0.4859) loss_giou_aux_0: 0.4661 (0.5109) loss_giou_aux_1: 0.4536 (0.4963) loss_giou_aux_2: 0.4525 (0.4909) loss_giou_aux_3: 0.4456 (0.4874) loss_giou_aux_4: 0.4463 (0.4863) loss_giou_aux_5: 0.5353 (0.5788) loss_giou_dn_0: 0.6019 (0.5997) loss_giou_dn_1: 0.4915 (0.4945) loss_giou_dn_2: 0.4560 (0.4651) loss_giou_dn_3: 0.4430 (0.4566) loss_giou_dn_4: 0.4394 (0.4546) loss_giou_dn_5: 0.4395 (0.4548) loss_vfl: 0.6966 (0.6925) loss_vfl_aux_0: 0.7976 (0.8034) loss_vfl_aux_1: 0.7381 (0.7522) loss_vfl_aux_2: 0.7399 (0.7187) loss_vfl_aux_3: 0.7269 (0.7032) loss_vfl_aux_4: 0.7070 (0.6953) loss_vfl_aux_5: 0.7574 (0.7813) loss_vfl_dn_0: 0.4562 (0.4592) loss_vfl_dn_1: 0.3960 (0.3954) loss_vfl_dn_2: 0.3774 (0.3793) loss_vfl_dn_3: 0.3733 (0.3717) loss_vfl_dn_4: 0.3718 (0.3690) loss_vfl_dn_5: 0.3702 (0.3682) time: 0.4830 data: 0.0141 max mem: 5654 Epoch: [31] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.5086 (16.3809) loss_bbox: 0.1613 (0.1594) loss_bbox_aux_0: 0.1643 (0.1730) loss_bbox_aux_1: 0.1611 (0.1646) loss_bbox_aux_2: 0.1601 (0.1620) loss_bbox_aux_3: 0.1612 (0.1600) loss_bbox_aux_4: 0.1585 (0.1595) loss_bbox_aux_5: 0.2024 (0.2118) loss_bbox_dn_0: 0.2472 (0.2826) loss_bbox_dn_1: 0.1844 (0.2138) loss_bbox_dn_2: 0.1693 (0.1916) loss_bbox_dn_3: 0.1575 (0.1846) loss_bbox_dn_4: 0.1525 (0.1831) loss_bbox_dn_5: 0.1523 (0.1831) loss_giou: 0.4471 (0.4859) loss_giou_aux_0: 0.4658 (0.5110) loss_giou_aux_1: 0.4567 (0.4964) loss_giou_aux_2: 0.4601 (0.4910) loss_giou_aux_3: 0.4498 (0.4874) loss_giou_aux_4: 0.4585 (0.4863) loss_giou_aux_5: 0.5479 (0.5788) loss_giou_dn_0: 0.5836 (0.5997) loss_giou_dn_1: 0.4758 (0.4945) loss_giou_dn_2: 0.4422 (0.4651) loss_giou_dn_3: 0.4369 (0.4566) loss_giou_dn_4: 0.4335 (0.4546) loss_giou_dn_5: 0.4335 (0.4548) loss_vfl: 0.6655 (0.6926) loss_vfl_aux_0: 0.7925 (0.8034) loss_vfl_aux_1: 0.7448 (0.7522) loss_vfl_aux_2: 0.6872 (0.7187) loss_vfl_aux_3: 0.6849 (0.7032) loss_vfl_aux_4: 0.6626 (0.6954) loss_vfl_aux_5: 0.7615 (0.7814) loss_vfl_dn_0: 0.4513 (0.4592) loss_vfl_dn_1: 0.3875 (0.3954) loss_vfl_dn_2: 0.3675 (0.3793) loss_vfl_dn_3: 0.3594 (0.3717) loss_vfl_dn_4: 0.3563 (0.3690) loss_vfl_dn_5: 0.3574 (0.3682) time: 0.4820 data: 0.0149 max mem: 5654 Epoch: [31] Total time: 0:59:27 (0.4826 s / it) Averaged stats: lr: 0.000010 loss: 16.5086 (16.3809) loss_bbox: 0.1613 (0.1594) loss_bbox_aux_0: 0.1643 (0.1730) loss_bbox_aux_1: 0.1611 (0.1646) loss_bbox_aux_2: 0.1601 (0.1620) loss_bbox_aux_3: 0.1612 (0.1600) loss_bbox_aux_4: 0.1585 (0.1595) loss_bbox_aux_5: 0.2024 (0.2118) loss_bbox_dn_0: 0.2472 (0.2826) loss_bbox_dn_1: 0.1844 (0.2138) loss_bbox_dn_2: 0.1693 (0.1916) loss_bbox_dn_3: 0.1575 (0.1846) loss_bbox_dn_4: 0.1525 (0.1831) loss_bbox_dn_5: 0.1523 (0.1831) loss_giou: 0.4471 (0.4859) loss_giou_aux_0: 0.4658 (0.5110) loss_giou_aux_1: 0.4567 (0.4964) loss_giou_aux_2: 0.4601 (0.4910) loss_giou_aux_3: 0.4498 (0.4874) loss_giou_aux_4: 0.4585 (0.4863) loss_giou_aux_5: 0.5479 (0.5788) loss_giou_dn_0: 0.5836 (0.5997) loss_giou_dn_1: 0.4758 (0.4945) loss_giou_dn_2: 0.4422 (0.4651) loss_giou_dn_3: 0.4369 (0.4566) loss_giou_dn_4: 0.4335 (0.4546) loss_giou_dn_5: 0.4335 (0.4548) loss_vfl: 0.6655 (0.6926) loss_vfl_aux_0: 0.7925 (0.8034) loss_vfl_aux_1: 0.7448 (0.7522) loss_vfl_aux_2: 0.6872 (0.7187) loss_vfl_aux_3: 0.6849 (0.7032) loss_vfl_aux_4: 0.6626 (0.6954) loss_vfl_aux_5: 0.7615 (0.7814) loss_vfl_dn_0: 0.4513 (0.4592) loss_vfl_dn_1: 0.3875 (0.3954) loss_vfl_dn_2: 0.3675 (0.3793) loss_vfl_dn_3: 0.3594 (0.3717) loss_vfl_dn_4: 0.3563 (0.3690) loss_vfl_dn_5: 0.3574 (0.3682) Test: [ 0/157] eta: 0:20:37 time: 7.8842 data: 1.2173 max mem: 5654 Test: [ 10/157] eta: 0:02:36 time: 1.0629 data: 0.1297 max mem: 5654 Test: [ 20/157] eta: 0:01:41 time: 0.3848 data: 0.0228 max mem: 5654 Test: [ 30/157] eta: 0:01:20 time: 0.3921 data: 0.0260 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.3921 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3924 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3939 data: 0.0266 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3845 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3882 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3958 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3877 data: 0.0258 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3898 data: 0.0265 max mem: 5654 Test: [120/157] eta: 0:00:18 time: 0.6779 data: 0.0265 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6746 data: 0.0257 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.3801 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3671 data: 0.0260 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3604 data: 0.0255 max mem: 5654 Test: Total time: 0:01:14 (0.4722 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.08s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.699 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 31, 'coco_eval_bbox': 0.5181944176905069} Epoch: [32] [ 0/7393] eta: 13:03:47 lr: 0.000010 loss: 15.6969 (15.6969) loss_bbox: 0.1874 (0.1874) loss_bbox_aux_0: 0.2290 (0.2290) loss_bbox_aux_1: 0.1841 (0.1841) loss_bbox_aux_2: 0.1797 (0.1797) loss_bbox_aux_3: 0.1696 (0.1696) loss_bbox_aux_4: 0.1751 (0.1751) loss_bbox_aux_5: 0.2590 (0.2590) loss_bbox_dn_0: 0.3303 (0.3303) loss_bbox_dn_1: 0.2351 (0.2351) loss_bbox_dn_2: 0.2004 (0.2004) loss_bbox_dn_3: 0.1838 (0.1838) loss_bbox_dn_4: 0.1828 (0.1828) loss_bbox_dn_5: 0.1825 (0.1825) loss_giou: 0.4119 (0.4119) loss_giou_aux_0: 0.4701 (0.4701) loss_giou_aux_1: 0.4284 (0.4284) loss_giou_aux_2: 0.4122 (0.4122) loss_giou_aux_3: 0.4024 (0.4024) loss_giou_aux_4: 0.4035 (0.4035) loss_giou_aux_5: 0.4940 (0.4940) loss_giou_dn_0: 0.5911 (0.5911) loss_giou_dn_1: 0.4819 (0.4819) loss_giou_dn_2: 0.4400 (0.4400) loss_giou_dn_3: 0.4223 (0.4223) loss_giou_dn_4: 0.4202 (0.4202) loss_giou_dn_5: 0.4201 (0.4201) loss_vfl: 0.6482 (0.6482) loss_vfl_aux_0: 0.7192 (0.7192) loss_vfl_aux_1: 0.7153 (0.7153) loss_vfl_aux_2: 0.6938 (0.6938) loss_vfl_aux_3: 0.6976 (0.6976) loss_vfl_aux_4: 0.6776 (0.6776) loss_vfl_aux_5: 0.7669 (0.7669) loss_vfl_dn_0: 0.4542 (0.4542) loss_vfl_dn_1: 0.3874 (0.3874) loss_vfl_dn_2: 0.3691 (0.3691) loss_vfl_dn_3: 0.3584 (0.3584) loss_vfl_dn_4: 0.3570 (0.3570) loss_vfl_dn_5: 0.3555 (0.3555) time: 6.3610 data: 2.6319 max mem: 5654 Epoch: [32] [ 100/7393] eta: 1:05:41 lr: 0.000010 loss: 16.1033 (16.2675) loss_bbox: 0.1579 (0.1608) loss_bbox_aux_0: 0.1618 (0.1753) loss_bbox_aux_1: 0.1536 (0.1663) loss_bbox_aux_2: 0.1486 (0.1638) loss_bbox_aux_3: 0.1449 (0.1616) loss_bbox_aux_4: 0.1422 (0.1607) loss_bbox_aux_5: 0.1990 (0.2146) loss_bbox_dn_0: 0.2266 (0.2853) loss_bbox_dn_1: 0.1732 (0.2137) loss_bbox_dn_2: 0.1561 (0.1900) loss_bbox_dn_3: 0.1505 (0.1824) loss_bbox_dn_4: 0.1484 (0.1809) loss_bbox_dn_5: 0.1480 (0.1809) loss_giou: 0.4752 (0.4819) loss_giou_aux_0: 0.5000 (0.5076) loss_giou_aux_1: 0.4999 (0.4912) loss_giou_aux_2: 0.4754 (0.4863) loss_giou_aux_3: 0.4929 (0.4826) loss_giou_aux_4: 0.4748 (0.4810) loss_giou_aux_5: 0.5790 (0.5748) loss_giou_dn_0: 0.5958 (0.5943) loss_giou_dn_1: 0.4824 (0.4872) loss_giou_dn_2: 0.4632 (0.4565) loss_giou_dn_3: 0.4550 (0.4474) loss_giou_dn_4: 0.4511 (0.4451) loss_giou_dn_5: 0.4503 (0.4453) loss_vfl: 0.6497 (0.6860) loss_vfl_aux_0: 0.7571 (0.7917) loss_vfl_aux_1: 0.6886 (0.7439) loss_vfl_aux_2: 0.6718 (0.7124) loss_vfl_aux_3: 0.6641 (0.6991) loss_vfl_aux_4: 0.6595 (0.6896) loss_vfl_aux_5: 0.7137 (0.7788) loss_vfl_dn_0: 0.4591 (0.4613) loss_vfl_dn_1: 0.3982 (0.3961) loss_vfl_dn_2: 0.3839 (0.3801) loss_vfl_dn_3: 0.3811 (0.3725) loss_vfl_dn_4: 0.3777 (0.3695) loss_vfl_dn_5: 0.3777 (0.3689) time: 0.4825 data: 0.0144 max mem: 5654 Epoch: [32] [ 200/7393] eta: 1:09:20 lr: 0.000010 loss: 15.9371 (16.2720) loss_bbox: 0.1578 (0.1592) loss_bbox_aux_0: 0.1639 (0.1732) loss_bbox_aux_1: 0.1604 (0.1638) loss_bbox_aux_2: 0.1588 (0.1619) loss_bbox_aux_3: 0.1671 (0.1593) loss_bbox_aux_4: 0.1572 (0.1590) loss_bbox_aux_5: 0.2129 (0.2128) loss_bbox_dn_0: 0.2638 (0.2837) loss_bbox_dn_1: 0.2072 (0.2133) loss_bbox_dn_2: 0.1821 (0.1899) loss_bbox_dn_3: 0.1729 (0.1826) loss_bbox_dn_4: 0.1727 (0.1811) loss_bbox_dn_5: 0.1726 (0.1811) loss_giou: 0.4499 (0.4835) loss_giou_aux_0: 0.4723 (0.5077) loss_giou_aux_1: 0.4576 (0.4928) loss_giou_aux_2: 0.4518 (0.4872) loss_giou_aux_3: 0.4508 (0.4838) loss_giou_aux_4: 0.4499 (0.4827) loss_giou_aux_5: 0.5441 (0.5757) loss_giou_dn_0: 0.5804 (0.5931) loss_giou_dn_1: 0.4749 (0.4878) loss_giou_dn_2: 0.4550 (0.4576) loss_giou_dn_3: 0.4459 (0.4487) loss_giou_dn_4: 0.4434 (0.4466) loss_giou_dn_5: 0.4438 (0.4467) loss_vfl: 0.7079 (0.6878) loss_vfl_aux_0: 0.8092 (0.7948) loss_vfl_aux_1: 0.7647 (0.7475) loss_vfl_aux_2: 0.7259 (0.7168) loss_vfl_aux_3: 0.7111 (0.7018) loss_vfl_aux_4: 0.7104 (0.6918) loss_vfl_aux_5: 0.7890 (0.7756) loss_vfl_dn_0: 0.4555 (0.4593) loss_vfl_dn_1: 0.3958 (0.3949) loss_vfl_dn_2: 0.3795 (0.3787) loss_vfl_dn_3: 0.3698 (0.3713) loss_vfl_dn_4: 0.3687 (0.3685) loss_vfl_dn_5: 0.3683 (0.3681) time: 0.4808 data: 0.0148 max mem: 5654 Epoch: [32] [ 300/7393] eta: 1:04:26 lr: 0.000010 loss: 16.4192 (16.3043) loss_bbox: 0.1539 (0.1582) loss_bbox_aux_0: 0.1660 (0.1722) loss_bbox_aux_1: 0.1542 (0.1637) loss_bbox_aux_2: 0.1527 (0.1616) loss_bbox_aux_3: 0.1590 (0.1586) loss_bbox_aux_4: 0.1495 (0.1580) loss_bbox_aux_5: 0.1957 (0.2112) loss_bbox_dn_0: 0.2554 (0.2823) loss_bbox_dn_1: 0.1862 (0.2125) loss_bbox_dn_2: 0.1669 (0.1894) loss_bbox_dn_3: 0.1594 (0.1823) loss_bbox_dn_4: 0.1591 (0.1808) loss_bbox_dn_5: 0.1594 (0.1808) loss_giou: 0.5079 (0.4842) loss_giou_aux_0: 0.5251 (0.5073) loss_giou_aux_1: 0.5205 (0.4935) loss_giou_aux_2: 0.5149 (0.4880) loss_giou_aux_3: 0.5089 (0.4846) loss_giou_aux_4: 0.5102 (0.4837) loss_giou_aux_5: 0.6047 (0.5748) loss_giou_dn_0: 0.5989 (0.5950) loss_giou_dn_1: 0.4977 (0.4902) loss_giou_dn_2: 0.4624 (0.4603) loss_giou_dn_3: 0.4590 (0.4515) loss_giou_dn_4: 0.4569 (0.4495) loss_giou_dn_5: 0.4572 (0.4496) loss_vfl: 0.6910 (0.6912) loss_vfl_aux_0: 0.7945 (0.8004) loss_vfl_aux_1: 0.7346 (0.7480) loss_vfl_aux_2: 0.6998 (0.7181) loss_vfl_aux_3: 0.7023 (0.7046) loss_vfl_aux_4: 0.6969 (0.6953) loss_vfl_aux_5: 0.7763 (0.7812) loss_vfl_dn_0: 0.4572 (0.4593) loss_vfl_dn_1: 0.3919 (0.3950) loss_vfl_dn_2: 0.3776 (0.3793) loss_vfl_dn_3: 0.3700 (0.3714) loss_vfl_dn_4: 0.3682 (0.3687) loss_vfl_dn_5: 0.3672 (0.3682) time: 0.4732 data: 0.0154 max mem: 5654 Epoch: [32] [ 400/7393] eta: 1:01:32 lr: 0.000010 loss: 16.2047 (16.2881) loss_bbox: 0.1501 (0.1581) loss_bbox_aux_0: 0.1755 (0.1722) loss_bbox_aux_1: 0.1698 (0.1638) loss_bbox_aux_2: 0.1645 (0.1615) loss_bbox_aux_3: 0.1516 (0.1585) loss_bbox_aux_4: 0.1542 (0.1580) loss_bbox_aux_5: 0.2097 (0.2101) loss_bbox_dn_0: 0.2884 (0.2828) loss_bbox_dn_1: 0.2172 (0.2128) loss_bbox_dn_2: 0.1959 (0.1896) loss_bbox_dn_3: 0.1895 (0.1825) loss_bbox_dn_4: 0.1885 (0.1809) loss_bbox_dn_5: 0.1887 (0.1809) loss_giou: 0.4323 (0.4817) loss_giou_aux_0: 0.4588 (0.5056) loss_giou_aux_1: 0.4598 (0.4918) loss_giou_aux_2: 0.4590 (0.4864) loss_giou_aux_3: 0.4446 (0.4823) loss_giou_aux_4: 0.4371 (0.4815) loss_giou_aux_5: 0.5313 (0.5724) loss_giou_dn_0: 0.5583 (0.5954) loss_giou_dn_1: 0.4474 (0.4900) loss_giou_dn_2: 0.4233 (0.4598) loss_giou_dn_3: 0.4100 (0.4510) loss_giou_dn_4: 0.4084 (0.4489) loss_giou_dn_5: 0.4086 (0.4490) loss_vfl: 0.7117 (0.6924) loss_vfl_aux_0: 0.8213 (0.8001) loss_vfl_aux_1: 0.7552 (0.7474) loss_vfl_aux_2: 0.7110 (0.7173) loss_vfl_aux_3: 0.7169 (0.7050) loss_vfl_aux_4: 0.7030 (0.6959) loss_vfl_aux_5: 0.7744 (0.7826) loss_vfl_dn_0: 0.4643 (0.4593) loss_vfl_dn_1: 0.3962 (0.3949) loss_vfl_dn_2: 0.3793 (0.3788) loss_vfl_dn_3: 0.3720 (0.3709) loss_vfl_dn_4: 0.3684 (0.3682) loss_vfl_dn_5: 0.3687 (0.3676) time: 0.4843 data: 0.0137 max mem: 5654 Epoch: [32] [ 500/7393] eta: 0:59:31 lr: 0.000010 loss: 17.0179 (16.3176) loss_bbox: 0.1754 (0.1577) loss_bbox_aux_0: 0.1726 (0.1719) loss_bbox_aux_1: 0.1834 (0.1637) loss_bbox_aux_2: 0.1766 (0.1614) loss_bbox_aux_3: 0.1791 (0.1582) loss_bbox_aux_4: 0.1741 (0.1576) loss_bbox_aux_5: 0.2209 (0.2101) loss_bbox_dn_0: 0.2674 (0.2829) loss_bbox_dn_1: 0.2115 (0.2131) loss_bbox_dn_2: 0.1779 (0.1899) loss_bbox_dn_3: 0.1713 (0.1828) loss_bbox_dn_4: 0.1705 (0.1813) loss_bbox_dn_5: 0.1706 (0.1813) loss_giou: 0.5097 (0.4817) loss_giou_aux_0: 0.5345 (0.5065) loss_giou_aux_1: 0.5269 (0.4929) loss_giou_aux_2: 0.5116 (0.4873) loss_giou_aux_3: 0.5109 (0.4829) loss_giou_aux_4: 0.5113 (0.4817) loss_giou_aux_5: 0.6147 (0.5737) loss_giou_dn_0: 0.6131 (0.5976) loss_giou_dn_1: 0.5135 (0.4917) loss_giou_dn_2: 0.4816 (0.4613) loss_giou_dn_3: 0.4731 (0.4525) loss_giou_dn_4: 0.4704 (0.4504) loss_giou_dn_5: 0.4704 (0.4506) loss_vfl: 0.6671 (0.6950) loss_vfl_aux_0: 0.7894 (0.8020) loss_vfl_aux_1: 0.7307 (0.7485) loss_vfl_aux_2: 0.7249 (0.7188) loss_vfl_aux_3: 0.7036 (0.7071) loss_vfl_aux_4: 0.6801 (0.6982) loss_vfl_aux_5: 0.7426 (0.7833) loss_vfl_dn_0: 0.4621 (0.4596) loss_vfl_dn_1: 0.3973 (0.3954) loss_vfl_dn_2: 0.3789 (0.3792) loss_vfl_dn_3: 0.3746 (0.3712) loss_vfl_dn_4: 0.3719 (0.3686) loss_vfl_dn_5: 0.3711 (0.3679) time: 0.4733 data: 0.0141 max mem: 5654 Epoch: [32] [ 600/7393] eta: 0:57:58 lr: 0.000010 loss: 16.1972 (16.3039) loss_bbox: 0.1550 (0.1568) loss_bbox_aux_0: 0.1619 (0.1707) loss_bbox_aux_1: 0.1570 (0.1624) loss_bbox_aux_2: 0.1515 (0.1601) loss_bbox_aux_3: 0.1546 (0.1574) loss_bbox_aux_4: 0.1553 (0.1566) loss_bbox_aux_5: 0.1993 (0.2087) loss_bbox_dn_0: 0.2534 (0.2816) loss_bbox_dn_1: 0.1853 (0.2120) loss_bbox_dn_2: 0.1576 (0.1890) loss_bbox_dn_3: 0.1542 (0.1819) loss_bbox_dn_4: 0.1545 (0.1803) loss_bbox_dn_5: 0.1545 (0.1804) loss_giou: 0.4780 (0.4831) loss_giou_aux_0: 0.4949 (0.5075) loss_giou_aux_1: 0.4845 (0.4940) loss_giou_aux_2: 0.4677 (0.4885) loss_giou_aux_3: 0.4764 (0.4845) loss_giou_aux_4: 0.4779 (0.4830) loss_giou_aux_5: 0.5514 (0.5749) loss_giou_dn_0: 0.6005 (0.5980) loss_giou_dn_1: 0.4954 (0.4922) loss_giou_dn_2: 0.4589 (0.4621) loss_giou_dn_3: 0.4446 (0.4534) loss_giou_dn_4: 0.4426 (0.4513) loss_giou_dn_5: 0.4425 (0.4514) loss_vfl: 0.6827 (0.6936) loss_vfl_aux_0: 0.7774 (0.8004) loss_vfl_aux_1: 0.7402 (0.7474) loss_vfl_aux_2: 0.7217 (0.7172) loss_vfl_aux_3: 0.6935 (0.7046) loss_vfl_aux_4: 0.6842 (0.6968) loss_vfl_aux_5: 0.7819 (0.7828) loss_vfl_dn_0: 0.4591 (0.4589) loss_vfl_dn_1: 0.3918 (0.3949) loss_vfl_dn_2: 0.3772 (0.3787) loss_vfl_dn_3: 0.3689 (0.3709) loss_vfl_dn_4: 0.3687 (0.3683) loss_vfl_dn_5: 0.3690 (0.3676) time: 0.4676 data: 0.0144 max mem: 5654 Epoch: [32] [ 700/7393] eta: 0:56:34 lr: 0.000010 loss: 16.6736 (16.2888) loss_bbox: 0.1389 (0.1564) loss_bbox_aux_0: 0.1522 (0.1701) loss_bbox_aux_1: 0.1429 (0.1615) loss_bbox_aux_2: 0.1369 (0.1597) loss_bbox_aux_3: 0.1396 (0.1570) loss_bbox_aux_4: 0.1388 (0.1562) loss_bbox_aux_5: 0.1800 (0.2077) loss_bbox_dn_0: 0.2489 (0.2813) loss_bbox_dn_1: 0.1935 (0.2119) loss_bbox_dn_2: 0.1741 (0.1891) loss_bbox_dn_3: 0.1579 (0.1820) loss_bbox_dn_4: 0.1548 (0.1804) loss_bbox_dn_5: 0.1547 (0.1804) loss_giou: 0.5186 (0.4836) loss_giou_aux_0: 0.5415 (0.5081) loss_giou_aux_1: 0.5297 (0.4942) loss_giou_aux_2: 0.5355 (0.4892) loss_giou_aux_3: 0.5226 (0.4850) loss_giou_aux_4: 0.5180 (0.4834) loss_giou_aux_5: 0.5936 (0.5747) loss_giou_dn_0: 0.6195 (0.5976) loss_giou_dn_1: 0.5039 (0.4919) loss_giou_dn_2: 0.4759 (0.4622) loss_giou_dn_3: 0.4681 (0.4535) loss_giou_dn_4: 0.4670 (0.4514) loss_giou_dn_5: 0.4673 (0.4515) loss_vfl: 0.6830 (0.6911) loss_vfl_aux_0: 0.8119 (0.7998) loss_vfl_aux_1: 0.7339 (0.7465) loss_vfl_aux_2: 0.7144 (0.7148) loss_vfl_aux_3: 0.6913 (0.7020) loss_vfl_aux_4: 0.6854 (0.6945) loss_vfl_aux_5: 0.7763 (0.7824) loss_vfl_dn_0: 0.4618 (0.4588) loss_vfl_dn_1: 0.3969 (0.3945) loss_vfl_dn_2: 0.3839 (0.3784) loss_vfl_dn_3: 0.3819 (0.3707) loss_vfl_dn_4: 0.3776 (0.3681) loss_vfl_dn_5: 0.3800 (0.3674) time: 0.4678 data: 0.0143 max mem: 5654 Epoch: [32] [ 800/7393] eta: 0:55:18 lr: 0.000010 loss: 16.3605 (16.3112) loss_bbox: 0.1582 (0.1566) loss_bbox_aux_0: 0.1733 (0.1702) loss_bbox_aux_1: 0.1646 (0.1619) loss_bbox_aux_2: 0.1628 (0.1598) loss_bbox_aux_3: 0.1610 (0.1573) loss_bbox_aux_4: 0.1569 (0.1565) loss_bbox_aux_5: 0.2134 (0.2075) loss_bbox_dn_0: 0.2875 (0.2809) loss_bbox_dn_1: 0.2146 (0.2120) loss_bbox_dn_2: 0.1902 (0.1895) loss_bbox_dn_3: 0.1848 (0.1824) loss_bbox_dn_4: 0.1806 (0.1808) loss_bbox_dn_5: 0.1808 (0.1808) loss_giou: 0.4885 (0.4855) loss_giou_aux_0: 0.5293 (0.5102) loss_giou_aux_1: 0.5079 (0.4963) loss_giou_aux_2: 0.5034 (0.4912) loss_giou_aux_3: 0.5007 (0.4871) loss_giou_aux_4: 0.4955 (0.4855) loss_giou_aux_5: 0.5653 (0.5763) loss_giou_dn_0: 0.6235 (0.5988) loss_giou_dn_1: 0.5197 (0.4936) loss_giou_dn_2: 0.4856 (0.4638) loss_giou_dn_3: 0.4749 (0.4551) loss_giou_dn_4: 0.4693 (0.4531) loss_giou_dn_5: 0.4694 (0.4532) loss_vfl: 0.7201 (0.6909) loss_vfl_aux_0: 0.8062 (0.7983) loss_vfl_aux_1: 0.7560 (0.7453) loss_vfl_aux_2: 0.7271 (0.7144) loss_vfl_aux_3: 0.7138 (0.7013) loss_vfl_aux_4: 0.7125 (0.6939) loss_vfl_aux_5: 0.7756 (0.7818) loss_vfl_dn_0: 0.4577 (0.4587) loss_vfl_dn_1: 0.4010 (0.3948) loss_vfl_dn_2: 0.3844 (0.3786) loss_vfl_dn_3: 0.3780 (0.3710) loss_vfl_dn_4: 0.3750 (0.3684) loss_vfl_dn_5: 0.3736 (0.3677) time: 0.4794 data: 0.0140 max mem: 5654 Epoch: [32] [ 900/7393] eta: 0:54:11 lr: 0.000010 loss: 15.9492 (16.2799) loss_bbox: 0.1568 (0.1564) loss_bbox_aux_0: 0.1654 (0.1700) loss_bbox_aux_1: 0.1580 (0.1617) loss_bbox_aux_2: 0.1533 (0.1594) loss_bbox_aux_3: 0.1517 (0.1571) loss_bbox_aux_4: 0.1568 (0.1564) loss_bbox_aux_5: 0.2000 (0.2076) loss_bbox_dn_0: 0.2686 (0.2803) loss_bbox_dn_1: 0.1997 (0.2116) loss_bbox_dn_2: 0.1777 (0.1890) loss_bbox_dn_3: 0.1726 (0.1820) loss_bbox_dn_4: 0.1712 (0.1804) loss_bbox_dn_5: 0.1712 (0.1804) loss_giou: 0.4651 (0.4843) loss_giou_aux_0: 0.4815 (0.5090) loss_giou_aux_1: 0.4792 (0.4950) loss_giou_aux_2: 0.4697 (0.4898) loss_giou_aux_3: 0.4709 (0.4858) loss_giou_aux_4: 0.4733 (0.4843) loss_giou_aux_5: 0.5535 (0.5751) loss_giou_dn_0: 0.5966 (0.5979) loss_giou_dn_1: 0.4862 (0.4927) loss_giou_dn_2: 0.4526 (0.4629) loss_giou_dn_3: 0.4457 (0.4542) loss_giou_dn_4: 0.4445 (0.4522) loss_giou_dn_5: 0.4447 (0.4523) loss_vfl: 0.6680 (0.6894) loss_vfl_aux_0: 0.7669 (0.7969) loss_vfl_aux_1: 0.7033 (0.7438) loss_vfl_aux_2: 0.6822 (0.7131) loss_vfl_aux_3: 0.6780 (0.6999) loss_vfl_aux_4: 0.6603 (0.6925) loss_vfl_aux_5: 0.7835 (0.7805) loss_vfl_dn_0: 0.4512 (0.4584) loss_vfl_dn_1: 0.3862 (0.3943) loss_vfl_dn_2: 0.3672 (0.3782) loss_vfl_dn_3: 0.3649 (0.3704) loss_vfl_dn_4: 0.3596 (0.3679) loss_vfl_dn_5: 0.3584 (0.3672) time: 0.4778 data: 0.0146 max mem: 5654 Epoch: [32] [1000/7393] eta: 0:53:03 lr: 0.000010 loss: 16.3141 (16.2671) loss_bbox: 0.1629 (0.1563) loss_bbox_aux_0: 0.1748 (0.1701) loss_bbox_aux_1: 0.1617 (0.1616) loss_bbox_aux_2: 0.1643 (0.1592) loss_bbox_aux_3: 0.1556 (0.1570) loss_bbox_aux_4: 0.1585 (0.1563) loss_bbox_aux_5: 0.2190 (0.2078) loss_bbox_dn_0: 0.3107 (0.2809) loss_bbox_dn_1: 0.2296 (0.2117) loss_bbox_dn_2: 0.2015 (0.1891) loss_bbox_dn_3: 0.1947 (0.1821) loss_bbox_dn_4: 0.1914 (0.1805) loss_bbox_dn_5: 0.1915 (0.1805) loss_giou: 0.4279 (0.4831) loss_giou_aux_0: 0.4444 (0.5076) loss_giou_aux_1: 0.4418 (0.4936) loss_giou_aux_2: 0.4344 (0.4884) loss_giou_aux_3: 0.4288 (0.4846) loss_giou_aux_4: 0.4319 (0.4831) loss_giou_aux_5: 0.5210 (0.5739) loss_giou_dn_0: 0.5720 (0.5975) loss_giou_dn_1: 0.4626 (0.4919) loss_giou_dn_2: 0.4266 (0.4621) loss_giou_dn_3: 0.4120 (0.4534) loss_giou_dn_4: 0.4076 (0.4513) loss_giou_dn_5: 0.4081 (0.4515) loss_vfl: 0.6977 (0.6891) loss_vfl_aux_0: 0.8111 (0.7971) loss_vfl_aux_1: 0.7621 (0.7439) loss_vfl_aux_2: 0.7253 (0.7131) loss_vfl_aux_3: 0.7144 (0.6998) loss_vfl_aux_4: 0.7095 (0.6922) loss_vfl_aux_5: 0.7998 (0.7805) loss_vfl_dn_0: 0.4603 (0.4585) loss_vfl_dn_1: 0.3930 (0.3942) loss_vfl_dn_2: 0.3735 (0.3781) loss_vfl_dn_3: 0.3649 (0.3704) loss_vfl_dn_4: 0.3614 (0.3678) loss_vfl_dn_5: 0.3610 (0.3671) time: 0.4869 data: 0.0141 max mem: 5654 Epoch: [32] [1100/7393] eta: 0:52:01 lr: 0.000010 loss: 16.1435 (16.2700) loss_bbox: 0.1563 (0.1559) loss_bbox_aux_0: 0.1706 (0.1696) loss_bbox_aux_1: 0.1567 (0.1612) loss_bbox_aux_2: 0.1616 (0.1588) loss_bbox_aux_3: 0.1582 (0.1566) loss_bbox_aux_4: 0.1533 (0.1560) loss_bbox_aux_5: 0.2053 (0.2073) loss_bbox_dn_0: 0.2866 (0.2793) loss_bbox_dn_1: 0.2135 (0.2105) loss_bbox_dn_2: 0.1909 (0.1882) loss_bbox_dn_3: 0.1867 (0.1813) loss_bbox_dn_4: 0.1866 (0.1797) loss_bbox_dn_5: 0.1866 (0.1797) loss_giou: 0.4667 (0.4854) loss_giou_aux_0: 0.4871 (0.5099) loss_giou_aux_1: 0.4674 (0.4960) loss_giou_aux_2: 0.4698 (0.4907) loss_giou_aux_3: 0.4698 (0.4869) loss_giou_aux_4: 0.4665 (0.4855) loss_giou_aux_5: 0.5721 (0.5765) loss_giou_dn_0: 0.6038 (0.5986) loss_giou_dn_1: 0.4933 (0.4931) loss_giou_dn_2: 0.4580 (0.4635) loss_giou_dn_3: 0.4466 (0.4548) loss_giou_dn_4: 0.4434 (0.4528) loss_giou_dn_5: 0.4441 (0.4529) loss_vfl: 0.6954 (0.6877) loss_vfl_aux_0: 0.7933 (0.7952) loss_vfl_aux_1: 0.7372 (0.7422) loss_vfl_aux_2: 0.7112 (0.7115) loss_vfl_aux_3: 0.7000 (0.6981) loss_vfl_aux_4: 0.7053 (0.6906) loss_vfl_aux_5: 0.7540 (0.7784) loss_vfl_dn_0: 0.4630 (0.4583) loss_vfl_dn_1: 0.3910 (0.3941) loss_vfl_dn_2: 0.3766 (0.3780) loss_vfl_dn_3: 0.3703 (0.3703) loss_vfl_dn_4: 0.3670 (0.3677) loss_vfl_dn_5: 0.3655 (0.3670) time: 0.4794 data: 0.0144 max mem: 5654 Epoch: [32] [1200/7393] eta: 0:51:00 lr: 0.000010 loss: 16.3944 (16.2651) loss_bbox: 0.1503 (0.1560) loss_bbox_aux_0: 0.1608 (0.1698) loss_bbox_aux_1: 0.1508 (0.1613) loss_bbox_aux_2: 0.1532 (0.1589) loss_bbox_aux_3: 0.1539 (0.1567) loss_bbox_aux_4: 0.1496 (0.1560) loss_bbox_aux_5: 0.2054 (0.2074) loss_bbox_dn_0: 0.2370 (0.2790) loss_bbox_dn_1: 0.1768 (0.2105) loss_bbox_dn_2: 0.1607 (0.1882) loss_bbox_dn_3: 0.1557 (0.1812) loss_bbox_dn_4: 0.1539 (0.1797) loss_bbox_dn_5: 0.1538 (0.1796) loss_giou: 0.5224 (0.4847) loss_giou_aux_0: 0.5458 (0.5095) loss_giou_aux_1: 0.5241 (0.4954) loss_giou_aux_2: 0.5282 (0.4901) loss_giou_aux_3: 0.5231 (0.4862) loss_giou_aux_4: 0.5219 (0.4847) loss_giou_aux_5: 0.5878 (0.5763) loss_giou_dn_0: 0.6130 (0.5983) loss_giou_dn_1: 0.4993 (0.4928) loss_giou_dn_2: 0.4719 (0.4631) loss_giou_dn_3: 0.4615 (0.4544) loss_giou_dn_4: 0.4597 (0.4524) loss_giou_dn_5: 0.4605 (0.4526) loss_vfl: 0.6684 (0.6882) loss_vfl_aux_0: 0.7756 (0.7948) loss_vfl_aux_1: 0.7379 (0.7426) loss_vfl_aux_2: 0.6991 (0.7117) loss_vfl_aux_3: 0.6841 (0.6985) loss_vfl_aux_4: 0.6788 (0.6911) loss_vfl_aux_5: 0.7751 (0.7780) loss_vfl_dn_0: 0.4546 (0.4583) loss_vfl_dn_1: 0.3920 (0.3940) loss_vfl_dn_2: 0.3712 (0.3780) loss_vfl_dn_3: 0.3638 (0.3704) loss_vfl_dn_4: 0.3624 (0.3678) loss_vfl_dn_5: 0.3626 (0.3671) time: 0.4803 data: 0.0135 max mem: 5654 Epoch: [32] [1300/7393] eta: 0:50:04 lr: 0.000010 loss: 16.5010 (16.2744) loss_bbox: 0.1535 (0.1563) loss_bbox_aux_0: 0.1632 (0.1701) loss_bbox_aux_1: 0.1595 (0.1616) loss_bbox_aux_2: 0.1547 (0.1592) loss_bbox_aux_3: 0.1598 (0.1571) loss_bbox_aux_4: 0.1559 (0.1563) loss_bbox_aux_5: 0.2124 (0.2079) loss_bbox_dn_0: 0.2866 (0.2795) loss_bbox_dn_1: 0.2140 (0.2108) loss_bbox_dn_2: 0.2031 (0.1886) loss_bbox_dn_3: 0.1971 (0.1817) loss_bbox_dn_4: 0.1943 (0.1802) loss_bbox_dn_5: 0.1943 (0.1802) loss_giou: 0.4728 (0.4849) loss_giou_aux_0: 0.4685 (0.5098) loss_giou_aux_1: 0.4546 (0.4955) loss_giou_aux_2: 0.4757 (0.4904) loss_giou_aux_3: 0.4705 (0.4865) loss_giou_aux_4: 0.4665 (0.4850) loss_giou_aux_5: 0.5487 (0.5765) loss_giou_dn_0: 0.5855 (0.5983) loss_giou_dn_1: 0.4909 (0.4929) loss_giou_dn_2: 0.4669 (0.4633) loss_giou_dn_3: 0.4586 (0.4547) loss_giou_dn_4: 0.4572 (0.4526) loss_giou_dn_5: 0.4574 (0.4528) loss_vfl: 0.7063 (0.6885) loss_vfl_aux_0: 0.8206 (0.7948) loss_vfl_aux_1: 0.7775 (0.7430) loss_vfl_aux_2: 0.7279 (0.7119) loss_vfl_aux_3: 0.7188 (0.6987) loss_vfl_aux_4: 0.6945 (0.6914) loss_vfl_aux_5: 0.7795 (0.7778) loss_vfl_dn_0: 0.4589 (0.4583) loss_vfl_dn_1: 0.3978 (0.3940) loss_vfl_dn_2: 0.3810 (0.3780) loss_vfl_dn_3: 0.3768 (0.3704) loss_vfl_dn_4: 0.3715 (0.3678) loss_vfl_dn_5: 0.3714 (0.3671) time: 0.4613 data: 0.0133 max mem: 5654 Epoch: [32] [1400/7393] eta: 0:49:06 lr: 0.000010 loss: 16.2547 (16.2621) loss_bbox: 0.1416 (0.1561) loss_bbox_aux_0: 0.1554 (0.1700) loss_bbox_aux_1: 0.1523 (0.1615) loss_bbox_aux_2: 0.1506 (0.1591) loss_bbox_aux_3: 0.1512 (0.1571) loss_bbox_aux_4: 0.1462 (0.1562) loss_bbox_aux_5: 0.2012 (0.2081) loss_bbox_dn_0: 0.3001 (0.2798) loss_bbox_dn_1: 0.2160 (0.2109) loss_bbox_dn_2: 0.1928 (0.1885) loss_bbox_dn_3: 0.1810 (0.1816) loss_bbox_dn_4: 0.1762 (0.1801) loss_bbox_dn_5: 0.1762 (0.1801) loss_giou: 0.4353 (0.4831) loss_giou_aux_0: 0.4598 (0.5079) loss_giou_aux_1: 0.4432 (0.4937) loss_giou_aux_2: 0.4221 (0.4886) loss_giou_aux_3: 0.4253 (0.4848) loss_giou_aux_4: 0.4360 (0.4832) loss_giou_aux_5: 0.5409 (0.5752) loss_giou_dn_0: 0.5930 (0.5976) loss_giou_dn_1: 0.4886 (0.4920) loss_giou_dn_2: 0.4584 (0.4623) loss_giou_dn_3: 0.4450 (0.4537) loss_giou_dn_4: 0.4416 (0.4516) loss_giou_dn_5: 0.4418 (0.4518) loss_vfl: 0.7210 (0.6893) loss_vfl_aux_0: 0.8314 (0.7961) loss_vfl_aux_1: 0.7762 (0.7439) loss_vfl_aux_2: 0.7347 (0.7128) loss_vfl_aux_3: 0.6946 (0.6991) loss_vfl_aux_4: 0.7063 (0.6922) loss_vfl_aux_5: 0.8215 (0.7789) loss_vfl_dn_0: 0.4665 (0.4583) loss_vfl_dn_1: 0.3912 (0.3939) loss_vfl_dn_2: 0.3772 (0.3779) loss_vfl_dn_3: 0.3715 (0.3703) loss_vfl_dn_4: 0.3705 (0.3677) loss_vfl_dn_5: 0.3699 (0.3670) time: 0.4713 data: 0.0134 max mem: 5654 Epoch: [32] [1500/7393] eta: 0:48:13 lr: 0.000010 loss: 15.6486 (16.2647) loss_bbox: 0.1423 (0.1561) loss_bbox_aux_0: 0.1554 (0.1700) loss_bbox_aux_1: 0.1489 (0.1616) loss_bbox_aux_2: 0.1411 (0.1590) loss_bbox_aux_3: 0.1420 (0.1570) loss_bbox_aux_4: 0.1444 (0.1562) loss_bbox_aux_5: 0.2073 (0.2082) loss_bbox_dn_0: 0.2732 (0.2796) loss_bbox_dn_1: 0.1979 (0.2108) loss_bbox_dn_2: 0.1758 (0.1884) loss_bbox_dn_3: 0.1697 (0.1815) loss_bbox_dn_4: 0.1688 (0.1800) loss_bbox_dn_5: 0.1688 (0.1800) loss_giou: 0.4292 (0.4830) loss_giou_aux_0: 0.4699 (0.5078) loss_giou_aux_1: 0.4526 (0.4935) loss_giou_aux_2: 0.4354 (0.4884) loss_giou_aux_3: 0.4293 (0.4847) loss_giou_aux_4: 0.4259 (0.4831) loss_giou_aux_5: 0.5559 (0.5753) loss_giou_dn_0: 0.5607 (0.5975) loss_giou_dn_1: 0.4646 (0.4920) loss_giou_dn_2: 0.4223 (0.4623) loss_giou_dn_3: 0.4134 (0.4537) loss_giou_dn_4: 0.4114 (0.4517) loss_giou_dn_5: 0.4117 (0.4518) loss_vfl: 0.6753 (0.6897) loss_vfl_aux_0: 0.8242 (0.7970) loss_vfl_aux_1: 0.7464 (0.7447) loss_vfl_aux_2: 0.6949 (0.7135) loss_vfl_aux_3: 0.6871 (0.6995) loss_vfl_aux_4: 0.6752 (0.6926) loss_vfl_aux_5: 0.7749 (0.7791) loss_vfl_dn_0: 0.4563 (0.4583) loss_vfl_dn_1: 0.3892 (0.3940) loss_vfl_dn_2: 0.3696 (0.3779) loss_vfl_dn_3: 0.3573 (0.3703) loss_vfl_dn_4: 0.3601 (0.3677) loss_vfl_dn_5: 0.3569 (0.3670) time: 0.4787 data: 0.0143 max mem: 5654 Epoch: [32] [1600/7393] eta: 0:47:18 lr: 0.000010 loss: 16.0434 (16.2678) loss_bbox: 0.1680 (0.1567) loss_bbox_aux_0: 0.1664 (0.1705) loss_bbox_aux_1: 0.1607 (0.1621) loss_bbox_aux_2: 0.1559 (0.1595) loss_bbox_aux_3: 0.1604 (0.1575) loss_bbox_aux_4: 0.1624 (0.1567) loss_bbox_aux_5: 0.2032 (0.2085) loss_bbox_dn_0: 0.2650 (0.2797) loss_bbox_dn_1: 0.2062 (0.2109) loss_bbox_dn_2: 0.1869 (0.1887) loss_bbox_dn_3: 0.1787 (0.1818) loss_bbox_dn_4: 0.1764 (0.1803) loss_bbox_dn_5: 0.1763 (0.1803) loss_giou: 0.4697 (0.4831) loss_giou_aux_0: 0.4892 (0.5077) loss_giou_aux_1: 0.4816 (0.4934) loss_giou_aux_2: 0.4657 (0.4884) loss_giou_aux_3: 0.4535 (0.4847) loss_giou_aux_4: 0.4565 (0.4833) loss_giou_aux_5: 0.5586 (0.5752) loss_giou_dn_0: 0.5815 (0.5972) loss_giou_dn_1: 0.4777 (0.4917) loss_giou_dn_2: 0.4491 (0.4621) loss_giou_dn_3: 0.4376 (0.4535) loss_giou_dn_4: 0.4355 (0.4514) loss_giou_dn_5: 0.4359 (0.4516) loss_vfl: 0.6698 (0.6893) loss_vfl_aux_0: 0.7928 (0.7972) loss_vfl_aux_1: 0.7516 (0.7447) loss_vfl_aux_2: 0.6970 (0.7135) loss_vfl_aux_3: 0.6998 (0.6994) loss_vfl_aux_4: 0.6786 (0.6922) loss_vfl_aux_5: 0.7699 (0.7789) loss_vfl_dn_0: 0.4659 (0.4585) loss_vfl_dn_1: 0.3952 (0.3941) loss_vfl_dn_2: 0.3786 (0.3780) loss_vfl_dn_3: 0.3741 (0.3705) loss_vfl_dn_4: 0.3734 (0.3679) loss_vfl_dn_5: 0.3721 (0.3671) time: 0.4707 data: 0.0136 max mem: 5654 Epoch: [32] [1700/7393] eta: 0:46:43 lr: 0.000010 loss: 16.1146 (16.2808) loss_bbox: 0.1476 (0.1568) loss_bbox_aux_0: 0.1558 (0.1703) loss_bbox_aux_1: 0.1481 (0.1621) loss_bbox_aux_2: 0.1486 (0.1596) loss_bbox_aux_3: 0.1572 (0.1576) loss_bbox_aux_4: 0.1492 (0.1568) loss_bbox_aux_5: 0.1998 (0.2084) loss_bbox_dn_0: 0.2940 (0.2792) loss_bbox_dn_1: 0.2273 (0.2108) loss_bbox_dn_2: 0.2087 (0.1886) loss_bbox_dn_3: 0.1987 (0.1818) loss_bbox_dn_4: 0.1952 (0.1803) loss_bbox_dn_5: 0.1950 (0.1803) loss_giou: 0.4458 (0.4843) loss_giou_aux_0: 0.4742 (0.5088) loss_giou_aux_1: 0.4730 (0.4946) loss_giou_aux_2: 0.4574 (0.4894) loss_giou_aux_3: 0.4488 (0.4858) loss_giou_aux_4: 0.4564 (0.4845) loss_giou_aux_5: 0.5706 (0.5764) loss_giou_dn_0: 0.5973 (0.5981) loss_giou_dn_1: 0.4795 (0.4926) loss_giou_dn_2: 0.4612 (0.4631) loss_giou_dn_3: 0.4579 (0.4544) loss_giou_dn_4: 0.4578 (0.4524) loss_giou_dn_5: 0.4580 (0.4526) loss_vfl: 0.6787 (0.6894) loss_vfl_aux_0: 0.7993 (0.7971) loss_vfl_aux_1: 0.7241 (0.7445) loss_vfl_aux_2: 0.7049 (0.7135) loss_vfl_aux_3: 0.6884 (0.6995) loss_vfl_aux_4: 0.6868 (0.6922) loss_vfl_aux_5: 0.7748 (0.7781) loss_vfl_dn_0: 0.4562 (0.4584) loss_vfl_dn_1: 0.3945 (0.3941) loss_vfl_dn_2: 0.3760 (0.3782) loss_vfl_dn_3: 0.3652 (0.3706) loss_vfl_dn_4: 0.3636 (0.3680) loss_vfl_dn_5: 0.3629 (0.3673) time: 0.4640 data: 0.0139 max mem: 5654 Epoch: [32] [1800/7393] eta: 0:45:47 lr: 0.000010 loss: 16.0958 (16.2818) loss_bbox: 0.1426 (0.1569) loss_bbox_aux_0: 0.1608 (0.1703) loss_bbox_aux_1: 0.1485 (0.1621) loss_bbox_aux_2: 0.1418 (0.1596) loss_bbox_aux_3: 0.1422 (0.1577) loss_bbox_aux_4: 0.1430 (0.1569) loss_bbox_aux_5: 0.1823 (0.2084) loss_bbox_dn_0: 0.2525 (0.2792) loss_bbox_dn_1: 0.1884 (0.2108) loss_bbox_dn_2: 0.1694 (0.1886) loss_bbox_dn_3: 0.1603 (0.1817) loss_bbox_dn_4: 0.1566 (0.1802) loss_bbox_dn_5: 0.1566 (0.1802) loss_giou: 0.4650 (0.4845) loss_giou_aux_0: 0.4765 (0.5089) loss_giou_aux_1: 0.4790 (0.4949) loss_giou_aux_2: 0.4644 (0.4896) loss_giou_aux_3: 0.4657 (0.4860) loss_giou_aux_4: 0.4647 (0.4848) loss_giou_aux_5: 0.5457 (0.5765) loss_giou_dn_0: 0.5975 (0.5981) loss_giou_dn_1: 0.4862 (0.4927) loss_giou_dn_2: 0.4570 (0.4631) loss_giou_dn_3: 0.4468 (0.4545) loss_giou_dn_4: 0.4439 (0.4525) loss_giou_dn_5: 0.4436 (0.4526) loss_vfl: 0.6652 (0.6891) loss_vfl_aux_0: 0.7841 (0.7975) loss_vfl_aux_1: 0.7322 (0.7442) loss_vfl_aux_2: 0.6971 (0.7134) loss_vfl_aux_3: 0.6985 (0.6994) loss_vfl_aux_4: 0.6826 (0.6919) loss_vfl_aux_5: 0.7661 (0.7781) loss_vfl_dn_0: 0.4627 (0.4584) loss_vfl_dn_1: 0.4007 (0.3943) loss_vfl_dn_2: 0.3860 (0.3783) loss_vfl_dn_3: 0.3786 (0.3708) loss_vfl_dn_4: 0.3735 (0.3682) loss_vfl_dn_5: 0.3732 (0.3674) time: 0.4688 data: 0.0140 max mem: 5654 Epoch: [32] [1900/7393] eta: 0:44:54 lr: 0.000010 loss: 16.4335 (16.3099) loss_bbox: 0.1527 (0.1571) loss_bbox_aux_0: 0.1725 (0.1705) loss_bbox_aux_1: 0.1773 (0.1624) loss_bbox_aux_2: 0.1561 (0.1599) loss_bbox_aux_3: 0.1591 (0.1579) loss_bbox_aux_4: 0.1568 (0.1572) loss_bbox_aux_5: 0.2026 (0.2084) loss_bbox_dn_0: 0.2854 (0.2791) loss_bbox_dn_1: 0.2029 (0.2108) loss_bbox_dn_2: 0.1784 (0.1887) loss_bbox_dn_3: 0.1724 (0.1818) loss_bbox_dn_4: 0.1716 (0.1803) loss_bbox_dn_5: 0.1714 (0.1803) loss_giou: 0.4678 (0.4863) loss_giou_aux_0: 0.5133 (0.5106) loss_giou_aux_1: 0.4942 (0.4966) loss_giou_aux_2: 0.4752 (0.4913) loss_giou_aux_3: 0.4735 (0.4878) loss_giou_aux_4: 0.4740 (0.4865) loss_giou_aux_5: 0.6000 (0.5780) loss_giou_dn_0: 0.5996 (0.5994) loss_giou_dn_1: 0.4856 (0.4941) loss_giou_dn_2: 0.4539 (0.4645) loss_giou_dn_3: 0.4433 (0.4559) loss_giou_dn_4: 0.4429 (0.4538) loss_giou_dn_5: 0.4429 (0.4540) loss_vfl: 0.7043 (0.6898) loss_vfl_aux_0: 0.8077 (0.7980) loss_vfl_aux_1: 0.7726 (0.7448) loss_vfl_aux_2: 0.7246 (0.7140) loss_vfl_aux_3: 0.7274 (0.7001) loss_vfl_aux_4: 0.7098 (0.6927) loss_vfl_aux_5: 0.7623 (0.7786) loss_vfl_dn_0: 0.4599 (0.4584) loss_vfl_dn_1: 0.3996 (0.3945) loss_vfl_dn_2: 0.3821 (0.3786) loss_vfl_dn_3: 0.3760 (0.3711) loss_vfl_dn_4: 0.3740 (0.3685) loss_vfl_dn_5: 0.3741 (0.3678) time: 0.4689 data: 0.0142 max mem: 5654 Epoch: [32] [2000/7393] eta: 0:44:00 lr: 0.000010 loss: 15.8140 (16.3048) loss_bbox: 0.1421 (0.1573) loss_bbox_aux_0: 0.1542 (0.1705) loss_bbox_aux_1: 0.1406 (0.1625) loss_bbox_aux_2: 0.1475 (0.1600) loss_bbox_aux_3: 0.1433 (0.1581) loss_bbox_aux_4: 0.1420 (0.1574) loss_bbox_aux_5: 0.1929 (0.2083) loss_bbox_dn_0: 0.2386 (0.2789) loss_bbox_dn_1: 0.1799 (0.2107) loss_bbox_dn_2: 0.1589 (0.1885) loss_bbox_dn_3: 0.1518 (0.1816) loss_bbox_dn_4: 0.1514 (0.1801) loss_bbox_dn_5: 0.1513 (0.1801) loss_giou: 0.4298 (0.4860) loss_giou_aux_0: 0.4534 (0.5102) loss_giou_aux_1: 0.4369 (0.4964) loss_giou_aux_2: 0.4268 (0.4911) loss_giou_aux_3: 0.4251 (0.4875) loss_giou_aux_4: 0.4338 (0.4862) loss_giou_aux_5: 0.5238 (0.5775) loss_giou_dn_0: 0.5522 (0.5988) loss_giou_dn_1: 0.4551 (0.4935) loss_giou_dn_2: 0.4203 (0.4639) loss_giou_dn_3: 0.4093 (0.4553) loss_giou_dn_4: 0.4077 (0.4533) loss_giou_dn_5: 0.4079 (0.4535) loss_vfl: 0.6928 (0.6898) loss_vfl_aux_0: 0.8078 (0.7984) loss_vfl_aux_1: 0.7519 (0.7448) loss_vfl_aux_2: 0.7226 (0.7141) loss_vfl_aux_3: 0.6976 (0.7002) loss_vfl_aux_4: 0.6760 (0.6927) loss_vfl_aux_5: 0.7763 (0.7789) loss_vfl_dn_0: 0.4546 (0.4585) loss_vfl_dn_1: 0.3967 (0.3945) loss_vfl_dn_2: 0.3798 (0.3785) loss_vfl_dn_3: 0.3707 (0.3710) loss_vfl_dn_4: 0.3682 (0.3684) loss_vfl_dn_5: 0.3670 (0.3677) time: 0.4689 data: 0.0136 max mem: 5654 Epoch: [32] [2100/7393] eta: 0:43:08 lr: 0.000010 loss: 16.3797 (16.3057) loss_bbox: 0.1672 (0.1571) loss_bbox_aux_0: 0.1831 (0.1704) loss_bbox_aux_1: 0.1728 (0.1624) loss_bbox_aux_2: 0.1626 (0.1598) loss_bbox_aux_3: 0.1617 (0.1579) loss_bbox_aux_4: 0.1703 (0.1573) loss_bbox_aux_5: 0.2242 (0.2082) loss_bbox_dn_0: 0.2536 (0.2784) loss_bbox_dn_1: 0.2129 (0.2102) loss_bbox_dn_2: 0.1979 (0.1881) loss_bbox_dn_3: 0.1885 (0.1812) loss_bbox_dn_4: 0.1868 (0.1797) loss_bbox_dn_5: 0.1867 (0.1797) loss_giou: 0.5141 (0.4868) loss_giou_aux_0: 0.5205 (0.5110) loss_giou_aux_1: 0.5215 (0.4972) loss_giou_aux_2: 0.4983 (0.4918) loss_giou_aux_3: 0.5147 (0.4883) loss_giou_aux_4: 0.5224 (0.4870) loss_giou_aux_5: 0.6061 (0.5783) loss_giou_dn_0: 0.6087 (0.5991) loss_giou_dn_1: 0.4922 (0.4938) loss_giou_dn_2: 0.4430 (0.4642) loss_giou_dn_3: 0.4317 (0.4556) loss_giou_dn_4: 0.4320 (0.4536) loss_giou_dn_5: 0.4322 (0.4538) loss_vfl: 0.6771 (0.6893) loss_vfl_aux_0: 0.7925 (0.7983) loss_vfl_aux_1: 0.7095 (0.7443) loss_vfl_aux_2: 0.7043 (0.7138) loss_vfl_aux_3: 0.6736 (0.6997) loss_vfl_aux_4: 0.6744 (0.6921) loss_vfl_aux_5: 0.7906 (0.7786) loss_vfl_dn_0: 0.4582 (0.4585) loss_vfl_dn_1: 0.3946 (0.3946) loss_vfl_dn_2: 0.3820 (0.3786) loss_vfl_dn_3: 0.3731 (0.3711) loss_vfl_dn_4: 0.3727 (0.3685) loss_vfl_dn_5: 0.3727 (0.3677) time: 0.4845 data: 0.0142 max mem: 5654 Epoch: [32] [2200/7393] eta: 0:42:17 lr: 0.000010 loss: 15.7604 (16.3006) loss_bbox: 0.1472 (0.1571) loss_bbox_aux_0: 0.1690 (0.1703) loss_bbox_aux_1: 0.1658 (0.1624) loss_bbox_aux_2: 0.1574 (0.1597) loss_bbox_aux_3: 0.1551 (0.1578) loss_bbox_aux_4: 0.1551 (0.1572) loss_bbox_aux_5: 0.2089 (0.2082) loss_bbox_dn_0: 0.3036 (0.2786) loss_bbox_dn_1: 0.2292 (0.2103) loss_bbox_dn_2: 0.2034 (0.1881) loss_bbox_dn_3: 0.1968 (0.1813) loss_bbox_dn_4: 0.1954 (0.1798) loss_bbox_dn_5: 0.1957 (0.1798) loss_giou: 0.4140 (0.4858) loss_giou_aux_0: 0.4563 (0.5102) loss_giou_aux_1: 0.4359 (0.4963) loss_giou_aux_2: 0.4346 (0.4908) loss_giou_aux_3: 0.4222 (0.4873) loss_giou_aux_4: 0.4182 (0.4860) loss_giou_aux_5: 0.5253 (0.5775) loss_giou_dn_0: 0.5668 (0.5986) loss_giou_dn_1: 0.4640 (0.4932) loss_giou_dn_2: 0.4414 (0.4635) loss_giou_dn_3: 0.4366 (0.4549) loss_giou_dn_4: 0.4358 (0.4529) loss_giou_dn_5: 0.4357 (0.4531) loss_vfl: 0.6842 (0.6901) loss_vfl_aux_0: 0.7987 (0.7989) loss_vfl_aux_1: 0.7436 (0.7449) loss_vfl_aux_2: 0.7018 (0.7146) loss_vfl_aux_3: 0.6869 (0.7004) loss_vfl_aux_4: 0.6902 (0.6930) loss_vfl_aux_5: 0.7871 (0.7793) loss_vfl_dn_0: 0.4530 (0.4585) loss_vfl_dn_1: 0.3896 (0.3945) loss_vfl_dn_2: 0.3741 (0.3785) loss_vfl_dn_3: 0.3643 (0.3710) loss_vfl_dn_4: 0.3612 (0.3684) loss_vfl_dn_5: 0.3597 (0.3677) time: 0.4722 data: 0.0143 max mem: 5654 Epoch: [32] [2300/7393] eta: 0:41:26 lr: 0.000010 loss: 16.6231 (16.3047) loss_bbox: 0.1738 (0.1573) loss_bbox_aux_0: 0.1816 (0.1704) loss_bbox_aux_1: 0.1740 (0.1625) loss_bbox_aux_2: 0.1717 (0.1599) loss_bbox_aux_3: 0.1721 (0.1580) loss_bbox_aux_4: 0.1696 (0.1574) loss_bbox_aux_5: 0.2314 (0.2082) loss_bbox_dn_0: 0.3175 (0.2787) loss_bbox_dn_1: 0.2446 (0.2105) loss_bbox_dn_2: 0.2209 (0.1884) loss_bbox_dn_3: 0.2086 (0.1815) loss_bbox_dn_4: 0.2078 (0.1800) loss_bbox_dn_5: 0.2078 (0.1800) loss_giou: 0.4391 (0.4861) loss_giou_aux_0: 0.4695 (0.5104) loss_giou_aux_1: 0.4515 (0.4966) loss_giou_aux_2: 0.4448 (0.4911) loss_giou_aux_3: 0.4379 (0.4876) loss_giou_aux_4: 0.4384 (0.4863) loss_giou_aux_5: 0.5332 (0.5777) loss_giou_dn_0: 0.5870 (0.5987) loss_giou_dn_1: 0.4904 (0.4934) loss_giou_dn_2: 0.4577 (0.4638) loss_giou_dn_3: 0.4496 (0.4552) loss_giou_dn_4: 0.4472 (0.4532) loss_giou_dn_5: 0.4472 (0.4534) loss_vfl: 0.6965 (0.6898) loss_vfl_aux_0: 0.8141 (0.7990) loss_vfl_aux_1: 0.7634 (0.7447) loss_vfl_aux_2: 0.7386 (0.7141) loss_vfl_aux_3: 0.7383 (0.7001) loss_vfl_aux_4: 0.7115 (0.6927) loss_vfl_aux_5: 0.8004 (0.7794) loss_vfl_dn_0: 0.4631 (0.4584) loss_vfl_dn_1: 0.4007 (0.3945) loss_vfl_dn_2: 0.3875 (0.3785) loss_vfl_dn_3: 0.3809 (0.3710) loss_vfl_dn_4: 0.3779 (0.3684) loss_vfl_dn_5: 0.3754 (0.3677) time: 0.4822 data: 0.0135 max mem: 5654 Epoch: [32] [2400/7393] eta: 0:40:34 lr: 0.000010 loss: 16.2159 (16.3101) loss_bbox: 0.1663 (0.1573) loss_bbox_aux_0: 0.1743 (0.1704) loss_bbox_aux_1: 0.1715 (0.1625) loss_bbox_aux_2: 0.1665 (0.1600) loss_bbox_aux_3: 0.1639 (0.1580) loss_bbox_aux_4: 0.1656 (0.1574) loss_bbox_aux_5: 0.2114 (0.2083) loss_bbox_dn_0: 0.2864 (0.2785) loss_bbox_dn_1: 0.2200 (0.2104) loss_bbox_dn_2: 0.2045 (0.1882) loss_bbox_dn_3: 0.1940 (0.1813) loss_bbox_dn_4: 0.1940 (0.1799) loss_bbox_dn_5: 0.1943 (0.1799) loss_giou: 0.4851 (0.4869) loss_giou_aux_0: 0.4933 (0.5111) loss_giou_aux_1: 0.4870 (0.4973) loss_giou_aux_2: 0.4781 (0.4919) loss_giou_aux_3: 0.4809 (0.4883) loss_giou_aux_4: 0.4794 (0.4870) loss_giou_aux_5: 0.5759 (0.5786) loss_giou_dn_0: 0.5941 (0.5991) loss_giou_dn_1: 0.5061 (0.4938) loss_giou_dn_2: 0.4814 (0.4643) loss_giou_dn_3: 0.4685 (0.4557) loss_giou_dn_4: 0.4668 (0.4537) loss_giou_dn_5: 0.4670 (0.4538) loss_vfl: 0.6858 (0.6895) loss_vfl_aux_0: 0.8036 (0.7987) loss_vfl_aux_1: 0.7190 (0.7444) loss_vfl_aux_2: 0.7111 (0.7138) loss_vfl_aux_3: 0.6847 (0.6999) loss_vfl_aux_4: 0.6805 (0.6924) loss_vfl_aux_5: 0.7568 (0.7789) loss_vfl_dn_0: 0.4586 (0.4584) loss_vfl_dn_1: 0.3970 (0.3946) loss_vfl_dn_2: 0.3809 (0.3786) loss_vfl_dn_3: 0.3720 (0.3710) loss_vfl_dn_4: 0.3705 (0.3684) loss_vfl_dn_5: 0.3687 (0.3677) time: 0.4731 data: 0.0135 max mem: 5654 Epoch: [32] [2500/7393] eta: 0:39:44 lr: 0.000010 loss: 16.5240 (16.3217) loss_bbox: 0.1505 (0.1575) loss_bbox_aux_0: 0.1557 (0.1704) loss_bbox_aux_1: 0.1564 (0.1627) loss_bbox_aux_2: 0.1528 (0.1601) loss_bbox_aux_3: 0.1473 (0.1582) loss_bbox_aux_4: 0.1501 (0.1575) loss_bbox_aux_5: 0.2059 (0.2085) loss_bbox_dn_0: 0.2918 (0.2788) loss_bbox_dn_1: 0.2155 (0.2105) loss_bbox_dn_2: 0.1894 (0.1884) loss_bbox_dn_3: 0.1766 (0.1815) loss_bbox_dn_4: 0.1732 (0.1800) loss_bbox_dn_5: 0.1733 (0.1800) loss_giou: 0.5238 (0.4878) loss_giou_aux_0: 0.5337 (0.5120) loss_giou_aux_1: 0.5273 (0.4983) loss_giou_aux_2: 0.5290 (0.4929) loss_giou_aux_3: 0.5241 (0.4893) loss_giou_aux_4: 0.5218 (0.4880) loss_giou_aux_5: 0.6107 (0.5796) loss_giou_dn_0: 0.6106 (0.5997) loss_giou_dn_1: 0.5078 (0.4943) loss_giou_dn_2: 0.4748 (0.4647) loss_giou_dn_3: 0.4641 (0.4561) loss_giou_dn_4: 0.4617 (0.4541) loss_giou_dn_5: 0.4628 (0.4543) loss_vfl: 0.6666 (0.6895) loss_vfl_aux_0: 0.7605 (0.7989) loss_vfl_aux_1: 0.7202 (0.7446) loss_vfl_aux_2: 0.6785 (0.7139) loss_vfl_aux_3: 0.6737 (0.6998) loss_vfl_aux_4: 0.6571 (0.6924) loss_vfl_aux_5: 0.7444 (0.7786) loss_vfl_dn_0: 0.4519 (0.4584) loss_vfl_dn_1: 0.3955 (0.3946) loss_vfl_dn_2: 0.3787 (0.3787) loss_vfl_dn_3: 0.3707 (0.3711) loss_vfl_dn_4: 0.3650 (0.3685) loss_vfl_dn_5: 0.3647 (0.3678) time: 0.4876 data: 0.0142 max mem: 5654 Epoch: [32] [2600/7393] eta: 0:39:04 lr: 0.000010 loss: 16.5138 (16.3230) loss_bbox: 0.1442 (0.1571) loss_bbox_aux_0: 0.1641 (0.1702) loss_bbox_aux_1: 0.1481 (0.1624) loss_bbox_aux_2: 0.1530 (0.1597) loss_bbox_aux_3: 0.1451 (0.1578) loss_bbox_aux_4: 0.1484 (0.1572) loss_bbox_aux_5: 0.1977 (0.2083) loss_bbox_dn_0: 0.2604 (0.2783) loss_bbox_dn_1: 0.1979 (0.2101) loss_bbox_dn_2: 0.1720 (0.1881) loss_bbox_dn_3: 0.1687 (0.1812) loss_bbox_dn_4: 0.1689 (0.1798) loss_bbox_dn_5: 0.1689 (0.1798) loss_giou: 0.4871 (0.4886) loss_giou_aux_0: 0.4936 (0.5129) loss_giou_aux_1: 0.4822 (0.4992) loss_giou_aux_2: 0.4760 (0.4938) loss_giou_aux_3: 0.4654 (0.4901) loss_giou_aux_4: 0.4851 (0.4888) loss_giou_aux_5: 0.5619 (0.5805) loss_giou_dn_0: 0.5847 (0.6002) loss_giou_dn_1: 0.4731 (0.4949) loss_giou_dn_2: 0.4479 (0.4653) loss_giou_dn_3: 0.4426 (0.4568) loss_giou_dn_4: 0.4410 (0.4548) loss_giou_dn_5: 0.4413 (0.4550) loss_vfl: 0.6813 (0.6890) loss_vfl_aux_0: 0.7985 (0.7981) loss_vfl_aux_1: 0.7442 (0.7438) loss_vfl_aux_2: 0.7046 (0.7134) loss_vfl_aux_3: 0.6907 (0.6993) loss_vfl_aux_4: 0.6800 (0.6919) loss_vfl_aux_5: 0.7701 (0.7778) loss_vfl_dn_0: 0.4520 (0.4583) loss_vfl_dn_1: 0.3929 (0.3945) loss_vfl_dn_2: 0.3839 (0.3786) loss_vfl_dn_3: 0.3761 (0.3711) loss_vfl_dn_4: 0.3719 (0.3685) loss_vfl_dn_5: 0.3698 (0.3678) time: 0.8125 data: 0.0140 max mem: 5654 Epoch: [32] [2700/7393] eta: 0:38:13 lr: 0.000010 loss: 15.7569 (16.3230) loss_bbox: 0.1462 (0.1571) loss_bbox_aux_0: 0.1541 (0.1703) loss_bbox_aux_1: 0.1484 (0.1625) loss_bbox_aux_2: 0.1366 (0.1598) loss_bbox_aux_3: 0.1376 (0.1579) loss_bbox_aux_4: 0.1383 (0.1572) loss_bbox_aux_5: 0.1862 (0.2085) loss_bbox_dn_0: 0.2651 (0.2786) loss_bbox_dn_1: 0.1841 (0.2104) loss_bbox_dn_2: 0.1636 (0.1884) loss_bbox_dn_3: 0.1579 (0.1815) loss_bbox_dn_4: 0.1585 (0.1800) loss_bbox_dn_5: 0.1581 (0.1800) loss_giou: 0.4649 (0.4881) loss_giou_aux_0: 0.4906 (0.5124) loss_giou_aux_1: 0.4716 (0.4989) loss_giou_aux_2: 0.4666 (0.4933) loss_giou_aux_3: 0.4659 (0.4897) loss_giou_aux_4: 0.4666 (0.4883) loss_giou_aux_5: 0.5588 (0.5802) loss_giou_dn_0: 0.5431 (0.6000) loss_giou_dn_1: 0.4508 (0.4948) loss_giou_dn_2: 0.4303 (0.4652) loss_giou_dn_3: 0.4220 (0.4566) loss_giou_dn_4: 0.4194 (0.4547) loss_giou_dn_5: 0.4194 (0.4549) loss_vfl: 0.6724 (0.6893) loss_vfl_aux_0: 0.7829 (0.7984) loss_vfl_aux_1: 0.7220 (0.7439) loss_vfl_aux_2: 0.7067 (0.7137) loss_vfl_aux_3: 0.6785 (0.6995) loss_vfl_aux_4: 0.6743 (0.6922) loss_vfl_aux_5: 0.7622 (0.7779) loss_vfl_dn_0: 0.4555 (0.4583) loss_vfl_dn_1: 0.3875 (0.3945) loss_vfl_dn_2: 0.3685 (0.3786) loss_vfl_dn_3: 0.3630 (0.3711) loss_vfl_dn_4: 0.3599 (0.3684) loss_vfl_dn_5: 0.3595 (0.3677) time: 0.4751 data: 0.0135 max mem: 5654 Epoch: [32] [2800/7393] eta: 0:37:22 lr: 0.000010 loss: 16.2728 (16.3160) loss_bbox: 0.1547 (0.1572) loss_bbox_aux_0: 0.1760 (0.1704) loss_bbox_aux_1: 0.1630 (0.1627) loss_bbox_aux_2: 0.1595 (0.1598) loss_bbox_aux_3: 0.1569 (0.1580) loss_bbox_aux_4: 0.1585 (0.1573) loss_bbox_aux_5: 0.2097 (0.2087) loss_bbox_dn_0: 0.3087 (0.2790) loss_bbox_dn_1: 0.2325 (0.2107) loss_bbox_dn_2: 0.2067 (0.1886) loss_bbox_dn_3: 0.1947 (0.1817) loss_bbox_dn_4: 0.1941 (0.1802) loss_bbox_dn_5: 0.1943 (0.1802) loss_giou: 0.4470 (0.4872) loss_giou_aux_0: 0.4584 (0.5116) loss_giou_aux_1: 0.4525 (0.4980) loss_giou_aux_2: 0.4519 (0.4924) loss_giou_aux_3: 0.4569 (0.4887) loss_giou_aux_4: 0.4500 (0.4873) loss_giou_aux_5: 0.5245 (0.5795) loss_giou_dn_0: 0.5774 (0.5995) loss_giou_dn_1: 0.4630 (0.4942) loss_giou_dn_2: 0.4324 (0.4646) loss_giou_dn_3: 0.4225 (0.4560) loss_giou_dn_4: 0.4197 (0.4540) loss_giou_dn_5: 0.4200 (0.4542) loss_vfl: 0.6958 (0.6894) loss_vfl_aux_0: 0.8150 (0.7984) loss_vfl_aux_1: 0.7661 (0.7441) loss_vfl_aux_2: 0.7353 (0.7140) loss_vfl_aux_3: 0.7012 (0.6997) loss_vfl_aux_4: 0.7017 (0.6924) loss_vfl_aux_5: 0.8154 (0.7780) loss_vfl_dn_0: 0.4692 (0.4583) loss_vfl_dn_1: 0.4001 (0.3944) loss_vfl_dn_2: 0.3788 (0.3785) loss_vfl_dn_3: 0.3713 (0.3709) loss_vfl_dn_4: 0.3671 (0.3683) loss_vfl_dn_5: 0.3682 (0.3676) time: 0.4883 data: 0.0146 max mem: 5654 Epoch: [32] [2900/7393] eta: 0:36:32 lr: 0.000010 loss: 16.3583 (16.3221) loss_bbox: 0.1538 (0.1572) loss_bbox_aux_0: 0.1696 (0.1704) loss_bbox_aux_1: 0.1546 (0.1627) loss_bbox_aux_2: 0.1527 (0.1599) loss_bbox_aux_3: 0.1509 (0.1579) loss_bbox_aux_4: 0.1537 (0.1572) loss_bbox_aux_5: 0.2054 (0.2087) loss_bbox_dn_0: 0.2704 (0.2789) loss_bbox_dn_1: 0.2056 (0.2107) loss_bbox_dn_2: 0.1820 (0.1886) loss_bbox_dn_3: 0.1731 (0.1817) loss_bbox_dn_4: 0.1697 (0.1802) loss_bbox_dn_5: 0.1692 (0.1802) loss_giou: 0.4585 (0.4877) loss_giou_aux_0: 0.4821 (0.5123) loss_giou_aux_1: 0.4668 (0.4986) loss_giou_aux_2: 0.4628 (0.4930) loss_giou_aux_3: 0.4571 (0.4892) loss_giou_aux_4: 0.4612 (0.4878) loss_giou_aux_5: 0.5359 (0.5801) loss_giou_dn_0: 0.5820 (0.5997) loss_giou_dn_1: 0.4832 (0.4945) loss_giou_dn_2: 0.4554 (0.4649) loss_giou_dn_3: 0.4450 (0.4563) loss_giou_dn_4: 0.4436 (0.4543) loss_giou_dn_5: 0.4434 (0.4545) loss_vfl: 0.6630 (0.6896) loss_vfl_aux_0: 0.7837 (0.7982) loss_vfl_aux_1: 0.7537 (0.7442) loss_vfl_aux_2: 0.7159 (0.7139) loss_vfl_aux_3: 0.6827 (0.7000) loss_vfl_aux_4: 0.6532 (0.6925) loss_vfl_aux_5: 0.7906 (0.7779) loss_vfl_dn_0: 0.4552 (0.4584) loss_vfl_dn_1: 0.3974 (0.3945) loss_vfl_dn_2: 0.3823 (0.3786) loss_vfl_dn_3: 0.3732 (0.3710) loss_vfl_dn_4: 0.3708 (0.3683) loss_vfl_dn_5: 0.3699 (0.3676) time: 0.4844 data: 0.0137 max mem: 5654 Epoch: [32] [3000/7393] eta: 0:35:57 lr: 0.000010 loss: 16.4543 (16.3234) loss_bbox: 0.1607 (0.1573) loss_bbox_aux_0: 0.1813 (0.1705) loss_bbox_aux_1: 0.1690 (0.1628) loss_bbox_aux_2: 0.1646 (0.1600) loss_bbox_aux_3: 0.1642 (0.1580) loss_bbox_aux_4: 0.1604 (0.1574) loss_bbox_aux_5: 0.2192 (0.2088) loss_bbox_dn_0: 0.2849 (0.2791) loss_bbox_dn_1: 0.2225 (0.2108) loss_bbox_dn_2: 0.1979 (0.1887) loss_bbox_dn_3: 0.1900 (0.1818) loss_bbox_dn_4: 0.1892 (0.1804) loss_bbox_dn_5: 0.1893 (0.1804) loss_giou: 0.4698 (0.4873) loss_giou_aux_0: 0.5265 (0.5119) loss_giou_aux_1: 0.4906 (0.4981) loss_giou_aux_2: 0.4913 (0.4926) loss_giou_aux_3: 0.4829 (0.4888) loss_giou_aux_4: 0.4698 (0.4874) loss_giou_aux_5: 0.5916 (0.5798) loss_giou_dn_0: 0.5985 (0.5996) loss_giou_dn_1: 0.4832 (0.4944) loss_giou_dn_2: 0.4662 (0.4648) loss_giou_dn_3: 0.4556 (0.4562) loss_giou_dn_4: 0.4523 (0.4542) loss_giou_dn_5: 0.4523 (0.4544) loss_vfl: 0.6950 (0.6899) loss_vfl_aux_0: 0.7754 (0.7987) loss_vfl_aux_1: 0.7352 (0.7447) loss_vfl_aux_2: 0.7177 (0.7143) loss_vfl_aux_3: 0.7067 (0.7003) loss_vfl_aux_4: 0.6993 (0.6928) loss_vfl_aux_5: 0.7678 (0.7782) loss_vfl_dn_0: 0.4565 (0.4584) loss_vfl_dn_1: 0.3953 (0.3946) loss_vfl_dn_2: 0.3791 (0.3786) loss_vfl_dn_3: 0.3708 (0.3711) loss_vfl_dn_4: 0.3693 (0.3684) loss_vfl_dn_5: 0.3675 (0.3677) time: 0.4705 data: 0.0139 max mem: 5654 Epoch: [32] [3100/7393] eta: 0:35:05 lr: 0.000010 loss: 16.4097 (16.3215) loss_bbox: 0.1502 (0.1573) loss_bbox_aux_0: 0.1696 (0.1705) loss_bbox_aux_1: 0.1555 (0.1628) loss_bbox_aux_2: 0.1544 (0.1600) loss_bbox_aux_3: 0.1508 (0.1580) loss_bbox_aux_4: 0.1497 (0.1574) loss_bbox_aux_5: 0.2053 (0.2088) loss_bbox_dn_0: 0.2644 (0.2790) loss_bbox_dn_1: 0.1885 (0.2108) loss_bbox_dn_2: 0.1697 (0.1887) loss_bbox_dn_3: 0.1638 (0.1818) loss_bbox_dn_4: 0.1628 (0.1803) loss_bbox_dn_5: 0.1628 (0.1803) loss_giou: 0.5227 (0.4872) loss_giou_aux_0: 0.5563 (0.5117) loss_giou_aux_1: 0.5307 (0.4980) loss_giou_aux_2: 0.5255 (0.4924) loss_giou_aux_3: 0.5219 (0.4887) loss_giou_aux_4: 0.5225 (0.4873) loss_giou_aux_5: 0.6218 (0.5797) loss_giou_dn_0: 0.6025 (0.5994) loss_giou_dn_1: 0.4934 (0.4942) loss_giou_dn_2: 0.4570 (0.4646) loss_giou_dn_3: 0.4495 (0.4560) loss_giou_dn_4: 0.4481 (0.4541) loss_giou_dn_5: 0.4481 (0.4542) loss_vfl: 0.6466 (0.6900) loss_vfl_aux_0: 0.7771 (0.7987) loss_vfl_aux_1: 0.7164 (0.7448) loss_vfl_aux_2: 0.6728 (0.7146) loss_vfl_aux_3: 0.6586 (0.7004) loss_vfl_aux_4: 0.6531 (0.6929) loss_vfl_aux_5: 0.7535 (0.7782) loss_vfl_dn_0: 0.4547 (0.4584) loss_vfl_dn_1: 0.3922 (0.3945) loss_vfl_dn_2: 0.3780 (0.3786) loss_vfl_dn_3: 0.3696 (0.3710) loss_vfl_dn_4: 0.3666 (0.3684) loss_vfl_dn_5: 0.3662 (0.3676) time: 0.4741 data: 0.0143 max mem: 5654 Epoch: [32] [3200/7393] eta: 0:34:14 lr: 0.000010 loss: 16.0172 (16.3183) loss_bbox: 0.1537 (0.1572) loss_bbox_aux_0: 0.1698 (0.1704) loss_bbox_aux_1: 0.1589 (0.1627) loss_bbox_aux_2: 0.1563 (0.1599) loss_bbox_aux_3: 0.1481 (0.1579) loss_bbox_aux_4: 0.1530 (0.1573) loss_bbox_aux_5: 0.2268 (0.2088) loss_bbox_dn_0: 0.2960 (0.2789) loss_bbox_dn_1: 0.2126 (0.2107) loss_bbox_dn_2: 0.1914 (0.1886) loss_bbox_dn_3: 0.1842 (0.1817) loss_bbox_dn_4: 0.1802 (0.1802) loss_bbox_dn_5: 0.1799 (0.1802) loss_giou: 0.4394 (0.4871) loss_giou_aux_0: 0.4725 (0.5117) loss_giou_aux_1: 0.4495 (0.4979) loss_giou_aux_2: 0.4425 (0.4924) loss_giou_aux_3: 0.4389 (0.4885) loss_giou_aux_4: 0.4394 (0.4872) loss_giou_aux_5: 0.5342 (0.5797) loss_giou_dn_0: 0.5718 (0.5992) loss_giou_dn_1: 0.4512 (0.4940) loss_giou_dn_2: 0.4183 (0.4645) loss_giou_dn_3: 0.4091 (0.4559) loss_giou_dn_4: 0.4089 (0.4539) loss_giou_dn_5: 0.4092 (0.4541) loss_vfl: 0.6985 (0.6900) loss_vfl_aux_0: 0.8288 (0.7984) loss_vfl_aux_1: 0.7659 (0.7449) loss_vfl_aux_2: 0.7066 (0.7145) loss_vfl_aux_3: 0.7068 (0.7005) loss_vfl_aux_4: 0.7118 (0.6930) loss_vfl_aux_5: 0.7824 (0.7777) loss_vfl_dn_0: 0.4566 (0.4584) loss_vfl_dn_1: 0.3881 (0.3945) loss_vfl_dn_2: 0.3713 (0.3785) loss_vfl_dn_3: 0.3649 (0.3709) loss_vfl_dn_4: 0.3655 (0.3683) loss_vfl_dn_5: 0.3638 (0.3676) time: 0.4777 data: 0.0137 max mem: 5654 Epoch: [32] [3300/7393] eta: 0:33:23 lr: 0.000010 loss: 16.3528 (16.3178) loss_bbox: 0.1591 (0.1572) loss_bbox_aux_0: 0.1672 (0.1705) loss_bbox_aux_1: 0.1600 (0.1627) loss_bbox_aux_2: 0.1597 (0.1599) loss_bbox_aux_3: 0.1574 (0.1579) loss_bbox_aux_4: 0.1546 (0.1572) loss_bbox_aux_5: 0.2144 (0.2089) loss_bbox_dn_0: 0.2546 (0.2790) loss_bbox_dn_1: 0.1848 (0.2107) loss_bbox_dn_2: 0.1645 (0.1886) loss_bbox_dn_3: 0.1578 (0.1817) loss_bbox_dn_4: 0.1565 (0.1803) loss_bbox_dn_5: 0.1565 (0.1803) loss_giou: 0.5047 (0.4869) loss_giou_aux_0: 0.5231 (0.5116) loss_giou_aux_1: 0.5071 (0.4976) loss_giou_aux_2: 0.5198 (0.4922) loss_giou_aux_3: 0.5109 (0.4884) loss_giou_aux_4: 0.4988 (0.4871) loss_giou_aux_5: 0.6060 (0.5797) loss_giou_dn_0: 0.5964 (0.5990) loss_giou_dn_1: 0.4916 (0.4938) loss_giou_dn_2: 0.4674 (0.4643) loss_giou_dn_3: 0.4542 (0.4557) loss_giou_dn_4: 0.4498 (0.4537) loss_giou_dn_5: 0.4497 (0.4539) loss_vfl: 0.6645 (0.6902) loss_vfl_aux_0: 0.7672 (0.7987) loss_vfl_aux_1: 0.7252 (0.7453) loss_vfl_aux_2: 0.6862 (0.7147) loss_vfl_aux_3: 0.6740 (0.7007) loss_vfl_aux_4: 0.6606 (0.6932) loss_vfl_aux_5: 0.7509 (0.7779) loss_vfl_dn_0: 0.4622 (0.4584) loss_vfl_dn_1: 0.3938 (0.3945) loss_vfl_dn_2: 0.3800 (0.3785) loss_vfl_dn_3: 0.3686 (0.3709) loss_vfl_dn_4: 0.3681 (0.3683) loss_vfl_dn_5: 0.3703 (0.3676) time: 0.4728 data: 0.0147 max mem: 5654 Epoch: [32] [3400/7393] eta: 0:32:33 lr: 0.000010 loss: 16.1340 (16.3164) loss_bbox: 0.1445 (0.1573) loss_bbox_aux_0: 0.1631 (0.1705) loss_bbox_aux_1: 0.1514 (0.1627) loss_bbox_aux_2: 0.1475 (0.1600) loss_bbox_aux_3: 0.1466 (0.1580) loss_bbox_aux_4: 0.1437 (0.1573) loss_bbox_aux_5: 0.1983 (0.2089) loss_bbox_dn_0: 0.2470 (0.2793) loss_bbox_dn_1: 0.1911 (0.2109) loss_bbox_dn_2: 0.1718 (0.1889) loss_bbox_dn_3: 0.1649 (0.1820) loss_bbox_dn_4: 0.1638 (0.1805) loss_bbox_dn_5: 0.1638 (0.1805) loss_giou: 0.4745 (0.4866) loss_giou_aux_0: 0.5009 (0.5111) loss_giou_aux_1: 0.4800 (0.4973) loss_giou_aux_2: 0.4802 (0.4919) loss_giou_aux_3: 0.4809 (0.4881) loss_giou_aux_4: 0.4779 (0.4867) loss_giou_aux_5: 0.5574 (0.5792) loss_giou_dn_0: 0.5978 (0.5988) loss_giou_dn_1: 0.4907 (0.4936) loss_giou_dn_2: 0.4638 (0.4641) loss_giou_dn_3: 0.4562 (0.4555) loss_giou_dn_4: 0.4559 (0.4536) loss_giou_dn_5: 0.4563 (0.4537) loss_vfl: 0.6854 (0.6901) loss_vfl_aux_0: 0.7913 (0.7990) loss_vfl_aux_1: 0.7369 (0.7455) loss_vfl_aux_2: 0.7162 (0.7147) loss_vfl_aux_3: 0.6981 (0.7007) loss_vfl_aux_4: 0.6938 (0.6932) loss_vfl_aux_5: 0.7667 (0.7783) loss_vfl_dn_0: 0.4582 (0.4583) loss_vfl_dn_1: 0.4004 (0.3944) loss_vfl_dn_2: 0.3867 (0.3785) loss_vfl_dn_3: 0.3804 (0.3709) loss_vfl_dn_4: 0.3763 (0.3683) loss_vfl_dn_5: 0.3746 (0.3675) time: 0.4653 data: 0.0138 max mem: 5654 Epoch: [32] [3500/7393] eta: 0:31:42 lr: 0.000010 loss: 15.9360 (16.3208) loss_bbox: 0.1440 (0.1575) loss_bbox_aux_0: 0.1766 (0.1706) loss_bbox_aux_1: 0.1583 (0.1629) loss_bbox_aux_2: 0.1603 (0.1601) loss_bbox_aux_3: 0.1591 (0.1581) loss_bbox_aux_4: 0.1444 (0.1575) loss_bbox_aux_5: 0.1993 (0.2090) loss_bbox_dn_0: 0.2549 (0.2792) loss_bbox_dn_1: 0.1928 (0.2109) loss_bbox_dn_2: 0.1749 (0.1889) loss_bbox_dn_3: 0.1709 (0.1820) loss_bbox_dn_4: 0.1679 (0.1805) loss_bbox_dn_5: 0.1679 (0.1805) loss_giou: 0.4566 (0.4869) loss_giou_aux_0: 0.4691 (0.5113) loss_giou_aux_1: 0.4662 (0.4975) loss_giou_aux_2: 0.4558 (0.4921) loss_giou_aux_3: 0.4540 (0.4884) loss_giou_aux_4: 0.4577 (0.4870) loss_giou_aux_5: 0.5359 (0.5794) loss_giou_dn_0: 0.5885 (0.5989) loss_giou_dn_1: 0.4837 (0.4937) loss_giou_dn_2: 0.4510 (0.4642) loss_giou_dn_3: 0.4432 (0.4556) loss_giou_dn_4: 0.4419 (0.4537) loss_giou_dn_5: 0.4418 (0.4539) loss_vfl: 0.6952 (0.6901) loss_vfl_aux_0: 0.7941 (0.7992) loss_vfl_aux_1: 0.7534 (0.7456) loss_vfl_aux_2: 0.7195 (0.7149) loss_vfl_aux_3: 0.6964 (0.7007) loss_vfl_aux_4: 0.6817 (0.6932) loss_vfl_aux_5: 0.7682 (0.7784) loss_vfl_dn_0: 0.4584 (0.4584) loss_vfl_dn_1: 0.3975 (0.3945) loss_vfl_dn_2: 0.3815 (0.3785) loss_vfl_dn_3: 0.3726 (0.3710) loss_vfl_dn_4: 0.3686 (0.3683) loss_vfl_dn_5: 0.3689 (0.3676) time: 0.4718 data: 0.0134 max mem: 5654 Epoch: [32] [3600/7393] eta: 0:30:52 lr: 0.000010 loss: 16.0865 (16.3253) loss_bbox: 0.1497 (0.1575) loss_bbox_aux_0: 0.1656 (0.1705) loss_bbox_aux_1: 0.1525 (0.1629) loss_bbox_aux_2: 0.1525 (0.1601) loss_bbox_aux_3: 0.1468 (0.1581) loss_bbox_aux_4: 0.1485 (0.1575) loss_bbox_aux_5: 0.2008 (0.2090) loss_bbox_dn_0: 0.2428 (0.2795) loss_bbox_dn_1: 0.1861 (0.2112) loss_bbox_dn_2: 0.1631 (0.1892) loss_bbox_dn_3: 0.1540 (0.1822) loss_bbox_dn_4: 0.1534 (0.1808) loss_bbox_dn_5: 0.1534 (0.1808) loss_giou: 0.4878 (0.4871) loss_giou_aux_0: 0.5034 (0.5114) loss_giou_aux_1: 0.4780 (0.4977) loss_giou_aux_2: 0.4832 (0.4922) loss_giou_aux_3: 0.4877 (0.4886) loss_giou_aux_4: 0.4866 (0.4872) loss_giou_aux_5: 0.5580 (0.5795) loss_giou_dn_0: 0.5819 (0.5990) loss_giou_dn_1: 0.4786 (0.4938) loss_giou_dn_2: 0.4465 (0.4643) loss_giou_dn_3: 0.4334 (0.4557) loss_giou_dn_4: 0.4301 (0.4538) loss_giou_dn_5: 0.4305 (0.4539) loss_vfl: 0.6727 (0.6901) loss_vfl_aux_0: 0.7690 (0.7996) loss_vfl_aux_1: 0.7207 (0.7459) loss_vfl_aux_2: 0.6790 (0.7151) loss_vfl_aux_3: 0.6736 (0.7008) loss_vfl_aux_4: 0.6818 (0.6933) loss_vfl_aux_5: 0.7213 (0.7787) loss_vfl_dn_0: 0.4559 (0.4584) loss_vfl_dn_1: 0.3949 (0.3945) loss_vfl_dn_2: 0.3772 (0.3786) loss_vfl_dn_3: 0.3716 (0.3710) loss_vfl_dn_4: 0.3686 (0.3684) loss_vfl_dn_5: 0.3645 (0.3677) time: 0.4742 data: 0.0141 max mem: 5654 Epoch: [32] [3700/7393] eta: 0:30:02 lr: 0.000010 loss: 16.8437 (16.3274) loss_bbox: 0.1502 (0.1574) loss_bbox_aux_0: 0.1578 (0.1704) loss_bbox_aux_1: 0.1576 (0.1628) loss_bbox_aux_2: 0.1493 (0.1600) loss_bbox_aux_3: 0.1519 (0.1580) loss_bbox_aux_4: 0.1494 (0.1574) loss_bbox_aux_5: 0.2077 (0.2090) loss_bbox_dn_0: 0.2778 (0.2796) loss_bbox_dn_1: 0.2175 (0.2113) loss_bbox_dn_2: 0.2072 (0.1892) loss_bbox_dn_3: 0.2014 (0.1823) loss_bbox_dn_4: 0.2018 (0.1808) loss_bbox_dn_5: 0.2018 (0.1808) loss_giou: 0.4363 (0.4869) loss_giou_aux_0: 0.4555 (0.5112) loss_giou_aux_1: 0.4578 (0.4975) loss_giou_aux_2: 0.4430 (0.4920) loss_giou_aux_3: 0.4332 (0.4884) loss_giou_aux_4: 0.4312 (0.4870) loss_giou_aux_5: 0.5583 (0.5794) loss_giou_dn_0: 0.5863 (0.5990) loss_giou_dn_1: 0.4719 (0.4938) loss_giou_dn_2: 0.4469 (0.4643) loss_giou_dn_3: 0.4417 (0.4557) loss_giou_dn_4: 0.4391 (0.4538) loss_giou_dn_5: 0.4397 (0.4540) loss_vfl: 0.7100 (0.6905) loss_vfl_aux_0: 0.7921 (0.8001) loss_vfl_aux_1: 0.7484 (0.7464) loss_vfl_aux_2: 0.7435 (0.7156) loss_vfl_aux_3: 0.7255 (0.7012) loss_vfl_aux_4: 0.7048 (0.6937) loss_vfl_aux_5: 0.7822 (0.7790) loss_vfl_dn_0: 0.4587 (0.4584) loss_vfl_dn_1: 0.4010 (0.3945) loss_vfl_dn_2: 0.3856 (0.3786) loss_vfl_dn_3: 0.3746 (0.3711) loss_vfl_dn_4: 0.3734 (0.3685) loss_vfl_dn_5: 0.3726 (0.3677) time: 0.4668 data: 0.0141 max mem: 5654 Epoch: [32] [3800/7393] eta: 0:29:12 lr: 0.000010 loss: 16.0907 (16.3225) loss_bbox: 0.1372 (0.1573) loss_bbox_aux_0: 0.1452 (0.1703) loss_bbox_aux_1: 0.1361 (0.1628) loss_bbox_aux_2: 0.1406 (0.1600) loss_bbox_aux_3: 0.1413 (0.1580) loss_bbox_aux_4: 0.1373 (0.1573) loss_bbox_aux_5: 0.1815 (0.2089) loss_bbox_dn_0: 0.2203 (0.2793) loss_bbox_dn_1: 0.1675 (0.2111) loss_bbox_dn_2: 0.1532 (0.1891) loss_bbox_dn_3: 0.1516 (0.1821) loss_bbox_dn_4: 0.1516 (0.1807) loss_bbox_dn_5: 0.1513 (0.1807) loss_giou: 0.4724 (0.4869) loss_giou_aux_0: 0.4902 (0.5110) loss_giou_aux_1: 0.4884 (0.4974) loss_giou_aux_2: 0.4766 (0.4919) loss_giou_aux_3: 0.4752 (0.4884) loss_giou_aux_4: 0.4724 (0.4870) loss_giou_aux_5: 0.5583 (0.5793) loss_giou_dn_0: 0.5948 (0.5988) loss_giou_dn_1: 0.4867 (0.4936) loss_giou_dn_2: 0.4532 (0.4641) loss_giou_dn_3: 0.4469 (0.4556) loss_giou_dn_4: 0.4445 (0.4536) loss_giou_dn_5: 0.4444 (0.4538) loss_vfl: 0.6728 (0.6901) loss_vfl_aux_0: 0.7929 (0.8001) loss_vfl_aux_1: 0.7228 (0.7462) loss_vfl_aux_2: 0.7011 (0.7154) loss_vfl_aux_3: 0.6804 (0.7008) loss_vfl_aux_4: 0.6770 (0.6933) loss_vfl_aux_5: 0.7872 (0.7789) loss_vfl_dn_0: 0.4573 (0.4583) loss_vfl_dn_1: 0.3944 (0.3945) loss_vfl_dn_2: 0.3762 (0.3786) loss_vfl_dn_3: 0.3713 (0.3711) loss_vfl_dn_4: 0.3676 (0.3684) loss_vfl_dn_5: 0.3666 (0.3677) time: 0.4809 data: 0.0141 max mem: 5654 Epoch: [32] [3900/7393] eta: 0:28:22 lr: 0.000010 loss: 16.5226 (16.3236) loss_bbox: 0.1646 (0.1572) loss_bbox_aux_0: 0.1773 (0.1702) loss_bbox_aux_1: 0.1607 (0.1626) loss_bbox_aux_2: 0.1560 (0.1598) loss_bbox_aux_3: 0.1653 (0.1578) loss_bbox_aux_4: 0.1630 (0.1572) loss_bbox_aux_5: 0.2137 (0.2089) loss_bbox_dn_0: 0.2971 (0.2793) loss_bbox_dn_1: 0.2198 (0.2110) loss_bbox_dn_2: 0.2059 (0.1890) loss_bbox_dn_3: 0.1920 (0.1820) loss_bbox_dn_4: 0.1876 (0.1806) loss_bbox_dn_5: 0.1875 (0.1806) loss_giou: 0.4681 (0.4872) loss_giou_aux_0: 0.4732 (0.5114) loss_giou_aux_1: 0.4637 (0.4976) loss_giou_aux_2: 0.4643 (0.4922) loss_giou_aux_3: 0.4601 (0.4887) loss_giou_aux_4: 0.4677 (0.4873) loss_giou_aux_5: 0.5384 (0.5797) loss_giou_dn_0: 0.5791 (0.5991) loss_giou_dn_1: 0.4678 (0.4938) loss_giou_dn_2: 0.4386 (0.4644) loss_giou_dn_3: 0.4328 (0.4558) loss_giou_dn_4: 0.4317 (0.4538) loss_giou_dn_5: 0.4317 (0.4540) loss_vfl: 0.6878 (0.6900) loss_vfl_aux_0: 0.8164 (0.7999) loss_vfl_aux_1: 0.7704 (0.7461) loss_vfl_aux_2: 0.7457 (0.7153) loss_vfl_aux_3: 0.7047 (0.7007) loss_vfl_aux_4: 0.6899 (0.6932) loss_vfl_aux_5: 0.8054 (0.7786) loss_vfl_dn_0: 0.4564 (0.4583) loss_vfl_dn_1: 0.3986 (0.3945) loss_vfl_dn_2: 0.3827 (0.3786) loss_vfl_dn_3: 0.3783 (0.3711) loss_vfl_dn_4: 0.3783 (0.3685) loss_vfl_dn_5: 0.3762 (0.3677) time: 0.4806 data: 0.0136 max mem: 5654 Epoch: [32] [4000/7393] eta: 0:27:32 lr: 0.000010 loss: 16.8044 (16.3223) loss_bbox: 0.1497 (0.1572) loss_bbox_aux_0: 0.1640 (0.1703) loss_bbox_aux_1: 0.1447 (0.1627) loss_bbox_aux_2: 0.1582 (0.1599) loss_bbox_aux_3: 0.1508 (0.1579) loss_bbox_aux_4: 0.1496 (0.1572) loss_bbox_aux_5: 0.1918 (0.2090) loss_bbox_dn_0: 0.2271 (0.2795) loss_bbox_dn_1: 0.1717 (0.2112) loss_bbox_dn_2: 0.1534 (0.1892) loss_bbox_dn_3: 0.1485 (0.1822) loss_bbox_dn_4: 0.1473 (0.1807) loss_bbox_dn_5: 0.1473 (0.1807) loss_giou: 0.4696 (0.4867) loss_giou_aux_0: 0.5023 (0.5110) loss_giou_aux_1: 0.4763 (0.4972) loss_giou_aux_2: 0.4864 (0.4917) loss_giou_aux_3: 0.4703 (0.4882) loss_giou_aux_4: 0.4726 (0.4868) loss_giou_aux_5: 0.5579 (0.5794) loss_giou_dn_0: 0.6201 (0.5987) loss_giou_dn_1: 0.5088 (0.4935) loss_giou_dn_2: 0.4781 (0.4640) loss_giou_dn_3: 0.4670 (0.4554) loss_giou_dn_4: 0.4661 (0.4535) loss_giou_dn_5: 0.4662 (0.4536) loss_vfl: 0.7179 (0.6904) loss_vfl_aux_0: 0.7926 (0.8001) loss_vfl_aux_1: 0.7443 (0.7464) loss_vfl_aux_2: 0.7282 (0.7156) loss_vfl_aux_3: 0.7182 (0.7011) loss_vfl_aux_4: 0.7247 (0.6936) loss_vfl_aux_5: 0.7474 (0.7789) loss_vfl_dn_0: 0.4581 (0.4584) loss_vfl_dn_1: 0.3982 (0.3945) loss_vfl_dn_2: 0.3844 (0.3786) loss_vfl_dn_3: 0.3765 (0.3711) loss_vfl_dn_4: 0.3733 (0.3685) loss_vfl_dn_5: 0.3710 (0.3677) time: 0.4704 data: 0.0141 max mem: 5654 Epoch: [32] [4100/7393] eta: 0:26:42 lr: 0.000010 loss: 16.7566 (16.3260) loss_bbox: 0.1446 (0.1573) loss_bbox_aux_0: 0.1504 (0.1703) loss_bbox_aux_1: 0.1471 (0.1627) loss_bbox_aux_2: 0.1480 (0.1599) loss_bbox_aux_3: 0.1502 (0.1579) loss_bbox_aux_4: 0.1455 (0.1573) loss_bbox_aux_5: 0.1971 (0.2091) loss_bbox_dn_0: 0.2558 (0.2794) loss_bbox_dn_1: 0.1949 (0.2112) loss_bbox_dn_2: 0.1733 (0.1892) loss_bbox_dn_3: 0.1660 (0.1822) loss_bbox_dn_4: 0.1660 (0.1808) loss_bbox_dn_5: 0.1661 (0.1808) loss_giou: 0.4963 (0.4870) loss_giou_aux_0: 0.5259 (0.5113) loss_giou_aux_1: 0.4955 (0.4975) loss_giou_aux_2: 0.5105 (0.4921) loss_giou_aux_3: 0.5071 (0.4885) loss_giou_aux_4: 0.4962 (0.4871) loss_giou_aux_5: 0.5873 (0.5797) loss_giou_dn_0: 0.6318 (0.5989) loss_giou_dn_1: 0.5230 (0.4937) loss_giou_dn_2: 0.4888 (0.4643) loss_giou_dn_3: 0.4770 (0.4557) loss_giou_dn_4: 0.4747 (0.4537) loss_giou_dn_5: 0.4752 (0.4539) loss_vfl: 0.6915 (0.6903) loss_vfl_aux_0: 0.7789 (0.8001) loss_vfl_aux_1: 0.7750 (0.7465) loss_vfl_aux_2: 0.7283 (0.7155) loss_vfl_aux_3: 0.7088 (0.7010) loss_vfl_aux_4: 0.7103 (0.6936) loss_vfl_aux_5: 0.7723 (0.7786) loss_vfl_dn_0: 0.4588 (0.4583) loss_vfl_dn_1: 0.4037 (0.3946) loss_vfl_dn_2: 0.3893 (0.3787) loss_vfl_dn_3: 0.3845 (0.3711) loss_vfl_dn_4: 0.3818 (0.3685) loss_vfl_dn_5: 0.3816 (0.3678) time: 0.4752 data: 0.0140 max mem: 5654 Epoch: [32] [4200/7393] eta: 0:25:53 lr: 0.000010 loss: 16.2145 (16.3276) loss_bbox: 0.1670 (0.1574) loss_bbox_aux_0: 0.1822 (0.1704) loss_bbox_aux_1: 0.1752 (0.1628) loss_bbox_aux_2: 0.1714 (0.1601) loss_bbox_aux_3: 0.1696 (0.1580) loss_bbox_aux_4: 0.1683 (0.1574) loss_bbox_aux_5: 0.2307 (0.2092) loss_bbox_dn_0: 0.2937 (0.2796) loss_bbox_dn_1: 0.2133 (0.2113) loss_bbox_dn_2: 0.1891 (0.1893) loss_bbox_dn_3: 0.1844 (0.1823) loss_bbox_dn_4: 0.1851 (0.1809) loss_bbox_dn_5: 0.1851 (0.1809) loss_giou: 0.4374 (0.4870) loss_giou_aux_0: 0.4624 (0.5112) loss_giou_aux_1: 0.4525 (0.4975) loss_giou_aux_2: 0.4550 (0.4920) loss_giou_aux_3: 0.4447 (0.4885) loss_giou_aux_4: 0.4334 (0.4871) loss_giou_aux_5: 0.5316 (0.5797) loss_giou_dn_0: 0.5737 (0.5988) loss_giou_dn_1: 0.4652 (0.4936) loss_giou_dn_2: 0.4293 (0.4641) loss_giou_dn_3: 0.4197 (0.4556) loss_giou_dn_4: 0.4181 (0.4536) loss_giou_dn_5: 0.4181 (0.4538) loss_vfl: 0.6958 (0.6905) loss_vfl_aux_0: 0.8199 (0.8002) loss_vfl_aux_1: 0.7614 (0.7468) loss_vfl_aux_2: 0.7363 (0.7156) loss_vfl_aux_3: 0.7106 (0.7012) loss_vfl_aux_4: 0.7013 (0.6937) loss_vfl_aux_5: 0.7811 (0.7786) loss_vfl_dn_0: 0.4618 (0.4584) loss_vfl_dn_1: 0.3965 (0.3946) loss_vfl_dn_2: 0.3781 (0.3787) loss_vfl_dn_3: 0.3751 (0.3712) loss_vfl_dn_4: 0.3706 (0.3686) loss_vfl_dn_5: 0.3685 (0.3678) time: 0.4854 data: 0.0138 max mem: 5654 Epoch: [32] [4300/7393] eta: 0:25:04 lr: 0.000010 loss: 16.6295 (16.3315) loss_bbox: 0.1474 (0.1575) loss_bbox_aux_0: 0.1565 (0.1705) loss_bbox_aux_1: 0.1549 (0.1629) loss_bbox_aux_2: 0.1560 (0.1601) loss_bbox_aux_3: 0.1496 (0.1580) loss_bbox_aux_4: 0.1441 (0.1575) loss_bbox_aux_5: 0.2062 (0.2093) loss_bbox_dn_0: 0.2458 (0.2795) loss_bbox_dn_1: 0.1807 (0.2113) loss_bbox_dn_2: 0.1664 (0.1893) loss_bbox_dn_3: 0.1581 (0.1823) loss_bbox_dn_4: 0.1561 (0.1809) loss_bbox_dn_5: 0.1561 (0.1809) loss_giou: 0.5426 (0.4871) loss_giou_aux_0: 0.5495 (0.5114) loss_giou_aux_1: 0.5398 (0.4976) loss_giou_aux_2: 0.5420 (0.4921) loss_giou_aux_3: 0.5403 (0.4885) loss_giou_aux_4: 0.5326 (0.4872) loss_giou_aux_5: 0.6253 (0.5799) loss_giou_dn_0: 0.6246 (0.5990) loss_giou_dn_1: 0.5228 (0.4938) loss_giou_dn_2: 0.4885 (0.4644) loss_giou_dn_3: 0.4841 (0.4558) loss_giou_dn_4: 0.4833 (0.4538) loss_giou_dn_5: 0.4834 (0.4540) loss_vfl: 0.6638 (0.6906) loss_vfl_aux_0: 0.7786 (0.8002) loss_vfl_aux_1: 0.7488 (0.7471) loss_vfl_aux_2: 0.6919 (0.7158) loss_vfl_aux_3: 0.7094 (0.7014) loss_vfl_aux_4: 0.6725 (0.6939) loss_vfl_aux_5: 0.7632 (0.7785) loss_vfl_dn_0: 0.4549 (0.4584) loss_vfl_dn_1: 0.3969 (0.3946) loss_vfl_dn_2: 0.3804 (0.3788) loss_vfl_dn_3: 0.3740 (0.3712) loss_vfl_dn_4: 0.3707 (0.3686) loss_vfl_dn_5: 0.3709 (0.3679) time: 0.4805 data: 0.0140 max mem: 5654 Epoch: [32] [4400/7393] eta: 0:24:15 lr: 0.000010 loss: 15.8614 (16.3312) loss_bbox: 0.1650 (0.1576) loss_bbox_aux_0: 0.1710 (0.1706) loss_bbox_aux_1: 0.1610 (0.1629) loss_bbox_aux_2: 0.1634 (0.1602) loss_bbox_aux_3: 0.1656 (0.1581) loss_bbox_aux_4: 0.1651 (0.1575) loss_bbox_aux_5: 0.2189 (0.2093) loss_bbox_dn_0: 0.2977 (0.2798) loss_bbox_dn_1: 0.2140 (0.2114) loss_bbox_dn_2: 0.1855 (0.1894) loss_bbox_dn_3: 0.1803 (0.1825) loss_bbox_dn_4: 0.1801 (0.1810) loss_bbox_dn_5: 0.1803 (0.1810) loss_giou: 0.4311 (0.4869) loss_giou_aux_0: 0.4731 (0.5112) loss_giou_aux_1: 0.4505 (0.4974) loss_giou_aux_2: 0.4350 (0.4919) loss_giou_aux_3: 0.4302 (0.4884) loss_giou_aux_4: 0.4303 (0.4870) loss_giou_aux_5: 0.5412 (0.5796) loss_giou_dn_0: 0.5441 (0.5989) loss_giou_dn_1: 0.4356 (0.4937) loss_giou_dn_2: 0.4079 (0.4642) loss_giou_dn_3: 0.4001 (0.4557) loss_giou_dn_4: 0.3963 (0.4537) loss_giou_dn_5: 0.3965 (0.4539) loss_vfl: 0.6400 (0.6906) loss_vfl_aux_0: 0.7603 (0.8003) loss_vfl_aux_1: 0.7201 (0.7472) loss_vfl_aux_2: 0.6568 (0.7159) loss_vfl_aux_3: 0.6379 (0.7013) loss_vfl_aux_4: 0.6494 (0.6938) loss_vfl_aux_5: 0.7492 (0.7787) loss_vfl_dn_0: 0.4492 (0.4584) loss_vfl_dn_1: 0.3872 (0.3946) loss_vfl_dn_2: 0.3748 (0.3788) loss_vfl_dn_3: 0.3666 (0.3713) loss_vfl_dn_4: 0.3650 (0.3686) loss_vfl_dn_5: 0.3639 (0.3679) time: 0.4819 data: 0.0142 max mem: 5654 Epoch: [32] [4500/7393] eta: 0:23:28 lr: 0.000010 loss: 16.3973 (16.3349) loss_bbox: 0.1581 (0.1577) loss_bbox_aux_0: 0.1714 (0.1707) loss_bbox_aux_1: 0.1488 (0.1630) loss_bbox_aux_2: 0.1515 (0.1603) loss_bbox_aux_3: 0.1468 (0.1582) loss_bbox_aux_4: 0.1424 (0.1576) loss_bbox_aux_5: 0.2047 (0.2094) loss_bbox_dn_0: 0.3026 (0.2799) loss_bbox_dn_1: 0.2305 (0.2115) loss_bbox_dn_2: 0.2030 (0.1895) loss_bbox_dn_3: 0.1954 (0.1826) loss_bbox_dn_4: 0.1900 (0.1811) loss_bbox_dn_5: 0.1896 (0.1811) loss_giou: 0.5089 (0.4872) loss_giou_aux_0: 0.5302 (0.5115) loss_giou_aux_1: 0.5095 (0.4977) loss_giou_aux_2: 0.5109 (0.4922) loss_giou_aux_3: 0.5094 (0.4887) loss_giou_aux_4: 0.5051 (0.4873) loss_giou_aux_5: 0.6070 (0.5799) loss_giou_dn_0: 0.6177 (0.5990) loss_giou_dn_1: 0.5130 (0.4938) loss_giou_dn_2: 0.4861 (0.4643) loss_giou_dn_3: 0.4718 (0.4558) loss_giou_dn_4: 0.4674 (0.4538) loss_giou_dn_5: 0.4672 (0.4540) loss_vfl: 0.6725 (0.6904) loss_vfl_aux_0: 0.7637 (0.8004) loss_vfl_aux_1: 0.7203 (0.7472) loss_vfl_aux_2: 0.6883 (0.7158) loss_vfl_aux_3: 0.6872 (0.7012) loss_vfl_aux_4: 0.6657 (0.6937) loss_vfl_aux_5: 0.7489 (0.7788) loss_vfl_dn_0: 0.4550 (0.4584) loss_vfl_dn_1: 0.3923 (0.3946) loss_vfl_dn_2: 0.3748 (0.3788) loss_vfl_dn_3: 0.3665 (0.3713) loss_vfl_dn_4: 0.3628 (0.3686) loss_vfl_dn_5: 0.3592 (0.3679) time: 0.4731 data: 0.0136 max mem: 5654 Epoch: [32] [4600/7393] eta: 0:22:39 lr: 0.000010 loss: 16.6366 (16.3374) loss_bbox: 0.1582 (0.1577) loss_bbox_aux_0: 0.1657 (0.1707) loss_bbox_aux_1: 0.1685 (0.1630) loss_bbox_aux_2: 0.1600 (0.1603) loss_bbox_aux_3: 0.1576 (0.1582) loss_bbox_aux_4: 0.1582 (0.1577) loss_bbox_aux_5: 0.2061 (0.2094) loss_bbox_dn_0: 0.2398 (0.2798) loss_bbox_dn_1: 0.1810 (0.2115) loss_bbox_dn_2: 0.1644 (0.1895) loss_bbox_dn_3: 0.1564 (0.1825) loss_bbox_dn_4: 0.1519 (0.1810) loss_bbox_dn_5: 0.1502 (0.1810) loss_giou: 0.4910 (0.4875) loss_giou_aux_0: 0.5031 (0.5119) loss_giou_aux_1: 0.4926 (0.4980) loss_giou_aux_2: 0.4905 (0.4926) loss_giou_aux_3: 0.4932 (0.4890) loss_giou_aux_4: 0.4955 (0.4876) loss_giou_aux_5: 0.5720 (0.5802) loss_giou_dn_0: 0.5952 (0.5992) loss_giou_dn_1: 0.4924 (0.4940) loss_giou_dn_2: 0.4664 (0.4645) loss_giou_dn_3: 0.4587 (0.4560) loss_giou_dn_4: 0.4575 (0.4540) loss_giou_dn_5: 0.4578 (0.4542) loss_vfl: 0.6692 (0.6905) loss_vfl_aux_0: 0.7435 (0.8000) loss_vfl_aux_1: 0.7011 (0.7471) loss_vfl_aux_2: 0.6880 (0.7157) loss_vfl_aux_3: 0.6770 (0.7012) loss_vfl_aux_4: 0.6674 (0.6937) loss_vfl_aux_5: 0.7299 (0.7785) loss_vfl_dn_0: 0.4535 (0.4584) loss_vfl_dn_1: 0.3994 (0.3946) loss_vfl_dn_2: 0.3889 (0.3789) loss_vfl_dn_3: 0.3816 (0.3713) loss_vfl_dn_4: 0.3789 (0.3687) loss_vfl_dn_5: 0.3765 (0.3680) time: 0.4825 data: 0.0146 max mem: 5654 Epoch: [32] [4700/7393] eta: 0:21:50 lr: 0.000010 loss: 16.6015 (16.3347) loss_bbox: 0.1543 (0.1576) loss_bbox_aux_0: 0.1769 (0.1707) loss_bbox_aux_1: 0.1656 (0.1630) loss_bbox_aux_2: 0.1625 (0.1602) loss_bbox_aux_3: 0.1555 (0.1581) loss_bbox_aux_4: 0.1602 (0.1576) loss_bbox_aux_5: 0.2055 (0.2093) loss_bbox_dn_0: 0.2679 (0.2796) loss_bbox_dn_1: 0.2005 (0.2113) loss_bbox_dn_2: 0.1747 (0.1893) loss_bbox_dn_3: 0.1664 (0.1824) loss_bbox_dn_4: 0.1658 (0.1809) loss_bbox_dn_5: 0.1654 (0.1809) loss_giou: 0.5026 (0.4875) loss_giou_aux_0: 0.5227 (0.5119) loss_giou_aux_1: 0.5292 (0.4980) loss_giou_aux_2: 0.5228 (0.4926) loss_giou_aux_3: 0.5047 (0.4890) loss_giou_aux_4: 0.5015 (0.4877) loss_giou_aux_5: 0.6017 (0.5801) loss_giou_dn_0: 0.5885 (0.5991) loss_giou_dn_1: 0.4894 (0.4939) loss_giou_dn_2: 0.4618 (0.4645) loss_giou_dn_3: 0.4549 (0.4559) loss_giou_dn_4: 0.4537 (0.4540) loss_giou_dn_5: 0.4537 (0.4541) loss_vfl: 0.6762 (0.6904) loss_vfl_aux_0: 0.7612 (0.7998) loss_vfl_aux_1: 0.7213 (0.7469) loss_vfl_aux_2: 0.6926 (0.7156) loss_vfl_aux_3: 0.6782 (0.7010) loss_vfl_aux_4: 0.6813 (0.6936) loss_vfl_aux_5: 0.7726 (0.7783) loss_vfl_dn_0: 0.4609 (0.4583) loss_vfl_dn_1: 0.3841 (0.3946) loss_vfl_dn_2: 0.3732 (0.3789) loss_vfl_dn_3: 0.3654 (0.3713) loss_vfl_dn_4: 0.3624 (0.3687) loss_vfl_dn_5: 0.3609 (0.3679) time: 0.4702 data: 0.0137 max mem: 5654 Epoch: [32] [4800/7393] eta: 0:21:01 lr: 0.000010 loss: 16.6997 (16.3325) loss_bbox: 0.1475 (0.1577) loss_bbox_aux_0: 0.1612 (0.1708) loss_bbox_aux_1: 0.1492 (0.1630) loss_bbox_aux_2: 0.1492 (0.1603) loss_bbox_aux_3: 0.1478 (0.1583) loss_bbox_aux_4: 0.1472 (0.1577) loss_bbox_aux_5: 0.2056 (0.2094) loss_bbox_dn_0: 0.2384 (0.2797) loss_bbox_dn_1: 0.1748 (0.2114) loss_bbox_dn_2: 0.1563 (0.1894) loss_bbox_dn_3: 0.1503 (0.1824) loss_bbox_dn_4: 0.1485 (0.1809) loss_bbox_dn_5: 0.1485 (0.1809) loss_giou: 0.4949 (0.4875) loss_giou_aux_0: 0.5324 (0.5118) loss_giou_aux_1: 0.4999 (0.4980) loss_giou_aux_2: 0.4962 (0.4925) loss_giou_aux_3: 0.4975 (0.4890) loss_giou_aux_4: 0.4949 (0.4876) loss_giou_aux_5: 0.6013 (0.5800) loss_giou_dn_0: 0.6105 (0.5990) loss_giou_dn_1: 0.5017 (0.4938) loss_giou_dn_2: 0.4815 (0.4644) loss_giou_dn_3: 0.4752 (0.4558) loss_giou_dn_4: 0.4719 (0.4538) loss_giou_dn_5: 0.4720 (0.4540) loss_vfl: 0.6770 (0.6901) loss_vfl_aux_0: 0.7823 (0.7995) loss_vfl_aux_1: 0.7408 (0.7467) loss_vfl_aux_2: 0.7058 (0.7154) loss_vfl_aux_3: 0.6812 (0.7006) loss_vfl_aux_4: 0.6769 (0.6933) loss_vfl_aux_5: 0.7552 (0.7782) loss_vfl_dn_0: 0.4585 (0.4583) loss_vfl_dn_1: 0.4006 (0.3946) loss_vfl_dn_2: 0.3853 (0.3788) loss_vfl_dn_3: 0.3751 (0.3713) loss_vfl_dn_4: 0.3723 (0.3687) loss_vfl_dn_5: 0.3717 (0.3679) time: 0.4719 data: 0.0136 max mem: 5654 Epoch: [32] [4900/7393] eta: 0:20:12 lr: 0.000010 loss: 16.1201 (16.3343) loss_bbox: 0.1534 (0.1577) loss_bbox_aux_0: 0.1741 (0.1708) loss_bbox_aux_1: 0.1480 (0.1631) loss_bbox_aux_2: 0.1533 (0.1603) loss_bbox_aux_3: 0.1538 (0.1583) loss_bbox_aux_4: 0.1536 (0.1577) loss_bbox_aux_5: 0.2042 (0.2095) loss_bbox_dn_0: 0.2782 (0.2797) loss_bbox_dn_1: 0.2177 (0.2114) loss_bbox_dn_2: 0.1817 (0.1894) loss_bbox_dn_3: 0.1735 (0.1824) loss_bbox_dn_4: 0.1712 (0.1810) loss_bbox_dn_5: 0.1712 (0.1810) loss_giou: 0.4569 (0.4874) loss_giou_aux_0: 0.4954 (0.5118) loss_giou_aux_1: 0.4700 (0.4979) loss_giou_aux_2: 0.4648 (0.4924) loss_giou_aux_3: 0.4574 (0.4889) loss_giou_aux_4: 0.4566 (0.4875) loss_giou_aux_5: 0.5324 (0.5799) loss_giou_dn_0: 0.5803 (0.5989) loss_giou_dn_1: 0.4724 (0.4937) loss_giou_dn_2: 0.4462 (0.4643) loss_giou_dn_3: 0.4384 (0.4558) loss_giou_dn_4: 0.4351 (0.4538) loss_giou_dn_5: 0.4368 (0.4540) loss_vfl: 0.6853 (0.6904) loss_vfl_aux_0: 0.7963 (0.7997) loss_vfl_aux_1: 0.7752 (0.7470) loss_vfl_aux_2: 0.7220 (0.7157) loss_vfl_aux_3: 0.7086 (0.7010) loss_vfl_aux_4: 0.6950 (0.6937) loss_vfl_aux_5: 0.7717 (0.7785) loss_vfl_dn_0: 0.4603 (0.4584) loss_vfl_dn_1: 0.3943 (0.3946) loss_vfl_dn_2: 0.3769 (0.3789) loss_vfl_dn_3: 0.3705 (0.3713) loss_vfl_dn_4: 0.3673 (0.3687) loss_vfl_dn_5: 0.3668 (0.3679) time: 0.4823 data: 0.0139 max mem: 5654 Epoch: [32] [5000/7393] eta: 0:19:23 lr: 0.000010 loss: 16.0775 (16.3381) loss_bbox: 0.1584 (0.1579) loss_bbox_aux_0: 0.1785 (0.1709) loss_bbox_aux_1: 0.1679 (0.1632) loss_bbox_aux_2: 0.1619 (0.1605) loss_bbox_aux_3: 0.1643 (0.1585) loss_bbox_aux_4: 0.1568 (0.1579) loss_bbox_aux_5: 0.2296 (0.2096) loss_bbox_dn_0: 0.2798 (0.2798) loss_bbox_dn_1: 0.2011 (0.2114) loss_bbox_dn_2: 0.1792 (0.1894) loss_bbox_dn_3: 0.1749 (0.1824) loss_bbox_dn_4: 0.1743 (0.1810) loss_bbox_dn_5: 0.1742 (0.1810) loss_giou: 0.4411 (0.4877) loss_giou_aux_0: 0.4703 (0.5120) loss_giou_aux_1: 0.4489 (0.4982) loss_giou_aux_2: 0.4494 (0.4927) loss_giou_aux_3: 0.4452 (0.4892) loss_giou_aux_4: 0.4433 (0.4878) loss_giou_aux_5: 0.5320 (0.5801) loss_giou_dn_0: 0.5644 (0.5990) loss_giou_dn_1: 0.4623 (0.4939) loss_giou_dn_2: 0.4228 (0.4645) loss_giou_dn_3: 0.4132 (0.4559) loss_giou_dn_4: 0.4120 (0.4540) loss_giou_dn_5: 0.4118 (0.4542) loss_vfl: 0.6650 (0.6904) loss_vfl_aux_0: 0.7645 (0.7997) loss_vfl_aux_1: 0.7010 (0.7468) loss_vfl_aux_2: 0.6860 (0.7156) loss_vfl_aux_3: 0.6801 (0.7010) loss_vfl_aux_4: 0.6642 (0.6937) loss_vfl_aux_5: 0.7514 (0.7786) loss_vfl_dn_0: 0.4535 (0.4584) loss_vfl_dn_1: 0.3964 (0.3946) loss_vfl_dn_2: 0.3792 (0.3789) loss_vfl_dn_3: 0.3702 (0.3713) loss_vfl_dn_4: 0.3677 (0.3687) loss_vfl_dn_5: 0.3662 (0.3679) time: 0.4945 data: 0.0145 max mem: 5654 Epoch: [32] [5100/7393] eta: 0:18:34 lr: 0.000010 loss: 16.1761 (16.3420) loss_bbox: 0.1555 (0.1580) loss_bbox_aux_0: 0.1784 (0.1711) loss_bbox_aux_1: 0.1660 (0.1634) loss_bbox_aux_2: 0.1581 (0.1606) loss_bbox_aux_3: 0.1594 (0.1586) loss_bbox_aux_4: 0.1517 (0.1580) loss_bbox_aux_5: 0.2266 (0.2097) loss_bbox_dn_0: 0.2913 (0.2800) loss_bbox_dn_1: 0.2204 (0.2116) loss_bbox_dn_2: 0.2045 (0.1896) loss_bbox_dn_3: 0.1952 (0.1827) loss_bbox_dn_4: 0.1943 (0.1812) loss_bbox_dn_5: 0.1942 (0.1812) loss_giou: 0.4681 (0.4876) loss_giou_aux_0: 0.5020 (0.5120) loss_giou_aux_1: 0.4800 (0.4982) loss_giou_aux_2: 0.4833 (0.4927) loss_giou_aux_3: 0.4735 (0.4891) loss_giou_aux_4: 0.4675 (0.4877) loss_giou_aux_5: 0.5690 (0.5801) loss_giou_dn_0: 0.5995 (0.5990) loss_giou_dn_1: 0.4947 (0.4939) loss_giou_dn_2: 0.4500 (0.4644) loss_giou_dn_3: 0.4406 (0.4559) loss_giou_dn_4: 0.4394 (0.4539) loss_giou_dn_5: 0.4399 (0.4541) loss_vfl: 0.6813 (0.6908) loss_vfl_aux_0: 0.7997 (0.7999) loss_vfl_aux_1: 0.7248 (0.7470) loss_vfl_aux_2: 0.6801 (0.7157) loss_vfl_aux_3: 0.6925 (0.7014) loss_vfl_aux_4: 0.6714 (0.6940) loss_vfl_aux_5: 0.7774 (0.7788) loss_vfl_dn_0: 0.4522 (0.4584) loss_vfl_dn_1: 0.4015 (0.3946) loss_vfl_dn_2: 0.3856 (0.3789) loss_vfl_dn_3: 0.3771 (0.3713) loss_vfl_dn_4: 0.3731 (0.3687) loss_vfl_dn_5: 0.3733 (0.3680) time: 0.4717 data: 0.0143 max mem: 5654 Epoch: [32] [5200/7393] eta: 0:17:45 lr: 0.000010 loss: 15.4440 (16.3416) loss_bbox: 0.1583 (0.1580) loss_bbox_aux_0: 0.1587 (0.1711) loss_bbox_aux_1: 0.1628 (0.1634) loss_bbox_aux_2: 0.1582 (0.1606) loss_bbox_aux_3: 0.1553 (0.1586) loss_bbox_aux_4: 0.1583 (0.1580) loss_bbox_aux_5: 0.2125 (0.2098) loss_bbox_dn_0: 0.2887 (0.2800) loss_bbox_dn_1: 0.2094 (0.2117) loss_bbox_dn_2: 0.1828 (0.1896) loss_bbox_dn_3: 0.1781 (0.1827) loss_bbox_dn_4: 0.1792 (0.1812) loss_bbox_dn_5: 0.1792 (0.1812) loss_giou: 0.4323 (0.4876) loss_giou_aux_0: 0.4442 (0.5121) loss_giou_aux_1: 0.4381 (0.4983) loss_giou_aux_2: 0.4377 (0.4927) loss_giou_aux_3: 0.4373 (0.4891) loss_giou_aux_4: 0.4337 (0.4877) loss_giou_aux_5: 0.5347 (0.5802) loss_giou_dn_0: 0.5634 (0.5991) loss_giou_dn_1: 0.4508 (0.4939) loss_giou_dn_2: 0.4188 (0.4645) loss_giou_dn_3: 0.4114 (0.4560) loss_giou_dn_4: 0.4083 (0.4540) loss_giou_dn_5: 0.4085 (0.4542) loss_vfl: 0.6806 (0.6907) loss_vfl_aux_0: 0.7853 (0.7996) loss_vfl_aux_1: 0.7438 (0.7469) loss_vfl_aux_2: 0.6983 (0.7156) loss_vfl_aux_3: 0.6882 (0.7013) loss_vfl_aux_4: 0.6829 (0.6939) loss_vfl_aux_5: 0.7763 (0.7784) loss_vfl_dn_0: 0.4557 (0.4584) loss_vfl_dn_1: 0.3854 (0.3946) loss_vfl_dn_2: 0.3694 (0.3789) loss_vfl_dn_3: 0.3590 (0.3713) loss_vfl_dn_4: 0.3579 (0.3687) loss_vfl_dn_5: 0.3572 (0.3680) time: 0.4849 data: 0.0144 max mem: 5654 Epoch: [32] [5300/7393] eta: 0:16:56 lr: 0.000010 loss: 15.4925 (16.3415) loss_bbox: 0.1409 (0.1580) loss_bbox_aux_0: 0.1563 (0.1710) loss_bbox_aux_1: 0.1490 (0.1634) loss_bbox_aux_2: 0.1445 (0.1606) loss_bbox_aux_3: 0.1405 (0.1585) loss_bbox_aux_4: 0.1422 (0.1580) loss_bbox_aux_5: 0.1927 (0.2097) loss_bbox_dn_0: 0.2440 (0.2800) loss_bbox_dn_1: 0.1893 (0.2116) loss_bbox_dn_2: 0.1690 (0.1896) loss_bbox_dn_3: 0.1629 (0.1827) loss_bbox_dn_4: 0.1609 (0.1812) loss_bbox_dn_5: 0.1609 (0.1812) loss_giou: 0.4643 (0.4875) loss_giou_aux_0: 0.5054 (0.5121) loss_giou_aux_1: 0.5031 (0.4983) loss_giou_aux_2: 0.4766 (0.4927) loss_giou_aux_3: 0.4672 (0.4891) loss_giou_aux_4: 0.4675 (0.4877) loss_giou_aux_5: 0.5465 (0.5802) loss_giou_dn_0: 0.5754 (0.5990) loss_giou_dn_1: 0.4770 (0.4939) loss_giou_dn_2: 0.4561 (0.4645) loss_giou_dn_3: 0.4505 (0.4560) loss_giou_dn_4: 0.4515 (0.4540) loss_giou_dn_5: 0.4521 (0.4542) loss_vfl: 0.6594 (0.6908) loss_vfl_aux_0: 0.7477 (0.7996) loss_vfl_aux_1: 0.6901 (0.7468) loss_vfl_aux_2: 0.6719 (0.7157) loss_vfl_aux_3: 0.6759 (0.7014) loss_vfl_aux_4: 0.6565 (0.6940) loss_vfl_aux_5: 0.7328 (0.7785) loss_vfl_dn_0: 0.4488 (0.4584) loss_vfl_dn_1: 0.3878 (0.3946) loss_vfl_dn_2: 0.3700 (0.3789) loss_vfl_dn_3: 0.3639 (0.3713) loss_vfl_dn_4: 0.3614 (0.3687) loss_vfl_dn_5: 0.3622 (0.3680) time: 0.4768 data: 0.0141 max mem: 5654 Epoch: [32] [5400/7393] eta: 0:16:09 lr: 0.000010 loss: 16.2062 (16.3397) loss_bbox: 0.1465 (0.1579) loss_bbox_aux_0: 0.1504 (0.1710) loss_bbox_aux_1: 0.1561 (0.1633) loss_bbox_aux_2: 0.1460 (0.1605) loss_bbox_aux_3: 0.1492 (0.1585) loss_bbox_aux_4: 0.1465 (0.1579) loss_bbox_aux_5: 0.1894 (0.2097) loss_bbox_dn_0: 0.2680 (0.2799) loss_bbox_dn_1: 0.2065 (0.2115) loss_bbox_dn_2: 0.1801 (0.1895) loss_bbox_dn_3: 0.1738 (0.1826) loss_bbox_dn_4: 0.1711 (0.1811) loss_bbox_dn_5: 0.1711 (0.1811) loss_giou: 0.4767 (0.4876) loss_giou_aux_0: 0.5065 (0.5121) loss_giou_aux_1: 0.4949 (0.4983) loss_giou_aux_2: 0.4780 (0.4927) loss_giou_aux_3: 0.4786 (0.4891) loss_giou_aux_4: 0.4760 (0.4878) loss_giou_aux_5: 0.5825 (0.5802) loss_giou_dn_0: 0.6024 (0.5990) loss_giou_dn_1: 0.4931 (0.4940) loss_giou_dn_2: 0.4653 (0.4645) loss_giou_dn_3: 0.4576 (0.4560) loss_giou_dn_4: 0.4557 (0.4540) loss_giou_dn_5: 0.4558 (0.4542) loss_vfl: 0.7090 (0.6906) loss_vfl_aux_0: 0.8014 (0.7994) loss_vfl_aux_1: 0.7601 (0.7466) loss_vfl_aux_2: 0.7283 (0.7156) loss_vfl_aux_3: 0.7051 (0.7012) loss_vfl_aux_4: 0.7109 (0.6938) loss_vfl_aux_5: 0.7694 (0.7784) loss_vfl_dn_0: 0.4551 (0.4583) loss_vfl_dn_1: 0.3941 (0.3946) loss_vfl_dn_2: 0.3800 (0.3788) loss_vfl_dn_3: 0.3708 (0.3713) loss_vfl_dn_4: 0.3674 (0.3687) loss_vfl_dn_5: 0.3667 (0.3679) time: 0.7433 data: 0.0142 max mem: 5654 Epoch: [32] [5500/7393] eta: 0:15:20 lr: 0.000010 loss: 16.3623 (16.3381) loss_bbox: 0.1556 (0.1580) loss_bbox_aux_0: 0.1659 (0.1710) loss_bbox_aux_1: 0.1586 (0.1634) loss_bbox_aux_2: 0.1561 (0.1606) loss_bbox_aux_3: 0.1557 (0.1585) loss_bbox_aux_4: 0.1555 (0.1579) loss_bbox_aux_5: 0.2056 (0.2097) loss_bbox_dn_0: 0.2362 (0.2799) loss_bbox_dn_1: 0.1748 (0.2116) loss_bbox_dn_2: 0.1529 (0.1896) loss_bbox_dn_3: 0.1471 (0.1827) loss_bbox_dn_4: 0.1447 (0.1812) loss_bbox_dn_5: 0.1446 (0.1812) loss_giou: 0.4536 (0.4874) loss_giou_aux_0: 0.4752 (0.5119) loss_giou_aux_1: 0.4565 (0.4981) loss_giou_aux_2: 0.4537 (0.4925) loss_giou_aux_3: 0.4505 (0.4889) loss_giou_aux_4: 0.4558 (0.4876) loss_giou_aux_5: 0.5366 (0.5800) loss_giou_dn_0: 0.5916 (0.5990) loss_giou_dn_1: 0.4920 (0.4939) loss_giou_dn_2: 0.4613 (0.4645) loss_giou_dn_3: 0.4556 (0.4559) loss_giou_dn_4: 0.4533 (0.4540) loss_giou_dn_5: 0.4534 (0.4541) loss_vfl: 0.7010 (0.6906) loss_vfl_aux_0: 0.7989 (0.7994) loss_vfl_aux_1: 0.7574 (0.7465) loss_vfl_aux_2: 0.7136 (0.7156) loss_vfl_aux_3: 0.7131 (0.7012) loss_vfl_aux_4: 0.6954 (0.6938) loss_vfl_aux_5: 0.7930 (0.7785) loss_vfl_dn_0: 0.4550 (0.4583) loss_vfl_dn_1: 0.3933 (0.3946) loss_vfl_dn_2: 0.3754 (0.3788) loss_vfl_dn_3: 0.3681 (0.3713) loss_vfl_dn_4: 0.3659 (0.3686) loss_vfl_dn_5: 0.3658 (0.3679) time: 0.4745 data: 0.0140 max mem: 5654 Epoch: [32] [5600/7393] eta: 0:14:31 lr: 0.000010 loss: 16.6832 (16.3372) loss_bbox: 0.1507 (0.1580) loss_bbox_aux_0: 0.1528 (0.1710) loss_bbox_aux_1: 0.1467 (0.1634) loss_bbox_aux_2: 0.1559 (0.1606) loss_bbox_aux_3: 0.1572 (0.1586) loss_bbox_aux_4: 0.1503 (0.1580) loss_bbox_aux_5: 0.1901 (0.2098) loss_bbox_dn_0: 0.2648 (0.2800) loss_bbox_dn_1: 0.1964 (0.2117) loss_bbox_dn_2: 0.1764 (0.1897) loss_bbox_dn_3: 0.1706 (0.1827) loss_bbox_dn_4: 0.1660 (0.1812) loss_bbox_dn_5: 0.1661 (0.1812) loss_giou: 0.4784 (0.4873) loss_giou_aux_0: 0.4967 (0.5118) loss_giou_aux_1: 0.4909 (0.4981) loss_giou_aux_2: 0.4912 (0.4925) loss_giou_aux_3: 0.4852 (0.4889) loss_giou_aux_4: 0.4784 (0.4875) loss_giou_aux_5: 0.5688 (0.5800) loss_giou_dn_0: 0.5908 (0.5989) loss_giou_dn_1: 0.4896 (0.4938) loss_giou_dn_2: 0.4561 (0.4644) loss_giou_dn_3: 0.4471 (0.4559) loss_giou_dn_4: 0.4465 (0.4539) loss_giou_dn_5: 0.4466 (0.4541) loss_vfl: 0.6526 (0.6904) loss_vfl_aux_0: 0.7743 (0.7993) loss_vfl_aux_1: 0.7253 (0.7464) loss_vfl_aux_2: 0.6778 (0.7155) loss_vfl_aux_3: 0.6528 (0.7010) loss_vfl_aux_4: 0.6525 (0.6936) loss_vfl_aux_5: 0.7304 (0.7783) loss_vfl_dn_0: 0.4609 (0.4583) loss_vfl_dn_1: 0.3909 (0.3946) loss_vfl_dn_2: 0.3746 (0.3788) loss_vfl_dn_3: 0.3685 (0.3712) loss_vfl_dn_4: 0.3663 (0.3686) loss_vfl_dn_5: 0.3649 (0.3679) time: 0.4795 data: 0.0139 max mem: 5654 Epoch: [32] [5700/7393] eta: 0:13:42 lr: 0.000010 loss: 16.2084 (16.3365) loss_bbox: 0.1619 (0.1580) loss_bbox_aux_0: 0.1721 (0.1710) loss_bbox_aux_1: 0.1719 (0.1634) loss_bbox_aux_2: 0.1615 (0.1606) loss_bbox_aux_3: 0.1558 (0.1585) loss_bbox_aux_4: 0.1539 (0.1579) loss_bbox_aux_5: 0.2175 (0.2097) loss_bbox_dn_0: 0.2732 (0.2800) loss_bbox_dn_1: 0.2173 (0.2117) loss_bbox_dn_2: 0.1865 (0.1896) loss_bbox_dn_3: 0.1800 (0.1826) loss_bbox_dn_4: 0.1770 (0.1812) loss_bbox_dn_5: 0.1771 (0.1812) loss_giou: 0.4343 (0.4873) loss_giou_aux_0: 0.4533 (0.5118) loss_giou_aux_1: 0.4444 (0.4980) loss_giou_aux_2: 0.4355 (0.4924) loss_giou_aux_3: 0.4370 (0.4888) loss_giou_aux_4: 0.4340 (0.4875) loss_giou_aux_5: 0.5304 (0.5799) loss_giou_dn_0: 0.5707 (0.5988) loss_giou_dn_1: 0.4603 (0.4937) loss_giou_dn_2: 0.4376 (0.4643) loss_giou_dn_3: 0.4268 (0.4558) loss_giou_dn_4: 0.4240 (0.4538) loss_giou_dn_5: 0.4239 (0.4540) loss_vfl: 0.7176 (0.6906) loss_vfl_aux_0: 0.8121 (0.7995) loss_vfl_aux_1: 0.7661 (0.7466) loss_vfl_aux_2: 0.7363 (0.7157) loss_vfl_aux_3: 0.7047 (0.7011) loss_vfl_aux_4: 0.7153 (0.6937) loss_vfl_aux_5: 0.7949 (0.7785) loss_vfl_dn_0: 0.4604 (0.4583) loss_vfl_dn_1: 0.3982 (0.3946) loss_vfl_dn_2: 0.3833 (0.3788) loss_vfl_dn_3: 0.3754 (0.3712) loss_vfl_dn_4: 0.3734 (0.3686) loss_vfl_dn_5: 0.3723 (0.3679) time: 0.4775 data: 0.0133 max mem: 5654 Epoch: [32] [5800/7393] eta: 0:12:56 lr: 0.000010 loss: 16.6725 (16.3433) loss_bbox: 0.1721 (0.1581) loss_bbox_aux_0: 0.1792 (0.1711) loss_bbox_aux_1: 0.1684 (0.1634) loss_bbox_aux_2: 0.1654 (0.1606) loss_bbox_aux_3: 0.1677 (0.1586) loss_bbox_aux_4: 0.1676 (0.1580) loss_bbox_aux_5: 0.2132 (0.2098) loss_bbox_dn_0: 0.2857 (0.2801) loss_bbox_dn_1: 0.2347 (0.2117) loss_bbox_dn_2: 0.2071 (0.1897) loss_bbox_dn_3: 0.2013 (0.1827) loss_bbox_dn_4: 0.1990 (0.1813) loss_bbox_dn_5: 0.1992 (0.1813) loss_giou: 0.4745 (0.4875) loss_giou_aux_0: 0.5038 (0.5120) loss_giou_aux_1: 0.4783 (0.4982) loss_giou_aux_2: 0.4769 (0.4926) loss_giou_aux_3: 0.4607 (0.4890) loss_giou_aux_4: 0.4613 (0.4877) loss_giou_aux_5: 0.5550 (0.5801) loss_giou_dn_0: 0.5972 (0.5991) loss_giou_dn_1: 0.4813 (0.4940) loss_giou_dn_2: 0.4484 (0.4645) loss_giou_dn_3: 0.4386 (0.4560) loss_giou_dn_4: 0.4377 (0.4540) loss_giou_dn_5: 0.4381 (0.4542) loss_vfl: 0.7086 (0.6909) loss_vfl_aux_0: 0.8168 (0.7998) loss_vfl_aux_1: 0.7738 (0.7471) loss_vfl_aux_2: 0.7505 (0.7161) loss_vfl_aux_3: 0.7310 (0.7015) loss_vfl_aux_4: 0.7163 (0.6941) loss_vfl_aux_5: 0.8109 (0.7788) loss_vfl_dn_0: 0.4654 (0.4584) loss_vfl_dn_1: 0.4054 (0.3946) loss_vfl_dn_2: 0.3894 (0.3789) loss_vfl_dn_3: 0.3814 (0.3713) loss_vfl_dn_4: 0.3797 (0.3687) loss_vfl_dn_5: 0.3801 (0.3679) time: 0.4707 data: 0.0138 max mem: 5654 Epoch: [32] [5900/7393] eta: 0:12:07 lr: 0.000010 loss: 16.1648 (16.3424) loss_bbox: 0.1560 (0.1581) loss_bbox_aux_0: 0.1819 (0.1711) loss_bbox_aux_1: 0.1716 (0.1635) loss_bbox_aux_2: 0.1625 (0.1606) loss_bbox_aux_3: 0.1609 (0.1586) loss_bbox_aux_4: 0.1562 (0.1580) loss_bbox_aux_5: 0.2193 (0.2098) loss_bbox_dn_0: 0.2757 (0.2801) loss_bbox_dn_1: 0.2095 (0.2117) loss_bbox_dn_2: 0.1908 (0.1896) loss_bbox_dn_3: 0.1860 (0.1827) loss_bbox_dn_4: 0.1850 (0.1812) loss_bbox_dn_5: 0.1852 (0.1812) loss_giou: 0.4514 (0.4875) loss_giou_aux_0: 0.5076 (0.5121) loss_giou_aux_1: 0.4745 (0.4982) loss_giou_aux_2: 0.4704 (0.4926) loss_giou_aux_3: 0.4583 (0.4891) loss_giou_aux_4: 0.4604 (0.4877) loss_giou_aux_5: 0.5671 (0.5802) loss_giou_dn_0: 0.5864 (0.5991) loss_giou_dn_1: 0.4747 (0.4940) loss_giou_dn_2: 0.4426 (0.4646) loss_giou_dn_3: 0.4387 (0.4560) loss_giou_dn_4: 0.4385 (0.4541) loss_giou_dn_5: 0.4384 (0.4542) loss_vfl: 0.6824 (0.6907) loss_vfl_aux_0: 0.8051 (0.7996) loss_vfl_aux_1: 0.7231 (0.7469) loss_vfl_aux_2: 0.7070 (0.7159) loss_vfl_aux_3: 0.6940 (0.7014) loss_vfl_aux_4: 0.6874 (0.6939) loss_vfl_aux_5: 0.7863 (0.7787) loss_vfl_dn_0: 0.4623 (0.4583) loss_vfl_dn_1: 0.3980 (0.3946) loss_vfl_dn_2: 0.3804 (0.3788) loss_vfl_dn_3: 0.3713 (0.3712) loss_vfl_dn_4: 0.3698 (0.3686) loss_vfl_dn_5: 0.3704 (0.3679) time: 0.4752 data: 0.0141 max mem: 5654 Epoch: [32] [6000/7393] eta: 0:11:18 lr: 0.000010 loss: 16.3755 (16.3449) loss_bbox: 0.1448 (0.1580) loss_bbox_aux_0: 0.1638 (0.1711) loss_bbox_aux_1: 0.1503 (0.1634) loss_bbox_aux_2: 0.1494 (0.1606) loss_bbox_aux_3: 0.1477 (0.1585) loss_bbox_aux_4: 0.1443 (0.1580) loss_bbox_aux_5: 0.1895 (0.2097) loss_bbox_dn_0: 0.2534 (0.2799) loss_bbox_dn_1: 0.1886 (0.2116) loss_bbox_dn_2: 0.1768 (0.1896) loss_bbox_dn_3: 0.1717 (0.1826) loss_bbox_dn_4: 0.1682 (0.1811) loss_bbox_dn_5: 0.1677 (0.1811) loss_giou: 0.4965 (0.4877) loss_giou_aux_0: 0.5160 (0.5123) loss_giou_aux_1: 0.5153 (0.4984) loss_giou_aux_2: 0.5035 (0.4928) loss_giou_aux_3: 0.4980 (0.4892) loss_giou_aux_4: 0.4954 (0.4879) loss_giou_aux_5: 0.5707 (0.5803) loss_giou_dn_0: 0.6119 (0.5992) loss_giou_dn_1: 0.5152 (0.4941) loss_giou_dn_2: 0.4873 (0.4647) loss_giou_dn_3: 0.4763 (0.4561) loss_giou_dn_4: 0.4737 (0.4542) loss_giou_dn_5: 0.4739 (0.4543) loss_vfl: 0.6926 (0.6910) loss_vfl_aux_0: 0.8016 (0.7998) loss_vfl_aux_1: 0.7598 (0.7472) loss_vfl_aux_2: 0.7211 (0.7162) loss_vfl_aux_3: 0.7109 (0.7016) loss_vfl_aux_4: 0.6990 (0.6942) loss_vfl_aux_5: 0.7534 (0.7788) loss_vfl_dn_0: 0.4587 (0.4584) loss_vfl_dn_1: 0.3933 (0.3946) loss_vfl_dn_2: 0.3825 (0.3788) loss_vfl_dn_3: 0.3767 (0.3713) loss_vfl_dn_4: 0.3747 (0.3686) loss_vfl_dn_5: 0.3730 (0.3679) time: 0.4842 data: 0.0136 max mem: 5654 Epoch: [32] [6100/7393] eta: 0:10:29 lr: 0.000010 loss: 16.4676 (16.3456) loss_bbox: 0.1593 (0.1580) loss_bbox_aux_0: 0.1723 (0.1711) loss_bbox_aux_1: 0.1661 (0.1634) loss_bbox_aux_2: 0.1598 (0.1606) loss_bbox_aux_3: 0.1609 (0.1585) loss_bbox_aux_4: 0.1593 (0.1579) loss_bbox_aux_5: 0.2161 (0.2097) loss_bbox_dn_0: 0.3367 (0.2801) loss_bbox_dn_1: 0.2510 (0.2117) loss_bbox_dn_2: 0.2130 (0.1896) loss_bbox_dn_3: 0.2053 (0.1827) loss_bbox_dn_4: 0.2012 (0.1812) loss_bbox_dn_5: 0.2010 (0.1812) loss_giou: 0.4429 (0.4876) loss_giou_aux_0: 0.4826 (0.5123) loss_giou_aux_1: 0.4674 (0.4983) loss_giou_aux_2: 0.4631 (0.4927) loss_giou_aux_3: 0.4469 (0.4891) loss_giou_aux_4: 0.4486 (0.4878) loss_giou_aux_5: 0.5466 (0.5803) loss_giou_dn_0: 0.5938 (0.5993) loss_giou_dn_1: 0.4724 (0.4941) loss_giou_dn_2: 0.4366 (0.4647) loss_giou_dn_3: 0.4333 (0.4562) loss_giou_dn_4: 0.4321 (0.4542) loss_giou_dn_5: 0.4321 (0.4544) loss_vfl: 0.7042 (0.6911) loss_vfl_aux_0: 0.7876 (0.7999) loss_vfl_aux_1: 0.7389 (0.7473) loss_vfl_aux_2: 0.7310 (0.7163) loss_vfl_aux_3: 0.7386 (0.7018) loss_vfl_aux_4: 0.6981 (0.6944) loss_vfl_aux_5: 0.7791 (0.7789) loss_vfl_dn_0: 0.4560 (0.4583) loss_vfl_dn_1: 0.3930 (0.3946) loss_vfl_dn_2: 0.3703 (0.3788) loss_vfl_dn_3: 0.3635 (0.3712) loss_vfl_dn_4: 0.3593 (0.3686) loss_vfl_dn_5: 0.3581 (0.3679) time: 0.4764 data: 0.0140 max mem: 5654 Epoch: [32] [6200/7393] eta: 0:09:40 lr: 0.000010 loss: 15.5855 (16.3456) loss_bbox: 0.1533 (0.1579) loss_bbox_aux_0: 0.1691 (0.1711) loss_bbox_aux_1: 0.1557 (0.1634) loss_bbox_aux_2: 0.1524 (0.1605) loss_bbox_aux_3: 0.1560 (0.1585) loss_bbox_aux_4: 0.1512 (0.1579) loss_bbox_aux_5: 0.2049 (0.2097) loss_bbox_dn_0: 0.2748 (0.2800) loss_bbox_dn_1: 0.2047 (0.2117) loss_bbox_dn_2: 0.1762 (0.1896) loss_bbox_dn_3: 0.1658 (0.1826) loss_bbox_dn_4: 0.1645 (0.1812) loss_bbox_dn_5: 0.1644 (0.1812) loss_giou: 0.4526 (0.4877) loss_giou_aux_0: 0.4822 (0.5123) loss_giou_aux_1: 0.4639 (0.4984) loss_giou_aux_2: 0.4501 (0.4928) loss_giou_aux_3: 0.4465 (0.4892) loss_giou_aux_4: 0.4524 (0.4879) loss_giou_aux_5: 0.5505 (0.5804) loss_giou_dn_0: 0.5823 (0.5994) loss_giou_dn_1: 0.4713 (0.4942) loss_giou_dn_2: 0.4432 (0.4648) loss_giou_dn_3: 0.4370 (0.4562) loss_giou_dn_4: 0.4339 (0.4543) loss_giou_dn_5: 0.4338 (0.4544) loss_vfl: 0.6807 (0.6911) loss_vfl_aux_0: 0.8082 (0.7999) loss_vfl_aux_1: 0.7447 (0.7472) loss_vfl_aux_2: 0.7075 (0.7163) loss_vfl_aux_3: 0.6852 (0.7017) loss_vfl_aux_4: 0.6788 (0.6943) loss_vfl_aux_5: 0.7664 (0.7788) loss_vfl_dn_0: 0.4600 (0.4583) loss_vfl_dn_1: 0.3862 (0.3945) loss_vfl_dn_2: 0.3704 (0.3788) loss_vfl_dn_3: 0.3608 (0.3712) loss_vfl_dn_4: 0.3590 (0.3686) loss_vfl_dn_5: 0.3594 (0.3678) time: 0.4805 data: 0.0140 max mem: 5654 Epoch: [32] [6300/7393] eta: 0:08:51 lr: 0.000010 loss: 16.4098 (16.3463) loss_bbox: 0.1521 (0.1580) loss_bbox_aux_0: 0.1688 (0.1712) loss_bbox_aux_1: 0.1548 (0.1635) loss_bbox_aux_2: 0.1577 (0.1606) loss_bbox_aux_3: 0.1542 (0.1586) loss_bbox_aux_4: 0.1531 (0.1579) loss_bbox_aux_5: 0.1899 (0.2098) loss_bbox_dn_0: 0.2606 (0.2801) loss_bbox_dn_1: 0.2053 (0.2117) loss_bbox_dn_2: 0.1763 (0.1896) loss_bbox_dn_3: 0.1702 (0.1827) loss_bbox_dn_4: 0.1679 (0.1812) loss_bbox_dn_5: 0.1678 (0.1812) loss_giou: 0.4845 (0.4876) loss_giou_aux_0: 0.5032 (0.5123) loss_giou_aux_1: 0.4949 (0.4983) loss_giou_aux_2: 0.4920 (0.4927) loss_giou_aux_3: 0.4916 (0.4891) loss_giou_aux_4: 0.4826 (0.4878) loss_giou_aux_5: 0.5651 (0.5803) loss_giou_dn_0: 0.6051 (0.5993) loss_giou_dn_1: 0.5054 (0.4941) loss_giou_dn_2: 0.4799 (0.4647) loss_giou_dn_3: 0.4644 (0.4562) loss_giou_dn_4: 0.4618 (0.4542) loss_giou_dn_5: 0.4618 (0.4544) loss_vfl: 0.6900 (0.6912) loss_vfl_aux_0: 0.7841 (0.8000) loss_vfl_aux_1: 0.7358 (0.7473) loss_vfl_aux_2: 0.7328 (0.7164) loss_vfl_aux_3: 0.7021 (0.7018) loss_vfl_aux_4: 0.6963 (0.6944) loss_vfl_aux_5: 0.7636 (0.7789) loss_vfl_dn_0: 0.4608 (0.4584) loss_vfl_dn_1: 0.3960 (0.3946) loss_vfl_dn_2: 0.3769 (0.3788) loss_vfl_dn_3: 0.3739 (0.3712) loss_vfl_dn_4: 0.3760 (0.3686) loss_vfl_dn_5: 0.3762 (0.3678) time: 0.4790 data: 0.0140 max mem: 5654 Epoch: [32] [6400/7393] eta: 0:08:03 lr: 0.000010 loss: 15.7277 (16.3418) loss_bbox: 0.1636 (0.1581) loss_bbox_aux_0: 0.1634 (0.1713) loss_bbox_aux_1: 0.1465 (0.1636) loss_bbox_aux_2: 0.1472 (0.1606) loss_bbox_aux_3: 0.1537 (0.1586) loss_bbox_aux_4: 0.1589 (0.1580) loss_bbox_aux_5: 0.2152 (0.2099) loss_bbox_dn_0: 0.2686 (0.2804) loss_bbox_dn_1: 0.2108 (0.2119) loss_bbox_dn_2: 0.1892 (0.1898) loss_bbox_dn_3: 0.1831 (0.1828) loss_bbox_dn_4: 0.1806 (0.1814) loss_bbox_dn_5: 0.1807 (0.1814) loss_giou: 0.3899 (0.4870) loss_giou_aux_0: 0.4136 (0.5117) loss_giou_aux_1: 0.3976 (0.4977) loss_giou_aux_2: 0.3977 (0.4920) loss_giou_aux_3: 0.3927 (0.4884) loss_giou_aux_4: 0.3915 (0.4871) loss_giou_aux_5: 0.4734 (0.5796) loss_giou_dn_0: 0.5410 (0.5990) loss_giou_dn_1: 0.4245 (0.4937) loss_giou_dn_2: 0.4008 (0.4643) loss_giou_dn_3: 0.3897 (0.4557) loss_giou_dn_4: 0.3869 (0.4537) loss_giou_dn_5: 0.3871 (0.4539) loss_vfl: 0.6787 (0.6912) loss_vfl_aux_0: 0.7921 (0.8002) loss_vfl_aux_1: 0.7539 (0.7476) loss_vfl_aux_2: 0.7130 (0.7166) loss_vfl_aux_3: 0.7028 (0.7019) loss_vfl_aux_4: 0.6793 (0.6945) loss_vfl_aux_5: 0.7703 (0.7792) loss_vfl_dn_0: 0.4607 (0.4584) loss_vfl_dn_1: 0.3893 (0.3945) loss_vfl_dn_2: 0.3724 (0.3787) loss_vfl_dn_3: 0.3630 (0.3711) loss_vfl_dn_4: 0.3599 (0.3685) loss_vfl_dn_5: 0.3595 (0.3678) time: 0.4793 data: 0.0141 max mem: 5654 Epoch: [32] [6500/7393] eta: 0:07:14 lr: 0.000010 loss: 15.5473 (16.3392) loss_bbox: 0.1515 (0.1580) loss_bbox_aux_0: 0.1532 (0.1712) loss_bbox_aux_1: 0.1496 (0.1635) loss_bbox_aux_2: 0.1546 (0.1606) loss_bbox_aux_3: 0.1497 (0.1586) loss_bbox_aux_4: 0.1495 (0.1579) loss_bbox_aux_5: 0.1767 (0.2099) loss_bbox_dn_0: 0.2314 (0.2803) loss_bbox_dn_1: 0.1770 (0.2118) loss_bbox_dn_2: 0.1564 (0.1897) loss_bbox_dn_3: 0.1538 (0.1828) loss_bbox_dn_4: 0.1536 (0.1813) loss_bbox_dn_5: 0.1536 (0.1813) loss_giou: 0.4771 (0.4868) loss_giou_aux_0: 0.5089 (0.5115) loss_giou_aux_1: 0.4909 (0.4975) loss_giou_aux_2: 0.4794 (0.4919) loss_giou_aux_3: 0.4734 (0.4883) loss_giou_aux_4: 0.4796 (0.4870) loss_giou_aux_5: 0.5568 (0.5794) loss_giou_dn_0: 0.5843 (0.5988) loss_giou_dn_1: 0.4891 (0.4936) loss_giou_dn_2: 0.4573 (0.4641) loss_giou_dn_3: 0.4501 (0.4556) loss_giou_dn_4: 0.4499 (0.4536) loss_giou_dn_5: 0.4499 (0.4538) loss_vfl: 0.6585 (0.6912) loss_vfl_aux_0: 0.7834 (0.8003) loss_vfl_aux_1: 0.7135 (0.7476) loss_vfl_aux_2: 0.6869 (0.7165) loss_vfl_aux_3: 0.6734 (0.7019) loss_vfl_aux_4: 0.6639 (0.6944) loss_vfl_aux_5: 0.7672 (0.7793) loss_vfl_dn_0: 0.4620 (0.4584) loss_vfl_dn_1: 0.3877 (0.3945) loss_vfl_dn_2: 0.3715 (0.3787) loss_vfl_dn_3: 0.3643 (0.3711) loss_vfl_dn_4: 0.3621 (0.3685) loss_vfl_dn_5: 0.3598 (0.3677) time: 0.4695 data: 0.0141 max mem: 5654 Epoch: [32] [6600/7393] eta: 0:06:25 lr: 0.000010 loss: 16.5068 (16.3390) loss_bbox: 0.1437 (0.1580) loss_bbox_aux_0: 0.1530 (0.1712) loss_bbox_aux_1: 0.1427 (0.1635) loss_bbox_aux_2: 0.1440 (0.1606) loss_bbox_aux_3: 0.1434 (0.1586) loss_bbox_aux_4: 0.1462 (0.1580) loss_bbox_aux_5: 0.1903 (0.2099) loss_bbox_dn_0: 0.2321 (0.2803) loss_bbox_dn_1: 0.1784 (0.2118) loss_bbox_dn_2: 0.1604 (0.1897) loss_bbox_dn_3: 0.1550 (0.1827) loss_bbox_dn_4: 0.1556 (0.1812) loss_bbox_dn_5: 0.1558 (0.1812) loss_giou: 0.5290 (0.4869) loss_giou_aux_0: 0.5604 (0.5117) loss_giou_aux_1: 0.5431 (0.4976) loss_giou_aux_2: 0.5316 (0.4920) loss_giou_aux_3: 0.5266 (0.4884) loss_giou_aux_4: 0.5266 (0.4871) loss_giou_aux_5: 0.6320 (0.5796) loss_giou_dn_0: 0.6372 (0.5989) loss_giou_dn_1: 0.5268 (0.4936) loss_giou_dn_2: 0.4961 (0.4642) loss_giou_dn_3: 0.4805 (0.4556) loss_giou_dn_4: 0.4775 (0.4536) loss_giou_dn_5: 0.4770 (0.4538) loss_vfl: 0.6615 (0.6910) loss_vfl_aux_0: 0.7415 (0.8002) loss_vfl_aux_1: 0.7046 (0.7476) loss_vfl_aux_2: 0.6814 (0.7164) loss_vfl_aux_3: 0.6749 (0.7017) loss_vfl_aux_4: 0.6623 (0.6943) loss_vfl_aux_5: 0.7233 (0.7792) loss_vfl_dn_0: 0.4497 (0.4584) loss_vfl_dn_1: 0.3937 (0.3945) loss_vfl_dn_2: 0.3794 (0.3787) loss_vfl_dn_3: 0.3755 (0.3711) loss_vfl_dn_4: 0.3725 (0.3685) loss_vfl_dn_5: 0.3724 (0.3678) time: 0.4774 data: 0.0140 max mem: 5654 Epoch: [32] [6700/7393] eta: 0:05:36 lr: 0.000010 loss: 15.8733 (16.3382) loss_bbox: 0.1458 (0.1580) loss_bbox_aux_0: 0.1605 (0.1712) loss_bbox_aux_1: 0.1501 (0.1634) loss_bbox_aux_2: 0.1471 (0.1605) loss_bbox_aux_3: 0.1448 (0.1585) loss_bbox_aux_4: 0.1446 (0.1579) loss_bbox_aux_5: 0.2019 (0.2098) loss_bbox_dn_0: 0.2988 (0.2803) loss_bbox_dn_1: 0.2158 (0.2118) loss_bbox_dn_2: 0.1855 (0.1897) loss_bbox_dn_3: 0.1778 (0.1827) loss_bbox_dn_4: 0.1741 (0.1813) loss_bbox_dn_5: 0.1741 (0.1813) loss_giou: 0.4451 (0.4866) loss_giou_aux_0: 0.4613 (0.5114) loss_giou_aux_1: 0.4672 (0.4974) loss_giou_aux_2: 0.4525 (0.4917) loss_giou_aux_3: 0.4568 (0.4881) loss_giou_aux_4: 0.4473 (0.4868) loss_giou_aux_5: 0.5435 (0.5793) loss_giou_dn_0: 0.5635 (0.5988) loss_giou_dn_1: 0.4607 (0.4936) loss_giou_dn_2: 0.4281 (0.4641) loss_giou_dn_3: 0.4241 (0.4556) loss_giou_dn_4: 0.4243 (0.4536) loss_giou_dn_5: 0.4243 (0.4537) loss_vfl: 0.6605 (0.6913) loss_vfl_aux_0: 0.7632 (0.8004) loss_vfl_aux_1: 0.7256 (0.7479) loss_vfl_aux_2: 0.6967 (0.7167) loss_vfl_aux_3: 0.6879 (0.7020) loss_vfl_aux_4: 0.6717 (0.6946) loss_vfl_aux_5: 0.7590 (0.7794) loss_vfl_dn_0: 0.4562 (0.4584) loss_vfl_dn_1: 0.3936 (0.3946) loss_vfl_dn_2: 0.3697 (0.3787) loss_vfl_dn_3: 0.3644 (0.3711) loss_vfl_dn_4: 0.3621 (0.3685) loss_vfl_dn_5: 0.3619 (0.3678) time: 0.4778 data: 0.0139 max mem: 5654 Epoch: [32] [6800/7393] eta: 0:04:48 lr: 0.000010 loss: 16.0927 (16.3403) loss_bbox: 0.1521 (0.1579) loss_bbox_aux_0: 0.1573 (0.1711) loss_bbox_aux_1: 0.1556 (0.1634) loss_bbox_aux_2: 0.1546 (0.1605) loss_bbox_aux_3: 0.1512 (0.1584) loss_bbox_aux_4: 0.1521 (0.1578) loss_bbox_aux_5: 0.2046 (0.2097) loss_bbox_dn_0: 0.2736 (0.2802) loss_bbox_dn_1: 0.1926 (0.2118) loss_bbox_dn_2: 0.1727 (0.1896) loss_bbox_dn_3: 0.1612 (0.1827) loss_bbox_dn_4: 0.1608 (0.1812) loss_bbox_dn_5: 0.1610 (0.1812) loss_giou: 0.4111 (0.4868) loss_giou_aux_0: 0.4304 (0.5116) loss_giou_aux_1: 0.4141 (0.4975) loss_giou_aux_2: 0.4173 (0.4919) loss_giou_aux_3: 0.4058 (0.4883) loss_giou_aux_4: 0.4110 (0.4870) loss_giou_aux_5: 0.4971 (0.5795) loss_giou_dn_0: 0.5568 (0.5990) loss_giou_dn_1: 0.4531 (0.4937) loss_giou_dn_2: 0.4159 (0.4642) loss_giou_dn_3: 0.4060 (0.4557) loss_giou_dn_4: 0.4056 (0.4537) loss_giou_dn_5: 0.4057 (0.4539) loss_vfl: 0.7041 (0.6914) loss_vfl_aux_0: 0.7990 (0.8005) loss_vfl_aux_1: 0.7369 (0.7480) loss_vfl_aux_2: 0.6982 (0.7168) loss_vfl_aux_3: 0.6943 (0.7021) loss_vfl_aux_4: 0.6980 (0.6946) loss_vfl_aux_5: 0.7638 (0.7794) loss_vfl_dn_0: 0.4569 (0.4584) loss_vfl_dn_1: 0.3854 (0.3946) loss_vfl_dn_2: 0.3672 (0.3788) loss_vfl_dn_3: 0.3592 (0.3712) loss_vfl_dn_4: 0.3593 (0.3686) loss_vfl_dn_5: 0.3572 (0.3678) time: 0.4842 data: 0.0135 max mem: 5654 Epoch: [32] [6900/7393] eta: 0:03:59 lr: 0.000010 loss: 16.7275 (16.3405) loss_bbox: 0.1607 (0.1579) loss_bbox_aux_0: 0.1655 (0.1711) loss_bbox_aux_1: 0.1661 (0.1633) loss_bbox_aux_2: 0.1626 (0.1605) loss_bbox_aux_3: 0.1569 (0.1584) loss_bbox_aux_4: 0.1586 (0.1578) loss_bbox_aux_5: 0.2014 (0.2097) loss_bbox_dn_0: 0.2819 (0.2802) loss_bbox_dn_1: 0.2168 (0.2118) loss_bbox_dn_2: 0.1870 (0.1897) loss_bbox_dn_3: 0.1751 (0.1827) loss_bbox_dn_4: 0.1708 (0.1813) loss_bbox_dn_5: 0.1704 (0.1812) loss_giou: 0.4981 (0.4867) loss_giou_aux_0: 0.5255 (0.5115) loss_giou_aux_1: 0.5057 (0.4974) loss_giou_aux_2: 0.4997 (0.4917) loss_giou_aux_3: 0.4953 (0.4882) loss_giou_aux_4: 0.4885 (0.4869) loss_giou_aux_5: 0.5967 (0.5794) loss_giou_dn_0: 0.6116 (0.5989) loss_giou_dn_1: 0.5050 (0.4937) loss_giou_dn_2: 0.4738 (0.4642) loss_giou_dn_3: 0.4649 (0.4556) loss_giou_dn_4: 0.4633 (0.4536) loss_giou_dn_5: 0.4632 (0.4538) loss_vfl: 0.6523 (0.6915) loss_vfl_aux_0: 0.7910 (0.8007) loss_vfl_aux_1: 0.7272 (0.7482) loss_vfl_aux_2: 0.7202 (0.7169) loss_vfl_aux_3: 0.6727 (0.7022) loss_vfl_aux_4: 0.6528 (0.6947) loss_vfl_aux_5: 0.7662 (0.7797) loss_vfl_dn_0: 0.4619 (0.4584) loss_vfl_dn_1: 0.3999 (0.3946) loss_vfl_dn_2: 0.3894 (0.3788) loss_vfl_dn_3: 0.3728 (0.3712) loss_vfl_dn_4: 0.3705 (0.3686) loss_vfl_dn_5: 0.3682 (0.3678) time: 0.4688 data: 0.0140 max mem: 5654 Epoch: [32] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 16.1825 (16.3407) loss_bbox: 0.1524 (0.1578) loss_bbox_aux_0: 0.1585 (0.1709) loss_bbox_aux_1: 0.1522 (0.1632) loss_bbox_aux_2: 0.1586 (0.1604) loss_bbox_aux_3: 0.1459 (0.1583) loss_bbox_aux_4: 0.1526 (0.1577) loss_bbox_aux_5: 0.1989 (0.2095) loss_bbox_dn_0: 0.2548 (0.2801) loss_bbox_dn_1: 0.1894 (0.2117) loss_bbox_dn_2: 0.1672 (0.1896) loss_bbox_dn_3: 0.1599 (0.1826) loss_bbox_dn_4: 0.1581 (0.1811) loss_bbox_dn_5: 0.1581 (0.1811) loss_giou: 0.5060 (0.4868) loss_giou_aux_0: 0.5387 (0.5116) loss_giou_aux_1: 0.5211 (0.4975) loss_giou_aux_2: 0.5190 (0.4919) loss_giou_aux_3: 0.5126 (0.4883) loss_giou_aux_4: 0.5061 (0.4870) loss_giou_aux_5: 0.5972 (0.5794) loss_giou_dn_0: 0.6165 (0.5990) loss_giou_dn_1: 0.4955 (0.4938) loss_giou_dn_2: 0.4680 (0.4643) loss_giou_dn_3: 0.4615 (0.4557) loss_giou_dn_4: 0.4590 (0.4537) loss_giou_dn_5: 0.4588 (0.4539) loss_vfl: 0.6925 (0.6914) loss_vfl_aux_0: 0.8184 (0.8008) loss_vfl_aux_1: 0.7415 (0.7482) loss_vfl_aux_2: 0.7264 (0.7170) loss_vfl_aux_3: 0.7052 (0.7022) loss_vfl_aux_4: 0.6904 (0.6947) loss_vfl_aux_5: 0.7737 (0.7797) loss_vfl_dn_0: 0.4614 (0.4584) loss_vfl_dn_1: 0.3942 (0.3947) loss_vfl_dn_2: 0.3815 (0.3788) loss_vfl_dn_3: 0.3723 (0.3712) loss_vfl_dn_4: 0.3692 (0.3686) loss_vfl_dn_5: 0.3697 (0.3679) time: 0.4717 data: 0.0138 max mem: 5654 Epoch: [32] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 16.9527 (16.3395) loss_bbox: 0.1686 (0.1578) loss_bbox_aux_0: 0.1767 (0.1709) loss_bbox_aux_1: 0.1704 (0.1632) loss_bbox_aux_2: 0.1726 (0.1603) loss_bbox_aux_3: 0.1671 (0.1583) loss_bbox_aux_4: 0.1650 (0.1577) loss_bbox_aux_5: 0.2091 (0.2095) loss_bbox_dn_0: 0.2679 (0.2802) loss_bbox_dn_1: 0.2024 (0.2117) loss_bbox_dn_2: 0.1879 (0.1896) loss_bbox_dn_3: 0.1817 (0.1827) loss_bbox_dn_4: 0.1820 (0.1812) loss_bbox_dn_5: 0.1820 (0.1812) loss_giou: 0.4671 (0.4867) loss_giou_aux_0: 0.4739 (0.5114) loss_giou_aux_1: 0.4369 (0.4973) loss_giou_aux_2: 0.4404 (0.4917) loss_giou_aux_3: 0.4454 (0.4882) loss_giou_aux_4: 0.4597 (0.4869) loss_giou_aux_5: 0.5372 (0.5792) loss_giou_dn_0: 0.5880 (0.5989) loss_giou_dn_1: 0.4756 (0.4936) loss_giou_dn_2: 0.4337 (0.4641) loss_giou_dn_3: 0.4281 (0.4556) loss_giou_dn_4: 0.4272 (0.4536) loss_giou_dn_5: 0.4273 (0.4538) loss_vfl: 0.7189 (0.6915) loss_vfl_aux_0: 0.7999 (0.8009) loss_vfl_aux_1: 0.7532 (0.7484) loss_vfl_aux_2: 0.7445 (0.7171) loss_vfl_aux_3: 0.7188 (0.7023) loss_vfl_aux_4: 0.7310 (0.6948) loss_vfl_aux_5: 0.7732 (0.7798) loss_vfl_dn_0: 0.4620 (0.4584) loss_vfl_dn_1: 0.3950 (0.3947) loss_vfl_dn_2: 0.3837 (0.3788) loss_vfl_dn_3: 0.3800 (0.3712) loss_vfl_dn_4: 0.3747 (0.3686) loss_vfl_dn_5: 0.3745 (0.3678) time: 0.4820 data: 0.0146 max mem: 5654 Epoch: [32] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.7624 (16.3387) loss_bbox: 0.1533 (0.1578) loss_bbox_aux_0: 0.1812 (0.1709) loss_bbox_aux_1: 0.1598 (0.1632) loss_bbox_aux_2: 0.1641 (0.1604) loss_bbox_aux_3: 0.1592 (0.1583) loss_bbox_aux_4: 0.1558 (0.1577) loss_bbox_aux_5: 0.2106 (0.2095) loss_bbox_dn_0: 0.2609 (0.2801) loss_bbox_dn_1: 0.1998 (0.2117) loss_bbox_dn_2: 0.1776 (0.1896) loss_bbox_dn_3: 0.1700 (0.1827) loss_bbox_dn_4: 0.1696 (0.1812) loss_bbox_dn_5: 0.1695 (0.1812) loss_giou: 0.4639 (0.4867) loss_giou_aux_0: 0.4944 (0.5114) loss_giou_aux_1: 0.4724 (0.4973) loss_giou_aux_2: 0.4713 (0.4917) loss_giou_aux_3: 0.4667 (0.4882) loss_giou_aux_4: 0.4851 (0.4868) loss_giou_aux_5: 0.5648 (0.5792) loss_giou_dn_0: 0.6002 (0.5988) loss_giou_dn_1: 0.4892 (0.4935) loss_giou_dn_2: 0.4623 (0.4640) loss_giou_dn_3: 0.4531 (0.4555) loss_giou_dn_4: 0.4517 (0.4535) loss_giou_dn_5: 0.4516 (0.4537) loss_vfl: 0.6985 (0.6915) loss_vfl_aux_0: 0.7895 (0.8009) loss_vfl_aux_1: 0.7978 (0.7485) loss_vfl_aux_2: 0.7264 (0.7171) loss_vfl_aux_3: 0.7081 (0.7023) loss_vfl_aux_4: 0.7059 (0.6948) loss_vfl_aux_5: 0.7796 (0.7798) loss_vfl_dn_0: 0.4577 (0.4584) loss_vfl_dn_1: 0.3902 (0.3946) loss_vfl_dn_2: 0.3739 (0.3788) loss_vfl_dn_3: 0.3672 (0.3712) loss_vfl_dn_4: 0.3649 (0.3685) loss_vfl_dn_5: 0.3634 (0.3678) time: 0.4952 data: 0.0139 max mem: 5654 Epoch: [32] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.8840 (16.3366) loss_bbox: 0.1366 (0.1577) loss_bbox_aux_0: 0.1563 (0.1708) loss_bbox_aux_1: 0.1603 (0.1631) loss_bbox_aux_2: 0.1538 (0.1603) loss_bbox_aux_3: 0.1529 (0.1582) loss_bbox_aux_4: 0.1548 (0.1576) loss_bbox_aux_5: 0.1936 (0.2094) loss_bbox_dn_0: 0.2532 (0.2801) loss_bbox_dn_1: 0.2004 (0.2116) loss_bbox_dn_2: 0.1765 (0.1895) loss_bbox_dn_3: 0.1657 (0.1826) loss_bbox_dn_4: 0.1631 (0.1811) loss_bbox_dn_5: 0.1626 (0.1811) loss_giou: 0.4374 (0.4866) loss_giou_aux_0: 0.4638 (0.5113) loss_giou_aux_1: 0.4432 (0.4971) loss_giou_aux_2: 0.4417 (0.4916) loss_giou_aux_3: 0.4384 (0.4880) loss_giou_aux_4: 0.4376 (0.4867) loss_giou_aux_5: 0.5361 (0.5791) loss_giou_dn_0: 0.5783 (0.5987) loss_giou_dn_1: 0.4700 (0.4935) loss_giou_dn_2: 0.4380 (0.4640) loss_giou_dn_3: 0.4285 (0.4555) loss_giou_dn_4: 0.4237 (0.4535) loss_giou_dn_5: 0.4240 (0.4536) loss_vfl: 0.6907 (0.6915) loss_vfl_aux_0: 0.7997 (0.8009) loss_vfl_aux_1: 0.7596 (0.7486) loss_vfl_aux_2: 0.7131 (0.7171) loss_vfl_aux_3: 0.6920 (0.7023) loss_vfl_aux_4: 0.6931 (0.6948) loss_vfl_aux_5: 0.7964 (0.7799) loss_vfl_dn_0: 0.4578 (0.4584) loss_vfl_dn_1: 0.3913 (0.3946) loss_vfl_dn_2: 0.3691 (0.3787) loss_vfl_dn_3: 0.3578 (0.3711) loss_vfl_dn_4: 0.3575 (0.3685) loss_vfl_dn_5: 0.3553 (0.3677) time: 0.4891 data: 0.0137 max mem: 5654 Epoch: [32] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.0944 (16.3378) loss_bbox: 0.1388 (0.1578) loss_bbox_aux_0: 0.1515 (0.1709) loss_bbox_aux_1: 0.1382 (0.1632) loss_bbox_aux_2: 0.1357 (0.1603) loss_bbox_aux_3: 0.1450 (0.1583) loss_bbox_aux_4: 0.1455 (0.1577) loss_bbox_aux_5: 0.2004 (0.2094) loss_bbox_dn_0: 0.2577 (0.2802) loss_bbox_dn_1: 0.1889 (0.2117) loss_bbox_dn_2: 0.1692 (0.1896) loss_bbox_dn_3: 0.1609 (0.1826) loss_bbox_dn_4: 0.1621 (0.1812) loss_bbox_dn_5: 0.1621 (0.1812) loss_giou: 0.4433 (0.4866) loss_giou_aux_0: 0.4669 (0.5113) loss_giou_aux_1: 0.4432 (0.4972) loss_giou_aux_2: 0.4476 (0.4917) loss_giou_aux_3: 0.4545 (0.4881) loss_giou_aux_4: 0.4449 (0.4868) loss_giou_aux_5: 0.5557 (0.5791) loss_giou_dn_0: 0.5764 (0.5987) loss_giou_dn_1: 0.4660 (0.4935) loss_giou_dn_2: 0.4352 (0.4640) loss_giou_dn_3: 0.4290 (0.4555) loss_giou_dn_4: 0.4302 (0.4535) loss_giou_dn_5: 0.4307 (0.4536) loss_vfl: 0.7090 (0.6915) loss_vfl_aux_0: 0.8144 (0.8009) loss_vfl_aux_1: 0.7668 (0.7485) loss_vfl_aux_2: 0.7467 (0.7171) loss_vfl_aux_3: 0.7243 (0.7022) loss_vfl_aux_4: 0.7259 (0.6948) loss_vfl_aux_5: 0.7812 (0.7799) loss_vfl_dn_0: 0.4573 (0.4584) loss_vfl_dn_1: 0.3938 (0.3946) loss_vfl_dn_2: 0.3786 (0.3787) loss_vfl_dn_3: 0.3744 (0.3712) loss_vfl_dn_4: 0.3706 (0.3685) loss_vfl_dn_5: 0.3675 (0.3678) time: 0.4843 data: 0.0145 max mem: 5654 Epoch: [32] Total time: 0:59:54 (0.4862 s / it) Averaged stats: lr: 0.000010 loss: 16.0944 (16.3378) loss_bbox: 0.1388 (0.1578) loss_bbox_aux_0: 0.1515 (0.1709) loss_bbox_aux_1: 0.1382 (0.1632) loss_bbox_aux_2: 0.1357 (0.1603) loss_bbox_aux_3: 0.1450 (0.1583) loss_bbox_aux_4: 0.1455 (0.1577) loss_bbox_aux_5: 0.2004 (0.2094) loss_bbox_dn_0: 0.2577 (0.2802) loss_bbox_dn_1: 0.1889 (0.2117) loss_bbox_dn_2: 0.1692 (0.1896) loss_bbox_dn_3: 0.1609 (0.1826) loss_bbox_dn_4: 0.1621 (0.1812) loss_bbox_dn_5: 0.1621 (0.1812) loss_giou: 0.4433 (0.4866) loss_giou_aux_0: 0.4669 (0.5113) loss_giou_aux_1: 0.4432 (0.4972) loss_giou_aux_2: 0.4476 (0.4917) loss_giou_aux_3: 0.4545 (0.4881) loss_giou_aux_4: 0.4449 (0.4868) loss_giou_aux_5: 0.5557 (0.5791) loss_giou_dn_0: 0.5764 (0.5987) loss_giou_dn_1: 0.4660 (0.4935) loss_giou_dn_2: 0.4352 (0.4640) loss_giou_dn_3: 0.4290 (0.4555) loss_giou_dn_4: 0.4302 (0.4535) loss_giou_dn_5: 0.4307 (0.4536) loss_vfl: 0.7090 (0.6915) loss_vfl_aux_0: 0.8144 (0.8009) loss_vfl_aux_1: 0.7668 (0.7485) loss_vfl_aux_2: 0.7467 (0.7171) loss_vfl_aux_3: 0.7243 (0.7022) loss_vfl_aux_4: 0.7259 (0.6948) loss_vfl_aux_5: 0.7812 (0.7799) loss_vfl_dn_0: 0.4573 (0.4584) loss_vfl_dn_1: 0.3938 (0.3946) loss_vfl_dn_2: 0.3786 (0.3787) loss_vfl_dn_3: 0.3744 (0.3712) loss_vfl_dn_4: 0.3706 (0.3685) loss_vfl_dn_5: 0.3675 (0.3678) Test: [ 0/157] eta: 0:04:05 time: 1.5615 data: 1.1435 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5011 data: 0.1290 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3948 data: 0.0272 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3980 data: 0.0272 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.4009 data: 0.0272 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4009 data: 0.0266 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4053 data: 0.0271 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3935 data: 0.0270 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3912 data: 0.0266 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.7595 data: 0.0265 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.7482 data: 0.0265 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3905 data: 0.0266 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3922 data: 0.0263 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3922 data: 0.0265 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3842 data: 0.0264 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3677 data: 0.0263 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3612 data: 0.0255 max mem: 5654 Test: Total time: 0:01:10 (0.4465 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.23s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.699 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.646 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 31, 'coco_eval_bbox': 0.5181944176905069} Epoch: [33] [ 0/7393] eta: 15:33:09 lr: 0.000010 loss: 16.1533 (16.1533) loss_bbox: 0.1545 (0.1545) loss_bbox_aux_0: 0.1847 (0.1847) loss_bbox_aux_1: 0.1595 (0.1595) loss_bbox_aux_2: 0.1614 (0.1614) loss_bbox_aux_3: 0.1584 (0.1584) loss_bbox_aux_4: 0.1544 (0.1544) loss_bbox_aux_5: 0.2097 (0.2097) loss_bbox_dn_0: 0.2624 (0.2624) loss_bbox_dn_1: 0.1917 (0.1917) loss_bbox_dn_2: 0.1709 (0.1709) loss_bbox_dn_3: 0.1646 (0.1646) loss_bbox_dn_4: 0.1625 (0.1625) loss_bbox_dn_5: 0.1626 (0.1626) loss_giou: 0.4559 (0.4559) loss_giou_aux_0: 0.4970 (0.4970) loss_giou_aux_1: 0.4664 (0.4664) loss_giou_aux_2: 0.4684 (0.4684) loss_giou_aux_3: 0.4572 (0.4572) loss_giou_aux_4: 0.4552 (0.4552) loss_giou_aux_5: 0.5502 (0.5502) loss_giou_dn_0: 0.5892 (0.5892) loss_giou_dn_1: 0.4737 (0.4737) loss_giou_dn_2: 0.4472 (0.4472) loss_giou_dn_3: 0.4388 (0.4388) loss_giou_dn_4: 0.4361 (0.4361) loss_giou_dn_5: 0.4362 (0.4362) loss_vfl: 0.7284 (0.7284) loss_vfl_aux_0: 0.8459 (0.8459) loss_vfl_aux_1: 0.8128 (0.8128) loss_vfl_aux_2: 0.7348 (0.7348) loss_vfl_aux_3: 0.7122 (0.7122) loss_vfl_aux_4: 0.7320 (0.7320) loss_vfl_aux_5: 0.8119 (0.8119) loss_vfl_dn_0: 0.4582 (0.4582) loss_vfl_dn_1: 0.3825 (0.3825) loss_vfl_dn_2: 0.3727 (0.3727) loss_vfl_dn_3: 0.3658 (0.3658) loss_vfl_dn_4: 0.3640 (0.3640) loss_vfl_dn_5: 0.3632 (0.3632) time: 7.5734 data: 2.5181 max mem: 5654 Epoch: [33] [ 100/7393] eta: 1:07:12 lr: 0.000010 loss: 15.8082 (16.1723) loss_bbox: 0.1464 (0.1537) loss_bbox_aux_0: 0.1681 (0.1689) loss_bbox_aux_1: 0.1500 (0.1591) loss_bbox_aux_2: 0.1456 (0.1566) loss_bbox_aux_3: 0.1456 (0.1549) loss_bbox_aux_4: 0.1464 (0.1538) loss_bbox_aux_5: 0.2101 (0.2102) loss_bbox_dn_0: 0.2987 (0.2850) loss_bbox_dn_1: 0.2232 (0.2158) loss_bbox_dn_2: 0.1960 (0.1917) loss_bbox_dn_3: 0.1937 (0.1844) loss_bbox_dn_4: 0.1916 (0.1830) loss_bbox_dn_5: 0.1916 (0.1830) loss_giou: 0.4356 (0.4697) loss_giou_aux_0: 0.4816 (0.4946) loss_giou_aux_1: 0.4686 (0.4806) loss_giou_aux_2: 0.4517 (0.4743) loss_giou_aux_3: 0.4350 (0.4711) loss_giou_aux_4: 0.4347 (0.4694) loss_giou_aux_5: 0.5432 (0.5646) loss_giou_dn_0: 0.5845 (0.5898) loss_giou_dn_1: 0.4797 (0.4828) loss_giou_dn_2: 0.4507 (0.4524) loss_giou_dn_3: 0.4381 (0.4439) loss_giou_dn_4: 0.4351 (0.4418) loss_giou_dn_5: 0.4356 (0.4419) loss_vfl: 0.6913 (0.6948) loss_vfl_aux_0: 0.8089 (0.8094) loss_vfl_aux_1: 0.7292 (0.7578) loss_vfl_aux_2: 0.7120 (0.7211) loss_vfl_aux_3: 0.6947 (0.7033) loss_vfl_aux_4: 0.6870 (0.6981) loss_vfl_aux_5: 0.8180 (0.7896) loss_vfl_dn_0: 0.4641 (0.4576) loss_vfl_dn_1: 0.4014 (0.3921) loss_vfl_dn_2: 0.3808 (0.3755) loss_vfl_dn_3: 0.3740 (0.3672) loss_vfl_dn_4: 0.3709 (0.3647) loss_vfl_dn_5: 0.3694 (0.3638) time: 0.4680 data: 0.0149 max mem: 5654 Epoch: [33] [ 200/7393] eta: 1:02:16 lr: 0.000010 loss: 16.0958 (16.1706) loss_bbox: 0.1341 (0.1523) loss_bbox_aux_0: 0.1524 (0.1688) loss_bbox_aux_1: 0.1434 (0.1595) loss_bbox_aux_2: 0.1407 (0.1556) loss_bbox_aux_3: 0.1369 (0.1531) loss_bbox_aux_4: 0.1356 (0.1524) loss_bbox_aux_5: 0.1867 (0.2092) loss_bbox_dn_0: 0.2431 (0.2828) loss_bbox_dn_1: 0.1812 (0.2136) loss_bbox_dn_2: 0.1652 (0.1908) loss_bbox_dn_3: 0.1626 (0.1838) loss_bbox_dn_4: 0.1619 (0.1824) loss_bbox_dn_5: 0.1623 (0.1824) loss_giou: 0.4444 (0.4682) loss_giou_aux_0: 0.4722 (0.4932) loss_giou_aux_1: 0.4521 (0.4796) loss_giou_aux_2: 0.4519 (0.4733) loss_giou_aux_3: 0.4437 (0.4697) loss_giou_aux_4: 0.4494 (0.4684) loss_giou_aux_5: 0.5393 (0.5624) loss_giou_dn_0: 0.5861 (0.5892) loss_giou_dn_1: 0.4790 (0.4831) loss_giou_dn_2: 0.4563 (0.4532) loss_giou_dn_3: 0.4450 (0.4448) loss_giou_dn_4: 0.4439 (0.4427) loss_giou_dn_5: 0.4442 (0.4430) loss_vfl: 0.6835 (0.7001) loss_vfl_aux_0: 0.8132 (0.8084) loss_vfl_aux_1: 0.7498 (0.7567) loss_vfl_aux_2: 0.7215 (0.7246) loss_vfl_aux_3: 0.6930 (0.7101) loss_vfl_aux_4: 0.6901 (0.7023) loss_vfl_aux_5: 0.7627 (0.7849) loss_vfl_dn_0: 0.4632 (0.4577) loss_vfl_dn_1: 0.4013 (0.3925) loss_vfl_dn_2: 0.3867 (0.3762) loss_vfl_dn_3: 0.3812 (0.3686) loss_vfl_dn_4: 0.3783 (0.3660) loss_vfl_dn_5: 0.3760 (0.3651) time: 0.4818 data: 0.0144 max mem: 5654 Epoch: [33] [ 300/7393] eta: 0:59:41 lr: 0.000010 loss: 15.9121 (16.1936) loss_bbox: 0.1540 (0.1568) loss_bbox_aux_0: 0.1650 (0.1724) loss_bbox_aux_1: 0.1596 (0.1636) loss_bbox_aux_2: 0.1627 (0.1600) loss_bbox_aux_3: 0.1565 (0.1578) loss_bbox_aux_4: 0.1540 (0.1571) loss_bbox_aux_5: 0.1981 (0.2126) loss_bbox_dn_0: 0.2731 (0.2873) loss_bbox_dn_1: 0.2038 (0.2169) loss_bbox_dn_2: 0.1798 (0.1935) loss_bbox_dn_3: 0.1735 (0.1860) loss_bbox_dn_4: 0.1713 (0.1845) loss_bbox_dn_5: 0.1718 (0.1845) loss_giou: 0.4474 (0.4691) loss_giou_aux_0: 0.4713 (0.4949) loss_giou_aux_1: 0.4643 (0.4804) loss_giou_aux_2: 0.4541 (0.4748) loss_giou_aux_3: 0.4494 (0.4709) loss_giou_aux_4: 0.4474 (0.4695) loss_giou_aux_5: 0.5611 (0.5631) loss_giou_dn_0: 0.5737 (0.5897) loss_giou_dn_1: 0.4706 (0.4824) loss_giou_dn_2: 0.4354 (0.4527) loss_giou_dn_3: 0.4328 (0.4440) loss_giou_dn_4: 0.4322 (0.4418) loss_giou_dn_5: 0.4322 (0.4420) loss_vfl: 0.6634 (0.6936) loss_vfl_aux_0: 0.7830 (0.8077) loss_vfl_aux_1: 0.7223 (0.7554) loss_vfl_aux_2: 0.6874 (0.7195) loss_vfl_aux_3: 0.6728 (0.7037) loss_vfl_aux_4: 0.6623 (0.6957) loss_vfl_aux_5: 0.7458 (0.7823) loss_vfl_dn_0: 0.4597 (0.4584) loss_vfl_dn_1: 0.3926 (0.3931) loss_vfl_dn_2: 0.3716 (0.3763) loss_vfl_dn_3: 0.3627 (0.3685) loss_vfl_dn_4: 0.3606 (0.3659) loss_vfl_dn_5: 0.3589 (0.3651) time: 0.4728 data: 0.0143 max mem: 5654 Epoch: [33] [ 400/7393] eta: 0:58:20 lr: 0.000010 loss: 16.1208 (16.2303) loss_bbox: 0.1644 (0.1571) loss_bbox_aux_0: 0.1720 (0.1718) loss_bbox_aux_1: 0.1593 (0.1632) loss_bbox_aux_2: 0.1657 (0.1601) loss_bbox_aux_3: 0.1681 (0.1580) loss_bbox_aux_4: 0.1676 (0.1574) loss_bbox_aux_5: 0.2130 (0.2119) loss_bbox_dn_0: 0.2772 (0.2853) loss_bbox_dn_1: 0.2107 (0.2152) loss_bbox_dn_2: 0.1858 (0.1920) loss_bbox_dn_3: 0.1795 (0.1845) loss_bbox_dn_4: 0.1781 (0.1830) loss_bbox_dn_5: 0.1779 (0.1829) loss_giou: 0.4538 (0.4738) loss_giou_aux_0: 0.4686 (0.4986) loss_giou_aux_1: 0.4537 (0.4843) loss_giou_aux_2: 0.4452 (0.4789) loss_giou_aux_3: 0.4610 (0.4755) loss_giou_aux_4: 0.4508 (0.4742) loss_giou_aux_5: 0.5377 (0.5670) loss_giou_dn_0: 0.5818 (0.5928) loss_giou_dn_1: 0.4752 (0.4857) loss_giou_dn_2: 0.4516 (0.4559) loss_giou_dn_3: 0.4447 (0.4472) loss_giou_dn_4: 0.4419 (0.4450) loss_giou_dn_5: 0.4419 (0.4452) loss_vfl: 0.6961 (0.6920) loss_vfl_aux_0: 0.8180 (0.8077) loss_vfl_aux_1: 0.7814 (0.7540) loss_vfl_aux_2: 0.7273 (0.7201) loss_vfl_aux_3: 0.6983 (0.7025) loss_vfl_aux_4: 0.7007 (0.6943) loss_vfl_aux_5: 0.7828 (0.7806) loss_vfl_dn_0: 0.4592 (0.4585) loss_vfl_dn_1: 0.4008 (0.3939) loss_vfl_dn_2: 0.3833 (0.3772) loss_vfl_dn_3: 0.3779 (0.3697) loss_vfl_dn_4: 0.3752 (0.3671) loss_vfl_dn_5: 0.3746 (0.3663) time: 0.4643 data: 0.0157 max mem: 5654 Epoch: [33] [ 500/7393] eta: 0:56:58 lr: 0.000010 loss: 15.9686 (16.2306) loss_bbox: 0.1463 (0.1568) loss_bbox_aux_0: 0.1724 (0.1715) loss_bbox_aux_1: 0.1552 (0.1629) loss_bbox_aux_2: 0.1534 (0.1601) loss_bbox_aux_3: 0.1512 (0.1576) loss_bbox_aux_4: 0.1522 (0.1571) loss_bbox_aux_5: 0.2014 (0.2115) loss_bbox_dn_0: 0.2744 (0.2828) loss_bbox_dn_1: 0.1929 (0.2130) loss_bbox_dn_2: 0.1792 (0.1901) loss_bbox_dn_3: 0.1772 (0.1825) loss_bbox_dn_4: 0.1729 (0.1811) loss_bbox_dn_5: 0.1727 (0.1810) loss_giou: 0.4273 (0.4774) loss_giou_aux_0: 0.4637 (0.5027) loss_giou_aux_1: 0.4421 (0.4882) loss_giou_aux_2: 0.4344 (0.4827) loss_giou_aux_3: 0.4273 (0.4791) loss_giou_aux_4: 0.4311 (0.4778) loss_giou_aux_5: 0.5376 (0.5712) loss_giou_dn_0: 0.5751 (0.5936) loss_giou_dn_1: 0.4610 (0.4872) loss_giou_dn_2: 0.4310 (0.4575) loss_giou_dn_3: 0.4217 (0.4487) loss_giou_dn_4: 0.4169 (0.4466) loss_giou_dn_5: 0.4168 (0.4468) loss_vfl: 0.6654 (0.6892) loss_vfl_aux_0: 0.7811 (0.8039) loss_vfl_aux_1: 0.7191 (0.7509) loss_vfl_aux_2: 0.6716 (0.7168) loss_vfl_aux_3: 0.6616 (0.7001) loss_vfl_aux_4: 0.6679 (0.6917) loss_vfl_aux_5: 0.7431 (0.7776) loss_vfl_dn_0: 0.4560 (0.4584) loss_vfl_dn_1: 0.3930 (0.3939) loss_vfl_dn_2: 0.3732 (0.3774) loss_vfl_dn_3: 0.3647 (0.3698) loss_vfl_dn_4: 0.3632 (0.3671) loss_vfl_dn_5: 0.3611 (0.3663) time: 0.4755 data: 0.0156 max mem: 5654 Epoch: [33] [ 600/7393] eta: 0:55:46 lr: 0.000010 loss: 16.2449 (16.2410) loss_bbox: 0.1610 (0.1562) loss_bbox_aux_0: 0.1659 (0.1708) loss_bbox_aux_1: 0.1599 (0.1622) loss_bbox_aux_2: 0.1637 (0.1595) loss_bbox_aux_3: 0.1600 (0.1570) loss_bbox_aux_4: 0.1594 (0.1565) loss_bbox_aux_5: 0.1979 (0.2107) loss_bbox_dn_0: 0.2602 (0.2815) loss_bbox_dn_1: 0.1924 (0.2121) loss_bbox_dn_2: 0.1791 (0.1895) loss_bbox_dn_3: 0.1769 (0.1820) loss_bbox_dn_4: 0.1774 (0.1805) loss_bbox_dn_5: 0.1772 (0.1805) loss_giou: 0.4358 (0.4790) loss_giou_aux_0: 0.4819 (0.5045) loss_giou_aux_1: 0.4602 (0.4897) loss_giou_aux_2: 0.4581 (0.4843) loss_giou_aux_3: 0.4470 (0.4808) loss_giou_aux_4: 0.4324 (0.4793) loss_giou_aux_5: 0.5241 (0.5724) loss_giou_dn_0: 0.5853 (0.5945) loss_giou_dn_1: 0.4743 (0.4885) loss_giou_dn_2: 0.4488 (0.4588) loss_giou_dn_3: 0.4461 (0.4501) loss_giou_dn_4: 0.4433 (0.4480) loss_giou_dn_5: 0.4432 (0.4482) loss_vfl: 0.6740 (0.6894) loss_vfl_aux_0: 0.7982 (0.8030) loss_vfl_aux_1: 0.7579 (0.7509) loss_vfl_aux_2: 0.7116 (0.7160) loss_vfl_aux_3: 0.6905 (0.6999) loss_vfl_aux_4: 0.6861 (0.6920) loss_vfl_aux_5: 0.7855 (0.7774) loss_vfl_dn_0: 0.4592 (0.4586) loss_vfl_dn_1: 0.3930 (0.3942) loss_vfl_dn_2: 0.3768 (0.3778) loss_vfl_dn_3: 0.3679 (0.3703) loss_vfl_dn_4: 0.3653 (0.3675) loss_vfl_dn_5: 0.3633 (0.3667) time: 0.4742 data: 0.0142 max mem: 5654 Epoch: [33] [ 700/7393] eta: 0:54:40 lr: 0.000010 loss: 16.5744 (16.2570) loss_bbox: 0.1633 (0.1565) loss_bbox_aux_0: 0.1637 (0.1706) loss_bbox_aux_1: 0.1579 (0.1625) loss_bbox_aux_2: 0.1573 (0.1598) loss_bbox_aux_3: 0.1613 (0.1574) loss_bbox_aux_4: 0.1626 (0.1568) loss_bbox_aux_5: 0.2058 (0.2108) loss_bbox_dn_0: 0.2991 (0.2824) loss_bbox_dn_1: 0.2271 (0.2130) loss_bbox_dn_2: 0.2049 (0.1899) loss_bbox_dn_3: 0.1966 (0.1825) loss_bbox_dn_4: 0.1960 (0.1811) loss_bbox_dn_5: 0.1963 (0.1810) loss_giou: 0.4572 (0.4802) loss_giou_aux_0: 0.4726 (0.5053) loss_giou_aux_1: 0.4757 (0.4906) loss_giou_aux_2: 0.4605 (0.4855) loss_giou_aux_3: 0.4549 (0.4819) loss_giou_aux_4: 0.4573 (0.4804) loss_giou_aux_5: 0.5573 (0.5734) loss_giou_dn_0: 0.6009 (0.5946) loss_giou_dn_1: 0.4910 (0.4887) loss_giou_dn_2: 0.4689 (0.4590) loss_giou_dn_3: 0.4599 (0.4504) loss_giou_dn_4: 0.4544 (0.4483) loss_giou_dn_5: 0.4542 (0.4484) loss_vfl: 0.7283 (0.6897) loss_vfl_aux_0: 0.8540 (0.8039) loss_vfl_aux_1: 0.7990 (0.7511) loss_vfl_aux_2: 0.7386 (0.7161) loss_vfl_aux_3: 0.7237 (0.7001) loss_vfl_aux_4: 0.7303 (0.6923) loss_vfl_aux_5: 0.8185 (0.7780) loss_vfl_dn_0: 0.4567 (0.4586) loss_vfl_dn_1: 0.4019 (0.3942) loss_vfl_dn_2: 0.3841 (0.3778) loss_vfl_dn_3: 0.3789 (0.3702) loss_vfl_dn_4: 0.3754 (0.3675) loss_vfl_dn_5: 0.3736 (0.3667) time: 0.4830 data: 0.0151 max mem: 5654 Epoch: [33] [ 800/7393] eta: 0:53:40 lr: 0.000010 loss: 16.2939 (16.2988) loss_bbox: 0.1460 (0.1576) loss_bbox_aux_0: 0.1674 (0.1712) loss_bbox_aux_1: 0.1598 (0.1633) loss_bbox_aux_2: 0.1584 (0.1611) loss_bbox_aux_3: 0.1486 (0.1586) loss_bbox_aux_4: 0.1542 (0.1579) loss_bbox_aux_5: 0.2150 (0.2113) loss_bbox_dn_0: 0.2480 (0.2821) loss_bbox_dn_1: 0.1923 (0.2129) loss_bbox_dn_2: 0.1741 (0.1901) loss_bbox_dn_3: 0.1684 (0.1827) loss_bbox_dn_4: 0.1656 (0.1812) loss_bbox_dn_5: 0.1656 (0.1812) loss_giou: 0.5039 (0.4829) loss_giou_aux_0: 0.5266 (0.5080) loss_giou_aux_1: 0.5075 (0.4929) loss_giou_aux_2: 0.5068 (0.4880) loss_giou_aux_3: 0.5023 (0.4845) loss_giou_aux_4: 0.5042 (0.4831) loss_giou_aux_5: 0.5934 (0.5761) loss_giou_dn_0: 0.5612 (0.5960) loss_giou_dn_1: 0.4691 (0.4901) loss_giou_dn_2: 0.4497 (0.4605) loss_giou_dn_3: 0.4447 (0.4518) loss_giou_dn_4: 0.4397 (0.4496) loss_giou_dn_5: 0.4399 (0.4498) loss_vfl: 0.6945 (0.6901) loss_vfl_aux_0: 0.8078 (0.8052) loss_vfl_aux_1: 0.7565 (0.7529) loss_vfl_aux_2: 0.7089 (0.7165) loss_vfl_aux_3: 0.7211 (0.7008) loss_vfl_aux_4: 0.7045 (0.6930) loss_vfl_aux_5: 0.7741 (0.7791) loss_vfl_dn_0: 0.4559 (0.4588) loss_vfl_dn_1: 0.3905 (0.3944) loss_vfl_dn_2: 0.3746 (0.3781) loss_vfl_dn_3: 0.3680 (0.3705) loss_vfl_dn_4: 0.3682 (0.3678) loss_vfl_dn_5: 0.3664 (0.3670) time: 0.4665 data: 0.0153 max mem: 5654 Epoch: [33] [ 900/7393] eta: 0:53:31 lr: 0.000010 loss: 16.5361 (16.3123) loss_bbox: 0.1571 (0.1575) loss_bbox_aux_0: 0.1590 (0.1709) loss_bbox_aux_1: 0.1585 (0.1628) loss_bbox_aux_2: 0.1524 (0.1606) loss_bbox_aux_3: 0.1562 (0.1584) loss_bbox_aux_4: 0.1509 (0.1577) loss_bbox_aux_5: 0.1928 (0.2103) loss_bbox_dn_0: 0.2389 (0.2810) loss_bbox_dn_1: 0.1791 (0.2121) loss_bbox_dn_2: 0.1638 (0.1895) loss_bbox_dn_3: 0.1593 (0.1823) loss_bbox_dn_4: 0.1581 (0.1809) loss_bbox_dn_5: 0.1583 (0.1809) loss_giou: 0.4888 (0.4851) loss_giou_aux_0: 0.5125 (0.5100) loss_giou_aux_1: 0.4970 (0.4947) loss_giou_aux_2: 0.4859 (0.4900) loss_giou_aux_3: 0.4878 (0.4868) loss_giou_aux_4: 0.4909 (0.4852) loss_giou_aux_5: 0.5978 (0.5780) loss_giou_dn_0: 0.6220 (0.5976) loss_giou_dn_1: 0.5150 (0.4917) loss_giou_dn_2: 0.4902 (0.4620) loss_giou_dn_3: 0.4808 (0.4534) loss_giou_dn_4: 0.4765 (0.4513) loss_giou_dn_5: 0.4765 (0.4515) loss_vfl: 0.6696 (0.6893) loss_vfl_aux_0: 0.7623 (0.8036) loss_vfl_aux_1: 0.7112 (0.7523) loss_vfl_aux_2: 0.6859 (0.7161) loss_vfl_aux_3: 0.6862 (0.6998) loss_vfl_aux_4: 0.6885 (0.6925) loss_vfl_aux_5: 0.7597 (0.7786) loss_vfl_dn_0: 0.4593 (0.4587) loss_vfl_dn_1: 0.3985 (0.3945) loss_vfl_dn_2: 0.3852 (0.3783) loss_vfl_dn_3: 0.3776 (0.3708) loss_vfl_dn_4: 0.3728 (0.3681) loss_vfl_dn_5: 0.3709 (0.3673) time: 0.4809 data: 0.0143 max mem: 5654 Epoch: [33] [1000/7393] eta: 0:52:30 lr: 0.000010 loss: 16.7780 (16.3266) loss_bbox: 0.1560 (0.1575) loss_bbox_aux_0: 0.1687 (0.1708) loss_bbox_aux_1: 0.1488 (0.1625) loss_bbox_aux_2: 0.1572 (0.1604) loss_bbox_aux_3: 0.1564 (0.1583) loss_bbox_aux_4: 0.1557 (0.1576) loss_bbox_aux_5: 0.2202 (0.2102) loss_bbox_dn_0: 0.2674 (0.2814) loss_bbox_dn_1: 0.1891 (0.2125) loss_bbox_dn_2: 0.1679 (0.1898) loss_bbox_dn_3: 0.1590 (0.1827) loss_bbox_dn_4: 0.1564 (0.1812) loss_bbox_dn_5: 0.1563 (0.1812) loss_giou: 0.4880 (0.4852) loss_giou_aux_0: 0.5220 (0.5098) loss_giou_aux_1: 0.4937 (0.4946) loss_giou_aux_2: 0.5080 (0.4899) loss_giou_aux_3: 0.4888 (0.4868) loss_giou_aux_4: 0.4844 (0.4853) loss_giou_aux_5: 0.5909 (0.5780) loss_giou_dn_0: 0.6219 (0.5980) loss_giou_dn_1: 0.5053 (0.4922) loss_giou_dn_2: 0.4787 (0.4625) loss_giou_dn_3: 0.4708 (0.4538) loss_giou_dn_4: 0.4692 (0.4517) loss_giou_dn_5: 0.4696 (0.4519) loss_vfl: 0.6686 (0.6903) loss_vfl_aux_0: 0.7758 (0.8049) loss_vfl_aux_1: 0.7448 (0.7535) loss_vfl_aux_2: 0.7054 (0.7179) loss_vfl_aux_3: 0.6746 (0.7013) loss_vfl_aux_4: 0.6693 (0.6938) loss_vfl_aux_5: 0.7644 (0.7801) loss_vfl_dn_0: 0.4553 (0.4589) loss_vfl_dn_1: 0.3993 (0.3948) loss_vfl_dn_2: 0.3807 (0.3786) loss_vfl_dn_3: 0.3732 (0.3710) loss_vfl_dn_4: 0.3721 (0.3682) loss_vfl_dn_5: 0.3707 (0.3675) time: 0.4818 data: 0.0149 max mem: 5654 Epoch: [33] [1100/7393] eta: 0:51:30 lr: 0.000010 loss: 16.3437 (16.3174) loss_bbox: 0.1543 (0.1575) loss_bbox_aux_0: 0.1720 (0.1705) loss_bbox_aux_1: 0.1642 (0.1625) loss_bbox_aux_2: 0.1574 (0.1603) loss_bbox_aux_3: 0.1562 (0.1583) loss_bbox_aux_4: 0.1550 (0.1576) loss_bbox_aux_5: 0.2174 (0.2101) loss_bbox_dn_0: 0.3036 (0.2812) loss_bbox_dn_1: 0.2209 (0.2121) loss_bbox_dn_2: 0.1890 (0.1896) loss_bbox_dn_3: 0.1796 (0.1825) loss_bbox_dn_4: 0.1763 (0.1810) loss_bbox_dn_5: 0.1763 (0.1810) loss_giou: 0.4577 (0.4848) loss_giou_aux_0: 0.4864 (0.5092) loss_giou_aux_1: 0.4678 (0.4939) loss_giou_aux_2: 0.4635 (0.4894) loss_giou_aux_3: 0.4642 (0.4863) loss_giou_aux_4: 0.4574 (0.4849) loss_giou_aux_5: 0.5369 (0.5776) loss_giou_dn_0: 0.6036 (0.5975) loss_giou_dn_1: 0.4939 (0.4917) loss_giou_dn_2: 0.4651 (0.4621) loss_giou_dn_3: 0.4502 (0.4534) loss_giou_dn_4: 0.4467 (0.4513) loss_giou_dn_5: 0.4464 (0.4515) loss_vfl: 0.6768 (0.6902) loss_vfl_aux_0: 0.8057 (0.8053) loss_vfl_aux_1: 0.7416 (0.7537) loss_vfl_aux_2: 0.7047 (0.7180) loss_vfl_aux_3: 0.6898 (0.7011) loss_vfl_aux_4: 0.6781 (0.6936) loss_vfl_aux_5: 0.7849 (0.7802) loss_vfl_dn_0: 0.4577 (0.4589) loss_vfl_dn_1: 0.3909 (0.3945) loss_vfl_dn_2: 0.3723 (0.3783) loss_vfl_dn_3: 0.3627 (0.3707) loss_vfl_dn_4: 0.3579 (0.3680) loss_vfl_dn_5: 0.3568 (0.3672) time: 0.4714 data: 0.0157 max mem: 5654 Epoch: [33] [1200/7393] eta: 0:50:36 lr: 0.000010 loss: 16.0898 (16.3100) loss_bbox: 0.1543 (0.1577) loss_bbox_aux_0: 0.1768 (0.1705) loss_bbox_aux_1: 0.1739 (0.1625) loss_bbox_aux_2: 0.1621 (0.1604) loss_bbox_aux_3: 0.1582 (0.1585) loss_bbox_aux_4: 0.1532 (0.1578) loss_bbox_aux_5: 0.2108 (0.2101) loss_bbox_dn_0: 0.2866 (0.2814) loss_bbox_dn_1: 0.2081 (0.2120) loss_bbox_dn_2: 0.1844 (0.1895) loss_bbox_dn_3: 0.1780 (0.1824) loss_bbox_dn_4: 0.1753 (0.1809) loss_bbox_dn_5: 0.1753 (0.1809) loss_giou: 0.4726 (0.4847) loss_giou_aux_0: 0.4985 (0.5089) loss_giou_aux_1: 0.4899 (0.4938) loss_giou_aux_2: 0.4896 (0.4892) loss_giou_aux_3: 0.4746 (0.4863) loss_giou_aux_4: 0.4712 (0.4848) loss_giou_aux_5: 0.5575 (0.5772) loss_giou_dn_0: 0.5819 (0.5971) loss_giou_dn_1: 0.4939 (0.4912) loss_giou_dn_2: 0.4531 (0.4616) loss_giou_dn_3: 0.4431 (0.4529) loss_giou_dn_4: 0.4394 (0.4509) loss_giou_dn_5: 0.4393 (0.4511) loss_vfl: 0.6834 (0.6896) loss_vfl_aux_0: 0.7673 (0.8047) loss_vfl_aux_1: 0.7131 (0.7531) loss_vfl_aux_2: 0.6946 (0.7179) loss_vfl_aux_3: 0.6918 (0.7006) loss_vfl_aux_4: 0.6758 (0.6932) loss_vfl_aux_5: 0.7381 (0.7799) loss_vfl_dn_0: 0.4582 (0.4590) loss_vfl_dn_1: 0.3947 (0.3943) loss_vfl_dn_2: 0.3824 (0.3782) loss_vfl_dn_3: 0.3732 (0.3706) loss_vfl_dn_4: 0.3701 (0.3678) loss_vfl_dn_5: 0.3715 (0.3670) time: 0.4770 data: 0.0143 max mem: 5654 Epoch: [33] [1300/7393] eta: 0:49:37 lr: 0.000010 loss: 16.5524 (16.3117) loss_bbox: 0.1572 (0.1574) loss_bbox_aux_0: 0.1664 (0.1702) loss_bbox_aux_1: 0.1521 (0.1621) loss_bbox_aux_2: 0.1562 (0.1600) loss_bbox_aux_3: 0.1585 (0.1581) loss_bbox_aux_4: 0.1566 (0.1575) loss_bbox_aux_5: 0.2120 (0.2096) loss_bbox_dn_0: 0.2930 (0.2809) loss_bbox_dn_1: 0.2246 (0.2117) loss_bbox_dn_2: 0.2026 (0.1892) loss_bbox_dn_3: 0.1968 (0.1821) loss_bbox_dn_4: 0.1963 (0.1806) loss_bbox_dn_5: 0.1962 (0.1806) loss_giou: 0.5013 (0.4854) loss_giou_aux_0: 0.5212 (0.5095) loss_giou_aux_1: 0.5158 (0.4943) loss_giou_aux_2: 0.5047 (0.4898) loss_giou_aux_3: 0.5003 (0.4870) loss_giou_aux_4: 0.4991 (0.4856) loss_giou_aux_5: 0.5970 (0.5778) loss_giou_dn_0: 0.6093 (0.5977) loss_giou_dn_1: 0.5091 (0.4920) loss_giou_dn_2: 0.4692 (0.4624) loss_giou_dn_3: 0.4591 (0.4538) loss_giou_dn_4: 0.4550 (0.4517) loss_giou_dn_5: 0.4551 (0.4519) loss_vfl: 0.6750 (0.6891) loss_vfl_aux_0: 0.8011 (0.8044) loss_vfl_aux_1: 0.7717 (0.7529) loss_vfl_aux_2: 0.7034 (0.7175) loss_vfl_aux_3: 0.6790 (0.7001) loss_vfl_aux_4: 0.6909 (0.6927) loss_vfl_aux_5: 0.7821 (0.7795) loss_vfl_dn_0: 0.4563 (0.4587) loss_vfl_dn_1: 0.4025 (0.3942) loss_vfl_dn_2: 0.3851 (0.3781) loss_vfl_dn_3: 0.3776 (0.3705) loss_vfl_dn_4: 0.3740 (0.3678) loss_vfl_dn_5: 0.3728 (0.3670) time: 0.4730 data: 0.0141 max mem: 5654 Epoch: [33] [1400/7393] eta: 0:48:38 lr: 0.000010 loss: 16.3641 (16.3083) loss_bbox: 0.1633 (0.1576) loss_bbox_aux_0: 0.1759 (0.1705) loss_bbox_aux_1: 0.1709 (0.1622) loss_bbox_aux_2: 0.1709 (0.1600) loss_bbox_aux_3: 0.1717 (0.1582) loss_bbox_aux_4: 0.1711 (0.1576) loss_bbox_aux_5: 0.2178 (0.2095) loss_bbox_dn_0: 0.2751 (0.2811) loss_bbox_dn_1: 0.2130 (0.2116) loss_bbox_dn_2: 0.1839 (0.1891) loss_bbox_dn_3: 0.1784 (0.1820) loss_bbox_dn_4: 0.1789 (0.1806) loss_bbox_dn_5: 0.1789 (0.1806) loss_giou: 0.4406 (0.4853) loss_giou_aux_0: 0.4840 (0.5095) loss_giou_aux_1: 0.4689 (0.4942) loss_giou_aux_2: 0.4547 (0.4897) loss_giou_aux_3: 0.4517 (0.4868) loss_giou_aux_4: 0.4500 (0.4855) loss_giou_aux_5: 0.5567 (0.5776) loss_giou_dn_0: 0.5676 (0.5974) loss_giou_dn_1: 0.4521 (0.4917) loss_giou_dn_2: 0.4254 (0.4622) loss_giou_dn_3: 0.4149 (0.4535) loss_giou_dn_4: 0.4130 (0.4515) loss_giou_dn_5: 0.4134 (0.4517) loss_vfl: 0.7069 (0.6891) loss_vfl_aux_0: 0.8073 (0.8043) loss_vfl_aux_1: 0.7329 (0.7525) loss_vfl_aux_2: 0.7463 (0.7172) loss_vfl_aux_3: 0.7122 (0.7001) loss_vfl_aux_4: 0.7049 (0.6926) loss_vfl_aux_5: 0.8213 (0.7798) loss_vfl_dn_0: 0.4595 (0.4585) loss_vfl_dn_1: 0.3934 (0.3940) loss_vfl_dn_2: 0.3790 (0.3780) loss_vfl_dn_3: 0.3722 (0.3703) loss_vfl_dn_4: 0.3707 (0.3676) loss_vfl_dn_5: 0.3688 (0.3668) time: 0.4678 data: 0.0139 max mem: 5654 Epoch: [33] [1500/7393] eta: 0:47:41 lr: 0.000010 loss: 16.2739 (16.3196) loss_bbox: 0.1504 (0.1578) loss_bbox_aux_0: 0.1640 (0.1704) loss_bbox_aux_1: 0.1598 (0.1621) loss_bbox_aux_2: 0.1512 (0.1601) loss_bbox_aux_3: 0.1541 (0.1584) loss_bbox_aux_4: 0.1505 (0.1579) loss_bbox_aux_5: 0.2119 (0.2095) loss_bbox_dn_0: 0.2797 (0.2808) loss_bbox_dn_1: 0.2107 (0.2115) loss_bbox_dn_2: 0.1910 (0.1890) loss_bbox_dn_3: 0.1859 (0.1819) loss_bbox_dn_4: 0.1849 (0.1805) loss_bbox_dn_5: 0.1849 (0.1805) loss_giou: 0.4689 (0.4863) loss_giou_aux_0: 0.4752 (0.5103) loss_giou_aux_1: 0.4810 (0.4950) loss_giou_aux_2: 0.4620 (0.4906) loss_giou_aux_3: 0.4630 (0.4879) loss_giou_aux_4: 0.4718 (0.4865) loss_giou_aux_5: 0.5387 (0.5782) loss_giou_dn_0: 0.5841 (0.5981) loss_giou_dn_1: 0.4985 (0.4927) loss_giou_dn_2: 0.4607 (0.4630) loss_giou_dn_3: 0.4486 (0.4544) loss_giou_dn_4: 0.4455 (0.4524) loss_giou_dn_5: 0.4462 (0.4525) loss_vfl: 0.6901 (0.6889) loss_vfl_aux_0: 0.7777 (0.8043) loss_vfl_aux_1: 0.7383 (0.7527) loss_vfl_aux_2: 0.7126 (0.7175) loss_vfl_aux_3: 0.6981 (0.7001) loss_vfl_aux_4: 0.6931 (0.6924) loss_vfl_aux_5: 0.7590 (0.7795) loss_vfl_dn_0: 0.4511 (0.4586) loss_vfl_dn_1: 0.3950 (0.3941) loss_vfl_dn_2: 0.3806 (0.3781) loss_vfl_dn_3: 0.3724 (0.3705) loss_vfl_dn_4: 0.3689 (0.3678) loss_vfl_dn_5: 0.3676 (0.3670) time: 0.4577 data: 0.0141 max mem: 5654 Epoch: [33] [1600/7393] eta: 0:46:47 lr: 0.000010 loss: 16.4932 (16.3341) loss_bbox: 0.1811 (0.1581) loss_bbox_aux_0: 0.2057 (0.1708) loss_bbox_aux_1: 0.1936 (0.1625) loss_bbox_aux_2: 0.1917 (0.1605) loss_bbox_aux_3: 0.1753 (0.1587) loss_bbox_aux_4: 0.1757 (0.1582) loss_bbox_aux_5: 0.2415 (0.2098) loss_bbox_dn_0: 0.3150 (0.2814) loss_bbox_dn_1: 0.2320 (0.2121) loss_bbox_dn_2: 0.2024 (0.1895) loss_bbox_dn_3: 0.1935 (0.1824) loss_bbox_dn_4: 0.1905 (0.1809) loss_bbox_dn_5: 0.1906 (0.1809) loss_giou: 0.4752 (0.4868) loss_giou_aux_0: 0.4911 (0.5106) loss_giou_aux_1: 0.4857 (0.4956) loss_giou_aux_2: 0.4788 (0.4911) loss_giou_aux_3: 0.4778 (0.4883) loss_giou_aux_4: 0.4698 (0.4870) loss_giou_aux_5: 0.5608 (0.5788) loss_giou_dn_0: 0.5926 (0.5986) loss_giou_dn_1: 0.4850 (0.4932) loss_giou_dn_2: 0.4515 (0.4634) loss_giou_dn_3: 0.4439 (0.4548) loss_giou_dn_4: 0.4409 (0.4527) loss_giou_dn_5: 0.4409 (0.4529) loss_vfl: 0.6773 (0.6894) loss_vfl_aux_0: 0.8016 (0.8043) loss_vfl_aux_1: 0.7187 (0.7528) loss_vfl_aux_2: 0.7012 (0.7178) loss_vfl_aux_3: 0.7005 (0.7006) loss_vfl_aux_4: 0.6832 (0.6928) loss_vfl_aux_5: 0.7632 (0.7791) loss_vfl_dn_0: 0.4552 (0.4588) loss_vfl_dn_1: 0.3936 (0.3944) loss_vfl_dn_2: 0.3771 (0.3784) loss_vfl_dn_3: 0.3704 (0.3708) loss_vfl_dn_4: 0.3661 (0.3681) loss_vfl_dn_5: 0.3652 (0.3673) time: 0.4721 data: 0.0136 max mem: 5654 Epoch: [33] [1700/7393] eta: 0:45:56 lr: 0.000010 loss: 16.4504 (16.3333) loss_bbox: 0.1527 (0.1582) loss_bbox_aux_0: 0.1641 (0.1709) loss_bbox_aux_1: 0.1596 (0.1626) loss_bbox_aux_2: 0.1571 (0.1606) loss_bbox_aux_3: 0.1509 (0.1588) loss_bbox_aux_4: 0.1530 (0.1582) loss_bbox_aux_5: 0.2039 (0.2098) loss_bbox_dn_0: 0.2725 (0.2815) loss_bbox_dn_1: 0.2197 (0.2122) loss_bbox_dn_2: 0.1838 (0.1895) loss_bbox_dn_3: 0.1762 (0.1824) loss_bbox_dn_4: 0.1762 (0.1809) loss_bbox_dn_5: 0.1762 (0.1809) loss_giou: 0.5066 (0.4866) loss_giou_aux_0: 0.5259 (0.5104) loss_giou_aux_1: 0.5042 (0.4955) loss_giou_aux_2: 0.5001 (0.4909) loss_giou_aux_3: 0.4939 (0.4880) loss_giou_aux_4: 0.4944 (0.4868) loss_giou_aux_5: 0.5979 (0.5785) loss_giou_dn_0: 0.5982 (0.5984) loss_giou_dn_1: 0.4823 (0.4929) loss_giou_dn_2: 0.4551 (0.4631) loss_giou_dn_3: 0.4478 (0.4545) loss_giou_dn_4: 0.4468 (0.4524) loss_giou_dn_5: 0.4472 (0.4526) loss_vfl: 0.6690 (0.6895) loss_vfl_aux_0: 0.7871 (0.8045) loss_vfl_aux_1: 0.7322 (0.7530) loss_vfl_aux_2: 0.6972 (0.7179) loss_vfl_aux_3: 0.6965 (0.7009) loss_vfl_aux_4: 0.6803 (0.6930) loss_vfl_aux_5: 0.7658 (0.7794) loss_vfl_dn_0: 0.4582 (0.4589) loss_vfl_dn_1: 0.3944 (0.3945) loss_vfl_dn_2: 0.3821 (0.3784) loss_vfl_dn_3: 0.3769 (0.3708) loss_vfl_dn_4: 0.3736 (0.3681) loss_vfl_dn_5: 0.3750 (0.3673) time: 0.4671 data: 0.0133 max mem: 5654 Epoch: [33] [1800/7393] eta: 0:45:04 lr: 0.000010 loss: 16.0948 (16.3274) loss_bbox: 0.1639 (0.1582) loss_bbox_aux_0: 0.1707 (0.1709) loss_bbox_aux_1: 0.1728 (0.1627) loss_bbox_aux_2: 0.1644 (0.1606) loss_bbox_aux_3: 0.1653 (0.1587) loss_bbox_aux_4: 0.1640 (0.1582) loss_bbox_aux_5: 0.2063 (0.2099) loss_bbox_dn_0: 0.2648 (0.2812) loss_bbox_dn_1: 0.2036 (0.2119) loss_bbox_dn_2: 0.1842 (0.1893) loss_bbox_dn_3: 0.1782 (0.1822) loss_bbox_dn_4: 0.1778 (0.1807) loss_bbox_dn_5: 0.1778 (0.1807) loss_giou: 0.4603 (0.4864) loss_giou_aux_0: 0.4931 (0.5101) loss_giou_aux_1: 0.4742 (0.4954) loss_giou_aux_2: 0.4690 (0.4908) loss_giou_aux_3: 0.4597 (0.4877) loss_giou_aux_4: 0.4562 (0.4866) loss_giou_aux_5: 0.5626 (0.5783) loss_giou_dn_0: 0.5780 (0.5983) loss_giou_dn_1: 0.4689 (0.4927) loss_giou_dn_2: 0.4365 (0.4628) loss_giou_dn_3: 0.4339 (0.4542) loss_giou_dn_4: 0.4337 (0.4522) loss_giou_dn_5: 0.4342 (0.4524) loss_vfl: 0.6790 (0.6891) loss_vfl_aux_0: 0.8103 (0.8045) loss_vfl_aux_1: 0.7687 (0.7526) loss_vfl_aux_2: 0.7343 (0.7175) loss_vfl_aux_3: 0.7073 (0.7007) loss_vfl_aux_4: 0.6906 (0.6927) loss_vfl_aux_5: 0.8072 (0.7791) loss_vfl_dn_0: 0.4588 (0.4588) loss_vfl_dn_1: 0.3903 (0.3944) loss_vfl_dn_2: 0.3761 (0.3785) loss_vfl_dn_3: 0.3665 (0.3708) loss_vfl_dn_4: 0.3644 (0.3681) loss_vfl_dn_5: 0.3635 (0.3673) time: 0.4792 data: 0.0133 max mem: 5654 Epoch: [33] [1900/7393] eta: 0:44:13 lr: 0.000010 loss: 16.4579 (16.3178) loss_bbox: 0.1538 (0.1582) loss_bbox_aux_0: 0.1709 (0.1708) loss_bbox_aux_1: 0.1621 (0.1626) loss_bbox_aux_2: 0.1564 (0.1605) loss_bbox_aux_3: 0.1537 (0.1587) loss_bbox_aux_4: 0.1529 (0.1582) loss_bbox_aux_5: 0.2006 (0.2098) loss_bbox_dn_0: 0.2856 (0.2810) loss_bbox_dn_1: 0.2186 (0.2118) loss_bbox_dn_2: 0.1944 (0.1890) loss_bbox_dn_3: 0.1860 (0.1820) loss_bbox_dn_4: 0.1819 (0.1805) loss_bbox_dn_5: 0.1818 (0.1805) loss_giou: 0.4649 (0.4861) loss_giou_aux_0: 0.4861 (0.5096) loss_giou_aux_1: 0.4731 (0.4950) loss_giou_aux_2: 0.4796 (0.4903) loss_giou_aux_3: 0.4608 (0.4873) loss_giou_aux_4: 0.4602 (0.4862) loss_giou_aux_5: 0.5373 (0.5778) loss_giou_dn_0: 0.5985 (0.5979) loss_giou_dn_1: 0.4855 (0.4922) loss_giou_dn_2: 0.4492 (0.4624) loss_giou_dn_3: 0.4388 (0.4538) loss_giou_dn_4: 0.4384 (0.4518) loss_giou_dn_5: 0.4371 (0.4520) loss_vfl: 0.7034 (0.6888) loss_vfl_aux_0: 0.7977 (0.8044) loss_vfl_aux_1: 0.7612 (0.7523) loss_vfl_aux_2: 0.7267 (0.7174) loss_vfl_aux_3: 0.7283 (0.7005) loss_vfl_aux_4: 0.7198 (0.6925) loss_vfl_aux_5: 0.7713 (0.7790) loss_vfl_dn_0: 0.4555 (0.4587) loss_vfl_dn_1: 0.3939 (0.3943) loss_vfl_dn_2: 0.3818 (0.3783) loss_vfl_dn_3: 0.3727 (0.3707) loss_vfl_dn_4: 0.3711 (0.3680) loss_vfl_dn_5: 0.3711 (0.3672) time: 0.4858 data: 0.0134 max mem: 5654 Epoch: [33] [2000/7393] eta: 0:43:20 lr: 0.000010 loss: 16.3263 (16.3200) loss_bbox: 0.1496 (0.1581) loss_bbox_aux_0: 0.1656 (0.1708) loss_bbox_aux_1: 0.1540 (0.1626) loss_bbox_aux_2: 0.1551 (0.1606) loss_bbox_aux_3: 0.1493 (0.1586) loss_bbox_aux_4: 0.1487 (0.1582) loss_bbox_aux_5: 0.2202 (0.2100) loss_bbox_dn_0: 0.2565 (0.2810) loss_bbox_dn_1: 0.1952 (0.2118) loss_bbox_dn_2: 0.1772 (0.1890) loss_bbox_dn_3: 0.1633 (0.1819) loss_bbox_dn_4: 0.1646 (0.1805) loss_bbox_dn_5: 0.1647 (0.1805) loss_giou: 0.4817 (0.4859) loss_giou_aux_0: 0.5090 (0.5095) loss_giou_aux_1: 0.4963 (0.4949) loss_giou_aux_2: 0.4957 (0.4902) loss_giou_aux_3: 0.4900 (0.4872) loss_giou_aux_4: 0.4851 (0.4860) loss_giou_aux_5: 0.5685 (0.5780) loss_giou_dn_0: 0.5950 (0.5978) loss_giou_dn_1: 0.4983 (0.4922) loss_giou_dn_2: 0.4678 (0.4624) loss_giou_dn_3: 0.4597 (0.4538) loss_giou_dn_4: 0.4572 (0.4517) loss_giou_dn_5: 0.4573 (0.4519) loss_vfl: 0.7058 (0.6892) loss_vfl_aux_0: 0.8362 (0.8051) loss_vfl_aux_1: 0.7855 (0.7529) loss_vfl_aux_2: 0.7502 (0.7178) loss_vfl_aux_3: 0.7321 (0.7010) loss_vfl_aux_4: 0.7101 (0.6928) loss_vfl_aux_5: 0.7976 (0.7791) loss_vfl_dn_0: 0.4608 (0.4587) loss_vfl_dn_1: 0.3939 (0.3943) loss_vfl_dn_2: 0.3779 (0.3784) loss_vfl_dn_3: 0.3704 (0.3707) loss_vfl_dn_4: 0.3709 (0.3680) loss_vfl_dn_5: 0.3674 (0.3672) time: 0.4583 data: 0.0134 max mem: 5654 Epoch: [33] [2100/7393] eta: 0:42:29 lr: 0.000010 loss: 16.1975 (16.3205) loss_bbox: 0.1514 (0.1579) loss_bbox_aux_0: 0.1605 (0.1705) loss_bbox_aux_1: 0.1505 (0.1624) loss_bbox_aux_2: 0.1518 (0.1603) loss_bbox_aux_3: 0.1494 (0.1584) loss_bbox_aux_4: 0.1506 (0.1579) loss_bbox_aux_5: 0.1854 (0.2097) loss_bbox_dn_0: 0.2577 (0.2809) loss_bbox_dn_1: 0.1903 (0.2117) loss_bbox_dn_2: 0.1659 (0.1890) loss_bbox_dn_3: 0.1600 (0.1819) loss_bbox_dn_4: 0.1609 (0.1804) loss_bbox_dn_5: 0.1608 (0.1804) loss_giou: 0.4962 (0.4858) loss_giou_aux_0: 0.5173 (0.5095) loss_giou_aux_1: 0.4993 (0.4949) loss_giou_aux_2: 0.4922 (0.4902) loss_giou_aux_3: 0.4871 (0.4872) loss_giou_aux_4: 0.4907 (0.4860) loss_giou_aux_5: 0.5789 (0.5780) loss_giou_dn_0: 0.6101 (0.5979) loss_giou_dn_1: 0.5056 (0.4921) loss_giou_dn_2: 0.4723 (0.4623) loss_giou_dn_3: 0.4618 (0.4537) loss_giou_dn_4: 0.4586 (0.4516) loss_giou_dn_5: 0.4586 (0.4518) loss_vfl: 0.6857 (0.6896) loss_vfl_aux_0: 0.7946 (0.8054) loss_vfl_aux_1: 0.7357 (0.7529) loss_vfl_aux_2: 0.7270 (0.7181) loss_vfl_aux_3: 0.7003 (0.7013) loss_vfl_aux_4: 0.6927 (0.6932) loss_vfl_aux_5: 0.7643 (0.7797) loss_vfl_dn_0: 0.4630 (0.4588) loss_vfl_dn_1: 0.4018 (0.3945) loss_vfl_dn_2: 0.3767 (0.3785) loss_vfl_dn_3: 0.3710 (0.3708) loss_vfl_dn_4: 0.3679 (0.3681) loss_vfl_dn_5: 0.3670 (0.3673) time: 0.4626 data: 0.0137 max mem: 5654 Epoch: [33] [2200/7393] eta: 0:41:38 lr: 0.000010 loss: 16.1217 (16.3220) loss_bbox: 0.1443 (0.1575) loss_bbox_aux_0: 0.1508 (0.1701) loss_bbox_aux_1: 0.1475 (0.1621) loss_bbox_aux_2: 0.1453 (0.1600) loss_bbox_aux_3: 0.1407 (0.1580) loss_bbox_aux_4: 0.1432 (0.1576) loss_bbox_aux_5: 0.1936 (0.2093) loss_bbox_dn_0: 0.2222 (0.2801) loss_bbox_dn_1: 0.1665 (0.2111) loss_bbox_dn_2: 0.1510 (0.1884) loss_bbox_dn_3: 0.1463 (0.1814) loss_bbox_dn_4: 0.1448 (0.1799) loss_bbox_dn_5: 0.1448 (0.1799) loss_giou: 0.4916 (0.4863) loss_giou_aux_0: 0.5161 (0.5100) loss_giou_aux_1: 0.4992 (0.4954) loss_giou_aux_2: 0.4943 (0.4906) loss_giou_aux_3: 0.4893 (0.4876) loss_giou_aux_4: 0.4906 (0.4864) loss_giou_aux_5: 0.6006 (0.5784) loss_giou_dn_0: 0.6005 (0.5983) loss_giou_dn_1: 0.4893 (0.4925) loss_giou_dn_2: 0.4631 (0.4626) loss_giou_dn_3: 0.4582 (0.4540) loss_giou_dn_4: 0.4572 (0.4520) loss_giou_dn_5: 0.4574 (0.4522) loss_vfl: 0.6714 (0.6900) loss_vfl_aux_0: 0.7664 (0.8056) loss_vfl_aux_1: 0.7211 (0.7531) loss_vfl_aux_2: 0.6756 (0.7184) loss_vfl_aux_3: 0.6659 (0.7016) loss_vfl_aux_4: 0.6692 (0.6935) loss_vfl_aux_5: 0.7624 (0.7798) loss_vfl_dn_0: 0.4528 (0.4588) loss_vfl_dn_1: 0.3948 (0.3945) loss_vfl_dn_2: 0.3824 (0.3785) loss_vfl_dn_3: 0.3768 (0.3709) loss_vfl_dn_4: 0.3723 (0.3682) loss_vfl_dn_5: 0.3709 (0.3674) time: 0.4763 data: 0.0137 max mem: 5654 Epoch: [33] [2300/7393] eta: 0:40:48 lr: 0.000010 loss: 15.7111 (16.3241) loss_bbox: 0.1540 (0.1578) loss_bbox_aux_0: 0.1588 (0.1702) loss_bbox_aux_1: 0.1547 (0.1623) loss_bbox_aux_2: 0.1611 (0.1603) loss_bbox_aux_3: 0.1554 (0.1583) loss_bbox_aux_4: 0.1553 (0.1578) loss_bbox_aux_5: 0.2008 (0.2095) loss_bbox_dn_0: 0.2613 (0.2802) loss_bbox_dn_1: 0.1991 (0.2111) loss_bbox_dn_2: 0.1807 (0.1885) loss_bbox_dn_3: 0.1725 (0.1815) loss_bbox_dn_4: 0.1738 (0.1801) loss_bbox_dn_5: 0.1737 (0.1801) loss_giou: 0.4388 (0.4864) loss_giou_aux_0: 0.4594 (0.5100) loss_giou_aux_1: 0.4421 (0.4954) loss_giou_aux_2: 0.4398 (0.4906) loss_giou_aux_3: 0.4399 (0.4876) loss_giou_aux_4: 0.4382 (0.4865) loss_giou_aux_5: 0.5357 (0.5784) loss_giou_dn_0: 0.5987 (0.5983) loss_giou_dn_1: 0.4745 (0.4924) loss_giou_dn_2: 0.4508 (0.4626) loss_giou_dn_3: 0.4421 (0.4540) loss_giou_dn_4: 0.4395 (0.4520) loss_giou_dn_5: 0.4394 (0.4521) loss_vfl: 0.6745 (0.6900) loss_vfl_aux_0: 0.7961 (0.8054) loss_vfl_aux_1: 0.7400 (0.7531) loss_vfl_aux_2: 0.6958 (0.7181) loss_vfl_aux_3: 0.6961 (0.7017) loss_vfl_aux_4: 0.6782 (0.6935) loss_vfl_aux_5: 0.7729 (0.7796) loss_vfl_dn_0: 0.4587 (0.4588) loss_vfl_dn_1: 0.3923 (0.3946) loss_vfl_dn_2: 0.3771 (0.3786) loss_vfl_dn_3: 0.3678 (0.3709) loss_vfl_dn_4: 0.3658 (0.3682) loss_vfl_dn_5: 0.3655 (0.3674) time: 0.4646 data: 0.0135 max mem: 5654 Epoch: [33] [2400/7393] eta: 0:40:11 lr: 0.000010 loss: 16.9632 (16.3282) loss_bbox: 0.1580 (0.1578) loss_bbox_aux_0: 0.1599 (0.1704) loss_bbox_aux_1: 0.1538 (0.1623) loss_bbox_aux_2: 0.1554 (0.1603) loss_bbox_aux_3: 0.1547 (0.1583) loss_bbox_aux_4: 0.1518 (0.1579) loss_bbox_aux_5: 0.1881 (0.2096) loss_bbox_dn_0: 0.2554 (0.2805) loss_bbox_dn_1: 0.1830 (0.2115) loss_bbox_dn_2: 0.1679 (0.1888) loss_bbox_dn_3: 0.1654 (0.1818) loss_bbox_dn_4: 0.1635 (0.1803) loss_bbox_dn_5: 0.1635 (0.1803) loss_giou: 0.5046 (0.4864) loss_giou_aux_0: 0.5322 (0.5101) loss_giou_aux_1: 0.5205 (0.4954) loss_giou_aux_2: 0.5196 (0.4906) loss_giou_aux_3: 0.5064 (0.4876) loss_giou_aux_4: 0.5046 (0.4865) loss_giou_aux_5: 0.5967 (0.5785) loss_giou_dn_0: 0.6135 (0.5984) loss_giou_dn_1: 0.5028 (0.4926) loss_giou_dn_2: 0.4762 (0.4628) loss_giou_dn_3: 0.4734 (0.4542) loss_giou_dn_4: 0.4697 (0.4522) loss_giou_dn_5: 0.4698 (0.4524) loss_vfl: 0.7013 (0.6901) loss_vfl_aux_0: 0.7955 (0.8053) loss_vfl_aux_1: 0.7658 (0.7532) loss_vfl_aux_2: 0.7275 (0.7183) loss_vfl_aux_3: 0.7122 (0.7018) loss_vfl_aux_4: 0.7073 (0.6937) loss_vfl_aux_5: 0.7723 (0.7796) loss_vfl_dn_0: 0.4552 (0.4588) loss_vfl_dn_1: 0.3967 (0.3946) loss_vfl_dn_2: 0.3862 (0.3786) loss_vfl_dn_3: 0.3781 (0.3710) loss_vfl_dn_4: 0.3750 (0.3683) loss_vfl_dn_5: 0.3732 (0.3675) time: 0.7990 data: 0.0135 max mem: 5654 Epoch: [33] [2500/7393] eta: 0:39:20 lr: 0.000010 loss: 16.3808 (16.3264) loss_bbox: 0.1491 (0.1576) loss_bbox_aux_0: 0.1628 (0.1702) loss_bbox_aux_1: 0.1516 (0.1621) loss_bbox_aux_2: 0.1436 (0.1601) loss_bbox_aux_3: 0.1522 (0.1581) loss_bbox_aux_4: 0.1490 (0.1576) loss_bbox_aux_5: 0.1920 (0.2094) loss_bbox_dn_0: 0.2878 (0.2805) loss_bbox_dn_1: 0.2073 (0.2115) loss_bbox_dn_2: 0.1848 (0.1888) loss_bbox_dn_3: 0.1733 (0.1818) loss_bbox_dn_4: 0.1721 (0.1803) loss_bbox_dn_5: 0.1721 (0.1803) loss_giou: 0.4874 (0.4859) loss_giou_aux_0: 0.4877 (0.5097) loss_giou_aux_1: 0.4891 (0.4950) loss_giou_aux_2: 0.4806 (0.4901) loss_giou_aux_3: 0.4876 (0.4872) loss_giou_aux_4: 0.4892 (0.4859) loss_giou_aux_5: 0.5685 (0.5781) loss_giou_dn_0: 0.6215 (0.5983) loss_giou_dn_1: 0.4984 (0.4925) loss_giou_dn_2: 0.4721 (0.4627) loss_giou_dn_3: 0.4614 (0.4542) loss_giou_dn_4: 0.4568 (0.4521) loss_giou_dn_5: 0.4569 (0.4523) loss_vfl: 0.6995 (0.6906) loss_vfl_aux_0: 0.8071 (0.8057) loss_vfl_aux_1: 0.7727 (0.7536) loss_vfl_aux_2: 0.7369 (0.7187) loss_vfl_aux_3: 0.7177 (0.7023) loss_vfl_aux_4: 0.7051 (0.6944) loss_vfl_aux_5: 0.7939 (0.7801) loss_vfl_dn_0: 0.4630 (0.4588) loss_vfl_dn_1: 0.3943 (0.3946) loss_vfl_dn_2: 0.3743 (0.3786) loss_vfl_dn_3: 0.3667 (0.3710) loss_vfl_dn_4: 0.3634 (0.3682) loss_vfl_dn_5: 0.3645 (0.3675) time: 0.4607 data: 0.0135 max mem: 5654 Epoch: [33] [2600/7393] eta: 0:38:29 lr: 0.000010 loss: 16.5107 (16.3371) loss_bbox: 0.1521 (0.1578) loss_bbox_aux_0: 0.1636 (0.1704) loss_bbox_aux_1: 0.1525 (0.1623) loss_bbox_aux_2: 0.1578 (0.1603) loss_bbox_aux_3: 0.1510 (0.1582) loss_bbox_aux_4: 0.1496 (0.1578) loss_bbox_aux_5: 0.2060 (0.2096) loss_bbox_dn_0: 0.2738 (0.2808) loss_bbox_dn_1: 0.2181 (0.2118) loss_bbox_dn_2: 0.1912 (0.1891) loss_bbox_dn_3: 0.1774 (0.1821) loss_bbox_dn_4: 0.1749 (0.1806) loss_bbox_dn_5: 0.1748 (0.1806) loss_giou: 0.4803 (0.4863) loss_giou_aux_0: 0.4854 (0.5102) loss_giou_aux_1: 0.4795 (0.4954) loss_giou_aux_2: 0.4881 (0.4906) loss_giou_aux_3: 0.4862 (0.4875) loss_giou_aux_4: 0.4823 (0.4864) loss_giou_aux_5: 0.5773 (0.5786) loss_giou_dn_0: 0.6084 (0.5988) loss_giou_dn_1: 0.5117 (0.4930) loss_giou_dn_2: 0.4792 (0.4633) loss_giou_dn_3: 0.4772 (0.4547) loss_giou_dn_4: 0.4757 (0.4526) loss_giou_dn_5: 0.4758 (0.4528) loss_vfl: 0.6551 (0.6909) loss_vfl_aux_0: 0.7979 (0.8057) loss_vfl_aux_1: 0.7334 (0.7537) loss_vfl_aux_2: 0.6884 (0.7188) loss_vfl_aux_3: 0.6597 (0.7025) loss_vfl_aux_4: 0.6539 (0.6945) loss_vfl_aux_5: 0.7531 (0.7800) loss_vfl_dn_0: 0.4561 (0.4588) loss_vfl_dn_1: 0.3973 (0.3948) loss_vfl_dn_2: 0.3775 (0.3787) loss_vfl_dn_3: 0.3675 (0.3711) loss_vfl_dn_4: 0.3649 (0.3684) loss_vfl_dn_5: 0.3639 (0.3676) time: 0.4638 data: 0.0148 max mem: 5654 Epoch: [33] [2700/7393] eta: 0:37:38 lr: 0.000010 loss: 16.0696 (16.3320) loss_bbox: 0.1509 (0.1577) loss_bbox_aux_0: 0.1652 (0.1704) loss_bbox_aux_1: 0.1556 (0.1623) loss_bbox_aux_2: 0.1486 (0.1601) loss_bbox_aux_3: 0.1526 (0.1581) loss_bbox_aux_4: 0.1504 (0.1577) loss_bbox_aux_5: 0.1957 (0.2095) loss_bbox_dn_0: 0.2720 (0.2806) loss_bbox_dn_1: 0.1917 (0.2117) loss_bbox_dn_2: 0.1719 (0.1890) loss_bbox_dn_3: 0.1665 (0.1820) loss_bbox_dn_4: 0.1681 (0.1805) loss_bbox_dn_5: 0.1680 (0.1805) loss_giou: 0.4530 (0.4860) loss_giou_aux_0: 0.4755 (0.5099) loss_giou_aux_1: 0.4703 (0.4951) loss_giou_aux_2: 0.4568 (0.4903) loss_giou_aux_3: 0.4580 (0.4873) loss_giou_aux_4: 0.4446 (0.4861) loss_giou_aux_5: 0.5385 (0.5783) loss_giou_dn_0: 0.5895 (0.5987) loss_giou_dn_1: 0.4743 (0.4929) loss_giou_dn_2: 0.4440 (0.4632) loss_giou_dn_3: 0.4343 (0.4546) loss_giou_dn_4: 0.4309 (0.4525) loss_giou_dn_5: 0.4309 (0.4527) loss_vfl: 0.6851 (0.6907) loss_vfl_aux_0: 0.7948 (0.8055) loss_vfl_aux_1: 0.7569 (0.7536) loss_vfl_aux_2: 0.7175 (0.7186) loss_vfl_aux_3: 0.6930 (0.7023) loss_vfl_aux_4: 0.6909 (0.6943) loss_vfl_aux_5: 0.7768 (0.7799) loss_vfl_dn_0: 0.4582 (0.4588) loss_vfl_dn_1: 0.4015 (0.3948) loss_vfl_dn_2: 0.3841 (0.3787) loss_vfl_dn_3: 0.3767 (0.3711) loss_vfl_dn_4: 0.3742 (0.3684) loss_vfl_dn_5: 0.3729 (0.3676) time: 0.4667 data: 0.0148 max mem: 5654 Epoch: [33] [2800/7393] eta: 0:37:09 lr: 0.000010 loss: 16.2772 (16.3367) loss_bbox: 0.1424 (0.1577) loss_bbox_aux_0: 0.1566 (0.1703) loss_bbox_aux_1: 0.1536 (0.1624) loss_bbox_aux_2: 0.1469 (0.1602) loss_bbox_aux_3: 0.1474 (0.1582) loss_bbox_aux_4: 0.1439 (0.1577) loss_bbox_aux_5: 0.1952 (0.2096) loss_bbox_dn_0: 0.2693 (0.2810) loss_bbox_dn_1: 0.1952 (0.2120) loss_bbox_dn_2: 0.1812 (0.1893) loss_bbox_dn_3: 0.1746 (0.1823) loss_bbox_dn_4: 0.1760 (0.1808) loss_bbox_dn_5: 0.1761 (0.1808) loss_giou: 0.4623 (0.4859) loss_giou_aux_0: 0.4895 (0.5097) loss_giou_aux_1: 0.4783 (0.4951) loss_giou_aux_2: 0.4680 (0.4902) loss_giou_aux_3: 0.4648 (0.4872) loss_giou_aux_4: 0.4694 (0.4860) loss_giou_aux_5: 0.5526 (0.5781) loss_giou_dn_0: 0.5703 (0.5989) loss_giou_dn_1: 0.4591 (0.4930) loss_giou_dn_2: 0.4353 (0.4633) loss_giou_dn_3: 0.4271 (0.4547) loss_giou_dn_4: 0.4277 (0.4526) loss_giou_dn_5: 0.4277 (0.4528) loss_vfl: 0.7033 (0.6910) loss_vfl_aux_0: 0.8243 (0.8061) loss_vfl_aux_1: 0.7556 (0.7537) loss_vfl_aux_2: 0.7337 (0.7190) loss_vfl_aux_3: 0.7140 (0.7026) loss_vfl_aux_4: 0.7055 (0.6946) loss_vfl_aux_5: 0.7820 (0.7801) loss_vfl_dn_0: 0.4628 (0.4588) loss_vfl_dn_1: 0.4026 (0.3949) loss_vfl_dn_2: 0.3879 (0.3788) loss_vfl_dn_3: 0.3765 (0.3712) loss_vfl_dn_4: 0.3772 (0.3685) loss_vfl_dn_5: 0.3720 (0.3677) time: 0.8123 data: 0.0143 max mem: 5654 Epoch: [33] [2900/7393] eta: 0:36:17 lr: 0.000010 loss: 16.3211 (16.3386) loss_bbox: 0.1386 (0.1575) loss_bbox_aux_0: 0.1534 (0.1701) loss_bbox_aux_1: 0.1490 (0.1621) loss_bbox_aux_2: 0.1417 (0.1600) loss_bbox_aux_3: 0.1428 (0.1580) loss_bbox_aux_4: 0.1377 (0.1575) loss_bbox_aux_5: 0.1984 (0.2093) loss_bbox_dn_0: 0.2446 (0.2806) loss_bbox_dn_1: 0.1941 (0.2117) loss_bbox_dn_2: 0.1766 (0.1891) loss_bbox_dn_3: 0.1695 (0.1821) loss_bbox_dn_4: 0.1699 (0.1806) loss_bbox_dn_5: 0.1709 (0.1806) loss_giou: 0.4957 (0.4862) loss_giou_aux_0: 0.5250 (0.5100) loss_giou_aux_1: 0.5136 (0.4953) loss_giou_aux_2: 0.5092 (0.4905) loss_giou_aux_3: 0.4961 (0.4874) loss_giou_aux_4: 0.4960 (0.4862) loss_giou_aux_5: 0.5851 (0.5783) loss_giou_dn_0: 0.6106 (0.5991) loss_giou_dn_1: 0.5108 (0.4933) loss_giou_dn_2: 0.4731 (0.4636) loss_giou_dn_3: 0.4655 (0.4550) loss_giou_dn_4: 0.4631 (0.4529) loss_giou_dn_5: 0.4632 (0.4531) loss_vfl: 0.6701 (0.6913) loss_vfl_aux_0: 0.7800 (0.8062) loss_vfl_aux_1: 0.7246 (0.7538) loss_vfl_aux_2: 0.6903 (0.7192) loss_vfl_aux_3: 0.6791 (0.7029) loss_vfl_aux_4: 0.6774 (0.6949) loss_vfl_aux_5: 0.7371 (0.7802) loss_vfl_dn_0: 0.4559 (0.4587) loss_vfl_dn_1: 0.3936 (0.3949) loss_vfl_dn_2: 0.3795 (0.3789) loss_vfl_dn_3: 0.3718 (0.3712) loss_vfl_dn_4: 0.3699 (0.3685) loss_vfl_dn_5: 0.3686 (0.3678) time: 0.4630 data: 0.0136 max mem: 5654 Epoch: [33] [3000/7393] eta: 0:35:25 lr: 0.000010 loss: 16.9978 (16.3445) loss_bbox: 0.1512 (0.1575) loss_bbox_aux_0: 0.1542 (0.1700) loss_bbox_aux_1: 0.1547 (0.1621) loss_bbox_aux_2: 0.1505 (0.1599) loss_bbox_aux_3: 0.1528 (0.1580) loss_bbox_aux_4: 0.1475 (0.1574) loss_bbox_aux_5: 0.1919 (0.2092) loss_bbox_dn_0: 0.2830 (0.2807) loss_bbox_dn_1: 0.2202 (0.2119) loss_bbox_dn_2: 0.1993 (0.1893) loss_bbox_dn_3: 0.1944 (0.1823) loss_bbox_dn_4: 0.1926 (0.1809) loss_bbox_dn_5: 0.1926 (0.1809) loss_giou: 0.4847 (0.4864) loss_giou_aux_0: 0.5009 (0.5103) loss_giou_aux_1: 0.4892 (0.4956) loss_giou_aux_2: 0.4850 (0.4908) loss_giou_aux_3: 0.4794 (0.4876) loss_giou_aux_4: 0.4847 (0.4864) loss_giou_aux_5: 0.5725 (0.5786) loss_giou_dn_0: 0.5969 (0.5994) loss_giou_dn_1: 0.4849 (0.4936) loss_giou_dn_2: 0.4569 (0.4639) loss_giou_dn_3: 0.4510 (0.4553) loss_giou_dn_4: 0.4494 (0.4532) loss_giou_dn_5: 0.4498 (0.4534) loss_vfl: 0.7260 (0.6915) loss_vfl_aux_0: 0.8328 (0.8064) loss_vfl_aux_1: 0.7860 (0.7539) loss_vfl_aux_2: 0.7484 (0.7193) loss_vfl_aux_3: 0.7475 (0.7031) loss_vfl_aux_4: 0.7327 (0.6951) loss_vfl_aux_5: 0.7939 (0.7803) loss_vfl_dn_0: 0.4570 (0.4587) loss_vfl_dn_1: 0.3987 (0.3949) loss_vfl_dn_2: 0.3794 (0.3789) loss_vfl_dn_3: 0.3774 (0.3713) loss_vfl_dn_4: 0.3720 (0.3686) loss_vfl_dn_5: 0.3721 (0.3678) time: 0.4541 data: 0.0134 max mem: 5654 Epoch: [33] [3100/7393] eta: 0:34:35 lr: 0.000010 loss: 16.8213 (16.3458) loss_bbox: 0.1665 (0.1575) loss_bbox_aux_0: 0.1884 (0.1700) loss_bbox_aux_1: 0.1759 (0.1621) loss_bbox_aux_2: 0.1669 (0.1599) loss_bbox_aux_3: 0.1666 (0.1579) loss_bbox_aux_4: 0.1650 (0.1574) loss_bbox_aux_5: 0.2189 (0.2093) loss_bbox_dn_0: 0.3009 (0.2809) loss_bbox_dn_1: 0.2317 (0.2120) loss_bbox_dn_2: 0.2067 (0.1894) loss_bbox_dn_3: 0.1990 (0.1824) loss_bbox_dn_4: 0.1941 (0.1810) loss_bbox_dn_5: 0.1941 (0.1810) loss_giou: 0.4562 (0.4862) loss_giou_aux_0: 0.4790 (0.5101) loss_giou_aux_1: 0.4677 (0.4955) loss_giou_aux_2: 0.4674 (0.4906) loss_giou_aux_3: 0.4635 (0.4874) loss_giou_aux_4: 0.4594 (0.4863) loss_giou_aux_5: 0.5535 (0.5784) loss_giou_dn_0: 0.6047 (0.5993) loss_giou_dn_1: 0.4784 (0.4935) loss_giou_dn_2: 0.4469 (0.4637) loss_giou_dn_3: 0.4403 (0.4552) loss_giou_dn_4: 0.4377 (0.4531) loss_giou_dn_5: 0.4378 (0.4533) loss_vfl: 0.7070 (0.6919) loss_vfl_aux_0: 0.8539 (0.8068) loss_vfl_aux_1: 0.7796 (0.7542) loss_vfl_aux_2: 0.7458 (0.7196) loss_vfl_aux_3: 0.7328 (0.7034) loss_vfl_aux_4: 0.7117 (0.6955) loss_vfl_aux_5: 0.8155 (0.7810) loss_vfl_dn_0: 0.4597 (0.4588) loss_vfl_dn_1: 0.3952 (0.3949) loss_vfl_dn_2: 0.3757 (0.3789) loss_vfl_dn_3: 0.3688 (0.3712) loss_vfl_dn_4: 0.3661 (0.3686) loss_vfl_dn_5: 0.3652 (0.3678) time: 0.4669 data: 0.0137 max mem: 5654 Epoch: [33] [3200/7393] eta: 0:33:45 lr: 0.000010 loss: 15.8830 (16.3353) loss_bbox: 0.1480 (0.1575) loss_bbox_aux_0: 0.1663 (0.1700) loss_bbox_aux_1: 0.1578 (0.1621) loss_bbox_aux_2: 0.1482 (0.1599) loss_bbox_aux_3: 0.1469 (0.1580) loss_bbox_aux_4: 0.1462 (0.1575) loss_bbox_aux_5: 0.2200 (0.2094) loss_bbox_dn_0: 0.2943 (0.2811) loss_bbox_dn_1: 0.2116 (0.2122) loss_bbox_dn_2: 0.1909 (0.1895) loss_bbox_dn_3: 0.1782 (0.1825) loss_bbox_dn_4: 0.1759 (0.1811) loss_bbox_dn_5: 0.1759 (0.1811) loss_giou: 0.4320 (0.4855) loss_giou_aux_0: 0.4518 (0.5093) loss_giou_aux_1: 0.4436 (0.4948) loss_giou_aux_2: 0.4413 (0.4898) loss_giou_aux_3: 0.4336 (0.4867) loss_giou_aux_4: 0.4300 (0.4855) loss_giou_aux_5: 0.5159 (0.5776) loss_giou_dn_0: 0.5520 (0.5987) loss_giou_dn_1: 0.4502 (0.4930) loss_giou_dn_2: 0.4230 (0.4632) loss_giou_dn_3: 0.4149 (0.4546) loss_giou_dn_4: 0.4130 (0.4525) loss_giou_dn_5: 0.4130 (0.4527) loss_vfl: 0.7085 (0.6915) loss_vfl_aux_0: 0.8066 (0.8065) loss_vfl_aux_1: 0.7647 (0.7537) loss_vfl_aux_2: 0.7020 (0.7192) loss_vfl_aux_3: 0.7108 (0.7030) loss_vfl_aux_4: 0.7025 (0.6951) loss_vfl_aux_5: 0.7987 (0.7810) loss_vfl_dn_0: 0.4559 (0.4587) loss_vfl_dn_1: 0.3903 (0.3948) loss_vfl_dn_2: 0.3755 (0.3788) loss_vfl_dn_3: 0.3680 (0.3711) loss_vfl_dn_4: 0.3639 (0.3685) loss_vfl_dn_5: 0.3624 (0.3677) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [33] [3300/7393] eta: 0:32:54 lr: 0.000010 loss: 16.3315 (16.3351) loss_bbox: 0.1360 (0.1574) loss_bbox_aux_0: 0.1505 (0.1700) loss_bbox_aux_1: 0.1455 (0.1621) loss_bbox_aux_2: 0.1444 (0.1599) loss_bbox_aux_3: 0.1336 (0.1579) loss_bbox_aux_4: 0.1325 (0.1574) loss_bbox_aux_5: 0.2009 (0.2094) loss_bbox_dn_0: 0.2526 (0.2811) loss_bbox_dn_1: 0.1970 (0.2122) loss_bbox_dn_2: 0.1613 (0.1895) loss_bbox_dn_3: 0.1565 (0.1825) loss_bbox_dn_4: 0.1579 (0.1810) loss_bbox_dn_5: 0.1579 (0.1810) loss_giou: 0.5113 (0.4852) loss_giou_aux_0: 0.5288 (0.5092) loss_giou_aux_1: 0.5103 (0.4946) loss_giou_aux_2: 0.5077 (0.4897) loss_giou_aux_3: 0.5044 (0.4865) loss_giou_aux_4: 0.5120 (0.4853) loss_giou_aux_5: 0.6201 (0.5774) loss_giou_dn_0: 0.6238 (0.5987) loss_giou_dn_1: 0.5287 (0.4929) loss_giou_dn_2: 0.4945 (0.4631) loss_giou_dn_3: 0.4832 (0.4545) loss_giou_dn_4: 0.4802 (0.4525) loss_giou_dn_5: 0.4802 (0.4526) loss_vfl: 0.7051 (0.6917) loss_vfl_aux_0: 0.8122 (0.8067) loss_vfl_aux_1: 0.7551 (0.7539) loss_vfl_aux_2: 0.7366 (0.7194) loss_vfl_aux_3: 0.7087 (0.7033) loss_vfl_aux_4: 0.7054 (0.6954) loss_vfl_aux_5: 0.7794 (0.7813) loss_vfl_dn_0: 0.4642 (0.4588) loss_vfl_dn_1: 0.3941 (0.3948) loss_vfl_dn_2: 0.3862 (0.3788) loss_vfl_dn_3: 0.3738 (0.3711) loss_vfl_dn_4: 0.3706 (0.3685) loss_vfl_dn_5: 0.3689 (0.3677) time: 0.4609 data: 0.0133 max mem: 5654 Epoch: [33] [3400/7393] eta: 0:32:04 lr: 0.000010 loss: 15.9346 (16.3366) loss_bbox: 0.1413 (0.1575) loss_bbox_aux_0: 0.1510 (0.1701) loss_bbox_aux_1: 0.1492 (0.1621) loss_bbox_aux_2: 0.1403 (0.1599) loss_bbox_aux_3: 0.1426 (0.1580) loss_bbox_aux_4: 0.1400 (0.1574) loss_bbox_aux_5: 0.1986 (0.2094) loss_bbox_dn_0: 0.2604 (0.2809) loss_bbox_dn_1: 0.1992 (0.2119) loss_bbox_dn_2: 0.1805 (0.1893) loss_bbox_dn_3: 0.1754 (0.1822) loss_bbox_dn_4: 0.1712 (0.1808) loss_bbox_dn_5: 0.1711 (0.1808) loss_giou: 0.4517 (0.4856) loss_giou_aux_0: 0.4875 (0.5097) loss_giou_aux_1: 0.4672 (0.4950) loss_giou_aux_2: 0.4617 (0.4900) loss_giou_aux_3: 0.4601 (0.4868) loss_giou_aux_4: 0.4621 (0.4857) loss_giou_aux_5: 0.5703 (0.5777) loss_giou_dn_0: 0.5807 (0.5990) loss_giou_dn_1: 0.4684 (0.4931) loss_giou_dn_2: 0.4424 (0.4633) loss_giou_dn_3: 0.4356 (0.4547) loss_giou_dn_4: 0.4353 (0.4526) loss_giou_dn_5: 0.4355 (0.4528) loss_vfl: 0.6429 (0.6915) loss_vfl_aux_0: 0.7902 (0.8065) loss_vfl_aux_1: 0.7229 (0.7537) loss_vfl_aux_2: 0.7101 (0.7193) loss_vfl_aux_3: 0.6767 (0.7031) loss_vfl_aux_4: 0.6494 (0.6951) loss_vfl_aux_5: 0.7516 (0.7812) loss_vfl_dn_0: 0.4507 (0.4588) loss_vfl_dn_1: 0.3872 (0.3948) loss_vfl_dn_2: 0.3746 (0.3788) loss_vfl_dn_3: 0.3673 (0.3711) loss_vfl_dn_4: 0.3668 (0.3685) loss_vfl_dn_5: 0.3665 (0.3677) time: 0.4648 data: 0.0135 max mem: 5654 Epoch: [33] [3500/7393] eta: 0:31:15 lr: 0.000010 loss: 16.4913 (16.3334) loss_bbox: 0.1682 (0.1575) loss_bbox_aux_0: 0.1734 (0.1701) loss_bbox_aux_1: 0.1712 (0.1621) loss_bbox_aux_2: 0.1720 (0.1599) loss_bbox_aux_3: 0.1688 (0.1580) loss_bbox_aux_4: 0.1681 (0.1574) loss_bbox_aux_5: 0.2162 (0.2094) loss_bbox_dn_0: 0.2857 (0.2808) loss_bbox_dn_1: 0.1983 (0.2118) loss_bbox_dn_2: 0.1917 (0.1892) loss_bbox_dn_3: 0.1881 (0.1821) loss_bbox_dn_4: 0.1875 (0.1807) loss_bbox_dn_5: 0.1874 (0.1807) loss_giou: 0.4962 (0.4857) loss_giou_aux_0: 0.5279 (0.5098) loss_giou_aux_1: 0.5064 (0.4952) loss_giou_aux_2: 0.5037 (0.4902) loss_giou_aux_3: 0.4984 (0.4870) loss_giou_aux_4: 0.4983 (0.4858) loss_giou_aux_5: 0.6079 (0.5779) loss_giou_dn_0: 0.6093 (0.5991) loss_giou_dn_1: 0.4988 (0.4931) loss_giou_dn_2: 0.4830 (0.4633) loss_giou_dn_3: 0.4745 (0.4547) loss_giou_dn_4: 0.4726 (0.4527) loss_giou_dn_5: 0.4728 (0.4529) loss_vfl: 0.6682 (0.6910) loss_vfl_aux_0: 0.7964 (0.8060) loss_vfl_aux_1: 0.7279 (0.7532) loss_vfl_aux_2: 0.7050 (0.7187) loss_vfl_aux_3: 0.6860 (0.7026) loss_vfl_aux_4: 0.6755 (0.6946) loss_vfl_aux_5: 0.7577 (0.7808) loss_vfl_dn_0: 0.4553 (0.4587) loss_vfl_dn_1: 0.3880 (0.3947) loss_vfl_dn_2: 0.3775 (0.3787) loss_vfl_dn_3: 0.3707 (0.3711) loss_vfl_dn_4: 0.3655 (0.3684) loss_vfl_dn_5: 0.3627 (0.3676) time: 0.4710 data: 0.0139 max mem: 5654 Epoch: [33] [3600/7393] eta: 0:30:25 lr: 0.000010 loss: 16.5697 (16.3250) loss_bbox: 0.1617 (0.1575) loss_bbox_aux_0: 0.1716 (0.1701) loss_bbox_aux_1: 0.1633 (0.1620) loss_bbox_aux_2: 0.1625 (0.1599) loss_bbox_aux_3: 0.1623 (0.1579) loss_bbox_aux_4: 0.1603 (0.1574) loss_bbox_aux_5: 0.2119 (0.2093) loss_bbox_dn_0: 0.2865 (0.2806) loss_bbox_dn_1: 0.2074 (0.2116) loss_bbox_dn_2: 0.1863 (0.1890) loss_bbox_dn_3: 0.1811 (0.1820) loss_bbox_dn_4: 0.1804 (0.1805) loss_bbox_dn_5: 0.1804 (0.1805) loss_giou: 0.4683 (0.4853) loss_giou_aux_0: 0.4969 (0.5095) loss_giou_aux_1: 0.4817 (0.4948) loss_giou_aux_2: 0.4708 (0.4897) loss_giou_aux_3: 0.4677 (0.4865) loss_giou_aux_4: 0.4653 (0.4854) loss_giou_aux_5: 0.5541 (0.5775) loss_giou_dn_0: 0.6017 (0.5986) loss_giou_dn_1: 0.4950 (0.4928) loss_giou_dn_2: 0.4706 (0.4630) loss_giou_dn_3: 0.4614 (0.4544) loss_giou_dn_4: 0.4575 (0.4523) loss_giou_dn_5: 0.4575 (0.4525) loss_vfl: 0.6622 (0.6908) loss_vfl_aux_0: 0.7631 (0.8056) loss_vfl_aux_1: 0.7020 (0.7530) loss_vfl_aux_2: 0.6806 (0.7185) loss_vfl_aux_3: 0.6707 (0.7024) loss_vfl_aux_4: 0.6669 (0.6944) loss_vfl_aux_5: 0.7394 (0.7808) loss_vfl_dn_0: 0.4596 (0.4587) loss_vfl_dn_1: 0.3946 (0.3946) loss_vfl_dn_2: 0.3816 (0.3786) loss_vfl_dn_3: 0.3736 (0.3710) loss_vfl_dn_4: 0.3709 (0.3683) loss_vfl_dn_5: 0.3699 (0.3675) time: 0.4619 data: 0.0135 max mem: 5654 Epoch: [33] [3700/7393] eta: 0:29:41 lr: 0.000010 loss: 16.4746 (16.3252) loss_bbox: 0.1744 (0.1575) loss_bbox_aux_0: 0.1829 (0.1701) loss_bbox_aux_1: 0.1719 (0.1621) loss_bbox_aux_2: 0.1701 (0.1599) loss_bbox_aux_3: 0.1690 (0.1580) loss_bbox_aux_4: 0.1715 (0.1575) loss_bbox_aux_5: 0.2186 (0.2094) loss_bbox_dn_0: 0.2848 (0.2807) loss_bbox_dn_1: 0.2284 (0.2117) loss_bbox_dn_2: 0.2033 (0.1891) loss_bbox_dn_3: 0.1907 (0.1821) loss_bbox_dn_4: 0.1872 (0.1806) loss_bbox_dn_5: 0.1873 (0.1806) loss_giou: 0.4234 (0.4852) loss_giou_aux_0: 0.4774 (0.5094) loss_giou_aux_1: 0.4287 (0.4947) loss_giou_aux_2: 0.4239 (0.4896) loss_giou_aux_3: 0.4166 (0.4863) loss_giou_aux_4: 0.4270 (0.4852) loss_giou_aux_5: 0.5119 (0.5773) loss_giou_dn_0: 0.5721 (0.5985) loss_giou_dn_1: 0.4624 (0.4927) loss_giou_dn_2: 0.4242 (0.4629) loss_giou_dn_3: 0.4162 (0.4543) loss_giou_dn_4: 0.4170 (0.4522) loss_giou_dn_5: 0.4174 (0.4524) loss_vfl: 0.6908 (0.6909) loss_vfl_aux_0: 0.8483 (0.8058) loss_vfl_aux_1: 0.7459 (0.7530) loss_vfl_aux_2: 0.7102 (0.7184) loss_vfl_aux_3: 0.7310 (0.7026) loss_vfl_aux_4: 0.7041 (0.6945) loss_vfl_aux_5: 0.8128 (0.7810) loss_vfl_dn_0: 0.4642 (0.4587) loss_vfl_dn_1: 0.4024 (0.3947) loss_vfl_dn_2: 0.3880 (0.3786) loss_vfl_dn_3: 0.3800 (0.3710) loss_vfl_dn_4: 0.3776 (0.3683) loss_vfl_dn_5: 0.3775 (0.3676) time: 0.4565 data: 0.0134 max mem: 5654 Epoch: [33] [3800/7393] eta: 0:28:51 lr: 0.000010 loss: 16.0833 (16.3221) loss_bbox: 0.1582 (0.1576) loss_bbox_aux_0: 0.1697 (0.1703) loss_bbox_aux_1: 0.1592 (0.1621) loss_bbox_aux_2: 0.1604 (0.1600) loss_bbox_aux_3: 0.1534 (0.1580) loss_bbox_aux_4: 0.1586 (0.1575) loss_bbox_aux_5: 0.2235 (0.2094) loss_bbox_dn_0: 0.2705 (0.2808) loss_bbox_dn_1: 0.2232 (0.2118) loss_bbox_dn_2: 0.2010 (0.1892) loss_bbox_dn_3: 0.1949 (0.1821) loss_bbox_dn_4: 0.1947 (0.1807) loss_bbox_dn_5: 0.1945 (0.1807) loss_giou: 0.4704 (0.4849) loss_giou_aux_0: 0.4877 (0.5091) loss_giou_aux_1: 0.4665 (0.4944) loss_giou_aux_2: 0.4733 (0.4894) loss_giou_aux_3: 0.4724 (0.4860) loss_giou_aux_4: 0.4705 (0.4849) loss_giou_aux_5: 0.5460 (0.5770) loss_giou_dn_0: 0.5962 (0.5984) loss_giou_dn_1: 0.4896 (0.4925) loss_giou_dn_2: 0.4614 (0.4627) loss_giou_dn_3: 0.4502 (0.4542) loss_giou_dn_4: 0.4471 (0.4521) loss_giou_dn_5: 0.4469 (0.4523) loss_vfl: 0.6833 (0.6908) loss_vfl_aux_0: 0.7861 (0.8055) loss_vfl_aux_1: 0.7457 (0.7529) loss_vfl_aux_2: 0.7250 (0.7183) loss_vfl_aux_3: 0.6973 (0.7025) loss_vfl_aux_4: 0.6838 (0.6944) loss_vfl_aux_5: 0.7619 (0.7810) loss_vfl_dn_0: 0.4531 (0.4587) loss_vfl_dn_1: 0.3916 (0.3946) loss_vfl_dn_2: 0.3769 (0.3786) loss_vfl_dn_3: 0.3694 (0.3709) loss_vfl_dn_4: 0.3656 (0.3683) loss_vfl_dn_5: 0.3647 (0.3675) time: 0.4717 data: 0.0134 max mem: 5654 Epoch: [33] [3900/7393] eta: 0:28:01 lr: 0.000010 loss: 16.3382 (16.3244) loss_bbox: 0.1637 (0.1577) loss_bbox_aux_0: 0.1629 (0.1704) loss_bbox_aux_1: 0.1545 (0.1623) loss_bbox_aux_2: 0.1626 (0.1601) loss_bbox_aux_3: 0.1619 (0.1581) loss_bbox_aux_4: 0.1606 (0.1576) loss_bbox_aux_5: 0.1976 (0.2095) loss_bbox_dn_0: 0.2858 (0.2809) loss_bbox_dn_1: 0.2020 (0.2119) loss_bbox_dn_2: 0.1842 (0.1892) loss_bbox_dn_3: 0.1789 (0.1822) loss_bbox_dn_4: 0.1784 (0.1807) loss_bbox_dn_5: 0.1784 (0.1807) loss_giou: 0.4438 (0.4849) loss_giou_aux_0: 0.4727 (0.5091) loss_giou_aux_1: 0.4631 (0.4944) loss_giou_aux_2: 0.4484 (0.4894) loss_giou_aux_3: 0.4455 (0.4860) loss_giou_aux_4: 0.4412 (0.4849) loss_giou_aux_5: 0.5494 (0.5770) loss_giou_dn_0: 0.5961 (0.5984) loss_giou_dn_1: 0.4903 (0.4925) loss_giou_dn_2: 0.4476 (0.4627) loss_giou_dn_3: 0.4350 (0.4541) loss_giou_dn_4: 0.4317 (0.4520) loss_giou_dn_5: 0.4310 (0.4522) loss_vfl: 0.7135 (0.6910) loss_vfl_aux_0: 0.8094 (0.8055) loss_vfl_aux_1: 0.7754 (0.7529) loss_vfl_aux_2: 0.7409 (0.7184) loss_vfl_aux_3: 0.7024 (0.7026) loss_vfl_aux_4: 0.7194 (0.6946) loss_vfl_aux_5: 0.7874 (0.7813) loss_vfl_dn_0: 0.4508 (0.4587) loss_vfl_dn_1: 0.3895 (0.3946) loss_vfl_dn_2: 0.3749 (0.3787) loss_vfl_dn_3: 0.3684 (0.3710) loss_vfl_dn_4: 0.3653 (0.3683) loss_vfl_dn_5: 0.3673 (0.3675) time: 0.4799 data: 0.0133 max mem: 5654 Epoch: [33] [4000/7393] eta: 0:27:12 lr: 0.000010 loss: 16.7538 (16.3272) loss_bbox: 0.1557 (0.1577) loss_bbox_aux_0: 0.1548 (0.1704) loss_bbox_aux_1: 0.1542 (0.1623) loss_bbox_aux_2: 0.1524 (0.1601) loss_bbox_aux_3: 0.1551 (0.1581) loss_bbox_aux_4: 0.1535 (0.1576) loss_bbox_aux_5: 0.1921 (0.2095) loss_bbox_dn_0: 0.2393 (0.2808) loss_bbox_dn_1: 0.1782 (0.2119) loss_bbox_dn_2: 0.1626 (0.1892) loss_bbox_dn_3: 0.1532 (0.1821) loss_bbox_dn_4: 0.1517 (0.1807) loss_bbox_dn_5: 0.1515 (0.1807) loss_giou: 0.5286 (0.4851) loss_giou_aux_0: 0.5367 (0.5094) loss_giou_aux_1: 0.5306 (0.4946) loss_giou_aux_2: 0.5256 (0.4896) loss_giou_aux_3: 0.5157 (0.4863) loss_giou_aux_4: 0.5149 (0.4851) loss_giou_aux_5: 0.6130 (0.5772) loss_giou_dn_0: 0.6278 (0.5985) loss_giou_dn_1: 0.5285 (0.4927) loss_giou_dn_2: 0.4989 (0.4629) loss_giou_dn_3: 0.4879 (0.4543) loss_giou_dn_4: 0.4858 (0.4522) loss_giou_dn_5: 0.4860 (0.4524) loss_vfl: 0.6372 (0.6910) loss_vfl_aux_0: 0.7368 (0.8056) loss_vfl_aux_1: 0.6962 (0.7529) loss_vfl_aux_2: 0.6625 (0.7185) loss_vfl_aux_3: 0.6452 (0.7026) loss_vfl_aux_4: 0.6475 (0.6947) loss_vfl_aux_5: 0.7338 (0.7811) loss_vfl_dn_0: 0.4562 (0.4587) loss_vfl_dn_1: 0.3955 (0.3947) loss_vfl_dn_2: 0.3803 (0.3787) loss_vfl_dn_3: 0.3748 (0.3711) loss_vfl_dn_4: 0.3728 (0.3684) loss_vfl_dn_5: 0.3718 (0.3676) time: 0.4671 data: 0.0134 max mem: 5654 Epoch: [33] [4100/7393] eta: 0:26:24 lr: 0.000010 loss: 16.2960 (16.3260) loss_bbox: 0.1470 (0.1578) loss_bbox_aux_0: 0.1545 (0.1705) loss_bbox_aux_1: 0.1432 (0.1623) loss_bbox_aux_2: 0.1421 (0.1602) loss_bbox_aux_3: 0.1411 (0.1582) loss_bbox_aux_4: 0.1426 (0.1577) loss_bbox_aux_5: 0.1931 (0.2096) loss_bbox_dn_0: 0.2550 (0.2809) loss_bbox_dn_1: 0.1786 (0.2119) loss_bbox_dn_2: 0.1541 (0.1892) loss_bbox_dn_3: 0.1464 (0.1821) loss_bbox_dn_4: 0.1438 (0.1807) loss_bbox_dn_5: 0.1438 (0.1807) loss_giou: 0.4967 (0.4850) loss_giou_aux_0: 0.5135 (0.5093) loss_giou_aux_1: 0.4951 (0.4946) loss_giou_aux_2: 0.4965 (0.4895) loss_giou_aux_3: 0.4921 (0.4862) loss_giou_aux_4: 0.4969 (0.4850) loss_giou_aux_5: 0.5844 (0.5771) loss_giou_dn_0: 0.5773 (0.5984) loss_giou_dn_1: 0.4748 (0.4925) loss_giou_dn_2: 0.4454 (0.4627) loss_giou_dn_3: 0.4402 (0.4541) loss_giou_dn_4: 0.4380 (0.4521) loss_giou_dn_5: 0.4383 (0.4522) loss_vfl: 0.6793 (0.6911) loss_vfl_aux_0: 0.7960 (0.8055) loss_vfl_aux_1: 0.7281 (0.7527) loss_vfl_aux_2: 0.6871 (0.7185) loss_vfl_aux_3: 0.6946 (0.7027) loss_vfl_aux_4: 0.6848 (0.6948) loss_vfl_aux_5: 0.7494 (0.7812) loss_vfl_dn_0: 0.4544 (0.4587) loss_vfl_dn_1: 0.3932 (0.3947) loss_vfl_dn_2: 0.3747 (0.3787) loss_vfl_dn_3: 0.3673 (0.3711) loss_vfl_dn_4: 0.3675 (0.3684) loss_vfl_dn_5: 0.3670 (0.3676) time: 0.4904 data: 0.0146 max mem: 5654 Epoch: [33] [4200/7393] eta: 0:25:35 lr: 0.000010 loss: 15.7975 (16.3253) loss_bbox: 0.1654 (0.1579) loss_bbox_aux_0: 0.1854 (0.1707) loss_bbox_aux_1: 0.1727 (0.1625) loss_bbox_aux_2: 0.1715 (0.1603) loss_bbox_aux_3: 0.1681 (0.1583) loss_bbox_aux_4: 0.1679 (0.1578) loss_bbox_aux_5: 0.2213 (0.2097) loss_bbox_dn_0: 0.2759 (0.2810) loss_bbox_dn_1: 0.2105 (0.2120) loss_bbox_dn_2: 0.1890 (0.1893) loss_bbox_dn_3: 0.1777 (0.1823) loss_bbox_dn_4: 0.1740 (0.1808) loss_bbox_dn_5: 0.1747 (0.1808) loss_giou: 0.4473 (0.4850) loss_giou_aux_0: 0.4541 (0.5093) loss_giou_aux_1: 0.4523 (0.4946) loss_giou_aux_2: 0.4640 (0.4895) loss_giou_aux_3: 0.4393 (0.4862) loss_giou_aux_4: 0.4536 (0.4850) loss_giou_aux_5: 0.5036 (0.5770) loss_giou_dn_0: 0.6049 (0.5983) loss_giou_dn_1: 0.4991 (0.4925) loss_giou_dn_2: 0.4673 (0.4627) loss_giou_dn_3: 0.4545 (0.4541) loss_giou_dn_4: 0.4525 (0.4521) loss_giou_dn_5: 0.4527 (0.4522) loss_vfl: 0.6403 (0.6908) loss_vfl_aux_0: 0.7458 (0.8052) loss_vfl_aux_1: 0.7135 (0.7523) loss_vfl_aux_2: 0.6863 (0.7181) loss_vfl_aux_3: 0.6604 (0.7024) loss_vfl_aux_4: 0.6419 (0.6944) loss_vfl_aux_5: 0.7539 (0.7810) loss_vfl_dn_0: 0.4487 (0.4586) loss_vfl_dn_1: 0.3861 (0.3947) loss_vfl_dn_2: 0.3702 (0.3787) loss_vfl_dn_3: 0.3631 (0.3711) loss_vfl_dn_4: 0.3574 (0.3684) loss_vfl_dn_5: 0.3566 (0.3676) time: 0.4630 data: 0.0140 max mem: 5654 Epoch: [33] [4300/7393] eta: 0:24:47 lr: 0.000010 loss: 16.0680 (16.3230) loss_bbox: 0.1545 (0.1580) loss_bbox_aux_0: 0.1616 (0.1707) loss_bbox_aux_1: 0.1524 (0.1626) loss_bbox_aux_2: 0.1522 (0.1604) loss_bbox_aux_3: 0.1539 (0.1584) loss_bbox_aux_4: 0.1545 (0.1579) loss_bbox_aux_5: 0.2043 (0.2098) loss_bbox_dn_0: 0.3007 (0.2814) loss_bbox_dn_1: 0.2216 (0.2123) loss_bbox_dn_2: 0.1947 (0.1896) loss_bbox_dn_3: 0.1838 (0.1825) loss_bbox_dn_4: 0.1805 (0.1811) loss_bbox_dn_5: 0.1806 (0.1811) loss_giou: 0.4034 (0.4845) loss_giou_aux_0: 0.4317 (0.5086) loss_giou_aux_1: 0.4139 (0.4940) loss_giou_aux_2: 0.4155 (0.4890) loss_giou_aux_3: 0.4258 (0.4856) loss_giou_aux_4: 0.4246 (0.4845) loss_giou_aux_5: 0.5164 (0.5763) loss_giou_dn_0: 0.5720 (0.5980) loss_giou_dn_1: 0.4528 (0.4922) loss_giou_dn_2: 0.4166 (0.4624) loss_giou_dn_3: 0.4012 (0.4539) loss_giou_dn_4: 0.3984 (0.4518) loss_giou_dn_5: 0.3986 (0.4520) loss_vfl: 0.6919 (0.6908) loss_vfl_aux_0: 0.8312 (0.8057) loss_vfl_aux_1: 0.7645 (0.7526) loss_vfl_aux_2: 0.7339 (0.7182) loss_vfl_aux_3: 0.7035 (0.7025) loss_vfl_aux_4: 0.6875 (0.6944) loss_vfl_aux_5: 0.7704 (0.7814) loss_vfl_dn_0: 0.4552 (0.4586) loss_vfl_dn_1: 0.3898 (0.3946) loss_vfl_dn_2: 0.3717 (0.3787) loss_vfl_dn_3: 0.3647 (0.3710) loss_vfl_dn_4: 0.3609 (0.3684) loss_vfl_dn_5: 0.3603 (0.3676) time: 0.4689 data: 0.0139 max mem: 5654 Epoch: [33] [4400/7393] eta: 0:23:58 lr: 0.000010 loss: 16.3662 (16.3249) loss_bbox: 0.1429 (0.1579) loss_bbox_aux_0: 0.1632 (0.1707) loss_bbox_aux_1: 0.1544 (0.1625) loss_bbox_aux_2: 0.1562 (0.1603) loss_bbox_aux_3: 0.1502 (0.1583) loss_bbox_aux_4: 0.1477 (0.1579) loss_bbox_aux_5: 0.2068 (0.2098) loss_bbox_dn_0: 0.2726 (0.2814) loss_bbox_dn_1: 0.2078 (0.2123) loss_bbox_dn_2: 0.1799 (0.1896) loss_bbox_dn_3: 0.1717 (0.1825) loss_bbox_dn_4: 0.1705 (0.1811) loss_bbox_dn_5: 0.1704 (0.1811) loss_giou: 0.4385 (0.4848) loss_giou_aux_0: 0.4869 (0.5090) loss_giou_aux_1: 0.4563 (0.4943) loss_giou_aux_2: 0.4435 (0.4893) loss_giou_aux_3: 0.4564 (0.4859) loss_giou_aux_4: 0.4462 (0.4848) loss_giou_aux_5: 0.5498 (0.5767) loss_giou_dn_0: 0.5819 (0.5982) loss_giou_dn_1: 0.4766 (0.4924) loss_giou_dn_2: 0.4450 (0.4626) loss_giou_dn_3: 0.4354 (0.4540) loss_giou_dn_4: 0.4325 (0.4519) loss_giou_dn_5: 0.4326 (0.4521) loss_vfl: 0.7050 (0.6908) loss_vfl_aux_0: 0.8001 (0.8056) loss_vfl_aux_1: 0.7197 (0.7524) loss_vfl_aux_2: 0.7054 (0.7180) loss_vfl_aux_3: 0.7030 (0.7024) loss_vfl_aux_4: 0.6910 (0.6943) loss_vfl_aux_5: 0.7679 (0.7813) loss_vfl_dn_0: 0.4466 (0.4586) loss_vfl_dn_1: 0.3872 (0.3946) loss_vfl_dn_2: 0.3736 (0.3786) loss_vfl_dn_3: 0.3688 (0.3710) loss_vfl_dn_4: 0.3664 (0.3683) loss_vfl_dn_5: 0.3653 (0.3675) time: 0.4804 data: 0.0138 max mem: 5654 Epoch: [33] [4500/7393] eta: 0:23:10 lr: 0.000010 loss: 16.5303 (16.3269) loss_bbox: 0.1456 (0.1580) loss_bbox_aux_0: 0.1617 (0.1707) loss_bbox_aux_1: 0.1547 (0.1626) loss_bbox_aux_2: 0.1520 (0.1604) loss_bbox_aux_3: 0.1441 (0.1584) loss_bbox_aux_4: 0.1500 (0.1579) loss_bbox_aux_5: 0.1983 (0.2098) loss_bbox_dn_0: 0.2620 (0.2815) loss_bbox_dn_1: 0.1944 (0.2124) loss_bbox_dn_2: 0.1797 (0.1897) loss_bbox_dn_3: 0.1735 (0.1827) loss_bbox_dn_4: 0.1733 (0.1812) loss_bbox_dn_5: 0.1734 (0.1812) loss_giou: 0.4848 (0.4847) loss_giou_aux_0: 0.5109 (0.5089) loss_giou_aux_1: 0.4972 (0.4943) loss_giou_aux_2: 0.4911 (0.4893) loss_giou_aux_3: 0.4914 (0.4860) loss_giou_aux_4: 0.4924 (0.4847) loss_giou_aux_5: 0.5729 (0.5766) loss_giou_dn_0: 0.6078 (0.5983) loss_giou_dn_1: 0.4963 (0.4925) loss_giou_dn_2: 0.4617 (0.4627) loss_giou_dn_3: 0.4552 (0.4541) loss_giou_dn_4: 0.4542 (0.4520) loss_giou_dn_5: 0.4544 (0.4522) loss_vfl: 0.6942 (0.6910) loss_vfl_aux_0: 0.7934 (0.8055) loss_vfl_aux_1: 0.7359 (0.7524) loss_vfl_aux_2: 0.7174 (0.7181) loss_vfl_aux_3: 0.7079 (0.7024) loss_vfl_aux_4: 0.6861 (0.6945) loss_vfl_aux_5: 0.7923 (0.7813) loss_vfl_dn_0: 0.4636 (0.4586) loss_vfl_dn_1: 0.3956 (0.3946) loss_vfl_dn_2: 0.3832 (0.3787) loss_vfl_dn_3: 0.3728 (0.3710) loss_vfl_dn_4: 0.3694 (0.3683) loss_vfl_dn_5: 0.3685 (0.3675) time: 0.4753 data: 0.0147 max mem: 5654 Epoch: [33] [4600/7393] eta: 0:22:21 lr: 0.000010 loss: 16.1564 (16.3220) loss_bbox: 0.1568 (0.1580) loss_bbox_aux_0: 0.1766 (0.1707) loss_bbox_aux_1: 0.1602 (0.1626) loss_bbox_aux_2: 0.1630 (0.1604) loss_bbox_aux_3: 0.1560 (0.1584) loss_bbox_aux_4: 0.1547 (0.1579) loss_bbox_aux_5: 0.2096 (0.2098) loss_bbox_dn_0: 0.2786 (0.2816) loss_bbox_dn_1: 0.1942 (0.2124) loss_bbox_dn_2: 0.1725 (0.1898) loss_bbox_dn_3: 0.1677 (0.1827) loss_bbox_dn_4: 0.1684 (0.1812) loss_bbox_dn_5: 0.1684 (0.1812) loss_giou: 0.4481 (0.4843) loss_giou_aux_0: 0.4718 (0.5086) loss_giou_aux_1: 0.4518 (0.4939) loss_giou_aux_2: 0.4533 (0.4889) loss_giou_aux_3: 0.4494 (0.4855) loss_giou_aux_4: 0.4481 (0.4843) loss_giou_aux_5: 0.5382 (0.5762) loss_giou_dn_0: 0.5681 (0.5980) loss_giou_dn_1: 0.4683 (0.4922) loss_giou_dn_2: 0.4391 (0.4624) loss_giou_dn_3: 0.4308 (0.4538) loss_giou_dn_4: 0.4277 (0.4517) loss_giou_dn_5: 0.4271 (0.4519) loss_vfl: 0.6925 (0.6910) loss_vfl_aux_0: 0.8096 (0.8055) loss_vfl_aux_1: 0.7384 (0.7524) loss_vfl_aux_2: 0.7004 (0.7181) loss_vfl_aux_3: 0.6996 (0.7024) loss_vfl_aux_4: 0.6900 (0.6944) loss_vfl_aux_5: 0.7901 (0.7815) loss_vfl_dn_0: 0.4586 (0.4586) loss_vfl_dn_1: 0.3962 (0.3945) loss_vfl_dn_2: 0.3784 (0.3786) loss_vfl_dn_3: 0.3708 (0.3709) loss_vfl_dn_4: 0.3694 (0.3683) loss_vfl_dn_5: 0.3681 (0.3675) time: 0.4753 data: 0.0142 max mem: 5654 Epoch: [33] [4700/7393] eta: 0:21:33 lr: 0.000010 loss: 16.4630 (16.3210) loss_bbox: 0.1396 (0.1579) loss_bbox_aux_0: 0.1524 (0.1707) loss_bbox_aux_1: 0.1449 (0.1625) loss_bbox_aux_2: 0.1444 (0.1603) loss_bbox_aux_3: 0.1402 (0.1583) loss_bbox_aux_4: 0.1403 (0.1578) loss_bbox_aux_5: 0.1742 (0.2097) loss_bbox_dn_0: 0.2229 (0.2814) loss_bbox_dn_1: 0.1728 (0.2122) loss_bbox_dn_2: 0.1651 (0.1896) loss_bbox_dn_3: 0.1621 (0.1825) loss_bbox_dn_4: 0.1585 (0.1811) loss_bbox_dn_5: 0.1583 (0.1811) loss_giou: 0.5141 (0.4843) loss_giou_aux_0: 0.5424 (0.5086) loss_giou_aux_1: 0.5124 (0.4939) loss_giou_aux_2: 0.5199 (0.4889) loss_giou_aux_3: 0.5105 (0.4856) loss_giou_aux_4: 0.5124 (0.4843) loss_giou_aux_5: 0.6052 (0.5763) loss_giou_dn_0: 0.6124 (0.5980) loss_giou_dn_1: 0.4996 (0.4921) loss_giou_dn_2: 0.4697 (0.4624) loss_giou_dn_3: 0.4615 (0.4538) loss_giou_dn_4: 0.4595 (0.4517) loss_giou_dn_5: 0.4595 (0.4519) loss_vfl: 0.6719 (0.6910) loss_vfl_aux_0: 0.7664 (0.8056) loss_vfl_aux_1: 0.7081 (0.7524) loss_vfl_aux_2: 0.6904 (0.7181) loss_vfl_aux_3: 0.6855 (0.7024) loss_vfl_aux_4: 0.6825 (0.6945) loss_vfl_aux_5: 0.7570 (0.7814) loss_vfl_dn_0: 0.4590 (0.4586) loss_vfl_dn_1: 0.3932 (0.3946) loss_vfl_dn_2: 0.3794 (0.3786) loss_vfl_dn_3: 0.3731 (0.3710) loss_vfl_dn_4: 0.3700 (0.3683) loss_vfl_dn_5: 0.3686 (0.3675) time: 0.4629 data: 0.0144 max mem: 5654 Epoch: [33] [4800/7393] eta: 0:20:44 lr: 0.000010 loss: 16.0714 (16.3213) loss_bbox: 0.1426 (0.1579) loss_bbox_aux_0: 0.1592 (0.1707) loss_bbox_aux_1: 0.1408 (0.1625) loss_bbox_aux_2: 0.1461 (0.1604) loss_bbox_aux_3: 0.1430 (0.1584) loss_bbox_aux_4: 0.1369 (0.1579) loss_bbox_aux_5: 0.1902 (0.2096) loss_bbox_dn_0: 0.2598 (0.2814) loss_bbox_dn_1: 0.1968 (0.2123) loss_bbox_dn_2: 0.1739 (0.1896) loss_bbox_dn_3: 0.1642 (0.1825) loss_bbox_dn_4: 0.1628 (0.1811) loss_bbox_dn_5: 0.1628 (0.1811) loss_giou: 0.4413 (0.4843) loss_giou_aux_0: 0.4698 (0.5086) loss_giou_aux_1: 0.4691 (0.4940) loss_giou_aux_2: 0.4624 (0.4889) loss_giou_aux_3: 0.4419 (0.4855) loss_giou_aux_4: 0.4413 (0.4843) loss_giou_aux_5: 0.5253 (0.5762) loss_giou_dn_0: 0.5918 (0.5981) loss_giou_dn_1: 0.4882 (0.4922) loss_giou_dn_2: 0.4608 (0.4624) loss_giou_dn_3: 0.4535 (0.4538) loss_giou_dn_4: 0.4513 (0.4517) loss_giou_dn_5: 0.4513 (0.4519) loss_vfl: 0.6800 (0.6912) loss_vfl_aux_0: 0.7819 (0.8054) loss_vfl_aux_1: 0.7119 (0.7524) loss_vfl_aux_2: 0.6951 (0.7181) loss_vfl_aux_3: 0.6805 (0.7025) loss_vfl_aux_4: 0.6739 (0.6947) loss_vfl_aux_5: 0.7742 (0.7814) loss_vfl_dn_0: 0.4483 (0.4585) loss_vfl_dn_1: 0.3886 (0.3945) loss_vfl_dn_2: 0.3730 (0.3786) loss_vfl_dn_3: 0.3620 (0.3710) loss_vfl_dn_4: 0.3597 (0.3683) loss_vfl_dn_5: 0.3566 (0.3675) time: 0.4791 data: 0.0142 max mem: 5654 Epoch: [33] [4900/7393] eta: 0:19:56 lr: 0.000010 loss: 16.0998 (16.3186) loss_bbox: 0.1375 (0.1579) loss_bbox_aux_0: 0.1510 (0.1707) loss_bbox_aux_1: 0.1454 (0.1625) loss_bbox_aux_2: 0.1441 (0.1604) loss_bbox_aux_3: 0.1369 (0.1583) loss_bbox_aux_4: 0.1379 (0.1578) loss_bbox_aux_5: 0.1847 (0.2097) loss_bbox_dn_0: 0.2582 (0.2817) loss_bbox_dn_1: 0.1895 (0.2125) loss_bbox_dn_2: 0.1762 (0.1898) loss_bbox_dn_3: 0.1759 (0.1827) loss_bbox_dn_4: 0.1771 (0.1813) loss_bbox_dn_5: 0.1773 (0.1813) loss_giou: 0.5079 (0.4836) loss_giou_aux_0: 0.5230 (0.5080) loss_giou_aux_1: 0.5219 (0.4933) loss_giou_aux_2: 0.5085 (0.4883) loss_giou_aux_3: 0.5093 (0.4849) loss_giou_aux_4: 0.5090 (0.4837) loss_giou_aux_5: 0.5857 (0.5757) loss_giou_dn_0: 0.6056 (0.5978) loss_giou_dn_1: 0.4913 (0.4919) loss_giou_dn_2: 0.4620 (0.4621) loss_giou_dn_3: 0.4553 (0.4535) loss_giou_dn_4: 0.4521 (0.4514) loss_giou_dn_5: 0.4526 (0.4516) loss_vfl: 0.6890 (0.6916) loss_vfl_aux_0: 0.7743 (0.8057) loss_vfl_aux_1: 0.7484 (0.7528) loss_vfl_aux_2: 0.7013 (0.7183) loss_vfl_aux_3: 0.6954 (0.7029) loss_vfl_aux_4: 0.6910 (0.6951) loss_vfl_aux_5: 0.7685 (0.7818) loss_vfl_dn_0: 0.4587 (0.4586) loss_vfl_dn_1: 0.3979 (0.3945) loss_vfl_dn_2: 0.3869 (0.3786) loss_vfl_dn_3: 0.3819 (0.3709) loss_vfl_dn_4: 0.3773 (0.3683) loss_vfl_dn_5: 0.3750 (0.3675) time: 0.4698 data: 0.0145 max mem: 5654 Epoch: [33] [5000/7393] eta: 0:19:08 lr: 0.000010 loss: 16.1203 (16.3158) loss_bbox: 0.1392 (0.1580) loss_bbox_aux_0: 0.1520 (0.1709) loss_bbox_aux_1: 0.1480 (0.1627) loss_bbox_aux_2: 0.1401 (0.1605) loss_bbox_aux_3: 0.1433 (0.1584) loss_bbox_aux_4: 0.1381 (0.1580) loss_bbox_aux_5: 0.1981 (0.2099) loss_bbox_dn_0: 0.2431 (0.2818) loss_bbox_dn_1: 0.1776 (0.2125) loss_bbox_dn_2: 0.1628 (0.1898) loss_bbox_dn_3: 0.1576 (0.1828) loss_bbox_dn_4: 0.1560 (0.1813) loss_bbox_dn_5: 0.1560 (0.1813) loss_giou: 0.4586 (0.4833) loss_giou_aux_0: 0.4905 (0.5078) loss_giou_aux_1: 0.4778 (0.4931) loss_giou_aux_2: 0.4638 (0.4881) loss_giou_aux_3: 0.4623 (0.4846) loss_giou_aux_4: 0.4587 (0.4834) loss_giou_aux_5: 0.5726 (0.5755) loss_giou_dn_0: 0.5759 (0.5975) loss_giou_dn_1: 0.4824 (0.4916) loss_giou_dn_2: 0.4540 (0.4618) loss_giou_dn_3: 0.4489 (0.4533) loss_giou_dn_4: 0.4469 (0.4512) loss_giou_dn_5: 0.4474 (0.4514) loss_vfl: 0.6718 (0.6915) loss_vfl_aux_0: 0.7664 (0.8055) loss_vfl_aux_1: 0.7375 (0.7526) loss_vfl_aux_2: 0.7194 (0.7181) loss_vfl_aux_3: 0.6917 (0.7028) loss_vfl_aux_4: 0.6760 (0.6949) loss_vfl_aux_5: 0.7414 (0.7817) loss_vfl_dn_0: 0.4535 (0.4586) loss_vfl_dn_1: 0.3943 (0.3945) loss_vfl_dn_2: 0.3749 (0.3786) loss_vfl_dn_3: 0.3688 (0.3709) loss_vfl_dn_4: 0.3623 (0.3682) loss_vfl_dn_5: 0.3617 (0.3674) time: 0.4837 data: 0.0143 max mem: 5654 Epoch: [33] [5100/7393] eta: 0:18:20 lr: 0.000010 loss: 16.5453 (16.3135) loss_bbox: 0.1713 (0.1581) loss_bbox_aux_0: 0.1873 (0.1711) loss_bbox_aux_1: 0.1818 (0.1628) loss_bbox_aux_2: 0.1765 (0.1606) loss_bbox_aux_3: 0.1713 (0.1586) loss_bbox_aux_4: 0.1669 (0.1581) loss_bbox_aux_5: 0.2336 (0.2101) loss_bbox_dn_0: 0.2733 (0.2819) loss_bbox_dn_1: 0.2094 (0.2126) loss_bbox_dn_2: 0.1825 (0.1899) loss_bbox_dn_3: 0.1738 (0.1828) loss_bbox_dn_4: 0.1701 (0.1814) loss_bbox_dn_5: 0.1700 (0.1814) loss_giou: 0.4897 (0.4832) loss_giou_aux_0: 0.5172 (0.5078) loss_giou_aux_1: 0.4910 (0.4930) loss_giou_aux_2: 0.4752 (0.4880) loss_giou_aux_3: 0.4792 (0.4846) loss_giou_aux_4: 0.4790 (0.4833) loss_giou_aux_5: 0.5755 (0.5755) loss_giou_dn_0: 0.5907 (0.5975) loss_giou_dn_1: 0.4916 (0.4916) loss_giou_dn_2: 0.4614 (0.4618) loss_giou_dn_3: 0.4529 (0.4532) loss_giou_dn_4: 0.4532 (0.4511) loss_giou_dn_5: 0.4538 (0.4513) loss_vfl: 0.6720 (0.6912) loss_vfl_aux_0: 0.7676 (0.8052) loss_vfl_aux_1: 0.7238 (0.7523) loss_vfl_aux_2: 0.6879 (0.7177) loss_vfl_aux_3: 0.6811 (0.7023) loss_vfl_aux_4: 0.6747 (0.6946) loss_vfl_aux_5: 0.7490 (0.7813) loss_vfl_dn_0: 0.4502 (0.4585) loss_vfl_dn_1: 0.3966 (0.3944) loss_vfl_dn_2: 0.3846 (0.3785) loss_vfl_dn_3: 0.3735 (0.3708) loss_vfl_dn_4: 0.3723 (0.3681) loss_vfl_dn_5: 0.3735 (0.3673) time: 0.4672 data: 0.0142 max mem: 5654 Epoch: [33] [5200/7393] eta: 0:17:34 lr: 0.000010 loss: 16.6669 (16.3133) loss_bbox: 0.1709 (0.1583) loss_bbox_aux_0: 0.1737 (0.1712) loss_bbox_aux_1: 0.1656 (0.1630) loss_bbox_aux_2: 0.1714 (0.1608) loss_bbox_aux_3: 0.1695 (0.1588) loss_bbox_aux_4: 0.1705 (0.1583) loss_bbox_aux_5: 0.2070 (0.2102) loss_bbox_dn_0: 0.2705 (0.2821) loss_bbox_dn_1: 0.2021 (0.2127) loss_bbox_dn_2: 0.1808 (0.1900) loss_bbox_dn_3: 0.1749 (0.1829) loss_bbox_dn_4: 0.1745 (0.1814) loss_bbox_dn_5: 0.1745 (0.1815) loss_giou: 0.4784 (0.4833) loss_giou_aux_0: 0.5024 (0.5078) loss_giou_aux_1: 0.4875 (0.4930) loss_giou_aux_2: 0.4820 (0.4880) loss_giou_aux_3: 0.4815 (0.4846) loss_giou_aux_4: 0.4789 (0.4834) loss_giou_aux_5: 0.5391 (0.5755) loss_giou_dn_0: 0.6107 (0.5975) loss_giou_dn_1: 0.4892 (0.4915) loss_giou_dn_2: 0.4534 (0.4617) loss_giou_dn_3: 0.4371 (0.4531) loss_giou_dn_4: 0.4332 (0.4510) loss_giou_dn_5: 0.4334 (0.4512) loss_vfl: 0.7023 (0.6910) loss_vfl_aux_0: 0.8161 (0.8050) loss_vfl_aux_1: 0.7661 (0.7520) loss_vfl_aux_2: 0.7547 (0.7175) loss_vfl_aux_3: 0.7276 (0.7021) loss_vfl_aux_4: 0.7122 (0.6944) loss_vfl_aux_5: 0.7977 (0.7813) loss_vfl_dn_0: 0.4669 (0.4584) loss_vfl_dn_1: 0.4043 (0.3943) loss_vfl_dn_2: 0.3844 (0.3784) loss_vfl_dn_3: 0.3751 (0.3707) loss_vfl_dn_4: 0.3746 (0.3681) loss_vfl_dn_5: 0.3747 (0.3673) time: 0.7532 data: 0.0142 max mem: 5654 Epoch: [33] [5300/7393] eta: 0:16:46 lr: 0.000010 loss: 15.8311 (16.3148) loss_bbox: 0.1455 (0.1583) loss_bbox_aux_0: 0.1685 (0.1712) loss_bbox_aux_1: 0.1565 (0.1629) loss_bbox_aux_2: 0.1548 (0.1608) loss_bbox_aux_3: 0.1485 (0.1588) loss_bbox_aux_4: 0.1456 (0.1583) loss_bbox_aux_5: 0.2069 (0.2102) loss_bbox_dn_0: 0.2701 (0.2821) loss_bbox_dn_1: 0.2156 (0.2127) loss_bbox_dn_2: 0.1934 (0.1900) loss_bbox_dn_3: 0.1830 (0.1829) loss_bbox_dn_4: 0.1819 (0.1815) loss_bbox_dn_5: 0.1812 (0.1815) loss_giou: 0.4465 (0.4833) loss_giou_aux_0: 0.4674 (0.5079) loss_giou_aux_1: 0.4587 (0.4931) loss_giou_aux_2: 0.4443 (0.4881) loss_giou_aux_3: 0.4453 (0.4847) loss_giou_aux_4: 0.4493 (0.4834) loss_giou_aux_5: 0.5326 (0.5756) loss_giou_dn_0: 0.5844 (0.5975) loss_giou_dn_1: 0.4939 (0.4916) loss_giou_dn_2: 0.4615 (0.4618) loss_giou_dn_3: 0.4573 (0.4532) loss_giou_dn_4: 0.4532 (0.4511) loss_giou_dn_5: 0.4531 (0.4513) loss_vfl: 0.6859 (0.6911) loss_vfl_aux_0: 0.7980 (0.8049) loss_vfl_aux_1: 0.7419 (0.7520) loss_vfl_aux_2: 0.6992 (0.7176) loss_vfl_aux_3: 0.6933 (0.7021) loss_vfl_aux_4: 0.6880 (0.6944) loss_vfl_aux_5: 0.7640 (0.7814) loss_vfl_dn_0: 0.4553 (0.4585) loss_vfl_dn_1: 0.3929 (0.3944) loss_vfl_dn_2: 0.3761 (0.3784) loss_vfl_dn_3: 0.3674 (0.3708) loss_vfl_dn_4: 0.3656 (0.3681) loss_vfl_dn_5: 0.3666 (0.3673) time: 0.4813 data: 0.0139 max mem: 5654 Epoch: [33] [5400/7393] eta: 0:15:58 lr: 0.000010 loss: 15.7729 (16.3129) loss_bbox: 0.1460 (0.1582) loss_bbox_aux_0: 0.1613 (0.1712) loss_bbox_aux_1: 0.1510 (0.1628) loss_bbox_aux_2: 0.1454 (0.1607) loss_bbox_aux_3: 0.1437 (0.1587) loss_bbox_aux_4: 0.1447 (0.1582) loss_bbox_aux_5: 0.1979 (0.2101) loss_bbox_dn_0: 0.2707 (0.2820) loss_bbox_dn_1: 0.2100 (0.2126) loss_bbox_dn_2: 0.1901 (0.1899) loss_bbox_dn_3: 0.1838 (0.1828) loss_bbox_dn_4: 0.1786 (0.1814) loss_bbox_dn_5: 0.1786 (0.1814) loss_giou: 0.4460 (0.4833) loss_giou_aux_0: 0.4695 (0.5078) loss_giou_aux_1: 0.4418 (0.4930) loss_giou_aux_2: 0.4409 (0.4880) loss_giou_aux_3: 0.4411 (0.4846) loss_giou_aux_4: 0.4401 (0.4834) loss_giou_aux_5: 0.5538 (0.5755) loss_giou_dn_0: 0.5480 (0.5975) loss_giou_dn_1: 0.4467 (0.4915) loss_giou_dn_2: 0.4154 (0.4617) loss_giou_dn_3: 0.4062 (0.4531) loss_giou_dn_4: 0.4062 (0.4510) loss_giou_dn_5: 0.4067 (0.4512) loss_vfl: 0.6812 (0.6911) loss_vfl_aux_0: 0.7695 (0.8049) loss_vfl_aux_1: 0.7314 (0.7521) loss_vfl_aux_2: 0.7043 (0.7177) loss_vfl_aux_3: 0.6853 (0.7022) loss_vfl_aux_4: 0.6851 (0.6945) loss_vfl_aux_5: 0.7729 (0.7814) loss_vfl_dn_0: 0.4535 (0.4585) loss_vfl_dn_1: 0.3947 (0.3943) loss_vfl_dn_2: 0.3757 (0.3784) loss_vfl_dn_3: 0.3675 (0.3707) loss_vfl_dn_4: 0.3621 (0.3681) loss_vfl_dn_5: 0.3629 (0.3673) time: 0.4766 data: 0.0148 max mem: 5654 Epoch: [33] [5500/7393] eta: 0:15:09 lr: 0.000010 loss: 16.0309 (16.3094) loss_bbox: 0.1406 (0.1583) loss_bbox_aux_0: 0.1553 (0.1712) loss_bbox_aux_1: 0.1433 (0.1629) loss_bbox_aux_2: 0.1405 (0.1608) loss_bbox_aux_3: 0.1384 (0.1587) loss_bbox_aux_4: 0.1393 (0.1582) loss_bbox_aux_5: 0.1921 (0.2102) loss_bbox_dn_0: 0.2574 (0.2821) loss_bbox_dn_1: 0.1745 (0.2127) loss_bbox_dn_2: 0.1566 (0.1899) loss_bbox_dn_3: 0.1536 (0.1829) loss_bbox_dn_4: 0.1520 (0.1814) loss_bbox_dn_5: 0.1520 (0.1814) loss_giou: 0.4750 (0.4830) loss_giou_aux_0: 0.5096 (0.5077) loss_giou_aux_1: 0.4731 (0.4928) loss_giou_aux_2: 0.4785 (0.4878) loss_giou_aux_3: 0.4727 (0.4844) loss_giou_aux_4: 0.4755 (0.4831) loss_giou_aux_5: 0.5729 (0.5753) loss_giou_dn_0: 0.5795 (0.5973) loss_giou_dn_1: 0.4685 (0.4913) loss_giou_dn_2: 0.4333 (0.4614) loss_giou_dn_3: 0.4282 (0.4529) loss_giou_dn_4: 0.4245 (0.4508) loss_giou_dn_5: 0.4247 (0.4510) loss_vfl: 0.6813 (0.6910) loss_vfl_aux_0: 0.7763 (0.8047) loss_vfl_aux_1: 0.7143 (0.7519) loss_vfl_aux_2: 0.7033 (0.7175) loss_vfl_aux_3: 0.6767 (0.7020) loss_vfl_aux_4: 0.6813 (0.6944) loss_vfl_aux_5: 0.7418 (0.7813) loss_vfl_dn_0: 0.4555 (0.4585) loss_vfl_dn_1: 0.3926 (0.3943) loss_vfl_dn_2: 0.3776 (0.3784) loss_vfl_dn_3: 0.3671 (0.3707) loss_vfl_dn_4: 0.3637 (0.3680) loss_vfl_dn_5: 0.3623 (0.3673) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [33] [5600/7393] eta: 0:14:25 lr: 0.000010 loss: 16.5357 (16.3130) loss_bbox: 0.1581 (0.1583) loss_bbox_aux_0: 0.1722 (0.1713) loss_bbox_aux_1: 0.1591 (0.1629) loss_bbox_aux_2: 0.1639 (0.1608) loss_bbox_aux_3: 0.1600 (0.1588) loss_bbox_aux_4: 0.1584 (0.1583) loss_bbox_aux_5: 0.2192 (0.2103) loss_bbox_dn_0: 0.2831 (0.2821) loss_bbox_dn_1: 0.2064 (0.2127) loss_bbox_dn_2: 0.1803 (0.1899) loss_bbox_dn_3: 0.1733 (0.1828) loss_bbox_dn_4: 0.1728 (0.1814) loss_bbox_dn_5: 0.1728 (0.1814) loss_giou: 0.4854 (0.4832) loss_giou_aux_0: 0.4961 (0.5079) loss_giou_aux_1: 0.4871 (0.4930) loss_giou_aux_2: 0.4908 (0.4880) loss_giou_aux_3: 0.4904 (0.4846) loss_giou_aux_4: 0.4837 (0.4833) loss_giou_aux_5: 0.5648 (0.5756) loss_giou_dn_0: 0.6085 (0.5974) loss_giou_dn_1: 0.5097 (0.4914) loss_giou_dn_2: 0.4825 (0.4615) loss_giou_dn_3: 0.4771 (0.4530) loss_giou_dn_4: 0.4761 (0.4509) loss_giou_dn_5: 0.4763 (0.4511) loss_vfl: 0.7187 (0.6912) loss_vfl_aux_0: 0.8081 (0.8048) loss_vfl_aux_1: 0.7645 (0.7521) loss_vfl_aux_2: 0.7509 (0.7176) loss_vfl_aux_3: 0.7406 (0.7023) loss_vfl_aux_4: 0.7280 (0.6946) loss_vfl_aux_5: 0.7934 (0.7814) loss_vfl_dn_0: 0.4609 (0.4585) loss_vfl_dn_1: 0.3952 (0.3943) loss_vfl_dn_2: 0.3799 (0.3784) loss_vfl_dn_3: 0.3744 (0.3707) loss_vfl_dn_4: 0.3720 (0.3680) loss_vfl_dn_5: 0.3706 (0.3672) time: 0.7591 data: 0.0151 max mem: 5654 Epoch: [33] [5700/7393] eta: 0:13:36 lr: 0.000010 loss: 16.4971 (16.3081) loss_bbox: 0.1445 (0.1583) loss_bbox_aux_0: 0.1795 (0.1714) loss_bbox_aux_1: 0.1546 (0.1630) loss_bbox_aux_2: 0.1487 (0.1608) loss_bbox_aux_3: 0.1491 (0.1587) loss_bbox_aux_4: 0.1438 (0.1582) loss_bbox_aux_5: 0.2128 (0.2103) loss_bbox_dn_0: 0.2726 (0.2821) loss_bbox_dn_1: 0.2124 (0.2127) loss_bbox_dn_2: 0.1881 (0.1899) loss_bbox_dn_3: 0.1825 (0.1829) loss_bbox_dn_4: 0.1826 (0.1814) loss_bbox_dn_5: 0.1826 (0.1814) loss_giou: 0.4704 (0.4826) loss_giou_aux_0: 0.4998 (0.5073) loss_giou_aux_1: 0.4819 (0.4924) loss_giou_aux_2: 0.4715 (0.4874) loss_giou_aux_3: 0.4712 (0.4839) loss_giou_aux_4: 0.4705 (0.4827) loss_giou_aux_5: 0.5900 (0.5750) loss_giou_dn_0: 0.6078 (0.5971) loss_giou_dn_1: 0.5007 (0.4911) loss_giou_dn_2: 0.4644 (0.4612) loss_giou_dn_3: 0.4553 (0.4526) loss_giou_dn_4: 0.4542 (0.4506) loss_giou_dn_5: 0.4550 (0.4507) loss_vfl: 0.6989 (0.6915) loss_vfl_aux_0: 0.8113 (0.8049) loss_vfl_aux_1: 0.7516 (0.7522) loss_vfl_aux_2: 0.7259 (0.7179) loss_vfl_aux_3: 0.7035 (0.7025) loss_vfl_aux_4: 0.7028 (0.6949) loss_vfl_aux_5: 0.7824 (0.7816) loss_vfl_dn_0: 0.4539 (0.4585) loss_vfl_dn_1: 0.3988 (0.3943) loss_vfl_dn_2: 0.3834 (0.3783) loss_vfl_dn_3: 0.3767 (0.3706) loss_vfl_dn_4: 0.3714 (0.3680) loss_vfl_dn_5: 0.3692 (0.3672) time: 0.4780 data: 0.0139 max mem: 5654 Epoch: [33] [5800/7393] eta: 0:12:48 lr: 0.000010 loss: 16.2360 (16.3055) loss_bbox: 0.1487 (0.1582) loss_bbox_aux_0: 0.1666 (0.1713) loss_bbox_aux_1: 0.1639 (0.1629) loss_bbox_aux_2: 0.1420 (0.1607) loss_bbox_aux_3: 0.1499 (0.1587) loss_bbox_aux_4: 0.1487 (0.1582) loss_bbox_aux_5: 0.2067 (0.2103) loss_bbox_dn_0: 0.2645 (0.2820) loss_bbox_dn_1: 0.1850 (0.2126) loss_bbox_dn_2: 0.1613 (0.1898) loss_bbox_dn_3: 0.1578 (0.1827) loss_bbox_dn_4: 0.1544 (0.1813) loss_bbox_dn_5: 0.1544 (0.1813) loss_giou: 0.4867 (0.4826) loss_giou_aux_0: 0.5125 (0.5073) loss_giou_aux_1: 0.4997 (0.4924) loss_giou_aux_2: 0.4889 (0.4873) loss_giou_aux_3: 0.4892 (0.4839) loss_giou_aux_4: 0.4868 (0.4827) loss_giou_aux_5: 0.6111 (0.5750) loss_giou_dn_0: 0.6158 (0.5970) loss_giou_dn_1: 0.4881 (0.4910) loss_giou_dn_2: 0.4490 (0.4611) loss_giou_dn_3: 0.4337 (0.4525) loss_giou_dn_4: 0.4298 (0.4505) loss_giou_dn_5: 0.4298 (0.4507) loss_vfl: 0.6608 (0.6913) loss_vfl_aux_0: 0.7469 (0.8048) loss_vfl_aux_1: 0.7176 (0.7521) loss_vfl_aux_2: 0.6646 (0.7179) loss_vfl_aux_3: 0.6662 (0.7024) loss_vfl_aux_4: 0.6635 (0.6948) loss_vfl_aux_5: 0.7367 (0.7816) loss_vfl_dn_0: 0.4539 (0.4585) loss_vfl_dn_1: 0.3839 (0.3943) loss_vfl_dn_2: 0.3711 (0.3783) loss_vfl_dn_3: 0.3626 (0.3706) loss_vfl_dn_4: 0.3619 (0.3679) loss_vfl_dn_5: 0.3623 (0.3671) time: 0.4685 data: 0.0140 max mem: 5654 Epoch: [33] [5900/7393] eta: 0:12:00 lr: 0.000010 loss: 17.1233 (16.3059) loss_bbox: 0.1611 (0.1583) loss_bbox_aux_0: 0.1681 (0.1713) loss_bbox_aux_1: 0.1692 (0.1629) loss_bbox_aux_2: 0.1614 (0.1608) loss_bbox_aux_3: 0.1586 (0.1587) loss_bbox_aux_4: 0.1606 (0.1582) loss_bbox_aux_5: 0.2074 (0.2103) loss_bbox_dn_0: 0.2792 (0.2821) loss_bbox_dn_1: 0.2166 (0.2126) loss_bbox_dn_2: 0.2004 (0.1898) loss_bbox_dn_3: 0.1860 (0.1828) loss_bbox_dn_4: 0.1858 (0.1813) loss_bbox_dn_5: 0.1858 (0.1813) loss_giou: 0.4398 (0.4825) loss_giou_aux_0: 0.4654 (0.5072) loss_giou_aux_1: 0.4646 (0.4923) loss_giou_aux_2: 0.4550 (0.4872) loss_giou_aux_3: 0.4377 (0.4838) loss_giou_aux_4: 0.4359 (0.4826) loss_giou_aux_5: 0.5287 (0.5749) loss_giou_dn_0: 0.5651 (0.5969) loss_giou_dn_1: 0.4569 (0.4909) loss_giou_dn_2: 0.4340 (0.4610) loss_giou_dn_3: 0.4265 (0.4525) loss_giou_dn_4: 0.4253 (0.4504) loss_giou_dn_5: 0.4252 (0.4506) loss_vfl: 0.7021 (0.6914) loss_vfl_aux_0: 0.8563 (0.8049) loss_vfl_aux_1: 0.7821 (0.7522) loss_vfl_aux_2: 0.7440 (0.7180) loss_vfl_aux_3: 0.7239 (0.7025) loss_vfl_aux_4: 0.7153 (0.6949) loss_vfl_aux_5: 0.8236 (0.7818) loss_vfl_dn_0: 0.4642 (0.4585) loss_vfl_dn_1: 0.3966 (0.3943) loss_vfl_dn_2: 0.3819 (0.3783) loss_vfl_dn_3: 0.3728 (0.3706) loss_vfl_dn_4: 0.3711 (0.3679) loss_vfl_dn_5: 0.3695 (0.3671) time: 0.4777 data: 0.0138 max mem: 5654 Epoch: [33] [6000/7393] eta: 0:11:11 lr: 0.000010 loss: 15.8994 (16.3031) loss_bbox: 0.1514 (0.1582) loss_bbox_aux_0: 0.1601 (0.1713) loss_bbox_aux_1: 0.1575 (0.1629) loss_bbox_aux_2: 0.1538 (0.1607) loss_bbox_aux_3: 0.1519 (0.1587) loss_bbox_aux_4: 0.1533 (0.1582) loss_bbox_aux_5: 0.1974 (0.2103) loss_bbox_dn_0: 0.2573 (0.2820) loss_bbox_dn_1: 0.1938 (0.2125) loss_bbox_dn_2: 0.1714 (0.1898) loss_bbox_dn_3: 0.1670 (0.1827) loss_bbox_dn_4: 0.1631 (0.1812) loss_bbox_dn_5: 0.1629 (0.1812) loss_giou: 0.4357 (0.4823) loss_giou_aux_0: 0.4760 (0.5070) loss_giou_aux_1: 0.4539 (0.4921) loss_giou_aux_2: 0.4446 (0.4870) loss_giou_aux_3: 0.4381 (0.4836) loss_giou_aux_4: 0.4364 (0.4824) loss_giou_aux_5: 0.5520 (0.5746) loss_giou_dn_0: 0.5539 (0.5967) loss_giou_dn_1: 0.4426 (0.4908) loss_giou_dn_2: 0.4160 (0.4609) loss_giou_dn_3: 0.4116 (0.4523) loss_giou_dn_4: 0.4090 (0.4503) loss_giou_dn_5: 0.4090 (0.4504) loss_vfl: 0.6947 (0.6916) loss_vfl_aux_0: 0.7804 (0.8050) loss_vfl_aux_1: 0.7282 (0.7523) loss_vfl_aux_2: 0.7136 (0.7181) loss_vfl_aux_3: 0.7031 (0.7027) loss_vfl_aux_4: 0.6927 (0.6950) loss_vfl_aux_5: 0.7543 (0.7818) loss_vfl_dn_0: 0.4520 (0.4585) loss_vfl_dn_1: 0.3880 (0.3942) loss_vfl_dn_2: 0.3735 (0.3782) loss_vfl_dn_3: 0.3655 (0.3706) loss_vfl_dn_4: 0.3619 (0.3679) loss_vfl_dn_5: 0.3617 (0.3671) time: 0.4625 data: 0.0141 max mem: 5654 Epoch: [33] [6100/7393] eta: 0:10:23 lr: 0.000010 loss: 16.0858 (16.3008) loss_bbox: 0.1475 (0.1582) loss_bbox_aux_0: 0.1554 (0.1713) loss_bbox_aux_1: 0.1515 (0.1629) loss_bbox_aux_2: 0.1516 (0.1607) loss_bbox_aux_3: 0.1472 (0.1587) loss_bbox_aux_4: 0.1470 (0.1582) loss_bbox_aux_5: 0.1909 (0.2104) loss_bbox_dn_0: 0.2499 (0.2821) loss_bbox_dn_1: 0.1916 (0.2126) loss_bbox_dn_2: 0.1695 (0.1898) loss_bbox_dn_3: 0.1594 (0.1827) loss_bbox_dn_4: 0.1585 (0.1813) loss_bbox_dn_5: 0.1584 (0.1813) loss_giou: 0.5073 (0.4822) loss_giou_aux_0: 0.5074 (0.5068) loss_giou_aux_1: 0.5047 (0.4920) loss_giou_aux_2: 0.4900 (0.4869) loss_giou_aux_3: 0.5039 (0.4835) loss_giou_aux_4: 0.5094 (0.4822) loss_giou_aux_5: 0.6149 (0.5745) loss_giou_dn_0: 0.6039 (0.5967) loss_giou_dn_1: 0.4988 (0.4907) loss_giou_dn_2: 0.4678 (0.4608) loss_giou_dn_3: 0.4598 (0.4522) loss_giou_dn_4: 0.4618 (0.4502) loss_giou_dn_5: 0.4624 (0.4503) loss_vfl: 0.6533 (0.6914) loss_vfl_aux_0: 0.7724 (0.8049) loss_vfl_aux_1: 0.7099 (0.7522) loss_vfl_aux_2: 0.6800 (0.7180) loss_vfl_aux_3: 0.6609 (0.7026) loss_vfl_aux_4: 0.6519 (0.6948) loss_vfl_aux_5: 0.7285 (0.7817) loss_vfl_dn_0: 0.4510 (0.4585) loss_vfl_dn_1: 0.3869 (0.3942) loss_vfl_dn_2: 0.3743 (0.3782) loss_vfl_dn_3: 0.3664 (0.3705) loss_vfl_dn_4: 0.3600 (0.3678) loss_vfl_dn_5: 0.3596 (0.3670) time: 0.4771 data: 0.0147 max mem: 5654 Epoch: [33] [6200/7393] eta: 0:09:35 lr: 0.000010 loss: 16.3110 (16.2994) loss_bbox: 0.1496 (0.1582) loss_bbox_aux_0: 0.1516 (0.1712) loss_bbox_aux_1: 0.1522 (0.1629) loss_bbox_aux_2: 0.1449 (0.1607) loss_bbox_aux_3: 0.1441 (0.1586) loss_bbox_aux_4: 0.1425 (0.1581) loss_bbox_aux_5: 0.1935 (0.2103) loss_bbox_dn_0: 0.2731 (0.2820) loss_bbox_dn_1: 0.1873 (0.2125) loss_bbox_dn_2: 0.1669 (0.1897) loss_bbox_dn_3: 0.1632 (0.1826) loss_bbox_dn_4: 0.1628 (0.1812) loss_bbox_dn_5: 0.1629 (0.1812) loss_giou: 0.5095 (0.4822) loss_giou_aux_0: 0.5147 (0.5069) loss_giou_aux_1: 0.5050 (0.4921) loss_giou_aux_2: 0.5224 (0.4870) loss_giou_aux_3: 0.5052 (0.4836) loss_giou_aux_4: 0.5025 (0.4823) loss_giou_aux_5: 0.5920 (0.5746) loss_giou_dn_0: 0.6341 (0.5966) loss_giou_dn_1: 0.5157 (0.4906) loss_giou_dn_2: 0.4851 (0.4607) loss_giou_dn_3: 0.4732 (0.4522) loss_giou_dn_4: 0.4731 (0.4501) loss_giou_dn_5: 0.4733 (0.4503) loss_vfl: 0.6650 (0.6914) loss_vfl_aux_0: 0.7789 (0.8047) loss_vfl_aux_1: 0.7140 (0.7521) loss_vfl_aux_2: 0.6852 (0.7179) loss_vfl_aux_3: 0.6799 (0.7026) loss_vfl_aux_4: 0.6643 (0.6948) loss_vfl_aux_5: 0.7660 (0.7815) loss_vfl_dn_0: 0.4565 (0.4585) loss_vfl_dn_1: 0.3962 (0.3941) loss_vfl_dn_2: 0.3777 (0.3782) loss_vfl_dn_3: 0.3696 (0.3705) loss_vfl_dn_4: 0.3667 (0.3678) loss_vfl_dn_5: 0.3668 (0.3670) time: 0.4843 data: 0.0148 max mem: 5654 Epoch: [33] [6300/7393] eta: 0:08:46 lr: 0.000010 loss: 16.6922 (16.2986) loss_bbox: 0.1528 (0.1582) loss_bbox_aux_0: 0.1748 (0.1712) loss_bbox_aux_1: 0.1584 (0.1629) loss_bbox_aux_2: 0.1595 (0.1606) loss_bbox_aux_3: 0.1534 (0.1586) loss_bbox_aux_4: 0.1528 (0.1581) loss_bbox_aux_5: 0.2128 (0.2103) loss_bbox_dn_0: 0.2607 (0.2820) loss_bbox_dn_1: 0.2029 (0.2125) loss_bbox_dn_2: 0.1916 (0.1897) loss_bbox_dn_3: 0.1872 (0.1827) loss_bbox_dn_4: 0.1842 (0.1812) loss_bbox_dn_5: 0.1843 (0.1812) loss_giou: 0.4676 (0.4821) loss_giou_aux_0: 0.5179 (0.5068) loss_giou_aux_1: 0.4873 (0.4920) loss_giou_aux_2: 0.4664 (0.4869) loss_giou_aux_3: 0.4708 (0.4834) loss_giou_aux_4: 0.4683 (0.4822) loss_giou_aux_5: 0.5758 (0.5745) loss_giou_dn_0: 0.6019 (0.5965) loss_giou_dn_1: 0.4830 (0.4905) loss_giou_dn_2: 0.4497 (0.4606) loss_giou_dn_3: 0.4422 (0.4520) loss_giou_dn_4: 0.4434 (0.4500) loss_giou_dn_5: 0.4441 (0.4502) loss_vfl: 0.6994 (0.6915) loss_vfl_aux_0: 0.8261 (0.8048) loss_vfl_aux_1: 0.7541 (0.7520) loss_vfl_aux_2: 0.7430 (0.7180) loss_vfl_aux_3: 0.7128 (0.7027) loss_vfl_aux_4: 0.7042 (0.6950) loss_vfl_aux_5: 0.7887 (0.7817) loss_vfl_dn_0: 0.4638 (0.4585) loss_vfl_dn_1: 0.4003 (0.3942) loss_vfl_dn_2: 0.3852 (0.3781) loss_vfl_dn_3: 0.3774 (0.3705) loss_vfl_dn_4: 0.3755 (0.3678) loss_vfl_dn_5: 0.3758 (0.3670) time: 0.4760 data: 0.0138 max mem: 5654 Epoch: [33] [6400/7393] eta: 0:07:58 lr: 0.000010 loss: 16.7924 (16.2987) loss_bbox: 0.1617 (0.1582) loss_bbox_aux_0: 0.1888 (0.1713) loss_bbox_aux_1: 0.1693 (0.1630) loss_bbox_aux_2: 0.1695 (0.1607) loss_bbox_aux_3: 0.1657 (0.1586) loss_bbox_aux_4: 0.1619 (0.1582) loss_bbox_aux_5: 0.2274 (0.2104) loss_bbox_dn_0: 0.2824 (0.2821) loss_bbox_dn_1: 0.2109 (0.2126) loss_bbox_dn_2: 0.1951 (0.1898) loss_bbox_dn_3: 0.1874 (0.1827) loss_bbox_dn_4: 0.1856 (0.1813) loss_bbox_dn_5: 0.1857 (0.1813) loss_giou: 0.4983 (0.4821) loss_giou_aux_0: 0.5306 (0.5068) loss_giou_aux_1: 0.5186 (0.4920) loss_giou_aux_2: 0.4960 (0.4869) loss_giou_aux_3: 0.4983 (0.4834) loss_giou_aux_4: 0.4975 (0.4822) loss_giou_aux_5: 0.5974 (0.5745) loss_giou_dn_0: 0.6141 (0.5965) loss_giou_dn_1: 0.5015 (0.4904) loss_giou_dn_2: 0.4657 (0.4605) loss_giou_dn_3: 0.4572 (0.4520) loss_giou_dn_4: 0.4558 (0.4499) loss_giou_dn_5: 0.4559 (0.4501) loss_vfl: 0.6664 (0.6915) loss_vfl_aux_0: 0.7619 (0.8046) loss_vfl_aux_1: 0.7381 (0.7520) loss_vfl_aux_2: 0.6940 (0.7180) loss_vfl_aux_3: 0.6689 (0.7027) loss_vfl_aux_4: 0.6633 (0.6949) loss_vfl_aux_5: 0.7405 (0.7816) loss_vfl_dn_0: 0.4540 (0.4585) loss_vfl_dn_1: 0.3845 (0.3941) loss_vfl_dn_2: 0.3712 (0.3781) loss_vfl_dn_3: 0.3629 (0.3704) loss_vfl_dn_4: 0.3585 (0.3677) loss_vfl_dn_5: 0.3570 (0.3669) time: 0.4736 data: 0.0134 max mem: 5654 Epoch: [33] [6500/7393] eta: 0:07:11 lr: 0.000010 loss: 16.4515 (16.2993) loss_bbox: 0.1411 (0.1583) loss_bbox_aux_0: 0.1510 (0.1713) loss_bbox_aux_1: 0.1447 (0.1630) loss_bbox_aux_2: 0.1479 (0.1608) loss_bbox_aux_3: 0.1401 (0.1587) loss_bbox_aux_4: 0.1435 (0.1582) loss_bbox_aux_5: 0.1897 (0.2104) loss_bbox_dn_0: 0.2388 (0.2820) loss_bbox_dn_1: 0.1889 (0.2125) loss_bbox_dn_2: 0.1709 (0.1898) loss_bbox_dn_3: 0.1720 (0.1827) loss_bbox_dn_4: 0.1714 (0.1812) loss_bbox_dn_5: 0.1713 (0.1812) loss_giou: 0.5495 (0.4822) loss_giou_aux_0: 0.5665 (0.5069) loss_giou_aux_1: 0.5579 (0.4921) loss_giou_aux_2: 0.5517 (0.4870) loss_giou_aux_3: 0.5493 (0.4834) loss_giou_aux_4: 0.5544 (0.4823) loss_giou_aux_5: 0.6174 (0.5746) loss_giou_dn_0: 0.6207 (0.5965) loss_giou_dn_1: 0.5172 (0.4905) loss_giou_dn_2: 0.4914 (0.4606) loss_giou_dn_3: 0.4857 (0.4520) loss_giou_dn_4: 0.4844 (0.4500) loss_giou_dn_5: 0.4838 (0.4502) loss_vfl: 0.6923 (0.6915) loss_vfl_aux_0: 0.7854 (0.8046) loss_vfl_aux_1: 0.7309 (0.7519) loss_vfl_aux_2: 0.7161 (0.7179) loss_vfl_aux_3: 0.6966 (0.7027) loss_vfl_aux_4: 0.6849 (0.6949) loss_vfl_aux_5: 0.7480 (0.7816) loss_vfl_dn_0: 0.4574 (0.4585) loss_vfl_dn_1: 0.3946 (0.3941) loss_vfl_dn_2: 0.3789 (0.3781) loss_vfl_dn_3: 0.3683 (0.3705) loss_vfl_dn_4: 0.3687 (0.3678) loss_vfl_dn_5: 0.3680 (0.3670) time: 0.4898 data: 0.0142 max mem: 5654 Epoch: [33] [6600/7393] eta: 0:06:22 lr: 0.000010 loss: 16.6638 (16.3012) loss_bbox: 0.1659 (0.1583) loss_bbox_aux_0: 0.1824 (0.1713) loss_bbox_aux_1: 0.1734 (0.1630) loss_bbox_aux_2: 0.1682 (0.1608) loss_bbox_aux_3: 0.1647 (0.1587) loss_bbox_aux_4: 0.1659 (0.1582) loss_bbox_aux_5: 0.2256 (0.2104) loss_bbox_dn_0: 0.2856 (0.2820) loss_bbox_dn_1: 0.2089 (0.2125) loss_bbox_dn_2: 0.1869 (0.1897) loss_bbox_dn_3: 0.1814 (0.1827) loss_bbox_dn_4: 0.1801 (0.1812) loss_bbox_dn_5: 0.1810 (0.1812) loss_giou: 0.4658 (0.4823) loss_giou_aux_0: 0.4659 (0.5070) loss_giou_aux_1: 0.4486 (0.4922) loss_giou_aux_2: 0.4582 (0.4871) loss_giou_aux_3: 0.4406 (0.4836) loss_giou_aux_4: 0.4657 (0.4824) loss_giou_aux_5: 0.5344 (0.5747) loss_giou_dn_0: 0.5930 (0.5965) loss_giou_dn_1: 0.4834 (0.4906) loss_giou_dn_2: 0.4541 (0.4607) loss_giou_dn_3: 0.4497 (0.4521) loss_giou_dn_4: 0.4460 (0.4501) loss_giou_dn_5: 0.4458 (0.4503) loss_vfl: 0.6784 (0.6916) loss_vfl_aux_0: 0.7966 (0.8046) loss_vfl_aux_1: 0.7628 (0.7519) loss_vfl_aux_2: 0.6983 (0.7179) loss_vfl_aux_3: 0.6925 (0.7028) loss_vfl_aux_4: 0.6832 (0.6950) loss_vfl_aux_5: 0.7981 (0.7817) loss_vfl_dn_0: 0.4500 (0.4585) loss_vfl_dn_1: 0.3798 (0.3941) loss_vfl_dn_2: 0.3682 (0.3782) loss_vfl_dn_3: 0.3594 (0.3705) loss_vfl_dn_4: 0.3558 (0.3678) loss_vfl_dn_5: 0.3554 (0.3670) time: 0.4791 data: 0.0141 max mem: 5654 Epoch: [33] [6700/7393] eta: 0:05:34 lr: 0.000010 loss: 15.8948 (16.2991) loss_bbox: 0.1501 (0.1583) loss_bbox_aux_0: 0.1676 (0.1713) loss_bbox_aux_1: 0.1608 (0.1630) loss_bbox_aux_2: 0.1503 (0.1608) loss_bbox_aux_3: 0.1503 (0.1587) loss_bbox_aux_4: 0.1507 (0.1582) loss_bbox_aux_5: 0.1990 (0.2104) loss_bbox_dn_0: 0.2520 (0.2818) loss_bbox_dn_1: 0.1929 (0.2123) loss_bbox_dn_2: 0.1718 (0.1896) loss_bbox_dn_3: 0.1644 (0.1826) loss_bbox_dn_4: 0.1606 (0.1811) loss_bbox_dn_5: 0.1607 (0.1811) loss_giou: 0.4584 (0.4825) loss_giou_aux_0: 0.5059 (0.5072) loss_giou_aux_1: 0.4820 (0.4924) loss_giou_aux_2: 0.4838 (0.4873) loss_giou_aux_3: 0.4539 (0.4838) loss_giou_aux_4: 0.4574 (0.4826) loss_giou_aux_5: 0.5520 (0.5748) loss_giou_dn_0: 0.5861 (0.5965) loss_giou_dn_1: 0.4811 (0.4906) loss_giou_dn_2: 0.4515 (0.4607) loss_giou_dn_3: 0.4441 (0.4521) loss_giou_dn_4: 0.4434 (0.4501) loss_giou_dn_5: 0.4443 (0.4503) loss_vfl: 0.6978 (0.6913) loss_vfl_aux_0: 0.7981 (0.8042) loss_vfl_aux_1: 0.7527 (0.7516) loss_vfl_aux_2: 0.7111 (0.7176) loss_vfl_aux_3: 0.7020 (0.7026) loss_vfl_aux_4: 0.6926 (0.6947) loss_vfl_aux_5: 0.7730 (0.7814) loss_vfl_dn_0: 0.4509 (0.4584) loss_vfl_dn_1: 0.3938 (0.3941) loss_vfl_dn_2: 0.3797 (0.3781) loss_vfl_dn_3: 0.3732 (0.3704) loss_vfl_dn_4: 0.3700 (0.3677) loss_vfl_dn_5: 0.3707 (0.3670) time: 0.4841 data: 0.0143 max mem: 5654 Epoch: [33] [6800/7393] eta: 0:04:46 lr: 0.000010 loss: 16.6558 (16.2978) loss_bbox: 0.1424 (0.1582) loss_bbox_aux_0: 0.1615 (0.1713) loss_bbox_aux_1: 0.1556 (0.1630) loss_bbox_aux_2: 0.1563 (0.1608) loss_bbox_aux_3: 0.1526 (0.1586) loss_bbox_aux_4: 0.1501 (0.1582) loss_bbox_aux_5: 0.1972 (0.2103) loss_bbox_dn_0: 0.2605 (0.2818) loss_bbox_dn_1: 0.1944 (0.2124) loss_bbox_dn_2: 0.1842 (0.1896) loss_bbox_dn_3: 0.1807 (0.1826) loss_bbox_dn_4: 0.1810 (0.1811) loss_bbox_dn_5: 0.1811 (0.1811) loss_giou: 0.4728 (0.4823) loss_giou_aux_0: 0.5022 (0.5070) loss_giou_aux_1: 0.4899 (0.4922) loss_giou_aux_2: 0.4814 (0.4871) loss_giou_aux_3: 0.4791 (0.4835) loss_giou_aux_4: 0.4735 (0.4824) loss_giou_aux_5: 0.5523 (0.5747) loss_giou_dn_0: 0.5987 (0.5964) loss_giou_dn_1: 0.4957 (0.4904) loss_giou_dn_2: 0.4732 (0.4606) loss_giou_dn_3: 0.4684 (0.4520) loss_giou_dn_4: 0.4670 (0.4500) loss_giou_dn_5: 0.4677 (0.4501) loss_vfl: 0.7070 (0.6915) loss_vfl_aux_0: 0.7839 (0.8042) loss_vfl_aux_1: 0.7366 (0.7517) loss_vfl_aux_2: 0.7219 (0.7177) loss_vfl_aux_3: 0.7043 (0.7027) loss_vfl_aux_4: 0.7064 (0.6948) loss_vfl_aux_5: 0.7657 (0.7815) loss_vfl_dn_0: 0.4595 (0.4585) loss_vfl_dn_1: 0.3999 (0.3941) loss_vfl_dn_2: 0.3863 (0.3781) loss_vfl_dn_3: 0.3746 (0.3704) loss_vfl_dn_4: 0.3733 (0.3677) loss_vfl_dn_5: 0.3710 (0.3670) time: 0.4699 data: 0.0137 max mem: 5654 Epoch: [33] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.7397 (16.3008) loss_bbox: 0.1771 (0.1583) loss_bbox_aux_0: 0.1880 (0.1715) loss_bbox_aux_1: 0.1859 (0.1631) loss_bbox_aux_2: 0.1812 (0.1609) loss_bbox_aux_3: 0.1787 (0.1588) loss_bbox_aux_4: 0.1795 (0.1583) loss_bbox_aux_5: 0.2318 (0.2105) loss_bbox_dn_0: 0.2979 (0.2819) loss_bbox_dn_1: 0.2349 (0.2125) loss_bbox_dn_2: 0.2069 (0.1897) loss_bbox_dn_3: 0.2034 (0.1827) loss_bbox_dn_4: 0.2032 (0.1812) loss_bbox_dn_5: 0.2032 (0.1812) loss_giou: 0.5046 (0.4825) loss_giou_aux_0: 0.5255 (0.5073) loss_giou_aux_1: 0.5006 (0.4924) loss_giou_aux_2: 0.5046 (0.4874) loss_giou_aux_3: 0.5035 (0.4838) loss_giou_aux_4: 0.5040 (0.4827) loss_giou_aux_5: 0.5885 (0.5749) loss_giou_dn_0: 0.6412 (0.5965) loss_giou_dn_1: 0.5183 (0.4905) loss_giou_dn_2: 0.4937 (0.4606) loss_giou_dn_3: 0.4872 (0.4521) loss_giou_dn_4: 0.4824 (0.4500) loss_giou_dn_5: 0.4825 (0.4502) loss_vfl: 0.6960 (0.6914) loss_vfl_aux_0: 0.7877 (0.8041) loss_vfl_aux_1: 0.7734 (0.7516) loss_vfl_aux_2: 0.7360 (0.7177) loss_vfl_aux_3: 0.7269 (0.7026) loss_vfl_aux_4: 0.6993 (0.6947) loss_vfl_aux_5: 0.7938 (0.7814) loss_vfl_dn_0: 0.4569 (0.4584) loss_vfl_dn_1: 0.3992 (0.3941) loss_vfl_dn_2: 0.3797 (0.3781) loss_vfl_dn_3: 0.3709 (0.3704) loss_vfl_dn_4: 0.3690 (0.3677) loss_vfl_dn_5: 0.3684 (0.3669) time: 0.4797 data: 0.0143 max mem: 5654 Epoch: [33] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 15.8186 (16.3022) loss_bbox: 0.1558 (0.1584) loss_bbox_aux_0: 0.1641 (0.1715) loss_bbox_aux_1: 0.1588 (0.1632) loss_bbox_aux_2: 0.1479 (0.1609) loss_bbox_aux_3: 0.1565 (0.1588) loss_bbox_aux_4: 0.1559 (0.1584) loss_bbox_aux_5: 0.1968 (0.2105) loss_bbox_dn_0: 0.2642 (0.2821) loss_bbox_dn_1: 0.2037 (0.2126) loss_bbox_dn_2: 0.1826 (0.1898) loss_bbox_dn_3: 0.1745 (0.1828) loss_bbox_dn_4: 0.1730 (0.1813) loss_bbox_dn_5: 0.1730 (0.1813) loss_giou: 0.4777 (0.4825) loss_giou_aux_0: 0.4813 (0.5072) loss_giou_aux_1: 0.4722 (0.4924) loss_giou_aux_2: 0.4735 (0.4873) loss_giou_aux_3: 0.4663 (0.4838) loss_giou_aux_4: 0.4702 (0.4826) loss_giou_aux_5: 0.5646 (0.5749) loss_giou_dn_0: 0.5955 (0.5966) loss_giou_dn_1: 0.4872 (0.4905) loss_giou_dn_2: 0.4540 (0.4607) loss_giou_dn_3: 0.4460 (0.4521) loss_giou_dn_4: 0.4441 (0.4500) loss_giou_dn_5: 0.4443 (0.4502) loss_vfl: 0.6755 (0.6915) loss_vfl_aux_0: 0.7969 (0.8041) loss_vfl_aux_1: 0.7282 (0.7516) loss_vfl_aux_2: 0.7150 (0.7177) loss_vfl_aux_3: 0.6921 (0.7026) loss_vfl_aux_4: 0.6843 (0.6948) loss_vfl_aux_5: 0.7874 (0.7815) loss_vfl_dn_0: 0.4590 (0.4585) loss_vfl_dn_1: 0.3922 (0.3941) loss_vfl_dn_2: 0.3750 (0.3781) loss_vfl_dn_3: 0.3682 (0.3704) loss_vfl_dn_4: 0.3630 (0.3677) loss_vfl_dn_5: 0.3625 (0.3670) time: 0.4876 data: 0.0145 max mem: 5654 Epoch: [33] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.8856 (16.3059) loss_bbox: 0.1489 (0.1583) loss_bbox_aux_0: 0.1614 (0.1715) loss_bbox_aux_1: 0.1565 (0.1631) loss_bbox_aux_2: 0.1512 (0.1609) loss_bbox_aux_3: 0.1480 (0.1588) loss_bbox_aux_4: 0.1488 (0.1583) loss_bbox_aux_5: 0.1943 (0.2105) loss_bbox_dn_0: 0.2489 (0.2819) loss_bbox_dn_1: 0.1951 (0.2124) loss_bbox_dn_2: 0.1746 (0.1897) loss_bbox_dn_3: 0.1659 (0.1827) loss_bbox_dn_4: 0.1625 (0.1812) loss_bbox_dn_5: 0.1625 (0.1812) loss_giou: 0.5619 (0.4829) loss_giou_aux_0: 0.5664 (0.5077) loss_giou_aux_1: 0.5703 (0.4929) loss_giou_aux_2: 0.5617 (0.4878) loss_giou_aux_3: 0.5653 (0.4842) loss_giou_aux_4: 0.5623 (0.4830) loss_giou_aux_5: 0.6383 (0.5753) loss_giou_dn_0: 0.6260 (0.5968) loss_giou_dn_1: 0.5279 (0.4908) loss_giou_dn_2: 0.5017 (0.4609) loss_giou_dn_3: 0.4907 (0.4524) loss_giou_dn_4: 0.4881 (0.4503) loss_giou_dn_5: 0.4882 (0.4505) loss_vfl: 0.6695 (0.6916) loss_vfl_aux_0: 0.7423 (0.8038) loss_vfl_aux_1: 0.6971 (0.7516) loss_vfl_aux_2: 0.6818 (0.7177) loss_vfl_aux_3: 0.6647 (0.7027) loss_vfl_aux_4: 0.6624 (0.6949) loss_vfl_aux_5: 0.7281 (0.7813) loss_vfl_dn_0: 0.4561 (0.4585) loss_vfl_dn_1: 0.4052 (0.3942) loss_vfl_dn_2: 0.3931 (0.3782) loss_vfl_dn_3: 0.3836 (0.3705) loss_vfl_dn_4: 0.3807 (0.3678) loss_vfl_dn_5: 0.3809 (0.3671) time: 0.4806 data: 0.0146 max mem: 5654 Epoch: [33] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.4279 (16.3053) loss_bbox: 0.1432 (0.1583) loss_bbox_aux_0: 0.1559 (0.1714) loss_bbox_aux_1: 0.1493 (0.1630) loss_bbox_aux_2: 0.1640 (0.1608) loss_bbox_aux_3: 0.1388 (0.1587) loss_bbox_aux_4: 0.1429 (0.1583) loss_bbox_aux_5: 0.1960 (0.2104) loss_bbox_dn_0: 0.2465 (0.2817) loss_bbox_dn_1: 0.1799 (0.2123) loss_bbox_dn_2: 0.1565 (0.1896) loss_bbox_dn_3: 0.1521 (0.1826) loss_bbox_dn_4: 0.1517 (0.1811) loss_bbox_dn_5: 0.1517 (0.1811) loss_giou: 0.5185 (0.4829) loss_giou_aux_0: 0.5215 (0.5077) loss_giou_aux_1: 0.5073 (0.4929) loss_giou_aux_2: 0.5096 (0.4878) loss_giou_aux_3: 0.5165 (0.4842) loss_giou_aux_4: 0.5186 (0.4831) loss_giou_aux_5: 0.5990 (0.5753) loss_giou_dn_0: 0.5975 (0.5968) loss_giou_dn_1: 0.4989 (0.4908) loss_giou_dn_2: 0.4664 (0.4609) loss_giou_dn_3: 0.4548 (0.4524) loss_giou_dn_4: 0.4509 (0.4503) loss_giou_dn_5: 0.4511 (0.4505) loss_vfl: 0.6776 (0.6916) loss_vfl_aux_0: 0.7737 (0.8038) loss_vfl_aux_1: 0.7565 (0.7517) loss_vfl_aux_2: 0.7149 (0.7178) loss_vfl_aux_3: 0.6851 (0.7027) loss_vfl_aux_4: 0.6810 (0.6949) loss_vfl_aux_5: 0.7806 (0.7812) loss_vfl_dn_0: 0.4618 (0.4585) loss_vfl_dn_1: 0.3984 (0.3942) loss_vfl_dn_2: 0.3839 (0.3782) loss_vfl_dn_3: 0.3726 (0.3705) loss_vfl_dn_4: 0.3695 (0.3678) loss_vfl_dn_5: 0.3701 (0.3670) time: 0.4831 data: 0.0142 max mem: 5654 Epoch: [33] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.2311 (16.3039) loss_bbox: 0.1491 (0.1582) loss_bbox_aux_0: 0.1721 (0.1714) loss_bbox_aux_1: 0.1555 (0.1629) loss_bbox_aux_2: 0.1575 (0.1608) loss_bbox_aux_3: 0.1587 (0.1587) loss_bbox_aux_4: 0.1508 (0.1582) loss_bbox_aux_5: 0.2014 (0.2104) loss_bbox_dn_0: 0.2556 (0.2816) loss_bbox_dn_1: 0.1937 (0.2123) loss_bbox_dn_2: 0.1713 (0.1896) loss_bbox_dn_3: 0.1662 (0.1826) loss_bbox_dn_4: 0.1649 (0.1811) loss_bbox_dn_5: 0.1649 (0.1811) loss_giou: 0.4494 (0.4828) loss_giou_aux_0: 0.4689 (0.5076) loss_giou_aux_1: 0.4632 (0.4928) loss_giou_aux_2: 0.4566 (0.4877) loss_giou_aux_3: 0.4564 (0.4842) loss_giou_aux_4: 0.4489 (0.4830) loss_giou_aux_5: 0.5530 (0.5752) loss_giou_dn_0: 0.6016 (0.5967) loss_giou_dn_1: 0.5097 (0.4908) loss_giou_dn_2: 0.4740 (0.4609) loss_giou_dn_3: 0.4711 (0.4523) loss_giou_dn_4: 0.4677 (0.4503) loss_giou_dn_5: 0.4673 (0.4505) loss_vfl: 0.6791 (0.6917) loss_vfl_aux_0: 0.7998 (0.8039) loss_vfl_aux_1: 0.7303 (0.7518) loss_vfl_aux_2: 0.6909 (0.7178) loss_vfl_aux_3: 0.6801 (0.7028) loss_vfl_aux_4: 0.6872 (0.6950) loss_vfl_aux_5: 0.7674 (0.7813) loss_vfl_dn_0: 0.4546 (0.4585) loss_vfl_dn_1: 0.3925 (0.3942) loss_vfl_dn_2: 0.3771 (0.3782) loss_vfl_dn_3: 0.3707 (0.3705) loss_vfl_dn_4: 0.3680 (0.3678) loss_vfl_dn_5: 0.3679 (0.3670) time: 0.4743 data: 0.0140 max mem: 5654 Epoch: [33] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.9533 (16.3047) loss_bbox: 0.1521 (0.1582) loss_bbox_aux_0: 0.1643 (0.1714) loss_bbox_aux_1: 0.1565 (0.1629) loss_bbox_aux_2: 0.1556 (0.1608) loss_bbox_aux_3: 0.1505 (0.1587) loss_bbox_aux_4: 0.1528 (0.1582) loss_bbox_aux_5: 0.2090 (0.2103) loss_bbox_dn_0: 0.2845 (0.2816) loss_bbox_dn_1: 0.2365 (0.2123) loss_bbox_dn_2: 0.2081 (0.1896) loss_bbox_dn_3: 0.2084 (0.1826) loss_bbox_dn_4: 0.2064 (0.1811) loss_bbox_dn_5: 0.2059 (0.1811) loss_giou: 0.4600 (0.4829) loss_giou_aux_0: 0.4955 (0.5077) loss_giou_aux_1: 0.4776 (0.4928) loss_giou_aux_2: 0.4786 (0.4877) loss_giou_aux_3: 0.4626 (0.4842) loss_giou_aux_4: 0.4560 (0.4830) loss_giou_aux_5: 0.5497 (0.5752) loss_giou_dn_0: 0.5784 (0.5967) loss_giou_dn_1: 0.4851 (0.4908) loss_giou_dn_2: 0.4447 (0.4609) loss_giou_dn_3: 0.4345 (0.4523) loss_giou_dn_4: 0.4293 (0.4503) loss_giou_dn_5: 0.4291 (0.4505) loss_vfl: 0.6906 (0.6919) loss_vfl_aux_0: 0.7901 (0.8038) loss_vfl_aux_1: 0.7315 (0.7519) loss_vfl_aux_2: 0.6978 (0.7179) loss_vfl_aux_3: 0.7079 (0.7029) loss_vfl_aux_4: 0.6960 (0.6952) loss_vfl_aux_5: 0.7784 (0.7812) loss_vfl_dn_0: 0.4621 (0.4585) loss_vfl_dn_1: 0.3957 (0.3942) loss_vfl_dn_2: 0.3836 (0.3782) loss_vfl_dn_3: 0.3733 (0.3705) loss_vfl_dn_4: 0.3692 (0.3678) loss_vfl_dn_5: 0.3696 (0.3671) time: 0.4641 data: 0.0145 max mem: 5654 Epoch: [33] Total time: 0:59:23 (0.4820 s / it) Averaged stats: lr: 0.000010 loss: 15.9533 (16.3047) loss_bbox: 0.1521 (0.1582) loss_bbox_aux_0: 0.1643 (0.1714) loss_bbox_aux_1: 0.1565 (0.1629) loss_bbox_aux_2: 0.1556 (0.1608) loss_bbox_aux_3: 0.1505 (0.1587) loss_bbox_aux_4: 0.1528 (0.1582) loss_bbox_aux_5: 0.2090 (0.2103) loss_bbox_dn_0: 0.2845 (0.2816) loss_bbox_dn_1: 0.2365 (0.2123) loss_bbox_dn_2: 0.2081 (0.1896) loss_bbox_dn_3: 0.2084 (0.1826) loss_bbox_dn_4: 0.2064 (0.1811) loss_bbox_dn_5: 0.2059 (0.1811) loss_giou: 0.4600 (0.4829) loss_giou_aux_0: 0.4955 (0.5077) loss_giou_aux_1: 0.4776 (0.4928) loss_giou_aux_2: 0.4786 (0.4877) loss_giou_aux_3: 0.4626 (0.4842) loss_giou_aux_4: 0.4560 (0.4830) loss_giou_aux_5: 0.5497 (0.5752) loss_giou_dn_0: 0.5784 (0.5967) loss_giou_dn_1: 0.4851 (0.4908) loss_giou_dn_2: 0.4447 (0.4609) loss_giou_dn_3: 0.4345 (0.4523) loss_giou_dn_4: 0.4293 (0.4503) loss_giou_dn_5: 0.4291 (0.4505) loss_vfl: 0.6906 (0.6919) loss_vfl_aux_0: 0.7901 (0.8038) loss_vfl_aux_1: 0.7315 (0.7519) loss_vfl_aux_2: 0.6978 (0.7179) loss_vfl_aux_3: 0.7079 (0.7029) loss_vfl_aux_4: 0.6960 (0.6952) loss_vfl_aux_5: 0.7784 (0.7812) loss_vfl_dn_0: 0.4621 (0.4585) loss_vfl_dn_1: 0.3957 (0.3942) loss_vfl_dn_2: 0.3836 (0.3782) loss_vfl_dn_3: 0.3733 (0.3705) loss_vfl_dn_4: 0.3692 (0.3678) loss_vfl_dn_5: 0.3696 (0.3671) Test: [ 0/157] eta: 0:04:13 time: 1.6115 data: 1.1959 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5030 data: 0.1308 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3918 data: 0.0249 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3973 data: 0.0265 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3978 data: 0.0272 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4003 data: 0.0272 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.7072 data: 0.0267 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.6933 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3904 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3967 data: 0.0262 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3869 data: 0.0263 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3859 data: 0.0253 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3847 data: 0.0247 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3858 data: 0.0251 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3822 data: 0.0254 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3668 data: 0.0253 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3582 data: 0.0249 max mem: 5654 Test: Total time: 0:01:08 (0.4369 s / it) Averaged stats: Accumulating evaluation results... DONE (t=40.81s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 33, 'coco_eval_bbox': 0.5196589858699592} Epoch: [34] [ 0/7393] eta: 6:41:16 lr: 0.000010 loss: 17.4350 (17.4350) loss_bbox: 0.2298 (0.2298) loss_bbox_aux_0: 0.2178 (0.2178) loss_bbox_aux_1: 0.2080 (0.2080) loss_bbox_aux_2: 0.2246 (0.2246) loss_bbox_aux_3: 0.2257 (0.2257) loss_bbox_aux_4: 0.2299 (0.2299) loss_bbox_aux_5: 0.2852 (0.2852) loss_bbox_dn_0: 0.4064 (0.4064) loss_bbox_dn_1: 0.2767 (0.2767) loss_bbox_dn_2: 0.2427 (0.2427) loss_bbox_dn_3: 0.2290 (0.2290) loss_bbox_dn_4: 0.2244 (0.2244) loss_bbox_dn_5: 0.2245 (0.2245) loss_giou: 0.4794 (0.4794) loss_giou_aux_0: 0.4775 (0.4775) loss_giou_aux_1: 0.4422 (0.4422) loss_giou_aux_2: 0.4569 (0.4569) loss_giou_aux_3: 0.4734 (0.4734) loss_giou_aux_4: 0.4794 (0.4794) loss_giou_aux_5: 0.5082 (0.5082) loss_giou_dn_0: 0.5738 (0.5738) loss_giou_dn_1: 0.4280 (0.4280) loss_giou_dn_2: 0.3958 (0.3958) loss_giou_dn_3: 0.3857 (0.3857) loss_giou_dn_4: 0.3825 (0.3825) loss_giou_dn_5: 0.3825 (0.3825) loss_vfl: 0.7702 (0.7702) loss_vfl_aux_0: 0.9020 (0.9020) loss_vfl_aux_1: 0.9155 (0.9155) loss_vfl_aux_2: 0.8454 (0.8454) loss_vfl_aux_3: 0.8105 (0.8105) loss_vfl_aux_4: 0.7906 (0.7906) loss_vfl_aux_5: 0.9799 (0.9799) loss_vfl_dn_0: 0.4724 (0.4724) loss_vfl_dn_1: 0.3921 (0.3921) loss_vfl_dn_2: 0.3759 (0.3759) loss_vfl_dn_3: 0.3658 (0.3658) loss_vfl_dn_4: 0.3636 (0.3636) loss_vfl_dn_5: 0.3614 (0.3614) time: 3.2567 data: 2.6278 max mem: 5654 Epoch: [34] [ 100/7393] eta: 1:02:24 lr: 0.000010 loss: 15.8151 (16.2520) loss_bbox: 0.1450 (0.1602) loss_bbox_aux_0: 0.1637 (0.1742) loss_bbox_aux_1: 0.1500 (0.1672) loss_bbox_aux_2: 0.1455 (0.1644) loss_bbox_aux_3: 0.1458 (0.1614) loss_bbox_aux_4: 0.1307 (0.1598) loss_bbox_aux_5: 0.1932 (0.2126) loss_bbox_dn_0: 0.2807 (0.2766) loss_bbox_dn_1: 0.1990 (0.2079) loss_bbox_dn_2: 0.1801 (0.1860) loss_bbox_dn_3: 0.1757 (0.1789) loss_bbox_dn_4: 0.1733 (0.1774) loss_bbox_dn_5: 0.1734 (0.1775) loss_giou: 0.4872 (0.4842) loss_giou_aux_0: 0.5040 (0.5082) loss_giou_aux_1: 0.5057 (0.4949) loss_giou_aux_2: 0.4991 (0.4894) loss_giou_aux_3: 0.4893 (0.4853) loss_giou_aux_4: 0.4932 (0.4843) loss_giou_aux_5: 0.5448 (0.5741) loss_giou_dn_0: 0.5835 (0.5917) loss_giou_dn_1: 0.4887 (0.4877) loss_giou_dn_2: 0.4641 (0.4585) loss_giou_dn_3: 0.4510 (0.4496) loss_giou_dn_4: 0.4509 (0.4477) loss_giou_dn_5: 0.4517 (0.4478) loss_vfl: 0.6796 (0.6873) loss_vfl_aux_0: 0.7637 (0.7942) loss_vfl_aux_1: 0.7391 (0.7428) loss_vfl_aux_2: 0.7063 (0.7133) loss_vfl_aux_3: 0.6954 (0.6998) loss_vfl_aux_4: 0.6873 (0.6911) loss_vfl_aux_5: 0.7608 (0.7802) loss_vfl_dn_0: 0.4492 (0.4575) loss_vfl_dn_1: 0.3874 (0.3944) loss_vfl_dn_2: 0.3696 (0.3782) loss_vfl_dn_3: 0.3606 (0.3704) loss_vfl_dn_4: 0.3571 (0.3680) loss_vfl_dn_5: 0.3590 (0.3674) time: 0.4865 data: 0.0147 max mem: 5654 Epoch: [34] [ 200/7393] eta: 0:59:23 lr: 0.000010 loss: 15.4104 (16.2299) loss_bbox: 0.1620 (0.1593) loss_bbox_aux_0: 0.1749 (0.1731) loss_bbox_aux_1: 0.1696 (0.1653) loss_bbox_aux_2: 0.1719 (0.1625) loss_bbox_aux_3: 0.1669 (0.1600) loss_bbox_aux_4: 0.1622 (0.1590) loss_bbox_aux_5: 0.2135 (0.2105) loss_bbox_dn_0: 0.2772 (0.2763) loss_bbox_dn_1: 0.2268 (0.2079) loss_bbox_dn_2: 0.1947 (0.1855) loss_bbox_dn_3: 0.1896 (0.1787) loss_bbox_dn_4: 0.1869 (0.1772) loss_bbox_dn_5: 0.1869 (0.1772) loss_giou: 0.4267 (0.4857) loss_giou_aux_0: 0.4371 (0.5098) loss_giou_aux_1: 0.4289 (0.4971) loss_giou_aux_2: 0.4306 (0.4911) loss_giou_aux_3: 0.4185 (0.4865) loss_giou_aux_4: 0.4319 (0.4856) loss_giou_aux_5: 0.5072 (0.5752) loss_giou_dn_0: 0.5467 (0.5937) loss_giou_dn_1: 0.4358 (0.4895) loss_giou_dn_2: 0.4145 (0.4602) loss_giou_dn_3: 0.3991 (0.4515) loss_giou_dn_4: 0.3989 (0.4496) loss_giou_dn_5: 0.3989 (0.4498) loss_vfl: 0.6726 (0.6844) loss_vfl_aux_0: 0.8053 (0.7902) loss_vfl_aux_1: 0.7387 (0.7377) loss_vfl_aux_2: 0.6995 (0.7085) loss_vfl_aux_3: 0.6961 (0.6980) loss_vfl_aux_4: 0.6789 (0.6882) loss_vfl_aux_5: 0.7794 (0.7741) loss_vfl_dn_0: 0.4536 (0.4564) loss_vfl_dn_1: 0.3813 (0.3933) loss_vfl_dn_2: 0.3610 (0.3774) loss_vfl_dn_3: 0.3543 (0.3699) loss_vfl_dn_4: 0.3528 (0.3674) loss_vfl_dn_5: 0.3505 (0.3668) time: 0.4747 data: 0.0148 max mem: 5654 Epoch: [34] [ 300/7393] eta: 0:58:03 lr: 0.000010 loss: 16.3517 (16.2140) loss_bbox: 0.1513 (0.1574) loss_bbox_aux_0: 0.1635 (0.1709) loss_bbox_aux_1: 0.1455 (0.1637) loss_bbox_aux_2: 0.1443 (0.1610) loss_bbox_aux_3: 0.1433 (0.1578) loss_bbox_aux_4: 0.1430 (0.1569) loss_bbox_aux_5: 0.1895 (0.2077) loss_bbox_dn_0: 0.2491 (0.2739) loss_bbox_dn_1: 0.1890 (0.2062) loss_bbox_dn_2: 0.1759 (0.1842) loss_bbox_dn_3: 0.1721 (0.1773) loss_bbox_dn_4: 0.1700 (0.1758) loss_bbox_dn_5: 0.1695 (0.1758) loss_giou: 0.4710 (0.4853) loss_giou_aux_0: 0.4982 (0.5098) loss_giou_aux_1: 0.4787 (0.4969) loss_giou_aux_2: 0.4771 (0.4914) loss_giou_aux_3: 0.4654 (0.4858) loss_giou_aux_4: 0.4605 (0.4849) loss_giou_aux_5: 0.5729 (0.5762) loss_giou_dn_0: 0.5762 (0.5932) loss_giou_dn_1: 0.4688 (0.4889) loss_giou_dn_2: 0.4485 (0.4598) loss_giou_dn_3: 0.4388 (0.4513) loss_giou_dn_4: 0.4353 (0.4494) loss_giou_dn_5: 0.4351 (0.4496) loss_vfl: 0.6927 (0.6865) loss_vfl_aux_0: 0.7743 (0.7900) loss_vfl_aux_1: 0.7457 (0.7378) loss_vfl_aux_2: 0.7069 (0.7087) loss_vfl_aux_3: 0.7011 (0.6995) loss_vfl_aux_4: 0.6846 (0.6906) loss_vfl_aux_5: 0.7538 (0.7751) loss_vfl_dn_0: 0.4522 (0.4570) loss_vfl_dn_1: 0.3971 (0.3936) loss_vfl_dn_2: 0.3796 (0.3779) loss_vfl_dn_3: 0.3758 (0.3704) loss_vfl_dn_4: 0.3715 (0.3680) loss_vfl_dn_5: 0.3719 (0.3674) time: 0.4716 data: 0.0155 max mem: 5654 Epoch: [34] [ 400/7393] eta: 0:56:49 lr: 0.000010 loss: 16.3763 (16.2255) loss_bbox: 0.1449 (0.1578) loss_bbox_aux_0: 0.1534 (0.1707) loss_bbox_aux_1: 0.1506 (0.1634) loss_bbox_aux_2: 0.1531 (0.1612) loss_bbox_aux_3: 0.1490 (0.1583) loss_bbox_aux_4: 0.1450 (0.1575) loss_bbox_aux_5: 0.1901 (0.2083) loss_bbox_dn_0: 0.2398 (0.2750) loss_bbox_dn_1: 0.1833 (0.2067) loss_bbox_dn_2: 0.1688 (0.1845) loss_bbox_dn_3: 0.1623 (0.1776) loss_bbox_dn_4: 0.1604 (0.1761) loss_bbox_dn_5: 0.1604 (0.1761) loss_giou: 0.5126 (0.4847) loss_giou_aux_0: 0.5478 (0.5096) loss_giou_aux_1: 0.5372 (0.4960) loss_giou_aux_2: 0.5293 (0.4908) loss_giou_aux_3: 0.5176 (0.4856) loss_giou_aux_4: 0.5119 (0.4847) loss_giou_aux_5: 0.6242 (0.5767) loss_giou_dn_0: 0.6070 (0.5940) loss_giou_dn_1: 0.4993 (0.4888) loss_giou_dn_2: 0.4694 (0.4597) loss_giou_dn_3: 0.4599 (0.4512) loss_giou_dn_4: 0.4577 (0.4493) loss_giou_dn_5: 0.4581 (0.4495) loss_vfl: 0.6780 (0.6864) loss_vfl_aux_0: 0.7756 (0.7925) loss_vfl_aux_1: 0.7108 (0.7403) loss_vfl_aux_2: 0.6915 (0.7105) loss_vfl_aux_3: 0.6864 (0.6987) loss_vfl_aux_4: 0.6792 (0.6902) loss_vfl_aux_5: 0.7614 (0.7759) loss_vfl_dn_0: 0.4599 (0.4578) loss_vfl_dn_1: 0.3955 (0.3942) loss_vfl_dn_2: 0.3814 (0.3784) loss_vfl_dn_3: 0.3719 (0.3708) loss_vfl_dn_4: 0.3669 (0.3682) loss_vfl_dn_5: 0.3668 (0.3676) time: 0.4752 data: 0.0148 max mem: 5654 Epoch: [34] [ 500/7393] eta: 0:55:46 lr: 0.000010 loss: 16.2803 (16.2167) loss_bbox: 0.1670 (0.1572) loss_bbox_aux_0: 0.1776 (0.1699) loss_bbox_aux_1: 0.1698 (0.1632) loss_bbox_aux_2: 0.1676 (0.1606) loss_bbox_aux_3: 0.1623 (0.1578) loss_bbox_aux_4: 0.1668 (0.1569) loss_bbox_aux_5: 0.2188 (0.2080) loss_bbox_dn_0: 0.2817 (0.2756) loss_bbox_dn_1: 0.2080 (0.2071) loss_bbox_dn_2: 0.1827 (0.1851) loss_bbox_dn_3: 0.1783 (0.1783) loss_bbox_dn_4: 0.1767 (0.1768) loss_bbox_dn_5: 0.1767 (0.1768) loss_giou: 0.4545 (0.4835) loss_giou_aux_0: 0.4587 (0.5080) loss_giou_aux_1: 0.4470 (0.4947) loss_giou_aux_2: 0.4400 (0.4897) loss_giou_aux_3: 0.4493 (0.4844) loss_giou_aux_4: 0.4546 (0.4834) loss_giou_aux_5: 0.5272 (0.5754) loss_giou_dn_0: 0.5628 (0.5937) loss_giou_dn_1: 0.4586 (0.4883) loss_giou_dn_2: 0.4296 (0.4592) loss_giou_dn_3: 0.4240 (0.4507) loss_giou_dn_4: 0.4248 (0.4488) loss_giou_dn_5: 0.4250 (0.4490) loss_vfl: 0.7070 (0.6863) loss_vfl_aux_0: 0.7756 (0.7939) loss_vfl_aux_1: 0.7396 (0.7405) loss_vfl_aux_2: 0.7032 (0.7104) loss_vfl_aux_3: 0.7117 (0.6982) loss_vfl_aux_4: 0.7024 (0.6902) loss_vfl_aux_5: 0.7745 (0.7766) loss_vfl_dn_0: 0.4525 (0.4581) loss_vfl_dn_1: 0.3926 (0.3944) loss_vfl_dn_2: 0.3799 (0.3785) loss_vfl_dn_3: 0.3753 (0.3710) loss_vfl_dn_4: 0.3718 (0.3684) loss_vfl_dn_5: 0.3712 (0.3677) time: 0.4687 data: 0.0152 max mem: 5654 Epoch: [34] [ 600/7393] eta: 0:54:54 lr: 0.000010 loss: 16.1149 (16.2056) loss_bbox: 0.1539 (0.1572) loss_bbox_aux_0: 0.1538 (0.1697) loss_bbox_aux_1: 0.1518 (0.1627) loss_bbox_aux_2: 0.1566 (0.1604) loss_bbox_aux_3: 0.1652 (0.1579) loss_bbox_aux_4: 0.1558 (0.1570) loss_bbox_aux_5: 0.1899 (0.2077) loss_bbox_dn_0: 0.2941 (0.2753) loss_bbox_dn_1: 0.2124 (0.2069) loss_bbox_dn_2: 0.1915 (0.1850) loss_bbox_dn_3: 0.1886 (0.1781) loss_bbox_dn_4: 0.1881 (0.1767) loss_bbox_dn_5: 0.1878 (0.1767) loss_giou: 0.4276 (0.4838) loss_giou_aux_0: 0.4550 (0.5081) loss_giou_aux_1: 0.4332 (0.4946) loss_giou_aux_2: 0.4276 (0.4897) loss_giou_aux_3: 0.4288 (0.4849) loss_giou_aux_4: 0.4276 (0.4838) loss_giou_aux_5: 0.5106 (0.5753) loss_giou_dn_0: 0.5649 (0.5941) loss_giou_dn_1: 0.4529 (0.4884) loss_giou_dn_2: 0.4308 (0.4594) loss_giou_dn_3: 0.4199 (0.4509) loss_giou_dn_4: 0.4158 (0.4490) loss_giou_dn_5: 0.4155 (0.4492) loss_vfl: 0.6914 (0.6848) loss_vfl_aux_0: 0.8046 (0.7927) loss_vfl_aux_1: 0.7624 (0.7398) loss_vfl_aux_2: 0.7121 (0.7095) loss_vfl_aux_3: 0.6936 (0.6963) loss_vfl_aux_4: 0.6902 (0.6886) loss_vfl_aux_5: 0.7952 (0.7754) loss_vfl_dn_0: 0.4579 (0.4576) loss_vfl_dn_1: 0.3979 (0.3942) loss_vfl_dn_2: 0.3825 (0.3782) loss_vfl_dn_3: 0.3767 (0.3706) loss_vfl_dn_4: 0.3753 (0.3681) loss_vfl_dn_5: 0.3750 (0.3674) time: 0.4822 data: 0.0147 max mem: 5654 Epoch: [34] [ 700/7393] eta: 0:53:58 lr: 0.000010 loss: 16.3658 (16.2142) loss_bbox: 0.1531 (0.1575) loss_bbox_aux_0: 0.1712 (0.1699) loss_bbox_aux_1: 0.1699 (0.1630) loss_bbox_aux_2: 0.1573 (0.1604) loss_bbox_aux_3: 0.1589 (0.1583) loss_bbox_aux_4: 0.1575 (0.1574) loss_bbox_aux_5: 0.2035 (0.2073) loss_bbox_dn_0: 0.3002 (0.2772) loss_bbox_dn_1: 0.2212 (0.2086) loss_bbox_dn_2: 0.1890 (0.1863) loss_bbox_dn_3: 0.1779 (0.1795) loss_bbox_dn_4: 0.1764 (0.1780) loss_bbox_dn_5: 0.1764 (0.1781) loss_giou: 0.4154 (0.4837) loss_giou_aux_0: 0.4186 (0.5076) loss_giou_aux_1: 0.4188 (0.4944) loss_giou_aux_2: 0.4112 (0.4891) loss_giou_aux_3: 0.4090 (0.4850) loss_giou_aux_4: 0.4104 (0.4837) loss_giou_aux_5: 0.5147 (0.5745) loss_giou_dn_0: 0.5888 (0.5942) loss_giou_dn_1: 0.4815 (0.4884) loss_giou_dn_2: 0.4479 (0.4592) loss_giou_dn_3: 0.4410 (0.4506) loss_giou_dn_4: 0.4396 (0.4487) loss_giou_dn_5: 0.4396 (0.4489) loss_vfl: 0.6858 (0.6849) loss_vfl_aux_0: 0.8234 (0.7936) loss_vfl_aux_1: 0.7361 (0.7391) loss_vfl_aux_2: 0.7161 (0.7101) loss_vfl_aux_3: 0.6997 (0.6956) loss_vfl_aux_4: 0.6903 (0.6884) loss_vfl_aux_5: 0.7979 (0.7766) loss_vfl_dn_0: 0.4526 (0.4576) loss_vfl_dn_1: 0.3876 (0.3942) loss_vfl_dn_2: 0.3699 (0.3782) loss_vfl_dn_3: 0.3617 (0.3707) loss_vfl_dn_4: 0.3592 (0.3681) loss_vfl_dn_5: 0.3583 (0.3675) time: 0.4759 data: 0.0147 max mem: 5654 Epoch: [34] [ 800/7393] eta: 0:53:00 lr: 0.000010 loss: 15.8621 (16.2068) loss_bbox: 0.1461 (0.1572) loss_bbox_aux_0: 0.1699 (0.1697) loss_bbox_aux_1: 0.1526 (0.1627) loss_bbox_aux_2: 0.1496 (0.1601) loss_bbox_aux_3: 0.1511 (0.1579) loss_bbox_aux_4: 0.1484 (0.1570) loss_bbox_aux_5: 0.1817 (0.2071) loss_bbox_dn_0: 0.2419 (0.2771) loss_bbox_dn_1: 0.1867 (0.2083) loss_bbox_dn_2: 0.1670 (0.1861) loss_bbox_dn_3: 0.1625 (0.1792) loss_bbox_dn_4: 0.1605 (0.1777) loss_bbox_dn_5: 0.1606 (0.1777) loss_giou: 0.4310 (0.4840) loss_giou_aux_0: 0.4682 (0.5075) loss_giou_aux_1: 0.4537 (0.4948) loss_giou_aux_2: 0.4410 (0.4894) loss_giou_aux_3: 0.4391 (0.4855) loss_giou_aux_4: 0.4309 (0.4841) loss_giou_aux_5: 0.5420 (0.5749) loss_giou_dn_0: 0.5702 (0.5943) loss_giou_dn_1: 0.4620 (0.4884) loss_giou_dn_2: 0.4290 (0.4591) loss_giou_dn_3: 0.4247 (0.4505) loss_giou_dn_4: 0.4232 (0.4486) loss_giou_dn_5: 0.4232 (0.4488) loss_vfl: 0.6538 (0.6836) loss_vfl_aux_0: 0.7703 (0.7941) loss_vfl_aux_1: 0.6986 (0.7381) loss_vfl_aux_2: 0.6544 (0.7090) loss_vfl_aux_3: 0.6605 (0.6942) loss_vfl_aux_4: 0.6560 (0.6871) loss_vfl_aux_5: 0.7580 (0.7764) loss_vfl_dn_0: 0.4558 (0.4578) loss_vfl_dn_1: 0.3858 (0.3944) loss_vfl_dn_2: 0.3686 (0.3782) loss_vfl_dn_3: 0.3638 (0.3707) loss_vfl_dn_4: 0.3599 (0.3681) loss_vfl_dn_5: 0.3591 (0.3674) time: 0.4756 data: 0.0146 max mem: 5654 Epoch: [34] [ 900/7393] eta: 0:52:07 lr: 0.000010 loss: 16.0391 (16.2040) loss_bbox: 0.1652 (0.1571) loss_bbox_aux_0: 0.1765 (0.1693) loss_bbox_aux_1: 0.1599 (0.1623) loss_bbox_aux_2: 0.1654 (0.1600) loss_bbox_aux_3: 0.1658 (0.1579) loss_bbox_aux_4: 0.1687 (0.1570) loss_bbox_aux_5: 0.2199 (0.2071) loss_bbox_dn_0: 0.2584 (0.2767) loss_bbox_dn_1: 0.1973 (0.2081) loss_bbox_dn_2: 0.1758 (0.1858) loss_bbox_dn_3: 0.1701 (0.1790) loss_bbox_dn_4: 0.1663 (0.1776) loss_bbox_dn_5: 0.1663 (0.1776) loss_giou: 0.4724 (0.4835) loss_giou_aux_0: 0.5030 (0.5066) loss_giou_aux_1: 0.4848 (0.4940) loss_giou_aux_2: 0.4755 (0.4890) loss_giou_aux_3: 0.4768 (0.4851) loss_giou_aux_4: 0.4730 (0.4836) loss_giou_aux_5: 0.5767 (0.5743) loss_giou_dn_0: 0.5851 (0.5935) loss_giou_dn_1: 0.4796 (0.4880) loss_giou_dn_2: 0.4429 (0.4586) loss_giou_dn_3: 0.4353 (0.4501) loss_giou_dn_4: 0.4313 (0.4482) loss_giou_dn_5: 0.4313 (0.4483) loss_vfl: 0.6693 (0.6847) loss_vfl_aux_0: 0.7734 (0.7952) loss_vfl_aux_1: 0.7172 (0.7391) loss_vfl_aux_2: 0.7110 (0.7100) loss_vfl_aux_3: 0.6789 (0.6953) loss_vfl_aux_4: 0.6807 (0.6881) loss_vfl_aux_5: 0.7477 (0.7773) loss_vfl_dn_0: 0.4510 (0.4579) loss_vfl_dn_1: 0.3885 (0.3941) loss_vfl_dn_2: 0.3751 (0.3781) loss_vfl_dn_3: 0.3671 (0.3706) loss_vfl_dn_4: 0.3648 (0.3680) loss_vfl_dn_5: 0.3643 (0.3673) time: 0.4808 data: 0.0137 max mem: 5654 Epoch: [34] [1000/7393] eta: 0:51:16 lr: 0.000010 loss: 16.4726 (16.2088) loss_bbox: 0.1525 (0.1576) loss_bbox_aux_0: 0.1689 (0.1698) loss_bbox_aux_1: 0.1566 (0.1628) loss_bbox_aux_2: 0.1563 (0.1603) loss_bbox_aux_3: 0.1535 (0.1584) loss_bbox_aux_4: 0.1572 (0.1575) loss_bbox_aux_5: 0.2192 (0.2077) loss_bbox_dn_0: 0.2911 (0.2782) loss_bbox_dn_1: 0.2187 (0.2092) loss_bbox_dn_2: 0.2016 (0.1868) loss_bbox_dn_3: 0.1916 (0.1799) loss_bbox_dn_4: 0.1862 (0.1785) loss_bbox_dn_5: 0.1863 (0.1785) loss_giou: 0.4534 (0.4829) loss_giou_aux_0: 0.4540 (0.5059) loss_giou_aux_1: 0.4614 (0.4931) loss_giou_aux_2: 0.4519 (0.4882) loss_giou_aux_3: 0.4437 (0.4844) loss_giou_aux_4: 0.4532 (0.4831) loss_giou_aux_5: 0.5498 (0.5737) loss_giou_dn_0: 0.5776 (0.5932) loss_giou_dn_1: 0.4765 (0.4872) loss_giou_dn_2: 0.4438 (0.4577) loss_giou_dn_3: 0.4299 (0.4491) loss_giou_dn_4: 0.4280 (0.4472) loss_giou_dn_5: 0.4282 (0.4474) loss_vfl: 0.6880 (0.6852) loss_vfl_aux_0: 0.8308 (0.7965) loss_vfl_aux_1: 0.7520 (0.7403) loss_vfl_aux_2: 0.7143 (0.7109) loss_vfl_aux_3: 0.7123 (0.6961) loss_vfl_aux_4: 0.7080 (0.6884) loss_vfl_aux_5: 0.8010 (0.7782) loss_vfl_dn_0: 0.4589 (0.4577) loss_vfl_dn_1: 0.3971 (0.3940) loss_vfl_dn_2: 0.3837 (0.3779) loss_vfl_dn_3: 0.3775 (0.3703) loss_vfl_dn_4: 0.3761 (0.3677) loss_vfl_dn_5: 0.3765 (0.3670) time: 0.4646 data: 0.0136 max mem: 5654 Epoch: [34] [1100/7393] eta: 0:50:25 lr: 0.000010 loss: 16.2337 (16.2041) loss_bbox: 0.1504 (0.1570) loss_bbox_aux_0: 0.1561 (0.1694) loss_bbox_aux_1: 0.1502 (0.1624) loss_bbox_aux_2: 0.1539 (0.1598) loss_bbox_aux_3: 0.1497 (0.1578) loss_bbox_aux_4: 0.1476 (0.1570) loss_bbox_aux_5: 0.1941 (0.2071) loss_bbox_dn_0: 0.2416 (0.2763) loss_bbox_dn_1: 0.1894 (0.2077) loss_bbox_dn_2: 0.1672 (0.1855) loss_bbox_dn_3: 0.1618 (0.1787) loss_bbox_dn_4: 0.1583 (0.1772) loss_bbox_dn_5: 0.1583 (0.1772) loss_giou: 0.4797 (0.4845) loss_giou_aux_0: 0.5174 (0.5077) loss_giou_aux_1: 0.4994 (0.4948) loss_giou_aux_2: 0.4922 (0.4898) loss_giou_aux_3: 0.4770 (0.4860) loss_giou_aux_4: 0.4877 (0.4847) loss_giou_aux_5: 0.5832 (0.5753) loss_giou_dn_0: 0.5945 (0.5938) loss_giou_dn_1: 0.5023 (0.4880) loss_giou_dn_2: 0.4688 (0.4584) loss_giou_dn_3: 0.4644 (0.4498) loss_giou_dn_4: 0.4598 (0.4478) loss_giou_dn_5: 0.4599 (0.4480) loss_vfl: 0.6610 (0.6844) loss_vfl_aux_0: 0.7792 (0.7949) loss_vfl_aux_1: 0.7024 (0.7390) loss_vfl_aux_2: 0.6972 (0.7101) loss_vfl_aux_3: 0.6681 (0.6951) loss_vfl_aux_4: 0.6509 (0.6875) loss_vfl_aux_5: 0.7520 (0.7768) loss_vfl_dn_0: 0.4504 (0.4575) loss_vfl_dn_1: 0.3916 (0.3939) loss_vfl_dn_2: 0.3760 (0.3779) loss_vfl_dn_3: 0.3702 (0.3703) loss_vfl_dn_4: 0.3695 (0.3677) loss_vfl_dn_5: 0.3693 (0.3670) time: 0.4720 data: 0.0147 max mem: 5654 Epoch: [34] [1200/7393] eta: 0:49:37 lr: 0.000010 loss: 15.6678 (16.2077) loss_bbox: 0.1542 (0.1567) loss_bbox_aux_0: 0.1758 (0.1693) loss_bbox_aux_1: 0.1590 (0.1622) loss_bbox_aux_2: 0.1554 (0.1595) loss_bbox_aux_3: 0.1526 (0.1574) loss_bbox_aux_4: 0.1516 (0.1567) loss_bbox_aux_5: 0.2133 (0.2072) loss_bbox_dn_0: 0.2672 (0.2762) loss_bbox_dn_1: 0.2016 (0.2077) loss_bbox_dn_2: 0.1841 (0.1855) loss_bbox_dn_3: 0.1809 (0.1787) loss_bbox_dn_4: 0.1800 (0.1772) loss_bbox_dn_5: 0.1795 (0.1772) loss_giou: 0.4500 (0.4850) loss_giou_aux_0: 0.4870 (0.5083) loss_giou_aux_1: 0.4547 (0.4953) loss_giou_aux_2: 0.4535 (0.4902) loss_giou_aux_3: 0.4517 (0.4865) loss_giou_aux_4: 0.4546 (0.4852) loss_giou_aux_5: 0.5464 (0.5758) loss_giou_dn_0: 0.5930 (0.5939) loss_giou_dn_1: 0.4715 (0.4880) loss_giou_dn_2: 0.4424 (0.4585) loss_giou_dn_3: 0.4347 (0.4500) loss_giou_dn_4: 0.4328 (0.4480) loss_giou_dn_5: 0.4331 (0.4481) loss_vfl: 0.6842 (0.6846) loss_vfl_aux_0: 0.7812 (0.7949) loss_vfl_aux_1: 0.7233 (0.7397) loss_vfl_aux_2: 0.6980 (0.7105) loss_vfl_aux_3: 0.6888 (0.6956) loss_vfl_aux_4: 0.6818 (0.6879) loss_vfl_aux_5: 0.7645 (0.7770) loss_vfl_dn_0: 0.4447 (0.4572) loss_vfl_dn_1: 0.3887 (0.3937) loss_vfl_dn_2: 0.3720 (0.3778) loss_vfl_dn_3: 0.3641 (0.3702) loss_vfl_dn_4: 0.3631 (0.3676) loss_vfl_dn_5: 0.3616 (0.3669) time: 0.4642 data: 0.0141 max mem: 5654 Epoch: [34] [1300/7393] eta: 0:48:46 lr: 0.000010 loss: 16.5297 (16.2038) loss_bbox: 0.1605 (0.1570) loss_bbox_aux_0: 0.1736 (0.1695) loss_bbox_aux_1: 0.1721 (0.1623) loss_bbox_aux_2: 0.1645 (0.1597) loss_bbox_aux_3: 0.1630 (0.1577) loss_bbox_aux_4: 0.1632 (0.1571) loss_bbox_aux_5: 0.2190 (0.2074) loss_bbox_dn_0: 0.2796 (0.2768) loss_bbox_dn_1: 0.2019 (0.2082) loss_bbox_dn_2: 0.1837 (0.1860) loss_bbox_dn_3: 0.1758 (0.1791) loss_bbox_dn_4: 0.1752 (0.1777) loss_bbox_dn_5: 0.1751 (0.1777) loss_giou: 0.4404 (0.4836) loss_giou_aux_0: 0.4732 (0.5067) loss_giou_aux_1: 0.4694 (0.4936) loss_giou_aux_2: 0.4608 (0.4885) loss_giou_aux_3: 0.4446 (0.4849) loss_giou_aux_4: 0.4480 (0.4838) loss_giou_aux_5: 0.5444 (0.5742) loss_giou_dn_0: 0.5846 (0.5932) loss_giou_dn_1: 0.4737 (0.4874) loss_giou_dn_2: 0.4459 (0.4579) loss_giou_dn_3: 0.4358 (0.4494) loss_giou_dn_4: 0.4325 (0.4474) loss_giou_dn_5: 0.4325 (0.4475) loss_vfl: 0.7216 (0.6852) loss_vfl_aux_0: 0.8203 (0.7959) loss_vfl_aux_1: 0.7711 (0.7410) loss_vfl_aux_2: 0.7445 (0.7117) loss_vfl_aux_3: 0.7334 (0.6965) loss_vfl_aux_4: 0.7175 (0.6886) loss_vfl_aux_5: 0.8090 (0.7781) loss_vfl_dn_0: 0.4574 (0.4572) loss_vfl_dn_1: 0.3998 (0.3936) loss_vfl_dn_2: 0.3832 (0.3776) loss_vfl_dn_3: 0.3756 (0.3700) loss_vfl_dn_4: 0.3735 (0.3674) loss_vfl_dn_5: 0.3723 (0.3667) time: 0.4823 data: 0.0150 max mem: 5654 Epoch: [34] [1400/7393] eta: 0:47:56 lr: 0.000010 loss: 16.5082 (16.2038) loss_bbox: 0.1527 (0.1569) loss_bbox_aux_0: 0.1601 (0.1695) loss_bbox_aux_1: 0.1516 (0.1621) loss_bbox_aux_2: 0.1541 (0.1596) loss_bbox_aux_3: 0.1506 (0.1576) loss_bbox_aux_4: 0.1526 (0.1570) loss_bbox_aux_5: 0.1947 (0.2072) loss_bbox_dn_0: 0.2499 (0.2766) loss_bbox_dn_1: 0.1891 (0.2080) loss_bbox_dn_2: 0.1700 (0.1858) loss_bbox_dn_3: 0.1631 (0.1790) loss_bbox_dn_4: 0.1623 (0.1775) loss_bbox_dn_5: 0.1623 (0.1775) loss_giou: 0.4779 (0.4839) loss_giou_aux_0: 0.5046 (0.5072) loss_giou_aux_1: 0.4858 (0.4939) loss_giou_aux_2: 0.4930 (0.4889) loss_giou_aux_3: 0.4861 (0.4852) loss_giou_aux_4: 0.4803 (0.4841) loss_giou_aux_5: 0.5673 (0.5744) loss_giou_dn_0: 0.5858 (0.5933) loss_giou_dn_1: 0.4820 (0.4876) loss_giou_dn_2: 0.4610 (0.4580) loss_giou_dn_3: 0.4514 (0.4495) loss_giou_dn_4: 0.4469 (0.4475) loss_giou_dn_5: 0.4467 (0.4477) loss_vfl: 0.7080 (0.6853) loss_vfl_aux_0: 0.7696 (0.7957) loss_vfl_aux_1: 0.7365 (0.7410) loss_vfl_aux_2: 0.7111 (0.7113) loss_vfl_aux_3: 0.7092 (0.6964) loss_vfl_aux_4: 0.7028 (0.6885) loss_vfl_aux_5: 0.7414 (0.7783) loss_vfl_dn_0: 0.4552 (0.4572) loss_vfl_dn_1: 0.3969 (0.3935) loss_vfl_dn_2: 0.3766 (0.3776) loss_vfl_dn_3: 0.3698 (0.3699) loss_vfl_dn_4: 0.3679 (0.3673) loss_vfl_dn_5: 0.3691 (0.3666) time: 0.4697 data: 0.0138 max mem: 5654 Epoch: [34] [1500/7393] eta: 0:47:07 lr: 0.000010 loss: 16.3062 (16.2051) loss_bbox: 0.1365 (0.1567) loss_bbox_aux_0: 0.1428 (0.1693) loss_bbox_aux_1: 0.1324 (0.1619) loss_bbox_aux_2: 0.1452 (0.1594) loss_bbox_aux_3: 0.1373 (0.1573) loss_bbox_aux_4: 0.1366 (0.1568) loss_bbox_aux_5: 0.1765 (0.2072) loss_bbox_dn_0: 0.2511 (0.2765) loss_bbox_dn_1: 0.1832 (0.2079) loss_bbox_dn_2: 0.1657 (0.1857) loss_bbox_dn_3: 0.1622 (0.1788) loss_bbox_dn_4: 0.1607 (0.1773) loss_bbox_dn_5: 0.1607 (0.1773) loss_giou: 0.4509 (0.4839) loss_giou_aux_0: 0.4764 (0.5073) loss_giou_aux_1: 0.4541 (0.4939) loss_giou_aux_2: 0.4592 (0.4890) loss_giou_aux_3: 0.4651 (0.4852) loss_giou_aux_4: 0.4582 (0.4842) loss_giou_aux_5: 0.5290 (0.5746) loss_giou_dn_0: 0.5918 (0.5936) loss_giou_dn_1: 0.4881 (0.4880) loss_giou_dn_2: 0.4587 (0.4586) loss_giou_dn_3: 0.4593 (0.4500) loss_giou_dn_4: 0.4564 (0.4480) loss_giou_dn_5: 0.4570 (0.4482) loss_vfl: 0.6681 (0.6856) loss_vfl_aux_0: 0.7675 (0.7956) loss_vfl_aux_1: 0.7214 (0.7413) loss_vfl_aux_2: 0.6837 (0.7113) loss_vfl_aux_3: 0.6845 (0.6968) loss_vfl_aux_4: 0.6743 (0.6887) loss_vfl_aux_5: 0.7487 (0.7775) loss_vfl_dn_0: 0.4461 (0.4571) loss_vfl_dn_1: 0.3898 (0.3934) loss_vfl_dn_2: 0.3741 (0.3775) loss_vfl_dn_3: 0.3658 (0.3698) loss_vfl_dn_4: 0.3631 (0.3673) loss_vfl_dn_5: 0.3612 (0.3665) time: 0.4744 data: 0.0139 max mem: 5654 Epoch: [34] [1600/7393] eta: 0:46:19 lr: 0.000010 loss: 16.8149 (16.2207) loss_bbox: 0.1707 (0.1568) loss_bbox_aux_0: 0.1816 (0.1694) loss_bbox_aux_1: 0.1694 (0.1620) loss_bbox_aux_2: 0.1712 (0.1594) loss_bbox_aux_3: 0.1704 (0.1574) loss_bbox_aux_4: 0.1745 (0.1570) loss_bbox_aux_5: 0.2161 (0.2073) loss_bbox_dn_0: 0.2858 (0.2765) loss_bbox_dn_1: 0.2186 (0.2080) loss_bbox_dn_2: 0.1949 (0.1859) loss_bbox_dn_3: 0.1905 (0.1790) loss_bbox_dn_4: 0.1910 (0.1775) loss_bbox_dn_5: 0.1910 (0.1775) loss_giou: 0.4878 (0.4847) loss_giou_aux_0: 0.5084 (0.5080) loss_giou_aux_1: 0.4955 (0.4946) loss_giou_aux_2: 0.4892 (0.4897) loss_giou_aux_3: 0.4892 (0.4860) loss_giou_aux_4: 0.4910 (0.4850) loss_giou_aux_5: 0.5911 (0.5756) loss_giou_dn_0: 0.6233 (0.5944) loss_giou_dn_1: 0.5296 (0.4888) loss_giou_dn_2: 0.4841 (0.4594) loss_giou_dn_3: 0.4749 (0.4508) loss_giou_dn_4: 0.4724 (0.4488) loss_giou_dn_5: 0.4729 (0.4490) loss_vfl: 0.6789 (0.6861) loss_vfl_aux_0: 0.7531 (0.7959) loss_vfl_aux_1: 0.7238 (0.7416) loss_vfl_aux_2: 0.7041 (0.7121) loss_vfl_aux_3: 0.6808 (0.6972) loss_vfl_aux_4: 0.6863 (0.6893) loss_vfl_aux_5: 0.7638 (0.7772) loss_vfl_dn_0: 0.4553 (0.4572) loss_vfl_dn_1: 0.4021 (0.3935) loss_vfl_dn_2: 0.3869 (0.3777) loss_vfl_dn_3: 0.3800 (0.3700) loss_vfl_dn_4: 0.3781 (0.3675) loss_vfl_dn_5: 0.3748 (0.3667) time: 0.4921 data: 0.0145 max mem: 5654 Epoch: [34] [1700/7393] eta: 0:45:29 lr: 0.000010 loss: 16.1446 (16.2194) loss_bbox: 0.1545 (0.1567) loss_bbox_aux_0: 0.1646 (0.1693) loss_bbox_aux_1: 0.1567 (0.1621) loss_bbox_aux_2: 0.1570 (0.1594) loss_bbox_aux_3: 0.1584 (0.1574) loss_bbox_aux_4: 0.1538 (0.1569) loss_bbox_aux_5: 0.1941 (0.2073) loss_bbox_dn_0: 0.2435 (0.2765) loss_bbox_dn_1: 0.1956 (0.2079) loss_bbox_dn_2: 0.1823 (0.1857) loss_bbox_dn_3: 0.1733 (0.1788) loss_bbox_dn_4: 0.1714 (0.1773) loss_bbox_dn_5: 0.1714 (0.1773) loss_giou: 0.4724 (0.4851) loss_giou_aux_0: 0.4769 (0.5084) loss_giou_aux_1: 0.4757 (0.4950) loss_giou_aux_2: 0.4698 (0.4900) loss_giou_aux_3: 0.4747 (0.4864) loss_giou_aux_4: 0.4719 (0.4853) loss_giou_aux_5: 0.5458 (0.5760) loss_giou_dn_0: 0.5767 (0.5946) loss_giou_dn_1: 0.4698 (0.4889) loss_giou_dn_2: 0.4397 (0.4594) loss_giou_dn_3: 0.4313 (0.4509) loss_giou_dn_4: 0.4310 (0.4489) loss_giou_dn_5: 0.4313 (0.4491) loss_vfl: 0.7053 (0.6858) loss_vfl_aux_0: 0.8082 (0.7956) loss_vfl_aux_1: 0.7549 (0.7410) loss_vfl_aux_2: 0.7184 (0.7117) loss_vfl_aux_3: 0.7162 (0.6968) loss_vfl_aux_4: 0.7110 (0.6889) loss_vfl_aux_5: 0.7564 (0.7764) loss_vfl_dn_0: 0.4642 (0.4572) loss_vfl_dn_1: 0.4009 (0.3936) loss_vfl_dn_2: 0.3838 (0.3777) loss_vfl_dn_3: 0.3781 (0.3701) loss_vfl_dn_4: 0.3760 (0.3675) loss_vfl_dn_5: 0.3756 (0.3667) time: 0.4766 data: 0.0138 max mem: 5654 Epoch: [34] [1800/7393] eta: 0:44:41 lr: 0.000010 loss: 16.2015 (16.2291) loss_bbox: 0.1535 (0.1570) loss_bbox_aux_0: 0.1631 (0.1695) loss_bbox_aux_1: 0.1497 (0.1623) loss_bbox_aux_2: 0.1501 (0.1595) loss_bbox_aux_3: 0.1495 (0.1575) loss_bbox_aux_4: 0.1535 (0.1571) loss_bbox_aux_5: 0.2064 (0.2072) loss_bbox_dn_0: 0.2708 (0.2768) loss_bbox_dn_1: 0.2172 (0.2083) loss_bbox_dn_2: 0.1818 (0.1861) loss_bbox_dn_3: 0.1808 (0.1792) loss_bbox_dn_4: 0.1790 (0.1777) loss_bbox_dn_5: 0.1791 (0.1778) loss_giou: 0.4728 (0.4850) loss_giou_aux_0: 0.4825 (0.5084) loss_giou_aux_1: 0.4756 (0.4950) loss_giou_aux_2: 0.4738 (0.4899) loss_giou_aux_3: 0.4719 (0.4863) loss_giou_aux_4: 0.4728 (0.4852) loss_giou_aux_5: 0.5658 (0.5757) loss_giou_dn_0: 0.5852 (0.5949) loss_giou_dn_1: 0.4725 (0.4892) loss_giou_dn_2: 0.4321 (0.4596) loss_giou_dn_3: 0.4224 (0.4511) loss_giou_dn_4: 0.4188 (0.4491) loss_giou_dn_5: 0.4188 (0.4492) loss_vfl: 0.6872 (0.6865) loss_vfl_aux_0: 0.7924 (0.7959) loss_vfl_aux_1: 0.7585 (0.7418) loss_vfl_aux_2: 0.7082 (0.7124) loss_vfl_aux_3: 0.7019 (0.6975) loss_vfl_aux_4: 0.6918 (0.6897) loss_vfl_aux_5: 0.8012 (0.7768) loss_vfl_dn_0: 0.4515 (0.4573) loss_vfl_dn_1: 0.3889 (0.3937) loss_vfl_dn_2: 0.3733 (0.3779) loss_vfl_dn_3: 0.3683 (0.3702) loss_vfl_dn_4: 0.3663 (0.3677) loss_vfl_dn_5: 0.3659 (0.3669) time: 0.4750 data: 0.0140 max mem: 5654 Epoch: [34] [1900/7393] eta: 0:43:51 lr: 0.000010 loss: 16.6365 (16.2346) loss_bbox: 0.1435 (0.1568) loss_bbox_aux_0: 0.1732 (0.1694) loss_bbox_aux_1: 0.1595 (0.1621) loss_bbox_aux_2: 0.1557 (0.1594) loss_bbox_aux_3: 0.1432 (0.1574) loss_bbox_aux_4: 0.1441 (0.1569) loss_bbox_aux_5: 0.2035 (0.2071) loss_bbox_dn_0: 0.2516 (0.2766) loss_bbox_dn_1: 0.1888 (0.2081) loss_bbox_dn_2: 0.1720 (0.1860) loss_bbox_dn_3: 0.1671 (0.1791) loss_bbox_dn_4: 0.1656 (0.1776) loss_bbox_dn_5: 0.1655 (0.1776) loss_giou: 0.5031 (0.4852) loss_giou_aux_0: 0.5466 (0.5087) loss_giou_aux_1: 0.5535 (0.4951) loss_giou_aux_2: 0.5381 (0.4901) loss_giou_aux_3: 0.5103 (0.4864) loss_giou_aux_4: 0.5058 (0.4854) loss_giou_aux_5: 0.6255 (0.5761) loss_giou_dn_0: 0.6634 (0.5951) loss_giou_dn_1: 0.5351 (0.4895) loss_giou_dn_2: 0.5169 (0.4599) loss_giou_dn_3: 0.5085 (0.4513) loss_giou_dn_4: 0.5087 (0.4493) loss_giou_dn_5: 0.5089 (0.4495) loss_vfl: 0.6672 (0.6870) loss_vfl_aux_0: 0.7728 (0.7963) loss_vfl_aux_1: 0.7038 (0.7425) loss_vfl_aux_2: 0.6791 (0.7130) loss_vfl_aux_3: 0.6846 (0.6981) loss_vfl_aux_4: 0.6675 (0.6902) loss_vfl_aux_5: 0.7593 (0.7771) loss_vfl_dn_0: 0.4600 (0.4575) loss_vfl_dn_1: 0.3984 (0.3939) loss_vfl_dn_2: 0.3856 (0.3781) loss_vfl_dn_3: 0.3771 (0.3704) loss_vfl_dn_4: 0.3732 (0.3678) loss_vfl_dn_5: 0.3727 (0.3670) time: 0.4651 data: 0.0148 max mem: 5654 Epoch: [34] [2000/7393] eta: 0:43:21 lr: 0.000010 loss: 15.8077 (16.2334) loss_bbox: 0.1450 (0.1569) loss_bbox_aux_0: 0.1613 (0.1693) loss_bbox_aux_1: 0.1473 (0.1620) loss_bbox_aux_2: 0.1458 (0.1594) loss_bbox_aux_3: 0.1456 (0.1575) loss_bbox_aux_4: 0.1450 (0.1570) loss_bbox_aux_5: 0.1902 (0.2071) loss_bbox_dn_0: 0.2540 (0.2767) loss_bbox_dn_1: 0.1867 (0.2082) loss_bbox_dn_2: 0.1614 (0.1860) loss_bbox_dn_3: 0.1553 (0.1792) loss_bbox_dn_4: 0.1554 (0.1777) loss_bbox_dn_5: 0.1556 (0.1777) loss_giou: 0.4739 (0.4852) loss_giou_aux_0: 0.4902 (0.5087) loss_giou_aux_1: 0.4733 (0.4950) loss_giou_aux_2: 0.4772 (0.4900) loss_giou_aux_3: 0.4701 (0.4864) loss_giou_aux_4: 0.4738 (0.4854) loss_giou_aux_5: 0.5831 (0.5760) loss_giou_dn_0: 0.5948 (0.5950) loss_giou_dn_1: 0.4938 (0.4895) loss_giou_dn_2: 0.4603 (0.4599) loss_giou_dn_3: 0.4507 (0.4513) loss_giou_dn_4: 0.4474 (0.4493) loss_giou_dn_5: 0.4476 (0.4495) loss_vfl: 0.6598 (0.6867) loss_vfl_aux_0: 0.7532 (0.7962) loss_vfl_aux_1: 0.7144 (0.7426) loss_vfl_aux_2: 0.6697 (0.7129) loss_vfl_aux_3: 0.6540 (0.6980) loss_vfl_aux_4: 0.6583 (0.6900) loss_vfl_aux_5: 0.7566 (0.7769) loss_vfl_dn_0: 0.4527 (0.4574) loss_vfl_dn_1: 0.3970 (0.3938) loss_vfl_dn_2: 0.3766 (0.3780) loss_vfl_dn_3: 0.3688 (0.3704) loss_vfl_dn_4: 0.3694 (0.3678) loss_vfl_dn_5: 0.3662 (0.3670) time: 0.4661 data: 0.0143 max mem: 5654 Epoch: [34] [2100/7393] eta: 0:42:32 lr: 0.000010 loss: 16.0430 (16.2338) loss_bbox: 0.1513 (0.1568) loss_bbox_aux_0: 0.1658 (0.1693) loss_bbox_aux_1: 0.1576 (0.1619) loss_bbox_aux_2: 0.1533 (0.1593) loss_bbox_aux_3: 0.1565 (0.1574) loss_bbox_aux_4: 0.1549 (0.1569) loss_bbox_aux_5: 0.2141 (0.2071) loss_bbox_dn_0: 0.2693 (0.2766) loss_bbox_dn_1: 0.2043 (0.2083) loss_bbox_dn_2: 0.1843 (0.1861) loss_bbox_dn_3: 0.1775 (0.1792) loss_bbox_dn_4: 0.1748 (0.1777) loss_bbox_dn_5: 0.1748 (0.1777) loss_giou: 0.5102 (0.4851) loss_giou_aux_0: 0.5422 (0.5088) loss_giou_aux_1: 0.5361 (0.4949) loss_giou_aux_2: 0.5273 (0.4899) loss_giou_aux_3: 0.5182 (0.4863) loss_giou_aux_4: 0.5204 (0.4853) loss_giou_aux_5: 0.5971 (0.5761) loss_giou_dn_0: 0.6116 (0.5951) loss_giou_dn_1: 0.4980 (0.4895) loss_giou_dn_2: 0.4590 (0.4599) loss_giou_dn_3: 0.4524 (0.4514) loss_giou_dn_4: 0.4489 (0.4493) loss_giou_dn_5: 0.4487 (0.4495) loss_vfl: 0.6844 (0.6869) loss_vfl_aux_0: 0.8014 (0.7960) loss_vfl_aux_1: 0.7703 (0.7432) loss_vfl_aux_2: 0.7272 (0.7132) loss_vfl_aux_3: 0.7039 (0.6981) loss_vfl_aux_4: 0.6924 (0.6901) loss_vfl_aux_5: 0.7444 (0.7769) loss_vfl_dn_0: 0.4465 (0.4573) loss_vfl_dn_1: 0.3936 (0.3937) loss_vfl_dn_2: 0.3737 (0.3779) loss_vfl_dn_3: 0.3647 (0.3703) loss_vfl_dn_4: 0.3642 (0.3677) loss_vfl_dn_5: 0.3617 (0.3669) time: 0.4755 data: 0.0142 max mem: 5654 Epoch: [34] [2200/7393] eta: 0:41:42 lr: 0.000010 loss: 16.8006 (16.2357) loss_bbox: 0.1404 (0.1567) loss_bbox_aux_0: 0.1674 (0.1693) loss_bbox_aux_1: 0.1508 (0.1619) loss_bbox_aux_2: 0.1478 (0.1592) loss_bbox_aux_3: 0.1414 (0.1572) loss_bbox_aux_4: 0.1411 (0.1568) loss_bbox_aux_5: 0.2085 (0.2074) loss_bbox_dn_0: 0.2609 (0.2771) loss_bbox_dn_1: 0.1973 (0.2086) loss_bbox_dn_2: 0.1815 (0.1863) loss_bbox_dn_3: 0.1779 (0.1795) loss_bbox_dn_4: 0.1773 (0.1780) loss_bbox_dn_5: 0.1775 (0.1780) loss_giou: 0.4956 (0.4848) loss_giou_aux_0: 0.5225 (0.5087) loss_giou_aux_1: 0.4988 (0.4947) loss_giou_aux_2: 0.4966 (0.4896) loss_giou_aux_3: 0.4952 (0.4860) loss_giou_aux_4: 0.5036 (0.4850) loss_giou_aux_5: 0.6077 (0.5760) loss_giou_dn_0: 0.6337 (0.5952) loss_giou_dn_1: 0.5269 (0.4896) loss_giou_dn_2: 0.5018 (0.4600) loss_giou_dn_3: 0.4909 (0.4514) loss_giou_dn_4: 0.4882 (0.4494) loss_giou_dn_5: 0.4883 (0.4495) loss_vfl: 0.6968 (0.6870) loss_vfl_aux_0: 0.8003 (0.7965) loss_vfl_aux_1: 0.7246 (0.7434) loss_vfl_aux_2: 0.7246 (0.7134) loss_vfl_aux_3: 0.7119 (0.6985) loss_vfl_aux_4: 0.6991 (0.6903) loss_vfl_aux_5: 0.7652 (0.7771) loss_vfl_dn_0: 0.4591 (0.4572) loss_vfl_dn_1: 0.3997 (0.3937) loss_vfl_dn_2: 0.3837 (0.3779) loss_vfl_dn_3: 0.3768 (0.3703) loss_vfl_dn_4: 0.3756 (0.3677) loss_vfl_dn_5: 0.3769 (0.3669) time: 0.4824 data: 0.0139 max mem: 5654 Epoch: [34] [2300/7393] eta: 0:40:53 lr: 0.000010 loss: 17.0049 (16.2380) loss_bbox: 0.1677 (0.1568) loss_bbox_aux_0: 0.1785 (0.1695) loss_bbox_aux_1: 0.1655 (0.1620) loss_bbox_aux_2: 0.1675 (0.1593) loss_bbox_aux_3: 0.1689 (0.1574) loss_bbox_aux_4: 0.1676 (0.1570) loss_bbox_aux_5: 0.1945 (0.2075) loss_bbox_dn_0: 0.2606 (0.2768) loss_bbox_dn_1: 0.1946 (0.2084) loss_bbox_dn_2: 0.1672 (0.1862) loss_bbox_dn_3: 0.1632 (0.1794) loss_bbox_dn_4: 0.1637 (0.1779) loss_bbox_dn_5: 0.1639 (0.1779) loss_giou: 0.4790 (0.4857) loss_giou_aux_0: 0.4898 (0.5094) loss_giou_aux_1: 0.4856 (0.4956) loss_giou_aux_2: 0.4783 (0.4904) loss_giou_aux_3: 0.4827 (0.4868) loss_giou_aux_4: 0.4789 (0.4858) loss_giou_aux_5: 0.5617 (0.5767) loss_giou_dn_0: 0.6233 (0.5957) loss_giou_dn_1: 0.5137 (0.4901) loss_giou_dn_2: 0.4823 (0.4604) loss_giou_dn_3: 0.4737 (0.4518) loss_giou_dn_4: 0.4718 (0.4498) loss_giou_dn_5: 0.4720 (0.4500) loss_vfl: 0.6792 (0.6860) loss_vfl_aux_0: 0.8001 (0.7959) loss_vfl_aux_1: 0.7233 (0.7427) loss_vfl_aux_2: 0.6888 (0.7126) loss_vfl_aux_3: 0.6796 (0.6975) loss_vfl_aux_4: 0.6829 (0.6893) loss_vfl_aux_5: 0.7807 (0.7764) loss_vfl_dn_0: 0.4575 (0.4572) loss_vfl_dn_1: 0.3912 (0.3937) loss_vfl_dn_2: 0.3773 (0.3778) loss_vfl_dn_3: 0.3715 (0.3702) loss_vfl_dn_4: 0.3707 (0.3676) loss_vfl_dn_5: 0.3676 (0.3668) time: 0.4735 data: 0.0145 max mem: 5654 Epoch: [34] [2400/7393] eta: 0:40:05 lr: 0.000010 loss: 16.3057 (16.2393) loss_bbox: 0.1473 (0.1569) loss_bbox_aux_0: 0.1534 (0.1696) loss_bbox_aux_1: 0.1556 (0.1621) loss_bbox_aux_2: 0.1438 (0.1593) loss_bbox_aux_3: 0.1412 (0.1574) loss_bbox_aux_4: 0.1452 (0.1570) loss_bbox_aux_5: 0.1929 (0.2077) loss_bbox_dn_0: 0.2808 (0.2774) loss_bbox_dn_1: 0.2158 (0.2088) loss_bbox_dn_2: 0.2041 (0.1866) loss_bbox_dn_3: 0.1996 (0.1797) loss_bbox_dn_4: 0.1967 (0.1782) loss_bbox_dn_5: 0.1967 (0.1782) loss_giou: 0.4305 (0.4847) loss_giou_aux_0: 0.4444 (0.5085) loss_giou_aux_1: 0.4492 (0.4947) loss_giou_aux_2: 0.4367 (0.4895) loss_giou_aux_3: 0.4287 (0.4858) loss_giou_aux_4: 0.4285 (0.4849) loss_giou_aux_5: 0.5185 (0.5758) loss_giou_dn_0: 0.5941 (0.5954) loss_giou_dn_1: 0.4845 (0.4897) loss_giou_dn_2: 0.4458 (0.4600) loss_giou_dn_3: 0.4340 (0.4514) loss_giou_dn_4: 0.4317 (0.4494) loss_giou_dn_5: 0.4316 (0.4495) loss_vfl: 0.7240 (0.6870) loss_vfl_aux_0: 0.8203 (0.7966) loss_vfl_aux_1: 0.7741 (0.7437) loss_vfl_aux_2: 0.7566 (0.7135) loss_vfl_aux_3: 0.7338 (0.6986) loss_vfl_aux_4: 0.7307 (0.6904) loss_vfl_aux_5: 0.8172 (0.7773) loss_vfl_dn_0: 0.4682 (0.4574) loss_vfl_dn_1: 0.3990 (0.3939) loss_vfl_dn_2: 0.3827 (0.3780) loss_vfl_dn_3: 0.3760 (0.3704) loss_vfl_dn_4: 0.3736 (0.3678) loss_vfl_dn_5: 0.3714 (0.3670) time: 0.4795 data: 0.0142 max mem: 5654 Epoch: [34] [2500/7393] eta: 0:39:16 lr: 0.000010 loss: 15.5456 (16.2264) loss_bbox: 0.1313 (0.1566) loss_bbox_aux_0: 0.1538 (0.1694) loss_bbox_aux_1: 0.1375 (0.1618) loss_bbox_aux_2: 0.1372 (0.1590) loss_bbox_aux_3: 0.1312 (0.1571) loss_bbox_aux_4: 0.1306 (0.1567) loss_bbox_aux_5: 0.2055 (0.2075) loss_bbox_dn_0: 0.2594 (0.2767) loss_bbox_dn_1: 0.1856 (0.2082) loss_bbox_dn_2: 0.1642 (0.1860) loss_bbox_dn_3: 0.1580 (0.1791) loss_bbox_dn_4: 0.1546 (0.1777) loss_bbox_dn_5: 0.1546 (0.1777) loss_giou: 0.4359 (0.4845) loss_giou_aux_0: 0.4747 (0.5084) loss_giou_aux_1: 0.4521 (0.4945) loss_giou_aux_2: 0.4428 (0.4892) loss_giou_aux_3: 0.4391 (0.4856) loss_giou_aux_4: 0.4357 (0.4847) loss_giou_aux_5: 0.5282 (0.5757) loss_giou_dn_0: 0.5765 (0.5950) loss_giou_dn_1: 0.4778 (0.4893) loss_giou_dn_2: 0.4510 (0.4597) loss_giou_dn_3: 0.4446 (0.4511) loss_giou_dn_4: 0.4422 (0.4491) loss_giou_dn_5: 0.4423 (0.4492) loss_vfl: 0.6585 (0.6865) loss_vfl_aux_0: 0.7719 (0.7960) loss_vfl_aux_1: 0.7357 (0.7432) loss_vfl_aux_2: 0.6873 (0.7131) loss_vfl_aux_3: 0.6700 (0.6981) loss_vfl_aux_4: 0.6602 (0.6898) loss_vfl_aux_5: 0.7547 (0.7764) loss_vfl_dn_0: 0.4517 (0.4574) loss_vfl_dn_1: 0.3817 (0.3937) loss_vfl_dn_2: 0.3619 (0.3778) loss_vfl_dn_3: 0.3527 (0.3702) loss_vfl_dn_4: 0.3498 (0.3676) loss_vfl_dn_5: 0.3481 (0.3668) time: 0.4794 data: 0.0150 max mem: 5654 Epoch: [34] [2600/7393] eta: 0:38:52 lr: 0.000010 loss: 16.3847 (16.2263) loss_bbox: 0.1580 (0.1568) loss_bbox_aux_0: 0.1643 (0.1697) loss_bbox_aux_1: 0.1560 (0.1621) loss_bbox_aux_2: 0.1554 (0.1593) loss_bbox_aux_3: 0.1601 (0.1573) loss_bbox_aux_4: 0.1575 (0.1570) loss_bbox_aux_5: 0.2040 (0.2078) loss_bbox_dn_0: 0.2911 (0.2771) loss_bbox_dn_1: 0.2164 (0.2086) loss_bbox_dn_2: 0.1971 (0.1863) loss_bbox_dn_3: 0.1847 (0.1794) loss_bbox_dn_4: 0.1835 (0.1779) loss_bbox_dn_5: 0.1835 (0.1780) loss_giou: 0.4678 (0.4840) loss_giou_aux_0: 0.4818 (0.5080) loss_giou_aux_1: 0.4835 (0.4939) loss_giou_aux_2: 0.4792 (0.4886) loss_giou_aux_3: 0.4779 (0.4850) loss_giou_aux_4: 0.4688 (0.4842) loss_giou_aux_5: 0.5531 (0.5753) loss_giou_dn_0: 0.6163 (0.5949) loss_giou_dn_1: 0.5125 (0.4892) loss_giou_dn_2: 0.4620 (0.4594) loss_giou_dn_3: 0.4492 (0.4508) loss_giou_dn_4: 0.4474 (0.4487) loss_giou_dn_5: 0.4474 (0.4489) loss_vfl: 0.6677 (0.6867) loss_vfl_aux_0: 0.7838 (0.7964) loss_vfl_aux_1: 0.7227 (0.7433) loss_vfl_aux_2: 0.6970 (0.7133) loss_vfl_aux_3: 0.6728 (0.6983) loss_vfl_aux_4: 0.6728 (0.6900) loss_vfl_aux_5: 0.7847 (0.7768) loss_vfl_dn_0: 0.4545 (0.4574) loss_vfl_dn_1: 0.3980 (0.3937) loss_vfl_dn_2: 0.3817 (0.3778) loss_vfl_dn_3: 0.3750 (0.3702) loss_vfl_dn_4: 0.3727 (0.3676) loss_vfl_dn_5: 0.3716 (0.3668) time: 0.4843 data: 0.0143 max mem: 5654 Epoch: [34] [2700/7393] eta: 0:38:01 lr: 0.000010 loss: 16.0720 (16.2279) loss_bbox: 0.1498 (0.1569) loss_bbox_aux_0: 0.1612 (0.1699) loss_bbox_aux_1: 0.1539 (0.1622) loss_bbox_aux_2: 0.1558 (0.1594) loss_bbox_aux_3: 0.1500 (0.1574) loss_bbox_aux_4: 0.1490 (0.1571) loss_bbox_aux_5: 0.1982 (0.2080) loss_bbox_dn_0: 0.2411 (0.2774) loss_bbox_dn_1: 0.1813 (0.2087) loss_bbox_dn_2: 0.1617 (0.1865) loss_bbox_dn_3: 0.1559 (0.1796) loss_bbox_dn_4: 0.1553 (0.1781) loss_bbox_dn_5: 0.1554 (0.1781) loss_giou: 0.4637 (0.4837) loss_giou_aux_0: 0.4910 (0.5077) loss_giou_aux_1: 0.4680 (0.4936) loss_giou_aux_2: 0.4583 (0.4883) loss_giou_aux_3: 0.4604 (0.4847) loss_giou_aux_4: 0.4655 (0.4839) loss_giou_aux_5: 0.5543 (0.5751) loss_giou_dn_0: 0.6113 (0.5948) loss_giou_dn_1: 0.4979 (0.4890) loss_giou_dn_2: 0.4587 (0.4592) loss_giou_dn_3: 0.4494 (0.4506) loss_giou_dn_4: 0.4462 (0.4486) loss_giou_dn_5: 0.4456 (0.4487) loss_vfl: 0.6797 (0.6870) loss_vfl_aux_0: 0.7834 (0.7966) loss_vfl_aux_1: 0.7373 (0.7437) loss_vfl_aux_2: 0.7238 (0.7137) loss_vfl_aux_3: 0.7018 (0.6986) loss_vfl_aux_4: 0.6839 (0.6903) loss_vfl_aux_5: 0.7375 (0.7769) loss_vfl_dn_0: 0.4569 (0.4575) loss_vfl_dn_1: 0.3990 (0.3938) loss_vfl_dn_2: 0.3823 (0.3779) loss_vfl_dn_3: 0.3743 (0.3702) loss_vfl_dn_4: 0.3699 (0.3676) loss_vfl_dn_5: 0.3690 (0.3668) time: 0.4701 data: 0.0148 max mem: 5654 Epoch: [34] [2800/7393] eta: 0:37:11 lr: 0.000010 loss: 16.6951 (16.2306) loss_bbox: 0.1685 (0.1572) loss_bbox_aux_0: 0.1839 (0.1700) loss_bbox_aux_1: 0.1825 (0.1624) loss_bbox_aux_2: 0.1780 (0.1596) loss_bbox_aux_3: 0.1698 (0.1576) loss_bbox_aux_4: 0.1692 (0.1573) loss_bbox_aux_5: 0.2299 (0.2083) loss_bbox_dn_0: 0.2721 (0.2778) loss_bbox_dn_1: 0.2207 (0.2090) loss_bbox_dn_2: 0.1986 (0.1868) loss_bbox_dn_3: 0.1902 (0.1799) loss_bbox_dn_4: 0.1886 (0.1784) loss_bbox_dn_5: 0.1885 (0.1784) loss_giou: 0.5057 (0.4836) loss_giou_aux_0: 0.5373 (0.5075) loss_giou_aux_1: 0.5353 (0.4935) loss_giou_aux_2: 0.5187 (0.4882) loss_giou_aux_3: 0.5127 (0.4847) loss_giou_aux_4: 0.5074 (0.4838) loss_giou_aux_5: 0.6017 (0.5750) loss_giou_dn_0: 0.6161 (0.5948) loss_giou_dn_1: 0.5007 (0.4890) loss_giou_dn_2: 0.4720 (0.4592) loss_giou_dn_3: 0.4657 (0.4506) loss_giou_dn_4: 0.4637 (0.4486) loss_giou_dn_5: 0.4638 (0.4487) loss_vfl: 0.6672 (0.6871) loss_vfl_aux_0: 0.7838 (0.7967) loss_vfl_aux_1: 0.7135 (0.7438) loss_vfl_aux_2: 0.6886 (0.7138) loss_vfl_aux_3: 0.6674 (0.6985) loss_vfl_aux_4: 0.6776 (0.6904) loss_vfl_aux_5: 0.7276 (0.7769) loss_vfl_dn_0: 0.4523 (0.4575) loss_vfl_dn_1: 0.3901 (0.3937) loss_vfl_dn_2: 0.3795 (0.3778) loss_vfl_dn_3: 0.3717 (0.3702) loss_vfl_dn_4: 0.3682 (0.3676) loss_vfl_dn_5: 0.3675 (0.3668) time: 0.4794 data: 0.0144 max mem: 5654 Epoch: [34] [2900/7393] eta: 0:36:21 lr: 0.000010 loss: 15.6839 (16.2281) loss_bbox: 0.1469 (0.1569) loss_bbox_aux_0: 0.1576 (0.1699) loss_bbox_aux_1: 0.1496 (0.1623) loss_bbox_aux_2: 0.1511 (0.1595) loss_bbox_aux_3: 0.1429 (0.1574) loss_bbox_aux_4: 0.1468 (0.1571) loss_bbox_aux_5: 0.1922 (0.2083) loss_bbox_dn_0: 0.2614 (0.2775) loss_bbox_dn_1: 0.1963 (0.2088) loss_bbox_dn_2: 0.1815 (0.1866) loss_bbox_dn_3: 0.1719 (0.1797) loss_bbox_dn_4: 0.1705 (0.1782) loss_bbox_dn_5: 0.1704 (0.1782) loss_giou: 0.4470 (0.4836) loss_giou_aux_0: 0.4688 (0.5076) loss_giou_aux_1: 0.4498 (0.4936) loss_giou_aux_2: 0.4510 (0.4883) loss_giou_aux_3: 0.4476 (0.4847) loss_giou_aux_4: 0.4469 (0.4838) loss_giou_aux_5: 0.5437 (0.5752) loss_giou_dn_0: 0.5706 (0.5949) loss_giou_dn_1: 0.4543 (0.4890) loss_giou_dn_2: 0.4307 (0.4592) loss_giou_dn_3: 0.4248 (0.4506) loss_giou_dn_4: 0.4222 (0.4486) loss_giou_dn_5: 0.4223 (0.4488) loss_vfl: 0.6664 (0.6870) loss_vfl_aux_0: 0.7806 (0.7965) loss_vfl_aux_1: 0.7368 (0.7437) loss_vfl_aux_2: 0.7026 (0.7136) loss_vfl_aux_3: 0.6737 (0.6986) loss_vfl_aux_4: 0.6650 (0.6903) loss_vfl_aux_5: 0.7616 (0.7765) loss_vfl_dn_0: 0.4548 (0.4575) loss_vfl_dn_1: 0.3879 (0.3937) loss_vfl_dn_2: 0.3747 (0.3778) loss_vfl_dn_3: 0.3661 (0.3702) loss_vfl_dn_4: 0.3612 (0.3676) loss_vfl_dn_5: 0.3607 (0.3668) time: 0.4873 data: 0.0146 max mem: 5654 Epoch: [34] [3000/7393] eta: 0:35:31 lr: 0.000010 loss: 16.3204 (16.2276) loss_bbox: 0.1473 (0.1571) loss_bbox_aux_0: 0.1625 (0.1701) loss_bbox_aux_1: 0.1447 (0.1624) loss_bbox_aux_2: 0.1549 (0.1597) loss_bbox_aux_3: 0.1443 (0.1576) loss_bbox_aux_4: 0.1498 (0.1572) loss_bbox_aux_5: 0.1976 (0.2084) loss_bbox_dn_0: 0.2736 (0.2778) loss_bbox_dn_1: 0.1936 (0.2090) loss_bbox_dn_2: 0.1715 (0.1867) loss_bbox_dn_3: 0.1678 (0.1798) loss_bbox_dn_4: 0.1666 (0.1783) loss_bbox_dn_5: 0.1663 (0.1783) loss_giou: 0.4712 (0.4834) loss_giou_aux_0: 0.4911 (0.5075) loss_giou_aux_1: 0.4630 (0.4934) loss_giou_aux_2: 0.4704 (0.4882) loss_giou_aux_3: 0.4714 (0.4845) loss_giou_aux_4: 0.4704 (0.4837) loss_giou_aux_5: 0.5394 (0.5751) loss_giou_dn_0: 0.5911 (0.5946) loss_giou_dn_1: 0.4726 (0.4888) loss_giou_dn_2: 0.4466 (0.4590) loss_giou_dn_3: 0.4399 (0.4504) loss_giou_dn_4: 0.4378 (0.4483) loss_giou_dn_5: 0.4389 (0.4485) loss_vfl: 0.6790 (0.6871) loss_vfl_aux_0: 0.7713 (0.7965) loss_vfl_aux_1: 0.7264 (0.7438) loss_vfl_aux_2: 0.6938 (0.7137) loss_vfl_aux_3: 0.6852 (0.6986) loss_vfl_aux_4: 0.6797 (0.6903) loss_vfl_aux_5: 0.7392 (0.7765) loss_vfl_dn_0: 0.4539 (0.4575) loss_vfl_dn_1: 0.3923 (0.3937) loss_vfl_dn_2: 0.3777 (0.3777) loss_vfl_dn_3: 0.3708 (0.3701) loss_vfl_dn_4: 0.3674 (0.3675) loss_vfl_dn_5: 0.3664 (0.3667) time: 0.4901 data: 0.0139 max mem: 5654 Epoch: [34] [3100/7393] eta: 0:34:41 lr: 0.000010 loss: 16.5028 (16.2211) loss_bbox: 0.1508 (0.1571) loss_bbox_aux_0: 0.1645 (0.1701) loss_bbox_aux_1: 0.1528 (0.1624) loss_bbox_aux_2: 0.1506 (0.1596) loss_bbox_aux_3: 0.1563 (0.1576) loss_bbox_aux_4: 0.1476 (0.1572) loss_bbox_aux_5: 0.1977 (0.2084) loss_bbox_dn_0: 0.2622 (0.2778) loss_bbox_dn_1: 0.2026 (0.2089) loss_bbox_dn_2: 0.1848 (0.1866) loss_bbox_dn_3: 0.1806 (0.1798) loss_bbox_dn_4: 0.1801 (0.1783) loss_bbox_dn_5: 0.1798 (0.1783) loss_giou: 0.4701 (0.4831) loss_giou_aux_0: 0.4911 (0.5072) loss_giou_aux_1: 0.4776 (0.4931) loss_giou_aux_2: 0.4773 (0.4877) loss_giou_aux_3: 0.4685 (0.4842) loss_giou_aux_4: 0.4655 (0.4833) loss_giou_aux_5: 0.5616 (0.5747) loss_giou_dn_0: 0.5859 (0.5942) loss_giou_dn_1: 0.4635 (0.4884) loss_giou_dn_2: 0.4413 (0.4587) loss_giou_dn_3: 0.4372 (0.4500) loss_giou_dn_4: 0.4356 (0.4480) loss_giou_dn_5: 0.4356 (0.4482) loss_vfl: 0.6932 (0.6870) loss_vfl_aux_0: 0.8089 (0.7965) loss_vfl_aux_1: 0.7483 (0.7437) loss_vfl_aux_2: 0.7349 (0.7136) loss_vfl_aux_3: 0.7154 (0.6985) loss_vfl_aux_4: 0.7145 (0.6902) loss_vfl_aux_5: 0.7884 (0.7765) loss_vfl_dn_0: 0.4591 (0.4575) loss_vfl_dn_1: 0.3955 (0.3935) loss_vfl_dn_2: 0.3793 (0.3776) loss_vfl_dn_3: 0.3719 (0.3700) loss_vfl_dn_4: 0.3702 (0.3673) loss_vfl_dn_5: 0.3677 (0.3665) time: 0.4696 data: 0.0146 max mem: 5654 Epoch: [34] [3200/7393] eta: 0:33:50 lr: 0.000010 loss: 16.0787 (16.2194) loss_bbox: 0.1476 (0.1569) loss_bbox_aux_0: 0.1680 (0.1700) loss_bbox_aux_1: 0.1537 (0.1622) loss_bbox_aux_2: 0.1592 (0.1595) loss_bbox_aux_3: 0.1491 (0.1574) loss_bbox_aux_4: 0.1471 (0.1571) loss_bbox_aux_5: 0.2104 (0.2083) loss_bbox_dn_0: 0.2686 (0.2776) loss_bbox_dn_1: 0.2021 (0.2087) loss_bbox_dn_2: 0.1835 (0.1864) loss_bbox_dn_3: 0.1780 (0.1796) loss_bbox_dn_4: 0.1782 (0.1781) loss_bbox_dn_5: 0.1782 (0.1781) loss_giou: 0.4680 (0.4833) loss_giou_aux_0: 0.4955 (0.5075) loss_giou_aux_1: 0.4833 (0.4934) loss_giou_aux_2: 0.4824 (0.4880) loss_giou_aux_3: 0.4693 (0.4844) loss_giou_aux_4: 0.4749 (0.4835) loss_giou_aux_5: 0.5481 (0.5750) loss_giou_dn_0: 0.5948 (0.5943) loss_giou_dn_1: 0.4896 (0.4884) loss_giou_dn_2: 0.4564 (0.4587) loss_giou_dn_3: 0.4483 (0.4501) loss_giou_dn_4: 0.4458 (0.4481) loss_giou_dn_5: 0.4457 (0.4482) loss_vfl: 0.6643 (0.6867) loss_vfl_aux_0: 0.7877 (0.7962) loss_vfl_aux_1: 0.7487 (0.7436) loss_vfl_aux_2: 0.6991 (0.7134) loss_vfl_aux_3: 0.6852 (0.6983) loss_vfl_aux_4: 0.6706 (0.6899) loss_vfl_aux_5: 0.7721 (0.7764) loss_vfl_dn_0: 0.4499 (0.4574) loss_vfl_dn_1: 0.3882 (0.3934) loss_vfl_dn_2: 0.3818 (0.3775) loss_vfl_dn_3: 0.3771 (0.3699) loss_vfl_dn_4: 0.3750 (0.3672) loss_vfl_dn_5: 0.3751 (0.3664) time: 0.4553 data: 0.0143 max mem: 5654 Epoch: [34] [3300/7393] eta: 0:33:01 lr: 0.000010 loss: 16.0567 (16.2187) loss_bbox: 0.1752 (0.1569) loss_bbox_aux_0: 0.1821 (0.1700) loss_bbox_aux_1: 0.1642 (0.1622) loss_bbox_aux_2: 0.1759 (0.1595) loss_bbox_aux_3: 0.1783 (0.1574) loss_bbox_aux_4: 0.1758 (0.1571) loss_bbox_aux_5: 0.2286 (0.2084) loss_bbox_dn_0: 0.2974 (0.2778) loss_bbox_dn_1: 0.2348 (0.2089) loss_bbox_dn_2: 0.2068 (0.1865) loss_bbox_dn_3: 0.2020 (0.1797) loss_bbox_dn_4: 0.2013 (0.1782) loss_bbox_dn_5: 0.2012 (0.1782) loss_giou: 0.4870 (0.4832) loss_giou_aux_0: 0.5138 (0.5074) loss_giou_aux_1: 0.4901 (0.4933) loss_giou_aux_2: 0.4815 (0.4879) loss_giou_aux_3: 0.4874 (0.4843) loss_giou_aux_4: 0.4787 (0.4834) loss_giou_aux_5: 0.5871 (0.5748) loss_giou_dn_0: 0.5763 (0.5942) loss_giou_dn_1: 0.4724 (0.4884) loss_giou_dn_2: 0.4373 (0.4587) loss_giou_dn_3: 0.4331 (0.4501) loss_giou_dn_4: 0.4316 (0.4480) loss_giou_dn_5: 0.4317 (0.4482) loss_vfl: 0.6637 (0.6867) loss_vfl_aux_0: 0.7881 (0.7963) loss_vfl_aux_1: 0.7344 (0.7436) loss_vfl_aux_2: 0.6777 (0.7132) loss_vfl_aux_3: 0.6790 (0.6982) loss_vfl_aux_4: 0.6638 (0.6898) loss_vfl_aux_5: 0.7626 (0.7763) loss_vfl_dn_0: 0.4497 (0.4574) loss_vfl_dn_1: 0.3853 (0.3934) loss_vfl_dn_2: 0.3669 (0.3775) loss_vfl_dn_3: 0.3646 (0.3699) loss_vfl_dn_4: 0.3612 (0.3672) loss_vfl_dn_5: 0.3591 (0.3664) time: 0.4884 data: 0.0145 max mem: 5654 Epoch: [34] [3400/7393] eta: 0:32:12 lr: 0.000010 loss: 16.0129 (16.2223) loss_bbox: 0.1346 (0.1569) loss_bbox_aux_0: 0.1620 (0.1702) loss_bbox_aux_1: 0.1502 (0.1624) loss_bbox_aux_2: 0.1341 (0.1596) loss_bbox_aux_3: 0.1351 (0.1575) loss_bbox_aux_4: 0.1337 (0.1571) loss_bbox_aux_5: 0.2039 (0.2085) loss_bbox_dn_0: 0.2448 (0.2778) loss_bbox_dn_1: 0.1771 (0.2089) loss_bbox_dn_2: 0.1685 (0.1865) loss_bbox_dn_3: 0.1671 (0.1796) loss_bbox_dn_4: 0.1664 (0.1782) loss_bbox_dn_5: 0.1664 (0.1782) loss_giou: 0.4756 (0.4837) loss_giou_aux_0: 0.4996 (0.5079) loss_giou_aux_1: 0.4800 (0.4938) loss_giou_aux_2: 0.4891 (0.4884) loss_giou_aux_3: 0.4829 (0.4848) loss_giou_aux_4: 0.4758 (0.4839) loss_giou_aux_5: 0.5536 (0.5753) loss_giou_dn_0: 0.5877 (0.5944) loss_giou_dn_1: 0.4849 (0.4886) loss_giou_dn_2: 0.4616 (0.4589) loss_giou_dn_3: 0.4560 (0.4503) loss_giou_dn_4: 0.4543 (0.4483) loss_giou_dn_5: 0.4545 (0.4484) loss_vfl: 0.6781 (0.6865) loss_vfl_aux_0: 0.8221 (0.7961) loss_vfl_aux_1: 0.7603 (0.7435) loss_vfl_aux_2: 0.7265 (0.7129) loss_vfl_aux_3: 0.6869 (0.6980) loss_vfl_aux_4: 0.6811 (0.6897) loss_vfl_aux_5: 0.7686 (0.7761) loss_vfl_dn_0: 0.4536 (0.4574) loss_vfl_dn_1: 0.3972 (0.3934) loss_vfl_dn_2: 0.3813 (0.3775) loss_vfl_dn_3: 0.3783 (0.3699) loss_vfl_dn_4: 0.3754 (0.3672) loss_vfl_dn_5: 0.3749 (0.3665) time: 0.4691 data: 0.0141 max mem: 5654 Epoch: [34] [3500/7393] eta: 0:31:23 lr: 0.000010 loss: 16.7279 (16.2246) loss_bbox: 0.1588 (0.1570) loss_bbox_aux_0: 0.1747 (0.1702) loss_bbox_aux_1: 0.1625 (0.1624) loss_bbox_aux_2: 0.1643 (0.1596) loss_bbox_aux_3: 0.1600 (0.1576) loss_bbox_aux_4: 0.1588 (0.1571) loss_bbox_aux_5: 0.2143 (0.2085) loss_bbox_dn_0: 0.2881 (0.2780) loss_bbox_dn_1: 0.2035 (0.2090) loss_bbox_dn_2: 0.1843 (0.1866) loss_bbox_dn_3: 0.1734 (0.1797) loss_bbox_dn_4: 0.1709 (0.1783) loss_bbox_dn_5: 0.1709 (0.1783) loss_giou: 0.4477 (0.4836) loss_giou_aux_0: 0.4823 (0.5079) loss_giou_aux_1: 0.4682 (0.4938) loss_giou_aux_2: 0.4512 (0.4884) loss_giou_aux_3: 0.4549 (0.4847) loss_giou_aux_4: 0.4570 (0.4838) loss_giou_aux_5: 0.5709 (0.5752) loss_giou_dn_0: 0.5909 (0.5944) loss_giou_dn_1: 0.4713 (0.4886) loss_giou_dn_2: 0.4391 (0.4588) loss_giou_dn_3: 0.4332 (0.4502) loss_giou_dn_4: 0.4270 (0.4482) loss_giou_dn_5: 0.4271 (0.4483) loss_vfl: 0.6929 (0.6867) loss_vfl_aux_0: 0.8335 (0.7964) loss_vfl_aux_1: 0.7591 (0.7436) loss_vfl_aux_2: 0.7233 (0.7130) loss_vfl_aux_3: 0.6933 (0.6981) loss_vfl_aux_4: 0.6989 (0.6899) loss_vfl_aux_5: 0.8068 (0.7764) loss_vfl_dn_0: 0.4605 (0.4575) loss_vfl_dn_1: 0.3972 (0.3935) loss_vfl_dn_2: 0.3791 (0.3775) loss_vfl_dn_3: 0.3708 (0.3699) loss_vfl_dn_4: 0.3693 (0.3673) loss_vfl_dn_5: 0.3677 (0.3665) time: 0.4840 data: 0.0149 max mem: 5654 Epoch: [34] [3600/7393] eta: 0:30:34 lr: 0.000010 loss: 17.0442 (16.2266) loss_bbox: 0.1666 (0.1571) loss_bbox_aux_0: 0.1800 (0.1703) loss_bbox_aux_1: 0.1770 (0.1625) loss_bbox_aux_2: 0.1662 (0.1597) loss_bbox_aux_3: 0.1719 (0.1576) loss_bbox_aux_4: 0.1685 (0.1572) loss_bbox_aux_5: 0.2086 (0.2086) loss_bbox_dn_0: 0.2881 (0.2782) loss_bbox_dn_1: 0.2199 (0.2092) loss_bbox_dn_2: 0.1954 (0.1867) loss_bbox_dn_3: 0.1870 (0.1798) loss_bbox_dn_4: 0.1863 (0.1783) loss_bbox_dn_5: 0.1863 (0.1783) loss_giou: 0.4699 (0.4833) loss_giou_aux_0: 0.4934 (0.5076) loss_giou_aux_1: 0.4737 (0.4934) loss_giou_aux_2: 0.4657 (0.4881) loss_giou_aux_3: 0.4695 (0.4844) loss_giou_aux_4: 0.4655 (0.4835) loss_giou_aux_5: 0.5714 (0.5750) loss_giou_dn_0: 0.6144 (0.5944) loss_giou_dn_1: 0.5016 (0.4885) loss_giou_dn_2: 0.4682 (0.4587) loss_giou_dn_3: 0.4602 (0.4501) loss_giou_dn_4: 0.4565 (0.4481) loss_giou_dn_5: 0.4566 (0.4482) loss_vfl: 0.7041 (0.6871) loss_vfl_aux_0: 0.8231 (0.7967) loss_vfl_aux_1: 0.7723 (0.7443) loss_vfl_aux_2: 0.7288 (0.7134) loss_vfl_aux_3: 0.7238 (0.6986) loss_vfl_aux_4: 0.7053 (0.6904) loss_vfl_aux_5: 0.7863 (0.7767) loss_vfl_dn_0: 0.4634 (0.4576) loss_vfl_dn_1: 0.4014 (0.3935) loss_vfl_dn_2: 0.3866 (0.3776) loss_vfl_dn_3: 0.3773 (0.3699) loss_vfl_dn_4: 0.3735 (0.3673) loss_vfl_dn_5: 0.3708 (0.3665) time: 0.4791 data: 0.0142 max mem: 5654 Epoch: [34] [3700/7393] eta: 0:29:51 lr: 0.000010 loss: 15.7072 (16.2254) loss_bbox: 0.1560 (0.1571) loss_bbox_aux_0: 0.1748 (0.1704) loss_bbox_aux_1: 0.1719 (0.1626) loss_bbox_aux_2: 0.1620 (0.1598) loss_bbox_aux_3: 0.1595 (0.1577) loss_bbox_aux_4: 0.1624 (0.1572) loss_bbox_aux_5: 0.2172 (0.2087) loss_bbox_dn_0: 0.2835 (0.2784) loss_bbox_dn_1: 0.2084 (0.2093) loss_bbox_dn_2: 0.1834 (0.1869) loss_bbox_dn_3: 0.1780 (0.1799) loss_bbox_dn_4: 0.1756 (0.1785) loss_bbox_dn_5: 0.1755 (0.1785) loss_giou: 0.4266 (0.4830) loss_giou_aux_0: 0.4594 (0.5074) loss_giou_aux_1: 0.4394 (0.4932) loss_giou_aux_2: 0.4424 (0.4878) loss_giou_aux_3: 0.4197 (0.4841) loss_giou_aux_4: 0.4274 (0.4832) loss_giou_aux_5: 0.5070 (0.5747) loss_giou_dn_0: 0.5259 (0.5942) loss_giou_dn_1: 0.4226 (0.4884) loss_giou_dn_2: 0.3926 (0.4586) loss_giou_dn_3: 0.3792 (0.4500) loss_giou_dn_4: 0.3772 (0.4479) loss_giou_dn_5: 0.3771 (0.4481) loss_vfl: 0.6720 (0.6872) loss_vfl_aux_0: 0.7749 (0.7966) loss_vfl_aux_1: 0.7364 (0.7443) loss_vfl_aux_2: 0.6937 (0.7135) loss_vfl_aux_3: 0.6762 (0.6988) loss_vfl_aux_4: 0.6658 (0.6905) loss_vfl_aux_5: 0.7659 (0.7767) loss_vfl_dn_0: 0.4504 (0.4576) loss_vfl_dn_1: 0.3791 (0.3935) loss_vfl_dn_2: 0.3640 (0.3775) loss_vfl_dn_3: 0.3582 (0.3699) loss_vfl_dn_4: 0.3539 (0.3673) loss_vfl_dn_5: 0.3544 (0.3665) time: 0.4805 data: 0.0144 max mem: 5654 Epoch: [34] [3800/7393] eta: 0:29:01 lr: 0.000010 loss: 16.8006 (16.2260) loss_bbox: 0.1628 (0.1571) loss_bbox_aux_0: 0.1827 (0.1705) loss_bbox_aux_1: 0.1726 (0.1627) loss_bbox_aux_2: 0.1790 (0.1599) loss_bbox_aux_3: 0.1681 (0.1578) loss_bbox_aux_4: 0.1628 (0.1573) loss_bbox_aux_5: 0.2226 (0.2087) loss_bbox_dn_0: 0.3135 (0.2785) loss_bbox_dn_1: 0.2411 (0.2094) loss_bbox_dn_2: 0.2003 (0.1870) loss_bbox_dn_3: 0.1938 (0.1800) loss_bbox_dn_4: 0.1909 (0.1786) loss_bbox_dn_5: 0.1909 (0.1786) loss_giou: 0.4473 (0.4829) loss_giou_aux_0: 0.4679 (0.5073) loss_giou_aux_1: 0.4510 (0.4932) loss_giou_aux_2: 0.4619 (0.4878) loss_giou_aux_3: 0.4548 (0.4841) loss_giou_aux_4: 0.4501 (0.4830) loss_giou_aux_5: 0.5198 (0.5745) loss_giou_dn_0: 0.5799 (0.5942) loss_giou_dn_1: 0.4774 (0.4885) loss_giou_dn_2: 0.4332 (0.4586) loss_giou_dn_3: 0.4288 (0.4500) loss_giou_dn_4: 0.4256 (0.4480) loss_giou_dn_5: 0.4257 (0.4481) loss_vfl: 0.7104 (0.6873) loss_vfl_aux_0: 0.8312 (0.7965) loss_vfl_aux_1: 0.7969 (0.7443) loss_vfl_aux_2: 0.7526 (0.7134) loss_vfl_aux_3: 0.7285 (0.6988) loss_vfl_aux_4: 0.7129 (0.6906) loss_vfl_aux_5: 0.8114 (0.7766) loss_vfl_dn_0: 0.4627 (0.4576) loss_vfl_dn_1: 0.3995 (0.3934) loss_vfl_dn_2: 0.3842 (0.3775) loss_vfl_dn_3: 0.3716 (0.3699) loss_vfl_dn_4: 0.3661 (0.3672) loss_vfl_dn_5: 0.3664 (0.3664) time: 0.4703 data: 0.0140 max mem: 5654 Epoch: [34] [3900/7393] eta: 0:28:12 lr: 0.000010 loss: 16.2259 (16.2258) loss_bbox: 0.1607 (0.1571) loss_bbox_aux_0: 0.1659 (0.1705) loss_bbox_aux_1: 0.1546 (0.1626) loss_bbox_aux_2: 0.1607 (0.1598) loss_bbox_aux_3: 0.1498 (0.1577) loss_bbox_aux_4: 0.1588 (0.1572) loss_bbox_aux_5: 0.2194 (0.2087) loss_bbox_dn_0: 0.2879 (0.2784) loss_bbox_dn_1: 0.2169 (0.2094) loss_bbox_dn_2: 0.1933 (0.1869) loss_bbox_dn_3: 0.1860 (0.1800) loss_bbox_dn_4: 0.1842 (0.1785) loss_bbox_dn_5: 0.1842 (0.1785) loss_giou: 0.5049 (0.4829) loss_giou_aux_0: 0.5307 (0.5074) loss_giou_aux_1: 0.5184 (0.4932) loss_giou_aux_2: 0.5016 (0.4877) loss_giou_aux_3: 0.5002 (0.4840) loss_giou_aux_4: 0.5003 (0.4830) loss_giou_aux_5: 0.5772 (0.5745) loss_giou_dn_0: 0.6042 (0.5942) loss_giou_dn_1: 0.5136 (0.4884) loss_giou_dn_2: 0.4751 (0.4586) loss_giou_dn_3: 0.4647 (0.4500) loss_giou_dn_4: 0.4611 (0.4480) loss_giou_dn_5: 0.4614 (0.4481) loss_vfl: 0.6857 (0.6875) loss_vfl_aux_0: 0.7946 (0.7964) loss_vfl_aux_1: 0.7366 (0.7444) loss_vfl_aux_2: 0.7038 (0.7135) loss_vfl_aux_3: 0.6876 (0.6989) loss_vfl_aux_4: 0.6841 (0.6907) loss_vfl_aux_5: 0.7421 (0.7767) loss_vfl_dn_0: 0.4535 (0.4576) loss_vfl_dn_1: 0.3879 (0.3935) loss_vfl_dn_2: 0.3685 (0.3775) loss_vfl_dn_3: 0.3606 (0.3699) loss_vfl_dn_4: 0.3577 (0.3672) loss_vfl_dn_5: 0.3580 (0.3664) time: 0.4745 data: 0.0140 max mem: 5654 Epoch: [34] [4000/7393] eta: 0:27:23 lr: 0.000010 loss: 16.1134 (16.2277) loss_bbox: 0.1617 (0.1572) loss_bbox_aux_0: 0.1707 (0.1705) loss_bbox_aux_1: 0.1678 (0.1627) loss_bbox_aux_2: 0.1604 (0.1599) loss_bbox_aux_3: 0.1666 (0.1578) loss_bbox_aux_4: 0.1615 (0.1573) loss_bbox_aux_5: 0.2122 (0.2088) loss_bbox_dn_0: 0.2616 (0.2786) loss_bbox_dn_1: 0.1968 (0.2096) loss_bbox_dn_2: 0.1857 (0.1872) loss_bbox_dn_3: 0.1860 (0.1803) loss_bbox_dn_4: 0.1864 (0.1788) loss_bbox_dn_5: 0.1864 (0.1788) loss_giou: 0.4692 (0.4828) loss_giou_aux_0: 0.4911 (0.5073) loss_giou_aux_1: 0.4593 (0.4930) loss_giou_aux_2: 0.4779 (0.4877) loss_giou_aux_3: 0.4718 (0.4840) loss_giou_aux_4: 0.4692 (0.4830) loss_giou_aux_5: 0.5517 (0.5745) loss_giou_dn_0: 0.6014 (0.5941) loss_giou_dn_1: 0.4916 (0.4883) loss_giou_dn_2: 0.4613 (0.4585) loss_giou_dn_3: 0.4516 (0.4499) loss_giou_dn_4: 0.4495 (0.4479) loss_giou_dn_5: 0.4497 (0.4480) loss_vfl: 0.6845 (0.6876) loss_vfl_aux_0: 0.7800 (0.7967) loss_vfl_aux_1: 0.7506 (0.7447) loss_vfl_aux_2: 0.7056 (0.7135) loss_vfl_aux_3: 0.7033 (0.6990) loss_vfl_aux_4: 0.6953 (0.6909) loss_vfl_aux_5: 0.7696 (0.7768) loss_vfl_dn_0: 0.4566 (0.4576) loss_vfl_dn_1: 0.3890 (0.3934) loss_vfl_dn_2: 0.3769 (0.3775) loss_vfl_dn_3: 0.3697 (0.3698) loss_vfl_dn_4: 0.3667 (0.3672) loss_vfl_dn_5: 0.3653 (0.3664) time: 0.4787 data: 0.0148 max mem: 5654 Epoch: [34] [4100/7393] eta: 0:26:34 lr: 0.000010 loss: 16.2556 (16.2280) loss_bbox: 0.1639 (0.1571) loss_bbox_aux_0: 0.1735 (0.1705) loss_bbox_aux_1: 0.1668 (0.1626) loss_bbox_aux_2: 0.1617 (0.1598) loss_bbox_aux_3: 0.1613 (0.1577) loss_bbox_aux_4: 0.1604 (0.1573) loss_bbox_aux_5: 0.2158 (0.2088) loss_bbox_dn_0: 0.2719 (0.2785) loss_bbox_dn_1: 0.2038 (0.2096) loss_bbox_dn_2: 0.1895 (0.1871) loss_bbox_dn_3: 0.1819 (0.1802) loss_bbox_dn_4: 0.1769 (0.1787) loss_bbox_dn_5: 0.1769 (0.1788) loss_giou: 0.4761 (0.4829) loss_giou_aux_0: 0.4924 (0.5073) loss_giou_aux_1: 0.4712 (0.4930) loss_giou_aux_2: 0.4740 (0.4877) loss_giou_aux_3: 0.4798 (0.4840) loss_giou_aux_4: 0.4757 (0.4831) loss_giou_aux_5: 0.5669 (0.5745) loss_giou_dn_0: 0.5957 (0.5942) loss_giou_dn_1: 0.4846 (0.4884) loss_giou_dn_2: 0.4495 (0.4586) loss_giou_dn_3: 0.4417 (0.4500) loss_giou_dn_4: 0.4376 (0.4480) loss_giou_dn_5: 0.4380 (0.4482) loss_vfl: 0.6432 (0.6875) loss_vfl_aux_0: 0.7838 (0.7966) loss_vfl_aux_1: 0.7245 (0.7451) loss_vfl_aux_2: 0.6749 (0.7135) loss_vfl_aux_3: 0.6492 (0.6989) loss_vfl_aux_4: 0.6508 (0.6907) loss_vfl_aux_5: 0.7496 (0.7765) loss_vfl_dn_0: 0.4599 (0.4576) loss_vfl_dn_1: 0.3933 (0.3935) loss_vfl_dn_2: 0.3814 (0.3776) loss_vfl_dn_3: 0.3746 (0.3699) loss_vfl_dn_4: 0.3725 (0.3673) loss_vfl_dn_5: 0.3711 (0.3665) time: 0.4878 data: 0.0141 max mem: 5654 Epoch: [34] [4200/7393] eta: 0:25:45 lr: 0.000010 loss: 16.3913 (16.2264) loss_bbox: 0.1544 (0.1571) loss_bbox_aux_0: 0.1689 (0.1705) loss_bbox_aux_1: 0.1530 (0.1625) loss_bbox_aux_2: 0.1479 (0.1598) loss_bbox_aux_3: 0.1503 (0.1577) loss_bbox_aux_4: 0.1544 (0.1573) loss_bbox_aux_5: 0.2196 (0.2088) loss_bbox_dn_0: 0.2951 (0.2786) loss_bbox_dn_1: 0.2270 (0.2097) loss_bbox_dn_2: 0.2054 (0.1872) loss_bbox_dn_3: 0.1947 (0.1803) loss_bbox_dn_4: 0.1924 (0.1788) loss_bbox_dn_5: 0.1935 (0.1788) loss_giou: 0.4578 (0.4828) loss_giou_aux_0: 0.4765 (0.5071) loss_giou_aux_1: 0.4581 (0.4928) loss_giou_aux_2: 0.4643 (0.4875) loss_giou_aux_3: 0.4615 (0.4839) loss_giou_aux_4: 0.4580 (0.4829) loss_giou_aux_5: 0.5451 (0.5743) loss_giou_dn_0: 0.5675 (0.5941) loss_giou_dn_1: 0.4559 (0.4884) loss_giou_dn_2: 0.4283 (0.4586) loss_giou_dn_3: 0.4227 (0.4500) loss_giou_dn_4: 0.4185 (0.4479) loss_giou_dn_5: 0.4183 (0.4481) loss_vfl: 0.6678 (0.6873) loss_vfl_aux_0: 0.7705 (0.7966) loss_vfl_aux_1: 0.7209 (0.7452) loss_vfl_aux_2: 0.6728 (0.7135) loss_vfl_aux_3: 0.6698 (0.6987) loss_vfl_aux_4: 0.6637 (0.6906) loss_vfl_aux_5: 0.7769 (0.7766) loss_vfl_dn_0: 0.4575 (0.4577) loss_vfl_dn_1: 0.3948 (0.3935) loss_vfl_dn_2: 0.3790 (0.3776) loss_vfl_dn_3: 0.3732 (0.3700) loss_vfl_dn_4: 0.3700 (0.3673) loss_vfl_dn_5: 0.3690 (0.3665) time: 0.4850 data: 0.0145 max mem: 5654 Epoch: [34] [4300/7393] eta: 0:24:56 lr: 0.000010 loss: 15.9439 (16.2286) loss_bbox: 0.1466 (0.1571) loss_bbox_aux_0: 0.1557 (0.1704) loss_bbox_aux_1: 0.1451 (0.1624) loss_bbox_aux_2: 0.1442 (0.1597) loss_bbox_aux_3: 0.1470 (0.1576) loss_bbox_aux_4: 0.1494 (0.1572) loss_bbox_aux_5: 0.2012 (0.2087) loss_bbox_dn_0: 0.2701 (0.2787) loss_bbox_dn_1: 0.2094 (0.2097) loss_bbox_dn_2: 0.1843 (0.1873) loss_bbox_dn_3: 0.1803 (0.1804) loss_bbox_dn_4: 0.1800 (0.1789) loss_bbox_dn_5: 0.1800 (0.1789) loss_giou: 0.4302 (0.4827) loss_giou_aux_0: 0.4522 (0.5071) loss_giou_aux_1: 0.4306 (0.4928) loss_giou_aux_2: 0.4288 (0.4875) loss_giou_aux_3: 0.4344 (0.4839) loss_giou_aux_4: 0.4354 (0.4829) loss_giou_aux_5: 0.5163 (0.5743) loss_giou_dn_0: 0.5721 (0.5942) loss_giou_dn_1: 0.4638 (0.4884) loss_giou_dn_2: 0.4252 (0.4586) loss_giou_dn_3: 0.4162 (0.4500) loss_giou_dn_4: 0.4141 (0.4480) loss_giou_dn_5: 0.4141 (0.4481) loss_vfl: 0.6935 (0.6875) loss_vfl_aux_0: 0.8123 (0.7968) loss_vfl_aux_1: 0.7449 (0.7456) loss_vfl_aux_2: 0.7195 (0.7136) loss_vfl_aux_3: 0.7022 (0.6989) loss_vfl_aux_4: 0.7032 (0.6908) loss_vfl_aux_5: 0.7459 (0.7766) loss_vfl_dn_0: 0.4533 (0.4577) loss_vfl_dn_1: 0.3924 (0.3936) loss_vfl_dn_2: 0.3769 (0.3777) loss_vfl_dn_3: 0.3702 (0.3700) loss_vfl_dn_4: 0.3683 (0.3674) loss_vfl_dn_5: 0.3664 (0.3666) time: 0.4787 data: 0.0143 max mem: 5654 Epoch: [34] [4400/7393] eta: 0:24:07 lr: 0.000010 loss: 15.9895 (16.2266) loss_bbox: 0.1500 (0.1571) loss_bbox_aux_0: 0.1602 (0.1705) loss_bbox_aux_1: 0.1538 (0.1624) loss_bbox_aux_2: 0.1491 (0.1598) loss_bbox_aux_3: 0.1507 (0.1577) loss_bbox_aux_4: 0.1459 (0.1573) loss_bbox_aux_5: 0.1929 (0.2088) loss_bbox_dn_0: 0.2362 (0.2787) loss_bbox_dn_1: 0.1800 (0.2097) loss_bbox_dn_2: 0.1651 (0.1873) loss_bbox_dn_3: 0.1634 (0.1804) loss_bbox_dn_4: 0.1625 (0.1789) loss_bbox_dn_5: 0.1626 (0.1789) loss_giou: 0.4881 (0.4824) loss_giou_aux_0: 0.5042 (0.5068) loss_giou_aux_1: 0.4990 (0.4924) loss_giou_aux_2: 0.4923 (0.4872) loss_giou_aux_3: 0.4905 (0.4836) loss_giou_aux_4: 0.4903 (0.4826) loss_giou_aux_5: 0.5824 (0.5740) loss_giou_dn_0: 0.5944 (0.5939) loss_giou_dn_1: 0.4982 (0.4882) loss_giou_dn_2: 0.4692 (0.4584) loss_giou_dn_3: 0.4608 (0.4498) loss_giou_dn_4: 0.4596 (0.4477) loss_giou_dn_5: 0.4595 (0.4479) loss_vfl: 0.6998 (0.6878) loss_vfl_aux_0: 0.7814 (0.7969) loss_vfl_aux_1: 0.7528 (0.7458) loss_vfl_aux_2: 0.7171 (0.7139) loss_vfl_aux_3: 0.7009 (0.6991) loss_vfl_aux_4: 0.6931 (0.6910) loss_vfl_aux_5: 0.7300 (0.7767) loss_vfl_dn_0: 0.4530 (0.4577) loss_vfl_dn_1: 0.3930 (0.3936) loss_vfl_dn_2: 0.3773 (0.3777) loss_vfl_dn_3: 0.3728 (0.3700) loss_vfl_dn_4: 0.3694 (0.3674) loss_vfl_dn_5: 0.3706 (0.3666) time: 0.4675 data: 0.0148 max mem: 5654 Epoch: [34] [4500/7393] eta: 0:23:18 lr: 0.000010 loss: 16.5912 (16.2279) loss_bbox: 0.1471 (0.1571) loss_bbox_aux_0: 0.1580 (0.1705) loss_bbox_aux_1: 0.1487 (0.1624) loss_bbox_aux_2: 0.1481 (0.1598) loss_bbox_aux_3: 0.1460 (0.1577) loss_bbox_aux_4: 0.1478 (0.1573) loss_bbox_aux_5: 0.1817 (0.2087) loss_bbox_dn_0: 0.2443 (0.2786) loss_bbox_dn_1: 0.1785 (0.2097) loss_bbox_dn_2: 0.1603 (0.1873) loss_bbox_dn_3: 0.1595 (0.1804) loss_bbox_dn_4: 0.1584 (0.1789) loss_bbox_dn_5: 0.1585 (0.1789) loss_giou: 0.5069 (0.4826) loss_giou_aux_0: 0.5417 (0.5070) loss_giou_aux_1: 0.5135 (0.4927) loss_giou_aux_2: 0.5080 (0.4874) loss_giou_aux_3: 0.5043 (0.4838) loss_giou_aux_4: 0.5076 (0.4828) loss_giou_aux_5: 0.6006 (0.5743) loss_giou_dn_0: 0.6315 (0.5940) loss_giou_dn_1: 0.5227 (0.4883) loss_giou_dn_2: 0.4901 (0.4585) loss_giou_dn_3: 0.4836 (0.4499) loss_giou_dn_4: 0.4825 (0.4479) loss_giou_dn_5: 0.4823 (0.4480) loss_vfl: 0.6688 (0.6876) loss_vfl_aux_0: 0.7438 (0.7967) loss_vfl_aux_1: 0.7270 (0.7458) loss_vfl_aux_2: 0.7156 (0.7139) loss_vfl_aux_3: 0.6955 (0.6990) loss_vfl_aux_4: 0.6757 (0.6909) loss_vfl_aux_5: 0.7513 (0.7764) loss_vfl_dn_0: 0.4575 (0.4577) loss_vfl_dn_1: 0.4009 (0.3936) loss_vfl_dn_2: 0.3883 (0.3777) loss_vfl_dn_3: 0.3772 (0.3701) loss_vfl_dn_4: 0.3718 (0.3674) loss_vfl_dn_5: 0.3718 (0.3666) time: 0.4846 data: 0.0141 max mem: 5654 Epoch: [34] [4600/7393] eta: 0:22:29 lr: 0.000010 loss: 16.5483 (16.2280) loss_bbox: 0.1548 (0.1572) loss_bbox_aux_0: 0.1691 (0.1705) loss_bbox_aux_1: 0.1523 (0.1623) loss_bbox_aux_2: 0.1531 (0.1597) loss_bbox_aux_3: 0.1541 (0.1577) loss_bbox_aux_4: 0.1537 (0.1573) loss_bbox_aux_5: 0.1993 (0.2088) loss_bbox_dn_0: 0.2760 (0.2785) loss_bbox_dn_1: 0.2060 (0.2097) loss_bbox_dn_2: 0.1846 (0.1873) loss_bbox_dn_3: 0.1755 (0.1804) loss_bbox_dn_4: 0.1744 (0.1789) loss_bbox_dn_5: 0.1744 (0.1789) loss_giou: 0.5017 (0.4828) loss_giou_aux_0: 0.5256 (0.5072) loss_giou_aux_1: 0.5147 (0.4928) loss_giou_aux_2: 0.5082 (0.4875) loss_giou_aux_3: 0.5012 (0.4839) loss_giou_aux_4: 0.5016 (0.4829) loss_giou_aux_5: 0.5909 (0.5745) loss_giou_dn_0: 0.6041 (0.5941) loss_giou_dn_1: 0.5076 (0.4884) loss_giou_dn_2: 0.4783 (0.4586) loss_giou_dn_3: 0.4673 (0.4500) loss_giou_dn_4: 0.4642 (0.4480) loss_giou_dn_5: 0.4643 (0.4481) loss_vfl: 0.6857 (0.6874) loss_vfl_aux_0: 0.7828 (0.7962) loss_vfl_aux_1: 0.7538 (0.7456) loss_vfl_aux_2: 0.7267 (0.7138) loss_vfl_aux_3: 0.7060 (0.6989) loss_vfl_aux_4: 0.6831 (0.6907) loss_vfl_aux_5: 0.7608 (0.7762) loss_vfl_dn_0: 0.4552 (0.4577) loss_vfl_dn_1: 0.3897 (0.3936) loss_vfl_dn_2: 0.3756 (0.3777) loss_vfl_dn_3: 0.3703 (0.3700) loss_vfl_dn_4: 0.3662 (0.3674) loss_vfl_dn_5: 0.3672 (0.3666) time: 0.4678 data: 0.0143 max mem: 5654 Epoch: [34] [4700/7393] eta: 0:21:44 lr: 0.000010 loss: 15.9470 (16.2300) loss_bbox: 0.1479 (0.1571) loss_bbox_aux_0: 0.1589 (0.1705) loss_bbox_aux_1: 0.1531 (0.1623) loss_bbox_aux_2: 0.1540 (0.1597) loss_bbox_aux_3: 0.1473 (0.1577) loss_bbox_aux_4: 0.1468 (0.1573) loss_bbox_aux_5: 0.1990 (0.2088) loss_bbox_dn_0: 0.2623 (0.2785) loss_bbox_dn_1: 0.1982 (0.2096) loss_bbox_dn_2: 0.1780 (0.1872) loss_bbox_dn_3: 0.1729 (0.1804) loss_bbox_dn_4: 0.1732 (0.1789) loss_bbox_dn_5: 0.1730 (0.1789) loss_giou: 0.4449 (0.4831) loss_giou_aux_0: 0.4782 (0.5076) loss_giou_aux_1: 0.4638 (0.4931) loss_giou_aux_2: 0.4624 (0.4878) loss_giou_aux_3: 0.4532 (0.4842) loss_giou_aux_4: 0.4511 (0.4832) loss_giou_aux_5: 0.5485 (0.5749) loss_giou_dn_0: 0.5785 (0.5944) loss_giou_dn_1: 0.4726 (0.4886) loss_giou_dn_2: 0.4311 (0.4588) loss_giou_dn_3: 0.4246 (0.4502) loss_giou_dn_4: 0.4218 (0.4482) loss_giou_dn_5: 0.4221 (0.4484) loss_vfl: 0.7053 (0.6874) loss_vfl_aux_0: 0.8072 (0.7958) loss_vfl_aux_1: 0.7748 (0.7455) loss_vfl_aux_2: 0.7289 (0.7138) loss_vfl_aux_3: 0.7185 (0.6988) loss_vfl_aux_4: 0.7250 (0.6906) loss_vfl_aux_5: 0.7691 (0.7758) loss_vfl_dn_0: 0.4553 (0.4576) loss_vfl_dn_1: 0.3886 (0.3936) loss_vfl_dn_2: 0.3729 (0.3777) loss_vfl_dn_3: 0.3655 (0.3700) loss_vfl_dn_4: 0.3636 (0.3674) loss_vfl_dn_5: 0.3629 (0.3666) time: 0.7696 data: 0.0142 max mem: 5654 Epoch: [34] [4800/7393] eta: 0:20:55 lr: 0.000010 loss: 16.6429 (16.2289) loss_bbox: 0.1438 (0.1572) loss_bbox_aux_0: 0.1715 (0.1706) loss_bbox_aux_1: 0.1621 (0.1624) loss_bbox_aux_2: 0.1631 (0.1598) loss_bbox_aux_3: 0.1480 (0.1578) loss_bbox_aux_4: 0.1416 (0.1573) loss_bbox_aux_5: 0.2005 (0.2089) loss_bbox_dn_0: 0.2509 (0.2787) loss_bbox_dn_1: 0.1758 (0.2098) loss_bbox_dn_2: 0.1581 (0.1874) loss_bbox_dn_3: 0.1543 (0.1805) loss_bbox_dn_4: 0.1522 (0.1791) loss_bbox_dn_5: 0.1524 (0.1791) loss_giou: 0.4465 (0.4826) loss_giou_aux_0: 0.4806 (0.5072) loss_giou_aux_1: 0.4713 (0.4927) loss_giou_aux_2: 0.4516 (0.4874) loss_giou_aux_3: 0.4498 (0.4838) loss_giou_aux_4: 0.4544 (0.4828) loss_giou_aux_5: 0.5360 (0.5745) loss_giou_dn_0: 0.5843 (0.5942) loss_giou_dn_1: 0.4806 (0.4885) loss_giou_dn_2: 0.4378 (0.4587) loss_giou_dn_3: 0.4303 (0.4501) loss_giou_dn_4: 0.4288 (0.4480) loss_giou_dn_5: 0.4287 (0.4482) loss_vfl: 0.6571 (0.6875) loss_vfl_aux_0: 0.7467 (0.7959) loss_vfl_aux_1: 0.7039 (0.7457) loss_vfl_aux_2: 0.6743 (0.7138) loss_vfl_aux_3: 0.6614 (0.6989) loss_vfl_aux_4: 0.6647 (0.6908) loss_vfl_aux_5: 0.7360 (0.7760) loss_vfl_dn_0: 0.4552 (0.4576) loss_vfl_dn_1: 0.3941 (0.3936) loss_vfl_dn_2: 0.3790 (0.3776) loss_vfl_dn_3: 0.3693 (0.3700) loss_vfl_dn_4: 0.3663 (0.3674) loss_vfl_dn_5: 0.3636 (0.3666) time: 0.4880 data: 0.0139 max mem: 5654 Epoch: [34] [4900/7393] eta: 0:20:07 lr: 0.000010 loss: 15.9274 (16.2301) loss_bbox: 0.1663 (0.1572) loss_bbox_aux_0: 0.1802 (0.1707) loss_bbox_aux_1: 0.1633 (0.1624) loss_bbox_aux_2: 0.1628 (0.1599) loss_bbox_aux_3: 0.1646 (0.1578) loss_bbox_aux_4: 0.1620 (0.1574) loss_bbox_aux_5: 0.2090 (0.2089) loss_bbox_dn_0: 0.2969 (0.2786) loss_bbox_dn_1: 0.2188 (0.2098) loss_bbox_dn_2: 0.2013 (0.1874) loss_bbox_dn_3: 0.1944 (0.1805) loss_bbox_dn_4: 0.1935 (0.1790) loss_bbox_dn_5: 0.1936 (0.1790) loss_giou: 0.4170 (0.4829) loss_giou_aux_0: 0.4448 (0.5075) loss_giou_aux_1: 0.4156 (0.4929) loss_giou_aux_2: 0.4208 (0.4876) loss_giou_aux_3: 0.4177 (0.4841) loss_giou_aux_4: 0.4202 (0.4831) loss_giou_aux_5: 0.5072 (0.5747) loss_giou_dn_0: 0.5633 (0.5943) loss_giou_dn_1: 0.4541 (0.4886) loss_giou_dn_2: 0.4257 (0.4588) loss_giou_dn_3: 0.4144 (0.4502) loss_giou_dn_4: 0.4112 (0.4482) loss_giou_dn_5: 0.4114 (0.4484) loss_vfl: 0.7054 (0.6874) loss_vfl_aux_0: 0.7846 (0.7955) loss_vfl_aux_1: 0.7520 (0.7454) loss_vfl_aux_2: 0.7317 (0.7137) loss_vfl_aux_3: 0.7078 (0.6988) loss_vfl_aux_4: 0.7060 (0.6907) loss_vfl_aux_5: 0.7726 (0.7758) loss_vfl_dn_0: 0.4560 (0.4576) loss_vfl_dn_1: 0.3894 (0.3936) loss_vfl_dn_2: 0.3722 (0.3777) loss_vfl_dn_3: 0.3696 (0.3700) loss_vfl_dn_4: 0.3660 (0.3674) loss_vfl_dn_5: 0.3652 (0.3666) time: 0.4883 data: 0.0139 max mem: 5654 Epoch: [34] [5000/7393] eta: 0:19:18 lr: 0.000010 loss: 15.9264 (16.2279) loss_bbox: 0.1476 (0.1572) loss_bbox_aux_0: 0.1625 (0.1707) loss_bbox_aux_1: 0.1593 (0.1624) loss_bbox_aux_2: 0.1550 (0.1598) loss_bbox_aux_3: 0.1532 (0.1578) loss_bbox_aux_4: 0.1476 (0.1573) loss_bbox_aux_5: 0.1923 (0.2089) loss_bbox_dn_0: 0.2520 (0.2785) loss_bbox_dn_1: 0.1961 (0.2098) loss_bbox_dn_2: 0.1719 (0.1874) loss_bbox_dn_3: 0.1697 (0.1805) loss_bbox_dn_4: 0.1691 (0.1790) loss_bbox_dn_5: 0.1692 (0.1790) loss_giou: 0.4948 (0.4828) loss_giou_aux_0: 0.5152 (0.5073) loss_giou_aux_1: 0.5030 (0.4928) loss_giou_aux_2: 0.4915 (0.4875) loss_giou_aux_3: 0.4886 (0.4840) loss_giou_aux_4: 0.4888 (0.4829) loss_giou_aux_5: 0.5679 (0.5746) loss_giou_dn_0: 0.5919 (0.5942) loss_giou_dn_1: 0.4856 (0.4885) loss_giou_dn_2: 0.4564 (0.4587) loss_giou_dn_3: 0.4502 (0.4501) loss_giou_dn_4: 0.4489 (0.4481) loss_giou_dn_5: 0.4490 (0.4483) loss_vfl: 0.6830 (0.6874) loss_vfl_aux_0: 0.7980 (0.7956) loss_vfl_aux_1: 0.7362 (0.7454) loss_vfl_aux_2: 0.7078 (0.7138) loss_vfl_aux_3: 0.6811 (0.6987) loss_vfl_aux_4: 0.6818 (0.6905) loss_vfl_aux_5: 0.7882 (0.7758) loss_vfl_dn_0: 0.4675 (0.4576) loss_vfl_dn_1: 0.4006 (0.3936) loss_vfl_dn_2: 0.3838 (0.3776) loss_vfl_dn_3: 0.3750 (0.3700) loss_vfl_dn_4: 0.3722 (0.3674) loss_vfl_dn_5: 0.3732 (0.3666) time: 0.5056 data: 0.0141 max mem: 5654 Epoch: [34] [5100/7393] eta: 0:18:29 lr: 0.000010 loss: 15.5289 (16.2240) loss_bbox: 0.1323 (0.1570) loss_bbox_aux_0: 0.1342 (0.1705) loss_bbox_aux_1: 0.1312 (0.1622) loss_bbox_aux_2: 0.1322 (0.1596) loss_bbox_aux_3: 0.1312 (0.1576) loss_bbox_aux_4: 0.1321 (0.1571) loss_bbox_aux_5: 0.1701 (0.2087) loss_bbox_dn_0: 0.2344 (0.2782) loss_bbox_dn_1: 0.1704 (0.2095) loss_bbox_dn_2: 0.1606 (0.1871) loss_bbox_dn_3: 0.1548 (0.1802) loss_bbox_dn_4: 0.1535 (0.1788) loss_bbox_dn_5: 0.1535 (0.1788) loss_giou: 0.4991 (0.4828) loss_giou_aux_0: 0.5066 (0.5074) loss_giou_aux_1: 0.5092 (0.4928) loss_giou_aux_2: 0.4971 (0.4875) loss_giou_aux_3: 0.4916 (0.4840) loss_giou_aux_4: 0.4896 (0.4830) loss_giou_aux_5: 0.5754 (0.5747) loss_giou_dn_0: 0.5908 (0.5942) loss_giou_dn_1: 0.4912 (0.4886) loss_giou_dn_2: 0.4609 (0.4588) loss_giou_dn_3: 0.4536 (0.4502) loss_giou_dn_4: 0.4519 (0.4481) loss_giou_dn_5: 0.4518 (0.4483) loss_vfl: 0.6611 (0.6872) loss_vfl_aux_0: 0.7604 (0.7953) loss_vfl_aux_1: 0.7401 (0.7453) loss_vfl_aux_2: 0.6930 (0.7136) loss_vfl_aux_3: 0.6843 (0.6985) loss_vfl_aux_4: 0.6495 (0.6903) loss_vfl_aux_5: 0.7320 (0.7755) loss_vfl_dn_0: 0.4474 (0.4575) loss_vfl_dn_1: 0.3813 (0.3936) loss_vfl_dn_2: 0.3665 (0.3776) loss_vfl_dn_3: 0.3616 (0.3700) loss_vfl_dn_4: 0.3583 (0.3674) loss_vfl_dn_5: 0.3588 (0.3665) time: 0.4651 data: 0.0138 max mem: 5654 Epoch: [34] [5200/7393] eta: 0:17:40 lr: 0.000010 loss: 15.7597 (16.2203) loss_bbox: 0.1477 (0.1570) loss_bbox_aux_0: 0.1512 (0.1705) loss_bbox_aux_1: 0.1562 (0.1622) loss_bbox_aux_2: 0.1459 (0.1596) loss_bbox_aux_3: 0.1464 (0.1576) loss_bbox_aux_4: 0.1474 (0.1571) loss_bbox_aux_5: 0.1848 (0.2086) loss_bbox_dn_0: 0.2705 (0.2781) loss_bbox_dn_1: 0.2072 (0.2094) loss_bbox_dn_2: 0.1782 (0.1871) loss_bbox_dn_3: 0.1753 (0.1802) loss_bbox_dn_4: 0.1746 (0.1787) loss_bbox_dn_5: 0.1747 (0.1787) loss_giou: 0.4517 (0.4825) loss_giou_aux_0: 0.4704 (0.5072) loss_giou_aux_1: 0.4641 (0.4926) loss_giou_aux_2: 0.4615 (0.4872) loss_giou_aux_3: 0.4562 (0.4837) loss_giou_aux_4: 0.4534 (0.4827) loss_giou_aux_5: 0.5142 (0.5744) loss_giou_dn_0: 0.5539 (0.5940) loss_giou_dn_1: 0.4476 (0.4884) loss_giou_dn_2: 0.4210 (0.4585) loss_giou_dn_3: 0.4117 (0.4500) loss_giou_dn_4: 0.4104 (0.4479) loss_giou_dn_5: 0.4103 (0.4481) loss_vfl: 0.6859 (0.6872) loss_vfl_aux_0: 0.7949 (0.7952) loss_vfl_aux_1: 0.7496 (0.7452) loss_vfl_aux_2: 0.7140 (0.7136) loss_vfl_aux_3: 0.7031 (0.6985) loss_vfl_aux_4: 0.6959 (0.6904) loss_vfl_aux_5: 0.7881 (0.7755) loss_vfl_dn_0: 0.4512 (0.4575) loss_vfl_dn_1: 0.3850 (0.3936) loss_vfl_dn_2: 0.3701 (0.3776) loss_vfl_dn_3: 0.3626 (0.3700) loss_vfl_dn_4: 0.3589 (0.3674) loss_vfl_dn_5: 0.3584 (0.3666) time: 0.4656 data: 0.0142 max mem: 5654 Epoch: [34] [5300/7393] eta: 0:16:52 lr: 0.000010 loss: 15.8322 (16.2238) loss_bbox: 0.1474 (0.1570) loss_bbox_aux_0: 0.1708 (0.1705) loss_bbox_aux_1: 0.1628 (0.1623) loss_bbox_aux_2: 0.1511 (0.1597) loss_bbox_aux_3: 0.1534 (0.1576) loss_bbox_aux_4: 0.1473 (0.1572) loss_bbox_aux_5: 0.2261 (0.2088) loss_bbox_dn_0: 0.2670 (0.2783) loss_bbox_dn_1: 0.1970 (0.2096) loss_bbox_dn_2: 0.1732 (0.1873) loss_bbox_dn_3: 0.1663 (0.1804) loss_bbox_dn_4: 0.1660 (0.1789) loss_bbox_dn_5: 0.1661 (0.1789) loss_giou: 0.4490 (0.4825) loss_giou_aux_0: 0.4707 (0.5072) loss_giou_aux_1: 0.4640 (0.4926) loss_giou_aux_2: 0.4540 (0.4873) loss_giou_aux_3: 0.4495 (0.4837) loss_giou_aux_4: 0.4514 (0.4827) loss_giou_aux_5: 0.5447 (0.5745) loss_giou_dn_0: 0.5675 (0.5941) loss_giou_dn_1: 0.4633 (0.4884) loss_giou_dn_2: 0.4358 (0.4586) loss_giou_dn_3: 0.4293 (0.4500) loss_giou_dn_4: 0.4263 (0.4480) loss_giou_dn_5: 0.4263 (0.4481) loss_vfl: 0.7060 (0.6874) loss_vfl_aux_0: 0.7921 (0.7954) loss_vfl_aux_1: 0.7555 (0.7454) loss_vfl_aux_2: 0.7284 (0.7138) loss_vfl_aux_3: 0.7125 (0.6987) loss_vfl_aux_4: 0.7093 (0.6906) loss_vfl_aux_5: 0.7678 (0.7754) loss_vfl_dn_0: 0.4633 (0.4575) loss_vfl_dn_1: 0.3849 (0.3936) loss_vfl_dn_2: 0.3701 (0.3776) loss_vfl_dn_3: 0.3648 (0.3700) loss_vfl_dn_4: 0.3625 (0.3674) loss_vfl_dn_5: 0.3615 (0.3666) time: 0.4759 data: 0.0141 max mem: 5654 Epoch: [34] [5400/7393] eta: 0:16:07 lr: 0.000010 loss: 16.2026 (16.2248) loss_bbox: 0.1531 (0.1571) loss_bbox_aux_0: 0.1629 (0.1705) loss_bbox_aux_1: 0.1531 (0.1623) loss_bbox_aux_2: 0.1523 (0.1597) loss_bbox_aux_3: 0.1523 (0.1576) loss_bbox_aux_4: 0.1531 (0.1572) loss_bbox_aux_5: 0.2048 (0.2088) loss_bbox_dn_0: 0.2682 (0.2785) loss_bbox_dn_1: 0.1980 (0.2098) loss_bbox_dn_2: 0.1840 (0.1874) loss_bbox_dn_3: 0.1780 (0.1805) loss_bbox_dn_4: 0.1784 (0.1790) loss_bbox_dn_5: 0.1784 (0.1790) loss_giou: 0.4343 (0.4824) loss_giou_aux_0: 0.4575 (0.5071) loss_giou_aux_1: 0.4595 (0.4925) loss_giou_aux_2: 0.4444 (0.4872) loss_giou_aux_3: 0.4368 (0.4836) loss_giou_aux_4: 0.4343 (0.4826) loss_giou_aux_5: 0.5111 (0.5744) loss_giou_dn_0: 0.5740 (0.5941) loss_giou_dn_1: 0.4732 (0.4884) loss_giou_dn_2: 0.4400 (0.4585) loss_giou_dn_3: 0.4292 (0.4500) loss_giou_dn_4: 0.4252 (0.4479) loss_giou_dn_5: 0.4254 (0.4481) loss_vfl: 0.7127 (0.6876) loss_vfl_aux_0: 0.8433 (0.7956) loss_vfl_aux_1: 0.7728 (0.7455) loss_vfl_aux_2: 0.7280 (0.7140) loss_vfl_aux_3: 0.7136 (0.6989) loss_vfl_aux_4: 0.7174 (0.6908) loss_vfl_aux_5: 0.8000 (0.7755) loss_vfl_dn_0: 0.4606 (0.4575) loss_vfl_dn_1: 0.3941 (0.3936) loss_vfl_dn_2: 0.3777 (0.3776) loss_vfl_dn_3: 0.3672 (0.3700) loss_vfl_dn_4: 0.3681 (0.3673) loss_vfl_dn_5: 0.3675 (0.3665) time: 0.4799 data: 0.0138 max mem: 5654 Epoch: [34] [5500/7393] eta: 0:15:18 lr: 0.000010 loss: 16.0947 (16.2272) loss_bbox: 0.1479 (0.1571) loss_bbox_aux_0: 0.1666 (0.1706) loss_bbox_aux_1: 0.1487 (0.1623) loss_bbox_aux_2: 0.1503 (0.1597) loss_bbox_aux_3: 0.1438 (0.1577) loss_bbox_aux_4: 0.1517 (0.1572) loss_bbox_aux_5: 0.2106 (0.2089) loss_bbox_dn_0: 0.2720 (0.2785) loss_bbox_dn_1: 0.2038 (0.2098) loss_bbox_dn_2: 0.1846 (0.1874) loss_bbox_dn_3: 0.1819 (0.1805) loss_bbox_dn_4: 0.1813 (0.1790) loss_bbox_dn_5: 0.1812 (0.1790) loss_giou: 0.4646 (0.4826) loss_giou_aux_0: 0.5314 (0.5073) loss_giou_aux_1: 0.4981 (0.4927) loss_giou_aux_2: 0.4756 (0.4874) loss_giou_aux_3: 0.4949 (0.4838) loss_giou_aux_4: 0.4919 (0.4828) loss_giou_aux_5: 0.5893 (0.5747) loss_giou_dn_0: 0.6088 (0.5942) loss_giou_dn_1: 0.4913 (0.4885) loss_giou_dn_2: 0.4660 (0.4586) loss_giou_dn_3: 0.4554 (0.4500) loss_giou_dn_4: 0.4518 (0.4480) loss_giou_dn_5: 0.4524 (0.4481) loss_vfl: 0.6941 (0.6877) loss_vfl_aux_0: 0.8106 (0.7955) loss_vfl_aux_1: 0.7576 (0.7456) loss_vfl_aux_2: 0.7298 (0.7141) loss_vfl_aux_3: 0.7187 (0.6990) loss_vfl_aux_4: 0.7004 (0.6909) loss_vfl_aux_5: 0.7916 (0.7756) loss_vfl_dn_0: 0.4517 (0.4575) loss_vfl_dn_1: 0.3874 (0.3936) loss_vfl_dn_2: 0.3692 (0.3776) loss_vfl_dn_3: 0.3659 (0.3699) loss_vfl_dn_4: 0.3643 (0.3673) loss_vfl_dn_5: 0.3634 (0.3665) time: 0.4755 data: 0.0140 max mem: 5654 Epoch: [34] [5600/7393] eta: 0:14:29 lr: 0.000010 loss: 16.2025 (16.2265) loss_bbox: 0.1741 (0.1571) loss_bbox_aux_0: 0.1861 (0.1706) loss_bbox_aux_1: 0.1782 (0.1623) loss_bbox_aux_2: 0.1803 (0.1597) loss_bbox_aux_3: 0.1795 (0.1577) loss_bbox_aux_4: 0.1743 (0.1573) loss_bbox_aux_5: 0.2224 (0.2090) loss_bbox_dn_0: 0.2875 (0.2786) loss_bbox_dn_1: 0.2218 (0.2099) loss_bbox_dn_2: 0.1997 (0.1874) loss_bbox_dn_3: 0.1927 (0.1805) loss_bbox_dn_4: 0.1927 (0.1791) loss_bbox_dn_5: 0.1923 (0.1791) loss_giou: 0.4282 (0.4824) loss_giou_aux_0: 0.4431 (0.5072) loss_giou_aux_1: 0.4332 (0.4926) loss_giou_aux_2: 0.4277 (0.4873) loss_giou_aux_3: 0.4265 (0.4837) loss_giou_aux_4: 0.4304 (0.4827) loss_giou_aux_5: 0.5317 (0.5745) loss_giou_dn_0: 0.5918 (0.5941) loss_giou_dn_1: 0.4740 (0.4884) loss_giou_dn_2: 0.4347 (0.4585) loss_giou_dn_3: 0.4274 (0.4500) loss_giou_dn_4: 0.4268 (0.4479) loss_giou_dn_5: 0.4270 (0.4481) loss_vfl: 0.6807 (0.6878) loss_vfl_aux_0: 0.8026 (0.7956) loss_vfl_aux_1: 0.7305 (0.7458) loss_vfl_aux_2: 0.7180 (0.7142) loss_vfl_aux_3: 0.6929 (0.6990) loss_vfl_aux_4: 0.6856 (0.6909) loss_vfl_aux_5: 0.7924 (0.7756) loss_vfl_dn_0: 0.4581 (0.4575) loss_vfl_dn_1: 0.3942 (0.3935) loss_vfl_dn_2: 0.3751 (0.3775) loss_vfl_dn_3: 0.3688 (0.3699) loss_vfl_dn_4: 0.3646 (0.3672) loss_vfl_dn_5: 0.3637 (0.3664) time: 0.4779 data: 0.0141 max mem: 5654 Epoch: [34] [5700/7393] eta: 0:13:41 lr: 0.000010 loss: 15.2264 (16.2227) loss_bbox: 0.1449 (0.1571) loss_bbox_aux_0: 0.1505 (0.1707) loss_bbox_aux_1: 0.1515 (0.1623) loss_bbox_aux_2: 0.1457 (0.1597) loss_bbox_aux_3: 0.1441 (0.1577) loss_bbox_aux_4: 0.1450 (0.1573) loss_bbox_aux_5: 0.1852 (0.2091) loss_bbox_dn_0: 0.2527 (0.2789) loss_bbox_dn_1: 0.1731 (0.2100) loss_bbox_dn_2: 0.1536 (0.1876) loss_bbox_dn_3: 0.1509 (0.1807) loss_bbox_dn_4: 0.1497 (0.1792) loss_bbox_dn_5: 0.1497 (0.1792) loss_giou: 0.4194 (0.4819) loss_giou_aux_0: 0.4396 (0.5067) loss_giou_aux_1: 0.4065 (0.4920) loss_giou_aux_2: 0.4131 (0.4867) loss_giou_aux_3: 0.4226 (0.4831) loss_giou_aux_4: 0.4195 (0.4821) loss_giou_aux_5: 0.5208 (0.5739) loss_giou_dn_0: 0.5209 (0.5938) loss_giou_dn_1: 0.4136 (0.4880) loss_giou_dn_2: 0.3942 (0.4582) loss_giou_dn_3: 0.3883 (0.4496) loss_giou_dn_4: 0.3840 (0.4475) loss_giou_dn_5: 0.3847 (0.4477) loss_vfl: 0.6891 (0.6879) loss_vfl_aux_0: 0.8198 (0.7958) loss_vfl_aux_1: 0.7513 (0.7461) loss_vfl_aux_2: 0.7161 (0.7144) loss_vfl_aux_3: 0.6977 (0.6992) loss_vfl_aux_4: 0.6895 (0.6911) loss_vfl_aux_5: 0.7812 (0.7759) loss_vfl_dn_0: 0.4625 (0.4575) loss_vfl_dn_1: 0.3859 (0.3935) loss_vfl_dn_2: 0.3670 (0.3774) loss_vfl_dn_3: 0.3582 (0.3698) loss_vfl_dn_4: 0.3556 (0.3672) loss_vfl_dn_5: 0.3555 (0.3664) time: 0.4902 data: 0.0142 max mem: 5654 Epoch: [34] [5800/7393] eta: 0:12:52 lr: 0.000010 loss: 16.0721 (16.2234) loss_bbox: 0.1410 (0.1572) loss_bbox_aux_0: 0.1620 (0.1708) loss_bbox_aux_1: 0.1473 (0.1623) loss_bbox_aux_2: 0.1420 (0.1597) loss_bbox_aux_3: 0.1338 (0.1578) loss_bbox_aux_4: 0.1410 (0.1573) loss_bbox_aux_5: 0.2007 (0.2091) loss_bbox_dn_0: 0.2655 (0.2790) loss_bbox_dn_1: 0.1938 (0.2101) loss_bbox_dn_2: 0.1668 (0.1876) loss_bbox_dn_3: 0.1648 (0.1807) loss_bbox_dn_4: 0.1611 (0.1792) loss_bbox_dn_5: 0.1611 (0.1792) loss_giou: 0.4354 (0.4818) loss_giou_aux_0: 0.4555 (0.5066) loss_giou_aux_1: 0.4462 (0.4919) loss_giou_aux_2: 0.4327 (0.4866) loss_giou_aux_3: 0.4320 (0.4831) loss_giou_aux_4: 0.4332 (0.4821) loss_giou_aux_5: 0.5280 (0.5739) loss_giou_dn_0: 0.5636 (0.5938) loss_giou_dn_1: 0.4515 (0.4880) loss_giou_dn_2: 0.4268 (0.4581) loss_giou_dn_3: 0.4213 (0.4495) loss_giou_dn_4: 0.4205 (0.4475) loss_giou_dn_5: 0.4206 (0.4476) loss_vfl: 0.7083 (0.6880) loss_vfl_aux_0: 0.8096 (0.7959) loss_vfl_aux_1: 0.7630 (0.7463) loss_vfl_aux_2: 0.7410 (0.7145) loss_vfl_aux_3: 0.7192 (0.6992) loss_vfl_aux_4: 0.7125 (0.6911) loss_vfl_aux_5: 0.7870 (0.7760) loss_vfl_dn_0: 0.4530 (0.4575) loss_vfl_dn_1: 0.3907 (0.3935) loss_vfl_dn_2: 0.3762 (0.3774) loss_vfl_dn_3: 0.3691 (0.3698) loss_vfl_dn_4: 0.3641 (0.3672) loss_vfl_dn_5: 0.3635 (0.3664) time: 0.4671 data: 0.0143 max mem: 5654 Epoch: [34] [5900/7393] eta: 0:12:03 lr: 0.000010 loss: 16.4139 (16.2267) loss_bbox: 0.1336 (0.1572) loss_bbox_aux_0: 0.1355 (0.1708) loss_bbox_aux_1: 0.1283 (0.1623) loss_bbox_aux_2: 0.1275 (0.1597) loss_bbox_aux_3: 0.1322 (0.1578) loss_bbox_aux_4: 0.1322 (0.1573) loss_bbox_aux_5: 0.1721 (0.2092) loss_bbox_dn_0: 0.2176 (0.2790) loss_bbox_dn_1: 0.1787 (0.2101) loss_bbox_dn_2: 0.1631 (0.1876) loss_bbox_dn_3: 0.1579 (0.1807) loss_bbox_dn_4: 0.1569 (0.1793) loss_bbox_dn_5: 0.1569 (0.1793) loss_giou: 0.5021 (0.4819) loss_giou_aux_0: 0.5220 (0.5068) loss_giou_aux_1: 0.5097 (0.4920) loss_giou_aux_2: 0.5063 (0.4867) loss_giou_aux_3: 0.5041 (0.4832) loss_giou_aux_4: 0.5023 (0.4822) loss_giou_aux_5: 0.5944 (0.5741) loss_giou_dn_0: 0.6240 (0.5939) loss_giou_dn_1: 0.5126 (0.4882) loss_giou_dn_2: 0.4702 (0.4583) loss_giou_dn_3: 0.4554 (0.4497) loss_giou_dn_4: 0.4519 (0.4477) loss_giou_dn_5: 0.4521 (0.4478) loss_vfl: 0.6812 (0.6881) loss_vfl_aux_0: 0.7666 (0.7959) loss_vfl_aux_1: 0.7548 (0.7465) loss_vfl_aux_2: 0.7098 (0.7148) loss_vfl_aux_3: 0.6806 (0.6994) loss_vfl_aux_4: 0.6825 (0.6913) loss_vfl_aux_5: 0.7297 (0.7760) loss_vfl_dn_0: 0.4508 (0.4575) loss_vfl_dn_1: 0.3885 (0.3934) loss_vfl_dn_2: 0.3736 (0.3774) loss_vfl_dn_3: 0.3661 (0.3698) loss_vfl_dn_4: 0.3640 (0.3671) loss_vfl_dn_5: 0.3619 (0.3663) time: 0.4818 data: 0.0141 max mem: 5654 Epoch: [34] [6000/7393] eta: 0:11:15 lr: 0.000010 loss: 16.0701 (16.2289) loss_bbox: 0.1553 (0.1573) loss_bbox_aux_0: 0.1633 (0.1709) loss_bbox_aux_1: 0.1638 (0.1624) loss_bbox_aux_2: 0.1575 (0.1598) loss_bbox_aux_3: 0.1581 (0.1579) loss_bbox_aux_4: 0.1568 (0.1574) loss_bbox_aux_5: 0.1996 (0.2093) loss_bbox_dn_0: 0.2757 (0.2791) loss_bbox_dn_1: 0.2163 (0.2102) loss_bbox_dn_2: 0.1816 (0.1877) loss_bbox_dn_3: 0.1786 (0.1808) loss_bbox_dn_4: 0.1736 (0.1794) loss_bbox_dn_5: 0.1727 (0.1794) loss_giou: 0.4503 (0.4819) loss_giou_aux_0: 0.4702 (0.5068) loss_giou_aux_1: 0.4628 (0.4920) loss_giou_aux_2: 0.4452 (0.4868) loss_giou_aux_3: 0.4526 (0.4832) loss_giou_aux_4: 0.4512 (0.4822) loss_giou_aux_5: 0.5423 (0.5741) loss_giou_dn_0: 0.5804 (0.5939) loss_giou_dn_1: 0.4699 (0.4882) loss_giou_dn_2: 0.4427 (0.4583) loss_giou_dn_3: 0.4342 (0.4497) loss_giou_dn_4: 0.4326 (0.4477) loss_giou_dn_5: 0.4325 (0.4479) loss_vfl: 0.6651 (0.6882) loss_vfl_aux_0: 0.8072 (0.7961) loss_vfl_aux_1: 0.7376 (0.7466) loss_vfl_aux_2: 0.7025 (0.7148) loss_vfl_aux_3: 0.6867 (0.6995) loss_vfl_aux_4: 0.6777 (0.6914) loss_vfl_aux_5: 0.7694 (0.7761) loss_vfl_dn_0: 0.4526 (0.4575) loss_vfl_dn_1: 0.3976 (0.3935) loss_vfl_dn_2: 0.3818 (0.3774) loss_vfl_dn_3: 0.3753 (0.3698) loss_vfl_dn_4: 0.3737 (0.3672) loss_vfl_dn_5: 0.3724 (0.3664) time: 0.4886 data: 0.0139 max mem: 5654 Epoch: [34] [6100/7393] eta: 0:10:26 lr: 0.000010 loss: 16.0742 (16.2280) loss_bbox: 0.1537 (0.1574) loss_bbox_aux_0: 0.1604 (0.1709) loss_bbox_aux_1: 0.1624 (0.1625) loss_bbox_aux_2: 0.1579 (0.1599) loss_bbox_aux_3: 0.1556 (0.1579) loss_bbox_aux_4: 0.1560 (0.1575) loss_bbox_aux_5: 0.2122 (0.2094) loss_bbox_dn_0: 0.2636 (0.2791) loss_bbox_dn_1: 0.1985 (0.2102) loss_bbox_dn_2: 0.1819 (0.1877) loss_bbox_dn_3: 0.1731 (0.1808) loss_bbox_dn_4: 0.1697 (0.1793) loss_bbox_dn_5: 0.1697 (0.1794) loss_giou: 0.4905 (0.4820) loss_giou_aux_0: 0.5070 (0.5068) loss_giou_aux_1: 0.4917 (0.4921) loss_giou_aux_2: 0.4890 (0.4868) loss_giou_aux_3: 0.4877 (0.4833) loss_giou_aux_4: 0.4858 (0.4822) loss_giou_aux_5: 0.5947 (0.5742) loss_giou_dn_0: 0.6071 (0.5939) loss_giou_dn_1: 0.5040 (0.4882) loss_giou_dn_2: 0.4700 (0.4583) loss_giou_dn_3: 0.4594 (0.4497) loss_giou_dn_4: 0.4561 (0.4476) loss_giou_dn_5: 0.4563 (0.4478) loss_vfl: 0.6453 (0.6880) loss_vfl_aux_0: 0.7569 (0.7959) loss_vfl_aux_1: 0.7079 (0.7464) loss_vfl_aux_2: 0.6683 (0.7146) loss_vfl_aux_3: 0.6423 (0.6993) loss_vfl_aux_4: 0.6398 (0.6912) loss_vfl_aux_5: 0.7175 (0.7759) loss_vfl_dn_0: 0.4462 (0.4575) loss_vfl_dn_1: 0.3892 (0.3935) loss_vfl_dn_2: 0.3734 (0.3774) loss_vfl_dn_3: 0.3673 (0.3698) loss_vfl_dn_4: 0.3634 (0.3672) loss_vfl_dn_5: 0.3629 (0.3664) time: 0.4679 data: 0.0141 max mem: 5654 Epoch: [34] [6200/7393] eta: 0:09:37 lr: 0.000010 loss: 16.4773 (16.2257) loss_bbox: 0.1510 (0.1573) loss_bbox_aux_0: 0.1637 (0.1709) loss_bbox_aux_1: 0.1622 (0.1624) loss_bbox_aux_2: 0.1530 (0.1598) loss_bbox_aux_3: 0.1507 (0.1579) loss_bbox_aux_4: 0.1509 (0.1574) loss_bbox_aux_5: 0.1966 (0.2094) loss_bbox_dn_0: 0.2629 (0.2790) loss_bbox_dn_1: 0.1961 (0.2101) loss_bbox_dn_2: 0.1686 (0.1876) loss_bbox_dn_3: 0.1616 (0.1807) loss_bbox_dn_4: 0.1597 (0.1793) loss_bbox_dn_5: 0.1596 (0.1793) loss_giou: 0.4710 (0.4820) loss_giou_aux_0: 0.4875 (0.5068) loss_giou_aux_1: 0.4805 (0.4920) loss_giou_aux_2: 0.4755 (0.4867) loss_giou_aux_3: 0.4725 (0.4832) loss_giou_aux_4: 0.4743 (0.4822) loss_giou_aux_5: 0.5606 (0.5742) loss_giou_dn_0: 0.6106 (0.5938) loss_giou_dn_1: 0.5035 (0.4880) loss_giou_dn_2: 0.4732 (0.4581) loss_giou_dn_3: 0.4637 (0.4496) loss_giou_dn_4: 0.4621 (0.4475) loss_giou_dn_5: 0.4619 (0.4477) loss_vfl: 0.7108 (0.6880) loss_vfl_aux_0: 0.8148 (0.7958) loss_vfl_aux_1: 0.7655 (0.7463) loss_vfl_aux_2: 0.7343 (0.7147) loss_vfl_aux_3: 0.7135 (0.6993) loss_vfl_aux_4: 0.7119 (0.6912) loss_vfl_aux_5: 0.8006 (0.7759) loss_vfl_dn_0: 0.4572 (0.4575) loss_vfl_dn_1: 0.3942 (0.3934) loss_vfl_dn_2: 0.3772 (0.3774) loss_vfl_dn_3: 0.3728 (0.3698) loss_vfl_dn_4: 0.3691 (0.3671) loss_vfl_dn_5: 0.3688 (0.3663) time: 0.4753 data: 0.0141 max mem: 5654 Epoch: [34] [6300/7393] eta: 0:08:49 lr: 0.000010 loss: 16.3065 (16.2259) loss_bbox: 0.1569 (0.1573) loss_bbox_aux_0: 0.1715 (0.1709) loss_bbox_aux_1: 0.1645 (0.1624) loss_bbox_aux_2: 0.1572 (0.1598) loss_bbox_aux_3: 0.1546 (0.1578) loss_bbox_aux_4: 0.1538 (0.1574) loss_bbox_aux_5: 0.2110 (0.2093) loss_bbox_dn_0: 0.2674 (0.2789) loss_bbox_dn_1: 0.1991 (0.2100) loss_bbox_dn_2: 0.1780 (0.1876) loss_bbox_dn_3: 0.1679 (0.1807) loss_bbox_dn_4: 0.1642 (0.1792) loss_bbox_dn_5: 0.1643 (0.1792) loss_giou: 0.4412 (0.4820) loss_giou_aux_0: 0.4579 (0.5069) loss_giou_aux_1: 0.4410 (0.4921) loss_giou_aux_2: 0.4266 (0.4868) loss_giou_aux_3: 0.4382 (0.4833) loss_giou_aux_4: 0.4393 (0.4823) loss_giou_aux_5: 0.5349 (0.5743) loss_giou_dn_0: 0.5820 (0.5939) loss_giou_dn_1: 0.4617 (0.4881) loss_giou_dn_2: 0.4352 (0.4582) loss_giou_dn_3: 0.4286 (0.4496) loss_giou_dn_4: 0.4260 (0.4476) loss_giou_dn_5: 0.4263 (0.4477) loss_vfl: 0.6854 (0.6880) loss_vfl_aux_0: 0.7977 (0.7958) loss_vfl_aux_1: 0.7458 (0.7463) loss_vfl_aux_2: 0.6963 (0.7147) loss_vfl_aux_3: 0.6798 (0.6993) loss_vfl_aux_4: 0.6849 (0.6911) loss_vfl_aux_5: 0.7748 (0.7758) loss_vfl_dn_0: 0.4542 (0.4575) loss_vfl_dn_1: 0.3909 (0.3934) loss_vfl_dn_2: 0.3698 (0.3774) loss_vfl_dn_3: 0.3616 (0.3698) loss_vfl_dn_4: 0.3623 (0.3671) loss_vfl_dn_5: 0.3630 (0.3663) time: 0.4740 data: 0.0142 max mem: 5654 Epoch: [34] [6400/7393] eta: 0:08:00 lr: 0.000010 loss: 16.4343 (16.2249) loss_bbox: 0.1553 (0.1572) loss_bbox_aux_0: 0.1776 (0.1709) loss_bbox_aux_1: 0.1575 (0.1624) loss_bbox_aux_2: 0.1569 (0.1597) loss_bbox_aux_3: 0.1550 (0.1578) loss_bbox_aux_4: 0.1568 (0.1573) loss_bbox_aux_5: 0.2069 (0.2093) loss_bbox_dn_0: 0.2731 (0.2789) loss_bbox_dn_1: 0.2006 (0.2100) loss_bbox_dn_2: 0.1716 (0.1875) loss_bbox_dn_3: 0.1660 (0.1806) loss_bbox_dn_4: 0.1644 (0.1792) loss_bbox_dn_5: 0.1644 (0.1792) loss_giou: 0.4407 (0.4819) loss_giou_aux_0: 0.4683 (0.5068) loss_giou_aux_1: 0.4504 (0.4920) loss_giou_aux_2: 0.4448 (0.4867) loss_giou_aux_3: 0.4415 (0.4831) loss_giou_aux_4: 0.4407 (0.4821) loss_giou_aux_5: 0.5294 (0.5742) loss_giou_dn_0: 0.5676 (0.5938) loss_giou_dn_1: 0.4604 (0.4880) loss_giou_dn_2: 0.4201 (0.4581) loss_giou_dn_3: 0.4097 (0.4495) loss_giou_dn_4: 0.4065 (0.4475) loss_giou_dn_5: 0.4068 (0.4476) loss_vfl: 0.7571 (0.6881) loss_vfl_aux_0: 0.8326 (0.7958) loss_vfl_aux_1: 0.8088 (0.7463) loss_vfl_aux_2: 0.7640 (0.7148) loss_vfl_aux_3: 0.7502 (0.6995) loss_vfl_aux_4: 0.7518 (0.6913) loss_vfl_aux_5: 0.8431 (0.7758) loss_vfl_dn_0: 0.4590 (0.4576) loss_vfl_dn_1: 0.3947 (0.3934) loss_vfl_dn_2: 0.3773 (0.3774) loss_vfl_dn_3: 0.3698 (0.3698) loss_vfl_dn_4: 0.3640 (0.3671) loss_vfl_dn_5: 0.3655 (0.3663) time: 0.4773 data: 0.0138 max mem: 5654 Epoch: [34] [6500/7393] eta: 0:07:13 lr: 0.000010 loss: 16.3117 (16.2268) loss_bbox: 0.1491 (0.1572) loss_bbox_aux_0: 0.1558 (0.1709) loss_bbox_aux_1: 0.1495 (0.1624) loss_bbox_aux_2: 0.1500 (0.1597) loss_bbox_aux_3: 0.1453 (0.1578) loss_bbox_aux_4: 0.1403 (0.1573) loss_bbox_aux_5: 0.1934 (0.2093) loss_bbox_dn_0: 0.2643 (0.2789) loss_bbox_dn_1: 0.1982 (0.2100) loss_bbox_dn_2: 0.1788 (0.1875) loss_bbox_dn_3: 0.1769 (0.1806) loss_bbox_dn_4: 0.1763 (0.1791) loss_bbox_dn_5: 0.1763 (0.1792) loss_giou: 0.4791 (0.4820) loss_giou_aux_0: 0.5129 (0.5070) loss_giou_aux_1: 0.4929 (0.4922) loss_giou_aux_2: 0.4857 (0.4868) loss_giou_aux_3: 0.4829 (0.4833) loss_giou_aux_4: 0.4823 (0.4822) loss_giou_aux_5: 0.5640 (0.5743) loss_giou_dn_0: 0.6015 (0.5940) loss_giou_dn_1: 0.5086 (0.4882) loss_giou_dn_2: 0.4772 (0.4583) loss_giou_dn_3: 0.4697 (0.4497) loss_giou_dn_4: 0.4672 (0.4476) loss_giou_dn_5: 0.4675 (0.4478) loss_vfl: 0.7005 (0.6881) loss_vfl_aux_0: 0.8048 (0.7957) loss_vfl_aux_1: 0.7504 (0.7463) loss_vfl_aux_2: 0.7307 (0.7149) loss_vfl_aux_3: 0.7125 (0.6995) loss_vfl_aux_4: 0.7103 (0.6913) loss_vfl_aux_5: 0.7673 (0.7758) loss_vfl_dn_0: 0.4613 (0.4576) loss_vfl_dn_1: 0.3986 (0.3935) loss_vfl_dn_2: 0.3822 (0.3775) loss_vfl_dn_3: 0.3762 (0.3698) loss_vfl_dn_4: 0.3716 (0.3672) loss_vfl_dn_5: 0.3707 (0.3664) time: 0.4773 data: 0.0139 max mem: 5654 Epoch: [34] [6600/7393] eta: 0:06:24 lr: 0.000010 loss: 16.6727 (16.2232) loss_bbox: 0.1489 (0.1571) loss_bbox_aux_0: 0.1691 (0.1708) loss_bbox_aux_1: 0.1523 (0.1623) loss_bbox_aux_2: 0.1487 (0.1596) loss_bbox_aux_3: 0.1489 (0.1577) loss_bbox_aux_4: 0.1481 (0.1572) loss_bbox_aux_5: 0.2050 (0.2091) loss_bbox_dn_0: 0.2609 (0.2787) loss_bbox_dn_1: 0.2060 (0.2098) loss_bbox_dn_2: 0.1846 (0.1874) loss_bbox_dn_3: 0.1825 (0.1805) loss_bbox_dn_4: 0.1823 (0.1790) loss_bbox_dn_5: 0.1823 (0.1791) loss_giou: 0.4793 (0.4819) loss_giou_aux_0: 0.5111 (0.5069) loss_giou_aux_1: 0.5048 (0.4921) loss_giou_aux_2: 0.4854 (0.4867) loss_giou_aux_3: 0.4855 (0.4832) loss_giou_aux_4: 0.4789 (0.4821) loss_giou_aux_5: 0.5791 (0.5742) loss_giou_dn_0: 0.5862 (0.5939) loss_giou_dn_1: 0.4829 (0.4881) loss_giou_dn_2: 0.4559 (0.4582) loss_giou_dn_3: 0.4530 (0.4496) loss_giou_dn_4: 0.4524 (0.4476) loss_giou_dn_5: 0.4528 (0.4478) loss_vfl: 0.6887 (0.6881) loss_vfl_aux_0: 0.7844 (0.7956) loss_vfl_aux_1: 0.7373 (0.7461) loss_vfl_aux_2: 0.7214 (0.7147) loss_vfl_aux_3: 0.7076 (0.6993) loss_vfl_aux_4: 0.6925 (0.6912) loss_vfl_aux_5: 0.7276 (0.7756) loss_vfl_dn_0: 0.4509 (0.4575) loss_vfl_dn_1: 0.3926 (0.3935) loss_vfl_dn_2: 0.3806 (0.3774) loss_vfl_dn_3: 0.3738 (0.3698) loss_vfl_dn_4: 0.3697 (0.3672) loss_vfl_dn_5: 0.3699 (0.3664) time: 0.4801 data: 0.0141 max mem: 5654 Epoch: [34] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 16.2866 (16.2261) loss_bbox: 0.1475 (0.1571) loss_bbox_aux_0: 0.1556 (0.1708) loss_bbox_aux_1: 0.1522 (0.1623) loss_bbox_aux_2: 0.1562 (0.1596) loss_bbox_aux_3: 0.1528 (0.1577) loss_bbox_aux_4: 0.1481 (0.1572) loss_bbox_aux_5: 0.1994 (0.2091) loss_bbox_dn_0: 0.2530 (0.2787) loss_bbox_dn_1: 0.1910 (0.2098) loss_bbox_dn_2: 0.1734 (0.1874) loss_bbox_dn_3: 0.1619 (0.1805) loss_bbox_dn_4: 0.1617 (0.1790) loss_bbox_dn_5: 0.1617 (0.1790) loss_giou: 0.5106 (0.4821) loss_giou_aux_0: 0.4939 (0.5070) loss_giou_aux_1: 0.4814 (0.4922) loss_giou_aux_2: 0.4843 (0.4868) loss_giou_aux_3: 0.4909 (0.4833) loss_giou_aux_4: 0.4901 (0.4823) loss_giou_aux_5: 0.5796 (0.5743) loss_giou_dn_0: 0.6010 (0.5940) loss_giou_dn_1: 0.4885 (0.4883) loss_giou_dn_2: 0.4652 (0.4584) loss_giou_dn_3: 0.4554 (0.4498) loss_giou_dn_4: 0.4549 (0.4478) loss_giou_dn_5: 0.4550 (0.4480) loss_vfl: 0.6591 (0.6882) loss_vfl_aux_0: 0.7817 (0.7957) loss_vfl_aux_1: 0.7250 (0.7462) loss_vfl_aux_2: 0.6910 (0.7148) loss_vfl_aux_3: 0.6751 (0.6995) loss_vfl_aux_4: 0.6609 (0.6913) loss_vfl_aux_5: 0.7626 (0.7757) loss_vfl_dn_0: 0.4493 (0.4576) loss_vfl_dn_1: 0.3967 (0.3935) loss_vfl_dn_2: 0.3802 (0.3775) loss_vfl_dn_3: 0.3712 (0.3699) loss_vfl_dn_4: 0.3674 (0.3672) loss_vfl_dn_5: 0.3681 (0.3664) time: 0.4799 data: 0.0152 max mem: 5654 Epoch: [34] [6800/7393] eta: 0:04:47 lr: 0.000010 loss: 16.1461 (16.2269) loss_bbox: 0.1434 (0.1572) loss_bbox_aux_0: 0.1613 (0.1708) loss_bbox_aux_1: 0.1515 (0.1623) loss_bbox_aux_2: 0.1450 (0.1596) loss_bbox_aux_3: 0.1437 (0.1577) loss_bbox_aux_4: 0.1457 (0.1572) loss_bbox_aux_5: 0.1968 (0.2091) loss_bbox_dn_0: 0.2539 (0.2787) loss_bbox_dn_1: 0.1895 (0.2098) loss_bbox_dn_2: 0.1672 (0.1873) loss_bbox_dn_3: 0.1622 (0.1805) loss_bbox_dn_4: 0.1619 (0.1790) loss_bbox_dn_5: 0.1620 (0.1790) loss_giou: 0.4903 (0.4821) loss_giou_aux_0: 0.5126 (0.5070) loss_giou_aux_1: 0.5055 (0.4923) loss_giou_aux_2: 0.4999 (0.4869) loss_giou_aux_3: 0.4865 (0.4834) loss_giou_aux_4: 0.4916 (0.4823) loss_giou_aux_5: 0.5856 (0.5744) loss_giou_dn_0: 0.6000 (0.5941) loss_giou_dn_1: 0.4907 (0.4884) loss_giou_dn_2: 0.4629 (0.4584) loss_giou_dn_3: 0.4557 (0.4499) loss_giou_dn_4: 0.4541 (0.4478) loss_giou_dn_5: 0.4552 (0.4480) loss_vfl: 0.6510 (0.6881) loss_vfl_aux_0: 0.7682 (0.7957) loss_vfl_aux_1: 0.7100 (0.7462) loss_vfl_aux_2: 0.6810 (0.7148) loss_vfl_aux_3: 0.6618 (0.6994) loss_vfl_aux_4: 0.6534 (0.6913) loss_vfl_aux_5: 0.7234 (0.7758) loss_vfl_dn_0: 0.4513 (0.4576) loss_vfl_dn_1: 0.3941 (0.3935) loss_vfl_dn_2: 0.3754 (0.3775) loss_vfl_dn_3: 0.3678 (0.3699) loss_vfl_dn_4: 0.3652 (0.3672) loss_vfl_dn_5: 0.3638 (0.3664) time: 0.4744 data: 0.0134 max mem: 5654 Epoch: [34] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 16.3255 (16.2276) loss_bbox: 0.1594 (0.1572) loss_bbox_aux_0: 0.1796 (0.1708) loss_bbox_aux_1: 0.1628 (0.1623) loss_bbox_aux_2: 0.1610 (0.1597) loss_bbox_aux_3: 0.1658 (0.1577) loss_bbox_aux_4: 0.1594 (0.1573) loss_bbox_aux_5: 0.2207 (0.2092) loss_bbox_dn_0: 0.2767 (0.2787) loss_bbox_dn_1: 0.2254 (0.2099) loss_bbox_dn_2: 0.2072 (0.1874) loss_bbox_dn_3: 0.2012 (0.1805) loss_bbox_dn_4: 0.1978 (0.1791) loss_bbox_dn_5: 0.1981 (0.1791) loss_giou: 0.4474 (0.4821) loss_giou_aux_0: 0.4736 (0.5070) loss_giou_aux_1: 0.4538 (0.4922) loss_giou_aux_2: 0.4535 (0.4868) loss_giou_aux_3: 0.4512 (0.4833) loss_giou_aux_4: 0.4501 (0.4823) loss_giou_aux_5: 0.5585 (0.5744) loss_giou_dn_0: 0.5955 (0.5941) loss_giou_dn_1: 0.4820 (0.4884) loss_giou_dn_2: 0.4604 (0.4584) loss_giou_dn_3: 0.4520 (0.4499) loss_giou_dn_4: 0.4496 (0.4478) loss_giou_dn_5: 0.4495 (0.4480) loss_vfl: 0.7199 (0.6882) loss_vfl_aux_0: 0.8327 (0.7957) loss_vfl_aux_1: 0.7536 (0.7463) loss_vfl_aux_2: 0.7264 (0.7149) loss_vfl_aux_3: 0.7337 (0.6995) loss_vfl_aux_4: 0.7142 (0.6914) loss_vfl_aux_5: 0.7985 (0.7757) loss_vfl_dn_0: 0.4604 (0.4576) loss_vfl_dn_1: 0.3918 (0.3935) loss_vfl_dn_2: 0.3788 (0.3775) loss_vfl_dn_3: 0.3769 (0.3699) loss_vfl_dn_4: 0.3739 (0.3672) loss_vfl_dn_5: 0.3732 (0.3664) time: 0.4742 data: 0.0143 max mem: 5654 Epoch: [34] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 16.7397 (16.2306) loss_bbox: 0.1555 (0.1572) loss_bbox_aux_0: 0.1633 (0.1708) loss_bbox_aux_1: 0.1607 (0.1623) loss_bbox_aux_2: 0.1611 (0.1596) loss_bbox_aux_3: 0.1590 (0.1577) loss_bbox_aux_4: 0.1531 (0.1572) loss_bbox_aux_5: 0.1942 (0.2091) loss_bbox_dn_0: 0.2528 (0.2787) loss_bbox_dn_1: 0.1850 (0.2098) loss_bbox_dn_2: 0.1634 (0.1873) loss_bbox_dn_3: 0.1563 (0.1805) loss_bbox_dn_4: 0.1580 (0.1790) loss_bbox_dn_5: 0.1576 (0.1790) loss_giou: 0.5501 (0.4825) loss_giou_aux_0: 0.5661 (0.5074) loss_giou_aux_1: 0.5513 (0.4926) loss_giou_aux_2: 0.5597 (0.4872) loss_giou_aux_3: 0.5446 (0.4838) loss_giou_aux_4: 0.5371 (0.4827) loss_giou_aux_5: 0.6304 (0.5748) loss_giou_dn_0: 0.6157 (0.5944) loss_giou_dn_1: 0.5308 (0.4886) loss_giou_dn_2: 0.4980 (0.4587) loss_giou_dn_3: 0.4905 (0.4501) loss_giou_dn_4: 0.4880 (0.4480) loss_giou_dn_5: 0.4881 (0.4482) loss_vfl: 0.6751 (0.6881) loss_vfl_aux_0: 0.8099 (0.7957) loss_vfl_aux_1: 0.7361 (0.7462) loss_vfl_aux_2: 0.7414 (0.7148) loss_vfl_aux_3: 0.6951 (0.6993) loss_vfl_aux_4: 0.6683 (0.6913) loss_vfl_aux_5: 0.7693 (0.7757) loss_vfl_dn_0: 0.4557 (0.4576) loss_vfl_dn_1: 0.3946 (0.3936) loss_vfl_dn_2: 0.3762 (0.3776) loss_vfl_dn_3: 0.3692 (0.3699) loss_vfl_dn_4: 0.3665 (0.3673) loss_vfl_dn_5: 0.3651 (0.3665) time: 0.5047 data: 0.0139 max mem: 5654 Epoch: [34] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 15.8942 (16.2293) loss_bbox: 0.1374 (0.1571) loss_bbox_aux_0: 0.1465 (0.1707) loss_bbox_aux_1: 0.1379 (0.1623) loss_bbox_aux_2: 0.1360 (0.1596) loss_bbox_aux_3: 0.1381 (0.1577) loss_bbox_aux_4: 0.1352 (0.1572) loss_bbox_aux_5: 0.1923 (0.2090) loss_bbox_dn_0: 0.2555 (0.2785) loss_bbox_dn_1: 0.1812 (0.2097) loss_bbox_dn_2: 0.1580 (0.1872) loss_bbox_dn_3: 0.1526 (0.1804) loss_bbox_dn_4: 0.1511 (0.1789) loss_bbox_dn_5: 0.1511 (0.1789) loss_giou: 0.4902 (0.4825) loss_giou_aux_0: 0.5169 (0.5074) loss_giou_aux_1: 0.4912 (0.4926) loss_giou_aux_2: 0.4955 (0.4873) loss_giou_aux_3: 0.4865 (0.4838) loss_giou_aux_4: 0.4890 (0.4827) loss_giou_aux_5: 0.5693 (0.5748) loss_giou_dn_0: 0.5861 (0.5944) loss_giou_dn_1: 0.4920 (0.4886) loss_giou_dn_2: 0.4671 (0.4587) loss_giou_dn_3: 0.4582 (0.4501) loss_giou_dn_4: 0.4580 (0.4481) loss_giou_dn_5: 0.4584 (0.4482) loss_vfl: 0.6641 (0.6880) loss_vfl_aux_0: 0.7635 (0.7957) loss_vfl_aux_1: 0.7219 (0.7462) loss_vfl_aux_2: 0.6926 (0.7146) loss_vfl_aux_3: 0.6756 (0.6992) loss_vfl_aux_4: 0.6534 (0.6912) loss_vfl_aux_5: 0.7469 (0.7757) loss_vfl_dn_0: 0.4512 (0.4576) loss_vfl_dn_1: 0.3840 (0.3935) loss_vfl_dn_2: 0.3725 (0.3775) loss_vfl_dn_3: 0.3653 (0.3699) loss_vfl_dn_4: 0.3638 (0.3672) loss_vfl_dn_5: 0.3626 (0.3665) time: 0.4845 data: 0.0143 max mem: 5654 Epoch: [34] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.3486 (16.2315) loss_bbox: 0.1576 (0.1572) loss_bbox_aux_0: 0.1780 (0.1708) loss_bbox_aux_1: 0.1626 (0.1624) loss_bbox_aux_2: 0.1551 (0.1597) loss_bbox_aux_3: 0.1573 (0.1578) loss_bbox_aux_4: 0.1574 (0.1573) loss_bbox_aux_5: 0.2029 (0.2091) loss_bbox_dn_0: 0.2449 (0.2786) loss_bbox_dn_1: 0.1819 (0.2098) loss_bbox_dn_2: 0.1594 (0.1873) loss_bbox_dn_3: 0.1521 (0.1804) loss_bbox_dn_4: 0.1500 (0.1790) loss_bbox_dn_5: 0.1496 (0.1790) loss_giou: 0.4496 (0.4825) loss_giou_aux_0: 0.4825 (0.5074) loss_giou_aux_1: 0.4638 (0.4926) loss_giou_aux_2: 0.4606 (0.4872) loss_giou_aux_3: 0.4758 (0.4838) loss_giou_aux_4: 0.4506 (0.4827) loss_giou_aux_5: 0.5912 (0.5748) loss_giou_dn_0: 0.5955 (0.5944) loss_giou_dn_1: 0.4971 (0.4886) loss_giou_dn_2: 0.4745 (0.4587) loss_giou_dn_3: 0.4632 (0.4501) loss_giou_dn_4: 0.4613 (0.4481) loss_giou_dn_5: 0.4609 (0.4482) loss_vfl: 0.6913 (0.6882) loss_vfl_aux_0: 0.7710 (0.7959) loss_vfl_aux_1: 0.7356 (0.7464) loss_vfl_aux_2: 0.6945 (0.7148) loss_vfl_aux_3: 0.6939 (0.6994) loss_vfl_aux_4: 0.6913 (0.6914) loss_vfl_aux_5: 0.7616 (0.7759) loss_vfl_dn_0: 0.4604 (0.4576) loss_vfl_dn_1: 0.3940 (0.3935) loss_vfl_dn_2: 0.3806 (0.3775) loss_vfl_dn_3: 0.3759 (0.3699) loss_vfl_dn_4: 0.3713 (0.3673) loss_vfl_dn_5: 0.3703 (0.3665) time: 0.4657 data: 0.0141 max mem: 5654 Epoch: [34] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6850 (16.2336) loss_bbox: 0.1459 (0.1573) loss_bbox_aux_0: 0.1624 (0.1708) loss_bbox_aux_1: 0.1576 (0.1624) loss_bbox_aux_2: 0.1419 (0.1597) loss_bbox_aux_3: 0.1424 (0.1578) loss_bbox_aux_4: 0.1458 (0.1573) loss_bbox_aux_5: 0.1943 (0.2091) loss_bbox_dn_0: 0.2627 (0.2786) loss_bbox_dn_1: 0.1914 (0.2098) loss_bbox_dn_2: 0.1740 (0.1873) loss_bbox_dn_3: 0.1687 (0.1804) loss_bbox_dn_4: 0.1687 (0.1790) loss_bbox_dn_5: 0.1687 (0.1790) loss_giou: 0.4269 (0.4826) loss_giou_aux_0: 0.4675 (0.5075) loss_giou_aux_1: 0.4508 (0.4927) loss_giou_aux_2: 0.4402 (0.4873) loss_giou_aux_3: 0.4229 (0.4839) loss_giou_aux_4: 0.4334 (0.4827) loss_giou_aux_5: 0.5323 (0.5748) loss_giou_dn_0: 0.5683 (0.5944) loss_giou_dn_1: 0.4628 (0.4887) loss_giou_dn_2: 0.4336 (0.4588) loss_giou_dn_3: 0.4249 (0.4502) loss_giou_dn_4: 0.4222 (0.4482) loss_giou_dn_5: 0.4227 (0.4483) loss_vfl: 0.6853 (0.6883) loss_vfl_aux_0: 0.7904 (0.7960) loss_vfl_aux_1: 0.7512 (0.7464) loss_vfl_aux_2: 0.7103 (0.7149) loss_vfl_aux_3: 0.6742 (0.6994) loss_vfl_aux_4: 0.6829 (0.6915) loss_vfl_aux_5: 0.7814 (0.7759) loss_vfl_dn_0: 0.4594 (0.4576) loss_vfl_dn_1: 0.3919 (0.3936) loss_vfl_dn_2: 0.3730 (0.3776) loss_vfl_dn_3: 0.3658 (0.3700) loss_vfl_dn_4: 0.3657 (0.3673) loss_vfl_dn_5: 0.3678 (0.3665) time: 0.4873 data: 0.0147 max mem: 5654 Epoch: [34] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.5986 (16.2339) loss_bbox: 0.1611 (0.1573) loss_bbox_aux_0: 0.1707 (0.1708) loss_bbox_aux_1: 0.1550 (0.1625) loss_bbox_aux_2: 0.1563 (0.1598) loss_bbox_aux_3: 0.1565 (0.1579) loss_bbox_aux_4: 0.1583 (0.1574) loss_bbox_aux_5: 0.2133 (0.2091) loss_bbox_dn_0: 0.2508 (0.2786) loss_bbox_dn_1: 0.1871 (0.2098) loss_bbox_dn_2: 0.1709 (0.1873) loss_bbox_dn_3: 0.1688 (0.1805) loss_bbox_dn_4: 0.1654 (0.1790) loss_bbox_dn_5: 0.1654 (0.1790) loss_giou: 0.5050 (0.4827) loss_giou_aux_0: 0.5326 (0.5076) loss_giou_aux_1: 0.5368 (0.4928) loss_giou_aux_2: 0.5104 (0.4874) loss_giou_aux_3: 0.5022 (0.4840) loss_giou_aux_4: 0.5113 (0.4828) loss_giou_aux_5: 0.6250 (0.5749) loss_giou_dn_0: 0.6097 (0.5944) loss_giou_dn_1: 0.4935 (0.4887) loss_giou_dn_2: 0.4725 (0.4588) loss_giou_dn_3: 0.4638 (0.4502) loss_giou_dn_4: 0.4625 (0.4482) loss_giou_dn_5: 0.4626 (0.4483) loss_vfl: 0.6646 (0.6882) loss_vfl_aux_0: 0.7736 (0.7959) loss_vfl_aux_1: 0.6969 (0.7463) loss_vfl_aux_2: 0.6925 (0.7148) loss_vfl_aux_3: 0.6692 (0.6994) loss_vfl_aux_4: 0.6681 (0.6914) loss_vfl_aux_5: 0.7440 (0.7758) loss_vfl_dn_0: 0.4587 (0.4576) loss_vfl_dn_1: 0.3950 (0.3936) loss_vfl_dn_2: 0.3786 (0.3776) loss_vfl_dn_3: 0.3715 (0.3699) loss_vfl_dn_4: 0.3700 (0.3673) loss_vfl_dn_5: 0.3687 (0.3665) time: 0.4723 data: 0.0137 max mem: 5654 Epoch: [34] Total time: 0:59:41 (0.4844 s / it) Averaged stats: lr: 0.000010 loss: 16.5986 (16.2339) loss_bbox: 0.1611 (0.1573) loss_bbox_aux_0: 0.1707 (0.1708) loss_bbox_aux_1: 0.1550 (0.1625) loss_bbox_aux_2: 0.1563 (0.1598) loss_bbox_aux_3: 0.1565 (0.1579) loss_bbox_aux_4: 0.1583 (0.1574) loss_bbox_aux_5: 0.2133 (0.2091) loss_bbox_dn_0: 0.2508 (0.2786) loss_bbox_dn_1: 0.1871 (0.2098) loss_bbox_dn_2: 0.1709 (0.1873) loss_bbox_dn_3: 0.1688 (0.1805) loss_bbox_dn_4: 0.1654 (0.1790) loss_bbox_dn_5: 0.1654 (0.1790) loss_giou: 0.5050 (0.4827) loss_giou_aux_0: 0.5326 (0.5076) loss_giou_aux_1: 0.5368 (0.4928) loss_giou_aux_2: 0.5104 (0.4874) loss_giou_aux_3: 0.5022 (0.4840) loss_giou_aux_4: 0.5113 (0.4828) loss_giou_aux_5: 0.6250 (0.5749) loss_giou_dn_0: 0.6097 (0.5944) loss_giou_dn_1: 0.4935 (0.4887) loss_giou_dn_2: 0.4725 (0.4588) loss_giou_dn_3: 0.4638 (0.4502) loss_giou_dn_4: 0.4625 (0.4482) loss_giou_dn_5: 0.4626 (0.4483) loss_vfl: 0.6646 (0.6882) loss_vfl_aux_0: 0.7736 (0.7959) loss_vfl_aux_1: 0.6969 (0.7463) loss_vfl_aux_2: 0.6925 (0.7148) loss_vfl_aux_3: 0.6692 (0.6994) loss_vfl_aux_4: 0.6681 (0.6914) loss_vfl_aux_5: 0.7440 (0.7758) loss_vfl_dn_0: 0.4587 (0.4576) loss_vfl_dn_1: 0.3950 (0.3936) loss_vfl_dn_2: 0.3786 (0.3776) loss_vfl_dn_3: 0.3715 (0.3699) loss_vfl_dn_4: 0.3700 (0.3673) loss_vfl_dn_5: 0.3687 (0.3665) Test: [ 0/157] eta: 0:04:07 time: 1.5763 data: 1.1581 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5011 data: 0.1293 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3931 data: 0.0262 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3957 data: 0.0266 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.4006 data: 0.0275 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4038 data: 0.0277 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4075 data: 0.0281 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.7403 data: 0.0277 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.7333 data: 0.0268 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3926 data: 0.0265 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3889 data: 0.0268 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3935 data: 0.0267 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3937 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3924 data: 0.0274 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3880 data: 0.0268 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3742 data: 0.0268 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3620 data: 0.0263 max mem: 5654 Test: Total time: 0:01:09 (0.4452 s / it) Averaged stats: Accumulating evaluation results... DONE (t=42.93s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 34, 'coco_eval_bbox': 0.5205361472457947} Epoch: [35] [ 0/7393] eta: 6:42:12 lr: 0.000010 loss: 14.2509 (14.2509) loss_bbox: 0.1617 (0.1617) loss_bbox_aux_0: 0.1560 (0.1560) loss_bbox_aux_1: 0.1712 (0.1712) loss_bbox_aux_2: 0.1717 (0.1717) loss_bbox_aux_3: 0.1625 (0.1625) loss_bbox_aux_4: 0.1612 (0.1612) loss_bbox_aux_5: 0.2094 (0.2094) loss_bbox_dn_0: 0.2897 (0.2897) loss_bbox_dn_1: 0.2046 (0.2046) loss_bbox_dn_2: 0.1827 (0.1827) loss_bbox_dn_3: 0.1746 (0.1746) loss_bbox_dn_4: 0.1736 (0.1736) loss_bbox_dn_5: 0.1735 (0.1735) loss_giou: 0.3184 (0.3184) loss_giou_aux_0: 0.3538 (0.3538) loss_giou_aux_1: 0.3485 (0.3485) loss_giou_aux_2: 0.3363 (0.3363) loss_giou_aux_3: 0.3176 (0.3176) loss_giou_aux_4: 0.3167 (0.3167) loss_giou_aux_5: 0.4267 (0.4267) loss_giou_dn_0: 0.4943 (0.4943) loss_giou_dn_1: 0.3759 (0.3759) loss_giou_dn_2: 0.3465 (0.3465) loss_giou_dn_3: 0.3362 (0.3362) loss_giou_dn_4: 0.3311 (0.3311) loss_giou_dn_5: 0.3311 (0.3311) loss_vfl: 0.6744 (0.6744) loss_vfl_aux_0: 0.8029 (0.8029) loss_vfl_aux_1: 0.7342 (0.7342) loss_vfl_aux_2: 0.7137 (0.7137) loss_vfl_aux_3: 0.7116 (0.7116) loss_vfl_aux_4: 0.6842 (0.6842) loss_vfl_aux_5: 0.7669 (0.7669) loss_vfl_dn_0: 0.4364 (0.4364) loss_vfl_dn_1: 0.3471 (0.3471) loss_vfl_dn_2: 0.3410 (0.3410) loss_vfl_dn_3: 0.3395 (0.3395) loss_vfl_dn_4: 0.3366 (0.3366) loss_vfl_dn_5: 0.3368 (0.3368) time: 3.2642 data: 2.7376 max mem: 5654 Epoch: [35] [ 100/7393] eta: 1:02:21 lr: 0.000010 loss: 15.9571 (16.1745) loss_bbox: 0.1320 (0.1523) loss_bbox_aux_0: 0.1574 (0.1677) loss_bbox_aux_1: 0.1417 (0.1577) loss_bbox_aux_2: 0.1368 (0.1543) loss_bbox_aux_3: 0.1338 (0.1531) loss_bbox_aux_4: 0.1319 (0.1523) loss_bbox_aux_5: 0.1848 (0.2029) loss_bbox_dn_0: 0.2453 (0.2709) loss_bbox_dn_1: 0.1718 (0.2013) loss_bbox_dn_2: 0.1585 (0.1803) loss_bbox_dn_3: 0.1510 (0.1743) loss_bbox_dn_4: 0.1491 (0.1728) loss_bbox_dn_5: 0.1490 (0.1727) loss_giou: 0.4288 (0.4846) loss_giou_aux_0: 0.4419 (0.5108) loss_giou_aux_1: 0.4318 (0.4962) loss_giou_aux_2: 0.4234 (0.4897) loss_giou_aux_3: 0.4273 (0.4859) loss_giou_aux_4: 0.4270 (0.4852) loss_giou_aux_5: 0.5027 (0.5751) loss_giou_dn_0: 0.5644 (0.5990) loss_giou_dn_1: 0.4608 (0.4919) loss_giou_dn_2: 0.4329 (0.4620) loss_giou_dn_3: 0.4212 (0.4538) loss_giou_dn_4: 0.4210 (0.4517) loss_giou_dn_5: 0.4214 (0.4518) loss_vfl: 0.7176 (0.6861) loss_vfl_aux_0: 0.8096 (0.7908) loss_vfl_aux_1: 0.7573 (0.7442) loss_vfl_aux_2: 0.7318 (0.7126) loss_vfl_aux_3: 0.7168 (0.6983) loss_vfl_aux_4: 0.7182 (0.6897) loss_vfl_aux_5: 0.7997 (0.7735) loss_vfl_dn_0: 0.4604 (0.4577) loss_vfl_dn_1: 0.3918 (0.3928) loss_vfl_dn_2: 0.3747 (0.3765) loss_vfl_dn_3: 0.3748 (0.3695) loss_vfl_dn_4: 0.3681 (0.3668) loss_vfl_dn_5: 0.3694 (0.3658) time: 0.4919 data: 0.0164 max mem: 5654 Epoch: [35] [ 200/7393] eta: 0:59:41 lr: 0.000010 loss: 15.6301 (16.1911) loss_bbox: 0.1406 (0.1547) loss_bbox_aux_0: 0.1493 (0.1681) loss_bbox_aux_1: 0.1486 (0.1599) loss_bbox_aux_2: 0.1392 (0.1562) loss_bbox_aux_3: 0.1414 (0.1552) loss_bbox_aux_4: 0.1390 (0.1544) loss_bbox_aux_5: 0.1898 (0.2043) loss_bbox_dn_0: 0.2476 (0.2703) loss_bbox_dn_1: 0.1781 (0.2026) loss_bbox_dn_2: 0.1511 (0.1810) loss_bbox_dn_3: 0.1425 (0.1748) loss_bbox_dn_4: 0.1416 (0.1735) loss_bbox_dn_5: 0.1416 (0.1735) loss_giou: 0.4910 (0.4844) loss_giou_aux_0: 0.5040 (0.5100) loss_giou_aux_1: 0.4975 (0.4954) loss_giou_aux_2: 0.4895 (0.4893) loss_giou_aux_3: 0.4860 (0.4858) loss_giou_aux_4: 0.4842 (0.4850) loss_giou_aux_5: 0.5786 (0.5751) loss_giou_dn_0: 0.6045 (0.5956) loss_giou_dn_1: 0.4942 (0.4891) loss_giou_dn_2: 0.4646 (0.4593) loss_giou_dn_3: 0.4547 (0.4511) loss_giou_dn_4: 0.4540 (0.4491) loss_giou_dn_5: 0.4545 (0.4493) loss_vfl: 0.6572 (0.6878) loss_vfl_aux_0: 0.7664 (0.7940) loss_vfl_aux_1: 0.7092 (0.7460) loss_vfl_aux_2: 0.6840 (0.7151) loss_vfl_aux_3: 0.6737 (0.7015) loss_vfl_aux_4: 0.6671 (0.6919) loss_vfl_aux_5: 0.7800 (0.7779) loss_vfl_dn_0: 0.4509 (0.4577) loss_vfl_dn_1: 0.3938 (0.3933) loss_vfl_dn_2: 0.3798 (0.3769) loss_vfl_dn_3: 0.3743 (0.3696) loss_vfl_dn_4: 0.3701 (0.3666) loss_vfl_dn_5: 0.3681 (0.3657) time: 0.4837 data: 0.0154 max mem: 5654 Epoch: [35] [ 300/7393] eta: 0:58:03 lr: 0.000010 loss: 15.5191 (16.1519) loss_bbox: 0.1456 (0.1550) loss_bbox_aux_0: 0.1542 (0.1680) loss_bbox_aux_1: 0.1511 (0.1601) loss_bbox_aux_2: 0.1418 (0.1565) loss_bbox_aux_3: 0.1410 (0.1550) loss_bbox_aux_4: 0.1523 (0.1546) loss_bbox_aux_5: 0.1859 (0.2043) loss_bbox_dn_0: 0.2421 (0.2700) loss_bbox_dn_1: 0.1792 (0.2034) loss_bbox_dn_2: 0.1684 (0.1819) loss_bbox_dn_3: 0.1657 (0.1756) loss_bbox_dn_4: 0.1669 (0.1743) loss_bbox_dn_5: 0.1669 (0.1743) loss_giou: 0.4387 (0.4848) loss_giou_aux_0: 0.4801 (0.5097) loss_giou_aux_1: 0.4646 (0.4952) loss_giou_aux_2: 0.4405 (0.4890) loss_giou_aux_3: 0.4393 (0.4859) loss_giou_aux_4: 0.4387 (0.4850) loss_giou_aux_5: 0.5347 (0.5743) loss_giou_dn_0: 0.5683 (0.5938) loss_giou_dn_1: 0.4609 (0.4885) loss_giou_dn_2: 0.4319 (0.4587) loss_giou_dn_3: 0.4243 (0.4508) loss_giou_dn_4: 0.4197 (0.4487) loss_giou_dn_5: 0.4196 (0.4489) loss_vfl: 0.6691 (0.6819) loss_vfl_aux_0: 0.7568 (0.7908) loss_vfl_aux_1: 0.7073 (0.7400) loss_vfl_aux_2: 0.6994 (0.7105) loss_vfl_aux_3: 0.6947 (0.6963) loss_vfl_aux_4: 0.6801 (0.6860) loss_vfl_aux_5: 0.7286 (0.7741) loss_vfl_dn_0: 0.4566 (0.4569) loss_vfl_dn_1: 0.3862 (0.3930) loss_vfl_dn_2: 0.3727 (0.3765) loss_vfl_dn_3: 0.3641 (0.3688) loss_vfl_dn_4: 0.3619 (0.3660) loss_vfl_dn_5: 0.3605 (0.3651) time: 0.4673 data: 0.0157 max mem: 5654 Epoch: [35] [ 400/7393] eta: 0:56:44 lr: 0.000010 loss: 16.2394 (16.1252) loss_bbox: 0.1650 (0.1550) loss_bbox_aux_0: 0.1765 (0.1684) loss_bbox_aux_1: 0.1625 (0.1600) loss_bbox_aux_2: 0.1540 (0.1565) loss_bbox_aux_3: 0.1589 (0.1548) loss_bbox_aux_4: 0.1594 (0.1546) loss_bbox_aux_5: 0.1988 (0.2058) loss_bbox_dn_0: 0.2534 (0.2725) loss_bbox_dn_1: 0.2022 (0.2053) loss_bbox_dn_2: 0.1755 (0.1830) loss_bbox_dn_3: 0.1676 (0.1766) loss_bbox_dn_4: 0.1664 (0.1752) loss_bbox_dn_5: 0.1663 (0.1752) loss_giou: 0.4375 (0.4821) loss_giou_aux_0: 0.4616 (0.5067) loss_giou_aux_1: 0.4435 (0.4921) loss_giou_aux_2: 0.4402 (0.4858) loss_giou_aux_3: 0.4348 (0.4829) loss_giou_aux_4: 0.4360 (0.4822) loss_giou_aux_5: 0.5360 (0.5720) loss_giou_dn_0: 0.5911 (0.5915) loss_giou_dn_1: 0.4841 (0.4861) loss_giou_dn_2: 0.4460 (0.4562) loss_giou_dn_3: 0.4378 (0.4481) loss_giou_dn_4: 0.4365 (0.4461) loss_giou_dn_5: 0.4367 (0.4463) loss_vfl: 0.6852 (0.6822) loss_vfl_aux_0: 0.7989 (0.7906) loss_vfl_aux_1: 0.7453 (0.7404) loss_vfl_aux_2: 0.7217 (0.7110) loss_vfl_aux_3: 0.7027 (0.6962) loss_vfl_aux_4: 0.6882 (0.6866) loss_vfl_aux_5: 0.7852 (0.7737) loss_vfl_dn_0: 0.4549 (0.4566) loss_vfl_dn_1: 0.3942 (0.3923) loss_vfl_dn_2: 0.3752 (0.3760) loss_vfl_dn_3: 0.3661 (0.3683) loss_vfl_dn_4: 0.3629 (0.3656) loss_vfl_dn_5: 0.3620 (0.3647) time: 0.4696 data: 0.0149 max mem: 5654 Epoch: [35] [ 500/7393] eta: 0:55:40 lr: 0.000010 loss: 16.7181 (16.1673) loss_bbox: 0.1516 (0.1553) loss_bbox_aux_0: 0.1707 (0.1687) loss_bbox_aux_1: 0.1591 (0.1607) loss_bbox_aux_2: 0.1549 (0.1571) loss_bbox_aux_3: 0.1524 (0.1554) loss_bbox_aux_4: 0.1513 (0.1550) loss_bbox_aux_5: 0.1927 (0.2065) loss_bbox_dn_0: 0.2568 (0.2725) loss_bbox_dn_1: 0.1932 (0.2053) loss_bbox_dn_2: 0.1748 (0.1831) loss_bbox_dn_3: 0.1678 (0.1766) loss_bbox_dn_4: 0.1668 (0.1752) loss_bbox_dn_5: 0.1672 (0.1752) loss_giou: 0.5052 (0.4859) loss_giou_aux_0: 0.5314 (0.5102) loss_giou_aux_1: 0.5080 (0.4958) loss_giou_aux_2: 0.5156 (0.4894) loss_giou_aux_3: 0.4990 (0.4870) loss_giou_aux_4: 0.5021 (0.4861) loss_giou_aux_5: 0.6198 (0.5756) loss_giou_dn_0: 0.6023 (0.5940) loss_giou_dn_1: 0.5033 (0.4889) loss_giou_dn_2: 0.4703 (0.4590) loss_giou_dn_3: 0.4653 (0.4509) loss_giou_dn_4: 0.4643 (0.4489) loss_giou_dn_5: 0.4647 (0.4491) loss_vfl: 0.6729 (0.6821) loss_vfl_aux_0: 0.7590 (0.7899) loss_vfl_aux_1: 0.7394 (0.7401) loss_vfl_aux_2: 0.6920 (0.7108) loss_vfl_aux_3: 0.6823 (0.6952) loss_vfl_aux_4: 0.6756 (0.6860) loss_vfl_aux_5: 0.7310 (0.7716) loss_vfl_dn_0: 0.4559 (0.4563) loss_vfl_dn_1: 0.4022 (0.3925) loss_vfl_dn_2: 0.3853 (0.3762) loss_vfl_dn_3: 0.3781 (0.3685) loss_vfl_dn_4: 0.3769 (0.3659) loss_vfl_dn_5: 0.3741 (0.3649) time: 0.4717 data: 0.0146 max mem: 5654 Epoch: [35] [ 600/7393] eta: 0:54:43 lr: 0.000010 loss: 15.9742 (16.1674) loss_bbox: 0.1393 (0.1556) loss_bbox_aux_0: 0.1518 (0.1691) loss_bbox_aux_1: 0.1419 (0.1606) loss_bbox_aux_2: 0.1406 (0.1574) loss_bbox_aux_3: 0.1419 (0.1558) loss_bbox_aux_4: 0.1419 (0.1552) loss_bbox_aux_5: 0.1849 (0.2063) loss_bbox_dn_0: 0.2267 (0.2731) loss_bbox_dn_1: 0.1698 (0.2058) loss_bbox_dn_2: 0.1477 (0.1834) loss_bbox_dn_3: 0.1420 (0.1768) loss_bbox_dn_4: 0.1409 (0.1754) loss_bbox_dn_5: 0.1409 (0.1754) loss_giou: 0.5055 (0.4860) loss_giou_aux_0: 0.5339 (0.5105) loss_giou_aux_1: 0.5262 (0.4957) loss_giou_aux_2: 0.5097 (0.4897) loss_giou_aux_3: 0.5048 (0.4872) loss_giou_aux_4: 0.5081 (0.4862) loss_giou_aux_5: 0.6045 (0.5761) loss_giou_dn_0: 0.6228 (0.5949) loss_giou_dn_1: 0.5177 (0.4894) loss_giou_dn_2: 0.4886 (0.4594) loss_giou_dn_3: 0.4806 (0.4512) loss_giou_dn_4: 0.4759 (0.4492) loss_giou_dn_5: 0.4759 (0.4494) loss_vfl: 0.6624 (0.6808) loss_vfl_aux_0: 0.7375 (0.7882) loss_vfl_aux_1: 0.7111 (0.7398) loss_vfl_aux_2: 0.6771 (0.7088) loss_vfl_aux_3: 0.6643 (0.6931) loss_vfl_aux_4: 0.6580 (0.6846) loss_vfl_aux_5: 0.7191 (0.7703) loss_vfl_dn_0: 0.4553 (0.4565) loss_vfl_dn_1: 0.3948 (0.3928) loss_vfl_dn_2: 0.3781 (0.3766) loss_vfl_dn_3: 0.3714 (0.3690) loss_vfl_dn_4: 0.3726 (0.3664) loss_vfl_dn_5: 0.3717 (0.3655) time: 0.4897 data: 0.0141 max mem: 5654 Epoch: [35] [ 700/7393] eta: 0:53:47 lr: 0.000010 loss: 16.3577 (16.1949) loss_bbox: 0.1439 (0.1561) loss_bbox_aux_0: 0.1558 (0.1696) loss_bbox_aux_1: 0.1497 (0.1610) loss_bbox_aux_2: 0.1482 (0.1580) loss_bbox_aux_3: 0.1451 (0.1564) loss_bbox_aux_4: 0.1440 (0.1558) loss_bbox_aux_5: 0.1976 (0.2070) loss_bbox_dn_0: 0.2532 (0.2744) loss_bbox_dn_1: 0.1819 (0.2069) loss_bbox_dn_2: 0.1616 (0.1846) loss_bbox_dn_3: 0.1572 (0.1778) loss_bbox_dn_4: 0.1554 (0.1763) loss_bbox_dn_5: 0.1551 (0.1763) loss_giou: 0.5142 (0.4865) loss_giou_aux_0: 0.5552 (0.5110) loss_giou_aux_1: 0.5239 (0.4960) loss_giou_aux_2: 0.5232 (0.4901) loss_giou_aux_3: 0.5204 (0.4876) loss_giou_aux_4: 0.5154 (0.4867) loss_giou_aux_5: 0.5940 (0.5769) loss_giou_dn_0: 0.5968 (0.5953) loss_giou_dn_1: 0.4904 (0.4900) loss_giou_dn_2: 0.4582 (0.4600) loss_giou_dn_3: 0.4540 (0.4517) loss_giou_dn_4: 0.4495 (0.4497) loss_giou_dn_5: 0.4495 (0.4499) loss_vfl: 0.6638 (0.6819) loss_vfl_aux_0: 0.7616 (0.7903) loss_vfl_aux_1: 0.7267 (0.7416) loss_vfl_aux_2: 0.6871 (0.7103) loss_vfl_aux_3: 0.6628 (0.6943) loss_vfl_aux_4: 0.6558 (0.6856) loss_vfl_aux_5: 0.7565 (0.7711) loss_vfl_dn_0: 0.4522 (0.4568) loss_vfl_dn_1: 0.3954 (0.3929) loss_vfl_dn_2: 0.3842 (0.3769) loss_vfl_dn_3: 0.3756 (0.3693) loss_vfl_dn_4: 0.3745 (0.3667) loss_vfl_dn_5: 0.3724 (0.3658) time: 0.4780 data: 0.0139 max mem: 5654 Epoch: [35] [ 800/7393] eta: 0:52:55 lr: 0.000010 loss: 16.2216 (16.1927) loss_bbox: 0.1383 (0.1565) loss_bbox_aux_0: 0.1502 (0.1700) loss_bbox_aux_1: 0.1405 (0.1613) loss_bbox_aux_2: 0.1403 (0.1585) loss_bbox_aux_3: 0.1372 (0.1567) loss_bbox_aux_4: 0.1362 (0.1562) loss_bbox_aux_5: 0.1988 (0.2080) loss_bbox_dn_0: 0.2427 (0.2768) loss_bbox_dn_1: 0.1769 (0.2088) loss_bbox_dn_2: 0.1589 (0.1863) loss_bbox_dn_3: 0.1555 (0.1795) loss_bbox_dn_4: 0.1560 (0.1781) loss_bbox_dn_5: 0.1560 (0.1781) loss_giou: 0.4883 (0.4824) loss_giou_aux_0: 0.5217 (0.5067) loss_giou_aux_1: 0.4873 (0.4919) loss_giou_aux_2: 0.4860 (0.4862) loss_giou_aux_3: 0.5006 (0.4836) loss_giou_aux_4: 0.4892 (0.4827) loss_giou_aux_5: 0.5983 (0.5729) loss_giou_dn_0: 0.5927 (0.5929) loss_giou_dn_1: 0.4807 (0.4875) loss_giou_dn_2: 0.4580 (0.4574) loss_giou_dn_3: 0.4527 (0.4491) loss_giou_dn_4: 0.4519 (0.4471) loss_giou_dn_5: 0.4519 (0.4472) loss_vfl: 0.7125 (0.6856) loss_vfl_aux_0: 0.8024 (0.7953) loss_vfl_aux_1: 0.7717 (0.7457) loss_vfl_aux_2: 0.7252 (0.7135) loss_vfl_aux_3: 0.7185 (0.6978) loss_vfl_aux_4: 0.7185 (0.6891) loss_vfl_aux_5: 0.7631 (0.7751) loss_vfl_dn_0: 0.4553 (0.4571) loss_vfl_dn_1: 0.3950 (0.3928) loss_vfl_dn_2: 0.3788 (0.3767) loss_vfl_dn_3: 0.3705 (0.3692) loss_vfl_dn_4: 0.3680 (0.3666) loss_vfl_dn_5: 0.3682 (0.3657) time: 0.4785 data: 0.0138 max mem: 5654 Epoch: [35] [ 900/7393] eta: 0:52:03 lr: 0.000010 loss: 15.8016 (16.1936) loss_bbox: 0.1438 (0.1561) loss_bbox_aux_0: 0.1677 (0.1696) loss_bbox_aux_1: 0.1659 (0.1610) loss_bbox_aux_2: 0.1532 (0.1580) loss_bbox_aux_3: 0.1457 (0.1563) loss_bbox_aux_4: 0.1438 (0.1557) loss_bbox_aux_5: 0.1935 (0.2075) loss_bbox_dn_0: 0.2490 (0.2758) loss_bbox_dn_1: 0.1941 (0.2080) loss_bbox_dn_2: 0.1753 (0.1856) loss_bbox_dn_3: 0.1730 (0.1789) loss_bbox_dn_4: 0.1737 (0.1775) loss_bbox_dn_5: 0.1737 (0.1775) loss_giou: 0.4722 (0.4825) loss_giou_aux_0: 0.4971 (0.5067) loss_giou_aux_1: 0.4934 (0.4921) loss_giou_aux_2: 0.4834 (0.4863) loss_giou_aux_3: 0.4764 (0.4837) loss_giou_aux_4: 0.4720 (0.4827) loss_giou_aux_5: 0.5742 (0.5730) loss_giou_dn_0: 0.5970 (0.5936) loss_giou_dn_1: 0.4899 (0.4881) loss_giou_dn_2: 0.4618 (0.4579) loss_giou_dn_3: 0.4524 (0.4495) loss_giou_dn_4: 0.4510 (0.4475) loss_giou_dn_5: 0.4508 (0.4476) loss_vfl: 0.6740 (0.6863) loss_vfl_aux_0: 0.7655 (0.7958) loss_vfl_aux_1: 0.7152 (0.7458) loss_vfl_aux_2: 0.6985 (0.7145) loss_vfl_aux_3: 0.6865 (0.6984) loss_vfl_aux_4: 0.6883 (0.6899) loss_vfl_aux_5: 0.7691 (0.7751) loss_vfl_dn_0: 0.4508 (0.4571) loss_vfl_dn_1: 0.3915 (0.3930) loss_vfl_dn_2: 0.3815 (0.3770) loss_vfl_dn_3: 0.3748 (0.3694) loss_vfl_dn_4: 0.3752 (0.3668) loss_vfl_dn_5: 0.3742 (0.3659) time: 0.4747 data: 0.0147 max mem: 5654 Epoch: [35] [1000/7393] eta: 0:51:12 lr: 0.000010 loss: 15.5334 (16.1863) loss_bbox: 0.1442 (0.1561) loss_bbox_aux_0: 0.1577 (0.1696) loss_bbox_aux_1: 0.1567 (0.1611) loss_bbox_aux_2: 0.1505 (0.1581) loss_bbox_aux_3: 0.1456 (0.1563) loss_bbox_aux_4: 0.1443 (0.1558) loss_bbox_aux_5: 0.1925 (0.2073) loss_bbox_dn_0: 0.2635 (0.2749) loss_bbox_dn_1: 0.2011 (0.2073) loss_bbox_dn_2: 0.1798 (0.1849) loss_bbox_dn_3: 0.1743 (0.1783) loss_bbox_dn_4: 0.1715 (0.1769) loss_bbox_dn_5: 0.1714 (0.1769) loss_giou: 0.4239 (0.4828) loss_giou_aux_0: 0.4716 (0.5073) loss_giou_aux_1: 0.4420 (0.4925) loss_giou_aux_2: 0.4344 (0.4867) loss_giou_aux_3: 0.4236 (0.4840) loss_giou_aux_4: 0.4295 (0.4830) loss_giou_aux_5: 0.5320 (0.5736) loss_giou_dn_0: 0.5813 (0.5936) loss_giou_dn_1: 0.4545 (0.4881) loss_giou_dn_2: 0.4230 (0.4579) loss_giou_dn_3: 0.4091 (0.4495) loss_giou_dn_4: 0.4071 (0.4475) loss_giou_dn_5: 0.4071 (0.4476) loss_vfl: 0.6749 (0.6859) loss_vfl_aux_0: 0.7636 (0.7942) loss_vfl_aux_1: 0.7291 (0.7447) loss_vfl_aux_2: 0.7138 (0.7142) loss_vfl_aux_3: 0.6789 (0.6980) loss_vfl_aux_4: 0.6775 (0.6896) loss_vfl_aux_5: 0.7459 (0.7739) loss_vfl_dn_0: 0.4474 (0.4570) loss_vfl_dn_1: 0.3788 (0.3928) loss_vfl_dn_2: 0.3617 (0.3768) loss_vfl_dn_3: 0.3525 (0.3693) loss_vfl_dn_4: 0.3505 (0.3667) loss_vfl_dn_5: 0.3477 (0.3658) time: 0.4759 data: 0.0142 max mem: 5654 Epoch: [35] [1100/7393] eta: 0:50:17 lr: 0.000010 loss: 16.5421 (16.1902) loss_bbox: 0.1408 (0.1559) loss_bbox_aux_0: 0.1503 (0.1694) loss_bbox_aux_1: 0.1561 (0.1610) loss_bbox_aux_2: 0.1531 (0.1580) loss_bbox_aux_3: 0.1401 (0.1562) loss_bbox_aux_4: 0.1405 (0.1556) loss_bbox_aux_5: 0.1959 (0.2070) loss_bbox_dn_0: 0.2438 (0.2742) loss_bbox_dn_1: 0.1853 (0.2069) loss_bbox_dn_2: 0.1641 (0.1846) loss_bbox_dn_3: 0.1575 (0.1780) loss_bbox_dn_4: 0.1584 (0.1766) loss_bbox_dn_5: 0.1584 (0.1766) loss_giou: 0.4554 (0.4834) loss_giou_aux_0: 0.4825 (0.5080) loss_giou_aux_1: 0.4793 (0.4933) loss_giou_aux_2: 0.4611 (0.4876) loss_giou_aux_3: 0.4562 (0.4848) loss_giou_aux_4: 0.4509 (0.4837) loss_giou_aux_5: 0.5512 (0.5746) loss_giou_dn_0: 0.5761 (0.5939) loss_giou_dn_1: 0.4662 (0.4886) loss_giou_dn_2: 0.4394 (0.4584) loss_giou_dn_3: 0.4335 (0.4500) loss_giou_dn_4: 0.4320 (0.4480) loss_giou_dn_5: 0.4332 (0.4481) loss_vfl: 0.6798 (0.6863) loss_vfl_aux_0: 0.7828 (0.7930) loss_vfl_aux_1: 0.7436 (0.7444) loss_vfl_aux_2: 0.7096 (0.7140) loss_vfl_aux_3: 0.6982 (0.6982) loss_vfl_aux_4: 0.6953 (0.6898) loss_vfl_aux_5: 0.7765 (0.7733) loss_vfl_dn_0: 0.4537 (0.4568) loss_vfl_dn_1: 0.3888 (0.3928) loss_vfl_dn_2: 0.3740 (0.3770) loss_vfl_dn_3: 0.3674 (0.3694) loss_vfl_dn_4: 0.3644 (0.3668) loss_vfl_dn_5: 0.3654 (0.3660) time: 0.4667 data: 0.0146 max mem: 5654 Epoch: [35] [1200/7393] eta: 0:50:02 lr: 0.000010 loss: 15.5822 (16.1896) loss_bbox: 0.1539 (0.1559) loss_bbox_aux_0: 0.1614 (0.1695) loss_bbox_aux_1: 0.1610 (0.1609) loss_bbox_aux_2: 0.1554 (0.1581) loss_bbox_aux_3: 0.1564 (0.1561) loss_bbox_aux_4: 0.1573 (0.1557) loss_bbox_aux_5: 0.1993 (0.2069) loss_bbox_dn_0: 0.2587 (0.2744) loss_bbox_dn_1: 0.1906 (0.2069) loss_bbox_dn_2: 0.1657 (0.1846) loss_bbox_dn_3: 0.1627 (0.1780) loss_bbox_dn_4: 0.1598 (0.1766) loss_bbox_dn_5: 0.1593 (0.1766) loss_giou: 0.4442 (0.4837) loss_giou_aux_0: 0.4477 (0.5081) loss_giou_aux_1: 0.4426 (0.4935) loss_giou_aux_2: 0.4456 (0.4879) loss_giou_aux_3: 0.4401 (0.4851) loss_giou_aux_4: 0.4382 (0.4841) loss_giou_aux_5: 0.5358 (0.5747) loss_giou_dn_0: 0.6019 (0.5942) loss_giou_dn_1: 0.4890 (0.4889) loss_giou_dn_2: 0.4573 (0.4586) loss_giou_dn_3: 0.4522 (0.4502) loss_giou_dn_4: 0.4522 (0.4481) loss_giou_dn_5: 0.4533 (0.4483) loss_vfl: 0.6695 (0.6858) loss_vfl_aux_0: 0.7724 (0.7925) loss_vfl_aux_1: 0.7160 (0.7440) loss_vfl_aux_2: 0.6856 (0.7132) loss_vfl_aux_3: 0.6856 (0.6978) loss_vfl_aux_4: 0.6625 (0.6893) loss_vfl_aux_5: 0.7465 (0.7729) loss_vfl_dn_0: 0.4548 (0.4569) loss_vfl_dn_1: 0.3864 (0.3928) loss_vfl_dn_2: 0.3697 (0.3769) loss_vfl_dn_3: 0.3622 (0.3694) loss_vfl_dn_4: 0.3622 (0.3668) loss_vfl_dn_5: 0.3619 (0.3659) time: 0.8407 data: 0.0139 max mem: 5654 Epoch: [35] [1300/7393] eta: 0:49:09 lr: 0.000010 loss: 16.9187 (16.1936) loss_bbox: 0.1609 (0.1563) loss_bbox_aux_0: 0.1690 (0.1701) loss_bbox_aux_1: 0.1558 (0.1614) loss_bbox_aux_2: 0.1621 (0.1587) loss_bbox_aux_3: 0.1528 (0.1566) loss_bbox_aux_4: 0.1510 (0.1561) loss_bbox_aux_5: 0.1991 (0.2077) loss_bbox_dn_0: 0.2380 (0.2754) loss_bbox_dn_1: 0.1869 (0.2076) loss_bbox_dn_2: 0.1722 (0.1853) loss_bbox_dn_3: 0.1707 (0.1786) loss_bbox_dn_4: 0.1691 (0.1771) loss_bbox_dn_5: 0.1688 (0.1771) loss_giou: 0.4998 (0.4837) loss_giou_aux_0: 0.5210 (0.5080) loss_giou_aux_1: 0.5131 (0.4932) loss_giou_aux_2: 0.5066 (0.4878) loss_giou_aux_3: 0.4981 (0.4849) loss_giou_aux_4: 0.5021 (0.4840) loss_giou_aux_5: 0.5927 (0.5748) loss_giou_dn_0: 0.6074 (0.5945) loss_giou_dn_1: 0.5095 (0.4890) loss_giou_dn_2: 0.4756 (0.4586) loss_giou_dn_3: 0.4720 (0.4501) loss_giou_dn_4: 0.4701 (0.4481) loss_giou_dn_5: 0.4701 (0.4482) loss_vfl: 0.6860 (0.6851) loss_vfl_aux_0: 0.8204 (0.7928) loss_vfl_aux_1: 0.7552 (0.7439) loss_vfl_aux_2: 0.7115 (0.7126) loss_vfl_aux_3: 0.7104 (0.6970) loss_vfl_aux_4: 0.6909 (0.6885) loss_vfl_aux_5: 0.7589 (0.7724) loss_vfl_dn_0: 0.4551 (0.4569) loss_vfl_dn_1: 0.3951 (0.3927) loss_vfl_dn_2: 0.3852 (0.3769) loss_vfl_dn_3: 0.3775 (0.3693) loss_vfl_dn_4: 0.3737 (0.3667) loss_vfl_dn_5: 0.3730 (0.3659) time: 0.4674 data: 0.0138 max mem: 5654 Epoch: [35] [1400/7393] eta: 0:48:18 lr: 0.000010 loss: 16.2887 (16.1673) loss_bbox: 0.1562 (0.1562) loss_bbox_aux_0: 0.1759 (0.1699) loss_bbox_aux_1: 0.1606 (0.1612) loss_bbox_aux_2: 0.1585 (0.1585) loss_bbox_aux_3: 0.1582 (0.1564) loss_bbox_aux_4: 0.1562 (0.1560) loss_bbox_aux_5: 0.2240 (0.2076) loss_bbox_dn_0: 0.2656 (0.2751) loss_bbox_dn_1: 0.1940 (0.2072) loss_bbox_dn_2: 0.1724 (0.1849) loss_bbox_dn_3: 0.1670 (0.1782) loss_bbox_dn_4: 0.1655 (0.1768) loss_bbox_dn_5: 0.1655 (0.1768) loss_giou: 0.4781 (0.4822) loss_giou_aux_0: 0.5184 (0.5064) loss_giou_aux_1: 0.4972 (0.4916) loss_giou_aux_2: 0.4907 (0.4863) loss_giou_aux_3: 0.4813 (0.4835) loss_giou_aux_4: 0.4781 (0.4825) loss_giou_aux_5: 0.5733 (0.5733) loss_giou_dn_0: 0.5704 (0.5930) loss_giou_dn_1: 0.4649 (0.4875) loss_giou_dn_2: 0.4356 (0.4572) loss_giou_dn_3: 0.4324 (0.4488) loss_giou_dn_4: 0.4327 (0.4467) loss_giou_dn_5: 0.4331 (0.4469) loss_vfl: 0.6784 (0.6844) loss_vfl_aux_0: 0.7793 (0.7924) loss_vfl_aux_1: 0.7385 (0.7440) loss_vfl_aux_2: 0.7128 (0.7123) loss_vfl_aux_3: 0.6920 (0.6963) loss_vfl_aux_4: 0.6708 (0.6877) loss_vfl_aux_5: 0.7826 (0.7723) loss_vfl_dn_0: 0.4612 (0.4568) loss_vfl_dn_1: 0.3934 (0.3925) loss_vfl_dn_2: 0.3781 (0.3766) loss_vfl_dn_3: 0.3720 (0.3691) loss_vfl_dn_4: 0.3719 (0.3665) loss_vfl_dn_5: 0.3719 (0.3656) time: 0.4946 data: 0.0140 max mem: 5654 Epoch: [35] [1500/7393] eta: 0:47:29 lr: 0.000010 loss: 16.9415 (16.1689) loss_bbox: 0.1637 (0.1567) loss_bbox_aux_0: 0.1772 (0.1704) loss_bbox_aux_1: 0.1777 (0.1617) loss_bbox_aux_2: 0.1728 (0.1589) loss_bbox_aux_3: 0.1762 (0.1569) loss_bbox_aux_4: 0.1770 (0.1565) loss_bbox_aux_5: 0.2235 (0.2080) loss_bbox_dn_0: 0.2847 (0.2756) loss_bbox_dn_1: 0.2212 (0.2076) loss_bbox_dn_2: 0.1984 (0.1853) loss_bbox_dn_3: 0.1962 (0.1786) loss_bbox_dn_4: 0.1954 (0.1772) loss_bbox_dn_5: 0.1954 (0.1772) loss_giou: 0.5127 (0.4816) loss_giou_aux_0: 0.5324 (0.5059) loss_giou_aux_1: 0.5152 (0.4909) loss_giou_aux_2: 0.5130 (0.4857) loss_giou_aux_3: 0.5137 (0.4828) loss_giou_aux_4: 0.5156 (0.4819) loss_giou_aux_5: 0.5992 (0.5725) loss_giou_dn_0: 0.6305 (0.5926) loss_giou_dn_1: 0.5188 (0.4871) loss_giou_dn_2: 0.4779 (0.4568) loss_giou_dn_3: 0.4723 (0.4483) loss_giou_dn_4: 0.4704 (0.4463) loss_giou_dn_5: 0.4704 (0.4464) loss_vfl: 0.6643 (0.6847) loss_vfl_aux_0: 0.7724 (0.7927) loss_vfl_aux_1: 0.7328 (0.7445) loss_vfl_aux_2: 0.6952 (0.7127) loss_vfl_aux_3: 0.6873 (0.6968) loss_vfl_aux_4: 0.6754 (0.6882) loss_vfl_aux_5: 0.7540 (0.7725) loss_vfl_dn_0: 0.4568 (0.4569) loss_vfl_dn_1: 0.4015 (0.3926) loss_vfl_dn_2: 0.3871 (0.3766) loss_vfl_dn_3: 0.3817 (0.3691) loss_vfl_dn_4: 0.3756 (0.3666) loss_vfl_dn_5: 0.3735 (0.3657) time: 0.4669 data: 0.0139 max mem: 5654 Epoch: [35] [1600/7393] eta: 0:46:38 lr: 0.000010 loss: 16.0434 (16.1716) loss_bbox: 0.1593 (0.1566) loss_bbox_aux_0: 0.1687 (0.1702) loss_bbox_aux_1: 0.1536 (0.1615) loss_bbox_aux_2: 0.1608 (0.1587) loss_bbox_aux_3: 0.1624 (0.1568) loss_bbox_aux_4: 0.1592 (0.1565) loss_bbox_aux_5: 0.2051 (0.2079) loss_bbox_dn_0: 0.2987 (0.2755) loss_bbox_dn_1: 0.2180 (0.2074) loss_bbox_dn_2: 0.1914 (0.1852) loss_bbox_dn_3: 0.1849 (0.1785) loss_bbox_dn_4: 0.1807 (0.1770) loss_bbox_dn_5: 0.1806 (0.1770) loss_giou: 0.4653 (0.4819) loss_giou_aux_0: 0.4847 (0.5062) loss_giou_aux_1: 0.4751 (0.4912) loss_giou_aux_2: 0.4736 (0.4859) loss_giou_aux_3: 0.4738 (0.4830) loss_giou_aux_4: 0.4591 (0.4822) loss_giou_aux_5: 0.5428 (0.5727) loss_giou_dn_0: 0.5829 (0.5928) loss_giou_dn_1: 0.4814 (0.4873) loss_giou_dn_2: 0.4578 (0.4570) loss_giou_dn_3: 0.4491 (0.4485) loss_giou_dn_4: 0.4483 (0.4465) loss_giou_dn_5: 0.4481 (0.4466) loss_vfl: 0.6847 (0.6848) loss_vfl_aux_0: 0.8129 (0.7927) loss_vfl_aux_1: 0.7390 (0.7450) loss_vfl_aux_2: 0.7153 (0.7131) loss_vfl_aux_3: 0.6972 (0.6969) loss_vfl_aux_4: 0.6833 (0.6881) loss_vfl_aux_5: 0.8028 (0.7728) loss_vfl_dn_0: 0.4665 (0.4570) loss_vfl_dn_1: 0.3897 (0.3926) loss_vfl_dn_2: 0.3719 (0.3767) loss_vfl_dn_3: 0.3642 (0.3692) loss_vfl_dn_4: 0.3605 (0.3666) loss_vfl_dn_5: 0.3581 (0.3657) time: 0.4838 data: 0.0137 max mem: 5654 Epoch: [35] [1700/7393] eta: 0:45:50 lr: 0.000010 loss: 15.3201 (16.1613) loss_bbox: 0.1401 (0.1567) loss_bbox_aux_0: 0.1506 (0.1703) loss_bbox_aux_1: 0.1513 (0.1617) loss_bbox_aux_2: 0.1439 (0.1588) loss_bbox_aux_3: 0.1382 (0.1568) loss_bbox_aux_4: 0.1364 (0.1566) loss_bbox_aux_5: 0.2019 (0.2080) loss_bbox_dn_0: 0.2614 (0.2758) loss_bbox_dn_1: 0.1846 (0.2075) loss_bbox_dn_2: 0.1611 (0.1853) loss_bbox_dn_3: 0.1554 (0.1786) loss_bbox_dn_4: 0.1548 (0.1771) loss_bbox_dn_5: 0.1548 (0.1771) loss_giou: 0.4106 (0.4808) loss_giou_aux_0: 0.4398 (0.5052) loss_giou_aux_1: 0.4171 (0.4903) loss_giou_aux_2: 0.4117 (0.4849) loss_giou_aux_3: 0.4085 (0.4820) loss_giou_aux_4: 0.4110 (0.4812) loss_giou_aux_5: 0.5084 (0.5718) loss_giou_dn_0: 0.5507 (0.5922) loss_giou_dn_1: 0.4431 (0.4866) loss_giou_dn_2: 0.4134 (0.4563) loss_giou_dn_3: 0.4064 (0.4477) loss_giou_dn_4: 0.4041 (0.4457) loss_giou_dn_5: 0.4046 (0.4458) loss_vfl: 0.6930 (0.6849) loss_vfl_aux_0: 0.7891 (0.7930) loss_vfl_aux_1: 0.7495 (0.7453) loss_vfl_aux_2: 0.7171 (0.7130) loss_vfl_aux_3: 0.7076 (0.6970) loss_vfl_aux_4: 0.6948 (0.6881) loss_vfl_aux_5: 0.7794 (0.7726) loss_vfl_dn_0: 0.4493 (0.4569) loss_vfl_dn_1: 0.3891 (0.3925) loss_vfl_dn_2: 0.3744 (0.3764) loss_vfl_dn_3: 0.3694 (0.3689) loss_vfl_dn_4: 0.3633 (0.3663) loss_vfl_dn_5: 0.3622 (0.3655) time: 0.4751 data: 0.0138 max mem: 5654 Epoch: [35] [1800/7393] eta: 0:45:02 lr: 0.000010 loss: 15.8411 (16.1632) loss_bbox: 0.1385 (0.1568) loss_bbox_aux_0: 0.1475 (0.1702) loss_bbox_aux_1: 0.1434 (0.1616) loss_bbox_aux_2: 0.1396 (0.1589) loss_bbox_aux_3: 0.1356 (0.1569) loss_bbox_aux_4: 0.1370 (0.1567) loss_bbox_aux_5: 0.1847 (0.2080) loss_bbox_dn_0: 0.2465 (0.2759) loss_bbox_dn_1: 0.1820 (0.2076) loss_bbox_dn_2: 0.1619 (0.1853) loss_bbox_dn_3: 0.1555 (0.1786) loss_bbox_dn_4: 0.1546 (0.1772) loss_bbox_dn_5: 0.1546 (0.1772) loss_giou: 0.4641 (0.4812) loss_giou_aux_0: 0.4838 (0.5055) loss_giou_aux_1: 0.4764 (0.4905) loss_giou_aux_2: 0.4666 (0.4853) loss_giou_aux_3: 0.4655 (0.4823) loss_giou_aux_4: 0.4665 (0.4814) loss_giou_aux_5: 0.5509 (0.5722) loss_giou_dn_0: 0.5980 (0.5924) loss_giou_dn_1: 0.4946 (0.4868) loss_giou_dn_2: 0.4628 (0.4565) loss_giou_dn_3: 0.4593 (0.4480) loss_giou_dn_4: 0.4582 (0.4459) loss_giou_dn_5: 0.4585 (0.4461) loss_vfl: 0.6722 (0.6845) loss_vfl_aux_0: 0.7743 (0.7927) loss_vfl_aux_1: 0.7300 (0.7452) loss_vfl_aux_2: 0.6900 (0.7124) loss_vfl_aux_3: 0.6783 (0.6965) loss_vfl_aux_4: 0.6722 (0.6878) loss_vfl_aux_5: 0.7615 (0.7725) loss_vfl_dn_0: 0.4530 (0.4569) loss_vfl_dn_1: 0.3933 (0.3924) loss_vfl_dn_2: 0.3794 (0.3765) loss_vfl_dn_3: 0.3704 (0.3690) loss_vfl_dn_4: 0.3682 (0.3664) loss_vfl_dn_5: 0.3682 (0.3655) time: 0.4773 data: 0.0139 max mem: 5654 Epoch: [35] [1900/7393] eta: 0:44:12 lr: 0.000010 loss: 15.9671 (16.1696) loss_bbox: 0.1647 (0.1568) loss_bbox_aux_0: 0.1754 (0.1701) loss_bbox_aux_1: 0.1672 (0.1615) loss_bbox_aux_2: 0.1699 (0.1589) loss_bbox_aux_3: 0.1586 (0.1569) loss_bbox_aux_4: 0.1556 (0.1566) loss_bbox_aux_5: 0.2124 (0.2078) loss_bbox_dn_0: 0.2904 (0.2758) loss_bbox_dn_1: 0.2190 (0.2075) loss_bbox_dn_2: 0.1897 (0.1852) loss_bbox_dn_3: 0.1809 (0.1785) loss_bbox_dn_4: 0.1802 (0.1770) loss_bbox_dn_5: 0.1803 (0.1771) loss_giou: 0.4775 (0.4819) loss_giou_aux_0: 0.5077 (0.5062) loss_giou_aux_1: 0.4783 (0.4913) loss_giou_aux_2: 0.4760 (0.4861) loss_giou_aux_3: 0.4664 (0.4831) loss_giou_aux_4: 0.4695 (0.4822) loss_giou_aux_5: 0.5486 (0.5728) loss_giou_dn_0: 0.5825 (0.5923) loss_giou_dn_1: 0.4826 (0.4867) loss_giou_dn_2: 0.4452 (0.4565) loss_giou_dn_3: 0.4363 (0.4480) loss_giou_dn_4: 0.4345 (0.4460) loss_giou_dn_5: 0.4348 (0.4461) loss_vfl: 0.6670 (0.6848) loss_vfl_aux_0: 0.7857 (0.7929) loss_vfl_aux_1: 0.7291 (0.7454) loss_vfl_aux_2: 0.7036 (0.7125) loss_vfl_aux_3: 0.6992 (0.6967) loss_vfl_aux_4: 0.6786 (0.6882) loss_vfl_aux_5: 0.7515 (0.7732) loss_vfl_dn_0: 0.4495 (0.4570) loss_vfl_dn_1: 0.3858 (0.3925) loss_vfl_dn_2: 0.3690 (0.3765) loss_vfl_dn_3: 0.3623 (0.3690) loss_vfl_dn_4: 0.3562 (0.3664) loss_vfl_dn_5: 0.3584 (0.3656) time: 0.4683 data: 0.0141 max mem: 5654 Epoch: [35] [2000/7393] eta: 0:43:22 lr: 0.000010 loss: 16.8098 (16.1713) loss_bbox: 0.1665 (0.1568) loss_bbox_aux_0: 0.1789 (0.1700) loss_bbox_aux_1: 0.1685 (0.1614) loss_bbox_aux_2: 0.1681 (0.1588) loss_bbox_aux_3: 0.1735 (0.1569) loss_bbox_aux_4: 0.1668 (0.1566) loss_bbox_aux_5: 0.2044 (0.2078) loss_bbox_dn_0: 0.2887 (0.2760) loss_bbox_dn_1: 0.2250 (0.2076) loss_bbox_dn_2: 0.1932 (0.1853) loss_bbox_dn_3: 0.1871 (0.1786) loss_bbox_dn_4: 0.1863 (0.1771) loss_bbox_dn_5: 0.1863 (0.1771) loss_giou: 0.5523 (0.4820) loss_giou_aux_0: 0.5849 (0.5063) loss_giou_aux_1: 0.5590 (0.4912) loss_giou_aux_2: 0.5654 (0.4861) loss_giou_aux_3: 0.5642 (0.4832) loss_giou_aux_4: 0.5462 (0.4822) loss_giou_aux_5: 0.6230 (0.5728) loss_giou_dn_0: 0.6195 (0.5921) loss_giou_dn_1: 0.5134 (0.4866) loss_giou_dn_2: 0.4888 (0.4564) loss_giou_dn_3: 0.4774 (0.4479) loss_giou_dn_4: 0.4772 (0.4459) loss_giou_dn_5: 0.4782 (0.4460) loss_vfl: 0.6798 (0.6849) loss_vfl_aux_0: 0.7884 (0.7933) loss_vfl_aux_1: 0.7373 (0.7456) loss_vfl_aux_2: 0.7161 (0.7128) loss_vfl_aux_3: 0.6847 (0.6967) loss_vfl_aux_4: 0.6841 (0.6884) loss_vfl_aux_5: 0.7385 (0.7736) loss_vfl_dn_0: 0.4600 (0.4571) loss_vfl_dn_1: 0.3983 (0.3925) loss_vfl_dn_2: 0.3841 (0.3766) loss_vfl_dn_3: 0.3740 (0.3690) loss_vfl_dn_4: 0.3717 (0.3664) loss_vfl_dn_5: 0.3704 (0.3656) time: 0.4705 data: 0.0139 max mem: 5654 Epoch: [35] [2100/7393] eta: 0:42:31 lr: 0.000010 loss: 16.5001 (16.1766) loss_bbox: 0.1461 (0.1568) loss_bbox_aux_0: 0.1550 (0.1702) loss_bbox_aux_1: 0.1531 (0.1615) loss_bbox_aux_2: 0.1457 (0.1590) loss_bbox_aux_3: 0.1438 (0.1571) loss_bbox_aux_4: 0.1447 (0.1567) loss_bbox_aux_5: 0.1799 (0.2078) loss_bbox_dn_0: 0.2306 (0.2762) loss_bbox_dn_1: 0.1830 (0.2078) loss_bbox_dn_2: 0.1630 (0.1855) loss_bbox_dn_3: 0.1543 (0.1788) loss_bbox_dn_4: 0.1538 (0.1773) loss_bbox_dn_5: 0.1540 (0.1773) loss_giou: 0.5629 (0.4824) loss_giou_aux_0: 0.5906 (0.5069) loss_giou_aux_1: 0.5626 (0.4917) loss_giou_aux_2: 0.5615 (0.4866) loss_giou_aux_3: 0.5665 (0.4836) loss_giou_aux_4: 0.5611 (0.4826) loss_giou_aux_5: 0.6558 (0.5732) loss_giou_dn_0: 0.6289 (0.5923) loss_giou_dn_1: 0.5293 (0.4868) loss_giou_dn_2: 0.4973 (0.4566) loss_giou_dn_3: 0.4877 (0.4482) loss_giou_dn_4: 0.4876 (0.4461) loss_giou_dn_5: 0.4876 (0.4463) loss_vfl: 0.6681 (0.6850) loss_vfl_aux_0: 0.7471 (0.7927) loss_vfl_aux_1: 0.7203 (0.7457) loss_vfl_aux_2: 0.6806 (0.7125) loss_vfl_aux_3: 0.6805 (0.6967) loss_vfl_aux_4: 0.6684 (0.6885) loss_vfl_aux_5: 0.7060 (0.7733) loss_vfl_dn_0: 0.4574 (0.4569) loss_vfl_dn_1: 0.4008 (0.3925) loss_vfl_dn_2: 0.3863 (0.3766) loss_vfl_dn_3: 0.3789 (0.3690) loss_vfl_dn_4: 0.3775 (0.3664) loss_vfl_dn_5: 0.3770 (0.3656) time: 0.4780 data: 0.0149 max mem: 5654 Epoch: [35] [2200/7393] eta: 0:41:58 lr: 0.000010 loss: 15.6828 (16.1784) loss_bbox: 0.1430 (0.1570) loss_bbox_aux_0: 0.1634 (0.1702) loss_bbox_aux_1: 0.1564 (0.1615) loss_bbox_aux_2: 0.1548 (0.1591) loss_bbox_aux_3: 0.1530 (0.1572) loss_bbox_aux_4: 0.1430 (0.1568) loss_bbox_aux_5: 0.1927 (0.2079) loss_bbox_dn_0: 0.2811 (0.2764) loss_bbox_dn_1: 0.2062 (0.2080) loss_bbox_dn_2: 0.1812 (0.1858) loss_bbox_dn_3: 0.1725 (0.1790) loss_bbox_dn_4: 0.1721 (0.1775) loss_bbox_dn_5: 0.1721 (0.1776) loss_giou: 0.4554 (0.4819) loss_giou_aux_0: 0.4747 (0.5065) loss_giou_aux_1: 0.4489 (0.4912) loss_giou_aux_2: 0.4464 (0.4862) loss_giou_aux_3: 0.4490 (0.4831) loss_giou_aux_4: 0.4522 (0.4821) loss_giou_aux_5: 0.5484 (0.5729) loss_giou_dn_0: 0.5774 (0.5922) loss_giou_dn_1: 0.4691 (0.4867) loss_giou_dn_2: 0.4393 (0.4566) loss_giou_dn_3: 0.4268 (0.4481) loss_giou_dn_4: 0.4249 (0.4461) loss_giou_dn_5: 0.4251 (0.4463) loss_vfl: 0.6930 (0.6853) loss_vfl_aux_0: 0.8222 (0.7930) loss_vfl_aux_1: 0.7567 (0.7461) loss_vfl_aux_2: 0.7234 (0.7129) loss_vfl_aux_3: 0.7063 (0.6971) loss_vfl_aux_4: 0.6944 (0.6888) loss_vfl_aux_5: 0.7908 (0.7736) loss_vfl_dn_0: 0.4570 (0.4571) loss_vfl_dn_1: 0.3948 (0.3926) loss_vfl_dn_2: 0.3793 (0.3767) loss_vfl_dn_3: 0.3705 (0.3691) loss_vfl_dn_4: 0.3731 (0.3665) loss_vfl_dn_5: 0.3714 (0.3657) time: 0.8384 data: 0.0140 max mem: 5654 Epoch: [35] [2300/7393] eta: 0:41:23 lr: 0.000010 loss: 16.5360 (16.1841) loss_bbox: 0.1438 (0.1571) loss_bbox_aux_0: 0.1577 (0.1703) loss_bbox_aux_1: 0.1474 (0.1617) loss_bbox_aux_2: 0.1494 (0.1593) loss_bbox_aux_3: 0.1396 (0.1573) loss_bbox_aux_4: 0.1408 (0.1569) loss_bbox_aux_5: 0.1943 (0.2079) loss_bbox_dn_0: 0.2708 (0.2769) loss_bbox_dn_1: 0.1974 (0.2085) loss_bbox_dn_2: 0.1827 (0.1862) loss_bbox_dn_3: 0.1779 (0.1794) loss_bbox_dn_4: 0.1765 (0.1779) loss_bbox_dn_5: 0.1763 (0.1780) loss_giou: 0.4807 (0.4817) loss_giou_aux_0: 0.5100 (0.5061) loss_giou_aux_1: 0.4891 (0.4910) loss_giou_aux_2: 0.4852 (0.4860) loss_giou_aux_3: 0.4779 (0.4828) loss_giou_aux_4: 0.4809 (0.4819) loss_giou_aux_5: 0.5653 (0.5726) loss_giou_dn_0: 0.5777 (0.5923) loss_giou_dn_1: 0.4760 (0.4868) loss_giou_dn_2: 0.4398 (0.4566) loss_giou_dn_3: 0.4325 (0.4482) loss_giou_dn_4: 0.4296 (0.4461) loss_giou_dn_5: 0.4296 (0.4463) loss_vfl: 0.7066 (0.6859) loss_vfl_aux_0: 0.8149 (0.7937) loss_vfl_aux_1: 0.7488 (0.7465) loss_vfl_aux_2: 0.7240 (0.7135) loss_vfl_aux_3: 0.7168 (0.6976) loss_vfl_aux_4: 0.7066 (0.6894) loss_vfl_aux_5: 0.7517 (0.7743) loss_vfl_dn_0: 0.4581 (0.4571) loss_vfl_dn_1: 0.3986 (0.3926) loss_vfl_dn_2: 0.3820 (0.3767) loss_vfl_dn_3: 0.3727 (0.3691) loss_vfl_dn_4: 0.3722 (0.3665) loss_vfl_dn_5: 0.3717 (0.3657) time: 0.4762 data: 0.0142 max mem: 5654 Epoch: [35] [2400/7393] eta: 0:40:32 lr: 0.000010 loss: 16.3785 (16.1839) loss_bbox: 0.1634 (0.1570) loss_bbox_aux_0: 0.1768 (0.1702) loss_bbox_aux_1: 0.1667 (0.1616) loss_bbox_aux_2: 0.1664 (0.1592) loss_bbox_aux_3: 0.1640 (0.1572) loss_bbox_aux_4: 0.1625 (0.1568) loss_bbox_aux_5: 0.2009 (0.2078) loss_bbox_dn_0: 0.2425 (0.2768) loss_bbox_dn_1: 0.1846 (0.2083) loss_bbox_dn_2: 0.1720 (0.1860) loss_bbox_dn_3: 0.1651 (0.1792) loss_bbox_dn_4: 0.1653 (0.1778) loss_bbox_dn_5: 0.1652 (0.1778) loss_giou: 0.5532 (0.4819) loss_giou_aux_0: 0.5667 (0.5063) loss_giou_aux_1: 0.5459 (0.4912) loss_giou_aux_2: 0.5489 (0.4862) loss_giou_aux_3: 0.5533 (0.4831) loss_giou_aux_4: 0.5483 (0.4821) loss_giou_aux_5: 0.6121 (0.5728) loss_giou_dn_0: 0.6238 (0.5924) loss_giou_dn_1: 0.5082 (0.4868) loss_giou_dn_2: 0.4928 (0.4566) loss_giou_dn_3: 0.4849 (0.4481) loss_giou_dn_4: 0.4840 (0.4461) loss_giou_dn_5: 0.4841 (0.4463) loss_vfl: 0.6500 (0.6858) loss_vfl_aux_0: 0.7516 (0.7936) loss_vfl_aux_1: 0.7224 (0.7463) loss_vfl_aux_2: 0.6839 (0.7132) loss_vfl_aux_3: 0.6586 (0.6974) loss_vfl_aux_4: 0.6619 (0.6892) loss_vfl_aux_5: 0.7690 (0.7747) loss_vfl_dn_0: 0.4583 (0.4571) loss_vfl_dn_1: 0.3943 (0.3926) loss_vfl_dn_2: 0.3816 (0.3767) loss_vfl_dn_3: 0.3724 (0.3691) loss_vfl_dn_4: 0.3686 (0.3665) loss_vfl_dn_5: 0.3676 (0.3657) time: 0.4659 data: 0.0142 max mem: 5654 Epoch: [35] [2500/7393] eta: 0:39:41 lr: 0.000010 loss: 16.4678 (16.1855) loss_bbox: 0.1731 (0.1571) loss_bbox_aux_0: 0.1973 (0.1704) loss_bbox_aux_1: 0.1758 (0.1617) loss_bbox_aux_2: 0.1630 (0.1593) loss_bbox_aux_3: 0.1656 (0.1573) loss_bbox_aux_4: 0.1693 (0.1570) loss_bbox_aux_5: 0.2484 (0.2079) loss_bbox_dn_0: 0.3238 (0.2769) loss_bbox_dn_1: 0.2449 (0.2084) loss_bbox_dn_2: 0.2201 (0.1862) loss_bbox_dn_3: 0.2045 (0.1794) loss_bbox_dn_4: 0.2042 (0.1779) loss_bbox_dn_5: 0.2042 (0.1779) loss_giou: 0.4706 (0.4819) loss_giou_aux_0: 0.5106 (0.5064) loss_giou_aux_1: 0.4991 (0.4912) loss_giou_aux_2: 0.4754 (0.4862) loss_giou_aux_3: 0.4762 (0.4831) loss_giou_aux_4: 0.4734 (0.4821) loss_giou_aux_5: 0.5867 (0.5728) loss_giou_dn_0: 0.5918 (0.5923) loss_giou_dn_1: 0.4836 (0.4868) loss_giou_dn_2: 0.4562 (0.4566) loss_giou_dn_3: 0.4483 (0.4481) loss_giou_dn_4: 0.4465 (0.4461) loss_giou_dn_5: 0.4469 (0.4462) loss_vfl: 0.7084 (0.6858) loss_vfl_aux_0: 0.8046 (0.7936) loss_vfl_aux_1: 0.7554 (0.7464) loss_vfl_aux_2: 0.7326 (0.7132) loss_vfl_aux_3: 0.6979 (0.6974) loss_vfl_aux_4: 0.6977 (0.6891) loss_vfl_aux_5: 0.7895 (0.7746) loss_vfl_dn_0: 0.4570 (0.4572) loss_vfl_dn_1: 0.3930 (0.3927) loss_vfl_dn_2: 0.3742 (0.3767) loss_vfl_dn_3: 0.3663 (0.3692) loss_vfl_dn_4: 0.3651 (0.3666) loss_vfl_dn_5: 0.3635 (0.3657) time: 0.4788 data: 0.0144 max mem: 5654 Epoch: [35] [2600/7393] eta: 0:38:50 lr: 0.000010 loss: 16.2852 (16.1803) loss_bbox: 0.1666 (0.1570) loss_bbox_aux_0: 0.1633 (0.1702) loss_bbox_aux_1: 0.1645 (0.1616) loss_bbox_aux_2: 0.1653 (0.1593) loss_bbox_aux_3: 0.1669 (0.1573) loss_bbox_aux_4: 0.1678 (0.1569) loss_bbox_aux_5: 0.2145 (0.2078) loss_bbox_dn_0: 0.2774 (0.2768) loss_bbox_dn_1: 0.1959 (0.2083) loss_bbox_dn_2: 0.1863 (0.1861) loss_bbox_dn_3: 0.1829 (0.1793) loss_bbox_dn_4: 0.1834 (0.1779) loss_bbox_dn_5: 0.1836 (0.1779) loss_giou: 0.4778 (0.4816) loss_giou_aux_0: 0.4871 (0.5059) loss_giou_aux_1: 0.4806 (0.4908) loss_giou_aux_2: 0.4847 (0.4860) loss_giou_aux_3: 0.4800 (0.4828) loss_giou_aux_4: 0.4747 (0.4818) loss_giou_aux_5: 0.5544 (0.5726) loss_giou_dn_0: 0.5994 (0.5923) loss_giou_dn_1: 0.4955 (0.4866) loss_giou_dn_2: 0.4645 (0.4564) loss_giou_dn_3: 0.4548 (0.4479) loss_giou_dn_4: 0.4516 (0.4459) loss_giou_dn_5: 0.4517 (0.4461) loss_vfl: 0.6809 (0.6856) loss_vfl_aux_0: 0.7893 (0.7936) loss_vfl_aux_1: 0.7322 (0.7463) loss_vfl_aux_2: 0.7020 (0.7129) loss_vfl_aux_3: 0.6761 (0.6972) loss_vfl_aux_4: 0.6821 (0.6890) loss_vfl_aux_5: 0.7766 (0.7745) loss_vfl_dn_0: 0.4542 (0.4571) loss_vfl_dn_1: 0.3874 (0.3927) loss_vfl_dn_2: 0.3754 (0.3768) loss_vfl_dn_3: 0.3637 (0.3692) loss_vfl_dn_4: 0.3616 (0.3666) loss_vfl_dn_5: 0.3606 (0.3657) time: 0.4761 data: 0.0138 max mem: 5654 Epoch: [35] [2700/7393] eta: 0:38:01 lr: 0.000010 loss: 15.7698 (16.1876) loss_bbox: 0.1687 (0.1571) loss_bbox_aux_0: 0.1806 (0.1703) loss_bbox_aux_1: 0.1720 (0.1616) loss_bbox_aux_2: 0.1692 (0.1594) loss_bbox_aux_3: 0.1743 (0.1574) loss_bbox_aux_4: 0.1671 (0.1571) loss_bbox_aux_5: 0.2181 (0.2080) loss_bbox_dn_0: 0.2952 (0.2771) loss_bbox_dn_1: 0.2151 (0.2085) loss_bbox_dn_2: 0.1933 (0.1864) loss_bbox_dn_3: 0.1913 (0.1795) loss_bbox_dn_4: 0.1896 (0.1781) loss_bbox_dn_5: 0.1895 (0.1781) loss_giou: 0.4135 (0.4820) loss_giou_aux_0: 0.4613 (0.5063) loss_giou_aux_1: 0.4233 (0.4913) loss_giou_aux_2: 0.4323 (0.4865) loss_giou_aux_3: 0.4213 (0.4833) loss_giou_aux_4: 0.4157 (0.4823) loss_giou_aux_5: 0.5373 (0.5730) loss_giou_dn_0: 0.5656 (0.5927) loss_giou_dn_1: 0.4476 (0.4871) loss_giou_dn_2: 0.4135 (0.4569) loss_giou_dn_3: 0.4088 (0.4484) loss_giou_dn_4: 0.4059 (0.4464) loss_giou_dn_5: 0.4059 (0.4465) loss_vfl: 0.6568 (0.6855) loss_vfl_aux_0: 0.7749 (0.7936) loss_vfl_aux_1: 0.7137 (0.7463) loss_vfl_aux_2: 0.6904 (0.7129) loss_vfl_aux_3: 0.6756 (0.6970) loss_vfl_aux_4: 0.6691 (0.6888) loss_vfl_aux_5: 0.7551 (0.7742) loss_vfl_dn_0: 0.4523 (0.4571) loss_vfl_dn_1: 0.3872 (0.3927) loss_vfl_dn_2: 0.3722 (0.3768) loss_vfl_dn_3: 0.3632 (0.3692) loss_vfl_dn_4: 0.3608 (0.3666) loss_vfl_dn_5: 0.3605 (0.3657) time: 0.4879 data: 0.0139 max mem: 5654 Epoch: [35] [2800/7393] eta: 0:37:11 lr: 0.000010 loss: 15.9903 (16.1834) loss_bbox: 0.1563 (0.1571) loss_bbox_aux_0: 0.1657 (0.1703) loss_bbox_aux_1: 0.1631 (0.1617) loss_bbox_aux_2: 0.1606 (0.1594) loss_bbox_aux_3: 0.1587 (0.1574) loss_bbox_aux_4: 0.1550 (0.1571) loss_bbox_aux_5: 0.1977 (0.2082) loss_bbox_dn_0: 0.2576 (0.2773) loss_bbox_dn_1: 0.2004 (0.2086) loss_bbox_dn_2: 0.1844 (0.1864) loss_bbox_dn_3: 0.1802 (0.1796) loss_bbox_dn_4: 0.1809 (0.1782) loss_bbox_dn_5: 0.1808 (0.1782) loss_giou: 0.4703 (0.4818) loss_giou_aux_0: 0.4800 (0.5061) loss_giou_aux_1: 0.4827 (0.4910) loss_giou_aux_2: 0.4711 (0.4861) loss_giou_aux_3: 0.4726 (0.4830) loss_giou_aux_4: 0.4701 (0.4820) loss_giou_aux_5: 0.5387 (0.5727) loss_giou_dn_0: 0.5698 (0.5924) loss_giou_dn_1: 0.4616 (0.4868) loss_giou_dn_2: 0.4322 (0.4566) loss_giou_dn_3: 0.4241 (0.4481) loss_giou_dn_4: 0.4214 (0.4460) loss_giou_dn_5: 0.4217 (0.4462) loss_vfl: 0.6726 (0.6853) loss_vfl_aux_0: 0.7809 (0.7934) loss_vfl_aux_1: 0.7333 (0.7460) loss_vfl_aux_2: 0.7051 (0.7128) loss_vfl_aux_3: 0.6890 (0.6968) loss_vfl_aux_4: 0.6809 (0.6887) loss_vfl_aux_5: 0.7722 (0.7741) loss_vfl_dn_0: 0.4621 (0.4571) loss_vfl_dn_1: 0.3937 (0.3927) loss_vfl_dn_2: 0.3707 (0.3768) loss_vfl_dn_3: 0.3657 (0.3692) loss_vfl_dn_4: 0.3633 (0.3665) loss_vfl_dn_5: 0.3622 (0.3657) time: 0.4777 data: 0.0144 max mem: 5654 Epoch: [35] [2900/7393] eta: 0:36:21 lr: 0.000010 loss: 16.1946 (16.1819) loss_bbox: 0.1490 (0.1571) loss_bbox_aux_0: 0.1546 (0.1702) loss_bbox_aux_1: 0.1487 (0.1616) loss_bbox_aux_2: 0.1442 (0.1594) loss_bbox_aux_3: 0.1454 (0.1574) loss_bbox_aux_4: 0.1477 (0.1570) loss_bbox_aux_5: 0.1914 (0.2081) loss_bbox_dn_0: 0.2371 (0.2770) loss_bbox_dn_1: 0.1756 (0.2084) loss_bbox_dn_2: 0.1604 (0.1862) loss_bbox_dn_3: 0.1565 (0.1794) loss_bbox_dn_4: 0.1545 (0.1780) loss_bbox_dn_5: 0.1548 (0.1780) loss_giou: 0.4563 (0.4816) loss_giou_aux_0: 0.4933 (0.5059) loss_giou_aux_1: 0.4836 (0.4909) loss_giou_aux_2: 0.4606 (0.4860) loss_giou_aux_3: 0.4619 (0.4829) loss_giou_aux_4: 0.4552 (0.4818) loss_giou_aux_5: 0.5577 (0.5726) loss_giou_dn_0: 0.5803 (0.5923) loss_giou_dn_1: 0.4798 (0.4866) loss_giou_dn_2: 0.4458 (0.4564) loss_giou_dn_3: 0.4396 (0.4479) loss_giou_dn_4: 0.4337 (0.4459) loss_giou_dn_5: 0.4337 (0.4460) loss_vfl: 0.6960 (0.6858) loss_vfl_aux_0: 0.8105 (0.7937) loss_vfl_aux_1: 0.7689 (0.7462) loss_vfl_aux_2: 0.7264 (0.7132) loss_vfl_aux_3: 0.7127 (0.6971) loss_vfl_aux_4: 0.7049 (0.6892) loss_vfl_aux_5: 0.7964 (0.7742) loss_vfl_dn_0: 0.4573 (0.4571) loss_vfl_dn_1: 0.3953 (0.3927) loss_vfl_dn_2: 0.3782 (0.3768) loss_vfl_dn_3: 0.3684 (0.3692) loss_vfl_dn_4: 0.3670 (0.3666) loss_vfl_dn_5: 0.3664 (0.3657) time: 0.4800 data: 0.0143 max mem: 5654 Epoch: [35] [3000/7393] eta: 0:35:30 lr: 0.000010 loss: 15.9689 (16.1897) loss_bbox: 0.1461 (0.1572) loss_bbox_aux_0: 0.1575 (0.1705) loss_bbox_aux_1: 0.1509 (0.1619) loss_bbox_aux_2: 0.1455 (0.1596) loss_bbox_aux_3: 0.1454 (0.1575) loss_bbox_aux_4: 0.1450 (0.1572) loss_bbox_aux_5: 0.1906 (0.2084) loss_bbox_dn_0: 0.2560 (0.2776) loss_bbox_dn_1: 0.1812 (0.2089) loss_bbox_dn_2: 0.1601 (0.1867) loss_bbox_dn_3: 0.1593 (0.1799) loss_bbox_dn_4: 0.1596 (0.1785) loss_bbox_dn_5: 0.1595 (0.1785) loss_giou: 0.4670 (0.4818) loss_giou_aux_0: 0.4978 (0.5061) loss_giou_aux_1: 0.4841 (0.4911) loss_giou_aux_2: 0.4754 (0.4862) loss_giou_aux_3: 0.4669 (0.4831) loss_giou_aux_4: 0.4671 (0.4820) loss_giou_aux_5: 0.5641 (0.5728) loss_giou_dn_0: 0.6020 (0.5927) loss_giou_dn_1: 0.4881 (0.4870) loss_giou_dn_2: 0.4455 (0.4568) loss_giou_dn_3: 0.4331 (0.4483) loss_giou_dn_4: 0.4285 (0.4462) loss_giou_dn_5: 0.4282 (0.4464) loss_vfl: 0.6780 (0.6857) loss_vfl_aux_0: 0.7877 (0.7935) loss_vfl_aux_1: 0.7243 (0.7460) loss_vfl_aux_2: 0.6990 (0.7132) loss_vfl_aux_3: 0.6857 (0.6971) loss_vfl_aux_4: 0.6691 (0.6892) loss_vfl_aux_5: 0.7667 (0.7741) loss_vfl_dn_0: 0.4545 (0.4571) loss_vfl_dn_1: 0.3926 (0.3927) loss_vfl_dn_2: 0.3739 (0.3768) loss_vfl_dn_3: 0.3661 (0.3692) loss_vfl_dn_4: 0.3633 (0.3666) loss_vfl_dn_5: 0.3605 (0.3657) time: 0.4849 data: 0.0139 max mem: 5654 Epoch: [35] [3100/7393] eta: 0:34:41 lr: 0.000010 loss: 16.1238 (16.1921) loss_bbox: 0.1324 (0.1571) loss_bbox_aux_0: 0.1480 (0.1705) loss_bbox_aux_1: 0.1352 (0.1617) loss_bbox_aux_2: 0.1393 (0.1594) loss_bbox_aux_3: 0.1398 (0.1574) loss_bbox_aux_4: 0.1325 (0.1571) loss_bbox_aux_5: 0.1732 (0.2083) loss_bbox_dn_0: 0.2120 (0.2773) loss_bbox_dn_1: 0.1537 (0.2086) loss_bbox_dn_2: 0.1372 (0.1865) loss_bbox_dn_3: 0.1360 (0.1796) loss_bbox_dn_4: 0.1370 (0.1782) loss_bbox_dn_5: 0.1370 (0.1782) loss_giou: 0.5060 (0.4820) loss_giou_aux_0: 0.5356 (0.5063) loss_giou_aux_1: 0.5105 (0.4913) loss_giou_aux_2: 0.5130 (0.4864) loss_giou_aux_3: 0.5058 (0.4832) loss_giou_aux_4: 0.5024 (0.4822) loss_giou_aux_5: 0.5882 (0.5729) loss_giou_dn_0: 0.6073 (0.5929) loss_giou_dn_1: 0.5164 (0.4872) loss_giou_dn_2: 0.4829 (0.4570) loss_giou_dn_3: 0.4790 (0.4485) loss_giou_dn_4: 0.4760 (0.4464) loss_giou_dn_5: 0.4758 (0.4466) loss_vfl: 0.6935 (0.6861) loss_vfl_aux_0: 0.7861 (0.7937) loss_vfl_aux_1: 0.7643 (0.7463) loss_vfl_aux_2: 0.7310 (0.7136) loss_vfl_aux_3: 0.7070 (0.6974) loss_vfl_aux_4: 0.6883 (0.6895) loss_vfl_aux_5: 0.7746 (0.7744) loss_vfl_dn_0: 0.4517 (0.4571) loss_vfl_dn_1: 0.3936 (0.3928) loss_vfl_dn_2: 0.3812 (0.3769) loss_vfl_dn_3: 0.3719 (0.3693) loss_vfl_dn_4: 0.3718 (0.3667) loss_vfl_dn_5: 0.3711 (0.3658) time: 0.4637 data: 0.0137 max mem: 5654 Epoch: [35] [3200/7393] eta: 0:33:50 lr: 0.000010 loss: 16.7029 (16.1936) loss_bbox: 0.1465 (0.1572) loss_bbox_aux_0: 0.1561 (0.1704) loss_bbox_aux_1: 0.1483 (0.1617) loss_bbox_aux_2: 0.1534 (0.1594) loss_bbox_aux_3: 0.1491 (0.1575) loss_bbox_aux_4: 0.1447 (0.1571) loss_bbox_aux_5: 0.1945 (0.2084) loss_bbox_dn_0: 0.2642 (0.2773) loss_bbox_dn_1: 0.1896 (0.2086) loss_bbox_dn_2: 0.1713 (0.1864) loss_bbox_dn_3: 0.1593 (0.1796) loss_bbox_dn_4: 0.1585 (0.1781) loss_bbox_dn_5: 0.1579 (0.1781) loss_giou: 0.5245 (0.4824) loss_giou_aux_0: 0.5222 (0.5067) loss_giou_aux_1: 0.5121 (0.4918) loss_giou_aux_2: 0.5224 (0.4867) loss_giou_aux_3: 0.5270 (0.4837) loss_giou_aux_4: 0.5231 (0.4826) loss_giou_aux_5: 0.6075 (0.5732) loss_giou_dn_0: 0.6155 (0.5931) loss_giou_dn_1: 0.5120 (0.4874) loss_giou_dn_2: 0.4731 (0.4572) loss_giou_dn_3: 0.4669 (0.4487) loss_giou_dn_4: 0.4640 (0.4466) loss_giou_dn_5: 0.4640 (0.4468) loss_vfl: 0.6801 (0.6858) loss_vfl_aux_0: 0.7607 (0.7933) loss_vfl_aux_1: 0.7335 (0.7458) loss_vfl_aux_2: 0.6982 (0.7134) loss_vfl_aux_3: 0.6751 (0.6971) loss_vfl_aux_4: 0.6791 (0.6892) loss_vfl_aux_5: 0.7416 (0.7741) loss_vfl_dn_0: 0.4532 (0.4570) loss_vfl_dn_1: 0.3897 (0.3927) loss_vfl_dn_2: 0.3761 (0.3768) loss_vfl_dn_3: 0.3675 (0.3692) loss_vfl_dn_4: 0.3650 (0.3666) loss_vfl_dn_5: 0.3613 (0.3658) time: 0.4791 data: 0.0140 max mem: 5654 Epoch: [35] [3300/7393] eta: 0:33:00 lr: 0.000010 loss: 16.0497 (16.1974) loss_bbox: 0.1365 (0.1572) loss_bbox_aux_0: 0.1513 (0.1706) loss_bbox_aux_1: 0.1428 (0.1618) loss_bbox_aux_2: 0.1357 (0.1595) loss_bbox_aux_3: 0.1404 (0.1576) loss_bbox_aux_4: 0.1379 (0.1572) loss_bbox_aux_5: 0.1813 (0.2085) loss_bbox_dn_0: 0.2300 (0.2773) loss_bbox_dn_1: 0.1801 (0.2086) loss_bbox_dn_2: 0.1643 (0.1865) loss_bbox_dn_3: 0.1553 (0.1796) loss_bbox_dn_4: 0.1543 (0.1782) loss_bbox_dn_5: 0.1545 (0.1782) loss_giou: 0.4738 (0.4825) loss_giou_aux_0: 0.4950 (0.5068) loss_giou_aux_1: 0.4761 (0.4919) loss_giou_aux_2: 0.4821 (0.4868) loss_giou_aux_3: 0.4805 (0.4838) loss_giou_aux_4: 0.4697 (0.4826) loss_giou_aux_5: 0.5588 (0.5734) loss_giou_dn_0: 0.5744 (0.5932) loss_giou_dn_1: 0.4784 (0.4875) loss_giou_dn_2: 0.4518 (0.4573) loss_giou_dn_3: 0.4448 (0.4488) loss_giou_dn_4: 0.4432 (0.4467) loss_giou_dn_5: 0.4432 (0.4469) loss_vfl: 0.6793 (0.6861) loss_vfl_aux_0: 0.7767 (0.7934) loss_vfl_aux_1: 0.7218 (0.7458) loss_vfl_aux_2: 0.7175 (0.7135) loss_vfl_aux_3: 0.6951 (0.6973) loss_vfl_aux_4: 0.6966 (0.6894) loss_vfl_aux_5: 0.7512 (0.7742) loss_vfl_dn_0: 0.4534 (0.4570) loss_vfl_dn_1: 0.3920 (0.3928) loss_vfl_dn_2: 0.3746 (0.3769) loss_vfl_dn_3: 0.3645 (0.3693) loss_vfl_dn_4: 0.3657 (0.3667) loss_vfl_dn_5: 0.3635 (0.3659) time: 0.4661 data: 0.0138 max mem: 5654 Epoch: [35] [3400/7393] eta: 0:32:11 lr: 0.000010 loss: 15.8413 (16.1920) loss_bbox: 0.1571 (0.1572) loss_bbox_aux_0: 0.1631 (0.1704) loss_bbox_aux_1: 0.1655 (0.1617) loss_bbox_aux_2: 0.1622 (0.1595) loss_bbox_aux_3: 0.1580 (0.1575) loss_bbox_aux_4: 0.1555 (0.1571) loss_bbox_aux_5: 0.2106 (0.2083) loss_bbox_dn_0: 0.2753 (0.2772) loss_bbox_dn_1: 0.2028 (0.2086) loss_bbox_dn_2: 0.1880 (0.1865) loss_bbox_dn_3: 0.1821 (0.1796) loss_bbox_dn_4: 0.1831 (0.1782) loss_bbox_dn_5: 0.1831 (0.1782) loss_giou: 0.4584 (0.4824) loss_giou_aux_0: 0.4940 (0.5067) loss_giou_aux_1: 0.4855 (0.4918) loss_giou_aux_2: 0.4720 (0.4867) loss_giou_aux_3: 0.4539 (0.4837) loss_giou_aux_4: 0.4575 (0.4825) loss_giou_aux_5: 0.5625 (0.5733) loss_giou_dn_0: 0.5825 (0.5931) loss_giou_dn_1: 0.4779 (0.4874) loss_giou_dn_2: 0.4529 (0.4573) loss_giou_dn_3: 0.4441 (0.4487) loss_giou_dn_4: 0.4416 (0.4467) loss_giou_dn_5: 0.4416 (0.4469) loss_vfl: 0.6942 (0.6856) loss_vfl_aux_0: 0.8076 (0.7930) loss_vfl_aux_1: 0.7635 (0.7454) loss_vfl_aux_2: 0.7426 (0.7130) loss_vfl_aux_3: 0.7013 (0.6969) loss_vfl_aux_4: 0.6992 (0.6890) loss_vfl_aux_5: 0.7713 (0.7738) loss_vfl_dn_0: 0.4517 (0.4569) loss_vfl_dn_1: 0.3894 (0.3927) loss_vfl_dn_2: 0.3736 (0.3769) loss_vfl_dn_3: 0.3657 (0.3692) loss_vfl_dn_4: 0.3632 (0.3666) loss_vfl_dn_5: 0.3629 (0.3658) time: 0.4768 data: 0.0136 max mem: 5654 Epoch: [35] [3500/7393] eta: 0:31:21 lr: 0.000010 loss: 16.6359 (16.1989) loss_bbox: 0.1645 (0.1572) loss_bbox_aux_0: 0.1833 (0.1705) loss_bbox_aux_1: 0.1687 (0.1617) loss_bbox_aux_2: 0.1654 (0.1595) loss_bbox_aux_3: 0.1721 (0.1576) loss_bbox_aux_4: 0.1645 (0.1572) loss_bbox_aux_5: 0.2121 (0.2084) loss_bbox_dn_0: 0.2428 (0.2774) loss_bbox_dn_1: 0.1964 (0.2088) loss_bbox_dn_2: 0.1761 (0.1867) loss_bbox_dn_3: 0.1695 (0.1798) loss_bbox_dn_4: 0.1680 (0.1784) loss_bbox_dn_5: 0.1679 (0.1784) loss_giou: 0.4482 (0.4826) loss_giou_aux_0: 0.4862 (0.5069) loss_giou_aux_1: 0.4515 (0.4920) loss_giou_aux_2: 0.4557 (0.4870) loss_giou_aux_3: 0.4497 (0.4839) loss_giou_aux_4: 0.4497 (0.4828) loss_giou_aux_5: 0.5433 (0.5736) loss_giou_dn_0: 0.5810 (0.5932) loss_giou_dn_1: 0.4791 (0.4876) loss_giou_dn_2: 0.4438 (0.4576) loss_giou_dn_3: 0.4373 (0.4490) loss_giou_dn_4: 0.4352 (0.4470) loss_giou_dn_5: 0.4352 (0.4472) loss_vfl: 0.6859 (0.6859) loss_vfl_aux_0: 0.8236 (0.7932) loss_vfl_aux_1: 0.7427 (0.7458) loss_vfl_aux_2: 0.7045 (0.7133) loss_vfl_aux_3: 0.6952 (0.6971) loss_vfl_aux_4: 0.6954 (0.6893) loss_vfl_aux_5: 0.8017 (0.7740) loss_vfl_dn_0: 0.4489 (0.4568) loss_vfl_dn_1: 0.3913 (0.3927) loss_vfl_dn_2: 0.3789 (0.3769) loss_vfl_dn_3: 0.3730 (0.3693) loss_vfl_dn_4: 0.3711 (0.3667) loss_vfl_dn_5: 0.3708 (0.3658) time: 0.4720 data: 0.0134 max mem: 5654 Epoch: [35] [3600/7393] eta: 0:30:31 lr: 0.000010 loss: 15.5909 (16.1974) loss_bbox: 0.1402 (0.1573) loss_bbox_aux_0: 0.1550 (0.1705) loss_bbox_aux_1: 0.1507 (0.1618) loss_bbox_aux_2: 0.1489 (0.1596) loss_bbox_aux_3: 0.1470 (0.1577) loss_bbox_aux_4: 0.1406 (0.1572) loss_bbox_aux_5: 0.1903 (0.2083) loss_bbox_dn_0: 0.2402 (0.2773) loss_bbox_dn_1: 0.1840 (0.2087) loss_bbox_dn_2: 0.1698 (0.1866) loss_bbox_dn_3: 0.1648 (0.1798) loss_bbox_dn_4: 0.1626 (0.1784) loss_bbox_dn_5: 0.1626 (0.1784) loss_giou: 0.4397 (0.4826) loss_giou_aux_0: 0.4581 (0.5069) loss_giou_aux_1: 0.4526 (0.4921) loss_giou_aux_2: 0.4444 (0.4871) loss_giou_aux_3: 0.4314 (0.4840) loss_giou_aux_4: 0.4313 (0.4828) loss_giou_aux_5: 0.5210 (0.5735) loss_giou_dn_0: 0.5616 (0.5933) loss_giou_dn_1: 0.4480 (0.4876) loss_giou_dn_2: 0.4208 (0.4576) loss_giou_dn_3: 0.4115 (0.4491) loss_giou_dn_4: 0.4103 (0.4470) loss_giou_dn_5: 0.4101 (0.4472) loss_vfl: 0.6349 (0.6857) loss_vfl_aux_0: 0.7407 (0.7931) loss_vfl_aux_1: 0.6911 (0.7454) loss_vfl_aux_2: 0.6719 (0.7130) loss_vfl_aux_3: 0.6507 (0.6968) loss_vfl_aux_4: 0.6385 (0.6891) loss_vfl_aux_5: 0.7365 (0.7738) loss_vfl_dn_0: 0.4560 (0.4568) loss_vfl_dn_1: 0.3793 (0.3927) loss_vfl_dn_2: 0.3631 (0.3770) loss_vfl_dn_3: 0.3570 (0.3693) loss_vfl_dn_4: 0.3542 (0.3667) loss_vfl_dn_5: 0.3548 (0.3658) time: 0.4727 data: 0.0135 max mem: 5654 Epoch: [35] [3700/7393] eta: 0:29:42 lr: 0.000010 loss: 16.1035 (16.1965) loss_bbox: 0.1472 (0.1573) loss_bbox_aux_0: 0.1589 (0.1705) loss_bbox_aux_1: 0.1542 (0.1618) loss_bbox_aux_2: 0.1527 (0.1596) loss_bbox_aux_3: 0.1498 (0.1577) loss_bbox_aux_4: 0.1472 (0.1572) loss_bbox_aux_5: 0.2076 (0.2083) loss_bbox_dn_0: 0.2912 (0.2777) loss_bbox_dn_1: 0.2121 (0.2089) loss_bbox_dn_2: 0.1874 (0.1868) loss_bbox_dn_3: 0.1769 (0.1800) loss_bbox_dn_4: 0.1743 (0.1785) loss_bbox_dn_5: 0.1742 (0.1785) loss_giou: 0.4150 (0.4823) loss_giou_aux_0: 0.4371 (0.5066) loss_giou_aux_1: 0.4198 (0.4917) loss_giou_aux_2: 0.4164 (0.4867) loss_giou_aux_3: 0.4152 (0.4836) loss_giou_aux_4: 0.4155 (0.4824) loss_giou_aux_5: 0.5019 (0.5732) loss_giou_dn_0: 0.5692 (0.5931) loss_giou_dn_1: 0.4564 (0.4874) loss_giou_dn_2: 0.4223 (0.4574) loss_giou_dn_3: 0.4158 (0.4489) loss_giou_dn_4: 0.4122 (0.4468) loss_giou_dn_5: 0.4121 (0.4470) loss_vfl: 0.6970 (0.6858) loss_vfl_aux_0: 0.8217 (0.7933) loss_vfl_aux_1: 0.7899 (0.7455) loss_vfl_aux_2: 0.7579 (0.7133) loss_vfl_aux_3: 0.7231 (0.6970) loss_vfl_aux_4: 0.7095 (0.6893) loss_vfl_aux_5: 0.7925 (0.7739) loss_vfl_dn_0: 0.4515 (0.4568) loss_vfl_dn_1: 0.3908 (0.3928) loss_vfl_dn_2: 0.3710 (0.3770) loss_vfl_dn_3: 0.3637 (0.3693) loss_vfl_dn_4: 0.3609 (0.3667) loss_vfl_dn_5: 0.3589 (0.3659) time: 0.4723 data: 0.0136 max mem: 5654 Epoch: [35] [3800/7393] eta: 0:28:52 lr: 0.000010 loss: 15.5725 (16.1961) loss_bbox: 0.1368 (0.1572) loss_bbox_aux_0: 0.1638 (0.1704) loss_bbox_aux_1: 0.1617 (0.1618) loss_bbox_aux_2: 0.1473 (0.1595) loss_bbox_aux_3: 0.1450 (0.1576) loss_bbox_aux_4: 0.1444 (0.1572) loss_bbox_aux_5: 0.2048 (0.2083) loss_bbox_dn_0: 0.2558 (0.2774) loss_bbox_dn_1: 0.1862 (0.2088) loss_bbox_dn_2: 0.1706 (0.1867) loss_bbox_dn_3: 0.1659 (0.1798) loss_bbox_dn_4: 0.1654 (0.1784) loss_bbox_dn_5: 0.1654 (0.1784) loss_giou: 0.4565 (0.4825) loss_giou_aux_0: 0.5052 (0.5068) loss_giou_aux_1: 0.4872 (0.4919) loss_giou_aux_2: 0.4703 (0.4868) loss_giou_aux_3: 0.4642 (0.4838) loss_giou_aux_4: 0.4662 (0.4826) loss_giou_aux_5: 0.5458 (0.5735) loss_giou_dn_0: 0.5790 (0.5932) loss_giou_dn_1: 0.4714 (0.4876) loss_giou_dn_2: 0.4422 (0.4575) loss_giou_dn_3: 0.4349 (0.4490) loss_giou_dn_4: 0.4345 (0.4469) loss_giou_dn_5: 0.4346 (0.4471) loss_vfl: 0.6747 (0.6857) loss_vfl_aux_0: 0.7775 (0.7932) loss_vfl_aux_1: 0.7316 (0.7453) loss_vfl_aux_2: 0.6989 (0.7131) loss_vfl_aux_3: 0.6863 (0.6969) loss_vfl_aux_4: 0.6760 (0.6891) loss_vfl_aux_5: 0.7650 (0.7737) loss_vfl_dn_0: 0.4576 (0.4568) loss_vfl_dn_1: 0.3955 (0.3928) loss_vfl_dn_2: 0.3780 (0.3770) loss_vfl_dn_3: 0.3692 (0.3693) loss_vfl_dn_4: 0.3669 (0.3667) loss_vfl_dn_5: 0.3658 (0.3658) time: 0.4749 data: 0.0134 max mem: 5654 Epoch: [35] [3900/7393] eta: 0:28:08 lr: 0.000010 loss: 15.8914 (16.1965) loss_bbox: 0.1576 (0.1574) loss_bbox_aux_0: 0.1797 (0.1706) loss_bbox_aux_1: 0.1613 (0.1620) loss_bbox_aux_2: 0.1597 (0.1597) loss_bbox_aux_3: 0.1638 (0.1578) loss_bbox_aux_4: 0.1578 (0.1573) loss_bbox_aux_5: 0.2043 (0.2084) loss_bbox_dn_0: 0.2695 (0.2775) loss_bbox_dn_1: 0.1995 (0.2089) loss_bbox_dn_2: 0.1835 (0.1867) loss_bbox_dn_3: 0.1762 (0.1799) loss_bbox_dn_4: 0.1750 (0.1785) loss_bbox_dn_5: 0.1751 (0.1785) loss_giou: 0.4428 (0.4825) loss_giou_aux_0: 0.4731 (0.5068) loss_giou_aux_1: 0.4431 (0.4919) loss_giou_aux_2: 0.4464 (0.4869) loss_giou_aux_3: 0.4428 (0.4838) loss_giou_aux_4: 0.4439 (0.4827) loss_giou_aux_5: 0.5121 (0.5735) loss_giou_dn_0: 0.5649 (0.5932) loss_giou_dn_1: 0.4583 (0.4875) loss_giou_dn_2: 0.4320 (0.4575) loss_giou_dn_3: 0.4217 (0.4490) loss_giou_dn_4: 0.4212 (0.4469) loss_giou_dn_5: 0.4213 (0.4471) loss_vfl: 0.6871 (0.6856) loss_vfl_aux_0: 0.8102 (0.7929) loss_vfl_aux_1: 0.7568 (0.7451) loss_vfl_aux_2: 0.7147 (0.7129) loss_vfl_aux_3: 0.7136 (0.6968) loss_vfl_aux_4: 0.6924 (0.6889) loss_vfl_aux_5: 0.8110 (0.7734) loss_vfl_dn_0: 0.4518 (0.4568) loss_vfl_dn_1: 0.3864 (0.3928) loss_vfl_dn_2: 0.3715 (0.3770) loss_vfl_dn_3: 0.3642 (0.3693) loss_vfl_dn_4: 0.3616 (0.3667) loss_vfl_dn_5: 0.3608 (0.3659) time: 0.7818 data: 0.0135 max mem: 5654 Epoch: [35] [4000/7393] eta: 0:27:23 lr: 0.000010 loss: 16.0857 (16.1972) loss_bbox: 0.1569 (0.1574) loss_bbox_aux_0: 0.1661 (0.1706) loss_bbox_aux_1: 0.1547 (0.1620) loss_bbox_aux_2: 0.1587 (0.1597) loss_bbox_aux_3: 0.1562 (0.1578) loss_bbox_aux_4: 0.1552 (0.1574) loss_bbox_aux_5: 0.1925 (0.2085) loss_bbox_dn_0: 0.2612 (0.2775) loss_bbox_dn_1: 0.1898 (0.2088) loss_bbox_dn_2: 0.1756 (0.1868) loss_bbox_dn_3: 0.1637 (0.1799) loss_bbox_dn_4: 0.1630 (0.1785) loss_bbox_dn_5: 0.1630 (0.1785) loss_giou: 0.4392 (0.4826) loss_giou_aux_0: 0.4894 (0.5068) loss_giou_aux_1: 0.4700 (0.4920) loss_giou_aux_2: 0.4509 (0.4869) loss_giou_aux_3: 0.4398 (0.4838) loss_giou_aux_4: 0.4405 (0.4827) loss_giou_aux_5: 0.5417 (0.5735) loss_giou_dn_0: 0.5606 (0.5932) loss_giou_dn_1: 0.4520 (0.4875) loss_giou_dn_2: 0.4304 (0.4575) loss_giou_dn_3: 0.4242 (0.4489) loss_giou_dn_4: 0.4231 (0.4469) loss_giou_dn_5: 0.4239 (0.4471) loss_vfl: 0.6907 (0.6856) loss_vfl_aux_0: 0.8296 (0.7930) loss_vfl_aux_1: 0.7524 (0.7451) loss_vfl_aux_2: 0.7102 (0.7131) loss_vfl_aux_3: 0.6940 (0.6969) loss_vfl_aux_4: 0.6873 (0.6889) loss_vfl_aux_5: 0.7578 (0.7735) loss_vfl_dn_0: 0.4509 (0.4568) loss_vfl_dn_1: 0.3850 (0.3927) loss_vfl_dn_2: 0.3663 (0.3770) loss_vfl_dn_3: 0.3590 (0.3693) loss_vfl_dn_4: 0.3560 (0.3667) loss_vfl_dn_5: 0.3554 (0.3658) time: 0.4739 data: 0.0136 max mem: 5654 Epoch: [35] [4100/7393] eta: 0:26:34 lr: 0.000010 loss: 15.6852 (16.1927) loss_bbox: 0.1287 (0.1574) loss_bbox_aux_0: 0.1426 (0.1706) loss_bbox_aux_1: 0.1329 (0.1620) loss_bbox_aux_2: 0.1299 (0.1597) loss_bbox_aux_3: 0.1276 (0.1578) loss_bbox_aux_4: 0.1278 (0.1573) loss_bbox_aux_5: 0.1763 (0.2084) loss_bbox_dn_0: 0.2322 (0.2773) loss_bbox_dn_1: 0.1787 (0.2087) loss_bbox_dn_2: 0.1561 (0.1867) loss_bbox_dn_3: 0.1505 (0.1798) loss_bbox_dn_4: 0.1500 (0.1784) loss_bbox_dn_5: 0.1498 (0.1784) loss_giou: 0.4674 (0.4823) loss_giou_aux_0: 0.4994 (0.5065) loss_giou_aux_1: 0.4832 (0.4917) loss_giou_aux_2: 0.4717 (0.4866) loss_giou_aux_3: 0.4672 (0.4835) loss_giou_aux_4: 0.4705 (0.4824) loss_giou_aux_5: 0.5588 (0.5733) loss_giou_dn_0: 0.5818 (0.5930) loss_giou_dn_1: 0.4785 (0.4873) loss_giou_dn_2: 0.4488 (0.4573) loss_giou_dn_3: 0.4384 (0.4488) loss_giou_dn_4: 0.4370 (0.4467) loss_giou_dn_5: 0.4370 (0.4469) loss_vfl: 0.6657 (0.6855) loss_vfl_aux_0: 0.7570 (0.7929) loss_vfl_aux_1: 0.7285 (0.7449) loss_vfl_aux_2: 0.6930 (0.7130) loss_vfl_aux_3: 0.6797 (0.6969) loss_vfl_aux_4: 0.6739 (0.6888) loss_vfl_aux_5: 0.7755 (0.7735) loss_vfl_dn_0: 0.4504 (0.4568) loss_vfl_dn_1: 0.3849 (0.3927) loss_vfl_dn_2: 0.3745 (0.3770) loss_vfl_dn_3: 0.3639 (0.3693) loss_vfl_dn_4: 0.3636 (0.3667) loss_vfl_dn_5: 0.3625 (0.3659) time: 0.4679 data: 0.0145 max mem: 5654 Epoch: [35] [4200/7393] eta: 0:25:44 lr: 0.000010 loss: 16.1385 (16.1913) loss_bbox: 0.1489 (0.1573) loss_bbox_aux_0: 0.1683 (0.1705) loss_bbox_aux_1: 0.1585 (0.1619) loss_bbox_aux_2: 0.1551 (0.1596) loss_bbox_aux_3: 0.1522 (0.1577) loss_bbox_aux_4: 0.1489 (0.1573) loss_bbox_aux_5: 0.2008 (0.2084) loss_bbox_dn_0: 0.2784 (0.2774) loss_bbox_dn_1: 0.2017 (0.2088) loss_bbox_dn_2: 0.1815 (0.1868) loss_bbox_dn_3: 0.1770 (0.1799) loss_bbox_dn_4: 0.1769 (0.1785) loss_bbox_dn_5: 0.1770 (0.1785) loss_giou: 0.4494 (0.4820) loss_giou_aux_0: 0.4874 (0.5062) loss_giou_aux_1: 0.4640 (0.4914) loss_giou_aux_2: 0.4605 (0.4863) loss_giou_aux_3: 0.4627 (0.4832) loss_giou_aux_4: 0.4494 (0.4821) loss_giou_aux_5: 0.5369 (0.5731) loss_giou_dn_0: 0.5770 (0.5927) loss_giou_dn_1: 0.4752 (0.4871) loss_giou_dn_2: 0.4380 (0.4571) loss_giou_dn_3: 0.4259 (0.4486) loss_giou_dn_4: 0.4241 (0.4465) loss_giou_dn_5: 0.4242 (0.4467) loss_vfl: 0.6724 (0.6858) loss_vfl_aux_0: 0.8114 (0.7932) loss_vfl_aux_1: 0.7587 (0.7452) loss_vfl_aux_2: 0.7223 (0.7132) loss_vfl_aux_3: 0.6835 (0.6972) loss_vfl_aux_4: 0.6733 (0.6892) loss_vfl_aux_5: 0.7634 (0.7737) loss_vfl_dn_0: 0.4531 (0.4568) loss_vfl_dn_1: 0.3897 (0.3927) loss_vfl_dn_2: 0.3743 (0.3769) loss_vfl_dn_3: 0.3674 (0.3693) loss_vfl_dn_4: 0.3643 (0.3667) loss_vfl_dn_5: 0.3628 (0.3658) time: 0.4702 data: 0.0135 max mem: 5654 Epoch: [35] [4300/7393] eta: 0:24:55 lr: 0.000010 loss: 16.6577 (16.1945) loss_bbox: 0.1551 (0.1574) loss_bbox_aux_0: 0.1734 (0.1705) loss_bbox_aux_1: 0.1588 (0.1620) loss_bbox_aux_2: 0.1506 (0.1597) loss_bbox_aux_3: 0.1564 (0.1578) loss_bbox_aux_4: 0.1537 (0.1574) loss_bbox_aux_5: 0.2121 (0.2084) loss_bbox_dn_0: 0.2969 (0.2776) loss_bbox_dn_1: 0.2280 (0.2090) loss_bbox_dn_2: 0.2110 (0.1870) loss_bbox_dn_3: 0.2030 (0.1801) loss_bbox_dn_4: 0.1990 (0.1787) loss_bbox_dn_5: 0.1988 (0.1787) loss_giou: 0.4569 (0.4820) loss_giou_aux_0: 0.4750 (0.5062) loss_giou_aux_1: 0.4529 (0.4914) loss_giou_aux_2: 0.4435 (0.4864) loss_giou_aux_3: 0.4482 (0.4832) loss_giou_aux_4: 0.4451 (0.4821) loss_giou_aux_5: 0.5287 (0.5731) loss_giou_dn_0: 0.5845 (0.5927) loss_giou_dn_1: 0.4631 (0.4871) loss_giou_dn_2: 0.4348 (0.4571) loss_giou_dn_3: 0.4264 (0.4486) loss_giou_dn_4: 0.4247 (0.4465) loss_giou_dn_5: 0.4254 (0.4467) loss_vfl: 0.6918 (0.6860) loss_vfl_aux_0: 0.8086 (0.7935) loss_vfl_aux_1: 0.7715 (0.7453) loss_vfl_aux_2: 0.7270 (0.7134) loss_vfl_aux_3: 0.6992 (0.6973) loss_vfl_aux_4: 0.7071 (0.6894) loss_vfl_aux_5: 0.7933 (0.7740) loss_vfl_dn_0: 0.4543 (0.4568) loss_vfl_dn_1: 0.3956 (0.3927) loss_vfl_dn_2: 0.3786 (0.3770) loss_vfl_dn_3: 0.3718 (0.3693) loss_vfl_dn_4: 0.3697 (0.3667) loss_vfl_dn_5: 0.3694 (0.3658) time: 0.4656 data: 0.0134 max mem: 5654 Epoch: [35] [4400/7393] eta: 0:24:05 lr: 0.000010 loss: 15.8019 (16.1886) loss_bbox: 0.1461 (0.1574) loss_bbox_aux_0: 0.1596 (0.1705) loss_bbox_aux_1: 0.1534 (0.1620) loss_bbox_aux_2: 0.1551 (0.1597) loss_bbox_aux_3: 0.1584 (0.1578) loss_bbox_aux_4: 0.1588 (0.1574) loss_bbox_aux_5: 0.2072 (0.2085) loss_bbox_dn_0: 0.3066 (0.2778) loss_bbox_dn_1: 0.1909 (0.2091) loss_bbox_dn_2: 0.1742 (0.1871) loss_bbox_dn_3: 0.1693 (0.1803) loss_bbox_dn_4: 0.1687 (0.1788) loss_bbox_dn_5: 0.1687 (0.1788) loss_giou: 0.4628 (0.4816) loss_giou_aux_0: 0.4730 (0.5057) loss_giou_aux_1: 0.4607 (0.4910) loss_giou_aux_2: 0.4614 (0.4859) loss_giou_aux_3: 0.4686 (0.4828) loss_giou_aux_4: 0.4689 (0.4817) loss_giou_aux_5: 0.5398 (0.5727) loss_giou_dn_0: 0.5855 (0.5923) loss_giou_dn_1: 0.4915 (0.4867) loss_giou_dn_2: 0.4579 (0.4568) loss_giou_dn_3: 0.4461 (0.4483) loss_giou_dn_4: 0.4431 (0.4462) loss_giou_dn_5: 0.4434 (0.4464) loss_vfl: 0.6470 (0.6858) loss_vfl_aux_0: 0.8106 (0.7935) loss_vfl_aux_1: 0.7374 (0.7451) loss_vfl_aux_2: 0.6741 (0.7132) loss_vfl_aux_3: 0.6661 (0.6971) loss_vfl_aux_4: 0.6481 (0.6891) loss_vfl_aux_5: 0.7538 (0.7739) loss_vfl_dn_0: 0.4488 (0.4568) loss_vfl_dn_1: 0.3743 (0.3926) loss_vfl_dn_2: 0.3576 (0.3768) loss_vfl_dn_3: 0.3531 (0.3692) loss_vfl_dn_4: 0.3457 (0.3665) loss_vfl_dn_5: 0.3446 (0.3657) time: 0.4581 data: 0.0138 max mem: 5654 Epoch: [35] [4500/7393] eta: 0:23:16 lr: 0.000010 loss: 15.7006 (16.1857) loss_bbox: 0.1584 (0.1574) loss_bbox_aux_0: 0.1638 (0.1704) loss_bbox_aux_1: 0.1606 (0.1620) loss_bbox_aux_2: 0.1501 (0.1596) loss_bbox_aux_3: 0.1519 (0.1577) loss_bbox_aux_4: 0.1584 (0.1574) loss_bbox_aux_5: 0.2150 (0.2085) loss_bbox_dn_0: 0.2804 (0.2778) loss_bbox_dn_1: 0.2063 (0.2090) loss_bbox_dn_2: 0.1839 (0.1871) loss_bbox_dn_3: 0.1785 (0.1802) loss_bbox_dn_4: 0.1744 (0.1788) loss_bbox_dn_5: 0.1745 (0.1788) loss_giou: 0.4443 (0.4815) loss_giou_aux_0: 0.4758 (0.5057) loss_giou_aux_1: 0.4405 (0.4910) loss_giou_aux_2: 0.4427 (0.4859) loss_giou_aux_3: 0.4526 (0.4827) loss_giou_aux_4: 0.4440 (0.4816) loss_giou_aux_5: 0.5287 (0.5727) loss_giou_dn_0: 0.5595 (0.5921) loss_giou_dn_1: 0.4517 (0.4865) loss_giou_dn_2: 0.4313 (0.4566) loss_giou_dn_3: 0.4200 (0.4480) loss_giou_dn_4: 0.4168 (0.4460) loss_giou_dn_5: 0.4170 (0.4461) loss_vfl: 0.7004 (0.6857) loss_vfl_aux_0: 0.8083 (0.7934) loss_vfl_aux_1: 0.7567 (0.7450) loss_vfl_aux_2: 0.7286 (0.7131) loss_vfl_aux_3: 0.7202 (0.6971) loss_vfl_aux_4: 0.7059 (0.6891) loss_vfl_aux_5: 0.7835 (0.7737) loss_vfl_dn_0: 0.4553 (0.4568) loss_vfl_dn_1: 0.3940 (0.3926) loss_vfl_dn_2: 0.3738 (0.3768) loss_vfl_dn_3: 0.3674 (0.3691) loss_vfl_dn_4: 0.3617 (0.3665) loss_vfl_dn_5: 0.3635 (0.3656) time: 0.4695 data: 0.0138 max mem: 5654 Epoch: [35] [4600/7393] eta: 0:22:27 lr: 0.000010 loss: 16.4521 (16.1864) loss_bbox: 0.1530 (0.1575) loss_bbox_aux_0: 0.1614 (0.1706) loss_bbox_aux_1: 0.1516 (0.1621) loss_bbox_aux_2: 0.1548 (0.1598) loss_bbox_aux_3: 0.1579 (0.1579) loss_bbox_aux_4: 0.1546 (0.1575) loss_bbox_aux_5: 0.1955 (0.2087) loss_bbox_dn_0: 0.2402 (0.2781) loss_bbox_dn_1: 0.1816 (0.2092) loss_bbox_dn_2: 0.1622 (0.1872) loss_bbox_dn_3: 0.1589 (0.1804) loss_bbox_dn_4: 0.1575 (0.1789) loss_bbox_dn_5: 0.1576 (0.1789) loss_giou: 0.5208 (0.4814) loss_giou_aux_0: 0.5552 (0.5056) loss_giou_aux_1: 0.5335 (0.4909) loss_giou_aux_2: 0.5189 (0.4857) loss_giou_aux_3: 0.5282 (0.4826) loss_giou_aux_4: 0.5188 (0.4815) loss_giou_aux_5: 0.6043 (0.5726) loss_giou_dn_0: 0.6116 (0.5920) loss_giou_dn_1: 0.5184 (0.4865) loss_giou_dn_2: 0.4844 (0.4565) loss_giou_dn_3: 0.4737 (0.4480) loss_giou_dn_4: 0.4729 (0.4459) loss_giou_dn_5: 0.4729 (0.4461) loss_vfl: 0.6907 (0.6856) loss_vfl_aux_0: 0.7767 (0.7934) loss_vfl_aux_1: 0.7450 (0.7450) loss_vfl_aux_2: 0.7058 (0.7131) loss_vfl_aux_3: 0.6829 (0.6971) loss_vfl_aux_4: 0.6904 (0.6890) loss_vfl_aux_5: 0.7481 (0.7739) loss_vfl_dn_0: 0.4578 (0.4568) loss_vfl_dn_1: 0.3950 (0.3926) loss_vfl_dn_2: 0.3796 (0.3768) loss_vfl_dn_3: 0.3755 (0.3691) loss_vfl_dn_4: 0.3726 (0.3664) loss_vfl_dn_5: 0.3713 (0.3656) time: 0.4706 data: 0.0136 max mem: 5654 Epoch: [35] [4700/7393] eta: 0:21:38 lr: 0.000010 loss: 15.7508 (16.1832) loss_bbox: 0.1568 (0.1574) loss_bbox_aux_0: 0.1654 (0.1705) loss_bbox_aux_1: 0.1562 (0.1620) loss_bbox_aux_2: 0.1556 (0.1597) loss_bbox_aux_3: 0.1583 (0.1578) loss_bbox_aux_4: 0.1587 (0.1574) loss_bbox_aux_5: 0.2036 (0.2086) loss_bbox_dn_0: 0.2832 (0.2779) loss_bbox_dn_1: 0.1997 (0.2090) loss_bbox_dn_2: 0.1736 (0.1871) loss_bbox_dn_3: 0.1650 (0.1802) loss_bbox_dn_4: 0.1625 (0.1788) loss_bbox_dn_5: 0.1625 (0.1788) loss_giou: 0.4292 (0.4814) loss_giou_aux_0: 0.4666 (0.5056) loss_giou_aux_1: 0.4381 (0.4909) loss_giou_aux_2: 0.4285 (0.4858) loss_giou_aux_3: 0.4322 (0.4826) loss_giou_aux_4: 0.4324 (0.4814) loss_giou_aux_5: 0.5482 (0.5726) loss_giou_dn_0: 0.5612 (0.5920) loss_giou_dn_1: 0.4492 (0.4864) loss_giou_dn_2: 0.4188 (0.4565) loss_giou_dn_3: 0.4169 (0.4479) loss_giou_dn_4: 0.4176 (0.4459) loss_giou_dn_5: 0.4178 (0.4460) loss_vfl: 0.6633 (0.6854) loss_vfl_aux_0: 0.8032 (0.7934) loss_vfl_aux_1: 0.7171 (0.7448) loss_vfl_aux_2: 0.7025 (0.7128) loss_vfl_aux_3: 0.6815 (0.6969) loss_vfl_aux_4: 0.6754 (0.6888) loss_vfl_aux_5: 0.7672 (0.7738) loss_vfl_dn_0: 0.4550 (0.4568) loss_vfl_dn_1: 0.3886 (0.3926) loss_vfl_dn_2: 0.3730 (0.3768) loss_vfl_dn_3: 0.3654 (0.3691) loss_vfl_dn_4: 0.3631 (0.3665) loss_vfl_dn_5: 0.3610 (0.3656) time: 0.4790 data: 0.0135 max mem: 5654 Epoch: [35] [4800/7393] eta: 0:20:49 lr: 0.000010 loss: 15.6366 (16.1846) loss_bbox: 0.1384 (0.1573) loss_bbox_aux_0: 0.1478 (0.1704) loss_bbox_aux_1: 0.1426 (0.1619) loss_bbox_aux_2: 0.1531 (0.1596) loss_bbox_aux_3: 0.1406 (0.1577) loss_bbox_aux_4: 0.1405 (0.1573) loss_bbox_aux_5: 0.1858 (0.2085) loss_bbox_dn_0: 0.2401 (0.2777) loss_bbox_dn_1: 0.1774 (0.2089) loss_bbox_dn_2: 0.1587 (0.1869) loss_bbox_dn_3: 0.1565 (0.1801) loss_bbox_dn_4: 0.1560 (0.1787) loss_bbox_dn_5: 0.1560 (0.1787) loss_giou: 0.4652 (0.4815) loss_giou_aux_0: 0.4847 (0.5057) loss_giou_aux_1: 0.4729 (0.4910) loss_giou_aux_2: 0.4669 (0.4859) loss_giou_aux_3: 0.4759 (0.4827) loss_giou_aux_4: 0.4708 (0.4816) loss_giou_aux_5: 0.5624 (0.5728) loss_giou_dn_0: 0.5939 (0.5921) loss_giou_dn_1: 0.4889 (0.4865) loss_giou_dn_2: 0.4546 (0.4566) loss_giou_dn_3: 0.4431 (0.4480) loss_giou_dn_4: 0.4377 (0.4460) loss_giou_dn_5: 0.4380 (0.4462) loss_vfl: 0.6663 (0.6855) loss_vfl_aux_0: 0.7579 (0.7936) loss_vfl_aux_1: 0.7228 (0.7450) loss_vfl_aux_2: 0.6960 (0.7130) loss_vfl_aux_3: 0.6663 (0.6970) loss_vfl_aux_4: 0.6609 (0.6889) loss_vfl_aux_5: 0.7534 (0.7739) loss_vfl_dn_0: 0.4528 (0.4568) loss_vfl_dn_1: 0.3872 (0.3926) loss_vfl_dn_2: 0.3749 (0.3768) loss_vfl_dn_3: 0.3680 (0.3692) loss_vfl_dn_4: 0.3684 (0.3665) loss_vfl_dn_5: 0.3701 (0.3657) time: 0.4759 data: 0.0137 max mem: 5654 Epoch: [35] [4900/7393] eta: 0:20:00 lr: 0.000010 loss: 16.3652 (16.1886) loss_bbox: 0.1741 (0.1573) loss_bbox_aux_0: 0.1837 (0.1704) loss_bbox_aux_1: 0.1852 (0.1619) loss_bbox_aux_2: 0.1804 (0.1596) loss_bbox_aux_3: 0.1784 (0.1577) loss_bbox_aux_4: 0.1754 (0.1573) loss_bbox_aux_5: 0.2143 (0.2085) loss_bbox_dn_0: 0.3021 (0.2777) loss_bbox_dn_1: 0.2333 (0.2090) loss_bbox_dn_2: 0.2092 (0.1871) loss_bbox_dn_3: 0.2033 (0.1802) loss_bbox_dn_4: 0.2042 (0.1788) loss_bbox_dn_5: 0.2042 (0.1788) loss_giou: 0.4688 (0.4818) loss_giou_aux_0: 0.4829 (0.5060) loss_giou_aux_1: 0.4797 (0.4913) loss_giou_aux_2: 0.4714 (0.4862) loss_giou_aux_3: 0.4596 (0.4830) loss_giou_aux_4: 0.4638 (0.4819) loss_giou_aux_5: 0.5368 (0.5731) loss_giou_dn_0: 0.5764 (0.5923) loss_giou_dn_1: 0.4631 (0.4867) loss_giou_dn_2: 0.4368 (0.4567) loss_giou_dn_3: 0.4286 (0.4482) loss_giou_dn_4: 0.4259 (0.4462) loss_giou_dn_5: 0.4266 (0.4463) loss_vfl: 0.6781 (0.6855) loss_vfl_aux_0: 0.7790 (0.7936) loss_vfl_aux_1: 0.7264 (0.7449) loss_vfl_aux_2: 0.7126 (0.7130) loss_vfl_aux_3: 0.6922 (0.6970) loss_vfl_aux_4: 0.6836 (0.6889) loss_vfl_aux_5: 0.7756 (0.7737) loss_vfl_dn_0: 0.4632 (0.4569) loss_vfl_dn_1: 0.4008 (0.3927) loss_vfl_dn_2: 0.3843 (0.3769) loss_vfl_dn_3: 0.3766 (0.3692) loss_vfl_dn_4: 0.3744 (0.3666) loss_vfl_dn_5: 0.3736 (0.3658) time: 0.4641 data: 0.0132 max mem: 5654 Epoch: [35] [5000/7393] eta: 0:19:12 lr: 0.000010 loss: 15.5406 (16.1853) loss_bbox: 0.1375 (0.1574) loss_bbox_aux_0: 0.1521 (0.1705) loss_bbox_aux_1: 0.1454 (0.1620) loss_bbox_aux_2: 0.1398 (0.1596) loss_bbox_aux_3: 0.1375 (0.1578) loss_bbox_aux_4: 0.1335 (0.1574) loss_bbox_aux_5: 0.1872 (0.2088) loss_bbox_dn_0: 0.2831 (0.2782) loss_bbox_dn_1: 0.1983 (0.2093) loss_bbox_dn_2: 0.1740 (0.1873) loss_bbox_dn_3: 0.1705 (0.1804) loss_bbox_dn_4: 0.1616 (0.1789) loss_bbox_dn_5: 0.1615 (0.1790) loss_giou: 0.4302 (0.4812) loss_giou_aux_0: 0.4340 (0.5054) loss_giou_aux_1: 0.4229 (0.4908) loss_giou_aux_2: 0.4256 (0.4855) loss_giou_aux_3: 0.4175 (0.4824) loss_giou_aux_4: 0.4301 (0.4813) loss_giou_aux_5: 0.5072 (0.5726) loss_giou_dn_0: 0.5675 (0.5920) loss_giou_dn_1: 0.4489 (0.4863) loss_giou_dn_2: 0.4198 (0.4564) loss_giou_dn_3: 0.4098 (0.4478) loss_giou_dn_4: 0.4072 (0.4458) loss_giou_dn_5: 0.4074 (0.4459) loss_vfl: 0.7387 (0.6857) loss_vfl_aux_0: 0.8450 (0.7938) loss_vfl_aux_1: 0.7838 (0.7451) loss_vfl_aux_2: 0.7506 (0.7132) loss_vfl_aux_3: 0.7274 (0.6972) loss_vfl_aux_4: 0.7388 (0.6891) loss_vfl_aux_5: 0.8019 (0.7737) loss_vfl_dn_0: 0.4568 (0.4568) loss_vfl_dn_1: 0.3923 (0.3926) loss_vfl_dn_2: 0.3763 (0.3768) loss_vfl_dn_3: 0.3678 (0.3692) loss_vfl_dn_4: 0.3632 (0.3665) loss_vfl_dn_5: 0.3623 (0.3657) time: 0.4701 data: 0.0145 max mem: 5654 Epoch: [35] [5100/7393] eta: 0:18:28 lr: 0.000010 loss: 15.9430 (16.1874) loss_bbox: 0.1523 (0.1574) loss_bbox_aux_0: 0.1612 (0.1705) loss_bbox_aux_1: 0.1598 (0.1620) loss_bbox_aux_2: 0.1555 (0.1596) loss_bbox_aux_3: 0.1493 (0.1577) loss_bbox_aux_4: 0.1482 (0.1573) loss_bbox_aux_5: 0.1938 (0.2087) loss_bbox_dn_0: 0.2732 (0.2781) loss_bbox_dn_1: 0.2070 (0.2092) loss_bbox_dn_2: 0.1863 (0.1872) loss_bbox_dn_3: 0.1688 (0.1803) loss_bbox_dn_4: 0.1697 (0.1789) loss_bbox_dn_5: 0.1698 (0.1789) loss_giou: 0.4761 (0.4814) loss_giou_aux_0: 0.4833 (0.5056) loss_giou_aux_1: 0.4752 (0.4910) loss_giou_aux_2: 0.4685 (0.4857) loss_giou_aux_3: 0.4759 (0.4826) loss_giou_aux_4: 0.4697 (0.4815) loss_giou_aux_5: 0.5491 (0.5728) loss_giou_dn_0: 0.5838 (0.5921) loss_giou_dn_1: 0.4791 (0.4864) loss_giou_dn_2: 0.4523 (0.4564) loss_giou_dn_3: 0.4446 (0.4479) loss_giou_dn_4: 0.4415 (0.4458) loss_giou_dn_5: 0.4415 (0.4460) loss_vfl: 0.6807 (0.6857) loss_vfl_aux_0: 0.8185 (0.7941) loss_vfl_aux_1: 0.7574 (0.7453) loss_vfl_aux_2: 0.7170 (0.7133) loss_vfl_aux_3: 0.6940 (0.6972) loss_vfl_aux_4: 0.6963 (0.6892) loss_vfl_aux_5: 0.7896 (0.7737) loss_vfl_dn_0: 0.4639 (0.4569) loss_vfl_dn_1: 0.4021 (0.3927) loss_vfl_dn_2: 0.3825 (0.3769) loss_vfl_dn_3: 0.3773 (0.3692) loss_vfl_dn_4: 0.3741 (0.3666) loss_vfl_dn_5: 0.3727 (0.3658) time: 0.4775 data: 0.0137 max mem: 5654 Epoch: [35] [5200/7393] eta: 0:17:39 lr: 0.000010 loss: 16.1005 (16.1898) loss_bbox: 0.1411 (0.1574) loss_bbox_aux_0: 0.1510 (0.1705) loss_bbox_aux_1: 0.1482 (0.1621) loss_bbox_aux_2: 0.1462 (0.1597) loss_bbox_aux_3: 0.1365 (0.1578) loss_bbox_aux_4: 0.1347 (0.1574) loss_bbox_aux_5: 0.1922 (0.2088) loss_bbox_dn_0: 0.2402 (0.2782) loss_bbox_dn_1: 0.1852 (0.2092) loss_bbox_dn_2: 0.1683 (0.1873) loss_bbox_dn_3: 0.1633 (0.1804) loss_bbox_dn_4: 0.1617 (0.1790) loss_bbox_dn_5: 0.1616 (0.1790) loss_giou: 0.4915 (0.4814) loss_giou_aux_0: 0.5056 (0.5055) loss_giou_aux_1: 0.4931 (0.4910) loss_giou_aux_2: 0.4898 (0.4857) loss_giou_aux_3: 0.4894 (0.4825) loss_giou_aux_4: 0.4895 (0.4814) loss_giou_aux_5: 0.5776 (0.5728) loss_giou_dn_0: 0.5974 (0.5921) loss_giou_dn_1: 0.4824 (0.4864) loss_giou_dn_2: 0.4522 (0.4564) loss_giou_dn_3: 0.4519 (0.4479) loss_giou_dn_4: 0.4526 (0.4458) loss_giou_dn_5: 0.4527 (0.4460) loss_vfl: 0.6582 (0.6859) loss_vfl_aux_0: 0.7535 (0.7944) loss_vfl_aux_1: 0.7224 (0.7456) loss_vfl_aux_2: 0.7055 (0.7135) loss_vfl_aux_3: 0.6915 (0.6974) loss_vfl_aux_4: 0.6822 (0.6894) loss_vfl_aux_5: 0.7432 (0.7738) loss_vfl_dn_0: 0.4531 (0.4569) loss_vfl_dn_1: 0.3961 (0.3927) loss_vfl_dn_2: 0.3807 (0.3769) loss_vfl_dn_3: 0.3729 (0.3693) loss_vfl_dn_4: 0.3711 (0.3666) loss_vfl_dn_5: 0.3697 (0.3658) time: 0.4722 data: 0.0139 max mem: 5654 Epoch: [35] [5300/7393] eta: 0:16:50 lr: 0.000010 loss: 15.8066 (16.1913) loss_bbox: 0.1470 (0.1574) loss_bbox_aux_0: 0.1675 (0.1705) loss_bbox_aux_1: 0.1615 (0.1620) loss_bbox_aux_2: 0.1571 (0.1597) loss_bbox_aux_3: 0.1468 (0.1578) loss_bbox_aux_4: 0.1476 (0.1574) loss_bbox_aux_5: 0.2010 (0.2088) loss_bbox_dn_0: 0.2635 (0.2780) loss_bbox_dn_1: 0.1928 (0.2091) loss_bbox_dn_2: 0.1639 (0.1871) loss_bbox_dn_3: 0.1580 (0.1803) loss_bbox_dn_4: 0.1575 (0.1788) loss_bbox_dn_5: 0.1577 (0.1788) loss_giou: 0.4340 (0.4817) loss_giou_aux_0: 0.4721 (0.5059) loss_giou_aux_1: 0.4532 (0.4913) loss_giou_aux_2: 0.4358 (0.4860) loss_giou_aux_3: 0.4350 (0.4828) loss_giou_aux_4: 0.4366 (0.4817) loss_giou_aux_5: 0.5387 (0.5732) loss_giou_dn_0: 0.5693 (0.5922) loss_giou_dn_1: 0.4644 (0.4865) loss_giou_dn_2: 0.4296 (0.4565) loss_giou_dn_3: 0.4159 (0.4480) loss_giou_dn_4: 0.4097 (0.4459) loss_giou_dn_5: 0.4096 (0.4461) loss_vfl: 0.6633 (0.6858) loss_vfl_aux_0: 0.7767 (0.7943) loss_vfl_aux_1: 0.7478 (0.7456) loss_vfl_aux_2: 0.6834 (0.7135) loss_vfl_aux_3: 0.6782 (0.6974) loss_vfl_aux_4: 0.6688 (0.6894) loss_vfl_aux_5: 0.7306 (0.7735) loss_vfl_dn_0: 0.4512 (0.4569) loss_vfl_dn_1: 0.3831 (0.3927) loss_vfl_dn_2: 0.3725 (0.3769) loss_vfl_dn_3: 0.3616 (0.3693) loss_vfl_dn_4: 0.3601 (0.3666) loss_vfl_dn_5: 0.3596 (0.3658) time: 0.4707 data: 0.0137 max mem: 5654 Epoch: [35] [5400/7393] eta: 0:16:01 lr: 0.000010 loss: 15.5935 (16.1896) loss_bbox: 0.1473 (0.1574) loss_bbox_aux_0: 0.1575 (0.1704) loss_bbox_aux_1: 0.1455 (0.1620) loss_bbox_aux_2: 0.1441 (0.1596) loss_bbox_aux_3: 0.1461 (0.1578) loss_bbox_aux_4: 0.1464 (0.1573) loss_bbox_aux_5: 0.1928 (0.2087) loss_bbox_dn_0: 0.2487 (0.2778) loss_bbox_dn_1: 0.1935 (0.2090) loss_bbox_dn_2: 0.1745 (0.1870) loss_bbox_dn_3: 0.1670 (0.1802) loss_bbox_dn_4: 0.1653 (0.1787) loss_bbox_dn_5: 0.1654 (0.1787) loss_giou: 0.4693 (0.4817) loss_giou_aux_0: 0.4687 (0.5058) loss_giou_aux_1: 0.4550 (0.4912) loss_giou_aux_2: 0.4644 (0.4860) loss_giou_aux_3: 0.4671 (0.4828) loss_giou_aux_4: 0.4688 (0.4817) loss_giou_aux_5: 0.5533 (0.5731) loss_giou_dn_0: 0.5842 (0.5922) loss_giou_dn_1: 0.4797 (0.4866) loss_giou_dn_2: 0.4436 (0.4566) loss_giou_dn_3: 0.4351 (0.4481) loss_giou_dn_4: 0.4317 (0.4460) loss_giou_dn_5: 0.4318 (0.4462) loss_vfl: 0.6371 (0.6857) loss_vfl_aux_0: 0.7602 (0.7945) loss_vfl_aux_1: 0.6945 (0.7455) loss_vfl_aux_2: 0.6673 (0.7133) loss_vfl_aux_3: 0.6374 (0.6972) loss_vfl_aux_4: 0.6327 (0.6892) loss_vfl_aux_5: 0.7241 (0.7734) loss_vfl_dn_0: 0.4559 (0.4569) loss_vfl_dn_1: 0.3939 (0.3927) loss_vfl_dn_2: 0.3758 (0.3769) loss_vfl_dn_3: 0.3736 (0.3693) loss_vfl_dn_4: 0.3717 (0.3666) loss_vfl_dn_5: 0.3696 (0.3658) time: 0.4717 data: 0.0134 max mem: 5654 Epoch: [35] [5500/7393] eta: 0:15:12 lr: 0.000010 loss: 16.4931 (16.1907) loss_bbox: 0.1578 (0.1575) loss_bbox_aux_0: 0.1756 (0.1705) loss_bbox_aux_1: 0.1639 (0.1621) loss_bbox_aux_2: 0.1603 (0.1597) loss_bbox_aux_3: 0.1576 (0.1579) loss_bbox_aux_4: 0.1579 (0.1575) loss_bbox_aux_5: 0.2094 (0.2088) loss_bbox_dn_0: 0.3311 (0.2780) loss_bbox_dn_1: 0.2529 (0.2091) loss_bbox_dn_2: 0.2202 (0.1872) loss_bbox_dn_3: 0.2116 (0.1803) loss_bbox_dn_4: 0.2065 (0.1789) loss_bbox_dn_5: 0.2065 (0.1789) loss_giou: 0.4615 (0.4816) loss_giou_aux_0: 0.4820 (0.5058) loss_giou_aux_1: 0.4757 (0.4912) loss_giou_aux_2: 0.4664 (0.4859) loss_giou_aux_3: 0.4625 (0.4828) loss_giou_aux_4: 0.4586 (0.4816) loss_giou_aux_5: 0.5318 (0.5731) loss_giou_dn_0: 0.5743 (0.5922) loss_giou_dn_1: 0.4759 (0.4865) loss_giou_dn_2: 0.4486 (0.4565) loss_giou_dn_3: 0.4336 (0.4480) loss_giou_dn_4: 0.4262 (0.4459) loss_giou_dn_5: 0.4263 (0.4461) loss_vfl: 0.7007 (0.6857) loss_vfl_aux_0: 0.8045 (0.7946) loss_vfl_aux_1: 0.7444 (0.7455) loss_vfl_aux_2: 0.7139 (0.7134) loss_vfl_aux_3: 0.7131 (0.6972) loss_vfl_aux_4: 0.7054 (0.6892) loss_vfl_aux_5: 0.7838 (0.7735) loss_vfl_dn_0: 0.4653 (0.4569) loss_vfl_dn_1: 0.3919 (0.3927) loss_vfl_dn_2: 0.3737 (0.3769) loss_vfl_dn_3: 0.3676 (0.3693) loss_vfl_dn_4: 0.3654 (0.3666) loss_vfl_dn_5: 0.3662 (0.3658) time: 0.4665 data: 0.0138 max mem: 5654 Epoch: [35] [5600/7393] eta: 0:14:23 lr: 0.000010 loss: 15.5341 (16.1879) loss_bbox: 0.1449 (0.1575) loss_bbox_aux_0: 0.1635 (0.1705) loss_bbox_aux_1: 0.1530 (0.1622) loss_bbox_aux_2: 0.1534 (0.1597) loss_bbox_aux_3: 0.1488 (0.1579) loss_bbox_aux_4: 0.1423 (0.1575) loss_bbox_aux_5: 0.2007 (0.2087) loss_bbox_dn_0: 0.2566 (0.2779) loss_bbox_dn_1: 0.1917 (0.2090) loss_bbox_dn_2: 0.1744 (0.1871) loss_bbox_dn_3: 0.1674 (0.1802) loss_bbox_dn_4: 0.1665 (0.1788) loss_bbox_dn_5: 0.1664 (0.1788) loss_giou: 0.4683 (0.4816) loss_giou_aux_0: 0.4864 (0.5057) loss_giou_aux_1: 0.4836 (0.4911) loss_giou_aux_2: 0.4681 (0.4859) loss_giou_aux_3: 0.4648 (0.4827) loss_giou_aux_4: 0.4631 (0.4816) loss_giou_aux_5: 0.5342 (0.5729) loss_giou_dn_0: 0.5764 (0.5921) loss_giou_dn_1: 0.4740 (0.4864) loss_giou_dn_2: 0.4392 (0.4565) loss_giou_dn_3: 0.4247 (0.4479) loss_giou_dn_4: 0.4213 (0.4459) loss_giou_dn_5: 0.4216 (0.4460) loss_vfl: 0.6620 (0.6855) loss_vfl_aux_0: 0.7677 (0.7946) loss_vfl_aux_1: 0.7184 (0.7454) loss_vfl_aux_2: 0.6936 (0.7132) loss_vfl_aux_3: 0.6669 (0.6970) loss_vfl_aux_4: 0.6649 (0.6889) loss_vfl_aux_5: 0.7692 (0.7734) loss_vfl_dn_0: 0.4566 (0.4569) loss_vfl_dn_1: 0.3886 (0.3926) loss_vfl_dn_2: 0.3706 (0.3769) loss_vfl_dn_3: 0.3625 (0.3692) loss_vfl_dn_4: 0.3572 (0.3666) loss_vfl_dn_5: 0.3568 (0.3658) time: 0.4656 data: 0.0142 max mem: 5654 Epoch: [35] [5700/7393] eta: 0:13:35 lr: 0.000010 loss: 15.9549 (16.1852) loss_bbox: 0.1567 (0.1575) loss_bbox_aux_0: 0.1768 (0.1705) loss_bbox_aux_1: 0.1702 (0.1621) loss_bbox_aux_2: 0.1610 (0.1597) loss_bbox_aux_3: 0.1630 (0.1579) loss_bbox_aux_4: 0.1568 (0.1575) loss_bbox_aux_5: 0.2113 (0.2087) loss_bbox_dn_0: 0.2940 (0.2778) loss_bbox_dn_1: 0.2100 (0.2089) loss_bbox_dn_2: 0.1818 (0.1870) loss_bbox_dn_3: 0.1716 (0.1802) loss_bbox_dn_4: 0.1691 (0.1787) loss_bbox_dn_5: 0.1690 (0.1787) loss_giou: 0.4169 (0.4815) loss_giou_aux_0: 0.4497 (0.5056) loss_giou_aux_1: 0.4290 (0.4910) loss_giou_aux_2: 0.4276 (0.4858) loss_giou_aux_3: 0.4172 (0.4826) loss_giou_aux_4: 0.4138 (0.4815) loss_giou_aux_5: 0.5067 (0.5727) loss_giou_dn_0: 0.5558 (0.5920) loss_giou_dn_1: 0.4490 (0.4863) loss_giou_dn_2: 0.4174 (0.4564) loss_giou_dn_3: 0.4075 (0.4478) loss_giou_dn_4: 0.4044 (0.4458) loss_giou_dn_5: 0.4047 (0.4459) loss_vfl: 0.6679 (0.6854) loss_vfl_aux_0: 0.7827 (0.7945) loss_vfl_aux_1: 0.7209 (0.7454) loss_vfl_aux_2: 0.6838 (0.7131) loss_vfl_aux_3: 0.6794 (0.6969) loss_vfl_aux_4: 0.6701 (0.6889) loss_vfl_aux_5: 0.7534 (0.7734) loss_vfl_dn_0: 0.4494 (0.4568) loss_vfl_dn_1: 0.3857 (0.3926) loss_vfl_dn_2: 0.3687 (0.3768) loss_vfl_dn_3: 0.3629 (0.3692) loss_vfl_dn_4: 0.3612 (0.3666) loss_vfl_dn_5: 0.3600 (0.3657) time: 0.4540 data: 0.0133 max mem: 5654 Epoch: [35] [5800/7393] eta: 0:12:46 lr: 0.000010 loss: 16.7983 (16.1873) loss_bbox: 0.1552 (0.1575) loss_bbox_aux_0: 0.1721 (0.1705) loss_bbox_aux_1: 0.1620 (0.1622) loss_bbox_aux_2: 0.1585 (0.1597) loss_bbox_aux_3: 0.1553 (0.1579) loss_bbox_aux_4: 0.1572 (0.1575) loss_bbox_aux_5: 0.1994 (0.2087) loss_bbox_dn_0: 0.2673 (0.2779) loss_bbox_dn_1: 0.2021 (0.2089) loss_bbox_dn_2: 0.1866 (0.1870) loss_bbox_dn_3: 0.1785 (0.1802) loss_bbox_dn_4: 0.1797 (0.1788) loss_bbox_dn_5: 0.1798 (0.1788) loss_giou: 0.5127 (0.4816) loss_giou_aux_0: 0.5285 (0.5057) loss_giou_aux_1: 0.5220 (0.4912) loss_giou_aux_2: 0.5194 (0.4860) loss_giou_aux_3: 0.5076 (0.4827) loss_giou_aux_4: 0.5174 (0.4816) loss_giou_aux_5: 0.6025 (0.5729) loss_giou_dn_0: 0.6368 (0.5922) loss_giou_dn_1: 0.5319 (0.4865) loss_giou_dn_2: 0.4881 (0.4565) loss_giou_dn_3: 0.4781 (0.4480) loss_giou_dn_4: 0.4769 (0.4459) loss_giou_dn_5: 0.4770 (0.4461) loss_vfl: 0.6491 (0.6853) loss_vfl_aux_0: 0.7786 (0.7944) loss_vfl_aux_1: 0.7190 (0.7453) loss_vfl_aux_2: 0.6949 (0.7130) loss_vfl_aux_3: 0.6690 (0.6969) loss_vfl_aux_4: 0.6605 (0.6888) loss_vfl_aux_5: 0.7480 (0.7733) loss_vfl_dn_0: 0.4537 (0.4569) loss_vfl_dn_1: 0.3991 (0.3926) loss_vfl_dn_2: 0.3883 (0.3768) loss_vfl_dn_3: 0.3805 (0.3692) loss_vfl_dn_4: 0.3768 (0.3666) loss_vfl_dn_5: 0.3756 (0.3658) time: 0.4671 data: 0.0133 max mem: 5654 Epoch: [35] [5900/7393] eta: 0:11:58 lr: 0.000010 loss: 16.6078 (16.1887) loss_bbox: 0.1496 (0.1575) loss_bbox_aux_0: 0.1573 (0.1706) loss_bbox_aux_1: 0.1503 (0.1622) loss_bbox_aux_2: 0.1504 (0.1597) loss_bbox_aux_3: 0.1496 (0.1579) loss_bbox_aux_4: 0.1510 (0.1575) loss_bbox_aux_5: 0.1846 (0.2088) loss_bbox_dn_0: 0.2502 (0.2781) loss_bbox_dn_1: 0.1870 (0.2090) loss_bbox_dn_2: 0.1733 (0.1872) loss_bbox_dn_3: 0.1686 (0.1803) loss_bbox_dn_4: 0.1657 (0.1789) loss_bbox_dn_5: 0.1658 (0.1789) loss_giou: 0.5072 (0.4814) loss_giou_aux_0: 0.5089 (0.5056) loss_giou_aux_1: 0.4974 (0.4911) loss_giou_aux_2: 0.4902 (0.4858) loss_giou_aux_3: 0.5035 (0.4826) loss_giou_aux_4: 0.5109 (0.4815) loss_giou_aux_5: 0.5766 (0.5728) loss_giou_dn_0: 0.5890 (0.5921) loss_giou_dn_1: 0.4823 (0.4863) loss_giou_dn_2: 0.4517 (0.4564) loss_giou_dn_3: 0.4479 (0.4479) loss_giou_dn_4: 0.4456 (0.4458) loss_giou_dn_5: 0.4456 (0.4460) loss_vfl: 0.6963 (0.6856) loss_vfl_aux_0: 0.7734 (0.7948) loss_vfl_aux_1: 0.7226 (0.7456) loss_vfl_aux_2: 0.6805 (0.7133) loss_vfl_aux_3: 0.6808 (0.6971) loss_vfl_aux_4: 0.6845 (0.6891) loss_vfl_aux_5: 0.7779 (0.7736) loss_vfl_dn_0: 0.4503 (0.4569) loss_vfl_dn_1: 0.3976 (0.3926) loss_vfl_dn_2: 0.3814 (0.3768) loss_vfl_dn_3: 0.3722 (0.3692) loss_vfl_dn_4: 0.3720 (0.3666) loss_vfl_dn_5: 0.3718 (0.3658) time: 0.4792 data: 0.0142 max mem: 5654 Epoch: [35] [6000/7393] eta: 0:11:09 lr: 0.000010 loss: 16.5717 (16.1919) loss_bbox: 0.1523 (0.1576) loss_bbox_aux_0: 0.1712 (0.1706) loss_bbox_aux_1: 0.1730 (0.1623) loss_bbox_aux_2: 0.1603 (0.1598) loss_bbox_aux_3: 0.1568 (0.1579) loss_bbox_aux_4: 0.1512 (0.1575) loss_bbox_aux_5: 0.2070 (0.2089) loss_bbox_dn_0: 0.2801 (0.2783) loss_bbox_dn_1: 0.2069 (0.2092) loss_bbox_dn_2: 0.1887 (0.1873) loss_bbox_dn_3: 0.1826 (0.1804) loss_bbox_dn_4: 0.1833 (0.1790) loss_bbox_dn_5: 0.1834 (0.1790) loss_giou: 0.4580 (0.4816) loss_giou_aux_0: 0.4651 (0.5058) loss_giou_aux_1: 0.4629 (0.4912) loss_giou_aux_2: 0.4574 (0.4859) loss_giou_aux_3: 0.4648 (0.4827) loss_giou_aux_4: 0.4635 (0.4816) loss_giou_aux_5: 0.5507 (0.5729) loss_giou_dn_0: 0.6104 (0.5922) loss_giou_dn_1: 0.4986 (0.4864) loss_giou_dn_2: 0.4665 (0.4565) loss_giou_dn_3: 0.4551 (0.4480) loss_giou_dn_4: 0.4546 (0.4459) loss_giou_dn_5: 0.4556 (0.4461) loss_vfl: 0.6696 (0.6856) loss_vfl_aux_0: 0.7990 (0.7949) loss_vfl_aux_1: 0.7479 (0.7456) loss_vfl_aux_2: 0.7340 (0.7134) loss_vfl_aux_3: 0.6852 (0.6972) loss_vfl_aux_4: 0.6710 (0.6891) loss_vfl_aux_5: 0.7820 (0.7737) loss_vfl_dn_0: 0.4490 (0.4569) loss_vfl_dn_1: 0.3904 (0.3926) loss_vfl_dn_2: 0.3757 (0.3768) loss_vfl_dn_3: 0.3646 (0.3692) loss_vfl_dn_4: 0.3616 (0.3666) loss_vfl_dn_5: 0.3603 (0.3658) time: 0.4764 data: 0.0140 max mem: 5654 Epoch: [35] [6100/7393] eta: 0:10:21 lr: 0.000010 loss: 15.8997 (16.1871) loss_bbox: 0.1472 (0.1575) loss_bbox_aux_0: 0.1613 (0.1706) loss_bbox_aux_1: 0.1514 (0.1622) loss_bbox_aux_2: 0.1494 (0.1597) loss_bbox_aux_3: 0.1453 (0.1579) loss_bbox_aux_4: 0.1472 (0.1574) loss_bbox_aux_5: 0.2021 (0.2088) loss_bbox_dn_0: 0.2709 (0.2782) loss_bbox_dn_1: 0.1949 (0.2091) loss_bbox_dn_2: 0.1698 (0.1872) loss_bbox_dn_3: 0.1648 (0.1804) loss_bbox_dn_4: 0.1646 (0.1789) loss_bbox_dn_5: 0.1647 (0.1789) loss_giou: 0.4850 (0.4812) loss_giou_aux_0: 0.5018 (0.5054) loss_giou_aux_1: 0.4974 (0.4909) loss_giou_aux_2: 0.4843 (0.4856) loss_giou_aux_3: 0.4860 (0.4824) loss_giou_aux_4: 0.4872 (0.4813) loss_giou_aux_5: 0.5686 (0.5726) loss_giou_dn_0: 0.5827 (0.5920) loss_giou_dn_1: 0.4784 (0.4863) loss_giou_dn_2: 0.4592 (0.4563) loss_giou_dn_3: 0.4536 (0.4478) loss_giou_dn_4: 0.4527 (0.4458) loss_giou_dn_5: 0.4526 (0.4459) loss_vfl: 0.6896 (0.6856) loss_vfl_aux_0: 0.7880 (0.7948) loss_vfl_aux_1: 0.7257 (0.7454) loss_vfl_aux_2: 0.7117 (0.7134) loss_vfl_aux_3: 0.6851 (0.6971) loss_vfl_aux_4: 0.6880 (0.6890) loss_vfl_aux_5: 0.7598 (0.7737) loss_vfl_dn_0: 0.4579 (0.4568) loss_vfl_dn_1: 0.3897 (0.3926) loss_vfl_dn_2: 0.3717 (0.3768) loss_vfl_dn_3: 0.3656 (0.3692) loss_vfl_dn_4: 0.3658 (0.3665) loss_vfl_dn_5: 0.3653 (0.3657) time: 0.4928 data: 0.0141 max mem: 5654 Epoch: [35] [6200/7393] eta: 0:09:33 lr: 0.000010 loss: 16.5083 (16.1850) loss_bbox: 0.1634 (0.1574) loss_bbox_aux_0: 0.1673 (0.1705) loss_bbox_aux_1: 0.1638 (0.1622) loss_bbox_aux_2: 0.1616 (0.1596) loss_bbox_aux_3: 0.1654 (0.1578) loss_bbox_aux_4: 0.1645 (0.1574) loss_bbox_aux_5: 0.1971 (0.2088) loss_bbox_dn_0: 0.2655 (0.2782) loss_bbox_dn_1: 0.1912 (0.2091) loss_bbox_dn_2: 0.1705 (0.1872) loss_bbox_dn_3: 0.1655 (0.1804) loss_bbox_dn_4: 0.1646 (0.1789) loss_bbox_dn_5: 0.1646 (0.1789) loss_giou: 0.4771 (0.4810) loss_giou_aux_0: 0.4880 (0.5051) loss_giou_aux_1: 0.4848 (0.4907) loss_giou_aux_2: 0.4816 (0.4853) loss_giou_aux_3: 0.4814 (0.4821) loss_giou_aux_4: 0.4760 (0.4811) loss_giou_aux_5: 0.5577 (0.5724) loss_giou_dn_0: 0.6151 (0.5919) loss_giou_dn_1: 0.4978 (0.4862) loss_giou_dn_2: 0.4649 (0.4563) loss_giou_dn_3: 0.4540 (0.4477) loss_giou_dn_4: 0.4526 (0.4457) loss_giou_dn_5: 0.4526 (0.4458) loss_vfl: 0.6832 (0.6857) loss_vfl_aux_0: 0.7892 (0.7949) loss_vfl_aux_1: 0.7502 (0.7455) loss_vfl_aux_2: 0.7287 (0.7135) loss_vfl_aux_3: 0.7153 (0.6972) loss_vfl_aux_4: 0.6963 (0.6891) loss_vfl_aux_5: 0.7753 (0.7737) loss_vfl_dn_0: 0.4629 (0.4568) loss_vfl_dn_1: 0.4006 (0.3926) loss_vfl_dn_2: 0.3829 (0.3768) loss_vfl_dn_3: 0.3749 (0.3692) loss_vfl_dn_4: 0.3713 (0.3665) loss_vfl_dn_5: 0.3706 (0.3657) time: 0.4867 data: 0.0139 max mem: 5654 Epoch: [35] [6300/7393] eta: 0:08:45 lr: 0.000010 loss: 16.0711 (16.1842) loss_bbox: 0.1570 (0.1575) loss_bbox_aux_0: 0.1616 (0.1705) loss_bbox_aux_1: 0.1601 (0.1623) loss_bbox_aux_2: 0.1653 (0.1597) loss_bbox_aux_3: 0.1583 (0.1579) loss_bbox_aux_4: 0.1585 (0.1574) loss_bbox_aux_5: 0.2092 (0.2088) loss_bbox_dn_0: 0.2890 (0.2783) loss_bbox_dn_1: 0.2147 (0.2091) loss_bbox_dn_2: 0.1863 (0.1872) loss_bbox_dn_3: 0.1782 (0.1804) loss_bbox_dn_4: 0.1771 (0.1789) loss_bbox_dn_5: 0.1770 (0.1790) loss_giou: 0.4589 (0.4810) loss_giou_aux_0: 0.4810 (0.5051) loss_giou_aux_1: 0.4765 (0.4907) loss_giou_aux_2: 0.4614 (0.4854) loss_giou_aux_3: 0.4572 (0.4822) loss_giou_aux_4: 0.4568 (0.4811) loss_giou_aux_5: 0.5449 (0.5724) loss_giou_dn_0: 0.5587 (0.5918) loss_giou_dn_1: 0.4595 (0.4861) loss_giou_dn_2: 0.4323 (0.4562) loss_giou_dn_3: 0.4258 (0.4477) loss_giou_dn_4: 0.4237 (0.4456) loss_giou_dn_5: 0.4236 (0.4458) loss_vfl: 0.6635 (0.6857) loss_vfl_aux_0: 0.7558 (0.7948) loss_vfl_aux_1: 0.7182 (0.7454) loss_vfl_aux_2: 0.6895 (0.7133) loss_vfl_aux_3: 0.6701 (0.6971) loss_vfl_aux_4: 0.6641 (0.6891) loss_vfl_aux_5: 0.7477 (0.7736) loss_vfl_dn_0: 0.4461 (0.4568) loss_vfl_dn_1: 0.3823 (0.3925) loss_vfl_dn_2: 0.3669 (0.3767) loss_vfl_dn_3: 0.3602 (0.3691) loss_vfl_dn_4: 0.3554 (0.3665) loss_vfl_dn_5: 0.3562 (0.3656) time: 0.4750 data: 0.0141 max mem: 5654 Epoch: [35] [6400/7393] eta: 0:07:57 lr: 0.000010 loss: 16.4201 (16.1871) loss_bbox: 0.1556 (0.1574) loss_bbox_aux_0: 0.1661 (0.1705) loss_bbox_aux_1: 0.1630 (0.1622) loss_bbox_aux_2: 0.1545 (0.1597) loss_bbox_aux_3: 0.1575 (0.1579) loss_bbox_aux_4: 0.1556 (0.1574) loss_bbox_aux_5: 0.2037 (0.2088) loss_bbox_dn_0: 0.2465 (0.2781) loss_bbox_dn_1: 0.1896 (0.2090) loss_bbox_dn_2: 0.1665 (0.1872) loss_bbox_dn_3: 0.1635 (0.1803) loss_bbox_dn_4: 0.1601 (0.1789) loss_bbox_dn_5: 0.1601 (0.1789) loss_giou: 0.4784 (0.4812) loss_giou_aux_0: 0.5169 (0.5054) loss_giou_aux_1: 0.4873 (0.4910) loss_giou_aux_2: 0.4744 (0.4856) loss_giou_aux_3: 0.4760 (0.4824) loss_giou_aux_4: 0.4781 (0.4813) loss_giou_aux_5: 0.5804 (0.5726) loss_giou_dn_0: 0.6240 (0.5920) loss_giou_dn_1: 0.5055 (0.4863) loss_giou_dn_2: 0.4749 (0.4564) loss_giou_dn_3: 0.4671 (0.4479) loss_giou_dn_4: 0.4640 (0.4458) loss_giou_dn_5: 0.4642 (0.4460) loss_vfl: 0.6704 (0.6859) loss_vfl_aux_0: 0.8202 (0.7947) loss_vfl_aux_1: 0.7365 (0.7454) loss_vfl_aux_2: 0.7049 (0.7134) loss_vfl_aux_3: 0.6945 (0.6972) loss_vfl_aux_4: 0.6780 (0.6892) loss_vfl_aux_5: 0.7483 (0.7735) loss_vfl_dn_0: 0.4589 (0.4568) loss_vfl_dn_1: 0.3969 (0.3926) loss_vfl_dn_2: 0.3826 (0.3768) loss_vfl_dn_3: 0.3757 (0.3692) loss_vfl_dn_4: 0.3749 (0.3665) loss_vfl_dn_5: 0.3736 (0.3657) time: 0.4823 data: 0.0137 max mem: 5654 Epoch: [35] [6500/7393] eta: 0:07:09 lr: 0.000010 loss: 16.0665 (16.1888) loss_bbox: 0.1465 (0.1574) loss_bbox_aux_0: 0.1639 (0.1705) loss_bbox_aux_1: 0.1514 (0.1623) loss_bbox_aux_2: 0.1452 (0.1597) loss_bbox_aux_3: 0.1486 (0.1578) loss_bbox_aux_4: 0.1478 (0.1574) loss_bbox_aux_5: 0.1925 (0.2088) loss_bbox_dn_0: 0.2418 (0.2781) loss_bbox_dn_1: 0.1870 (0.2090) loss_bbox_dn_2: 0.1761 (0.1872) loss_bbox_dn_3: 0.1690 (0.1804) loss_bbox_dn_4: 0.1640 (0.1789) loss_bbox_dn_5: 0.1640 (0.1789) loss_giou: 0.4724 (0.4813) loss_giou_aux_0: 0.4824 (0.5055) loss_giou_aux_1: 0.4777 (0.4911) loss_giou_aux_2: 0.4474 (0.4857) loss_giou_aux_3: 0.4767 (0.4825) loss_giou_aux_4: 0.4765 (0.4814) loss_giou_aux_5: 0.5369 (0.5727) loss_giou_dn_0: 0.5967 (0.5920) loss_giou_dn_1: 0.4994 (0.4863) loss_giou_dn_2: 0.4694 (0.4564) loss_giou_dn_3: 0.4609 (0.4479) loss_giou_dn_4: 0.4591 (0.4459) loss_giou_dn_5: 0.4591 (0.4460) loss_vfl: 0.6798 (0.6860) loss_vfl_aux_0: 0.7858 (0.7947) loss_vfl_aux_1: 0.7492 (0.7454) loss_vfl_aux_2: 0.7274 (0.7134) loss_vfl_aux_3: 0.6823 (0.6974) loss_vfl_aux_4: 0.6752 (0.6894) loss_vfl_aux_5: 0.7990 (0.7737) loss_vfl_dn_0: 0.4545 (0.4568) loss_vfl_dn_1: 0.3943 (0.3926) loss_vfl_dn_2: 0.3813 (0.3768) loss_vfl_dn_3: 0.3747 (0.3692) loss_vfl_dn_4: 0.3729 (0.3665) loss_vfl_dn_5: 0.3729 (0.3657) time: 0.4686 data: 0.0142 max mem: 5654 Epoch: [35] [6600/7393] eta: 0:06:21 lr: 0.000010 loss: 15.9923 (16.1921) loss_bbox: 0.1716 (0.1575) loss_bbox_aux_0: 0.1810 (0.1707) loss_bbox_aux_1: 0.1800 (0.1623) loss_bbox_aux_2: 0.1752 (0.1598) loss_bbox_aux_3: 0.1698 (0.1579) loss_bbox_aux_4: 0.1709 (0.1575) loss_bbox_aux_5: 0.2177 (0.2089) loss_bbox_dn_0: 0.2773 (0.2783) loss_bbox_dn_1: 0.2158 (0.2092) loss_bbox_dn_2: 0.2023 (0.1873) loss_bbox_dn_3: 0.1897 (0.1805) loss_bbox_dn_4: 0.1872 (0.1791) loss_bbox_dn_5: 0.1872 (0.1791) loss_giou: 0.4789 (0.4814) loss_giou_aux_0: 0.5018 (0.5056) loss_giou_aux_1: 0.5026 (0.4912) loss_giou_aux_2: 0.4932 (0.4859) loss_giou_aux_3: 0.4740 (0.4826) loss_giou_aux_4: 0.4785 (0.4815) loss_giou_aux_5: 0.5527 (0.5727) loss_giou_dn_0: 0.6033 (0.5921) loss_giou_dn_1: 0.4838 (0.4864) loss_giou_dn_2: 0.4492 (0.4565) loss_giou_dn_3: 0.4353 (0.4480) loss_giou_dn_4: 0.4321 (0.4460) loss_giou_dn_5: 0.4328 (0.4461) loss_vfl: 0.6783 (0.6861) loss_vfl_aux_0: 0.7825 (0.7947) loss_vfl_aux_1: 0.7410 (0.7454) loss_vfl_aux_2: 0.6795 (0.7135) loss_vfl_aux_3: 0.6643 (0.6974) loss_vfl_aux_4: 0.6595 (0.6895) loss_vfl_aux_5: 0.7964 (0.7738) loss_vfl_dn_0: 0.4547 (0.4568) loss_vfl_dn_1: 0.3923 (0.3926) loss_vfl_dn_2: 0.3755 (0.3768) loss_vfl_dn_3: 0.3671 (0.3692) loss_vfl_dn_4: 0.3650 (0.3666) loss_vfl_dn_5: 0.3640 (0.3658) time: 0.4705 data: 0.0139 max mem: 5654 Epoch: [35] [6700/7393] eta: 0:05:33 lr: 0.000010 loss: 16.7286 (16.1939) loss_bbox: 0.1454 (0.1575) loss_bbox_aux_0: 0.1698 (0.1706) loss_bbox_aux_1: 0.1585 (0.1623) loss_bbox_aux_2: 0.1580 (0.1598) loss_bbox_aux_3: 0.1529 (0.1579) loss_bbox_aux_4: 0.1528 (0.1575) loss_bbox_aux_5: 0.2088 (0.2088) loss_bbox_dn_0: 0.3101 (0.2783) loss_bbox_dn_1: 0.2333 (0.2091) loss_bbox_dn_2: 0.2108 (0.1873) loss_bbox_dn_3: 0.2041 (0.1805) loss_bbox_dn_4: 0.2009 (0.1790) loss_bbox_dn_5: 0.2007 (0.1790) loss_giou: 0.5180 (0.4816) loss_giou_aux_0: 0.5551 (0.5058) loss_giou_aux_1: 0.5318 (0.4914) loss_giou_aux_2: 0.5272 (0.4861) loss_giou_aux_3: 0.5209 (0.4828) loss_giou_aux_4: 0.5231 (0.4818) loss_giou_aux_5: 0.6216 (0.5729) loss_giou_dn_0: 0.6142 (0.5921) loss_giou_dn_1: 0.5132 (0.4864) loss_giou_dn_2: 0.4817 (0.4566) loss_giou_dn_3: 0.4753 (0.4481) loss_giou_dn_4: 0.4733 (0.4460) loss_giou_dn_5: 0.4729 (0.4462) loss_vfl: 0.6931 (0.6861) loss_vfl_aux_0: 0.7898 (0.7947) loss_vfl_aux_1: 0.7512 (0.7455) loss_vfl_aux_2: 0.7180 (0.7135) loss_vfl_aux_3: 0.7047 (0.6974) loss_vfl_aux_4: 0.6934 (0.6894) loss_vfl_aux_5: 0.7822 (0.7739) loss_vfl_dn_0: 0.4610 (0.4568) loss_vfl_dn_1: 0.4019 (0.3926) loss_vfl_dn_2: 0.3875 (0.3768) loss_vfl_dn_3: 0.3825 (0.3692) loss_vfl_dn_4: 0.3817 (0.3666) loss_vfl_dn_5: 0.3810 (0.3658) time: 0.4739 data: 0.0141 max mem: 5654 Epoch: [35] [6800/7393] eta: 0:04:45 lr: 0.000010 loss: 16.3637 (16.1914) loss_bbox: 0.1331 (0.1574) loss_bbox_aux_0: 0.1478 (0.1706) loss_bbox_aux_1: 0.1395 (0.1622) loss_bbox_aux_2: 0.1389 (0.1596) loss_bbox_aux_3: 0.1394 (0.1578) loss_bbox_aux_4: 0.1336 (0.1574) loss_bbox_aux_5: 0.1808 (0.2087) loss_bbox_dn_0: 0.2315 (0.2781) loss_bbox_dn_1: 0.1778 (0.2090) loss_bbox_dn_2: 0.1585 (0.1872) loss_bbox_dn_3: 0.1532 (0.1803) loss_bbox_dn_4: 0.1522 (0.1789) loss_bbox_dn_5: 0.1523 (0.1789) loss_giou: 0.4736 (0.4815) loss_giou_aux_0: 0.5123 (0.5058) loss_giou_aux_1: 0.4887 (0.4913) loss_giou_aux_2: 0.4857 (0.4860) loss_giou_aux_3: 0.4776 (0.4827) loss_giou_aux_4: 0.4736 (0.4816) loss_giou_aux_5: 0.5819 (0.5729) loss_giou_dn_0: 0.5941 (0.5921) loss_giou_dn_1: 0.4941 (0.4864) loss_giou_dn_2: 0.4660 (0.4565) loss_giou_dn_3: 0.4605 (0.4481) loss_giou_dn_4: 0.4597 (0.4460) loss_giou_dn_5: 0.4599 (0.4462) loss_vfl: 0.6973 (0.6861) loss_vfl_aux_0: 0.8159 (0.7946) loss_vfl_aux_1: 0.7600 (0.7453) loss_vfl_aux_2: 0.7187 (0.7134) loss_vfl_aux_3: 0.7137 (0.6974) loss_vfl_aux_4: 0.7026 (0.6895) loss_vfl_aux_5: 0.7657 (0.7740) loss_vfl_dn_0: 0.4567 (0.4568) loss_vfl_dn_1: 0.3958 (0.3926) loss_vfl_dn_2: 0.3791 (0.3768) loss_vfl_dn_3: 0.3751 (0.3692) loss_vfl_dn_4: 0.3736 (0.3666) loss_vfl_dn_5: 0.3729 (0.3658) time: 0.7440 data: 0.0142 max mem: 5654 Epoch: [35] [6900/7393] eta: 0:03:57 lr: 0.000010 loss: 16.0891 (16.1898) loss_bbox: 0.1515 (0.1573) loss_bbox_aux_0: 0.1597 (0.1705) loss_bbox_aux_1: 0.1492 (0.1622) loss_bbox_aux_2: 0.1513 (0.1596) loss_bbox_aux_3: 0.1537 (0.1578) loss_bbox_aux_4: 0.1510 (0.1573) loss_bbox_aux_5: 0.1880 (0.2086) loss_bbox_dn_0: 0.2486 (0.2780) loss_bbox_dn_1: 0.1838 (0.2089) loss_bbox_dn_2: 0.1683 (0.1871) loss_bbox_dn_3: 0.1600 (0.1803) loss_bbox_dn_4: 0.1576 (0.1788) loss_bbox_dn_5: 0.1574 (0.1788) loss_giou: 0.4736 (0.4815) loss_giou_aux_0: 0.4946 (0.5057) loss_giou_aux_1: 0.4868 (0.4913) loss_giou_aux_2: 0.4755 (0.4859) loss_giou_aux_3: 0.4743 (0.4827) loss_giou_aux_4: 0.4717 (0.4816) loss_giou_aux_5: 0.5626 (0.5728) loss_giou_dn_0: 0.5985 (0.5921) loss_giou_dn_1: 0.5010 (0.4864) loss_giou_dn_2: 0.4747 (0.4565) loss_giou_dn_3: 0.4694 (0.4480) loss_giou_dn_4: 0.4675 (0.4460) loss_giou_dn_5: 0.4678 (0.4461) loss_vfl: 0.6954 (0.6862) loss_vfl_aux_0: 0.7940 (0.7946) loss_vfl_aux_1: 0.7309 (0.7453) loss_vfl_aux_2: 0.7271 (0.7134) loss_vfl_aux_3: 0.6902 (0.6975) loss_vfl_aux_4: 0.6972 (0.6896) loss_vfl_aux_5: 0.7785 (0.7739) loss_vfl_dn_0: 0.4551 (0.4568) loss_vfl_dn_1: 0.3962 (0.3925) loss_vfl_dn_2: 0.3809 (0.3768) loss_vfl_dn_3: 0.3729 (0.3692) loss_vfl_dn_4: 0.3698 (0.3666) loss_vfl_dn_5: 0.3702 (0.3658) time: 0.4647 data: 0.0138 max mem: 5654 Epoch: [35] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 15.9914 (16.1879) loss_bbox: 0.1397 (0.1573) loss_bbox_aux_0: 0.1625 (0.1705) loss_bbox_aux_1: 0.1566 (0.1622) loss_bbox_aux_2: 0.1489 (0.1596) loss_bbox_aux_3: 0.1439 (0.1578) loss_bbox_aux_4: 0.1442 (0.1573) loss_bbox_aux_5: 0.1999 (0.2087) loss_bbox_dn_0: 0.2721 (0.2780) loss_bbox_dn_1: 0.2083 (0.2089) loss_bbox_dn_2: 0.1908 (0.1871) loss_bbox_dn_3: 0.1819 (0.1803) loss_bbox_dn_4: 0.1807 (0.1788) loss_bbox_dn_5: 0.1807 (0.1788) loss_giou: 0.4659 (0.4813) loss_giou_aux_0: 0.4785 (0.5056) loss_giou_aux_1: 0.4721 (0.4912) loss_giou_aux_2: 0.4624 (0.4858) loss_giou_aux_3: 0.4677 (0.4825) loss_giou_aux_4: 0.4644 (0.4814) loss_giou_aux_5: 0.5457 (0.5726) loss_giou_dn_0: 0.5830 (0.5919) loss_giou_dn_1: 0.4790 (0.4863) loss_giou_dn_2: 0.4430 (0.4564) loss_giou_dn_3: 0.4439 (0.4479) loss_giou_dn_4: 0.4421 (0.4459) loss_giou_dn_5: 0.4419 (0.4460) loss_vfl: 0.6866 (0.6862) loss_vfl_aux_0: 0.7934 (0.7946) loss_vfl_aux_1: 0.7388 (0.7452) loss_vfl_aux_2: 0.7325 (0.7134) loss_vfl_aux_3: 0.6943 (0.6974) loss_vfl_aux_4: 0.6983 (0.6895) loss_vfl_aux_5: 0.7686 (0.7740) loss_vfl_dn_0: 0.4491 (0.4568) loss_vfl_dn_1: 0.3922 (0.3925) loss_vfl_dn_2: 0.3750 (0.3768) loss_vfl_dn_3: 0.3667 (0.3692) loss_vfl_dn_4: 0.3658 (0.3665) loss_vfl_dn_5: 0.3639 (0.3657) time: 0.4875 data: 0.0139 max mem: 5654 Epoch: [35] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 16.3121 (16.1869) loss_bbox: 0.1372 (0.1573) loss_bbox_aux_0: 0.1566 (0.1705) loss_bbox_aux_1: 0.1489 (0.1622) loss_bbox_aux_2: 0.1403 (0.1596) loss_bbox_aux_3: 0.1389 (0.1577) loss_bbox_aux_4: 0.1373 (0.1573) loss_bbox_aux_5: 0.1898 (0.2087) loss_bbox_dn_0: 0.2359 (0.2779) loss_bbox_dn_1: 0.1801 (0.2088) loss_bbox_dn_2: 0.1636 (0.1871) loss_bbox_dn_3: 0.1563 (0.1803) loss_bbox_dn_4: 0.1556 (0.1788) loss_bbox_dn_5: 0.1556 (0.1788) loss_giou: 0.4707 (0.4813) loss_giou_aux_0: 0.5060 (0.5055) loss_giou_aux_1: 0.4769 (0.4912) loss_giou_aux_2: 0.4800 (0.4858) loss_giou_aux_3: 0.4660 (0.4825) loss_giou_aux_4: 0.4705 (0.4814) loss_giou_aux_5: 0.5726 (0.5726) loss_giou_dn_0: 0.5846 (0.5919) loss_giou_dn_1: 0.4632 (0.4862) loss_giou_dn_2: 0.4282 (0.4564) loss_giou_dn_3: 0.4170 (0.4479) loss_giou_dn_4: 0.4135 (0.4458) loss_giou_dn_5: 0.4137 (0.4460) loss_vfl: 0.6741 (0.6862) loss_vfl_aux_0: 0.7739 (0.7946) loss_vfl_aux_1: 0.7311 (0.7451) loss_vfl_aux_2: 0.7059 (0.7134) loss_vfl_aux_3: 0.7129 (0.6974) loss_vfl_aux_4: 0.6686 (0.6895) loss_vfl_aux_5: 0.7541 (0.7740) loss_vfl_dn_0: 0.4533 (0.4567) loss_vfl_dn_1: 0.3924 (0.3925) loss_vfl_dn_2: 0.3749 (0.3767) loss_vfl_dn_3: 0.3690 (0.3691) loss_vfl_dn_4: 0.3680 (0.3665) loss_vfl_dn_5: 0.3655 (0.3657) time: 0.4984 data: 0.0141 max mem: 5654 Epoch: [35] [7200/7393] eta: 0:01:32 lr: 0.000010 loss: 16.4250 (16.1907) loss_bbox: 0.1574 (0.1573) loss_bbox_aux_0: 0.1724 (0.1706) loss_bbox_aux_1: 0.1660 (0.1622) loss_bbox_aux_2: 0.1694 (0.1596) loss_bbox_aux_3: 0.1632 (0.1578) loss_bbox_aux_4: 0.1580 (0.1573) loss_bbox_aux_5: 0.2136 (0.2087) loss_bbox_dn_0: 0.2531 (0.2779) loss_bbox_dn_1: 0.1901 (0.2088) loss_bbox_dn_2: 0.1614 (0.1871) loss_bbox_dn_3: 0.1594 (0.1802) loss_bbox_dn_4: 0.1618 (0.1788) loss_bbox_dn_5: 0.1619 (0.1788) loss_giou: 0.5045 (0.4814) loss_giou_aux_0: 0.5254 (0.5057) loss_giou_aux_1: 0.5179 (0.4914) loss_giou_aux_2: 0.5184 (0.4860) loss_giou_aux_3: 0.5081 (0.4827) loss_giou_aux_4: 0.5038 (0.4816) loss_giou_aux_5: 0.5838 (0.5727) loss_giou_dn_0: 0.6076 (0.5920) loss_giou_dn_1: 0.5036 (0.4864) loss_giou_dn_2: 0.4684 (0.4565) loss_giou_dn_3: 0.4635 (0.4480) loss_giou_dn_4: 0.4647 (0.4460) loss_giou_dn_5: 0.4652 (0.4462) loss_vfl: 0.6731 (0.6863) loss_vfl_aux_0: 0.7971 (0.7947) loss_vfl_aux_1: 0.7379 (0.7452) loss_vfl_aux_2: 0.7060 (0.7135) loss_vfl_aux_3: 0.6887 (0.6976) loss_vfl_aux_4: 0.6729 (0.6897) loss_vfl_aux_5: 0.7666 (0.7742) loss_vfl_dn_0: 0.4559 (0.4568) loss_vfl_dn_1: 0.4013 (0.3925) loss_vfl_dn_2: 0.3842 (0.3768) loss_vfl_dn_3: 0.3765 (0.3692) loss_vfl_dn_4: 0.3732 (0.3666) loss_vfl_dn_5: 0.3740 (0.3657) time: 0.4727 data: 0.0137 max mem: 5654 Epoch: [35] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 16.4591 (16.1916) loss_bbox: 0.1468 (0.1573) loss_bbox_aux_0: 0.1644 (0.1706) loss_bbox_aux_1: 0.1511 (0.1622) loss_bbox_aux_2: 0.1481 (0.1596) loss_bbox_aux_3: 0.1483 (0.1578) loss_bbox_aux_4: 0.1509 (0.1573) loss_bbox_aux_5: 0.1950 (0.2087) loss_bbox_dn_0: 0.2572 (0.2780) loss_bbox_dn_1: 0.1908 (0.2089) loss_bbox_dn_2: 0.1737 (0.1871) loss_bbox_dn_3: 0.1691 (0.1803) loss_bbox_dn_4: 0.1679 (0.1788) loss_bbox_dn_5: 0.1677 (0.1788) loss_giou: 0.5395 (0.4816) loss_giou_aux_0: 0.5602 (0.5058) loss_giou_aux_1: 0.5431 (0.4914) loss_giou_aux_2: 0.5390 (0.4861) loss_giou_aux_3: 0.5403 (0.4828) loss_giou_aux_4: 0.5329 (0.4817) loss_giou_aux_5: 0.6277 (0.5728) loss_giou_dn_0: 0.6255 (0.5921) loss_giou_dn_1: 0.5127 (0.4865) loss_giou_dn_2: 0.4827 (0.4566) loss_giou_dn_3: 0.4755 (0.4482) loss_giou_dn_4: 0.4731 (0.4461) loss_giou_dn_5: 0.4739 (0.4463) loss_vfl: 0.6421 (0.6862) loss_vfl_aux_0: 0.7612 (0.7946) loss_vfl_aux_1: 0.7124 (0.7451) loss_vfl_aux_2: 0.7036 (0.7134) loss_vfl_aux_3: 0.6712 (0.6975) loss_vfl_aux_4: 0.6681 (0.6896) loss_vfl_aux_5: 0.7429 (0.7742) loss_vfl_dn_0: 0.4541 (0.4568) loss_vfl_dn_1: 0.3945 (0.3925) loss_vfl_dn_2: 0.3726 (0.3768) loss_vfl_dn_3: 0.3635 (0.3692) loss_vfl_dn_4: 0.3623 (0.3666) loss_vfl_dn_5: 0.3621 (0.3657) time: 0.4796 data: 0.0147 max mem: 5654 Epoch: [35] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.8419 (16.1920) loss_bbox: 0.1623 (0.1574) loss_bbox_aux_0: 0.1726 (0.1706) loss_bbox_aux_1: 0.1624 (0.1622) loss_bbox_aux_2: 0.1628 (0.1597) loss_bbox_aux_3: 0.1604 (0.1578) loss_bbox_aux_4: 0.1623 (0.1574) loss_bbox_aux_5: 0.2044 (0.2087) loss_bbox_dn_0: 0.2705 (0.2780) loss_bbox_dn_1: 0.2052 (0.2088) loss_bbox_dn_2: 0.1730 (0.1871) loss_bbox_dn_3: 0.1664 (0.1803) loss_bbox_dn_4: 0.1648 (0.1788) loss_bbox_dn_5: 0.1647 (0.1788) loss_giou: 0.4183 (0.4816) loss_giou_aux_0: 0.4221 (0.5059) loss_giou_aux_1: 0.4296 (0.4915) loss_giou_aux_2: 0.4218 (0.4862) loss_giou_aux_3: 0.4215 (0.4829) loss_giou_aux_4: 0.4163 (0.4818) loss_giou_aux_5: 0.5155 (0.5729) loss_giou_dn_0: 0.5550 (0.5922) loss_giou_dn_1: 0.4475 (0.4865) loss_giou_dn_2: 0.4214 (0.4566) loss_giou_dn_3: 0.4186 (0.4482) loss_giou_dn_4: 0.4180 (0.4461) loss_giou_dn_5: 0.4181 (0.4463) loss_vfl: 0.6787 (0.6863) loss_vfl_aux_0: 0.7839 (0.7945) loss_vfl_aux_1: 0.7259 (0.7451) loss_vfl_aux_2: 0.6968 (0.7133) loss_vfl_aux_3: 0.6937 (0.6975) loss_vfl_aux_4: 0.6886 (0.6896) loss_vfl_aux_5: 0.7870 (0.7742) loss_vfl_dn_0: 0.4526 (0.4567) loss_vfl_dn_1: 0.3879 (0.3925) loss_vfl_dn_2: 0.3644 (0.3767) loss_vfl_dn_3: 0.3566 (0.3692) loss_vfl_dn_4: 0.3554 (0.3665) loss_vfl_dn_5: 0.3568 (0.3657) time: 0.4695 data: 0.0142 max mem: 5654 Epoch: [35] Total time: 0:59:20 (0.4816 s / it) Averaged stats: lr: 0.000010 loss: 15.8419 (16.1920) loss_bbox: 0.1623 (0.1574) loss_bbox_aux_0: 0.1726 (0.1706) loss_bbox_aux_1: 0.1624 (0.1622) loss_bbox_aux_2: 0.1628 (0.1597) loss_bbox_aux_3: 0.1604 (0.1578) loss_bbox_aux_4: 0.1623 (0.1574) loss_bbox_aux_5: 0.2044 (0.2087) loss_bbox_dn_0: 0.2705 (0.2780) loss_bbox_dn_1: 0.2052 (0.2088) loss_bbox_dn_2: 0.1730 (0.1871) loss_bbox_dn_3: 0.1664 (0.1803) loss_bbox_dn_4: 0.1648 (0.1788) loss_bbox_dn_5: 0.1647 (0.1788) loss_giou: 0.4183 (0.4816) loss_giou_aux_0: 0.4221 (0.5059) loss_giou_aux_1: 0.4296 (0.4915) loss_giou_aux_2: 0.4218 (0.4862) loss_giou_aux_3: 0.4215 (0.4829) loss_giou_aux_4: 0.4163 (0.4818) loss_giou_aux_5: 0.5155 (0.5729) loss_giou_dn_0: 0.5550 (0.5922) loss_giou_dn_1: 0.4475 (0.4865) loss_giou_dn_2: 0.4214 (0.4566) loss_giou_dn_3: 0.4186 (0.4482) loss_giou_dn_4: 0.4180 (0.4461) loss_giou_dn_5: 0.4181 (0.4463) loss_vfl: 0.6787 (0.6863) loss_vfl_aux_0: 0.7839 (0.7945) loss_vfl_aux_1: 0.7259 (0.7451) loss_vfl_aux_2: 0.6968 (0.7133) loss_vfl_aux_3: 0.6937 (0.6975) loss_vfl_aux_4: 0.6886 (0.6896) loss_vfl_aux_5: 0.7870 (0.7742) loss_vfl_dn_0: 0.4526 (0.4567) loss_vfl_dn_1: 0.3879 (0.3925) loss_vfl_dn_2: 0.3644 (0.3767) loss_vfl_dn_3: 0.3566 (0.3692) loss_vfl_dn_4: 0.3554 (0.3665) loss_vfl_dn_5: 0.3568 (0.3657) Test: [ 0/157] eta: 0:04:25 time: 1.6881 data: 1.2573 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5092 data: 0.1365 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3912 data: 0.0253 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3960 data: 0.0261 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3974 data: 0.0260 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.3987 data: 0.0269 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4034 data: 0.0273 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.6973 data: 0.0260 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.6931 data: 0.0254 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3934 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3862 data: 0.0257 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3884 data: 0.0255 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3867 data: 0.0255 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3842 data: 0.0257 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3841 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3689 data: 0.0260 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3567 data: 0.0252 max mem: 5654 Test: Total time: 0:01:08 (0.4374 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.11s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.702 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 35, 'coco_eval_bbox': 0.521268399674049} Epoch: [36] [ 0/7393] eta: 13:36:46 lr: 0.000010 loss: 15.9792 (15.9792) loss_bbox: 0.2480 (0.2480) loss_bbox_aux_0: 0.1732 (0.1732) loss_bbox_aux_1: 0.1809 (0.1809) loss_bbox_aux_2: 0.1855 (0.1855) loss_bbox_aux_3: 0.2498 (0.2498) loss_bbox_aux_4: 0.2500 (0.2500) loss_bbox_aux_5: 0.2169 (0.2169) loss_bbox_dn_0: 0.3746 (0.3746) loss_bbox_dn_1: 0.2441 (0.2441) loss_bbox_dn_2: 0.2107 (0.2107) loss_bbox_dn_3: 0.2035 (0.2035) loss_bbox_dn_4: 0.2031 (0.2031) loss_bbox_dn_5: 0.2031 (0.2031) loss_giou: 0.4322 (0.4322) loss_giou_aux_0: 0.4068 (0.4068) loss_giou_aux_1: 0.4049 (0.4049) loss_giou_aux_2: 0.4144 (0.4144) loss_giou_aux_3: 0.4349 (0.4349) loss_giou_aux_4: 0.4351 (0.4351) loss_giou_aux_5: 0.4750 (0.4750) loss_giou_dn_0: 0.5079 (0.5079) loss_giou_dn_1: 0.3956 (0.3956) loss_giou_dn_2: 0.3581 (0.3581) loss_giou_dn_3: 0.3527 (0.3527) loss_giou_dn_4: 0.3515 (0.3515) loss_giou_dn_5: 0.3514 (0.3514) loss_vfl: 0.6877 (0.6877) loss_vfl_aux_0: 0.9025 (0.9025) loss_vfl_aux_1: 0.8142 (0.8142) loss_vfl_aux_2: 0.7476 (0.7476) loss_vfl_aux_3: 0.6875 (0.6875) loss_vfl_aux_4: 0.6642 (0.6642) loss_vfl_aux_5: 0.8485 (0.8485) loss_vfl_dn_0: 0.5033 (0.5033) loss_vfl_dn_1: 0.3974 (0.3974) loss_vfl_dn_2: 0.3755 (0.3755) loss_vfl_dn_3: 0.3644 (0.3644) loss_vfl_dn_4: 0.3619 (0.3619) loss_vfl_dn_5: 0.3609 (0.3609) time: 6.6287 data: 2.8443 max mem: 5654 Epoch: [36] [ 100/7393] eta: 1:06:39 lr: 0.000010 loss: 16.2807 (16.1170) loss_bbox: 0.1622 (0.1594) loss_bbox_aux_0: 0.1854 (0.1744) loss_bbox_aux_1: 0.1643 (0.1648) loss_bbox_aux_2: 0.1751 (0.1619) loss_bbox_aux_3: 0.1601 (0.1599) loss_bbox_aux_4: 0.1603 (0.1598) loss_bbox_aux_5: 0.2179 (0.2124) loss_bbox_dn_0: 0.2541 (0.2809) loss_bbox_dn_1: 0.1911 (0.2104) loss_bbox_dn_2: 0.1722 (0.1878) loss_bbox_dn_3: 0.1682 (0.1803) loss_bbox_dn_4: 0.1643 (0.1790) loss_bbox_dn_5: 0.1644 (0.1791) loss_giou: 0.4933 (0.4762) loss_giou_aux_0: 0.5618 (0.5016) loss_giou_aux_1: 0.5226 (0.4862) loss_giou_aux_2: 0.5006 (0.4813) loss_giou_aux_3: 0.4901 (0.4771) loss_giou_aux_4: 0.4857 (0.4763) loss_giou_aux_5: 0.6313 (0.5673) loss_giou_dn_0: 0.6112 (0.5912) loss_giou_dn_1: 0.5019 (0.4851) loss_giou_dn_2: 0.4788 (0.4540) loss_giou_dn_3: 0.4688 (0.4446) loss_giou_dn_4: 0.4644 (0.4428) loss_giou_dn_5: 0.4643 (0.4430) loss_vfl: 0.6478 (0.6801) loss_vfl_aux_0: 0.7446 (0.7898) loss_vfl_aux_1: 0.7088 (0.7390) loss_vfl_aux_2: 0.6735 (0.7090) loss_vfl_aux_3: 0.6587 (0.6915) loss_vfl_aux_4: 0.6568 (0.6831) loss_vfl_aux_5: 0.7187 (0.7642) loss_vfl_dn_0: 0.4542 (0.4563) loss_vfl_dn_1: 0.3958 (0.3927) loss_vfl_dn_2: 0.3787 (0.3759) loss_vfl_dn_3: 0.3709 (0.3681) loss_vfl_dn_4: 0.3684 (0.3656) loss_vfl_dn_5: 0.3673 (0.3649) time: 0.4858 data: 0.0153 max mem: 5654 Epoch: [36] [ 200/7393] eta: 1:05:13 lr: 0.000010 loss: 15.8499 (16.1992) loss_bbox: 0.1412 (0.1588) loss_bbox_aux_0: 0.1574 (0.1734) loss_bbox_aux_1: 0.1530 (0.1646) loss_bbox_aux_2: 0.1581 (0.1614) loss_bbox_aux_3: 0.1468 (0.1596) loss_bbox_aux_4: 0.1469 (0.1596) loss_bbox_aux_5: 0.1977 (0.2120) loss_bbox_dn_0: 0.2553 (0.2850) loss_bbox_dn_1: 0.1923 (0.2141) loss_bbox_dn_2: 0.1706 (0.1922) loss_bbox_dn_3: 0.1654 (0.1853) loss_bbox_dn_4: 0.1654 (0.1840) loss_bbox_dn_5: 0.1655 (0.1840) loss_giou: 0.4657 (0.4745) loss_giou_aux_0: 0.4950 (0.4991) loss_giou_aux_1: 0.4876 (0.4844) loss_giou_aux_2: 0.4811 (0.4789) loss_giou_aux_3: 0.4671 (0.4750) loss_giou_aux_4: 0.4638 (0.4746) loss_giou_aux_5: 0.5535 (0.5661) loss_giou_dn_0: 0.5991 (0.5904) loss_giou_dn_1: 0.4914 (0.4843) loss_giou_dn_2: 0.4622 (0.4541) loss_giou_dn_3: 0.4554 (0.4450) loss_giou_dn_4: 0.4523 (0.4430) loss_giou_dn_5: 0.4522 (0.4432) loss_vfl: 0.6766 (0.6890) loss_vfl_aux_0: 0.7977 (0.7981) loss_vfl_aux_1: 0.7399 (0.7486) loss_vfl_aux_2: 0.7038 (0.7173) loss_vfl_aux_3: 0.6857 (0.7012) loss_vfl_aux_4: 0.6785 (0.6923) loss_vfl_aux_5: 0.7736 (0.7767) loss_vfl_dn_0: 0.4538 (0.4574) loss_vfl_dn_1: 0.3897 (0.3934) loss_vfl_dn_2: 0.3753 (0.3769) loss_vfl_dn_3: 0.3654 (0.3694) loss_vfl_dn_4: 0.3617 (0.3664) loss_vfl_dn_5: 0.3594 (0.3657) time: 0.4737 data: 0.0154 max mem: 5654 Epoch: [36] [ 300/7393] eta: 1:01:38 lr: 0.000010 loss: 15.9027 (16.2361) loss_bbox: 0.1501 (0.1580) loss_bbox_aux_0: 0.1573 (0.1722) loss_bbox_aux_1: 0.1474 (0.1634) loss_bbox_aux_2: 0.1488 (0.1604) loss_bbox_aux_3: 0.1467 (0.1587) loss_bbox_aux_4: 0.1490 (0.1586) loss_bbox_aux_5: 0.1944 (0.2096) loss_bbox_dn_0: 0.2532 (0.2833) loss_bbox_dn_1: 0.1819 (0.2126) loss_bbox_dn_2: 0.1647 (0.1906) loss_bbox_dn_3: 0.1607 (0.1837) loss_bbox_dn_4: 0.1609 (0.1824) loss_bbox_dn_5: 0.1610 (0.1824) loss_giou: 0.4411 (0.4785) loss_giou_aux_0: 0.4787 (0.5037) loss_giou_aux_1: 0.4567 (0.4890) loss_giou_aux_2: 0.4462 (0.4832) loss_giou_aux_3: 0.4412 (0.4795) loss_giou_aux_4: 0.4414 (0.4789) loss_giou_aux_5: 0.5385 (0.5694) loss_giou_dn_0: 0.5657 (0.5931) loss_giou_dn_1: 0.4601 (0.4869) loss_giou_dn_2: 0.4283 (0.4567) loss_giou_dn_3: 0.4238 (0.4480) loss_giou_dn_4: 0.4223 (0.4460) loss_giou_dn_5: 0.4237 (0.4461) loss_vfl: 0.6862 (0.6910) loss_vfl_aux_0: 0.7790 (0.7987) loss_vfl_aux_1: 0.7429 (0.7479) loss_vfl_aux_2: 0.7221 (0.7175) loss_vfl_aux_3: 0.7080 (0.7019) loss_vfl_aux_4: 0.6837 (0.6938) loss_vfl_aux_5: 0.7955 (0.7809) loss_vfl_dn_0: 0.4601 (0.4573) loss_vfl_dn_1: 0.3937 (0.3933) loss_vfl_dn_2: 0.3749 (0.3769) loss_vfl_dn_3: 0.3637 (0.3694) loss_vfl_dn_4: 0.3611 (0.3666) loss_vfl_dn_5: 0.3609 (0.3659) time: 0.4717 data: 0.0148 max mem: 5654 Epoch: [36] [ 400/7393] eta: 1:01:18 lr: 0.000010 loss: 15.8303 (16.2227) loss_bbox: 0.1604 (0.1574) loss_bbox_aux_0: 0.1720 (0.1718) loss_bbox_aux_1: 0.1630 (0.1630) loss_bbox_aux_2: 0.1633 (0.1601) loss_bbox_aux_3: 0.1693 (0.1585) loss_bbox_aux_4: 0.1623 (0.1578) loss_bbox_aux_5: 0.1929 (0.2087) loss_bbox_dn_0: 0.2825 (0.2853) loss_bbox_dn_1: 0.2084 (0.2142) loss_bbox_dn_2: 0.1900 (0.1918) loss_bbox_dn_3: 0.1810 (0.1848) loss_bbox_dn_4: 0.1797 (0.1835) loss_bbox_dn_5: 0.1797 (0.1835) loss_giou: 0.4316 (0.4756) loss_giou_aux_0: 0.4621 (0.5008) loss_giou_aux_1: 0.4513 (0.4863) loss_giou_aux_2: 0.4480 (0.4803) loss_giou_aux_3: 0.4351 (0.4769) loss_giou_aux_4: 0.4316 (0.4760) loss_giou_aux_5: 0.5359 (0.5664) loss_giou_dn_0: 0.5644 (0.5914) loss_giou_dn_1: 0.4609 (0.4857) loss_giou_dn_2: 0.4247 (0.4554) loss_giou_dn_3: 0.4179 (0.4468) loss_giou_dn_4: 0.4162 (0.4448) loss_giou_dn_5: 0.4164 (0.4450) loss_vfl: 0.6959 (0.6920) loss_vfl_aux_0: 0.8374 (0.7997) loss_vfl_aux_1: 0.7587 (0.7489) loss_vfl_aux_2: 0.7162 (0.7187) loss_vfl_aux_3: 0.7086 (0.7024) loss_vfl_aux_4: 0.6955 (0.6951) loss_vfl_aux_5: 0.8212 (0.7833) loss_vfl_dn_0: 0.4572 (0.4579) loss_vfl_dn_1: 0.3936 (0.3936) loss_vfl_dn_2: 0.3756 (0.3772) loss_vfl_dn_3: 0.3660 (0.3695) loss_vfl_dn_4: 0.3609 (0.3667) loss_vfl_dn_5: 0.3614 (0.3660) time: 0.4732 data: 0.0143 max mem: 5654 Epoch: [36] [ 500/7393] eta: 0:59:20 lr: 0.000010 loss: 15.8748 (16.1945) loss_bbox: 0.1376 (0.1563) loss_bbox_aux_0: 0.1623 (0.1708) loss_bbox_aux_1: 0.1456 (0.1622) loss_bbox_aux_2: 0.1441 (0.1588) loss_bbox_aux_3: 0.1432 (0.1575) loss_bbox_aux_4: 0.1420 (0.1567) loss_bbox_aux_5: 0.1963 (0.2076) loss_bbox_dn_0: 0.2495 (0.2818) loss_bbox_dn_1: 0.1867 (0.2114) loss_bbox_dn_2: 0.1688 (0.1892) loss_bbox_dn_3: 0.1627 (0.1824) loss_bbox_dn_4: 0.1618 (0.1811) loss_bbox_dn_5: 0.1618 (0.1811) loss_giou: 0.4962 (0.4767) loss_giou_aux_0: 0.5328 (0.5025) loss_giou_aux_1: 0.5052 (0.4881) loss_giou_aux_2: 0.5069 (0.4817) loss_giou_aux_3: 0.5078 (0.4784) loss_giou_aux_4: 0.4971 (0.4771) loss_giou_aux_5: 0.5884 (0.5683) loss_giou_dn_0: 0.5995 (0.5912) loss_giou_dn_1: 0.4997 (0.4857) loss_giou_dn_2: 0.4598 (0.4554) loss_giou_dn_3: 0.4519 (0.4469) loss_giou_dn_4: 0.4494 (0.4448) loss_giou_dn_5: 0.4493 (0.4450) loss_vfl: 0.6803 (0.6910) loss_vfl_aux_0: 0.7641 (0.7970) loss_vfl_aux_1: 0.7114 (0.7453) loss_vfl_aux_2: 0.7095 (0.7165) loss_vfl_aux_3: 0.6994 (0.7008) loss_vfl_aux_4: 0.6813 (0.6941) loss_vfl_aux_5: 0.7473 (0.7801) loss_vfl_dn_0: 0.4558 (0.4576) loss_vfl_dn_1: 0.3964 (0.3935) loss_vfl_dn_2: 0.3778 (0.3772) loss_vfl_dn_3: 0.3712 (0.3695) loss_vfl_dn_4: 0.3682 (0.3668) loss_vfl_dn_5: 0.3684 (0.3662) time: 0.4796 data: 0.0149 max mem: 5654 Epoch: [36] [ 600/7393] eta: 0:57:42 lr: 0.000010 loss: 16.4774 (16.1918) loss_bbox: 0.1611 (0.1562) loss_bbox_aux_0: 0.1703 (0.1706) loss_bbox_aux_1: 0.1600 (0.1618) loss_bbox_aux_2: 0.1585 (0.1586) loss_bbox_aux_3: 0.1579 (0.1571) loss_bbox_aux_4: 0.1606 (0.1565) loss_bbox_aux_5: 0.1943 (0.2072) loss_bbox_dn_0: 0.2631 (0.2808) loss_bbox_dn_1: 0.1923 (0.2104) loss_bbox_dn_2: 0.1744 (0.1885) loss_bbox_dn_3: 0.1684 (0.1817) loss_bbox_dn_4: 0.1673 (0.1803) loss_bbox_dn_5: 0.1675 (0.1803) loss_giou: 0.4630 (0.4781) loss_giou_aux_0: 0.4758 (0.5035) loss_giou_aux_1: 0.4678 (0.4891) loss_giou_aux_2: 0.4621 (0.4828) loss_giou_aux_3: 0.4734 (0.4796) loss_giou_aux_4: 0.4627 (0.4784) loss_giou_aux_5: 0.5422 (0.5691) loss_giou_dn_0: 0.5930 (0.5915) loss_giou_dn_1: 0.4819 (0.4859) loss_giou_dn_2: 0.4442 (0.4557) loss_giou_dn_3: 0.4367 (0.4472) loss_giou_dn_4: 0.4331 (0.4451) loss_giou_dn_5: 0.4331 (0.4453) loss_vfl: 0.6697 (0.6902) loss_vfl_aux_0: 0.7847 (0.7960) loss_vfl_aux_1: 0.7335 (0.7450) loss_vfl_aux_2: 0.7039 (0.7160) loss_vfl_aux_3: 0.6834 (0.7004) loss_vfl_aux_4: 0.6767 (0.6935) loss_vfl_aux_5: 0.7537 (0.7791) loss_vfl_dn_0: 0.4599 (0.4573) loss_vfl_dn_1: 0.3948 (0.3934) loss_vfl_dn_2: 0.3813 (0.3772) loss_vfl_dn_3: 0.3717 (0.3696) loss_vfl_dn_4: 0.3686 (0.3668) loss_vfl_dn_5: 0.3672 (0.3662) time: 0.4711 data: 0.0144 max mem: 5654 Epoch: [36] [ 700/7393] eta: 0:56:22 lr: 0.000010 loss: 16.3490 (16.2101) loss_bbox: 0.1742 (0.1571) loss_bbox_aux_0: 0.1686 (0.1712) loss_bbox_aux_1: 0.1674 (0.1626) loss_bbox_aux_2: 0.1706 (0.1596) loss_bbox_aux_3: 0.1762 (0.1579) loss_bbox_aux_4: 0.1777 (0.1574) loss_bbox_aux_5: 0.2113 (0.2076) loss_bbox_dn_0: 0.2740 (0.2796) loss_bbox_dn_1: 0.1998 (0.2095) loss_bbox_dn_2: 0.1703 (0.1877) loss_bbox_dn_3: 0.1626 (0.1809) loss_bbox_dn_4: 0.1629 (0.1796) loss_bbox_dn_5: 0.1629 (0.1796) loss_giou: 0.4628 (0.4804) loss_giou_aux_0: 0.4837 (0.5057) loss_giou_aux_1: 0.4681 (0.4912) loss_giou_aux_2: 0.4587 (0.4851) loss_giou_aux_3: 0.4585 (0.4817) loss_giou_aux_4: 0.4644 (0.4807) loss_giou_aux_5: 0.5450 (0.5714) loss_giou_dn_0: 0.5741 (0.5927) loss_giou_dn_1: 0.4538 (0.4871) loss_giou_dn_2: 0.4283 (0.4569) loss_giou_dn_3: 0.4194 (0.4485) loss_giou_dn_4: 0.4146 (0.4464) loss_giou_dn_5: 0.4153 (0.4466) loss_vfl: 0.6746 (0.6899) loss_vfl_aux_0: 0.7790 (0.7944) loss_vfl_aux_1: 0.7366 (0.7448) loss_vfl_aux_2: 0.6891 (0.7158) loss_vfl_aux_3: 0.6802 (0.7002) loss_vfl_aux_4: 0.6737 (0.6932) loss_vfl_aux_5: 0.7759 (0.7773) loss_vfl_dn_0: 0.4551 (0.4566) loss_vfl_dn_1: 0.3978 (0.3933) loss_vfl_dn_2: 0.3783 (0.3772) loss_vfl_dn_3: 0.3662 (0.3695) loss_vfl_dn_4: 0.3666 (0.3668) loss_vfl_dn_5: 0.3664 (0.3661) time: 0.4690 data: 0.0148 max mem: 5654 Epoch: [36] [ 800/7393] eta: 0:55:13 lr: 0.000010 loss: 16.2089 (16.2130) loss_bbox: 0.1490 (0.1575) loss_bbox_aux_0: 0.1722 (0.1718) loss_bbox_aux_1: 0.1555 (0.1633) loss_bbox_aux_2: 0.1565 (0.1601) loss_bbox_aux_3: 0.1507 (0.1582) loss_bbox_aux_4: 0.1476 (0.1578) loss_bbox_aux_5: 0.2082 (0.2077) loss_bbox_dn_0: 0.2724 (0.2790) loss_bbox_dn_1: 0.2073 (0.2090) loss_bbox_dn_2: 0.1827 (0.1874) loss_bbox_dn_3: 0.1723 (0.1807) loss_bbox_dn_4: 0.1710 (0.1793) loss_bbox_dn_5: 0.1709 (0.1793) loss_giou: 0.4863 (0.4815) loss_giou_aux_0: 0.5092 (0.5071) loss_giou_aux_1: 0.5039 (0.4927) loss_giou_aux_2: 0.4958 (0.4865) loss_giou_aux_3: 0.4907 (0.4829) loss_giou_aux_4: 0.4950 (0.4819) loss_giou_aux_5: 0.5832 (0.5724) loss_giou_dn_0: 0.6012 (0.5929) loss_giou_dn_1: 0.4947 (0.4874) loss_giou_dn_2: 0.4628 (0.4572) loss_giou_dn_3: 0.4580 (0.4488) loss_giou_dn_4: 0.4560 (0.4467) loss_giou_dn_5: 0.4561 (0.4469) loss_vfl: 0.6975 (0.6893) loss_vfl_aux_0: 0.7628 (0.7920) loss_vfl_aux_1: 0.7209 (0.7429) loss_vfl_aux_2: 0.6992 (0.7147) loss_vfl_aux_3: 0.7033 (0.6997) loss_vfl_aux_4: 0.7049 (0.6927) loss_vfl_aux_5: 0.7469 (0.7753) loss_vfl_dn_0: 0.4449 (0.4567) loss_vfl_dn_1: 0.3885 (0.3933) loss_vfl_dn_2: 0.3721 (0.3773) loss_vfl_dn_3: 0.3648 (0.3697) loss_vfl_dn_4: 0.3606 (0.3670) loss_vfl_dn_5: 0.3591 (0.3663) time: 0.4887 data: 0.0144 max mem: 5654 Epoch: [36] [ 900/7393] eta: 0:54:02 lr: 0.000010 loss: 16.0998 (16.2049) loss_bbox: 0.1660 (0.1580) loss_bbox_aux_0: 0.1768 (0.1721) loss_bbox_aux_1: 0.1704 (0.1637) loss_bbox_aux_2: 0.1693 (0.1608) loss_bbox_aux_3: 0.1653 (0.1588) loss_bbox_aux_4: 0.1675 (0.1584) loss_bbox_aux_5: 0.2283 (0.2083) loss_bbox_dn_0: 0.2801 (0.2792) loss_bbox_dn_1: 0.2110 (0.2091) loss_bbox_dn_2: 0.1811 (0.1875) loss_bbox_dn_3: 0.1715 (0.1807) loss_bbox_dn_4: 0.1682 (0.1794) loss_bbox_dn_5: 0.1684 (0.1794) loss_giou: 0.4531 (0.4806) loss_giou_aux_0: 0.4761 (0.5059) loss_giou_aux_1: 0.4659 (0.4914) loss_giou_aux_2: 0.4624 (0.4856) loss_giou_aux_3: 0.4535 (0.4818) loss_giou_aux_4: 0.4563 (0.4809) loss_giou_aux_5: 0.5355 (0.5714) loss_giou_dn_0: 0.5705 (0.5919) loss_giou_dn_1: 0.4654 (0.4864) loss_giou_dn_2: 0.4355 (0.4563) loss_giou_dn_3: 0.4235 (0.4478) loss_giou_dn_4: 0.4193 (0.4458) loss_giou_dn_5: 0.4190 (0.4459) loss_vfl: 0.6608 (0.6898) loss_vfl_aux_0: 0.7945 (0.7926) loss_vfl_aux_1: 0.7168 (0.7436) loss_vfl_aux_2: 0.6853 (0.7150) loss_vfl_aux_3: 0.6798 (0.7003) loss_vfl_aux_4: 0.6643 (0.6931) loss_vfl_aux_5: 0.7836 (0.7753) loss_vfl_dn_0: 0.4526 (0.4565) loss_vfl_dn_1: 0.3912 (0.3930) loss_vfl_dn_2: 0.3703 (0.3769) loss_vfl_dn_3: 0.3620 (0.3693) loss_vfl_dn_4: 0.3583 (0.3667) loss_vfl_dn_5: 0.3564 (0.3660) time: 0.4772 data: 0.0135 max mem: 5654 Epoch: [36] [1000/7393] eta: 0:52:58 lr: 0.000010 loss: 16.1537 (16.1838) loss_bbox: 0.1447 (0.1583) loss_bbox_aux_0: 0.1603 (0.1722) loss_bbox_aux_1: 0.1512 (0.1639) loss_bbox_aux_2: 0.1520 (0.1610) loss_bbox_aux_3: 0.1490 (0.1591) loss_bbox_aux_4: 0.1446 (0.1586) loss_bbox_aux_5: 0.2001 (0.2088) loss_bbox_dn_0: 0.2600 (0.2796) loss_bbox_dn_1: 0.2095 (0.2094) loss_bbox_dn_2: 0.1826 (0.1877) loss_bbox_dn_3: 0.1816 (0.1809) loss_bbox_dn_4: 0.1816 (0.1796) loss_bbox_dn_5: 0.1816 (0.1796) loss_giou: 0.4606 (0.4788) loss_giou_aux_0: 0.4796 (0.5040) loss_giou_aux_1: 0.4596 (0.4896) loss_giou_aux_2: 0.4664 (0.4837) loss_giou_aux_3: 0.4680 (0.4801) loss_giou_aux_4: 0.4710 (0.4791) loss_giou_aux_5: 0.5792 (0.5696) loss_giou_dn_0: 0.5882 (0.5902) loss_giou_dn_1: 0.4844 (0.4849) loss_giou_dn_2: 0.4562 (0.4549) loss_giou_dn_3: 0.4494 (0.4465) loss_giou_dn_4: 0.4465 (0.4444) loss_giou_dn_5: 0.4467 (0.4446) loss_vfl: 0.6698 (0.6893) loss_vfl_aux_0: 0.7821 (0.7928) loss_vfl_aux_1: 0.7555 (0.7437) loss_vfl_aux_2: 0.7014 (0.7150) loss_vfl_aux_3: 0.6688 (0.6998) loss_vfl_aux_4: 0.6565 (0.6925) loss_vfl_aux_5: 0.7453 (0.7753) loss_vfl_dn_0: 0.4503 (0.4564) loss_vfl_dn_1: 0.3984 (0.3926) loss_vfl_dn_2: 0.3847 (0.3765) loss_vfl_dn_3: 0.3770 (0.3689) loss_vfl_dn_4: 0.3719 (0.3663) loss_vfl_dn_5: 0.3718 (0.3656) time: 0.4921 data: 0.0143 max mem: 5654 Epoch: [36] [1100/7393] eta: 0:51:56 lr: 0.000010 loss: 15.9518 (16.1786) loss_bbox: 0.1617 (0.1581) loss_bbox_aux_0: 0.1750 (0.1720) loss_bbox_aux_1: 0.1713 (0.1638) loss_bbox_aux_2: 0.1647 (0.1607) loss_bbox_aux_3: 0.1573 (0.1588) loss_bbox_aux_4: 0.1560 (0.1583) loss_bbox_aux_5: 0.2123 (0.2087) loss_bbox_dn_0: 0.2541 (0.2791) loss_bbox_dn_1: 0.1818 (0.2087) loss_bbox_dn_2: 0.1672 (0.1871) loss_bbox_dn_3: 0.1634 (0.1804) loss_bbox_dn_4: 0.1631 (0.1790) loss_bbox_dn_5: 0.1632 (0.1790) loss_giou: 0.4589 (0.4798) loss_giou_aux_0: 0.5126 (0.5051) loss_giou_aux_1: 0.4918 (0.4908) loss_giou_aux_2: 0.4701 (0.4847) loss_giou_aux_3: 0.4590 (0.4811) loss_giou_aux_4: 0.4603 (0.4801) loss_giou_aux_5: 0.5646 (0.5707) loss_giou_dn_0: 0.6034 (0.5907) loss_giou_dn_1: 0.5062 (0.4853) loss_giou_dn_2: 0.4787 (0.4554) loss_giou_dn_3: 0.4686 (0.4470) loss_giou_dn_4: 0.4702 (0.4449) loss_giou_dn_5: 0.4701 (0.4451) loss_vfl: 0.6722 (0.6879) loss_vfl_aux_0: 0.7607 (0.7915) loss_vfl_aux_1: 0.7246 (0.7422) loss_vfl_aux_2: 0.6737 (0.7139) loss_vfl_aux_3: 0.6885 (0.6987) loss_vfl_aux_4: 0.6809 (0.6911) loss_vfl_aux_5: 0.7299 (0.7736) loss_vfl_dn_0: 0.4615 (0.4563) loss_vfl_dn_1: 0.3940 (0.3924) loss_vfl_dn_2: 0.3775 (0.3764) loss_vfl_dn_3: 0.3692 (0.3688) loss_vfl_dn_4: 0.3670 (0.3662) loss_vfl_dn_5: 0.3653 (0.3654) time: 0.4640 data: 0.0146 max mem: 5654 Epoch: [36] [1200/7393] eta: 0:50:55 lr: 0.000010 loss: 16.0596 (16.1707) loss_bbox: 0.1476 (0.1579) loss_bbox_aux_0: 0.1647 (0.1719) loss_bbox_aux_1: 0.1564 (0.1638) loss_bbox_aux_2: 0.1596 (0.1606) loss_bbox_aux_3: 0.1539 (0.1587) loss_bbox_aux_4: 0.1477 (0.1581) loss_bbox_aux_5: 0.1935 (0.2087) loss_bbox_dn_0: 0.2515 (0.2785) loss_bbox_dn_1: 0.1958 (0.2082) loss_bbox_dn_2: 0.1766 (0.1867) loss_bbox_dn_3: 0.1727 (0.1800) loss_bbox_dn_4: 0.1697 (0.1786) loss_bbox_dn_5: 0.1697 (0.1786) loss_giou: 0.5104 (0.4802) loss_giou_aux_0: 0.5250 (0.5056) loss_giou_aux_1: 0.5230 (0.4913) loss_giou_aux_2: 0.5121 (0.4853) loss_giou_aux_3: 0.5116 (0.4816) loss_giou_aux_4: 0.5104 (0.4804) loss_giou_aux_5: 0.5664 (0.5714) loss_giou_dn_0: 0.6179 (0.5910) loss_giou_dn_1: 0.5194 (0.4855) loss_giou_dn_2: 0.4898 (0.4556) loss_giou_dn_3: 0.4811 (0.4471) loss_giou_dn_4: 0.4816 (0.4451) loss_giou_dn_5: 0.4820 (0.4453) loss_vfl: 0.6444 (0.6868) loss_vfl_aux_0: 0.7265 (0.7904) loss_vfl_aux_1: 0.7035 (0.7405) loss_vfl_aux_2: 0.6658 (0.7122) loss_vfl_aux_3: 0.6572 (0.6974) loss_vfl_aux_4: 0.6459 (0.6900) loss_vfl_aux_5: 0.7229 (0.7724) loss_vfl_dn_0: 0.4496 (0.4561) loss_vfl_dn_1: 0.3914 (0.3923) loss_vfl_dn_2: 0.3780 (0.3763) loss_vfl_dn_3: 0.3700 (0.3688) loss_vfl_dn_4: 0.3689 (0.3662) loss_vfl_dn_5: 0.3661 (0.3654) time: 0.4792 data: 0.0152 max mem: 5654 Epoch: [36] [1300/7393] eta: 0:49:55 lr: 0.000010 loss: 16.1246 (16.1647) loss_bbox: 0.1393 (0.1575) loss_bbox_aux_0: 0.1479 (0.1715) loss_bbox_aux_1: 0.1403 (0.1634) loss_bbox_aux_2: 0.1432 (0.1602) loss_bbox_aux_3: 0.1398 (0.1583) loss_bbox_aux_4: 0.1405 (0.1576) loss_bbox_aux_5: 0.1856 (0.2083) loss_bbox_dn_0: 0.2383 (0.2783) loss_bbox_dn_1: 0.1771 (0.2080) loss_bbox_dn_2: 0.1611 (0.1866) loss_bbox_dn_3: 0.1575 (0.1799) loss_bbox_dn_4: 0.1557 (0.1785) loss_bbox_dn_5: 0.1554 (0.1785) loss_giou: 0.4918 (0.4797) loss_giou_aux_0: 0.5076 (0.5053) loss_giou_aux_1: 0.5072 (0.4911) loss_giou_aux_2: 0.5028 (0.4850) loss_giou_aux_3: 0.4942 (0.4812) loss_giou_aux_4: 0.4886 (0.4798) loss_giou_aux_5: 0.5825 (0.5710) loss_giou_dn_0: 0.5926 (0.5906) loss_giou_dn_1: 0.4971 (0.4851) loss_giou_dn_2: 0.4667 (0.4553) loss_giou_dn_3: 0.4603 (0.4468) loss_giou_dn_4: 0.4570 (0.4448) loss_giou_dn_5: 0.4567 (0.4450) loss_vfl: 0.6591 (0.6872) loss_vfl_aux_0: 0.7726 (0.7911) loss_vfl_aux_1: 0.7029 (0.7405) loss_vfl_aux_2: 0.6882 (0.7125) loss_vfl_aux_3: 0.6788 (0.6979) loss_vfl_aux_4: 0.6650 (0.6906) loss_vfl_aux_5: 0.7437 (0.7731) loss_vfl_dn_0: 0.4557 (0.4561) loss_vfl_dn_1: 0.3881 (0.3922) loss_vfl_dn_2: 0.3737 (0.3763) loss_vfl_dn_3: 0.3649 (0.3687) loss_vfl_dn_4: 0.3624 (0.3661) loss_vfl_dn_5: 0.3636 (0.3653) time: 0.4736 data: 0.0137 max mem: 5654 Epoch: [36] [1400/7393] eta: 0:48:58 lr: 0.000010 loss: 16.0024 (16.1590) loss_bbox: 0.1733 (0.1574) loss_bbox_aux_0: 0.1900 (0.1716) loss_bbox_aux_1: 0.1714 (0.1633) loss_bbox_aux_2: 0.1744 (0.1601) loss_bbox_aux_3: 0.1738 (0.1582) loss_bbox_aux_4: 0.1719 (0.1576) loss_bbox_aux_5: 0.2244 (0.2086) loss_bbox_dn_0: 0.2983 (0.2785) loss_bbox_dn_1: 0.2199 (0.2082) loss_bbox_dn_2: 0.1996 (0.1866) loss_bbox_dn_3: 0.1956 (0.1799) loss_bbox_dn_4: 0.1928 (0.1785) loss_bbox_dn_5: 0.1929 (0.1785) loss_giou: 0.4280 (0.4788) loss_giou_aux_0: 0.4709 (0.5045) loss_giou_aux_1: 0.4381 (0.4901) loss_giou_aux_2: 0.4357 (0.4841) loss_giou_aux_3: 0.4355 (0.4803) loss_giou_aux_4: 0.4277 (0.4789) loss_giou_aux_5: 0.5267 (0.5702) loss_giou_dn_0: 0.5729 (0.5902) loss_giou_dn_1: 0.4679 (0.4846) loss_giou_dn_2: 0.4355 (0.4547) loss_giou_dn_3: 0.4289 (0.4462) loss_giou_dn_4: 0.4259 (0.4442) loss_giou_dn_5: 0.4261 (0.4444) loss_vfl: 0.6902 (0.6878) loss_vfl_aux_0: 0.7812 (0.7915) loss_vfl_aux_1: 0.7541 (0.7411) loss_vfl_aux_2: 0.7150 (0.7130) loss_vfl_aux_3: 0.6940 (0.6984) loss_vfl_aux_4: 0.7030 (0.6911) loss_vfl_aux_5: 0.7677 (0.7740) loss_vfl_dn_0: 0.4492 (0.4562) loss_vfl_dn_1: 0.3895 (0.3921) loss_vfl_dn_2: 0.3771 (0.3761) loss_vfl_dn_3: 0.3685 (0.3686) loss_vfl_dn_4: 0.3682 (0.3659) loss_vfl_dn_5: 0.3665 (0.3652) time: 0.4759 data: 0.0144 max mem: 5654 Epoch: [36] [1500/7393] eta: 0:48:04 lr: 0.000010 loss: 15.9396 (16.1549) loss_bbox: 0.1353 (0.1577) loss_bbox_aux_0: 0.1580 (0.1719) loss_bbox_aux_1: 0.1503 (0.1636) loss_bbox_aux_2: 0.1412 (0.1603) loss_bbox_aux_3: 0.1400 (0.1584) loss_bbox_aux_4: 0.1353 (0.1578) loss_bbox_aux_5: 0.1969 (0.2091) loss_bbox_dn_0: 0.2496 (0.2793) loss_bbox_dn_1: 0.1868 (0.2087) loss_bbox_dn_2: 0.1677 (0.1869) loss_bbox_dn_3: 0.1614 (0.1802) loss_bbox_dn_4: 0.1590 (0.1789) loss_bbox_dn_5: 0.1591 (0.1789) loss_giou: 0.4810 (0.4780) loss_giou_aux_0: 0.5188 (0.5037) loss_giou_aux_1: 0.4970 (0.4893) loss_giou_aux_2: 0.4954 (0.4833) loss_giou_aux_3: 0.5033 (0.4795) loss_giou_aux_4: 0.4893 (0.4781) loss_giou_aux_5: 0.5781 (0.5696) loss_giou_dn_0: 0.5846 (0.5898) loss_giou_dn_1: 0.4879 (0.4841) loss_giou_dn_2: 0.4527 (0.4542) loss_giou_dn_3: 0.4452 (0.4458) loss_giou_dn_4: 0.4411 (0.4437) loss_giou_dn_5: 0.4404 (0.4439) loss_vfl: 0.6684 (0.6879) loss_vfl_aux_0: 0.7895 (0.7917) loss_vfl_aux_1: 0.7265 (0.7411) loss_vfl_aux_2: 0.7108 (0.7130) loss_vfl_aux_3: 0.6725 (0.6983) loss_vfl_aux_4: 0.6728 (0.6912) loss_vfl_aux_5: 0.7582 (0.7744) loss_vfl_dn_0: 0.4598 (0.4561) loss_vfl_dn_1: 0.3885 (0.3919) loss_vfl_dn_2: 0.3731 (0.3759) loss_vfl_dn_3: 0.3682 (0.3683) loss_vfl_dn_4: 0.3640 (0.3657) loss_vfl_dn_5: 0.3633 (0.3649) time: 0.4794 data: 0.0140 max mem: 5654 Epoch: [36] [1600/7393] eta: 0:47:12 lr: 0.000010 loss: 15.9944 (16.1639) loss_bbox: 0.1474 (0.1578) loss_bbox_aux_0: 0.1591 (0.1720) loss_bbox_aux_1: 0.1570 (0.1637) loss_bbox_aux_2: 0.1466 (0.1603) loss_bbox_aux_3: 0.1473 (0.1584) loss_bbox_aux_4: 0.1509 (0.1579) loss_bbox_aux_5: 0.1986 (0.2094) loss_bbox_dn_0: 0.2665 (0.2796) loss_bbox_dn_1: 0.2009 (0.2090) loss_bbox_dn_2: 0.1759 (0.1872) loss_bbox_dn_3: 0.1689 (0.1805) loss_bbox_dn_4: 0.1677 (0.1791) loss_bbox_dn_5: 0.1678 (0.1791) loss_giou: 0.4643 (0.4781) loss_giou_aux_0: 0.5018 (0.5040) loss_giou_aux_1: 0.4833 (0.4896) loss_giou_aux_2: 0.4730 (0.4835) loss_giou_aux_3: 0.4660 (0.4797) loss_giou_aux_4: 0.4672 (0.4783) loss_giou_aux_5: 0.5589 (0.5699) loss_giou_dn_0: 0.5914 (0.5904) loss_giou_dn_1: 0.4840 (0.4846) loss_giou_dn_2: 0.4636 (0.4547) loss_giou_dn_3: 0.4629 (0.4463) loss_giou_dn_4: 0.4623 (0.4442) loss_giou_dn_5: 0.4624 (0.4444) loss_vfl: 0.6660 (0.6881) loss_vfl_aux_0: 0.7781 (0.7921) loss_vfl_aux_1: 0.7023 (0.7410) loss_vfl_aux_2: 0.6826 (0.7131) loss_vfl_aux_3: 0.6709 (0.6985) loss_vfl_aux_4: 0.6656 (0.6915) loss_vfl_aux_5: 0.7825 (0.7749) loss_vfl_dn_0: 0.4540 (0.4560) loss_vfl_dn_1: 0.3952 (0.3919) loss_vfl_dn_2: 0.3812 (0.3759) loss_vfl_dn_3: 0.3745 (0.3684) loss_vfl_dn_4: 0.3681 (0.3657) loss_vfl_dn_5: 0.3668 (0.3650) time: 0.4772 data: 0.0140 max mem: 5654 Epoch: [36] [1700/7393] eta: 0:46:22 lr: 0.000010 loss: 16.2264 (16.1630) loss_bbox: 0.1462 (0.1576) loss_bbox_aux_0: 0.1489 (0.1716) loss_bbox_aux_1: 0.1466 (0.1634) loss_bbox_aux_2: 0.1411 (0.1601) loss_bbox_aux_3: 0.1454 (0.1581) loss_bbox_aux_4: 0.1464 (0.1576) loss_bbox_aux_5: 0.1919 (0.2089) loss_bbox_dn_0: 0.2472 (0.2793) loss_bbox_dn_1: 0.1798 (0.2087) loss_bbox_dn_2: 0.1635 (0.1870) loss_bbox_dn_3: 0.1576 (0.1803) loss_bbox_dn_4: 0.1566 (0.1789) loss_bbox_dn_5: 0.1566 (0.1789) loss_giou: 0.4859 (0.4787) loss_giou_aux_0: 0.5225 (0.5045) loss_giou_aux_1: 0.5182 (0.4902) loss_giou_aux_2: 0.4969 (0.4842) loss_giou_aux_3: 0.4812 (0.4802) loss_giou_aux_4: 0.4861 (0.4788) loss_giou_aux_5: 0.5809 (0.5704) loss_giou_dn_0: 0.5968 (0.5910) loss_giou_dn_1: 0.4783 (0.4850) loss_giou_dn_2: 0.4525 (0.4551) loss_giou_dn_3: 0.4433 (0.4467) loss_giou_dn_4: 0.4433 (0.4446) loss_giou_dn_5: 0.4434 (0.4448) loss_vfl: 0.6650 (0.6875) loss_vfl_aux_0: 0.7626 (0.7916) loss_vfl_aux_1: 0.7331 (0.7403) loss_vfl_aux_2: 0.6906 (0.7123) loss_vfl_aux_3: 0.6824 (0.6981) loss_vfl_aux_4: 0.6759 (0.6909) loss_vfl_aux_5: 0.7473 (0.7744) loss_vfl_dn_0: 0.4517 (0.4560) loss_vfl_dn_1: 0.3954 (0.3919) loss_vfl_dn_2: 0.3758 (0.3760) loss_vfl_dn_3: 0.3681 (0.3685) loss_vfl_dn_4: 0.3673 (0.3658) loss_vfl_dn_5: 0.3659 (0.3650) time: 0.4794 data: 0.0142 max mem: 5654 Epoch: [36] [1800/7393] eta: 0:45:50 lr: 0.000010 loss: 16.5441 (16.1633) loss_bbox: 0.1403 (0.1575) loss_bbox_aux_0: 0.1503 (0.1714) loss_bbox_aux_1: 0.1464 (0.1632) loss_bbox_aux_2: 0.1379 (0.1599) loss_bbox_aux_3: 0.1342 (0.1580) loss_bbox_aux_4: 0.1362 (0.1575) loss_bbox_aux_5: 0.1788 (0.2089) loss_bbox_dn_0: 0.2597 (0.2789) loss_bbox_dn_1: 0.1965 (0.2084) loss_bbox_dn_2: 0.1681 (0.1868) loss_bbox_dn_3: 0.1571 (0.1802) loss_bbox_dn_4: 0.1548 (0.1788) loss_bbox_dn_5: 0.1548 (0.1788) loss_giou: 0.5032 (0.4791) loss_giou_aux_0: 0.5125 (0.5049) loss_giou_aux_1: 0.5211 (0.4906) loss_giou_aux_2: 0.5052 (0.4845) loss_giou_aux_3: 0.5003 (0.4806) loss_giou_aux_4: 0.5003 (0.4792) loss_giou_aux_5: 0.5742 (0.5708) loss_giou_dn_0: 0.6152 (0.5915) loss_giou_dn_1: 0.4909 (0.4854) loss_giou_dn_2: 0.4639 (0.4555) loss_giou_dn_3: 0.4582 (0.4471) loss_giou_dn_4: 0.4561 (0.4451) loss_giou_dn_5: 0.4559 (0.4453) loss_vfl: 0.6645 (0.6871) loss_vfl_aux_0: 0.7580 (0.7911) loss_vfl_aux_1: 0.7095 (0.7397) loss_vfl_aux_2: 0.6779 (0.7121) loss_vfl_aux_3: 0.6797 (0.6977) loss_vfl_aux_4: 0.6543 (0.6905) loss_vfl_aux_5: 0.7468 (0.7736) loss_vfl_dn_0: 0.4583 (0.4560) loss_vfl_dn_1: 0.3993 (0.3920) loss_vfl_dn_2: 0.3802 (0.3760) loss_vfl_dn_3: 0.3716 (0.3685) loss_vfl_dn_4: 0.3683 (0.3659) loss_vfl_dn_5: 0.3682 (0.3651) time: 0.4765 data: 0.0139 max mem: 5654 Epoch: [36] [1900/7393] eta: 0:45:18 lr: 0.000010 loss: 16.2329 (16.1604) loss_bbox: 0.1473 (0.1573) loss_bbox_aux_0: 0.1526 (0.1711) loss_bbox_aux_1: 0.1501 (0.1630) loss_bbox_aux_2: 0.1495 (0.1597) loss_bbox_aux_3: 0.1430 (0.1578) loss_bbox_aux_4: 0.1424 (0.1573) loss_bbox_aux_5: 0.1783 (0.2085) loss_bbox_dn_0: 0.2188 (0.2783) loss_bbox_dn_1: 0.1675 (0.2081) loss_bbox_dn_2: 0.1517 (0.1865) loss_bbox_dn_3: 0.1447 (0.1799) loss_bbox_dn_4: 0.1448 (0.1785) loss_bbox_dn_5: 0.1448 (0.1785) loss_giou: 0.4843 (0.4793) loss_giou_aux_0: 0.5232 (0.5050) loss_giou_aux_1: 0.4991 (0.4907) loss_giou_aux_2: 0.4918 (0.4846) loss_giou_aux_3: 0.4903 (0.4808) loss_giou_aux_4: 0.4861 (0.4794) loss_giou_aux_5: 0.5679 (0.5708) loss_giou_dn_0: 0.5839 (0.5916) loss_giou_dn_1: 0.4890 (0.4856) loss_giou_dn_2: 0.4514 (0.4557) loss_giou_dn_3: 0.4426 (0.4473) loss_giou_dn_4: 0.4409 (0.4452) loss_giou_dn_5: 0.4414 (0.4454) loss_vfl: 0.6486 (0.6867) loss_vfl_aux_0: 0.7784 (0.7914) loss_vfl_aux_1: 0.7127 (0.7401) loss_vfl_aux_2: 0.6791 (0.7118) loss_vfl_aux_3: 0.6679 (0.6975) loss_vfl_aux_4: 0.6469 (0.6902) loss_vfl_aux_5: 0.7555 (0.7734) loss_vfl_dn_0: 0.4551 (0.4559) loss_vfl_dn_1: 0.3898 (0.3920) loss_vfl_dn_2: 0.3741 (0.3760) loss_vfl_dn_3: 0.3684 (0.3685) loss_vfl_dn_4: 0.3657 (0.3659) loss_vfl_dn_5: 0.3648 (0.3651) time: 0.4756 data: 0.0136 max mem: 5654 Epoch: [36] [2000/7393] eta: 0:44:23 lr: 0.000010 loss: 15.7411 (16.1497) loss_bbox: 0.1330 (0.1570) loss_bbox_aux_0: 0.1544 (0.1708) loss_bbox_aux_1: 0.1392 (0.1626) loss_bbox_aux_2: 0.1368 (0.1593) loss_bbox_aux_3: 0.1301 (0.1574) loss_bbox_aux_4: 0.1352 (0.1569) loss_bbox_aux_5: 0.1978 (0.2082) loss_bbox_dn_0: 0.2414 (0.2779) loss_bbox_dn_1: 0.1850 (0.2077) loss_bbox_dn_2: 0.1687 (0.1862) loss_bbox_dn_3: 0.1643 (0.1795) loss_bbox_dn_4: 0.1644 (0.1781) loss_bbox_dn_5: 0.1643 (0.1781) loss_giou: 0.4498 (0.4792) loss_giou_aux_0: 0.4809 (0.5048) loss_giou_aux_1: 0.4565 (0.4905) loss_giou_aux_2: 0.4504 (0.4844) loss_giou_aux_3: 0.4438 (0.4805) loss_giou_aux_4: 0.4460 (0.4793) loss_giou_aux_5: 0.5446 (0.5707) loss_giou_dn_0: 0.5789 (0.5915) loss_giou_dn_1: 0.4633 (0.4854) loss_giou_dn_2: 0.4314 (0.4555) loss_giou_dn_3: 0.4196 (0.4471) loss_giou_dn_4: 0.4178 (0.4450) loss_giou_dn_5: 0.4178 (0.4452) loss_vfl: 0.6599 (0.6861) loss_vfl_aux_0: 0.7675 (0.7909) loss_vfl_aux_1: 0.7238 (0.7395) loss_vfl_aux_2: 0.6900 (0.7113) loss_vfl_aux_3: 0.6779 (0.6971) loss_vfl_aux_4: 0.6579 (0.6895) loss_vfl_aux_5: 0.7393 (0.7730) loss_vfl_dn_0: 0.4532 (0.4560) loss_vfl_dn_1: 0.3916 (0.3920) loss_vfl_dn_2: 0.3753 (0.3761) loss_vfl_dn_3: 0.3679 (0.3686) loss_vfl_dn_4: 0.3658 (0.3659) loss_vfl_dn_5: 0.3657 (0.3652) time: 0.4782 data: 0.0143 max mem: 5654 Epoch: [36] [2100/7393] eta: 0:43:30 lr: 0.000010 loss: 15.6921 (16.1446) loss_bbox: 0.1681 (0.1569) loss_bbox_aux_0: 0.1821 (0.1708) loss_bbox_aux_1: 0.1751 (0.1625) loss_bbox_aux_2: 0.1654 (0.1593) loss_bbox_aux_3: 0.1690 (0.1573) loss_bbox_aux_4: 0.1670 (0.1569) loss_bbox_aux_5: 0.2229 (0.2081) loss_bbox_dn_0: 0.2731 (0.2778) loss_bbox_dn_1: 0.2165 (0.2076) loss_bbox_dn_2: 0.2012 (0.1861) loss_bbox_dn_3: 0.1948 (0.1795) loss_bbox_dn_4: 0.1915 (0.1781) loss_bbox_dn_5: 0.1914 (0.1781) loss_giou: 0.4048 (0.4789) loss_giou_aux_0: 0.4133 (0.5044) loss_giou_aux_1: 0.4071 (0.4902) loss_giou_aux_2: 0.4087 (0.4843) loss_giou_aux_3: 0.4104 (0.4802) loss_giou_aux_4: 0.4072 (0.4790) loss_giou_aux_5: 0.4766 (0.5704) loss_giou_dn_0: 0.5473 (0.5913) loss_giou_dn_1: 0.4238 (0.4851) loss_giou_dn_2: 0.3958 (0.4552) loss_giou_dn_3: 0.3849 (0.4468) loss_giou_dn_4: 0.3787 (0.4447) loss_giou_dn_5: 0.3788 (0.4449) loss_vfl: 0.6624 (0.6861) loss_vfl_aux_0: 0.7731 (0.7907) loss_vfl_aux_1: 0.7465 (0.7395) loss_vfl_aux_2: 0.7023 (0.7111) loss_vfl_aux_3: 0.6674 (0.6971) loss_vfl_aux_4: 0.6785 (0.6894) loss_vfl_aux_5: 0.7918 (0.7729) loss_vfl_dn_0: 0.4528 (0.4560) loss_vfl_dn_1: 0.3848 (0.3920) loss_vfl_dn_2: 0.3641 (0.3760) loss_vfl_dn_3: 0.3581 (0.3685) loss_vfl_dn_4: 0.3546 (0.3658) loss_vfl_dn_5: 0.3544 (0.3651) time: 0.4820 data: 0.0147 max mem: 5654 Epoch: [36] [2200/7393] eta: 0:42:37 lr: 0.000010 loss: 16.2068 (16.1420) loss_bbox: 0.1453 (0.1567) loss_bbox_aux_0: 0.1598 (0.1705) loss_bbox_aux_1: 0.1490 (0.1622) loss_bbox_aux_2: 0.1417 (0.1590) loss_bbox_aux_3: 0.1455 (0.1570) loss_bbox_aux_4: 0.1456 (0.1566) loss_bbox_aux_5: 0.1979 (0.2078) loss_bbox_dn_0: 0.2369 (0.2767) loss_bbox_dn_1: 0.1700 (0.2068) loss_bbox_dn_2: 0.1557 (0.1853) loss_bbox_dn_3: 0.1488 (0.1788) loss_bbox_dn_4: 0.1478 (0.1773) loss_bbox_dn_5: 0.1479 (0.1773) loss_giou: 0.5137 (0.4801) loss_giou_aux_0: 0.5491 (0.5056) loss_giou_aux_1: 0.5166 (0.4913) loss_giou_aux_2: 0.5227 (0.4855) loss_giou_aux_3: 0.5204 (0.4814) loss_giou_aux_4: 0.5151 (0.4803) loss_giou_aux_5: 0.5946 (0.5717) loss_giou_dn_0: 0.6118 (0.5916) loss_giou_dn_1: 0.4934 (0.4854) loss_giou_dn_2: 0.4624 (0.4555) loss_giou_dn_3: 0.4508 (0.4471) loss_giou_dn_4: 0.4501 (0.4451) loss_giou_dn_5: 0.4504 (0.4452) loss_vfl: 0.6451 (0.6852) loss_vfl_aux_0: 0.7613 (0.7896) loss_vfl_aux_1: 0.7322 (0.7387) loss_vfl_aux_2: 0.6925 (0.7103) loss_vfl_aux_3: 0.6685 (0.6963) loss_vfl_aux_4: 0.6405 (0.6886) loss_vfl_aux_5: 0.7463 (0.7720) loss_vfl_dn_0: 0.4510 (0.4559) loss_vfl_dn_1: 0.3914 (0.3919) loss_vfl_dn_2: 0.3738 (0.3760) loss_vfl_dn_3: 0.3653 (0.3685) loss_vfl_dn_4: 0.3629 (0.3658) loss_vfl_dn_5: 0.3633 (0.3651) time: 0.4894 data: 0.0141 max mem: 5654 Epoch: [36] [2300/7393] eta: 0:41:43 lr: 0.000010 loss: 16.0286 (16.1430) loss_bbox: 0.1434 (0.1566) loss_bbox_aux_0: 0.1595 (0.1705) loss_bbox_aux_1: 0.1518 (0.1622) loss_bbox_aux_2: 0.1344 (0.1589) loss_bbox_aux_3: 0.1371 (0.1569) loss_bbox_aux_4: 0.1427 (0.1566) loss_bbox_aux_5: 0.1968 (0.2078) loss_bbox_dn_0: 0.2715 (0.2768) loss_bbox_dn_1: 0.2107 (0.2069) loss_bbox_dn_2: 0.1950 (0.1855) loss_bbox_dn_3: 0.1861 (0.1790) loss_bbox_dn_4: 0.1818 (0.1775) loss_bbox_dn_5: 0.1818 (0.1775) loss_giou: 0.4914 (0.4799) loss_giou_aux_0: 0.5083 (0.5055) loss_giou_aux_1: 0.4932 (0.4912) loss_giou_aux_2: 0.4944 (0.4853) loss_giou_aux_3: 0.4920 (0.4812) loss_giou_aux_4: 0.4917 (0.4800) loss_giou_aux_5: 0.5673 (0.5716) loss_giou_dn_0: 0.6003 (0.5914) loss_giou_dn_1: 0.5118 (0.4853) loss_giou_dn_2: 0.4770 (0.4554) loss_giou_dn_3: 0.4686 (0.4470) loss_giou_dn_4: 0.4655 (0.4450) loss_giou_dn_5: 0.4659 (0.4452) loss_vfl: 0.6595 (0.6856) loss_vfl_aux_0: 0.7629 (0.7900) loss_vfl_aux_1: 0.7244 (0.7391) loss_vfl_aux_2: 0.6899 (0.7107) loss_vfl_aux_3: 0.6786 (0.6968) loss_vfl_aux_4: 0.6550 (0.6889) loss_vfl_aux_5: 0.7681 (0.7721) loss_vfl_dn_0: 0.4562 (0.4560) loss_vfl_dn_1: 0.3867 (0.3919) loss_vfl_dn_2: 0.3751 (0.3760) loss_vfl_dn_3: 0.3656 (0.3684) loss_vfl_dn_4: 0.3625 (0.3658) loss_vfl_dn_5: 0.3631 (0.3650) time: 0.4667 data: 0.0139 max mem: 5654 Epoch: [36] [2400/7393] eta: 0:40:51 lr: 0.000010 loss: 15.8798 (16.1364) loss_bbox: 0.1631 (0.1564) loss_bbox_aux_0: 0.1660 (0.1702) loss_bbox_aux_1: 0.1564 (0.1620) loss_bbox_aux_2: 0.1636 (0.1588) loss_bbox_aux_3: 0.1628 (0.1568) loss_bbox_aux_4: 0.1631 (0.1564) loss_bbox_aux_5: 0.1993 (0.2077) loss_bbox_dn_0: 0.2811 (0.2768) loss_bbox_dn_1: 0.2149 (0.2068) loss_bbox_dn_2: 0.1964 (0.1854) loss_bbox_dn_3: 0.1878 (0.1788) loss_bbox_dn_4: 0.1887 (0.1773) loss_bbox_dn_5: 0.1886 (0.1773) loss_giou: 0.4177 (0.4794) loss_giou_aux_0: 0.4618 (0.5049) loss_giou_aux_1: 0.4396 (0.4906) loss_giou_aux_2: 0.4217 (0.4847) loss_giou_aux_3: 0.4183 (0.4806) loss_giou_aux_4: 0.4177 (0.4795) loss_giou_aux_5: 0.5115 (0.5711) loss_giou_dn_0: 0.5459 (0.5911) loss_giou_dn_1: 0.4438 (0.4850) loss_giou_dn_2: 0.4210 (0.4551) loss_giou_dn_3: 0.4130 (0.4467) loss_giou_dn_4: 0.4104 (0.4446) loss_giou_dn_5: 0.4105 (0.4448) loss_vfl: 0.6934 (0.6857) loss_vfl_aux_0: 0.8209 (0.7905) loss_vfl_aux_1: 0.7513 (0.7393) loss_vfl_aux_2: 0.7218 (0.7111) loss_vfl_aux_3: 0.7181 (0.6971) loss_vfl_aux_4: 0.7041 (0.6891) loss_vfl_aux_5: 0.8042 (0.7722) loss_vfl_dn_0: 0.4597 (0.4560) loss_vfl_dn_1: 0.3915 (0.3918) loss_vfl_dn_2: 0.3692 (0.3759) loss_vfl_dn_3: 0.3630 (0.3683) loss_vfl_dn_4: 0.3605 (0.3656) loss_vfl_dn_5: 0.3618 (0.3649) time: 0.4902 data: 0.0139 max mem: 5654 Epoch: [36] [2500/7393] eta: 0:40:01 lr: 0.000010 loss: 15.7016 (16.1343) loss_bbox: 0.1387 (0.1566) loss_bbox_aux_0: 0.1569 (0.1703) loss_bbox_aux_1: 0.1492 (0.1622) loss_bbox_aux_2: 0.1463 (0.1589) loss_bbox_aux_3: 0.1398 (0.1569) loss_bbox_aux_4: 0.1402 (0.1565) loss_bbox_aux_5: 0.2009 (0.2077) loss_bbox_dn_0: 0.2675 (0.2772) loss_bbox_dn_1: 0.1900 (0.2071) loss_bbox_dn_2: 0.1719 (0.1856) loss_bbox_dn_3: 0.1637 (0.1790) loss_bbox_dn_4: 0.1637 (0.1775) loss_bbox_dn_5: 0.1637 (0.1775) loss_giou: 0.3988 (0.4791) loss_giou_aux_0: 0.4458 (0.5044) loss_giou_aux_1: 0.4276 (0.4902) loss_giou_aux_2: 0.4119 (0.4843) loss_giou_aux_3: 0.4020 (0.4803) loss_giou_aux_4: 0.3989 (0.4792) loss_giou_aux_5: 0.5158 (0.5706) loss_giou_dn_0: 0.5664 (0.5910) loss_giou_dn_1: 0.4568 (0.4847) loss_giou_dn_2: 0.4222 (0.4547) loss_giou_dn_3: 0.4114 (0.4463) loss_giou_dn_4: 0.4085 (0.4443) loss_giou_dn_5: 0.4086 (0.4444) loss_vfl: 0.6623 (0.6855) loss_vfl_aux_0: 0.7946 (0.7909) loss_vfl_aux_1: 0.7221 (0.7393) loss_vfl_aux_2: 0.6863 (0.7111) loss_vfl_aux_3: 0.6788 (0.6970) loss_vfl_aux_4: 0.6684 (0.6890) loss_vfl_aux_5: 0.7914 (0.7726) loss_vfl_dn_0: 0.4579 (0.4561) loss_vfl_dn_1: 0.3948 (0.3917) loss_vfl_dn_2: 0.3712 (0.3758) loss_vfl_dn_3: 0.3648 (0.3682) loss_vfl_dn_4: 0.3628 (0.3656) loss_vfl_dn_5: 0.3604 (0.3648) time: 0.4847 data: 0.0139 max mem: 5654 Epoch: [36] [2600/7393] eta: 0:39:09 lr: 0.000010 loss: 16.4802 (16.1414) loss_bbox: 0.1762 (0.1570) loss_bbox_aux_0: 0.1911 (0.1707) loss_bbox_aux_1: 0.1735 (0.1626) loss_bbox_aux_2: 0.1772 (0.1593) loss_bbox_aux_3: 0.1762 (0.1573) loss_bbox_aux_4: 0.1775 (0.1569) loss_bbox_aux_5: 0.2139 (0.2081) loss_bbox_dn_0: 0.2737 (0.2776) loss_bbox_dn_1: 0.2084 (0.2074) loss_bbox_dn_2: 0.1883 (0.1859) loss_bbox_dn_3: 0.1826 (0.1793) loss_bbox_dn_4: 0.1824 (0.1778) loss_bbox_dn_5: 0.1824 (0.1778) loss_giou: 0.4776 (0.4790) loss_giou_aux_0: 0.4977 (0.5044) loss_giou_aux_1: 0.4904 (0.4902) loss_giou_aux_2: 0.4805 (0.4843) loss_giou_aux_3: 0.4760 (0.4802) loss_giou_aux_4: 0.4777 (0.4791) loss_giou_aux_5: 0.5715 (0.5706) loss_giou_dn_0: 0.5921 (0.5910) loss_giou_dn_1: 0.4868 (0.4847) loss_giou_dn_2: 0.4536 (0.4548) loss_giou_dn_3: 0.4410 (0.4464) loss_giou_dn_4: 0.4408 (0.4443) loss_giou_dn_5: 0.4412 (0.4445) loss_vfl: 0.6899 (0.6859) loss_vfl_aux_0: 0.7697 (0.7911) loss_vfl_aux_1: 0.7403 (0.7394) loss_vfl_aux_2: 0.7149 (0.7112) loss_vfl_aux_3: 0.6877 (0.6973) loss_vfl_aux_4: 0.6831 (0.6894) loss_vfl_aux_5: 0.7577 (0.7729) loss_vfl_dn_0: 0.4607 (0.4562) loss_vfl_dn_1: 0.3983 (0.3919) loss_vfl_dn_2: 0.3811 (0.3759) loss_vfl_dn_3: 0.3752 (0.3683) loss_vfl_dn_4: 0.3727 (0.3657) loss_vfl_dn_5: 0.3703 (0.3650) time: 0.4868 data: 0.0137 max mem: 5654 Epoch: [36] [2700/7393] eta: 0:38:18 lr: 0.000010 loss: 16.6603 (16.1435) loss_bbox: 0.1518 (0.1571) loss_bbox_aux_0: 0.1721 (0.1707) loss_bbox_aux_1: 0.1577 (0.1626) loss_bbox_aux_2: 0.1533 (0.1594) loss_bbox_aux_3: 0.1463 (0.1574) loss_bbox_aux_4: 0.1500 (0.1570) loss_bbox_aux_5: 0.2023 (0.2081) loss_bbox_dn_0: 0.2453 (0.2775) loss_bbox_dn_1: 0.1883 (0.2074) loss_bbox_dn_2: 0.1693 (0.1859) loss_bbox_dn_3: 0.1603 (0.1793) loss_bbox_dn_4: 0.1589 (0.1778) loss_bbox_dn_5: 0.1589 (0.1778) loss_giou: 0.5249 (0.4789) loss_giou_aux_0: 0.5254 (0.5042) loss_giou_aux_1: 0.5220 (0.4901) loss_giou_aux_2: 0.5168 (0.4842) loss_giou_aux_3: 0.5311 (0.4801) loss_giou_aux_4: 0.5222 (0.4790) loss_giou_aux_5: 0.5992 (0.5703) loss_giou_dn_0: 0.6064 (0.5909) loss_giou_dn_1: 0.5019 (0.4847) loss_giou_dn_2: 0.4668 (0.4547) loss_giou_dn_3: 0.4573 (0.4463) loss_giou_dn_4: 0.4558 (0.4442) loss_giou_dn_5: 0.4566 (0.4444) loss_vfl: 0.6773 (0.6863) loss_vfl_aux_0: 0.7623 (0.7915) loss_vfl_aux_1: 0.7800 (0.7401) loss_vfl_aux_2: 0.7152 (0.7116) loss_vfl_aux_3: 0.6956 (0.6976) loss_vfl_aux_4: 0.6868 (0.6897) loss_vfl_aux_5: 0.7599 (0.7731) loss_vfl_dn_0: 0.4618 (0.4563) loss_vfl_dn_1: 0.3881 (0.3919) loss_vfl_dn_2: 0.3739 (0.3760) loss_vfl_dn_3: 0.3685 (0.3684) loss_vfl_dn_4: 0.3674 (0.3658) loss_vfl_dn_5: 0.3666 (0.3650) time: 0.4839 data: 0.0143 max mem: 5654 Epoch: [36] [2800/7393] eta: 0:37:28 lr: 0.000010 loss: 16.4510 (16.1482) loss_bbox: 0.1605 (0.1572) loss_bbox_aux_0: 0.1757 (0.1709) loss_bbox_aux_1: 0.1653 (0.1627) loss_bbox_aux_2: 0.1651 (0.1595) loss_bbox_aux_3: 0.1633 (0.1575) loss_bbox_aux_4: 0.1589 (0.1571) loss_bbox_aux_5: 0.2166 (0.2083) loss_bbox_dn_0: 0.2960 (0.2777) loss_bbox_dn_1: 0.2220 (0.2076) loss_bbox_dn_2: 0.2000 (0.1861) loss_bbox_dn_3: 0.1890 (0.1795) loss_bbox_dn_4: 0.1868 (0.1780) loss_bbox_dn_5: 0.1867 (0.1780) loss_giou: 0.4704 (0.4788) loss_giou_aux_0: 0.4939 (0.5042) loss_giou_aux_1: 0.4899 (0.4899) loss_giou_aux_2: 0.4796 (0.4841) loss_giou_aux_3: 0.4796 (0.4801) loss_giou_aux_4: 0.4701 (0.4789) loss_giou_aux_5: 0.5514 (0.5703) loss_giou_dn_0: 0.6073 (0.5910) loss_giou_dn_1: 0.5115 (0.4847) loss_giou_dn_2: 0.4776 (0.4547) loss_giou_dn_3: 0.4693 (0.4463) loss_giou_dn_4: 0.4668 (0.4443) loss_giou_dn_5: 0.4668 (0.4445) loss_vfl: 0.6934 (0.6867) loss_vfl_aux_0: 0.8031 (0.7918) loss_vfl_aux_1: 0.7368 (0.7409) loss_vfl_aux_2: 0.7207 (0.7121) loss_vfl_aux_3: 0.6859 (0.6979) loss_vfl_aux_4: 0.6902 (0.6901) loss_vfl_aux_5: 0.7894 (0.7734) loss_vfl_dn_0: 0.4542 (0.4563) loss_vfl_dn_1: 0.3963 (0.3919) loss_vfl_dn_2: 0.3772 (0.3760) loss_vfl_dn_3: 0.3677 (0.3684) loss_vfl_dn_4: 0.3667 (0.3657) loss_vfl_dn_5: 0.3641 (0.3650) time: 0.4726 data: 0.0140 max mem: 5654 Epoch: [36] [2900/7393] eta: 0:36:38 lr: 0.000010 loss: 16.2767 (16.1513) loss_bbox: 0.1479 (0.1572) loss_bbox_aux_0: 0.1693 (0.1709) loss_bbox_aux_1: 0.1609 (0.1627) loss_bbox_aux_2: 0.1576 (0.1595) loss_bbox_aux_3: 0.1500 (0.1575) loss_bbox_aux_4: 0.1466 (0.1571) loss_bbox_aux_5: 0.2074 (0.2082) loss_bbox_dn_0: 0.2707 (0.2778) loss_bbox_dn_1: 0.1890 (0.2077) loss_bbox_dn_2: 0.1585 (0.1862) loss_bbox_dn_3: 0.1522 (0.1795) loss_bbox_dn_4: 0.1498 (0.1781) loss_bbox_dn_5: 0.1497 (0.1781) loss_giou: 0.4697 (0.4788) loss_giou_aux_0: 0.4965 (0.5041) loss_giou_aux_1: 0.4836 (0.4899) loss_giou_aux_2: 0.4763 (0.4841) loss_giou_aux_3: 0.4669 (0.4801) loss_giou_aux_4: 0.4706 (0.4789) loss_giou_aux_5: 0.5463 (0.5701) loss_giou_dn_0: 0.5864 (0.5910) loss_giou_dn_1: 0.4978 (0.4848) loss_giou_dn_2: 0.4582 (0.4548) loss_giou_dn_3: 0.4478 (0.4464) loss_giou_dn_4: 0.4442 (0.4443) loss_giou_dn_5: 0.4441 (0.4445) loss_vfl: 0.7058 (0.6869) loss_vfl_aux_0: 0.8062 (0.7921) loss_vfl_aux_1: 0.7719 (0.7415) loss_vfl_aux_2: 0.7207 (0.7123) loss_vfl_aux_3: 0.7206 (0.6981) loss_vfl_aux_4: 0.7032 (0.6903) loss_vfl_aux_5: 0.7941 (0.7739) loss_vfl_dn_0: 0.4624 (0.4564) loss_vfl_dn_1: 0.3956 (0.3920) loss_vfl_dn_2: 0.3766 (0.3760) loss_vfl_dn_3: 0.3682 (0.3685) loss_vfl_dn_4: 0.3671 (0.3658) loss_vfl_dn_5: 0.3679 (0.3651) time: 0.4766 data: 0.0139 max mem: 5654 Epoch: [36] [3000/7393] eta: 0:35:56 lr: 0.000010 loss: 16.1799 (16.1546) loss_bbox: 0.1571 (0.1572) loss_bbox_aux_0: 0.1603 (0.1709) loss_bbox_aux_1: 0.1466 (0.1626) loss_bbox_aux_2: 0.1508 (0.1595) loss_bbox_aux_3: 0.1571 (0.1575) loss_bbox_aux_4: 0.1588 (0.1572) loss_bbox_aux_5: 0.1916 (0.2082) loss_bbox_dn_0: 0.2442 (0.2778) loss_bbox_dn_1: 0.1856 (0.2077) loss_bbox_dn_2: 0.1691 (0.1862) loss_bbox_dn_3: 0.1670 (0.1795) loss_bbox_dn_4: 0.1657 (0.1781) loss_bbox_dn_5: 0.1657 (0.1781) loss_giou: 0.4866 (0.4792) loss_giou_aux_0: 0.5179 (0.5044) loss_giou_aux_1: 0.4986 (0.4902) loss_giou_aux_2: 0.4896 (0.4845) loss_giou_aux_3: 0.4882 (0.4805) loss_giou_aux_4: 0.4894 (0.4793) loss_giou_aux_5: 0.5855 (0.5705) loss_giou_dn_0: 0.5932 (0.5913) loss_giou_dn_1: 0.4936 (0.4851) loss_giou_dn_2: 0.4609 (0.4551) loss_giou_dn_3: 0.4447 (0.4467) loss_giou_dn_4: 0.4432 (0.4447) loss_giou_dn_5: 0.4436 (0.4448) loss_vfl: 0.6888 (0.6866) loss_vfl_aux_0: 0.7683 (0.7920) loss_vfl_aux_1: 0.7503 (0.7413) loss_vfl_aux_2: 0.7253 (0.7120) loss_vfl_aux_3: 0.7045 (0.6979) loss_vfl_aux_4: 0.6835 (0.6900) loss_vfl_aux_5: 0.7492 (0.7740) loss_vfl_dn_0: 0.4520 (0.4563) loss_vfl_dn_1: 0.3933 (0.3921) loss_vfl_dn_2: 0.3812 (0.3761) loss_vfl_dn_3: 0.3738 (0.3685) loss_vfl_dn_4: 0.3710 (0.3659) loss_vfl_dn_5: 0.3710 (0.3651) time: 0.4686 data: 0.0144 max mem: 5654 Epoch: [36] [3100/7393] eta: 0:35:05 lr: 0.000010 loss: 15.7595 (16.1553) loss_bbox: 0.1559 (0.1573) loss_bbox_aux_0: 0.1656 (0.1709) loss_bbox_aux_1: 0.1567 (0.1627) loss_bbox_aux_2: 0.1570 (0.1597) loss_bbox_aux_3: 0.1586 (0.1576) loss_bbox_aux_4: 0.1595 (0.1573) loss_bbox_aux_5: 0.1979 (0.2083) loss_bbox_dn_0: 0.2620 (0.2780) loss_bbox_dn_1: 0.1941 (0.2078) loss_bbox_dn_2: 0.1815 (0.1862) loss_bbox_dn_3: 0.1788 (0.1796) loss_bbox_dn_4: 0.1755 (0.1782) loss_bbox_dn_5: 0.1756 (0.1782) loss_giou: 0.4760 (0.4793) loss_giou_aux_0: 0.4910 (0.5043) loss_giou_aux_1: 0.4863 (0.4902) loss_giou_aux_2: 0.4866 (0.4845) loss_giou_aux_3: 0.4788 (0.4805) loss_giou_aux_4: 0.4795 (0.4794) loss_giou_aux_5: 0.5545 (0.5704) loss_giou_dn_0: 0.5800 (0.5911) loss_giou_dn_1: 0.4758 (0.4849) loss_giou_dn_2: 0.4486 (0.4550) loss_giou_dn_3: 0.4401 (0.4466) loss_giou_dn_4: 0.4389 (0.4445) loss_giou_dn_5: 0.4396 (0.4447) loss_vfl: 0.6918 (0.6865) loss_vfl_aux_0: 0.7964 (0.7921) loss_vfl_aux_1: 0.7447 (0.7412) loss_vfl_aux_2: 0.7061 (0.7119) loss_vfl_aux_3: 0.6955 (0.6978) loss_vfl_aux_4: 0.6987 (0.6899) loss_vfl_aux_5: 0.7873 (0.7741) loss_vfl_dn_0: 0.4499 (0.4564) loss_vfl_dn_1: 0.3864 (0.3921) loss_vfl_dn_2: 0.3715 (0.3762) loss_vfl_dn_3: 0.3650 (0.3686) loss_vfl_dn_4: 0.3637 (0.3659) loss_vfl_dn_5: 0.3633 (0.3652) time: 0.4701 data: 0.0138 max mem: 5654 Epoch: [36] [3200/7393] eta: 0:34:21 lr: 0.000010 loss: 16.0389 (16.1604) loss_bbox: 0.1372 (0.1572) loss_bbox_aux_0: 0.1502 (0.1708) loss_bbox_aux_1: 0.1417 (0.1626) loss_bbox_aux_2: 0.1318 (0.1596) loss_bbox_aux_3: 0.1367 (0.1575) loss_bbox_aux_4: 0.1374 (0.1572) loss_bbox_aux_5: 0.1848 (0.2082) loss_bbox_dn_0: 0.2270 (0.2780) loss_bbox_dn_1: 0.1712 (0.2079) loss_bbox_dn_2: 0.1580 (0.1863) loss_bbox_dn_3: 0.1568 (0.1797) loss_bbox_dn_4: 0.1575 (0.1783) loss_bbox_dn_5: 0.1575 (0.1783) loss_giou: 0.4861 (0.4796) loss_giou_aux_0: 0.4961 (0.5048) loss_giou_aux_1: 0.4987 (0.4906) loss_giou_aux_2: 0.5012 (0.4849) loss_giou_aux_3: 0.4891 (0.4809) loss_giou_aux_4: 0.4897 (0.4798) loss_giou_aux_5: 0.5664 (0.5708) loss_giou_dn_0: 0.6023 (0.5915) loss_giou_dn_1: 0.5035 (0.4853) loss_giou_dn_2: 0.4731 (0.4554) loss_giou_dn_3: 0.4648 (0.4470) loss_giou_dn_4: 0.4643 (0.4449) loss_giou_dn_5: 0.4645 (0.4451) loss_vfl: 0.6975 (0.6866) loss_vfl_aux_0: 0.7691 (0.7919) loss_vfl_aux_1: 0.7341 (0.7413) loss_vfl_aux_2: 0.7249 (0.7121) loss_vfl_aux_3: 0.7003 (0.6979) loss_vfl_aux_4: 0.6995 (0.6900) loss_vfl_aux_5: 0.7805 (0.7740) loss_vfl_dn_0: 0.4558 (0.4564) loss_vfl_dn_1: 0.3902 (0.3921) loss_vfl_dn_2: 0.3746 (0.3762) loss_vfl_dn_3: 0.3662 (0.3686) loss_vfl_dn_4: 0.3632 (0.3660) loss_vfl_dn_5: 0.3630 (0.3652) time: 0.4743 data: 0.0139 max mem: 5654 Epoch: [36] [3300/7393] eta: 0:33:31 lr: 0.000010 loss: 16.1502 (16.1592) loss_bbox: 0.1634 (0.1572) loss_bbox_aux_0: 0.1716 (0.1708) loss_bbox_aux_1: 0.1688 (0.1627) loss_bbox_aux_2: 0.1696 (0.1596) loss_bbox_aux_3: 0.1646 (0.1576) loss_bbox_aux_4: 0.1631 (0.1572) loss_bbox_aux_5: 0.2172 (0.2083) loss_bbox_dn_0: 0.2692 (0.2780) loss_bbox_dn_1: 0.2006 (0.2079) loss_bbox_dn_2: 0.1815 (0.1863) loss_bbox_dn_3: 0.1710 (0.1797) loss_bbox_dn_4: 0.1683 (0.1782) loss_bbox_dn_5: 0.1681 (0.1783) loss_giou: 0.5159 (0.4797) loss_giou_aux_0: 0.5146 (0.5048) loss_giou_aux_1: 0.5070 (0.4906) loss_giou_aux_2: 0.5048 (0.4850) loss_giou_aux_3: 0.5068 (0.4809) loss_giou_aux_4: 0.5040 (0.4798) loss_giou_aux_5: 0.5692 (0.5709) loss_giou_dn_0: 0.5914 (0.5914) loss_giou_dn_1: 0.4719 (0.4853) loss_giou_dn_2: 0.4472 (0.4554) loss_giou_dn_3: 0.4382 (0.4469) loss_giou_dn_4: 0.4368 (0.4449) loss_giou_dn_5: 0.4373 (0.4451) loss_vfl: 0.6535 (0.6864) loss_vfl_aux_0: 0.7748 (0.7918) loss_vfl_aux_1: 0.7095 (0.7412) loss_vfl_aux_2: 0.6678 (0.7119) loss_vfl_aux_3: 0.6627 (0.6977) loss_vfl_aux_4: 0.6541 (0.6898) loss_vfl_aux_5: 0.7485 (0.7739) loss_vfl_dn_0: 0.4511 (0.4564) loss_vfl_dn_1: 0.3923 (0.3921) loss_vfl_dn_2: 0.3788 (0.3761) loss_vfl_dn_3: 0.3688 (0.3685) loss_vfl_dn_4: 0.3684 (0.3659) loss_vfl_dn_5: 0.3673 (0.3651) time: 0.4819 data: 0.0140 max mem: 5654 Epoch: [36] [3400/7393] eta: 0:32:40 lr: 0.000010 loss: 16.4752 (16.1589) loss_bbox: 0.1445 (0.1572) loss_bbox_aux_0: 0.1526 (0.1708) loss_bbox_aux_1: 0.1505 (0.1626) loss_bbox_aux_2: 0.1519 (0.1596) loss_bbox_aux_3: 0.1514 (0.1575) loss_bbox_aux_4: 0.1494 (0.1572) loss_bbox_aux_5: 0.1913 (0.2083) loss_bbox_dn_0: 0.2645 (0.2780) loss_bbox_dn_1: 0.1934 (0.2079) loss_bbox_dn_2: 0.1787 (0.1863) loss_bbox_dn_3: 0.1727 (0.1797) loss_bbox_dn_4: 0.1693 (0.1783) loss_bbox_dn_5: 0.1693 (0.1783) loss_giou: 0.5234 (0.4794) loss_giou_aux_0: 0.5452 (0.5045) loss_giou_aux_1: 0.5365 (0.4903) loss_giou_aux_2: 0.5330 (0.4847) loss_giou_aux_3: 0.5268 (0.4807) loss_giou_aux_4: 0.5233 (0.4796) loss_giou_aux_5: 0.6075 (0.5706) loss_giou_dn_0: 0.6073 (0.5913) loss_giou_dn_1: 0.5138 (0.4852) loss_giou_dn_2: 0.4843 (0.4553) loss_giou_dn_3: 0.4764 (0.4468) loss_giou_dn_4: 0.4716 (0.4448) loss_giou_dn_5: 0.4718 (0.4450) loss_vfl: 0.6852 (0.6866) loss_vfl_aux_0: 0.7586 (0.7920) loss_vfl_aux_1: 0.7320 (0.7414) loss_vfl_aux_2: 0.6883 (0.7120) loss_vfl_aux_3: 0.6955 (0.6980) loss_vfl_aux_4: 0.6833 (0.6900) loss_vfl_aux_5: 0.7388 (0.7741) loss_vfl_dn_0: 0.4502 (0.4565) loss_vfl_dn_1: 0.3941 (0.3922) loss_vfl_dn_2: 0.3792 (0.3762) loss_vfl_dn_3: 0.3723 (0.3686) loss_vfl_dn_4: 0.3720 (0.3660) loss_vfl_dn_5: 0.3714 (0.3652) time: 0.4770 data: 0.0139 max mem: 5654 Epoch: [36] [3500/7393] eta: 0:31:49 lr: 0.000010 loss: 15.7222 (16.1605) loss_bbox: 0.1477 (0.1570) loss_bbox_aux_0: 0.1636 (0.1707) loss_bbox_aux_1: 0.1491 (0.1624) loss_bbox_aux_2: 0.1537 (0.1594) loss_bbox_aux_3: 0.1454 (0.1573) loss_bbox_aux_4: 0.1516 (0.1570) loss_bbox_aux_5: 0.2042 (0.2081) loss_bbox_dn_0: 0.2519 (0.2774) loss_bbox_dn_1: 0.1869 (0.2074) loss_bbox_dn_2: 0.1667 (0.1859) loss_bbox_dn_3: 0.1530 (0.1793) loss_bbox_dn_4: 0.1536 (0.1778) loss_bbox_dn_5: 0.1535 (0.1778) loss_giou: 0.4430 (0.4804) loss_giou_aux_0: 0.4705 (0.5056) loss_giou_aux_1: 0.4572 (0.4913) loss_giou_aux_2: 0.4494 (0.4857) loss_giou_aux_3: 0.4461 (0.4817) loss_giou_aux_4: 0.4449 (0.4806) loss_giou_aux_5: 0.5514 (0.5717) loss_giou_dn_0: 0.5949 (0.5919) loss_giou_dn_1: 0.4798 (0.4857) loss_giou_dn_2: 0.4544 (0.4558) loss_giou_dn_3: 0.4444 (0.4474) loss_giou_dn_4: 0.4429 (0.4453) loss_giou_dn_5: 0.4430 (0.4455) loss_vfl: 0.6702 (0.6861) loss_vfl_aux_0: 0.7652 (0.7912) loss_vfl_aux_1: 0.7284 (0.7409) loss_vfl_aux_2: 0.6761 (0.7115) loss_vfl_aux_3: 0.6723 (0.6974) loss_vfl_aux_4: 0.6706 (0.6893) loss_vfl_aux_5: 0.7471 (0.7733) loss_vfl_dn_0: 0.4581 (0.4564) loss_vfl_dn_1: 0.3912 (0.3921) loss_vfl_dn_2: 0.3743 (0.3762) loss_vfl_dn_3: 0.3682 (0.3686) loss_vfl_dn_4: 0.3668 (0.3660) loss_vfl_dn_5: 0.3673 (0.3653) time: 0.4700 data: 0.0139 max mem: 5654 Epoch: [36] [3600/7393] eta: 0:30:59 lr: 0.000010 loss: 15.8278 (16.1586) loss_bbox: 0.1430 (0.1569) loss_bbox_aux_0: 0.1525 (0.1707) loss_bbox_aux_1: 0.1480 (0.1624) loss_bbox_aux_2: 0.1462 (0.1593) loss_bbox_aux_3: 0.1466 (0.1572) loss_bbox_aux_4: 0.1447 (0.1570) loss_bbox_aux_5: 0.1997 (0.2081) loss_bbox_dn_0: 0.2458 (0.2773) loss_bbox_dn_1: 0.1728 (0.2072) loss_bbox_dn_2: 0.1639 (0.1857) loss_bbox_dn_3: 0.1560 (0.1791) loss_bbox_dn_4: 0.1523 (0.1777) loss_bbox_dn_5: 0.1523 (0.1777) loss_giou: 0.4740 (0.4803) loss_giou_aux_0: 0.4931 (0.5056) loss_giou_aux_1: 0.4731 (0.4912) loss_giou_aux_2: 0.4727 (0.4856) loss_giou_aux_3: 0.4705 (0.4816) loss_giou_aux_4: 0.4727 (0.4805) loss_giou_aux_5: 0.5617 (0.5716) loss_giou_dn_0: 0.5838 (0.5918) loss_giou_dn_1: 0.4836 (0.4856) loss_giou_dn_2: 0.4529 (0.4557) loss_giou_dn_3: 0.4426 (0.4473) loss_giou_dn_4: 0.4410 (0.4453) loss_giou_dn_5: 0.4410 (0.4454) loss_vfl: 0.6544 (0.6860) loss_vfl_aux_0: 0.7750 (0.7914) loss_vfl_aux_1: 0.7148 (0.7410) loss_vfl_aux_2: 0.6946 (0.7115) loss_vfl_aux_3: 0.6785 (0.6974) loss_vfl_aux_4: 0.6512 (0.6893) loss_vfl_aux_5: 0.7492 (0.7735) loss_vfl_dn_0: 0.4490 (0.4563) loss_vfl_dn_1: 0.3885 (0.3921) loss_vfl_dn_2: 0.3732 (0.3762) loss_vfl_dn_3: 0.3681 (0.3686) loss_vfl_dn_4: 0.3662 (0.3660) loss_vfl_dn_5: 0.3642 (0.3652) time: 0.4776 data: 0.0140 max mem: 5654 Epoch: [36] [3700/7393] eta: 0:30:08 lr: 0.000010 loss: 15.6806 (16.1609) loss_bbox: 0.1421 (0.1570) loss_bbox_aux_0: 0.1509 (0.1707) loss_bbox_aux_1: 0.1458 (0.1624) loss_bbox_aux_2: 0.1382 (0.1594) loss_bbox_aux_3: 0.1426 (0.1573) loss_bbox_aux_4: 0.1431 (0.1570) loss_bbox_aux_5: 0.1791 (0.2081) loss_bbox_dn_0: 0.2262 (0.2773) loss_bbox_dn_1: 0.1681 (0.2071) loss_bbox_dn_2: 0.1527 (0.1856) loss_bbox_dn_3: 0.1459 (0.1790) loss_bbox_dn_4: 0.1454 (0.1776) loss_bbox_dn_5: 0.1454 (0.1776) loss_giou: 0.4722 (0.4807) loss_giou_aux_0: 0.5017 (0.5059) loss_giou_aux_1: 0.4885 (0.4915) loss_giou_aux_2: 0.4845 (0.4860) loss_giou_aux_3: 0.4797 (0.4821) loss_giou_aux_4: 0.4767 (0.4809) loss_giou_aux_5: 0.5554 (0.5719) loss_giou_dn_0: 0.6105 (0.5919) loss_giou_dn_1: 0.4923 (0.4857) loss_giou_dn_2: 0.4659 (0.4558) loss_giou_dn_3: 0.4536 (0.4474) loss_giou_dn_4: 0.4519 (0.4453) loss_giou_dn_5: 0.4532 (0.4455) loss_vfl: 0.6826 (0.6859) loss_vfl_aux_0: 0.7988 (0.7915) loss_vfl_aux_1: 0.7252 (0.7409) loss_vfl_aux_2: 0.6959 (0.7114) loss_vfl_aux_3: 0.6678 (0.6972) loss_vfl_aux_4: 0.6914 (0.6892) loss_vfl_aux_5: 0.7765 (0.7734) loss_vfl_dn_0: 0.4577 (0.4563) loss_vfl_dn_1: 0.3931 (0.3921) loss_vfl_dn_2: 0.3764 (0.3762) loss_vfl_dn_3: 0.3696 (0.3686) loss_vfl_dn_4: 0.3676 (0.3660) loss_vfl_dn_5: 0.3678 (0.3653) time: 0.4832 data: 0.0138 max mem: 5654 Epoch: [36] [3800/7393] eta: 0:29:18 lr: 0.000010 loss: 15.5686 (16.1543) loss_bbox: 0.1511 (0.1570) loss_bbox_aux_0: 0.1658 (0.1705) loss_bbox_aux_1: 0.1640 (0.1623) loss_bbox_aux_2: 0.1573 (0.1594) loss_bbox_aux_3: 0.1569 (0.1573) loss_bbox_aux_4: 0.1522 (0.1570) loss_bbox_aux_5: 0.1976 (0.2080) loss_bbox_dn_0: 0.2524 (0.2770) loss_bbox_dn_1: 0.1829 (0.2070) loss_bbox_dn_2: 0.1512 (0.1855) loss_bbox_dn_3: 0.1426 (0.1789) loss_bbox_dn_4: 0.1410 (0.1775) loss_bbox_dn_5: 0.1410 (0.1775) loss_giou: 0.4719 (0.4806) loss_giou_aux_0: 0.4965 (0.5056) loss_giou_aux_1: 0.4833 (0.4913) loss_giou_aux_2: 0.4832 (0.4858) loss_giou_aux_3: 0.4862 (0.4819) loss_giou_aux_4: 0.4767 (0.4808) loss_giou_aux_5: 0.5735 (0.5716) loss_giou_dn_0: 0.5842 (0.5917) loss_giou_dn_1: 0.4883 (0.4855) loss_giou_dn_2: 0.4584 (0.4556) loss_giou_dn_3: 0.4504 (0.4472) loss_giou_dn_4: 0.4468 (0.4451) loss_giou_dn_5: 0.4468 (0.4453) loss_vfl: 0.6540 (0.6854) loss_vfl_aux_0: 0.8000 (0.7914) loss_vfl_aux_1: 0.7053 (0.7406) loss_vfl_aux_2: 0.6732 (0.7111) loss_vfl_aux_3: 0.6480 (0.6967) loss_vfl_aux_4: 0.6452 (0.6887) loss_vfl_aux_5: 0.7631 (0.7733) loss_vfl_dn_0: 0.4626 (0.4564) loss_vfl_dn_1: 0.3885 (0.3921) loss_vfl_dn_2: 0.3707 (0.3762) loss_vfl_dn_3: 0.3643 (0.3686) loss_vfl_dn_4: 0.3619 (0.3660) loss_vfl_dn_5: 0.3605 (0.3652) time: 0.4745 data: 0.0138 max mem: 5654 Epoch: [36] [3900/7393] eta: 0:28:28 lr: 0.000010 loss: 16.3325 (16.1519) loss_bbox: 0.1574 (0.1570) loss_bbox_aux_0: 0.1635 (0.1705) loss_bbox_aux_1: 0.1622 (0.1623) loss_bbox_aux_2: 0.1578 (0.1594) loss_bbox_aux_3: 0.1586 (0.1574) loss_bbox_aux_4: 0.1575 (0.1570) loss_bbox_aux_5: 0.2005 (0.2079) loss_bbox_dn_0: 0.2844 (0.2771) loss_bbox_dn_1: 0.2204 (0.2070) loss_bbox_dn_2: 0.2073 (0.1856) loss_bbox_dn_3: 0.1985 (0.1790) loss_bbox_dn_4: 0.1974 (0.1776) loss_bbox_dn_5: 0.1977 (0.1776) loss_giou: 0.3990 (0.4803) loss_giou_aux_0: 0.4270 (0.5053) loss_giou_aux_1: 0.4254 (0.4910) loss_giou_aux_2: 0.4180 (0.4855) loss_giou_aux_3: 0.4057 (0.4817) loss_giou_aux_4: 0.4012 (0.4805) loss_giou_aux_5: 0.4952 (0.5713) loss_giou_dn_0: 0.5948 (0.5916) loss_giou_dn_1: 0.4843 (0.4853) loss_giou_dn_2: 0.4483 (0.4554) loss_giou_dn_3: 0.4379 (0.4470) loss_giou_dn_4: 0.4349 (0.4450) loss_giou_dn_5: 0.4358 (0.4452) loss_vfl: 0.7101 (0.6852) loss_vfl_aux_0: 0.8254 (0.7914) loss_vfl_aux_1: 0.7906 (0.7406) loss_vfl_aux_2: 0.7448 (0.7110) loss_vfl_aux_3: 0.7287 (0.6965) loss_vfl_aux_4: 0.7277 (0.6886) loss_vfl_aux_5: 0.8000 (0.7735) loss_vfl_dn_0: 0.4549 (0.4564) loss_vfl_dn_1: 0.4065 (0.3921) loss_vfl_dn_2: 0.3869 (0.3762) loss_vfl_dn_3: 0.3816 (0.3686) loss_vfl_dn_4: 0.3810 (0.3660) loss_vfl_dn_5: 0.3771 (0.3652) time: 0.4702 data: 0.0136 max mem: 5654 Epoch: [36] [4000/7393] eta: 0:27:38 lr: 0.000010 loss: 16.2104 (16.1535) loss_bbox: 0.1487 (0.1569) loss_bbox_aux_0: 0.1603 (0.1704) loss_bbox_aux_1: 0.1551 (0.1622) loss_bbox_aux_2: 0.1473 (0.1593) loss_bbox_aux_3: 0.1484 (0.1573) loss_bbox_aux_4: 0.1487 (0.1569) loss_bbox_aux_5: 0.2047 (0.2078) loss_bbox_dn_0: 0.2556 (0.2769) loss_bbox_dn_1: 0.1984 (0.2069) loss_bbox_dn_2: 0.1732 (0.1854) loss_bbox_dn_3: 0.1679 (0.1788) loss_bbox_dn_4: 0.1662 (0.1774) loss_bbox_dn_5: 0.1661 (0.1774) loss_giou: 0.4988 (0.4809) loss_giou_aux_0: 0.5339 (0.5058) loss_giou_aux_1: 0.5105 (0.4916) loss_giou_aux_2: 0.4974 (0.4861) loss_giou_aux_3: 0.4926 (0.4822) loss_giou_aux_4: 0.4989 (0.4811) loss_giou_aux_5: 0.5879 (0.5718) loss_giou_dn_0: 0.6097 (0.5920) loss_giou_dn_1: 0.5060 (0.4857) loss_giou_dn_2: 0.4788 (0.4558) loss_giou_dn_3: 0.4744 (0.4474) loss_giou_dn_4: 0.4714 (0.4453) loss_giou_dn_5: 0.4713 (0.4455) loss_vfl: 0.6863 (0.6849) loss_vfl_aux_0: 0.7910 (0.7911) loss_vfl_aux_1: 0.7187 (0.7401) loss_vfl_aux_2: 0.6917 (0.7107) loss_vfl_aux_3: 0.7000 (0.6962) loss_vfl_aux_4: 0.6610 (0.6882) loss_vfl_aux_5: 0.7573 (0.7732) loss_vfl_dn_0: 0.4554 (0.4563) loss_vfl_dn_1: 0.3949 (0.3921) loss_vfl_dn_2: 0.3832 (0.3762) loss_vfl_dn_3: 0.3762 (0.3686) loss_vfl_dn_4: 0.3746 (0.3660) loss_vfl_dn_5: 0.3728 (0.3652) time: 0.4776 data: 0.0136 max mem: 5654 Epoch: [36] [4100/7393] eta: 0:26:49 lr: 0.000010 loss: 15.9983 (16.1492) loss_bbox: 0.1515 (0.1570) loss_bbox_aux_0: 0.1650 (0.1705) loss_bbox_aux_1: 0.1565 (0.1624) loss_bbox_aux_2: 0.1546 (0.1594) loss_bbox_aux_3: 0.1474 (0.1573) loss_bbox_aux_4: 0.1520 (0.1570) loss_bbox_aux_5: 0.2081 (0.2079) loss_bbox_dn_0: 0.2741 (0.2771) loss_bbox_dn_1: 0.2006 (0.2070) loss_bbox_dn_2: 0.1802 (0.1856) loss_bbox_dn_3: 0.1664 (0.1790) loss_bbox_dn_4: 0.1600 (0.1775) loss_bbox_dn_5: 0.1601 (0.1775) loss_giou: 0.4538 (0.4805) loss_giou_aux_0: 0.4861 (0.5054) loss_giou_aux_1: 0.4564 (0.4912) loss_giou_aux_2: 0.4551 (0.4857) loss_giou_aux_3: 0.4499 (0.4818) loss_giou_aux_4: 0.4587 (0.4806) loss_giou_aux_5: 0.5279 (0.5714) loss_giou_dn_0: 0.5827 (0.5916) loss_giou_dn_1: 0.4757 (0.4854) loss_giou_dn_2: 0.4409 (0.4555) loss_giou_dn_3: 0.4250 (0.4471) loss_giou_dn_4: 0.4202 (0.4450) loss_giou_dn_5: 0.4201 (0.4452) loss_vfl: 0.6744 (0.6848) loss_vfl_aux_0: 0.7472 (0.7911) loss_vfl_aux_1: 0.7105 (0.7399) loss_vfl_aux_2: 0.6804 (0.7105) loss_vfl_aux_3: 0.6975 (0.6962) loss_vfl_aux_4: 0.6745 (0.6881) loss_vfl_aux_5: 0.7524 (0.7732) loss_vfl_dn_0: 0.4603 (0.4563) loss_vfl_dn_1: 0.3917 (0.3920) loss_vfl_dn_2: 0.3695 (0.3761) loss_vfl_dn_3: 0.3674 (0.3685) loss_vfl_dn_4: 0.3627 (0.3658) loss_vfl_dn_5: 0.3616 (0.3651) time: 0.4803 data: 0.0144 max mem: 5654 Epoch: [36] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 16.2611 (16.1493) loss_bbox: 0.1433 (0.1569) loss_bbox_aux_0: 0.1534 (0.1705) loss_bbox_aux_1: 0.1479 (0.1623) loss_bbox_aux_2: 0.1498 (0.1594) loss_bbox_aux_3: 0.1440 (0.1573) loss_bbox_aux_4: 0.1433 (0.1570) loss_bbox_aux_5: 0.1865 (0.2079) loss_bbox_dn_0: 0.2299 (0.2771) loss_bbox_dn_1: 0.1746 (0.2071) loss_bbox_dn_2: 0.1558 (0.1856) loss_bbox_dn_3: 0.1513 (0.1790) loss_bbox_dn_4: 0.1507 (0.1776) loss_bbox_dn_5: 0.1507 (0.1776) loss_giou: 0.5111 (0.4803) loss_giou_aux_0: 0.5185 (0.5053) loss_giou_aux_1: 0.5167 (0.4911) loss_giou_aux_2: 0.5102 (0.4856) loss_giou_aux_3: 0.5141 (0.4817) loss_giou_aux_4: 0.5109 (0.4805) loss_giou_aux_5: 0.5977 (0.5712) loss_giou_dn_0: 0.6158 (0.5915) loss_giou_dn_1: 0.5080 (0.4853) loss_giou_dn_2: 0.4733 (0.4554) loss_giou_dn_3: 0.4627 (0.4470) loss_giou_dn_4: 0.4607 (0.4450) loss_giou_dn_5: 0.4608 (0.4452) loss_vfl: 0.6635 (0.6850) loss_vfl_aux_0: 0.7987 (0.7913) loss_vfl_aux_1: 0.7315 (0.7402) loss_vfl_aux_2: 0.6949 (0.7107) loss_vfl_aux_3: 0.6822 (0.6964) loss_vfl_aux_4: 0.6716 (0.6883) loss_vfl_aux_5: 0.7710 (0.7733) loss_vfl_dn_0: 0.4573 (0.4563) loss_vfl_dn_1: 0.3902 (0.3920) loss_vfl_dn_2: 0.3753 (0.3760) loss_vfl_dn_3: 0.3668 (0.3685) loss_vfl_dn_4: 0.3658 (0.3658) loss_vfl_dn_5: 0.3643 (0.3651) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [36] [4300/7393] eta: 0:25:09 lr: 0.000010 loss: 15.8252 (16.1506) loss_bbox: 0.1459 (0.1568) loss_bbox_aux_0: 0.1649 (0.1703) loss_bbox_aux_1: 0.1593 (0.1622) loss_bbox_aux_2: 0.1469 (0.1593) loss_bbox_aux_3: 0.1378 (0.1572) loss_bbox_aux_4: 0.1462 (0.1568) loss_bbox_aux_5: 0.1954 (0.2078) loss_bbox_dn_0: 0.2598 (0.2770) loss_bbox_dn_1: 0.2004 (0.2070) loss_bbox_dn_2: 0.1765 (0.1855) loss_bbox_dn_3: 0.1720 (0.1789) loss_bbox_dn_4: 0.1702 (0.1775) loss_bbox_dn_5: 0.1703 (0.1775) loss_giou: 0.4593 (0.4804) loss_giou_aux_0: 0.4977 (0.5053) loss_giou_aux_1: 0.4824 (0.4911) loss_giou_aux_2: 0.4683 (0.4856) loss_giou_aux_3: 0.4654 (0.4817) loss_giou_aux_4: 0.4611 (0.4806) loss_giou_aux_5: 0.5551 (0.5713) loss_giou_dn_0: 0.5750 (0.5917) loss_giou_dn_1: 0.4679 (0.4855) loss_giou_dn_2: 0.4457 (0.4555) loss_giou_dn_3: 0.4351 (0.4471) loss_giou_dn_4: 0.4317 (0.4451) loss_giou_dn_5: 0.4317 (0.4452) loss_vfl: 0.6738 (0.6853) loss_vfl_aux_0: 0.7685 (0.7915) loss_vfl_aux_1: 0.7188 (0.7404) loss_vfl_aux_2: 0.7089 (0.7109) loss_vfl_aux_3: 0.6900 (0.6967) loss_vfl_aux_4: 0.6727 (0.6886) loss_vfl_aux_5: 0.7530 (0.7734) loss_vfl_dn_0: 0.4611 (0.4563) loss_vfl_dn_1: 0.3898 (0.3920) loss_vfl_dn_2: 0.3767 (0.3761) loss_vfl_dn_3: 0.3669 (0.3685) loss_vfl_dn_4: 0.3624 (0.3659) loss_vfl_dn_5: 0.3617 (0.3651) time: 0.4699 data: 0.0139 max mem: 5654 Epoch: [36] [4400/7393] eta: 0:24:20 lr: 0.000010 loss: 16.1573 (16.1536) loss_bbox: 0.1444 (0.1568) loss_bbox_aux_0: 0.1561 (0.1702) loss_bbox_aux_1: 0.1431 (0.1621) loss_bbox_aux_2: 0.1455 (0.1591) loss_bbox_aux_3: 0.1458 (0.1571) loss_bbox_aux_4: 0.1460 (0.1568) loss_bbox_aux_5: 0.1941 (0.2077) loss_bbox_dn_0: 0.2453 (0.2767) loss_bbox_dn_1: 0.1822 (0.2067) loss_bbox_dn_2: 0.1649 (0.1853) loss_bbox_dn_3: 0.1573 (0.1787) loss_bbox_dn_4: 0.1532 (0.1773) loss_bbox_dn_5: 0.1532 (0.1773) loss_giou: 0.4741 (0.4808) loss_giou_aux_0: 0.4930 (0.5056) loss_giou_aux_1: 0.4909 (0.4916) loss_giou_aux_2: 0.4769 (0.4860) loss_giou_aux_3: 0.4762 (0.4821) loss_giou_aux_4: 0.4772 (0.4810) loss_giou_aux_5: 0.5661 (0.5716) loss_giou_dn_0: 0.5850 (0.5920) loss_giou_dn_1: 0.4872 (0.4858) loss_giou_dn_2: 0.4567 (0.4558) loss_giou_dn_3: 0.4421 (0.4474) loss_giou_dn_4: 0.4365 (0.4454) loss_giou_dn_5: 0.4369 (0.4455) loss_vfl: 0.6724 (0.6853) loss_vfl_aux_0: 0.7894 (0.7917) loss_vfl_aux_1: 0.7265 (0.7404) loss_vfl_aux_2: 0.6911 (0.7110) loss_vfl_aux_3: 0.6842 (0.6966) loss_vfl_aux_4: 0.6743 (0.6886) loss_vfl_aux_5: 0.7776 (0.7734) loss_vfl_dn_0: 0.4669 (0.4563) loss_vfl_dn_1: 0.3901 (0.3921) loss_vfl_dn_2: 0.3722 (0.3761) loss_vfl_dn_3: 0.3631 (0.3686) loss_vfl_dn_4: 0.3597 (0.3659) loss_vfl_dn_5: 0.3595 (0.3652) time: 0.4658 data: 0.0143 max mem: 5654 Epoch: [36] [4500/7393] eta: 0:23:33 lr: 0.000010 loss: 15.6844 (16.1540) loss_bbox: 0.1624 (0.1568) loss_bbox_aux_0: 0.1701 (0.1701) loss_bbox_aux_1: 0.1620 (0.1622) loss_bbox_aux_2: 0.1555 (0.1591) loss_bbox_aux_3: 0.1563 (0.1571) loss_bbox_aux_4: 0.1618 (0.1568) loss_bbox_aux_5: 0.2026 (0.2076) loss_bbox_dn_0: 0.2791 (0.2766) loss_bbox_dn_1: 0.2041 (0.2067) loss_bbox_dn_2: 0.1812 (0.1853) loss_bbox_dn_3: 0.1752 (0.1787) loss_bbox_dn_4: 0.1754 (0.1773) loss_bbox_dn_5: 0.1748 (0.1773) loss_giou: 0.4522 (0.4810) loss_giou_aux_0: 0.4805 (0.5057) loss_giou_aux_1: 0.4601 (0.4917) loss_giou_aux_2: 0.4543 (0.4861) loss_giou_aux_3: 0.4470 (0.4822) loss_giou_aux_4: 0.4495 (0.4811) loss_giou_aux_5: 0.5368 (0.5717) loss_giou_dn_0: 0.5786 (0.5920) loss_giou_dn_1: 0.4726 (0.4858) loss_giou_dn_2: 0.4389 (0.4559) loss_giou_dn_3: 0.4306 (0.4474) loss_giou_dn_4: 0.4274 (0.4454) loss_giou_dn_5: 0.4274 (0.4456) loss_vfl: 0.6561 (0.6851) loss_vfl_aux_0: 0.7798 (0.7918) loss_vfl_aux_1: 0.7214 (0.7403) loss_vfl_aux_2: 0.6948 (0.7109) loss_vfl_aux_3: 0.6841 (0.6965) loss_vfl_aux_4: 0.6668 (0.6884) loss_vfl_aux_5: 0.7591 (0.7733) loss_vfl_dn_0: 0.4598 (0.4564) loss_vfl_dn_1: 0.3963 (0.3921) loss_vfl_dn_2: 0.3786 (0.3762) loss_vfl_dn_3: 0.3704 (0.3686) loss_vfl_dn_4: 0.3666 (0.3659) loss_vfl_dn_5: 0.3663 (0.3652) time: 0.7494 data: 0.0145 max mem: 5654 Epoch: [36] [4600/7393] eta: 0:22:44 lr: 0.000010 loss: 16.1304 (16.1553) loss_bbox: 0.1598 (0.1567) loss_bbox_aux_0: 0.1809 (0.1701) loss_bbox_aux_1: 0.1735 (0.1621) loss_bbox_aux_2: 0.1679 (0.1591) loss_bbox_aux_3: 0.1590 (0.1571) loss_bbox_aux_4: 0.1593 (0.1567) loss_bbox_aux_5: 0.2152 (0.2076) loss_bbox_dn_0: 0.2730 (0.2766) loss_bbox_dn_1: 0.2012 (0.2067) loss_bbox_dn_2: 0.1791 (0.1853) loss_bbox_dn_3: 0.1770 (0.1787) loss_bbox_dn_4: 0.1752 (0.1773) loss_bbox_dn_5: 0.1750 (0.1773) loss_giou: 0.5008 (0.4809) loss_giou_aux_0: 0.5258 (0.5057) loss_giou_aux_1: 0.5035 (0.4916) loss_giou_aux_2: 0.5014 (0.4860) loss_giou_aux_3: 0.4970 (0.4822) loss_giou_aux_4: 0.5007 (0.4811) loss_giou_aux_5: 0.5797 (0.5717) loss_giou_dn_0: 0.6080 (0.5921) loss_giou_dn_1: 0.5057 (0.4859) loss_giou_dn_2: 0.4708 (0.4559) loss_giou_dn_3: 0.4595 (0.4475) loss_giou_dn_4: 0.4574 (0.4454) loss_giou_dn_5: 0.4576 (0.4456) loss_vfl: 0.6697 (0.6855) loss_vfl_aux_0: 0.7754 (0.7918) loss_vfl_aux_1: 0.7216 (0.7405) loss_vfl_aux_2: 0.6896 (0.7112) loss_vfl_aux_3: 0.6822 (0.6968) loss_vfl_aux_4: 0.6770 (0.6888) loss_vfl_aux_5: 0.7494 (0.7734) loss_vfl_dn_0: 0.4477 (0.4564) loss_vfl_dn_1: 0.3890 (0.3922) loss_vfl_dn_2: 0.3726 (0.3762) loss_vfl_dn_3: 0.3647 (0.3686) loss_vfl_dn_4: 0.3640 (0.3660) loss_vfl_dn_5: 0.3640 (0.3652) time: 0.4712 data: 0.0134 max mem: 5654 Epoch: [36] [4700/7393] eta: 0:21:57 lr: 0.000010 loss: 16.4514 (16.1562) loss_bbox: 0.1590 (0.1567) loss_bbox_aux_0: 0.1696 (0.1702) loss_bbox_aux_1: 0.1568 (0.1621) loss_bbox_aux_2: 0.1627 (0.1591) loss_bbox_aux_3: 0.1606 (0.1571) loss_bbox_aux_4: 0.1596 (0.1567) loss_bbox_aux_5: 0.2030 (0.2076) loss_bbox_dn_0: 0.2418 (0.2766) loss_bbox_dn_1: 0.1867 (0.2067) loss_bbox_dn_2: 0.1753 (0.1853) loss_bbox_dn_3: 0.1706 (0.1787) loss_bbox_dn_4: 0.1683 (0.1773) loss_bbox_dn_5: 0.1683 (0.1773) loss_giou: 0.4954 (0.4810) loss_giou_aux_0: 0.5498 (0.5059) loss_giou_aux_1: 0.5279 (0.4918) loss_giou_aux_2: 0.4979 (0.4862) loss_giou_aux_3: 0.4985 (0.4823) loss_giou_aux_4: 0.4933 (0.4812) loss_giou_aux_5: 0.6211 (0.5719) loss_giou_dn_0: 0.6064 (0.5922) loss_giou_dn_1: 0.4936 (0.4859) loss_giou_dn_2: 0.4682 (0.4560) loss_giou_dn_3: 0.4623 (0.4476) loss_giou_dn_4: 0.4604 (0.4456) loss_giou_dn_5: 0.4601 (0.4457) loss_vfl: 0.6747 (0.6854) loss_vfl_aux_0: 0.7397 (0.7915) loss_vfl_aux_1: 0.7092 (0.7404) loss_vfl_aux_2: 0.7025 (0.7111) loss_vfl_aux_3: 0.6823 (0.6968) loss_vfl_aux_4: 0.6830 (0.6887) loss_vfl_aux_5: 0.6993 (0.7730) loss_vfl_dn_0: 0.4443 (0.4564) loss_vfl_dn_1: 0.3860 (0.3921) loss_vfl_dn_2: 0.3702 (0.3762) loss_vfl_dn_3: 0.3586 (0.3686) loss_vfl_dn_4: 0.3582 (0.3660) loss_vfl_dn_5: 0.3564 (0.3652) time: 0.4820 data: 0.0138 max mem: 5654 Epoch: [36] [4800/7393] eta: 0:21:08 lr: 0.000010 loss: 15.9438 (16.1543) loss_bbox: 0.1836 (0.1569) loss_bbox_aux_0: 0.2038 (0.1703) loss_bbox_aux_1: 0.1762 (0.1622) loss_bbox_aux_2: 0.1763 (0.1592) loss_bbox_aux_3: 0.1871 (0.1572) loss_bbox_aux_4: 0.1862 (0.1569) loss_bbox_aux_5: 0.2374 (0.2078) loss_bbox_dn_0: 0.3243 (0.2766) loss_bbox_dn_1: 0.2443 (0.2067) loss_bbox_dn_2: 0.2207 (0.1853) loss_bbox_dn_3: 0.2073 (0.1788) loss_bbox_dn_4: 0.2049 (0.1773) loss_bbox_dn_5: 0.2051 (0.1773) loss_giou: 0.4374 (0.4807) loss_giou_aux_0: 0.4570 (0.5057) loss_giou_aux_1: 0.4428 (0.4915) loss_giou_aux_2: 0.4359 (0.4859) loss_giou_aux_3: 0.4469 (0.4820) loss_giou_aux_4: 0.4333 (0.4809) loss_giou_aux_5: 0.5398 (0.5716) loss_giou_dn_0: 0.5848 (0.5920) loss_giou_dn_1: 0.4675 (0.4857) loss_giou_dn_2: 0.4307 (0.4558) loss_giou_dn_3: 0.4140 (0.4473) loss_giou_dn_4: 0.4095 (0.4453) loss_giou_dn_5: 0.4099 (0.4455) loss_vfl: 0.6968 (0.6855) loss_vfl_aux_0: 0.8312 (0.7916) loss_vfl_aux_1: 0.7646 (0.7404) loss_vfl_aux_2: 0.7425 (0.7113) loss_vfl_aux_3: 0.7006 (0.6968) loss_vfl_aux_4: 0.6980 (0.6888) loss_vfl_aux_5: 0.7734 (0.7730) loss_vfl_dn_0: 0.4507 (0.4564) loss_vfl_dn_1: 0.3834 (0.3921) loss_vfl_dn_2: 0.3729 (0.3762) loss_vfl_dn_3: 0.3701 (0.3686) loss_vfl_dn_4: 0.3679 (0.3660) loss_vfl_dn_5: 0.3661 (0.3652) time: 0.4785 data: 0.0144 max mem: 5654 Epoch: [36] [4900/7393] eta: 0:20:18 lr: 0.000010 loss: 16.2563 (16.1553) loss_bbox: 0.1463 (0.1569) loss_bbox_aux_0: 0.1687 (0.1703) loss_bbox_aux_1: 0.1511 (0.1623) loss_bbox_aux_2: 0.1485 (0.1592) loss_bbox_aux_3: 0.1479 (0.1573) loss_bbox_aux_4: 0.1472 (0.1569) loss_bbox_aux_5: 0.1935 (0.2078) loss_bbox_dn_0: 0.2781 (0.2767) loss_bbox_dn_1: 0.1986 (0.2068) loss_bbox_dn_2: 0.1785 (0.1854) loss_bbox_dn_3: 0.1640 (0.1789) loss_bbox_dn_4: 0.1623 (0.1774) loss_bbox_dn_5: 0.1623 (0.1774) loss_giou: 0.5092 (0.4807) loss_giou_aux_0: 0.5106 (0.5057) loss_giou_aux_1: 0.5145 (0.4915) loss_giou_aux_2: 0.5062 (0.4858) loss_giou_aux_3: 0.5079 (0.4820) loss_giou_aux_4: 0.5093 (0.4809) loss_giou_aux_5: 0.5664 (0.5716) loss_giou_dn_0: 0.5986 (0.5920) loss_giou_dn_1: 0.4932 (0.4857) loss_giou_dn_2: 0.4615 (0.4558) loss_giou_dn_3: 0.4511 (0.4474) loss_giou_dn_4: 0.4502 (0.4454) loss_giou_dn_5: 0.4502 (0.4455) loss_vfl: 0.6951 (0.6855) loss_vfl_aux_0: 0.7812 (0.7914) loss_vfl_aux_1: 0.7344 (0.7405) loss_vfl_aux_2: 0.7161 (0.7113) loss_vfl_aux_3: 0.7035 (0.6968) loss_vfl_aux_4: 0.7119 (0.6889) loss_vfl_aux_5: 0.7594 (0.7728) loss_vfl_dn_0: 0.4548 (0.4564) loss_vfl_dn_1: 0.3960 (0.3921) loss_vfl_dn_2: 0.3787 (0.3762) loss_vfl_dn_3: 0.3732 (0.3686) loss_vfl_dn_4: 0.3717 (0.3660) loss_vfl_dn_5: 0.3701 (0.3652) time: 0.4733 data: 0.0141 max mem: 5654 Epoch: [36] [5000/7393] eta: 0:19:29 lr: 0.000010 loss: 15.6778 (16.1585) loss_bbox: 0.1384 (0.1569) loss_bbox_aux_0: 0.1605 (0.1704) loss_bbox_aux_1: 0.1498 (0.1623) loss_bbox_aux_2: 0.1524 (0.1593) loss_bbox_aux_3: 0.1479 (0.1573) loss_bbox_aux_4: 0.1453 (0.1570) loss_bbox_aux_5: 0.2026 (0.2079) loss_bbox_dn_0: 0.2428 (0.2769) loss_bbox_dn_1: 0.1809 (0.2070) loss_bbox_dn_2: 0.1632 (0.1856) loss_bbox_dn_3: 0.1551 (0.1790) loss_bbox_dn_4: 0.1531 (0.1775) loss_bbox_dn_5: 0.1530 (0.1775) loss_giou: 0.4592 (0.4807) loss_giou_aux_0: 0.4974 (0.5057) loss_giou_aux_1: 0.4712 (0.4915) loss_giou_aux_2: 0.4586 (0.4859) loss_giou_aux_3: 0.4640 (0.4820) loss_giou_aux_4: 0.4592 (0.4809) loss_giou_aux_5: 0.5703 (0.5717) loss_giou_dn_0: 0.5790 (0.5920) loss_giou_dn_1: 0.4605 (0.4858) loss_giou_dn_2: 0.4371 (0.4559) loss_giou_dn_3: 0.4313 (0.4474) loss_giou_dn_4: 0.4300 (0.4454) loss_giou_dn_5: 0.4301 (0.4456) loss_vfl: 0.6617 (0.6858) loss_vfl_aux_0: 0.7958 (0.7917) loss_vfl_aux_1: 0.7388 (0.7409) loss_vfl_aux_2: 0.6947 (0.7115) loss_vfl_aux_3: 0.6789 (0.6970) loss_vfl_aux_4: 0.6687 (0.6892) loss_vfl_aux_5: 0.7702 (0.7730) loss_vfl_dn_0: 0.4540 (0.4564) loss_vfl_dn_1: 0.3928 (0.3921) loss_vfl_dn_2: 0.3771 (0.3762) loss_vfl_dn_3: 0.3680 (0.3686) loss_vfl_dn_4: 0.3647 (0.3659) loss_vfl_dn_5: 0.3660 (0.3652) time: 0.4669 data: 0.0138 max mem: 5654 Epoch: [36] [5100/7393] eta: 0:18:39 lr: 0.000010 loss: 16.4896 (16.1583) loss_bbox: 0.1492 (0.1570) loss_bbox_aux_0: 0.1627 (0.1704) loss_bbox_aux_1: 0.1527 (0.1623) loss_bbox_aux_2: 0.1530 (0.1593) loss_bbox_aux_3: 0.1535 (0.1573) loss_bbox_aux_4: 0.1486 (0.1570) loss_bbox_aux_5: 0.1973 (0.2080) loss_bbox_dn_0: 0.2484 (0.2770) loss_bbox_dn_1: 0.1800 (0.2070) loss_bbox_dn_2: 0.1680 (0.1856) loss_bbox_dn_3: 0.1651 (0.1790) loss_bbox_dn_4: 0.1649 (0.1776) loss_bbox_dn_5: 0.1648 (0.1776) loss_giou: 0.4680 (0.4808) loss_giou_aux_0: 0.5007 (0.5058) loss_giou_aux_1: 0.4769 (0.4916) loss_giou_aux_2: 0.4703 (0.4859) loss_giou_aux_3: 0.4675 (0.4821) loss_giou_aux_4: 0.4696 (0.4810) loss_giou_aux_5: 0.5627 (0.5717) loss_giou_dn_0: 0.6009 (0.5919) loss_giou_dn_1: 0.4985 (0.4856) loss_giou_dn_2: 0.4717 (0.4558) loss_giou_dn_3: 0.4602 (0.4473) loss_giou_dn_4: 0.4564 (0.4453) loss_giou_dn_5: 0.4564 (0.4455) loss_vfl: 0.7065 (0.6857) loss_vfl_aux_0: 0.8018 (0.7918) loss_vfl_aux_1: 0.7478 (0.7408) loss_vfl_aux_2: 0.7363 (0.7115) loss_vfl_aux_3: 0.7235 (0.6970) loss_vfl_aux_4: 0.7028 (0.6891) loss_vfl_aux_5: 0.7816 (0.7731) loss_vfl_dn_0: 0.4562 (0.4564) loss_vfl_dn_1: 0.3988 (0.3921) loss_vfl_dn_2: 0.3820 (0.3761) loss_vfl_dn_3: 0.3744 (0.3685) loss_vfl_dn_4: 0.3722 (0.3659) loss_vfl_dn_5: 0.3717 (0.3651) time: 0.4756 data: 0.0143 max mem: 5654 Epoch: [36] [5200/7393] eta: 0:17:50 lr: 0.000010 loss: 16.1829 (16.1573) loss_bbox: 0.1353 (0.1569) loss_bbox_aux_0: 0.1488 (0.1703) loss_bbox_aux_1: 0.1482 (0.1623) loss_bbox_aux_2: 0.1443 (0.1592) loss_bbox_aux_3: 0.1381 (0.1573) loss_bbox_aux_4: 0.1367 (0.1569) loss_bbox_aux_5: 0.1998 (0.2079) loss_bbox_dn_0: 0.2662 (0.2770) loss_bbox_dn_1: 0.1949 (0.2069) loss_bbox_dn_2: 0.1718 (0.1855) loss_bbox_dn_3: 0.1652 (0.1790) loss_bbox_dn_4: 0.1641 (0.1775) loss_bbox_dn_5: 0.1641 (0.1775) loss_giou: 0.4600 (0.4809) loss_giou_aux_0: 0.4916 (0.5057) loss_giou_aux_1: 0.4855 (0.4916) loss_giou_aux_2: 0.4713 (0.4859) loss_giou_aux_3: 0.4652 (0.4822) loss_giou_aux_4: 0.4655 (0.4810) loss_giou_aux_5: 0.5598 (0.5718) loss_giou_dn_0: 0.5943 (0.5920) loss_giou_dn_1: 0.4771 (0.4857) loss_giou_dn_2: 0.4577 (0.4558) loss_giou_dn_3: 0.4479 (0.4473) loss_giou_dn_4: 0.4440 (0.4453) loss_giou_dn_5: 0.4440 (0.4455) loss_vfl: 0.7058 (0.6856) loss_vfl_aux_0: 0.8200 (0.7918) loss_vfl_aux_1: 0.7573 (0.7407) loss_vfl_aux_2: 0.7218 (0.7114) loss_vfl_aux_3: 0.7032 (0.6969) loss_vfl_aux_4: 0.7111 (0.6890) loss_vfl_aux_5: 0.7856 (0.7730) loss_vfl_dn_0: 0.4523 (0.4563) loss_vfl_dn_1: 0.3890 (0.3920) loss_vfl_dn_2: 0.3769 (0.3761) loss_vfl_dn_3: 0.3693 (0.3685) loss_vfl_dn_4: 0.3654 (0.3658) loss_vfl_dn_5: 0.3650 (0.3651) time: 0.4801 data: 0.0137 max mem: 5654 Epoch: [36] [5300/7393] eta: 0:17:01 lr: 0.000010 loss: 16.1611 (16.1580) loss_bbox: 0.1574 (0.1569) loss_bbox_aux_0: 0.1552 (0.1703) loss_bbox_aux_1: 0.1561 (0.1623) loss_bbox_aux_2: 0.1555 (0.1592) loss_bbox_aux_3: 0.1523 (0.1573) loss_bbox_aux_4: 0.1573 (0.1569) loss_bbox_aux_5: 0.1884 (0.2079) loss_bbox_dn_0: 0.2654 (0.2770) loss_bbox_dn_1: 0.1946 (0.2069) loss_bbox_dn_2: 0.1822 (0.1856) loss_bbox_dn_3: 0.1754 (0.1790) loss_bbox_dn_4: 0.1738 (0.1776) loss_bbox_dn_5: 0.1738 (0.1776) loss_giou: 0.4854 (0.4808) loss_giou_aux_0: 0.5205 (0.5057) loss_giou_aux_1: 0.5003 (0.4915) loss_giou_aux_2: 0.4896 (0.4859) loss_giou_aux_3: 0.4867 (0.4821) loss_giou_aux_4: 0.4850 (0.4810) loss_giou_aux_5: 0.5638 (0.5717) loss_giou_dn_0: 0.6073 (0.5920) loss_giou_dn_1: 0.5036 (0.4856) loss_giou_dn_2: 0.4706 (0.4558) loss_giou_dn_3: 0.4663 (0.4473) loss_giou_dn_4: 0.4619 (0.4453) loss_giou_dn_5: 0.4618 (0.4455) loss_vfl: 0.6726 (0.6857) loss_vfl_aux_0: 0.7781 (0.7920) loss_vfl_aux_1: 0.7451 (0.7409) loss_vfl_aux_2: 0.7033 (0.7115) loss_vfl_aux_3: 0.6856 (0.6969) loss_vfl_aux_4: 0.6770 (0.6891) loss_vfl_aux_5: 0.7641 (0.7731) loss_vfl_dn_0: 0.4598 (0.4563) loss_vfl_dn_1: 0.3888 (0.3920) loss_vfl_dn_2: 0.3720 (0.3761) loss_vfl_dn_3: 0.3661 (0.3685) loss_vfl_dn_4: 0.3626 (0.3659) loss_vfl_dn_5: 0.3627 (0.3651) time: 0.4786 data: 0.0141 max mem: 5654 Epoch: [36] [5400/7393] eta: 0:16:12 lr: 0.000010 loss: 15.8982 (16.1552) loss_bbox: 0.1470 (0.1568) loss_bbox_aux_0: 0.1588 (0.1701) loss_bbox_aux_1: 0.1456 (0.1621) loss_bbox_aux_2: 0.1497 (0.1591) loss_bbox_aux_3: 0.1464 (0.1572) loss_bbox_aux_4: 0.1486 (0.1568) loss_bbox_aux_5: 0.1924 (0.2076) loss_bbox_dn_0: 0.2396 (0.2766) loss_bbox_dn_1: 0.1829 (0.2066) loss_bbox_dn_2: 0.1639 (0.1853) loss_bbox_dn_3: 0.1574 (0.1787) loss_bbox_dn_4: 0.1551 (0.1773) loss_bbox_dn_5: 0.1551 (0.1773) loss_giou: 0.4476 (0.4811) loss_giou_aux_0: 0.4829 (0.5060) loss_giou_aux_1: 0.4615 (0.4918) loss_giou_aux_2: 0.4593 (0.4862) loss_giou_aux_3: 0.4603 (0.4824) loss_giou_aux_4: 0.4522 (0.4813) loss_giou_aux_5: 0.5424 (0.5720) loss_giou_dn_0: 0.5654 (0.5921) loss_giou_dn_1: 0.4627 (0.4857) loss_giou_dn_2: 0.4343 (0.4559) loss_giou_dn_3: 0.4286 (0.4474) loss_giou_dn_4: 0.4265 (0.4454) loss_giou_dn_5: 0.4265 (0.4456) loss_vfl: 0.6740 (0.6854) loss_vfl_aux_0: 0.7709 (0.7916) loss_vfl_aux_1: 0.7294 (0.7405) loss_vfl_aux_2: 0.6953 (0.7111) loss_vfl_aux_3: 0.6830 (0.6966) loss_vfl_aux_4: 0.6768 (0.6889) loss_vfl_aux_5: 0.7761 (0.7728) loss_vfl_dn_0: 0.4588 (0.4563) loss_vfl_dn_1: 0.3952 (0.3920) loss_vfl_dn_2: 0.3787 (0.3761) loss_vfl_dn_3: 0.3677 (0.3685) loss_vfl_dn_4: 0.3658 (0.3659) loss_vfl_dn_5: 0.3639 (0.3651) time: 0.4900 data: 0.0140 max mem: 5654 Epoch: [36] [5500/7393] eta: 0:15:23 lr: 0.000010 loss: 16.0465 (16.1563) loss_bbox: 0.1510 (0.1568) loss_bbox_aux_0: 0.1568 (0.1701) loss_bbox_aux_1: 0.1466 (0.1621) loss_bbox_aux_2: 0.1488 (0.1591) loss_bbox_aux_3: 0.1484 (0.1572) loss_bbox_aux_4: 0.1510 (0.1567) loss_bbox_aux_5: 0.1981 (0.2077) loss_bbox_dn_0: 0.2667 (0.2767) loss_bbox_dn_1: 0.1984 (0.2066) loss_bbox_dn_2: 0.1746 (0.1853) loss_bbox_dn_3: 0.1671 (0.1787) loss_bbox_dn_4: 0.1668 (0.1773) loss_bbox_dn_5: 0.1669 (0.1773) loss_giou: 0.4634 (0.4810) loss_giou_aux_0: 0.4714 (0.5059) loss_giou_aux_1: 0.4622 (0.4918) loss_giou_aux_2: 0.4629 (0.4861) loss_giou_aux_3: 0.4557 (0.4823) loss_giou_aux_4: 0.4635 (0.4812) loss_giou_aux_5: 0.5344 (0.5720) loss_giou_dn_0: 0.5896 (0.5921) loss_giou_dn_1: 0.4778 (0.4857) loss_giou_dn_2: 0.4474 (0.4558) loss_giou_dn_3: 0.4379 (0.4474) loss_giou_dn_4: 0.4331 (0.4454) loss_giou_dn_5: 0.4333 (0.4456) loss_vfl: 0.6820 (0.6856) loss_vfl_aux_0: 0.7595 (0.7918) loss_vfl_aux_1: 0.7224 (0.7408) loss_vfl_aux_2: 0.7100 (0.7114) loss_vfl_aux_3: 0.6925 (0.6968) loss_vfl_aux_4: 0.6872 (0.6891) loss_vfl_aux_5: 0.7373 (0.7729) loss_vfl_dn_0: 0.4532 (0.4563) loss_vfl_dn_1: 0.3888 (0.3920) loss_vfl_dn_2: 0.3752 (0.3761) loss_vfl_dn_3: 0.3700 (0.3685) loss_vfl_dn_4: 0.3652 (0.3659) loss_vfl_dn_5: 0.3650 (0.3651) time: 0.4772 data: 0.0139 max mem: 5654 Epoch: [36] [5600/7393] eta: 0:14:33 lr: 0.000010 loss: 15.8957 (16.1574) loss_bbox: 0.1371 (0.1568) loss_bbox_aux_0: 0.1443 (0.1702) loss_bbox_aux_1: 0.1469 (0.1621) loss_bbox_aux_2: 0.1423 (0.1591) loss_bbox_aux_3: 0.1380 (0.1572) loss_bbox_aux_4: 0.1419 (0.1568) loss_bbox_aux_5: 0.1844 (0.2079) loss_bbox_dn_0: 0.2320 (0.2769) loss_bbox_dn_1: 0.1756 (0.2068) loss_bbox_dn_2: 0.1564 (0.1855) loss_bbox_dn_3: 0.1514 (0.1789) loss_bbox_dn_4: 0.1492 (0.1775) loss_bbox_dn_5: 0.1493 (0.1775) loss_giou: 0.4683 (0.4808) loss_giou_aux_0: 0.5106 (0.5056) loss_giou_aux_1: 0.4881 (0.4915) loss_giou_aux_2: 0.4791 (0.4858) loss_giou_aux_3: 0.4704 (0.4821) loss_giou_aux_4: 0.4680 (0.4809) loss_giou_aux_5: 0.5678 (0.5718) loss_giou_dn_0: 0.5875 (0.5921) loss_giou_dn_1: 0.4880 (0.4857) loss_giou_dn_2: 0.4606 (0.4558) loss_giou_dn_3: 0.4538 (0.4474) loss_giou_dn_4: 0.4509 (0.4453) loss_giou_dn_5: 0.4512 (0.4455) loss_vfl: 0.6987 (0.6859) loss_vfl_aux_0: 0.7850 (0.7921) loss_vfl_aux_1: 0.7394 (0.7409) loss_vfl_aux_2: 0.7065 (0.7116) loss_vfl_aux_3: 0.7028 (0.6970) loss_vfl_aux_4: 0.6965 (0.6893) loss_vfl_aux_5: 0.7398 (0.7730) loss_vfl_dn_0: 0.4522 (0.4563) loss_vfl_dn_1: 0.3879 (0.3920) loss_vfl_dn_2: 0.3752 (0.3761) loss_vfl_dn_3: 0.3635 (0.3685) loss_vfl_dn_4: 0.3610 (0.3659) loss_vfl_dn_5: 0.3609 (0.3651) time: 0.4704 data: 0.0146 max mem: 5654 Epoch: [36] [5700/7393] eta: 0:13:44 lr: 0.000010 loss: 15.7807 (16.1568) loss_bbox: 0.1299 (0.1567) loss_bbox_aux_0: 0.1498 (0.1701) loss_bbox_aux_1: 0.1355 (0.1621) loss_bbox_aux_2: 0.1320 (0.1591) loss_bbox_aux_3: 0.1268 (0.1571) loss_bbox_aux_4: 0.1280 (0.1567) loss_bbox_aux_5: 0.1886 (0.2078) loss_bbox_dn_0: 0.2223 (0.2768) loss_bbox_dn_1: 0.1708 (0.2068) loss_bbox_dn_2: 0.1546 (0.1854) loss_bbox_dn_3: 0.1557 (0.1788) loss_bbox_dn_4: 0.1546 (0.1774) loss_bbox_dn_5: 0.1546 (0.1774) loss_giou: 0.4633 (0.4807) loss_giou_aux_0: 0.4823 (0.5056) loss_giou_aux_1: 0.4682 (0.4915) loss_giou_aux_2: 0.4785 (0.4858) loss_giou_aux_3: 0.4634 (0.4821) loss_giou_aux_4: 0.4458 (0.4809) loss_giou_aux_5: 0.5407 (0.5719) loss_giou_dn_0: 0.5557 (0.5921) loss_giou_dn_1: 0.4521 (0.4857) loss_giou_dn_2: 0.4263 (0.4558) loss_giou_dn_3: 0.4220 (0.4474) loss_giou_dn_4: 0.4189 (0.4454) loss_giou_dn_5: 0.4188 (0.4455) loss_vfl: 0.6559 (0.6859) loss_vfl_aux_0: 0.7567 (0.7921) loss_vfl_aux_1: 0.7094 (0.7409) loss_vfl_aux_2: 0.6873 (0.7116) loss_vfl_aux_3: 0.6723 (0.6971) loss_vfl_aux_4: 0.6638 (0.6893) loss_vfl_aux_5: 0.7510 (0.7729) loss_vfl_dn_0: 0.4480 (0.4563) loss_vfl_dn_1: 0.3921 (0.3920) loss_vfl_dn_2: 0.3763 (0.3761) loss_vfl_dn_3: 0.3684 (0.3686) loss_vfl_dn_4: 0.3622 (0.3659) loss_vfl_dn_5: 0.3621 (0.3652) time: 0.4865 data: 0.0143 max mem: 5654 Epoch: [36] [5800/7393] eta: 0:12:57 lr: 0.000010 loss: 15.4237 (16.1578) loss_bbox: 0.1524 (0.1567) loss_bbox_aux_0: 0.1659 (0.1701) loss_bbox_aux_1: 0.1556 (0.1620) loss_bbox_aux_2: 0.1496 (0.1590) loss_bbox_aux_3: 0.1495 (0.1571) loss_bbox_aux_4: 0.1525 (0.1566) loss_bbox_aux_5: 0.2026 (0.2078) loss_bbox_dn_0: 0.2781 (0.2768) loss_bbox_dn_1: 0.2171 (0.2068) loss_bbox_dn_2: 0.1961 (0.1854) loss_bbox_dn_3: 0.1880 (0.1789) loss_bbox_dn_4: 0.1851 (0.1775) loss_bbox_dn_5: 0.1851 (0.1775) loss_giou: 0.4315 (0.4806) loss_giou_aux_0: 0.4492 (0.5054) loss_giou_aux_1: 0.4386 (0.4913) loss_giou_aux_2: 0.4328 (0.4857) loss_giou_aux_3: 0.4326 (0.4819) loss_giou_aux_4: 0.4319 (0.4808) loss_giou_aux_5: 0.5135 (0.5718) loss_giou_dn_0: 0.5755 (0.5920) loss_giou_dn_1: 0.4662 (0.4856) loss_giou_dn_2: 0.4286 (0.4558) loss_giou_dn_3: 0.4232 (0.4473) loss_giou_dn_4: 0.4219 (0.4453) loss_giou_dn_5: 0.4219 (0.4455) loss_vfl: 0.6703 (0.6863) loss_vfl_aux_0: 0.8147 (0.7924) loss_vfl_aux_1: 0.7572 (0.7413) loss_vfl_aux_2: 0.7239 (0.7120) loss_vfl_aux_3: 0.7002 (0.6975) loss_vfl_aux_4: 0.6816 (0.6897) loss_vfl_aux_5: 0.8050 (0.7733) loss_vfl_dn_0: 0.4543 (0.4563) loss_vfl_dn_1: 0.3852 (0.3921) loss_vfl_dn_2: 0.3707 (0.3762) loss_vfl_dn_3: 0.3637 (0.3686) loss_vfl_dn_4: 0.3626 (0.3659) loss_vfl_dn_5: 0.3629 (0.3652) time: 0.4788 data: 0.0141 max mem: 5654 Epoch: [36] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 16.1088 (16.1538) loss_bbox: 0.1495 (0.1567) loss_bbox_aux_0: 0.1590 (0.1701) loss_bbox_aux_1: 0.1497 (0.1620) loss_bbox_aux_2: 0.1447 (0.1590) loss_bbox_aux_3: 0.1491 (0.1570) loss_bbox_aux_4: 0.1533 (0.1566) loss_bbox_aux_5: 0.2078 (0.2078) loss_bbox_dn_0: 0.2662 (0.2767) loss_bbox_dn_1: 0.1947 (0.2067) loss_bbox_dn_2: 0.1742 (0.1854) loss_bbox_dn_3: 0.1660 (0.1788) loss_bbox_dn_4: 0.1629 (0.1774) loss_bbox_dn_5: 0.1631 (0.1774) loss_giou: 0.4542 (0.4804) loss_giou_aux_0: 0.4838 (0.5053) loss_giou_aux_1: 0.4605 (0.4911) loss_giou_aux_2: 0.4511 (0.4855) loss_giou_aux_3: 0.4502 (0.4818) loss_giou_aux_4: 0.4555 (0.4806) loss_giou_aux_5: 0.5501 (0.5716) loss_giou_dn_0: 0.5752 (0.5918) loss_giou_dn_1: 0.4560 (0.4854) loss_giou_dn_2: 0.4223 (0.4556) loss_giou_dn_3: 0.4101 (0.4471) loss_giou_dn_4: 0.4096 (0.4451) loss_giou_dn_5: 0.4097 (0.4453) loss_vfl: 0.6942 (0.6861) loss_vfl_aux_0: 0.8024 (0.7923) loss_vfl_aux_1: 0.7557 (0.7412) loss_vfl_aux_2: 0.7318 (0.7120) loss_vfl_aux_3: 0.7073 (0.6974) loss_vfl_aux_4: 0.6988 (0.6896) loss_vfl_aux_5: 0.7815 (0.7732) loss_vfl_dn_0: 0.4546 (0.4563) loss_vfl_dn_1: 0.3807 (0.3920) loss_vfl_dn_2: 0.3670 (0.3761) loss_vfl_dn_3: 0.3613 (0.3685) loss_vfl_dn_4: 0.3593 (0.3659) loss_vfl_dn_5: 0.3579 (0.3651) time: 0.4751 data: 0.0143 max mem: 5654 Epoch: [36] [6000/7393] eta: 0:11:20 lr: 0.000010 loss: 16.5068 (16.1534) loss_bbox: 0.1382 (0.1567) loss_bbox_aux_0: 0.1530 (0.1700) loss_bbox_aux_1: 0.1420 (0.1620) loss_bbox_aux_2: 0.1369 (0.1590) loss_bbox_aux_3: 0.1387 (0.1570) loss_bbox_aux_4: 0.1367 (0.1566) loss_bbox_aux_5: 0.1868 (0.2078) loss_bbox_dn_0: 0.2228 (0.2767) loss_bbox_dn_1: 0.1795 (0.2066) loss_bbox_dn_2: 0.1516 (0.1853) loss_bbox_dn_3: 0.1475 (0.1788) loss_bbox_dn_4: 0.1471 (0.1774) loss_bbox_dn_5: 0.1471 (0.1774) loss_giou: 0.5046 (0.4805) loss_giou_aux_0: 0.5114 (0.5052) loss_giou_aux_1: 0.5137 (0.4912) loss_giou_aux_2: 0.5071 (0.4855) loss_giou_aux_3: 0.5009 (0.4818) loss_giou_aux_4: 0.4993 (0.4806) loss_giou_aux_5: 0.5876 (0.5716) loss_giou_dn_0: 0.5982 (0.5917) loss_giou_dn_1: 0.4978 (0.4854) loss_giou_dn_2: 0.4762 (0.4556) loss_giou_dn_3: 0.4658 (0.4471) loss_giou_dn_4: 0.4631 (0.4451) loss_giou_dn_5: 0.4635 (0.4453) loss_vfl: 0.6988 (0.6861) loss_vfl_aux_0: 0.8456 (0.7924) loss_vfl_aux_1: 0.7934 (0.7413) loss_vfl_aux_2: 0.7597 (0.7120) loss_vfl_aux_3: 0.7299 (0.6973) loss_vfl_aux_4: 0.7212 (0.6895) loss_vfl_aux_5: 0.7935 (0.7731) loss_vfl_dn_0: 0.4554 (0.4563) loss_vfl_dn_1: 0.3923 (0.3920) loss_vfl_dn_2: 0.3746 (0.3761) loss_vfl_dn_3: 0.3672 (0.3685) loss_vfl_dn_4: 0.3647 (0.3659) loss_vfl_dn_5: 0.3640 (0.3651) time: 0.4824 data: 0.0141 max mem: 5654 Epoch: [36] [6100/7393] eta: 0:10:31 lr: 0.000010 loss: 16.5082 (16.1568) loss_bbox: 0.1512 (0.1567) loss_bbox_aux_0: 0.1670 (0.1700) loss_bbox_aux_1: 0.1543 (0.1620) loss_bbox_aux_2: 0.1529 (0.1590) loss_bbox_aux_3: 0.1526 (0.1571) loss_bbox_aux_4: 0.1525 (0.1567) loss_bbox_aux_5: 0.2028 (0.2078) loss_bbox_dn_0: 0.2795 (0.2767) loss_bbox_dn_1: 0.1804 (0.2066) loss_bbox_dn_2: 0.1609 (0.1853) loss_bbox_dn_3: 0.1533 (0.1788) loss_bbox_dn_4: 0.1511 (0.1774) loss_bbox_dn_5: 0.1511 (0.1774) loss_giou: 0.4769 (0.4807) loss_giou_aux_0: 0.5065 (0.5055) loss_giou_aux_1: 0.4912 (0.4914) loss_giou_aux_2: 0.4839 (0.4857) loss_giou_aux_3: 0.4763 (0.4820) loss_giou_aux_4: 0.4774 (0.4809) loss_giou_aux_5: 0.5756 (0.5719) loss_giou_dn_0: 0.5986 (0.5919) loss_giou_dn_1: 0.4852 (0.4855) loss_giou_dn_2: 0.4483 (0.4557) loss_giou_dn_3: 0.4401 (0.4473) loss_giou_dn_4: 0.4384 (0.4453) loss_giou_dn_5: 0.4389 (0.4454) loss_vfl: 0.7016 (0.6862) loss_vfl_aux_0: 0.7811 (0.7925) loss_vfl_aux_1: 0.7189 (0.7413) loss_vfl_aux_2: 0.7050 (0.7121) loss_vfl_aux_3: 0.6971 (0.6974) loss_vfl_aux_4: 0.7057 (0.6896) loss_vfl_aux_5: 0.7904 (0.7731) loss_vfl_dn_0: 0.4612 (0.4563) loss_vfl_dn_1: 0.3962 (0.3920) loss_vfl_dn_2: 0.3813 (0.3761) loss_vfl_dn_3: 0.3738 (0.3686) loss_vfl_dn_4: 0.3706 (0.3659) loss_vfl_dn_5: 0.3676 (0.3652) time: 0.4814 data: 0.0136 max mem: 5654 Epoch: [36] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 16.4225 (16.1570) loss_bbox: 0.1529 (0.1567) loss_bbox_aux_0: 0.1632 (0.1700) loss_bbox_aux_1: 0.1620 (0.1620) loss_bbox_aux_2: 0.1529 (0.1590) loss_bbox_aux_3: 0.1503 (0.1571) loss_bbox_aux_4: 0.1547 (0.1567) loss_bbox_aux_5: 0.2067 (0.2078) loss_bbox_dn_0: 0.2829 (0.2768) loss_bbox_dn_1: 0.2099 (0.2067) loss_bbox_dn_2: 0.1940 (0.1854) loss_bbox_dn_3: 0.1835 (0.1789) loss_bbox_dn_4: 0.1837 (0.1775) loss_bbox_dn_5: 0.1838 (0.1775) loss_giou: 0.5059 (0.4807) loss_giou_aux_0: 0.5261 (0.5055) loss_giou_aux_1: 0.5061 (0.4914) loss_giou_aux_2: 0.4970 (0.4857) loss_giou_aux_3: 0.5074 (0.4820) loss_giou_aux_4: 0.5054 (0.4809) loss_giou_aux_5: 0.5803 (0.5718) loss_giou_dn_0: 0.6029 (0.5918) loss_giou_dn_1: 0.4922 (0.4855) loss_giou_dn_2: 0.4733 (0.4557) loss_giou_dn_3: 0.4647 (0.4473) loss_giou_dn_4: 0.4616 (0.4452) loss_giou_dn_5: 0.4621 (0.4454) loss_vfl: 0.6607 (0.6861) loss_vfl_aux_0: 0.7773 (0.7925) loss_vfl_aux_1: 0.7138 (0.7413) loss_vfl_aux_2: 0.7097 (0.7121) loss_vfl_aux_3: 0.6822 (0.6973) loss_vfl_aux_4: 0.6619 (0.6895) loss_vfl_aux_5: 0.7696 (0.7731) loss_vfl_dn_0: 0.4529 (0.4563) loss_vfl_dn_1: 0.3870 (0.3920) loss_vfl_dn_2: 0.3742 (0.3761) loss_vfl_dn_3: 0.3676 (0.3685) loss_vfl_dn_4: 0.3649 (0.3659) loss_vfl_dn_5: 0.3637 (0.3651) time: 0.4721 data: 0.0142 max mem: 5654 Epoch: [36] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 15.8879 (16.1538) loss_bbox: 0.1498 (0.1566) loss_bbox_aux_0: 0.1685 (0.1699) loss_bbox_aux_1: 0.1658 (0.1620) loss_bbox_aux_2: 0.1550 (0.1590) loss_bbox_aux_3: 0.1523 (0.1570) loss_bbox_aux_4: 0.1571 (0.1566) loss_bbox_aux_5: 0.2107 (0.2077) loss_bbox_dn_0: 0.2724 (0.2766) loss_bbox_dn_1: 0.2187 (0.2066) loss_bbox_dn_2: 0.1917 (0.1853) loss_bbox_dn_3: 0.1766 (0.1787) loss_bbox_dn_4: 0.1720 (0.1773) loss_bbox_dn_5: 0.1720 (0.1773) loss_giou: 0.4687 (0.4808) loss_giou_aux_0: 0.4869 (0.5056) loss_giou_aux_1: 0.4796 (0.4915) loss_giou_aux_2: 0.4674 (0.4858) loss_giou_aux_3: 0.4671 (0.4822) loss_giou_aux_4: 0.4686 (0.4810) loss_giou_aux_5: 0.5543 (0.5719) loss_giou_dn_0: 0.5944 (0.5918) loss_giou_dn_1: 0.4908 (0.4854) loss_giou_dn_2: 0.4642 (0.4556) loss_giou_dn_3: 0.4551 (0.4472) loss_giou_dn_4: 0.4510 (0.4452) loss_giou_dn_5: 0.4510 (0.4454) loss_vfl: 0.6787 (0.6858) loss_vfl_aux_0: 0.7868 (0.7922) loss_vfl_aux_1: 0.7215 (0.7409) loss_vfl_aux_2: 0.6866 (0.7118) loss_vfl_aux_3: 0.6884 (0.6970) loss_vfl_aux_4: 0.6747 (0.6892) loss_vfl_aux_5: 0.7728 (0.7729) loss_vfl_dn_0: 0.4523 (0.4563) loss_vfl_dn_1: 0.3893 (0.3920) loss_vfl_dn_2: 0.3755 (0.3761) loss_vfl_dn_3: 0.3658 (0.3685) loss_vfl_dn_4: 0.3652 (0.3659) loss_vfl_dn_5: 0.3647 (0.3651) time: 0.4865 data: 0.0140 max mem: 5654 Epoch: [36] [6400/7393] eta: 0:08:04 lr: 0.000010 loss: 16.3630 (16.1534) loss_bbox: 0.1526 (0.1567) loss_bbox_aux_0: 0.1617 (0.1700) loss_bbox_aux_1: 0.1510 (0.1620) loss_bbox_aux_2: 0.1490 (0.1590) loss_bbox_aux_3: 0.1544 (0.1570) loss_bbox_aux_4: 0.1496 (0.1566) loss_bbox_aux_5: 0.2026 (0.2078) loss_bbox_dn_0: 0.2861 (0.2767) loss_bbox_dn_1: 0.2132 (0.2066) loss_bbox_dn_2: 0.1844 (0.1853) loss_bbox_dn_3: 0.1774 (0.1788) loss_bbox_dn_4: 0.1745 (0.1774) loss_bbox_dn_5: 0.1746 (0.1774) loss_giou: 0.4639 (0.4808) loss_giou_aux_0: 0.4929 (0.5056) loss_giou_aux_1: 0.4834 (0.4915) loss_giou_aux_2: 0.4754 (0.4858) loss_giou_aux_3: 0.4727 (0.4821) loss_giou_aux_4: 0.4750 (0.4810) loss_giou_aux_5: 0.5507 (0.5719) loss_giou_dn_0: 0.6050 (0.5917) loss_giou_dn_1: 0.4988 (0.4854) loss_giou_dn_2: 0.4695 (0.4556) loss_giou_dn_3: 0.4589 (0.4472) loss_giou_dn_4: 0.4563 (0.4451) loss_giou_dn_5: 0.4563 (0.4453) loss_vfl: 0.6991 (0.6858) loss_vfl_aux_0: 0.7981 (0.7921) loss_vfl_aux_1: 0.7521 (0.7408) loss_vfl_aux_2: 0.7236 (0.7118) loss_vfl_aux_3: 0.7099 (0.6970) loss_vfl_aux_4: 0.7017 (0.6891) loss_vfl_aux_5: 0.7680 (0.7728) loss_vfl_dn_0: 0.4547 (0.4563) loss_vfl_dn_1: 0.3983 (0.3920) loss_vfl_dn_2: 0.3820 (0.3761) loss_vfl_dn_3: 0.3743 (0.3685) loss_vfl_dn_4: 0.3713 (0.3658) loss_vfl_dn_5: 0.3708 (0.3651) time: 0.4849 data: 0.0138 max mem: 5654 Epoch: [36] [6500/7393] eta: 0:07:15 lr: 0.000010 loss: 16.2491 (16.1539) loss_bbox: 0.1474 (0.1566) loss_bbox_aux_0: 0.1613 (0.1699) loss_bbox_aux_1: 0.1497 (0.1619) loss_bbox_aux_2: 0.1521 (0.1589) loss_bbox_aux_3: 0.1463 (0.1570) loss_bbox_aux_4: 0.1474 (0.1566) loss_bbox_aux_5: 0.1910 (0.2077) loss_bbox_dn_0: 0.2552 (0.2765) loss_bbox_dn_1: 0.1981 (0.2065) loss_bbox_dn_2: 0.1823 (0.1853) loss_bbox_dn_3: 0.1769 (0.1787) loss_bbox_dn_4: 0.1759 (0.1773) loss_bbox_dn_5: 0.1759 (0.1773) loss_giou: 0.4832 (0.4808) loss_giou_aux_0: 0.5194 (0.5056) loss_giou_aux_1: 0.4950 (0.4915) loss_giou_aux_2: 0.4970 (0.4858) loss_giou_aux_3: 0.4868 (0.4822) loss_giou_aux_4: 0.4832 (0.4810) loss_giou_aux_5: 0.5674 (0.5719) loss_giou_dn_0: 0.6008 (0.5917) loss_giou_dn_1: 0.4962 (0.4854) loss_giou_dn_2: 0.4641 (0.4556) loss_giou_dn_3: 0.4567 (0.4472) loss_giou_dn_4: 0.4549 (0.4452) loss_giou_dn_5: 0.4551 (0.4454) loss_vfl: 0.6781 (0.6860) loss_vfl_aux_0: 0.7875 (0.7922) loss_vfl_aux_1: 0.7269 (0.7410) loss_vfl_aux_2: 0.6975 (0.7120) loss_vfl_aux_3: 0.6928 (0.6972) loss_vfl_aux_4: 0.6815 (0.6894) loss_vfl_aux_5: 0.7562 (0.7729) loss_vfl_dn_0: 0.4539 (0.4563) loss_vfl_dn_1: 0.3897 (0.3920) loss_vfl_dn_2: 0.3767 (0.3761) loss_vfl_dn_3: 0.3693 (0.3685) loss_vfl_dn_4: 0.3670 (0.3659) loss_vfl_dn_5: 0.3673 (0.3651) time: 0.4678 data: 0.0140 max mem: 5654 Epoch: [36] [6600/7393] eta: 0:06:26 lr: 0.000010 loss: 16.8200 (16.1551) loss_bbox: 0.1526 (0.1566) loss_bbox_aux_0: 0.1568 (0.1699) loss_bbox_aux_1: 0.1632 (0.1620) loss_bbox_aux_2: 0.1534 (0.1590) loss_bbox_aux_3: 0.1514 (0.1570) loss_bbox_aux_4: 0.1547 (0.1566) loss_bbox_aux_5: 0.2131 (0.2078) loss_bbox_dn_0: 0.2555 (0.2767) loss_bbox_dn_1: 0.1935 (0.2066) loss_bbox_dn_2: 0.1778 (0.1854) loss_bbox_dn_3: 0.1737 (0.1788) loss_bbox_dn_4: 0.1733 (0.1774) loss_bbox_dn_5: 0.1733 (0.1774) loss_giou: 0.5037 (0.4808) loss_giou_aux_0: 0.5181 (0.5056) loss_giou_aux_1: 0.4978 (0.4916) loss_giou_aux_2: 0.4992 (0.4858) loss_giou_aux_3: 0.4951 (0.4822) loss_giou_aux_4: 0.4954 (0.4810) loss_giou_aux_5: 0.6019 (0.5719) loss_giou_dn_0: 0.6135 (0.5917) loss_giou_dn_1: 0.5066 (0.4854) loss_giou_dn_2: 0.4760 (0.4557) loss_giou_dn_3: 0.4684 (0.4472) loss_giou_dn_4: 0.4646 (0.4452) loss_giou_dn_5: 0.4654 (0.4454) loss_vfl: 0.7022 (0.6859) loss_vfl_aux_0: 0.7912 (0.7923) loss_vfl_aux_1: 0.7469 (0.7410) loss_vfl_aux_2: 0.7549 (0.7120) loss_vfl_aux_3: 0.7178 (0.6972) loss_vfl_aux_4: 0.7080 (0.6892) loss_vfl_aux_5: 0.7695 (0.7729) loss_vfl_dn_0: 0.4550 (0.4563) loss_vfl_dn_1: 0.4029 (0.3919) loss_vfl_dn_2: 0.3883 (0.3761) loss_vfl_dn_3: 0.3832 (0.3685) loss_vfl_dn_4: 0.3847 (0.3658) loss_vfl_dn_5: 0.3828 (0.3651) time: 0.4758 data: 0.0139 max mem: 5654 Epoch: [36] [6700/7393] eta: 0:05:37 lr: 0.000010 loss: 16.1184 (16.1565) loss_bbox: 0.1445 (0.1566) loss_bbox_aux_0: 0.1515 (0.1699) loss_bbox_aux_1: 0.1462 (0.1620) loss_bbox_aux_2: 0.1461 (0.1589) loss_bbox_aux_3: 0.1436 (0.1570) loss_bbox_aux_4: 0.1462 (0.1566) loss_bbox_aux_5: 0.1774 (0.2078) loss_bbox_dn_0: 0.2159 (0.2766) loss_bbox_dn_1: 0.1654 (0.2066) loss_bbox_dn_2: 0.1495 (0.1853) loss_bbox_dn_3: 0.1414 (0.1788) loss_bbox_dn_4: 0.1397 (0.1774) loss_bbox_dn_5: 0.1398 (0.1774) loss_giou: 0.5045 (0.4810) loss_giou_aux_0: 0.5383 (0.5058) loss_giou_aux_1: 0.5211 (0.4918) loss_giou_aux_2: 0.5128 (0.4860) loss_giou_aux_3: 0.5118 (0.4824) loss_giou_aux_4: 0.5094 (0.4812) loss_giou_aux_5: 0.6093 (0.5721) loss_giou_dn_0: 0.6130 (0.5917) loss_giou_dn_1: 0.5202 (0.4855) loss_giou_dn_2: 0.4877 (0.4557) loss_giou_dn_3: 0.4774 (0.4473) loss_giou_dn_4: 0.4734 (0.4453) loss_giou_dn_5: 0.4733 (0.4455) loss_vfl: 0.6332 (0.6860) loss_vfl_aux_0: 0.7214 (0.7922) loss_vfl_aux_1: 0.6974 (0.7411) loss_vfl_aux_2: 0.6677 (0.7120) loss_vfl_aux_3: 0.6520 (0.6972) loss_vfl_aux_4: 0.6370 (0.6893) loss_vfl_aux_5: 0.7155 (0.7728) loss_vfl_dn_0: 0.4485 (0.4563) loss_vfl_dn_1: 0.3918 (0.3919) loss_vfl_dn_2: 0.3766 (0.3760) loss_vfl_dn_3: 0.3720 (0.3685) loss_vfl_dn_4: 0.3674 (0.3658) loss_vfl_dn_5: 0.3679 (0.3651) time: 0.4701 data: 0.0142 max mem: 5654 Epoch: [36] [6800/7393] eta: 0:04:48 lr: 0.000010 loss: 16.3130 (16.1577) loss_bbox: 0.1526 (0.1566) loss_bbox_aux_0: 0.1633 (0.1698) loss_bbox_aux_1: 0.1612 (0.1619) loss_bbox_aux_2: 0.1518 (0.1589) loss_bbox_aux_3: 0.1508 (0.1570) loss_bbox_aux_4: 0.1550 (0.1566) loss_bbox_aux_5: 0.2001 (0.2078) loss_bbox_dn_0: 0.2440 (0.2765) loss_bbox_dn_1: 0.1839 (0.2065) loss_bbox_dn_2: 0.1710 (0.1853) loss_bbox_dn_3: 0.1586 (0.1787) loss_bbox_dn_4: 0.1585 (0.1773) loss_bbox_dn_5: 0.1585 (0.1773) loss_giou: 0.5162 (0.4814) loss_giou_aux_0: 0.5588 (0.5061) loss_giou_aux_1: 0.5435 (0.4921) loss_giou_aux_2: 0.5331 (0.4864) loss_giou_aux_3: 0.5194 (0.4828) loss_giou_aux_4: 0.5256 (0.4816) loss_giou_aux_5: 0.6338 (0.5725) loss_giou_dn_0: 0.6043 (0.5919) loss_giou_dn_1: 0.5076 (0.4857) loss_giou_dn_2: 0.4820 (0.4559) loss_giou_dn_3: 0.4686 (0.4475) loss_giou_dn_4: 0.4651 (0.4455) loss_giou_dn_5: 0.4651 (0.4457) loss_vfl: 0.6499 (0.6858) loss_vfl_aux_0: 0.7536 (0.7919) loss_vfl_aux_1: 0.7197 (0.7408) loss_vfl_aux_2: 0.6832 (0.7118) loss_vfl_aux_3: 0.6627 (0.6970) loss_vfl_aux_4: 0.6558 (0.6891) loss_vfl_aux_5: 0.7129 (0.7725) loss_vfl_dn_0: 0.4554 (0.4562) loss_vfl_dn_1: 0.3912 (0.3919) loss_vfl_dn_2: 0.3802 (0.3760) loss_vfl_dn_3: 0.3714 (0.3685) loss_vfl_dn_4: 0.3730 (0.3658) loss_vfl_dn_5: 0.3692 (0.3651) time: 0.4635 data: 0.0141 max mem: 5654 Epoch: [36] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 16.9241 (16.1570) loss_bbox: 0.1364 (0.1566) loss_bbox_aux_0: 0.1487 (0.1698) loss_bbox_aux_1: 0.1397 (0.1620) loss_bbox_aux_2: 0.1374 (0.1589) loss_bbox_aux_3: 0.1323 (0.1570) loss_bbox_aux_4: 0.1363 (0.1566) loss_bbox_aux_5: 0.1794 (0.2078) loss_bbox_dn_0: 0.2330 (0.2764) loss_bbox_dn_1: 0.1729 (0.2065) loss_bbox_dn_2: 0.1555 (0.1852) loss_bbox_dn_3: 0.1496 (0.1787) loss_bbox_dn_4: 0.1472 (0.1773) loss_bbox_dn_5: 0.1472 (0.1773) loss_giou: 0.5015 (0.4814) loss_giou_aux_0: 0.5413 (0.5061) loss_giou_aux_1: 0.5210 (0.4921) loss_giou_aux_2: 0.5070 (0.4863) loss_giou_aux_3: 0.5012 (0.4827) loss_giou_aux_4: 0.5046 (0.4815) loss_giou_aux_5: 0.6041 (0.5724) loss_giou_dn_0: 0.6178 (0.5918) loss_giou_dn_1: 0.5049 (0.4857) loss_giou_dn_2: 0.4784 (0.4559) loss_giou_dn_3: 0.4710 (0.4475) loss_giou_dn_4: 0.4697 (0.4455) loss_giou_dn_5: 0.4703 (0.4457) loss_vfl: 0.6556 (0.6857) loss_vfl_aux_0: 0.7672 (0.7920) loss_vfl_aux_1: 0.7271 (0.7408) loss_vfl_aux_2: 0.6820 (0.7118) loss_vfl_aux_3: 0.6762 (0.6970) loss_vfl_aux_4: 0.6561 (0.6891) loss_vfl_aux_5: 0.7424 (0.7726) loss_vfl_dn_0: 0.4506 (0.4562) loss_vfl_dn_1: 0.3910 (0.3919) loss_vfl_dn_2: 0.3816 (0.3760) loss_vfl_dn_3: 0.3747 (0.3684) loss_vfl_dn_4: 0.3718 (0.3658) loss_vfl_dn_5: 0.3716 (0.3650) time: 0.4931 data: 0.0139 max mem: 5654 Epoch: [36] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 16.8498 (16.1602) loss_bbox: 0.1616 (0.1567) loss_bbox_aux_0: 0.1752 (0.1700) loss_bbox_aux_1: 0.1712 (0.1621) loss_bbox_aux_2: 0.1624 (0.1590) loss_bbox_aux_3: 0.1604 (0.1571) loss_bbox_aux_4: 0.1598 (0.1567) loss_bbox_aux_5: 0.2128 (0.2079) loss_bbox_dn_0: 0.2804 (0.2765) loss_bbox_dn_1: 0.2150 (0.2066) loss_bbox_dn_2: 0.1954 (0.1853) loss_bbox_dn_3: 0.1897 (0.1788) loss_bbox_dn_4: 0.1874 (0.1774) loss_bbox_dn_5: 0.1875 (0.1774) loss_giou: 0.4815 (0.4815) loss_giou_aux_0: 0.4973 (0.5062) loss_giou_aux_1: 0.4869 (0.4922) loss_giou_aux_2: 0.4844 (0.4864) loss_giou_aux_3: 0.4859 (0.4828) loss_giou_aux_4: 0.4880 (0.4816) loss_giou_aux_5: 0.5585 (0.5725) loss_giou_dn_0: 0.6240 (0.5919) loss_giou_dn_1: 0.5141 (0.4858) loss_giou_dn_2: 0.4826 (0.4560) loss_giou_dn_3: 0.4712 (0.4476) loss_giou_dn_4: 0.4682 (0.4456) loss_giou_dn_5: 0.4683 (0.4458) loss_vfl: 0.7189 (0.6859) loss_vfl_aux_0: 0.8182 (0.7920) loss_vfl_aux_1: 0.7628 (0.7407) loss_vfl_aux_2: 0.7481 (0.7119) loss_vfl_aux_3: 0.7420 (0.6971) loss_vfl_aux_4: 0.7406 (0.6893) loss_vfl_aux_5: 0.7810 (0.7726) loss_vfl_dn_0: 0.4525 (0.4562) loss_vfl_dn_1: 0.3929 (0.3919) loss_vfl_dn_2: 0.3744 (0.3760) loss_vfl_dn_3: 0.3653 (0.3685) loss_vfl_dn_4: 0.3631 (0.3658) loss_vfl_dn_5: 0.3621 (0.3651) time: 0.4696 data: 0.0141 max mem: 5654 Epoch: [36] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 15.9966 (16.1562) loss_bbox: 0.1461 (0.1566) loss_bbox_aux_0: 0.1570 (0.1699) loss_bbox_aux_1: 0.1482 (0.1620) loss_bbox_aux_2: 0.1464 (0.1589) loss_bbox_aux_3: 0.1476 (0.1570) loss_bbox_aux_4: 0.1461 (0.1566) loss_bbox_aux_5: 0.1791 (0.2078) loss_bbox_dn_0: 0.2467 (0.2764) loss_bbox_dn_1: 0.1872 (0.2065) loss_bbox_dn_2: 0.1682 (0.1852) loss_bbox_dn_3: 0.1640 (0.1787) loss_bbox_dn_4: 0.1637 (0.1773) loss_bbox_dn_5: 0.1637 (0.1773) loss_giou: 0.4758 (0.4813) loss_giou_aux_0: 0.5028 (0.5060) loss_giou_aux_1: 0.4822 (0.4921) loss_giou_aux_2: 0.4885 (0.4863) loss_giou_aux_3: 0.4772 (0.4827) loss_giou_aux_4: 0.4757 (0.4815) loss_giou_aux_5: 0.5708 (0.5723) loss_giou_dn_0: 0.5993 (0.5918) loss_giou_dn_1: 0.4990 (0.4856) loss_giou_dn_2: 0.4597 (0.4558) loss_giou_dn_3: 0.4516 (0.4475) loss_giou_dn_4: 0.4497 (0.4454) loss_giou_dn_5: 0.4497 (0.4456) loss_vfl: 0.6585 (0.6858) loss_vfl_aux_0: 0.7727 (0.7919) loss_vfl_aux_1: 0.7218 (0.7406) loss_vfl_aux_2: 0.6887 (0.7118) loss_vfl_aux_3: 0.6733 (0.6970) loss_vfl_aux_4: 0.6667 (0.6892) loss_vfl_aux_5: 0.7447 (0.7725) loss_vfl_dn_0: 0.4560 (0.4562) loss_vfl_dn_1: 0.3858 (0.3918) loss_vfl_dn_2: 0.3738 (0.3760) loss_vfl_dn_3: 0.3724 (0.3684) loss_vfl_dn_4: 0.3708 (0.3658) loss_vfl_dn_5: 0.3705 (0.3650) time: 0.4735 data: 0.0142 max mem: 5654 Epoch: [36] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 15.8799 (16.1539) loss_bbox: 0.1530 (0.1566) loss_bbox_aux_0: 0.1698 (0.1699) loss_bbox_aux_1: 0.1649 (0.1620) loss_bbox_aux_2: 0.1531 (0.1589) loss_bbox_aux_3: 0.1559 (0.1570) loss_bbox_aux_4: 0.1500 (0.1566) loss_bbox_aux_5: 0.2103 (0.2079) loss_bbox_dn_0: 0.2624 (0.2764) loss_bbox_dn_1: 0.1846 (0.2065) loss_bbox_dn_2: 0.1662 (0.1852) loss_bbox_dn_3: 0.1584 (0.1787) loss_bbox_dn_4: 0.1584 (0.1773) loss_bbox_dn_5: 0.1586 (0.1773) loss_giou: 0.4628 (0.4813) loss_giou_aux_0: 0.4876 (0.5060) loss_giou_aux_1: 0.4682 (0.4920) loss_giou_aux_2: 0.4558 (0.4862) loss_giou_aux_3: 0.4664 (0.4826) loss_giou_aux_4: 0.4643 (0.4814) loss_giou_aux_5: 0.5375 (0.5723) loss_giou_dn_0: 0.5810 (0.5917) loss_giou_dn_1: 0.4762 (0.4855) loss_giou_dn_2: 0.4444 (0.4558) loss_giou_dn_3: 0.4369 (0.4474) loss_giou_dn_4: 0.4350 (0.4454) loss_giou_dn_5: 0.4349 (0.4456) loss_vfl: 0.6756 (0.6857) loss_vfl_aux_0: 0.7807 (0.7916) loss_vfl_aux_1: 0.7642 (0.7404) loss_vfl_aux_2: 0.7296 (0.7117) loss_vfl_aux_3: 0.7064 (0.6969) loss_vfl_aux_4: 0.6650 (0.6891) loss_vfl_aux_5: 0.7487 (0.7723) loss_vfl_dn_0: 0.4531 (0.4561) loss_vfl_dn_1: 0.3909 (0.3918) loss_vfl_dn_2: 0.3704 (0.3759) loss_vfl_dn_3: 0.3620 (0.3683) loss_vfl_dn_4: 0.3606 (0.3657) loss_vfl_dn_5: 0.3588 (0.3650) time: 0.4689 data: 0.0148 max mem: 5654 Epoch: [36] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.3697 (16.1502) loss_bbox: 0.1548 (0.1565) loss_bbox_aux_0: 0.1595 (0.1698) loss_bbox_aux_1: 0.1463 (0.1619) loss_bbox_aux_2: 0.1563 (0.1588) loss_bbox_aux_3: 0.1495 (0.1569) loss_bbox_aux_4: 0.1548 (0.1565) loss_bbox_aux_5: 0.1995 (0.2078) loss_bbox_dn_0: 0.2578 (0.2763) loss_bbox_dn_1: 0.1861 (0.2064) loss_bbox_dn_2: 0.1736 (0.1851) loss_bbox_dn_3: 0.1653 (0.1786) loss_bbox_dn_4: 0.1636 (0.1772) loss_bbox_dn_5: 0.1636 (0.1772) loss_giou: 0.4610 (0.4810) loss_giou_aux_0: 0.4628 (0.5057) loss_giou_aux_1: 0.4540 (0.4917) loss_giou_aux_2: 0.4485 (0.4860) loss_giou_aux_3: 0.4566 (0.4824) loss_giou_aux_4: 0.4603 (0.4812) loss_giou_aux_5: 0.5242 (0.5720) loss_giou_dn_0: 0.5724 (0.5916) loss_giou_dn_1: 0.4681 (0.4854) loss_giou_dn_2: 0.4283 (0.4557) loss_giou_dn_3: 0.4183 (0.4473) loss_giou_dn_4: 0.4164 (0.4453) loss_giou_dn_5: 0.4165 (0.4455) loss_vfl: 0.6662 (0.6857) loss_vfl_aux_0: 0.7650 (0.7916) loss_vfl_aux_1: 0.7190 (0.7405) loss_vfl_aux_2: 0.6776 (0.7117) loss_vfl_aux_3: 0.6766 (0.6969) loss_vfl_aux_4: 0.6675 (0.6890) loss_vfl_aux_5: 0.7394 (0.7722) loss_vfl_dn_0: 0.4501 (0.4561) loss_vfl_dn_1: 0.3758 (0.3917) loss_vfl_dn_2: 0.3662 (0.3759) loss_vfl_dn_3: 0.3607 (0.3683) loss_vfl_dn_4: 0.3577 (0.3657) loss_vfl_dn_5: 0.3577 (0.3649) time: 0.4750 data: 0.0143 max mem: 5654 Epoch: [36] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.0495 (16.1493) loss_bbox: 0.1504 (0.1565) loss_bbox_aux_0: 0.1558 (0.1698) loss_bbox_aux_1: 0.1516 (0.1619) loss_bbox_aux_2: 0.1549 (0.1588) loss_bbox_aux_3: 0.1485 (0.1569) loss_bbox_aux_4: 0.1503 (0.1565) loss_bbox_aux_5: 0.2046 (0.2078) loss_bbox_dn_0: 0.2705 (0.2763) loss_bbox_dn_1: 0.1932 (0.2063) loss_bbox_dn_2: 0.1747 (0.1851) loss_bbox_dn_3: 0.1649 (0.1786) loss_bbox_dn_4: 0.1647 (0.1772) loss_bbox_dn_5: 0.1644 (0.1772) loss_giou: 0.4560 (0.4810) loss_giou_aux_0: 0.4605 (0.5056) loss_giou_aux_1: 0.4598 (0.4917) loss_giou_aux_2: 0.4592 (0.4859) loss_giou_aux_3: 0.4532 (0.4823) loss_giou_aux_4: 0.4559 (0.4811) loss_giou_aux_5: 0.5540 (0.5720) loss_giou_dn_0: 0.5799 (0.5915) loss_giou_dn_1: 0.4787 (0.4854) loss_giou_dn_2: 0.4529 (0.4557) loss_giou_dn_3: 0.4423 (0.4473) loss_giou_dn_4: 0.4431 (0.4453) loss_giou_dn_5: 0.4433 (0.4454) loss_vfl: 0.6785 (0.6858) loss_vfl_aux_0: 0.8039 (0.7917) loss_vfl_aux_1: 0.7301 (0.7405) loss_vfl_aux_2: 0.7147 (0.7117) loss_vfl_aux_3: 0.6937 (0.6970) loss_vfl_aux_4: 0.6739 (0.6891) loss_vfl_aux_5: 0.7583 (0.7721) loss_vfl_dn_0: 0.4543 (0.4561) loss_vfl_dn_1: 0.3910 (0.3917) loss_vfl_dn_2: 0.3763 (0.3759) loss_vfl_dn_3: 0.3678 (0.3683) loss_vfl_dn_4: 0.3660 (0.3657) loss_vfl_dn_5: 0.3655 (0.3649) time: 0.4858 data: 0.0142 max mem: 5654 Epoch: [36] Total time: 1:00:04 (0.4875 s / it) Averaged stats: lr: 0.000010 loss: 16.0495 (16.1493) loss_bbox: 0.1504 (0.1565) loss_bbox_aux_0: 0.1558 (0.1698) loss_bbox_aux_1: 0.1516 (0.1619) loss_bbox_aux_2: 0.1549 (0.1588) loss_bbox_aux_3: 0.1485 (0.1569) loss_bbox_aux_4: 0.1503 (0.1565) loss_bbox_aux_5: 0.2046 (0.2078) loss_bbox_dn_0: 0.2705 (0.2763) loss_bbox_dn_1: 0.1932 (0.2063) loss_bbox_dn_2: 0.1747 (0.1851) loss_bbox_dn_3: 0.1649 (0.1786) loss_bbox_dn_4: 0.1647 (0.1772) loss_bbox_dn_5: 0.1644 (0.1772) loss_giou: 0.4560 (0.4810) loss_giou_aux_0: 0.4605 (0.5056) loss_giou_aux_1: 0.4598 (0.4917) loss_giou_aux_2: 0.4592 (0.4859) loss_giou_aux_3: 0.4532 (0.4823) loss_giou_aux_4: 0.4559 (0.4811) loss_giou_aux_5: 0.5540 (0.5720) loss_giou_dn_0: 0.5799 (0.5915) loss_giou_dn_1: 0.4787 (0.4854) loss_giou_dn_2: 0.4529 (0.4557) loss_giou_dn_3: 0.4423 (0.4473) loss_giou_dn_4: 0.4431 (0.4453) loss_giou_dn_5: 0.4433 (0.4454) loss_vfl: 0.6785 (0.6858) loss_vfl_aux_0: 0.8039 (0.7917) loss_vfl_aux_1: 0.7301 (0.7405) loss_vfl_aux_2: 0.7147 (0.7117) loss_vfl_aux_3: 0.6937 (0.6970) loss_vfl_aux_4: 0.6739 (0.6891) loss_vfl_aux_5: 0.7583 (0.7721) loss_vfl_dn_0: 0.4543 (0.4561) loss_vfl_dn_1: 0.3910 (0.3917) loss_vfl_dn_2: 0.3763 (0.3759) loss_vfl_dn_3: 0.3678 (0.3683) loss_vfl_dn_4: 0.3660 (0.3657) loss_vfl_dn_5: 0.3655 (0.3649) Test: [ 0/157] eta: 0:04:18 time: 1.6459 data: 1.2207 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5107 data: 0.1343 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3943 data: 0.0259 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3968 data: 0.0262 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.7406 data: 0.0266 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.7390 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.4020 data: 0.0263 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3942 data: 0.0269 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3891 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3936 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3881 data: 0.0267 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3900 data: 0.0265 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3888 data: 0.0261 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3867 data: 0.0263 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3871 data: 0.0258 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6567 data: 0.0258 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6430 data: 0.0248 max mem: 5654 Test: Total time: 0:01:15 (0.4793 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.69s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.702 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 36, 'coco_eval_bbox': 0.5216724020625193} Epoch: [37] [ 0/7393] eta: 16:27:24 lr: 0.000010 loss: 14.9490 (14.9490) loss_bbox: 0.1425 (0.1425) loss_bbox_aux_0: 0.1430 (0.1430) loss_bbox_aux_1: 0.1383 (0.1383) loss_bbox_aux_2: 0.1494 (0.1494) loss_bbox_aux_3: 0.1481 (0.1481) loss_bbox_aux_4: 0.1491 (0.1491) loss_bbox_aux_5: 0.1805 (0.1805) loss_bbox_dn_0: 0.2261 (0.2261) loss_bbox_dn_1: 0.1556 (0.1556) loss_bbox_dn_2: 0.1457 (0.1457) loss_bbox_dn_3: 0.1421 (0.1421) loss_bbox_dn_4: 0.1409 (0.1409) loss_bbox_dn_5: 0.1409 (0.1409) loss_giou: 0.4583 (0.4583) loss_giou_aux_0: 0.4755 (0.4755) loss_giou_aux_1: 0.4563 (0.4563) loss_giou_aux_2: 0.4578 (0.4578) loss_giou_aux_3: 0.4542 (0.4542) loss_giou_aux_4: 0.4607 (0.4607) loss_giou_aux_5: 0.5737 (0.5737) loss_giou_dn_0: 0.5870 (0.5870) loss_giou_dn_1: 0.4692 (0.4692) loss_giou_dn_2: 0.4406 (0.4406) loss_giou_dn_3: 0.4293 (0.4293) loss_giou_dn_4: 0.4270 (0.4270) loss_giou_dn_5: 0.4270 (0.4270) loss_vfl: 0.6120 (0.6120) loss_vfl_aux_0: 0.7141 (0.7141) loss_vfl_aux_1: 0.6771 (0.6771) loss_vfl_aux_2: 0.6043 (0.6043) loss_vfl_aux_3: 0.6117 (0.6117) loss_vfl_aux_4: 0.6123 (0.6123) loss_vfl_aux_5: 0.6647 (0.6647) loss_vfl_dn_0: 0.4611 (0.4611) loss_vfl_dn_1: 0.3977 (0.3977) loss_vfl_dn_2: 0.3757 (0.3757) loss_vfl_dn_3: 0.3694 (0.3694) loss_vfl_dn_4: 0.3664 (0.3664) loss_vfl_dn_5: 0.3637 (0.3637) time: 8.0136 data: 2.8214 max mem: 5654 Epoch: [37] [ 100/7393] eta: 1:07:39 lr: 0.000010 loss: 16.4764 (16.0524) loss_bbox: 0.1471 (0.1587) loss_bbox_aux_0: 0.1663 (0.1699) loss_bbox_aux_1: 0.1572 (0.1614) loss_bbox_aux_2: 0.1529 (0.1595) loss_bbox_aux_3: 0.1503 (0.1581) loss_bbox_aux_4: 0.1458 (0.1579) loss_bbox_aux_5: 0.1933 (0.2071) loss_bbox_dn_0: 0.2388 (0.2702) loss_bbox_dn_1: 0.1712 (0.2012) loss_bbox_dn_2: 0.1582 (0.1812) loss_bbox_dn_3: 0.1522 (0.1758) loss_bbox_dn_4: 0.1509 (0.1747) loss_bbox_dn_5: 0.1509 (0.1747) loss_giou: 0.4905 (0.4857) loss_giou_aux_0: 0.5157 (0.5082) loss_giou_aux_1: 0.4921 (0.4922) loss_giou_aux_2: 0.4942 (0.4890) loss_giou_aux_3: 0.4769 (0.4863) loss_giou_aux_4: 0.4795 (0.4859) loss_giou_aux_5: 0.5883 (0.5731) loss_giou_dn_0: 0.5816 (0.5883) loss_giou_dn_1: 0.4823 (0.4833) loss_giou_dn_2: 0.4524 (0.4537) loss_giou_dn_3: 0.4451 (0.4458) loss_giou_dn_4: 0.4440 (0.4440) loss_giou_dn_5: 0.4443 (0.4442) loss_vfl: 0.6561 (0.6769) loss_vfl_aux_0: 0.7515 (0.7806) loss_vfl_aux_1: 0.7162 (0.7315) loss_vfl_aux_2: 0.7154 (0.7023) loss_vfl_aux_3: 0.6845 (0.6891) loss_vfl_aux_4: 0.6737 (0.6810) loss_vfl_aux_5: 0.7463 (0.7649) loss_vfl_dn_0: 0.4432 (0.4521) loss_vfl_dn_1: 0.3890 (0.3865) loss_vfl_dn_2: 0.3753 (0.3714) loss_vfl_dn_3: 0.3691 (0.3642) loss_vfl_dn_4: 0.3677 (0.3614) loss_vfl_dn_5: 0.3661 (0.3605) time: 0.4728 data: 0.0152 max mem: 5654 Epoch: [37] [ 200/7393] eta: 1:01:52 lr: 0.000010 loss: 15.7778 (16.0144) loss_bbox: 0.1419 (0.1558) loss_bbox_aux_0: 0.1580 (0.1681) loss_bbox_aux_1: 0.1489 (0.1600) loss_bbox_aux_2: 0.1431 (0.1568) loss_bbox_aux_3: 0.1454 (0.1557) loss_bbox_aux_4: 0.1456 (0.1551) loss_bbox_aux_5: 0.1880 (0.2058) loss_bbox_dn_0: 0.2674 (0.2757) loss_bbox_dn_1: 0.1935 (0.2046) loss_bbox_dn_2: 0.1803 (0.1837) loss_bbox_dn_3: 0.1758 (0.1777) loss_bbox_dn_4: 0.1734 (0.1764) loss_bbox_dn_5: 0.1734 (0.1764) loss_giou: 0.4355 (0.4756) loss_giou_aux_0: 0.4666 (0.5000) loss_giou_aux_1: 0.4508 (0.4850) loss_giou_aux_2: 0.4473 (0.4797) loss_giou_aux_3: 0.4435 (0.4768) loss_giou_aux_4: 0.4354 (0.4756) loss_giou_aux_5: 0.5315 (0.5663) loss_giou_dn_0: 0.5614 (0.5857) loss_giou_dn_1: 0.4540 (0.4800) loss_giou_dn_2: 0.4290 (0.4501) loss_giou_dn_3: 0.4201 (0.4417) loss_giou_dn_4: 0.4168 (0.4397) loss_giou_dn_5: 0.4167 (0.4398) loss_vfl: 0.6665 (0.6822) loss_vfl_aux_0: 0.7781 (0.7882) loss_vfl_aux_1: 0.7326 (0.7370) loss_vfl_aux_2: 0.7085 (0.7089) loss_vfl_aux_3: 0.6962 (0.6931) loss_vfl_aux_4: 0.6784 (0.6859) loss_vfl_aux_5: 0.7510 (0.7719) loss_vfl_dn_0: 0.4540 (0.4538) loss_vfl_dn_1: 0.3864 (0.3875) loss_vfl_dn_2: 0.3708 (0.3719) loss_vfl_dn_3: 0.3638 (0.3643) loss_vfl_dn_4: 0.3635 (0.3615) loss_vfl_dn_5: 0.3639 (0.3606) time: 0.4716 data: 0.0146 max mem: 5654 Epoch: [37] [ 300/7393] eta: 0:59:25 lr: 0.000010 loss: 16.2982 (16.0394) loss_bbox: 0.1476 (0.1560) loss_bbox_aux_0: 0.1631 (0.1687) loss_bbox_aux_1: 0.1533 (0.1604) loss_bbox_aux_2: 0.1470 (0.1573) loss_bbox_aux_3: 0.1467 (0.1561) loss_bbox_aux_4: 0.1475 (0.1554) loss_bbox_aux_5: 0.1942 (0.2054) loss_bbox_dn_0: 0.2462 (0.2733) loss_bbox_dn_1: 0.1778 (0.2029) loss_bbox_dn_2: 0.1555 (0.1821) loss_bbox_dn_3: 0.1470 (0.1761) loss_bbox_dn_4: 0.1474 (0.1748) loss_bbox_dn_5: 0.1475 (0.1748) loss_giou: 0.4863 (0.4808) loss_giou_aux_0: 0.5038 (0.5046) loss_giou_aux_1: 0.4946 (0.4900) loss_giou_aux_2: 0.4865 (0.4841) loss_giou_aux_3: 0.4888 (0.4820) loss_giou_aux_4: 0.4867 (0.4803) loss_giou_aux_5: 0.5668 (0.5700) loss_giou_dn_0: 0.5918 (0.5894) loss_giou_dn_1: 0.4877 (0.4831) loss_giou_dn_2: 0.4484 (0.4526) loss_giou_dn_3: 0.4422 (0.4443) loss_giou_dn_4: 0.4389 (0.4423) loss_giou_dn_5: 0.4388 (0.4425) loss_vfl: 0.6775 (0.6781) loss_vfl_aux_0: 0.7786 (0.7849) loss_vfl_aux_1: 0.7236 (0.7327) loss_vfl_aux_2: 0.6741 (0.7057) loss_vfl_aux_3: 0.6641 (0.6887) loss_vfl_aux_4: 0.6833 (0.6827) loss_vfl_aux_5: 0.7491 (0.7692) loss_vfl_dn_0: 0.4535 (0.4542) loss_vfl_dn_1: 0.3908 (0.3890) loss_vfl_dn_2: 0.3778 (0.3734) loss_vfl_dn_3: 0.3732 (0.3659) loss_vfl_dn_4: 0.3682 (0.3631) loss_vfl_dn_5: 0.3679 (0.3623) time: 0.4731 data: 0.0146 max mem: 5654 Epoch: [37] [ 400/7393] eta: 0:57:46 lr: 0.000010 loss: 15.5687 (16.0468) loss_bbox: 0.1495 (0.1561) loss_bbox_aux_0: 0.1671 (0.1690) loss_bbox_aux_1: 0.1542 (0.1610) loss_bbox_aux_2: 0.1554 (0.1579) loss_bbox_aux_3: 0.1538 (0.1563) loss_bbox_aux_4: 0.1478 (0.1556) loss_bbox_aux_5: 0.2144 (0.2063) loss_bbox_dn_0: 0.2863 (0.2759) loss_bbox_dn_1: 0.2104 (0.2047) loss_bbox_dn_2: 0.1754 (0.1836) loss_bbox_dn_3: 0.1703 (0.1775) loss_bbox_dn_4: 0.1685 (0.1762) loss_bbox_dn_5: 0.1685 (0.1762) loss_giou: 0.3790 (0.4764) loss_giou_aux_0: 0.4070 (0.5004) loss_giou_aux_1: 0.3941 (0.4857) loss_giou_aux_2: 0.3802 (0.4798) loss_giou_aux_3: 0.3771 (0.4777) loss_giou_aux_4: 0.3773 (0.4762) loss_giou_aux_5: 0.4594 (0.5667) loss_giou_dn_0: 0.5497 (0.5875) loss_giou_dn_1: 0.4372 (0.4812) loss_giou_dn_2: 0.4115 (0.4509) loss_giou_dn_3: 0.4038 (0.4425) loss_giou_dn_4: 0.4029 (0.4405) loss_giou_dn_5: 0.4030 (0.4407) loss_vfl: 0.6839 (0.6832) loss_vfl_aux_0: 0.8005 (0.7900) loss_vfl_aux_1: 0.7271 (0.7370) loss_vfl_aux_2: 0.7181 (0.7099) loss_vfl_aux_3: 0.6890 (0.6937) loss_vfl_aux_4: 0.6854 (0.6874) loss_vfl_aux_5: 0.7581 (0.7709) loss_vfl_dn_0: 0.4596 (0.4555) loss_vfl_dn_1: 0.3808 (0.3898) loss_vfl_dn_2: 0.3662 (0.3741) loss_vfl_dn_3: 0.3550 (0.3664) loss_vfl_dn_4: 0.3530 (0.3636) loss_vfl_dn_5: 0.3514 (0.3629) time: 0.4790 data: 0.0157 max mem: 5654 Epoch: [37] [ 500/7393] eta: 0:56:37 lr: 0.000010 loss: 16.0684 (16.0622) loss_bbox: 0.1425 (0.1568) loss_bbox_aux_0: 0.1607 (0.1699) loss_bbox_aux_1: 0.1449 (0.1615) loss_bbox_aux_2: 0.1528 (0.1587) loss_bbox_aux_3: 0.1460 (0.1568) loss_bbox_aux_4: 0.1425 (0.1564) loss_bbox_aux_5: 0.1911 (0.2072) loss_bbox_dn_0: 0.2721 (0.2746) loss_bbox_dn_1: 0.1961 (0.2039) loss_bbox_dn_2: 0.1675 (0.1830) loss_bbox_dn_3: 0.1589 (0.1770) loss_bbox_dn_4: 0.1583 (0.1756) loss_bbox_dn_5: 0.1582 (0.1756) loss_giou: 0.4740 (0.4780) loss_giou_aux_0: 0.4905 (0.5023) loss_giou_aux_1: 0.4789 (0.4876) loss_giou_aux_2: 0.4742 (0.4817) loss_giou_aux_3: 0.4664 (0.4790) loss_giou_aux_4: 0.4724 (0.4777) loss_giou_aux_5: 0.5656 (0.5694) loss_giou_dn_0: 0.6150 (0.5890) loss_giou_dn_1: 0.4919 (0.4824) loss_giou_dn_2: 0.4597 (0.4519) loss_giou_dn_3: 0.4482 (0.4435) loss_giou_dn_4: 0.4453 (0.4414) loss_giou_dn_5: 0.4454 (0.4416) loss_vfl: 0.6594 (0.6822) loss_vfl_aux_0: 0.7638 (0.7894) loss_vfl_aux_1: 0.7166 (0.7363) loss_vfl_aux_2: 0.6882 (0.7089) loss_vfl_aux_3: 0.6751 (0.6932) loss_vfl_aux_4: 0.6541 (0.6867) loss_vfl_aux_5: 0.7349 (0.7680) loss_vfl_dn_0: 0.4565 (0.4554) loss_vfl_dn_1: 0.3907 (0.3904) loss_vfl_dn_2: 0.3779 (0.3747) loss_vfl_dn_3: 0.3730 (0.3670) loss_vfl_dn_4: 0.3703 (0.3643) loss_vfl_dn_5: 0.3696 (0.3635) time: 0.4878 data: 0.0146 max mem: 5654 Epoch: [37] [ 600/7393] eta: 0:55:29 lr: 0.000010 loss: 16.6731 (16.1110) loss_bbox: 0.1556 (0.1571) loss_bbox_aux_0: 0.1699 (0.1700) loss_bbox_aux_1: 0.1629 (0.1617) loss_bbox_aux_2: 0.1534 (0.1591) loss_bbox_aux_3: 0.1549 (0.1573) loss_bbox_aux_4: 0.1555 (0.1570) loss_bbox_aux_5: 0.2121 (0.2076) loss_bbox_dn_0: 0.2491 (0.2753) loss_bbox_dn_1: 0.1879 (0.2046) loss_bbox_dn_2: 0.1629 (0.1835) loss_bbox_dn_3: 0.1557 (0.1774) loss_bbox_dn_4: 0.1551 (0.1760) loss_bbox_dn_5: 0.1551 (0.1760) loss_giou: 0.4887 (0.4816) loss_giou_aux_0: 0.5104 (0.5060) loss_giou_aux_1: 0.4954 (0.4913) loss_giou_aux_2: 0.4920 (0.4854) loss_giou_aux_3: 0.4820 (0.4826) loss_giou_aux_4: 0.4901 (0.4814) loss_giou_aux_5: 0.5876 (0.5733) loss_giou_dn_0: 0.5962 (0.5917) loss_giou_dn_1: 0.4949 (0.4850) loss_giou_dn_2: 0.4652 (0.4545) loss_giou_dn_3: 0.4495 (0.4461) loss_giou_dn_4: 0.4483 (0.4441) loss_giou_dn_5: 0.4486 (0.4442) loss_vfl: 0.7064 (0.6816) loss_vfl_aux_0: 0.7996 (0.7896) loss_vfl_aux_1: 0.7368 (0.7363) loss_vfl_aux_2: 0.7132 (0.7083) loss_vfl_aux_3: 0.7036 (0.6927) loss_vfl_aux_4: 0.7007 (0.6858) loss_vfl_aux_5: 0.7629 (0.7690) loss_vfl_dn_0: 0.4597 (0.4554) loss_vfl_dn_1: 0.3920 (0.3907) loss_vfl_dn_2: 0.3824 (0.3751) loss_vfl_dn_3: 0.3772 (0.3675) loss_vfl_dn_4: 0.3733 (0.3649) loss_vfl_dn_5: 0.3746 (0.3641) time: 0.4928 data: 0.0143 max mem: 5654 Epoch: [37] [ 700/7393] eta: 0:54:28 lr: 0.000010 loss: 16.1235 (16.1038) loss_bbox: 0.1368 (0.1563) loss_bbox_aux_0: 0.1499 (0.1692) loss_bbox_aux_1: 0.1379 (0.1611) loss_bbox_aux_2: 0.1369 (0.1582) loss_bbox_aux_3: 0.1379 (0.1566) loss_bbox_aux_4: 0.1355 (0.1562) loss_bbox_aux_5: 0.1870 (0.2067) loss_bbox_dn_0: 0.2338 (0.2745) loss_bbox_dn_1: 0.1661 (0.2040) loss_bbox_dn_2: 0.1524 (0.1830) loss_bbox_dn_3: 0.1455 (0.1768) loss_bbox_dn_4: 0.1449 (0.1754) loss_bbox_dn_5: 0.1449 (0.1754) loss_giou: 0.4727 (0.4815) loss_giou_aux_0: 0.4997 (0.5060) loss_giou_aux_1: 0.4938 (0.4912) loss_giou_aux_2: 0.4936 (0.4855) loss_giou_aux_3: 0.4876 (0.4826) loss_giou_aux_4: 0.4743 (0.4815) loss_giou_aux_5: 0.5860 (0.5731) loss_giou_dn_0: 0.5940 (0.5921) loss_giou_dn_1: 0.4966 (0.4855) loss_giou_dn_2: 0.4661 (0.4549) loss_giou_dn_3: 0.4533 (0.4466) loss_giou_dn_4: 0.4511 (0.4445) loss_giou_dn_5: 0.4511 (0.4447) loss_vfl: 0.6795 (0.6813) loss_vfl_aux_0: 0.7862 (0.7895) loss_vfl_aux_1: 0.7218 (0.7363) loss_vfl_aux_2: 0.7069 (0.7080) loss_vfl_aux_3: 0.6776 (0.6926) loss_vfl_aux_4: 0.6761 (0.6855) loss_vfl_aux_5: 0.7524 (0.7685) loss_vfl_dn_0: 0.4533 (0.4553) loss_vfl_dn_1: 0.3977 (0.3909) loss_vfl_dn_2: 0.3780 (0.3753) loss_vfl_dn_3: 0.3706 (0.3677) loss_vfl_dn_4: 0.3691 (0.3652) loss_vfl_dn_5: 0.3666 (0.3644) time: 0.4713 data: 0.0148 max mem: 5654 Epoch: [37] [ 800/7393] eta: 0:53:32 lr: 0.000010 loss: 16.2457 (16.0942) loss_bbox: 0.1533 (0.1556) loss_bbox_aux_0: 0.1661 (0.1684) loss_bbox_aux_1: 0.1573 (0.1603) loss_bbox_aux_2: 0.1510 (0.1576) loss_bbox_aux_3: 0.1525 (0.1559) loss_bbox_aux_4: 0.1533 (0.1556) loss_bbox_aux_5: 0.1960 (0.2057) loss_bbox_dn_0: 0.2820 (0.2741) loss_bbox_dn_1: 0.2158 (0.2038) loss_bbox_dn_2: 0.1932 (0.1827) loss_bbox_dn_3: 0.1854 (0.1765) loss_bbox_dn_4: 0.1822 (0.1752) loss_bbox_dn_5: 0.1821 (0.1752) loss_giou: 0.4068 (0.4807) loss_giou_aux_0: 0.4278 (0.5050) loss_giou_aux_1: 0.4173 (0.4904) loss_giou_aux_2: 0.4073 (0.4848) loss_giou_aux_3: 0.4038 (0.4818) loss_giou_aux_4: 0.4064 (0.4807) loss_giou_aux_5: 0.5112 (0.5721) loss_giou_dn_0: 0.5645 (0.5920) loss_giou_dn_1: 0.4487 (0.4852) loss_giou_dn_2: 0.4255 (0.4547) loss_giou_dn_3: 0.4187 (0.4464) loss_giou_dn_4: 0.4159 (0.4443) loss_giou_dn_5: 0.4158 (0.4445) loss_vfl: 0.6726 (0.6819) loss_vfl_aux_0: 0.8198 (0.7900) loss_vfl_aux_1: 0.7530 (0.7373) loss_vfl_aux_2: 0.7236 (0.7082) loss_vfl_aux_3: 0.6974 (0.6932) loss_vfl_aux_4: 0.6885 (0.6858) loss_vfl_aux_5: 0.8115 (0.7693) loss_vfl_dn_0: 0.4508 (0.4553) loss_vfl_dn_1: 0.3894 (0.3910) loss_vfl_dn_2: 0.3747 (0.3755) loss_vfl_dn_3: 0.3698 (0.3679) loss_vfl_dn_4: 0.3645 (0.3653) loss_vfl_dn_5: 0.3627 (0.3645) time: 0.4715 data: 0.0143 max mem: 5654 Epoch: [37] [ 900/7393] eta: 0:52:41 lr: 0.000010 loss: 15.6844 (16.1080) loss_bbox: 0.1551 (0.1557) loss_bbox_aux_0: 0.1557 (0.1683) loss_bbox_aux_1: 0.1565 (0.1605) loss_bbox_aux_2: 0.1531 (0.1577) loss_bbox_aux_3: 0.1540 (0.1561) loss_bbox_aux_4: 0.1551 (0.1557) loss_bbox_aux_5: 0.1963 (0.2057) loss_bbox_dn_0: 0.2669 (0.2742) loss_bbox_dn_1: 0.1876 (0.2040) loss_bbox_dn_2: 0.1701 (0.1830) loss_bbox_dn_3: 0.1656 (0.1768) loss_bbox_dn_4: 0.1634 (0.1754) loss_bbox_dn_5: 0.1633 (0.1754) loss_giou: 0.4248 (0.4812) loss_giou_aux_0: 0.4236 (0.5050) loss_giou_aux_1: 0.4250 (0.4909) loss_giou_aux_2: 0.4182 (0.4852) loss_giou_aux_3: 0.4255 (0.4824) loss_giou_aux_4: 0.4218 (0.4812) loss_giou_aux_5: 0.4923 (0.5722) loss_giou_dn_0: 0.5624 (0.5924) loss_giou_dn_1: 0.4401 (0.4858) loss_giou_dn_2: 0.4052 (0.4553) loss_giou_dn_3: 0.3975 (0.4470) loss_giou_dn_4: 0.3954 (0.4449) loss_giou_dn_5: 0.3957 (0.4451) loss_vfl: 0.6691 (0.6822) loss_vfl_aux_0: 0.8238 (0.7909) loss_vfl_aux_1: 0.7443 (0.7378) loss_vfl_aux_2: 0.7166 (0.7091) loss_vfl_aux_3: 0.6923 (0.6938) loss_vfl_aux_4: 0.6691 (0.6864) loss_vfl_aux_5: 0.8264 (0.7702) loss_vfl_dn_0: 0.4555 (0.4554) loss_vfl_dn_1: 0.3857 (0.3912) loss_vfl_dn_2: 0.3660 (0.3757) loss_vfl_dn_3: 0.3632 (0.3681) loss_vfl_dn_4: 0.3585 (0.3655) loss_vfl_dn_5: 0.3586 (0.3647) time: 0.4863 data: 0.0141 max mem: 5654 Epoch: [37] [1000/7393] eta: 0:51:45 lr: 0.000010 loss: 15.9481 (16.1109) loss_bbox: 0.1483 (0.1554) loss_bbox_aux_0: 0.1604 (0.1677) loss_bbox_aux_1: 0.1524 (0.1601) loss_bbox_aux_2: 0.1473 (0.1575) loss_bbox_aux_3: 0.1474 (0.1557) loss_bbox_aux_4: 0.1483 (0.1553) loss_bbox_aux_5: 0.1851 (0.2052) loss_bbox_dn_0: 0.2487 (0.2730) loss_bbox_dn_1: 0.1817 (0.2031) loss_bbox_dn_2: 0.1613 (0.1821) loss_bbox_dn_3: 0.1604 (0.1759) loss_bbox_dn_4: 0.1631 (0.1745) loss_bbox_dn_5: 0.1633 (0.1745) loss_giou: 0.4623 (0.4822) loss_giou_aux_0: 0.4758 (0.5058) loss_giou_aux_1: 0.4703 (0.4919) loss_giou_aux_2: 0.4672 (0.4863) loss_giou_aux_3: 0.4688 (0.4834) loss_giou_aux_4: 0.4668 (0.4822) loss_giou_aux_5: 0.5454 (0.5731) loss_giou_dn_0: 0.5767 (0.5930) loss_giou_dn_1: 0.4756 (0.4866) loss_giou_dn_2: 0.4422 (0.4561) loss_giou_dn_3: 0.4343 (0.4478) loss_giou_dn_4: 0.4346 (0.4457) loss_giou_dn_5: 0.4345 (0.4459) loss_vfl: 0.6567 (0.6820) loss_vfl_aux_0: 0.7926 (0.7908) loss_vfl_aux_1: 0.7174 (0.7374) loss_vfl_aux_2: 0.6833 (0.7086) loss_vfl_aux_3: 0.6807 (0.6936) loss_vfl_aux_4: 0.6650 (0.6860) loss_vfl_aux_5: 0.7580 (0.7701) loss_vfl_dn_0: 0.4528 (0.4555) loss_vfl_dn_1: 0.3944 (0.3914) loss_vfl_dn_2: 0.3796 (0.3760) loss_vfl_dn_3: 0.3751 (0.3684) loss_vfl_dn_4: 0.3744 (0.3658) loss_vfl_dn_5: 0.3729 (0.3650) time: 0.4642 data: 0.0142 max mem: 5654 Epoch: [37] [1100/7393] eta: 0:51:33 lr: 0.000010 loss: 16.2896 (16.1168) loss_bbox: 0.1522 (0.1561) loss_bbox_aux_0: 0.1655 (0.1683) loss_bbox_aux_1: 0.1561 (0.1608) loss_bbox_aux_2: 0.1501 (0.1581) loss_bbox_aux_3: 0.1537 (0.1565) loss_bbox_aux_4: 0.1505 (0.1561) loss_bbox_aux_5: 0.2011 (0.2061) loss_bbox_dn_0: 0.2653 (0.2744) loss_bbox_dn_1: 0.1947 (0.2042) loss_bbox_dn_2: 0.1745 (0.1833) loss_bbox_dn_3: 0.1683 (0.1770) loss_bbox_dn_4: 0.1666 (0.1756) loss_bbox_dn_5: 0.1666 (0.1756) loss_giou: 0.4772 (0.4813) loss_giou_aux_0: 0.5195 (0.5048) loss_giou_aux_1: 0.4952 (0.4908) loss_giou_aux_2: 0.4802 (0.4853) loss_giou_aux_3: 0.4803 (0.4825) loss_giou_aux_4: 0.4821 (0.4813) loss_giou_aux_5: 0.5823 (0.5721) loss_giou_dn_0: 0.6234 (0.5927) loss_giou_dn_1: 0.5180 (0.4861) loss_giou_dn_2: 0.4827 (0.4557) loss_giou_dn_3: 0.4688 (0.4473) loss_giou_dn_4: 0.4633 (0.4452) loss_giou_dn_5: 0.4632 (0.4454) loss_vfl: 0.6843 (0.6824) loss_vfl_aux_0: 0.7854 (0.7914) loss_vfl_aux_1: 0.7414 (0.7384) loss_vfl_aux_2: 0.7199 (0.7093) loss_vfl_aux_3: 0.6913 (0.6936) loss_vfl_aux_4: 0.6827 (0.6863) loss_vfl_aux_5: 0.7563 (0.7704) loss_vfl_dn_0: 0.4558 (0.4556) loss_vfl_dn_1: 0.3937 (0.3916) loss_vfl_dn_2: 0.3785 (0.3760) loss_vfl_dn_3: 0.3711 (0.3684) loss_vfl_dn_4: 0.3692 (0.3658) loss_vfl_dn_5: 0.3681 (0.3650) time: 0.8367 data: 0.0144 max mem: 5654 Epoch: [37] [1200/7393] eta: 0:50:36 lr: 0.000010 loss: 15.3081 (16.1019) loss_bbox: 0.1333 (0.1559) loss_bbox_aux_0: 0.1565 (0.1681) loss_bbox_aux_1: 0.1408 (0.1606) loss_bbox_aux_2: 0.1387 (0.1578) loss_bbox_aux_3: 0.1354 (0.1563) loss_bbox_aux_4: 0.1362 (0.1558) loss_bbox_aux_5: 0.1842 (0.2059) loss_bbox_dn_0: 0.2476 (0.2743) loss_bbox_dn_1: 0.1820 (0.2042) loss_bbox_dn_2: 0.1663 (0.1832) loss_bbox_dn_3: 0.1593 (0.1769) loss_bbox_dn_4: 0.1580 (0.1756) loss_bbox_dn_5: 0.1580 (0.1756) loss_giou: 0.4574 (0.4805) loss_giou_aux_0: 0.4783 (0.5041) loss_giou_aux_1: 0.4840 (0.4902) loss_giou_aux_2: 0.4586 (0.4846) loss_giou_aux_3: 0.4572 (0.4818) loss_giou_aux_4: 0.4577 (0.4806) loss_giou_aux_5: 0.5505 (0.5713) loss_giou_dn_0: 0.5797 (0.5920) loss_giou_dn_1: 0.4656 (0.4854) loss_giou_dn_2: 0.4390 (0.4550) loss_giou_dn_3: 0.4330 (0.4466) loss_giou_dn_4: 0.4327 (0.4446) loss_giou_dn_5: 0.4328 (0.4447) loss_vfl: 0.6390 (0.6818) loss_vfl_aux_0: 0.7419 (0.7914) loss_vfl_aux_1: 0.7028 (0.7378) loss_vfl_aux_2: 0.6719 (0.7085) loss_vfl_aux_3: 0.6591 (0.6932) loss_vfl_aux_4: 0.6425 (0.6856) loss_vfl_aux_5: 0.7222 (0.7701) loss_vfl_dn_0: 0.4514 (0.4557) loss_vfl_dn_1: 0.3877 (0.3915) loss_vfl_dn_2: 0.3709 (0.3759) loss_vfl_dn_3: 0.3670 (0.3683) loss_vfl_dn_4: 0.3640 (0.3657) loss_vfl_dn_5: 0.3627 (0.3649) time: 0.4828 data: 0.0144 max mem: 5654 Epoch: [37] [1300/7393] eta: 0:50:13 lr: 0.000010 loss: 15.9829 (16.0993) loss_bbox: 0.1388 (0.1557) loss_bbox_aux_0: 0.1610 (0.1680) loss_bbox_aux_1: 0.1461 (0.1605) loss_bbox_aux_2: 0.1424 (0.1576) loss_bbox_aux_3: 0.1414 (0.1561) loss_bbox_aux_4: 0.1449 (0.1557) loss_bbox_aux_5: 0.1874 (0.2058) loss_bbox_dn_0: 0.2474 (0.2735) loss_bbox_dn_1: 0.1870 (0.2034) loss_bbox_dn_2: 0.1535 (0.1825) loss_bbox_dn_3: 0.1482 (0.1762) loss_bbox_dn_4: 0.1474 (0.1749) loss_bbox_dn_5: 0.1475 (0.1749) loss_giou: 0.4676 (0.4818) loss_giou_aux_0: 0.4869 (0.5056) loss_giou_aux_1: 0.4730 (0.4917) loss_giou_aux_2: 0.4650 (0.4860) loss_giou_aux_3: 0.4643 (0.4832) loss_giou_aux_4: 0.4675 (0.4819) loss_giou_aux_5: 0.5635 (0.5730) loss_giou_dn_0: 0.5650 (0.5922) loss_giou_dn_1: 0.4643 (0.4856) loss_giou_dn_2: 0.4368 (0.4553) loss_giou_dn_3: 0.4282 (0.4469) loss_giou_dn_4: 0.4255 (0.4448) loss_giou_dn_5: 0.4256 (0.4450) loss_vfl: 0.6489 (0.6808) loss_vfl_aux_0: 0.7376 (0.7901) loss_vfl_aux_1: 0.7129 (0.7367) loss_vfl_aux_2: 0.6850 (0.7078) loss_vfl_aux_3: 0.6624 (0.6919) loss_vfl_aux_4: 0.6460 (0.6847) loss_vfl_aux_5: 0.7316 (0.7687) loss_vfl_dn_0: 0.4559 (0.4555) loss_vfl_dn_1: 0.3927 (0.3913) loss_vfl_dn_2: 0.3745 (0.3756) loss_vfl_dn_3: 0.3657 (0.3681) loss_vfl_dn_4: 0.3643 (0.3655) loss_vfl_dn_5: 0.3642 (0.3647) time: 0.4748 data: 0.0139 max mem: 5654 Epoch: [37] [1400/7393] eta: 0:49:15 lr: 0.000010 loss: 16.1957 (16.1033) loss_bbox: 0.1423 (0.1558) loss_bbox_aux_0: 0.1564 (0.1680) loss_bbox_aux_1: 0.1514 (0.1606) loss_bbox_aux_2: 0.1474 (0.1577) loss_bbox_aux_3: 0.1457 (0.1563) loss_bbox_aux_4: 0.1424 (0.1558) loss_bbox_aux_5: 0.2024 (0.2061) loss_bbox_dn_0: 0.2473 (0.2738) loss_bbox_dn_1: 0.1788 (0.2037) loss_bbox_dn_2: 0.1668 (0.1828) loss_bbox_dn_3: 0.1623 (0.1765) loss_bbox_dn_4: 0.1601 (0.1751) loss_bbox_dn_5: 0.1601 (0.1751) loss_giou: 0.4697 (0.4817) loss_giou_aux_0: 0.5035 (0.5053) loss_giou_aux_1: 0.4818 (0.4915) loss_giou_aux_2: 0.4685 (0.4858) loss_giou_aux_3: 0.4714 (0.4831) loss_giou_aux_4: 0.4723 (0.4819) loss_giou_aux_5: 0.5619 (0.5728) loss_giou_dn_0: 0.5893 (0.5921) loss_giou_dn_1: 0.4815 (0.4856) loss_giou_dn_2: 0.4522 (0.4553) loss_giou_dn_3: 0.4404 (0.4468) loss_giou_dn_4: 0.4353 (0.4448) loss_giou_dn_5: 0.4351 (0.4450) loss_vfl: 0.6817 (0.6810) loss_vfl_aux_0: 0.8104 (0.7906) loss_vfl_aux_1: 0.7533 (0.7374) loss_vfl_aux_2: 0.7092 (0.7085) loss_vfl_aux_3: 0.6935 (0.6921) loss_vfl_aux_4: 0.6883 (0.6848) loss_vfl_aux_5: 0.7744 (0.7694) loss_vfl_dn_0: 0.4460 (0.4554) loss_vfl_dn_1: 0.3900 (0.3912) loss_vfl_dn_2: 0.3774 (0.3756) loss_vfl_dn_3: 0.3691 (0.3681) loss_vfl_dn_4: 0.3688 (0.3654) loss_vfl_dn_5: 0.3686 (0.3646) time: 0.4814 data: 0.0141 max mem: 5654 Epoch: [37] [1500/7393] eta: 0:48:20 lr: 0.000010 loss: 16.3154 (16.1011) loss_bbox: 0.1456 (0.1557) loss_bbox_aux_0: 0.1594 (0.1680) loss_bbox_aux_1: 0.1498 (0.1605) loss_bbox_aux_2: 0.1471 (0.1575) loss_bbox_aux_3: 0.1457 (0.1561) loss_bbox_aux_4: 0.1453 (0.1557) loss_bbox_aux_5: 0.2160 (0.2062) loss_bbox_dn_0: 0.2744 (0.2741) loss_bbox_dn_1: 0.1928 (0.2039) loss_bbox_dn_2: 0.1751 (0.1830) loss_bbox_dn_3: 0.1716 (0.1767) loss_bbox_dn_4: 0.1700 (0.1753) loss_bbox_dn_5: 0.1705 (0.1753) loss_giou: 0.4794 (0.4807) loss_giou_aux_0: 0.4960 (0.5043) loss_giou_aux_1: 0.4920 (0.4904) loss_giou_aux_2: 0.4850 (0.4846) loss_giou_aux_3: 0.4744 (0.4820) loss_giou_aux_4: 0.4826 (0.4808) loss_giou_aux_5: 0.5680 (0.5719) loss_giou_dn_0: 0.5784 (0.5916) loss_giou_dn_1: 0.4859 (0.4851) loss_giou_dn_2: 0.4590 (0.4548) loss_giou_dn_3: 0.4478 (0.4464) loss_giou_dn_4: 0.4446 (0.4444) loss_giou_dn_5: 0.4448 (0.4445) loss_vfl: 0.7119 (0.6820) loss_vfl_aux_0: 0.8212 (0.7913) loss_vfl_aux_1: 0.7461 (0.7385) loss_vfl_aux_2: 0.7502 (0.7098) loss_vfl_aux_3: 0.7210 (0.6932) loss_vfl_aux_4: 0.7125 (0.6858) loss_vfl_aux_5: 0.7905 (0.7700) loss_vfl_dn_0: 0.4636 (0.4556) loss_vfl_dn_1: 0.3960 (0.3913) loss_vfl_dn_2: 0.3787 (0.3757) loss_vfl_dn_3: 0.3692 (0.3681) loss_vfl_dn_4: 0.3678 (0.3655) loss_vfl_dn_5: 0.3657 (0.3647) time: 0.4940 data: 0.0141 max mem: 5654 Epoch: [37] [1600/7393] eta: 0:47:26 lr: 0.000010 loss: 16.5712 (16.1105) loss_bbox: 0.1662 (0.1559) loss_bbox_aux_0: 0.1810 (0.1684) loss_bbox_aux_1: 0.1746 (0.1608) loss_bbox_aux_2: 0.1656 (0.1577) loss_bbox_aux_3: 0.1614 (0.1564) loss_bbox_aux_4: 0.1655 (0.1559) loss_bbox_aux_5: 0.2157 (0.2068) loss_bbox_dn_0: 0.2745 (0.2749) loss_bbox_dn_1: 0.2111 (0.2044) loss_bbox_dn_2: 0.1880 (0.1834) loss_bbox_dn_3: 0.1796 (0.1771) loss_bbox_dn_4: 0.1746 (0.1757) loss_bbox_dn_5: 0.1746 (0.1757) loss_giou: 0.4422 (0.4806) loss_giou_aux_0: 0.4732 (0.5043) loss_giou_aux_1: 0.4636 (0.4905) loss_giou_aux_2: 0.4584 (0.4844) loss_giou_aux_3: 0.4480 (0.4819) loss_giou_aux_4: 0.4431 (0.4807) loss_giou_aux_5: 0.5372 (0.5720) loss_giou_dn_0: 0.5930 (0.5917) loss_giou_dn_1: 0.4733 (0.4850) loss_giou_dn_2: 0.4413 (0.4546) loss_giou_dn_3: 0.4308 (0.4462) loss_giou_dn_4: 0.4282 (0.4441) loss_giou_dn_5: 0.4279 (0.4443) loss_vfl: 0.7007 (0.6829) loss_vfl_aux_0: 0.7837 (0.7917) loss_vfl_aux_1: 0.7411 (0.7393) loss_vfl_aux_2: 0.7277 (0.7110) loss_vfl_aux_3: 0.7144 (0.6942) loss_vfl_aux_4: 0.6944 (0.6867) loss_vfl_aux_5: 0.7608 (0.7705) loss_vfl_dn_0: 0.4585 (0.4556) loss_vfl_dn_1: 0.3982 (0.3913) loss_vfl_dn_2: 0.3832 (0.3757) loss_vfl_dn_3: 0.3783 (0.3681) loss_vfl_dn_4: 0.3771 (0.3655) loss_vfl_dn_5: 0.3748 (0.3647) time: 0.4698 data: 0.0141 max mem: 5654 Epoch: [37] [1700/7393] eta: 0:46:31 lr: 0.000010 loss: 16.2118 (16.1106) loss_bbox: 0.1438 (0.1562) loss_bbox_aux_0: 0.1464 (0.1686) loss_bbox_aux_1: 0.1506 (0.1611) loss_bbox_aux_2: 0.1502 (0.1579) loss_bbox_aux_3: 0.1321 (0.1566) loss_bbox_aux_4: 0.1437 (0.1561) loss_bbox_aux_5: 0.1994 (0.2070) loss_bbox_dn_0: 0.2563 (0.2754) loss_bbox_dn_1: 0.1921 (0.2049) loss_bbox_dn_2: 0.1675 (0.1839) loss_bbox_dn_3: 0.1598 (0.1775) loss_bbox_dn_4: 0.1574 (0.1762) loss_bbox_dn_5: 0.1578 (0.1762) loss_giou: 0.4559 (0.4800) loss_giou_aux_0: 0.4473 (0.5036) loss_giou_aux_1: 0.4719 (0.4899) loss_giou_aux_2: 0.4658 (0.4839) loss_giou_aux_3: 0.4553 (0.4813) loss_giou_aux_4: 0.4558 (0.4802) loss_giou_aux_5: 0.5119 (0.5711) loss_giou_dn_0: 0.5522 (0.5912) loss_giou_dn_1: 0.4644 (0.4846) loss_giou_dn_2: 0.4402 (0.4543) loss_giou_dn_3: 0.4281 (0.4459) loss_giou_dn_4: 0.4257 (0.4438) loss_giou_dn_5: 0.4260 (0.4440) loss_vfl: 0.6946 (0.6832) loss_vfl_aux_0: 0.7910 (0.7922) loss_vfl_aux_1: 0.7577 (0.7395) loss_vfl_aux_2: 0.7345 (0.7111) loss_vfl_aux_3: 0.7207 (0.6945) loss_vfl_aux_4: 0.7164 (0.6870) loss_vfl_aux_5: 0.7807 (0.7710) loss_vfl_dn_0: 0.4542 (0.4557) loss_vfl_dn_1: 0.3985 (0.3913) loss_vfl_dn_2: 0.3803 (0.3757) loss_vfl_dn_3: 0.3719 (0.3681) loss_vfl_dn_4: 0.3665 (0.3655) loss_vfl_dn_5: 0.3662 (0.3647) time: 0.4763 data: 0.0140 max mem: 5654 Epoch: [37] [1800/7393] eta: 0:45:40 lr: 0.000010 loss: 16.2982 (16.1124) loss_bbox: 0.1577 (0.1558) loss_bbox_aux_0: 0.1576 (0.1682) loss_bbox_aux_1: 0.1626 (0.1607) loss_bbox_aux_2: 0.1495 (0.1576) loss_bbox_aux_3: 0.1462 (0.1562) loss_bbox_aux_4: 0.1456 (0.1558) loss_bbox_aux_5: 0.2053 (0.2066) loss_bbox_dn_0: 0.2726 (0.2751) loss_bbox_dn_1: 0.1966 (0.2045) loss_bbox_dn_2: 0.1794 (0.1835) loss_bbox_dn_3: 0.1752 (0.1772) loss_bbox_dn_4: 0.1762 (0.1758) loss_bbox_dn_5: 0.1761 (0.1758) loss_giou: 0.4580 (0.4811) loss_giou_aux_0: 0.4798 (0.5047) loss_giou_aux_1: 0.4653 (0.4909) loss_giou_aux_2: 0.4612 (0.4850) loss_giou_aux_3: 0.4577 (0.4824) loss_giou_aux_4: 0.4570 (0.4812) loss_giou_aux_5: 0.5506 (0.5720) loss_giou_dn_0: 0.5941 (0.5918) loss_giou_dn_1: 0.4814 (0.4850) loss_giou_dn_2: 0.4473 (0.4548) loss_giou_dn_3: 0.4285 (0.4464) loss_giou_dn_4: 0.4291 (0.4443) loss_giou_dn_5: 0.4292 (0.4445) loss_vfl: 0.6960 (0.6825) loss_vfl_aux_0: 0.7972 (0.7917) loss_vfl_aux_1: 0.7513 (0.7389) loss_vfl_aux_2: 0.7324 (0.7104) loss_vfl_aux_3: 0.6994 (0.6938) loss_vfl_aux_4: 0.7058 (0.6865) loss_vfl_aux_5: 0.7662 (0.7707) loss_vfl_dn_0: 0.4577 (0.4556) loss_vfl_dn_1: 0.3960 (0.3913) loss_vfl_dn_2: 0.3765 (0.3757) loss_vfl_dn_3: 0.3699 (0.3681) loss_vfl_dn_4: 0.3679 (0.3655) loss_vfl_dn_5: 0.3686 (0.3647) time: 0.4793 data: 0.0135 max mem: 5654 Epoch: [37] [1900/7393] eta: 0:44:45 lr: 0.000010 loss: 15.4615 (16.1161) loss_bbox: 0.1535 (0.1557) loss_bbox_aux_0: 0.1611 (0.1682) loss_bbox_aux_1: 0.1505 (0.1607) loss_bbox_aux_2: 0.1607 (0.1575) loss_bbox_aux_3: 0.1522 (0.1561) loss_bbox_aux_4: 0.1528 (0.1557) loss_bbox_aux_5: 0.2080 (0.2067) loss_bbox_dn_0: 0.2560 (0.2754) loss_bbox_dn_1: 0.2131 (0.2049) loss_bbox_dn_2: 0.1940 (0.1839) loss_bbox_dn_3: 0.1830 (0.1776) loss_bbox_dn_4: 0.1781 (0.1762) loss_bbox_dn_5: 0.1780 (0.1762) loss_giou: 0.4279 (0.4804) loss_giou_aux_0: 0.4402 (0.5042) loss_giou_aux_1: 0.4291 (0.4903) loss_giou_aux_2: 0.4192 (0.4843) loss_giou_aux_3: 0.4311 (0.4818) loss_giou_aux_4: 0.4242 (0.4806) loss_giou_aux_5: 0.4940 (0.5715) loss_giou_dn_0: 0.5524 (0.5914) loss_giou_dn_1: 0.4548 (0.4847) loss_giou_dn_2: 0.4251 (0.4546) loss_giou_dn_3: 0.4142 (0.4461) loss_giou_dn_4: 0.4088 (0.4441) loss_giou_dn_5: 0.4091 (0.4443) loss_vfl: 0.6726 (0.6834) loss_vfl_aux_0: 0.8007 (0.7930) loss_vfl_aux_1: 0.7463 (0.7403) loss_vfl_aux_2: 0.7212 (0.7116) loss_vfl_aux_3: 0.6903 (0.6948) loss_vfl_aux_4: 0.6855 (0.6874) loss_vfl_aux_5: 0.7751 (0.7712) loss_vfl_dn_0: 0.4548 (0.4558) loss_vfl_dn_1: 0.3838 (0.3915) loss_vfl_dn_2: 0.3692 (0.3758) loss_vfl_dn_3: 0.3599 (0.3682) loss_vfl_dn_4: 0.3572 (0.3655) loss_vfl_dn_5: 0.3574 (0.3647) time: 0.4712 data: 0.0145 max mem: 5654 Epoch: [37] [2000/7393] eta: 0:43:56 lr: 0.000010 loss: 16.1852 (16.1191) loss_bbox: 0.1645 (0.1561) loss_bbox_aux_0: 0.1724 (0.1683) loss_bbox_aux_1: 0.1671 (0.1609) loss_bbox_aux_2: 0.1638 (0.1577) loss_bbox_aux_3: 0.1651 (0.1565) loss_bbox_aux_4: 0.1635 (0.1560) loss_bbox_aux_5: 0.2185 (0.2069) loss_bbox_dn_0: 0.2796 (0.2756) loss_bbox_dn_1: 0.2176 (0.2052) loss_bbox_dn_2: 0.1969 (0.1841) loss_bbox_dn_3: 0.1859 (0.1778) loss_bbox_dn_4: 0.1851 (0.1764) loss_bbox_dn_5: 0.1851 (0.1764) loss_giou: 0.4427 (0.4802) loss_giou_aux_0: 0.4975 (0.5039) loss_giou_aux_1: 0.4852 (0.4900) loss_giou_aux_2: 0.4556 (0.4841) loss_giou_aux_3: 0.4441 (0.4816) loss_giou_aux_4: 0.4427 (0.4803) loss_giou_aux_5: 0.5408 (0.5712) loss_giou_dn_0: 0.5730 (0.5911) loss_giou_dn_1: 0.4799 (0.4844) loss_giou_dn_2: 0.4512 (0.4543) loss_giou_dn_3: 0.4440 (0.4459) loss_giou_dn_4: 0.4418 (0.4438) loss_giou_dn_5: 0.4419 (0.4440) loss_vfl: 0.7006 (0.6838) loss_vfl_aux_0: 0.7827 (0.7934) loss_vfl_aux_1: 0.7319 (0.7410) loss_vfl_aux_2: 0.7125 (0.7119) loss_vfl_aux_3: 0.6994 (0.6951) loss_vfl_aux_4: 0.6999 (0.6879) loss_vfl_aux_5: 0.7771 (0.7716) loss_vfl_dn_0: 0.4578 (0.4559) loss_vfl_dn_1: 0.3946 (0.3915) loss_vfl_dn_2: 0.3791 (0.3758) loss_vfl_dn_3: 0.3727 (0.3683) loss_vfl_dn_4: 0.3703 (0.3656) loss_vfl_dn_5: 0.3690 (0.3648) time: 0.4884 data: 0.0138 max mem: 5654 Epoch: [37] [2100/7393] eta: 0:43:04 lr: 0.000010 loss: 16.5191 (16.1191) loss_bbox: 0.1522 (0.1560) loss_bbox_aux_0: 0.1696 (0.1683) loss_bbox_aux_1: 0.1612 (0.1608) loss_bbox_aux_2: 0.1538 (0.1577) loss_bbox_aux_3: 0.1546 (0.1564) loss_bbox_aux_4: 0.1548 (0.1559) loss_bbox_aux_5: 0.2012 (0.2068) loss_bbox_dn_0: 0.2498 (0.2756) loss_bbox_dn_1: 0.1911 (0.2051) loss_bbox_dn_2: 0.1742 (0.1842) loss_bbox_dn_3: 0.1712 (0.1778) loss_bbox_dn_4: 0.1679 (0.1764) loss_bbox_dn_5: 0.1682 (0.1764) loss_giou: 0.4821 (0.4800) loss_giou_aux_0: 0.5311 (0.5039) loss_giou_aux_1: 0.5178 (0.4898) loss_giou_aux_2: 0.5050 (0.4839) loss_giou_aux_3: 0.4978 (0.4814) loss_giou_aux_4: 0.4875 (0.4802) loss_giou_aux_5: 0.5958 (0.5710) loss_giou_dn_0: 0.6166 (0.5912) loss_giou_dn_1: 0.5062 (0.4844) loss_giou_dn_2: 0.4853 (0.4543) loss_giou_dn_3: 0.4748 (0.4459) loss_giou_dn_4: 0.4749 (0.4438) loss_giou_dn_5: 0.4756 (0.4440) loss_vfl: 0.6760 (0.6841) loss_vfl_aux_0: 0.7543 (0.7930) loss_vfl_aux_1: 0.7317 (0.7414) loss_vfl_aux_2: 0.7178 (0.7124) loss_vfl_aux_3: 0.6882 (0.6954) loss_vfl_aux_4: 0.6795 (0.6881) loss_vfl_aux_5: 0.7599 (0.7717) loss_vfl_dn_0: 0.4523 (0.4559) loss_vfl_dn_1: 0.3911 (0.3915) loss_vfl_dn_2: 0.3806 (0.3758) loss_vfl_dn_3: 0.3740 (0.3682) loss_vfl_dn_4: 0.3723 (0.3655) loss_vfl_dn_5: 0.3709 (0.3647) time: 0.4747 data: 0.0147 max mem: 5654 Epoch: [37] [2200/7393] eta: 0:42:12 lr: 0.000010 loss: 15.5748 (16.1287) loss_bbox: 0.1446 (0.1559) loss_bbox_aux_0: 0.1468 (0.1685) loss_bbox_aux_1: 0.1474 (0.1609) loss_bbox_aux_2: 0.1391 (0.1577) loss_bbox_aux_3: 0.1432 (0.1564) loss_bbox_aux_4: 0.1456 (0.1559) loss_bbox_aux_5: 0.2018 (0.2070) loss_bbox_dn_0: 0.2573 (0.2760) loss_bbox_dn_1: 0.1863 (0.2055) loss_bbox_dn_2: 0.1641 (0.1845) loss_bbox_dn_3: 0.1547 (0.1781) loss_bbox_dn_4: 0.1533 (0.1767) loss_bbox_dn_5: 0.1531 (0.1767) loss_giou: 0.4312 (0.4801) loss_giou_aux_0: 0.4572 (0.5042) loss_giou_aux_1: 0.4409 (0.4900) loss_giou_aux_2: 0.4417 (0.4840) loss_giou_aux_3: 0.4258 (0.4815) loss_giou_aux_4: 0.4356 (0.4802) loss_giou_aux_5: 0.5329 (0.5712) loss_giou_dn_0: 0.5990 (0.5913) loss_giou_dn_1: 0.4758 (0.4845) loss_giou_dn_2: 0.4399 (0.4544) loss_giou_dn_3: 0.4267 (0.4460) loss_giou_dn_4: 0.4201 (0.4439) loss_giou_dn_5: 0.4201 (0.4441) loss_vfl: 0.6691 (0.6851) loss_vfl_aux_0: 0.7727 (0.7933) loss_vfl_aux_1: 0.7279 (0.7423) loss_vfl_aux_2: 0.6951 (0.7132) loss_vfl_aux_3: 0.6741 (0.6962) loss_vfl_aux_4: 0.6704 (0.6890) loss_vfl_aux_5: 0.7573 (0.7721) loss_vfl_dn_0: 0.4570 (0.4560) loss_vfl_dn_1: 0.3886 (0.3916) loss_vfl_dn_2: 0.3725 (0.3759) loss_vfl_dn_3: 0.3678 (0.3683) loss_vfl_dn_4: 0.3654 (0.3656) loss_vfl_dn_5: 0.3644 (0.3648) time: 0.4790 data: 0.0138 max mem: 5654 Epoch: [37] [2300/7393] eta: 0:41:21 lr: 0.000010 loss: 16.4154 (16.1263) loss_bbox: 0.1528 (0.1560) loss_bbox_aux_0: 0.1604 (0.1686) loss_bbox_aux_1: 0.1524 (0.1610) loss_bbox_aux_2: 0.1504 (0.1578) loss_bbox_aux_3: 0.1523 (0.1566) loss_bbox_aux_4: 0.1529 (0.1560) loss_bbox_aux_5: 0.2001 (0.2071) loss_bbox_dn_0: 0.2461 (0.2758) loss_bbox_dn_1: 0.1834 (0.2054) loss_bbox_dn_2: 0.1628 (0.1844) loss_bbox_dn_3: 0.1600 (0.1781) loss_bbox_dn_4: 0.1594 (0.1767) loss_bbox_dn_5: 0.1594 (0.1767) loss_giou: 0.4934 (0.4804) loss_giou_aux_0: 0.5173 (0.5045) loss_giou_aux_1: 0.5076 (0.4903) loss_giou_aux_2: 0.4940 (0.4843) loss_giou_aux_3: 0.4946 (0.4818) loss_giou_aux_4: 0.4969 (0.4805) loss_giou_aux_5: 0.5947 (0.5714) loss_giou_dn_0: 0.5964 (0.5914) loss_giou_dn_1: 0.4925 (0.4846) loss_giou_dn_2: 0.4599 (0.4546) loss_giou_dn_3: 0.4533 (0.4461) loss_giou_dn_4: 0.4508 (0.4441) loss_giou_dn_5: 0.4507 (0.4443) loss_vfl: 0.6633 (0.6843) loss_vfl_aux_0: 0.7770 (0.7927) loss_vfl_aux_1: 0.7211 (0.7414) loss_vfl_aux_2: 0.6841 (0.7124) loss_vfl_aux_3: 0.6722 (0.6954) loss_vfl_aux_4: 0.6589 (0.6881) loss_vfl_aux_5: 0.7611 (0.7716) loss_vfl_dn_0: 0.4499 (0.4559) loss_vfl_dn_1: 0.3998 (0.3915) loss_vfl_dn_2: 0.3825 (0.3758) loss_vfl_dn_3: 0.3781 (0.3683) loss_vfl_dn_4: 0.3766 (0.3656) loss_vfl_dn_5: 0.3766 (0.3647) time: 0.4709 data: 0.0138 max mem: 5654 Epoch: [37] [2400/7393] eta: 0:40:31 lr: 0.000010 loss: 15.9725 (16.1221) loss_bbox: 0.1427 (0.1559) loss_bbox_aux_0: 0.1644 (0.1685) loss_bbox_aux_1: 0.1496 (0.1608) loss_bbox_aux_2: 0.1446 (0.1577) loss_bbox_aux_3: 0.1458 (0.1563) loss_bbox_aux_4: 0.1446 (0.1558) loss_bbox_aux_5: 0.1942 (0.2067) loss_bbox_dn_0: 0.2668 (0.2754) loss_bbox_dn_1: 0.1979 (0.2050) loss_bbox_dn_2: 0.1728 (0.1841) loss_bbox_dn_3: 0.1674 (0.1777) loss_bbox_dn_4: 0.1648 (0.1763) loss_bbox_dn_5: 0.1647 (0.1763) loss_giou: 0.4951 (0.4802) loss_giou_aux_0: 0.4986 (0.5043) loss_giou_aux_1: 0.4898 (0.4901) loss_giou_aux_2: 0.4906 (0.4842) loss_giou_aux_3: 0.4826 (0.4815) loss_giou_aux_4: 0.4946 (0.4803) loss_giou_aux_5: 0.5611 (0.5712) loss_giou_dn_0: 0.5945 (0.5912) loss_giou_dn_1: 0.4852 (0.4844) loss_giou_dn_2: 0.4589 (0.4544) loss_giou_dn_3: 0.4530 (0.4460) loss_giou_dn_4: 0.4509 (0.4440) loss_giou_dn_5: 0.4520 (0.4441) loss_vfl: 0.6603 (0.6844) loss_vfl_aux_0: 0.7576 (0.7930) loss_vfl_aux_1: 0.7172 (0.7417) loss_vfl_aux_2: 0.6731 (0.7125) loss_vfl_aux_3: 0.6842 (0.6958) loss_vfl_aux_4: 0.6525 (0.6883) loss_vfl_aux_5: 0.7386 (0.7721) loss_vfl_dn_0: 0.4546 (0.4559) loss_vfl_dn_1: 0.3912 (0.3915) loss_vfl_dn_2: 0.3783 (0.3758) loss_vfl_dn_3: 0.3717 (0.3682) loss_vfl_dn_4: 0.3689 (0.3655) loss_vfl_dn_5: 0.3674 (0.3647) time: 0.4883 data: 0.0141 max mem: 5654 Epoch: [37] [2500/7393] eta: 0:39:39 lr: 0.000010 loss: 16.0179 (16.1236) loss_bbox: 0.1526 (0.1559) loss_bbox_aux_0: 0.1559 (0.1685) loss_bbox_aux_1: 0.1617 (0.1609) loss_bbox_aux_2: 0.1580 (0.1577) loss_bbox_aux_3: 0.1570 (0.1563) loss_bbox_aux_4: 0.1537 (0.1559) loss_bbox_aux_5: 0.1948 (0.2069) loss_bbox_dn_0: 0.2496 (0.2753) loss_bbox_dn_1: 0.1895 (0.2049) loss_bbox_dn_2: 0.1755 (0.1840) loss_bbox_dn_3: 0.1686 (0.1777) loss_bbox_dn_4: 0.1676 (0.1763) loss_bbox_dn_5: 0.1678 (0.1763) loss_giou: 0.4770 (0.4804) loss_giou_aux_0: 0.4674 (0.5044) loss_giou_aux_1: 0.4641 (0.4902) loss_giou_aux_2: 0.4645 (0.4844) loss_giou_aux_3: 0.4767 (0.4816) loss_giou_aux_4: 0.4757 (0.4806) loss_giou_aux_5: 0.5409 (0.5714) loss_giou_dn_0: 0.5697 (0.5912) loss_giou_dn_1: 0.4637 (0.4844) loss_giou_dn_2: 0.4483 (0.4545) loss_giou_dn_3: 0.4343 (0.4461) loss_giou_dn_4: 0.4300 (0.4440) loss_giou_dn_5: 0.4304 (0.4442) loss_vfl: 0.6468 (0.6842) loss_vfl_aux_0: 0.7715 (0.7935) loss_vfl_aux_1: 0.7210 (0.7421) loss_vfl_aux_2: 0.6866 (0.7125) loss_vfl_aux_3: 0.6676 (0.6956) loss_vfl_aux_4: 0.6508 (0.6880) loss_vfl_aux_5: 0.7317 (0.7720) loss_vfl_dn_0: 0.4501 (0.4560) loss_vfl_dn_1: 0.3903 (0.3915) loss_vfl_dn_2: 0.3759 (0.3758) loss_vfl_dn_3: 0.3711 (0.3682) loss_vfl_dn_4: 0.3679 (0.3655) loss_vfl_dn_5: 0.3659 (0.3647) time: 0.4607 data: 0.0135 max mem: 5654 Epoch: [37] [2600/7393] eta: 0:38:48 lr: 0.000010 loss: 15.7748 (16.1199) loss_bbox: 0.1494 (0.1557) loss_bbox_aux_0: 0.1828 (0.1682) loss_bbox_aux_1: 0.1611 (0.1606) loss_bbox_aux_2: 0.1559 (0.1575) loss_bbox_aux_3: 0.1457 (0.1562) loss_bbox_aux_4: 0.1470 (0.1557) loss_bbox_aux_5: 0.2016 (0.2066) loss_bbox_dn_0: 0.2337 (0.2749) loss_bbox_dn_1: 0.1835 (0.2046) loss_bbox_dn_2: 0.1684 (0.1837) loss_bbox_dn_3: 0.1669 (0.1774) loss_bbox_dn_4: 0.1658 (0.1760) loss_bbox_dn_5: 0.1657 (0.1760) loss_giou: 0.4754 (0.4807) loss_giou_aux_0: 0.5132 (0.5047) loss_giou_aux_1: 0.5087 (0.4904) loss_giou_aux_2: 0.4770 (0.4847) loss_giou_aux_3: 0.4757 (0.4820) loss_giou_aux_4: 0.4758 (0.4809) loss_giou_aux_5: 0.5825 (0.5717) loss_giou_dn_0: 0.6029 (0.5914) loss_giou_dn_1: 0.4839 (0.4846) loss_giou_dn_2: 0.4622 (0.4546) loss_giou_dn_3: 0.4547 (0.4462) loss_giou_dn_4: 0.4522 (0.4442) loss_giou_dn_5: 0.4526 (0.4444) loss_vfl: 0.6499 (0.6837) loss_vfl_aux_0: 0.7532 (0.7930) loss_vfl_aux_1: 0.7005 (0.7418) loss_vfl_aux_2: 0.6730 (0.7120) loss_vfl_aux_3: 0.6597 (0.6951) loss_vfl_aux_4: 0.6497 (0.6876) loss_vfl_aux_5: 0.7225 (0.7718) loss_vfl_dn_0: 0.4532 (0.4560) loss_vfl_dn_1: 0.3939 (0.3915) loss_vfl_dn_2: 0.3799 (0.3757) loss_vfl_dn_3: 0.3739 (0.3682) loss_vfl_dn_4: 0.3684 (0.3655) loss_vfl_dn_5: 0.3675 (0.3647) time: 0.4799 data: 0.0139 max mem: 5654 Epoch: [37] [2700/7393] eta: 0:38:10 lr: 0.000010 loss: 15.9781 (16.1206) loss_bbox: 0.1840 (0.1558) loss_bbox_aux_0: 0.1949 (0.1683) loss_bbox_aux_1: 0.1976 (0.1607) loss_bbox_aux_2: 0.1778 (0.1576) loss_bbox_aux_3: 0.1706 (0.1563) loss_bbox_aux_4: 0.1712 (0.1558) loss_bbox_aux_5: 0.2447 (0.2067) loss_bbox_dn_0: 0.2947 (0.2749) loss_bbox_dn_1: 0.2010 (0.2047) loss_bbox_dn_2: 0.1769 (0.1838) loss_bbox_dn_3: 0.1698 (0.1774) loss_bbox_dn_4: 0.1698 (0.1761) loss_bbox_dn_5: 0.1698 (0.1761) loss_giou: 0.4816 (0.4810) loss_giou_aux_0: 0.5023 (0.5049) loss_giou_aux_1: 0.4990 (0.4906) loss_giou_aux_2: 0.4878 (0.4851) loss_giou_aux_3: 0.4825 (0.4823) loss_giou_aux_4: 0.4885 (0.4812) loss_giou_aux_5: 0.5844 (0.5720) loss_giou_dn_0: 0.5823 (0.5915) loss_giou_dn_1: 0.4774 (0.4847) loss_giou_dn_2: 0.4434 (0.4547) loss_giou_dn_3: 0.4313 (0.4463) loss_giou_dn_4: 0.4287 (0.4443) loss_giou_dn_5: 0.4285 (0.4444) loss_vfl: 0.6665 (0.6833) loss_vfl_aux_0: 0.7911 (0.7928) loss_vfl_aux_1: 0.7132 (0.7415) loss_vfl_aux_2: 0.7014 (0.7115) loss_vfl_aux_3: 0.6849 (0.6948) loss_vfl_aux_4: 0.6789 (0.6872) loss_vfl_aux_5: 0.7639 (0.7714) loss_vfl_dn_0: 0.4518 (0.4559) loss_vfl_dn_1: 0.3889 (0.3914) loss_vfl_dn_2: 0.3733 (0.3756) loss_vfl_dn_3: 0.3639 (0.3681) loss_vfl_dn_4: 0.3618 (0.3654) loss_vfl_dn_5: 0.3628 (0.3646) time: 0.4878 data: 0.0139 max mem: 5654 Epoch: [37] [2800/7393] eta: 0:37:19 lr: 0.000010 loss: 16.3763 (16.1188) loss_bbox: 0.1466 (0.1557) loss_bbox_aux_0: 0.1649 (0.1682) loss_bbox_aux_1: 0.1524 (0.1605) loss_bbox_aux_2: 0.1494 (0.1575) loss_bbox_aux_3: 0.1458 (0.1561) loss_bbox_aux_4: 0.1440 (0.1557) loss_bbox_aux_5: 0.1946 (0.2065) loss_bbox_dn_0: 0.2403 (0.2747) loss_bbox_dn_1: 0.1853 (0.2045) loss_bbox_dn_2: 0.1647 (0.1836) loss_bbox_dn_3: 0.1573 (0.1772) loss_bbox_dn_4: 0.1566 (0.1759) loss_bbox_dn_5: 0.1567 (0.1759) loss_giou: 0.5193 (0.4809) loss_giou_aux_0: 0.5466 (0.5048) loss_giou_aux_1: 0.5294 (0.4905) loss_giou_aux_2: 0.5287 (0.4850) loss_giou_aux_3: 0.5213 (0.4822) loss_giou_aux_4: 0.5215 (0.4811) loss_giou_aux_5: 0.6115 (0.5717) loss_giou_dn_0: 0.6123 (0.5916) loss_giou_dn_1: 0.5151 (0.4849) loss_giou_dn_2: 0.4803 (0.4549) loss_giou_dn_3: 0.4750 (0.4465) loss_giou_dn_4: 0.4733 (0.4444) loss_giou_dn_5: 0.4736 (0.4446) loss_vfl: 0.6804 (0.6833) loss_vfl_aux_0: 0.7703 (0.7926) loss_vfl_aux_1: 0.7268 (0.7415) loss_vfl_aux_2: 0.7117 (0.7116) loss_vfl_aux_3: 0.6869 (0.6949) loss_vfl_aux_4: 0.6836 (0.6873) loss_vfl_aux_5: 0.7532 (0.7714) loss_vfl_dn_0: 0.4530 (0.4558) loss_vfl_dn_1: 0.3959 (0.3914) loss_vfl_dn_2: 0.3837 (0.3756) loss_vfl_dn_3: 0.3731 (0.3681) loss_vfl_dn_4: 0.3688 (0.3654) loss_vfl_dn_5: 0.3677 (0.3646) time: 0.4731 data: 0.0144 max mem: 5654 Epoch: [37] [2900/7393] eta: 0:36:29 lr: 0.000010 loss: 16.4012 (16.1251) loss_bbox: 0.1521 (0.1556) loss_bbox_aux_0: 0.1724 (0.1683) loss_bbox_aux_1: 0.1579 (0.1605) loss_bbox_aux_2: 0.1563 (0.1575) loss_bbox_aux_3: 0.1529 (0.1561) loss_bbox_aux_4: 0.1520 (0.1556) loss_bbox_aux_5: 0.1949 (0.2065) loss_bbox_dn_0: 0.2532 (0.2746) loss_bbox_dn_1: 0.1936 (0.2044) loss_bbox_dn_2: 0.1771 (0.1835) loss_bbox_dn_3: 0.1711 (0.1772) loss_bbox_dn_4: 0.1696 (0.1758) loss_bbox_dn_5: 0.1696 (0.1758) loss_giou: 0.4957 (0.4815) loss_giou_aux_0: 0.5140 (0.5056) loss_giou_aux_1: 0.5003 (0.4911) loss_giou_aux_2: 0.4975 (0.4857) loss_giou_aux_3: 0.4939 (0.4827) loss_giou_aux_4: 0.4931 (0.4817) loss_giou_aux_5: 0.5670 (0.5724) loss_giou_dn_0: 0.5911 (0.5921) loss_giou_dn_1: 0.4732 (0.4853) loss_giou_dn_2: 0.4516 (0.4553) loss_giou_dn_3: 0.4473 (0.4469) loss_giou_dn_4: 0.4455 (0.4449) loss_giou_dn_5: 0.4454 (0.4450) loss_vfl: 0.7050 (0.6836) loss_vfl_aux_0: 0.7794 (0.7920) loss_vfl_aux_1: 0.7370 (0.7413) loss_vfl_aux_2: 0.7177 (0.7115) loss_vfl_aux_3: 0.7220 (0.6951) loss_vfl_aux_4: 0.6937 (0.6876) loss_vfl_aux_5: 0.7586 (0.7711) loss_vfl_dn_0: 0.4679 (0.4559) loss_vfl_dn_1: 0.3985 (0.3914) loss_vfl_dn_2: 0.3831 (0.3756) loss_vfl_dn_3: 0.3744 (0.3682) loss_vfl_dn_4: 0.3726 (0.3655) loss_vfl_dn_5: 0.3709 (0.3646) time: 0.4835 data: 0.0137 max mem: 5654 Epoch: [37] [3000/7393] eta: 0:35:39 lr: 0.000010 loss: 16.3410 (16.1252) loss_bbox: 0.1336 (0.1556) loss_bbox_aux_0: 0.1492 (0.1682) loss_bbox_aux_1: 0.1399 (0.1604) loss_bbox_aux_2: 0.1367 (0.1575) loss_bbox_aux_3: 0.1341 (0.1560) loss_bbox_aux_4: 0.1324 (0.1556) loss_bbox_aux_5: 0.1843 (0.2064) loss_bbox_dn_0: 0.2903 (0.2743) loss_bbox_dn_1: 0.2173 (0.2042) loss_bbox_dn_2: 0.1961 (0.1834) loss_bbox_dn_3: 0.1870 (0.1770) loss_bbox_dn_4: 0.1851 (0.1757) loss_bbox_dn_5: 0.1850 (0.1757) loss_giou: 0.4657 (0.4815) loss_giou_aux_0: 0.4895 (0.5055) loss_giou_aux_1: 0.4616 (0.4911) loss_giou_aux_2: 0.4740 (0.4857) loss_giou_aux_3: 0.4681 (0.4827) loss_giou_aux_4: 0.4656 (0.4816) loss_giou_aux_5: 0.5517 (0.5724) loss_giou_dn_0: 0.5957 (0.5921) loss_giou_dn_1: 0.4940 (0.4853) loss_giou_dn_2: 0.4626 (0.4553) loss_giou_dn_3: 0.4542 (0.4469) loss_giou_dn_4: 0.4516 (0.4449) loss_giou_dn_5: 0.4516 (0.4450) loss_vfl: 0.7231 (0.6840) loss_vfl_aux_0: 0.7889 (0.7923) loss_vfl_aux_1: 0.7556 (0.7416) loss_vfl_aux_2: 0.7229 (0.7117) loss_vfl_aux_3: 0.7053 (0.6956) loss_vfl_aux_4: 0.7184 (0.6879) loss_vfl_aux_5: 0.7816 (0.7713) loss_vfl_dn_0: 0.4536 (0.4559) loss_vfl_dn_1: 0.3947 (0.3914) loss_vfl_dn_2: 0.3751 (0.3756) loss_vfl_dn_3: 0.3691 (0.3682) loss_vfl_dn_4: 0.3671 (0.3655) loss_vfl_dn_5: 0.3686 (0.3646) time: 0.4772 data: 0.0139 max mem: 5654 Epoch: [37] [3100/7393] eta: 0:34:58 lr: 0.000010 loss: 15.4165 (16.1134) loss_bbox: 0.1451 (0.1554) loss_bbox_aux_0: 0.1506 (0.1680) loss_bbox_aux_1: 0.1488 (0.1603) loss_bbox_aux_2: 0.1482 (0.1574) loss_bbox_aux_3: 0.1496 (0.1559) loss_bbox_aux_4: 0.1467 (0.1554) loss_bbox_aux_5: 0.2006 (0.2063) loss_bbox_dn_0: 0.2691 (0.2743) loss_bbox_dn_1: 0.1896 (0.2042) loss_bbox_dn_2: 0.1718 (0.1834) loss_bbox_dn_3: 0.1676 (0.1770) loss_bbox_dn_4: 0.1642 (0.1757) loss_bbox_dn_5: 0.1636 (0.1757) loss_giou: 0.4059 (0.4808) loss_giou_aux_0: 0.4322 (0.5049) loss_giou_aux_1: 0.4115 (0.4905) loss_giou_aux_2: 0.4086 (0.4851) loss_giou_aux_3: 0.4115 (0.4821) loss_giou_aux_4: 0.4056 (0.4810) loss_giou_aux_5: 0.4852 (0.5718) loss_giou_dn_0: 0.5246 (0.5917) loss_giou_dn_1: 0.4276 (0.4849) loss_giou_dn_2: 0.3906 (0.4549) loss_giou_dn_3: 0.3833 (0.4465) loss_giou_dn_4: 0.3836 (0.4445) loss_giou_dn_5: 0.3841 (0.4446) loss_vfl: 0.6577 (0.6835) loss_vfl_aux_0: 0.7850 (0.7919) loss_vfl_aux_1: 0.7145 (0.7411) loss_vfl_aux_2: 0.6651 (0.7111) loss_vfl_aux_3: 0.6578 (0.6950) loss_vfl_aux_4: 0.6605 (0.6874) loss_vfl_aux_5: 0.7675 (0.7709) loss_vfl_dn_0: 0.4464 (0.4557) loss_vfl_dn_1: 0.3819 (0.3913) loss_vfl_dn_2: 0.3700 (0.3755) loss_vfl_dn_3: 0.3577 (0.3680) loss_vfl_dn_4: 0.3588 (0.3654) loss_vfl_dn_5: 0.3571 (0.3645) time: 0.4829 data: 0.0139 max mem: 5654 Epoch: [37] [3200/7393] eta: 0:34:08 lr: 0.000010 loss: 16.5167 (16.1153) loss_bbox: 0.1547 (0.1556) loss_bbox_aux_0: 0.1678 (0.1682) loss_bbox_aux_1: 0.1588 (0.1604) loss_bbox_aux_2: 0.1567 (0.1576) loss_bbox_aux_3: 0.1526 (0.1560) loss_bbox_aux_4: 0.1529 (0.1556) loss_bbox_aux_5: 0.2008 (0.2064) loss_bbox_dn_0: 0.2783 (0.2743) loss_bbox_dn_1: 0.2038 (0.2043) loss_bbox_dn_2: 0.1862 (0.1835) loss_bbox_dn_3: 0.1796 (0.1771) loss_bbox_dn_4: 0.1796 (0.1758) loss_bbox_dn_5: 0.1796 (0.1758) loss_giou: 0.4841 (0.4808) loss_giou_aux_0: 0.5027 (0.5049) loss_giou_aux_1: 0.4839 (0.4905) loss_giou_aux_2: 0.4870 (0.4851) loss_giou_aux_3: 0.4840 (0.4820) loss_giou_aux_4: 0.4842 (0.4810) loss_giou_aux_5: 0.5929 (0.5717) loss_giou_dn_0: 0.5978 (0.5916) loss_giou_dn_1: 0.4802 (0.4849) loss_giou_dn_2: 0.4481 (0.4549) loss_giou_dn_3: 0.4363 (0.4465) loss_giou_dn_4: 0.4333 (0.4445) loss_giou_dn_5: 0.4336 (0.4447) loss_vfl: 0.6856 (0.6836) loss_vfl_aux_0: 0.7952 (0.7918) loss_vfl_aux_1: 0.7467 (0.7410) loss_vfl_aux_2: 0.7072 (0.7110) loss_vfl_aux_3: 0.7002 (0.6951) loss_vfl_aux_4: 0.6814 (0.6875) loss_vfl_aux_5: 0.7281 (0.7709) loss_vfl_dn_0: 0.4612 (0.4558) loss_vfl_dn_1: 0.4003 (0.3913) loss_vfl_dn_2: 0.3836 (0.3756) loss_vfl_dn_3: 0.3772 (0.3681) loss_vfl_dn_4: 0.3771 (0.3655) loss_vfl_dn_5: 0.3775 (0.3646) time: 0.4769 data: 0.0142 max mem: 5654 Epoch: [37] [3300/7393] eta: 0:33:18 lr: 0.000010 loss: 16.3692 (16.1189) loss_bbox: 0.1350 (0.1555) loss_bbox_aux_0: 0.1590 (0.1683) loss_bbox_aux_1: 0.1428 (0.1605) loss_bbox_aux_2: 0.1386 (0.1576) loss_bbox_aux_3: 0.1351 (0.1560) loss_bbox_aux_4: 0.1350 (0.1556) loss_bbox_aux_5: 0.1811 (0.2064) loss_bbox_dn_0: 0.2393 (0.2743) loss_bbox_dn_1: 0.1829 (0.2042) loss_bbox_dn_2: 0.1592 (0.1834) loss_bbox_dn_3: 0.1507 (0.1771) loss_bbox_dn_4: 0.1504 (0.1757) loss_bbox_dn_5: 0.1503 (0.1757) loss_giou: 0.4743 (0.4811) loss_giou_aux_0: 0.5119 (0.5053) loss_giou_aux_1: 0.5084 (0.4909) loss_giou_aux_2: 0.4886 (0.4855) loss_giou_aux_3: 0.4789 (0.4823) loss_giou_aux_4: 0.4783 (0.4813) loss_giou_aux_5: 0.5818 (0.5721) loss_giou_dn_0: 0.5998 (0.5918) loss_giou_dn_1: 0.4939 (0.4850) loss_giou_dn_2: 0.4676 (0.4550) loss_giou_dn_3: 0.4616 (0.4467) loss_giou_dn_4: 0.4588 (0.4447) loss_giou_dn_5: 0.4588 (0.4448) loss_vfl: 0.6707 (0.6836) loss_vfl_aux_0: 0.7441 (0.7917) loss_vfl_aux_1: 0.7268 (0.7410) loss_vfl_aux_2: 0.6952 (0.7109) loss_vfl_aux_3: 0.6810 (0.6952) loss_vfl_aux_4: 0.6749 (0.6875) loss_vfl_aux_5: 0.7223 (0.7709) loss_vfl_dn_0: 0.4533 (0.4558) loss_vfl_dn_1: 0.3972 (0.3914) loss_vfl_dn_2: 0.3802 (0.3756) loss_vfl_dn_3: 0.3707 (0.3682) loss_vfl_dn_4: 0.3641 (0.3655) loss_vfl_dn_5: 0.3620 (0.3647) time: 0.4793 data: 0.0139 max mem: 5654 Epoch: [37] [3400/7393] eta: 0:32:27 lr: 0.000010 loss: 15.6179 (16.1182) loss_bbox: 0.1559 (0.1556) loss_bbox_aux_0: 0.1656 (0.1684) loss_bbox_aux_1: 0.1565 (0.1606) loss_bbox_aux_2: 0.1561 (0.1577) loss_bbox_aux_3: 0.1541 (0.1561) loss_bbox_aux_4: 0.1572 (0.1556) loss_bbox_aux_5: 0.2111 (0.2065) loss_bbox_dn_0: 0.2799 (0.2743) loss_bbox_dn_1: 0.1997 (0.2042) loss_bbox_dn_2: 0.1839 (0.1834) loss_bbox_dn_3: 0.1733 (0.1770) loss_bbox_dn_4: 0.1714 (0.1757) loss_bbox_dn_5: 0.1714 (0.1757) loss_giou: 0.4446 (0.4810) loss_giou_aux_0: 0.4748 (0.5053) loss_giou_aux_1: 0.4636 (0.4908) loss_giou_aux_2: 0.4467 (0.4855) loss_giou_aux_3: 0.4476 (0.4823) loss_giou_aux_4: 0.4426 (0.4812) loss_giou_aux_5: 0.5538 (0.5720) loss_giou_dn_0: 0.5764 (0.5917) loss_giou_dn_1: 0.4596 (0.4849) loss_giou_dn_2: 0.4214 (0.4549) loss_giou_dn_3: 0.4093 (0.4465) loss_giou_dn_4: 0.4051 (0.4445) loss_giou_dn_5: 0.4052 (0.4447) loss_vfl: 0.6729 (0.6838) loss_vfl_aux_0: 0.7939 (0.7916) loss_vfl_aux_1: 0.7277 (0.7409) loss_vfl_aux_2: 0.6793 (0.7110) loss_vfl_aux_3: 0.6764 (0.6953) loss_vfl_aux_4: 0.6620 (0.6877) loss_vfl_aux_5: 0.7630 (0.7709) loss_vfl_dn_0: 0.4552 (0.4558) loss_vfl_dn_1: 0.3918 (0.3914) loss_vfl_dn_2: 0.3744 (0.3756) loss_vfl_dn_3: 0.3670 (0.3682) loss_vfl_dn_4: 0.3642 (0.3655) loss_vfl_dn_5: 0.3631 (0.3647) time: 0.4817 data: 0.0142 max mem: 5654 Epoch: [37] [3500/7393] eta: 0:31:38 lr: 0.000010 loss: 15.8645 (16.1133) loss_bbox: 0.1430 (0.1554) loss_bbox_aux_0: 0.1618 (0.1684) loss_bbox_aux_1: 0.1495 (0.1605) loss_bbox_aux_2: 0.1514 (0.1576) loss_bbox_aux_3: 0.1444 (0.1559) loss_bbox_aux_4: 0.1393 (0.1555) loss_bbox_aux_5: 0.1894 (0.2064) loss_bbox_dn_0: 0.2152 (0.2742) loss_bbox_dn_1: 0.1621 (0.2041) loss_bbox_dn_2: 0.1468 (0.1833) loss_bbox_dn_3: 0.1412 (0.1770) loss_bbox_dn_4: 0.1395 (0.1756) loss_bbox_dn_5: 0.1395 (0.1756) loss_giou: 0.4738 (0.4809) loss_giou_aux_0: 0.5080 (0.5051) loss_giou_aux_1: 0.4933 (0.4907) loss_giou_aux_2: 0.4808 (0.4854) loss_giou_aux_3: 0.4665 (0.4821) loss_giou_aux_4: 0.4650 (0.4810) loss_giou_aux_5: 0.5670 (0.5718) loss_giou_dn_0: 0.5892 (0.5914) loss_giou_dn_1: 0.4847 (0.4846) loss_giou_dn_2: 0.4564 (0.4547) loss_giou_dn_3: 0.4475 (0.4463) loss_giou_dn_4: 0.4477 (0.4443) loss_giou_dn_5: 0.4480 (0.4444) loss_vfl: 0.6305 (0.6837) loss_vfl_aux_0: 0.7216 (0.7913) loss_vfl_aux_1: 0.6636 (0.7408) loss_vfl_aux_2: 0.6595 (0.7107) loss_vfl_aux_3: 0.6427 (0.6952) loss_vfl_aux_4: 0.6314 (0.6875) loss_vfl_aux_5: 0.7084 (0.7710) loss_vfl_dn_0: 0.4435 (0.4559) loss_vfl_dn_1: 0.3854 (0.3914) loss_vfl_dn_2: 0.3748 (0.3756) loss_vfl_dn_3: 0.3652 (0.3681) loss_vfl_dn_4: 0.3670 (0.3655) loss_vfl_dn_5: 0.3665 (0.3646) time: 0.4754 data: 0.0143 max mem: 5654 Epoch: [37] [3600/7393] eta: 0:30:48 lr: 0.000010 loss: 16.6198 (16.1115) loss_bbox: 0.1556 (0.1555) loss_bbox_aux_0: 0.1672 (0.1684) loss_bbox_aux_1: 0.1566 (0.1605) loss_bbox_aux_2: 0.1539 (0.1577) loss_bbox_aux_3: 0.1561 (0.1559) loss_bbox_aux_4: 0.1603 (0.1555) loss_bbox_aux_5: 0.2042 (0.2064) loss_bbox_dn_0: 0.2479 (0.2742) loss_bbox_dn_1: 0.1849 (0.2041) loss_bbox_dn_2: 0.1667 (0.1833) loss_bbox_dn_3: 0.1630 (0.1769) loss_bbox_dn_4: 0.1607 (0.1755) loss_bbox_dn_5: 0.1608 (0.1755) loss_giou: 0.4927 (0.4807) loss_giou_aux_0: 0.5269 (0.5049) loss_giou_aux_1: 0.5054 (0.4905) loss_giou_aux_2: 0.5007 (0.4852) loss_giou_aux_3: 0.4923 (0.4819) loss_giou_aux_4: 0.4927 (0.4809) loss_giou_aux_5: 0.6019 (0.5717) loss_giou_dn_0: 0.6280 (0.5912) loss_giou_dn_1: 0.5151 (0.4845) loss_giou_dn_2: 0.4768 (0.4545) loss_giou_dn_3: 0.4626 (0.4461) loss_giou_dn_4: 0.4601 (0.4441) loss_giou_dn_5: 0.4601 (0.4443) loss_vfl: 0.6764 (0.6837) loss_vfl_aux_0: 0.7779 (0.7913) loss_vfl_aux_1: 0.7252 (0.7408) loss_vfl_aux_2: 0.6916 (0.7108) loss_vfl_aux_3: 0.6932 (0.6953) loss_vfl_aux_4: 0.6852 (0.6876) loss_vfl_aux_5: 0.7179 (0.7709) loss_vfl_dn_0: 0.4551 (0.4559) loss_vfl_dn_1: 0.3902 (0.3914) loss_vfl_dn_2: 0.3789 (0.3756) loss_vfl_dn_3: 0.3725 (0.3681) loss_vfl_dn_4: 0.3707 (0.3655) loss_vfl_dn_5: 0.3706 (0.3646) time: 0.4890 data: 0.0141 max mem: 5654 Epoch: [37] [3700/7393] eta: 0:29:58 lr: 0.000010 loss: 15.8600 (16.1078) loss_bbox: 0.1565 (0.1556) loss_bbox_aux_0: 0.1562 (0.1685) loss_bbox_aux_1: 0.1611 (0.1606) loss_bbox_aux_2: 0.1536 (0.1578) loss_bbox_aux_3: 0.1568 (0.1560) loss_bbox_aux_4: 0.1549 (0.1556) loss_bbox_aux_5: 0.1929 (0.2065) loss_bbox_dn_0: 0.2451 (0.2742) loss_bbox_dn_1: 0.1833 (0.2041) loss_bbox_dn_2: 0.1572 (0.1832) loss_bbox_dn_3: 0.1531 (0.1769) loss_bbox_dn_4: 0.1512 (0.1755) loss_bbox_dn_5: 0.1512 (0.1755) loss_giou: 0.4700 (0.4805) loss_giou_aux_0: 0.5028 (0.5047) loss_giou_aux_1: 0.4906 (0.4903) loss_giou_aux_2: 0.4681 (0.4851) loss_giou_aux_3: 0.4675 (0.4817) loss_giou_aux_4: 0.4742 (0.4806) loss_giou_aux_5: 0.5723 (0.5714) loss_giou_dn_0: 0.5920 (0.5910) loss_giou_dn_1: 0.4807 (0.4843) loss_giou_dn_2: 0.4545 (0.4544) loss_giou_dn_3: 0.4442 (0.4460) loss_giou_dn_4: 0.4434 (0.4439) loss_giou_dn_5: 0.4432 (0.4441) loss_vfl: 0.6300 (0.6835) loss_vfl_aux_0: 0.7491 (0.7910) loss_vfl_aux_1: 0.6970 (0.7406) loss_vfl_aux_2: 0.6642 (0.7106) loss_vfl_aux_3: 0.6416 (0.6951) loss_vfl_aux_4: 0.6334 (0.6874) loss_vfl_aux_5: 0.7328 (0.7707) loss_vfl_dn_0: 0.4548 (0.4559) loss_vfl_dn_1: 0.3885 (0.3913) loss_vfl_dn_2: 0.3731 (0.3755) loss_vfl_dn_3: 0.3651 (0.3681) loss_vfl_dn_4: 0.3631 (0.3654) loss_vfl_dn_5: 0.3620 (0.3646) time: 0.4695 data: 0.0142 max mem: 5654 Epoch: [37] [3800/7393] eta: 0:29:08 lr: 0.000010 loss: 15.7606 (16.1110) loss_bbox: 0.1498 (0.1555) loss_bbox_aux_0: 0.1675 (0.1685) loss_bbox_aux_1: 0.1582 (0.1606) loss_bbox_aux_2: 0.1518 (0.1578) loss_bbox_aux_3: 0.1422 (0.1560) loss_bbox_aux_4: 0.1490 (0.1555) loss_bbox_aux_5: 0.1906 (0.2064) loss_bbox_dn_0: 0.2348 (0.2738) loss_bbox_dn_1: 0.1706 (0.2038) loss_bbox_dn_2: 0.1558 (0.1830) loss_bbox_dn_3: 0.1488 (0.1766) loss_bbox_dn_4: 0.1479 (0.1752) loss_bbox_dn_5: 0.1479 (0.1752) loss_giou: 0.4694 (0.4811) loss_giou_aux_0: 0.4983 (0.5054) loss_giou_aux_1: 0.4798 (0.4910) loss_giou_aux_2: 0.4721 (0.4858) loss_giou_aux_3: 0.4656 (0.4824) loss_giou_aux_4: 0.4690 (0.4813) loss_giou_aux_5: 0.5500 (0.5722) loss_giou_dn_0: 0.5678 (0.5914) loss_giou_dn_1: 0.4718 (0.4847) loss_giou_dn_2: 0.4397 (0.4548) loss_giou_dn_3: 0.4335 (0.4464) loss_giou_dn_4: 0.4346 (0.4444) loss_giou_dn_5: 0.4349 (0.4445) loss_vfl: 0.6563 (0.6834) loss_vfl_aux_0: 0.7640 (0.7906) loss_vfl_aux_1: 0.6974 (0.7403) loss_vfl_aux_2: 0.6701 (0.7103) loss_vfl_aux_3: 0.6782 (0.6949) loss_vfl_aux_4: 0.6642 (0.6872) loss_vfl_aux_5: 0.7246 (0.7702) loss_vfl_dn_0: 0.4520 (0.4558) loss_vfl_dn_1: 0.3855 (0.3913) loss_vfl_dn_2: 0.3735 (0.3756) loss_vfl_dn_3: 0.3612 (0.3681) loss_vfl_dn_4: 0.3559 (0.3655) loss_vfl_dn_5: 0.3556 (0.3647) time: 0.4798 data: 0.0145 max mem: 5654 Epoch: [37] [3900/7393] eta: 0:28:19 lr: 0.000010 loss: 15.8486 (16.1159) loss_bbox: 0.1722 (0.1556) loss_bbox_aux_0: 0.1708 (0.1686) loss_bbox_aux_1: 0.1627 (0.1606) loss_bbox_aux_2: 0.1697 (0.1579) loss_bbox_aux_3: 0.1732 (0.1561) loss_bbox_aux_4: 0.1722 (0.1556) loss_bbox_aux_5: 0.2110 (0.2065) loss_bbox_dn_0: 0.2715 (0.2739) loss_bbox_dn_1: 0.1956 (0.2039) loss_bbox_dn_2: 0.1740 (0.1830) loss_bbox_dn_3: 0.1621 (0.1767) loss_bbox_dn_4: 0.1593 (0.1753) loss_bbox_dn_5: 0.1591 (0.1753) loss_giou: 0.4707 (0.4814) loss_giou_aux_0: 0.4934 (0.5057) loss_giou_aux_1: 0.4797 (0.4912) loss_giou_aux_2: 0.4818 (0.4861) loss_giou_aux_3: 0.4668 (0.4826) loss_giou_aux_4: 0.4719 (0.4815) loss_giou_aux_5: 0.5617 (0.5725) loss_giou_dn_0: 0.5965 (0.5916) loss_giou_dn_1: 0.4950 (0.4849) loss_giou_dn_2: 0.4570 (0.4550) loss_giou_dn_3: 0.4441 (0.4466) loss_giou_dn_4: 0.4428 (0.4446) loss_giou_dn_5: 0.4428 (0.4447) loss_vfl: 0.6822 (0.6835) loss_vfl_aux_0: 0.7823 (0.7905) loss_vfl_aux_1: 0.7230 (0.7405) loss_vfl_aux_2: 0.6997 (0.7104) loss_vfl_aux_3: 0.6885 (0.6950) loss_vfl_aux_4: 0.6911 (0.6873) loss_vfl_aux_5: 0.7364 (0.7701) loss_vfl_dn_0: 0.4579 (0.4558) loss_vfl_dn_1: 0.3935 (0.3914) loss_vfl_dn_2: 0.3737 (0.3756) loss_vfl_dn_3: 0.3668 (0.3682) loss_vfl_dn_4: 0.3629 (0.3655) loss_vfl_dn_5: 0.3625 (0.3647) time: 0.4786 data: 0.0138 max mem: 5654 Epoch: [37] [4000/7393] eta: 0:27:34 lr: 0.000010 loss: 16.3696 (16.1208) loss_bbox: 0.1542 (0.1557) loss_bbox_aux_0: 0.1551 (0.1686) loss_bbox_aux_1: 0.1545 (0.1606) loss_bbox_aux_2: 0.1559 (0.1579) loss_bbox_aux_3: 0.1503 (0.1561) loss_bbox_aux_4: 0.1590 (0.1557) loss_bbox_aux_5: 0.2022 (0.2066) loss_bbox_dn_0: 0.2492 (0.2739) loss_bbox_dn_1: 0.1812 (0.2039) loss_bbox_dn_2: 0.1700 (0.1831) loss_bbox_dn_3: 0.1671 (0.1767) loss_bbox_dn_4: 0.1653 (0.1753) loss_bbox_dn_5: 0.1654 (0.1754) loss_giou: 0.4827 (0.4818) loss_giou_aux_0: 0.5120 (0.5061) loss_giou_aux_1: 0.5069 (0.4916) loss_giou_aux_2: 0.4984 (0.4865) loss_giou_aux_3: 0.4853 (0.4831) loss_giou_aux_4: 0.4835 (0.4820) loss_giou_aux_5: 0.5745 (0.5729) loss_giou_dn_0: 0.5965 (0.5919) loss_giou_dn_1: 0.4995 (0.4852) loss_giou_dn_2: 0.4579 (0.4552) loss_giou_dn_3: 0.4474 (0.4469) loss_giou_dn_4: 0.4432 (0.4448) loss_giou_dn_5: 0.4433 (0.4450) loss_vfl: 0.6556 (0.6834) loss_vfl_aux_0: 0.7698 (0.7903) loss_vfl_aux_1: 0.7173 (0.7404) loss_vfl_aux_2: 0.7017 (0.7103) loss_vfl_aux_3: 0.6729 (0.6950) loss_vfl_aux_4: 0.6641 (0.6873) loss_vfl_aux_5: 0.7478 (0.7700) loss_vfl_dn_0: 0.4520 (0.4558) loss_vfl_dn_1: 0.3912 (0.3914) loss_vfl_dn_2: 0.3772 (0.3757) loss_vfl_dn_3: 0.3680 (0.3682) loss_vfl_dn_4: 0.3640 (0.3656) loss_vfl_dn_5: 0.3644 (0.3648) time: 0.4824 data: 0.0140 max mem: 5654 Epoch: [37] [4100/7393] eta: 0:26:49 lr: 0.000010 loss: 15.7508 (16.1177) loss_bbox: 0.1489 (0.1557) loss_bbox_aux_0: 0.1626 (0.1686) loss_bbox_aux_1: 0.1571 (0.1606) loss_bbox_aux_2: 0.1448 (0.1579) loss_bbox_aux_3: 0.1494 (0.1561) loss_bbox_aux_4: 0.1489 (0.1556) loss_bbox_aux_5: 0.2020 (0.2066) loss_bbox_dn_0: 0.2851 (0.2738) loss_bbox_dn_1: 0.1996 (0.2039) loss_bbox_dn_2: 0.1754 (0.1830) loss_bbox_dn_3: 0.1801 (0.1767) loss_bbox_dn_4: 0.1744 (0.1753) loss_bbox_dn_5: 0.1744 (0.1753) loss_giou: 0.4427 (0.4817) loss_giou_aux_0: 0.4823 (0.5060) loss_giou_aux_1: 0.4592 (0.4915) loss_giou_aux_2: 0.4556 (0.4865) loss_giou_aux_3: 0.4462 (0.4829) loss_giou_aux_4: 0.4569 (0.4818) loss_giou_aux_5: 0.5409 (0.5728) loss_giou_dn_0: 0.5773 (0.5917) loss_giou_dn_1: 0.4678 (0.4850) loss_giou_dn_2: 0.4298 (0.4551) loss_giou_dn_3: 0.4265 (0.4467) loss_giou_dn_4: 0.4248 (0.4447) loss_giou_dn_5: 0.4248 (0.4449) loss_vfl: 0.7044 (0.6834) loss_vfl_aux_0: 0.8170 (0.7902) loss_vfl_aux_1: 0.7632 (0.7403) loss_vfl_aux_2: 0.7315 (0.7101) loss_vfl_aux_3: 0.7213 (0.6950) loss_vfl_aux_4: 0.7137 (0.6873) loss_vfl_aux_5: 0.8048 (0.7699) loss_vfl_dn_0: 0.4521 (0.4557) loss_vfl_dn_1: 0.3925 (0.3913) loss_vfl_dn_2: 0.3758 (0.3756) loss_vfl_dn_3: 0.3688 (0.3682) loss_vfl_dn_4: 0.3655 (0.3655) loss_vfl_dn_5: 0.3641 (0.3647) time: 0.4783 data: 0.0138 max mem: 5654 Epoch: [37] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 16.3138 (16.1154) loss_bbox: 0.1448 (0.1557) loss_bbox_aux_0: 0.1558 (0.1687) loss_bbox_aux_1: 0.1416 (0.1607) loss_bbox_aux_2: 0.1439 (0.1580) loss_bbox_aux_3: 0.1423 (0.1561) loss_bbox_aux_4: 0.1436 (0.1556) loss_bbox_aux_5: 0.1892 (0.2068) loss_bbox_dn_0: 0.2566 (0.2740) loss_bbox_dn_1: 0.1866 (0.2040) loss_bbox_dn_2: 0.1735 (0.1832) loss_bbox_dn_3: 0.1661 (0.1768) loss_bbox_dn_4: 0.1641 (0.1754) loss_bbox_dn_5: 0.1648 (0.1754) loss_giou: 0.4553 (0.4812) loss_giou_aux_0: 0.4665 (0.5056) loss_giou_aux_1: 0.4588 (0.4911) loss_giou_aux_2: 0.4515 (0.4860) loss_giou_aux_3: 0.4534 (0.4825) loss_giou_aux_4: 0.4531 (0.4814) loss_giou_aux_5: 0.5438 (0.5724) loss_giou_dn_0: 0.5945 (0.5914) loss_giou_dn_1: 0.4923 (0.4848) loss_giou_dn_2: 0.4597 (0.4549) loss_giou_dn_3: 0.4516 (0.4465) loss_giou_dn_4: 0.4472 (0.4445) loss_giou_dn_5: 0.4471 (0.4447) loss_vfl: 0.6657 (0.6836) loss_vfl_aux_0: 0.7672 (0.7902) loss_vfl_aux_1: 0.7244 (0.7405) loss_vfl_aux_2: 0.6886 (0.7102) loss_vfl_aux_3: 0.6707 (0.6951) loss_vfl_aux_4: 0.6663 (0.6875) loss_vfl_aux_5: 0.7371 (0.7698) loss_vfl_dn_0: 0.4529 (0.4558) loss_vfl_dn_1: 0.3925 (0.3913) loss_vfl_dn_2: 0.3830 (0.3755) loss_vfl_dn_3: 0.3721 (0.3681) loss_vfl_dn_4: 0.3696 (0.3655) loss_vfl_dn_5: 0.3684 (0.3647) time: 0.4753 data: 0.0141 max mem: 5654 Epoch: [37] [4300/7393] eta: 0:25:10 lr: 0.000010 loss: 16.6182 (16.1173) loss_bbox: 0.1500 (0.1558) loss_bbox_aux_0: 0.1595 (0.1689) loss_bbox_aux_1: 0.1552 (0.1608) loss_bbox_aux_2: 0.1528 (0.1581) loss_bbox_aux_3: 0.1518 (0.1563) loss_bbox_aux_4: 0.1499 (0.1558) loss_bbox_aux_5: 0.1968 (0.2070) loss_bbox_dn_0: 0.2539 (0.2741) loss_bbox_dn_1: 0.1846 (0.2040) loss_bbox_dn_2: 0.1622 (0.1832) loss_bbox_dn_3: 0.1560 (0.1768) loss_bbox_dn_4: 0.1564 (0.1754) loss_bbox_dn_5: 0.1564 (0.1754) loss_giou: 0.5024 (0.4814) loss_giou_aux_0: 0.5280 (0.5058) loss_giou_aux_1: 0.5128 (0.4913) loss_giou_aux_2: 0.5049 (0.4862) loss_giou_aux_3: 0.4986 (0.4826) loss_giou_aux_4: 0.5020 (0.4815) loss_giou_aux_5: 0.5909 (0.5726) loss_giou_dn_0: 0.5970 (0.5914) loss_giou_dn_1: 0.5072 (0.4848) loss_giou_dn_2: 0.4776 (0.4548) loss_giou_dn_3: 0.4673 (0.4465) loss_giou_dn_4: 0.4645 (0.4445) loss_giou_dn_5: 0.4646 (0.4446) loss_vfl: 0.6974 (0.6834) loss_vfl_aux_0: 0.7966 (0.7902) loss_vfl_aux_1: 0.7534 (0.7406) loss_vfl_aux_2: 0.7258 (0.7101) loss_vfl_aux_3: 0.7163 (0.6950) loss_vfl_aux_4: 0.7072 (0.6873) loss_vfl_aux_5: 0.7732 (0.7697) loss_vfl_dn_0: 0.4602 (0.4558) loss_vfl_dn_1: 0.3974 (0.3913) loss_vfl_dn_2: 0.3854 (0.3756) loss_vfl_dn_3: 0.3810 (0.3682) loss_vfl_dn_4: 0.3793 (0.3656) loss_vfl_dn_5: 0.3780 (0.3647) time: 0.4930 data: 0.0137 max mem: 5654 Epoch: [37] [4400/7393] eta: 0:24:20 lr: 0.000010 loss: 15.9857 (16.1199) loss_bbox: 0.1406 (0.1558) loss_bbox_aux_0: 0.1616 (0.1689) loss_bbox_aux_1: 0.1513 (0.1608) loss_bbox_aux_2: 0.1431 (0.1581) loss_bbox_aux_3: 0.1441 (0.1563) loss_bbox_aux_4: 0.1415 (0.1558) loss_bbox_aux_5: 0.1920 (0.2070) loss_bbox_dn_0: 0.2282 (0.2742) loss_bbox_dn_1: 0.1736 (0.2042) loss_bbox_dn_2: 0.1531 (0.1833) loss_bbox_dn_3: 0.1485 (0.1769) loss_bbox_dn_4: 0.1465 (0.1755) loss_bbox_dn_5: 0.1465 (0.1755) loss_giou: 0.4670 (0.4813) loss_giou_aux_0: 0.4872 (0.5057) loss_giou_aux_1: 0.4794 (0.4912) loss_giou_aux_2: 0.4731 (0.4860) loss_giou_aux_3: 0.4668 (0.4825) loss_giou_aux_4: 0.4673 (0.4814) loss_giou_aux_5: 0.5709 (0.5724) loss_giou_dn_0: 0.5844 (0.5914) loss_giou_dn_1: 0.4872 (0.4848) loss_giou_dn_2: 0.4590 (0.4549) loss_giou_dn_3: 0.4445 (0.4465) loss_giou_dn_4: 0.4436 (0.4445) loss_giou_dn_5: 0.4437 (0.4447) loss_vfl: 0.6840 (0.6839) loss_vfl_aux_0: 0.7984 (0.7905) loss_vfl_aux_1: 0.7477 (0.7409) loss_vfl_aux_2: 0.7182 (0.7106) loss_vfl_aux_3: 0.6983 (0.6954) loss_vfl_aux_4: 0.6890 (0.6878) loss_vfl_aux_5: 0.8021 (0.7700) loss_vfl_dn_0: 0.4588 (0.4558) loss_vfl_dn_1: 0.3936 (0.3914) loss_vfl_dn_2: 0.3773 (0.3756) loss_vfl_dn_3: 0.3723 (0.3682) loss_vfl_dn_4: 0.3696 (0.3656) loss_vfl_dn_5: 0.3705 (0.3648) time: 0.4733 data: 0.0137 max mem: 5654 Epoch: [37] [4500/7393] eta: 0:23:31 lr: 0.000010 loss: 16.1906 (16.1209) loss_bbox: 0.1628 (0.1558) loss_bbox_aux_0: 0.1637 (0.1689) loss_bbox_aux_1: 0.1610 (0.1608) loss_bbox_aux_2: 0.1578 (0.1581) loss_bbox_aux_3: 0.1554 (0.1562) loss_bbox_aux_4: 0.1631 (0.1557) loss_bbox_aux_5: 0.1933 (0.2069) loss_bbox_dn_0: 0.2556 (0.2740) loss_bbox_dn_1: 0.1875 (0.2040) loss_bbox_dn_2: 0.1688 (0.1832) loss_bbox_dn_3: 0.1663 (0.1768) loss_bbox_dn_4: 0.1673 (0.1754) loss_bbox_dn_5: 0.1675 (0.1754) loss_giou: 0.4638 (0.4815) loss_giou_aux_0: 0.4811 (0.5060) loss_giou_aux_1: 0.4669 (0.4914) loss_giou_aux_2: 0.4588 (0.4863) loss_giou_aux_3: 0.4541 (0.4828) loss_giou_aux_4: 0.4637 (0.4817) loss_giou_aux_5: 0.5358 (0.5726) loss_giou_dn_0: 0.5703 (0.5915) loss_giou_dn_1: 0.4629 (0.4849) loss_giou_dn_2: 0.4348 (0.4550) loss_giou_dn_3: 0.4276 (0.4467) loss_giou_dn_4: 0.4249 (0.4447) loss_giou_dn_5: 0.4254 (0.4448) loss_vfl: 0.6862 (0.6839) loss_vfl_aux_0: 0.7829 (0.7902) loss_vfl_aux_1: 0.7514 (0.7408) loss_vfl_aux_2: 0.7354 (0.7106) loss_vfl_aux_3: 0.7059 (0.6954) loss_vfl_aux_4: 0.6953 (0.6878) loss_vfl_aux_5: 0.7764 (0.7699) loss_vfl_dn_0: 0.4521 (0.4558) loss_vfl_dn_1: 0.3878 (0.3914) loss_vfl_dn_2: 0.3756 (0.3756) loss_vfl_dn_3: 0.3688 (0.3682) loss_vfl_dn_4: 0.3676 (0.3656) loss_vfl_dn_5: 0.3669 (0.3647) time: 0.4687 data: 0.0138 max mem: 5654 Epoch: [37] [4600/7393] eta: 0:22:41 lr: 0.000010 loss: 15.8304 (16.1202) loss_bbox: 0.1609 (0.1559) loss_bbox_aux_0: 0.1766 (0.1690) loss_bbox_aux_1: 0.1727 (0.1609) loss_bbox_aux_2: 0.1589 (0.1582) loss_bbox_aux_3: 0.1622 (0.1564) loss_bbox_aux_4: 0.1649 (0.1558) loss_bbox_aux_5: 0.2079 (0.2071) loss_bbox_dn_0: 0.3004 (0.2743) loss_bbox_dn_1: 0.2158 (0.2042) loss_bbox_dn_2: 0.1901 (0.1833) loss_bbox_dn_3: 0.1879 (0.1770) loss_bbox_dn_4: 0.1892 (0.1756) loss_bbox_dn_5: 0.1892 (0.1756) loss_giou: 0.4495 (0.4813) loss_giou_aux_0: 0.4971 (0.5059) loss_giou_aux_1: 0.4538 (0.4912) loss_giou_aux_2: 0.4463 (0.4860) loss_giou_aux_3: 0.4523 (0.4826) loss_giou_aux_4: 0.4628 (0.4815) loss_giou_aux_5: 0.5464 (0.5725) loss_giou_dn_0: 0.5828 (0.5913) loss_giou_dn_1: 0.4667 (0.4847) loss_giou_dn_2: 0.4378 (0.4548) loss_giou_dn_3: 0.4260 (0.4465) loss_giou_dn_4: 0.4206 (0.4444) loss_giou_dn_5: 0.4206 (0.4446) loss_vfl: 0.6732 (0.6839) loss_vfl_aux_0: 0.7862 (0.7902) loss_vfl_aux_1: 0.7153 (0.7410) loss_vfl_aux_2: 0.7004 (0.7106) loss_vfl_aux_3: 0.6717 (0.6953) loss_vfl_aux_4: 0.6800 (0.6877) loss_vfl_aux_5: 0.7619 (0.7699) loss_vfl_dn_0: 0.4512 (0.4558) loss_vfl_dn_1: 0.3942 (0.3914) loss_vfl_dn_2: 0.3787 (0.3756) loss_vfl_dn_3: 0.3709 (0.3682) loss_vfl_dn_4: 0.3668 (0.3656) loss_vfl_dn_5: 0.3698 (0.3647) time: 0.4887 data: 0.0137 max mem: 5654 Epoch: [37] [4700/7393] eta: 0:21:52 lr: 0.000010 loss: 15.9769 (16.1137) loss_bbox: 0.1467 (0.1558) loss_bbox_aux_0: 0.1490 (0.1690) loss_bbox_aux_1: 0.1474 (0.1608) loss_bbox_aux_2: 0.1452 (0.1581) loss_bbox_aux_3: 0.1456 (0.1563) loss_bbox_aux_4: 0.1477 (0.1557) loss_bbox_aux_5: 0.1834 (0.2070) loss_bbox_dn_0: 0.2662 (0.2742) loss_bbox_dn_1: 0.1913 (0.2041) loss_bbox_dn_2: 0.1826 (0.1832) loss_bbox_dn_3: 0.1840 (0.1768) loss_bbox_dn_4: 0.1847 (0.1754) loss_bbox_dn_5: 0.1846 (0.1754) loss_giou: 0.4282 (0.4810) loss_giou_aux_0: 0.4663 (0.5057) loss_giou_aux_1: 0.4291 (0.4909) loss_giou_aux_2: 0.4247 (0.4857) loss_giou_aux_3: 0.4383 (0.4823) loss_giou_aux_4: 0.4255 (0.4812) loss_giou_aux_5: 0.5377 (0.5722) loss_giou_dn_0: 0.5546 (0.5910) loss_giou_dn_1: 0.4446 (0.4844) loss_giou_dn_2: 0.4112 (0.4545) loss_giou_dn_3: 0.4081 (0.4461) loss_giou_dn_4: 0.4081 (0.4441) loss_giou_dn_5: 0.4086 (0.4443) loss_vfl: 0.6801 (0.6837) loss_vfl_aux_0: 0.7611 (0.7901) loss_vfl_aux_1: 0.7225 (0.7408) loss_vfl_aux_2: 0.6902 (0.7104) loss_vfl_aux_3: 0.6752 (0.6951) loss_vfl_aux_4: 0.6746 (0.6876) loss_vfl_aux_5: 0.7566 (0.7699) loss_vfl_dn_0: 0.4546 (0.4558) loss_vfl_dn_1: 0.3910 (0.3914) loss_vfl_dn_2: 0.3799 (0.3756) loss_vfl_dn_3: 0.3711 (0.3681) loss_vfl_dn_4: 0.3690 (0.3655) loss_vfl_dn_5: 0.3698 (0.3647) time: 0.4653 data: 0.0140 max mem: 5654 Epoch: [37] [4800/7393] eta: 0:21:02 lr: 0.000010 loss: 16.0858 (16.1077) loss_bbox: 0.1426 (0.1557) loss_bbox_aux_0: 0.1592 (0.1689) loss_bbox_aux_1: 0.1474 (0.1607) loss_bbox_aux_2: 0.1441 (0.1580) loss_bbox_aux_3: 0.1428 (0.1562) loss_bbox_aux_4: 0.1424 (0.1557) loss_bbox_aux_5: 0.1889 (0.2070) loss_bbox_dn_0: 0.2400 (0.2743) loss_bbox_dn_1: 0.1748 (0.2041) loss_bbox_dn_2: 0.1655 (0.1832) loss_bbox_dn_3: 0.1639 (0.1769) loss_bbox_dn_4: 0.1618 (0.1755) loss_bbox_dn_5: 0.1618 (0.1755) loss_giou: 0.4980 (0.4805) loss_giou_aux_0: 0.5017 (0.5052) loss_giou_aux_1: 0.5007 (0.4904) loss_giou_aux_2: 0.4964 (0.4852) loss_giou_aux_3: 0.4902 (0.4818) loss_giou_aux_4: 0.4988 (0.4806) loss_giou_aux_5: 0.5754 (0.5717) loss_giou_dn_0: 0.5806 (0.5907) loss_giou_dn_1: 0.4831 (0.4840) loss_giou_dn_2: 0.4547 (0.4541) loss_giou_dn_3: 0.4482 (0.4458) loss_giou_dn_4: 0.4496 (0.4438) loss_giou_dn_5: 0.4496 (0.4439) loss_vfl: 0.6644 (0.6838) loss_vfl_aux_0: 0.7657 (0.7901) loss_vfl_aux_1: 0.7175 (0.7409) loss_vfl_aux_2: 0.6754 (0.7105) loss_vfl_aux_3: 0.6663 (0.6952) loss_vfl_aux_4: 0.6636 (0.6876) loss_vfl_aux_5: 0.7382 (0.7699) loss_vfl_dn_0: 0.4520 (0.4557) loss_vfl_dn_1: 0.3815 (0.3912) loss_vfl_dn_2: 0.3703 (0.3755) loss_vfl_dn_3: 0.3634 (0.3680) loss_vfl_dn_4: 0.3605 (0.3654) loss_vfl_dn_5: 0.3602 (0.3646) time: 0.4829 data: 0.0135 max mem: 5654 Epoch: [37] [4900/7393] eta: 0:20:13 lr: 0.000010 loss: 16.0868 (16.1057) loss_bbox: 0.1337 (0.1556) loss_bbox_aux_0: 0.1457 (0.1689) loss_bbox_aux_1: 0.1370 (0.1606) loss_bbox_aux_2: 0.1308 (0.1579) loss_bbox_aux_3: 0.1343 (0.1561) loss_bbox_aux_4: 0.1361 (0.1556) loss_bbox_aux_5: 0.1712 (0.2069) loss_bbox_dn_0: 0.2427 (0.2742) loss_bbox_dn_1: 0.1818 (0.2040) loss_bbox_dn_2: 0.1647 (0.1831) loss_bbox_dn_3: 0.1630 (0.1768) loss_bbox_dn_4: 0.1612 (0.1754) loss_bbox_dn_5: 0.1612 (0.1754) loss_giou: 0.5020 (0.4805) loss_giou_aux_0: 0.5282 (0.5052) loss_giou_aux_1: 0.5139 (0.4904) loss_giou_aux_2: 0.5032 (0.4852) loss_giou_aux_3: 0.5064 (0.4818) loss_giou_aux_4: 0.5068 (0.4806) loss_giou_aux_5: 0.5875 (0.5717) loss_giou_dn_0: 0.6265 (0.5907) loss_giou_dn_1: 0.5178 (0.4840) loss_giou_dn_2: 0.4827 (0.4541) loss_giou_dn_3: 0.4742 (0.4458) loss_giou_dn_4: 0.4715 (0.4437) loss_giou_dn_5: 0.4716 (0.4439) loss_vfl: 0.6792 (0.6837) loss_vfl_aux_0: 0.7845 (0.7899) loss_vfl_aux_1: 0.7395 (0.7407) loss_vfl_aux_2: 0.6964 (0.7104) loss_vfl_aux_3: 0.6806 (0.6951) loss_vfl_aux_4: 0.6796 (0.6875) loss_vfl_aux_5: 0.7580 (0.7699) loss_vfl_dn_0: 0.4548 (0.4557) loss_vfl_dn_1: 0.3877 (0.3912) loss_vfl_dn_2: 0.3784 (0.3755) loss_vfl_dn_3: 0.3717 (0.3680) loss_vfl_dn_4: 0.3689 (0.3654) loss_vfl_dn_5: 0.3668 (0.3645) time: 0.4694 data: 0.0135 max mem: 5654 Epoch: [37] [5000/7393] eta: 0:19:24 lr: 0.000010 loss: 15.9164 (16.1062) loss_bbox: 0.1479 (0.1557) loss_bbox_aux_0: 0.1595 (0.1689) loss_bbox_aux_1: 0.1523 (0.1606) loss_bbox_aux_2: 0.1503 (0.1579) loss_bbox_aux_3: 0.1492 (0.1561) loss_bbox_aux_4: 0.1482 (0.1556) loss_bbox_aux_5: 0.1844 (0.2069) loss_bbox_dn_0: 0.2560 (0.2741) loss_bbox_dn_1: 0.1846 (0.2040) loss_bbox_dn_2: 0.1629 (0.1831) loss_bbox_dn_3: 0.1541 (0.1768) loss_bbox_dn_4: 0.1521 (0.1754) loss_bbox_dn_5: 0.1521 (0.1754) loss_giou: 0.4581 (0.4804) loss_giou_aux_0: 0.4854 (0.5053) loss_giou_aux_1: 0.4795 (0.4904) loss_giou_aux_2: 0.4740 (0.4852) loss_giou_aux_3: 0.4600 (0.4817) loss_giou_aux_4: 0.4572 (0.4805) loss_giou_aux_5: 0.5504 (0.5717) loss_giou_dn_0: 0.5744 (0.5907) loss_giou_dn_1: 0.4692 (0.4840) loss_giou_dn_2: 0.4386 (0.4541) loss_giou_dn_3: 0.4335 (0.4457) loss_giou_dn_4: 0.4304 (0.4437) loss_giou_dn_5: 0.4306 (0.4439) loss_vfl: 0.6889 (0.6839) loss_vfl_aux_0: 0.8022 (0.7898) loss_vfl_aux_1: 0.7476 (0.7407) loss_vfl_aux_2: 0.7200 (0.7105) loss_vfl_aux_3: 0.7078 (0.6952) loss_vfl_aux_4: 0.7003 (0.6877) loss_vfl_aux_5: 0.7908 (0.7699) loss_vfl_dn_0: 0.4631 (0.4558) loss_vfl_dn_1: 0.3964 (0.3913) loss_vfl_dn_2: 0.3822 (0.3755) loss_vfl_dn_3: 0.3739 (0.3681) loss_vfl_dn_4: 0.3714 (0.3654) loss_vfl_dn_5: 0.3712 (0.3646) time: 0.4700 data: 0.0135 max mem: 5654 Epoch: [37] [5100/7393] eta: 0:18:34 lr: 0.000010 loss: 16.0938 (16.1067) loss_bbox: 0.1389 (0.1557) loss_bbox_aux_0: 0.1476 (0.1690) loss_bbox_aux_1: 0.1402 (0.1606) loss_bbox_aux_2: 0.1410 (0.1579) loss_bbox_aux_3: 0.1423 (0.1561) loss_bbox_aux_4: 0.1393 (0.1556) loss_bbox_aux_5: 0.1784 (0.2069) loss_bbox_dn_0: 0.2583 (0.2742) loss_bbox_dn_1: 0.1881 (0.2041) loss_bbox_dn_2: 0.1661 (0.1832) loss_bbox_dn_3: 0.1587 (0.1768) loss_bbox_dn_4: 0.1578 (0.1754) loss_bbox_dn_5: 0.1580 (0.1754) loss_giou: 0.4525 (0.4804) loss_giou_aux_0: 0.4568 (0.5053) loss_giou_aux_1: 0.4543 (0.4904) loss_giou_aux_2: 0.4433 (0.4852) loss_giou_aux_3: 0.4495 (0.4817) loss_giou_aux_4: 0.4508 (0.4805) loss_giou_aux_5: 0.5197 (0.5716) loss_giou_dn_0: 0.5648 (0.5906) loss_giou_dn_1: 0.4664 (0.4839) loss_giou_dn_2: 0.4298 (0.4540) loss_giou_dn_3: 0.4154 (0.4457) loss_giou_dn_4: 0.4136 (0.4437) loss_giou_dn_5: 0.4140 (0.4438) loss_vfl: 0.7334 (0.6839) loss_vfl_aux_0: 0.8267 (0.7898) loss_vfl_aux_1: 0.7817 (0.7408) loss_vfl_aux_2: 0.7730 (0.7106) loss_vfl_aux_3: 0.7501 (0.6953) loss_vfl_aux_4: 0.7398 (0.6877) loss_vfl_aux_5: 0.8037 (0.7699) loss_vfl_dn_0: 0.4570 (0.4558) loss_vfl_dn_1: 0.3929 (0.3913) loss_vfl_dn_2: 0.3787 (0.3755) loss_vfl_dn_3: 0.3700 (0.3681) loss_vfl_dn_4: 0.3710 (0.3654) loss_vfl_dn_5: 0.3686 (0.3646) time: 0.4650 data: 0.0132 max mem: 5654 Epoch: [37] [5200/7393] eta: 0:17:45 lr: 0.000010 loss: 16.4198 (16.1129) loss_bbox: 0.1647 (0.1558) loss_bbox_aux_0: 0.1735 (0.1690) loss_bbox_aux_1: 0.1728 (0.1607) loss_bbox_aux_2: 0.1609 (0.1580) loss_bbox_aux_3: 0.1668 (0.1562) loss_bbox_aux_4: 0.1604 (0.1557) loss_bbox_aux_5: 0.2058 (0.2069) loss_bbox_dn_0: 0.2754 (0.2742) loss_bbox_dn_1: 0.1977 (0.2041) loss_bbox_dn_2: 0.1711 (0.1833) loss_bbox_dn_3: 0.1654 (0.1769) loss_bbox_dn_4: 0.1632 (0.1755) loss_bbox_dn_5: 0.1632 (0.1755) loss_giou: 0.4993 (0.4807) loss_giou_aux_0: 0.5046 (0.5056) loss_giou_aux_1: 0.5092 (0.4908) loss_giou_aux_2: 0.4913 (0.4854) loss_giou_aux_3: 0.4986 (0.4820) loss_giou_aux_4: 0.4992 (0.4809) loss_giou_aux_5: 0.5832 (0.5719) loss_giou_dn_0: 0.5795 (0.5908) loss_giou_dn_1: 0.4772 (0.4842) loss_giou_dn_2: 0.4394 (0.4543) loss_giou_dn_3: 0.4299 (0.4459) loss_giou_dn_4: 0.4263 (0.4439) loss_giou_dn_5: 0.4264 (0.4441) loss_vfl: 0.7358 (0.6841) loss_vfl_aux_0: 0.8148 (0.7901) loss_vfl_aux_1: 0.7634 (0.7410) loss_vfl_aux_2: 0.7695 (0.7109) loss_vfl_aux_3: 0.7473 (0.6955) loss_vfl_aux_4: 0.7258 (0.6878) loss_vfl_aux_5: 0.7765 (0.7701) loss_vfl_dn_0: 0.4564 (0.4559) loss_vfl_dn_1: 0.3893 (0.3913) loss_vfl_dn_2: 0.3728 (0.3756) loss_vfl_dn_3: 0.3706 (0.3681) loss_vfl_dn_4: 0.3676 (0.3655) loss_vfl_dn_5: 0.3664 (0.3647) time: 0.4650 data: 0.0135 max mem: 5654 Epoch: [37] [5300/7393] eta: 0:16:56 lr: 0.000010 loss: 15.7902 (16.1114) loss_bbox: 0.1407 (0.1556) loss_bbox_aux_0: 0.1640 (0.1689) loss_bbox_aux_1: 0.1458 (0.1606) loss_bbox_aux_2: 0.1404 (0.1579) loss_bbox_aux_3: 0.1388 (0.1561) loss_bbox_aux_4: 0.1409 (0.1556) loss_bbox_aux_5: 0.1989 (0.2069) loss_bbox_dn_0: 0.2478 (0.2743) loss_bbox_dn_1: 0.1792 (0.2041) loss_bbox_dn_2: 0.1595 (0.1832) loss_bbox_dn_3: 0.1532 (0.1768) loss_bbox_dn_4: 0.1540 (0.1755) loss_bbox_dn_5: 0.1541 (0.1755) loss_giou: 0.4548 (0.4806) loss_giou_aux_0: 0.4775 (0.5055) loss_giou_aux_1: 0.4631 (0.4906) loss_giou_aux_2: 0.4509 (0.4853) loss_giou_aux_3: 0.4560 (0.4819) loss_giou_aux_4: 0.4548 (0.4808) loss_giou_aux_5: 0.5385 (0.5718) loss_giou_dn_0: 0.5922 (0.5909) loss_giou_dn_1: 0.4825 (0.4842) loss_giou_dn_2: 0.4473 (0.4543) loss_giou_dn_3: 0.4474 (0.4459) loss_giou_dn_4: 0.4473 (0.4439) loss_giou_dn_5: 0.4478 (0.4441) loss_vfl: 0.6705 (0.6841) loss_vfl_aux_0: 0.7644 (0.7901) loss_vfl_aux_1: 0.7032 (0.7410) loss_vfl_aux_2: 0.6965 (0.7109) loss_vfl_aux_3: 0.6812 (0.6954) loss_vfl_aux_4: 0.6727 (0.6878) loss_vfl_aux_5: 0.7806 (0.7703) loss_vfl_dn_0: 0.4511 (0.4559) loss_vfl_dn_1: 0.3906 (0.3913) loss_vfl_dn_2: 0.3758 (0.3756) loss_vfl_dn_3: 0.3622 (0.3681) loss_vfl_dn_4: 0.3602 (0.3655) loss_vfl_dn_5: 0.3600 (0.3647) time: 0.4738 data: 0.0132 max mem: 5654 Epoch: [37] [5400/7393] eta: 0:16:07 lr: 0.000010 loss: 15.7631 (16.1077) loss_bbox: 0.1550 (0.1558) loss_bbox_aux_0: 0.1598 (0.1690) loss_bbox_aux_1: 0.1595 (0.1607) loss_bbox_aux_2: 0.1542 (0.1580) loss_bbox_aux_3: 0.1560 (0.1562) loss_bbox_aux_4: 0.1549 (0.1558) loss_bbox_aux_5: 0.1894 (0.2069) loss_bbox_dn_0: 0.2732 (0.2745) loss_bbox_dn_1: 0.1987 (0.2042) loss_bbox_dn_2: 0.1735 (0.1833) loss_bbox_dn_3: 0.1682 (0.1770) loss_bbox_dn_4: 0.1671 (0.1756) loss_bbox_dn_5: 0.1670 (0.1756) loss_giou: 0.3973 (0.4803) loss_giou_aux_0: 0.4342 (0.5051) loss_giou_aux_1: 0.4188 (0.4902) loss_giou_aux_2: 0.4045 (0.4849) loss_giou_aux_3: 0.3974 (0.4815) loss_giou_aux_4: 0.3960 (0.4804) loss_giou_aux_5: 0.4938 (0.5713) loss_giou_dn_0: 0.5300 (0.5906) loss_giou_dn_1: 0.4243 (0.4839) loss_giou_dn_2: 0.3957 (0.4540) loss_giou_dn_3: 0.3841 (0.4457) loss_giou_dn_4: 0.3836 (0.4436) loss_giou_dn_5: 0.3836 (0.4438) loss_vfl: 0.6869 (0.6840) loss_vfl_aux_0: 0.8043 (0.7901) loss_vfl_aux_1: 0.7504 (0.7409) loss_vfl_aux_2: 0.7273 (0.7108) loss_vfl_aux_3: 0.7059 (0.6953) loss_vfl_aux_4: 0.6852 (0.6876) loss_vfl_aux_5: 0.7898 (0.7705) loss_vfl_dn_0: 0.4614 (0.4559) loss_vfl_dn_1: 0.3896 (0.3913) loss_vfl_dn_2: 0.3680 (0.3755) loss_vfl_dn_3: 0.3569 (0.3680) loss_vfl_dn_4: 0.3563 (0.3654) loss_vfl_dn_5: 0.3535 (0.3646) time: 0.4759 data: 0.0142 max mem: 5654 Epoch: [37] [5500/7393] eta: 0:15:20 lr: 0.000010 loss: 15.7793 (16.1058) loss_bbox: 0.1531 (0.1557) loss_bbox_aux_0: 0.1555 (0.1689) loss_bbox_aux_1: 0.1603 (0.1606) loss_bbox_aux_2: 0.1594 (0.1579) loss_bbox_aux_3: 0.1551 (0.1562) loss_bbox_aux_4: 0.1541 (0.1557) loss_bbox_aux_5: 0.2065 (0.2068) loss_bbox_dn_0: 0.2875 (0.2744) loss_bbox_dn_1: 0.2140 (0.2042) loss_bbox_dn_2: 0.1866 (0.1833) loss_bbox_dn_3: 0.1841 (0.1769) loss_bbox_dn_4: 0.1819 (0.1755) loss_bbox_dn_5: 0.1815 (0.1755) loss_giou: 0.4193 (0.4801) loss_giou_aux_0: 0.4453 (0.5049) loss_giou_aux_1: 0.4236 (0.4900) loss_giou_aux_2: 0.4236 (0.4847) loss_giou_aux_3: 0.4195 (0.4813) loss_giou_aux_4: 0.4172 (0.4802) loss_giou_aux_5: 0.5129 (0.5711) loss_giou_dn_0: 0.5546 (0.5905) loss_giou_dn_1: 0.4547 (0.4838) loss_giou_dn_2: 0.4187 (0.4539) loss_giou_dn_3: 0.4048 (0.4456) loss_giou_dn_4: 0.4022 (0.4435) loss_giou_dn_5: 0.4023 (0.4437) loss_vfl: 0.7130 (0.6841) loss_vfl_aux_0: 0.8326 (0.7903) loss_vfl_aux_1: 0.7780 (0.7411) loss_vfl_aux_2: 0.7469 (0.7111) loss_vfl_aux_3: 0.7245 (0.6955) loss_vfl_aux_4: 0.7109 (0.6878) loss_vfl_aux_5: 0.8198 (0.7706) loss_vfl_dn_0: 0.4596 (0.4559) loss_vfl_dn_1: 0.3854 (0.3913) loss_vfl_dn_2: 0.3778 (0.3755) loss_vfl_dn_3: 0.3686 (0.3680) loss_vfl_dn_4: 0.3641 (0.3654) loss_vfl_dn_5: 0.3625 (0.3646) time: 0.4737 data: 0.0135 max mem: 5654 Epoch: [37] [5600/7393] eta: 0:14:31 lr: 0.000010 loss: 16.1688 (16.1071) loss_bbox: 0.1436 (0.1557) loss_bbox_aux_0: 0.1616 (0.1689) loss_bbox_aux_1: 0.1478 (0.1606) loss_bbox_aux_2: 0.1472 (0.1579) loss_bbox_aux_3: 0.1421 (0.1562) loss_bbox_aux_4: 0.1420 (0.1557) loss_bbox_aux_5: 0.1882 (0.2068) loss_bbox_dn_0: 0.2602 (0.2744) loss_bbox_dn_1: 0.1831 (0.2042) loss_bbox_dn_2: 0.1628 (0.1833) loss_bbox_dn_3: 0.1560 (0.1769) loss_bbox_dn_4: 0.1543 (0.1755) loss_bbox_dn_5: 0.1544 (0.1755) loss_giou: 0.4654 (0.4801) loss_giou_aux_0: 0.5024 (0.5048) loss_giou_aux_1: 0.4730 (0.4900) loss_giou_aux_2: 0.4646 (0.4847) loss_giou_aux_3: 0.4624 (0.4813) loss_giou_aux_4: 0.4645 (0.4802) loss_giou_aux_5: 0.5717 (0.5711) loss_giou_dn_0: 0.5887 (0.5905) loss_giou_dn_1: 0.4821 (0.4838) loss_giou_dn_2: 0.4519 (0.4539) loss_giou_dn_3: 0.4469 (0.4456) loss_giou_dn_4: 0.4434 (0.4436) loss_giou_dn_5: 0.4445 (0.4437) loss_vfl: 0.6631 (0.6841) loss_vfl_aux_0: 0.7878 (0.7904) loss_vfl_aux_1: 0.7247 (0.7413) loss_vfl_aux_2: 0.6768 (0.7111) loss_vfl_aux_3: 0.6642 (0.6955) loss_vfl_aux_4: 0.6698 (0.6878) loss_vfl_aux_5: 0.7578 (0.7708) loss_vfl_dn_0: 0.4548 (0.4559) loss_vfl_dn_1: 0.3884 (0.3913) loss_vfl_dn_2: 0.3746 (0.3755) loss_vfl_dn_3: 0.3673 (0.3680) loss_vfl_dn_4: 0.3674 (0.3654) loss_vfl_dn_5: 0.3641 (0.3646) time: 0.4624 data: 0.0145 max mem: 5654 Epoch: [37] [5700/7393] eta: 0:13:42 lr: 0.000010 loss: 16.1369 (16.1033) loss_bbox: 0.1398 (0.1558) loss_bbox_aux_0: 0.1465 (0.1690) loss_bbox_aux_1: 0.1425 (0.1607) loss_bbox_aux_2: 0.1439 (0.1580) loss_bbox_aux_3: 0.1397 (0.1563) loss_bbox_aux_4: 0.1425 (0.1558) loss_bbox_aux_5: 0.1809 (0.2069) loss_bbox_dn_0: 0.2350 (0.2745) loss_bbox_dn_1: 0.1766 (0.2043) loss_bbox_dn_2: 0.1606 (0.1834) loss_bbox_dn_3: 0.1521 (0.1770) loss_bbox_dn_4: 0.1510 (0.1756) loss_bbox_dn_5: 0.1510 (0.1756) loss_giou: 0.4885 (0.4799) loss_giou_aux_0: 0.5003 (0.5046) loss_giou_aux_1: 0.4907 (0.4898) loss_giou_aux_2: 0.4943 (0.4845) loss_giou_aux_3: 0.4818 (0.4812) loss_giou_aux_4: 0.4789 (0.4801) loss_giou_aux_5: 0.5649 (0.5709) loss_giou_dn_0: 0.5920 (0.5903) loss_giou_dn_1: 0.5060 (0.4837) loss_giou_dn_2: 0.4811 (0.4538) loss_giou_dn_3: 0.4673 (0.4454) loss_giou_dn_4: 0.4652 (0.4434) loss_giou_dn_5: 0.4655 (0.4436) loss_vfl: 0.6597 (0.6838) loss_vfl_aux_0: 0.7663 (0.7901) loss_vfl_aux_1: 0.7342 (0.7410) loss_vfl_aux_2: 0.6973 (0.7108) loss_vfl_aux_3: 0.6711 (0.6952) loss_vfl_aux_4: 0.6745 (0.6875) loss_vfl_aux_5: 0.7367 (0.7705) loss_vfl_dn_0: 0.4479 (0.4558) loss_vfl_dn_1: 0.3871 (0.3913) loss_vfl_dn_2: 0.3694 (0.3755) loss_vfl_dn_3: 0.3649 (0.3680) loss_vfl_dn_4: 0.3590 (0.3654) loss_vfl_dn_5: 0.3578 (0.3646) time: 0.4737 data: 0.0141 max mem: 5654 Epoch: [37] [5800/7393] eta: 0:12:53 lr: 0.000010 loss: 16.7039 (16.1056) loss_bbox: 0.1688 (0.1558) loss_bbox_aux_0: 0.1687 (0.1690) loss_bbox_aux_1: 0.1634 (0.1607) loss_bbox_aux_2: 0.1755 (0.1580) loss_bbox_aux_3: 0.1705 (0.1563) loss_bbox_aux_4: 0.1684 (0.1558) loss_bbox_aux_5: 0.2068 (0.2069) loss_bbox_dn_0: 0.2599 (0.2744) loss_bbox_dn_1: 0.1925 (0.2042) loss_bbox_dn_2: 0.1855 (0.1833) loss_bbox_dn_3: 0.1795 (0.1769) loss_bbox_dn_4: 0.1762 (0.1755) loss_bbox_dn_5: 0.1762 (0.1755) loss_giou: 0.4825 (0.4801) loss_giou_aux_0: 0.5067 (0.5048) loss_giou_aux_1: 0.4972 (0.4900) loss_giou_aux_2: 0.4875 (0.4847) loss_giou_aux_3: 0.4875 (0.4814) loss_giou_aux_4: 0.4808 (0.4802) loss_giou_aux_5: 0.5621 (0.5711) loss_giou_dn_0: 0.6104 (0.5903) loss_giou_dn_1: 0.4999 (0.4837) loss_giou_dn_2: 0.4620 (0.4538) loss_giou_dn_3: 0.4503 (0.4455) loss_giou_dn_4: 0.4491 (0.4435) loss_giou_dn_5: 0.4501 (0.4436) loss_vfl: 0.7205 (0.6840) loss_vfl_aux_0: 0.8191 (0.7902) loss_vfl_aux_1: 0.7486 (0.7410) loss_vfl_aux_2: 0.7237 (0.7109) loss_vfl_aux_3: 0.7139 (0.6954) loss_vfl_aux_4: 0.7209 (0.6877) loss_vfl_aux_5: 0.7945 (0.7705) loss_vfl_dn_0: 0.4598 (0.4558) loss_vfl_dn_1: 0.3907 (0.3913) loss_vfl_dn_2: 0.3768 (0.3755) loss_vfl_dn_3: 0.3680 (0.3680) loss_vfl_dn_4: 0.3649 (0.3654) loss_vfl_dn_5: 0.3645 (0.3646) time: 0.4749 data: 0.0140 max mem: 5654 Epoch: [37] [5900/7393] eta: 0:12:06 lr: 0.000010 loss: 15.2973 (16.1031) loss_bbox: 0.1414 (0.1558) loss_bbox_aux_0: 0.1516 (0.1689) loss_bbox_aux_1: 0.1425 (0.1606) loss_bbox_aux_2: 0.1462 (0.1580) loss_bbox_aux_3: 0.1439 (0.1562) loss_bbox_aux_4: 0.1415 (0.1558) loss_bbox_aux_5: 0.1806 (0.2068) loss_bbox_dn_0: 0.2557 (0.2744) loss_bbox_dn_1: 0.1903 (0.2042) loss_bbox_dn_2: 0.1594 (0.1833) loss_bbox_dn_3: 0.1570 (0.1769) loss_bbox_dn_4: 0.1575 (0.1755) loss_bbox_dn_5: 0.1575 (0.1755) loss_giou: 0.4283 (0.4799) loss_giou_aux_0: 0.4598 (0.5047) loss_giou_aux_1: 0.4362 (0.4899) loss_giou_aux_2: 0.4331 (0.4846) loss_giou_aux_3: 0.4263 (0.4812) loss_giou_aux_4: 0.4258 (0.4801) loss_giou_aux_5: 0.5082 (0.5710) loss_giou_dn_0: 0.5628 (0.5902) loss_giou_dn_1: 0.4630 (0.4836) loss_giou_dn_2: 0.4339 (0.4538) loss_giou_dn_3: 0.4267 (0.4454) loss_giou_dn_4: 0.4238 (0.4434) loss_giou_dn_5: 0.4245 (0.4436) loss_vfl: 0.6736 (0.6839) loss_vfl_aux_0: 0.7866 (0.7901) loss_vfl_aux_1: 0.7326 (0.7409) loss_vfl_aux_2: 0.6983 (0.7109) loss_vfl_aux_3: 0.6895 (0.6953) loss_vfl_aux_4: 0.6792 (0.6876) loss_vfl_aux_5: 0.7838 (0.7705) loss_vfl_dn_0: 0.4527 (0.4558) loss_vfl_dn_1: 0.3894 (0.3913) loss_vfl_dn_2: 0.3749 (0.3755) loss_vfl_dn_3: 0.3648 (0.3680) loss_vfl_dn_4: 0.3647 (0.3654) loss_vfl_dn_5: 0.3648 (0.3646) time: 0.4708 data: 0.0138 max mem: 5654 Epoch: [37] [6000/7393] eta: 0:11:16 lr: 0.000010 loss: 16.1619 (16.1030) loss_bbox: 0.1544 (0.1559) loss_bbox_aux_0: 0.1687 (0.1690) loss_bbox_aux_1: 0.1545 (0.1607) loss_bbox_aux_2: 0.1501 (0.1581) loss_bbox_aux_3: 0.1573 (0.1563) loss_bbox_aux_4: 0.1550 (0.1559) loss_bbox_aux_5: 0.2109 (0.2070) loss_bbox_dn_0: 0.2828 (0.2745) loss_bbox_dn_1: 0.2157 (0.2043) loss_bbox_dn_2: 0.1876 (0.1834) loss_bbox_dn_3: 0.1803 (0.1770) loss_bbox_dn_4: 0.1786 (0.1756) loss_bbox_dn_5: 0.1785 (0.1756) loss_giou: 0.4551 (0.4798) loss_giou_aux_0: 0.4755 (0.5046) loss_giou_aux_1: 0.4688 (0.4898) loss_giou_aux_2: 0.4632 (0.4844) loss_giou_aux_3: 0.4549 (0.4810) loss_giou_aux_4: 0.4669 (0.4799) loss_giou_aux_5: 0.5388 (0.5708) loss_giou_dn_0: 0.5730 (0.5901) loss_giou_dn_1: 0.4574 (0.4836) loss_giou_dn_2: 0.4312 (0.4537) loss_giou_dn_3: 0.4245 (0.4453) loss_giou_dn_4: 0.4222 (0.4433) loss_giou_dn_5: 0.4227 (0.4435) loss_vfl: 0.6925 (0.6840) loss_vfl_aux_0: 0.7983 (0.7901) loss_vfl_aux_1: 0.7521 (0.7410) loss_vfl_aux_2: 0.7303 (0.7109) loss_vfl_aux_3: 0.7106 (0.6954) loss_vfl_aux_4: 0.6937 (0.6876) loss_vfl_aux_5: 0.7533 (0.7705) loss_vfl_dn_0: 0.4480 (0.4557) loss_vfl_dn_1: 0.3806 (0.3912) loss_vfl_dn_2: 0.3708 (0.3755) loss_vfl_dn_3: 0.3614 (0.3680) loss_vfl_dn_4: 0.3607 (0.3653) loss_vfl_dn_5: 0.3609 (0.3646) time: 0.4690 data: 0.0134 max mem: 5654 Epoch: [37] [6100/7393] eta: 0:10:27 lr: 0.000010 loss: 15.7683 (16.1006) loss_bbox: 0.1561 (0.1559) loss_bbox_aux_0: 0.1757 (0.1691) loss_bbox_aux_1: 0.1642 (0.1608) loss_bbox_aux_2: 0.1574 (0.1581) loss_bbox_aux_3: 0.1595 (0.1564) loss_bbox_aux_4: 0.1589 (0.1559) loss_bbox_aux_5: 0.2028 (0.2070) loss_bbox_dn_0: 0.2592 (0.2746) loss_bbox_dn_1: 0.1839 (0.2044) loss_bbox_dn_2: 0.1633 (0.1835) loss_bbox_dn_3: 0.1554 (0.1771) loss_bbox_dn_4: 0.1539 (0.1757) loss_bbox_dn_5: 0.1539 (0.1757) loss_giou: 0.4738 (0.4796) loss_giou_aux_0: 0.4910 (0.5044) loss_giou_aux_1: 0.4815 (0.4896) loss_giou_aux_2: 0.4724 (0.4842) loss_giou_aux_3: 0.4695 (0.4808) loss_giou_aux_4: 0.4774 (0.4797) loss_giou_aux_5: 0.5475 (0.5707) loss_giou_dn_0: 0.5569 (0.5899) loss_giou_dn_1: 0.4648 (0.4833) loss_giou_dn_2: 0.4270 (0.4535) loss_giou_dn_3: 0.4211 (0.4451) loss_giou_dn_4: 0.4192 (0.4431) loss_giou_dn_5: 0.4190 (0.4432) loss_vfl: 0.6364 (0.6839) loss_vfl_aux_0: 0.7556 (0.7902) loss_vfl_aux_1: 0.7210 (0.7410) loss_vfl_aux_2: 0.6691 (0.7108) loss_vfl_aux_3: 0.6587 (0.6954) loss_vfl_aux_4: 0.6440 (0.6876) loss_vfl_aux_5: 0.7421 (0.7707) loss_vfl_dn_0: 0.4531 (0.4558) loss_vfl_dn_1: 0.3891 (0.3912) loss_vfl_dn_2: 0.3747 (0.3754) loss_vfl_dn_3: 0.3623 (0.3679) loss_vfl_dn_4: 0.3595 (0.3653) loss_vfl_dn_5: 0.3581 (0.3645) time: 0.4720 data: 0.0135 max mem: 5654 Epoch: [37] [6200/7393] eta: 0:09:39 lr: 0.000010 loss: 15.5549 (16.1035) loss_bbox: 0.1350 (0.1560) loss_bbox_aux_0: 0.1554 (0.1691) loss_bbox_aux_1: 0.1497 (0.1609) loss_bbox_aux_2: 0.1434 (0.1582) loss_bbox_aux_3: 0.1377 (0.1564) loss_bbox_aux_4: 0.1347 (0.1559) loss_bbox_aux_5: 0.1896 (0.2071) loss_bbox_dn_0: 0.2511 (0.2746) loss_bbox_dn_1: 0.1863 (0.2044) loss_bbox_dn_2: 0.1635 (0.1835) loss_bbox_dn_3: 0.1535 (0.1771) loss_bbox_dn_4: 0.1518 (0.1757) loss_bbox_dn_5: 0.1516 (0.1757) loss_giou: 0.3944 (0.4798) loss_giou_aux_0: 0.4519 (0.5046) loss_giou_aux_1: 0.4341 (0.4898) loss_giou_aux_2: 0.4094 (0.4845) loss_giou_aux_3: 0.3980 (0.4810) loss_giou_aux_4: 0.3919 (0.4799) loss_giou_aux_5: 0.5248 (0.5709) loss_giou_dn_0: 0.5681 (0.5900) loss_giou_dn_1: 0.4578 (0.4834) loss_giou_dn_2: 0.4266 (0.4535) loss_giou_dn_3: 0.4169 (0.4452) loss_giou_dn_4: 0.4148 (0.4432) loss_giou_dn_5: 0.4147 (0.4433) loss_vfl: 0.6974 (0.6839) loss_vfl_aux_0: 0.8027 (0.7902) loss_vfl_aux_1: 0.7524 (0.7411) loss_vfl_aux_2: 0.7142 (0.7108) loss_vfl_aux_3: 0.7004 (0.6954) loss_vfl_aux_4: 0.6985 (0.6876) loss_vfl_aux_5: 0.7843 (0.7708) loss_vfl_dn_0: 0.4570 (0.4558) loss_vfl_dn_1: 0.3936 (0.3912) loss_vfl_dn_2: 0.3777 (0.3755) loss_vfl_dn_3: 0.3693 (0.3680) loss_vfl_dn_4: 0.3668 (0.3653) loss_vfl_dn_5: 0.3662 (0.3645) time: 0.4810 data: 0.0135 max mem: 5654 Epoch: [37] [6300/7393] eta: 0:08:50 lr: 0.000010 loss: 15.3198 (16.1014) loss_bbox: 0.1506 (0.1559) loss_bbox_aux_0: 0.1543 (0.1691) loss_bbox_aux_1: 0.1528 (0.1608) loss_bbox_aux_2: 0.1485 (0.1581) loss_bbox_aux_3: 0.1468 (0.1563) loss_bbox_aux_4: 0.1433 (0.1559) loss_bbox_aux_5: 0.1928 (0.2070) loss_bbox_dn_0: 0.2719 (0.2746) loss_bbox_dn_1: 0.1972 (0.2044) loss_bbox_dn_2: 0.1701 (0.1835) loss_bbox_dn_3: 0.1611 (0.1771) loss_bbox_dn_4: 0.1631 (0.1757) loss_bbox_dn_5: 0.1631 (0.1757) loss_giou: 0.4636 (0.4796) loss_giou_aux_0: 0.4652 (0.5044) loss_giou_aux_1: 0.4732 (0.4896) loss_giou_aux_2: 0.4638 (0.4843) loss_giou_aux_3: 0.4613 (0.4808) loss_giou_aux_4: 0.4617 (0.4798) loss_giou_aux_5: 0.5506 (0.5707) loss_giou_dn_0: 0.5804 (0.5899) loss_giou_dn_1: 0.4732 (0.4832) loss_giou_dn_2: 0.4359 (0.4534) loss_giou_dn_3: 0.4268 (0.4450) loss_giou_dn_4: 0.4257 (0.4430) loss_giou_dn_5: 0.4256 (0.4432) loss_vfl: 0.6498 (0.6839) loss_vfl_aux_0: 0.7781 (0.7903) loss_vfl_aux_1: 0.7173 (0.7411) loss_vfl_aux_2: 0.6835 (0.7108) loss_vfl_aux_3: 0.6848 (0.6954) loss_vfl_aux_4: 0.6591 (0.6876) loss_vfl_aux_5: 0.7724 (0.7708) loss_vfl_dn_0: 0.4531 (0.4558) loss_vfl_dn_1: 0.3876 (0.3912) loss_vfl_dn_2: 0.3709 (0.3755) loss_vfl_dn_3: 0.3643 (0.3680) loss_vfl_dn_4: 0.3624 (0.3654) loss_vfl_dn_5: 0.3624 (0.3646) time: 0.4627 data: 0.0134 max mem: 5654 Epoch: [37] [6400/7393] eta: 0:08:01 lr: 0.000010 loss: 16.4896 (16.1020) loss_bbox: 0.1558 (0.1559) loss_bbox_aux_0: 0.1609 (0.1691) loss_bbox_aux_1: 0.1619 (0.1609) loss_bbox_aux_2: 0.1621 (0.1582) loss_bbox_aux_3: 0.1568 (0.1563) loss_bbox_aux_4: 0.1602 (0.1559) loss_bbox_aux_5: 0.2025 (0.2070) loss_bbox_dn_0: 0.2773 (0.2747) loss_bbox_dn_1: 0.2235 (0.2045) loss_bbox_dn_2: 0.1920 (0.1835) loss_bbox_dn_3: 0.1884 (0.1771) loss_bbox_dn_4: 0.1866 (0.1758) loss_bbox_dn_5: 0.1866 (0.1758) loss_giou: 0.4749 (0.4796) loss_giou_aux_0: 0.4993 (0.5043) loss_giou_aux_1: 0.4786 (0.4895) loss_giou_aux_2: 0.4797 (0.4842) loss_giou_aux_3: 0.4793 (0.4808) loss_giou_aux_4: 0.4786 (0.4797) loss_giou_aux_5: 0.5806 (0.5706) loss_giou_dn_0: 0.6055 (0.5898) loss_giou_dn_1: 0.4955 (0.4832) loss_giou_dn_2: 0.4630 (0.4534) loss_giou_dn_3: 0.4500 (0.4450) loss_giou_dn_4: 0.4461 (0.4430) loss_giou_dn_5: 0.4458 (0.4431) loss_vfl: 0.6852 (0.6840) loss_vfl_aux_0: 0.8212 (0.7905) loss_vfl_aux_1: 0.7513 (0.7412) loss_vfl_aux_2: 0.7228 (0.7109) loss_vfl_aux_3: 0.7062 (0.6955) loss_vfl_aux_4: 0.6917 (0.6877) loss_vfl_aux_5: 0.7977 (0.7710) loss_vfl_dn_0: 0.4591 (0.4558) loss_vfl_dn_1: 0.3981 (0.3912) loss_vfl_dn_2: 0.3854 (0.3755) loss_vfl_dn_3: 0.3767 (0.3680) loss_vfl_dn_4: 0.3728 (0.3654) loss_vfl_dn_5: 0.3701 (0.3646) time: 0.4761 data: 0.0135 max mem: 5654 Epoch: [37] [6500/7393] eta: 0:07:12 lr: 0.000010 loss: 15.8400 (16.1032) loss_bbox: 0.1506 (0.1559) loss_bbox_aux_0: 0.1523 (0.1690) loss_bbox_aux_1: 0.1611 (0.1608) loss_bbox_aux_2: 0.1497 (0.1581) loss_bbox_aux_3: 0.1423 (0.1563) loss_bbox_aux_4: 0.1446 (0.1558) loss_bbox_aux_5: 0.1970 (0.2069) loss_bbox_dn_0: 0.2645 (0.2746) loss_bbox_dn_1: 0.1899 (0.2044) loss_bbox_dn_2: 0.1660 (0.1834) loss_bbox_dn_3: 0.1572 (0.1770) loss_bbox_dn_4: 0.1547 (0.1756) loss_bbox_dn_5: 0.1547 (0.1756) loss_giou: 0.4647 (0.4799) loss_giou_aux_0: 0.4960 (0.5046) loss_giou_aux_1: 0.4825 (0.4899) loss_giou_aux_2: 0.4740 (0.4845) loss_giou_aux_3: 0.4672 (0.4811) loss_giou_aux_4: 0.4614 (0.4800) loss_giou_aux_5: 0.5875 (0.5709) loss_giou_dn_0: 0.6038 (0.5900) loss_giou_dn_1: 0.4878 (0.4834) loss_giou_dn_2: 0.4598 (0.4535) loss_giou_dn_3: 0.4578 (0.4452) loss_giou_dn_4: 0.4573 (0.4431) loss_giou_dn_5: 0.4572 (0.4433) loss_vfl: 0.6470 (0.6839) loss_vfl_aux_0: 0.7660 (0.7903) loss_vfl_aux_1: 0.7225 (0.7411) loss_vfl_aux_2: 0.6712 (0.7107) loss_vfl_aux_3: 0.6531 (0.6954) loss_vfl_aux_4: 0.6528 (0.6876) loss_vfl_aux_5: 0.7543 (0.7708) loss_vfl_dn_0: 0.4525 (0.4558) loss_vfl_dn_1: 0.3893 (0.3912) loss_vfl_dn_2: 0.3722 (0.3755) loss_vfl_dn_3: 0.3650 (0.3680) loss_vfl_dn_4: 0.3632 (0.3654) loss_vfl_dn_5: 0.3640 (0.3646) time: 0.4832 data: 0.0136 max mem: 5654 Epoch: [37] [6600/7393] eta: 0:06:24 lr: 0.000010 loss: 15.8945 (16.0999) loss_bbox: 0.1516 (0.1559) loss_bbox_aux_0: 0.1714 (0.1690) loss_bbox_aux_1: 0.1621 (0.1609) loss_bbox_aux_2: 0.1675 (0.1582) loss_bbox_aux_3: 0.1614 (0.1563) loss_bbox_aux_4: 0.1535 (0.1559) loss_bbox_aux_5: 0.2070 (0.2070) loss_bbox_dn_0: 0.2736 (0.2746) loss_bbox_dn_1: 0.2132 (0.2044) loss_bbox_dn_2: 0.1982 (0.1835) loss_bbox_dn_3: 0.1869 (0.1771) loss_bbox_dn_4: 0.1847 (0.1757) loss_bbox_dn_5: 0.1845 (0.1757) loss_giou: 0.4226 (0.4796) loss_giou_aux_0: 0.4506 (0.5043) loss_giou_aux_1: 0.4347 (0.4896) loss_giou_aux_2: 0.4299 (0.4842) loss_giou_aux_3: 0.4198 (0.4808) loss_giou_aux_4: 0.4226 (0.4797) loss_giou_aux_5: 0.5283 (0.5706) loss_giou_dn_0: 0.5478 (0.5898) loss_giou_dn_1: 0.4375 (0.4832) loss_giou_dn_2: 0.4103 (0.4533) loss_giou_dn_3: 0.4028 (0.4449) loss_giou_dn_4: 0.4005 (0.4429) loss_giou_dn_5: 0.4015 (0.4431) loss_vfl: 0.6740 (0.6839) loss_vfl_aux_0: 0.7881 (0.7902) loss_vfl_aux_1: 0.7325 (0.7410) loss_vfl_aux_2: 0.6857 (0.7105) loss_vfl_aux_3: 0.6836 (0.6954) loss_vfl_aux_4: 0.6722 (0.6876) loss_vfl_aux_5: 0.7775 (0.7709) loss_vfl_dn_0: 0.4543 (0.4558) loss_vfl_dn_1: 0.3875 (0.3912) loss_vfl_dn_2: 0.3674 (0.3755) loss_vfl_dn_3: 0.3597 (0.3680) loss_vfl_dn_4: 0.3579 (0.3653) loss_vfl_dn_5: 0.3573 (0.3646) time: 0.4722 data: 0.0140 max mem: 5654 Epoch: [37] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 15.9266 (16.1006) loss_bbox: 0.1536 (0.1559) loss_bbox_aux_0: 0.1649 (0.1691) loss_bbox_aux_1: 0.1637 (0.1609) loss_bbox_aux_2: 0.1579 (0.1582) loss_bbox_aux_3: 0.1552 (0.1564) loss_bbox_aux_4: 0.1524 (0.1559) loss_bbox_aux_5: 0.2081 (0.2070) loss_bbox_dn_0: 0.2811 (0.2748) loss_bbox_dn_1: 0.2072 (0.2045) loss_bbox_dn_2: 0.1841 (0.1836) loss_bbox_dn_3: 0.1808 (0.1772) loss_bbox_dn_4: 0.1794 (0.1758) loss_bbox_dn_5: 0.1794 (0.1758) loss_giou: 0.4793 (0.4795) loss_giou_aux_0: 0.4735 (0.5042) loss_giou_aux_1: 0.4668 (0.4894) loss_giou_aux_2: 0.4857 (0.4841) loss_giou_aux_3: 0.4801 (0.4807) loss_giou_aux_4: 0.4744 (0.4796) loss_giou_aux_5: 0.5598 (0.5706) loss_giou_dn_0: 0.5881 (0.5898) loss_giou_dn_1: 0.4787 (0.4831) loss_giou_dn_2: 0.4513 (0.4533) loss_giou_dn_3: 0.4467 (0.4449) loss_giou_dn_4: 0.4455 (0.4429) loss_giou_dn_5: 0.4453 (0.4431) loss_vfl: 0.6690 (0.6841) loss_vfl_aux_0: 0.7642 (0.7903) loss_vfl_aux_1: 0.7368 (0.7412) loss_vfl_aux_2: 0.6985 (0.7106) loss_vfl_aux_3: 0.6747 (0.6955) loss_vfl_aux_4: 0.6751 (0.6877) loss_vfl_aux_5: 0.7294 (0.7709) loss_vfl_dn_0: 0.4535 (0.4558) loss_vfl_dn_1: 0.3863 (0.3912) loss_vfl_dn_2: 0.3737 (0.3754) loss_vfl_dn_3: 0.3636 (0.3680) loss_vfl_dn_4: 0.3623 (0.3653) loss_vfl_dn_5: 0.3605 (0.3646) time: 0.4714 data: 0.0136 max mem: 5654 Epoch: [37] [6800/7393] eta: 0:04:47 lr: 0.000010 loss: 15.9141 (16.1002) loss_bbox: 0.1357 (0.1559) loss_bbox_aux_0: 0.1553 (0.1690) loss_bbox_aux_1: 0.1480 (0.1608) loss_bbox_aux_2: 0.1371 (0.1582) loss_bbox_aux_3: 0.1392 (0.1563) loss_bbox_aux_4: 0.1316 (0.1559) loss_bbox_aux_5: 0.2050 (0.2070) loss_bbox_dn_0: 0.2660 (0.2749) loss_bbox_dn_1: 0.2061 (0.2045) loss_bbox_dn_2: 0.1865 (0.1836) loss_bbox_dn_3: 0.1836 (0.1772) loss_bbox_dn_4: 0.1849 (0.1758) loss_bbox_dn_5: 0.1850 (0.1758) loss_giou: 0.4584 (0.4794) loss_giou_aux_0: 0.4913 (0.5041) loss_giou_aux_1: 0.4711 (0.4893) loss_giou_aux_2: 0.4701 (0.4840) loss_giou_aux_3: 0.4579 (0.4805) loss_giou_aux_4: 0.4582 (0.4795) loss_giou_aux_5: 0.5435 (0.5705) loss_giou_dn_0: 0.5890 (0.5897) loss_giou_dn_1: 0.4721 (0.4831) loss_giou_dn_2: 0.4422 (0.4532) loss_giou_dn_3: 0.4311 (0.4448) loss_giou_dn_4: 0.4286 (0.4428) loss_giou_dn_5: 0.4293 (0.4430) loss_vfl: 0.6844 (0.6841) loss_vfl_aux_0: 0.8040 (0.7905) loss_vfl_aux_1: 0.7631 (0.7415) loss_vfl_aux_2: 0.7251 (0.7108) loss_vfl_aux_3: 0.7068 (0.6956) loss_vfl_aux_4: 0.6896 (0.6878) loss_vfl_aux_5: 0.7727 (0.7710) loss_vfl_dn_0: 0.4623 (0.4558) loss_vfl_dn_1: 0.3985 (0.3912) loss_vfl_dn_2: 0.3814 (0.3754) loss_vfl_dn_3: 0.3734 (0.3679) loss_vfl_dn_4: 0.3713 (0.3653) loss_vfl_dn_5: 0.3712 (0.3645) time: 0.4679 data: 0.0140 max mem: 5654 Epoch: [37] [6900/7393] eta: 0:03:59 lr: 0.000010 loss: 15.8618 (16.0992) loss_bbox: 0.1536 (0.1560) loss_bbox_aux_0: 0.1646 (0.1691) loss_bbox_aux_1: 0.1572 (0.1609) loss_bbox_aux_2: 0.1540 (0.1582) loss_bbox_aux_3: 0.1486 (0.1564) loss_bbox_aux_4: 0.1536 (0.1559) loss_bbox_aux_5: 0.1937 (0.2070) loss_bbox_dn_0: 0.2590 (0.2749) loss_bbox_dn_1: 0.1906 (0.2046) loss_bbox_dn_2: 0.1662 (0.1836) loss_bbox_dn_3: 0.1615 (0.1772) loss_bbox_dn_4: 0.1583 (0.1758) loss_bbox_dn_5: 0.1584 (0.1758) loss_giou: 0.4555 (0.4791) loss_giou_aux_0: 0.4769 (0.5039) loss_giou_aux_1: 0.4579 (0.4891) loss_giou_aux_2: 0.4535 (0.4837) loss_giou_aux_3: 0.4560 (0.4803) loss_giou_aux_4: 0.4520 (0.4792) loss_giou_aux_5: 0.5366 (0.5702) loss_giou_dn_0: 0.5770 (0.5896) loss_giou_dn_1: 0.4667 (0.4830) loss_giou_dn_2: 0.4389 (0.4531) loss_giou_dn_3: 0.4273 (0.4447) loss_giou_dn_4: 0.4261 (0.4427) loss_giou_dn_5: 0.4263 (0.4428) loss_vfl: 0.7067 (0.6842) loss_vfl_aux_0: 0.7948 (0.7907) loss_vfl_aux_1: 0.7582 (0.7417) loss_vfl_aux_2: 0.7310 (0.7110) loss_vfl_aux_3: 0.7093 (0.6957) loss_vfl_aux_4: 0.7052 (0.6879) loss_vfl_aux_5: 0.7837 (0.7713) loss_vfl_dn_0: 0.4557 (0.4558) loss_vfl_dn_1: 0.3887 (0.3911) loss_vfl_dn_2: 0.3754 (0.3754) loss_vfl_dn_3: 0.3704 (0.3679) loss_vfl_dn_4: 0.3668 (0.3653) loss_vfl_dn_5: 0.3687 (0.3645) time: 0.4734 data: 0.0135 max mem: 5654 Epoch: [37] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 16.4496 (16.1007) loss_bbox: 0.1686 (0.1560) loss_bbox_aux_0: 0.1833 (0.1691) loss_bbox_aux_1: 0.1757 (0.1609) loss_bbox_aux_2: 0.1704 (0.1582) loss_bbox_aux_3: 0.1694 (0.1564) loss_bbox_aux_4: 0.1727 (0.1559) loss_bbox_aux_5: 0.2363 (0.2071) loss_bbox_dn_0: 0.3077 (0.2750) loss_bbox_dn_1: 0.2317 (0.2046) loss_bbox_dn_2: 0.1982 (0.1837) loss_bbox_dn_3: 0.1932 (0.1773) loss_bbox_dn_4: 0.1924 (0.1759) loss_bbox_dn_5: 0.1924 (0.1759) loss_giou: 0.4737 (0.4791) loss_giou_aux_0: 0.4802 (0.5038) loss_giou_aux_1: 0.4685 (0.4890) loss_giou_aux_2: 0.4749 (0.4836) loss_giou_aux_3: 0.4786 (0.4802) loss_giou_aux_4: 0.4730 (0.4792) loss_giou_aux_5: 0.5483 (0.5701) loss_giou_dn_0: 0.5814 (0.5896) loss_giou_dn_1: 0.4766 (0.4829) loss_giou_dn_2: 0.4535 (0.4531) loss_giou_dn_3: 0.4472 (0.4447) loss_giou_dn_4: 0.4439 (0.4426) loss_giou_dn_5: 0.4445 (0.4428) loss_vfl: 0.6872 (0.6844) loss_vfl_aux_0: 0.8249 (0.7909) loss_vfl_aux_1: 0.7602 (0.7419) loss_vfl_aux_2: 0.7210 (0.7112) loss_vfl_aux_3: 0.7011 (0.6959) loss_vfl_aux_4: 0.6903 (0.6881) loss_vfl_aux_5: 0.7811 (0.7714) loss_vfl_dn_0: 0.4622 (0.4558) loss_vfl_dn_1: 0.3907 (0.3912) loss_vfl_dn_2: 0.3740 (0.3754) loss_vfl_dn_3: 0.3653 (0.3679) loss_vfl_dn_4: 0.3620 (0.3653) loss_vfl_dn_5: 0.3612 (0.3645) time: 0.4817 data: 0.0136 max mem: 5654 Epoch: [37] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 15.9675 (16.0996) loss_bbox: 0.1472 (0.1560) loss_bbox_aux_0: 0.1604 (0.1691) loss_bbox_aux_1: 0.1562 (0.1609) loss_bbox_aux_2: 0.1464 (0.1583) loss_bbox_aux_3: 0.1461 (0.1564) loss_bbox_aux_4: 0.1472 (0.1560) loss_bbox_aux_5: 0.1910 (0.2071) loss_bbox_dn_0: 0.2618 (0.2750) loss_bbox_dn_1: 0.2000 (0.2047) loss_bbox_dn_2: 0.1857 (0.1837) loss_bbox_dn_3: 0.1774 (0.1773) loss_bbox_dn_4: 0.1767 (0.1759) loss_bbox_dn_5: 0.1768 (0.1759) loss_giou: 0.4315 (0.4790) loss_giou_aux_0: 0.4663 (0.5038) loss_giou_aux_1: 0.4551 (0.4889) loss_giou_aux_2: 0.4427 (0.4836) loss_giou_aux_3: 0.4410 (0.4803) loss_giou_aux_4: 0.4310 (0.4792) loss_giou_aux_5: 0.5123 (0.5701) loss_giou_dn_0: 0.5798 (0.5895) loss_giou_dn_1: 0.4728 (0.4829) loss_giou_dn_2: 0.4490 (0.4530) loss_giou_dn_3: 0.4495 (0.4446) loss_giou_dn_4: 0.4489 (0.4426) loss_giou_dn_5: 0.4489 (0.4428) loss_vfl: 0.6656 (0.6843) loss_vfl_aux_0: 0.7945 (0.7908) loss_vfl_aux_1: 0.7476 (0.7418) loss_vfl_aux_2: 0.7150 (0.7111) loss_vfl_aux_3: 0.6759 (0.6957) loss_vfl_aux_4: 0.6744 (0.6880) loss_vfl_aux_5: 0.7770 (0.7714) loss_vfl_dn_0: 0.4563 (0.4558) loss_vfl_dn_1: 0.3901 (0.3911) loss_vfl_dn_2: 0.3751 (0.3754) loss_vfl_dn_3: 0.3676 (0.3679) loss_vfl_dn_4: 0.3654 (0.3653) loss_vfl_dn_5: 0.3633 (0.3645) time: 0.4655 data: 0.0136 max mem: 5654 Epoch: [37] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 15.7058 (16.0997) loss_bbox: 0.1596 (0.1560) loss_bbox_aux_0: 0.1648 (0.1691) loss_bbox_aux_1: 0.1628 (0.1610) loss_bbox_aux_2: 0.1658 (0.1583) loss_bbox_aux_3: 0.1601 (0.1565) loss_bbox_aux_4: 0.1596 (0.1560) loss_bbox_aux_5: 0.2144 (0.2072) loss_bbox_dn_0: 0.3055 (0.2751) loss_bbox_dn_1: 0.2168 (0.2048) loss_bbox_dn_2: 0.1897 (0.1838) loss_bbox_dn_3: 0.1834 (0.1774) loss_bbox_dn_4: 0.1834 (0.1760) loss_bbox_dn_5: 0.1834 (0.1760) loss_giou: 0.4118 (0.4790) loss_giou_aux_0: 0.4216 (0.5037) loss_giou_aux_1: 0.4244 (0.4889) loss_giou_aux_2: 0.4108 (0.4835) loss_giou_aux_3: 0.4189 (0.4802) loss_giou_aux_4: 0.4103 (0.4791) loss_giou_aux_5: 0.5073 (0.5700) loss_giou_dn_0: 0.5413 (0.5895) loss_giou_dn_1: 0.4292 (0.4828) loss_giou_dn_2: 0.4093 (0.4530) loss_giou_dn_3: 0.4043 (0.4446) loss_giou_dn_4: 0.4031 (0.4425) loss_giou_dn_5: 0.4031 (0.4427) loss_vfl: 0.6881 (0.6844) loss_vfl_aux_0: 0.8344 (0.7909) loss_vfl_aux_1: 0.7562 (0.7419) loss_vfl_aux_2: 0.7052 (0.7112) loss_vfl_aux_3: 0.6900 (0.6958) loss_vfl_aux_4: 0.6852 (0.6880) loss_vfl_aux_5: 0.7981 (0.7714) loss_vfl_dn_0: 0.4571 (0.4558) loss_vfl_dn_1: 0.3888 (0.3911) loss_vfl_dn_2: 0.3717 (0.3753) loss_vfl_dn_3: 0.3616 (0.3678) loss_vfl_dn_4: 0.3579 (0.3652) loss_vfl_dn_5: 0.3565 (0.3644) time: 0.4696 data: 0.0139 max mem: 5654 Epoch: [37] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.7006 (16.1009) loss_bbox: 0.1376 (0.1560) loss_bbox_aux_0: 0.1445 (0.1691) loss_bbox_aux_1: 0.1366 (0.1610) loss_bbox_aux_2: 0.1378 (0.1583) loss_bbox_aux_3: 0.1342 (0.1564) loss_bbox_aux_4: 0.1371 (0.1560) loss_bbox_aux_5: 0.1818 (0.2072) loss_bbox_dn_0: 0.2360 (0.2751) loss_bbox_dn_1: 0.1708 (0.2047) loss_bbox_dn_2: 0.1541 (0.1838) loss_bbox_dn_3: 0.1519 (0.1774) loss_bbox_dn_4: 0.1516 (0.1760) loss_bbox_dn_5: 0.1516 (0.1760) loss_giou: 0.4776 (0.4790) loss_giou_aux_0: 0.4866 (0.5037) loss_giou_aux_1: 0.4773 (0.4890) loss_giou_aux_2: 0.4792 (0.4836) loss_giou_aux_3: 0.4757 (0.4802) loss_giou_aux_4: 0.4777 (0.4791) loss_giou_aux_5: 0.5667 (0.5701) loss_giou_dn_0: 0.5883 (0.5896) loss_giou_dn_1: 0.4706 (0.4829) loss_giou_dn_2: 0.4402 (0.4530) loss_giou_dn_3: 0.4359 (0.4446) loss_giou_dn_4: 0.4358 (0.4426) loss_giou_dn_5: 0.4362 (0.4428) loss_vfl: 0.6712 (0.6844) loss_vfl_aux_0: 0.7621 (0.7910) loss_vfl_aux_1: 0.7287 (0.7419) loss_vfl_aux_2: 0.6987 (0.7112) loss_vfl_aux_3: 0.6803 (0.6958) loss_vfl_aux_4: 0.6685 (0.6881) loss_vfl_aux_5: 0.7354 (0.7714) loss_vfl_dn_0: 0.4536 (0.4558) loss_vfl_dn_1: 0.3869 (0.3911) loss_vfl_dn_2: 0.3695 (0.3753) loss_vfl_dn_3: 0.3638 (0.3679) loss_vfl_dn_4: 0.3626 (0.3652) loss_vfl_dn_5: 0.3607 (0.3645) time: 0.4728 data: 0.0142 max mem: 5654 Epoch: [37] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.3204 (16.1027) loss_bbox: 0.1385 (0.1561) loss_bbox_aux_0: 0.1560 (0.1692) loss_bbox_aux_1: 0.1495 (0.1610) loss_bbox_aux_2: 0.1459 (0.1583) loss_bbox_aux_3: 0.1436 (0.1565) loss_bbox_aux_4: 0.1461 (0.1560) loss_bbox_aux_5: 0.1903 (0.2073) loss_bbox_dn_0: 0.2357 (0.2751) loss_bbox_dn_1: 0.1787 (0.2048) loss_bbox_dn_2: 0.1594 (0.1838) loss_bbox_dn_3: 0.1553 (0.1774) loss_bbox_dn_4: 0.1545 (0.1760) loss_bbox_dn_5: 0.1546 (0.1760) loss_giou: 0.4934 (0.4792) loss_giou_aux_0: 0.5280 (0.5038) loss_giou_aux_1: 0.5073 (0.4891) loss_giou_aux_2: 0.4906 (0.4837) loss_giou_aux_3: 0.4942 (0.4804) loss_giou_aux_4: 0.4876 (0.4793) loss_giou_aux_5: 0.5992 (0.5702) loss_giou_dn_0: 0.5698 (0.5895) loss_giou_dn_1: 0.4844 (0.4830) loss_giou_dn_2: 0.4653 (0.4531) loss_giou_dn_3: 0.4588 (0.4447) loss_giou_dn_4: 0.4591 (0.4426) loss_giou_dn_5: 0.4601 (0.4428) loss_vfl: 0.6849 (0.6845) loss_vfl_aux_0: 0.7783 (0.7910) loss_vfl_aux_1: 0.7370 (0.7419) loss_vfl_aux_2: 0.7291 (0.7112) loss_vfl_aux_3: 0.6869 (0.6958) loss_vfl_aux_4: 0.6850 (0.6881) loss_vfl_aux_5: 0.7548 (0.7714) loss_vfl_dn_0: 0.4587 (0.4558) loss_vfl_dn_1: 0.3937 (0.3911) loss_vfl_dn_2: 0.3807 (0.3754) loss_vfl_dn_3: 0.3740 (0.3679) loss_vfl_dn_4: 0.3721 (0.3653) loss_vfl_dn_5: 0.3718 (0.3645) time: 0.4673 data: 0.0135 max mem: 5654 Epoch: [37] Total time: 0:59:43 (0.4848 s / it) Averaged stats: lr: 0.000010 loss: 16.3204 (16.1027) loss_bbox: 0.1385 (0.1561) loss_bbox_aux_0: 0.1560 (0.1692) loss_bbox_aux_1: 0.1495 (0.1610) loss_bbox_aux_2: 0.1459 (0.1583) loss_bbox_aux_3: 0.1436 (0.1565) loss_bbox_aux_4: 0.1461 (0.1560) loss_bbox_aux_5: 0.1903 (0.2073) loss_bbox_dn_0: 0.2357 (0.2751) loss_bbox_dn_1: 0.1787 (0.2048) loss_bbox_dn_2: 0.1594 (0.1838) loss_bbox_dn_3: 0.1553 (0.1774) loss_bbox_dn_4: 0.1545 (0.1760) loss_bbox_dn_5: 0.1546 (0.1760) loss_giou: 0.4934 (0.4792) loss_giou_aux_0: 0.5280 (0.5038) loss_giou_aux_1: 0.5073 (0.4891) loss_giou_aux_2: 0.4906 (0.4837) loss_giou_aux_3: 0.4942 (0.4804) loss_giou_aux_4: 0.4876 (0.4793) loss_giou_aux_5: 0.5992 (0.5702) loss_giou_dn_0: 0.5698 (0.5895) loss_giou_dn_1: 0.4844 (0.4830) loss_giou_dn_2: 0.4653 (0.4531) loss_giou_dn_3: 0.4588 (0.4447) loss_giou_dn_4: 0.4591 (0.4426) loss_giou_dn_5: 0.4601 (0.4428) loss_vfl: 0.6849 (0.6845) loss_vfl_aux_0: 0.7783 (0.7910) loss_vfl_aux_1: 0.7370 (0.7419) loss_vfl_aux_2: 0.7291 (0.7112) loss_vfl_aux_3: 0.6869 (0.6958) loss_vfl_aux_4: 0.6850 (0.6881) loss_vfl_aux_5: 0.7548 (0.7714) loss_vfl_dn_0: 0.4587 (0.4558) loss_vfl_dn_1: 0.3937 (0.3911) loss_vfl_dn_2: 0.3807 (0.3754) loss_vfl_dn_3: 0.3740 (0.3679) loss_vfl_dn_4: 0.3721 (0.3653) loss_vfl_dn_5: 0.3718 (0.3645) Test: [ 0/157] eta: 0:04:06 time: 1.5687 data: 1.1525 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5090 data: 0.1294 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3944 data: 0.0266 max mem: 5654 Test: [ 30/157] eta: 0:01:19 time: 0.6954 data: 0.0263 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.6985 data: 0.0265 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3976 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4037 data: 0.0265 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3913 data: 0.0268 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3895 data: 0.0269 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3995 data: 0.0273 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3907 data: 0.0270 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3918 data: 0.0262 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3932 data: 0.0264 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3910 data: 0.0274 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6769 data: 0.0275 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6634 data: 0.0262 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3621 data: 0.0252 max mem: 5654 Test: Total time: 0:01:14 (0.4757 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.75s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.701 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 37, 'coco_eval_bbox': 0.5225343301258959} Epoch: [38] [ 0/7393] eta: 7:00:31 lr: 0.000010 loss: 15.7381 (15.7381) loss_bbox: 0.1450 (0.1450) loss_bbox_aux_0: 0.1511 (0.1511) loss_bbox_aux_1: 0.1408 (0.1408) loss_bbox_aux_2: 0.1409 (0.1409) loss_bbox_aux_3: 0.1463 (0.1463) loss_bbox_aux_4: 0.1433 (0.1433) loss_bbox_aux_5: 0.1802 (0.1802) loss_bbox_dn_0: 0.2190 (0.2190) loss_bbox_dn_1: 0.1580 (0.1580) loss_bbox_dn_2: 0.1432 (0.1432) loss_bbox_dn_3: 0.1380 (0.1380) loss_bbox_dn_4: 0.1372 (0.1372) loss_bbox_dn_5: 0.1372 (0.1372) loss_giou: 0.4342 (0.4342) loss_giou_aux_0: 0.4627 (0.4627) loss_giou_aux_1: 0.4340 (0.4340) loss_giou_aux_2: 0.4316 (0.4316) loss_giou_aux_3: 0.4399 (0.4399) loss_giou_aux_4: 0.4280 (0.4280) loss_giou_aux_5: 0.5336 (0.5336) loss_giou_dn_0: 0.5919 (0.5919) loss_giou_dn_1: 0.4703 (0.4703) loss_giou_dn_2: 0.4361 (0.4361) loss_giou_dn_3: 0.4259 (0.4259) loss_giou_dn_4: 0.4230 (0.4230) loss_giou_dn_5: 0.4230 (0.4230) loss_vfl: 0.7249 (0.7249) loss_vfl_aux_0: 0.8387 (0.8387) loss_vfl_aux_1: 0.7921 (0.7921) loss_vfl_aux_2: 0.7647 (0.7647) loss_vfl_aux_3: 0.7414 (0.7414) loss_vfl_aux_4: 0.7456 (0.7456) loss_vfl_aux_5: 0.7797 (0.7797) loss_vfl_dn_0: 0.4616 (0.4616) loss_vfl_dn_1: 0.4008 (0.4008) loss_vfl_dn_2: 0.3996 (0.3996) loss_vfl_dn_3: 0.3920 (0.3920) loss_vfl_dn_4: 0.3911 (0.3911) loss_vfl_dn_5: 0.3912 (0.3912) time: 3.4129 data: 2.9497 max mem: 5654 Epoch: [38] [ 100/7393] eta: 1:02:58 lr: 0.000010 loss: 16.0725 (15.8785) loss_bbox: 0.1603 (0.1547) loss_bbox_aux_0: 0.1752 (0.1700) loss_bbox_aux_1: 0.1624 (0.1605) loss_bbox_aux_2: 0.1638 (0.1585) loss_bbox_aux_3: 0.1602 (0.1566) loss_bbox_aux_4: 0.1608 (0.1546) loss_bbox_aux_5: 0.2150 (0.2051) loss_bbox_dn_0: 0.2732 (0.2715) loss_bbox_dn_1: 0.1952 (0.2011) loss_bbox_dn_2: 0.1717 (0.1810) loss_bbox_dn_3: 0.1663 (0.1751) loss_bbox_dn_4: 0.1672 (0.1738) loss_bbox_dn_5: 0.1673 (0.1738) loss_giou: 0.4613 (0.4765) loss_giou_aux_0: 0.4782 (0.5007) loss_giou_aux_1: 0.4703 (0.4870) loss_giou_aux_2: 0.4555 (0.4818) loss_giou_aux_3: 0.4488 (0.4792) loss_giou_aux_4: 0.4523 (0.4772) loss_giou_aux_5: 0.5205 (0.5640) loss_giou_dn_0: 0.5593 (0.5814) loss_giou_dn_1: 0.4576 (0.4751) loss_giou_dn_2: 0.4269 (0.4463) loss_giou_dn_3: 0.4127 (0.4383) loss_giou_dn_4: 0.4072 (0.4364) loss_giou_dn_5: 0.4073 (0.4365) loss_vfl: 0.6481 (0.6691) loss_vfl_aux_0: 0.7464 (0.7696) loss_vfl_aux_1: 0.7146 (0.7228) loss_vfl_aux_2: 0.6864 (0.6922) loss_vfl_aux_3: 0.6613 (0.6783) loss_vfl_aux_4: 0.6549 (0.6714) loss_vfl_aux_5: 0.7192 (0.7525) loss_vfl_dn_0: 0.4548 (0.4535) loss_vfl_dn_1: 0.3878 (0.3883) loss_vfl_dn_2: 0.3692 (0.3729) loss_vfl_dn_3: 0.3614 (0.3659) loss_vfl_dn_4: 0.3590 (0.3630) loss_vfl_dn_5: 0.3571 (0.3622) time: 0.4837 data: 0.0152 max mem: 5654 Epoch: [38] [ 200/7393] eta: 0:59:50 lr: 0.000010 loss: 16.0166 (15.9863) loss_bbox: 0.1424 (0.1560) loss_bbox_aux_0: 0.1551 (0.1700) loss_bbox_aux_1: 0.1440 (0.1616) loss_bbox_aux_2: 0.1409 (0.1591) loss_bbox_aux_3: 0.1381 (0.1577) loss_bbox_aux_4: 0.1448 (0.1565) loss_bbox_aux_5: 0.1925 (0.2060) loss_bbox_dn_0: 0.2626 (0.2743) loss_bbox_dn_1: 0.1785 (0.2035) loss_bbox_dn_2: 0.1589 (0.1825) loss_bbox_dn_3: 0.1515 (0.1766) loss_bbox_dn_4: 0.1491 (0.1753) loss_bbox_dn_5: 0.1489 (0.1753) loss_giou: 0.4316 (0.4743) loss_giou_aux_0: 0.4628 (0.4991) loss_giou_aux_1: 0.4356 (0.4853) loss_giou_aux_2: 0.4372 (0.4797) loss_giou_aux_3: 0.4324 (0.4765) loss_giou_aux_4: 0.4347 (0.4753) loss_giou_aux_5: 0.5457 (0.5638) loss_giou_dn_0: 0.5865 (0.5832) loss_giou_dn_1: 0.4663 (0.4765) loss_giou_dn_2: 0.4328 (0.4468) loss_giou_dn_3: 0.4244 (0.4387) loss_giou_dn_4: 0.4224 (0.4368) loss_giou_dn_5: 0.4224 (0.4371) loss_vfl: 0.7104 (0.6814) loss_vfl_aux_0: 0.7826 (0.7822) loss_vfl_aux_1: 0.7616 (0.7360) loss_vfl_aux_2: 0.7374 (0.7045) loss_vfl_aux_3: 0.7078 (0.6906) loss_vfl_aux_4: 0.7037 (0.6835) loss_vfl_aux_5: 0.7834 (0.7669) loss_vfl_dn_0: 0.4537 (0.4548) loss_vfl_dn_1: 0.3882 (0.3900) loss_vfl_dn_2: 0.3657 (0.3745) loss_vfl_dn_3: 0.3623 (0.3669) loss_vfl_dn_4: 0.3582 (0.3642) loss_vfl_dn_5: 0.3576 (0.3633) time: 0.4737 data: 0.0158 max mem: 5654 Epoch: [38] [ 300/7393] eta: 1:00:54 lr: 0.000010 loss: 15.9502 (16.0968) loss_bbox: 0.1486 (0.1548) loss_bbox_aux_0: 0.1479 (0.1691) loss_bbox_aux_1: 0.1501 (0.1606) loss_bbox_aux_2: 0.1459 (0.1576) loss_bbox_aux_3: 0.1512 (0.1561) loss_bbox_aux_4: 0.1484 (0.1552) loss_bbox_aux_5: 0.1783 (0.2047) loss_bbox_dn_0: 0.2586 (0.2715) loss_bbox_dn_1: 0.1869 (0.2018) loss_bbox_dn_2: 0.1660 (0.1812) loss_bbox_dn_3: 0.1585 (0.1753) loss_bbox_dn_4: 0.1578 (0.1740) loss_bbox_dn_5: 0.1576 (0.1740) loss_giou: 0.4539 (0.4833) loss_giou_aux_0: 0.4881 (0.5086) loss_giou_aux_1: 0.4654 (0.4944) loss_giou_aux_2: 0.4542 (0.4885) loss_giou_aux_3: 0.4544 (0.4856) loss_giou_aux_4: 0.4539 (0.4839) loss_giou_aux_5: 0.5402 (0.5734) loss_giou_dn_0: 0.5963 (0.5904) loss_giou_dn_1: 0.4854 (0.4838) loss_giou_dn_2: 0.4535 (0.4543) loss_giou_dn_3: 0.4487 (0.4461) loss_giou_dn_4: 0.4474 (0.4442) loss_giou_dn_5: 0.4475 (0.4444) loss_vfl: 0.7006 (0.6847) loss_vfl_aux_0: 0.7791 (0.7820) loss_vfl_aux_1: 0.7381 (0.7384) loss_vfl_aux_2: 0.7162 (0.7091) loss_vfl_aux_3: 0.7023 (0.6941) loss_vfl_aux_4: 0.7058 (0.6878) loss_vfl_aux_5: 0.7365 (0.7667) loss_vfl_dn_0: 0.4578 (0.4552) loss_vfl_dn_1: 0.3885 (0.3907) loss_vfl_dn_2: 0.3754 (0.3752) loss_vfl_dn_3: 0.3656 (0.3676) loss_vfl_dn_4: 0.3663 (0.3648) loss_vfl_dn_5: 0.3654 (0.3639) time: 0.4775 data: 0.0145 max mem: 5654 Epoch: [38] [ 400/7393] eta: 0:58:55 lr: 0.000010 loss: 16.0078 (16.0555) loss_bbox: 0.1528 (0.1552) loss_bbox_aux_0: 0.1670 (0.1692) loss_bbox_aux_1: 0.1616 (0.1609) loss_bbox_aux_2: 0.1578 (0.1579) loss_bbox_aux_3: 0.1524 (0.1565) loss_bbox_aux_4: 0.1538 (0.1555) loss_bbox_aux_5: 0.2024 (0.2047) loss_bbox_dn_0: 0.2366 (0.2708) loss_bbox_dn_1: 0.1810 (0.2011) loss_bbox_dn_2: 0.1615 (0.1805) loss_bbox_dn_3: 0.1517 (0.1745) loss_bbox_dn_4: 0.1497 (0.1732) loss_bbox_dn_5: 0.1497 (0.1732) loss_giou: 0.4381 (0.4834) loss_giou_aux_0: 0.4663 (0.5080) loss_giou_aux_1: 0.4523 (0.4940) loss_giou_aux_2: 0.4425 (0.4882) loss_giou_aux_3: 0.4417 (0.4855) loss_giou_aux_4: 0.4416 (0.4839) loss_giou_aux_5: 0.5220 (0.5727) loss_giou_dn_0: 0.5743 (0.5891) loss_giou_dn_1: 0.4670 (0.4825) loss_giou_dn_2: 0.4382 (0.4530) loss_giou_dn_3: 0.4296 (0.4446) loss_giou_dn_4: 0.4271 (0.4427) loss_giou_dn_5: 0.4270 (0.4429) loss_vfl: 0.6583 (0.6792) loss_vfl_aux_0: 0.7618 (0.7797) loss_vfl_aux_1: 0.7253 (0.7340) loss_vfl_aux_2: 0.6955 (0.7047) loss_vfl_aux_3: 0.6718 (0.6886) loss_vfl_aux_4: 0.6621 (0.6823) loss_vfl_aux_5: 0.7565 (0.7658) loss_vfl_dn_0: 0.4536 (0.4550) loss_vfl_dn_1: 0.3945 (0.3909) loss_vfl_dn_2: 0.3811 (0.3751) loss_vfl_dn_3: 0.3709 (0.3675) loss_vfl_dn_4: 0.3700 (0.3649) loss_vfl_dn_5: 0.3706 (0.3642) time: 0.4852 data: 0.0153 max mem: 5654 Epoch: [38] [ 500/7393] eta: 0:59:04 lr: 0.000010 loss: 15.4961 (16.0471) loss_bbox: 0.1589 (0.1552) loss_bbox_aux_0: 0.1652 (0.1691) loss_bbox_aux_1: 0.1591 (0.1610) loss_bbox_aux_2: 0.1579 (0.1579) loss_bbox_aux_3: 0.1597 (0.1565) loss_bbox_aux_4: 0.1636 (0.1553) loss_bbox_aux_5: 0.2018 (0.2046) loss_bbox_dn_0: 0.2787 (0.2708) loss_bbox_dn_1: 0.2015 (0.2010) loss_bbox_dn_2: 0.1901 (0.1804) loss_bbox_dn_3: 0.1855 (0.1744) loss_bbox_dn_4: 0.1849 (0.1730) loss_bbox_dn_5: 0.1849 (0.1730) loss_giou: 0.4513 (0.4837) loss_giou_aux_0: 0.4896 (0.5081) loss_giou_aux_1: 0.4572 (0.4939) loss_giou_aux_2: 0.4624 (0.4882) loss_giou_aux_3: 0.4540 (0.4857) loss_giou_aux_4: 0.4515 (0.4841) loss_giou_aux_5: 0.5619 (0.5729) loss_giou_dn_0: 0.5714 (0.5894) loss_giou_dn_1: 0.4542 (0.4823) loss_giou_dn_2: 0.4233 (0.4528) loss_giou_dn_3: 0.4136 (0.4445) loss_giou_dn_4: 0.4092 (0.4425) loss_giou_dn_5: 0.4090 (0.4427) loss_vfl: 0.6427 (0.6775) loss_vfl_aux_0: 0.7554 (0.7808) loss_vfl_aux_1: 0.7009 (0.7331) loss_vfl_aux_2: 0.6667 (0.7039) loss_vfl_aux_3: 0.6410 (0.6872) loss_vfl_aux_4: 0.6503 (0.6804) loss_vfl_aux_5: 0.7312 (0.7651) loss_vfl_dn_0: 0.4525 (0.4552) loss_vfl_dn_1: 0.3842 (0.3908) loss_vfl_dn_2: 0.3665 (0.3748) loss_vfl_dn_3: 0.3557 (0.3672) loss_vfl_dn_4: 0.3541 (0.3645) loss_vfl_dn_5: 0.3517 (0.3638) time: 0.4710 data: 0.0141 max mem: 5654 Epoch: [38] [ 600/7393] eta: 0:57:28 lr: 0.000010 loss: 16.1631 (16.0342) loss_bbox: 0.1526 (0.1561) loss_bbox_aux_0: 0.1587 (0.1692) loss_bbox_aux_1: 0.1552 (0.1612) loss_bbox_aux_2: 0.1598 (0.1584) loss_bbox_aux_3: 0.1489 (0.1573) loss_bbox_aux_4: 0.1505 (0.1562) loss_bbox_aux_5: 0.1982 (0.2054) loss_bbox_dn_0: 0.2495 (0.2732) loss_bbox_dn_1: 0.1743 (0.2024) loss_bbox_dn_2: 0.1661 (0.1815) loss_bbox_dn_3: 0.1562 (0.1754) loss_bbox_dn_4: 0.1573 (0.1740) loss_bbox_dn_5: 0.1573 (0.1740) loss_giou: 0.4811 (0.4813) loss_giou_aux_0: 0.5183 (0.5054) loss_giou_aux_1: 0.4969 (0.4909) loss_giou_aux_2: 0.4915 (0.4855) loss_giou_aux_3: 0.4849 (0.4830) loss_giou_aux_4: 0.4852 (0.4816) loss_giou_aux_5: 0.5949 (0.5706) loss_giou_dn_0: 0.5949 (0.5885) loss_giou_dn_1: 0.4912 (0.4815) loss_giou_dn_2: 0.4656 (0.4519) loss_giou_dn_3: 0.4597 (0.4435) loss_giou_dn_4: 0.4585 (0.4416) loss_giou_dn_5: 0.4586 (0.4418) loss_vfl: 0.6366 (0.6764) loss_vfl_aux_0: 0.7472 (0.7829) loss_vfl_aux_1: 0.6896 (0.7335) loss_vfl_aux_2: 0.6607 (0.7035) loss_vfl_aux_3: 0.6551 (0.6865) loss_vfl_aux_4: 0.6430 (0.6793) loss_vfl_aux_5: 0.7224 (0.7656) loss_vfl_dn_0: 0.4495 (0.4550) loss_vfl_dn_1: 0.3884 (0.3907) loss_vfl_dn_2: 0.3736 (0.3747) loss_vfl_dn_3: 0.3664 (0.3670) loss_vfl_dn_4: 0.3639 (0.3643) loss_vfl_dn_5: 0.3633 (0.3636) time: 0.4728 data: 0.0137 max mem: 5654 Epoch: [38] [ 700/7393] eta: 0:56:12 lr: 0.000010 loss: 16.0093 (16.0293) loss_bbox: 0.1408 (0.1558) loss_bbox_aux_0: 0.1577 (0.1686) loss_bbox_aux_1: 0.1547 (0.1610) loss_bbox_aux_2: 0.1509 (0.1581) loss_bbox_aux_3: 0.1409 (0.1569) loss_bbox_aux_4: 0.1399 (0.1559) loss_bbox_aux_5: 0.1995 (0.2048) loss_bbox_dn_0: 0.2607 (0.2730) loss_bbox_dn_1: 0.1983 (0.2020) loss_bbox_dn_2: 0.1811 (0.1810) loss_bbox_dn_3: 0.1731 (0.1748) loss_bbox_dn_4: 0.1697 (0.1734) loss_bbox_dn_5: 0.1691 (0.1734) loss_giou: 0.4651 (0.4807) loss_giou_aux_0: 0.4935 (0.5048) loss_giou_aux_1: 0.4838 (0.4908) loss_giou_aux_2: 0.4750 (0.4850) loss_giou_aux_3: 0.4632 (0.4824) loss_giou_aux_4: 0.4665 (0.4811) loss_giou_aux_5: 0.5478 (0.5702) loss_giou_dn_0: 0.5762 (0.5885) loss_giou_dn_1: 0.4607 (0.4813) loss_giou_dn_2: 0.4371 (0.4516) loss_giou_dn_3: 0.4251 (0.4433) loss_giou_dn_4: 0.4234 (0.4414) loss_giou_dn_5: 0.4237 (0.4416) loss_vfl: 0.6860 (0.6765) loss_vfl_aux_0: 0.8056 (0.7845) loss_vfl_aux_1: 0.7476 (0.7339) loss_vfl_aux_2: 0.6832 (0.7042) loss_vfl_aux_3: 0.7019 (0.6871) loss_vfl_aux_4: 0.6893 (0.6795) loss_vfl_aux_5: 0.7850 (0.7674) loss_vfl_dn_0: 0.4510 (0.4552) loss_vfl_dn_1: 0.3938 (0.3906) loss_vfl_dn_2: 0.3748 (0.3746) loss_vfl_dn_3: 0.3679 (0.3669) loss_vfl_dn_4: 0.3637 (0.3642) loss_vfl_dn_5: 0.3639 (0.3635) time: 0.4974 data: 0.0140 max mem: 5654 Epoch: [38] [ 800/7393] eta: 0:55:04 lr: 0.000010 loss: 15.7910 (16.0160) loss_bbox: 0.1412 (0.1556) loss_bbox_aux_0: 0.1663 (0.1687) loss_bbox_aux_1: 0.1471 (0.1608) loss_bbox_aux_2: 0.1425 (0.1579) loss_bbox_aux_3: 0.1386 (0.1568) loss_bbox_aux_4: 0.1400 (0.1559) loss_bbox_aux_5: 0.2003 (0.2054) loss_bbox_dn_0: 0.2720 (0.2743) loss_bbox_dn_1: 0.2060 (0.2030) loss_bbox_dn_2: 0.1846 (0.1818) loss_bbox_dn_3: 0.1783 (0.1755) loss_bbox_dn_4: 0.1759 (0.1741) loss_bbox_dn_5: 0.1759 (0.1741) loss_giou: 0.4452 (0.4779) loss_giou_aux_0: 0.4716 (0.5020) loss_giou_aux_1: 0.4718 (0.4879) loss_giou_aux_2: 0.4554 (0.4820) loss_giou_aux_3: 0.4542 (0.4796) loss_giou_aux_4: 0.4492 (0.4784) loss_giou_aux_5: 0.5394 (0.5677) loss_giou_dn_0: 0.5640 (0.5869) loss_giou_dn_1: 0.4620 (0.4798) loss_giou_dn_2: 0.4292 (0.4501) loss_giou_dn_3: 0.4177 (0.4417) loss_giou_dn_4: 0.4153 (0.4398) loss_giou_dn_5: 0.4154 (0.4400) loss_vfl: 0.7119 (0.6778) loss_vfl_aux_0: 0.8028 (0.7869) loss_vfl_aux_1: 0.7551 (0.7361) loss_vfl_aux_2: 0.7170 (0.7059) loss_vfl_aux_3: 0.7138 (0.6883) loss_vfl_aux_4: 0.6952 (0.6807) loss_vfl_aux_5: 0.8030 (0.7693) loss_vfl_dn_0: 0.4518 (0.4551) loss_vfl_dn_1: 0.3891 (0.3904) loss_vfl_dn_2: 0.3712 (0.3742) loss_vfl_dn_3: 0.3634 (0.3666) loss_vfl_dn_4: 0.3616 (0.3639) loss_vfl_dn_5: 0.3604 (0.3631) time: 0.4870 data: 0.0144 max mem: 5654 Epoch: [38] [ 900/7393] eta: 0:54:02 lr: 0.000010 loss: 15.9218 (16.0050) loss_bbox: 0.1586 (0.1563) loss_bbox_aux_0: 0.1583 (0.1693) loss_bbox_aux_1: 0.1634 (0.1614) loss_bbox_aux_2: 0.1583 (0.1584) loss_bbox_aux_3: 0.1483 (0.1572) loss_bbox_aux_4: 0.1554 (0.1564) loss_bbox_aux_5: 0.2028 (0.2061) loss_bbox_dn_0: 0.2752 (0.2749) loss_bbox_dn_1: 0.2032 (0.2034) loss_bbox_dn_2: 0.1947 (0.1823) loss_bbox_dn_3: 0.1857 (0.1760) loss_bbox_dn_4: 0.1821 (0.1745) loss_bbox_dn_5: 0.1820 (0.1745) loss_giou: 0.4311 (0.4771) loss_giou_aux_0: 0.4579 (0.5013) loss_giou_aux_1: 0.4545 (0.4873) loss_giou_aux_2: 0.4339 (0.4813) loss_giou_aux_3: 0.4261 (0.4786) loss_giou_aux_4: 0.4284 (0.4775) loss_giou_aux_5: 0.5367 (0.5670) loss_giou_dn_0: 0.5515 (0.5860) loss_giou_dn_1: 0.4401 (0.4787) loss_giou_dn_2: 0.4129 (0.4490) loss_giou_dn_3: 0.4029 (0.4407) loss_giou_dn_4: 0.3989 (0.4387) loss_giou_dn_5: 0.3993 (0.4389) loss_vfl: 0.6820 (0.6770) loss_vfl_aux_0: 0.8185 (0.7865) loss_vfl_aux_1: 0.7622 (0.7352) loss_vfl_aux_2: 0.7132 (0.7048) loss_vfl_aux_3: 0.7118 (0.6878) loss_vfl_aux_4: 0.6975 (0.6800) loss_vfl_aux_5: 0.7866 (0.7689) loss_vfl_dn_0: 0.4528 (0.4550) loss_vfl_dn_1: 0.3856 (0.3901) loss_vfl_dn_2: 0.3682 (0.3740) loss_vfl_dn_3: 0.3567 (0.3663) loss_vfl_dn_4: 0.3560 (0.3637) loss_vfl_dn_5: 0.3556 (0.3629) time: 0.4775 data: 0.0139 max mem: 5654 Epoch: [38] [1000/7393] eta: 0:52:55 lr: 0.000010 loss: 16.5045 (16.0173) loss_bbox: 0.1548 (0.1563) loss_bbox_aux_0: 0.1801 (0.1694) loss_bbox_aux_1: 0.1613 (0.1612) loss_bbox_aux_2: 0.1544 (0.1583) loss_bbox_aux_3: 0.1568 (0.1571) loss_bbox_aux_4: 0.1575 (0.1563) loss_bbox_aux_5: 0.2255 (0.2062) loss_bbox_dn_0: 0.2812 (0.2753) loss_bbox_dn_1: 0.2084 (0.2037) loss_bbox_dn_2: 0.1912 (0.1825) loss_bbox_dn_3: 0.1866 (0.1762) loss_bbox_dn_4: 0.1869 (0.1747) loss_bbox_dn_5: 0.1869 (0.1747) loss_giou: 0.5016 (0.4758) loss_giou_aux_0: 0.5068 (0.5002) loss_giou_aux_1: 0.5058 (0.4858) loss_giou_aux_2: 0.5048 (0.4800) loss_giou_aux_3: 0.4970 (0.4773) loss_giou_aux_4: 0.4921 (0.4761) loss_giou_aux_5: 0.5894 (0.5660) loss_giou_dn_0: 0.6090 (0.5859) loss_giou_dn_1: 0.4984 (0.4785) loss_giou_dn_2: 0.4702 (0.4489) loss_giou_dn_3: 0.4635 (0.4405) loss_giou_dn_4: 0.4620 (0.4385) loss_giou_dn_5: 0.4619 (0.4387) loss_vfl: 0.6817 (0.6797) loss_vfl_aux_0: 0.7869 (0.7888) loss_vfl_aux_1: 0.7428 (0.7382) loss_vfl_aux_2: 0.7089 (0.7077) loss_vfl_aux_3: 0.6938 (0.6906) loss_vfl_aux_4: 0.6944 (0.6829) loss_vfl_aux_5: 0.7498 (0.7708) loss_vfl_dn_0: 0.4573 (0.4555) loss_vfl_dn_1: 0.3956 (0.3905) loss_vfl_dn_2: 0.3815 (0.3743) loss_vfl_dn_3: 0.3726 (0.3668) loss_vfl_dn_4: 0.3678 (0.3641) loss_vfl_dn_5: 0.3650 (0.3633) time: 0.4661 data: 0.0140 max mem: 5654 Epoch: [38] [1100/7393] eta: 0:51:55 lr: 0.000010 loss: 16.0151 (16.0171) loss_bbox: 0.1547 (0.1557) loss_bbox_aux_0: 0.1771 (0.1689) loss_bbox_aux_1: 0.1555 (0.1607) loss_bbox_aux_2: 0.1545 (0.1578) loss_bbox_aux_3: 0.1525 (0.1566) loss_bbox_aux_4: 0.1526 (0.1557) loss_bbox_aux_5: 0.1937 (0.2059) loss_bbox_dn_0: 0.2465 (0.2744) loss_bbox_dn_1: 0.1950 (0.2032) loss_bbox_dn_2: 0.1735 (0.1820) loss_bbox_dn_3: 0.1668 (0.1756) loss_bbox_dn_4: 0.1661 (0.1742) loss_bbox_dn_5: 0.1660 (0.1742) loss_giou: 0.4683 (0.4757) loss_giou_aux_0: 0.5042 (0.5002) loss_giou_aux_1: 0.4790 (0.4857) loss_giou_aux_2: 0.4633 (0.4800) loss_giou_aux_3: 0.4594 (0.4772) loss_giou_aux_4: 0.4633 (0.4760) loss_giou_aux_5: 0.5519 (0.5661) loss_giou_dn_0: 0.5910 (0.5858) loss_giou_dn_1: 0.4775 (0.4785) loss_giou_dn_2: 0.4402 (0.4489) loss_giou_dn_3: 0.4318 (0.4406) loss_giou_dn_4: 0.4273 (0.4386) loss_giou_dn_5: 0.4273 (0.4388) loss_vfl: 0.6577 (0.6804) loss_vfl_aux_0: 0.7909 (0.7901) loss_vfl_aux_1: 0.7427 (0.7398) loss_vfl_aux_2: 0.6758 (0.7084) loss_vfl_aux_3: 0.6632 (0.6917) loss_vfl_aux_4: 0.6595 (0.6838) loss_vfl_aux_5: 0.7677 (0.7716) loss_vfl_dn_0: 0.4533 (0.4555) loss_vfl_dn_1: 0.3957 (0.3905) loss_vfl_dn_2: 0.3782 (0.3743) loss_vfl_dn_3: 0.3719 (0.3667) loss_vfl_dn_4: 0.3681 (0.3640) loss_vfl_dn_5: 0.3670 (0.3632) time: 0.4836 data: 0.0140 max mem: 5654 Epoch: [38] [1200/7393] eta: 0:50:57 lr: 0.000010 loss: 16.1461 (16.0322) loss_bbox: 0.1770 (0.1562) loss_bbox_aux_0: 0.1927 (0.1694) loss_bbox_aux_1: 0.1782 (0.1610) loss_bbox_aux_2: 0.1762 (0.1581) loss_bbox_aux_3: 0.1692 (0.1570) loss_bbox_aux_4: 0.1764 (0.1562) loss_bbox_aux_5: 0.2332 (0.2065) loss_bbox_dn_0: 0.2904 (0.2744) loss_bbox_dn_1: 0.2138 (0.2032) loss_bbox_dn_2: 0.2034 (0.1822) loss_bbox_dn_3: 0.1989 (0.1759) loss_bbox_dn_4: 0.1975 (0.1745) loss_bbox_dn_5: 0.1974 (0.1745) loss_giou: 0.4516 (0.4767) loss_giou_aux_0: 0.4857 (0.5013) loss_giou_aux_1: 0.4637 (0.4866) loss_giou_aux_2: 0.4538 (0.4809) loss_giou_aux_3: 0.4581 (0.4782) loss_giou_aux_4: 0.4538 (0.4770) loss_giou_aux_5: 0.5426 (0.5672) loss_giou_dn_0: 0.5841 (0.5864) loss_giou_dn_1: 0.4744 (0.4791) loss_giou_dn_2: 0.4439 (0.4496) loss_giou_dn_3: 0.4380 (0.4413) loss_giou_dn_4: 0.4345 (0.4393) loss_giou_dn_5: 0.4346 (0.4395) loss_vfl: 0.6478 (0.6802) loss_vfl_aux_0: 0.7614 (0.7898) loss_vfl_aux_1: 0.7122 (0.7399) loss_vfl_aux_2: 0.6922 (0.7086) loss_vfl_aux_3: 0.6560 (0.6915) loss_vfl_aux_4: 0.6571 (0.6838) loss_vfl_aux_5: 0.7663 (0.7712) loss_vfl_dn_0: 0.4595 (0.4558) loss_vfl_dn_1: 0.3925 (0.3906) loss_vfl_dn_2: 0.3733 (0.3744) loss_vfl_dn_3: 0.3668 (0.3669) loss_vfl_dn_4: 0.3629 (0.3642) loss_vfl_dn_5: 0.3633 (0.3634) time: 0.4803 data: 0.0137 max mem: 5654 Epoch: [38] [1300/7393] eta: 0:50:01 lr: 0.000010 loss: 15.7854 (16.0235) loss_bbox: 0.1489 (0.1564) loss_bbox_aux_0: 0.1596 (0.1693) loss_bbox_aux_1: 0.1528 (0.1611) loss_bbox_aux_2: 0.1504 (0.1583) loss_bbox_aux_3: 0.1511 (0.1571) loss_bbox_aux_4: 0.1491 (0.1563) loss_bbox_aux_5: 0.1960 (0.2067) loss_bbox_dn_0: 0.2712 (0.2745) loss_bbox_dn_1: 0.1936 (0.2032) loss_bbox_dn_2: 0.1753 (0.1822) loss_bbox_dn_3: 0.1700 (0.1759) loss_bbox_dn_4: 0.1689 (0.1745) loss_bbox_dn_5: 0.1689 (0.1745) loss_giou: 0.4748 (0.4760) loss_giou_aux_0: 0.4795 (0.5003) loss_giou_aux_1: 0.4784 (0.4857) loss_giou_aux_2: 0.4820 (0.4801) loss_giou_aux_3: 0.4793 (0.4774) loss_giou_aux_4: 0.4746 (0.4762) loss_giou_aux_5: 0.5392 (0.5664) loss_giou_dn_0: 0.5977 (0.5861) loss_giou_dn_1: 0.4841 (0.4787) loss_giou_dn_2: 0.4593 (0.4491) loss_giou_dn_3: 0.4494 (0.4408) loss_giou_dn_4: 0.4474 (0.4388) loss_giou_dn_5: 0.4472 (0.4390) loss_vfl: 0.6587 (0.6797) loss_vfl_aux_0: 0.7863 (0.7900) loss_vfl_aux_1: 0.7328 (0.7397) loss_vfl_aux_2: 0.7005 (0.7083) loss_vfl_aux_3: 0.6769 (0.6913) loss_vfl_aux_4: 0.6689 (0.6833) loss_vfl_aux_5: 0.7577 (0.7714) loss_vfl_dn_0: 0.4567 (0.4559) loss_vfl_dn_1: 0.3907 (0.3906) loss_vfl_dn_2: 0.3742 (0.3744) loss_vfl_dn_3: 0.3687 (0.3668) loss_vfl_dn_4: 0.3663 (0.3642) loss_vfl_dn_5: 0.3657 (0.3634) time: 0.4754 data: 0.0138 max mem: 5654 Epoch: [38] [1400/7393] eta: 0:49:06 lr: 0.000010 loss: 15.9628 (16.0139) loss_bbox: 0.1522 (0.1561) loss_bbox_aux_0: 0.1626 (0.1692) loss_bbox_aux_1: 0.1545 (0.1610) loss_bbox_aux_2: 0.1532 (0.1581) loss_bbox_aux_3: 0.1504 (0.1570) loss_bbox_aux_4: 0.1526 (0.1562) loss_bbox_aux_5: 0.1958 (0.2065) loss_bbox_dn_0: 0.2625 (0.2746) loss_bbox_dn_1: 0.1887 (0.2034) loss_bbox_dn_2: 0.1758 (0.1823) loss_bbox_dn_3: 0.1725 (0.1760) loss_bbox_dn_4: 0.1694 (0.1745) loss_bbox_dn_5: 0.1693 (0.1745) loss_giou: 0.5039 (0.4756) loss_giou_aux_0: 0.5223 (0.5000) loss_giou_aux_1: 0.5190 (0.4855) loss_giou_aux_2: 0.5045 (0.4799) loss_giou_aux_3: 0.5141 (0.4771) loss_giou_aux_4: 0.5079 (0.4759) loss_giou_aux_5: 0.6162 (0.5660) loss_giou_dn_0: 0.6028 (0.5860) loss_giou_dn_1: 0.4981 (0.4786) loss_giou_dn_2: 0.4704 (0.4490) loss_giou_dn_3: 0.4600 (0.4406) loss_giou_dn_4: 0.4584 (0.4386) loss_giou_dn_5: 0.4580 (0.4388) loss_vfl: 0.6748 (0.6791) loss_vfl_aux_0: 0.7662 (0.7893) loss_vfl_aux_1: 0.7327 (0.7389) loss_vfl_aux_2: 0.6971 (0.7075) loss_vfl_aux_3: 0.6760 (0.6904) loss_vfl_aux_4: 0.6704 (0.6825) loss_vfl_aux_5: 0.7581 (0.7706) loss_vfl_dn_0: 0.4535 (0.4558) loss_vfl_dn_1: 0.3895 (0.3904) loss_vfl_dn_2: 0.3718 (0.3743) loss_vfl_dn_3: 0.3613 (0.3667) loss_vfl_dn_4: 0.3602 (0.3640) loss_vfl_dn_5: 0.3593 (0.3632) time: 0.4767 data: 0.0147 max mem: 5654 Epoch: [38] [1500/7393] eta: 0:48:12 lr: 0.000010 loss: 16.4575 (16.0151) loss_bbox: 0.1484 (0.1561) loss_bbox_aux_0: 0.1643 (0.1690) loss_bbox_aux_1: 0.1530 (0.1609) loss_bbox_aux_2: 0.1473 (0.1580) loss_bbox_aux_3: 0.1480 (0.1569) loss_bbox_aux_4: 0.1484 (0.1561) loss_bbox_aux_5: 0.2041 (0.2065) loss_bbox_dn_0: 0.2547 (0.2742) loss_bbox_dn_1: 0.1879 (0.2033) loss_bbox_dn_2: 0.1710 (0.1822) loss_bbox_dn_3: 0.1666 (0.1759) loss_bbox_dn_4: 0.1649 (0.1745) loss_bbox_dn_5: 0.1650 (0.1745) loss_giou: 0.4622 (0.4755) loss_giou_aux_0: 0.4840 (0.4999) loss_giou_aux_1: 0.4646 (0.4855) loss_giou_aux_2: 0.4670 (0.4797) loss_giou_aux_3: 0.4580 (0.4770) loss_giou_aux_4: 0.4615 (0.4758) loss_giou_aux_5: 0.5586 (0.5662) loss_giou_dn_0: 0.5914 (0.5858) loss_giou_dn_1: 0.4936 (0.4787) loss_giou_dn_2: 0.4659 (0.4491) loss_giou_dn_3: 0.4592 (0.4408) loss_giou_dn_4: 0.4579 (0.4388) loss_giou_dn_5: 0.4576 (0.4390) loss_vfl: 0.7108 (0.6796) loss_vfl_aux_0: 0.8184 (0.7896) loss_vfl_aux_1: 0.7683 (0.7391) loss_vfl_aux_2: 0.7466 (0.7081) loss_vfl_aux_3: 0.7245 (0.6908) loss_vfl_aux_4: 0.7173 (0.6830) loss_vfl_aux_5: 0.7782 (0.7706) loss_vfl_dn_0: 0.4584 (0.4557) loss_vfl_dn_1: 0.3950 (0.3904) loss_vfl_dn_2: 0.3813 (0.3743) loss_vfl_dn_3: 0.3710 (0.3667) loss_vfl_dn_4: 0.3682 (0.3641) loss_vfl_dn_5: 0.3657 (0.3633) time: 0.4752 data: 0.0146 max mem: 5654 Epoch: [38] [1600/7393] eta: 0:47:18 lr: 0.000010 loss: 16.0848 (16.0187) loss_bbox: 0.1320 (0.1559) loss_bbox_aux_0: 0.1535 (0.1688) loss_bbox_aux_1: 0.1407 (0.1606) loss_bbox_aux_2: 0.1332 (0.1577) loss_bbox_aux_3: 0.1422 (0.1567) loss_bbox_aux_4: 0.1401 (0.1559) loss_bbox_aux_5: 0.1910 (0.2064) loss_bbox_dn_0: 0.2367 (0.2742) loss_bbox_dn_1: 0.1581 (0.2032) loss_bbox_dn_2: 0.1494 (0.1821) loss_bbox_dn_3: 0.1396 (0.1758) loss_bbox_dn_4: 0.1385 (0.1744) loss_bbox_dn_5: 0.1385 (0.1744) loss_giou: 0.5183 (0.4762) loss_giou_aux_0: 0.5467 (0.5004) loss_giou_aux_1: 0.5234 (0.4862) loss_giou_aux_2: 0.5065 (0.4802) loss_giou_aux_3: 0.5109 (0.4776) loss_giou_aux_4: 0.5120 (0.4764) loss_giou_aux_5: 0.6230 (0.5667) loss_giou_dn_0: 0.6247 (0.5860) loss_giou_dn_1: 0.5039 (0.4790) loss_giou_dn_2: 0.4739 (0.4494) loss_giou_dn_3: 0.4676 (0.4411) loss_giou_dn_4: 0.4664 (0.4391) loss_giou_dn_5: 0.4664 (0.4393) loss_vfl: 0.6144 (0.6797) loss_vfl_aux_0: 0.7384 (0.7894) loss_vfl_aux_1: 0.6982 (0.7390) loss_vfl_aux_2: 0.6509 (0.7082) loss_vfl_aux_3: 0.6306 (0.6911) loss_vfl_aux_4: 0.6160 (0.6832) loss_vfl_aux_5: 0.7075 (0.7703) loss_vfl_dn_0: 0.4475 (0.4556) loss_vfl_dn_1: 0.3908 (0.3903) loss_vfl_dn_2: 0.3791 (0.3743) loss_vfl_dn_3: 0.3721 (0.3667) loss_vfl_dn_4: 0.3692 (0.3640) loss_vfl_dn_5: 0.3689 (0.3632) time: 0.4871 data: 0.0141 max mem: 5654 Epoch: [38] [1700/7393] eta: 0:46:26 lr: 0.000010 loss: 16.0869 (16.0130) loss_bbox: 0.1361 (0.1555) loss_bbox_aux_0: 0.1489 (0.1685) loss_bbox_aux_1: 0.1427 (0.1602) loss_bbox_aux_2: 0.1382 (0.1573) loss_bbox_aux_3: 0.1363 (0.1563) loss_bbox_aux_4: 0.1340 (0.1556) loss_bbox_aux_5: 0.1824 (0.2059) loss_bbox_dn_0: 0.2361 (0.2735) loss_bbox_dn_1: 0.1690 (0.2027) loss_bbox_dn_2: 0.1525 (0.1816) loss_bbox_dn_3: 0.1480 (0.1753) loss_bbox_dn_4: 0.1464 (0.1738) loss_bbox_dn_5: 0.1463 (0.1738) loss_giou: 0.4767 (0.4765) loss_giou_aux_0: 0.5129 (0.5007) loss_giou_aux_1: 0.4972 (0.4864) loss_giou_aux_2: 0.4746 (0.4805) loss_giou_aux_3: 0.4818 (0.4780) loss_giou_aux_4: 0.4748 (0.4767) loss_giou_aux_5: 0.5842 (0.5670) loss_giou_dn_0: 0.5988 (0.5860) loss_giou_dn_1: 0.4836 (0.4790) loss_giou_dn_2: 0.4468 (0.4494) loss_giou_dn_3: 0.4381 (0.4411) loss_giou_dn_4: 0.4356 (0.4391) loss_giou_dn_5: 0.4355 (0.4392) loss_vfl: 0.6900 (0.6798) loss_vfl_aux_0: 0.7862 (0.7889) loss_vfl_aux_1: 0.7387 (0.7385) loss_vfl_aux_2: 0.6993 (0.7081) loss_vfl_aux_3: 0.6968 (0.6910) loss_vfl_aux_4: 0.6900 (0.6832) loss_vfl_aux_5: 0.7713 (0.7698) loss_vfl_dn_0: 0.4537 (0.4556) loss_vfl_dn_1: 0.3967 (0.3903) loss_vfl_dn_2: 0.3807 (0.3742) loss_vfl_dn_3: 0.3727 (0.3666) loss_vfl_dn_4: 0.3652 (0.3640) loss_vfl_dn_5: 0.3648 (0.3632) time: 0.4806 data: 0.0141 max mem: 5654 Epoch: [38] [1800/7393] eta: 0:45:35 lr: 0.000010 loss: 15.6356 (16.0152) loss_bbox: 0.1384 (0.1556) loss_bbox_aux_0: 0.1510 (0.1686) loss_bbox_aux_1: 0.1462 (0.1604) loss_bbox_aux_2: 0.1394 (0.1574) loss_bbox_aux_3: 0.1412 (0.1564) loss_bbox_aux_4: 0.1386 (0.1556) loss_bbox_aux_5: 0.2007 (0.2062) loss_bbox_dn_0: 0.2534 (0.2741) loss_bbox_dn_1: 0.1842 (0.2032) loss_bbox_dn_2: 0.1630 (0.1821) loss_bbox_dn_3: 0.1585 (0.1758) loss_bbox_dn_4: 0.1582 (0.1743) loss_bbox_dn_5: 0.1583 (0.1743) loss_giou: 0.4238 (0.4756) loss_giou_aux_0: 0.4633 (0.4997) loss_giou_aux_1: 0.4338 (0.4855) loss_giou_aux_2: 0.4217 (0.4796) loss_giou_aux_3: 0.4189 (0.4770) loss_giou_aux_4: 0.4249 (0.4758) loss_giou_aux_5: 0.5290 (0.5660) loss_giou_dn_0: 0.5564 (0.5857) loss_giou_dn_1: 0.4515 (0.4788) loss_giou_dn_2: 0.4225 (0.4491) loss_giou_dn_3: 0.4154 (0.4407) loss_giou_dn_4: 0.4129 (0.4387) loss_giou_dn_5: 0.4129 (0.4389) loss_vfl: 0.6915 (0.6806) loss_vfl_aux_0: 0.8561 (0.7899) loss_vfl_aux_1: 0.7699 (0.7393) loss_vfl_aux_2: 0.7609 (0.7091) loss_vfl_aux_3: 0.7123 (0.6919) loss_vfl_aux_4: 0.7000 (0.6841) loss_vfl_aux_5: 0.7891 (0.7708) loss_vfl_dn_0: 0.4576 (0.4556) loss_vfl_dn_1: 0.3950 (0.3903) loss_vfl_dn_2: 0.3762 (0.3743) loss_vfl_dn_3: 0.3671 (0.3667) loss_vfl_dn_4: 0.3658 (0.3641) loss_vfl_dn_5: 0.3649 (0.3633) time: 0.4846 data: 0.0137 max mem: 5654 Epoch: [38] [1900/7393] eta: 0:44:43 lr: 0.000010 loss: 16.7807 (16.0225) loss_bbox: 0.1403 (0.1557) loss_bbox_aux_0: 0.1544 (0.1687) loss_bbox_aux_1: 0.1432 (0.1605) loss_bbox_aux_2: 0.1422 (0.1575) loss_bbox_aux_3: 0.1390 (0.1564) loss_bbox_aux_4: 0.1391 (0.1557) loss_bbox_aux_5: 0.1947 (0.2063) loss_bbox_dn_0: 0.2466 (0.2741) loss_bbox_dn_1: 0.1869 (0.2032) loss_bbox_dn_2: 0.1682 (0.1821) loss_bbox_dn_3: 0.1656 (0.1758) loss_bbox_dn_4: 0.1641 (0.1744) loss_bbox_dn_5: 0.1635 (0.1744) loss_giou: 0.5392 (0.4763) loss_giou_aux_0: 0.5551 (0.5005) loss_giou_aux_1: 0.5508 (0.4862) loss_giou_aux_2: 0.5413 (0.4802) loss_giou_aux_3: 0.5358 (0.4776) loss_giou_aux_4: 0.5379 (0.4765) loss_giou_aux_5: 0.6279 (0.5668) loss_giou_dn_0: 0.6234 (0.5860) loss_giou_dn_1: 0.5255 (0.4792) loss_giou_dn_2: 0.4954 (0.4496) loss_giou_dn_3: 0.4874 (0.4412) loss_giou_dn_4: 0.4846 (0.4392) loss_giou_dn_5: 0.4842 (0.4394) loss_vfl: 0.6590 (0.6804) loss_vfl_aux_0: 0.7578 (0.7896) loss_vfl_aux_1: 0.7003 (0.7390) loss_vfl_aux_2: 0.6830 (0.7089) loss_vfl_aux_3: 0.6606 (0.6919) loss_vfl_aux_4: 0.6575 (0.6839) loss_vfl_aux_5: 0.7313 (0.7707) loss_vfl_dn_0: 0.4547 (0.4556) loss_vfl_dn_1: 0.3924 (0.3903) loss_vfl_dn_2: 0.3775 (0.3743) loss_vfl_dn_3: 0.3727 (0.3667) loss_vfl_dn_4: 0.3687 (0.3641) loss_vfl_dn_5: 0.3681 (0.3633) time: 0.4813 data: 0.0140 max mem: 5654 Epoch: [38] [2000/7393] eta: 0:43:52 lr: 0.000010 loss: 15.7553 (16.0253) loss_bbox: 0.1441 (0.1557) loss_bbox_aux_0: 0.1581 (0.1687) loss_bbox_aux_1: 0.1489 (0.1606) loss_bbox_aux_2: 0.1434 (0.1576) loss_bbox_aux_3: 0.1454 (0.1564) loss_bbox_aux_4: 0.1461 (0.1558) loss_bbox_aux_5: 0.1904 (0.2063) loss_bbox_dn_0: 0.2342 (0.2740) loss_bbox_dn_1: 0.1618 (0.2032) loss_bbox_dn_2: 0.1465 (0.1821) loss_bbox_dn_3: 0.1407 (0.1758) loss_bbox_dn_4: 0.1396 (0.1744) loss_bbox_dn_5: 0.1396 (0.1744) loss_giou: 0.4635 (0.4765) loss_giou_aux_0: 0.4770 (0.5007) loss_giou_aux_1: 0.4722 (0.4864) loss_giou_aux_2: 0.4602 (0.4805) loss_giou_aux_3: 0.4662 (0.4778) loss_giou_aux_4: 0.4526 (0.4767) loss_giou_aux_5: 0.5398 (0.5669) loss_giou_dn_0: 0.5508 (0.5860) loss_giou_dn_1: 0.4505 (0.4793) loss_giou_dn_2: 0.4261 (0.4497) loss_giou_dn_3: 0.4170 (0.4413) loss_giou_dn_4: 0.4151 (0.4393) loss_giou_dn_5: 0.4150 (0.4395) loss_vfl: 0.6541 (0.6805) loss_vfl_aux_0: 0.7553 (0.7900) loss_vfl_aux_1: 0.6932 (0.7391) loss_vfl_aux_2: 0.6851 (0.7088) loss_vfl_aux_3: 0.6773 (0.6921) loss_vfl_aux_4: 0.6663 (0.6840) loss_vfl_aux_5: 0.7579 (0.7710) loss_vfl_dn_0: 0.4560 (0.4557) loss_vfl_dn_1: 0.3884 (0.3903) loss_vfl_dn_2: 0.3730 (0.3743) loss_vfl_dn_3: 0.3599 (0.3667) loss_vfl_dn_4: 0.3574 (0.3640) loss_vfl_dn_5: 0.3567 (0.3633) time: 0.4887 data: 0.0136 max mem: 5654 Epoch: [38] [2100/7393] eta: 0:43:02 lr: 0.000010 loss: 16.3646 (16.0265) loss_bbox: 0.1539 (0.1556) loss_bbox_aux_0: 0.1624 (0.1685) loss_bbox_aux_1: 0.1582 (0.1604) loss_bbox_aux_2: 0.1600 (0.1574) loss_bbox_aux_3: 0.1568 (0.1562) loss_bbox_aux_4: 0.1540 (0.1556) loss_bbox_aux_5: 0.1971 (0.2062) loss_bbox_dn_0: 0.2782 (0.2738) loss_bbox_dn_1: 0.1935 (0.2029) loss_bbox_dn_2: 0.1694 (0.1820) loss_bbox_dn_3: 0.1640 (0.1757) loss_bbox_dn_4: 0.1635 (0.1743) loss_bbox_dn_5: 0.1635 (0.1743) loss_giou: 0.4790 (0.4768) loss_giou_aux_0: 0.5019 (0.5010) loss_giou_aux_1: 0.4978 (0.4867) loss_giou_aux_2: 0.4863 (0.4808) loss_giou_aux_3: 0.4874 (0.4782) loss_giou_aux_4: 0.4786 (0.4770) loss_giou_aux_5: 0.5867 (0.5673) loss_giou_dn_0: 0.5935 (0.5864) loss_giou_dn_1: 0.4792 (0.4795) loss_giou_dn_2: 0.4594 (0.4500) loss_giou_dn_3: 0.4553 (0.4417) loss_giou_dn_4: 0.4510 (0.4397) loss_giou_dn_5: 0.4518 (0.4399) loss_vfl: 0.6945 (0.6807) loss_vfl_aux_0: 0.7540 (0.7896) loss_vfl_aux_1: 0.7231 (0.7387) loss_vfl_aux_2: 0.7061 (0.7087) loss_vfl_aux_3: 0.7064 (0.6920) loss_vfl_aux_4: 0.7011 (0.6841) loss_vfl_aux_5: 0.7594 (0.7706) loss_vfl_dn_0: 0.4516 (0.4556) loss_vfl_dn_1: 0.3933 (0.3903) loss_vfl_dn_2: 0.3773 (0.3743) loss_vfl_dn_3: 0.3708 (0.3668) loss_vfl_dn_4: 0.3679 (0.3642) loss_vfl_dn_5: 0.3670 (0.3634) time: 0.4780 data: 0.0140 max mem: 5654 Epoch: [38] [2200/7393] eta: 0:42:11 lr: 0.000010 loss: 16.3033 (16.0280) loss_bbox: 0.1524 (0.1555) loss_bbox_aux_0: 0.1614 (0.1686) loss_bbox_aux_1: 0.1566 (0.1605) loss_bbox_aux_2: 0.1580 (0.1575) loss_bbox_aux_3: 0.1530 (0.1563) loss_bbox_aux_4: 0.1552 (0.1556) loss_bbox_aux_5: 0.2064 (0.2064) loss_bbox_dn_0: 0.2856 (0.2741) loss_bbox_dn_1: 0.2028 (0.2032) loss_bbox_dn_2: 0.1789 (0.1822) loss_bbox_dn_3: 0.1745 (0.1759) loss_bbox_dn_4: 0.1739 (0.1745) loss_bbox_dn_5: 0.1739 (0.1745) loss_giou: 0.4594 (0.4765) loss_giou_aux_0: 0.4811 (0.5007) loss_giou_aux_1: 0.4705 (0.4864) loss_giou_aux_2: 0.4624 (0.4805) loss_giou_aux_3: 0.4687 (0.4779) loss_giou_aux_4: 0.4626 (0.4767) loss_giou_aux_5: 0.5747 (0.5671) loss_giou_dn_0: 0.5886 (0.5862) loss_giou_dn_1: 0.4708 (0.4794) loss_giou_dn_2: 0.4335 (0.4498) loss_giou_dn_3: 0.4284 (0.4415) loss_giou_dn_4: 0.4269 (0.4395) loss_giou_dn_5: 0.4268 (0.4397) loss_vfl: 0.6996 (0.6811) loss_vfl_aux_0: 0.8262 (0.7901) loss_vfl_aux_1: 0.7652 (0.7389) loss_vfl_aux_2: 0.7183 (0.7089) loss_vfl_aux_3: 0.7121 (0.6923) loss_vfl_aux_4: 0.6998 (0.6845) loss_vfl_aux_5: 0.7819 (0.7705) loss_vfl_dn_0: 0.4551 (0.4556) loss_vfl_dn_1: 0.3975 (0.3904) loss_vfl_dn_2: 0.3883 (0.3744) loss_vfl_dn_3: 0.3775 (0.3669) loss_vfl_dn_4: 0.3752 (0.3643) loss_vfl_dn_5: 0.3736 (0.3635) time: 0.4835 data: 0.0140 max mem: 5654 Epoch: [38] [2300/7393] eta: 0:41:34 lr: 0.000010 loss: 16.0569 (16.0317) loss_bbox: 0.1457 (0.1556) loss_bbox_aux_0: 0.1609 (0.1686) loss_bbox_aux_1: 0.1508 (0.1606) loss_bbox_aux_2: 0.1505 (0.1576) loss_bbox_aux_3: 0.1477 (0.1564) loss_bbox_aux_4: 0.1474 (0.1556) loss_bbox_aux_5: 0.2072 (0.2065) loss_bbox_dn_0: 0.2671 (0.2738) loss_bbox_dn_1: 0.2032 (0.2031) loss_bbox_dn_2: 0.1827 (0.1821) loss_bbox_dn_3: 0.1718 (0.1758) loss_bbox_dn_4: 0.1712 (0.1744) loss_bbox_dn_5: 0.1712 (0.1744) loss_giou: 0.4484 (0.4772) loss_giou_aux_0: 0.4780 (0.5015) loss_giou_aux_1: 0.4704 (0.4872) loss_giou_aux_2: 0.4660 (0.4814) loss_giou_aux_3: 0.4506 (0.4787) loss_giou_aux_4: 0.4506 (0.4775) loss_giou_aux_5: 0.5455 (0.5677) loss_giou_dn_0: 0.5571 (0.5864) loss_giou_dn_1: 0.4589 (0.4797) loss_giou_dn_2: 0.4295 (0.4501) loss_giou_dn_3: 0.4213 (0.4418) loss_giou_dn_4: 0.4189 (0.4398) loss_giou_dn_5: 0.4190 (0.4400) loss_vfl: 0.6466 (0.6808) loss_vfl_aux_0: 0.7658 (0.7895) loss_vfl_aux_1: 0.7155 (0.7384) loss_vfl_aux_2: 0.6609 (0.7085) loss_vfl_aux_3: 0.6599 (0.6920) loss_vfl_aux_4: 0.6507 (0.6841) loss_vfl_aux_5: 0.7493 (0.7700) loss_vfl_dn_0: 0.4500 (0.4555) loss_vfl_dn_1: 0.3852 (0.3903) loss_vfl_dn_2: 0.3723 (0.3744) loss_vfl_dn_3: 0.3674 (0.3669) loss_vfl_dn_4: 0.3629 (0.3643) loss_vfl_dn_5: 0.3606 (0.3635) time: 0.4720 data: 0.0139 max mem: 5654 Epoch: [38] [2400/7393] eta: 0:40:41 lr: 0.000010 loss: 15.8077 (16.0312) loss_bbox: 0.1436 (0.1554) loss_bbox_aux_0: 0.1584 (0.1684) loss_bbox_aux_1: 0.1518 (0.1604) loss_bbox_aux_2: 0.1464 (0.1574) loss_bbox_aux_3: 0.1460 (0.1562) loss_bbox_aux_4: 0.1424 (0.1554) loss_bbox_aux_5: 0.1877 (0.2063) loss_bbox_dn_0: 0.2560 (0.2735) loss_bbox_dn_1: 0.1956 (0.2029) loss_bbox_dn_2: 0.1780 (0.1820) loss_bbox_dn_3: 0.1705 (0.1757) loss_bbox_dn_4: 0.1687 (0.1743) loss_bbox_dn_5: 0.1687 (0.1743) loss_giou: 0.4510 (0.4773) loss_giou_aux_0: 0.4707 (0.5015) loss_giou_aux_1: 0.4574 (0.4872) loss_giou_aux_2: 0.4509 (0.4815) loss_giou_aux_3: 0.4455 (0.4788) loss_giou_aux_4: 0.4510 (0.4775) loss_giou_aux_5: 0.5446 (0.5678) loss_giou_dn_0: 0.5683 (0.5865) loss_giou_dn_1: 0.4570 (0.4799) loss_giou_dn_2: 0.4278 (0.4504) loss_giou_dn_3: 0.4169 (0.4421) loss_giou_dn_4: 0.4159 (0.4401) loss_giou_dn_5: 0.4159 (0.4403) loss_vfl: 0.6687 (0.6809) loss_vfl_aux_0: 0.7585 (0.7894) loss_vfl_aux_1: 0.7146 (0.7383) loss_vfl_aux_2: 0.6750 (0.7085) loss_vfl_aux_3: 0.6776 (0.6920) loss_vfl_aux_4: 0.6584 (0.6842) loss_vfl_aux_5: 0.7495 (0.7696) loss_vfl_dn_0: 0.4515 (0.4555) loss_vfl_dn_1: 0.3927 (0.3903) loss_vfl_dn_2: 0.3792 (0.3745) loss_vfl_dn_3: 0.3712 (0.3669) loss_vfl_dn_4: 0.3692 (0.3643) loss_vfl_dn_5: 0.3681 (0.3636) time: 0.4818 data: 0.0142 max mem: 5654 Epoch: [38] [2500/7393] eta: 0:39:49 lr: 0.000010 loss: 16.2086 (16.0375) loss_bbox: 0.1558 (0.1554) loss_bbox_aux_0: 0.1615 (0.1684) loss_bbox_aux_1: 0.1595 (0.1604) loss_bbox_aux_2: 0.1604 (0.1575) loss_bbox_aux_3: 0.1528 (0.1563) loss_bbox_aux_4: 0.1522 (0.1555) loss_bbox_aux_5: 0.1980 (0.2064) loss_bbox_dn_0: 0.2869 (0.2735) loss_bbox_dn_1: 0.2169 (0.2030) loss_bbox_dn_2: 0.2012 (0.1820) loss_bbox_dn_3: 0.1945 (0.1757) loss_bbox_dn_4: 0.1900 (0.1743) loss_bbox_dn_5: 0.1901 (0.1743) loss_giou: 0.4795 (0.4780) loss_giou_aux_0: 0.5167 (0.5023) loss_giou_aux_1: 0.4976 (0.4879) loss_giou_aux_2: 0.4914 (0.4822) loss_giou_aux_3: 0.4835 (0.4794) loss_giou_aux_4: 0.4814 (0.4783) loss_giou_aux_5: 0.5924 (0.5686) loss_giou_dn_0: 0.5890 (0.5869) loss_giou_dn_1: 0.4987 (0.4804) loss_giou_dn_2: 0.4699 (0.4508) loss_giou_dn_3: 0.4596 (0.4425) loss_giou_dn_4: 0.4576 (0.4405) loss_giou_dn_5: 0.4578 (0.4407) loss_vfl: 0.6981 (0.6806) loss_vfl_aux_0: 0.8196 (0.7891) loss_vfl_aux_1: 0.7353 (0.7380) loss_vfl_aux_2: 0.7247 (0.7082) loss_vfl_aux_3: 0.7132 (0.6917) loss_vfl_aux_4: 0.7063 (0.6840) loss_vfl_aux_5: 0.7776 (0.7694) loss_vfl_dn_0: 0.4581 (0.4554) loss_vfl_dn_1: 0.3934 (0.3904) loss_vfl_dn_2: 0.3815 (0.3745) loss_vfl_dn_3: 0.3715 (0.3669) loss_vfl_dn_4: 0.3682 (0.3644) loss_vfl_dn_5: 0.3669 (0.3636) time: 0.4781 data: 0.0139 max mem: 5654 Epoch: [38] [2600/7393] eta: 0:38:59 lr: 0.000010 loss: 16.2542 (16.0426) loss_bbox: 0.1506 (0.1555) loss_bbox_aux_0: 0.1594 (0.1685) loss_bbox_aux_1: 0.1557 (0.1605) loss_bbox_aux_2: 0.1444 (0.1576) loss_bbox_aux_3: 0.1404 (0.1563) loss_bbox_aux_4: 0.1508 (0.1556) loss_bbox_aux_5: 0.2129 (0.2065) loss_bbox_dn_0: 0.2731 (0.2737) loss_bbox_dn_1: 0.1957 (0.2031) loss_bbox_dn_2: 0.1706 (0.1821) loss_bbox_dn_3: 0.1646 (0.1758) loss_bbox_dn_4: 0.1632 (0.1744) loss_bbox_dn_5: 0.1629 (0.1744) loss_giou: 0.5129 (0.4783) loss_giou_aux_0: 0.5438 (0.5026) loss_giou_aux_1: 0.5317 (0.4882) loss_giou_aux_2: 0.5219 (0.4825) loss_giou_aux_3: 0.5206 (0.4797) loss_giou_aux_4: 0.5126 (0.4786) loss_giou_aux_5: 0.5954 (0.5690) loss_giou_dn_0: 0.6200 (0.5872) loss_giou_dn_1: 0.5060 (0.4806) loss_giou_dn_2: 0.4687 (0.4511) loss_giou_dn_3: 0.4590 (0.4427) loss_giou_dn_4: 0.4577 (0.4407) loss_giou_dn_5: 0.4577 (0.4409) loss_vfl: 0.6574 (0.6806) loss_vfl_aux_0: 0.7605 (0.7891) loss_vfl_aux_1: 0.7134 (0.7381) loss_vfl_aux_2: 0.6874 (0.7083) loss_vfl_aux_3: 0.6614 (0.6917) loss_vfl_aux_4: 0.6564 (0.6840) loss_vfl_aux_5: 0.7392 (0.7693) loss_vfl_dn_0: 0.4476 (0.4553) loss_vfl_dn_1: 0.3858 (0.3903) loss_vfl_dn_2: 0.3713 (0.3745) loss_vfl_dn_3: 0.3663 (0.3670) loss_vfl_dn_4: 0.3642 (0.3644) loss_vfl_dn_5: 0.3613 (0.3636) time: 0.4828 data: 0.0141 max mem: 5654 Epoch: [38] [2700/7393] eta: 0:38:08 lr: 0.000010 loss: 15.6824 (16.0410) loss_bbox: 0.1619 (0.1555) loss_bbox_aux_0: 0.1688 (0.1685) loss_bbox_aux_1: 0.1632 (0.1604) loss_bbox_aux_2: 0.1628 (0.1575) loss_bbox_aux_3: 0.1625 (0.1563) loss_bbox_aux_4: 0.1579 (0.1555) loss_bbox_aux_5: 0.2098 (0.2066) loss_bbox_dn_0: 0.2825 (0.2734) loss_bbox_dn_1: 0.2033 (0.2029) loss_bbox_dn_2: 0.1681 (0.1820) loss_bbox_dn_3: 0.1646 (0.1757) loss_bbox_dn_4: 0.1641 (0.1743) loss_bbox_dn_5: 0.1641 (0.1743) loss_giou: 0.4738 (0.4789) loss_giou_aux_0: 0.5053 (0.5031) loss_giou_aux_1: 0.4666 (0.4888) loss_giou_aux_2: 0.4751 (0.4830) loss_giou_aux_3: 0.4640 (0.4803) loss_giou_aux_4: 0.4769 (0.4791) loss_giou_aux_5: 0.5688 (0.5695) loss_giou_dn_0: 0.5669 (0.5876) loss_giou_dn_1: 0.4548 (0.4810) loss_giou_dn_2: 0.4268 (0.4515) loss_giou_dn_3: 0.4190 (0.4432) loss_giou_dn_4: 0.4159 (0.4412) loss_giou_dn_5: 0.4161 (0.4414) loss_vfl: 0.6754 (0.6798) loss_vfl_aux_0: 0.7860 (0.7880) loss_vfl_aux_1: 0.7567 (0.7374) loss_vfl_aux_2: 0.7240 (0.7077) loss_vfl_aux_3: 0.6948 (0.6910) loss_vfl_aux_4: 0.6752 (0.6832) loss_vfl_aux_5: 0.7818 (0.7683) loss_vfl_dn_0: 0.4445 (0.4551) loss_vfl_dn_1: 0.3822 (0.3902) loss_vfl_dn_2: 0.3671 (0.3744) loss_vfl_dn_3: 0.3625 (0.3668) loss_vfl_dn_4: 0.3600 (0.3643) loss_vfl_dn_5: 0.3598 (0.3635) time: 0.4681 data: 0.0143 max mem: 5654 Epoch: [38] [2800/7393] eta: 0:37:17 lr: 0.000010 loss: 15.6350 (16.0332) loss_bbox: 0.1422 (0.1556) loss_bbox_aux_0: 0.1608 (0.1687) loss_bbox_aux_1: 0.1527 (0.1605) loss_bbox_aux_2: 0.1485 (0.1576) loss_bbox_aux_3: 0.1438 (0.1563) loss_bbox_aux_4: 0.1417 (0.1556) loss_bbox_aux_5: 0.2031 (0.2068) loss_bbox_dn_0: 0.2766 (0.2737) loss_bbox_dn_1: 0.2029 (0.2031) loss_bbox_dn_2: 0.1768 (0.1822) loss_bbox_dn_3: 0.1738 (0.1759) loss_bbox_dn_4: 0.1712 (0.1745) loss_bbox_dn_5: 0.1712 (0.1745) loss_giou: 0.4319 (0.4779) loss_giou_aux_0: 0.4526 (0.5021) loss_giou_aux_1: 0.4360 (0.4877) loss_giou_aux_2: 0.4425 (0.4820) loss_giou_aux_3: 0.4385 (0.4793) loss_giou_aux_4: 0.4318 (0.4781) loss_giou_aux_5: 0.5285 (0.5684) loss_giou_dn_0: 0.5626 (0.5869) loss_giou_dn_1: 0.4543 (0.4804) loss_giou_dn_2: 0.4285 (0.4509) loss_giou_dn_3: 0.4242 (0.4426) loss_giou_dn_4: 0.4226 (0.4406) loss_giou_dn_5: 0.4228 (0.4408) loss_vfl: 0.6795 (0.6800) loss_vfl_aux_0: 0.8155 (0.7883) loss_vfl_aux_1: 0.7395 (0.7378) loss_vfl_aux_2: 0.6956 (0.7079) loss_vfl_aux_3: 0.6878 (0.6912) loss_vfl_aux_4: 0.6806 (0.6835) loss_vfl_aux_5: 0.7915 (0.7685) loss_vfl_dn_0: 0.4562 (0.4551) loss_vfl_dn_1: 0.3911 (0.3900) loss_vfl_dn_2: 0.3765 (0.3742) loss_vfl_dn_3: 0.3713 (0.3667) loss_vfl_dn_4: 0.3673 (0.3641) loss_vfl_dn_5: 0.3662 (0.3633) time: 0.4758 data: 0.0140 max mem: 5654 Epoch: [38] [2900/7393] eta: 0:36:36 lr: 0.000010 loss: 16.3572 (16.0366) loss_bbox: 0.1464 (0.1556) loss_bbox_aux_0: 0.1596 (0.1686) loss_bbox_aux_1: 0.1595 (0.1605) loss_bbox_aux_2: 0.1459 (0.1576) loss_bbox_aux_3: 0.1451 (0.1564) loss_bbox_aux_4: 0.1443 (0.1557) loss_bbox_aux_5: 0.1857 (0.2067) loss_bbox_dn_0: 0.2772 (0.2735) loss_bbox_dn_1: 0.2097 (0.2031) loss_bbox_dn_2: 0.1787 (0.1821) loss_bbox_dn_3: 0.1687 (0.1759) loss_bbox_dn_4: 0.1644 (0.1744) loss_bbox_dn_5: 0.1643 (0.1744) loss_giou: 0.5027 (0.4782) loss_giou_aux_0: 0.5091 (0.5025) loss_giou_aux_1: 0.5178 (0.4880) loss_giou_aux_2: 0.4956 (0.4823) loss_giou_aux_3: 0.4932 (0.4796) loss_giou_aux_4: 0.4846 (0.4784) loss_giou_aux_5: 0.5925 (0.5688) loss_giou_dn_0: 0.6123 (0.5872) loss_giou_dn_1: 0.5005 (0.4807) loss_giou_dn_2: 0.4730 (0.4511) loss_giou_dn_3: 0.4627 (0.4428) loss_giou_dn_4: 0.4625 (0.4408) loss_giou_dn_5: 0.4625 (0.4410) loss_vfl: 0.6797 (0.6800) loss_vfl_aux_0: 0.7906 (0.7882) loss_vfl_aux_1: 0.7411 (0.7379) loss_vfl_aux_2: 0.7046 (0.7079) loss_vfl_aux_3: 0.6947 (0.6911) loss_vfl_aux_4: 0.6878 (0.6835) loss_vfl_aux_5: 0.7421 (0.7681) loss_vfl_dn_0: 0.4530 (0.4551) loss_vfl_dn_1: 0.3924 (0.3901) loss_vfl_dn_2: 0.3781 (0.3743) loss_vfl_dn_3: 0.3719 (0.3668) loss_vfl_dn_4: 0.3684 (0.3642) loss_vfl_dn_5: 0.3668 (0.3634) time: 0.4644 data: 0.0136 max mem: 5654 Epoch: [38] [3000/7393] eta: 0:35:46 lr: 0.000010 loss: 15.7516 (16.0381) loss_bbox: 0.1476 (0.1554) loss_bbox_aux_0: 0.1604 (0.1685) loss_bbox_aux_1: 0.1468 (0.1604) loss_bbox_aux_2: 0.1465 (0.1575) loss_bbox_aux_3: 0.1440 (0.1562) loss_bbox_aux_4: 0.1474 (0.1555) loss_bbox_aux_5: 0.1974 (0.2065) loss_bbox_dn_0: 0.2568 (0.2735) loss_bbox_dn_1: 0.1946 (0.2030) loss_bbox_dn_2: 0.1713 (0.1821) loss_bbox_dn_3: 0.1648 (0.1758) loss_bbox_dn_4: 0.1625 (0.1744) loss_bbox_dn_5: 0.1626 (0.1744) loss_giou: 0.4499 (0.4784) loss_giou_aux_0: 0.4642 (0.5027) loss_giou_aux_1: 0.4525 (0.4882) loss_giou_aux_2: 0.4431 (0.4825) loss_giou_aux_3: 0.4489 (0.4798) loss_giou_aux_4: 0.4439 (0.4786) loss_giou_aux_5: 0.5402 (0.5690) loss_giou_dn_0: 0.5672 (0.5873) loss_giou_dn_1: 0.4566 (0.4808) loss_giou_dn_2: 0.4252 (0.4512) loss_giou_dn_3: 0.4135 (0.4428) loss_giou_dn_4: 0.4117 (0.4409) loss_giou_dn_5: 0.4125 (0.4410) loss_vfl: 0.6910 (0.6802) loss_vfl_aux_0: 0.7793 (0.7884) loss_vfl_aux_1: 0.7584 (0.7381) loss_vfl_aux_2: 0.7075 (0.7080) loss_vfl_aux_3: 0.7079 (0.6914) loss_vfl_aux_4: 0.6952 (0.6836) loss_vfl_aux_5: 0.7739 (0.7684) loss_vfl_dn_0: 0.4553 (0.4552) loss_vfl_dn_1: 0.3851 (0.3900) loss_vfl_dn_2: 0.3700 (0.3743) loss_vfl_dn_3: 0.3650 (0.3668) loss_vfl_dn_4: 0.3612 (0.3642) loss_vfl_dn_5: 0.3598 (0.3634) time: 0.4672 data: 0.0141 max mem: 5654 Epoch: [38] [3100/7393] eta: 0:35:04 lr: 0.000010 loss: 16.1516 (16.0336) loss_bbox: 0.1443 (0.1552) loss_bbox_aux_0: 0.1555 (0.1684) loss_bbox_aux_1: 0.1501 (0.1603) loss_bbox_aux_2: 0.1465 (0.1574) loss_bbox_aux_3: 0.1426 (0.1561) loss_bbox_aux_4: 0.1434 (0.1553) loss_bbox_aux_5: 0.1995 (0.2065) loss_bbox_dn_0: 0.2547 (0.2733) loss_bbox_dn_1: 0.1821 (0.2029) loss_bbox_dn_2: 0.1619 (0.1819) loss_bbox_dn_3: 0.1527 (0.1757) loss_bbox_dn_4: 0.1503 (0.1742) loss_bbox_dn_5: 0.1503 (0.1742) loss_giou: 0.4431 (0.4781) loss_giou_aux_0: 0.4658 (0.5025) loss_giou_aux_1: 0.4496 (0.4879) loss_giou_aux_2: 0.4546 (0.4822) loss_giou_aux_3: 0.4505 (0.4796) loss_giou_aux_4: 0.4483 (0.4783) loss_giou_aux_5: 0.5251 (0.5687) loss_giou_dn_0: 0.5823 (0.5869) loss_giou_dn_1: 0.4746 (0.4805) loss_giou_dn_2: 0.4356 (0.4509) loss_giou_dn_3: 0.4230 (0.4426) loss_giou_dn_4: 0.4194 (0.4406) loss_giou_dn_5: 0.4195 (0.4407) loss_vfl: 0.6858 (0.6804) loss_vfl_aux_0: 0.7726 (0.7884) loss_vfl_aux_1: 0.7368 (0.7383) loss_vfl_aux_2: 0.7221 (0.7082) loss_vfl_aux_3: 0.6968 (0.6914) loss_vfl_aux_4: 0.6940 (0.6838) loss_vfl_aux_5: 0.7523 (0.7684) loss_vfl_dn_0: 0.4581 (0.4551) loss_vfl_dn_1: 0.3880 (0.3900) loss_vfl_dn_2: 0.3727 (0.3742) loss_vfl_dn_3: 0.3650 (0.3667) loss_vfl_dn_4: 0.3623 (0.3642) loss_vfl_dn_5: 0.3623 (0.3634) time: 0.4801 data: 0.0140 max mem: 5654 Epoch: [38] [3200/7393] eta: 0:34:13 lr: 0.000010 loss: 16.1376 (16.0370) loss_bbox: 0.1496 (0.1554) loss_bbox_aux_0: 0.1644 (0.1685) loss_bbox_aux_1: 0.1479 (0.1604) loss_bbox_aux_2: 0.1490 (0.1575) loss_bbox_aux_3: 0.1514 (0.1562) loss_bbox_aux_4: 0.1496 (0.1554) loss_bbox_aux_5: 0.1934 (0.2066) loss_bbox_dn_0: 0.2533 (0.2736) loss_bbox_dn_1: 0.1859 (0.2031) loss_bbox_dn_2: 0.1645 (0.1822) loss_bbox_dn_3: 0.1593 (0.1759) loss_bbox_dn_4: 0.1574 (0.1745) loss_bbox_dn_5: 0.1575 (0.1745) loss_giou: 0.4552 (0.4778) loss_giou_aux_0: 0.5211 (0.5023) loss_giou_aux_1: 0.4988 (0.4877) loss_giou_aux_2: 0.4835 (0.4819) loss_giou_aux_3: 0.4672 (0.4792) loss_giou_aux_4: 0.4551 (0.4780) loss_giou_aux_5: 0.5865 (0.5685) loss_giou_dn_0: 0.6011 (0.5869) loss_giou_dn_1: 0.4854 (0.4804) loss_giou_dn_2: 0.4574 (0.4508) loss_giou_dn_3: 0.4459 (0.4425) loss_giou_dn_4: 0.4424 (0.4405) loss_giou_dn_5: 0.4425 (0.4407) loss_vfl: 0.7232 (0.6809) loss_vfl_aux_0: 0.8029 (0.7887) loss_vfl_aux_1: 0.7451 (0.7388) loss_vfl_aux_2: 0.7148 (0.7087) loss_vfl_aux_3: 0.7342 (0.6919) loss_vfl_aux_4: 0.7256 (0.6844) loss_vfl_aux_5: 0.7731 (0.7687) loss_vfl_dn_0: 0.4530 (0.4552) loss_vfl_dn_1: 0.3913 (0.3900) loss_vfl_dn_2: 0.3767 (0.3743) loss_vfl_dn_3: 0.3688 (0.3668) loss_vfl_dn_4: 0.3682 (0.3642) loss_vfl_dn_5: 0.3684 (0.3635) time: 0.4738 data: 0.0141 max mem: 5654 Epoch: [38] [3300/7393] eta: 0:33:30 lr: 0.000010 loss: 16.7070 (16.0417) loss_bbox: 0.1708 (0.1554) loss_bbox_aux_0: 0.1800 (0.1685) loss_bbox_aux_1: 0.1701 (0.1604) loss_bbox_aux_2: 0.1780 (0.1575) loss_bbox_aux_3: 0.1646 (0.1562) loss_bbox_aux_4: 0.1696 (0.1555) loss_bbox_aux_5: 0.2124 (0.2066) loss_bbox_dn_0: 0.2752 (0.2736) loss_bbox_dn_1: 0.2192 (0.2032) loss_bbox_dn_2: 0.1914 (0.1822) loss_bbox_dn_3: 0.1840 (0.1760) loss_bbox_dn_4: 0.1839 (0.1745) loss_bbox_dn_5: 0.1838 (0.1745) loss_giou: 0.4757 (0.4782) loss_giou_aux_0: 0.4911 (0.5028) loss_giou_aux_1: 0.4708 (0.4881) loss_giou_aux_2: 0.4729 (0.4824) loss_giou_aux_3: 0.4775 (0.4797) loss_giou_aux_4: 0.4735 (0.4784) loss_giou_aux_5: 0.5616 (0.5690) loss_giou_dn_0: 0.6081 (0.5872) loss_giou_dn_1: 0.4985 (0.4808) loss_giou_dn_2: 0.4675 (0.4511) loss_giou_dn_3: 0.4618 (0.4428) loss_giou_dn_4: 0.4604 (0.4408) loss_giou_dn_5: 0.4603 (0.4410) loss_vfl: 0.6668 (0.6809) loss_vfl_aux_0: 0.7659 (0.7884) loss_vfl_aux_1: 0.7435 (0.7386) loss_vfl_aux_2: 0.7165 (0.7086) loss_vfl_aux_3: 0.6849 (0.6918) loss_vfl_aux_4: 0.6731 (0.6843) loss_vfl_aux_5: 0.7502 (0.7683) loss_vfl_dn_0: 0.4517 (0.4551) loss_vfl_dn_1: 0.3909 (0.3900) loss_vfl_dn_2: 0.3780 (0.3743) loss_vfl_dn_3: 0.3728 (0.3668) loss_vfl_dn_4: 0.3703 (0.3642) loss_vfl_dn_5: 0.3692 (0.3635) time: 0.4807 data: 0.0141 max mem: 5654 Epoch: [38] [3400/7393] eta: 0:32:40 lr: 0.000010 loss: 15.5889 (16.0375) loss_bbox: 0.1473 (0.1553) loss_bbox_aux_0: 0.1678 (0.1684) loss_bbox_aux_1: 0.1620 (0.1602) loss_bbox_aux_2: 0.1532 (0.1574) loss_bbox_aux_3: 0.1496 (0.1561) loss_bbox_aux_4: 0.1476 (0.1554) loss_bbox_aux_5: 0.1996 (0.2065) loss_bbox_dn_0: 0.2477 (0.2734) loss_bbox_dn_1: 0.1884 (0.2031) loss_bbox_dn_2: 0.1686 (0.1822) loss_bbox_dn_3: 0.1626 (0.1759) loss_bbox_dn_4: 0.1627 (0.1745) loss_bbox_dn_5: 0.1626 (0.1745) loss_giou: 0.4182 (0.4779) loss_giou_aux_0: 0.4414 (0.5025) loss_giou_aux_1: 0.4211 (0.4877) loss_giou_aux_2: 0.4229 (0.4820) loss_giou_aux_3: 0.4090 (0.4793) loss_giou_aux_4: 0.4156 (0.4780) loss_giou_aux_5: 0.5238 (0.5687) loss_giou_dn_0: 0.5418 (0.5870) loss_giou_dn_1: 0.4387 (0.4806) loss_giou_dn_2: 0.4025 (0.4509) loss_giou_dn_3: 0.3962 (0.4426) loss_giou_dn_4: 0.3962 (0.4406) loss_giou_dn_5: 0.3961 (0.4408) loss_vfl: 0.6809 (0.6811) loss_vfl_aux_0: 0.7621 (0.7884) loss_vfl_aux_1: 0.7327 (0.7389) loss_vfl_aux_2: 0.6998 (0.7087) loss_vfl_aux_3: 0.6938 (0.6920) loss_vfl_aux_4: 0.6810 (0.6845) loss_vfl_aux_5: 0.7740 (0.7685) loss_vfl_dn_0: 0.4573 (0.4552) loss_vfl_dn_1: 0.3890 (0.3901) loss_vfl_dn_2: 0.3711 (0.3744) loss_vfl_dn_3: 0.3644 (0.3669) loss_vfl_dn_4: 0.3595 (0.3643) loss_vfl_dn_5: 0.3620 (0.3635) time: 0.4664 data: 0.0139 max mem: 5654 Epoch: [38] [3500/7393] eta: 0:31:50 lr: 0.000010 loss: 15.9011 (16.0369) loss_bbox: 0.1752 (0.1555) loss_bbox_aux_0: 0.1829 (0.1685) loss_bbox_aux_1: 0.1776 (0.1604) loss_bbox_aux_2: 0.1833 (0.1576) loss_bbox_aux_3: 0.1818 (0.1562) loss_bbox_aux_4: 0.1801 (0.1555) loss_bbox_aux_5: 0.2226 (0.2065) loss_bbox_dn_0: 0.3030 (0.2736) loss_bbox_dn_1: 0.2293 (0.2033) loss_bbox_dn_2: 0.1969 (0.1824) loss_bbox_dn_3: 0.1900 (0.1761) loss_bbox_dn_4: 0.1880 (0.1747) loss_bbox_dn_5: 0.1881 (0.1747) loss_giou: 0.4229 (0.4775) loss_giou_aux_0: 0.4456 (0.5021) loss_giou_aux_1: 0.4326 (0.4874) loss_giou_aux_2: 0.4204 (0.4817) loss_giou_aux_3: 0.4312 (0.4789) loss_giou_aux_4: 0.4270 (0.4777) loss_giou_aux_5: 0.5141 (0.5683) loss_giou_dn_0: 0.5629 (0.5869) loss_giou_dn_1: 0.4595 (0.4804) loss_giou_dn_2: 0.4356 (0.4507) loss_giou_dn_3: 0.4240 (0.4424) loss_giou_dn_4: 0.4225 (0.4404) loss_giou_dn_5: 0.4223 (0.4406) loss_vfl: 0.7053 (0.6812) loss_vfl_aux_0: 0.8121 (0.7885) loss_vfl_aux_1: 0.7367 (0.7389) loss_vfl_aux_2: 0.7221 (0.7087) loss_vfl_aux_3: 0.7126 (0.6920) loss_vfl_aux_4: 0.7168 (0.6846) loss_vfl_aux_5: 0.8067 (0.7685) loss_vfl_dn_0: 0.4568 (0.4552) loss_vfl_dn_1: 0.3865 (0.3901) loss_vfl_dn_2: 0.3771 (0.3744) loss_vfl_dn_3: 0.3657 (0.3669) loss_vfl_dn_4: 0.3602 (0.3643) loss_vfl_dn_5: 0.3584 (0.3635) time: 0.4920 data: 0.0136 max mem: 5654 Epoch: [38] [3600/7393] eta: 0:30:59 lr: 0.000010 loss: 16.2481 (16.0349) loss_bbox: 0.1412 (0.1554) loss_bbox_aux_0: 0.1554 (0.1685) loss_bbox_aux_1: 0.1454 (0.1603) loss_bbox_aux_2: 0.1446 (0.1575) loss_bbox_aux_3: 0.1429 (0.1562) loss_bbox_aux_4: 0.1413 (0.1555) loss_bbox_aux_5: 0.1850 (0.2065) loss_bbox_dn_0: 0.2300 (0.2736) loss_bbox_dn_1: 0.1671 (0.2032) loss_bbox_dn_2: 0.1440 (0.1823) loss_bbox_dn_3: 0.1398 (0.1761) loss_bbox_dn_4: 0.1397 (0.1747) loss_bbox_dn_5: 0.1398 (0.1747) loss_giou: 0.4333 (0.4775) loss_giou_aux_0: 0.4615 (0.5022) loss_giou_aux_1: 0.4531 (0.4874) loss_giou_aux_2: 0.4339 (0.4817) loss_giou_aux_3: 0.4392 (0.4790) loss_giou_aux_4: 0.4334 (0.4777) loss_giou_aux_5: 0.5473 (0.5683) loss_giou_dn_0: 0.5813 (0.5868) loss_giou_dn_1: 0.4816 (0.4803) loss_giou_dn_2: 0.4466 (0.4506) loss_giou_dn_3: 0.4361 (0.4423) loss_giou_dn_4: 0.4322 (0.4403) loss_giou_dn_5: 0.4321 (0.4405) loss_vfl: 0.6729 (0.6812) loss_vfl_aux_0: 0.7529 (0.7883) loss_vfl_aux_1: 0.7161 (0.7387) loss_vfl_aux_2: 0.6990 (0.7086) loss_vfl_aux_3: 0.6799 (0.6919) loss_vfl_aux_4: 0.6784 (0.6847) loss_vfl_aux_5: 0.7496 (0.7683) loss_vfl_dn_0: 0.4500 (0.4552) loss_vfl_dn_1: 0.3977 (0.3900) loss_vfl_dn_2: 0.3843 (0.3743) loss_vfl_dn_3: 0.3777 (0.3669) loss_vfl_dn_4: 0.3732 (0.3643) loss_vfl_dn_5: 0.3710 (0.3635) time: 0.4734 data: 0.0146 max mem: 5654 Epoch: [38] [3700/7393] eta: 0:30:08 lr: 0.000010 loss: 15.5217 (16.0350) loss_bbox: 0.1614 (0.1554) loss_bbox_aux_0: 0.1629 (0.1685) loss_bbox_aux_1: 0.1591 (0.1604) loss_bbox_aux_2: 0.1560 (0.1575) loss_bbox_aux_3: 0.1585 (0.1562) loss_bbox_aux_4: 0.1628 (0.1554) loss_bbox_aux_5: 0.2066 (0.2065) loss_bbox_dn_0: 0.2898 (0.2736) loss_bbox_dn_1: 0.2116 (0.2032) loss_bbox_dn_2: 0.1843 (0.1823) loss_bbox_dn_3: 0.1798 (0.1761) loss_bbox_dn_4: 0.1770 (0.1747) loss_bbox_dn_5: 0.1770 (0.1747) loss_giou: 0.4401 (0.4775) loss_giou_aux_0: 0.4514 (0.5022) loss_giou_aux_1: 0.4443 (0.4874) loss_giou_aux_2: 0.4421 (0.4817) loss_giou_aux_3: 0.4433 (0.4790) loss_giou_aux_4: 0.4405 (0.4777) loss_giou_aux_5: 0.5088 (0.5682) loss_giou_dn_0: 0.5720 (0.5868) loss_giou_dn_1: 0.4678 (0.4803) loss_giou_dn_2: 0.4356 (0.4506) loss_giou_dn_3: 0.4267 (0.4423) loss_giou_dn_4: 0.4251 (0.4403) loss_giou_dn_5: 0.4257 (0.4405) loss_vfl: 0.6785 (0.6812) loss_vfl_aux_0: 0.8113 (0.7882) loss_vfl_aux_1: 0.7590 (0.7386) loss_vfl_aux_2: 0.7140 (0.7087) loss_vfl_aux_3: 0.6816 (0.6919) loss_vfl_aux_4: 0.6687 (0.6847) loss_vfl_aux_5: 0.7711 (0.7684) loss_vfl_dn_0: 0.4510 (0.4551) loss_vfl_dn_1: 0.3870 (0.3900) loss_vfl_dn_2: 0.3690 (0.3743) loss_vfl_dn_3: 0.3644 (0.3669) loss_vfl_dn_4: 0.3614 (0.3643) loss_vfl_dn_5: 0.3584 (0.3635) time: 0.4764 data: 0.0141 max mem: 5654 Epoch: [38] [3800/7393] eta: 0:29:18 lr: 0.000010 loss: 15.7634 (16.0332) loss_bbox: 0.1361 (0.1553) loss_bbox_aux_0: 0.1448 (0.1685) loss_bbox_aux_1: 0.1434 (0.1603) loss_bbox_aux_2: 0.1326 (0.1575) loss_bbox_aux_3: 0.1358 (0.1561) loss_bbox_aux_4: 0.1394 (0.1553) loss_bbox_aux_5: 0.1934 (0.2064) loss_bbox_dn_0: 0.2483 (0.2736) loss_bbox_dn_1: 0.1847 (0.2032) loss_bbox_dn_2: 0.1615 (0.1823) loss_bbox_dn_3: 0.1563 (0.1761) loss_bbox_dn_4: 0.1565 (0.1747) loss_bbox_dn_5: 0.1565 (0.1747) loss_giou: 0.4695 (0.4773) loss_giou_aux_0: 0.4825 (0.5021) loss_giou_aux_1: 0.4902 (0.4872) loss_giou_aux_2: 0.4744 (0.4815) loss_giou_aux_3: 0.4723 (0.4788) loss_giou_aux_4: 0.4657 (0.4775) loss_giou_aux_5: 0.5628 (0.5681) loss_giou_dn_0: 0.6007 (0.5867) loss_giou_dn_1: 0.4959 (0.4802) loss_giou_dn_2: 0.4623 (0.4505) loss_giou_dn_3: 0.4554 (0.4422) loss_giou_dn_4: 0.4538 (0.4402) loss_giou_dn_5: 0.4539 (0.4404) loss_vfl: 0.6924 (0.6815) loss_vfl_aux_0: 0.7946 (0.7881) loss_vfl_aux_1: 0.7468 (0.7387) loss_vfl_aux_2: 0.7432 (0.7088) loss_vfl_aux_3: 0.7117 (0.6921) loss_vfl_aux_4: 0.6932 (0.6849) loss_vfl_aux_5: 0.7718 (0.7685) loss_vfl_dn_0: 0.4522 (0.4551) loss_vfl_dn_1: 0.3883 (0.3900) loss_vfl_dn_2: 0.3747 (0.3743) loss_vfl_dn_3: 0.3680 (0.3668) loss_vfl_dn_4: 0.3653 (0.3642) loss_vfl_dn_5: 0.3647 (0.3635) time: 0.4861 data: 0.0141 max mem: 5654 Epoch: [38] [3900/7393] eta: 0:28:28 lr: 0.000010 loss: 16.0794 (16.0332) loss_bbox: 0.1420 (0.1553) loss_bbox_aux_0: 0.1551 (0.1685) loss_bbox_aux_1: 0.1465 (0.1603) loss_bbox_aux_2: 0.1412 (0.1575) loss_bbox_aux_3: 0.1433 (0.1561) loss_bbox_aux_4: 0.1409 (0.1553) loss_bbox_aux_5: 0.1911 (0.2064) loss_bbox_dn_0: 0.2585 (0.2738) loss_bbox_dn_1: 0.1928 (0.2033) loss_bbox_dn_2: 0.1751 (0.1825) loss_bbox_dn_3: 0.1694 (0.1762) loss_bbox_dn_4: 0.1687 (0.1748) loss_bbox_dn_5: 0.1688 (0.1748) loss_giou: 0.4945 (0.4770) loss_giou_aux_0: 0.5236 (0.5019) loss_giou_aux_1: 0.4908 (0.4870) loss_giou_aux_2: 0.4936 (0.4812) loss_giou_aux_3: 0.4963 (0.4785) loss_giou_aux_4: 0.4938 (0.4772) loss_giou_aux_5: 0.5785 (0.5678) loss_giou_dn_0: 0.5859 (0.5866) loss_giou_dn_1: 0.4836 (0.4801) loss_giou_dn_2: 0.4520 (0.4504) loss_giou_dn_3: 0.4448 (0.4421) loss_giou_dn_4: 0.4436 (0.4401) loss_giou_dn_5: 0.4436 (0.4403) loss_vfl: 0.7023 (0.6819) loss_vfl_aux_0: 0.8243 (0.7880) loss_vfl_aux_1: 0.7943 (0.7390) loss_vfl_aux_2: 0.7336 (0.7092) loss_vfl_aux_3: 0.7009 (0.6924) loss_vfl_aux_4: 0.6952 (0.6853) loss_vfl_aux_5: 0.7865 (0.7685) loss_vfl_dn_0: 0.4565 (0.4551) loss_vfl_dn_1: 0.3892 (0.3899) loss_vfl_dn_2: 0.3721 (0.3743) loss_vfl_dn_3: 0.3691 (0.3668) loss_vfl_dn_4: 0.3645 (0.3642) loss_vfl_dn_5: 0.3648 (0.3634) time: 0.4858 data: 0.0140 max mem: 5654 Epoch: [38] [4000/7393] eta: 0:27:38 lr: 0.000010 loss: 15.7859 (16.0340) loss_bbox: 0.1652 (0.1553) loss_bbox_aux_0: 0.1718 (0.1685) loss_bbox_aux_1: 0.1686 (0.1603) loss_bbox_aux_2: 0.1710 (0.1574) loss_bbox_aux_3: 0.1652 (0.1561) loss_bbox_aux_4: 0.1673 (0.1553) loss_bbox_aux_5: 0.2124 (0.2064) loss_bbox_dn_0: 0.3145 (0.2738) loss_bbox_dn_1: 0.2355 (0.2034) loss_bbox_dn_2: 0.2139 (0.1826) loss_bbox_dn_3: 0.2076 (0.1763) loss_bbox_dn_4: 0.2041 (0.1749) loss_bbox_dn_5: 0.2040 (0.1749) loss_giou: 0.4057 (0.4769) loss_giou_aux_0: 0.4467 (0.5018) loss_giou_aux_1: 0.4221 (0.4869) loss_giou_aux_2: 0.4306 (0.4811) loss_giou_aux_3: 0.4027 (0.4784) loss_giou_aux_4: 0.4116 (0.4770) loss_giou_aux_5: 0.5148 (0.5676) loss_giou_dn_0: 0.5541 (0.5866) loss_giou_dn_1: 0.4566 (0.4801) loss_giou_dn_2: 0.4200 (0.4504) loss_giou_dn_3: 0.4082 (0.4421) loss_giou_dn_4: 0.4068 (0.4401) loss_giou_dn_5: 0.4069 (0.4403) loss_vfl: 0.6733 (0.6820) loss_vfl_aux_0: 0.7656 (0.7881) loss_vfl_aux_1: 0.7307 (0.7391) loss_vfl_aux_2: 0.6981 (0.7094) loss_vfl_aux_3: 0.6891 (0.6927) loss_vfl_aux_4: 0.6852 (0.6855) loss_vfl_aux_5: 0.7634 (0.7687) loss_vfl_dn_0: 0.4537 (0.4551) loss_vfl_dn_1: 0.3844 (0.3900) loss_vfl_dn_2: 0.3720 (0.3743) loss_vfl_dn_3: 0.3621 (0.3668) loss_vfl_dn_4: 0.3587 (0.3643) loss_vfl_dn_5: 0.3592 (0.3635) time: 0.4798 data: 0.0140 max mem: 5654 Epoch: [38] [4100/7393] eta: 0:26:48 lr: 0.000010 loss: 16.3357 (16.0371) loss_bbox: 0.1507 (0.1553) loss_bbox_aux_0: 0.1615 (0.1685) loss_bbox_aux_1: 0.1511 (0.1603) loss_bbox_aux_2: 0.1555 (0.1575) loss_bbox_aux_3: 0.1543 (0.1561) loss_bbox_aux_4: 0.1504 (0.1553) loss_bbox_aux_5: 0.1859 (0.2063) loss_bbox_dn_0: 0.2771 (0.2738) loss_bbox_dn_1: 0.2087 (0.2034) loss_bbox_dn_2: 0.1869 (0.1826) loss_bbox_dn_3: 0.1803 (0.1763) loss_bbox_dn_4: 0.1815 (0.1749) loss_bbox_dn_5: 0.1814 (0.1749) loss_giou: 0.4983 (0.4771) loss_giou_aux_0: 0.5359 (0.5021) loss_giou_aux_1: 0.5168 (0.4871) loss_giou_aux_2: 0.5142 (0.4814) loss_giou_aux_3: 0.5023 (0.4786) loss_giou_aux_4: 0.4982 (0.4773) loss_giou_aux_5: 0.5592 (0.5678) loss_giou_dn_0: 0.6080 (0.5867) loss_giou_dn_1: 0.4963 (0.4803) loss_giou_dn_2: 0.4688 (0.4505) loss_giou_dn_3: 0.4567 (0.4422) loss_giou_dn_4: 0.4565 (0.4403) loss_giou_dn_5: 0.4565 (0.4404) loss_vfl: 0.6807 (0.6821) loss_vfl_aux_0: 0.7914 (0.7880) loss_vfl_aux_1: 0.7385 (0.7391) loss_vfl_aux_2: 0.7208 (0.7094) loss_vfl_aux_3: 0.6912 (0.6927) loss_vfl_aux_4: 0.6833 (0.6856) loss_vfl_aux_5: 0.7753 (0.7688) loss_vfl_dn_0: 0.4572 (0.4552) loss_vfl_dn_1: 0.3940 (0.3901) loss_vfl_dn_2: 0.3761 (0.3744) loss_vfl_dn_3: 0.3664 (0.3669) loss_vfl_dn_4: 0.3639 (0.3643) loss_vfl_dn_5: 0.3620 (0.3635) time: 0.4736 data: 0.0139 max mem: 5654 Epoch: [38] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 15.8499 (16.0406) loss_bbox: 0.1498 (0.1553) loss_bbox_aux_0: 0.1659 (0.1686) loss_bbox_aux_1: 0.1652 (0.1604) loss_bbox_aux_2: 0.1536 (0.1575) loss_bbox_aux_3: 0.1492 (0.1562) loss_bbox_aux_4: 0.1503 (0.1554) loss_bbox_aux_5: 0.2019 (0.2063) loss_bbox_dn_0: 0.2775 (0.2738) loss_bbox_dn_1: 0.2015 (0.2035) loss_bbox_dn_2: 0.1748 (0.1826) loss_bbox_dn_3: 0.1693 (0.1764) loss_bbox_dn_4: 0.1687 (0.1750) loss_bbox_dn_5: 0.1688 (0.1750) loss_giou: 0.4581 (0.4773) loss_giou_aux_0: 0.4678 (0.5023) loss_giou_aux_1: 0.4542 (0.4874) loss_giou_aux_2: 0.4518 (0.4816) loss_giou_aux_3: 0.4588 (0.4789) loss_giou_aux_4: 0.4584 (0.4775) loss_giou_aux_5: 0.5447 (0.5680) loss_giou_dn_0: 0.5616 (0.5869) loss_giou_dn_1: 0.4535 (0.4805) loss_giou_dn_2: 0.4235 (0.4508) loss_giou_dn_3: 0.4172 (0.4425) loss_giou_dn_4: 0.4132 (0.4405) loss_giou_dn_5: 0.4130 (0.4406) loss_vfl: 0.6753 (0.6821) loss_vfl_aux_0: 0.7969 (0.7880) loss_vfl_aux_1: 0.7369 (0.7390) loss_vfl_aux_2: 0.7079 (0.7095) loss_vfl_aux_3: 0.6925 (0.6927) loss_vfl_aux_4: 0.6845 (0.6856) loss_vfl_aux_5: 0.7860 (0.7690) loss_vfl_dn_0: 0.4577 (0.4551) loss_vfl_dn_1: 0.3884 (0.3900) loss_vfl_dn_2: 0.3687 (0.3743) loss_vfl_dn_3: 0.3674 (0.3668) loss_vfl_dn_4: 0.3682 (0.3643) loss_vfl_dn_5: 0.3694 (0.3635) time: 0.4731 data: 0.0140 max mem: 5654 Epoch: [38] [4300/7393] eta: 0:25:09 lr: 0.000010 loss: 15.7974 (16.0431) loss_bbox: 0.1526 (0.1553) loss_bbox_aux_0: 0.1718 (0.1686) loss_bbox_aux_1: 0.1619 (0.1603) loss_bbox_aux_2: 0.1521 (0.1574) loss_bbox_aux_3: 0.1521 (0.1561) loss_bbox_aux_4: 0.1492 (0.1554) loss_bbox_aux_5: 0.1981 (0.2063) loss_bbox_dn_0: 0.2651 (0.2738) loss_bbox_dn_1: 0.1998 (0.2034) loss_bbox_dn_2: 0.1745 (0.1826) loss_bbox_dn_3: 0.1714 (0.1764) loss_bbox_dn_4: 0.1727 (0.1750) loss_bbox_dn_5: 0.1729 (0.1750) loss_giou: 0.3944 (0.4774) loss_giou_aux_0: 0.4355 (0.5024) loss_giou_aux_1: 0.4035 (0.4875) loss_giou_aux_2: 0.4002 (0.4816) loss_giou_aux_3: 0.3960 (0.4789) loss_giou_aux_4: 0.3944 (0.4776) loss_giou_aux_5: 0.5287 (0.5680) loss_giou_dn_0: 0.5411 (0.5870) loss_giou_dn_1: 0.4374 (0.4806) loss_giou_dn_2: 0.3969 (0.4509) loss_giou_dn_3: 0.3880 (0.4426) loss_giou_dn_4: 0.3873 (0.4406) loss_giou_dn_5: 0.3873 (0.4407) loss_vfl: 0.6723 (0.6824) loss_vfl_aux_0: 0.7823 (0.7883) loss_vfl_aux_1: 0.7210 (0.7392) loss_vfl_aux_2: 0.6908 (0.7097) loss_vfl_aux_3: 0.6742 (0.6929) loss_vfl_aux_4: 0.6762 (0.6858) loss_vfl_aux_5: 0.7570 (0.7691) loss_vfl_dn_0: 0.4506 (0.4551) loss_vfl_dn_1: 0.3859 (0.3900) loss_vfl_dn_2: 0.3715 (0.3743) loss_vfl_dn_3: 0.3625 (0.3668) loss_vfl_dn_4: 0.3625 (0.3643) loss_vfl_dn_5: 0.3616 (0.3635) time: 0.4791 data: 0.0145 max mem: 5654 Epoch: [38] [4400/7393] eta: 0:24:19 lr: 0.000010 loss: 16.1857 (16.0461) loss_bbox: 0.1362 (0.1553) loss_bbox_aux_0: 0.1671 (0.1685) loss_bbox_aux_1: 0.1459 (0.1603) loss_bbox_aux_2: 0.1458 (0.1574) loss_bbox_aux_3: 0.1398 (0.1561) loss_bbox_aux_4: 0.1369 (0.1553) loss_bbox_aux_5: 0.1909 (0.2062) loss_bbox_dn_0: 0.2539 (0.2735) loss_bbox_dn_1: 0.1884 (0.2032) loss_bbox_dn_2: 0.1669 (0.1824) loss_bbox_dn_3: 0.1617 (0.1762) loss_bbox_dn_4: 0.1617 (0.1748) loss_bbox_dn_5: 0.1617 (0.1748) loss_giou: 0.5019 (0.4780) loss_giou_aux_0: 0.5195 (0.5030) loss_giou_aux_1: 0.5047 (0.4881) loss_giou_aux_2: 0.5143 (0.4823) loss_giou_aux_3: 0.5040 (0.4795) loss_giou_aux_4: 0.5016 (0.4782) loss_giou_aux_5: 0.5880 (0.5686) loss_giou_dn_0: 0.6057 (0.5874) loss_giou_dn_1: 0.4983 (0.4810) loss_giou_dn_2: 0.4677 (0.4513) loss_giou_dn_3: 0.4556 (0.4430) loss_giou_dn_4: 0.4552 (0.4410) loss_giou_dn_5: 0.4552 (0.4412) loss_vfl: 0.6763 (0.6821) loss_vfl_aux_0: 0.7839 (0.7879) loss_vfl_aux_1: 0.7320 (0.7388) loss_vfl_aux_2: 0.7081 (0.7094) loss_vfl_aux_3: 0.6965 (0.6928) loss_vfl_aux_4: 0.6827 (0.6856) loss_vfl_aux_5: 0.7711 (0.7687) loss_vfl_dn_0: 0.4449 (0.4551) loss_vfl_dn_1: 0.3908 (0.3901) loss_vfl_dn_2: 0.3736 (0.3743) loss_vfl_dn_3: 0.3657 (0.3669) loss_vfl_dn_4: 0.3615 (0.3643) loss_vfl_dn_5: 0.3631 (0.3636) time: 0.4770 data: 0.0142 max mem: 5654 Epoch: [38] [4500/7393] eta: 0:23:30 lr: 0.000010 loss: 15.5335 (16.0385) loss_bbox: 0.1493 (0.1553) loss_bbox_aux_0: 0.1653 (0.1685) loss_bbox_aux_1: 0.1532 (0.1604) loss_bbox_aux_2: 0.1499 (0.1574) loss_bbox_aux_3: 0.1486 (0.1561) loss_bbox_aux_4: 0.1498 (0.1554) loss_bbox_aux_5: 0.2063 (0.2062) loss_bbox_dn_0: 0.2833 (0.2736) loss_bbox_dn_1: 0.2016 (0.2033) loss_bbox_dn_2: 0.1815 (0.1825) loss_bbox_dn_3: 0.1772 (0.1762) loss_bbox_dn_4: 0.1767 (0.1748) loss_bbox_dn_5: 0.1766 (0.1748) loss_giou: 0.4439 (0.4774) loss_giou_aux_0: 0.4554 (0.5023) loss_giou_aux_1: 0.4396 (0.4875) loss_giou_aux_2: 0.4423 (0.4816) loss_giou_aux_3: 0.4459 (0.4789) loss_giou_aux_4: 0.4436 (0.4776) loss_giou_aux_5: 0.5084 (0.5679) loss_giou_dn_0: 0.5422 (0.5870) loss_giou_dn_1: 0.4450 (0.4806) loss_giou_dn_2: 0.4220 (0.4508) loss_giou_dn_3: 0.4156 (0.4425) loss_giou_dn_4: 0.4152 (0.4406) loss_giou_dn_5: 0.4153 (0.4407) loss_vfl: 0.6664 (0.6820) loss_vfl_aux_0: 0.7844 (0.7878) loss_vfl_aux_1: 0.7180 (0.7386) loss_vfl_aux_2: 0.6926 (0.7093) loss_vfl_aux_3: 0.6669 (0.6927) loss_vfl_aux_4: 0.6619 (0.6854) loss_vfl_aux_5: 0.7695 (0.7688) loss_vfl_dn_0: 0.4557 (0.4551) loss_vfl_dn_1: 0.3808 (0.3900) loss_vfl_dn_2: 0.3677 (0.3742) loss_vfl_dn_3: 0.3581 (0.3668) loss_vfl_dn_4: 0.3563 (0.3642) loss_vfl_dn_5: 0.3554 (0.3634) time: 0.4712 data: 0.0138 max mem: 5654 Epoch: [38] [4600/7393] eta: 0:22:41 lr: 0.000010 loss: 15.9192 (16.0387) loss_bbox: 0.1526 (0.1553) loss_bbox_aux_0: 0.1692 (0.1685) loss_bbox_aux_1: 0.1545 (0.1603) loss_bbox_aux_2: 0.1484 (0.1574) loss_bbox_aux_3: 0.1521 (0.1561) loss_bbox_aux_4: 0.1526 (0.1554) loss_bbox_aux_5: 0.1967 (0.2063) loss_bbox_dn_0: 0.2635 (0.2736) loss_bbox_dn_1: 0.1971 (0.2033) loss_bbox_dn_2: 0.1693 (0.1825) loss_bbox_dn_3: 0.1639 (0.1762) loss_bbox_dn_4: 0.1625 (0.1748) loss_bbox_dn_5: 0.1625 (0.1748) loss_giou: 0.5253 (0.4776) loss_giou_aux_0: 0.5454 (0.5025) loss_giou_aux_1: 0.5346 (0.4877) loss_giou_aux_2: 0.5218 (0.4819) loss_giou_aux_3: 0.5258 (0.4790) loss_giou_aux_4: 0.5237 (0.4778) loss_giou_aux_5: 0.5984 (0.5681) loss_giou_dn_0: 0.5984 (0.5870) loss_giou_dn_1: 0.4839 (0.4806) loss_giou_dn_2: 0.4531 (0.4508) loss_giou_dn_3: 0.4434 (0.4426) loss_giou_dn_4: 0.4417 (0.4406) loss_giou_dn_5: 0.4413 (0.4407) loss_vfl: 0.6238 (0.6818) loss_vfl_aux_0: 0.7274 (0.7877) loss_vfl_aux_1: 0.6809 (0.7386) loss_vfl_aux_2: 0.6532 (0.7091) loss_vfl_aux_3: 0.6237 (0.6926) loss_vfl_aux_4: 0.6357 (0.6852) loss_vfl_aux_5: 0.7031 (0.7687) loss_vfl_dn_0: 0.4504 (0.4551) loss_vfl_dn_1: 0.3880 (0.3900) loss_vfl_dn_2: 0.3687 (0.3742) loss_vfl_dn_3: 0.3638 (0.3667) loss_vfl_dn_4: 0.3593 (0.3642) loss_vfl_dn_5: 0.3587 (0.3634) time: 0.4832 data: 0.0137 max mem: 5654 Epoch: [38] [4700/7393] eta: 0:21:51 lr: 0.000010 loss: 15.5167 (16.0363) loss_bbox: 0.1418 (0.1553) loss_bbox_aux_0: 0.1497 (0.1685) loss_bbox_aux_1: 0.1467 (0.1603) loss_bbox_aux_2: 0.1430 (0.1573) loss_bbox_aux_3: 0.1400 (0.1560) loss_bbox_aux_4: 0.1429 (0.1553) loss_bbox_aux_5: 0.2046 (0.2062) loss_bbox_dn_0: 0.2624 (0.2735) loss_bbox_dn_1: 0.1946 (0.2031) loss_bbox_dn_2: 0.1727 (0.1823) loss_bbox_dn_3: 0.1674 (0.1761) loss_bbox_dn_4: 0.1664 (0.1747) loss_bbox_dn_5: 0.1665 (0.1747) loss_giou: 0.4904 (0.4778) loss_giou_aux_0: 0.5015 (0.5027) loss_giou_aux_1: 0.4833 (0.4879) loss_giou_aux_2: 0.4883 (0.4821) loss_giou_aux_3: 0.4941 (0.4792) loss_giou_aux_4: 0.4905 (0.4780) loss_giou_aux_5: 0.5616 (0.5683) loss_giou_dn_0: 0.5777 (0.5871) loss_giou_dn_1: 0.4636 (0.4807) loss_giou_dn_2: 0.4334 (0.4509) loss_giou_dn_3: 0.4251 (0.4426) loss_giou_dn_4: 0.4210 (0.4406) loss_giou_dn_5: 0.4213 (0.4408) loss_vfl: 0.6701 (0.6814) loss_vfl_aux_0: 0.7743 (0.7873) loss_vfl_aux_1: 0.7131 (0.7382) loss_vfl_aux_2: 0.6939 (0.7088) loss_vfl_aux_3: 0.6813 (0.6922) loss_vfl_aux_4: 0.6653 (0.6848) loss_vfl_aux_5: 0.7460 (0.7683) loss_vfl_dn_0: 0.4571 (0.4551) loss_vfl_dn_1: 0.3915 (0.3899) loss_vfl_dn_2: 0.3743 (0.3742) loss_vfl_dn_3: 0.3635 (0.3667) loss_vfl_dn_4: 0.3630 (0.3641) loss_vfl_dn_5: 0.3619 (0.3634) time: 0.4693 data: 0.0139 max mem: 5654 Epoch: [38] [4800/7393] eta: 0:21:02 lr: 0.000010 loss: 15.5503 (16.0378) loss_bbox: 0.1510 (0.1553) loss_bbox_aux_0: 0.1636 (0.1686) loss_bbox_aux_1: 0.1590 (0.1603) loss_bbox_aux_2: 0.1580 (0.1574) loss_bbox_aux_3: 0.1479 (0.1560) loss_bbox_aux_4: 0.1510 (0.1554) loss_bbox_aux_5: 0.1892 (0.2062) loss_bbox_dn_0: 0.2725 (0.2735) loss_bbox_dn_1: 0.1930 (0.2032) loss_bbox_dn_2: 0.1734 (0.1824) loss_bbox_dn_3: 0.1668 (0.1761) loss_bbox_dn_4: 0.1647 (0.1747) loss_bbox_dn_5: 0.1648 (0.1747) loss_giou: 0.4012 (0.4780) loss_giou_aux_0: 0.4449 (0.5029) loss_giou_aux_1: 0.4346 (0.4881) loss_giou_aux_2: 0.4302 (0.4823) loss_giou_aux_3: 0.4185 (0.4794) loss_giou_aux_4: 0.4059 (0.4781) loss_giou_aux_5: 0.5082 (0.5684) loss_giou_dn_0: 0.5447 (0.5871) loss_giou_dn_1: 0.4331 (0.4807) loss_giou_dn_2: 0.4021 (0.4509) loss_giou_dn_3: 0.3923 (0.4426) loss_giou_dn_4: 0.3909 (0.4406) loss_giou_dn_5: 0.3910 (0.4408) loss_vfl: 0.6590 (0.6813) loss_vfl_aux_0: 0.7799 (0.7872) loss_vfl_aux_1: 0.7191 (0.7381) loss_vfl_aux_2: 0.6789 (0.7086) loss_vfl_aux_3: 0.6668 (0.6922) loss_vfl_aux_4: 0.6631 (0.6847) loss_vfl_aux_5: 0.7642 (0.7683) loss_vfl_dn_0: 0.4546 (0.4551) loss_vfl_dn_1: 0.3923 (0.3900) loss_vfl_dn_2: 0.3734 (0.3742) loss_vfl_dn_3: 0.3663 (0.3667) loss_vfl_dn_4: 0.3630 (0.3641) loss_vfl_dn_5: 0.3642 (0.3634) time: 0.4823 data: 0.0147 max mem: 5654 Epoch: [38] [4900/7393] eta: 0:20:13 lr: 0.000010 loss: 15.4096 (16.0403) loss_bbox: 0.1469 (0.1553) loss_bbox_aux_0: 0.1548 (0.1686) loss_bbox_aux_1: 0.1548 (0.1603) loss_bbox_aux_2: 0.1534 (0.1574) loss_bbox_aux_3: 0.1474 (0.1560) loss_bbox_aux_4: 0.1447 (0.1553) loss_bbox_aux_5: 0.1955 (0.2062) loss_bbox_dn_0: 0.3055 (0.2736) loss_bbox_dn_1: 0.2092 (0.2032) loss_bbox_dn_2: 0.1807 (0.1824) loss_bbox_dn_3: 0.1777 (0.1762) loss_bbox_dn_4: 0.1769 (0.1748) loss_bbox_dn_5: 0.1769 (0.1748) loss_giou: 0.4328 (0.4781) loss_giou_aux_0: 0.4513 (0.5031) loss_giou_aux_1: 0.4365 (0.4882) loss_giou_aux_2: 0.4297 (0.4824) loss_giou_aux_3: 0.4372 (0.4796) loss_giou_aux_4: 0.4330 (0.4783) loss_giou_aux_5: 0.5040 (0.5686) loss_giou_dn_0: 0.5645 (0.5872) loss_giou_dn_1: 0.4503 (0.4808) loss_giou_dn_2: 0.4177 (0.4511) loss_giou_dn_3: 0.4113 (0.4428) loss_giou_dn_4: 0.4095 (0.4408) loss_giou_dn_5: 0.4095 (0.4410) loss_vfl: 0.6617 (0.6813) loss_vfl_aux_0: 0.8053 (0.7873) loss_vfl_aux_1: 0.7458 (0.7382) loss_vfl_aux_2: 0.7018 (0.7086) loss_vfl_aux_3: 0.6692 (0.6921) loss_vfl_aux_4: 0.6697 (0.6847) loss_vfl_aux_5: 0.7746 (0.7683) loss_vfl_dn_0: 0.4598 (0.4551) loss_vfl_dn_1: 0.3863 (0.3900) loss_vfl_dn_2: 0.3718 (0.3742) loss_vfl_dn_3: 0.3615 (0.3667) loss_vfl_dn_4: 0.3596 (0.3642) loss_vfl_dn_5: 0.3593 (0.3634) time: 0.4853 data: 0.0143 max mem: 5654 Epoch: [38] [5000/7393] eta: 0:19:24 lr: 0.000010 loss: 16.7081 (16.0439) loss_bbox: 0.1483 (0.1553) loss_bbox_aux_0: 0.1631 (0.1685) loss_bbox_aux_1: 0.1499 (0.1603) loss_bbox_aux_2: 0.1542 (0.1574) loss_bbox_aux_3: 0.1503 (0.1560) loss_bbox_aux_4: 0.1492 (0.1553) loss_bbox_aux_5: 0.1944 (0.2063) loss_bbox_dn_0: 0.2461 (0.2736) loss_bbox_dn_1: 0.1911 (0.2033) loss_bbox_dn_2: 0.1689 (0.1824) loss_bbox_dn_3: 0.1642 (0.1762) loss_bbox_dn_4: 0.1602 (0.1748) loss_bbox_dn_5: 0.1606 (0.1748) loss_giou: 0.4897 (0.4781) loss_giou_aux_0: 0.5124 (0.5030) loss_giou_aux_1: 0.4992 (0.4881) loss_giou_aux_2: 0.4945 (0.4824) loss_giou_aux_3: 0.4892 (0.4795) loss_giou_aux_4: 0.4837 (0.4782) loss_giou_aux_5: 0.5861 (0.5686) loss_giou_dn_0: 0.6158 (0.5873) loss_giou_dn_1: 0.5051 (0.4809) loss_giou_dn_2: 0.4732 (0.4511) loss_giou_dn_3: 0.4639 (0.4428) loss_giou_dn_4: 0.4615 (0.4409) loss_giou_dn_5: 0.4616 (0.4410) loss_vfl: 0.6912 (0.6817) loss_vfl_aux_0: 0.7854 (0.7877) loss_vfl_aux_1: 0.7633 (0.7388) loss_vfl_aux_2: 0.7161 (0.7091) loss_vfl_aux_3: 0.7132 (0.6926) loss_vfl_aux_4: 0.6966 (0.6852) loss_vfl_aux_5: 0.7804 (0.7686) loss_vfl_dn_0: 0.4632 (0.4553) loss_vfl_dn_1: 0.4012 (0.3901) loss_vfl_dn_2: 0.3832 (0.3743) loss_vfl_dn_3: 0.3753 (0.3668) loss_vfl_dn_4: 0.3744 (0.3643) loss_vfl_dn_5: 0.3745 (0.3635) time: 0.4791 data: 0.0138 max mem: 5654 Epoch: [38] [5100/7393] eta: 0:18:37 lr: 0.000010 loss: 15.5092 (16.0404) loss_bbox: 0.1557 (0.1552) loss_bbox_aux_0: 0.1574 (0.1685) loss_bbox_aux_1: 0.1575 (0.1603) loss_bbox_aux_2: 0.1560 (0.1573) loss_bbox_aux_3: 0.1492 (0.1559) loss_bbox_aux_4: 0.1473 (0.1553) loss_bbox_aux_5: 0.2059 (0.2063) loss_bbox_dn_0: 0.2430 (0.2736) loss_bbox_dn_1: 0.1717 (0.2032) loss_bbox_dn_2: 0.1555 (0.1824) loss_bbox_dn_3: 0.1515 (0.1762) loss_bbox_dn_4: 0.1496 (0.1748) loss_bbox_dn_5: 0.1496 (0.1748) loss_giou: 0.4848 (0.4779) loss_giou_aux_0: 0.4951 (0.5028) loss_giou_aux_1: 0.4815 (0.4879) loss_giou_aux_2: 0.4925 (0.4822) loss_giou_aux_3: 0.4905 (0.4793) loss_giou_aux_4: 0.4829 (0.4780) loss_giou_aux_5: 0.5407 (0.5685) loss_giou_dn_0: 0.5745 (0.5872) loss_giou_dn_1: 0.4663 (0.4808) loss_giou_dn_2: 0.4311 (0.4510) loss_giou_dn_3: 0.4243 (0.4427) loss_giou_dn_4: 0.4228 (0.4407) loss_giou_dn_5: 0.4229 (0.4409) loss_vfl: 0.6366 (0.6817) loss_vfl_aux_0: 0.7455 (0.7876) loss_vfl_aux_1: 0.6825 (0.7386) loss_vfl_aux_2: 0.6607 (0.7089) loss_vfl_aux_3: 0.6526 (0.6925) loss_vfl_aux_4: 0.6353 (0.6851) loss_vfl_aux_5: 0.7235 (0.7683) loss_vfl_dn_0: 0.4483 (0.4552) loss_vfl_dn_1: 0.3853 (0.3900) loss_vfl_dn_2: 0.3716 (0.3742) loss_vfl_dn_3: 0.3649 (0.3668) loss_vfl_dn_4: 0.3627 (0.3642) loss_vfl_dn_5: 0.3614 (0.3635) time: 0.7362 data: 0.0138 max mem: 5654 Epoch: [38] [5200/7393] eta: 0:17:48 lr: 0.000010 loss: 15.6729 (16.0401) loss_bbox: 0.1531 (0.1552) loss_bbox_aux_0: 0.1650 (0.1684) loss_bbox_aux_1: 0.1528 (0.1602) loss_bbox_aux_2: 0.1564 (0.1574) loss_bbox_aux_3: 0.1551 (0.1559) loss_bbox_aux_4: 0.1528 (0.1552) loss_bbox_aux_5: 0.1998 (0.2063) loss_bbox_dn_0: 0.2864 (0.2736) loss_bbox_dn_1: 0.2119 (0.2033) loss_bbox_dn_2: 0.1858 (0.1824) loss_bbox_dn_3: 0.1778 (0.1762) loss_bbox_dn_4: 0.1752 (0.1748) loss_bbox_dn_5: 0.1752 (0.1748) loss_giou: 0.4420 (0.4778) loss_giou_aux_0: 0.4634 (0.5027) loss_giou_aux_1: 0.4572 (0.4879) loss_giou_aux_2: 0.4453 (0.4821) loss_giou_aux_3: 0.4415 (0.4792) loss_giou_aux_4: 0.4405 (0.4779) loss_giou_aux_5: 0.5350 (0.5684) loss_giou_dn_0: 0.5700 (0.5871) loss_giou_dn_1: 0.4596 (0.4807) loss_giou_dn_2: 0.4386 (0.4509) loss_giou_dn_3: 0.4315 (0.4426) loss_giou_dn_4: 0.4293 (0.4406) loss_giou_dn_5: 0.4300 (0.4408) loss_vfl: 0.6975 (0.6817) loss_vfl_aux_0: 0.8108 (0.7878) loss_vfl_aux_1: 0.7453 (0.7387) loss_vfl_aux_2: 0.7171 (0.7090) loss_vfl_aux_3: 0.7185 (0.6926) loss_vfl_aux_4: 0.7093 (0.6852) loss_vfl_aux_5: 0.7750 (0.7684) loss_vfl_dn_0: 0.4593 (0.4553) loss_vfl_dn_1: 0.3905 (0.3900) loss_vfl_dn_2: 0.3743 (0.3742) loss_vfl_dn_3: 0.3661 (0.3668) loss_vfl_dn_4: 0.3663 (0.3642) loss_vfl_dn_5: 0.3655 (0.3634) time: 0.4848 data: 0.0136 max mem: 5654 Epoch: [38] [5300/7393] eta: 0:16:59 lr: 0.000010 loss: 15.7334 (16.0396) loss_bbox: 0.1501 (0.1551) loss_bbox_aux_0: 0.1694 (0.1684) loss_bbox_aux_1: 0.1564 (0.1602) loss_bbox_aux_2: 0.1530 (0.1573) loss_bbox_aux_3: 0.1561 (0.1558) loss_bbox_aux_4: 0.1450 (0.1552) loss_bbox_aux_5: 0.2070 (0.2063) loss_bbox_dn_0: 0.2574 (0.2736) loss_bbox_dn_1: 0.1955 (0.2032) loss_bbox_dn_2: 0.1799 (0.1824) loss_bbox_dn_3: 0.1773 (0.1762) loss_bbox_dn_4: 0.1755 (0.1748) loss_bbox_dn_5: 0.1755 (0.1748) loss_giou: 0.4358 (0.4776) loss_giou_aux_0: 0.4433 (0.5025) loss_giou_aux_1: 0.4370 (0.4876) loss_giou_aux_2: 0.4330 (0.4819) loss_giou_aux_3: 0.4243 (0.4790) loss_giou_aux_4: 0.4257 (0.4777) loss_giou_aux_5: 0.5111 (0.5683) loss_giou_dn_0: 0.5586 (0.5871) loss_giou_dn_1: 0.4642 (0.4807) loss_giou_dn_2: 0.4351 (0.4509) loss_giou_dn_3: 0.4287 (0.4426) loss_giou_dn_4: 0.4292 (0.4406) loss_giou_dn_5: 0.4297 (0.4408) loss_vfl: 0.6815 (0.6819) loss_vfl_aux_0: 0.8110 (0.7881) loss_vfl_aux_1: 0.7302 (0.7390) loss_vfl_aux_2: 0.7066 (0.7092) loss_vfl_aux_3: 0.6865 (0.6928) loss_vfl_aux_4: 0.6868 (0.6854) loss_vfl_aux_5: 0.7679 (0.7686) loss_vfl_dn_0: 0.4552 (0.4553) loss_vfl_dn_1: 0.3888 (0.3901) loss_vfl_dn_2: 0.3753 (0.3743) loss_vfl_dn_3: 0.3690 (0.3668) loss_vfl_dn_4: 0.3689 (0.3642) loss_vfl_dn_5: 0.3673 (0.3635) time: 0.4817 data: 0.0136 max mem: 5654 Epoch: [38] [5400/7393] eta: 0:16:10 lr: 0.000010 loss: 16.0606 (16.0418) loss_bbox: 0.1598 (0.1552) loss_bbox_aux_0: 0.1675 (0.1684) loss_bbox_aux_1: 0.1598 (0.1602) loss_bbox_aux_2: 0.1586 (0.1573) loss_bbox_aux_3: 0.1612 (0.1559) loss_bbox_aux_4: 0.1597 (0.1552) loss_bbox_aux_5: 0.2024 (0.2063) loss_bbox_dn_0: 0.3090 (0.2737) loss_bbox_dn_1: 0.2267 (0.2033) loss_bbox_dn_2: 0.2085 (0.1825) loss_bbox_dn_3: 0.1968 (0.1762) loss_bbox_dn_4: 0.1935 (0.1748) loss_bbox_dn_5: 0.1936 (0.1748) loss_giou: 0.4399 (0.4776) loss_giou_aux_0: 0.4630 (0.5024) loss_giou_aux_1: 0.4483 (0.4876) loss_giou_aux_2: 0.4341 (0.4819) loss_giou_aux_3: 0.4263 (0.4790) loss_giou_aux_4: 0.4269 (0.4777) loss_giou_aux_5: 0.5444 (0.5682) loss_giou_dn_0: 0.6016 (0.5872) loss_giou_dn_1: 0.4752 (0.4807) loss_giou_dn_2: 0.4352 (0.4509) loss_giou_dn_3: 0.4279 (0.4427) loss_giou_dn_4: 0.4258 (0.4407) loss_giou_dn_5: 0.4258 (0.4409) loss_vfl: 0.6687 (0.6821) loss_vfl_aux_0: 0.7758 (0.7881) loss_vfl_aux_1: 0.7413 (0.7392) loss_vfl_aux_2: 0.7010 (0.7093) loss_vfl_aux_3: 0.6936 (0.6930) loss_vfl_aux_4: 0.6753 (0.6856) loss_vfl_aux_5: 0.7753 (0.7688) loss_vfl_dn_0: 0.4509 (0.4553) loss_vfl_dn_1: 0.3861 (0.3901) loss_vfl_dn_2: 0.3678 (0.3743) loss_vfl_dn_3: 0.3612 (0.3668) loss_vfl_dn_4: 0.3579 (0.3643) loss_vfl_dn_5: 0.3561 (0.3635) time: 0.4828 data: 0.0140 max mem: 5654 Epoch: [38] [5500/7393] eta: 0:15:21 lr: 0.000010 loss: 15.5130 (16.0441) loss_bbox: 0.1517 (0.1553) loss_bbox_aux_0: 0.1598 (0.1685) loss_bbox_aux_1: 0.1469 (0.1602) loss_bbox_aux_2: 0.1445 (0.1574) loss_bbox_aux_3: 0.1448 (0.1559) loss_bbox_aux_4: 0.1516 (0.1553) loss_bbox_aux_5: 0.2015 (0.2064) loss_bbox_dn_0: 0.2663 (0.2738) loss_bbox_dn_1: 0.1991 (0.2034) loss_bbox_dn_2: 0.1787 (0.1825) loss_bbox_dn_3: 0.1732 (0.1763) loss_bbox_dn_4: 0.1719 (0.1749) loss_bbox_dn_5: 0.1720 (0.1749) loss_giou: 0.4023 (0.4776) loss_giou_aux_0: 0.4302 (0.5025) loss_giou_aux_1: 0.4108 (0.4876) loss_giou_aux_2: 0.4132 (0.4819) loss_giou_aux_3: 0.4034 (0.4790) loss_giou_aux_4: 0.4024 (0.4777) loss_giou_aux_5: 0.5092 (0.5683) loss_giou_dn_0: 0.5249 (0.5872) loss_giou_dn_1: 0.4173 (0.4807) loss_giou_dn_2: 0.3931 (0.4509) loss_giou_dn_3: 0.3813 (0.4426) loss_giou_dn_4: 0.3789 (0.4406) loss_giou_dn_5: 0.3798 (0.4408) loss_vfl: 0.6918 (0.6823) loss_vfl_aux_0: 0.7938 (0.7883) loss_vfl_aux_1: 0.7639 (0.7395) loss_vfl_aux_2: 0.7065 (0.7096) loss_vfl_aux_3: 0.7040 (0.6932) loss_vfl_aux_4: 0.6766 (0.6859) loss_vfl_aux_5: 0.7485 (0.7687) loss_vfl_dn_0: 0.4552 (0.4554) loss_vfl_dn_1: 0.3862 (0.3901) loss_vfl_dn_2: 0.3672 (0.3743) loss_vfl_dn_3: 0.3575 (0.3669) loss_vfl_dn_4: 0.3537 (0.3643) loss_vfl_dn_5: 0.3553 (0.3635) time: 0.4709 data: 0.0139 max mem: 5654 Epoch: [38] [5600/7393] eta: 0:14:32 lr: 0.000010 loss: 16.4482 (16.0444) loss_bbox: 0.1451 (0.1553) loss_bbox_aux_0: 0.1586 (0.1685) loss_bbox_aux_1: 0.1533 (0.1602) loss_bbox_aux_2: 0.1484 (0.1573) loss_bbox_aux_3: 0.1451 (0.1559) loss_bbox_aux_4: 0.1470 (0.1553) loss_bbox_aux_5: 0.2022 (0.2064) loss_bbox_dn_0: 0.2586 (0.2738) loss_bbox_dn_1: 0.2002 (0.2034) loss_bbox_dn_2: 0.1780 (0.1825) loss_bbox_dn_3: 0.1722 (0.1763) loss_bbox_dn_4: 0.1726 (0.1749) loss_bbox_dn_5: 0.1729 (0.1749) loss_giou: 0.4740 (0.4776) loss_giou_aux_0: 0.4956 (0.5025) loss_giou_aux_1: 0.4819 (0.4876) loss_giou_aux_2: 0.4731 (0.4819) loss_giou_aux_3: 0.4721 (0.4790) loss_giou_aux_4: 0.4739 (0.4777) loss_giou_aux_5: 0.5749 (0.5683) loss_giou_dn_0: 0.5853 (0.5873) loss_giou_dn_1: 0.4730 (0.4808) loss_giou_dn_2: 0.4410 (0.4510) loss_giou_dn_3: 0.4371 (0.4427) loss_giou_dn_4: 0.4360 (0.4407) loss_giou_dn_5: 0.4363 (0.4409) loss_vfl: 0.6789 (0.6823) loss_vfl_aux_0: 0.7606 (0.7883) loss_vfl_aux_1: 0.7271 (0.7395) loss_vfl_aux_2: 0.7013 (0.7096) loss_vfl_aux_3: 0.6861 (0.6932) loss_vfl_aux_4: 0.6774 (0.6858) loss_vfl_aux_5: 0.7617 (0.7686) loss_vfl_dn_0: 0.4541 (0.4553) loss_vfl_dn_1: 0.3993 (0.3901) loss_vfl_dn_2: 0.3856 (0.3743) loss_vfl_dn_3: 0.3750 (0.3669) loss_vfl_dn_4: 0.3750 (0.3643) loss_vfl_dn_5: 0.3735 (0.3635) time: 0.4790 data: 0.0141 max mem: 5654 Epoch: [38] [5700/7393] eta: 0:13:45 lr: 0.000010 loss: 16.1981 (16.0482) loss_bbox: 0.1420 (0.1553) loss_bbox_aux_0: 0.1565 (0.1686) loss_bbox_aux_1: 0.1520 (0.1603) loss_bbox_aux_2: 0.1485 (0.1574) loss_bbox_aux_3: 0.1455 (0.1560) loss_bbox_aux_4: 0.1423 (0.1553) loss_bbox_aux_5: 0.2055 (0.2066) loss_bbox_dn_0: 0.2653 (0.2742) loss_bbox_dn_1: 0.1925 (0.2037) loss_bbox_dn_2: 0.1781 (0.1828) loss_bbox_dn_3: 0.1723 (0.1766) loss_bbox_dn_4: 0.1699 (0.1752) loss_bbox_dn_5: 0.1699 (0.1752) loss_giou: 0.4402 (0.4774) loss_giou_aux_0: 0.4864 (0.5022) loss_giou_aux_1: 0.4828 (0.4874) loss_giou_aux_2: 0.4732 (0.4817) loss_giou_aux_3: 0.4570 (0.4788) loss_giou_aux_4: 0.4372 (0.4775) loss_giou_aux_5: 0.5441 (0.5681) loss_giou_dn_0: 0.5741 (0.5873) loss_giou_dn_1: 0.4783 (0.4808) loss_giou_dn_2: 0.4541 (0.4509) loss_giou_dn_3: 0.4454 (0.4427) loss_giou_dn_4: 0.4414 (0.4407) loss_giou_dn_5: 0.4415 (0.4408) loss_vfl: 0.7159 (0.6827) loss_vfl_aux_0: 0.8149 (0.7888) loss_vfl_aux_1: 0.7297 (0.7399) loss_vfl_aux_2: 0.7356 (0.7100) loss_vfl_aux_3: 0.7097 (0.6935) loss_vfl_aux_4: 0.7166 (0.6862) loss_vfl_aux_5: 0.7951 (0.7692) loss_vfl_dn_0: 0.4552 (0.4554) loss_vfl_dn_1: 0.3905 (0.3901) loss_vfl_dn_2: 0.3793 (0.3744) loss_vfl_dn_3: 0.3733 (0.3669) loss_vfl_dn_4: 0.3714 (0.3643) loss_vfl_dn_5: 0.3708 (0.3636) time: 0.4829 data: 0.0151 max mem: 5654 Epoch: [38] [5800/7393] eta: 0:12:56 lr: 0.000010 loss: 16.0559 (16.0504) loss_bbox: 0.1467 (0.1554) loss_bbox_aux_0: 0.1537 (0.1686) loss_bbox_aux_1: 0.1501 (0.1603) loss_bbox_aux_2: 0.1494 (0.1574) loss_bbox_aux_3: 0.1470 (0.1560) loss_bbox_aux_4: 0.1459 (0.1554) loss_bbox_aux_5: 0.1920 (0.2066) loss_bbox_dn_0: 0.2617 (0.2742) loss_bbox_dn_1: 0.1915 (0.2037) loss_bbox_dn_2: 0.1767 (0.1829) loss_bbox_dn_3: 0.1728 (0.1766) loss_bbox_dn_4: 0.1738 (0.1752) loss_bbox_dn_5: 0.1739 (0.1752) loss_giou: 0.4253 (0.4774) loss_giou_aux_0: 0.4473 (0.5022) loss_giou_aux_1: 0.4307 (0.4874) loss_giou_aux_2: 0.4326 (0.4817) loss_giou_aux_3: 0.4234 (0.4788) loss_giou_aux_4: 0.4269 (0.4775) loss_giou_aux_5: 0.4979 (0.5680) loss_giou_dn_0: 0.5667 (0.5873) loss_giou_dn_1: 0.4642 (0.4808) loss_giou_dn_2: 0.4336 (0.4510) loss_giou_dn_3: 0.4268 (0.4427) loss_giou_dn_4: 0.4232 (0.4407) loss_giou_dn_5: 0.4232 (0.4409) loss_vfl: 0.6829 (0.6828) loss_vfl_aux_0: 0.8356 (0.7892) loss_vfl_aux_1: 0.7832 (0.7402) loss_vfl_aux_2: 0.7200 (0.7102) loss_vfl_aux_3: 0.7013 (0.6937) loss_vfl_aux_4: 0.6933 (0.6863) loss_vfl_aux_5: 0.7953 (0.7695) loss_vfl_dn_0: 0.4565 (0.4554) loss_vfl_dn_1: 0.3900 (0.3902) loss_vfl_dn_2: 0.3721 (0.3744) loss_vfl_dn_3: 0.3648 (0.3669) loss_vfl_dn_4: 0.3635 (0.3643) loss_vfl_dn_5: 0.3615 (0.3636) time: 0.4898 data: 0.0138 max mem: 5654 Epoch: [38] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 15.9344 (16.0494) loss_bbox: 0.1582 (0.1554) loss_bbox_aux_0: 0.1682 (0.1686) loss_bbox_aux_1: 0.1566 (0.1603) loss_bbox_aux_2: 0.1585 (0.1575) loss_bbox_aux_3: 0.1553 (0.1560) loss_bbox_aux_4: 0.1582 (0.1554) loss_bbox_aux_5: 0.2071 (0.2065) loss_bbox_dn_0: 0.2567 (0.2741) loss_bbox_dn_1: 0.1847 (0.2036) loss_bbox_dn_2: 0.1701 (0.1828) loss_bbox_dn_3: 0.1647 (0.1766) loss_bbox_dn_4: 0.1606 (0.1752) loss_bbox_dn_5: 0.1603 (0.1752) loss_giou: 0.4551 (0.4774) loss_giou_aux_0: 0.4697 (0.5021) loss_giou_aux_1: 0.4614 (0.4874) loss_giou_aux_2: 0.4542 (0.4817) loss_giou_aux_3: 0.4551 (0.4788) loss_giou_aux_4: 0.4518 (0.4776) loss_giou_aux_5: 0.5536 (0.5680) loss_giou_dn_0: 0.5876 (0.5873) loss_giou_dn_1: 0.4831 (0.4807) loss_giou_dn_2: 0.4544 (0.4509) loss_giou_dn_3: 0.4456 (0.4427) loss_giou_dn_4: 0.4436 (0.4406) loss_giou_dn_5: 0.4440 (0.4408) loss_vfl: 0.7048 (0.6827) loss_vfl_aux_0: 0.7930 (0.7891) loss_vfl_aux_1: 0.7664 (0.7402) loss_vfl_aux_2: 0.7240 (0.7101) loss_vfl_aux_3: 0.7139 (0.6937) loss_vfl_aux_4: 0.7071 (0.6862) loss_vfl_aux_5: 0.7792 (0.7694) loss_vfl_dn_0: 0.4578 (0.4554) loss_vfl_dn_1: 0.3906 (0.3902) loss_vfl_dn_2: 0.3762 (0.3744) loss_vfl_dn_3: 0.3694 (0.3670) loss_vfl_dn_4: 0.3642 (0.3644) loss_vfl_dn_5: 0.3639 (0.3636) time: 0.4772 data: 0.0137 max mem: 5654 Epoch: [38] [6000/7393] eta: 0:11:19 lr: 0.000010 loss: 16.0925 (16.0459) loss_bbox: 0.1513 (0.1553) loss_bbox_aux_0: 0.1548 (0.1685) loss_bbox_aux_1: 0.1484 (0.1602) loss_bbox_aux_2: 0.1481 (0.1573) loss_bbox_aux_3: 0.1509 (0.1559) loss_bbox_aux_4: 0.1496 (0.1553) loss_bbox_aux_5: 0.1913 (0.2064) loss_bbox_dn_0: 0.2626 (0.2739) loss_bbox_dn_1: 0.1818 (0.2034) loss_bbox_dn_2: 0.1645 (0.1826) loss_bbox_dn_3: 0.1592 (0.1764) loss_bbox_dn_4: 0.1562 (0.1750) loss_bbox_dn_5: 0.1565 (0.1750) loss_giou: 0.5072 (0.4776) loss_giou_aux_0: 0.5015 (0.5022) loss_giou_aux_1: 0.5167 (0.4875) loss_giou_aux_2: 0.5023 (0.4819) loss_giou_aux_3: 0.5096 (0.4790) loss_giou_aux_4: 0.4993 (0.4777) loss_giou_aux_5: 0.5885 (0.5680) loss_giou_dn_0: 0.6029 (0.5874) loss_giou_dn_1: 0.4840 (0.4808) loss_giou_dn_2: 0.4463 (0.4510) loss_giou_dn_3: 0.4391 (0.4427) loss_giou_dn_4: 0.4389 (0.4407) loss_giou_dn_5: 0.4391 (0.4409) loss_vfl: 0.6708 (0.6824) loss_vfl_aux_0: 0.7787 (0.7888) loss_vfl_aux_1: 0.7185 (0.7397) loss_vfl_aux_2: 0.6881 (0.7097) loss_vfl_aux_3: 0.6721 (0.6933) loss_vfl_aux_4: 0.6682 (0.6858) loss_vfl_aux_5: 0.7558 (0.7692) loss_vfl_dn_0: 0.4518 (0.4553) loss_vfl_dn_1: 0.3930 (0.3901) loss_vfl_dn_2: 0.3786 (0.3744) loss_vfl_dn_3: 0.3644 (0.3669) loss_vfl_dn_4: 0.3612 (0.3644) loss_vfl_dn_5: 0.3608 (0.3636) time: 0.4747 data: 0.0141 max mem: 5654 Epoch: [38] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 16.1887 (16.0463) loss_bbox: 0.1648 (0.1553) loss_bbox_aux_0: 0.1774 (0.1685) loss_bbox_aux_1: 0.1655 (0.1602) loss_bbox_aux_2: 0.1672 (0.1574) loss_bbox_aux_3: 0.1681 (0.1560) loss_bbox_aux_4: 0.1646 (0.1553) loss_bbox_aux_5: 0.2066 (0.2065) loss_bbox_dn_0: 0.2740 (0.2740) loss_bbox_dn_1: 0.1896 (0.2034) loss_bbox_dn_2: 0.1707 (0.1826) loss_bbox_dn_3: 0.1660 (0.1764) loss_bbox_dn_4: 0.1629 (0.1750) loss_bbox_dn_5: 0.1629 (0.1750) loss_giou: 0.4916 (0.4777) loss_giou_aux_0: 0.5281 (0.5023) loss_giou_aux_1: 0.4952 (0.4876) loss_giou_aux_2: 0.4924 (0.4820) loss_giou_aux_3: 0.4870 (0.4790) loss_giou_aux_4: 0.4940 (0.4778) loss_giou_aux_5: 0.5888 (0.5681) loss_giou_dn_0: 0.6117 (0.5875) loss_giou_dn_1: 0.5023 (0.4808) loss_giou_dn_2: 0.4591 (0.4510) loss_giou_dn_3: 0.4521 (0.4427) loss_giou_dn_4: 0.4531 (0.4407) loss_giou_dn_5: 0.4532 (0.4409) loss_vfl: 0.6482 (0.6823) loss_vfl_aux_0: 0.7402 (0.7886) loss_vfl_aux_1: 0.6858 (0.7396) loss_vfl_aux_2: 0.6710 (0.7096) loss_vfl_aux_3: 0.6582 (0.6932) loss_vfl_aux_4: 0.6537 (0.6858) loss_vfl_aux_5: 0.7360 (0.7690) loss_vfl_dn_0: 0.4469 (0.4553) loss_vfl_dn_1: 0.3812 (0.3901) loss_vfl_dn_2: 0.3716 (0.3744) loss_vfl_dn_3: 0.3573 (0.3669) loss_vfl_dn_4: 0.3567 (0.3644) loss_vfl_dn_5: 0.3552 (0.3636) time: 0.4837 data: 0.0146 max mem: 5654 Epoch: [38] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 16.1463 (16.0492) loss_bbox: 0.1481 (0.1553) loss_bbox_aux_0: 0.1581 (0.1685) loss_bbox_aux_1: 0.1556 (0.1603) loss_bbox_aux_2: 0.1497 (0.1574) loss_bbox_aux_3: 0.1478 (0.1559) loss_bbox_aux_4: 0.1494 (0.1553) loss_bbox_aux_5: 0.1914 (0.2064) loss_bbox_dn_0: 0.2550 (0.2738) loss_bbox_dn_1: 0.1908 (0.2033) loss_bbox_dn_2: 0.1706 (0.1825) loss_bbox_dn_3: 0.1674 (0.1763) loss_bbox_dn_4: 0.1666 (0.1749) loss_bbox_dn_5: 0.1667 (0.1749) loss_giou: 0.4618 (0.4780) loss_giou_aux_0: 0.4917 (0.5027) loss_giou_aux_1: 0.4766 (0.4880) loss_giou_aux_2: 0.4759 (0.4823) loss_giou_aux_3: 0.4620 (0.4794) loss_giou_aux_4: 0.4632 (0.4782) loss_giou_aux_5: 0.5656 (0.5685) loss_giou_dn_0: 0.6092 (0.5878) loss_giou_dn_1: 0.4984 (0.4811) loss_giou_dn_2: 0.4732 (0.4513) loss_giou_dn_3: 0.4641 (0.4430) loss_giou_dn_4: 0.4636 (0.4410) loss_giou_dn_5: 0.4639 (0.4412) loss_vfl: 0.6842 (0.6822) loss_vfl_aux_0: 0.7801 (0.7883) loss_vfl_aux_1: 0.7421 (0.7394) loss_vfl_aux_2: 0.7023 (0.7095) loss_vfl_aux_3: 0.6733 (0.6932) loss_vfl_aux_4: 0.6735 (0.6856) loss_vfl_aux_5: 0.7918 (0.7688) loss_vfl_dn_0: 0.4572 (0.4553) loss_vfl_dn_1: 0.3960 (0.3902) loss_vfl_dn_2: 0.3816 (0.3744) loss_vfl_dn_3: 0.3746 (0.3670) loss_vfl_dn_4: 0.3727 (0.3644) loss_vfl_dn_5: 0.3710 (0.3636) time: 0.4738 data: 0.0135 max mem: 5654 Epoch: [38] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 15.7847 (16.0510) loss_bbox: 0.1372 (0.1553) loss_bbox_aux_0: 0.1624 (0.1686) loss_bbox_aux_1: 0.1454 (0.1603) loss_bbox_aux_2: 0.1427 (0.1574) loss_bbox_aux_3: 0.1448 (0.1560) loss_bbox_aux_4: 0.1372 (0.1553) loss_bbox_aux_5: 0.2101 (0.2064) loss_bbox_dn_0: 0.2627 (0.2738) loss_bbox_dn_1: 0.1865 (0.2033) loss_bbox_dn_2: 0.1666 (0.1825) loss_bbox_dn_3: 0.1584 (0.1762) loss_bbox_dn_4: 0.1573 (0.1749) loss_bbox_dn_5: 0.1573 (0.1749) loss_giou: 0.4699 (0.4782) loss_giou_aux_0: 0.4954 (0.5029) loss_giou_aux_1: 0.4800 (0.4881) loss_giou_aux_2: 0.4750 (0.4825) loss_giou_aux_3: 0.4756 (0.4795) loss_giou_aux_4: 0.4673 (0.4783) loss_giou_aux_5: 0.5595 (0.5687) loss_giou_dn_0: 0.6021 (0.5878) loss_giou_dn_1: 0.4766 (0.4811) loss_giou_dn_2: 0.4418 (0.4513) loss_giou_dn_3: 0.4361 (0.4430) loss_giou_dn_4: 0.4357 (0.4410) loss_giou_dn_5: 0.4359 (0.4412) loss_vfl: 0.6300 (0.6823) loss_vfl_aux_0: 0.7176 (0.7883) loss_vfl_aux_1: 0.6719 (0.7394) loss_vfl_aux_2: 0.6773 (0.7096) loss_vfl_aux_3: 0.6497 (0.6933) loss_vfl_aux_4: 0.6367 (0.6858) loss_vfl_aux_5: 0.6861 (0.7687) loss_vfl_dn_0: 0.4459 (0.4553) loss_vfl_dn_1: 0.3911 (0.3902) loss_vfl_dn_2: 0.3781 (0.3744) loss_vfl_dn_3: 0.3679 (0.3670) loss_vfl_dn_4: 0.3607 (0.3644) loss_vfl_dn_5: 0.3608 (0.3637) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [38] [6400/7393] eta: 0:08:04 lr: 0.000010 loss: 16.2557 (16.0514) loss_bbox: 0.1525 (0.1552) loss_bbox_aux_0: 0.1577 (0.1685) loss_bbox_aux_1: 0.1446 (0.1602) loss_bbox_aux_2: 0.1517 (0.1573) loss_bbox_aux_3: 0.1512 (0.1559) loss_bbox_aux_4: 0.1454 (0.1552) loss_bbox_aux_5: 0.1818 (0.2063) loss_bbox_dn_0: 0.2268 (0.2737) loss_bbox_dn_1: 0.1809 (0.2032) loss_bbox_dn_2: 0.1693 (0.1824) loss_bbox_dn_3: 0.1654 (0.1762) loss_bbox_dn_4: 0.1644 (0.1748) loss_bbox_dn_5: 0.1644 (0.1748) loss_giou: 0.4929 (0.4783) loss_giou_aux_0: 0.5255 (0.5030) loss_giou_aux_1: 0.5132 (0.4883) loss_giou_aux_2: 0.5015 (0.4826) loss_giou_aux_3: 0.5005 (0.4797) loss_giou_aux_4: 0.4882 (0.4785) loss_giou_aux_5: 0.5771 (0.5689) loss_giou_dn_0: 0.6224 (0.5880) loss_giou_dn_1: 0.5137 (0.4813) loss_giou_dn_2: 0.4893 (0.4514) loss_giou_dn_3: 0.4795 (0.4431) loss_giou_dn_4: 0.4751 (0.4411) loss_giou_dn_5: 0.4754 (0.4413) loss_vfl: 0.6796 (0.6823) loss_vfl_aux_0: 0.7925 (0.7883) loss_vfl_aux_1: 0.7392 (0.7394) loss_vfl_aux_2: 0.7046 (0.7096) loss_vfl_aux_3: 0.6849 (0.6933) loss_vfl_aux_4: 0.6792 (0.6857) loss_vfl_aux_5: 0.7727 (0.7686) loss_vfl_dn_0: 0.4501 (0.4553) loss_vfl_dn_1: 0.3865 (0.3902) loss_vfl_dn_2: 0.3720 (0.3745) loss_vfl_dn_3: 0.3622 (0.3670) loss_vfl_dn_4: 0.3609 (0.3644) loss_vfl_dn_5: 0.3598 (0.3637) time: 0.4760 data: 0.0142 max mem: 5654 Epoch: [38] [6500/7393] eta: 0:07:15 lr: 0.000010 loss: 16.0215 (16.0511) loss_bbox: 0.1562 (0.1552) loss_bbox_aux_0: 0.1665 (0.1685) loss_bbox_aux_1: 0.1497 (0.1602) loss_bbox_aux_2: 0.1556 (0.1573) loss_bbox_aux_3: 0.1580 (0.1558) loss_bbox_aux_4: 0.1561 (0.1552) loss_bbox_aux_5: 0.2128 (0.2064) loss_bbox_dn_0: 0.2642 (0.2738) loss_bbox_dn_1: 0.2157 (0.2033) loss_bbox_dn_2: 0.2004 (0.1824) loss_bbox_dn_3: 0.1929 (0.1762) loss_bbox_dn_4: 0.1906 (0.1748) loss_bbox_dn_5: 0.1906 (0.1748) loss_giou: 0.5038 (0.4781) loss_giou_aux_0: 0.5238 (0.5029) loss_giou_aux_1: 0.5044 (0.4881) loss_giou_aux_2: 0.5109 (0.4824) loss_giou_aux_3: 0.5107 (0.4795) loss_giou_aux_4: 0.5013 (0.4783) loss_giou_aux_5: 0.5801 (0.5687) loss_giou_dn_0: 0.5861 (0.5879) loss_giou_dn_1: 0.4944 (0.4811) loss_giou_dn_2: 0.4647 (0.4513) loss_giou_dn_3: 0.4576 (0.4430) loss_giou_dn_4: 0.4569 (0.4410) loss_giou_dn_5: 0.4569 (0.4412) loss_vfl: 0.6681 (0.6824) loss_vfl_aux_0: 0.7906 (0.7884) loss_vfl_aux_1: 0.7210 (0.7396) loss_vfl_aux_2: 0.7044 (0.7097) loss_vfl_aux_3: 0.6766 (0.6934) loss_vfl_aux_4: 0.6814 (0.6859) loss_vfl_aux_5: 0.7567 (0.7687) loss_vfl_dn_0: 0.4572 (0.4553) loss_vfl_dn_1: 0.3911 (0.3902) loss_vfl_dn_2: 0.3761 (0.3745) loss_vfl_dn_3: 0.3756 (0.3670) loss_vfl_dn_4: 0.3716 (0.3644) loss_vfl_dn_5: 0.3705 (0.3637) time: 0.4777 data: 0.0137 max mem: 5654 Epoch: [38] [6600/7393] eta: 0:06:26 lr: 0.000010 loss: 15.7854 (16.0528) loss_bbox: 0.1402 (0.1552) loss_bbox_aux_0: 0.1440 (0.1684) loss_bbox_aux_1: 0.1429 (0.1601) loss_bbox_aux_2: 0.1438 (0.1573) loss_bbox_aux_3: 0.1423 (0.1558) loss_bbox_aux_4: 0.1388 (0.1552) loss_bbox_aux_5: 0.1907 (0.2063) loss_bbox_dn_0: 0.2411 (0.2737) loss_bbox_dn_1: 0.1719 (0.2033) loss_bbox_dn_2: 0.1551 (0.1824) loss_bbox_dn_3: 0.1476 (0.1762) loss_bbox_dn_4: 0.1454 (0.1748) loss_bbox_dn_5: 0.1454 (0.1748) loss_giou: 0.5315 (0.4783) loss_giou_aux_0: 0.5299 (0.5030) loss_giou_aux_1: 0.5386 (0.4883) loss_giou_aux_2: 0.5378 (0.4826) loss_giou_aux_3: 0.5216 (0.4797) loss_giou_aux_4: 0.5304 (0.4785) loss_giou_aux_5: 0.6145 (0.5690) loss_giou_dn_0: 0.6120 (0.5880) loss_giou_dn_1: 0.4929 (0.4813) loss_giou_dn_2: 0.4583 (0.4515) loss_giou_dn_3: 0.4515 (0.4432) loss_giou_dn_4: 0.4502 (0.4412) loss_giou_dn_5: 0.4503 (0.4413) loss_vfl: 0.6474 (0.6824) loss_vfl_aux_0: 0.7760 (0.7885) loss_vfl_aux_1: 0.7123 (0.7395) loss_vfl_aux_2: 0.6921 (0.7097) loss_vfl_aux_3: 0.6653 (0.6934) loss_vfl_aux_4: 0.6449 (0.6858) loss_vfl_aux_5: 0.7293 (0.7687) loss_vfl_dn_0: 0.4561 (0.4553) loss_vfl_dn_1: 0.3934 (0.3902) loss_vfl_dn_2: 0.3803 (0.3745) loss_vfl_dn_3: 0.3733 (0.3671) loss_vfl_dn_4: 0.3704 (0.3645) loss_vfl_dn_5: 0.3703 (0.3637) time: 0.4746 data: 0.0150 max mem: 5654 Epoch: [38] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 15.9854 (16.0562) loss_bbox: 0.1489 (0.1552) loss_bbox_aux_0: 0.1733 (0.1684) loss_bbox_aux_1: 0.1604 (0.1602) loss_bbox_aux_2: 0.1564 (0.1573) loss_bbox_aux_3: 0.1536 (0.1558) loss_bbox_aux_4: 0.1487 (0.1552) loss_bbox_aux_5: 0.1905 (0.2063) loss_bbox_dn_0: 0.2723 (0.2737) loss_bbox_dn_1: 0.1952 (0.2033) loss_bbox_dn_2: 0.1762 (0.1824) loss_bbox_dn_3: 0.1645 (0.1762) loss_bbox_dn_4: 0.1597 (0.1748) loss_bbox_dn_5: 0.1597 (0.1748) loss_giou: 0.4554 (0.4786) loss_giou_aux_0: 0.4937 (0.5033) loss_giou_aux_1: 0.4685 (0.4886) loss_giou_aux_2: 0.4586 (0.4829) loss_giou_aux_3: 0.4558 (0.4800) loss_giou_aux_4: 0.4546 (0.4787) loss_giou_aux_5: 0.5934 (0.5692) loss_giou_dn_0: 0.5857 (0.5882) loss_giou_dn_1: 0.4683 (0.4815) loss_giou_dn_2: 0.4317 (0.4517) loss_giou_dn_3: 0.4226 (0.4434) loss_giou_dn_4: 0.4220 (0.4414) loss_giou_dn_5: 0.4221 (0.4416) loss_vfl: 0.6792 (0.6824) loss_vfl_aux_0: 0.7939 (0.7885) loss_vfl_aux_1: 0.7262 (0.7395) loss_vfl_aux_2: 0.7026 (0.7098) loss_vfl_aux_3: 0.6943 (0.6934) loss_vfl_aux_4: 0.6888 (0.6859) loss_vfl_aux_5: 0.7643 (0.7686) loss_vfl_dn_0: 0.4421 (0.4553) loss_vfl_dn_1: 0.3817 (0.3903) loss_vfl_dn_2: 0.3687 (0.3745) loss_vfl_dn_3: 0.3612 (0.3671) loss_vfl_dn_4: 0.3575 (0.3645) loss_vfl_dn_5: 0.3589 (0.3637) time: 0.4745 data: 0.0141 max mem: 5654 Epoch: [38] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 16.1855 (16.0549) loss_bbox: 0.1413 (0.1551) loss_bbox_aux_0: 0.1425 (0.1683) loss_bbox_aux_1: 0.1359 (0.1601) loss_bbox_aux_2: 0.1308 (0.1572) loss_bbox_aux_3: 0.1311 (0.1557) loss_bbox_aux_4: 0.1443 (0.1551) loss_bbox_aux_5: 0.1704 (0.2062) loss_bbox_dn_0: 0.2218 (0.2735) loss_bbox_dn_1: 0.1691 (0.2030) loss_bbox_dn_2: 0.1507 (0.1822) loss_bbox_dn_3: 0.1462 (0.1760) loss_bbox_dn_4: 0.1460 (0.1746) loss_bbox_dn_5: 0.1459 (0.1746) loss_giou: 0.4951 (0.4788) loss_giou_aux_0: 0.5148 (0.5035) loss_giou_aux_1: 0.5000 (0.4888) loss_giou_aux_2: 0.4981 (0.4831) loss_giou_aux_3: 0.5038 (0.4802) loss_giou_aux_4: 0.4894 (0.4790) loss_giou_aux_5: 0.5862 (0.5694) loss_giou_dn_0: 0.6210 (0.5883) loss_giou_dn_1: 0.5130 (0.4816) loss_giou_dn_2: 0.4791 (0.4517) loss_giou_dn_3: 0.4712 (0.4435) loss_giou_dn_4: 0.4712 (0.4414) loss_giou_dn_5: 0.4714 (0.4416) loss_vfl: 0.6724 (0.6823) loss_vfl_aux_0: 0.7595 (0.7883) loss_vfl_aux_1: 0.7189 (0.7393) loss_vfl_aux_2: 0.6815 (0.7096) loss_vfl_aux_3: 0.6863 (0.6933) loss_vfl_aux_4: 0.6776 (0.6857) loss_vfl_aux_5: 0.7404 (0.7685) loss_vfl_dn_0: 0.4489 (0.4553) loss_vfl_dn_1: 0.3915 (0.3902) loss_vfl_dn_2: 0.3794 (0.3745) loss_vfl_dn_3: 0.3718 (0.3671) loss_vfl_dn_4: 0.3704 (0.3645) loss_vfl_dn_5: 0.3706 (0.3637) time: 0.4708 data: 0.0141 max mem: 5654 Epoch: [38] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 15.7045 (16.0539) loss_bbox: 0.1645 (0.1552) loss_bbox_aux_0: 0.1779 (0.1684) loss_bbox_aux_1: 0.1649 (0.1601) loss_bbox_aux_2: 0.1699 (0.1572) loss_bbox_aux_3: 0.1662 (0.1558) loss_bbox_aux_4: 0.1645 (0.1552) loss_bbox_aux_5: 0.2190 (0.2063) loss_bbox_dn_0: 0.2822 (0.2736) loss_bbox_dn_1: 0.2055 (0.2031) loss_bbox_dn_2: 0.1728 (0.1822) loss_bbox_dn_3: 0.1626 (0.1760) loss_bbox_dn_4: 0.1610 (0.1746) loss_bbox_dn_5: 0.1609 (0.1746) loss_giou: 0.4508 (0.4788) loss_giou_aux_0: 0.4717 (0.5035) loss_giou_aux_1: 0.4489 (0.4888) loss_giou_aux_2: 0.4557 (0.4831) loss_giou_aux_3: 0.4528 (0.4802) loss_giou_aux_4: 0.4507 (0.4790) loss_giou_aux_5: 0.5442 (0.5694) loss_giou_dn_0: 0.5498 (0.5883) loss_giou_dn_1: 0.4425 (0.4815) loss_giou_dn_2: 0.4152 (0.4517) loss_giou_dn_3: 0.4062 (0.4434) loss_giou_dn_4: 0.4025 (0.4414) loss_giou_dn_5: 0.4025 (0.4416) loss_vfl: 0.6811 (0.6821) loss_vfl_aux_0: 0.7769 (0.7882) loss_vfl_aux_1: 0.7510 (0.7391) loss_vfl_aux_2: 0.7098 (0.7095) loss_vfl_aux_3: 0.6959 (0.6932) loss_vfl_aux_4: 0.6884 (0.6855) loss_vfl_aux_5: 0.7566 (0.7683) loss_vfl_dn_0: 0.4519 (0.4552) loss_vfl_dn_1: 0.3877 (0.3902) loss_vfl_dn_2: 0.3766 (0.3744) loss_vfl_dn_3: 0.3694 (0.3670) loss_vfl_dn_4: 0.3678 (0.3644) loss_vfl_dn_5: 0.3671 (0.3637) time: 0.4888 data: 0.0139 max mem: 5654 Epoch: [38] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.7921 (16.0539) loss_bbox: 0.1529 (0.1552) loss_bbox_aux_0: 0.1711 (0.1684) loss_bbox_aux_1: 0.1609 (0.1601) loss_bbox_aux_2: 0.1576 (0.1572) loss_bbox_aux_3: 0.1548 (0.1558) loss_bbox_aux_4: 0.1525 (0.1552) loss_bbox_aux_5: 0.2080 (0.2063) loss_bbox_dn_0: 0.2818 (0.2736) loss_bbox_dn_1: 0.2119 (0.2031) loss_bbox_dn_2: 0.1926 (0.1823) loss_bbox_dn_3: 0.1807 (0.1761) loss_bbox_dn_4: 0.1772 (0.1747) loss_bbox_dn_5: 0.1772 (0.1747) loss_giou: 0.4214 (0.4786) loss_giou_aux_0: 0.4495 (0.5033) loss_giou_aux_1: 0.4311 (0.4886) loss_giou_aux_2: 0.4203 (0.4829) loss_giou_aux_3: 0.4210 (0.4800) loss_giou_aux_4: 0.4235 (0.4787) loss_giou_aux_5: 0.5113 (0.5693) loss_giou_dn_0: 0.5581 (0.5882) loss_giou_dn_1: 0.4496 (0.4815) loss_giou_dn_2: 0.4201 (0.4516) loss_giou_dn_3: 0.4135 (0.4433) loss_giou_dn_4: 0.4088 (0.4413) loss_giou_dn_5: 0.4092 (0.4415) loss_vfl: 0.6983 (0.6823) loss_vfl_aux_0: 0.8059 (0.7884) loss_vfl_aux_1: 0.7640 (0.7393) loss_vfl_aux_2: 0.7333 (0.7097) loss_vfl_aux_3: 0.7121 (0.6934) loss_vfl_aux_4: 0.6994 (0.6858) loss_vfl_aux_5: 0.7946 (0.7685) loss_vfl_dn_0: 0.4581 (0.4553) loss_vfl_dn_1: 0.3856 (0.3902) loss_vfl_dn_2: 0.3676 (0.3745) loss_vfl_dn_3: 0.3617 (0.3670) loss_vfl_dn_4: 0.3589 (0.3644) loss_vfl_dn_5: 0.3570 (0.3637) time: 0.4745 data: 0.0147 max mem: 5654 Epoch: [38] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 16.1778 (16.0531) loss_bbox: 0.1469 (0.1552) loss_bbox_aux_0: 0.1658 (0.1684) loss_bbox_aux_1: 0.1413 (0.1602) loss_bbox_aux_2: 0.1526 (0.1573) loss_bbox_aux_3: 0.1449 (0.1558) loss_bbox_aux_4: 0.1436 (0.1552) loss_bbox_aux_5: 0.2002 (0.2063) loss_bbox_dn_0: 0.2422 (0.2736) loss_bbox_dn_1: 0.1806 (0.2031) loss_bbox_dn_2: 0.1535 (0.1823) loss_bbox_dn_3: 0.1477 (0.1761) loss_bbox_dn_4: 0.1469 (0.1747) loss_bbox_dn_5: 0.1469 (0.1747) loss_giou: 0.4827 (0.4785) loss_giou_aux_0: 0.4992 (0.5032) loss_giou_aux_1: 0.4844 (0.4885) loss_giou_aux_2: 0.4991 (0.4828) loss_giou_aux_3: 0.4967 (0.4799) loss_giou_aux_4: 0.4829 (0.4786) loss_giou_aux_5: 0.5616 (0.5691) loss_giou_dn_0: 0.5982 (0.5881) loss_giou_dn_1: 0.4972 (0.4814) loss_giou_dn_2: 0.4661 (0.4515) loss_giou_dn_3: 0.4576 (0.4432) loss_giou_dn_4: 0.4575 (0.4412) loss_giou_dn_5: 0.4575 (0.4414) loss_vfl: 0.6751 (0.6825) loss_vfl_aux_0: 0.7781 (0.7884) loss_vfl_aux_1: 0.7424 (0.7393) loss_vfl_aux_2: 0.7131 (0.7097) loss_vfl_aux_3: 0.7050 (0.6935) loss_vfl_aux_4: 0.6880 (0.6859) loss_vfl_aux_5: 0.7591 (0.7685) loss_vfl_dn_0: 0.4517 (0.4553) loss_vfl_dn_1: 0.3863 (0.3901) loss_vfl_dn_2: 0.3752 (0.3744) loss_vfl_dn_3: 0.3671 (0.3670) loss_vfl_dn_4: 0.3631 (0.3644) loss_vfl_dn_5: 0.3613 (0.3637) time: 0.4754 data: 0.0149 max mem: 5654 Epoch: [38] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.3713 (16.0551) loss_bbox: 0.1593 (0.1553) loss_bbox_aux_0: 0.1670 (0.1684) loss_bbox_aux_1: 0.1629 (0.1602) loss_bbox_aux_2: 0.1598 (0.1573) loss_bbox_aux_3: 0.1547 (0.1559) loss_bbox_aux_4: 0.1576 (0.1553) loss_bbox_aux_5: 0.2030 (0.2063) loss_bbox_dn_0: 0.2544 (0.2736) loss_bbox_dn_1: 0.1820 (0.2031) loss_bbox_dn_2: 0.1567 (0.1822) loss_bbox_dn_3: 0.1528 (0.1760) loss_bbox_dn_4: 0.1508 (0.1746) loss_bbox_dn_5: 0.1508 (0.1746) loss_giou: 0.4616 (0.4787) loss_giou_aux_0: 0.4584 (0.5034) loss_giou_aux_1: 0.4483 (0.4888) loss_giou_aux_2: 0.4671 (0.4831) loss_giou_aux_3: 0.4625 (0.4801) loss_giou_aux_4: 0.4606 (0.4789) loss_giou_aux_5: 0.5280 (0.5693) loss_giou_dn_0: 0.5474 (0.5882) loss_giou_dn_1: 0.4401 (0.4814) loss_giou_dn_2: 0.4126 (0.4516) loss_giou_dn_3: 0.4022 (0.4433) loss_giou_dn_4: 0.3994 (0.4413) loss_giou_dn_5: 0.3995 (0.4415) loss_vfl: 0.6672 (0.6825) loss_vfl_aux_0: 0.7697 (0.7883) loss_vfl_aux_1: 0.7283 (0.7393) loss_vfl_aux_2: 0.6875 (0.7097) loss_vfl_aux_3: 0.6794 (0.6935) loss_vfl_aux_4: 0.6651 (0.6859) loss_vfl_aux_5: 0.7323 (0.7685) loss_vfl_dn_0: 0.4452 (0.4552) loss_vfl_dn_1: 0.3779 (0.3901) loss_vfl_dn_2: 0.3584 (0.3744) loss_vfl_dn_3: 0.3529 (0.3670) loss_vfl_dn_4: 0.3460 (0.3644) loss_vfl_dn_5: 0.3449 (0.3636) time: 0.4926 data: 0.0144 max mem: 5654 Epoch: [38] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 16.0277 (16.0565) loss_bbox: 0.1611 (0.1553) loss_bbox_aux_0: 0.1681 (0.1684) loss_bbox_aux_1: 0.1544 (0.1602) loss_bbox_aux_2: 0.1537 (0.1574) loss_bbox_aux_3: 0.1554 (0.1559) loss_bbox_aux_4: 0.1609 (0.1553) loss_bbox_aux_5: 0.2113 (0.2063) loss_bbox_dn_0: 0.2624 (0.2736) loss_bbox_dn_1: 0.1883 (0.2032) loss_bbox_dn_2: 0.1665 (0.1823) loss_bbox_dn_3: 0.1651 (0.1761) loss_bbox_dn_4: 0.1653 (0.1747) loss_bbox_dn_5: 0.1654 (0.1747) loss_giou: 0.4682 (0.4786) loss_giou_aux_0: 0.5102 (0.5033) loss_giou_aux_1: 0.4972 (0.4887) loss_giou_aux_2: 0.4878 (0.4830) loss_giou_aux_3: 0.4689 (0.4800) loss_giou_aux_4: 0.4646 (0.4787) loss_giou_aux_5: 0.5750 (0.5692) loss_giou_dn_0: 0.5860 (0.5881) loss_giou_dn_1: 0.4907 (0.4814) loss_giou_dn_2: 0.4564 (0.4516) loss_giou_dn_3: 0.4483 (0.4433) loss_giou_dn_4: 0.4480 (0.4412) loss_giou_dn_5: 0.4486 (0.4414) loss_vfl: 0.6649 (0.6827) loss_vfl_aux_0: 0.7816 (0.7886) loss_vfl_aux_1: 0.7095 (0.7395) loss_vfl_aux_2: 0.6928 (0.7099) loss_vfl_aux_3: 0.6727 (0.6937) loss_vfl_aux_4: 0.6755 (0.6862) loss_vfl_aux_5: 0.7445 (0.7687) loss_vfl_dn_0: 0.4524 (0.4553) loss_vfl_dn_1: 0.3913 (0.3902) loss_vfl_dn_2: 0.3731 (0.3745) loss_vfl_dn_3: 0.3674 (0.3670) loss_vfl_dn_4: 0.3648 (0.3644) loss_vfl_dn_5: 0.3643 (0.3637) time: 0.4780 data: 0.0140 max mem: 5654 Epoch: [38] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.6825 (16.0575) loss_bbox: 0.1479 (0.1553) loss_bbox_aux_0: 0.1626 (0.1684) loss_bbox_aux_1: 0.1577 (0.1602) loss_bbox_aux_2: 0.1521 (0.1574) loss_bbox_aux_3: 0.1651 (0.1559) loss_bbox_aux_4: 0.1575 (0.1553) loss_bbox_aux_5: 0.2039 (0.2064) loss_bbox_dn_0: 0.2873 (0.2736) loss_bbox_dn_1: 0.2131 (0.2032) loss_bbox_dn_2: 0.1837 (0.1823) loss_bbox_dn_3: 0.1794 (0.1761) loss_bbox_dn_4: 0.1755 (0.1747) loss_bbox_dn_5: 0.1752 (0.1747) loss_giou: 0.4845 (0.4787) loss_giou_aux_0: 0.5007 (0.5034) loss_giou_aux_1: 0.4865 (0.4888) loss_giou_aux_2: 0.4871 (0.4831) loss_giou_aux_3: 0.4848 (0.4802) loss_giou_aux_4: 0.4868 (0.4789) loss_giou_aux_5: 0.5695 (0.5694) loss_giou_dn_0: 0.6019 (0.5882) loss_giou_dn_1: 0.4831 (0.4815) loss_giou_dn_2: 0.4627 (0.4516) loss_giou_dn_3: 0.4523 (0.4433) loss_giou_dn_4: 0.4497 (0.4413) loss_giou_dn_5: 0.4498 (0.4415) loss_vfl: 0.6838 (0.6827) loss_vfl_aux_0: 0.7942 (0.7885) loss_vfl_aux_1: 0.7482 (0.7395) loss_vfl_aux_2: 0.7164 (0.7098) loss_vfl_aux_3: 0.7085 (0.6937) loss_vfl_aux_4: 0.6884 (0.6861) loss_vfl_aux_5: 0.8070 (0.7688) loss_vfl_dn_0: 0.4573 (0.4553) loss_vfl_dn_1: 0.3930 (0.3902) loss_vfl_dn_2: 0.3794 (0.3745) loss_vfl_dn_3: 0.3711 (0.3670) loss_vfl_dn_4: 0.3700 (0.3644) loss_vfl_dn_5: 0.3700 (0.3637) time: 0.4798 data: 0.0140 max mem: 5654 Epoch: [38] Total time: 1:00:01 (0.4872 s / it) Averaged stats: lr: 0.000010 loss: 16.6825 (16.0575) loss_bbox: 0.1479 (0.1553) loss_bbox_aux_0: 0.1626 (0.1684) loss_bbox_aux_1: 0.1577 (0.1602) loss_bbox_aux_2: 0.1521 (0.1574) loss_bbox_aux_3: 0.1651 (0.1559) loss_bbox_aux_4: 0.1575 (0.1553) loss_bbox_aux_5: 0.2039 (0.2064) loss_bbox_dn_0: 0.2873 (0.2736) loss_bbox_dn_1: 0.2131 (0.2032) loss_bbox_dn_2: 0.1837 (0.1823) loss_bbox_dn_3: 0.1794 (0.1761) loss_bbox_dn_4: 0.1755 (0.1747) loss_bbox_dn_5: 0.1752 (0.1747) loss_giou: 0.4845 (0.4787) loss_giou_aux_0: 0.5007 (0.5034) loss_giou_aux_1: 0.4865 (0.4888) loss_giou_aux_2: 0.4871 (0.4831) loss_giou_aux_3: 0.4848 (0.4802) loss_giou_aux_4: 0.4868 (0.4789) loss_giou_aux_5: 0.5695 (0.5694) loss_giou_dn_0: 0.6019 (0.5882) loss_giou_dn_1: 0.4831 (0.4815) loss_giou_dn_2: 0.4627 (0.4516) loss_giou_dn_3: 0.4523 (0.4433) loss_giou_dn_4: 0.4497 (0.4413) loss_giou_dn_5: 0.4498 (0.4415) loss_vfl: 0.6838 (0.6827) loss_vfl_aux_0: 0.7942 (0.7885) loss_vfl_aux_1: 0.7482 (0.7395) loss_vfl_aux_2: 0.7164 (0.7098) loss_vfl_aux_3: 0.7085 (0.6937) loss_vfl_aux_4: 0.6884 (0.6861) loss_vfl_aux_5: 0.8070 (0.7688) loss_vfl_dn_0: 0.4573 (0.4553) loss_vfl_dn_1: 0.3930 (0.3902) loss_vfl_dn_2: 0.3794 (0.3745) loss_vfl_dn_3: 0.3711 (0.3670) loss_vfl_dn_4: 0.3700 (0.3644) loss_vfl_dn_5: 0.3700 (0.3637) Test: [ 0/157] eta: 0:04:17 time: 1.6428 data: 1.2197 max mem: 5654 Test: [ 10/157] eta: 0:02:34 time: 1.0530 data: 0.1335 max mem: 5654 Test: [ 20/157] eta: 0:01:40 time: 0.6891 data: 0.0255 max mem: 5654 Test: [ 30/157] eta: 0:01:19 time: 0.3874 data: 0.0262 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.3918 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3934 data: 0.0261 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3998 data: 0.0265 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3951 data: 0.0269 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3968 data: 0.0270 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.4012 data: 0.0269 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3870 data: 0.0261 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3880 data: 0.0262 max mem: 5654 Test: [120/157] eta: 0:00:18 time: 0.6826 data: 0.0258 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6806 data: 0.0261 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.3829 data: 0.0266 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3699 data: 0.0257 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3592 data: 0.0248 max mem: 5654 Test: Total time: 0:01:14 (0.4739 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.76s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 38, 'coco_eval_bbox': 0.5229690567823487} Epoch: [39] [ 0/7393] eta: 1 day, 6:38:06 lr: 0.000010 loss: 17.1909 (17.1909) loss_bbox: 0.1029 (0.1029) loss_bbox_aux_0: 0.1288 (0.1288) loss_bbox_aux_1: 0.1199 (0.1199) loss_bbox_aux_2: 0.1064 (0.1064) loss_bbox_aux_3: 0.1041 (0.1041) loss_bbox_aux_4: 0.1038 (0.1038) loss_bbox_aux_5: 0.1398 (0.1398) loss_bbox_dn_0: 0.1754 (0.1754) loss_bbox_dn_1: 0.1296 (0.1296) loss_bbox_dn_2: 0.1219 (0.1219) loss_bbox_dn_3: 0.1190 (0.1190) loss_bbox_dn_4: 0.1198 (0.1198) loss_bbox_dn_5: 0.1198 (0.1198) loss_giou: 0.7081 (0.7081) loss_giou_aux_0: 0.7613 (0.7613) loss_giou_aux_1: 0.7431 (0.7431) loss_giou_aux_2: 0.7388 (0.7388) loss_giou_aux_3: 0.7180 (0.7180) loss_giou_aux_4: 0.7175 (0.7175) loss_giou_aux_5: 0.8280 (0.8280) loss_giou_dn_0: 0.7412 (0.7412) loss_giou_dn_1: 0.6305 (0.6305) loss_giou_dn_2: 0.6052 (0.6052) loss_giou_dn_3: 0.6040 (0.6040) loss_giou_dn_4: 0.6035 (0.6035) loss_giou_dn_5: 0.6037 (0.6037) loss_vfl: 0.6155 (0.6155) loss_vfl_aux_0: 0.6101 (0.6101) loss_vfl_aux_1: 0.5992 (0.5992) loss_vfl_aux_2: 0.5879 (0.5879) loss_vfl_aux_3: 0.6016 (0.6016) loss_vfl_aux_4: 0.6075 (0.6075) loss_vfl_aux_5: 0.6368 (0.6368) loss_vfl_dn_0: 0.4334 (0.4334) loss_vfl_dn_1: 0.3887 (0.3887) loss_vfl_dn_2: 0.3824 (0.3824) loss_vfl_dn_3: 0.3772 (0.3772) loss_vfl_dn_4: 0.3784 (0.3784) loss_vfl_dn_5: 0.3782 (0.3782) time: 14.9177 data: 2.7654 max mem: 5654 Epoch: [39] [ 100/7393] eta: 1:15:54 lr: 0.000010 loss: 16.4521 (15.9623) loss_bbox: 0.1608 (0.1575) loss_bbox_aux_0: 0.1754 (0.1705) loss_bbox_aux_1: 0.1619 (0.1599) loss_bbox_aux_2: 0.1700 (0.1595) loss_bbox_aux_3: 0.1609 (0.1572) loss_bbox_aux_4: 0.1652 (0.1574) loss_bbox_aux_5: 0.2227 (0.2085) loss_bbox_dn_0: 0.2796 (0.2751) loss_bbox_dn_1: 0.2106 (0.2026) loss_bbox_dn_2: 0.1851 (0.1821) loss_bbox_dn_3: 0.1741 (0.1761) loss_bbox_dn_4: 0.1709 (0.1746) loss_bbox_dn_5: 0.1709 (0.1746) loss_giou: 0.4380 (0.4766) loss_giou_aux_0: 0.4659 (0.5023) loss_giou_aux_1: 0.4305 (0.4846) loss_giou_aux_2: 0.4438 (0.4818) loss_giou_aux_3: 0.4485 (0.4778) loss_giou_aux_4: 0.4393 (0.4775) loss_giou_aux_5: 0.5375 (0.5654) loss_giou_dn_0: 0.5703 (0.5854) loss_giou_dn_1: 0.4621 (0.4793) loss_giou_dn_2: 0.4350 (0.4498) loss_giou_dn_3: 0.4282 (0.4422) loss_giou_dn_4: 0.4264 (0.4401) loss_giou_dn_5: 0.4264 (0.4403) loss_vfl: 0.6571 (0.6718) loss_vfl_aux_0: 0.7383 (0.7797) loss_vfl_aux_1: 0.7068 (0.7329) loss_vfl_aux_2: 0.6956 (0.6971) loss_vfl_aux_3: 0.6634 (0.6808) loss_vfl_aux_4: 0.6594 (0.6749) loss_vfl_aux_5: 0.7513 (0.7646) loss_vfl_dn_0: 0.4535 (0.4525) loss_vfl_dn_1: 0.3840 (0.3876) loss_vfl_dn_2: 0.3715 (0.3721) loss_vfl_dn_3: 0.3635 (0.3649) loss_vfl_dn_4: 0.3607 (0.3624) loss_vfl_dn_5: 0.3611 (0.3618) time: 0.4705 data: 0.0148 max mem: 5654 Epoch: [39] [ 200/7393] eta: 1:06:27 lr: 0.000010 loss: 15.4366 (15.9562) loss_bbox: 0.1557 (0.1576) loss_bbox_aux_0: 0.1608 (0.1700) loss_bbox_aux_1: 0.1591 (0.1618) loss_bbox_aux_2: 0.1573 (0.1593) loss_bbox_aux_3: 0.1522 (0.1573) loss_bbox_aux_4: 0.1475 (0.1576) loss_bbox_aux_5: 0.1920 (0.2078) loss_bbox_dn_0: 0.2838 (0.2784) loss_bbox_dn_1: 0.2092 (0.2061) loss_bbox_dn_2: 0.1875 (0.1849) loss_bbox_dn_3: 0.1846 (0.1789) loss_bbox_dn_4: 0.1829 (0.1775) loss_bbox_dn_5: 0.1829 (0.1775) loss_giou: 0.4281 (0.4680) loss_giou_aux_0: 0.4466 (0.4940) loss_giou_aux_1: 0.4369 (0.4782) loss_giou_aux_2: 0.4346 (0.4727) loss_giou_aux_3: 0.4273 (0.4696) loss_giou_aux_4: 0.4223 (0.4687) loss_giou_aux_5: 0.5025 (0.5568) loss_giou_dn_0: 0.5497 (0.5836) loss_giou_dn_1: 0.4483 (0.4765) loss_giou_dn_2: 0.4120 (0.4466) loss_giou_dn_3: 0.4031 (0.4388) loss_giou_dn_4: 0.4024 (0.4367) loss_giou_dn_5: 0.4022 (0.4368) loss_vfl: 0.6596 (0.6798) loss_vfl_aux_0: 0.7725 (0.7833) loss_vfl_aux_1: 0.7200 (0.7350) loss_vfl_aux_2: 0.6877 (0.7062) loss_vfl_aux_3: 0.6685 (0.6878) loss_vfl_aux_4: 0.6796 (0.6828) loss_vfl_aux_5: 0.7603 (0.7746) loss_vfl_dn_0: 0.4585 (0.4542) loss_vfl_dn_1: 0.3851 (0.3887) loss_vfl_dn_2: 0.3702 (0.3725) loss_vfl_dn_3: 0.3599 (0.3651) loss_vfl_dn_4: 0.3575 (0.3625) loss_vfl_dn_5: 0.3571 (0.3618) time: 0.4815 data: 0.0148 max mem: 5654 Epoch: [39] [ 300/7393] eta: 1:02:36 lr: 0.000010 loss: 15.6649 (15.9499) loss_bbox: 0.1381 (0.1551) loss_bbox_aux_0: 0.1481 (0.1692) loss_bbox_aux_1: 0.1418 (0.1609) loss_bbox_aux_2: 0.1411 (0.1582) loss_bbox_aux_3: 0.1417 (0.1557) loss_bbox_aux_4: 0.1375 (0.1554) loss_bbox_aux_5: 0.1886 (0.2078) loss_bbox_dn_0: 0.2536 (0.2758) loss_bbox_dn_1: 0.1959 (0.2040) loss_bbox_dn_2: 0.1766 (0.1830) loss_bbox_dn_3: 0.1763 (0.1770) loss_bbox_dn_4: 0.1763 (0.1757) loss_bbox_dn_5: 0.1763 (0.1757) loss_giou: 0.5052 (0.4692) loss_giou_aux_0: 0.5231 (0.4957) loss_giou_aux_1: 0.5053 (0.4799) loss_giou_aux_2: 0.4989 (0.4740) loss_giou_aux_3: 0.5090 (0.4713) loss_giou_aux_4: 0.5001 (0.4700) loss_giou_aux_5: 0.5783 (0.5593) loss_giou_dn_0: 0.5848 (0.5835) loss_giou_dn_1: 0.4777 (0.4761) loss_giou_dn_2: 0.4488 (0.4463) loss_giou_dn_3: 0.4459 (0.4385) loss_giou_dn_4: 0.4443 (0.4364) loss_giou_dn_5: 0.4445 (0.4365) loss_vfl: 0.6806 (0.6822) loss_vfl_aux_0: 0.7931 (0.7840) loss_vfl_aux_1: 0.7343 (0.7363) loss_vfl_aux_2: 0.6965 (0.7069) loss_vfl_aux_3: 0.6749 (0.6908) loss_vfl_aux_4: 0.6765 (0.6849) loss_vfl_aux_5: 0.7560 (0.7716) loss_vfl_dn_0: 0.4489 (0.4538) loss_vfl_dn_1: 0.3842 (0.3886) loss_vfl_dn_2: 0.3725 (0.3723) loss_vfl_dn_3: 0.3653 (0.3647) loss_vfl_dn_4: 0.3578 (0.3622) loss_vfl_dn_5: 0.3587 (0.3616) time: 0.4778 data: 0.0146 max mem: 5654 Epoch: [39] [ 400/7393] eta: 1:00:17 lr: 0.000010 loss: 15.5994 (15.9418) loss_bbox: 0.1320 (0.1549) loss_bbox_aux_0: 0.1452 (0.1684) loss_bbox_aux_1: 0.1386 (0.1601) loss_bbox_aux_2: 0.1333 (0.1573) loss_bbox_aux_3: 0.1316 (0.1551) loss_bbox_aux_4: 0.1339 (0.1549) loss_bbox_aux_5: 0.1777 (0.2062) loss_bbox_dn_0: 0.2379 (0.2729) loss_bbox_dn_1: 0.1716 (0.2020) loss_bbox_dn_2: 0.1554 (0.1812) loss_bbox_dn_3: 0.1495 (0.1752) loss_bbox_dn_4: 0.1463 (0.1739) loss_bbox_dn_5: 0.1462 (0.1739) loss_giou: 0.4693 (0.4726) loss_giou_aux_0: 0.4989 (0.4981) loss_giou_aux_1: 0.4781 (0.4829) loss_giou_aux_2: 0.4691 (0.4767) loss_giou_aux_3: 0.4589 (0.4742) loss_giou_aux_4: 0.4697 (0.4731) loss_giou_aux_5: 0.5629 (0.5619) loss_giou_dn_0: 0.5573 (0.5844) loss_giou_dn_1: 0.4650 (0.4771) loss_giou_dn_2: 0.4414 (0.4474) loss_giou_dn_3: 0.4316 (0.4396) loss_giou_dn_4: 0.4304 (0.4376) loss_giou_dn_5: 0.4310 (0.4377) loss_vfl: 0.6314 (0.6784) loss_vfl_aux_0: 0.7474 (0.7823) loss_vfl_aux_1: 0.7019 (0.7339) loss_vfl_aux_2: 0.6679 (0.7042) loss_vfl_aux_3: 0.6560 (0.6884) loss_vfl_aux_4: 0.6440 (0.6819) loss_vfl_aux_5: 0.7384 (0.7677) loss_vfl_dn_0: 0.4506 (0.4540) loss_vfl_dn_1: 0.3805 (0.3891) loss_vfl_dn_2: 0.3690 (0.3728) loss_vfl_dn_3: 0.3612 (0.3652) loss_vfl_dn_4: 0.3574 (0.3626) loss_vfl_dn_5: 0.3567 (0.3620) time: 0.4866 data: 0.0138 max mem: 5654 Epoch: [39] [ 500/7393] eta: 0:58:43 lr: 0.000010 loss: 15.5877 (15.9290) loss_bbox: 0.1467 (0.1551) loss_bbox_aux_0: 0.1750 (0.1690) loss_bbox_aux_1: 0.1622 (0.1604) loss_bbox_aux_2: 0.1609 (0.1577) loss_bbox_aux_3: 0.1503 (0.1554) loss_bbox_aux_4: 0.1466 (0.1551) loss_bbox_aux_5: 0.2117 (0.2064) loss_bbox_dn_0: 0.2698 (0.2737) loss_bbox_dn_1: 0.1992 (0.2024) loss_bbox_dn_2: 0.1730 (0.1815) loss_bbox_dn_3: 0.1686 (0.1755) loss_bbox_dn_4: 0.1688 (0.1742) loss_bbox_dn_5: 0.1688 (0.1742) loss_giou: 0.4022 (0.4719) loss_giou_aux_0: 0.4337 (0.4976) loss_giou_aux_1: 0.4193 (0.4820) loss_giou_aux_2: 0.4172 (0.4760) loss_giou_aux_3: 0.4115 (0.4733) loss_giou_aux_4: 0.4043 (0.4722) loss_giou_aux_5: 0.4851 (0.5617) loss_giou_dn_0: 0.5610 (0.5830) loss_giou_dn_1: 0.4396 (0.4758) loss_giou_dn_2: 0.4047 (0.4461) loss_giou_dn_3: 0.3973 (0.4381) loss_giou_dn_4: 0.3950 (0.4361) loss_giou_dn_5: 0.3952 (0.4363) loss_vfl: 0.6863 (0.6785) loss_vfl_aux_0: 0.7703 (0.7821) loss_vfl_aux_1: 0.7428 (0.7328) loss_vfl_aux_2: 0.7070 (0.7041) loss_vfl_aux_3: 0.6902 (0.6887) loss_vfl_aux_4: 0.6935 (0.6818) loss_vfl_aux_5: 0.7630 (0.7679) loss_vfl_dn_0: 0.4509 (0.4535) loss_vfl_dn_1: 0.3849 (0.3885) loss_vfl_dn_2: 0.3727 (0.3722) loss_vfl_dn_3: 0.3599 (0.3646) loss_vfl_dn_4: 0.3572 (0.3620) loss_vfl_dn_5: 0.3565 (0.3614) time: 0.4821 data: 0.0143 max mem: 5654 Epoch: [39] [ 600/7393] eta: 0:57:08 lr: 0.000010 loss: 16.5709 (15.9077) loss_bbox: 0.1516 (0.1548) loss_bbox_aux_0: 0.1635 (0.1686) loss_bbox_aux_1: 0.1599 (0.1604) loss_bbox_aux_2: 0.1554 (0.1574) loss_bbox_aux_3: 0.1463 (0.1552) loss_bbox_aux_4: 0.1547 (0.1548) loss_bbox_aux_5: 0.1947 (0.2059) loss_bbox_dn_0: 0.2528 (0.2721) loss_bbox_dn_1: 0.1860 (0.2011) loss_bbox_dn_2: 0.1692 (0.1803) loss_bbox_dn_3: 0.1640 (0.1743) loss_bbox_dn_4: 0.1650 (0.1730) loss_bbox_dn_5: 0.1651 (0.1730) loss_giou: 0.5204 (0.4727) loss_giou_aux_0: 0.5404 (0.4984) loss_giou_aux_1: 0.5319 (0.4832) loss_giou_aux_2: 0.5298 (0.4770) loss_giou_aux_3: 0.5197 (0.4744) loss_giou_aux_4: 0.5234 (0.4731) loss_giou_aux_5: 0.5906 (0.5627) loss_giou_dn_0: 0.5967 (0.5830) loss_giou_dn_1: 0.4916 (0.4758) loss_giou_dn_2: 0.4599 (0.4461) loss_giou_dn_3: 0.4534 (0.4382) loss_giou_dn_4: 0.4510 (0.4362) loss_giou_dn_5: 0.4510 (0.4364) loss_vfl: 0.6579 (0.6759) loss_vfl_aux_0: 0.7303 (0.7803) loss_vfl_aux_1: 0.6952 (0.7298) loss_vfl_aux_2: 0.6617 (0.7016) loss_vfl_aux_3: 0.6517 (0.6860) loss_vfl_aux_4: 0.6353 (0.6792) loss_vfl_aux_5: 0.7408 (0.7654) loss_vfl_dn_0: 0.4440 (0.4535) loss_vfl_dn_1: 0.3871 (0.3883) loss_vfl_dn_2: 0.3767 (0.3720) loss_vfl_dn_3: 0.3705 (0.3644) loss_vfl_dn_4: 0.3673 (0.3619) loss_vfl_dn_5: 0.3678 (0.3612) time: 0.4602 data: 0.0139 max mem: 5654 Epoch: [39] [ 700/7393] eta: 0:55:57 lr: 0.000010 loss: 16.0980 (15.9222) loss_bbox: 0.1477 (0.1540) loss_bbox_aux_0: 0.1539 (0.1679) loss_bbox_aux_1: 0.1547 (0.1599) loss_bbox_aux_2: 0.1475 (0.1567) loss_bbox_aux_3: 0.1453 (0.1542) loss_bbox_aux_4: 0.1479 (0.1540) loss_bbox_aux_5: 0.1922 (0.2049) loss_bbox_dn_0: 0.2523 (0.2704) loss_bbox_dn_1: 0.1802 (0.1998) loss_bbox_dn_2: 0.1569 (0.1791) loss_bbox_dn_3: 0.1531 (0.1731) loss_bbox_dn_4: 0.1541 (0.1718) loss_bbox_dn_5: 0.1541 (0.1718) loss_giou: 0.4753 (0.4749) loss_giou_aux_0: 0.5199 (0.5005) loss_giou_aux_1: 0.4907 (0.4856) loss_giou_aux_2: 0.4726 (0.4794) loss_giou_aux_3: 0.4746 (0.4765) loss_giou_aux_4: 0.4715 (0.4752) loss_giou_aux_5: 0.5983 (0.5644) loss_giou_dn_0: 0.5992 (0.5848) loss_giou_dn_1: 0.4806 (0.4777) loss_giou_dn_2: 0.4500 (0.4479) loss_giou_dn_3: 0.4391 (0.4400) loss_giou_dn_4: 0.4386 (0.4380) loss_giou_dn_5: 0.4386 (0.4381) loss_vfl: 0.7007 (0.6761) loss_vfl_aux_0: 0.7843 (0.7799) loss_vfl_aux_1: 0.7318 (0.7290) loss_vfl_aux_2: 0.7066 (0.7014) loss_vfl_aux_3: 0.6931 (0.6865) loss_vfl_aux_4: 0.6989 (0.6794) loss_vfl_aux_5: 0.7465 (0.7644) loss_vfl_dn_0: 0.4489 (0.4540) loss_vfl_dn_1: 0.3924 (0.3889) loss_vfl_dn_2: 0.3757 (0.3726) loss_vfl_dn_3: 0.3672 (0.3650) loss_vfl_dn_4: 0.3645 (0.3624) loss_vfl_dn_5: 0.3631 (0.3617) time: 0.4786 data: 0.0139 max mem: 5654 Epoch: [39] [ 800/7393] eta: 0:54:44 lr: 0.000010 loss: 16.3596 (15.9437) loss_bbox: 0.1557 (0.1547) loss_bbox_aux_0: 0.1768 (0.1686) loss_bbox_aux_1: 0.1701 (0.1606) loss_bbox_aux_2: 0.1574 (0.1573) loss_bbox_aux_3: 0.1583 (0.1549) loss_bbox_aux_4: 0.1570 (0.1547) loss_bbox_aux_5: 0.2117 (0.2055) loss_bbox_dn_0: 0.2902 (0.2714) loss_bbox_dn_1: 0.2206 (0.2005) loss_bbox_dn_2: 0.1799 (0.1797) loss_bbox_dn_3: 0.1732 (0.1736) loss_bbox_dn_4: 0.1735 (0.1723) loss_bbox_dn_5: 0.1735 (0.1723) loss_giou: 0.4781 (0.4762) loss_giou_aux_0: 0.5159 (0.5018) loss_giou_aux_1: 0.4866 (0.4870) loss_giou_aux_2: 0.4808 (0.4809) loss_giou_aux_3: 0.4735 (0.4777) loss_giou_aux_4: 0.4734 (0.4764) loss_giou_aux_5: 0.5736 (0.5656) loss_giou_dn_0: 0.5722 (0.5854) loss_giou_dn_1: 0.4759 (0.4785) loss_giou_dn_2: 0.4479 (0.4484) loss_giou_dn_3: 0.4409 (0.4405) loss_giou_dn_4: 0.4370 (0.4384) loss_giou_dn_5: 0.4370 (0.4386) loss_vfl: 0.6740 (0.6759) loss_vfl_aux_0: 0.7848 (0.7796) loss_vfl_aux_1: 0.7233 (0.7295) loss_vfl_aux_2: 0.6888 (0.7011) loss_vfl_aux_3: 0.6779 (0.6860) loss_vfl_aux_4: 0.6732 (0.6793) loss_vfl_aux_5: 0.7864 (0.7647) loss_vfl_dn_0: 0.4522 (0.4542) loss_vfl_dn_1: 0.3935 (0.3891) loss_vfl_dn_2: 0.3775 (0.3728) loss_vfl_dn_3: 0.3743 (0.3652) loss_vfl_dn_4: 0.3721 (0.3627) loss_vfl_dn_5: 0.3695 (0.3620) time: 0.4773 data: 0.0137 max mem: 5654 Epoch: [39] [ 900/7393] eta: 0:53:37 lr: 0.000010 loss: 15.7993 (15.9455) loss_bbox: 0.1347 (0.1548) loss_bbox_aux_0: 0.1553 (0.1683) loss_bbox_aux_1: 0.1541 (0.1605) loss_bbox_aux_2: 0.1519 (0.1572) loss_bbox_aux_3: 0.1415 (0.1550) loss_bbox_aux_4: 0.1346 (0.1548) loss_bbox_aux_5: 0.2040 (0.2057) loss_bbox_dn_0: 0.2516 (0.2725) loss_bbox_dn_1: 0.1837 (0.2013) loss_bbox_dn_2: 0.1640 (0.1805) loss_bbox_dn_3: 0.1594 (0.1743) loss_bbox_dn_4: 0.1573 (0.1730) loss_bbox_dn_5: 0.1574 (0.1730) loss_giou: 0.4285 (0.4748) loss_giou_aux_0: 0.4499 (0.5001) loss_giou_aux_1: 0.4381 (0.4856) loss_giou_aux_2: 0.4383 (0.4795) loss_giou_aux_3: 0.4341 (0.4763) loss_giou_aux_4: 0.4343 (0.4750) loss_giou_aux_5: 0.5305 (0.5646) loss_giou_dn_0: 0.5543 (0.5848) loss_giou_dn_1: 0.4569 (0.4778) loss_giou_dn_2: 0.4239 (0.4478) loss_giou_dn_3: 0.4200 (0.4399) loss_giou_dn_4: 0.4183 (0.4378) loss_giou_dn_5: 0.4190 (0.4380) loss_vfl: 0.6530 (0.6768) loss_vfl_aux_0: 0.8008 (0.7819) loss_vfl_aux_1: 0.6887 (0.7311) loss_vfl_aux_2: 0.6879 (0.7026) loss_vfl_aux_3: 0.6780 (0.6873) loss_vfl_aux_4: 0.6538 (0.6803) loss_vfl_aux_5: 0.7845 (0.7661) loss_vfl_dn_0: 0.4538 (0.4545) loss_vfl_dn_1: 0.3765 (0.3891) loss_vfl_dn_2: 0.3626 (0.3729) loss_vfl_dn_3: 0.3539 (0.3653) loss_vfl_dn_4: 0.3521 (0.3628) loss_vfl_dn_5: 0.3520 (0.3620) time: 0.4856 data: 0.0143 max mem: 5654 Epoch: [39] [1000/7393] eta: 0:52:36 lr: 0.000010 loss: 15.9490 (15.9564) loss_bbox: 0.1387 (0.1553) loss_bbox_aux_0: 0.1624 (0.1690) loss_bbox_aux_1: 0.1475 (0.1610) loss_bbox_aux_2: 0.1448 (0.1578) loss_bbox_aux_3: 0.1401 (0.1554) loss_bbox_aux_4: 0.1344 (0.1552) loss_bbox_aux_5: 0.1958 (0.2065) loss_bbox_dn_0: 0.2524 (0.2735) loss_bbox_dn_1: 0.1787 (0.2021) loss_bbox_dn_2: 0.1546 (0.1810) loss_bbox_dn_3: 0.1490 (0.1748) loss_bbox_dn_4: 0.1449 (0.1734) loss_bbox_dn_5: 0.1449 (0.1734) loss_giou: 0.4769 (0.4752) loss_giou_aux_0: 0.4898 (0.5005) loss_giou_aux_1: 0.4801 (0.4859) loss_giou_aux_2: 0.4827 (0.4800) loss_giou_aux_3: 0.4767 (0.4767) loss_giou_aux_4: 0.4758 (0.4755) loss_giou_aux_5: 0.5587 (0.5653) loss_giou_dn_0: 0.5947 (0.5849) loss_giou_dn_1: 0.4937 (0.4779) loss_giou_dn_2: 0.4501 (0.4478) loss_giou_dn_3: 0.4411 (0.4398) loss_giou_dn_4: 0.4400 (0.4377) loss_giou_dn_5: 0.4399 (0.4379) loss_vfl: 0.6690 (0.6765) loss_vfl_aux_0: 0.7625 (0.7820) loss_vfl_aux_1: 0.7214 (0.7313) loss_vfl_aux_2: 0.6996 (0.7024) loss_vfl_aux_3: 0.6798 (0.6872) loss_vfl_aux_4: 0.6779 (0.6800) loss_vfl_aux_5: 0.7680 (0.7659) loss_vfl_dn_0: 0.4542 (0.4548) loss_vfl_dn_1: 0.3890 (0.3893) loss_vfl_dn_2: 0.3715 (0.3730) loss_vfl_dn_3: 0.3691 (0.3655) loss_vfl_dn_4: 0.3654 (0.3629) loss_vfl_dn_5: 0.3646 (0.3621) time: 0.4799 data: 0.0141 max mem: 5654 Epoch: [39] [1100/7393] eta: 0:51:37 lr: 0.000010 loss: 16.1974 (15.9546) loss_bbox: 0.1411 (0.1551) loss_bbox_aux_0: 0.1488 (0.1686) loss_bbox_aux_1: 0.1409 (0.1607) loss_bbox_aux_2: 0.1403 (0.1576) loss_bbox_aux_3: 0.1423 (0.1552) loss_bbox_aux_4: 0.1411 (0.1550) loss_bbox_aux_5: 0.1988 (0.2062) loss_bbox_dn_0: 0.2296 (0.2735) loss_bbox_dn_1: 0.1723 (0.2022) loss_bbox_dn_2: 0.1593 (0.1812) loss_bbox_dn_3: 0.1547 (0.1750) loss_bbox_dn_4: 0.1547 (0.1736) loss_bbox_dn_5: 0.1547 (0.1736) loss_giou: 0.4655 (0.4743) loss_giou_aux_0: 0.5035 (0.4998) loss_giou_aux_1: 0.4767 (0.4850) loss_giou_aux_2: 0.4892 (0.4791) loss_giou_aux_3: 0.4635 (0.4759) loss_giou_aux_4: 0.4666 (0.4746) loss_giou_aux_5: 0.5975 (0.5643) loss_giou_dn_0: 0.5893 (0.5844) loss_giou_dn_1: 0.4868 (0.4776) loss_giou_dn_2: 0.4626 (0.4478) loss_giou_dn_3: 0.4520 (0.4397) loss_giou_dn_4: 0.4490 (0.4376) loss_giou_dn_5: 0.4491 (0.4378) loss_vfl: 0.6575 (0.6770) loss_vfl_aux_0: 0.7497 (0.7828) loss_vfl_aux_1: 0.7060 (0.7326) loss_vfl_aux_2: 0.7025 (0.7031) loss_vfl_aux_3: 0.6686 (0.6879) loss_vfl_aux_4: 0.6625 (0.6806) loss_vfl_aux_5: 0.7628 (0.7671) loss_vfl_dn_0: 0.4545 (0.4548) loss_vfl_dn_1: 0.3919 (0.3893) loss_vfl_dn_2: 0.3759 (0.3731) loss_vfl_dn_3: 0.3685 (0.3656) loss_vfl_dn_4: 0.3667 (0.3630) loss_vfl_dn_5: 0.3658 (0.3623) time: 0.4827 data: 0.0141 max mem: 5654 Epoch: [39] [1200/7393] eta: 0:50:41 lr: 0.000010 loss: 15.9040 (15.9715) loss_bbox: 0.1525 (0.1556) loss_bbox_aux_0: 0.1662 (0.1689) loss_bbox_aux_1: 0.1574 (0.1610) loss_bbox_aux_2: 0.1549 (0.1579) loss_bbox_aux_3: 0.1575 (0.1557) loss_bbox_aux_4: 0.1527 (0.1555) loss_bbox_aux_5: 0.1981 (0.2067) loss_bbox_dn_0: 0.2667 (0.2740) loss_bbox_dn_1: 0.2040 (0.2027) loss_bbox_dn_2: 0.1875 (0.1817) loss_bbox_dn_3: 0.1824 (0.1754) loss_bbox_dn_4: 0.1811 (0.1741) loss_bbox_dn_5: 0.1812 (0.1741) loss_giou: 0.4552 (0.4759) loss_giou_aux_0: 0.4734 (0.5010) loss_giou_aux_1: 0.4644 (0.4864) loss_giou_aux_2: 0.4608 (0.4804) loss_giou_aux_3: 0.4565 (0.4774) loss_giou_aux_4: 0.4571 (0.4761) loss_giou_aux_5: 0.5385 (0.5660) loss_giou_dn_0: 0.5790 (0.5855) loss_giou_dn_1: 0.4727 (0.4788) loss_giou_dn_2: 0.4302 (0.4489) loss_giou_dn_3: 0.4183 (0.4408) loss_giou_dn_4: 0.4168 (0.4388) loss_giou_dn_5: 0.4168 (0.4389) loss_vfl: 0.6427 (0.6758) loss_vfl_aux_0: 0.7509 (0.7824) loss_vfl_aux_1: 0.6961 (0.7321) loss_vfl_aux_2: 0.6496 (0.7023) loss_vfl_aux_3: 0.6301 (0.6868) loss_vfl_aux_4: 0.6453 (0.6795) loss_vfl_aux_5: 0.7362 (0.7660) loss_vfl_dn_0: 0.4609 (0.4546) loss_vfl_dn_1: 0.3890 (0.3893) loss_vfl_dn_2: 0.3714 (0.3731) loss_vfl_dn_3: 0.3643 (0.3657) loss_vfl_dn_4: 0.3635 (0.3631) loss_vfl_dn_5: 0.3617 (0.3624) time: 0.4831 data: 0.0144 max mem: 5654 Epoch: [39] [1300/7393] eta: 0:49:42 lr: 0.000010 loss: 15.8762 (15.9784) loss_bbox: 0.1314 (0.1557) loss_bbox_aux_0: 0.1475 (0.1688) loss_bbox_aux_1: 0.1340 (0.1610) loss_bbox_aux_2: 0.1292 (0.1579) loss_bbox_aux_3: 0.1300 (0.1557) loss_bbox_aux_4: 0.1317 (0.1555) loss_bbox_aux_5: 0.1727 (0.2068) loss_bbox_dn_0: 0.2115 (0.2742) loss_bbox_dn_1: 0.1573 (0.2029) loss_bbox_dn_2: 0.1477 (0.1818) loss_bbox_dn_3: 0.1431 (0.1756) loss_bbox_dn_4: 0.1433 (0.1742) loss_bbox_dn_5: 0.1433 (0.1742) loss_giou: 0.4809 (0.4761) loss_giou_aux_0: 0.5154 (0.5013) loss_giou_aux_1: 0.5087 (0.4865) loss_giou_aux_2: 0.4843 (0.4806) loss_giou_aux_3: 0.4840 (0.4775) loss_giou_aux_4: 0.4827 (0.4762) loss_giou_aux_5: 0.5787 (0.5665) loss_giou_dn_0: 0.6018 (0.5860) loss_giou_dn_1: 0.4956 (0.4793) loss_giou_dn_2: 0.4635 (0.4494) loss_giou_dn_3: 0.4542 (0.4413) loss_giou_dn_4: 0.4517 (0.4392) loss_giou_dn_5: 0.4523 (0.4394) loss_vfl: 0.6770 (0.6758) loss_vfl_aux_0: 0.7753 (0.7827) loss_vfl_aux_1: 0.7233 (0.7321) loss_vfl_aux_2: 0.7134 (0.7026) loss_vfl_aux_3: 0.6891 (0.6871) loss_vfl_aux_4: 0.6996 (0.6796) loss_vfl_aux_5: 0.7310 (0.7664) loss_vfl_dn_0: 0.4408 (0.4546) loss_vfl_dn_1: 0.3893 (0.3893) loss_vfl_dn_2: 0.3723 (0.3732) loss_vfl_dn_3: 0.3643 (0.3658) loss_vfl_dn_4: 0.3622 (0.3632) loss_vfl_dn_5: 0.3623 (0.3624) time: 0.4657 data: 0.0140 max mem: 5654 Epoch: [39] [1400/7393] eta: 0:48:48 lr: 0.000010 loss: 16.4203 (15.9954) loss_bbox: 0.1524 (0.1561) loss_bbox_aux_0: 0.1640 (0.1689) loss_bbox_aux_1: 0.1630 (0.1614) loss_bbox_aux_2: 0.1647 (0.1583) loss_bbox_aux_3: 0.1675 (0.1561) loss_bbox_aux_4: 0.1576 (0.1559) loss_bbox_aux_5: 0.2022 (0.2068) loss_bbox_dn_0: 0.2596 (0.2746) loss_bbox_dn_1: 0.1984 (0.2033) loss_bbox_dn_2: 0.1850 (0.1823) loss_bbox_dn_3: 0.1788 (0.1760) loss_bbox_dn_4: 0.1762 (0.1746) loss_bbox_dn_5: 0.1762 (0.1746) loss_giou: 0.4658 (0.4768) loss_giou_aux_0: 0.4782 (0.5016) loss_giou_aux_1: 0.4801 (0.4870) loss_giou_aux_2: 0.4720 (0.4812) loss_giou_aux_3: 0.4694 (0.4781) loss_giou_aux_4: 0.4640 (0.4768) loss_giou_aux_5: 0.5403 (0.5666) loss_giou_dn_0: 0.5747 (0.5867) loss_giou_dn_1: 0.4688 (0.4799) loss_giou_dn_2: 0.4534 (0.4501) loss_giou_dn_3: 0.4473 (0.4419) loss_giou_dn_4: 0.4440 (0.4399) loss_giou_dn_5: 0.4438 (0.4400) loss_vfl: 0.6685 (0.6762) loss_vfl_aux_0: 0.7686 (0.7832) loss_vfl_aux_1: 0.7379 (0.7328) loss_vfl_aux_2: 0.7059 (0.7028) loss_vfl_aux_3: 0.6815 (0.6874) loss_vfl_aux_4: 0.6716 (0.6801) loss_vfl_aux_5: 0.7516 (0.7669) loss_vfl_dn_0: 0.4587 (0.4548) loss_vfl_dn_1: 0.3982 (0.3897) loss_vfl_dn_2: 0.3847 (0.3736) loss_vfl_dn_3: 0.3791 (0.3661) loss_vfl_dn_4: 0.3751 (0.3635) loss_vfl_dn_5: 0.3747 (0.3628) time: 0.4717 data: 0.0140 max mem: 5654 Epoch: [39] [1500/7393] eta: 0:47:53 lr: 0.000010 loss: 16.0935 (15.9921) loss_bbox: 0.1530 (0.1560) loss_bbox_aux_0: 0.1653 (0.1686) loss_bbox_aux_1: 0.1582 (0.1611) loss_bbox_aux_2: 0.1538 (0.1581) loss_bbox_aux_3: 0.1540 (0.1559) loss_bbox_aux_4: 0.1529 (0.1557) loss_bbox_aux_5: 0.1936 (0.2063) loss_bbox_dn_0: 0.2624 (0.2738) loss_bbox_dn_1: 0.1938 (0.2027) loss_bbox_dn_2: 0.1654 (0.1818) loss_bbox_dn_3: 0.1591 (0.1755) loss_bbox_dn_4: 0.1562 (0.1742) loss_bbox_dn_5: 0.1562 (0.1742) loss_giou: 0.4865 (0.4769) loss_giou_aux_0: 0.5127 (0.5017) loss_giou_aux_1: 0.5000 (0.4871) loss_giou_aux_2: 0.4958 (0.4813) loss_giou_aux_3: 0.4879 (0.4781) loss_giou_aux_4: 0.4871 (0.4769) loss_giou_aux_5: 0.6067 (0.5669) loss_giou_dn_0: 0.6198 (0.5866) loss_giou_dn_1: 0.5177 (0.4799) loss_giou_dn_2: 0.4778 (0.4500) loss_giou_dn_3: 0.4698 (0.4419) loss_giou_dn_4: 0.4670 (0.4398) loss_giou_dn_5: 0.4670 (0.4400) loss_vfl: 0.6533 (0.6764) loss_vfl_aux_0: 0.7540 (0.7833) loss_vfl_aux_1: 0.7234 (0.7329) loss_vfl_aux_2: 0.6884 (0.7030) loss_vfl_aux_3: 0.6852 (0.6879) loss_vfl_aux_4: 0.6589 (0.6803) loss_vfl_aux_5: 0.7404 (0.7670) loss_vfl_dn_0: 0.4451 (0.4548) loss_vfl_dn_1: 0.3807 (0.3896) loss_vfl_dn_2: 0.3694 (0.3736) loss_vfl_dn_3: 0.3661 (0.3661) loss_vfl_dn_4: 0.3663 (0.3635) loss_vfl_dn_5: 0.3664 (0.3627) time: 0.4726 data: 0.0144 max mem: 5654 Epoch: [39] [1600/7393] eta: 0:47:02 lr: 0.000010 loss: 15.6566 (15.9897) loss_bbox: 0.1524 (0.1557) loss_bbox_aux_0: 0.1622 (0.1684) loss_bbox_aux_1: 0.1471 (0.1608) loss_bbox_aux_2: 0.1555 (0.1578) loss_bbox_aux_3: 0.1502 (0.1556) loss_bbox_aux_4: 0.1524 (0.1555) loss_bbox_aux_5: 0.1970 (0.2061) loss_bbox_dn_0: 0.2439 (0.2735) loss_bbox_dn_1: 0.1891 (0.2024) loss_bbox_dn_2: 0.1692 (0.1814) loss_bbox_dn_3: 0.1613 (0.1752) loss_bbox_dn_4: 0.1558 (0.1738) loss_bbox_dn_5: 0.1556 (0.1738) loss_giou: 0.4548 (0.4768) loss_giou_aux_0: 0.4915 (0.5018) loss_giou_aux_1: 0.4626 (0.4870) loss_giou_aux_2: 0.4650 (0.4813) loss_giou_aux_3: 0.4483 (0.4780) loss_giou_aux_4: 0.4614 (0.4768) loss_giou_aux_5: 0.5458 (0.5670) loss_giou_dn_0: 0.5891 (0.5869) loss_giou_dn_1: 0.4662 (0.4801) loss_giou_dn_2: 0.4406 (0.4502) loss_giou_dn_3: 0.4324 (0.4421) loss_giou_dn_4: 0.4326 (0.4400) loss_giou_dn_5: 0.4326 (0.4402) loss_vfl: 0.6714 (0.6766) loss_vfl_aux_0: 0.7656 (0.7828) loss_vfl_aux_1: 0.6998 (0.7333) loss_vfl_aux_2: 0.6767 (0.7030) loss_vfl_aux_3: 0.6744 (0.6883) loss_vfl_aux_4: 0.6753 (0.6805) loss_vfl_aux_5: 0.7341 (0.7664) loss_vfl_dn_0: 0.4498 (0.4548) loss_vfl_dn_1: 0.3885 (0.3897) loss_vfl_dn_2: 0.3709 (0.3737) loss_vfl_dn_3: 0.3615 (0.3662) loss_vfl_dn_4: 0.3591 (0.3636) loss_vfl_dn_5: 0.3573 (0.3628) time: 0.4813 data: 0.0148 max mem: 5654 Epoch: [39] [1700/7393] eta: 0:46:10 lr: 0.000010 loss: 15.7500 (15.9721) loss_bbox: 0.1388 (0.1555) loss_bbox_aux_0: 0.1614 (0.1682) loss_bbox_aux_1: 0.1505 (0.1608) loss_bbox_aux_2: 0.1438 (0.1578) loss_bbox_aux_3: 0.1372 (0.1555) loss_bbox_aux_4: 0.1388 (0.1554) loss_bbox_aux_5: 0.1880 (0.2060) loss_bbox_dn_0: 0.2684 (0.2736) loss_bbox_dn_1: 0.1999 (0.2025) loss_bbox_dn_2: 0.1784 (0.1815) loss_bbox_dn_3: 0.1688 (0.1753) loss_bbox_dn_4: 0.1690 (0.1739) loss_bbox_dn_5: 0.1691 (0.1739) loss_giou: 0.4474 (0.4757) loss_giou_aux_0: 0.4624 (0.5005) loss_giou_aux_1: 0.4550 (0.4860) loss_giou_aux_2: 0.4442 (0.4803) loss_giou_aux_3: 0.4432 (0.4769) loss_giou_aux_4: 0.4440 (0.4758) loss_giou_aux_5: 0.5429 (0.5656) loss_giou_dn_0: 0.5864 (0.5860) loss_giou_dn_1: 0.4814 (0.4792) loss_giou_dn_2: 0.4471 (0.4494) loss_giou_dn_3: 0.4357 (0.4412) loss_giou_dn_4: 0.4322 (0.4392) loss_giou_dn_5: 0.4323 (0.4393) loss_vfl: 0.6837 (0.6761) loss_vfl_aux_0: 0.7735 (0.7826) loss_vfl_aux_1: 0.7282 (0.7323) loss_vfl_aux_2: 0.7021 (0.7022) loss_vfl_aux_3: 0.6855 (0.6879) loss_vfl_aux_4: 0.6796 (0.6800) loss_vfl_aux_5: 0.7749 (0.7663) loss_vfl_dn_0: 0.4537 (0.4547) loss_vfl_dn_1: 0.3883 (0.3894) loss_vfl_dn_2: 0.3759 (0.3735) loss_vfl_dn_3: 0.3655 (0.3660) loss_vfl_dn_4: 0.3619 (0.3634) loss_vfl_dn_5: 0.3622 (0.3626) time: 0.4777 data: 0.0140 max mem: 5654 Epoch: [39] [1800/7393] eta: 0:45:38 lr: 0.000010 loss: 15.9921 (15.9804) loss_bbox: 0.1467 (0.1555) loss_bbox_aux_0: 0.1509 (0.1680) loss_bbox_aux_1: 0.1487 (0.1607) loss_bbox_aux_2: 0.1466 (0.1579) loss_bbox_aux_3: 0.1460 (0.1555) loss_bbox_aux_4: 0.1452 (0.1553) loss_bbox_aux_5: 0.1834 (0.2058) loss_bbox_dn_0: 0.2429 (0.2733) loss_bbox_dn_1: 0.1745 (0.2023) loss_bbox_dn_2: 0.1593 (0.1814) loss_bbox_dn_3: 0.1533 (0.1752) loss_bbox_dn_4: 0.1515 (0.1738) loss_bbox_dn_5: 0.1520 (0.1738) loss_giou: 0.5025 (0.4766) loss_giou_aux_0: 0.5336 (0.5013) loss_giou_aux_1: 0.5119 (0.4869) loss_giou_aux_2: 0.5095 (0.4812) loss_giou_aux_3: 0.5077 (0.4777) loss_giou_aux_4: 0.5049 (0.4766) loss_giou_aux_5: 0.5998 (0.5665) loss_giou_dn_0: 0.6185 (0.5866) loss_giou_dn_1: 0.5133 (0.4798) loss_giou_dn_2: 0.4856 (0.4500) loss_giou_dn_3: 0.4792 (0.4419) loss_giou_dn_4: 0.4783 (0.4398) loss_giou_dn_5: 0.4787 (0.4400) loss_vfl: 0.6706 (0.6760) loss_vfl_aux_0: 0.7854 (0.7829) loss_vfl_aux_1: 0.7388 (0.7321) loss_vfl_aux_2: 0.6907 (0.7020) loss_vfl_aux_3: 0.6694 (0.6878) loss_vfl_aux_4: 0.6768 (0.6799) loss_vfl_aux_5: 0.7417 (0.7661) loss_vfl_dn_0: 0.4569 (0.4547) loss_vfl_dn_1: 0.3928 (0.3895) loss_vfl_dn_2: 0.3771 (0.3735) loss_vfl_dn_3: 0.3695 (0.3661) loss_vfl_dn_4: 0.3683 (0.3635) loss_vfl_dn_5: 0.3665 (0.3628) time: 0.8110 data: 0.0138 max mem: 5654 Epoch: [39] [1900/7393] eta: 0:44:46 lr: 0.000010 loss: 15.5578 (15.9712) loss_bbox: 0.1470 (0.1554) loss_bbox_aux_0: 0.1538 (0.1680) loss_bbox_aux_1: 0.1500 (0.1605) loss_bbox_aux_2: 0.1500 (0.1578) loss_bbox_aux_3: 0.1437 (0.1553) loss_bbox_aux_4: 0.1441 (0.1552) loss_bbox_aux_5: 0.2057 (0.2059) loss_bbox_dn_0: 0.2583 (0.2735) loss_bbox_dn_1: 0.1841 (0.2024) loss_bbox_dn_2: 0.1553 (0.1814) loss_bbox_dn_3: 0.1473 (0.1752) loss_bbox_dn_4: 0.1443 (0.1738) loss_bbox_dn_5: 0.1445 (0.1738) loss_giou: 0.4660 (0.4761) loss_giou_aux_0: 0.4852 (0.5008) loss_giou_aux_1: 0.4761 (0.4862) loss_giou_aux_2: 0.4738 (0.4808) loss_giou_aux_3: 0.4657 (0.4773) loss_giou_aux_4: 0.4629 (0.4762) loss_giou_aux_5: 0.5687 (0.5661) loss_giou_dn_0: 0.5744 (0.5862) loss_giou_dn_1: 0.4614 (0.4794) loss_giou_dn_2: 0.4258 (0.4496) loss_giou_dn_3: 0.4204 (0.4414) loss_giou_dn_4: 0.4194 (0.4393) loss_giou_dn_5: 0.4197 (0.4395) loss_vfl: 0.6370 (0.6756) loss_vfl_aux_0: 0.7283 (0.7825) loss_vfl_aux_1: 0.6917 (0.7320) loss_vfl_aux_2: 0.6695 (0.7016) loss_vfl_aux_3: 0.6496 (0.6873) loss_vfl_aux_4: 0.6468 (0.6794) loss_vfl_aux_5: 0.7321 (0.7660) loss_vfl_dn_0: 0.4497 (0.4546) loss_vfl_dn_1: 0.3857 (0.3894) loss_vfl_dn_2: 0.3690 (0.3735) loss_vfl_dn_3: 0.3609 (0.3660) loss_vfl_dn_4: 0.3563 (0.3634) loss_vfl_dn_5: 0.3558 (0.3626) time: 0.4788 data: 0.0140 max mem: 5654 Epoch: [39] [2000/7393] eta: 0:43:56 lr: 0.000010 loss: 16.4413 (15.9736) loss_bbox: 0.1566 (0.1553) loss_bbox_aux_0: 0.1754 (0.1680) loss_bbox_aux_1: 0.1620 (0.1605) loss_bbox_aux_2: 0.1586 (0.1577) loss_bbox_aux_3: 0.1565 (0.1552) loss_bbox_aux_4: 0.1565 (0.1551) loss_bbox_aux_5: 0.2047 (0.2056) loss_bbox_dn_0: 0.2860 (0.2734) loss_bbox_dn_1: 0.2216 (0.2024) loss_bbox_dn_2: 0.2009 (0.1815) loss_bbox_dn_3: 0.1910 (0.1752) loss_bbox_dn_4: 0.1877 (0.1739) loss_bbox_dn_5: 0.1877 (0.1739) loss_giou: 0.4684 (0.4756) loss_giou_aux_0: 0.4963 (0.5004) loss_giou_aux_1: 0.4738 (0.4858) loss_giou_aux_2: 0.4571 (0.4803) loss_giou_aux_3: 0.4565 (0.4769) loss_giou_aux_4: 0.4565 (0.4757) loss_giou_aux_5: 0.5374 (0.5656) loss_giou_dn_0: 0.6037 (0.5861) loss_giou_dn_1: 0.4928 (0.4792) loss_giou_dn_2: 0.4652 (0.4494) loss_giou_dn_3: 0.4574 (0.4412) loss_giou_dn_4: 0.4550 (0.4392) loss_giou_dn_5: 0.4551 (0.4393) loss_vfl: 0.7360 (0.6767) loss_vfl_aux_0: 0.8234 (0.7833) loss_vfl_aux_1: 0.7818 (0.7328) loss_vfl_aux_2: 0.7527 (0.7027) loss_vfl_aux_3: 0.7560 (0.6884) loss_vfl_aux_4: 0.7328 (0.6806) loss_vfl_aux_5: 0.8034 (0.7669) loss_vfl_dn_0: 0.4548 (0.4546) loss_vfl_dn_1: 0.3925 (0.3894) loss_vfl_dn_2: 0.3775 (0.3735) loss_vfl_dn_3: 0.3720 (0.3661) loss_vfl_dn_4: 0.3702 (0.3635) loss_vfl_dn_5: 0.3692 (0.3627) time: 0.4841 data: 0.0141 max mem: 5654 Epoch: [39] [2100/7393] eta: 0:43:04 lr: 0.000010 loss: 15.8201 (15.9667) loss_bbox: 0.1491 (0.1552) loss_bbox_aux_0: 0.1559 (0.1679) loss_bbox_aux_1: 0.1570 (0.1603) loss_bbox_aux_2: 0.1477 (0.1576) loss_bbox_aux_3: 0.1477 (0.1552) loss_bbox_aux_4: 0.1491 (0.1551) loss_bbox_aux_5: 0.2048 (0.2055) loss_bbox_dn_0: 0.2518 (0.2729) loss_bbox_dn_1: 0.1895 (0.2021) loss_bbox_dn_2: 0.1741 (0.1812) loss_bbox_dn_3: 0.1681 (0.1750) loss_bbox_dn_4: 0.1657 (0.1736) loss_bbox_dn_5: 0.1659 (0.1736) loss_giou: 0.4335 (0.4756) loss_giou_aux_0: 0.4606 (0.5003) loss_giou_aux_1: 0.4482 (0.4857) loss_giou_aux_2: 0.4355 (0.4802) loss_giou_aux_3: 0.4317 (0.4769) loss_giou_aux_4: 0.4336 (0.4757) loss_giou_aux_5: 0.5260 (0.5654) loss_giou_dn_0: 0.5648 (0.5857) loss_giou_dn_1: 0.4508 (0.4789) loss_giou_dn_2: 0.4180 (0.4492) loss_giou_dn_3: 0.4095 (0.4410) loss_giou_dn_4: 0.4074 (0.4389) loss_giou_dn_5: 0.4075 (0.4391) loss_vfl: 0.6802 (0.6764) loss_vfl_aux_0: 0.7841 (0.7829) loss_vfl_aux_1: 0.7309 (0.7324) loss_vfl_aux_2: 0.6971 (0.7023) loss_vfl_aux_3: 0.6839 (0.6880) loss_vfl_aux_4: 0.6837 (0.6802) loss_vfl_aux_5: 0.7633 (0.7667) loss_vfl_dn_0: 0.4547 (0.4546) loss_vfl_dn_1: 0.3940 (0.3895) loss_vfl_dn_2: 0.3747 (0.3735) loss_vfl_dn_3: 0.3683 (0.3661) loss_vfl_dn_4: 0.3654 (0.3635) loss_vfl_dn_5: 0.3642 (0.3627) time: 0.4798 data: 0.0144 max mem: 5654 Epoch: [39] [2200/7393] eta: 0:42:15 lr: 0.000010 loss: 15.9689 (15.9706) loss_bbox: 0.1480 (0.1553) loss_bbox_aux_0: 0.1572 (0.1679) loss_bbox_aux_1: 0.1563 (0.1604) loss_bbox_aux_2: 0.1465 (0.1577) loss_bbox_aux_3: 0.1462 (0.1553) loss_bbox_aux_4: 0.1456 (0.1551) loss_bbox_aux_5: 0.1862 (0.2055) loss_bbox_dn_0: 0.2403 (0.2726) loss_bbox_dn_1: 0.1909 (0.2018) loss_bbox_dn_2: 0.1570 (0.1809) loss_bbox_dn_3: 0.1472 (0.1747) loss_bbox_dn_4: 0.1459 (0.1733) loss_bbox_dn_5: 0.1459 (0.1733) loss_giou: 0.5105 (0.4765) loss_giou_aux_0: 0.5119 (0.5012) loss_giou_aux_1: 0.5063 (0.4866) loss_giou_aux_2: 0.5081 (0.4812) loss_giou_aux_3: 0.5102 (0.4778) loss_giou_aux_4: 0.5170 (0.4765) loss_giou_aux_5: 0.5752 (0.5664) loss_giou_dn_0: 0.6042 (0.5862) loss_giou_dn_1: 0.5007 (0.4793) loss_giou_dn_2: 0.4729 (0.4495) loss_giou_dn_3: 0.4629 (0.4414) loss_giou_dn_4: 0.4614 (0.4393) loss_giou_dn_5: 0.4617 (0.4395) loss_vfl: 0.6863 (0.6758) loss_vfl_aux_0: 0.7766 (0.7825) loss_vfl_aux_1: 0.7220 (0.7319) loss_vfl_aux_2: 0.7055 (0.7019) loss_vfl_aux_3: 0.6882 (0.6875) loss_vfl_aux_4: 0.6793 (0.6797) loss_vfl_aux_5: 0.7387 (0.7663) loss_vfl_dn_0: 0.4509 (0.4546) loss_vfl_dn_1: 0.3855 (0.3895) loss_vfl_dn_2: 0.3695 (0.3735) loss_vfl_dn_3: 0.3668 (0.3661) loss_vfl_dn_4: 0.3623 (0.3635) loss_vfl_dn_5: 0.3636 (0.3627) time: 0.4792 data: 0.0142 max mem: 5654 Epoch: [39] [2300/7393] eta: 0:41:23 lr: 0.000010 loss: 15.6970 (15.9631) loss_bbox: 0.1643 (0.1554) loss_bbox_aux_0: 0.1675 (0.1680) loss_bbox_aux_1: 0.1663 (0.1604) loss_bbox_aux_2: 0.1632 (0.1577) loss_bbox_aux_3: 0.1610 (0.1554) loss_bbox_aux_4: 0.1608 (0.1552) loss_bbox_aux_5: 0.2042 (0.2057) loss_bbox_dn_0: 0.2658 (0.2726) loss_bbox_dn_1: 0.1991 (0.2018) loss_bbox_dn_2: 0.1770 (0.1808) loss_bbox_dn_3: 0.1706 (0.1746) loss_bbox_dn_4: 0.1684 (0.1733) loss_bbox_dn_5: 0.1685 (0.1733) loss_giou: 0.4549 (0.4759) loss_giou_aux_0: 0.4577 (0.5004) loss_giou_aux_1: 0.4661 (0.4859) loss_giou_aux_2: 0.4542 (0.4805) loss_giou_aux_3: 0.4516 (0.4771) loss_giou_aux_4: 0.4548 (0.4759) loss_giou_aux_5: 0.5581 (0.5655) loss_giou_dn_0: 0.5660 (0.5855) loss_giou_dn_1: 0.4771 (0.4787) loss_giou_dn_2: 0.4500 (0.4489) loss_giou_dn_3: 0.4448 (0.4407) loss_giou_dn_4: 0.4413 (0.4387) loss_giou_dn_5: 0.4415 (0.4388) loss_vfl: 0.6998 (0.6759) loss_vfl_aux_0: 0.8006 (0.7827) loss_vfl_aux_1: 0.7633 (0.7321) loss_vfl_aux_2: 0.7248 (0.7022) loss_vfl_aux_3: 0.7121 (0.6877) loss_vfl_aux_4: 0.6987 (0.6799) loss_vfl_aux_5: 0.7624 (0.7666) loss_vfl_dn_0: 0.4513 (0.4546) loss_vfl_dn_1: 0.3871 (0.3894) loss_vfl_dn_2: 0.3691 (0.3735) loss_vfl_dn_3: 0.3609 (0.3660) loss_vfl_dn_4: 0.3584 (0.3634) loss_vfl_dn_5: 0.3573 (0.3626) time: 0.4707 data: 0.0137 max mem: 5654 Epoch: [39] [2400/7393] eta: 0:40:32 lr: 0.000010 loss: 15.2032 (15.9669) loss_bbox: 0.1462 (0.1555) loss_bbox_aux_0: 0.1557 (0.1681) loss_bbox_aux_1: 0.1509 (0.1605) loss_bbox_aux_2: 0.1502 (0.1578) loss_bbox_aux_3: 0.1508 (0.1555) loss_bbox_aux_4: 0.1489 (0.1553) loss_bbox_aux_5: 0.1973 (0.2057) loss_bbox_dn_0: 0.2594 (0.2727) loss_bbox_dn_1: 0.1790 (0.2019) loss_bbox_dn_2: 0.1683 (0.1810) loss_bbox_dn_3: 0.1678 (0.1748) loss_bbox_dn_4: 0.1669 (0.1734) loss_bbox_dn_5: 0.1670 (0.1734) loss_giou: 0.4492 (0.4764) loss_giou_aux_0: 0.4715 (0.5009) loss_giou_aux_1: 0.4569 (0.4864) loss_giou_aux_2: 0.4509 (0.4809) loss_giou_aux_3: 0.4538 (0.4776) loss_giou_aux_4: 0.4518 (0.4764) loss_giou_aux_5: 0.5371 (0.5659) loss_giou_dn_0: 0.5719 (0.5856) loss_giou_dn_1: 0.4669 (0.4789) loss_giou_dn_2: 0.4319 (0.4491) loss_giou_dn_3: 0.4255 (0.4410) loss_giou_dn_4: 0.4258 (0.4389) loss_giou_dn_5: 0.4260 (0.4390) loss_vfl: 0.6806 (0.6757) loss_vfl_aux_0: 0.7673 (0.7824) loss_vfl_aux_1: 0.7504 (0.7319) loss_vfl_aux_2: 0.7053 (0.7019) loss_vfl_aux_3: 0.6915 (0.6874) loss_vfl_aux_4: 0.6794 (0.6798) loss_vfl_aux_5: 0.7714 (0.7662) loss_vfl_dn_0: 0.4514 (0.4544) loss_vfl_dn_1: 0.3809 (0.3894) loss_vfl_dn_2: 0.3637 (0.3734) loss_vfl_dn_3: 0.3583 (0.3660) loss_vfl_dn_4: 0.3552 (0.3634) loss_vfl_dn_5: 0.3545 (0.3626) time: 0.4731 data: 0.0136 max mem: 5654 Epoch: [39] [2500/7393] eta: 0:39:42 lr: 0.000010 loss: 15.7104 (15.9717) loss_bbox: 0.1532 (0.1555) loss_bbox_aux_0: 0.1815 (0.1682) loss_bbox_aux_1: 0.1555 (0.1605) loss_bbox_aux_2: 0.1534 (0.1579) loss_bbox_aux_3: 0.1666 (0.1556) loss_bbox_aux_4: 0.1545 (0.1553) loss_bbox_aux_5: 0.2084 (0.2058) loss_bbox_dn_0: 0.2707 (0.2729) loss_bbox_dn_1: 0.1999 (0.2020) loss_bbox_dn_2: 0.1744 (0.1810) loss_bbox_dn_3: 0.1724 (0.1748) loss_bbox_dn_4: 0.1730 (0.1735) loss_bbox_dn_5: 0.1730 (0.1735) loss_giou: 0.4453 (0.4768) loss_giou_aux_0: 0.4618 (0.5012) loss_giou_aux_1: 0.4472 (0.4867) loss_giou_aux_2: 0.4590 (0.4814) loss_giou_aux_3: 0.4512 (0.4781) loss_giou_aux_4: 0.4487 (0.4768) loss_giou_aux_5: 0.5247 (0.5664) loss_giou_dn_0: 0.5586 (0.5858) loss_giou_dn_1: 0.4524 (0.4792) loss_giou_dn_2: 0.4246 (0.4493) loss_giou_dn_3: 0.4177 (0.4412) loss_giou_dn_4: 0.4164 (0.4391) loss_giou_dn_5: 0.4168 (0.4393) loss_vfl: 0.6768 (0.6757) loss_vfl_aux_0: 0.8041 (0.7822) loss_vfl_aux_1: 0.7370 (0.7319) loss_vfl_aux_2: 0.7079 (0.7019) loss_vfl_aux_3: 0.7007 (0.6873) loss_vfl_aux_4: 0.6794 (0.6797) loss_vfl_aux_5: 0.7716 (0.7660) loss_vfl_dn_0: 0.4520 (0.4545) loss_vfl_dn_1: 0.3864 (0.3894) loss_vfl_dn_2: 0.3679 (0.3734) loss_vfl_dn_3: 0.3631 (0.3660) loss_vfl_dn_4: 0.3612 (0.3634) loss_vfl_dn_5: 0.3585 (0.3626) time: 0.4779 data: 0.0140 max mem: 5654 Epoch: [39] [2600/7393] eta: 0:38:52 lr: 0.000010 loss: 16.2635 (15.9709) loss_bbox: 0.1586 (0.1556) loss_bbox_aux_0: 0.1669 (0.1683) loss_bbox_aux_1: 0.1629 (0.1607) loss_bbox_aux_2: 0.1682 (0.1580) loss_bbox_aux_3: 0.1640 (0.1557) loss_bbox_aux_4: 0.1607 (0.1554) loss_bbox_aux_5: 0.2109 (0.2060) loss_bbox_dn_0: 0.2747 (0.2728) loss_bbox_dn_1: 0.2001 (0.2020) loss_bbox_dn_2: 0.1783 (0.1810) loss_bbox_dn_3: 0.1695 (0.1748) loss_bbox_dn_4: 0.1654 (0.1734) loss_bbox_dn_5: 0.1654 (0.1734) loss_giou: 0.4515 (0.4770) loss_giou_aux_0: 0.4741 (0.5014) loss_giou_aux_1: 0.4604 (0.4870) loss_giou_aux_2: 0.4485 (0.4816) loss_giou_aux_3: 0.4461 (0.4782) loss_giou_aux_4: 0.4598 (0.4770) loss_giou_aux_5: 0.5534 (0.5664) loss_giou_dn_0: 0.5698 (0.5857) loss_giou_dn_1: 0.4653 (0.4791) loss_giou_dn_2: 0.4327 (0.4493) loss_giou_dn_3: 0.4266 (0.4412) loss_giou_dn_4: 0.4266 (0.4391) loss_giou_dn_5: 0.4278 (0.4393) loss_vfl: 0.6584 (0.6754) loss_vfl_aux_0: 0.7914 (0.7820) loss_vfl_aux_1: 0.7204 (0.7313) loss_vfl_aux_2: 0.6767 (0.7015) loss_vfl_aux_3: 0.6644 (0.6869) loss_vfl_aux_4: 0.6550 (0.6794) loss_vfl_aux_5: 0.7730 (0.7658) loss_vfl_dn_0: 0.4562 (0.4545) loss_vfl_dn_1: 0.3909 (0.3894) loss_vfl_dn_2: 0.3762 (0.3734) loss_vfl_dn_3: 0.3676 (0.3660) loss_vfl_dn_4: 0.3645 (0.3634) loss_vfl_dn_5: 0.3625 (0.3626) time: 0.4790 data: 0.0138 max mem: 5654 Epoch: [39] [2700/7393] eta: 0:38:02 lr: 0.000010 loss: 16.1458 (15.9686) loss_bbox: 0.1609 (0.1556) loss_bbox_aux_0: 0.1646 (0.1682) loss_bbox_aux_1: 0.1548 (0.1606) loss_bbox_aux_2: 0.1600 (0.1580) loss_bbox_aux_3: 0.1582 (0.1557) loss_bbox_aux_4: 0.1583 (0.1554) loss_bbox_aux_5: 0.1926 (0.2057) loss_bbox_dn_0: 0.2487 (0.2722) loss_bbox_dn_1: 0.1871 (0.2015) loss_bbox_dn_2: 0.1755 (0.1806) loss_bbox_dn_3: 0.1684 (0.1744) loss_bbox_dn_4: 0.1660 (0.1731) loss_bbox_dn_5: 0.1660 (0.1731) loss_giou: 0.5302 (0.4774) loss_giou_aux_0: 0.5332 (0.5018) loss_giou_aux_1: 0.5280 (0.4874) loss_giou_aux_2: 0.5352 (0.4820) loss_giou_aux_3: 0.5309 (0.4787) loss_giou_aux_4: 0.5300 (0.4774) loss_giou_aux_5: 0.5956 (0.5666) loss_giou_dn_0: 0.6048 (0.5858) loss_giou_dn_1: 0.5094 (0.4792) loss_giou_dn_2: 0.4768 (0.4495) loss_giou_dn_3: 0.4678 (0.4413) loss_giou_dn_4: 0.4641 (0.4393) loss_giou_dn_5: 0.4641 (0.4394) loss_vfl: 0.6408 (0.6751) loss_vfl_aux_0: 0.7447 (0.7813) loss_vfl_aux_1: 0.6848 (0.7308) loss_vfl_aux_2: 0.6707 (0.7012) loss_vfl_aux_3: 0.6553 (0.6865) loss_vfl_aux_4: 0.6412 (0.6791) loss_vfl_aux_5: 0.7062 (0.7654) loss_vfl_dn_0: 0.4511 (0.4545) loss_vfl_dn_1: 0.3940 (0.3894) loss_vfl_dn_2: 0.3813 (0.3734) loss_vfl_dn_3: 0.3759 (0.3660) loss_vfl_dn_4: 0.3712 (0.3634) loss_vfl_dn_5: 0.3682 (0.3626) time: 0.4814 data: 0.0142 max mem: 5654 Epoch: [39] [2800/7393] eta: 0:37:24 lr: 0.000010 loss: 15.3927 (15.9698) loss_bbox: 0.1507 (0.1554) loss_bbox_aux_0: 0.1693 (0.1682) loss_bbox_aux_1: 0.1514 (0.1605) loss_bbox_aux_2: 0.1484 (0.1579) loss_bbox_aux_3: 0.1493 (0.1556) loss_bbox_aux_4: 0.1507 (0.1552) loss_bbox_aux_5: 0.1999 (0.2057) loss_bbox_dn_0: 0.2841 (0.2722) loss_bbox_dn_1: 0.2096 (0.2014) loss_bbox_dn_2: 0.1750 (0.1805) loss_bbox_dn_3: 0.1627 (0.1744) loss_bbox_dn_4: 0.1606 (0.1730) loss_bbox_dn_5: 0.1606 (0.1730) loss_giou: 0.4127 (0.4779) loss_giou_aux_0: 0.4274 (0.5022) loss_giou_aux_1: 0.4254 (0.4879) loss_giou_aux_2: 0.4266 (0.4824) loss_giou_aux_3: 0.4210 (0.4791) loss_giou_aux_4: 0.4182 (0.4779) loss_giou_aux_5: 0.5071 (0.5672) loss_giou_dn_0: 0.5434 (0.5861) loss_giou_dn_1: 0.4236 (0.4795) loss_giou_dn_2: 0.3961 (0.4497) loss_giou_dn_3: 0.3900 (0.4415) loss_giou_dn_4: 0.3855 (0.4395) loss_giou_dn_5: 0.3857 (0.4396) loss_vfl: 0.6732 (0.6748) loss_vfl_aux_0: 0.8026 (0.7811) loss_vfl_aux_1: 0.7227 (0.7306) loss_vfl_aux_2: 0.6950 (0.7008) loss_vfl_aux_3: 0.6844 (0.6863) loss_vfl_aux_4: 0.6600 (0.6788) loss_vfl_aux_5: 0.7674 (0.7650) loss_vfl_dn_0: 0.4507 (0.4544) loss_vfl_dn_1: 0.3796 (0.3894) loss_vfl_dn_2: 0.3702 (0.3735) loss_vfl_dn_3: 0.3579 (0.3660) loss_vfl_dn_4: 0.3578 (0.3634) loss_vfl_dn_5: 0.3576 (0.3626) time: 0.5005 data: 0.0142 max mem: 5654 Epoch: [39] [2900/7393] eta: 0:36:33 lr: 0.000010 loss: 16.0860 (15.9694) loss_bbox: 0.1551 (0.1551) loss_bbox_aux_0: 0.1751 (0.1681) loss_bbox_aux_1: 0.1638 (0.1603) loss_bbox_aux_2: 0.1681 (0.1576) loss_bbox_aux_3: 0.1549 (0.1553) loss_bbox_aux_4: 0.1551 (0.1549) loss_bbox_aux_5: 0.1986 (0.2054) loss_bbox_dn_0: 0.2952 (0.2718) loss_bbox_dn_1: 0.2175 (0.2012) loss_bbox_dn_2: 0.1895 (0.1803) loss_bbox_dn_3: 0.1848 (0.1742) loss_bbox_dn_4: 0.1845 (0.1728) loss_bbox_dn_5: 0.1846 (0.1728) loss_giou: 0.4753 (0.4779) loss_giou_aux_0: 0.5068 (0.5023) loss_giou_aux_1: 0.4961 (0.4879) loss_giou_aux_2: 0.4901 (0.4825) loss_giou_aux_3: 0.4776 (0.4791) loss_giou_aux_4: 0.4753 (0.4778) loss_giou_aux_5: 0.5603 (0.5673) loss_giou_dn_0: 0.6019 (0.5861) loss_giou_dn_1: 0.4862 (0.4796) loss_giou_dn_2: 0.4551 (0.4498) loss_giou_dn_3: 0.4491 (0.4417) loss_giou_dn_4: 0.4464 (0.4396) loss_giou_dn_5: 0.4466 (0.4398) loss_vfl: 0.7081 (0.6752) loss_vfl_aux_0: 0.8036 (0.7811) loss_vfl_aux_1: 0.7418 (0.7309) loss_vfl_aux_2: 0.7121 (0.7011) loss_vfl_aux_3: 0.7026 (0.6866) loss_vfl_aux_4: 0.6985 (0.6792) loss_vfl_aux_5: 0.7768 (0.7649) loss_vfl_dn_0: 0.4580 (0.4543) loss_vfl_dn_1: 0.3935 (0.3894) loss_vfl_dn_2: 0.3774 (0.3735) loss_vfl_dn_3: 0.3692 (0.3661) loss_vfl_dn_4: 0.3660 (0.3635) loss_vfl_dn_5: 0.3651 (0.3627) time: 0.4734 data: 0.0140 max mem: 5654 Epoch: [39] [3000/7393] eta: 0:35:52 lr: 0.000010 loss: 16.3084 (15.9678) loss_bbox: 0.1495 (0.1549) loss_bbox_aux_0: 0.1678 (0.1680) loss_bbox_aux_1: 0.1577 (0.1601) loss_bbox_aux_2: 0.1468 (0.1575) loss_bbox_aux_3: 0.1474 (0.1551) loss_bbox_aux_4: 0.1475 (0.1548) loss_bbox_aux_5: 0.1912 (0.2054) loss_bbox_dn_0: 0.2315 (0.2718) loss_bbox_dn_1: 0.1797 (0.2012) loss_bbox_dn_2: 0.1675 (0.1803) loss_bbox_dn_3: 0.1611 (0.1742) loss_bbox_dn_4: 0.1586 (0.1728) loss_bbox_dn_5: 0.1587 (0.1728) loss_giou: 0.5145 (0.4776) loss_giou_aux_0: 0.5445 (0.5021) loss_giou_aux_1: 0.5316 (0.4876) loss_giou_aux_2: 0.5267 (0.4822) loss_giou_aux_3: 0.5126 (0.4788) loss_giou_aux_4: 0.5097 (0.4775) loss_giou_aux_5: 0.6060 (0.5671) loss_giou_dn_0: 0.6030 (0.5859) loss_giou_dn_1: 0.4883 (0.4794) loss_giou_dn_2: 0.4575 (0.4496) loss_giou_dn_3: 0.4518 (0.4415) loss_giou_dn_4: 0.4499 (0.4394) loss_giou_dn_5: 0.4500 (0.4396) loss_vfl: 0.6489 (0.6756) loss_vfl_aux_0: 0.7592 (0.7813) loss_vfl_aux_1: 0.7034 (0.7310) loss_vfl_aux_2: 0.6790 (0.7013) loss_vfl_aux_3: 0.6533 (0.6870) loss_vfl_aux_4: 0.6502 (0.6796) loss_vfl_aux_5: 0.7538 (0.7651) loss_vfl_dn_0: 0.4583 (0.4544) loss_vfl_dn_1: 0.3911 (0.3895) loss_vfl_dn_2: 0.3778 (0.3735) loss_vfl_dn_3: 0.3696 (0.3661) loss_vfl_dn_4: 0.3665 (0.3635) loss_vfl_dn_5: 0.3645 (0.3627) time: 0.4714 data: 0.0146 max mem: 5654 Epoch: [39] [3100/7393] eta: 0:35:01 lr: 0.000010 loss: 15.7771 (15.9601) loss_bbox: 0.1513 (0.1550) loss_bbox_aux_0: 0.1592 (0.1681) loss_bbox_aux_1: 0.1527 (0.1602) loss_bbox_aux_2: 0.1482 (0.1576) loss_bbox_aux_3: 0.1507 (0.1553) loss_bbox_aux_4: 0.1528 (0.1549) loss_bbox_aux_5: 0.2094 (0.2056) loss_bbox_dn_0: 0.2727 (0.2720) loss_bbox_dn_1: 0.2007 (0.2013) loss_bbox_dn_2: 0.1766 (0.1804) loss_bbox_dn_3: 0.1761 (0.1743) loss_bbox_dn_4: 0.1766 (0.1729) loss_bbox_dn_5: 0.1764 (0.1729) loss_giou: 0.4465 (0.4770) loss_giou_aux_0: 0.4547 (0.5014) loss_giou_aux_1: 0.4479 (0.4870) loss_giou_aux_2: 0.4364 (0.4816) loss_giou_aux_3: 0.4450 (0.4783) loss_giou_aux_4: 0.4503 (0.4770) loss_giou_aux_5: 0.5307 (0.5665) loss_giou_dn_0: 0.5455 (0.5853) loss_giou_dn_1: 0.4375 (0.4789) loss_giou_dn_2: 0.4133 (0.4490) loss_giou_dn_3: 0.4077 (0.4409) loss_giou_dn_4: 0.4054 (0.4388) loss_giou_dn_5: 0.4055 (0.4390) loss_vfl: 0.6656 (0.6753) loss_vfl_aux_0: 0.7807 (0.7812) loss_vfl_aux_1: 0.7288 (0.7309) loss_vfl_aux_2: 0.7011 (0.7012) loss_vfl_aux_3: 0.6829 (0.6867) loss_vfl_aux_4: 0.6668 (0.6793) loss_vfl_aux_5: 0.7638 (0.7651) loss_vfl_dn_0: 0.4542 (0.4544) loss_vfl_dn_1: 0.3905 (0.3894) loss_vfl_dn_2: 0.3773 (0.3735) loss_vfl_dn_3: 0.3684 (0.3660) loss_vfl_dn_4: 0.3631 (0.3634) loss_vfl_dn_5: 0.3631 (0.3626) time: 0.4777 data: 0.0141 max mem: 5654 Epoch: [39] [3200/7393] eta: 0:34:20 lr: 0.000010 loss: 15.4917 (15.9602) loss_bbox: 0.1374 (0.1550) loss_bbox_aux_0: 0.1473 (0.1681) loss_bbox_aux_1: 0.1385 (0.1602) loss_bbox_aux_2: 0.1349 (0.1576) loss_bbox_aux_3: 0.1411 (0.1553) loss_bbox_aux_4: 0.1374 (0.1549) loss_bbox_aux_5: 0.1869 (0.2055) loss_bbox_dn_0: 0.2303 (0.2720) loss_bbox_dn_1: 0.1742 (0.2013) loss_bbox_dn_2: 0.1499 (0.1804) loss_bbox_dn_3: 0.1414 (0.1743) loss_bbox_dn_4: 0.1412 (0.1729) loss_bbox_dn_5: 0.1411 (0.1729) loss_giou: 0.4745 (0.4772) loss_giou_aux_0: 0.5032 (0.5016) loss_giou_aux_1: 0.4848 (0.4872) loss_giou_aux_2: 0.4724 (0.4818) loss_giou_aux_3: 0.4768 (0.4785) loss_giou_aux_4: 0.4742 (0.4771) loss_giou_aux_5: 0.5691 (0.5666) loss_giou_dn_0: 0.5696 (0.5853) loss_giou_dn_1: 0.4604 (0.4788) loss_giou_dn_2: 0.4339 (0.4489) loss_giou_dn_3: 0.4252 (0.4408) loss_giou_dn_4: 0.4234 (0.4388) loss_giou_dn_5: 0.4242 (0.4390) loss_vfl: 0.6510 (0.6753) loss_vfl_aux_0: 0.7349 (0.7810) loss_vfl_aux_1: 0.6725 (0.7308) loss_vfl_aux_2: 0.6804 (0.7012) loss_vfl_aux_3: 0.6528 (0.6867) loss_vfl_aux_4: 0.6483 (0.6793) loss_vfl_aux_5: 0.7317 (0.7650) loss_vfl_dn_0: 0.4462 (0.4543) loss_vfl_dn_1: 0.3821 (0.3893) loss_vfl_dn_2: 0.3667 (0.3734) loss_vfl_dn_3: 0.3596 (0.3660) loss_vfl_dn_4: 0.3580 (0.3634) loss_vfl_dn_5: 0.3563 (0.3626) time: 0.4774 data: 0.0137 max mem: 5654 Epoch: [39] [3300/7393] eta: 0:33:29 lr: 0.000010 loss: 16.7792 (15.9694) loss_bbox: 0.1581 (0.1551) loss_bbox_aux_0: 0.1667 (0.1681) loss_bbox_aux_1: 0.1640 (0.1602) loss_bbox_aux_2: 0.1601 (0.1576) loss_bbox_aux_3: 0.1587 (0.1553) loss_bbox_aux_4: 0.1578 (0.1550) loss_bbox_aux_5: 0.2106 (0.2054) loss_bbox_dn_0: 0.2768 (0.2721) loss_bbox_dn_1: 0.2057 (0.2014) loss_bbox_dn_2: 0.1803 (0.1805) loss_bbox_dn_3: 0.1766 (0.1744) loss_bbox_dn_4: 0.1778 (0.1730) loss_bbox_dn_5: 0.1779 (0.1730) loss_giou: 0.5364 (0.4777) loss_giou_aux_0: 0.5502 (0.5020) loss_giou_aux_1: 0.5438 (0.4876) loss_giou_aux_2: 0.5364 (0.4822) loss_giou_aux_3: 0.5368 (0.4789) loss_giou_aux_4: 0.5322 (0.4776) loss_giou_aux_5: 0.6231 (0.5671) loss_giou_dn_0: 0.6268 (0.5856) loss_giou_dn_1: 0.5072 (0.4791) loss_giou_dn_2: 0.4773 (0.4492) loss_giou_dn_3: 0.4687 (0.4411) loss_giou_dn_4: 0.4689 (0.4391) loss_giou_dn_5: 0.4690 (0.4393) loss_vfl: 0.6770 (0.6758) loss_vfl_aux_0: 0.7991 (0.7815) loss_vfl_aux_1: 0.7215 (0.7313) loss_vfl_aux_2: 0.6907 (0.7016) loss_vfl_aux_3: 0.6886 (0.6871) loss_vfl_aux_4: 0.6744 (0.6798) loss_vfl_aux_5: 0.7602 (0.7652) loss_vfl_dn_0: 0.4571 (0.4543) loss_vfl_dn_1: 0.3893 (0.3894) loss_vfl_dn_2: 0.3791 (0.3735) loss_vfl_dn_3: 0.3719 (0.3660) loss_vfl_dn_4: 0.3712 (0.3635) loss_vfl_dn_5: 0.3705 (0.3627) time: 0.4689 data: 0.0142 max mem: 5654 Epoch: [39] [3400/7393] eta: 0:32:38 lr: 0.000010 loss: 16.6390 (15.9700) loss_bbox: 0.1605 (0.1551) loss_bbox_aux_0: 0.1661 (0.1681) loss_bbox_aux_1: 0.1683 (0.1603) loss_bbox_aux_2: 0.1580 (0.1577) loss_bbox_aux_3: 0.1596 (0.1554) loss_bbox_aux_4: 0.1646 (0.1550) loss_bbox_aux_5: 0.1949 (0.2053) loss_bbox_dn_0: 0.2533 (0.2720) loss_bbox_dn_1: 0.1952 (0.2014) loss_bbox_dn_2: 0.1743 (0.1805) loss_bbox_dn_3: 0.1694 (0.1744) loss_bbox_dn_4: 0.1701 (0.1730) loss_bbox_dn_5: 0.1701 (0.1730) loss_giou: 0.5245 (0.4780) loss_giou_aux_0: 0.5452 (0.5023) loss_giou_aux_1: 0.5267 (0.4879) loss_giou_aux_2: 0.5250 (0.4826) loss_giou_aux_3: 0.5227 (0.4794) loss_giou_aux_4: 0.5226 (0.4780) loss_giou_aux_5: 0.5994 (0.5673) loss_giou_dn_0: 0.6037 (0.5858) loss_giou_dn_1: 0.5069 (0.4794) loss_giou_dn_2: 0.4827 (0.4495) loss_giou_dn_3: 0.4781 (0.4414) loss_giou_dn_4: 0.4769 (0.4394) loss_giou_dn_5: 0.4776 (0.4395) loss_vfl: 0.6852 (0.6754) loss_vfl_aux_0: 0.7641 (0.7809) loss_vfl_aux_1: 0.7289 (0.7309) loss_vfl_aux_2: 0.6912 (0.7011) loss_vfl_aux_3: 0.6817 (0.6866) loss_vfl_aux_4: 0.6835 (0.6793) loss_vfl_aux_5: 0.7299 (0.7647) loss_vfl_dn_0: 0.4544 (0.4543) loss_vfl_dn_1: 0.3925 (0.3894) loss_vfl_dn_2: 0.3802 (0.3735) loss_vfl_dn_3: 0.3734 (0.3661) loss_vfl_dn_4: 0.3724 (0.3635) loss_vfl_dn_5: 0.3688 (0.3627) time: 0.4714 data: 0.0142 max mem: 5654 Epoch: [39] [3500/7393] eta: 0:31:48 lr: 0.000010 loss: 16.4686 (15.9792) loss_bbox: 0.1380 (0.1550) loss_bbox_aux_0: 0.1475 (0.1681) loss_bbox_aux_1: 0.1449 (0.1602) loss_bbox_aux_2: 0.1403 (0.1576) loss_bbox_aux_3: 0.1366 (0.1553) loss_bbox_aux_4: 0.1380 (0.1549) loss_bbox_aux_5: 0.1986 (0.2053) loss_bbox_dn_0: 0.2372 (0.2720) loss_bbox_dn_1: 0.1796 (0.2015) loss_bbox_dn_2: 0.1569 (0.1806) loss_bbox_dn_3: 0.1517 (0.1744) loss_bbox_dn_4: 0.1525 (0.1731) loss_bbox_dn_5: 0.1525 (0.1731) loss_giou: 0.5316 (0.4787) loss_giou_aux_0: 0.5405 (0.5031) loss_giou_aux_1: 0.5292 (0.4886) loss_giou_aux_2: 0.5291 (0.4832) loss_giou_aux_3: 0.5220 (0.4800) loss_giou_aux_4: 0.5329 (0.4787) loss_giou_aux_5: 0.6116 (0.5680) loss_giou_dn_0: 0.6151 (0.5863) loss_giou_dn_1: 0.5163 (0.4800) loss_giou_dn_2: 0.4870 (0.4502) loss_giou_dn_3: 0.4791 (0.4421) loss_giou_dn_4: 0.4781 (0.4400) loss_giou_dn_5: 0.4785 (0.4402) loss_vfl: 0.6834 (0.6756) loss_vfl_aux_0: 0.7959 (0.7808) loss_vfl_aux_1: 0.7618 (0.7310) loss_vfl_aux_2: 0.7055 (0.7013) loss_vfl_aux_3: 0.7033 (0.6868) loss_vfl_aux_4: 0.6871 (0.6795) loss_vfl_aux_5: 0.7569 (0.7644) loss_vfl_dn_0: 0.4564 (0.4542) loss_vfl_dn_1: 0.3947 (0.3894) loss_vfl_dn_2: 0.3764 (0.3735) loss_vfl_dn_3: 0.3645 (0.3661) loss_vfl_dn_4: 0.3647 (0.3635) loss_vfl_dn_5: 0.3640 (0.3627) time: 0.4845 data: 0.0145 max mem: 5654 Epoch: [39] [3600/7393] eta: 0:30:57 lr: 0.000010 loss: 15.9326 (15.9775) loss_bbox: 0.1567 (0.1550) loss_bbox_aux_0: 0.1624 (0.1680) loss_bbox_aux_1: 0.1561 (0.1602) loss_bbox_aux_2: 0.1535 (0.1576) loss_bbox_aux_3: 0.1516 (0.1553) loss_bbox_aux_4: 0.1568 (0.1549) loss_bbox_aux_5: 0.1884 (0.2052) loss_bbox_dn_0: 0.2492 (0.2717) loss_bbox_dn_1: 0.1808 (0.2013) loss_bbox_dn_2: 0.1683 (0.1804) loss_bbox_dn_3: 0.1656 (0.1743) loss_bbox_dn_4: 0.1648 (0.1729) loss_bbox_dn_5: 0.1649 (0.1729) loss_giou: 0.4703 (0.4786) loss_giou_aux_0: 0.5174 (0.5030) loss_giou_aux_1: 0.5133 (0.4885) loss_giou_aux_2: 0.5053 (0.4832) loss_giou_aux_3: 0.4760 (0.4799) loss_giou_aux_4: 0.4775 (0.4786) loss_giou_aux_5: 0.6056 (0.5681) loss_giou_dn_0: 0.5962 (0.5863) loss_giou_dn_1: 0.4929 (0.4799) loss_giou_dn_2: 0.4583 (0.4500) loss_giou_dn_3: 0.4485 (0.4419) loss_giou_dn_4: 0.4465 (0.4399) loss_giou_dn_5: 0.4467 (0.4400) loss_vfl: 0.6564 (0.6757) loss_vfl_aux_0: 0.7469 (0.7807) loss_vfl_aux_1: 0.7164 (0.7311) loss_vfl_aux_2: 0.6706 (0.7013) loss_vfl_aux_3: 0.6655 (0.6870) loss_vfl_aux_4: 0.6635 (0.6796) loss_vfl_aux_5: 0.7597 (0.7644) loss_vfl_dn_0: 0.4504 (0.4543) loss_vfl_dn_1: 0.3856 (0.3895) loss_vfl_dn_2: 0.3712 (0.3736) loss_vfl_dn_3: 0.3636 (0.3662) loss_vfl_dn_4: 0.3614 (0.3636) loss_vfl_dn_5: 0.3600 (0.3628) time: 0.4706 data: 0.0147 max mem: 5654 Epoch: [39] [3700/7393] eta: 0:30:07 lr: 0.000010 loss: 16.7151 (15.9838) loss_bbox: 0.1588 (0.1552) loss_bbox_aux_0: 0.1738 (0.1683) loss_bbox_aux_1: 0.1618 (0.1604) loss_bbox_aux_2: 0.1631 (0.1578) loss_bbox_aux_3: 0.1564 (0.1555) loss_bbox_aux_4: 0.1562 (0.1551) loss_bbox_aux_5: 0.2167 (0.2055) loss_bbox_dn_0: 0.2728 (0.2720) loss_bbox_dn_1: 0.2057 (0.2016) loss_bbox_dn_2: 0.1882 (0.1807) loss_bbox_dn_3: 0.1846 (0.1745) loss_bbox_dn_4: 0.1829 (0.1732) loss_bbox_dn_5: 0.1830 (0.1732) loss_giou: 0.4633 (0.4787) loss_giou_aux_0: 0.4840 (0.5031) loss_giou_aux_1: 0.4667 (0.4885) loss_giou_aux_2: 0.4729 (0.4832) loss_giou_aux_3: 0.4672 (0.4799) loss_giou_aux_4: 0.4623 (0.4786) loss_giou_aux_5: 0.5588 (0.5682) loss_giou_dn_0: 0.5925 (0.5863) loss_giou_dn_1: 0.4852 (0.4799) loss_giou_dn_2: 0.4463 (0.4500) loss_giou_dn_3: 0.4365 (0.4419) loss_giou_dn_4: 0.4337 (0.4399) loss_giou_dn_5: 0.4338 (0.4401) loss_vfl: 0.6950 (0.6761) loss_vfl_aux_0: 0.7941 (0.7811) loss_vfl_aux_1: 0.7356 (0.7315) loss_vfl_aux_2: 0.7247 (0.7017) loss_vfl_aux_3: 0.7047 (0.6873) loss_vfl_aux_4: 0.6890 (0.6799) loss_vfl_aux_5: 0.7691 (0.7646) loss_vfl_dn_0: 0.4527 (0.4543) loss_vfl_dn_1: 0.4014 (0.3895) loss_vfl_dn_2: 0.3871 (0.3737) loss_vfl_dn_3: 0.3806 (0.3662) loss_vfl_dn_4: 0.3782 (0.3637) loss_vfl_dn_5: 0.3777 (0.3629) time: 0.4698 data: 0.0143 max mem: 5654 Epoch: [39] [3800/7393] eta: 0:29:17 lr: 0.000010 loss: 15.7887 (15.9773) loss_bbox: 0.1454 (0.1552) loss_bbox_aux_0: 0.1617 (0.1684) loss_bbox_aux_1: 0.1495 (0.1603) loss_bbox_aux_2: 0.1414 (0.1578) loss_bbox_aux_3: 0.1438 (0.1555) loss_bbox_aux_4: 0.1432 (0.1551) loss_bbox_aux_5: 0.1997 (0.2056) loss_bbox_dn_0: 0.2368 (0.2722) loss_bbox_dn_1: 0.1804 (0.2016) loss_bbox_dn_2: 0.1628 (0.1807) loss_bbox_dn_3: 0.1588 (0.1746) loss_bbox_dn_4: 0.1566 (0.1732) loss_bbox_dn_5: 0.1567 (0.1732) loss_giou: 0.4800 (0.4781) loss_giou_aux_0: 0.5205 (0.5026) loss_giou_aux_1: 0.4943 (0.4879) loss_giou_aux_2: 0.4869 (0.4826) loss_giou_aux_3: 0.4843 (0.4793) loss_giou_aux_4: 0.4830 (0.4781) loss_giou_aux_5: 0.5743 (0.5677) loss_giou_dn_0: 0.5950 (0.5858) loss_giou_dn_1: 0.4794 (0.4794) loss_giou_dn_2: 0.4448 (0.4495) loss_giou_dn_3: 0.4419 (0.4414) loss_giou_dn_4: 0.4410 (0.4394) loss_giou_dn_5: 0.4410 (0.4396) loss_vfl: 0.6642 (0.6761) loss_vfl_aux_0: 0.7546 (0.7811) loss_vfl_aux_1: 0.7219 (0.7317) loss_vfl_aux_2: 0.6935 (0.7018) loss_vfl_aux_3: 0.6723 (0.6874) loss_vfl_aux_4: 0.6663 (0.6799) loss_vfl_aux_5: 0.7271 (0.7646) loss_vfl_dn_0: 0.4487 (0.4543) loss_vfl_dn_1: 0.3909 (0.3895) loss_vfl_dn_2: 0.3752 (0.3736) loss_vfl_dn_3: 0.3654 (0.3661) loss_vfl_dn_4: 0.3613 (0.3636) loss_vfl_dn_5: 0.3611 (0.3628) time: 0.4795 data: 0.0144 max mem: 5654 Epoch: [39] [3900/7393] eta: 0:28:27 lr: 0.000010 loss: 16.1974 (15.9779) loss_bbox: 0.1409 (0.1551) loss_bbox_aux_0: 0.1488 (0.1683) loss_bbox_aux_1: 0.1477 (0.1603) loss_bbox_aux_2: 0.1484 (0.1577) loss_bbox_aux_3: 0.1397 (0.1554) loss_bbox_aux_4: 0.1406 (0.1550) loss_bbox_aux_5: 0.1812 (0.2055) loss_bbox_dn_0: 0.2340 (0.2720) loss_bbox_dn_1: 0.1736 (0.2016) loss_bbox_dn_2: 0.1534 (0.1807) loss_bbox_dn_3: 0.1501 (0.1745) loss_bbox_dn_4: 0.1512 (0.1732) loss_bbox_dn_5: 0.1513 (0.1732) loss_giou: 0.4790 (0.4781) loss_giou_aux_0: 0.4961 (0.5027) loss_giou_aux_1: 0.4780 (0.4880) loss_giou_aux_2: 0.4850 (0.4826) loss_giou_aux_3: 0.4789 (0.4793) loss_giou_aux_4: 0.4702 (0.4781) loss_giou_aux_5: 0.5887 (0.5677) loss_giou_dn_0: 0.5812 (0.5859) loss_giou_dn_1: 0.4850 (0.4794) loss_giou_dn_2: 0.4461 (0.4496) loss_giou_dn_3: 0.4370 (0.4415) loss_giou_dn_4: 0.4320 (0.4395) loss_giou_dn_5: 0.4325 (0.4396) loss_vfl: 0.6733 (0.6763) loss_vfl_aux_0: 0.7532 (0.7810) loss_vfl_aux_1: 0.7030 (0.7317) loss_vfl_aux_2: 0.6918 (0.7020) loss_vfl_aux_3: 0.6716 (0.6877) loss_vfl_aux_4: 0.6764 (0.6801) loss_vfl_aux_5: 0.7411 (0.7645) loss_vfl_dn_0: 0.4476 (0.4543) loss_vfl_dn_1: 0.3896 (0.3895) loss_vfl_dn_2: 0.3706 (0.3736) loss_vfl_dn_3: 0.3643 (0.3662) loss_vfl_dn_4: 0.3639 (0.3636) loss_vfl_dn_5: 0.3636 (0.3628) time: 0.4749 data: 0.0136 max mem: 5654 Epoch: [39] [4000/7393] eta: 0:27:38 lr: 0.000010 loss: 16.1016 (15.9769) loss_bbox: 0.1375 (0.1550) loss_bbox_aux_0: 0.1565 (0.1682) loss_bbox_aux_1: 0.1504 (0.1602) loss_bbox_aux_2: 0.1447 (0.1576) loss_bbox_aux_3: 0.1364 (0.1553) loss_bbox_aux_4: 0.1375 (0.1549) loss_bbox_aux_5: 0.1994 (0.2053) loss_bbox_dn_0: 0.2570 (0.2720) loss_bbox_dn_1: 0.1850 (0.2015) loss_bbox_dn_2: 0.1627 (0.1806) loss_bbox_dn_3: 0.1545 (0.1745) loss_bbox_dn_4: 0.1519 (0.1731) loss_bbox_dn_5: 0.1520 (0.1731) loss_giou: 0.5096 (0.4779) loss_giou_aux_0: 0.5731 (0.5025) loss_giou_aux_1: 0.5199 (0.4878) loss_giou_aux_2: 0.5212 (0.4824) loss_giou_aux_3: 0.5090 (0.4791) loss_giou_aux_4: 0.5196 (0.4779) loss_giou_aux_5: 0.6139 (0.5676) loss_giou_dn_0: 0.6161 (0.5858) loss_giou_dn_1: 0.5093 (0.4793) loss_giou_dn_2: 0.4742 (0.4495) loss_giou_dn_3: 0.4655 (0.4414) loss_giou_dn_4: 0.4631 (0.4393) loss_giou_dn_5: 0.4631 (0.4395) loss_vfl: 0.6510 (0.6767) loss_vfl_aux_0: 0.7500 (0.7813) loss_vfl_aux_1: 0.6888 (0.7320) loss_vfl_aux_2: 0.6736 (0.7023) loss_vfl_aux_3: 0.6646 (0.6881) loss_vfl_aux_4: 0.6542 (0.6804) loss_vfl_aux_5: 0.7255 (0.7648) loss_vfl_dn_0: 0.4526 (0.4543) loss_vfl_dn_1: 0.3961 (0.3895) loss_vfl_dn_2: 0.3848 (0.3736) loss_vfl_dn_3: 0.3795 (0.3662) loss_vfl_dn_4: 0.3791 (0.3636) loss_vfl_dn_5: 0.3785 (0.3629) time: 0.4896 data: 0.0138 max mem: 5654 Epoch: [39] [4100/7393] eta: 0:26:48 lr: 0.000010 loss: 15.7797 (15.9782) loss_bbox: 0.1463 (0.1550) loss_bbox_aux_0: 0.1632 (0.1682) loss_bbox_aux_1: 0.1495 (0.1602) loss_bbox_aux_2: 0.1467 (0.1576) loss_bbox_aux_3: 0.1433 (0.1553) loss_bbox_aux_4: 0.1464 (0.1549) loss_bbox_aux_5: 0.1908 (0.2053) loss_bbox_dn_0: 0.2650 (0.2720) loss_bbox_dn_1: 0.1936 (0.2016) loss_bbox_dn_2: 0.1737 (0.1807) loss_bbox_dn_3: 0.1697 (0.1745) loss_bbox_dn_4: 0.1703 (0.1732) loss_bbox_dn_5: 0.1703 (0.1732) loss_giou: 0.4495 (0.4780) loss_giou_aux_0: 0.4640 (0.5027) loss_giou_aux_1: 0.4541 (0.4879) loss_giou_aux_2: 0.4382 (0.4825) loss_giou_aux_3: 0.4508 (0.4792) loss_giou_aux_4: 0.4507 (0.4780) loss_giou_aux_5: 0.5466 (0.5678) loss_giou_dn_0: 0.5641 (0.5858) loss_giou_dn_1: 0.4516 (0.4794) loss_giou_dn_2: 0.4266 (0.4495) loss_giou_dn_3: 0.4136 (0.4414) loss_giou_dn_4: 0.4123 (0.4394) loss_giou_dn_5: 0.4123 (0.4396) loss_vfl: 0.6828 (0.6768) loss_vfl_aux_0: 0.7669 (0.7811) loss_vfl_aux_1: 0.7332 (0.7319) loss_vfl_aux_2: 0.7218 (0.7024) loss_vfl_aux_3: 0.6944 (0.6881) loss_vfl_aux_4: 0.6761 (0.6806) loss_vfl_aux_5: 0.7470 (0.7646) loss_vfl_dn_0: 0.4512 (0.4543) loss_vfl_dn_1: 0.3853 (0.3895) loss_vfl_dn_2: 0.3686 (0.3736) loss_vfl_dn_3: 0.3662 (0.3662) loss_vfl_dn_4: 0.3626 (0.3636) loss_vfl_dn_5: 0.3623 (0.3628) time: 0.4804 data: 0.0147 max mem: 5654 Epoch: [39] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 15.9214 (15.9771) loss_bbox: 0.1482 (0.1550) loss_bbox_aux_0: 0.1646 (0.1682) loss_bbox_aux_1: 0.1464 (0.1602) loss_bbox_aux_2: 0.1542 (0.1576) loss_bbox_aux_3: 0.1530 (0.1553) loss_bbox_aux_4: 0.1482 (0.1549) loss_bbox_aux_5: 0.2088 (0.2053) loss_bbox_dn_0: 0.2618 (0.2719) loss_bbox_dn_1: 0.1860 (0.2015) loss_bbox_dn_2: 0.1622 (0.1806) loss_bbox_dn_3: 0.1562 (0.1744) loss_bbox_dn_4: 0.1567 (0.1731) loss_bbox_dn_5: 0.1568 (0.1731) loss_giou: 0.4522 (0.4781) loss_giou_aux_0: 0.4541 (0.5028) loss_giou_aux_1: 0.4676 (0.4880) loss_giou_aux_2: 0.4551 (0.4826) loss_giou_aux_3: 0.4579 (0.4793) loss_giou_aux_4: 0.4457 (0.4781) loss_giou_aux_5: 0.5551 (0.5680) loss_giou_dn_0: 0.5802 (0.5858) loss_giou_dn_1: 0.4783 (0.4793) loss_giou_dn_2: 0.4487 (0.4495) loss_giou_dn_3: 0.4382 (0.4414) loss_giou_dn_4: 0.4345 (0.4394) loss_giou_dn_5: 0.4354 (0.4395) loss_vfl: 0.6786 (0.6766) loss_vfl_aux_0: 0.7510 (0.7809) loss_vfl_aux_1: 0.7394 (0.7319) loss_vfl_aux_2: 0.6864 (0.7022) loss_vfl_aux_3: 0.6894 (0.6879) loss_vfl_aux_4: 0.6803 (0.6804) loss_vfl_aux_5: 0.7488 (0.7644) loss_vfl_dn_0: 0.4490 (0.4543) loss_vfl_dn_1: 0.3916 (0.3895) loss_vfl_dn_2: 0.3792 (0.3736) loss_vfl_dn_3: 0.3732 (0.3662) loss_vfl_dn_4: 0.3694 (0.3636) loss_vfl_dn_5: 0.3685 (0.3628) time: 0.4822 data: 0.0136 max mem: 5654 Epoch: [39] [4300/7393] eta: 0:25:09 lr: 0.000010 loss: 16.0218 (15.9771) loss_bbox: 0.1433 (0.1550) loss_bbox_aux_0: 0.1497 (0.1683) loss_bbox_aux_1: 0.1435 (0.1603) loss_bbox_aux_2: 0.1459 (0.1576) loss_bbox_aux_3: 0.1434 (0.1553) loss_bbox_aux_4: 0.1495 (0.1550) loss_bbox_aux_5: 0.1943 (0.2054) loss_bbox_dn_0: 0.2486 (0.2723) loss_bbox_dn_1: 0.1943 (0.2017) loss_bbox_dn_2: 0.1750 (0.1808) loss_bbox_dn_3: 0.1634 (0.1746) loss_bbox_dn_4: 0.1608 (0.1733) loss_bbox_dn_5: 0.1609 (0.1733) loss_giou: 0.4319 (0.4776) loss_giou_aux_0: 0.4737 (0.5023) loss_giou_aux_1: 0.4321 (0.4875) loss_giou_aux_2: 0.4231 (0.4822) loss_giou_aux_3: 0.4178 (0.4789) loss_giou_aux_4: 0.4187 (0.4776) loss_giou_aux_5: 0.5261 (0.5676) loss_giou_dn_0: 0.5635 (0.5856) loss_giou_dn_1: 0.4457 (0.4791) loss_giou_dn_2: 0.4131 (0.4493) loss_giou_dn_3: 0.4057 (0.4411) loss_giou_dn_4: 0.4060 (0.4391) loss_giou_dn_5: 0.4061 (0.4393) loss_vfl: 0.6917 (0.6771) loss_vfl_aux_0: 0.7975 (0.7812) loss_vfl_aux_1: 0.7748 (0.7322) loss_vfl_aux_2: 0.7383 (0.7026) loss_vfl_aux_3: 0.7067 (0.6883) loss_vfl_aux_4: 0.7080 (0.6808) loss_vfl_aux_5: 0.7852 (0.7646) loss_vfl_dn_0: 0.4594 (0.4543) loss_vfl_dn_1: 0.3897 (0.3895) loss_vfl_dn_2: 0.3719 (0.3736) loss_vfl_dn_3: 0.3647 (0.3662) loss_vfl_dn_4: 0.3633 (0.3636) loss_vfl_dn_5: 0.3619 (0.3628) time: 0.4765 data: 0.0141 max mem: 5654 Epoch: [39] [4400/7393] eta: 0:24:19 lr: 0.000010 loss: 15.3261 (15.9729) loss_bbox: 0.1646 (0.1551) loss_bbox_aux_0: 0.1745 (0.1684) loss_bbox_aux_1: 0.1640 (0.1604) loss_bbox_aux_2: 0.1660 (0.1577) loss_bbox_aux_3: 0.1655 (0.1554) loss_bbox_aux_4: 0.1653 (0.1550) loss_bbox_aux_5: 0.1999 (0.2056) loss_bbox_dn_0: 0.2688 (0.2724) loss_bbox_dn_1: 0.2034 (0.2018) loss_bbox_dn_2: 0.1835 (0.1809) loss_bbox_dn_3: 0.1767 (0.1747) loss_bbox_dn_4: 0.1760 (0.1734) loss_bbox_dn_5: 0.1760 (0.1734) loss_giou: 0.4209 (0.4771) loss_giou_aux_0: 0.4365 (0.5018) loss_giou_aux_1: 0.4199 (0.4870) loss_giou_aux_2: 0.4236 (0.4817) loss_giou_aux_3: 0.4209 (0.4784) loss_giou_aux_4: 0.4204 (0.4771) loss_giou_aux_5: 0.4891 (0.5671) loss_giou_dn_0: 0.5507 (0.5852) loss_giou_dn_1: 0.4522 (0.4788) loss_giou_dn_2: 0.4212 (0.4490) loss_giou_dn_3: 0.4154 (0.4408) loss_giou_dn_4: 0.4134 (0.4388) loss_giou_dn_5: 0.4134 (0.4390) loss_vfl: 0.6471 (0.6771) loss_vfl_aux_0: 0.7402 (0.7812) loss_vfl_aux_1: 0.7066 (0.7324) loss_vfl_aux_2: 0.6804 (0.7027) loss_vfl_aux_3: 0.6674 (0.6883) loss_vfl_aux_4: 0.6645 (0.6808) loss_vfl_aux_5: 0.7451 (0.7647) loss_vfl_dn_0: 0.4565 (0.4544) loss_vfl_dn_1: 0.3868 (0.3895) loss_vfl_dn_2: 0.3685 (0.3736) loss_vfl_dn_3: 0.3628 (0.3661) loss_vfl_dn_4: 0.3607 (0.3636) loss_vfl_dn_5: 0.3604 (0.3628) time: 0.4759 data: 0.0142 max mem: 5654 Epoch: [39] [4500/7393] eta: 0:23:29 lr: 0.000010 loss: 15.5441 (15.9754) loss_bbox: 0.1338 (0.1550) loss_bbox_aux_0: 0.1391 (0.1682) loss_bbox_aux_1: 0.1343 (0.1602) loss_bbox_aux_2: 0.1333 (0.1576) loss_bbox_aux_3: 0.1283 (0.1553) loss_bbox_aux_4: 0.1269 (0.1549) loss_bbox_aux_5: 0.1787 (0.2054) loss_bbox_dn_0: 0.2453 (0.2723) loss_bbox_dn_1: 0.1655 (0.2017) loss_bbox_dn_2: 0.1407 (0.1808) loss_bbox_dn_3: 0.1362 (0.1746) loss_bbox_dn_4: 0.1354 (0.1732) loss_bbox_dn_5: 0.1354 (0.1732) loss_giou: 0.4457 (0.4773) loss_giou_aux_0: 0.4690 (0.5020) loss_giou_aux_1: 0.4585 (0.4872) loss_giou_aux_2: 0.4543 (0.4819) loss_giou_aux_3: 0.4453 (0.4785) loss_giou_aux_4: 0.4496 (0.4773) loss_giou_aux_5: 0.5413 (0.5673) loss_giou_dn_0: 0.5589 (0.5855) loss_giou_dn_1: 0.4439 (0.4790) loss_giou_dn_2: 0.4159 (0.4492) loss_giou_dn_3: 0.4106 (0.4410) loss_giou_dn_4: 0.4097 (0.4390) loss_giou_dn_5: 0.4097 (0.4392) loss_vfl: 0.6847 (0.6772) loss_vfl_aux_0: 0.7953 (0.7815) loss_vfl_aux_1: 0.7417 (0.7325) loss_vfl_aux_2: 0.7229 (0.7030) loss_vfl_aux_3: 0.7039 (0.6885) loss_vfl_aux_4: 0.6900 (0.6810) loss_vfl_aux_5: 0.7533 (0.7649) loss_vfl_dn_0: 0.4515 (0.4543) loss_vfl_dn_1: 0.3861 (0.3895) loss_vfl_dn_2: 0.3681 (0.3736) loss_vfl_dn_3: 0.3645 (0.3662) loss_vfl_dn_4: 0.3605 (0.3636) loss_vfl_dn_5: 0.3589 (0.3628) time: 0.4749 data: 0.0143 max mem: 5654 Epoch: [39] [4600/7393] eta: 0:22:43 lr: 0.000010 loss: 16.0748 (15.9775) loss_bbox: 0.1489 (0.1549) loss_bbox_aux_0: 0.1517 (0.1681) loss_bbox_aux_1: 0.1399 (0.1602) loss_bbox_aux_2: 0.1467 (0.1575) loss_bbox_aux_3: 0.1478 (0.1552) loss_bbox_aux_4: 0.1484 (0.1549) loss_bbox_aux_5: 0.1890 (0.2053) loss_bbox_dn_0: 0.2474 (0.2722) loss_bbox_dn_1: 0.1797 (0.2016) loss_bbox_dn_2: 0.1701 (0.1807) loss_bbox_dn_3: 0.1687 (0.1746) loss_bbox_dn_4: 0.1694 (0.1732) loss_bbox_dn_5: 0.1694 (0.1732) loss_giou: 0.4465 (0.4775) loss_giou_aux_0: 0.4927 (0.5022) loss_giou_aux_1: 0.4746 (0.4874) loss_giou_aux_2: 0.4630 (0.4820) loss_giou_aux_3: 0.4559 (0.4787) loss_giou_aux_4: 0.4519 (0.4775) loss_giou_aux_5: 0.5501 (0.5675) loss_giou_dn_0: 0.5881 (0.5856) loss_giou_dn_1: 0.4819 (0.4791) loss_giou_dn_2: 0.4441 (0.4493) loss_giou_dn_3: 0.4341 (0.4411) loss_giou_dn_4: 0.4316 (0.4391) loss_giou_dn_5: 0.4318 (0.4393) loss_vfl: 0.6917 (0.6773) loss_vfl_aux_0: 0.7745 (0.7816) loss_vfl_aux_1: 0.7405 (0.7325) loss_vfl_aux_2: 0.7178 (0.7031) loss_vfl_aux_3: 0.7035 (0.6885) loss_vfl_aux_4: 0.6977 (0.6810) loss_vfl_aux_5: 0.7609 (0.7649) loss_vfl_dn_0: 0.4548 (0.4543) loss_vfl_dn_1: 0.3951 (0.3895) loss_vfl_dn_2: 0.3768 (0.3737) loss_vfl_dn_3: 0.3662 (0.3662) loss_vfl_dn_4: 0.3688 (0.3636) loss_vfl_dn_5: 0.3670 (0.3629) time: 0.7379 data: 0.0139 max mem: 5654 Epoch: [39] [4700/7393] eta: 0:21:54 lr: 0.000010 loss: 15.7756 (15.9798) loss_bbox: 0.1353 (0.1549) loss_bbox_aux_0: 0.1477 (0.1681) loss_bbox_aux_1: 0.1421 (0.1602) loss_bbox_aux_2: 0.1337 (0.1574) loss_bbox_aux_3: 0.1358 (0.1552) loss_bbox_aux_4: 0.1353 (0.1548) loss_bbox_aux_5: 0.1815 (0.2052) loss_bbox_dn_0: 0.2392 (0.2721) loss_bbox_dn_1: 0.1782 (0.2016) loss_bbox_dn_2: 0.1597 (0.1807) loss_bbox_dn_3: 0.1547 (0.1746) loss_bbox_dn_4: 0.1533 (0.1732) loss_bbox_dn_5: 0.1533 (0.1732) loss_giou: 0.4337 (0.4775) loss_giou_aux_0: 0.4483 (0.5021) loss_giou_aux_1: 0.4447 (0.4874) loss_giou_aux_2: 0.4423 (0.4820) loss_giou_aux_3: 0.4297 (0.4787) loss_giou_aux_4: 0.4340 (0.4775) loss_giou_aux_5: 0.5255 (0.5674) loss_giou_dn_0: 0.5561 (0.5857) loss_giou_dn_1: 0.4514 (0.4793) loss_giou_dn_2: 0.4299 (0.4494) loss_giou_dn_3: 0.4222 (0.4412) loss_giou_dn_4: 0.4217 (0.4392) loss_giou_dn_5: 0.4221 (0.4394) loss_vfl: 0.6921 (0.6775) loss_vfl_aux_0: 0.8225 (0.7821) loss_vfl_aux_1: 0.7698 (0.7328) loss_vfl_aux_2: 0.7343 (0.7034) loss_vfl_aux_3: 0.7110 (0.6889) loss_vfl_aux_4: 0.7086 (0.6813) loss_vfl_aux_5: 0.8047 (0.7653) loss_vfl_dn_0: 0.4599 (0.4544) loss_vfl_dn_1: 0.3978 (0.3896) loss_vfl_dn_2: 0.3795 (0.3737) loss_vfl_dn_3: 0.3734 (0.3663) loss_vfl_dn_4: 0.3697 (0.3637) loss_vfl_dn_5: 0.3692 (0.3629) time: 0.4786 data: 0.0137 max mem: 5654 Epoch: [39] [4800/7393] eta: 0:21:04 lr: 0.000010 loss: 15.9936 (15.9814) loss_bbox: 0.1577 (0.1549) loss_bbox_aux_0: 0.1570 (0.1682) loss_bbox_aux_1: 0.1599 (0.1602) loss_bbox_aux_2: 0.1542 (0.1575) loss_bbox_aux_3: 0.1561 (0.1553) loss_bbox_aux_4: 0.1577 (0.1549) loss_bbox_aux_5: 0.2047 (0.2053) loss_bbox_dn_0: 0.2467 (0.2722) loss_bbox_dn_1: 0.1824 (0.2017) loss_bbox_dn_2: 0.1699 (0.1808) loss_bbox_dn_3: 0.1663 (0.1746) loss_bbox_dn_4: 0.1657 (0.1733) loss_bbox_dn_5: 0.1658 (0.1733) loss_giou: 0.4925 (0.4774) loss_giou_aux_0: 0.4861 (0.5020) loss_giou_aux_1: 0.5065 (0.4873) loss_giou_aux_2: 0.5039 (0.4819) loss_giou_aux_3: 0.4988 (0.4786) loss_giou_aux_4: 0.4928 (0.4774) loss_giou_aux_5: 0.5622 (0.5673) loss_giou_dn_0: 0.5767 (0.5857) loss_giou_dn_1: 0.4768 (0.4792) loss_giou_dn_2: 0.4484 (0.4493) loss_giou_dn_3: 0.4477 (0.4412) loss_giou_dn_4: 0.4462 (0.4391) loss_giou_dn_5: 0.4460 (0.4393) loss_vfl: 0.6574 (0.6777) loss_vfl_aux_0: 0.7520 (0.7822) loss_vfl_aux_1: 0.7075 (0.7330) loss_vfl_aux_2: 0.6801 (0.7036) loss_vfl_aux_3: 0.6744 (0.6891) loss_vfl_aux_4: 0.6676 (0.6814) loss_vfl_aux_5: 0.7430 (0.7655) loss_vfl_dn_0: 0.4587 (0.4545) loss_vfl_dn_1: 0.3894 (0.3896) loss_vfl_dn_2: 0.3778 (0.3737) loss_vfl_dn_3: 0.3673 (0.3663) loss_vfl_dn_4: 0.3639 (0.3637) loss_vfl_dn_5: 0.3630 (0.3629) time: 0.4868 data: 0.0136 max mem: 5654 Epoch: [39] [4900/7393] eta: 0:20:15 lr: 0.000010 loss: 16.2016 (15.9845) loss_bbox: 0.1613 (0.1550) loss_bbox_aux_0: 0.1777 (0.1682) loss_bbox_aux_1: 0.1604 (0.1603) loss_bbox_aux_2: 0.1591 (0.1575) loss_bbox_aux_3: 0.1612 (0.1553) loss_bbox_aux_4: 0.1619 (0.1549) loss_bbox_aux_5: 0.2129 (0.2055) loss_bbox_dn_0: 0.2659 (0.2724) loss_bbox_dn_1: 0.1999 (0.2019) loss_bbox_dn_2: 0.1769 (0.1809) loss_bbox_dn_3: 0.1704 (0.1748) loss_bbox_dn_4: 0.1707 (0.1734) loss_bbox_dn_5: 0.1706 (0.1734) loss_giou: 0.4597 (0.4774) loss_giou_aux_0: 0.4680 (0.5020) loss_giou_aux_1: 0.4466 (0.4873) loss_giou_aux_2: 0.4522 (0.4819) loss_giou_aux_3: 0.4527 (0.4786) loss_giou_aux_4: 0.4596 (0.4774) loss_giou_aux_5: 0.5409 (0.5674) loss_giou_dn_0: 0.5874 (0.5857) loss_giou_dn_1: 0.4752 (0.4792) loss_giou_dn_2: 0.4426 (0.4493) loss_giou_dn_3: 0.4338 (0.4412) loss_giou_dn_4: 0.4316 (0.4391) loss_giou_dn_5: 0.4316 (0.4393) loss_vfl: 0.6855 (0.6779) loss_vfl_aux_0: 0.7798 (0.7825) loss_vfl_aux_1: 0.7307 (0.7333) loss_vfl_aux_2: 0.7040 (0.7038) loss_vfl_aux_3: 0.6987 (0.6893) loss_vfl_aux_4: 0.6865 (0.6816) loss_vfl_aux_5: 0.7801 (0.7658) loss_vfl_dn_0: 0.4580 (0.4545) loss_vfl_dn_1: 0.3999 (0.3896) loss_vfl_dn_2: 0.3816 (0.3738) loss_vfl_dn_3: 0.3777 (0.3663) loss_vfl_dn_4: 0.3741 (0.3637) loss_vfl_dn_5: 0.3738 (0.3629) time: 0.4808 data: 0.0141 max mem: 5654 Epoch: [39] [5000/7393] eta: 0:19:25 lr: 0.000010 loss: 16.0663 (15.9857) loss_bbox: 0.1556 (0.1550) loss_bbox_aux_0: 0.1660 (0.1682) loss_bbox_aux_1: 0.1566 (0.1603) loss_bbox_aux_2: 0.1544 (0.1575) loss_bbox_aux_3: 0.1507 (0.1553) loss_bbox_aux_4: 0.1546 (0.1550) loss_bbox_aux_5: 0.2121 (0.2054) loss_bbox_dn_0: 0.2945 (0.2724) loss_bbox_dn_1: 0.2159 (0.2018) loss_bbox_dn_2: 0.1933 (0.1809) loss_bbox_dn_3: 0.1883 (0.1747) loss_bbox_dn_4: 0.1887 (0.1733) loss_bbox_dn_5: 0.1887 (0.1733) loss_giou: 0.4350 (0.4777) loss_giou_aux_0: 0.4666 (0.5022) loss_giou_aux_1: 0.4351 (0.4875) loss_giou_aux_2: 0.4336 (0.4822) loss_giou_aux_3: 0.4368 (0.4788) loss_giou_aux_4: 0.4354 (0.4777) loss_giou_aux_5: 0.5569 (0.5676) loss_giou_dn_0: 0.5847 (0.5859) loss_giou_dn_1: 0.4723 (0.4793) loss_giou_dn_2: 0.4370 (0.4494) loss_giou_dn_3: 0.4284 (0.4413) loss_giou_dn_4: 0.4205 (0.4392) loss_giou_dn_5: 0.4208 (0.4394) loss_vfl: 0.6879 (0.6778) loss_vfl_aux_0: 0.7917 (0.7823) loss_vfl_aux_1: 0.7469 (0.7331) loss_vfl_aux_2: 0.7113 (0.7036) loss_vfl_aux_3: 0.6925 (0.6891) loss_vfl_aux_4: 0.6905 (0.6815) loss_vfl_aux_5: 0.7756 (0.7655) loss_vfl_dn_0: 0.4631 (0.4546) loss_vfl_dn_1: 0.3967 (0.3897) loss_vfl_dn_2: 0.3805 (0.3738) loss_vfl_dn_3: 0.3723 (0.3664) loss_vfl_dn_4: 0.3695 (0.3638) loss_vfl_dn_5: 0.3671 (0.3630) time: 0.4846 data: 0.0142 max mem: 5654 Epoch: [39] [5100/7393] eta: 0:18:36 lr: 0.000010 loss: 16.1437 (15.9897) loss_bbox: 0.1325 (0.1550) loss_bbox_aux_0: 0.1397 (0.1682) loss_bbox_aux_1: 0.1368 (0.1603) loss_bbox_aux_2: 0.1366 (0.1575) loss_bbox_aux_3: 0.1316 (0.1553) loss_bbox_aux_4: 0.1367 (0.1550) loss_bbox_aux_5: 0.1870 (0.2054) loss_bbox_dn_0: 0.2307 (0.2722) loss_bbox_dn_1: 0.1710 (0.2017) loss_bbox_dn_2: 0.1514 (0.1808) loss_bbox_dn_3: 0.1459 (0.1746) loss_bbox_dn_4: 0.1454 (0.1732) loss_bbox_dn_5: 0.1455 (0.1732) loss_giou: 0.4965 (0.4781) loss_giou_aux_0: 0.5151 (0.5027) loss_giou_aux_1: 0.5170 (0.4880) loss_giou_aux_2: 0.5003 (0.4826) loss_giou_aux_3: 0.5049 (0.4793) loss_giou_aux_4: 0.4965 (0.4781) loss_giou_aux_5: 0.5980 (0.5680) loss_giou_dn_0: 0.6018 (0.5861) loss_giou_dn_1: 0.4916 (0.4796) loss_giou_dn_2: 0.4580 (0.4497) loss_giou_dn_3: 0.4506 (0.4415) loss_giou_dn_4: 0.4466 (0.4395) loss_giou_dn_5: 0.4469 (0.4396) loss_vfl: 0.6679 (0.6778) loss_vfl_aux_0: 0.7710 (0.7823) loss_vfl_aux_1: 0.7268 (0.7332) loss_vfl_aux_2: 0.6969 (0.7036) loss_vfl_aux_3: 0.6704 (0.6892) loss_vfl_aux_4: 0.6664 (0.6815) loss_vfl_aux_5: 0.7391 (0.7654) loss_vfl_dn_0: 0.4597 (0.4545) loss_vfl_dn_1: 0.3953 (0.3897) loss_vfl_dn_2: 0.3749 (0.3739) loss_vfl_dn_3: 0.3691 (0.3664) loss_vfl_dn_4: 0.3693 (0.3638) loss_vfl_dn_5: 0.3699 (0.3631) time: 0.4808 data: 0.0145 max mem: 5654 Epoch: [39] [5200/7393] eta: 0:17:47 lr: 0.000010 loss: 16.0598 (15.9841) loss_bbox: 0.1405 (0.1549) loss_bbox_aux_0: 0.1563 (0.1680) loss_bbox_aux_1: 0.1468 (0.1601) loss_bbox_aux_2: 0.1479 (0.1574) loss_bbox_aux_3: 0.1431 (0.1552) loss_bbox_aux_4: 0.1412 (0.1548) loss_bbox_aux_5: 0.1911 (0.2052) loss_bbox_dn_0: 0.2427 (0.2719) loss_bbox_dn_1: 0.1739 (0.2015) loss_bbox_dn_2: 0.1574 (0.1806) loss_bbox_dn_3: 0.1516 (0.1744) loss_bbox_dn_4: 0.1521 (0.1730) loss_bbox_dn_5: 0.1521 (0.1730) loss_giou: 0.4465 (0.4781) loss_giou_aux_0: 0.4615 (0.5026) loss_giou_aux_1: 0.4502 (0.4880) loss_giou_aux_2: 0.4430 (0.4826) loss_giou_aux_3: 0.4415 (0.4793) loss_giou_aux_4: 0.4383 (0.4781) loss_giou_aux_5: 0.5458 (0.5680) loss_giou_dn_0: 0.5931 (0.5861) loss_giou_dn_1: 0.4714 (0.4795) loss_giou_dn_2: 0.4424 (0.4496) loss_giou_dn_3: 0.4321 (0.4414) loss_giou_dn_4: 0.4309 (0.4394) loss_giou_dn_5: 0.4309 (0.4396) loss_vfl: 0.6954 (0.6775) loss_vfl_aux_0: 0.7808 (0.7820) loss_vfl_aux_1: 0.7329 (0.7328) loss_vfl_aux_2: 0.7053 (0.7032) loss_vfl_aux_3: 0.6948 (0.6887) loss_vfl_aux_4: 0.6980 (0.6811) loss_vfl_aux_5: 0.7787 (0.7651) loss_vfl_dn_0: 0.4510 (0.4545) loss_vfl_dn_1: 0.3880 (0.3897) loss_vfl_dn_2: 0.3762 (0.3738) loss_vfl_dn_3: 0.3683 (0.3664) loss_vfl_dn_4: 0.3665 (0.3638) loss_vfl_dn_5: 0.3653 (0.3630) time: 0.4833 data: 0.0142 max mem: 5654 Epoch: [39] [5300/7393] eta: 0:16:58 lr: 0.000010 loss: 16.5446 (15.9864) loss_bbox: 0.1520 (0.1549) loss_bbox_aux_0: 0.1627 (0.1680) loss_bbox_aux_1: 0.1564 (0.1601) loss_bbox_aux_2: 0.1521 (0.1574) loss_bbox_aux_3: 0.1535 (0.1552) loss_bbox_aux_4: 0.1566 (0.1548) loss_bbox_aux_5: 0.2002 (0.2051) loss_bbox_dn_0: 0.2767 (0.2718) loss_bbox_dn_1: 0.2078 (0.2014) loss_bbox_dn_2: 0.1900 (0.1805) loss_bbox_dn_3: 0.1789 (0.1743) loss_bbox_dn_4: 0.1758 (0.1729) loss_bbox_dn_5: 0.1759 (0.1729) loss_giou: 0.4957 (0.4785) loss_giou_aux_0: 0.5232 (0.5030) loss_giou_aux_1: 0.5097 (0.4883) loss_giou_aux_2: 0.5039 (0.4830) loss_giou_aux_3: 0.5003 (0.4797) loss_giou_aux_4: 0.4957 (0.4785) loss_giou_aux_5: 0.5879 (0.5684) loss_giou_dn_0: 0.5947 (0.5862) loss_giou_dn_1: 0.4869 (0.4796) loss_giou_dn_2: 0.4565 (0.4497) loss_giou_dn_3: 0.4488 (0.4416) loss_giou_dn_4: 0.4464 (0.4395) loss_giou_dn_5: 0.4465 (0.4397) loss_vfl: 0.6768 (0.6773) loss_vfl_aux_0: 0.7686 (0.7819) loss_vfl_aux_1: 0.7351 (0.7328) loss_vfl_aux_2: 0.7066 (0.7031) loss_vfl_aux_3: 0.6869 (0.6886) loss_vfl_aux_4: 0.6808 (0.6810) loss_vfl_aux_5: 0.7471 (0.7651) loss_vfl_dn_0: 0.4566 (0.4545) loss_vfl_dn_1: 0.3945 (0.3897) loss_vfl_dn_2: 0.3742 (0.3739) loss_vfl_dn_3: 0.3689 (0.3664) loss_vfl_dn_4: 0.3680 (0.3639) loss_vfl_dn_5: 0.3684 (0.3631) time: 0.4703 data: 0.0140 max mem: 5654 Epoch: [39] [5400/7393] eta: 0:16:09 lr: 0.000010 loss: 15.2038 (15.9811) loss_bbox: 0.1515 (0.1548) loss_bbox_aux_0: 0.1509 (0.1679) loss_bbox_aux_1: 0.1488 (0.1601) loss_bbox_aux_2: 0.1520 (0.1573) loss_bbox_aux_3: 0.1516 (0.1551) loss_bbox_aux_4: 0.1532 (0.1548) loss_bbox_aux_5: 0.1946 (0.2050) loss_bbox_dn_0: 0.2899 (0.2718) loss_bbox_dn_1: 0.1988 (0.2013) loss_bbox_dn_2: 0.1706 (0.1804) loss_bbox_dn_3: 0.1655 (0.1743) loss_bbox_dn_4: 0.1636 (0.1729) loss_bbox_dn_5: 0.1636 (0.1729) loss_giou: 0.4356 (0.4782) loss_giou_aux_0: 0.4547 (0.5027) loss_giou_aux_1: 0.4381 (0.4881) loss_giou_aux_2: 0.4271 (0.4828) loss_giou_aux_3: 0.4239 (0.4794) loss_giou_aux_4: 0.4381 (0.4783) loss_giou_aux_5: 0.4945 (0.5681) loss_giou_dn_0: 0.5563 (0.5860) loss_giou_dn_1: 0.4420 (0.4794) loss_giou_dn_2: 0.4167 (0.4495) loss_giou_dn_3: 0.4116 (0.4413) loss_giou_dn_4: 0.4112 (0.4393) loss_giou_dn_5: 0.4112 (0.4395) loss_vfl: 0.6238 (0.6772) loss_vfl_aux_0: 0.7515 (0.7817) loss_vfl_aux_1: 0.7161 (0.7327) loss_vfl_aux_2: 0.6697 (0.7029) loss_vfl_aux_3: 0.6519 (0.6884) loss_vfl_aux_4: 0.6247 (0.6808) loss_vfl_aux_5: 0.7599 (0.7649) loss_vfl_dn_0: 0.4524 (0.4545) loss_vfl_dn_1: 0.3888 (0.3897) loss_vfl_dn_2: 0.3680 (0.3738) loss_vfl_dn_3: 0.3630 (0.3664) loss_vfl_dn_4: 0.3585 (0.3638) loss_vfl_dn_5: 0.3582 (0.3630) time: 0.4834 data: 0.0138 max mem: 5654 Epoch: [39] [5500/7393] eta: 0:15:20 lr: 0.000010 loss: 16.6288 (15.9858) loss_bbox: 0.1594 (0.1548) loss_bbox_aux_0: 0.1703 (0.1680) loss_bbox_aux_1: 0.1689 (0.1601) loss_bbox_aux_2: 0.1685 (0.1574) loss_bbox_aux_3: 0.1634 (0.1552) loss_bbox_aux_4: 0.1570 (0.1548) loss_bbox_aux_5: 0.2198 (0.2051) loss_bbox_dn_0: 0.3073 (0.2722) loss_bbox_dn_1: 0.2242 (0.2016) loss_bbox_dn_2: 0.1938 (0.1807) loss_bbox_dn_3: 0.1846 (0.1745) loss_bbox_dn_4: 0.1835 (0.1731) loss_bbox_dn_5: 0.1835 (0.1731) loss_giou: 0.4795 (0.4781) loss_giou_aux_0: 0.5132 (0.5026) loss_giou_aux_1: 0.4835 (0.4879) loss_giou_aux_2: 0.4865 (0.4827) loss_giou_aux_3: 0.4867 (0.4793) loss_giou_aux_4: 0.4811 (0.4781) loss_giou_aux_5: 0.5952 (0.5681) loss_giou_dn_0: 0.6062 (0.5861) loss_giou_dn_1: 0.4973 (0.4795) loss_giou_dn_2: 0.4689 (0.4495) loss_giou_dn_3: 0.4572 (0.4413) loss_giou_dn_4: 0.4549 (0.4393) loss_giou_dn_5: 0.4551 (0.4395) loss_vfl: 0.7057 (0.6776) loss_vfl_aux_0: 0.7733 (0.7821) loss_vfl_aux_1: 0.7452 (0.7333) loss_vfl_aux_2: 0.7068 (0.7033) loss_vfl_aux_3: 0.7047 (0.6888) loss_vfl_aux_4: 0.6991 (0.6812) loss_vfl_aux_5: 0.7684 (0.7652) loss_vfl_dn_0: 0.4566 (0.4545) loss_vfl_dn_1: 0.3879 (0.3897) loss_vfl_dn_2: 0.3734 (0.3739) loss_vfl_dn_3: 0.3653 (0.3664) loss_vfl_dn_4: 0.3661 (0.3639) loss_vfl_dn_5: 0.3627 (0.3631) time: 0.4828 data: 0.0147 max mem: 5654 Epoch: [39] [5600/7393] eta: 0:14:33 lr: 0.000010 loss: 15.8383 (15.9866) loss_bbox: 0.1338 (0.1548) loss_bbox_aux_0: 0.1498 (0.1680) loss_bbox_aux_1: 0.1413 (0.1601) loss_bbox_aux_2: 0.1373 (0.1573) loss_bbox_aux_3: 0.1317 (0.1551) loss_bbox_aux_4: 0.1364 (0.1547) loss_bbox_aux_5: 0.1632 (0.2051) loss_bbox_dn_0: 0.2127 (0.2722) loss_bbox_dn_1: 0.1573 (0.2016) loss_bbox_dn_2: 0.1409 (0.1807) loss_bbox_dn_3: 0.1367 (0.1745) loss_bbox_dn_4: 0.1335 (0.1732) loss_bbox_dn_5: 0.1335 (0.1732) loss_giou: 0.5126 (0.4781) loss_giou_aux_0: 0.5409 (0.5026) loss_giou_aux_1: 0.5194 (0.4880) loss_giou_aux_2: 0.5098 (0.4827) loss_giou_aux_3: 0.5127 (0.4794) loss_giou_aux_4: 0.5126 (0.4782) loss_giou_aux_5: 0.6142 (0.5681) loss_giou_dn_0: 0.6125 (0.5861) loss_giou_dn_1: 0.5026 (0.4795) loss_giou_dn_2: 0.4711 (0.4495) loss_giou_dn_3: 0.4611 (0.4413) loss_giou_dn_4: 0.4603 (0.4393) loss_giou_dn_5: 0.4609 (0.4395) loss_vfl: 0.6881 (0.6777) loss_vfl_aux_0: 0.7794 (0.7822) loss_vfl_aux_1: 0.7418 (0.7334) loss_vfl_aux_2: 0.7027 (0.7034) loss_vfl_aux_3: 0.7128 (0.6889) loss_vfl_aux_4: 0.6903 (0.6813) loss_vfl_aux_5: 0.7573 (0.7652) loss_vfl_dn_0: 0.4501 (0.4546) loss_vfl_dn_1: 0.3953 (0.3897) loss_vfl_dn_2: 0.3789 (0.3739) loss_vfl_dn_3: 0.3691 (0.3664) loss_vfl_dn_4: 0.3659 (0.3638) loss_vfl_dn_5: 0.3644 (0.3631) time: 0.4834 data: 0.0141 max mem: 5654 Epoch: [39] [5700/7393] eta: 0:13:44 lr: 0.000010 loss: 16.1810 (15.9847) loss_bbox: 0.1405 (0.1547) loss_bbox_aux_0: 0.1601 (0.1680) loss_bbox_aux_1: 0.1513 (0.1601) loss_bbox_aux_2: 0.1410 (0.1573) loss_bbox_aux_3: 0.1353 (0.1551) loss_bbox_aux_4: 0.1418 (0.1547) loss_bbox_aux_5: 0.1958 (0.2051) loss_bbox_dn_0: 0.2405 (0.2722) loss_bbox_dn_1: 0.1744 (0.2016) loss_bbox_dn_2: 0.1580 (0.1807) loss_bbox_dn_3: 0.1528 (0.1745) loss_bbox_dn_4: 0.1517 (0.1732) loss_bbox_dn_5: 0.1518 (0.1732) loss_giou: 0.5124 (0.4779) loss_giou_aux_0: 0.5274 (0.5024) loss_giou_aux_1: 0.5161 (0.4878) loss_giou_aux_2: 0.5206 (0.4826) loss_giou_aux_3: 0.4999 (0.4792) loss_giou_aux_4: 0.5182 (0.4780) loss_giou_aux_5: 0.5958 (0.5680) loss_giou_dn_0: 0.6011 (0.5860) loss_giou_dn_1: 0.5096 (0.4793) loss_giou_dn_2: 0.4765 (0.4494) loss_giou_dn_3: 0.4675 (0.4412) loss_giou_dn_4: 0.4641 (0.4392) loss_giou_dn_5: 0.4644 (0.4394) loss_vfl: 0.6954 (0.6777) loss_vfl_aux_0: 0.7999 (0.7823) loss_vfl_aux_1: 0.7355 (0.7334) loss_vfl_aux_2: 0.6995 (0.7034) loss_vfl_aux_3: 0.7224 (0.6890) loss_vfl_aux_4: 0.7032 (0.6814) loss_vfl_aux_5: 0.7695 (0.7653) loss_vfl_dn_0: 0.4497 (0.4546) loss_vfl_dn_1: 0.3921 (0.3897) loss_vfl_dn_2: 0.3775 (0.3738) loss_vfl_dn_3: 0.3719 (0.3664) loss_vfl_dn_4: 0.3707 (0.3638) loss_vfl_dn_5: 0.3702 (0.3630) time: 0.4680 data: 0.0139 max mem: 5654 Epoch: [39] [5800/7393] eta: 0:12:57 lr: 0.000010 loss: 15.6992 (15.9867) loss_bbox: 0.1385 (0.1547) loss_bbox_aux_0: 0.1465 (0.1679) loss_bbox_aux_1: 0.1357 (0.1601) loss_bbox_aux_2: 0.1411 (0.1573) loss_bbox_aux_3: 0.1353 (0.1550) loss_bbox_aux_4: 0.1385 (0.1547) loss_bbox_aux_5: 0.1763 (0.2050) loss_bbox_dn_0: 0.2544 (0.2722) loss_bbox_dn_1: 0.1835 (0.2016) loss_bbox_dn_2: 0.1646 (0.1807) loss_bbox_dn_3: 0.1599 (0.1745) loss_bbox_dn_4: 0.1574 (0.1731) loss_bbox_dn_5: 0.1573 (0.1732) loss_giou: 0.4563 (0.4782) loss_giou_aux_0: 0.4807 (0.5026) loss_giou_aux_1: 0.4720 (0.4881) loss_giou_aux_2: 0.4770 (0.4828) loss_giou_aux_3: 0.4606 (0.4794) loss_giou_aux_4: 0.4513 (0.4782) loss_giou_aux_5: 0.5274 (0.5682) loss_giou_dn_0: 0.5717 (0.5861) loss_giou_dn_1: 0.4654 (0.4795) loss_giou_dn_2: 0.4338 (0.4495) loss_giou_dn_3: 0.4266 (0.4413) loss_giou_dn_4: 0.4231 (0.4393) loss_giou_dn_5: 0.4232 (0.4395) loss_vfl: 0.6473 (0.6777) loss_vfl_aux_0: 0.7564 (0.7823) loss_vfl_aux_1: 0.7042 (0.7333) loss_vfl_aux_2: 0.6647 (0.7033) loss_vfl_aux_3: 0.6568 (0.6890) loss_vfl_aux_4: 0.6595 (0.6813) loss_vfl_aux_5: 0.7375 (0.7653) loss_vfl_dn_0: 0.4482 (0.4546) loss_vfl_dn_1: 0.3892 (0.3897) loss_vfl_dn_2: 0.3741 (0.3739) loss_vfl_dn_3: 0.3659 (0.3665) loss_vfl_dn_4: 0.3632 (0.3639) loss_vfl_dn_5: 0.3620 (0.3631) time: 0.4731 data: 0.0137 max mem: 5654 Epoch: [39] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 15.3441 (15.9877) loss_bbox: 0.1446 (0.1546) loss_bbox_aux_0: 0.1576 (0.1678) loss_bbox_aux_1: 0.1491 (0.1600) loss_bbox_aux_2: 0.1504 (0.1572) loss_bbox_aux_3: 0.1464 (0.1550) loss_bbox_aux_4: 0.1457 (0.1546) loss_bbox_aux_5: 0.1970 (0.2049) loss_bbox_dn_0: 0.2707 (0.2720) loss_bbox_dn_1: 0.2050 (0.2015) loss_bbox_dn_2: 0.1794 (0.1806) loss_bbox_dn_3: 0.1787 (0.1744) loss_bbox_dn_4: 0.1776 (0.1730) loss_bbox_dn_5: 0.1776 (0.1731) loss_giou: 0.4401 (0.4783) loss_giou_aux_0: 0.4916 (0.5027) loss_giou_aux_1: 0.4562 (0.4882) loss_giou_aux_2: 0.4546 (0.4830) loss_giou_aux_3: 0.4396 (0.4795) loss_giou_aux_4: 0.4491 (0.4784) loss_giou_aux_5: 0.5495 (0.5684) loss_giou_dn_0: 0.5690 (0.5862) loss_giou_dn_1: 0.4505 (0.4796) loss_giou_dn_2: 0.4226 (0.4497) loss_giou_dn_3: 0.4150 (0.4415) loss_giou_dn_4: 0.4126 (0.4394) loss_giou_dn_5: 0.4126 (0.4396) loss_vfl: 0.6915 (0.6779) loss_vfl_aux_0: 0.7930 (0.7823) loss_vfl_aux_1: 0.7678 (0.7334) loss_vfl_aux_2: 0.7188 (0.7034) loss_vfl_aux_3: 0.6946 (0.6891) loss_vfl_aux_4: 0.6948 (0.6815) loss_vfl_aux_5: 0.7616 (0.7654) loss_vfl_dn_0: 0.4583 (0.4546) loss_vfl_dn_1: 0.3937 (0.3897) loss_vfl_dn_2: 0.3771 (0.3739) loss_vfl_dn_3: 0.3702 (0.3665) loss_vfl_dn_4: 0.3679 (0.3639) loss_vfl_dn_5: 0.3672 (0.3631) time: 0.4931 data: 0.0140 max mem: 5654 Epoch: [39] [6000/7393] eta: 0:11:20 lr: 0.000010 loss: 15.5628 (15.9878) loss_bbox: 0.1487 (0.1547) loss_bbox_aux_0: 0.1642 (0.1679) loss_bbox_aux_1: 0.1479 (0.1600) loss_bbox_aux_2: 0.1471 (0.1572) loss_bbox_aux_3: 0.1456 (0.1550) loss_bbox_aux_4: 0.1507 (0.1546) loss_bbox_aux_5: 0.1968 (0.2049) loss_bbox_dn_0: 0.2330 (0.2721) loss_bbox_dn_1: 0.1850 (0.2015) loss_bbox_dn_2: 0.1710 (0.1806) loss_bbox_dn_3: 0.1664 (0.1745) loss_bbox_dn_4: 0.1665 (0.1731) loss_bbox_dn_5: 0.1665 (0.1731) loss_giou: 0.4595 (0.4782) loss_giou_aux_0: 0.4807 (0.5026) loss_giou_aux_1: 0.4700 (0.4881) loss_giou_aux_2: 0.4726 (0.4828) loss_giou_aux_3: 0.4557 (0.4794) loss_giou_aux_4: 0.4568 (0.4782) loss_giou_aux_5: 0.5534 (0.5682) loss_giou_dn_0: 0.5350 (0.5860) loss_giou_dn_1: 0.4392 (0.4794) loss_giou_dn_2: 0.4145 (0.4495) loss_giou_dn_3: 0.4083 (0.4413) loss_giou_dn_4: 0.4073 (0.4393) loss_giou_dn_5: 0.4075 (0.4394) loss_vfl: 0.6879 (0.6780) loss_vfl_aux_0: 0.7536 (0.7825) loss_vfl_aux_1: 0.7330 (0.7336) loss_vfl_aux_2: 0.7013 (0.7037) loss_vfl_aux_3: 0.6981 (0.6892) loss_vfl_aux_4: 0.6922 (0.6817) loss_vfl_aux_5: 0.7681 (0.7655) loss_vfl_dn_0: 0.4557 (0.4546) loss_vfl_dn_1: 0.3868 (0.3898) loss_vfl_dn_2: 0.3776 (0.3739) loss_vfl_dn_3: 0.3717 (0.3665) loss_vfl_dn_4: 0.3712 (0.3639) loss_vfl_dn_5: 0.3704 (0.3631) time: 0.7826 data: 0.0143 max mem: 5654 Epoch: [39] [6100/7393] eta: 0:10:31 lr: 0.000010 loss: 15.9197 (15.9882) loss_bbox: 0.1444 (0.1547) loss_bbox_aux_0: 0.1626 (0.1678) loss_bbox_aux_1: 0.1483 (0.1600) loss_bbox_aux_2: 0.1409 (0.1572) loss_bbox_aux_3: 0.1426 (0.1550) loss_bbox_aux_4: 0.1444 (0.1546) loss_bbox_aux_5: 0.1930 (0.2049) loss_bbox_dn_0: 0.2792 (0.2719) loss_bbox_dn_1: 0.1896 (0.2014) loss_bbox_dn_2: 0.1668 (0.1805) loss_bbox_dn_3: 0.1612 (0.1743) loss_bbox_dn_4: 0.1588 (0.1730) loss_bbox_dn_5: 0.1589 (0.1730) loss_giou: 0.4206 (0.4786) loss_giou_aux_0: 0.4298 (0.5029) loss_giou_aux_1: 0.4328 (0.4885) loss_giou_aux_2: 0.4290 (0.4833) loss_giou_aux_3: 0.4162 (0.4798) loss_giou_aux_4: 0.4163 (0.4786) loss_giou_aux_5: 0.5213 (0.5686) loss_giou_dn_0: 0.5521 (0.5861) loss_giou_dn_1: 0.4461 (0.4796) loss_giou_dn_2: 0.4198 (0.4497) loss_giou_dn_3: 0.4163 (0.4415) loss_giou_dn_4: 0.4156 (0.4395) loss_giou_dn_5: 0.4157 (0.4397) loss_vfl: 0.6732 (0.6777) loss_vfl_aux_0: 0.7715 (0.7822) loss_vfl_aux_1: 0.7279 (0.7333) loss_vfl_aux_2: 0.7175 (0.7034) loss_vfl_aux_3: 0.6924 (0.6889) loss_vfl_aux_4: 0.6936 (0.6814) loss_vfl_aux_5: 0.7522 (0.7652) loss_vfl_dn_0: 0.4461 (0.4546) loss_vfl_dn_1: 0.3797 (0.3897) loss_vfl_dn_2: 0.3718 (0.3739) loss_vfl_dn_3: 0.3620 (0.3665) loss_vfl_dn_4: 0.3613 (0.3639) loss_vfl_dn_5: 0.3616 (0.3631) time: 0.4867 data: 0.0139 max mem: 5654 Epoch: [39] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 16.2899 (15.9908) loss_bbox: 0.1494 (0.1546) loss_bbox_aux_0: 0.1577 (0.1677) loss_bbox_aux_1: 0.1513 (0.1599) loss_bbox_aux_2: 0.1501 (0.1571) loss_bbox_aux_3: 0.1501 (0.1550) loss_bbox_aux_4: 0.1510 (0.1546) loss_bbox_aux_5: 0.1907 (0.2048) loss_bbox_dn_0: 0.2427 (0.2717) loss_bbox_dn_1: 0.1800 (0.2012) loss_bbox_dn_2: 0.1649 (0.1804) loss_bbox_dn_3: 0.1618 (0.1742) loss_bbox_dn_4: 0.1613 (0.1729) loss_bbox_dn_5: 0.1614 (0.1729) loss_giou: 0.4871 (0.4789) loss_giou_aux_0: 0.5100 (0.5032) loss_giou_aux_1: 0.5108 (0.4888) loss_giou_aux_2: 0.4943 (0.4836) loss_giou_aux_3: 0.4839 (0.4801) loss_giou_aux_4: 0.4836 (0.4789) loss_giou_aux_5: 0.5738 (0.5690) loss_giou_dn_0: 0.5831 (0.5863) loss_giou_dn_1: 0.4769 (0.4798) loss_giou_dn_2: 0.4470 (0.4499) loss_giou_dn_3: 0.4396 (0.4417) loss_giou_dn_4: 0.4369 (0.4397) loss_giou_dn_5: 0.4366 (0.4399) loss_vfl: 0.6632 (0.6777) loss_vfl_aux_0: 0.7636 (0.7823) loss_vfl_aux_1: 0.7162 (0.7332) loss_vfl_aux_2: 0.6942 (0.7034) loss_vfl_aux_3: 0.6764 (0.6889) loss_vfl_aux_4: 0.6750 (0.6814) loss_vfl_aux_5: 0.7436 (0.7652) loss_vfl_dn_0: 0.4500 (0.4546) loss_vfl_dn_1: 0.3922 (0.3898) loss_vfl_dn_2: 0.3787 (0.3740) loss_vfl_dn_3: 0.3706 (0.3665) loss_vfl_dn_4: 0.3678 (0.3639) loss_vfl_dn_5: 0.3670 (0.3632) time: 0.4847 data: 0.0137 max mem: 5654 Epoch: [39] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 16.1454 (15.9935) loss_bbox: 0.1646 (0.1547) loss_bbox_aux_0: 0.1590 (0.1677) loss_bbox_aux_1: 0.1481 (0.1599) loss_bbox_aux_2: 0.1554 (0.1572) loss_bbox_aux_3: 0.1526 (0.1550) loss_bbox_aux_4: 0.1569 (0.1546) loss_bbox_aux_5: 0.2028 (0.2048) loss_bbox_dn_0: 0.2445 (0.2716) loss_bbox_dn_1: 0.1844 (0.2012) loss_bbox_dn_2: 0.1660 (0.1803) loss_bbox_dn_3: 0.1594 (0.1742) loss_bbox_dn_4: 0.1584 (0.1728) loss_bbox_dn_5: 0.1585 (0.1728) loss_giou: 0.4701 (0.4791) loss_giou_aux_0: 0.4926 (0.5034) loss_giou_aux_1: 0.4775 (0.4890) loss_giou_aux_2: 0.4670 (0.4838) loss_giou_aux_3: 0.4642 (0.4803) loss_giou_aux_4: 0.4664 (0.4791) loss_giou_aux_5: 0.5481 (0.5691) loss_giou_dn_0: 0.6018 (0.5865) loss_giou_dn_1: 0.4827 (0.4800) loss_giou_dn_2: 0.4468 (0.4501) loss_giou_dn_3: 0.4348 (0.4419) loss_giou_dn_4: 0.4314 (0.4399) loss_giou_dn_5: 0.4313 (0.4400) loss_vfl: 0.6621 (0.6778) loss_vfl_aux_0: 0.7507 (0.7823) loss_vfl_aux_1: 0.7119 (0.7333) loss_vfl_aux_2: 0.6764 (0.7034) loss_vfl_aux_3: 0.6763 (0.6889) loss_vfl_aux_4: 0.6576 (0.6814) loss_vfl_aux_5: 0.7595 (0.7653) loss_vfl_dn_0: 0.4614 (0.4546) loss_vfl_dn_1: 0.3952 (0.3898) loss_vfl_dn_2: 0.3781 (0.3740) loss_vfl_dn_3: 0.3708 (0.3665) loss_vfl_dn_4: 0.3675 (0.3639) loss_vfl_dn_5: 0.3630 (0.3632) time: 0.4830 data: 0.0144 max mem: 5654 Epoch: [39] [6400/7393] eta: 0:08:04 lr: 0.000010 loss: 16.2710 (15.9934) loss_bbox: 0.1573 (0.1547) loss_bbox_aux_0: 0.1717 (0.1678) loss_bbox_aux_1: 0.1600 (0.1600) loss_bbox_aux_2: 0.1603 (0.1573) loss_bbox_aux_3: 0.1585 (0.1551) loss_bbox_aux_4: 0.1610 (0.1547) loss_bbox_aux_5: 0.2013 (0.2049) loss_bbox_dn_0: 0.3030 (0.2717) loss_bbox_dn_1: 0.2139 (0.2013) loss_bbox_dn_2: 0.1936 (0.1804) loss_bbox_dn_3: 0.1880 (0.1742) loss_bbox_dn_4: 0.1851 (0.1729) loss_bbox_dn_5: 0.1851 (0.1729) loss_giou: 0.4390 (0.4789) loss_giou_aux_0: 0.4453 (0.5032) loss_giou_aux_1: 0.4361 (0.4888) loss_giou_aux_2: 0.4321 (0.4836) loss_giou_aux_3: 0.4292 (0.4801) loss_giou_aux_4: 0.4352 (0.4789) loss_giou_aux_5: 0.4994 (0.5689) loss_giou_dn_0: 0.5529 (0.5864) loss_giou_dn_1: 0.4461 (0.4799) loss_giou_dn_2: 0.4153 (0.4500) loss_giou_dn_3: 0.4076 (0.4418) loss_giou_dn_4: 0.4060 (0.4398) loss_giou_dn_5: 0.4065 (0.4399) loss_vfl: 0.7005 (0.6780) loss_vfl_aux_0: 0.8132 (0.7824) loss_vfl_aux_1: 0.7752 (0.7335) loss_vfl_aux_2: 0.7285 (0.7035) loss_vfl_aux_3: 0.7187 (0.6891) loss_vfl_aux_4: 0.7117 (0.6816) loss_vfl_aux_5: 0.8110 (0.7655) loss_vfl_dn_0: 0.4619 (0.4546) loss_vfl_dn_1: 0.3923 (0.3898) loss_vfl_dn_2: 0.3785 (0.3740) loss_vfl_dn_3: 0.3701 (0.3665) loss_vfl_dn_4: 0.3698 (0.3639) loss_vfl_dn_5: 0.3688 (0.3632) time: 0.4686 data: 0.0151 max mem: 5654 Epoch: [39] [6500/7393] eta: 0:07:15 lr: 0.000010 loss: 16.2762 (15.9987) loss_bbox: 0.1419 (0.1548) loss_bbox_aux_0: 0.1619 (0.1679) loss_bbox_aux_1: 0.1478 (0.1600) loss_bbox_aux_2: 0.1434 (0.1573) loss_bbox_aux_3: 0.1437 (0.1552) loss_bbox_aux_4: 0.1422 (0.1547) loss_bbox_aux_5: 0.2129 (0.2050) loss_bbox_dn_0: 0.2553 (0.2719) loss_bbox_dn_1: 0.2009 (0.2014) loss_bbox_dn_2: 0.1843 (0.1805) loss_bbox_dn_3: 0.1757 (0.1743) loss_bbox_dn_4: 0.1746 (0.1730) loss_bbox_dn_5: 0.1745 (0.1730) loss_giou: 0.4448 (0.4790) loss_giou_aux_0: 0.4635 (0.5034) loss_giou_aux_1: 0.4560 (0.4889) loss_giou_aux_2: 0.4599 (0.4838) loss_giou_aux_3: 0.4492 (0.4803) loss_giou_aux_4: 0.4495 (0.4791) loss_giou_aux_5: 0.5646 (0.5691) loss_giou_dn_0: 0.5835 (0.5865) loss_giou_dn_1: 0.4733 (0.4800) loss_giou_dn_2: 0.4424 (0.4501) loss_giou_dn_3: 0.4376 (0.4419) loss_giou_dn_4: 0.4343 (0.4399) loss_giou_dn_5: 0.4343 (0.4400) loss_vfl: 0.6836 (0.6782) loss_vfl_aux_0: 0.7980 (0.7827) loss_vfl_aux_1: 0.7586 (0.7337) loss_vfl_aux_2: 0.7252 (0.7038) loss_vfl_aux_3: 0.7216 (0.6894) loss_vfl_aux_4: 0.7018 (0.6818) loss_vfl_aux_5: 0.7794 (0.7657) loss_vfl_dn_0: 0.4579 (0.4547) loss_vfl_dn_1: 0.3926 (0.3898) loss_vfl_dn_2: 0.3784 (0.3740) loss_vfl_dn_3: 0.3703 (0.3666) loss_vfl_dn_4: 0.3668 (0.3640) loss_vfl_dn_5: 0.3649 (0.3632) time: 0.4842 data: 0.0140 max mem: 5654 Epoch: [39] [6600/7393] eta: 0:06:26 lr: 0.000010 loss: 16.2051 (16.0003) loss_bbox: 0.1341 (0.1548) loss_bbox_aux_0: 0.1545 (0.1679) loss_bbox_aux_1: 0.1464 (0.1600) loss_bbox_aux_2: 0.1384 (0.1573) loss_bbox_aux_3: 0.1312 (0.1551) loss_bbox_aux_4: 0.1313 (0.1547) loss_bbox_aux_5: 0.2032 (0.2050) loss_bbox_dn_0: 0.2793 (0.2719) loss_bbox_dn_1: 0.2148 (0.2014) loss_bbox_dn_2: 0.1978 (0.1805) loss_bbox_dn_3: 0.1825 (0.1744) loss_bbox_dn_4: 0.1778 (0.1730) loss_bbox_dn_5: 0.1779 (0.1730) loss_giou: 0.4347 (0.4790) loss_giou_aux_0: 0.4627 (0.5034) loss_giou_aux_1: 0.4474 (0.4890) loss_giou_aux_2: 0.4357 (0.4838) loss_giou_aux_3: 0.4443 (0.4802) loss_giou_aux_4: 0.4345 (0.4791) loss_giou_aux_5: 0.5358 (0.5692) loss_giou_dn_0: 0.5859 (0.5866) loss_giou_dn_1: 0.4810 (0.4801) loss_giou_dn_2: 0.4408 (0.4502) loss_giou_dn_3: 0.4316 (0.4420) loss_giou_dn_4: 0.4284 (0.4400) loss_giou_dn_5: 0.4283 (0.4401) loss_vfl: 0.7062 (0.6784) loss_vfl_aux_0: 0.7821 (0.7828) loss_vfl_aux_1: 0.7480 (0.7338) loss_vfl_aux_2: 0.7305 (0.7040) loss_vfl_aux_3: 0.7278 (0.6897) loss_vfl_aux_4: 0.7035 (0.6820) loss_vfl_aux_5: 0.7647 (0.7656) loss_vfl_dn_0: 0.4603 (0.4546) loss_vfl_dn_1: 0.3936 (0.3898) loss_vfl_dn_2: 0.3778 (0.3740) loss_vfl_dn_3: 0.3706 (0.3666) loss_vfl_dn_4: 0.3680 (0.3640) loss_vfl_dn_5: 0.3683 (0.3632) time: 0.4735 data: 0.0141 max mem: 5654 Epoch: [39] [6700/7393] eta: 0:05:37 lr: 0.000010 loss: 16.0584 (16.0005) loss_bbox: 0.1469 (0.1547) loss_bbox_aux_0: 0.1482 (0.1678) loss_bbox_aux_1: 0.1618 (0.1600) loss_bbox_aux_2: 0.1548 (0.1572) loss_bbox_aux_3: 0.1539 (0.1550) loss_bbox_aux_4: 0.1469 (0.1546) loss_bbox_aux_5: 0.1968 (0.2050) loss_bbox_dn_0: 0.2382 (0.2718) loss_bbox_dn_1: 0.1875 (0.2013) loss_bbox_dn_2: 0.1634 (0.1805) loss_bbox_dn_3: 0.1604 (0.1743) loss_bbox_dn_4: 0.1568 (0.1729) loss_bbox_dn_5: 0.1567 (0.1729) loss_giou: 0.4694 (0.4791) loss_giou_aux_0: 0.4876 (0.5034) loss_giou_aux_1: 0.4822 (0.4891) loss_giou_aux_2: 0.4668 (0.4839) loss_giou_aux_3: 0.4675 (0.4803) loss_giou_aux_4: 0.4707 (0.4792) loss_giou_aux_5: 0.5595 (0.5693) loss_giou_dn_0: 0.5923 (0.5867) loss_giou_dn_1: 0.4920 (0.4802) loss_giou_dn_2: 0.4545 (0.4503) loss_giou_dn_3: 0.4483 (0.4421) loss_giou_dn_4: 0.4458 (0.4400) loss_giou_dn_5: 0.4459 (0.4402) loss_vfl: 0.6795 (0.6784) loss_vfl_aux_0: 0.8129 (0.7830) loss_vfl_aux_1: 0.7293 (0.7338) loss_vfl_aux_2: 0.7083 (0.7039) loss_vfl_aux_3: 0.6839 (0.6897) loss_vfl_aux_4: 0.6878 (0.6820) loss_vfl_aux_5: 0.7750 (0.7656) loss_vfl_dn_0: 0.4560 (0.4546) loss_vfl_dn_1: 0.3857 (0.3898) loss_vfl_dn_2: 0.3729 (0.3740) loss_vfl_dn_3: 0.3669 (0.3666) loss_vfl_dn_4: 0.3659 (0.3640) loss_vfl_dn_5: 0.3682 (0.3632) time: 0.4752 data: 0.0143 max mem: 5654 Epoch: [39] [6800/7393] eta: 0:04:48 lr: 0.000010 loss: 15.9934 (16.0021) loss_bbox: 0.1702 (0.1548) loss_bbox_aux_0: 0.1733 (0.1678) loss_bbox_aux_1: 0.1732 (0.1601) loss_bbox_aux_2: 0.1730 (0.1573) loss_bbox_aux_3: 0.1720 (0.1551) loss_bbox_aux_4: 0.1691 (0.1547) loss_bbox_aux_5: 0.2050 (0.2050) loss_bbox_dn_0: 0.2973 (0.2719) loss_bbox_dn_1: 0.2230 (0.2014) loss_bbox_dn_2: 0.1976 (0.1806) loss_bbox_dn_3: 0.1886 (0.1744) loss_bbox_dn_4: 0.1864 (0.1730) loss_bbox_dn_5: 0.1865 (0.1730) loss_giou: 0.5088 (0.4791) loss_giou_aux_0: 0.5238 (0.5034) loss_giou_aux_1: 0.5033 (0.4891) loss_giou_aux_2: 0.4971 (0.4838) loss_giou_aux_3: 0.5044 (0.4803) loss_giou_aux_4: 0.5026 (0.4792) loss_giou_aux_5: 0.5870 (0.5692) loss_giou_dn_0: 0.5858 (0.5866) loss_giou_dn_1: 0.4888 (0.4802) loss_giou_dn_2: 0.4620 (0.4502) loss_giou_dn_3: 0.4551 (0.4421) loss_giou_dn_4: 0.4529 (0.4400) loss_giou_dn_5: 0.4529 (0.4402) loss_vfl: 0.6644 (0.6785) loss_vfl_aux_0: 0.7614 (0.7831) loss_vfl_aux_1: 0.7094 (0.7339) loss_vfl_aux_2: 0.6803 (0.7041) loss_vfl_aux_3: 0.6732 (0.6897) loss_vfl_aux_4: 0.6672 (0.6821) loss_vfl_aux_5: 0.7300 (0.7657) loss_vfl_dn_0: 0.4561 (0.4546) loss_vfl_dn_1: 0.3862 (0.3898) loss_vfl_dn_2: 0.3756 (0.3740) loss_vfl_dn_3: 0.3714 (0.3666) loss_vfl_dn_4: 0.3673 (0.3640) loss_vfl_dn_5: 0.3664 (0.3632) time: 0.4776 data: 0.0143 max mem: 5654 Epoch: [39] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 16.1128 (16.0030) loss_bbox: 0.1467 (0.1548) loss_bbox_aux_0: 0.1618 (0.1679) loss_bbox_aux_1: 0.1558 (0.1601) loss_bbox_aux_2: 0.1565 (0.1573) loss_bbox_aux_3: 0.1503 (0.1552) loss_bbox_aux_4: 0.1492 (0.1548) loss_bbox_aux_5: 0.1931 (0.2051) loss_bbox_dn_0: 0.2565 (0.2720) loss_bbox_dn_1: 0.1935 (0.2015) loss_bbox_dn_2: 0.1796 (0.1807) loss_bbox_dn_3: 0.1746 (0.1745) loss_bbox_dn_4: 0.1732 (0.1731) loss_bbox_dn_5: 0.1731 (0.1731) loss_giou: 0.4857 (0.4791) loss_giou_aux_0: 0.5000 (0.5034) loss_giou_aux_1: 0.4852 (0.4891) loss_giou_aux_2: 0.4805 (0.4838) loss_giou_aux_3: 0.4894 (0.4803) loss_giou_aux_4: 0.4897 (0.4792) loss_giou_aux_5: 0.5707 (0.5692) loss_giou_dn_0: 0.5820 (0.5867) loss_giou_dn_1: 0.4692 (0.4801) loss_giou_dn_2: 0.4415 (0.4502) loss_giou_dn_3: 0.4369 (0.4420) loss_giou_dn_4: 0.4348 (0.4400) loss_giou_dn_5: 0.4348 (0.4402) loss_vfl: 0.6568 (0.6785) loss_vfl_aux_0: 0.7606 (0.7831) loss_vfl_aux_1: 0.7189 (0.7339) loss_vfl_aux_2: 0.6965 (0.7041) loss_vfl_aux_3: 0.6793 (0.6897) loss_vfl_aux_4: 0.6740 (0.6821) loss_vfl_aux_5: 0.7311 (0.7658) loss_vfl_dn_0: 0.4619 (0.4546) loss_vfl_dn_1: 0.3913 (0.3898) loss_vfl_dn_2: 0.3759 (0.3740) loss_vfl_dn_3: 0.3703 (0.3666) loss_vfl_dn_4: 0.3675 (0.3640) loss_vfl_dn_5: 0.3650 (0.3633) time: 0.4776 data: 0.0135 max mem: 5654 Epoch: [39] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.4284 (16.0011) loss_bbox: 0.1533 (0.1547) loss_bbox_aux_0: 0.1577 (0.1678) loss_bbox_aux_1: 0.1563 (0.1601) loss_bbox_aux_2: 0.1547 (0.1573) loss_bbox_aux_3: 0.1530 (0.1551) loss_bbox_aux_4: 0.1523 (0.1547) loss_bbox_aux_5: 0.1964 (0.2050) loss_bbox_dn_0: 0.2831 (0.2719) loss_bbox_dn_1: 0.2091 (0.2014) loss_bbox_dn_2: 0.1899 (0.1806) loss_bbox_dn_3: 0.1859 (0.1744) loss_bbox_dn_4: 0.1835 (0.1731) loss_bbox_dn_5: 0.1834 (0.1731) loss_giou: 0.4527 (0.4791) loss_giou_aux_0: 0.4724 (0.5033) loss_giou_aux_1: 0.4685 (0.4890) loss_giou_aux_2: 0.4434 (0.4838) loss_giou_aux_3: 0.4602 (0.4803) loss_giou_aux_4: 0.4523 (0.4791) loss_giou_aux_5: 0.5461 (0.5692) loss_giou_dn_0: 0.5555 (0.5866) loss_giou_dn_1: 0.4500 (0.4801) loss_giou_dn_2: 0.4180 (0.4502) loss_giou_dn_3: 0.4107 (0.4420) loss_giou_dn_4: 0.4072 (0.4400) loss_giou_dn_5: 0.4073 (0.4402) loss_vfl: 0.6487 (0.6785) loss_vfl_aux_0: 0.7737 (0.7831) loss_vfl_aux_1: 0.6996 (0.7338) loss_vfl_aux_2: 0.6759 (0.7040) loss_vfl_aux_3: 0.6747 (0.6896) loss_vfl_aux_4: 0.6570 (0.6821) loss_vfl_aux_5: 0.7211 (0.7657) loss_vfl_dn_0: 0.4503 (0.4546) loss_vfl_dn_1: 0.3912 (0.3898) loss_vfl_dn_2: 0.3718 (0.3740) loss_vfl_dn_3: 0.3607 (0.3666) loss_vfl_dn_4: 0.3588 (0.3640) loss_vfl_dn_5: 0.3579 (0.3633) time: 0.4569 data: 0.0136 max mem: 5654 Epoch: [39] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 15.9648 (16.0036) loss_bbox: 0.1499 (0.1547) loss_bbox_aux_0: 0.1632 (0.1678) loss_bbox_aux_1: 0.1599 (0.1601) loss_bbox_aux_2: 0.1574 (0.1573) loss_bbox_aux_3: 0.1518 (0.1551) loss_bbox_aux_4: 0.1498 (0.1547) loss_bbox_aux_5: 0.1938 (0.2050) loss_bbox_dn_0: 0.2643 (0.2719) loss_bbox_dn_1: 0.1964 (0.2014) loss_bbox_dn_2: 0.1728 (0.1806) loss_bbox_dn_3: 0.1720 (0.1744) loss_bbox_dn_4: 0.1718 (0.1731) loss_bbox_dn_5: 0.1718 (0.1731) loss_giou: 0.4755 (0.4793) loss_giou_aux_0: 0.4890 (0.5036) loss_giou_aux_1: 0.4885 (0.4893) loss_giou_aux_2: 0.4794 (0.4840) loss_giou_aux_3: 0.4807 (0.4806) loss_giou_aux_4: 0.4809 (0.4794) loss_giou_aux_5: 0.5441 (0.5695) loss_giou_dn_0: 0.5695 (0.5868) loss_giou_dn_1: 0.4750 (0.4802) loss_giou_dn_2: 0.4558 (0.4503) loss_giou_dn_3: 0.4450 (0.4421) loss_giou_dn_4: 0.4433 (0.4401) loss_giou_dn_5: 0.4434 (0.4403) loss_vfl: 0.6542 (0.6785) loss_vfl_aux_0: 0.7378 (0.7830) loss_vfl_aux_1: 0.7169 (0.7339) loss_vfl_aux_2: 0.6807 (0.7040) loss_vfl_aux_3: 0.6742 (0.6896) loss_vfl_aux_4: 0.6617 (0.6820) loss_vfl_aux_5: 0.7429 (0.7656) loss_vfl_dn_0: 0.4547 (0.4546) loss_vfl_dn_1: 0.3869 (0.3898) loss_vfl_dn_2: 0.3700 (0.3740) loss_vfl_dn_3: 0.3614 (0.3666) loss_vfl_dn_4: 0.3591 (0.3640) loss_vfl_dn_5: 0.3589 (0.3633) time: 0.4656 data: 0.0134 max mem: 5654 Epoch: [39] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 15.5870 (16.0037) loss_bbox: 0.1484 (0.1547) loss_bbox_aux_0: 0.1582 (0.1677) loss_bbox_aux_1: 0.1535 (0.1600) loss_bbox_aux_2: 0.1469 (0.1573) loss_bbox_aux_3: 0.1459 (0.1551) loss_bbox_aux_4: 0.1484 (0.1547) loss_bbox_aux_5: 0.1934 (0.2050) loss_bbox_dn_0: 0.2365 (0.2718) loss_bbox_dn_1: 0.1703 (0.2014) loss_bbox_dn_2: 0.1532 (0.1805) loss_bbox_dn_3: 0.1454 (0.1744) loss_bbox_dn_4: 0.1451 (0.1730) loss_bbox_dn_5: 0.1451 (0.1730) loss_giou: 0.4723 (0.4794) loss_giou_aux_0: 0.4844 (0.5036) loss_giou_aux_1: 0.4717 (0.4893) loss_giou_aux_2: 0.4731 (0.4841) loss_giou_aux_3: 0.4689 (0.4806) loss_giou_aux_4: 0.4702 (0.4795) loss_giou_aux_5: 0.5569 (0.5695) loss_giou_dn_0: 0.5708 (0.5868) loss_giou_dn_1: 0.4530 (0.4803) loss_giou_dn_2: 0.4278 (0.4504) loss_giou_dn_3: 0.4248 (0.4422) loss_giou_dn_4: 0.4239 (0.4402) loss_giou_dn_5: 0.4243 (0.4404) loss_vfl: 0.6388 (0.6784) loss_vfl_aux_0: 0.7268 (0.7830) loss_vfl_aux_1: 0.6980 (0.7339) loss_vfl_aux_2: 0.6769 (0.7040) loss_vfl_aux_3: 0.6546 (0.6895) loss_vfl_aux_4: 0.6465 (0.6819) loss_vfl_aux_5: 0.7070 (0.7655) loss_vfl_dn_0: 0.4527 (0.4546) loss_vfl_dn_1: 0.3818 (0.3898) loss_vfl_dn_2: 0.3661 (0.3740) loss_vfl_dn_3: 0.3589 (0.3666) loss_vfl_dn_4: 0.3566 (0.3640) loss_vfl_dn_5: 0.3568 (0.3633) time: 0.4811 data: 0.0136 max mem: 5654 Epoch: [39] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6813 (16.0041) loss_bbox: 0.1595 (0.1547) loss_bbox_aux_0: 0.1799 (0.1678) loss_bbox_aux_1: 0.1659 (0.1600) loss_bbox_aux_2: 0.1591 (0.1573) loss_bbox_aux_3: 0.1627 (0.1551) loss_bbox_aux_4: 0.1550 (0.1547) loss_bbox_aux_5: 0.2231 (0.2050) loss_bbox_dn_0: 0.2755 (0.2717) loss_bbox_dn_1: 0.2100 (0.2013) loss_bbox_dn_2: 0.1908 (0.1805) loss_bbox_dn_3: 0.1893 (0.1743) loss_bbox_dn_4: 0.1885 (0.1730) loss_bbox_dn_5: 0.1886 (0.1730) loss_giou: 0.4309 (0.4795) loss_giou_aux_0: 0.4650 (0.5037) loss_giou_aux_1: 0.4527 (0.4894) loss_giou_aux_2: 0.4417 (0.4841) loss_giou_aux_3: 0.4409 (0.4807) loss_giou_aux_4: 0.4323 (0.4795) loss_giou_aux_5: 0.5445 (0.5696) loss_giou_dn_0: 0.5757 (0.5868) loss_giou_dn_1: 0.4719 (0.4803) loss_giou_dn_2: 0.4326 (0.4504) loss_giou_dn_3: 0.4259 (0.4422) loss_giou_dn_4: 0.4254 (0.4401) loss_giou_dn_5: 0.4254 (0.4403) loss_vfl: 0.6877 (0.6785) loss_vfl_aux_0: 0.7718 (0.7830) loss_vfl_aux_1: 0.7360 (0.7339) loss_vfl_aux_2: 0.7051 (0.7041) loss_vfl_aux_3: 0.6948 (0.6896) loss_vfl_aux_4: 0.6868 (0.6821) loss_vfl_aux_5: 0.7736 (0.7655) loss_vfl_dn_0: 0.4502 (0.4546) loss_vfl_dn_1: 0.3899 (0.3898) loss_vfl_dn_2: 0.3735 (0.3740) loss_vfl_dn_3: 0.3683 (0.3666) loss_vfl_dn_4: 0.3649 (0.3640) loss_vfl_dn_5: 0.3622 (0.3633) time: 0.4768 data: 0.0134 max mem: 5654 Epoch: [39] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.5962 (16.0033) loss_bbox: 0.1575 (0.1547) loss_bbox_aux_0: 0.1752 (0.1677) loss_bbox_aux_1: 0.1579 (0.1600) loss_bbox_aux_2: 0.1583 (0.1573) loss_bbox_aux_3: 0.1576 (0.1551) loss_bbox_aux_4: 0.1575 (0.1547) loss_bbox_aux_5: 0.2053 (0.2050) loss_bbox_dn_0: 0.2668 (0.2717) loss_bbox_dn_1: 0.1988 (0.2013) loss_bbox_dn_2: 0.1779 (0.1805) loss_bbox_dn_3: 0.1710 (0.1743) loss_bbox_dn_4: 0.1689 (0.1730) loss_bbox_dn_5: 0.1690 (0.1730) loss_giou: 0.5166 (0.4794) loss_giou_aux_0: 0.5419 (0.5036) loss_giou_aux_1: 0.5271 (0.4893) loss_giou_aux_2: 0.5143 (0.4841) loss_giou_aux_3: 0.5189 (0.4806) loss_giou_aux_4: 0.5159 (0.4795) loss_giou_aux_5: 0.6080 (0.5695) loss_giou_dn_0: 0.6039 (0.5868) loss_giou_dn_1: 0.4951 (0.4802) loss_giou_dn_2: 0.4639 (0.4503) loss_giou_dn_3: 0.4577 (0.4421) loss_giou_dn_4: 0.4545 (0.4401) loss_giou_dn_5: 0.4546 (0.4403) loss_vfl: 0.7051 (0.6786) loss_vfl_aux_0: 0.7659 (0.7831) loss_vfl_aux_1: 0.7464 (0.7340) loss_vfl_aux_2: 0.7132 (0.7041) loss_vfl_aux_3: 0.7087 (0.6896) loss_vfl_aux_4: 0.6981 (0.6822) loss_vfl_aux_5: 0.7554 (0.7655) loss_vfl_dn_0: 0.4476 (0.4546) loss_vfl_dn_1: 0.3925 (0.3898) loss_vfl_dn_2: 0.3829 (0.3740) loss_vfl_dn_3: 0.3739 (0.3666) loss_vfl_dn_4: 0.3707 (0.3640) loss_vfl_dn_5: 0.3696 (0.3633) time: 0.4583 data: 0.0133 max mem: 5654 Epoch: [39] Total time: 0:59:53 (0.4861 s / it) Averaged stats: lr: 0.000010 loss: 16.5962 (16.0033) loss_bbox: 0.1575 (0.1547) loss_bbox_aux_0: 0.1752 (0.1677) loss_bbox_aux_1: 0.1579 (0.1600) loss_bbox_aux_2: 0.1583 (0.1573) loss_bbox_aux_3: 0.1576 (0.1551) loss_bbox_aux_4: 0.1575 (0.1547) loss_bbox_aux_5: 0.2053 (0.2050) loss_bbox_dn_0: 0.2668 (0.2717) loss_bbox_dn_1: 0.1988 (0.2013) loss_bbox_dn_2: 0.1779 (0.1805) loss_bbox_dn_3: 0.1710 (0.1743) loss_bbox_dn_4: 0.1689 (0.1730) loss_bbox_dn_5: 0.1690 (0.1730) loss_giou: 0.5166 (0.4794) loss_giou_aux_0: 0.5419 (0.5036) loss_giou_aux_1: 0.5271 (0.4893) loss_giou_aux_2: 0.5143 (0.4841) loss_giou_aux_3: 0.5189 (0.4806) loss_giou_aux_4: 0.5159 (0.4795) loss_giou_aux_5: 0.6080 (0.5695) loss_giou_dn_0: 0.6039 (0.5868) loss_giou_dn_1: 0.4951 (0.4802) loss_giou_dn_2: 0.4639 (0.4503) loss_giou_dn_3: 0.4577 (0.4421) loss_giou_dn_4: 0.4545 (0.4401) loss_giou_dn_5: 0.4546 (0.4403) loss_vfl: 0.7051 (0.6786) loss_vfl_aux_0: 0.7659 (0.7831) loss_vfl_aux_1: 0.7464 (0.7340) loss_vfl_aux_2: 0.7132 (0.7041) loss_vfl_aux_3: 0.7087 (0.6896) loss_vfl_aux_4: 0.6981 (0.6822) loss_vfl_aux_5: 0.7554 (0.7655) loss_vfl_dn_0: 0.4476 (0.4546) loss_vfl_dn_1: 0.3925 (0.3898) loss_vfl_dn_2: 0.3829 (0.3740) loss_vfl_dn_3: 0.3739 (0.3666) loss_vfl_dn_4: 0.3707 (0.3640) loss_vfl_dn_5: 0.3696 (0.3633) Test: [ 0/157] eta: 0:04:14 time: 1.6192 data: 1.2147 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5006 data: 0.1330 max mem: 5654 Test: [ 20/157] eta: 0:01:00 time: 0.3849 data: 0.0249 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3846 data: 0.0253 max mem: 5654 Test: [ 40/157] eta: 0:00:48 time: 0.3920 data: 0.0257 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3932 data: 0.0253 max mem: 5654 Test: [ 60/157] eta: 0:00:39 time: 0.3926 data: 0.0251 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3866 data: 0.0259 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3875 data: 0.0257 max mem: 5654 Test: [ 90/157] eta: 0:00:27 time: 0.3972 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.6920 data: 0.0258 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.6885 data: 0.0250 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3858 data: 0.0253 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3840 data: 0.0252 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3797 data: 0.0246 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3701 data: 0.0248 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3606 data: 0.0242 max mem: 5654 Test: Total time: 0:01:08 (0.4347 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.46s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 38, 'coco_eval_bbox': 0.5229690567823487} Epoch: [40] [ 0/7393] eta: 16:15:45 lr: 0.000010 loss: 12.3914 (12.3914) loss_bbox: 0.1355 (0.1355) loss_bbox_aux_0: 0.1443 (0.1443) loss_bbox_aux_1: 0.1223 (0.1223) loss_bbox_aux_2: 0.1231 (0.1231) loss_bbox_aux_3: 0.1261 (0.1261) loss_bbox_aux_4: 0.1355 (0.1355) loss_bbox_aux_5: 0.1779 (0.1779) loss_bbox_dn_0: 0.2868 (0.2868) loss_bbox_dn_1: 0.1981 (0.1981) loss_bbox_dn_2: 0.1741 (0.1741) loss_bbox_dn_3: 0.1645 (0.1645) loss_bbox_dn_4: 0.1628 (0.1628) loss_bbox_dn_5: 0.1627 (0.1627) loss_giou: 0.2366 (0.2366) loss_giou_aux_0: 0.2475 (0.2475) loss_giou_aux_1: 0.2301 (0.2301) loss_giou_aux_2: 0.2266 (0.2266) loss_giou_aux_3: 0.2308 (0.2308) loss_giou_aux_4: 0.2365 (0.2365) loss_giou_aux_5: 0.3014 (0.3014) loss_giou_dn_0: 0.3869 (0.3869) loss_giou_dn_1: 0.2787 (0.2787) loss_giou_dn_2: 0.2579 (0.2579) loss_giou_dn_3: 0.2523 (0.2523) loss_giou_dn_4: 0.2490 (0.2490) loss_giou_dn_5: 0.2491 (0.2491) loss_vfl: 0.6016 (0.6016) loss_vfl_aux_0: 0.8014 (0.8014) loss_vfl_aux_1: 0.7326 (0.7326) loss_vfl_aux_2: 0.6470 (0.6470) loss_vfl_aux_3: 0.6396 (0.6396) loss_vfl_aux_4: 0.5935 (0.5935) loss_vfl_aux_5: 0.8551 (0.8551) loss_vfl_dn_0: 0.4449 (0.4449) loss_vfl_dn_1: 0.3443 (0.3443) loss_vfl_dn_2: 0.3170 (0.3170) loss_vfl_dn_3: 0.3083 (0.3083) loss_vfl_dn_4: 0.3048 (0.3048) loss_vfl_dn_5: 0.3043 (0.3043) time: 7.9190 data: 2.8046 max mem: 5654 Epoch: [40] [ 100/7393] eta: 1:06:32 lr: 0.000010 loss: 15.9560 (15.7876) loss_bbox: 0.1522 (0.1513) loss_bbox_aux_0: 0.1624 (0.1641) loss_bbox_aux_1: 0.1521 (0.1556) loss_bbox_aux_2: 0.1529 (0.1536) loss_bbox_aux_3: 0.1541 (0.1526) loss_bbox_aux_4: 0.1537 (0.1520) loss_bbox_aux_5: 0.2152 (0.2020) loss_bbox_dn_0: 0.2911 (0.2686) loss_bbox_dn_1: 0.2086 (0.1970) loss_bbox_dn_2: 0.1810 (0.1754) loss_bbox_dn_3: 0.1716 (0.1686) loss_bbox_dn_4: 0.1717 (0.1671) loss_bbox_dn_5: 0.1717 (0.1671) loss_giou: 0.4629 (0.4654) loss_giou_aux_0: 0.4782 (0.4870) loss_giou_aux_1: 0.4601 (0.4732) loss_giou_aux_2: 0.4576 (0.4693) loss_giou_aux_3: 0.4657 (0.4670) loss_giou_aux_4: 0.4620 (0.4661) loss_giou_aux_5: 0.5702 (0.5563) loss_giou_dn_0: 0.5754 (0.5832) loss_giou_dn_1: 0.4660 (0.4755) loss_giou_dn_2: 0.4315 (0.4449) loss_giou_dn_3: 0.4190 (0.4358) loss_giou_dn_4: 0.4155 (0.4337) loss_giou_dn_5: 0.4162 (0.4339) loss_vfl: 0.6936 (0.6751) loss_vfl_aux_0: 0.7506 (0.7815) loss_vfl_aux_1: 0.7239 (0.7341) loss_vfl_aux_2: 0.7003 (0.7031) loss_vfl_aux_3: 0.6915 (0.6847) loss_vfl_aux_4: 0.6877 (0.6783) loss_vfl_aux_5: 0.7431 (0.7658) loss_vfl_dn_0: 0.4563 (0.4534) loss_vfl_dn_1: 0.3932 (0.3872) loss_vfl_dn_2: 0.3807 (0.3714) loss_vfl_dn_3: 0.3715 (0.3641) loss_vfl_dn_4: 0.3696 (0.3617) loss_vfl_dn_5: 0.3665 (0.3606) time: 0.4698 data: 0.0137 max mem: 5654 Epoch: [40] [ 200/7393] eta: 1:01:36 lr: 0.000010 loss: 15.5355 (15.7722) loss_bbox: 0.1562 (0.1530) loss_bbox_aux_0: 0.1701 (0.1645) loss_bbox_aux_1: 0.1635 (0.1580) loss_bbox_aux_2: 0.1562 (0.1557) loss_bbox_aux_3: 0.1552 (0.1539) loss_bbox_aux_4: 0.1542 (0.1531) loss_bbox_aux_5: 0.2173 (0.2040) loss_bbox_dn_0: 0.2783 (0.2729) loss_bbox_dn_1: 0.1930 (0.2004) loss_bbox_dn_2: 0.1708 (0.1790) loss_bbox_dn_3: 0.1597 (0.1721) loss_bbox_dn_4: 0.1576 (0.1706) loss_bbox_dn_5: 0.1577 (0.1706) loss_giou: 0.4427 (0.4635) loss_giou_aux_0: 0.4616 (0.4847) loss_giou_aux_1: 0.4452 (0.4723) loss_giou_aux_2: 0.4466 (0.4686) loss_giou_aux_3: 0.4482 (0.4646) loss_giou_aux_4: 0.4388 (0.4638) loss_giou_aux_5: 0.5346 (0.5541) loss_giou_dn_0: 0.5526 (0.5777) loss_giou_dn_1: 0.4446 (0.4704) loss_giou_dn_2: 0.4197 (0.4402) loss_giou_dn_3: 0.4087 (0.4313) loss_giou_dn_4: 0.4070 (0.4291) loss_giou_dn_5: 0.4074 (0.4293) loss_vfl: 0.6604 (0.6731) loss_vfl_aux_0: 0.8064 (0.7881) loss_vfl_aux_1: 0.7361 (0.7322) loss_vfl_aux_2: 0.7016 (0.7001) loss_vfl_aux_3: 0.6783 (0.6840) loss_vfl_aux_4: 0.6755 (0.6778) loss_vfl_aux_5: 0.7752 (0.7697) loss_vfl_dn_0: 0.4537 (0.4528) loss_vfl_dn_1: 0.3835 (0.3860) loss_vfl_dn_2: 0.3668 (0.3701) loss_vfl_dn_3: 0.3600 (0.3622) loss_vfl_dn_4: 0.3599 (0.3599) loss_vfl_dn_5: 0.3598 (0.3588) time: 0.4768 data: 0.0136 max mem: 5654 Epoch: [40] [ 300/7393] eta: 0:59:12 lr: 0.000010 loss: 16.0800 (15.8731) loss_bbox: 0.1535 (0.1547) loss_bbox_aux_0: 0.1736 (0.1661) loss_bbox_aux_1: 0.1561 (0.1590) loss_bbox_aux_2: 0.1524 (0.1564) loss_bbox_aux_3: 0.1494 (0.1558) loss_bbox_aux_4: 0.1454 (0.1544) loss_bbox_aux_5: 0.2013 (0.2041) loss_bbox_dn_0: 0.2573 (0.2694) loss_bbox_dn_1: 0.1899 (0.1991) loss_bbox_dn_2: 0.1704 (0.1782) loss_bbox_dn_3: 0.1648 (0.1720) loss_bbox_dn_4: 0.1617 (0.1706) loss_bbox_dn_5: 0.1618 (0.1706) loss_giou: 0.4421 (0.4741) loss_giou_aux_0: 0.4757 (0.4964) loss_giou_aux_1: 0.4460 (0.4822) loss_giou_aux_2: 0.4460 (0.4781) loss_giou_aux_3: 0.4281 (0.4753) loss_giou_aux_4: 0.4284 (0.4739) loss_giou_aux_5: 0.5487 (0.5640) loss_giou_dn_0: 0.5693 (0.5813) loss_giou_dn_1: 0.4637 (0.4747) loss_giou_dn_2: 0.4255 (0.4448) loss_giou_dn_3: 0.4186 (0.4362) loss_giou_dn_4: 0.4166 (0.4341) loss_giou_dn_5: 0.4166 (0.4343) loss_vfl: 0.6539 (0.6719) loss_vfl_aux_0: 0.7504 (0.7834) loss_vfl_aux_1: 0.7174 (0.7317) loss_vfl_aux_2: 0.6691 (0.7004) loss_vfl_aux_3: 0.6730 (0.6832) loss_vfl_aux_4: 0.6596 (0.6764) loss_vfl_aux_5: 0.7534 (0.7651) loss_vfl_dn_0: 0.4540 (0.4535) loss_vfl_dn_1: 0.3942 (0.3879) loss_vfl_dn_2: 0.3804 (0.3721) loss_vfl_dn_3: 0.3750 (0.3644) loss_vfl_dn_4: 0.3695 (0.3621) loss_vfl_dn_5: 0.3701 (0.3612) time: 0.4667 data: 0.0143 max mem: 5654 Epoch: [40] [ 400/7393] eta: 0:57:41 lr: 0.000010 loss: 15.9345 (15.8179) loss_bbox: 0.1486 (0.1529) loss_bbox_aux_0: 0.1603 (0.1644) loss_bbox_aux_1: 0.1562 (0.1575) loss_bbox_aux_2: 0.1538 (0.1548) loss_bbox_aux_3: 0.1445 (0.1536) loss_bbox_aux_4: 0.1541 (0.1526) loss_bbox_aux_5: 0.2124 (0.2026) loss_bbox_dn_0: 0.2594 (0.2681) loss_bbox_dn_1: 0.1964 (0.1979) loss_bbox_dn_2: 0.1774 (0.1771) loss_bbox_dn_3: 0.1734 (0.1709) loss_bbox_dn_4: 0.1718 (0.1695) loss_bbox_dn_5: 0.1718 (0.1695) loss_giou: 0.4751 (0.4718) loss_giou_aux_0: 0.5042 (0.4936) loss_giou_aux_1: 0.4891 (0.4794) loss_giou_aux_2: 0.4892 (0.4752) loss_giou_aux_3: 0.4606 (0.4721) loss_giou_aux_4: 0.4660 (0.4713) loss_giou_aux_5: 0.5506 (0.5609) loss_giou_dn_0: 0.5738 (0.5790) loss_giou_dn_1: 0.4529 (0.4722) loss_giou_dn_2: 0.4261 (0.4423) loss_giou_dn_3: 0.4151 (0.4339) loss_giou_dn_4: 0.4146 (0.4318) loss_giou_dn_5: 0.4159 (0.4320) loss_vfl: 0.6656 (0.6720) loss_vfl_aux_0: 0.7508 (0.7828) loss_vfl_aux_1: 0.6985 (0.7315) loss_vfl_aux_2: 0.6723 (0.7007) loss_vfl_aux_3: 0.6960 (0.6844) loss_vfl_aux_4: 0.6777 (0.6769) loss_vfl_aux_5: 0.7387 (0.7658) loss_vfl_dn_0: 0.4527 (0.4532) loss_vfl_dn_1: 0.3863 (0.3872) loss_vfl_dn_2: 0.3650 (0.3713) loss_vfl_dn_3: 0.3603 (0.3636) loss_vfl_dn_4: 0.3568 (0.3611) loss_vfl_dn_5: 0.3577 (0.3603) time: 0.4763 data: 0.0137 max mem: 5654 Epoch: [40] [ 500/7393] eta: 0:56:18 lr: 0.000010 loss: 16.8447 (15.8849) loss_bbox: 0.1511 (0.1533) loss_bbox_aux_0: 0.1579 (0.1638) loss_bbox_aux_1: 0.1472 (0.1570) loss_bbox_aux_2: 0.1516 (0.1548) loss_bbox_aux_3: 0.1441 (0.1538) loss_bbox_aux_4: 0.1509 (0.1531) loss_bbox_aux_5: 0.2076 (0.2020) loss_bbox_dn_0: 0.2818 (0.2663) loss_bbox_dn_1: 0.2054 (0.1966) loss_bbox_dn_2: 0.1822 (0.1759) loss_bbox_dn_3: 0.1749 (0.1698) loss_bbox_dn_4: 0.1750 (0.1685) loss_bbox_dn_5: 0.1750 (0.1685) loss_giou: 0.4825 (0.4780) loss_giou_aux_0: 0.4798 (0.5001) loss_giou_aux_1: 0.4773 (0.4858) loss_giou_aux_2: 0.4874 (0.4813) loss_giou_aux_3: 0.4761 (0.4783) loss_giou_aux_4: 0.4825 (0.4777) loss_giou_aux_5: 0.5753 (0.5669) loss_giou_dn_0: 0.5986 (0.5829) loss_giou_dn_1: 0.4933 (0.4765) loss_giou_dn_2: 0.4551 (0.4466) loss_giou_dn_3: 0.4512 (0.4382) loss_giou_dn_4: 0.4516 (0.4362) loss_giou_dn_5: 0.4514 (0.4364) loss_vfl: 0.7055 (0.6724) loss_vfl_aux_0: 0.8387 (0.7832) loss_vfl_aux_1: 0.7604 (0.7313) loss_vfl_aux_2: 0.7272 (0.7008) loss_vfl_aux_3: 0.7276 (0.6848) loss_vfl_aux_4: 0.7068 (0.6772) loss_vfl_aux_5: 0.7843 (0.7647) loss_vfl_dn_0: 0.4565 (0.4534) loss_vfl_dn_1: 0.4034 (0.3881) loss_vfl_dn_2: 0.3880 (0.3723) loss_vfl_dn_3: 0.3787 (0.3646) loss_vfl_dn_4: 0.3793 (0.3622) loss_vfl_dn_5: 0.3766 (0.3614) time: 0.4769 data: 0.0136 max mem: 5654 Epoch: [40] [ 600/7393] eta: 0:55:08 lr: 0.000010 loss: 16.1640 (15.9124) loss_bbox: 0.1568 (0.1535) loss_bbox_aux_0: 0.1733 (0.1641) loss_bbox_aux_1: 0.1639 (0.1568) loss_bbox_aux_2: 0.1620 (0.1546) loss_bbox_aux_3: 0.1573 (0.1538) loss_bbox_aux_4: 0.1622 (0.1533) loss_bbox_aux_5: 0.2108 (0.2023) loss_bbox_dn_0: 0.2579 (0.2668) loss_bbox_dn_1: 0.2036 (0.1972) loss_bbox_dn_2: 0.1910 (0.1768) loss_bbox_dn_3: 0.1792 (0.1707) loss_bbox_dn_4: 0.1757 (0.1694) loss_bbox_dn_5: 0.1756 (0.1694) loss_giou: 0.4286 (0.4789) loss_giou_aux_0: 0.4700 (0.5014) loss_giou_aux_1: 0.4445 (0.4867) loss_giou_aux_2: 0.4403 (0.4822) loss_giou_aux_3: 0.4448 (0.4792) loss_giou_aux_4: 0.4299 (0.4786) loss_giou_aux_5: 0.5435 (0.5681) loss_giou_dn_0: 0.5628 (0.5847) loss_giou_dn_1: 0.4576 (0.4782) loss_giou_dn_2: 0.4290 (0.4482) loss_giou_dn_3: 0.4228 (0.4399) loss_giou_dn_4: 0.4229 (0.4379) loss_giou_dn_5: 0.4229 (0.4381) loss_vfl: 0.7083 (0.6728) loss_vfl_aux_0: 0.7785 (0.7829) loss_vfl_aux_1: 0.7535 (0.7324) loss_vfl_aux_2: 0.7427 (0.7016) loss_vfl_aux_3: 0.7130 (0.6854) loss_vfl_aux_4: 0.7056 (0.6776) loss_vfl_aux_5: 0.7718 (0.7650) loss_vfl_dn_0: 0.4571 (0.4533) loss_vfl_dn_1: 0.3918 (0.3883) loss_vfl_dn_2: 0.3765 (0.3726) loss_vfl_dn_3: 0.3690 (0.3651) loss_vfl_dn_4: 0.3666 (0.3627) loss_vfl_dn_5: 0.3662 (0.3619) time: 0.4787 data: 0.0131 max mem: 5654 Epoch: [40] [ 700/7393] eta: 0:54:07 lr: 0.000010 loss: 15.8394 (15.9273) loss_bbox: 0.1653 (0.1542) loss_bbox_aux_0: 0.1668 (0.1648) loss_bbox_aux_1: 0.1777 (0.1576) loss_bbox_aux_2: 0.1718 (0.1553) loss_bbox_aux_3: 0.1702 (0.1545) loss_bbox_aux_4: 0.1671 (0.1540) loss_bbox_aux_5: 0.2124 (0.2033) loss_bbox_dn_0: 0.2834 (0.2681) loss_bbox_dn_1: 0.2094 (0.1981) loss_bbox_dn_2: 0.1837 (0.1775) loss_bbox_dn_3: 0.1778 (0.1713) loss_bbox_dn_4: 0.1771 (0.1700) loss_bbox_dn_5: 0.1772 (0.1700) loss_giou: 0.4286 (0.4783) loss_giou_aux_0: 0.4748 (0.5010) loss_giou_aux_1: 0.4604 (0.4865) loss_giou_aux_2: 0.4348 (0.4815) loss_giou_aux_3: 0.4301 (0.4789) loss_giou_aux_4: 0.4284 (0.4782) loss_giou_aux_5: 0.5186 (0.5679) loss_giou_dn_0: 0.5679 (0.5843) loss_giou_dn_1: 0.4591 (0.4777) loss_giou_dn_2: 0.4230 (0.4475) loss_giou_dn_3: 0.4099 (0.4392) loss_giou_dn_4: 0.4075 (0.4372) loss_giou_dn_5: 0.4074 (0.4374) loss_vfl: 0.6853 (0.6743) loss_vfl_aux_0: 0.8126 (0.7847) loss_vfl_aux_1: 0.7568 (0.7332) loss_vfl_aux_2: 0.7270 (0.7034) loss_vfl_aux_3: 0.7005 (0.6867) loss_vfl_aux_4: 0.6961 (0.6789) loss_vfl_aux_5: 0.8034 (0.7668) loss_vfl_dn_0: 0.4582 (0.4537) loss_vfl_dn_1: 0.3869 (0.3886) loss_vfl_dn_2: 0.3683 (0.3728) loss_vfl_dn_3: 0.3578 (0.3652) loss_vfl_dn_4: 0.3555 (0.3628) loss_vfl_dn_5: 0.3537 (0.3620) time: 0.4711 data: 0.0131 max mem: 5654 Epoch: [40] [ 800/7393] eta: 0:53:05 lr: 0.000010 loss: 16.2319 (15.9310) loss_bbox: 0.1499 (0.1545) loss_bbox_aux_0: 0.1600 (0.1653) loss_bbox_aux_1: 0.1528 (0.1582) loss_bbox_aux_2: 0.1532 (0.1556) loss_bbox_aux_3: 0.1496 (0.1548) loss_bbox_aux_4: 0.1494 (0.1543) loss_bbox_aux_5: 0.2084 (0.2035) loss_bbox_dn_0: 0.2741 (0.2686) loss_bbox_dn_1: 0.1892 (0.1985) loss_bbox_dn_2: 0.1667 (0.1778) loss_bbox_dn_3: 0.1599 (0.1717) loss_bbox_dn_4: 0.1595 (0.1704) loss_bbox_dn_5: 0.1592 (0.1704) loss_giou: 0.5061 (0.4783) loss_giou_aux_0: 0.5214 (0.5006) loss_giou_aux_1: 0.5119 (0.4864) loss_giou_aux_2: 0.5179 (0.4816) loss_giou_aux_3: 0.5054 (0.4789) loss_giou_aux_4: 0.5044 (0.4782) loss_giou_aux_5: 0.5974 (0.5677) loss_giou_dn_0: 0.5948 (0.5844) loss_giou_dn_1: 0.4888 (0.4777) loss_giou_dn_2: 0.4579 (0.4475) loss_giou_dn_3: 0.4538 (0.4392) loss_giou_dn_4: 0.4533 (0.4372) loss_giou_dn_5: 0.4533 (0.4373) loss_vfl: 0.6574 (0.6745) loss_vfl_aux_0: 0.7462 (0.7841) loss_vfl_aux_1: 0.7051 (0.7326) loss_vfl_aux_2: 0.6757 (0.7031) loss_vfl_aux_3: 0.6716 (0.6865) loss_vfl_aux_4: 0.6565 (0.6790) loss_vfl_aux_5: 0.7226 (0.7659) loss_vfl_dn_0: 0.4494 (0.4541) loss_vfl_dn_1: 0.3902 (0.3888) loss_vfl_dn_2: 0.3779 (0.3731) loss_vfl_dn_3: 0.3704 (0.3655) loss_vfl_dn_4: 0.3694 (0.3630) loss_vfl_dn_5: 0.3688 (0.3623) time: 0.4654 data: 0.0136 max mem: 5654 Epoch: [40] [ 900/7393] eta: 0:52:12 lr: 0.000010 loss: 15.6889 (15.9366) loss_bbox: 0.1587 (0.1543) loss_bbox_aux_0: 0.1706 (0.1655) loss_bbox_aux_1: 0.1567 (0.1583) loss_bbox_aux_2: 0.1668 (0.1557) loss_bbox_aux_3: 0.1604 (0.1548) loss_bbox_aux_4: 0.1594 (0.1541) loss_bbox_aux_5: 0.1907 (0.2034) loss_bbox_dn_0: 0.2709 (0.2690) loss_bbox_dn_1: 0.1905 (0.1990) loss_bbox_dn_2: 0.1648 (0.1784) loss_bbox_dn_3: 0.1631 (0.1723) loss_bbox_dn_4: 0.1623 (0.1710) loss_bbox_dn_5: 0.1624 (0.1710) loss_giou: 0.4230 (0.4782) loss_giou_aux_0: 0.4493 (0.5005) loss_giou_aux_1: 0.4400 (0.4866) loss_giou_aux_2: 0.4287 (0.4817) loss_giou_aux_3: 0.4253 (0.4789) loss_giou_aux_4: 0.4222 (0.4780) loss_giou_aux_5: 0.5186 (0.5672) loss_giou_dn_0: 0.5534 (0.5842) loss_giou_dn_1: 0.4395 (0.4778) loss_giou_dn_2: 0.4206 (0.4477) loss_giou_dn_3: 0.4129 (0.4394) loss_giou_dn_4: 0.4098 (0.4374) loss_giou_dn_5: 0.4100 (0.4376) loss_vfl: 0.6546 (0.6746) loss_vfl_aux_0: 0.7519 (0.7846) loss_vfl_aux_1: 0.7110 (0.7326) loss_vfl_aux_2: 0.6754 (0.7029) loss_vfl_aux_3: 0.6482 (0.6863) loss_vfl_aux_4: 0.6521 (0.6793) loss_vfl_aux_5: 0.7495 (0.7669) loss_vfl_dn_0: 0.4535 (0.4542) loss_vfl_dn_1: 0.3835 (0.3889) loss_vfl_dn_2: 0.3687 (0.3732) loss_vfl_dn_3: 0.3600 (0.3656) loss_vfl_dn_4: 0.3577 (0.3631) loss_vfl_dn_5: 0.3559 (0.3623) time: 0.4683 data: 0.0133 max mem: 5654 Epoch: [40] [1000/7393] eta: 0:51:15 lr: 0.000010 loss: 15.8833 (15.9321) loss_bbox: 0.1545 (0.1541) loss_bbox_aux_0: 0.1730 (0.1652) loss_bbox_aux_1: 0.1531 (0.1581) loss_bbox_aux_2: 0.1619 (0.1555) loss_bbox_aux_3: 0.1636 (0.1546) loss_bbox_aux_4: 0.1636 (0.1539) loss_bbox_aux_5: 0.1904 (0.2027) loss_bbox_dn_0: 0.2580 (0.2684) loss_bbox_dn_1: 0.2078 (0.1985) loss_bbox_dn_2: 0.1916 (0.1780) loss_bbox_dn_3: 0.1874 (0.1719) loss_bbox_dn_4: 0.1844 (0.1706) loss_bbox_dn_5: 0.1843 (0.1706) loss_giou: 0.4529 (0.4789) loss_giou_aux_0: 0.4848 (0.5010) loss_giou_aux_1: 0.4577 (0.4872) loss_giou_aux_2: 0.4623 (0.4822) loss_giou_aux_3: 0.4531 (0.4797) loss_giou_aux_4: 0.4422 (0.4787) loss_giou_aux_5: 0.5154 (0.5673) loss_giou_dn_0: 0.5773 (0.5846) loss_giou_dn_1: 0.4774 (0.4782) loss_giou_dn_2: 0.4490 (0.4483) loss_giou_dn_3: 0.4412 (0.4400) loss_giou_dn_4: 0.4404 (0.4380) loss_giou_dn_5: 0.4403 (0.4382) loss_vfl: 0.6840 (0.6739) loss_vfl_aux_0: 0.7790 (0.7833) loss_vfl_aux_1: 0.7311 (0.7316) loss_vfl_aux_2: 0.7045 (0.7023) loss_vfl_aux_3: 0.6917 (0.6853) loss_vfl_aux_4: 0.6854 (0.6786) loss_vfl_aux_5: 0.7485 (0.7660) loss_vfl_dn_0: 0.4522 (0.4541) loss_vfl_dn_1: 0.3893 (0.3888) loss_vfl_dn_2: 0.3733 (0.3731) loss_vfl_dn_3: 0.3658 (0.3656) loss_vfl_dn_4: 0.3656 (0.3631) loss_vfl_dn_5: 0.3651 (0.3624) time: 0.4873 data: 0.0133 max mem: 5654 Epoch: [40] [1100/7393] eta: 0:50:59 lr: 0.000010 loss: 15.9252 (15.9096) loss_bbox: 0.1418 (0.1531) loss_bbox_aux_0: 0.1455 (0.1645) loss_bbox_aux_1: 0.1404 (0.1572) loss_bbox_aux_2: 0.1341 (0.1546) loss_bbox_aux_3: 0.1364 (0.1536) loss_bbox_aux_4: 0.1423 (0.1528) loss_bbox_aux_5: 0.1811 (0.2019) loss_bbox_dn_0: 0.2338 (0.2668) loss_bbox_dn_1: 0.1747 (0.1972) loss_bbox_dn_2: 0.1502 (0.1768) loss_bbox_dn_3: 0.1441 (0.1707) loss_bbox_dn_4: 0.1436 (0.1694) loss_bbox_dn_5: 0.1438 (0.1694) loss_giou: 0.4241 (0.4788) loss_giou_aux_0: 0.5039 (0.5011) loss_giou_aux_1: 0.4379 (0.4871) loss_giou_aux_2: 0.4395 (0.4821) loss_giou_aux_3: 0.4340 (0.4796) loss_giou_aux_4: 0.4275 (0.4785) loss_giou_aux_5: 0.5608 (0.5675) loss_giou_dn_0: 0.5957 (0.5843) loss_giou_dn_1: 0.4893 (0.4780) loss_giou_dn_2: 0.4644 (0.4480) loss_giou_dn_3: 0.4534 (0.4397) loss_giou_dn_4: 0.4505 (0.4377) loss_giou_dn_5: 0.4505 (0.4379) loss_vfl: 0.6508 (0.6730) loss_vfl_aux_0: 0.7680 (0.7823) loss_vfl_aux_1: 0.7323 (0.7305) loss_vfl_aux_2: 0.7073 (0.7017) loss_vfl_aux_3: 0.6686 (0.6844) loss_vfl_aux_4: 0.6591 (0.6777) loss_vfl_aux_5: 0.7447 (0.7651) loss_vfl_dn_0: 0.4475 (0.4540) loss_vfl_dn_1: 0.3933 (0.3887) loss_vfl_dn_2: 0.3816 (0.3730) loss_vfl_dn_3: 0.3751 (0.3656) loss_vfl_dn_4: 0.3704 (0.3630) loss_vfl_dn_5: 0.3723 (0.3623) time: 0.7943 data: 0.0136 max mem: 5654 Epoch: [40] [1200/7393] eta: 0:50:06 lr: 0.000010 loss: 15.6727 (15.9239) loss_bbox: 0.1512 (0.1536) loss_bbox_aux_0: 0.1660 (0.1650) loss_bbox_aux_1: 0.1555 (0.1576) loss_bbox_aux_2: 0.1504 (0.1552) loss_bbox_aux_3: 0.1471 (0.1542) loss_bbox_aux_4: 0.1494 (0.1534) loss_bbox_aux_5: 0.2079 (0.2026) loss_bbox_dn_0: 0.2401 (0.2679) loss_bbox_dn_1: 0.1813 (0.1981) loss_bbox_dn_2: 0.1621 (0.1777) loss_bbox_dn_3: 0.1591 (0.1716) loss_bbox_dn_4: 0.1560 (0.1702) loss_bbox_dn_5: 0.1560 (0.1702) loss_giou: 0.4422 (0.4786) loss_giou_aux_0: 0.4819 (0.5009) loss_giou_aux_1: 0.4568 (0.4867) loss_giou_aux_2: 0.4477 (0.4819) loss_giou_aux_3: 0.4543 (0.4794) loss_giou_aux_4: 0.4428 (0.4783) loss_giou_aux_5: 0.5542 (0.5674) loss_giou_dn_0: 0.5799 (0.5844) loss_giou_dn_1: 0.4857 (0.4780) loss_giou_dn_2: 0.4547 (0.4480) loss_giou_dn_3: 0.4470 (0.4397) loss_giou_dn_4: 0.4451 (0.4377) loss_giou_dn_5: 0.4453 (0.4379) loss_vfl: 0.6638 (0.6739) loss_vfl_aux_0: 0.7786 (0.7830) loss_vfl_aux_1: 0.7483 (0.7317) loss_vfl_aux_2: 0.6985 (0.7026) loss_vfl_aux_3: 0.6602 (0.6854) loss_vfl_aux_4: 0.6664 (0.6785) loss_vfl_aux_5: 0.7502 (0.7655) loss_vfl_dn_0: 0.4479 (0.4541) loss_vfl_dn_1: 0.3803 (0.3888) loss_vfl_dn_2: 0.3638 (0.3730) loss_vfl_dn_3: 0.3562 (0.3656) loss_vfl_dn_4: 0.3561 (0.3630) loss_vfl_dn_5: 0.3560 (0.3623) time: 0.5055 data: 0.0134 max mem: 5654 Epoch: [40] [1300/7393] eta: 0:49:09 lr: 0.000010 loss: 16.3941 (15.9229) loss_bbox: 0.1601 (0.1538) loss_bbox_aux_0: 0.1669 (0.1653) loss_bbox_aux_1: 0.1634 (0.1578) loss_bbox_aux_2: 0.1630 (0.1555) loss_bbox_aux_3: 0.1612 (0.1543) loss_bbox_aux_4: 0.1601 (0.1536) loss_bbox_aux_5: 0.2032 (0.2028) loss_bbox_dn_0: 0.2558 (0.2681) loss_bbox_dn_1: 0.1929 (0.1984) loss_bbox_dn_2: 0.1711 (0.1780) loss_bbox_dn_3: 0.1628 (0.1719) loss_bbox_dn_4: 0.1629 (0.1705) loss_bbox_dn_5: 0.1631 (0.1705) loss_giou: 0.4759 (0.4774) loss_giou_aux_0: 0.5216 (0.4998) loss_giou_aux_1: 0.4936 (0.4856) loss_giou_aux_2: 0.4907 (0.4808) loss_giou_aux_3: 0.4823 (0.4782) loss_giou_aux_4: 0.4796 (0.4772) loss_giou_aux_5: 0.5897 (0.5665) loss_giou_dn_0: 0.5918 (0.5837) loss_giou_dn_1: 0.4919 (0.4774) loss_giou_dn_2: 0.4625 (0.4474) loss_giou_dn_3: 0.4581 (0.4391) loss_giou_dn_4: 0.4553 (0.4371) loss_giou_dn_5: 0.4561 (0.4373) loss_vfl: 0.6778 (0.6751) loss_vfl_aux_0: 0.7636 (0.7835) loss_vfl_aux_1: 0.7252 (0.7329) loss_vfl_aux_2: 0.6958 (0.7034) loss_vfl_aux_3: 0.6788 (0.6868) loss_vfl_aux_4: 0.6756 (0.6797) loss_vfl_aux_5: 0.7365 (0.7658) loss_vfl_dn_0: 0.4499 (0.4543) loss_vfl_dn_1: 0.3924 (0.3889) loss_vfl_dn_2: 0.3780 (0.3731) loss_vfl_dn_3: 0.3720 (0.3657) loss_vfl_dn_4: 0.3682 (0.3632) loss_vfl_dn_5: 0.3688 (0.3624) time: 0.4648 data: 0.0131 max mem: 5654 Epoch: [40] [1400/7393] eta: 0:48:15 lr: 0.000010 loss: 15.4429 (15.9183) loss_bbox: 0.1379 (0.1532) loss_bbox_aux_0: 0.1556 (0.1648) loss_bbox_aux_1: 0.1442 (0.1573) loss_bbox_aux_2: 0.1392 (0.1549) loss_bbox_aux_3: 0.1357 (0.1538) loss_bbox_aux_4: 0.1385 (0.1530) loss_bbox_aux_5: 0.1851 (0.2022) loss_bbox_dn_0: 0.2685 (0.2670) loss_bbox_dn_1: 0.1936 (0.1976) loss_bbox_dn_2: 0.1647 (0.1773) loss_bbox_dn_3: 0.1576 (0.1712) loss_bbox_dn_4: 0.1573 (0.1699) loss_bbox_dn_5: 0.1573 (0.1699) loss_giou: 0.4433 (0.4779) loss_giou_aux_0: 0.4575 (0.5004) loss_giou_aux_1: 0.4526 (0.4861) loss_giou_aux_2: 0.4484 (0.4813) loss_giou_aux_3: 0.4474 (0.4786) loss_giou_aux_4: 0.4475 (0.4777) loss_giou_aux_5: 0.5174 (0.5670) loss_giou_dn_0: 0.5637 (0.5837) loss_giou_dn_1: 0.4565 (0.4775) loss_giou_dn_2: 0.4315 (0.4476) loss_giou_dn_3: 0.4198 (0.4394) loss_giou_dn_4: 0.4199 (0.4374) loss_giou_dn_5: 0.4213 (0.4376) loss_vfl: 0.6573 (0.6749) loss_vfl_aux_0: 0.7568 (0.7829) loss_vfl_aux_1: 0.7208 (0.7329) loss_vfl_aux_2: 0.6816 (0.7033) loss_vfl_aux_3: 0.6810 (0.6867) loss_vfl_aux_4: 0.6602 (0.6794) loss_vfl_aux_5: 0.7523 (0.7654) loss_vfl_dn_0: 0.4525 (0.4543) loss_vfl_dn_1: 0.3916 (0.3891) loss_vfl_dn_2: 0.3752 (0.3733) loss_vfl_dn_3: 0.3700 (0.3659) loss_vfl_dn_4: 0.3686 (0.3634) loss_vfl_dn_5: 0.3671 (0.3626) time: 0.4716 data: 0.0133 max mem: 5654 Epoch: [40] [1500/7393] eta: 0:47:21 lr: 0.000010 loss: 15.4500 (15.9180) loss_bbox: 0.1356 (0.1534) loss_bbox_aux_0: 0.1443 (0.1651) loss_bbox_aux_1: 0.1423 (0.1575) loss_bbox_aux_2: 0.1358 (0.1552) loss_bbox_aux_3: 0.1356 (0.1540) loss_bbox_aux_4: 0.1354 (0.1533) loss_bbox_aux_5: 0.1834 (0.2023) loss_bbox_dn_0: 0.2489 (0.2678) loss_bbox_dn_1: 0.1787 (0.1983) loss_bbox_dn_2: 0.1595 (0.1779) loss_bbox_dn_3: 0.1521 (0.1717) loss_bbox_dn_4: 0.1506 (0.1704) loss_bbox_dn_5: 0.1506 (0.1704) loss_giou: 0.4500 (0.4777) loss_giou_aux_0: 0.4721 (0.5000) loss_giou_aux_1: 0.4555 (0.4859) loss_giou_aux_2: 0.4526 (0.4812) loss_giou_aux_3: 0.4471 (0.4784) loss_giou_aux_4: 0.4478 (0.4775) loss_giou_aux_5: 0.5293 (0.5664) loss_giou_dn_0: 0.5568 (0.5835) loss_giou_dn_1: 0.4516 (0.4774) loss_giou_dn_2: 0.4245 (0.4475) loss_giou_dn_3: 0.4132 (0.4392) loss_giou_dn_4: 0.4120 (0.4372) loss_giou_dn_5: 0.4123 (0.4374) loss_vfl: 0.6327 (0.6743) loss_vfl_aux_0: 0.7429 (0.7829) loss_vfl_aux_1: 0.6923 (0.7328) loss_vfl_aux_2: 0.6554 (0.7026) loss_vfl_aux_3: 0.6480 (0.6863) loss_vfl_aux_4: 0.6324 (0.6788) loss_vfl_aux_5: 0.7349 (0.7657) loss_vfl_dn_0: 0.4475 (0.4542) loss_vfl_dn_1: 0.3794 (0.3890) loss_vfl_dn_2: 0.3596 (0.3732) loss_vfl_dn_3: 0.3534 (0.3658) loss_vfl_dn_4: 0.3492 (0.3633) loss_vfl_dn_5: 0.3510 (0.3625) time: 0.4817 data: 0.0134 max mem: 5654 Epoch: [40] [1600/7393] eta: 0:46:28 lr: 0.000010 loss: 15.6576 (15.9184) loss_bbox: 0.1595 (0.1533) loss_bbox_aux_0: 0.1699 (0.1653) loss_bbox_aux_1: 0.1713 (0.1576) loss_bbox_aux_2: 0.1660 (0.1552) loss_bbox_aux_3: 0.1608 (0.1540) loss_bbox_aux_4: 0.1593 (0.1533) loss_bbox_aux_5: 0.2193 (0.2027) loss_bbox_dn_0: 0.2901 (0.2685) loss_bbox_dn_1: 0.1983 (0.1988) loss_bbox_dn_2: 0.1735 (0.1782) loss_bbox_dn_3: 0.1672 (0.1720) loss_bbox_dn_4: 0.1651 (0.1706) loss_bbox_dn_5: 0.1650 (0.1707) loss_giou: 0.4452 (0.4770) loss_giou_aux_0: 0.4704 (0.4994) loss_giou_aux_1: 0.4556 (0.4854) loss_giou_aux_2: 0.4406 (0.4806) loss_giou_aux_3: 0.4450 (0.4778) loss_giou_aux_4: 0.4447 (0.4770) loss_giou_aux_5: 0.5469 (0.5660) loss_giou_dn_0: 0.5788 (0.5835) loss_giou_dn_1: 0.4665 (0.4772) loss_giou_dn_2: 0.4394 (0.4473) loss_giou_dn_3: 0.4319 (0.4390) loss_giou_dn_4: 0.4262 (0.4370) loss_giou_dn_5: 0.4267 (0.4372) loss_vfl: 0.7130 (0.6747) loss_vfl_aux_0: 0.8196 (0.7834) loss_vfl_aux_1: 0.7645 (0.7332) loss_vfl_aux_2: 0.7278 (0.7028) loss_vfl_aux_3: 0.7160 (0.6866) loss_vfl_aux_4: 0.7053 (0.6792) loss_vfl_aux_5: 0.8007 (0.7661) loss_vfl_dn_0: 0.4592 (0.4543) loss_vfl_dn_1: 0.3966 (0.3889) loss_vfl_dn_2: 0.3779 (0.3732) loss_vfl_dn_3: 0.3692 (0.3658) loss_vfl_dn_4: 0.3656 (0.3632) loss_vfl_dn_5: 0.3645 (0.3624) time: 0.4640 data: 0.0133 max mem: 5654 Epoch: [40] [1700/7393] eta: 0:45:37 lr: 0.000010 loss: 15.7727 (15.9306) loss_bbox: 0.1567 (0.1537) loss_bbox_aux_0: 0.1674 (0.1657) loss_bbox_aux_1: 0.1638 (0.1580) loss_bbox_aux_2: 0.1586 (0.1556) loss_bbox_aux_3: 0.1568 (0.1543) loss_bbox_aux_4: 0.1593 (0.1537) loss_bbox_aux_5: 0.2275 (0.2031) loss_bbox_dn_0: 0.2579 (0.2691) loss_bbox_dn_1: 0.1925 (0.1993) loss_bbox_dn_2: 0.1721 (0.1787) loss_bbox_dn_3: 0.1663 (0.1726) loss_bbox_dn_4: 0.1642 (0.1712) loss_bbox_dn_5: 0.1641 (0.1712) loss_giou: 0.4113 (0.4772) loss_giou_aux_0: 0.4360 (0.4997) loss_giou_aux_1: 0.4124 (0.4857) loss_giou_aux_2: 0.4208 (0.4810) loss_giou_aux_3: 0.4119 (0.4781) loss_giou_aux_4: 0.4114 (0.4772) loss_giou_aux_5: 0.4914 (0.5662) loss_giou_dn_0: 0.5470 (0.5838) loss_giou_dn_1: 0.4355 (0.4776) loss_giou_dn_2: 0.4107 (0.4476) loss_giou_dn_3: 0.4033 (0.4394) loss_giou_dn_4: 0.4001 (0.4374) loss_giou_dn_5: 0.4003 (0.4375) loss_vfl: 0.6838 (0.6751) loss_vfl_aux_0: 0.7994 (0.7834) loss_vfl_aux_1: 0.7399 (0.7333) loss_vfl_aux_2: 0.7174 (0.7029) loss_vfl_aux_3: 0.7060 (0.6870) loss_vfl_aux_4: 0.6898 (0.6794) loss_vfl_aux_5: 0.7844 (0.7657) loss_vfl_dn_0: 0.4598 (0.4545) loss_vfl_dn_1: 0.3843 (0.3892) loss_vfl_dn_2: 0.3688 (0.3734) loss_vfl_dn_3: 0.3605 (0.3660) loss_vfl_dn_4: 0.3592 (0.3635) loss_vfl_dn_5: 0.3570 (0.3627) time: 0.4680 data: 0.0131 max mem: 5654 Epoch: [40] [1800/7393] eta: 0:44:48 lr: 0.000010 loss: 15.7013 (15.9334) loss_bbox: 0.1536 (0.1536) loss_bbox_aux_0: 0.1677 (0.1657) loss_bbox_aux_1: 0.1579 (0.1580) loss_bbox_aux_2: 0.1477 (0.1557) loss_bbox_aux_3: 0.1507 (0.1542) loss_bbox_aux_4: 0.1535 (0.1537) loss_bbox_aux_5: 0.2058 (0.2031) loss_bbox_dn_0: 0.2719 (0.2692) loss_bbox_dn_1: 0.2014 (0.1995) loss_bbox_dn_2: 0.1840 (0.1790) loss_bbox_dn_3: 0.1763 (0.1728) loss_bbox_dn_4: 0.1734 (0.1715) loss_bbox_dn_5: 0.1734 (0.1715) loss_giou: 0.4548 (0.4772) loss_giou_aux_0: 0.4754 (0.4997) loss_giou_aux_1: 0.4681 (0.4858) loss_giou_aux_2: 0.4607 (0.4811) loss_giou_aux_3: 0.4447 (0.4781) loss_giou_aux_4: 0.4465 (0.4773) loss_giou_aux_5: 0.5529 (0.5662) loss_giou_dn_0: 0.5968 (0.5840) loss_giou_dn_1: 0.4762 (0.4779) loss_giou_dn_2: 0.4518 (0.4480) loss_giou_dn_3: 0.4418 (0.4397) loss_giou_dn_4: 0.4379 (0.4377) loss_giou_dn_5: 0.4384 (0.4379) loss_vfl: 0.6806 (0.6752) loss_vfl_aux_0: 0.7845 (0.7829) loss_vfl_aux_1: 0.7263 (0.7330) loss_vfl_aux_2: 0.7109 (0.7027) loss_vfl_aux_3: 0.6966 (0.6870) loss_vfl_aux_4: 0.6855 (0.6793) loss_vfl_aux_5: 0.7683 (0.7654) loss_vfl_dn_0: 0.4488 (0.4545) loss_vfl_dn_1: 0.3939 (0.3893) loss_vfl_dn_2: 0.3819 (0.3735) loss_vfl_dn_3: 0.3773 (0.3661) loss_vfl_dn_4: 0.3739 (0.3636) loss_vfl_dn_5: 0.3723 (0.3628) time: 0.4766 data: 0.0140 max mem: 5654 Epoch: [40] [1900/7393] eta: 0:43:57 lr: 0.000010 loss: 15.5967 (15.9303) loss_bbox: 0.1535 (0.1539) loss_bbox_aux_0: 0.1630 (0.1660) loss_bbox_aux_1: 0.1535 (0.1584) loss_bbox_aux_2: 0.1560 (0.1560) loss_bbox_aux_3: 0.1524 (0.1545) loss_bbox_aux_4: 0.1509 (0.1539) loss_bbox_aux_5: 0.1943 (0.2035) loss_bbox_dn_0: 0.2543 (0.2693) loss_bbox_dn_1: 0.1871 (0.1995) loss_bbox_dn_2: 0.1770 (0.1790) loss_bbox_dn_3: 0.1716 (0.1729) loss_bbox_dn_4: 0.1710 (0.1715) loss_bbox_dn_5: 0.1710 (0.1715) loss_giou: 0.4250 (0.4769) loss_giou_aux_0: 0.4435 (0.4995) loss_giou_aux_1: 0.4345 (0.4855) loss_giou_aux_2: 0.4273 (0.4807) loss_giou_aux_3: 0.4258 (0.4778) loss_giou_aux_4: 0.4254 (0.4770) loss_giou_aux_5: 0.5102 (0.5658) loss_giou_dn_0: 0.5492 (0.5837) loss_giou_dn_1: 0.4368 (0.4776) loss_giou_dn_2: 0.4125 (0.4478) loss_giou_dn_3: 0.4081 (0.4395) loss_giou_dn_4: 0.4058 (0.4375) loss_giou_dn_5: 0.4059 (0.4377) loss_vfl: 0.6479 (0.6751) loss_vfl_aux_0: 0.7854 (0.7825) loss_vfl_aux_1: 0.7028 (0.7326) loss_vfl_aux_2: 0.6871 (0.7026) loss_vfl_aux_3: 0.6761 (0.6870) loss_vfl_aux_4: 0.6562 (0.6792) loss_vfl_aux_5: 0.7666 (0.7649) loss_vfl_dn_0: 0.4536 (0.4544) loss_vfl_dn_1: 0.3901 (0.3892) loss_vfl_dn_2: 0.3783 (0.3735) loss_vfl_dn_3: 0.3692 (0.3661) loss_vfl_dn_4: 0.3686 (0.3636) loss_vfl_dn_5: 0.3664 (0.3628) time: 0.4748 data: 0.0141 max mem: 5654 Epoch: [40] [2000/7393] eta: 0:43:10 lr: 0.000010 loss: 16.7710 (15.9385) loss_bbox: 0.1555 (0.1543) loss_bbox_aux_0: 0.1682 (0.1663) loss_bbox_aux_1: 0.1581 (0.1587) loss_bbox_aux_2: 0.1651 (0.1563) loss_bbox_aux_3: 0.1509 (0.1548) loss_bbox_aux_4: 0.1557 (0.1543) loss_bbox_aux_5: 0.2016 (0.2039) loss_bbox_dn_0: 0.2817 (0.2697) loss_bbox_dn_1: 0.2005 (0.1999) loss_bbox_dn_2: 0.1798 (0.1794) loss_bbox_dn_3: 0.1765 (0.1732) loss_bbox_dn_4: 0.1742 (0.1719) loss_bbox_dn_5: 0.1743 (0.1719) loss_giou: 0.5018 (0.4771) loss_giou_aux_0: 0.5423 (0.4998) loss_giou_aux_1: 0.5229 (0.4858) loss_giou_aux_2: 0.5155 (0.4810) loss_giou_aux_3: 0.5056 (0.4779) loss_giou_aux_4: 0.5049 (0.4772) loss_giou_aux_5: 0.5998 (0.5661) loss_giou_dn_0: 0.6108 (0.5839) loss_giou_dn_1: 0.5246 (0.4778) loss_giou_dn_2: 0.4903 (0.4480) loss_giou_dn_3: 0.4796 (0.4397) loss_giou_dn_4: 0.4773 (0.4377) loss_giou_dn_5: 0.4774 (0.4379) loss_vfl: 0.6570 (0.6754) loss_vfl_aux_0: 0.7675 (0.7823) loss_vfl_aux_1: 0.7093 (0.7327) loss_vfl_aux_2: 0.6828 (0.7026) loss_vfl_aux_3: 0.6858 (0.6872) loss_vfl_aux_4: 0.6672 (0.6795) loss_vfl_aux_5: 0.7317 (0.7649) loss_vfl_dn_0: 0.4476 (0.4543) loss_vfl_dn_1: 0.3899 (0.3892) loss_vfl_dn_2: 0.3749 (0.3734) loss_vfl_dn_3: 0.3689 (0.3661) loss_vfl_dn_4: 0.3657 (0.3636) loss_vfl_dn_5: 0.3649 (0.3628) time: 0.4875 data: 0.0150 max mem: 5654 Epoch: [40] [2100/7393] eta: 0:42:22 lr: 0.000010 loss: 15.9432 (15.9414) loss_bbox: 0.1406 (0.1541) loss_bbox_aux_0: 0.1460 (0.1661) loss_bbox_aux_1: 0.1374 (0.1585) loss_bbox_aux_2: 0.1398 (0.1562) loss_bbox_aux_3: 0.1440 (0.1546) loss_bbox_aux_4: 0.1403 (0.1541) loss_bbox_aux_5: 0.1877 (0.2038) loss_bbox_dn_0: 0.2436 (0.2697) loss_bbox_dn_1: 0.1691 (0.1998) loss_bbox_dn_2: 0.1529 (0.1794) loss_bbox_dn_3: 0.1512 (0.1733) loss_bbox_dn_4: 0.1521 (0.1719) loss_bbox_dn_5: 0.1521 (0.1719) loss_giou: 0.4572 (0.4772) loss_giou_aux_0: 0.4839 (0.5001) loss_giou_aux_1: 0.4762 (0.4860) loss_giou_aux_2: 0.4700 (0.4812) loss_giou_aux_3: 0.4618 (0.4781) loss_giou_aux_4: 0.4582 (0.4773) loss_giou_aux_5: 0.5439 (0.5664) loss_giou_dn_0: 0.5811 (0.5841) loss_giou_dn_1: 0.4787 (0.4778) loss_giou_dn_2: 0.4495 (0.4480) loss_giou_dn_3: 0.4399 (0.4399) loss_giou_dn_4: 0.4345 (0.4378) loss_giou_dn_5: 0.4347 (0.4380) loss_vfl: 0.6768 (0.6758) loss_vfl_aux_0: 0.7648 (0.7823) loss_vfl_aux_1: 0.6998 (0.7330) loss_vfl_aux_2: 0.6993 (0.7030) loss_vfl_aux_3: 0.6856 (0.6877) loss_vfl_aux_4: 0.6779 (0.6798) loss_vfl_aux_5: 0.7534 (0.7647) loss_vfl_dn_0: 0.4442 (0.4543) loss_vfl_dn_1: 0.3851 (0.3893) loss_vfl_dn_2: 0.3747 (0.3736) loss_vfl_dn_3: 0.3663 (0.3662) loss_vfl_dn_4: 0.3629 (0.3637) loss_vfl_dn_5: 0.3626 (0.3628) time: 0.4738 data: 0.0136 max mem: 5654 Epoch: [40] [2200/7393] eta: 0:41:33 lr: 0.000010 loss: 15.8181 (15.9390) loss_bbox: 0.1576 (0.1542) loss_bbox_aux_0: 0.1791 (0.1662) loss_bbox_aux_1: 0.1680 (0.1585) loss_bbox_aux_2: 0.1560 (0.1562) loss_bbox_aux_3: 0.1556 (0.1546) loss_bbox_aux_4: 0.1561 (0.1541) loss_bbox_aux_5: 0.2133 (0.2039) loss_bbox_dn_0: 0.2690 (0.2693) loss_bbox_dn_1: 0.1975 (0.1995) loss_bbox_dn_2: 0.1825 (0.1791) loss_bbox_dn_3: 0.1757 (0.1730) loss_bbox_dn_4: 0.1768 (0.1716) loss_bbox_dn_5: 0.1767 (0.1716) loss_giou: 0.4338 (0.4774) loss_giou_aux_0: 0.4783 (0.5003) loss_giou_aux_1: 0.4523 (0.4861) loss_giou_aux_2: 0.4465 (0.4813) loss_giou_aux_3: 0.4477 (0.4783) loss_giou_aux_4: 0.4384 (0.4775) loss_giou_aux_5: 0.5354 (0.5665) loss_giou_dn_0: 0.5777 (0.5841) loss_giou_dn_1: 0.4678 (0.4778) loss_giou_dn_2: 0.4332 (0.4481) loss_giou_dn_3: 0.4241 (0.4399) loss_giou_dn_4: 0.4203 (0.4379) loss_giou_dn_5: 0.4207 (0.4380) loss_vfl: 0.6793 (0.6756) loss_vfl_aux_0: 0.7430 (0.7819) loss_vfl_aux_1: 0.7077 (0.7325) loss_vfl_aux_2: 0.6998 (0.7028) loss_vfl_aux_3: 0.6877 (0.6875) loss_vfl_aux_4: 0.6805 (0.6797) loss_vfl_aux_5: 0.7587 (0.7643) loss_vfl_dn_0: 0.4572 (0.4543) loss_vfl_dn_1: 0.3908 (0.3892) loss_vfl_dn_2: 0.3722 (0.3735) loss_vfl_dn_3: 0.3648 (0.3661) loss_vfl_dn_4: 0.3622 (0.3636) loss_vfl_dn_5: 0.3615 (0.3628) time: 0.4744 data: 0.0144 max mem: 5654 Epoch: [40] [2300/7393] eta: 0:40:45 lr: 0.000010 loss: 15.3656 (15.9399) loss_bbox: 0.1477 (0.1543) loss_bbox_aux_0: 0.1582 (0.1664) loss_bbox_aux_1: 0.1474 (0.1587) loss_bbox_aux_2: 0.1471 (0.1564) loss_bbox_aux_3: 0.1495 (0.1548) loss_bbox_aux_4: 0.1416 (0.1543) loss_bbox_aux_5: 0.1904 (0.2042) loss_bbox_dn_0: 0.2533 (0.2695) loss_bbox_dn_1: 0.1920 (0.1996) loss_bbox_dn_2: 0.1681 (0.1791) loss_bbox_dn_3: 0.1586 (0.1731) loss_bbox_dn_4: 0.1593 (0.1717) loss_bbox_dn_5: 0.1594 (0.1717) loss_giou: 0.4328 (0.4775) loss_giou_aux_0: 0.4443 (0.5004) loss_giou_aux_1: 0.4385 (0.4862) loss_giou_aux_2: 0.4316 (0.4815) loss_giou_aux_3: 0.4331 (0.4784) loss_giou_aux_4: 0.4328 (0.4777) loss_giou_aux_5: 0.5049 (0.5665) loss_giou_dn_0: 0.5450 (0.5839) loss_giou_dn_1: 0.4464 (0.4777) loss_giou_dn_2: 0.4245 (0.4479) loss_giou_dn_3: 0.4197 (0.4398) loss_giou_dn_4: 0.4186 (0.4378) loss_giou_dn_5: 0.4183 (0.4379) loss_vfl: 0.6432 (0.6756) loss_vfl_aux_0: 0.7571 (0.7815) loss_vfl_aux_1: 0.6746 (0.7326) loss_vfl_aux_2: 0.6702 (0.7026) loss_vfl_aux_3: 0.6441 (0.6874) loss_vfl_aux_4: 0.6454 (0.6796) loss_vfl_aux_5: 0.7531 (0.7639) loss_vfl_dn_0: 0.4563 (0.4544) loss_vfl_dn_1: 0.3866 (0.3893) loss_vfl_dn_2: 0.3724 (0.3735) loss_vfl_dn_3: 0.3685 (0.3662) loss_vfl_dn_4: 0.3637 (0.3636) loss_vfl_dn_5: 0.3640 (0.3628) time: 0.4857 data: 0.0138 max mem: 5654 Epoch: [40] [2400/7393] eta: 0:39:57 lr: 0.000010 loss: 15.6501 (15.9361) loss_bbox: 0.1420 (0.1546) loss_bbox_aux_0: 0.1535 (0.1668) loss_bbox_aux_1: 0.1467 (0.1590) loss_bbox_aux_2: 0.1435 (0.1567) loss_bbox_aux_3: 0.1429 (0.1551) loss_bbox_aux_4: 0.1406 (0.1546) loss_bbox_aux_5: 0.1844 (0.2046) loss_bbox_dn_0: 0.2215 (0.2698) loss_bbox_dn_1: 0.1727 (0.1998) loss_bbox_dn_2: 0.1557 (0.1793) loss_bbox_dn_3: 0.1514 (0.1732) loss_bbox_dn_4: 0.1528 (0.1719) loss_bbox_dn_5: 0.1530 (0.1719) loss_giou: 0.4910 (0.4772) loss_giou_aux_0: 0.5150 (0.5002) loss_giou_aux_1: 0.4926 (0.4859) loss_giou_aux_2: 0.4887 (0.4813) loss_giou_aux_3: 0.4854 (0.4781) loss_giou_aux_4: 0.4919 (0.4774) loss_giou_aux_5: 0.5716 (0.5662) loss_giou_dn_0: 0.5948 (0.5836) loss_giou_dn_1: 0.4846 (0.4773) loss_giou_dn_2: 0.4548 (0.4476) loss_giou_dn_3: 0.4427 (0.4394) loss_giou_dn_4: 0.4409 (0.4374) loss_giou_dn_5: 0.4407 (0.4375) loss_vfl: 0.6746 (0.6754) loss_vfl_aux_0: 0.7323 (0.7810) loss_vfl_aux_1: 0.7179 (0.7323) loss_vfl_aux_2: 0.6943 (0.7023) loss_vfl_aux_3: 0.6881 (0.6872) loss_vfl_aux_4: 0.6841 (0.6794) loss_vfl_aux_5: 0.7363 (0.7637) loss_vfl_dn_0: 0.4526 (0.4544) loss_vfl_dn_1: 0.3873 (0.3891) loss_vfl_dn_2: 0.3753 (0.3733) loss_vfl_dn_3: 0.3719 (0.3659) loss_vfl_dn_4: 0.3719 (0.3634) loss_vfl_dn_5: 0.3726 (0.3626) time: 0.4724 data: 0.0139 max mem: 5654 Epoch: [40] [2500/7393] eta: 0:39:21 lr: 0.000010 loss: 16.1646 (15.9296) loss_bbox: 0.1440 (0.1546) loss_bbox_aux_0: 0.1619 (0.1669) loss_bbox_aux_1: 0.1490 (0.1591) loss_bbox_aux_2: 0.1507 (0.1567) loss_bbox_aux_3: 0.1444 (0.1551) loss_bbox_aux_4: 0.1435 (0.1546) loss_bbox_aux_5: 0.1986 (0.2048) loss_bbox_dn_0: 0.2434 (0.2700) loss_bbox_dn_1: 0.1821 (0.1999) loss_bbox_dn_2: 0.1620 (0.1794) loss_bbox_dn_3: 0.1573 (0.1733) loss_bbox_dn_4: 0.1563 (0.1720) loss_bbox_dn_5: 0.1563 (0.1720) loss_giou: 0.4216 (0.4764) loss_giou_aux_0: 0.4384 (0.4994) loss_giou_aux_1: 0.4165 (0.4851) loss_giou_aux_2: 0.4264 (0.4804) loss_giou_aux_3: 0.4200 (0.4773) loss_giou_aux_4: 0.4216 (0.4765) loss_giou_aux_5: 0.5065 (0.5654) loss_giou_dn_0: 0.5591 (0.5832) loss_giou_dn_1: 0.4504 (0.4769) loss_giou_dn_2: 0.4291 (0.4471) loss_giou_dn_3: 0.4182 (0.4389) loss_giou_dn_4: 0.4164 (0.4369) loss_giou_dn_5: 0.4165 (0.4370) loss_vfl: 0.7261 (0.6757) loss_vfl_aux_0: 0.8048 (0.7811) loss_vfl_aux_1: 0.7715 (0.7325) loss_vfl_aux_2: 0.7523 (0.7026) loss_vfl_aux_3: 0.7383 (0.6875) loss_vfl_aux_4: 0.7243 (0.6796) loss_vfl_aux_5: 0.7761 (0.7639) loss_vfl_dn_0: 0.4556 (0.4544) loss_vfl_dn_1: 0.3927 (0.3890) loss_vfl_dn_2: 0.3761 (0.3732) loss_vfl_dn_3: 0.3679 (0.3658) loss_vfl_dn_4: 0.3652 (0.3632) loss_vfl_dn_5: 0.3633 (0.3624) time: 0.8246 data: 0.0144 max mem: 5654 Epoch: [40] [2600/7393] eta: 0:38:32 lr: 0.000010 loss: 16.3166 (15.9303) loss_bbox: 0.1450 (0.1544) loss_bbox_aux_0: 0.1538 (0.1668) loss_bbox_aux_1: 0.1524 (0.1590) loss_bbox_aux_2: 0.1482 (0.1566) loss_bbox_aux_3: 0.1453 (0.1550) loss_bbox_aux_4: 0.1441 (0.1545) loss_bbox_aux_5: 0.1939 (0.2046) loss_bbox_dn_0: 0.2252 (0.2693) loss_bbox_dn_1: 0.1752 (0.1994) loss_bbox_dn_2: 0.1566 (0.1790) loss_bbox_dn_3: 0.1551 (0.1729) loss_bbox_dn_4: 0.1567 (0.1716) loss_bbox_dn_5: 0.1570 (0.1716) loss_giou: 0.5282 (0.4770) loss_giou_aux_0: 0.5671 (0.5002) loss_giou_aux_1: 0.5389 (0.4858) loss_giou_aux_2: 0.5361 (0.4812) loss_giou_aux_3: 0.5305 (0.4779) loss_giou_aux_4: 0.5296 (0.4771) loss_giou_aux_5: 0.6101 (0.5661) loss_giou_dn_0: 0.6234 (0.5835) loss_giou_dn_1: 0.5211 (0.4772) loss_giou_dn_2: 0.4865 (0.4474) loss_giou_dn_3: 0.4790 (0.4393) loss_giou_dn_4: 0.4781 (0.4373) loss_giou_dn_5: 0.4783 (0.4374) loss_vfl: 0.6322 (0.6757) loss_vfl_aux_0: 0.7427 (0.7804) loss_vfl_aux_1: 0.7176 (0.7321) loss_vfl_aux_2: 0.6879 (0.7022) loss_vfl_aux_3: 0.6683 (0.6875) loss_vfl_aux_4: 0.6575 (0.6797) loss_vfl_aux_5: 0.7347 (0.7635) loss_vfl_dn_0: 0.4459 (0.4542) loss_vfl_dn_1: 0.3954 (0.3888) loss_vfl_dn_2: 0.3788 (0.3731) loss_vfl_dn_3: 0.3726 (0.3657) loss_vfl_dn_4: 0.3703 (0.3631) loss_vfl_dn_5: 0.3658 (0.3624) time: 0.4780 data: 0.0138 max mem: 5654 Epoch: [40] [2700/7393] eta: 0:37:43 lr: 0.000010 loss: 15.8623 (15.9238) loss_bbox: 0.1525 (0.1545) loss_bbox_aux_0: 0.1759 (0.1671) loss_bbox_aux_1: 0.1572 (0.1591) loss_bbox_aux_2: 0.1602 (0.1567) loss_bbox_aux_3: 0.1500 (0.1551) loss_bbox_aux_4: 0.1469 (0.1545) loss_bbox_aux_5: 0.2031 (0.2048) loss_bbox_dn_0: 0.2529 (0.2696) loss_bbox_dn_1: 0.1900 (0.1996) loss_bbox_dn_2: 0.1741 (0.1792) loss_bbox_dn_3: 0.1682 (0.1732) loss_bbox_dn_4: 0.1678 (0.1718) loss_bbox_dn_5: 0.1678 (0.1718) loss_giou: 0.4837 (0.4765) loss_giou_aux_0: 0.4896 (0.4996) loss_giou_aux_1: 0.4847 (0.4853) loss_giou_aux_2: 0.4747 (0.4807) loss_giou_aux_3: 0.4871 (0.4774) loss_giou_aux_4: 0.4800 (0.4766) loss_giou_aux_5: 0.5738 (0.5655) loss_giou_dn_0: 0.5639 (0.5831) loss_giou_dn_1: 0.4700 (0.4768) loss_giou_dn_2: 0.4398 (0.4471) loss_giou_dn_3: 0.4309 (0.4390) loss_giou_dn_4: 0.4279 (0.4370) loss_giou_dn_5: 0.4279 (0.4371) loss_vfl: 0.6296 (0.6753) loss_vfl_aux_0: 0.7554 (0.7801) loss_vfl_aux_1: 0.6881 (0.7314) loss_vfl_aux_2: 0.6732 (0.7017) loss_vfl_aux_3: 0.6411 (0.6871) loss_vfl_aux_4: 0.6347 (0.6792) loss_vfl_aux_5: 0.7325 (0.7634) loss_vfl_dn_0: 0.4453 (0.4542) loss_vfl_dn_1: 0.3878 (0.3888) loss_vfl_dn_2: 0.3695 (0.3730) loss_vfl_dn_3: 0.3625 (0.3656) loss_vfl_dn_4: 0.3601 (0.3631) loss_vfl_dn_5: 0.3591 (0.3623) time: 0.4807 data: 0.0143 max mem: 5654 Epoch: [40] [2800/7393] eta: 0:36:54 lr: 0.000010 loss: 15.1593 (15.9235) loss_bbox: 0.1436 (0.1545) loss_bbox_aux_0: 0.1679 (0.1670) loss_bbox_aux_1: 0.1490 (0.1591) loss_bbox_aux_2: 0.1499 (0.1566) loss_bbox_aux_3: 0.1441 (0.1551) loss_bbox_aux_4: 0.1429 (0.1545) loss_bbox_aux_5: 0.1952 (0.2047) loss_bbox_dn_0: 0.2867 (0.2695) loss_bbox_dn_1: 0.2046 (0.1994) loss_bbox_dn_2: 0.1802 (0.1790) loss_bbox_dn_3: 0.1743 (0.1730) loss_bbox_dn_4: 0.1732 (0.1717) loss_bbox_dn_5: 0.1730 (0.1717) loss_giou: 0.4341 (0.4768) loss_giou_aux_0: 0.4644 (0.4999) loss_giou_aux_1: 0.4411 (0.4856) loss_giou_aux_2: 0.4304 (0.4810) loss_giou_aux_3: 0.4343 (0.4777) loss_giou_aux_4: 0.4310 (0.4769) loss_giou_aux_5: 0.5353 (0.5657) loss_giou_dn_0: 0.5553 (0.5832) loss_giou_dn_1: 0.4382 (0.4769) loss_giou_dn_2: 0.4175 (0.4472) loss_giou_dn_3: 0.4089 (0.4390) loss_giou_dn_4: 0.4074 (0.4370) loss_giou_dn_5: 0.4073 (0.4372) loss_vfl: 0.6704 (0.6751) loss_vfl_aux_0: 0.7783 (0.7798) loss_vfl_aux_1: 0.7085 (0.7312) loss_vfl_aux_2: 0.6941 (0.7015) loss_vfl_aux_3: 0.6703 (0.6869) loss_vfl_aux_4: 0.6745 (0.6790) loss_vfl_aux_5: 0.7651 (0.7631) loss_vfl_dn_0: 0.4507 (0.4542) loss_vfl_dn_1: 0.3765 (0.3888) loss_vfl_dn_2: 0.3603 (0.3730) loss_vfl_dn_3: 0.3543 (0.3656) loss_vfl_dn_4: 0.3506 (0.3630) loss_vfl_dn_5: 0.3511 (0.3623) time: 0.4793 data: 0.0138 max mem: 5654 Epoch: [40] [2900/7393] eta: 0:36:15 lr: 0.000010 loss: 15.6010 (15.9228) loss_bbox: 0.1503 (0.1545) loss_bbox_aux_0: 0.1590 (0.1669) loss_bbox_aux_1: 0.1529 (0.1590) loss_bbox_aux_2: 0.1509 (0.1566) loss_bbox_aux_3: 0.1518 (0.1550) loss_bbox_aux_4: 0.1504 (0.1545) loss_bbox_aux_5: 0.1853 (0.2045) loss_bbox_dn_0: 0.2378 (0.2694) loss_bbox_dn_1: 0.1722 (0.1994) loss_bbox_dn_2: 0.1537 (0.1790) loss_bbox_dn_3: 0.1399 (0.1730) loss_bbox_dn_4: 0.1364 (0.1717) loss_bbox_dn_5: 0.1364 (0.1717) loss_giou: 0.4828 (0.4767) loss_giou_aux_0: 0.5118 (0.4999) loss_giou_aux_1: 0.4954 (0.4856) loss_giou_aux_2: 0.4867 (0.4809) loss_giou_aux_3: 0.4861 (0.4776) loss_giou_aux_4: 0.4841 (0.4769) loss_giou_aux_5: 0.5585 (0.5657) loss_giou_dn_0: 0.5748 (0.5832) loss_giou_dn_1: 0.4626 (0.4770) loss_giou_dn_2: 0.4261 (0.4471) loss_giou_dn_3: 0.4198 (0.4390) loss_giou_dn_4: 0.4184 (0.4370) loss_giou_dn_5: 0.4187 (0.4372) loss_vfl: 0.6427 (0.6752) loss_vfl_aux_0: 0.7538 (0.7799) loss_vfl_aux_1: 0.7164 (0.7313) loss_vfl_aux_2: 0.6728 (0.7016) loss_vfl_aux_3: 0.6588 (0.6870) loss_vfl_aux_4: 0.6485 (0.6791) loss_vfl_aux_5: 0.7445 (0.7631) loss_vfl_dn_0: 0.4500 (0.4541) loss_vfl_dn_1: 0.3838 (0.3887) loss_vfl_dn_2: 0.3700 (0.3729) loss_vfl_dn_3: 0.3606 (0.3656) loss_vfl_dn_4: 0.3605 (0.3630) loss_vfl_dn_5: 0.3605 (0.3623) time: 0.4717 data: 0.0139 max mem: 5654 Epoch: [40] [3000/7393] eta: 0:35:26 lr: 0.000010 loss: 15.9075 (15.9255) loss_bbox: 0.1354 (0.1544) loss_bbox_aux_0: 0.1584 (0.1668) loss_bbox_aux_1: 0.1469 (0.1589) loss_bbox_aux_2: 0.1394 (0.1565) loss_bbox_aux_3: 0.1369 (0.1549) loss_bbox_aux_4: 0.1347 (0.1544) loss_bbox_aux_5: 0.1882 (0.2044) loss_bbox_dn_0: 0.2245 (0.2694) loss_bbox_dn_1: 0.1696 (0.1993) loss_bbox_dn_2: 0.1527 (0.1790) loss_bbox_dn_3: 0.1499 (0.1730) loss_bbox_dn_4: 0.1492 (0.1716) loss_bbox_dn_5: 0.1493 (0.1716) loss_giou: 0.4878 (0.4771) loss_giou_aux_0: 0.5125 (0.5003) loss_giou_aux_1: 0.4991 (0.4860) loss_giou_aux_2: 0.4870 (0.4812) loss_giou_aux_3: 0.4923 (0.4780) loss_giou_aux_4: 0.4878 (0.4772) loss_giou_aux_5: 0.5657 (0.5661) loss_giou_dn_0: 0.5908 (0.5836) loss_giou_dn_1: 0.4810 (0.4773) loss_giou_dn_2: 0.4551 (0.4475) loss_giou_dn_3: 0.4468 (0.4393) loss_giou_dn_4: 0.4434 (0.4373) loss_giou_dn_5: 0.4434 (0.4375) loss_vfl: 0.6561 (0.6752) loss_vfl_aux_0: 0.7268 (0.7796) loss_vfl_aux_1: 0.7190 (0.7313) loss_vfl_aux_2: 0.6897 (0.7016) loss_vfl_aux_3: 0.6710 (0.6869) loss_vfl_aux_4: 0.6618 (0.6790) loss_vfl_aux_5: 0.7434 (0.7629) loss_vfl_dn_0: 0.4526 (0.4541) loss_vfl_dn_1: 0.3912 (0.3887) loss_vfl_dn_2: 0.3751 (0.3729) loss_vfl_dn_3: 0.3696 (0.3656) loss_vfl_dn_4: 0.3703 (0.3630) loss_vfl_dn_5: 0.3679 (0.3622) time: 0.4727 data: 0.0141 max mem: 5654 Epoch: [40] [3100/7393] eta: 0:34:37 lr: 0.000010 loss: 15.9983 (15.9301) loss_bbox: 0.1461 (0.1545) loss_bbox_aux_0: 0.1592 (0.1670) loss_bbox_aux_1: 0.1514 (0.1590) loss_bbox_aux_2: 0.1526 (0.1566) loss_bbox_aux_3: 0.1478 (0.1550) loss_bbox_aux_4: 0.1460 (0.1545) loss_bbox_aux_5: 0.1862 (0.2045) loss_bbox_dn_0: 0.2342 (0.2694) loss_bbox_dn_1: 0.1768 (0.1994) loss_bbox_dn_2: 0.1551 (0.1790) loss_bbox_dn_3: 0.1492 (0.1730) loss_bbox_dn_4: 0.1470 (0.1717) loss_bbox_dn_5: 0.1469 (0.1717) loss_giou: 0.4550 (0.4772) loss_giou_aux_0: 0.4793 (0.5005) loss_giou_aux_1: 0.4674 (0.4861) loss_giou_aux_2: 0.4584 (0.4814) loss_giou_aux_3: 0.4549 (0.4781) loss_giou_aux_4: 0.4557 (0.4773) loss_giou_aux_5: 0.5497 (0.5662) loss_giou_dn_0: 0.5943 (0.5838) loss_giou_dn_1: 0.4826 (0.4775) loss_giou_dn_2: 0.4561 (0.4476) loss_giou_dn_3: 0.4494 (0.4395) loss_giou_dn_4: 0.4473 (0.4375) loss_giou_dn_5: 0.4469 (0.4376) loss_vfl: 0.7026 (0.6753) loss_vfl_aux_0: 0.7860 (0.7798) loss_vfl_aux_1: 0.7449 (0.7313) loss_vfl_aux_2: 0.7102 (0.7017) loss_vfl_aux_3: 0.7070 (0.6871) loss_vfl_aux_4: 0.7022 (0.6792) loss_vfl_aux_5: 0.7824 (0.7630) loss_vfl_dn_0: 0.4615 (0.4542) loss_vfl_dn_1: 0.3990 (0.3888) loss_vfl_dn_2: 0.3821 (0.3730) loss_vfl_dn_3: 0.3764 (0.3657) loss_vfl_dn_4: 0.3753 (0.3631) loss_vfl_dn_5: 0.3734 (0.3623) time: 0.4706 data: 0.0141 max mem: 5654 Epoch: [40] [3200/7393] eta: 0:33:47 lr: 0.000010 loss: 16.1064 (15.9295) loss_bbox: 0.1414 (0.1545) loss_bbox_aux_0: 0.1479 (0.1671) loss_bbox_aux_1: 0.1440 (0.1590) loss_bbox_aux_2: 0.1397 (0.1566) loss_bbox_aux_3: 0.1434 (0.1550) loss_bbox_aux_4: 0.1401 (0.1545) loss_bbox_aux_5: 0.1844 (0.2045) loss_bbox_dn_0: 0.2469 (0.2693) loss_bbox_dn_1: 0.1855 (0.1993) loss_bbox_dn_2: 0.1560 (0.1790) loss_bbox_dn_3: 0.1521 (0.1731) loss_bbox_dn_4: 0.1514 (0.1717) loss_bbox_dn_5: 0.1514 (0.1717) loss_giou: 0.4819 (0.4771) loss_giou_aux_0: 0.4937 (0.5005) loss_giou_aux_1: 0.4734 (0.4861) loss_giou_aux_2: 0.4821 (0.4814) loss_giou_aux_3: 0.4745 (0.4780) loss_giou_aux_4: 0.4752 (0.4773) loss_giou_aux_5: 0.5571 (0.5662) loss_giou_dn_0: 0.6133 (0.5837) loss_giou_dn_1: 0.4946 (0.4775) loss_giou_dn_2: 0.4587 (0.4477) loss_giou_dn_3: 0.4509 (0.4396) loss_giou_dn_4: 0.4499 (0.4375) loss_giou_dn_5: 0.4506 (0.4377) loss_vfl: 0.6936 (0.6755) loss_vfl_aux_0: 0.7916 (0.7794) loss_vfl_aux_1: 0.7544 (0.7312) loss_vfl_aux_2: 0.7154 (0.7017) loss_vfl_aux_3: 0.7064 (0.6872) loss_vfl_aux_4: 0.6879 (0.6792) loss_vfl_aux_5: 0.7806 (0.7629) loss_vfl_dn_0: 0.4599 (0.4541) loss_vfl_dn_1: 0.3910 (0.3888) loss_vfl_dn_2: 0.3772 (0.3730) loss_vfl_dn_3: 0.3722 (0.3656) loss_vfl_dn_4: 0.3707 (0.3631) loss_vfl_dn_5: 0.3683 (0.3623) time: 0.4830 data: 0.0145 max mem: 5654 Epoch: [40] [3300/7393] eta: 0:33:07 lr: 0.000010 loss: 15.7717 (15.9313) loss_bbox: 0.1625 (0.1544) loss_bbox_aux_0: 0.1659 (0.1671) loss_bbox_aux_1: 0.1648 (0.1590) loss_bbox_aux_2: 0.1600 (0.1566) loss_bbox_aux_3: 0.1598 (0.1549) loss_bbox_aux_4: 0.1584 (0.1544) loss_bbox_aux_5: 0.2133 (0.2045) loss_bbox_dn_0: 0.2599 (0.2695) loss_bbox_dn_1: 0.1973 (0.1995) loss_bbox_dn_2: 0.1733 (0.1791) loss_bbox_dn_3: 0.1691 (0.1732) loss_bbox_dn_4: 0.1689 (0.1718) loss_bbox_dn_5: 0.1689 (0.1718) loss_giou: 0.4422 (0.4769) loss_giou_aux_0: 0.4409 (0.5003) loss_giou_aux_1: 0.4357 (0.4859) loss_giou_aux_2: 0.4405 (0.4811) loss_giou_aux_3: 0.4463 (0.4778) loss_giou_aux_4: 0.4340 (0.4770) loss_giou_aux_5: 0.4893 (0.5660) loss_giou_dn_0: 0.5674 (0.5837) loss_giou_dn_1: 0.4503 (0.4774) loss_giou_dn_2: 0.4234 (0.4476) loss_giou_dn_3: 0.4131 (0.4394) loss_giou_dn_4: 0.4119 (0.4374) loss_giou_dn_5: 0.4119 (0.4376) loss_vfl: 0.6598 (0.6759) loss_vfl_aux_0: 0.7822 (0.7799) loss_vfl_aux_1: 0.7375 (0.7316) loss_vfl_aux_2: 0.6775 (0.7022) loss_vfl_aux_3: 0.6675 (0.6875) loss_vfl_aux_4: 0.6660 (0.6796) loss_vfl_aux_5: 0.7779 (0.7634) loss_vfl_dn_0: 0.4508 (0.4542) loss_vfl_dn_1: 0.3825 (0.3888) loss_vfl_dn_2: 0.3685 (0.3730) loss_vfl_dn_3: 0.3679 (0.3657) loss_vfl_dn_4: 0.3645 (0.3631) loss_vfl_dn_5: 0.3627 (0.3623) time: 0.4780 data: 0.0142 max mem: 5654 Epoch: [40] [3400/7393] eta: 0:32:17 lr: 0.000010 loss: 16.2532 (15.9384) loss_bbox: 0.1424 (0.1544) loss_bbox_aux_0: 0.1540 (0.1671) loss_bbox_aux_1: 0.1491 (0.1590) loss_bbox_aux_2: 0.1516 (0.1566) loss_bbox_aux_3: 0.1458 (0.1549) loss_bbox_aux_4: 0.1425 (0.1544) loss_bbox_aux_5: 0.1834 (0.2045) loss_bbox_dn_0: 0.2786 (0.2694) loss_bbox_dn_1: 0.2029 (0.1994) loss_bbox_dn_2: 0.1732 (0.1791) loss_bbox_dn_3: 0.1658 (0.1731) loss_bbox_dn_4: 0.1637 (0.1717) loss_bbox_dn_5: 0.1638 (0.1717) loss_giou: 0.4827 (0.4775) loss_giou_aux_0: 0.5122 (0.5009) loss_giou_aux_1: 0.4986 (0.4865) loss_giou_aux_2: 0.4895 (0.4818) loss_giou_aux_3: 0.4864 (0.4785) loss_giou_aux_4: 0.4863 (0.4777) loss_giou_aux_5: 0.5794 (0.5667) loss_giou_dn_0: 0.6243 (0.5842) loss_giou_dn_1: 0.5160 (0.4779) loss_giou_dn_2: 0.4788 (0.4481) loss_giou_dn_3: 0.4714 (0.4399) loss_giou_dn_4: 0.4709 (0.4379) loss_giou_dn_5: 0.4710 (0.4381) loss_vfl: 0.6609 (0.6759) loss_vfl_aux_0: 0.7617 (0.7798) loss_vfl_aux_1: 0.7244 (0.7318) loss_vfl_aux_2: 0.7026 (0.7021) loss_vfl_aux_3: 0.6737 (0.6876) loss_vfl_aux_4: 0.6633 (0.6797) loss_vfl_aux_5: 0.7387 (0.7631) loss_vfl_dn_0: 0.4482 (0.4542) loss_vfl_dn_1: 0.3933 (0.3889) loss_vfl_dn_2: 0.3783 (0.3731) loss_vfl_dn_3: 0.3746 (0.3658) loss_vfl_dn_4: 0.3699 (0.3632) loss_vfl_dn_5: 0.3703 (0.3624) time: 0.4672 data: 0.0142 max mem: 5654 Epoch: [40] [3500/7393] eta: 0:31:27 lr: 0.000010 loss: 15.4745 (15.9408) loss_bbox: 0.1534 (0.1545) loss_bbox_aux_0: 0.1721 (0.1672) loss_bbox_aux_1: 0.1597 (0.1591) loss_bbox_aux_2: 0.1555 (0.1567) loss_bbox_aux_3: 0.1458 (0.1550) loss_bbox_aux_4: 0.1534 (0.1544) loss_bbox_aux_5: 0.1972 (0.2047) loss_bbox_dn_0: 0.2892 (0.2696) loss_bbox_dn_1: 0.2237 (0.1995) loss_bbox_dn_2: 0.1958 (0.1792) loss_bbox_dn_3: 0.1895 (0.1732) loss_bbox_dn_4: 0.1851 (0.1719) loss_bbox_dn_5: 0.1846 (0.1719) loss_giou: 0.4454 (0.4774) loss_giou_aux_0: 0.4679 (0.5009) loss_giou_aux_1: 0.4510 (0.4864) loss_giou_aux_2: 0.4368 (0.4817) loss_giou_aux_3: 0.4511 (0.4784) loss_giou_aux_4: 0.4485 (0.4776) loss_giou_aux_5: 0.5129 (0.5667) loss_giou_dn_0: 0.5494 (0.5842) loss_giou_dn_1: 0.4601 (0.4779) loss_giou_dn_2: 0.4334 (0.4481) loss_giou_dn_3: 0.4254 (0.4399) loss_giou_dn_4: 0.4237 (0.4379) loss_giou_dn_5: 0.4239 (0.4381) loss_vfl: 0.6836 (0.6763) loss_vfl_aux_0: 0.7904 (0.7798) loss_vfl_aux_1: 0.7570 (0.7320) loss_vfl_aux_2: 0.7146 (0.7024) loss_vfl_aux_3: 0.6884 (0.6879) loss_vfl_aux_4: 0.6879 (0.6800) loss_vfl_aux_5: 0.7719 (0.7630) loss_vfl_dn_0: 0.4514 (0.4541) loss_vfl_dn_1: 0.3827 (0.3889) loss_vfl_dn_2: 0.3627 (0.3731) loss_vfl_dn_3: 0.3529 (0.3658) loss_vfl_dn_4: 0.3543 (0.3633) loss_vfl_dn_5: 0.3541 (0.3625) time: 0.4804 data: 0.0140 max mem: 5654 Epoch: [40] [3600/7393] eta: 0:30:38 lr: 0.000010 loss: 16.0665 (15.9480) loss_bbox: 0.1427 (0.1543) loss_bbox_aux_0: 0.1525 (0.1670) loss_bbox_aux_1: 0.1623 (0.1589) loss_bbox_aux_2: 0.1486 (0.1565) loss_bbox_aux_3: 0.1463 (0.1548) loss_bbox_aux_4: 0.1437 (0.1543) loss_bbox_aux_5: 0.1954 (0.2045) loss_bbox_dn_0: 0.2436 (0.2692) loss_bbox_dn_1: 0.1693 (0.1993) loss_bbox_dn_2: 0.1479 (0.1790) loss_bbox_dn_3: 0.1442 (0.1730) loss_bbox_dn_4: 0.1458 (0.1716) loss_bbox_dn_5: 0.1458 (0.1716) loss_giou: 0.5194 (0.4783) loss_giou_aux_0: 0.5546 (0.5018) loss_giou_aux_1: 0.5271 (0.4874) loss_giou_aux_2: 0.5182 (0.4827) loss_giou_aux_3: 0.5139 (0.4794) loss_giou_aux_4: 0.5194 (0.4785) loss_giou_aux_5: 0.6055 (0.5677) loss_giou_dn_0: 0.5976 (0.5849) loss_giou_dn_1: 0.5100 (0.4785) loss_giou_dn_2: 0.4851 (0.4487) loss_giou_dn_3: 0.4760 (0.4406) loss_giou_dn_4: 0.4731 (0.4386) loss_giou_dn_5: 0.4730 (0.4387) loss_vfl: 0.6571 (0.6763) loss_vfl_aux_0: 0.7833 (0.7797) loss_vfl_aux_1: 0.7243 (0.7318) loss_vfl_aux_2: 0.7028 (0.7023) loss_vfl_aux_3: 0.6740 (0.6878) loss_vfl_aux_4: 0.6743 (0.6800) loss_vfl_aux_5: 0.7324 (0.7627) loss_vfl_dn_0: 0.4505 (0.4541) loss_vfl_dn_1: 0.3896 (0.3889) loss_vfl_dn_2: 0.3729 (0.3732) loss_vfl_dn_3: 0.3637 (0.3658) loss_vfl_dn_4: 0.3624 (0.3633) loss_vfl_dn_5: 0.3624 (0.3625) time: 0.4820 data: 0.0139 max mem: 5654 Epoch: [40] [3700/7393] eta: 0:29:49 lr: 0.000010 loss: 15.8167 (15.9453) loss_bbox: 0.1354 (0.1543) loss_bbox_aux_0: 0.1399 (0.1671) loss_bbox_aux_1: 0.1413 (0.1590) loss_bbox_aux_2: 0.1367 (0.1565) loss_bbox_aux_3: 0.1385 (0.1548) loss_bbox_aux_4: 0.1354 (0.1542) loss_bbox_aux_5: 0.1762 (0.2045) loss_bbox_dn_0: 0.2539 (0.2693) loss_bbox_dn_1: 0.1902 (0.1993) loss_bbox_dn_2: 0.1687 (0.1790) loss_bbox_dn_3: 0.1551 (0.1730) loss_bbox_dn_4: 0.1505 (0.1716) loss_bbox_dn_5: 0.1504 (0.1716) loss_giou: 0.4690 (0.4779) loss_giou_aux_0: 0.4806 (0.5015) loss_giou_aux_1: 0.4697 (0.4870) loss_giou_aux_2: 0.4748 (0.4823) loss_giou_aux_3: 0.4780 (0.4790) loss_giou_aux_4: 0.4690 (0.4781) loss_giou_aux_5: 0.5578 (0.5673) loss_giou_dn_0: 0.5719 (0.5846) loss_giou_dn_1: 0.4648 (0.4783) loss_giou_dn_2: 0.4365 (0.4485) loss_giou_dn_3: 0.4298 (0.4403) loss_giou_dn_4: 0.4288 (0.4383) loss_giou_dn_5: 0.4287 (0.4385) loss_vfl: 0.6564 (0.6765) loss_vfl_aux_0: 0.7819 (0.7799) loss_vfl_aux_1: 0.7123 (0.7321) loss_vfl_aux_2: 0.6782 (0.7025) loss_vfl_aux_3: 0.6678 (0.6880) loss_vfl_aux_4: 0.6739 (0.6803) loss_vfl_aux_5: 0.7681 (0.7630) loss_vfl_dn_0: 0.4504 (0.4540) loss_vfl_dn_1: 0.3890 (0.3888) loss_vfl_dn_2: 0.3716 (0.3731) loss_vfl_dn_3: 0.3685 (0.3657) loss_vfl_dn_4: 0.3669 (0.3632) loss_vfl_dn_5: 0.3645 (0.3624) time: 0.4968 data: 0.0140 max mem: 5654 Epoch: [40] [3800/7393] eta: 0:29:00 lr: 0.000010 loss: 15.8518 (15.9432) loss_bbox: 0.1461 (0.1541) loss_bbox_aux_0: 0.1665 (0.1670) loss_bbox_aux_1: 0.1480 (0.1588) loss_bbox_aux_2: 0.1457 (0.1564) loss_bbox_aux_3: 0.1446 (0.1546) loss_bbox_aux_4: 0.1462 (0.1541) loss_bbox_aux_5: 0.2103 (0.2045) loss_bbox_dn_0: 0.2605 (0.2695) loss_bbox_dn_1: 0.1840 (0.1995) loss_bbox_dn_2: 0.1704 (0.1791) loss_bbox_dn_3: 0.1628 (0.1731) loss_bbox_dn_4: 0.1593 (0.1717) loss_bbox_dn_5: 0.1591 (0.1717) loss_giou: 0.4763 (0.4775) loss_giou_aux_0: 0.4891 (0.5010) loss_giou_aux_1: 0.4741 (0.4866) loss_giou_aux_2: 0.4732 (0.4819) loss_giou_aux_3: 0.4782 (0.4786) loss_giou_aux_4: 0.4673 (0.4777) loss_giou_aux_5: 0.5566 (0.5669) loss_giou_dn_0: 0.5936 (0.5844) loss_giou_dn_1: 0.4975 (0.4781) loss_giou_dn_2: 0.4583 (0.4483) loss_giou_dn_3: 0.4396 (0.4402) loss_giou_dn_4: 0.4392 (0.4382) loss_giou_dn_5: 0.4391 (0.4383) loss_vfl: 0.6580 (0.6768) loss_vfl_aux_0: 0.7631 (0.7803) loss_vfl_aux_1: 0.7233 (0.7324) loss_vfl_aux_2: 0.6874 (0.7029) loss_vfl_aux_3: 0.6786 (0.6883) loss_vfl_aux_4: 0.6541 (0.6806) loss_vfl_aux_5: 0.7561 (0.7632) loss_vfl_dn_0: 0.4470 (0.4540) loss_vfl_dn_1: 0.3887 (0.3888) loss_vfl_dn_2: 0.3710 (0.3730) loss_vfl_dn_3: 0.3645 (0.3657) loss_vfl_dn_4: 0.3611 (0.3631) loss_vfl_dn_5: 0.3606 (0.3623) time: 0.4768 data: 0.0139 max mem: 5654 Epoch: [40] [3900/7393] eta: 0:28:11 lr: 0.000010 loss: 16.0443 (15.9533) loss_bbox: 0.1461 (0.1544) loss_bbox_aux_0: 0.1560 (0.1671) loss_bbox_aux_1: 0.1453 (0.1590) loss_bbox_aux_2: 0.1454 (0.1565) loss_bbox_aux_3: 0.1480 (0.1548) loss_bbox_aux_4: 0.1410 (0.1543) loss_bbox_aux_5: 0.1984 (0.2047) loss_bbox_dn_0: 0.2539 (0.2697) loss_bbox_dn_1: 0.1736 (0.1996) loss_bbox_dn_2: 0.1592 (0.1793) loss_bbox_dn_3: 0.1558 (0.1733) loss_bbox_dn_4: 0.1541 (0.1719) loss_bbox_dn_5: 0.1541 (0.1719) loss_giou: 0.4764 (0.4782) loss_giou_aux_0: 0.4941 (0.5016) loss_giou_aux_1: 0.4879 (0.4873) loss_giou_aux_2: 0.4824 (0.4825) loss_giou_aux_3: 0.4816 (0.4793) loss_giou_aux_4: 0.4776 (0.4784) loss_giou_aux_5: 0.5680 (0.5676) loss_giou_dn_0: 0.5955 (0.5849) loss_giou_dn_1: 0.4889 (0.4786) loss_giou_dn_2: 0.4579 (0.4488) loss_giou_dn_3: 0.4507 (0.4406) loss_giou_dn_4: 0.4481 (0.4386) loss_giou_dn_5: 0.4481 (0.4388) loss_vfl: 0.6794 (0.6768) loss_vfl_aux_0: 0.7638 (0.7803) loss_vfl_aux_1: 0.7480 (0.7323) loss_vfl_aux_2: 0.7043 (0.7029) loss_vfl_aux_3: 0.6793 (0.6883) loss_vfl_aux_4: 0.6828 (0.6806) loss_vfl_aux_5: 0.7433 (0.7631) loss_vfl_dn_0: 0.4569 (0.4540) loss_vfl_dn_1: 0.3936 (0.3888) loss_vfl_dn_2: 0.3775 (0.3731) loss_vfl_dn_3: 0.3728 (0.3658) loss_vfl_dn_4: 0.3715 (0.3632) loss_vfl_dn_5: 0.3713 (0.3624) time: 0.4862 data: 0.0140 max mem: 5654 Epoch: [40] [4000/7393] eta: 0:27:26 lr: 0.000010 loss: 16.1391 (15.9528) loss_bbox: 0.1437 (0.1544) loss_bbox_aux_0: 0.1627 (0.1673) loss_bbox_aux_1: 0.1442 (0.1592) loss_bbox_aux_2: 0.1450 (0.1567) loss_bbox_aux_3: 0.1432 (0.1549) loss_bbox_aux_4: 0.1364 (0.1544) loss_bbox_aux_5: 0.2084 (0.2051) loss_bbox_dn_0: 0.2637 (0.2703) loss_bbox_dn_1: 0.1881 (0.2001) loss_bbox_dn_2: 0.1686 (0.1797) loss_bbox_dn_3: 0.1553 (0.1736) loss_bbox_dn_4: 0.1510 (0.1722) loss_bbox_dn_5: 0.1515 (0.1722) loss_giou: 0.4766 (0.4776) loss_giou_aux_0: 0.5084 (0.5011) loss_giou_aux_1: 0.4873 (0.4867) loss_giou_aux_2: 0.4823 (0.4819) loss_giou_aux_3: 0.4847 (0.4787) loss_giou_aux_4: 0.4753 (0.4778) loss_giou_aux_5: 0.5733 (0.5671) loss_giou_dn_0: 0.6006 (0.5845) loss_giou_dn_1: 0.4915 (0.4782) loss_giou_dn_2: 0.4568 (0.4484) loss_giou_dn_3: 0.4477 (0.4402) loss_giou_dn_4: 0.4445 (0.4382) loss_giou_dn_5: 0.4444 (0.4384) loss_vfl: 0.6639 (0.6771) loss_vfl_aux_0: 0.7837 (0.7807) loss_vfl_aux_1: 0.7456 (0.7329) loss_vfl_aux_2: 0.6925 (0.7032) loss_vfl_aux_3: 0.6735 (0.6886) loss_vfl_aux_4: 0.6630 (0.6808) loss_vfl_aux_5: 0.7716 (0.7633) loss_vfl_dn_0: 0.4481 (0.4540) loss_vfl_dn_1: 0.3871 (0.3888) loss_vfl_dn_2: 0.3771 (0.3731) loss_vfl_dn_3: 0.3739 (0.3657) loss_vfl_dn_4: 0.3693 (0.3632) loss_vfl_dn_5: 0.3660 (0.3624) time: 0.4793 data: 0.0145 max mem: 5654 Epoch: [40] [4100/7393] eta: 0:26:37 lr: 0.000010 loss: 16.1491 (15.9608) loss_bbox: 0.1675 (0.1546) loss_bbox_aux_0: 0.1813 (0.1674) loss_bbox_aux_1: 0.1701 (0.1593) loss_bbox_aux_2: 0.1629 (0.1568) loss_bbox_aux_3: 0.1680 (0.1551) loss_bbox_aux_4: 0.1635 (0.1545) loss_bbox_aux_5: 0.2129 (0.2052) loss_bbox_dn_0: 0.2754 (0.2706) loss_bbox_dn_1: 0.2038 (0.2004) loss_bbox_dn_2: 0.1756 (0.1799) loss_bbox_dn_3: 0.1685 (0.1738) loss_bbox_dn_4: 0.1687 (0.1725) loss_bbox_dn_5: 0.1688 (0.1725) loss_giou: 0.4659 (0.4779) loss_giou_aux_0: 0.4896 (0.5015) loss_giou_aux_1: 0.4765 (0.4870) loss_giou_aux_2: 0.4677 (0.4823) loss_giou_aux_3: 0.4633 (0.4790) loss_giou_aux_4: 0.4692 (0.4781) loss_giou_aux_5: 0.5726 (0.5675) loss_giou_dn_0: 0.5582 (0.5848) loss_giou_dn_1: 0.4752 (0.4785) loss_giou_dn_2: 0.4462 (0.4487) loss_giou_dn_3: 0.4376 (0.4405) loss_giou_dn_4: 0.4351 (0.4385) loss_giou_dn_5: 0.4354 (0.4386) loss_vfl: 0.6856 (0.6773) loss_vfl_aux_0: 0.7669 (0.7809) loss_vfl_aux_1: 0.7289 (0.7330) loss_vfl_aux_2: 0.7006 (0.7035) loss_vfl_aux_3: 0.7100 (0.6888) loss_vfl_aux_4: 0.6978 (0.6810) loss_vfl_aux_5: 0.7622 (0.7634) loss_vfl_dn_0: 0.4544 (0.4540) loss_vfl_dn_1: 0.3891 (0.3889) loss_vfl_dn_2: 0.3758 (0.3731) loss_vfl_dn_3: 0.3694 (0.3658) loss_vfl_dn_4: 0.3660 (0.3632) loss_vfl_dn_5: 0.3659 (0.3625) time: 0.4776 data: 0.0140 max mem: 5654 Epoch: [40] [4200/7393] eta: 0:25:48 lr: 0.000010 loss: 15.9801 (15.9639) loss_bbox: 0.1553 (0.1547) loss_bbox_aux_0: 0.1665 (0.1676) loss_bbox_aux_1: 0.1643 (0.1594) loss_bbox_aux_2: 0.1618 (0.1569) loss_bbox_aux_3: 0.1631 (0.1552) loss_bbox_aux_4: 0.1550 (0.1546) loss_bbox_aux_5: 0.1982 (0.2053) loss_bbox_dn_0: 0.2677 (0.2708) loss_bbox_dn_1: 0.1948 (0.2005) loss_bbox_dn_2: 0.1863 (0.1800) loss_bbox_dn_3: 0.1838 (0.1740) loss_bbox_dn_4: 0.1831 (0.1726) loss_bbox_dn_5: 0.1831 (0.1726) loss_giou: 0.4407 (0.4781) loss_giou_aux_0: 0.4698 (0.5017) loss_giou_aux_1: 0.4504 (0.4872) loss_giou_aux_2: 0.4435 (0.4824) loss_giou_aux_3: 0.4451 (0.4792) loss_giou_aux_4: 0.4437 (0.4782) loss_giou_aux_5: 0.5379 (0.5676) loss_giou_dn_0: 0.5831 (0.5850) loss_giou_dn_1: 0.4770 (0.4786) loss_giou_dn_2: 0.4449 (0.4487) loss_giou_dn_3: 0.4365 (0.4405) loss_giou_dn_4: 0.4356 (0.4385) loss_giou_dn_5: 0.4360 (0.4387) loss_vfl: 0.7405 (0.6774) loss_vfl_aux_0: 0.8174 (0.7807) loss_vfl_aux_1: 0.7921 (0.7330) loss_vfl_aux_2: 0.7424 (0.7035) loss_vfl_aux_3: 0.7193 (0.6888) loss_vfl_aux_4: 0.7370 (0.6811) loss_vfl_aux_5: 0.7775 (0.7634) loss_vfl_dn_0: 0.4493 (0.4540) loss_vfl_dn_1: 0.3851 (0.3888) loss_vfl_dn_2: 0.3728 (0.3731) loss_vfl_dn_3: 0.3657 (0.3657) loss_vfl_dn_4: 0.3655 (0.3632) loss_vfl_dn_5: 0.3626 (0.3624) time: 0.4879 data: 0.0142 max mem: 5654 Epoch: [40] [4300/7393] eta: 0:24:59 lr: 0.000010 loss: 15.3621 (15.9593) loss_bbox: 0.1268 (0.1547) loss_bbox_aux_0: 0.1488 (0.1676) loss_bbox_aux_1: 0.1353 (0.1594) loss_bbox_aux_2: 0.1328 (0.1569) loss_bbox_aux_3: 0.1276 (0.1552) loss_bbox_aux_4: 0.1268 (0.1546) loss_bbox_aux_5: 0.1782 (0.2053) loss_bbox_dn_0: 0.2508 (0.2708) loss_bbox_dn_1: 0.1952 (0.2005) loss_bbox_dn_2: 0.1662 (0.1800) loss_bbox_dn_3: 0.1575 (0.1739) loss_bbox_dn_4: 0.1568 (0.1726) loss_bbox_dn_5: 0.1570 (0.1726) loss_giou: 0.4337 (0.4779) loss_giou_aux_0: 0.4481 (0.5014) loss_giou_aux_1: 0.4395 (0.4869) loss_giou_aux_2: 0.4355 (0.4822) loss_giou_aux_3: 0.4316 (0.4789) loss_giou_aux_4: 0.4361 (0.4780) loss_giou_aux_5: 0.5341 (0.5674) loss_giou_dn_0: 0.5455 (0.5847) loss_giou_dn_1: 0.4374 (0.4784) loss_giou_dn_2: 0.4124 (0.4485) loss_giou_dn_3: 0.4057 (0.4403) loss_giou_dn_4: 0.4022 (0.4383) loss_giou_dn_5: 0.4022 (0.4385) loss_vfl: 0.6691 (0.6773) loss_vfl_aux_0: 0.7735 (0.7805) loss_vfl_aux_1: 0.7178 (0.7329) loss_vfl_aux_2: 0.6919 (0.7034) loss_vfl_aux_3: 0.6893 (0.6887) loss_vfl_aux_4: 0.6762 (0.6810) loss_vfl_aux_5: 0.7409 (0.7633) loss_vfl_dn_0: 0.4502 (0.4539) loss_vfl_dn_1: 0.3830 (0.3888) loss_vfl_dn_2: 0.3674 (0.3731) loss_vfl_dn_3: 0.3608 (0.3657) loss_vfl_dn_4: 0.3537 (0.3631) loss_vfl_dn_5: 0.3527 (0.3624) time: 0.4829 data: 0.0138 max mem: 5654 Epoch: [40] [4400/7393] eta: 0:24:10 lr: 0.000010 loss: 15.1279 (15.9539) loss_bbox: 0.1331 (0.1547) loss_bbox_aux_0: 0.1544 (0.1676) loss_bbox_aux_1: 0.1408 (0.1594) loss_bbox_aux_2: 0.1369 (0.1569) loss_bbox_aux_3: 0.1335 (0.1551) loss_bbox_aux_4: 0.1317 (0.1545) loss_bbox_aux_5: 0.1819 (0.2054) loss_bbox_dn_0: 0.2282 (0.2708) loss_bbox_dn_1: 0.1634 (0.2004) loss_bbox_dn_2: 0.1432 (0.1800) loss_bbox_dn_3: 0.1411 (0.1739) loss_bbox_dn_4: 0.1404 (0.1725) loss_bbox_dn_5: 0.1403 (0.1725) loss_giou: 0.4476 (0.4775) loss_giou_aux_0: 0.4602 (0.5010) loss_giou_aux_1: 0.4438 (0.4865) loss_giou_aux_2: 0.4505 (0.4818) loss_giou_aux_3: 0.4399 (0.4785) loss_giou_aux_4: 0.4525 (0.4776) loss_giou_aux_5: 0.5123 (0.5670) loss_giou_dn_0: 0.5451 (0.5844) loss_giou_dn_1: 0.4436 (0.4780) loss_giou_dn_2: 0.4037 (0.4482) loss_giou_dn_3: 0.3945 (0.4400) loss_giou_dn_4: 0.3950 (0.4380) loss_giou_dn_5: 0.3956 (0.4381) loss_vfl: 0.6314 (0.6772) loss_vfl_aux_0: 0.7368 (0.7805) loss_vfl_aux_1: 0.6889 (0.7328) loss_vfl_aux_2: 0.6589 (0.7034) loss_vfl_aux_3: 0.6466 (0.6888) loss_vfl_aux_4: 0.6405 (0.6810) loss_vfl_aux_5: 0.7410 (0.7634) loss_vfl_dn_0: 0.4448 (0.4539) loss_vfl_dn_1: 0.3760 (0.3887) loss_vfl_dn_2: 0.3588 (0.3730) loss_vfl_dn_3: 0.3508 (0.3656) loss_vfl_dn_4: 0.3490 (0.3631) loss_vfl_dn_5: 0.3485 (0.3623) time: 0.4879 data: 0.0144 max mem: 5654 Epoch: [40] [4500/7393] eta: 0:23:22 lr: 0.000010 loss: 15.9106 (15.9532) loss_bbox: 0.1628 (0.1546) loss_bbox_aux_0: 0.1721 (0.1677) loss_bbox_aux_1: 0.1618 (0.1594) loss_bbox_aux_2: 0.1620 (0.1569) loss_bbox_aux_3: 0.1582 (0.1551) loss_bbox_aux_4: 0.1630 (0.1545) loss_bbox_aux_5: 0.1937 (0.2054) loss_bbox_dn_0: 0.2536 (0.2706) loss_bbox_dn_1: 0.1818 (0.2003) loss_bbox_dn_2: 0.1643 (0.1799) loss_bbox_dn_3: 0.1565 (0.1738) loss_bbox_dn_4: 0.1584 (0.1724) loss_bbox_dn_5: 0.1583 (0.1724) loss_giou: 0.4717 (0.4775) loss_giou_aux_0: 0.4911 (0.5012) loss_giou_aux_1: 0.4804 (0.4866) loss_giou_aux_2: 0.4778 (0.4818) loss_giou_aux_3: 0.4780 (0.4786) loss_giou_aux_4: 0.4778 (0.4777) loss_giou_aux_5: 0.5427 (0.5671) loss_giou_dn_0: 0.5832 (0.5844) loss_giou_dn_1: 0.4689 (0.4781) loss_giou_dn_2: 0.4401 (0.4482) loss_giou_dn_3: 0.4340 (0.4400) loss_giou_dn_4: 0.4344 (0.4380) loss_giou_dn_5: 0.4347 (0.4381) loss_vfl: 0.6587 (0.6772) loss_vfl_aux_0: 0.7475 (0.7803) loss_vfl_aux_1: 0.7009 (0.7327) loss_vfl_aux_2: 0.6695 (0.7033) loss_vfl_aux_3: 0.6601 (0.6887) loss_vfl_aux_4: 0.6568 (0.6809) loss_vfl_aux_5: 0.7056 (0.7633) loss_vfl_dn_0: 0.4502 (0.4538) loss_vfl_dn_1: 0.3879 (0.3887) loss_vfl_dn_2: 0.3704 (0.3730) loss_vfl_dn_3: 0.3631 (0.3656) loss_vfl_dn_4: 0.3598 (0.3631) loss_vfl_dn_5: 0.3591 (0.3623) time: 0.4807 data: 0.0140 max mem: 5654 Epoch: [40] [4600/7393] eta: 0:22:33 lr: 0.000010 loss: 15.5059 (15.9499) loss_bbox: 0.1295 (0.1546) loss_bbox_aux_0: 0.1572 (0.1677) loss_bbox_aux_1: 0.1411 (0.1593) loss_bbox_aux_2: 0.1344 (0.1568) loss_bbox_aux_3: 0.1353 (0.1550) loss_bbox_aux_4: 0.1339 (0.1545) loss_bbox_aux_5: 0.1897 (0.2054) loss_bbox_dn_0: 0.2451 (0.2706) loss_bbox_dn_1: 0.1755 (0.2003) loss_bbox_dn_2: 0.1604 (0.1798) loss_bbox_dn_3: 0.1556 (0.1738) loss_bbox_dn_4: 0.1548 (0.1724) loss_bbox_dn_5: 0.1549 (0.1724) loss_giou: 0.4528 (0.4770) loss_giou_aux_0: 0.4810 (0.5008) loss_giou_aux_1: 0.4567 (0.4862) loss_giou_aux_2: 0.4563 (0.4814) loss_giou_aux_3: 0.4547 (0.4781) loss_giou_aux_4: 0.4528 (0.4772) loss_giou_aux_5: 0.5227 (0.5667) loss_giou_dn_0: 0.5643 (0.5841) loss_giou_dn_1: 0.4615 (0.4777) loss_giou_dn_2: 0.4372 (0.4479) loss_giou_dn_3: 0.4293 (0.4396) loss_giou_dn_4: 0.4262 (0.4376) loss_giou_dn_5: 0.4272 (0.4378) loss_vfl: 0.6604 (0.6776) loss_vfl_aux_0: 0.7672 (0.7806) loss_vfl_aux_1: 0.7334 (0.7332) loss_vfl_aux_2: 0.6912 (0.7036) loss_vfl_aux_3: 0.6831 (0.6891) loss_vfl_aux_4: 0.6760 (0.6812) loss_vfl_aux_5: 0.7517 (0.7634) loss_vfl_dn_0: 0.4527 (0.4539) loss_vfl_dn_1: 0.3870 (0.3887) loss_vfl_dn_2: 0.3762 (0.3730) loss_vfl_dn_3: 0.3662 (0.3656) loss_vfl_dn_4: 0.3638 (0.3630) loss_vfl_dn_5: 0.3625 (0.3623) time: 0.4835 data: 0.0143 max mem: 5654 Epoch: [40] [4700/7393] eta: 0:21:44 lr: 0.000010 loss: 16.0213 (15.9484) loss_bbox: 0.1559 (0.1545) loss_bbox_aux_0: 0.1709 (0.1676) loss_bbox_aux_1: 0.1575 (0.1592) loss_bbox_aux_2: 0.1564 (0.1568) loss_bbox_aux_3: 0.1571 (0.1550) loss_bbox_aux_4: 0.1562 (0.1544) loss_bbox_aux_5: 0.2113 (0.2053) loss_bbox_dn_0: 0.3063 (0.2706) loss_bbox_dn_1: 0.2211 (0.2003) loss_bbox_dn_2: 0.1946 (0.1798) loss_bbox_dn_3: 0.1826 (0.1738) loss_bbox_dn_4: 0.1800 (0.1724) loss_bbox_dn_5: 0.1801 (0.1724) loss_giou: 0.4150 (0.4767) loss_giou_aux_0: 0.4458 (0.5005) loss_giou_aux_1: 0.4281 (0.4859) loss_giou_aux_2: 0.4262 (0.4811) loss_giou_aux_3: 0.4168 (0.4778) loss_giou_aux_4: 0.4146 (0.4769) loss_giou_aux_5: 0.5322 (0.5664) loss_giou_dn_0: 0.5776 (0.5841) loss_giou_dn_1: 0.4686 (0.4776) loss_giou_dn_2: 0.4294 (0.4478) loss_giou_dn_3: 0.4180 (0.4395) loss_giou_dn_4: 0.4198 (0.4375) loss_giou_dn_5: 0.4197 (0.4377) loss_vfl: 0.6863 (0.6778) loss_vfl_aux_0: 0.7838 (0.7808) loss_vfl_aux_1: 0.7438 (0.7335) loss_vfl_aux_2: 0.7165 (0.7039) loss_vfl_aux_3: 0.6880 (0.6893) loss_vfl_aux_4: 0.6854 (0.6814) loss_vfl_aux_5: 0.7578 (0.7635) loss_vfl_dn_0: 0.4558 (0.4539) loss_vfl_dn_1: 0.3911 (0.3887) loss_vfl_dn_2: 0.3751 (0.3730) loss_vfl_dn_3: 0.3666 (0.3656) loss_vfl_dn_4: 0.3638 (0.3631) loss_vfl_dn_5: 0.3656 (0.3623) time: 0.4839 data: 0.0145 max mem: 5654 Epoch: [40] [4800/7393] eta: 0:20:56 lr: 0.000010 loss: 16.0324 (15.9491) loss_bbox: 0.1449 (0.1545) loss_bbox_aux_0: 0.1524 (0.1676) loss_bbox_aux_1: 0.1391 (0.1592) loss_bbox_aux_2: 0.1339 (0.1567) loss_bbox_aux_3: 0.1458 (0.1549) loss_bbox_aux_4: 0.1458 (0.1544) loss_bbox_aux_5: 0.1932 (0.2053) loss_bbox_dn_0: 0.2694 (0.2705) loss_bbox_dn_1: 0.1851 (0.2001) loss_bbox_dn_2: 0.1676 (0.1797) loss_bbox_dn_3: 0.1637 (0.1736) loss_bbox_dn_4: 0.1605 (0.1722) loss_bbox_dn_5: 0.1604 (0.1722) loss_giou: 0.4779 (0.4770) loss_giou_aux_0: 0.4976 (0.5008) loss_giou_aux_1: 0.5013 (0.4862) loss_giou_aux_2: 0.4794 (0.4814) loss_giou_aux_3: 0.4774 (0.4781) loss_giou_aux_4: 0.4766 (0.4772) loss_giou_aux_5: 0.5741 (0.5667) loss_giou_dn_0: 0.5725 (0.5842) loss_giou_dn_1: 0.4748 (0.4778) loss_giou_dn_2: 0.4511 (0.4479) loss_giou_dn_3: 0.4429 (0.4397) loss_giou_dn_4: 0.4412 (0.4377) loss_giou_dn_5: 0.4414 (0.4378) loss_vfl: 0.6481 (0.6776) loss_vfl_aux_0: 0.7381 (0.7806) loss_vfl_aux_1: 0.7026 (0.7334) loss_vfl_aux_2: 0.6794 (0.7038) loss_vfl_aux_3: 0.6684 (0.6891) loss_vfl_aux_4: 0.6544 (0.6812) loss_vfl_aux_5: 0.7299 (0.7634) loss_vfl_dn_0: 0.4558 (0.4539) loss_vfl_dn_1: 0.3920 (0.3887) loss_vfl_dn_2: 0.3729 (0.3730) loss_vfl_dn_3: 0.3649 (0.3656) loss_vfl_dn_4: 0.3626 (0.3631) loss_vfl_dn_5: 0.3620 (0.3623) time: 0.4760 data: 0.0144 max mem: 5654 Epoch: [40] [4900/7393] eta: 0:20:07 lr: 0.000010 loss: 16.1101 (15.9525) loss_bbox: 0.1554 (0.1545) loss_bbox_aux_0: 0.1732 (0.1676) loss_bbox_aux_1: 0.1495 (0.1592) loss_bbox_aux_2: 0.1559 (0.1568) loss_bbox_aux_3: 0.1538 (0.1550) loss_bbox_aux_4: 0.1530 (0.1544) loss_bbox_aux_5: 0.1957 (0.2053) loss_bbox_dn_0: 0.2739 (0.2705) loss_bbox_dn_1: 0.2112 (0.2002) loss_bbox_dn_2: 0.1832 (0.1797) loss_bbox_dn_3: 0.1739 (0.1736) loss_bbox_dn_4: 0.1728 (0.1722) loss_bbox_dn_5: 0.1730 (0.1723) loss_giou: 0.4805 (0.4772) loss_giou_aux_0: 0.4802 (0.5010) loss_giou_aux_1: 0.4701 (0.4863) loss_giou_aux_2: 0.4795 (0.4816) loss_giou_aux_3: 0.4819 (0.4783) loss_giou_aux_4: 0.4740 (0.4774) loss_giou_aux_5: 0.5538 (0.5669) loss_giou_dn_0: 0.5748 (0.5844) loss_giou_dn_1: 0.4671 (0.4779) loss_giou_dn_2: 0.4352 (0.4480) loss_giou_dn_3: 0.4254 (0.4398) loss_giou_dn_4: 0.4211 (0.4378) loss_giou_dn_5: 0.4214 (0.4379) loss_vfl: 0.7099 (0.6777) loss_vfl_aux_0: 0.8210 (0.7808) loss_vfl_aux_1: 0.7853 (0.7337) loss_vfl_aux_2: 0.7414 (0.7039) loss_vfl_aux_3: 0.7028 (0.6892) loss_vfl_aux_4: 0.7126 (0.6813) loss_vfl_aux_5: 0.8063 (0.7635) loss_vfl_dn_0: 0.4448 (0.4538) loss_vfl_dn_1: 0.3905 (0.3887) loss_vfl_dn_2: 0.3742 (0.3730) loss_vfl_dn_3: 0.3686 (0.3656) loss_vfl_dn_4: 0.3641 (0.3631) loss_vfl_dn_5: 0.3649 (0.3623) time: 0.4698 data: 0.0137 max mem: 5654 Epoch: [40] [5000/7393] eta: 0:19:18 lr: 0.000010 loss: 16.0137 (15.9559) loss_bbox: 0.1543 (0.1545) loss_bbox_aux_0: 0.1712 (0.1677) loss_bbox_aux_1: 0.1524 (0.1592) loss_bbox_aux_2: 0.1535 (0.1567) loss_bbox_aux_3: 0.1594 (0.1549) loss_bbox_aux_4: 0.1543 (0.1543) loss_bbox_aux_5: 0.2137 (0.2052) loss_bbox_dn_0: 0.2882 (0.2705) loss_bbox_dn_1: 0.2225 (0.2001) loss_bbox_dn_2: 0.2019 (0.1797) loss_bbox_dn_3: 0.1923 (0.1736) loss_bbox_dn_4: 0.1913 (0.1722) loss_bbox_dn_5: 0.1917 (0.1722) loss_giou: 0.4631 (0.4774) loss_giou_aux_0: 0.4602 (0.5012) loss_giou_aux_1: 0.4687 (0.4865) loss_giou_aux_2: 0.4706 (0.4818) loss_giou_aux_3: 0.4679 (0.4784) loss_giou_aux_4: 0.4629 (0.4776) loss_giou_aux_5: 0.5318 (0.5670) loss_giou_dn_0: 0.5788 (0.5846) loss_giou_dn_1: 0.4809 (0.4781) loss_giou_dn_2: 0.4508 (0.4482) loss_giou_dn_3: 0.4434 (0.4400) loss_giou_dn_4: 0.4421 (0.4380) loss_giou_dn_5: 0.4420 (0.4381) loss_vfl: 0.7146 (0.6779) loss_vfl_aux_0: 0.8105 (0.7809) loss_vfl_aux_1: 0.7726 (0.7339) loss_vfl_aux_2: 0.7248 (0.7040) loss_vfl_aux_3: 0.7045 (0.6893) loss_vfl_aux_4: 0.7184 (0.6815) loss_vfl_aux_5: 0.7784 (0.7636) loss_vfl_dn_0: 0.4565 (0.4539) loss_vfl_dn_1: 0.3941 (0.3888) loss_vfl_dn_2: 0.3801 (0.3731) loss_vfl_dn_3: 0.3723 (0.3657) loss_vfl_dn_4: 0.3695 (0.3632) loss_vfl_dn_5: 0.3665 (0.3624) time: 0.4661 data: 0.0143 max mem: 5654 Epoch: [40] [5100/7393] eta: 0:18:29 lr: 0.000010 loss: 15.8684 (15.9580) loss_bbox: 0.1443 (0.1545) loss_bbox_aux_0: 0.1677 (0.1677) loss_bbox_aux_1: 0.1532 (0.1592) loss_bbox_aux_2: 0.1454 (0.1568) loss_bbox_aux_3: 0.1463 (0.1549) loss_bbox_aux_4: 0.1445 (0.1544) loss_bbox_aux_5: 0.2144 (0.2053) loss_bbox_dn_0: 0.2657 (0.2707) loss_bbox_dn_1: 0.1800 (0.2003) loss_bbox_dn_2: 0.1584 (0.1798) loss_bbox_dn_3: 0.1577 (0.1738) loss_bbox_dn_4: 0.1587 (0.1724) loss_bbox_dn_5: 0.1587 (0.1724) loss_giou: 0.4610 (0.4774) loss_giou_aux_0: 0.4840 (0.5012) loss_giou_aux_1: 0.4648 (0.4866) loss_giou_aux_2: 0.4540 (0.4818) loss_giou_aux_3: 0.4571 (0.4784) loss_giou_aux_4: 0.4569 (0.4775) loss_giou_aux_5: 0.5452 (0.5671) loss_giou_dn_0: 0.5827 (0.5847) loss_giou_dn_1: 0.4798 (0.4782) loss_giou_dn_2: 0.4456 (0.4483) loss_giou_dn_3: 0.4386 (0.4401) loss_giou_dn_4: 0.4366 (0.4381) loss_giou_dn_5: 0.4367 (0.4382) loss_vfl: 0.6619 (0.6778) loss_vfl_aux_0: 0.7766 (0.7810) loss_vfl_aux_1: 0.7177 (0.7338) loss_vfl_aux_2: 0.6951 (0.7040) loss_vfl_aux_3: 0.6868 (0.6894) loss_vfl_aux_4: 0.6686 (0.6815) loss_vfl_aux_5: 0.7545 (0.7635) loss_vfl_dn_0: 0.4493 (0.4539) loss_vfl_dn_1: 0.3930 (0.3888) loss_vfl_dn_2: 0.3736 (0.3731) loss_vfl_dn_3: 0.3665 (0.3657) loss_vfl_dn_4: 0.3635 (0.3632) loss_vfl_dn_5: 0.3619 (0.3624) time: 0.4723 data: 0.0135 max mem: 5654 Epoch: [40] [5200/7393] eta: 0:17:41 lr: 0.000010 loss: 15.3341 (15.9542) loss_bbox: 0.1436 (0.1544) loss_bbox_aux_0: 0.1806 (0.1677) loss_bbox_aux_1: 0.1611 (0.1592) loss_bbox_aux_2: 0.1583 (0.1568) loss_bbox_aux_3: 0.1554 (0.1549) loss_bbox_aux_4: 0.1436 (0.1543) loss_bbox_aux_5: 0.2187 (0.2053) loss_bbox_dn_0: 0.3078 (0.2707) loss_bbox_dn_1: 0.2190 (0.2003) loss_bbox_dn_2: 0.1882 (0.1798) loss_bbox_dn_3: 0.1860 (0.1737) loss_bbox_dn_4: 0.1869 (0.1723) loss_bbox_dn_5: 0.1868 (0.1723) loss_giou: 0.4078 (0.4771) loss_giou_aux_0: 0.4298 (0.5009) loss_giou_aux_1: 0.4010 (0.4863) loss_giou_aux_2: 0.4110 (0.4815) loss_giou_aux_3: 0.4128 (0.4782) loss_giou_aux_4: 0.4077 (0.4773) loss_giou_aux_5: 0.5042 (0.5668) loss_giou_dn_0: 0.5278 (0.5845) loss_giou_dn_1: 0.4267 (0.4780) loss_giou_dn_2: 0.3979 (0.4481) loss_giou_dn_3: 0.3900 (0.4399) loss_giou_dn_4: 0.3873 (0.4378) loss_giou_dn_5: 0.3872 (0.4380) loss_vfl: 0.6866 (0.6778) loss_vfl_aux_0: 0.8091 (0.7810) loss_vfl_aux_1: 0.7580 (0.7338) loss_vfl_aux_2: 0.7136 (0.7039) loss_vfl_aux_3: 0.6842 (0.6894) loss_vfl_aux_4: 0.6903 (0.6814) loss_vfl_aux_5: 0.7708 (0.7636) loss_vfl_dn_0: 0.4474 (0.4539) loss_vfl_dn_1: 0.3796 (0.3888) loss_vfl_dn_2: 0.3643 (0.3731) loss_vfl_dn_3: 0.3546 (0.3657) loss_vfl_dn_4: 0.3515 (0.3631) loss_vfl_dn_5: 0.3517 (0.3624) time: 0.4670 data: 0.0139 max mem: 5654 Epoch: [40] [5300/7393] eta: 0:16:52 lr: 0.000010 loss: 16.5143 (15.9544) loss_bbox: 0.1528 (0.1545) loss_bbox_aux_0: 0.1664 (0.1678) loss_bbox_aux_1: 0.1512 (0.1593) loss_bbox_aux_2: 0.1543 (0.1568) loss_bbox_aux_3: 0.1533 (0.1549) loss_bbox_aux_4: 0.1579 (0.1544) loss_bbox_aux_5: 0.1931 (0.2053) loss_bbox_dn_0: 0.2664 (0.2706) loss_bbox_dn_1: 0.1998 (0.2003) loss_bbox_dn_2: 0.1771 (0.1798) loss_bbox_dn_3: 0.1671 (0.1737) loss_bbox_dn_4: 0.1653 (0.1723) loss_bbox_dn_5: 0.1654 (0.1723) loss_giou: 0.4396 (0.4772) loss_giou_aux_0: 0.4834 (0.5010) loss_giou_aux_1: 0.4566 (0.4864) loss_giou_aux_2: 0.4487 (0.4816) loss_giou_aux_3: 0.4414 (0.4783) loss_giou_aux_4: 0.4396 (0.4774) loss_giou_aux_5: 0.5538 (0.5669) loss_giou_dn_0: 0.5794 (0.5845) loss_giou_dn_1: 0.4674 (0.4780) loss_giou_dn_2: 0.4324 (0.4481) loss_giou_dn_3: 0.4298 (0.4399) loss_giou_dn_4: 0.4288 (0.4379) loss_giou_dn_5: 0.4288 (0.4380) loss_vfl: 0.6728 (0.6777) loss_vfl_aux_0: 0.7747 (0.7809) loss_vfl_aux_1: 0.7292 (0.7337) loss_vfl_aux_2: 0.6723 (0.7038) loss_vfl_aux_3: 0.6961 (0.6892) loss_vfl_aux_4: 0.6765 (0.6813) loss_vfl_aux_5: 0.7506 (0.7635) loss_vfl_dn_0: 0.4543 (0.4539) loss_vfl_dn_1: 0.3877 (0.3888) loss_vfl_dn_2: 0.3694 (0.3731) loss_vfl_dn_3: 0.3604 (0.3657) loss_vfl_dn_4: 0.3598 (0.3632) loss_vfl_dn_5: 0.3599 (0.3624) time: 0.4824 data: 0.0141 max mem: 5654 Epoch: [40] [5400/7393] eta: 0:16:06 lr: 0.000010 loss: 15.8676 (15.9502) loss_bbox: 0.1647 (0.1545) loss_bbox_aux_0: 0.1797 (0.1678) loss_bbox_aux_1: 0.1715 (0.1593) loss_bbox_aux_2: 0.1724 (0.1568) loss_bbox_aux_3: 0.1688 (0.1550) loss_bbox_aux_4: 0.1675 (0.1544) loss_bbox_aux_5: 0.2107 (0.2054) loss_bbox_dn_0: 0.2607 (0.2708) loss_bbox_dn_1: 0.1918 (0.2004) loss_bbox_dn_2: 0.1795 (0.1799) loss_bbox_dn_3: 0.1751 (0.1738) loss_bbox_dn_4: 0.1757 (0.1724) loss_bbox_dn_5: 0.1758 (0.1724) loss_giou: 0.4189 (0.4768) loss_giou_aux_0: 0.4491 (0.5006) loss_giou_aux_1: 0.4403 (0.4860) loss_giou_aux_2: 0.4395 (0.4812) loss_giou_aux_3: 0.4202 (0.4779) loss_giou_aux_4: 0.4189 (0.4770) loss_giou_aux_5: 0.5218 (0.5665) loss_giou_dn_0: 0.5526 (0.5843) loss_giou_dn_1: 0.4547 (0.4777) loss_giou_dn_2: 0.4240 (0.4478) loss_giou_dn_3: 0.4163 (0.4396) loss_giou_dn_4: 0.4170 (0.4376) loss_giou_dn_5: 0.4174 (0.4377) loss_vfl: 0.6930 (0.6775) loss_vfl_aux_0: 0.8367 (0.7811) loss_vfl_aux_1: 0.7574 (0.7337) loss_vfl_aux_2: 0.7241 (0.7037) loss_vfl_aux_3: 0.7174 (0.6890) loss_vfl_aux_4: 0.6865 (0.6811) loss_vfl_aux_5: 0.7919 (0.7637) loss_vfl_dn_0: 0.4524 (0.4539) loss_vfl_dn_1: 0.3868 (0.3887) loss_vfl_dn_2: 0.3667 (0.3730) loss_vfl_dn_3: 0.3601 (0.3656) loss_vfl_dn_4: 0.3568 (0.3631) loss_vfl_dn_5: 0.3556 (0.3623) time: 0.4915 data: 0.0139 max mem: 5654 Epoch: [40] [5500/7393] eta: 0:15:17 lr: 0.000010 loss: 16.3777 (15.9498) loss_bbox: 0.1602 (0.1546) loss_bbox_aux_0: 0.1682 (0.1678) loss_bbox_aux_1: 0.1589 (0.1593) loss_bbox_aux_2: 0.1640 (0.1569) loss_bbox_aux_3: 0.1591 (0.1550) loss_bbox_aux_4: 0.1603 (0.1544) loss_bbox_aux_5: 0.2136 (0.2055) loss_bbox_dn_0: 0.2623 (0.2708) loss_bbox_dn_1: 0.1862 (0.2004) loss_bbox_dn_2: 0.1671 (0.1799) loss_bbox_dn_3: 0.1615 (0.1738) loss_bbox_dn_4: 0.1594 (0.1724) loss_bbox_dn_5: 0.1594 (0.1724) loss_giou: 0.4541 (0.4768) loss_giou_aux_0: 0.4839 (0.5005) loss_giou_aux_1: 0.4626 (0.4859) loss_giou_aux_2: 0.4649 (0.4812) loss_giou_aux_3: 0.4536 (0.4778) loss_giou_aux_4: 0.4582 (0.4769) loss_giou_aux_5: 0.5598 (0.5665) loss_giou_dn_0: 0.6194 (0.5842) loss_giou_dn_1: 0.5082 (0.4777) loss_giou_dn_2: 0.4732 (0.4478) loss_giou_dn_3: 0.4631 (0.4396) loss_giou_dn_4: 0.4611 (0.4376) loss_giou_dn_5: 0.4610 (0.4377) loss_vfl: 0.6912 (0.6774) loss_vfl_aux_0: 0.7837 (0.7813) loss_vfl_aux_1: 0.7357 (0.7338) loss_vfl_aux_2: 0.6950 (0.7036) loss_vfl_aux_3: 0.6831 (0.6889) loss_vfl_aux_4: 0.6816 (0.6810) loss_vfl_aux_5: 0.7535 (0.7637) loss_vfl_dn_0: 0.4549 (0.4539) loss_vfl_dn_1: 0.3919 (0.3887) loss_vfl_dn_2: 0.3807 (0.3730) loss_vfl_dn_3: 0.3728 (0.3656) loss_vfl_dn_4: 0.3694 (0.3631) loss_vfl_dn_5: 0.3714 (0.3623) time: 0.4742 data: 0.0140 max mem: 5654 Epoch: [40] [5600/7393] eta: 0:14:28 lr: 0.000010 loss: 14.9679 (15.9479) loss_bbox: 0.1401 (0.1546) loss_bbox_aux_0: 0.1561 (0.1678) loss_bbox_aux_1: 0.1434 (0.1593) loss_bbox_aux_2: 0.1405 (0.1568) loss_bbox_aux_3: 0.1457 (0.1550) loss_bbox_aux_4: 0.1405 (0.1545) loss_bbox_aux_5: 0.1906 (0.2055) loss_bbox_dn_0: 0.2673 (0.2709) loss_bbox_dn_1: 0.2039 (0.2005) loss_bbox_dn_2: 0.1778 (0.1799) loss_bbox_dn_3: 0.1724 (0.1738) loss_bbox_dn_4: 0.1695 (0.1724) loss_bbox_dn_5: 0.1702 (0.1724) loss_giou: 0.3998 (0.4767) loss_giou_aux_0: 0.4275 (0.5005) loss_giou_aux_1: 0.4114 (0.4859) loss_giou_aux_2: 0.4026 (0.4811) loss_giou_aux_3: 0.4032 (0.4778) loss_giou_aux_4: 0.4034 (0.4769) loss_giou_aux_5: 0.4948 (0.5665) loss_giou_dn_0: 0.5531 (0.5843) loss_giou_dn_1: 0.4382 (0.4777) loss_giou_dn_2: 0.4053 (0.4478) loss_giou_dn_3: 0.3900 (0.4396) loss_giou_dn_4: 0.3873 (0.4375) loss_giou_dn_5: 0.3874 (0.4377) loss_vfl: 0.6458 (0.6771) loss_vfl_aux_0: 0.7523 (0.7810) loss_vfl_aux_1: 0.7081 (0.7336) loss_vfl_aux_2: 0.6641 (0.7035) loss_vfl_aux_3: 0.6643 (0.6887) loss_vfl_aux_4: 0.6476 (0.6808) loss_vfl_aux_5: 0.7536 (0.7634) loss_vfl_dn_0: 0.4482 (0.4539) loss_vfl_dn_1: 0.3817 (0.3886) loss_vfl_dn_2: 0.3656 (0.3730) loss_vfl_dn_3: 0.3620 (0.3656) loss_vfl_dn_4: 0.3604 (0.3630) loss_vfl_dn_5: 0.3598 (0.3622) time: 0.4801 data: 0.0138 max mem: 5654 Epoch: [40] [5700/7393] eta: 0:13:41 lr: 0.000010 loss: 16.1962 (15.9499) loss_bbox: 0.1652 (0.1546) loss_bbox_aux_0: 0.1791 (0.1678) loss_bbox_aux_1: 0.1782 (0.1594) loss_bbox_aux_2: 0.1693 (0.1569) loss_bbox_aux_3: 0.1665 (0.1550) loss_bbox_aux_4: 0.1656 (0.1545) loss_bbox_aux_5: 0.2291 (0.2055) loss_bbox_dn_0: 0.2915 (0.2709) loss_bbox_dn_1: 0.2112 (0.2005) loss_bbox_dn_2: 0.1877 (0.1799) loss_bbox_dn_3: 0.1804 (0.1739) loss_bbox_dn_4: 0.1808 (0.1725) loss_bbox_dn_5: 0.1810 (0.1725) loss_giou: 0.4677 (0.4769) loss_giou_aux_0: 0.4880 (0.5007) loss_giou_aux_1: 0.4848 (0.4861) loss_giou_aux_2: 0.4776 (0.4813) loss_giou_aux_3: 0.4645 (0.4780) loss_giou_aux_4: 0.4636 (0.4770) loss_giou_aux_5: 0.5672 (0.5666) loss_giou_dn_0: 0.5801 (0.5843) loss_giou_dn_1: 0.4730 (0.4778) loss_giou_dn_2: 0.4420 (0.4478) loss_giou_dn_3: 0.4333 (0.4396) loss_giou_dn_4: 0.4317 (0.4376) loss_giou_dn_5: 0.4318 (0.4377) loss_vfl: 0.6582 (0.6772) loss_vfl_aux_0: 0.7672 (0.7810) loss_vfl_aux_1: 0.7328 (0.7336) loss_vfl_aux_2: 0.6994 (0.7035) loss_vfl_aux_3: 0.6788 (0.6887) loss_vfl_aux_4: 0.6654 (0.6808) loss_vfl_aux_5: 0.7832 (0.7635) loss_vfl_dn_0: 0.4524 (0.4539) loss_vfl_dn_1: 0.3878 (0.3887) loss_vfl_dn_2: 0.3702 (0.3730) loss_vfl_dn_3: 0.3656 (0.3656) loss_vfl_dn_4: 0.3617 (0.3631) loss_vfl_dn_5: 0.3612 (0.3623) time: 0.4800 data: 0.0146 max mem: 5654 Epoch: [40] [5800/7393] eta: 0:12:52 lr: 0.000010 loss: 15.9612 (15.9574) loss_bbox: 0.1376 (0.1547) loss_bbox_aux_0: 0.1557 (0.1679) loss_bbox_aux_1: 0.1421 (0.1594) loss_bbox_aux_2: 0.1391 (0.1570) loss_bbox_aux_3: 0.1371 (0.1551) loss_bbox_aux_4: 0.1375 (0.1546) loss_bbox_aux_5: 0.1995 (0.2056) loss_bbox_dn_0: 0.2552 (0.2710) loss_bbox_dn_1: 0.1800 (0.2006) loss_bbox_dn_2: 0.1649 (0.1800) loss_bbox_dn_3: 0.1599 (0.1740) loss_bbox_dn_4: 0.1607 (0.1726) loss_bbox_dn_5: 0.1607 (0.1726) loss_giou: 0.4506 (0.4773) loss_giou_aux_0: 0.4832 (0.5011) loss_giou_aux_1: 0.4649 (0.4865) loss_giou_aux_2: 0.4667 (0.4817) loss_giou_aux_3: 0.4523 (0.4784) loss_giou_aux_4: 0.4530 (0.4775) loss_giou_aux_5: 0.5704 (0.5671) loss_giou_dn_0: 0.5975 (0.5846) loss_giou_dn_1: 0.4881 (0.4781) loss_giou_dn_2: 0.4571 (0.4481) loss_giou_dn_3: 0.4450 (0.4399) loss_giou_dn_4: 0.4408 (0.4378) loss_giou_dn_5: 0.4408 (0.4380) loss_vfl: 0.6787 (0.6774) loss_vfl_aux_0: 0.7859 (0.7812) loss_vfl_aux_1: 0.7350 (0.7338) loss_vfl_aux_2: 0.7010 (0.7036) loss_vfl_aux_3: 0.6944 (0.6889) loss_vfl_aux_4: 0.6863 (0.6810) loss_vfl_aux_5: 0.7450 (0.7636) loss_vfl_dn_0: 0.4553 (0.4540) loss_vfl_dn_1: 0.3935 (0.3887) loss_vfl_dn_2: 0.3776 (0.3731) loss_vfl_dn_3: 0.3684 (0.3657) loss_vfl_dn_4: 0.3657 (0.3632) loss_vfl_dn_5: 0.3664 (0.3624) time: 0.4755 data: 0.0141 max mem: 5654 Epoch: [40] [5900/7393] eta: 0:12:04 lr: 0.000010 loss: 16.2986 (15.9573) loss_bbox: 0.1500 (0.1546) loss_bbox_aux_0: 0.1619 (0.1677) loss_bbox_aux_1: 0.1555 (0.1593) loss_bbox_aux_2: 0.1526 (0.1569) loss_bbox_aux_3: 0.1510 (0.1550) loss_bbox_aux_4: 0.1504 (0.1545) loss_bbox_aux_5: 0.1859 (0.2055) loss_bbox_dn_0: 0.2836 (0.2709) loss_bbox_dn_1: 0.2024 (0.2005) loss_bbox_dn_2: 0.1858 (0.1800) loss_bbox_dn_3: 0.1804 (0.1739) loss_bbox_dn_4: 0.1775 (0.1725) loss_bbox_dn_5: 0.1775 (0.1725) loss_giou: 0.4212 (0.4773) loss_giou_aux_0: 0.4435 (0.5011) loss_giou_aux_1: 0.4281 (0.4864) loss_giou_aux_2: 0.4225 (0.4817) loss_giou_aux_3: 0.4254 (0.4784) loss_giou_aux_4: 0.4300 (0.4774) loss_giou_aux_5: 0.5244 (0.5671) loss_giou_dn_0: 0.6025 (0.5846) loss_giou_dn_1: 0.4916 (0.4781) loss_giou_dn_2: 0.4479 (0.4481) loss_giou_dn_3: 0.4368 (0.4398) loss_giou_dn_4: 0.4357 (0.4378) loss_giou_dn_5: 0.4354 (0.4380) loss_vfl: 0.6822 (0.6775) loss_vfl_aux_0: 0.7816 (0.7815) loss_vfl_aux_1: 0.7387 (0.7340) loss_vfl_aux_2: 0.7102 (0.7037) loss_vfl_aux_3: 0.7107 (0.6890) loss_vfl_aux_4: 0.6955 (0.6811) loss_vfl_aux_5: 0.7602 (0.7637) loss_vfl_dn_0: 0.4504 (0.4540) loss_vfl_dn_1: 0.3948 (0.3887) loss_vfl_dn_2: 0.3785 (0.3731) loss_vfl_dn_3: 0.3708 (0.3657) loss_vfl_dn_4: 0.3684 (0.3632) loss_vfl_dn_5: 0.3663 (0.3624) time: 0.4806 data: 0.0134 max mem: 5654 Epoch: [40] [6000/7393] eta: 0:11:15 lr: 0.000010 loss: 15.7453 (15.9575) loss_bbox: 0.1532 (0.1546) loss_bbox_aux_0: 0.1564 (0.1677) loss_bbox_aux_1: 0.1531 (0.1593) loss_bbox_aux_2: 0.1443 (0.1569) loss_bbox_aux_3: 0.1543 (0.1550) loss_bbox_aux_4: 0.1522 (0.1545) loss_bbox_aux_5: 0.2014 (0.2054) loss_bbox_dn_0: 0.2697 (0.2707) loss_bbox_dn_1: 0.1972 (0.2003) loss_bbox_dn_2: 0.1801 (0.1798) loss_bbox_dn_3: 0.1686 (0.1737) loss_bbox_dn_4: 0.1636 (0.1723) loss_bbox_dn_5: 0.1637 (0.1723) loss_giou: 0.4608 (0.4776) loss_giou_aux_0: 0.4779 (0.5013) loss_giou_aux_1: 0.4733 (0.4867) loss_giou_aux_2: 0.4569 (0.4820) loss_giou_aux_3: 0.4581 (0.4786) loss_giou_aux_4: 0.4515 (0.4777) loss_giou_aux_5: 0.5539 (0.5674) loss_giou_dn_0: 0.5724 (0.5847) loss_giou_dn_1: 0.4638 (0.4782) loss_giou_dn_2: 0.4294 (0.4482) loss_giou_dn_3: 0.4169 (0.4400) loss_giou_dn_4: 0.4146 (0.4379) loss_giou_dn_5: 0.4150 (0.4381) loss_vfl: 0.6565 (0.6774) loss_vfl_aux_0: 0.7645 (0.7813) loss_vfl_aux_1: 0.7201 (0.7339) loss_vfl_aux_2: 0.6629 (0.7035) loss_vfl_aux_3: 0.6566 (0.6889) loss_vfl_aux_4: 0.6644 (0.6810) loss_vfl_aux_5: 0.7412 (0.7636) loss_vfl_dn_0: 0.4479 (0.4540) loss_vfl_dn_1: 0.3902 (0.3888) loss_vfl_dn_2: 0.3731 (0.3731) loss_vfl_dn_3: 0.3691 (0.3658) loss_vfl_dn_4: 0.3696 (0.3632) loss_vfl_dn_5: 0.3684 (0.3624) time: 0.4753 data: 0.0143 max mem: 5654 Epoch: [40] [6100/7393] eta: 0:10:28 lr: 0.000010 loss: 15.4700 (15.9584) loss_bbox: 0.1371 (0.1546) loss_bbox_aux_0: 0.1580 (0.1678) loss_bbox_aux_1: 0.1394 (0.1594) loss_bbox_aux_2: 0.1424 (0.1569) loss_bbox_aux_3: 0.1403 (0.1551) loss_bbox_aux_4: 0.1372 (0.1545) loss_bbox_aux_5: 0.1926 (0.2055) loss_bbox_dn_0: 0.2468 (0.2708) loss_bbox_dn_1: 0.1824 (0.2004) loss_bbox_dn_2: 0.1593 (0.1798) loss_bbox_dn_3: 0.1528 (0.1737) loss_bbox_dn_4: 0.1527 (0.1724) loss_bbox_dn_5: 0.1527 (0.1724) loss_giou: 0.4871 (0.4776) loss_giou_aux_0: 0.5133 (0.5014) loss_giou_aux_1: 0.4892 (0.4867) loss_giou_aux_2: 0.4874 (0.4820) loss_giou_aux_3: 0.4802 (0.4786) loss_giou_aux_4: 0.4869 (0.4777) loss_giou_aux_5: 0.5574 (0.5674) loss_giou_dn_0: 0.5854 (0.5847) loss_giou_dn_1: 0.4757 (0.4782) loss_giou_dn_2: 0.4558 (0.4481) loss_giou_dn_3: 0.4461 (0.4399) loss_giou_dn_4: 0.4475 (0.4379) loss_giou_dn_5: 0.4476 (0.4380) loss_vfl: 0.6390 (0.6774) loss_vfl_aux_0: 0.7370 (0.7813) loss_vfl_aux_1: 0.7045 (0.7339) loss_vfl_aux_2: 0.6749 (0.7035) loss_vfl_aux_3: 0.6515 (0.6889) loss_vfl_aux_4: 0.6388 (0.6810) loss_vfl_aux_5: 0.7396 (0.7637) loss_vfl_dn_0: 0.4520 (0.4540) loss_vfl_dn_1: 0.3808 (0.3888) loss_vfl_dn_2: 0.3697 (0.3731) loss_vfl_dn_3: 0.3635 (0.3657) loss_vfl_dn_4: 0.3588 (0.3632) loss_vfl_dn_5: 0.3583 (0.3624) time: 0.4893 data: 0.0153 max mem: 5654 Epoch: [40] [6200/7393] eta: 0:09:39 lr: 0.000010 loss: 16.3878 (15.9606) loss_bbox: 0.1532 (0.1547) loss_bbox_aux_0: 0.1687 (0.1678) loss_bbox_aux_1: 0.1629 (0.1594) loss_bbox_aux_2: 0.1605 (0.1570) loss_bbox_aux_3: 0.1567 (0.1551) loss_bbox_aux_4: 0.1546 (0.1545) loss_bbox_aux_5: 0.1963 (0.2056) loss_bbox_dn_0: 0.2741 (0.2710) loss_bbox_dn_1: 0.1920 (0.2005) loss_bbox_dn_2: 0.1775 (0.1799) loss_bbox_dn_3: 0.1765 (0.1738) loss_bbox_dn_4: 0.1772 (0.1724) loss_bbox_dn_5: 0.1773 (0.1724) loss_giou: 0.5040 (0.4778) loss_giou_aux_0: 0.5379 (0.5015) loss_giou_aux_1: 0.5163 (0.4869) loss_giou_aux_2: 0.5110 (0.4822) loss_giou_aux_3: 0.5019 (0.4788) loss_giou_aux_4: 0.4998 (0.4779) loss_giou_aux_5: 0.5941 (0.5675) loss_giou_dn_0: 0.5969 (0.5848) loss_giou_dn_1: 0.4865 (0.4782) loss_giou_dn_2: 0.4578 (0.4482) loss_giou_dn_3: 0.4561 (0.4399) loss_giou_dn_4: 0.4597 (0.4379) loss_giou_dn_5: 0.4602 (0.4381) loss_vfl: 0.6645 (0.6774) loss_vfl_aux_0: 0.7760 (0.7814) loss_vfl_aux_1: 0.7253 (0.7338) loss_vfl_aux_2: 0.6898 (0.7035) loss_vfl_aux_3: 0.6720 (0.6888) loss_vfl_aux_4: 0.6755 (0.6810) loss_vfl_aux_5: 0.7606 (0.7637) loss_vfl_dn_0: 0.4464 (0.4540) loss_vfl_dn_1: 0.3883 (0.3888) loss_vfl_dn_2: 0.3733 (0.3731) loss_vfl_dn_3: 0.3672 (0.3657) loss_vfl_dn_4: 0.3660 (0.3632) loss_vfl_dn_5: 0.3659 (0.3624) time: 0.4773 data: 0.0142 max mem: 5654 Epoch: [40] [6300/7393] eta: 0:08:50 lr: 0.000010 loss: 16.0361 (15.9618) loss_bbox: 0.1550 (0.1547) loss_bbox_aux_0: 0.1617 (0.1679) loss_bbox_aux_1: 0.1583 (0.1595) loss_bbox_aux_2: 0.1528 (0.1570) loss_bbox_aux_3: 0.1579 (0.1552) loss_bbox_aux_4: 0.1497 (0.1546) loss_bbox_aux_5: 0.1987 (0.2056) loss_bbox_dn_0: 0.2809 (0.2710) loss_bbox_dn_1: 0.2156 (0.2006) loss_bbox_dn_2: 0.2043 (0.1800) loss_bbox_dn_3: 0.1923 (0.1739) loss_bbox_dn_4: 0.1885 (0.1725) loss_bbox_dn_5: 0.1883 (0.1725) loss_giou: 0.4612 (0.4779) loss_giou_aux_0: 0.4678 (0.5016) loss_giou_aux_1: 0.4634 (0.4870) loss_giou_aux_2: 0.4693 (0.4823) loss_giou_aux_3: 0.4581 (0.4789) loss_giou_aux_4: 0.4611 (0.4780) loss_giou_aux_5: 0.5506 (0.5676) loss_giou_dn_0: 0.5787 (0.5848) loss_giou_dn_1: 0.4548 (0.4782) loss_giou_dn_2: 0.4271 (0.4482) loss_giou_dn_3: 0.4205 (0.4400) loss_giou_dn_4: 0.4190 (0.4379) loss_giou_dn_5: 0.4193 (0.4381) loss_vfl: 0.6705 (0.6773) loss_vfl_aux_0: 0.7779 (0.7814) loss_vfl_aux_1: 0.7091 (0.7336) loss_vfl_aux_2: 0.7069 (0.7034) loss_vfl_aux_3: 0.6907 (0.6888) loss_vfl_aux_4: 0.6715 (0.6809) loss_vfl_aux_5: 0.7600 (0.7637) loss_vfl_dn_0: 0.4552 (0.4540) loss_vfl_dn_1: 0.3949 (0.3888) loss_vfl_dn_2: 0.3790 (0.3731) loss_vfl_dn_3: 0.3717 (0.3657) loss_vfl_dn_4: 0.3696 (0.3632) loss_vfl_dn_5: 0.3687 (0.3624) time: 0.4677 data: 0.0142 max mem: 5654 Epoch: [40] [6400/7393] eta: 0:08:02 lr: 0.000010 loss: 15.4710 (15.9620) loss_bbox: 0.1472 (0.1547) loss_bbox_aux_0: 0.1512 (0.1679) loss_bbox_aux_1: 0.1433 (0.1595) loss_bbox_aux_2: 0.1486 (0.1571) loss_bbox_aux_3: 0.1473 (0.1552) loss_bbox_aux_4: 0.1485 (0.1546) loss_bbox_aux_5: 0.1888 (0.2056) loss_bbox_dn_0: 0.2314 (0.2711) loss_bbox_dn_1: 0.1706 (0.2006) loss_bbox_dn_2: 0.1566 (0.1800) loss_bbox_dn_3: 0.1522 (0.1739) loss_bbox_dn_4: 0.1479 (0.1725) loss_bbox_dn_5: 0.1479 (0.1725) loss_giou: 0.4777 (0.4777) loss_giou_aux_0: 0.5080 (0.5014) loss_giou_aux_1: 0.4891 (0.4869) loss_giou_aux_2: 0.4968 (0.4821) loss_giou_aux_3: 0.4811 (0.4788) loss_giou_aux_4: 0.4803 (0.4778) loss_giou_aux_5: 0.5755 (0.5674) loss_giou_dn_0: 0.5820 (0.5847) loss_giou_dn_1: 0.4740 (0.4782) loss_giou_dn_2: 0.4420 (0.4481) loss_giou_dn_3: 0.4357 (0.4399) loss_giou_dn_4: 0.4318 (0.4379) loss_giou_dn_5: 0.4321 (0.4380) loss_vfl: 0.6343 (0.6774) loss_vfl_aux_0: 0.7416 (0.7818) loss_vfl_aux_1: 0.6876 (0.7338) loss_vfl_aux_2: 0.6525 (0.7036) loss_vfl_aux_3: 0.6424 (0.6890) loss_vfl_aux_4: 0.6441 (0.6810) loss_vfl_aux_5: 0.6910 (0.7640) loss_vfl_dn_0: 0.4462 (0.4540) loss_vfl_dn_1: 0.3845 (0.3888) loss_vfl_dn_2: 0.3674 (0.3732) loss_vfl_dn_3: 0.3603 (0.3658) loss_vfl_dn_4: 0.3567 (0.3632) loss_vfl_dn_5: 0.3560 (0.3624) time: 0.4714 data: 0.0144 max mem: 5654 Epoch: [40] [6500/7393] eta: 0:07:13 lr: 0.000010 loss: 16.1049 (15.9627) loss_bbox: 0.1573 (0.1547) loss_bbox_aux_0: 0.1743 (0.1678) loss_bbox_aux_1: 0.1674 (0.1595) loss_bbox_aux_2: 0.1616 (0.1570) loss_bbox_aux_3: 0.1565 (0.1552) loss_bbox_aux_4: 0.1573 (0.1546) loss_bbox_aux_5: 0.2103 (0.2056) loss_bbox_dn_0: 0.2789 (0.2710) loss_bbox_dn_1: 0.2152 (0.2005) loss_bbox_dn_2: 0.1913 (0.1799) loss_bbox_dn_3: 0.1809 (0.1738) loss_bbox_dn_4: 0.1790 (0.1724) loss_bbox_dn_5: 0.1790 (0.1724) loss_giou: 0.4665 (0.4778) loss_giou_aux_0: 0.5087 (0.5016) loss_giou_aux_1: 0.5064 (0.4870) loss_giou_aux_2: 0.4683 (0.4822) loss_giou_aux_3: 0.4637 (0.4789) loss_giou_aux_4: 0.4633 (0.4779) loss_giou_aux_5: 0.5645 (0.5675) loss_giou_dn_0: 0.5854 (0.5848) loss_giou_dn_1: 0.4858 (0.4782) loss_giou_dn_2: 0.4524 (0.4482) loss_giou_dn_3: 0.4485 (0.4400) loss_giou_dn_4: 0.4488 (0.4380) loss_giou_dn_5: 0.4490 (0.4381) loss_vfl: 0.6572 (0.6775) loss_vfl_aux_0: 0.7630 (0.7817) loss_vfl_aux_1: 0.7209 (0.7338) loss_vfl_aux_2: 0.6853 (0.7036) loss_vfl_aux_3: 0.6745 (0.6890) loss_vfl_aux_4: 0.6582 (0.6810) loss_vfl_aux_5: 0.7631 (0.7640) loss_vfl_dn_0: 0.4585 (0.4540) loss_vfl_dn_1: 0.3883 (0.3888) loss_vfl_dn_2: 0.3755 (0.3732) loss_vfl_dn_3: 0.3659 (0.3658) loss_vfl_dn_4: 0.3646 (0.3632) loss_vfl_dn_5: 0.3631 (0.3625) time: 0.4825 data: 0.0141 max mem: 5654 Epoch: [40] [6600/7393] eta: 0:06:24 lr: 0.000010 loss: 16.0227 (15.9616) loss_bbox: 0.1573 (0.1548) loss_bbox_aux_0: 0.1672 (0.1679) loss_bbox_aux_1: 0.1504 (0.1595) loss_bbox_aux_2: 0.1484 (0.1570) loss_bbox_aux_3: 0.1531 (0.1552) loss_bbox_aux_4: 0.1544 (0.1546) loss_bbox_aux_5: 0.1997 (0.2056) loss_bbox_dn_0: 0.2829 (0.2710) loss_bbox_dn_1: 0.1929 (0.2005) loss_bbox_dn_2: 0.1718 (0.1799) loss_bbox_dn_3: 0.1665 (0.1738) loss_bbox_dn_4: 0.1654 (0.1724) loss_bbox_dn_5: 0.1658 (0.1724) loss_giou: 0.4650 (0.4777) loss_giou_aux_0: 0.5116 (0.5015) loss_giou_aux_1: 0.4898 (0.4869) loss_giou_aux_2: 0.4680 (0.4821) loss_giou_aux_3: 0.4667 (0.4787) loss_giou_aux_4: 0.4601 (0.4778) loss_giou_aux_5: 0.5579 (0.5674) loss_giou_dn_0: 0.5807 (0.5848) loss_giou_dn_1: 0.4655 (0.4782) loss_giou_dn_2: 0.4323 (0.4482) loss_giou_dn_3: 0.4230 (0.4400) loss_giou_dn_4: 0.4213 (0.4379) loss_giou_dn_5: 0.4213 (0.4381) loss_vfl: 0.6436 (0.6774) loss_vfl_aux_0: 0.7765 (0.7816) loss_vfl_aux_1: 0.7012 (0.7337) loss_vfl_aux_2: 0.6811 (0.7035) loss_vfl_aux_3: 0.6672 (0.6889) loss_vfl_aux_4: 0.6566 (0.6810) loss_vfl_aux_5: 0.7720 (0.7638) loss_vfl_dn_0: 0.4454 (0.4540) loss_vfl_dn_1: 0.3820 (0.3888) loss_vfl_dn_2: 0.3646 (0.3732) loss_vfl_dn_3: 0.3575 (0.3658) loss_vfl_dn_4: 0.3542 (0.3632) loss_vfl_dn_5: 0.3538 (0.3624) time: 0.4766 data: 0.0146 max mem: 5654 Epoch: [40] [6700/7393] eta: 0:05:36 lr: 0.000010 loss: 15.6597 (15.9636) loss_bbox: 0.1344 (0.1548) loss_bbox_aux_0: 0.1516 (0.1680) loss_bbox_aux_1: 0.1371 (0.1595) loss_bbox_aux_2: 0.1390 (0.1571) loss_bbox_aux_3: 0.1322 (0.1552) loss_bbox_aux_4: 0.1338 (0.1547) loss_bbox_aux_5: 0.1780 (0.2057) loss_bbox_dn_0: 0.2390 (0.2711) loss_bbox_dn_1: 0.1654 (0.2006) loss_bbox_dn_2: 0.1505 (0.1800) loss_bbox_dn_3: 0.1453 (0.1739) loss_bbox_dn_4: 0.1431 (0.1725) loss_bbox_dn_5: 0.1432 (0.1725) loss_giou: 0.4857 (0.4776) loss_giou_aux_0: 0.5106 (0.5015) loss_giou_aux_1: 0.5023 (0.4869) loss_giou_aux_2: 0.4794 (0.4820) loss_giou_aux_3: 0.4753 (0.4787) loss_giou_aux_4: 0.4841 (0.4778) loss_giou_aux_5: 0.5709 (0.5674) loss_giou_dn_0: 0.5836 (0.5848) loss_giou_dn_1: 0.4777 (0.4782) loss_giou_dn_2: 0.4449 (0.4482) loss_giou_dn_3: 0.4366 (0.4399) loss_giou_dn_4: 0.4341 (0.4379) loss_giou_dn_5: 0.4341 (0.4381) loss_vfl: 0.6653 (0.6777) loss_vfl_aux_0: 0.7471 (0.7816) loss_vfl_aux_1: 0.7050 (0.7339) loss_vfl_aux_2: 0.6917 (0.7038) loss_vfl_aux_3: 0.6821 (0.6892) loss_vfl_aux_4: 0.6677 (0.6812) loss_vfl_aux_5: 0.7384 (0.7639) loss_vfl_dn_0: 0.4502 (0.4541) loss_vfl_dn_1: 0.3873 (0.3888) loss_vfl_dn_2: 0.3725 (0.3732) loss_vfl_dn_3: 0.3655 (0.3658) loss_vfl_dn_4: 0.3627 (0.3632) loss_vfl_dn_5: 0.3607 (0.3625) time: 0.7485 data: 0.0138 max mem: 5654 Epoch: [40] [6800/7393] eta: 0:04:48 lr: 0.000010 loss: 15.3723 (15.9627) loss_bbox: 0.1487 (0.1549) loss_bbox_aux_0: 0.1618 (0.1680) loss_bbox_aux_1: 0.1518 (0.1596) loss_bbox_aux_2: 0.1538 (0.1572) loss_bbox_aux_3: 0.1479 (0.1553) loss_bbox_aux_4: 0.1498 (0.1547) loss_bbox_aux_5: 0.2155 (0.2058) loss_bbox_dn_0: 0.2743 (0.2714) loss_bbox_dn_1: 0.2021 (0.2009) loss_bbox_dn_2: 0.1768 (0.1802) loss_bbox_dn_3: 0.1731 (0.1741) loss_bbox_dn_4: 0.1705 (0.1727) loss_bbox_dn_5: 0.1706 (0.1728) loss_giou: 0.4181 (0.4773) loss_giou_aux_0: 0.4339 (0.5012) loss_giou_aux_1: 0.4216 (0.4866) loss_giou_aux_2: 0.4278 (0.4817) loss_giou_aux_3: 0.4188 (0.4784) loss_giou_aux_4: 0.4180 (0.4774) loss_giou_aux_5: 0.5142 (0.5670) loss_giou_dn_0: 0.5611 (0.5847) loss_giou_dn_1: 0.4566 (0.4781) loss_giou_dn_2: 0.4341 (0.4481) loss_giou_dn_3: 0.4273 (0.4398) loss_giou_dn_4: 0.4240 (0.4378) loss_giou_dn_5: 0.4243 (0.4380) loss_vfl: 0.6866 (0.6777) loss_vfl_aux_0: 0.7671 (0.7816) loss_vfl_aux_1: 0.7274 (0.7339) loss_vfl_aux_2: 0.7017 (0.7038) loss_vfl_aux_3: 0.6773 (0.6892) loss_vfl_aux_4: 0.6856 (0.6813) loss_vfl_aux_5: 0.7567 (0.7639) loss_vfl_dn_0: 0.4520 (0.4541) loss_vfl_dn_1: 0.3850 (0.3889) loss_vfl_dn_2: 0.3685 (0.3732) loss_vfl_dn_3: 0.3623 (0.3658) loss_vfl_dn_4: 0.3618 (0.3632) loss_vfl_dn_5: 0.3584 (0.3624) time: 0.4918 data: 0.0138 max mem: 5654 Epoch: [40] [6900/7393] eta: 0:03:59 lr: 0.000010 loss: 15.4478 (15.9603) loss_bbox: 0.1297 (0.1548) loss_bbox_aux_0: 0.1505 (0.1680) loss_bbox_aux_1: 0.1425 (0.1595) loss_bbox_aux_2: 0.1398 (0.1571) loss_bbox_aux_3: 0.1318 (0.1552) loss_bbox_aux_4: 0.1306 (0.1547) loss_bbox_aux_5: 0.1691 (0.2058) loss_bbox_dn_0: 0.2226 (0.2714) loss_bbox_dn_1: 0.1656 (0.2008) loss_bbox_dn_2: 0.1576 (0.1802) loss_bbox_dn_3: 0.1503 (0.1741) loss_bbox_dn_4: 0.1480 (0.1727) loss_bbox_dn_5: 0.1479 (0.1727) loss_giou: 0.4889 (0.4773) loss_giou_aux_0: 0.5092 (0.5011) loss_giou_aux_1: 0.4845 (0.4864) loss_giou_aux_2: 0.4983 (0.4817) loss_giou_aux_3: 0.4892 (0.4783) loss_giou_aux_4: 0.4890 (0.4774) loss_giou_aux_5: 0.5673 (0.5670) loss_giou_dn_0: 0.5879 (0.5846) loss_giou_dn_1: 0.4679 (0.4780) loss_giou_dn_2: 0.4386 (0.4480) loss_giou_dn_3: 0.4341 (0.4397) loss_giou_dn_4: 0.4298 (0.4377) loss_giou_dn_5: 0.4302 (0.4379) loss_vfl: 0.6470 (0.6776) loss_vfl_aux_0: 0.7447 (0.7815) loss_vfl_aux_1: 0.7156 (0.7339) loss_vfl_aux_2: 0.6761 (0.7037) loss_vfl_aux_3: 0.6610 (0.6891) loss_vfl_aux_4: 0.6515 (0.6811) loss_vfl_aux_5: 0.7458 (0.7640) loss_vfl_dn_0: 0.4430 (0.4540) loss_vfl_dn_1: 0.3813 (0.3888) loss_vfl_dn_2: 0.3686 (0.3731) loss_vfl_dn_3: 0.3607 (0.3657) loss_vfl_dn_4: 0.3572 (0.3631) loss_vfl_dn_5: 0.3555 (0.3624) time: 0.4901 data: 0.0142 max mem: 5654 Epoch: [40] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.4305 (15.9562) loss_bbox: 0.1325 (0.1548) loss_bbox_aux_0: 0.1492 (0.1680) loss_bbox_aux_1: 0.1340 (0.1595) loss_bbox_aux_2: 0.1322 (0.1571) loss_bbox_aux_3: 0.1314 (0.1552) loss_bbox_aux_4: 0.1312 (0.1547) loss_bbox_aux_5: 0.1821 (0.2058) loss_bbox_dn_0: 0.2566 (0.2715) loss_bbox_dn_1: 0.1901 (0.2009) loss_bbox_dn_2: 0.1678 (0.1803) loss_bbox_dn_3: 0.1593 (0.1741) loss_bbox_dn_4: 0.1587 (0.1728) loss_bbox_dn_5: 0.1588 (0.1728) loss_giou: 0.4420 (0.4770) loss_giou_aux_0: 0.4641 (0.5008) loss_giou_aux_1: 0.4530 (0.4861) loss_giou_aux_2: 0.4504 (0.4813) loss_giou_aux_3: 0.4483 (0.4780) loss_giou_aux_4: 0.4406 (0.4771) loss_giou_aux_5: 0.5398 (0.5666) loss_giou_dn_0: 0.5379 (0.5844) loss_giou_dn_1: 0.4304 (0.4778) loss_giou_dn_2: 0.4095 (0.4477) loss_giou_dn_3: 0.3999 (0.4395) loss_giou_dn_4: 0.3982 (0.4375) loss_giou_dn_5: 0.3980 (0.4376) loss_vfl: 0.6455 (0.6775) loss_vfl_aux_0: 0.7446 (0.7815) loss_vfl_aux_1: 0.7095 (0.7339) loss_vfl_aux_2: 0.6665 (0.7037) loss_vfl_aux_3: 0.6631 (0.6890) loss_vfl_aux_4: 0.6466 (0.6810) loss_vfl_aux_5: 0.7401 (0.7640) loss_vfl_dn_0: 0.4539 (0.4540) loss_vfl_dn_1: 0.3821 (0.3888) loss_vfl_dn_2: 0.3667 (0.3731) loss_vfl_dn_3: 0.3610 (0.3656) loss_vfl_dn_4: 0.3610 (0.3631) loss_vfl_dn_5: 0.3606 (0.3623) time: 0.4869 data: 0.0136 max mem: 5654 Epoch: [40] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 15.8654 (15.9566) loss_bbox: 0.1520 (0.1547) loss_bbox_aux_0: 0.1678 (0.1680) loss_bbox_aux_1: 0.1545 (0.1594) loss_bbox_aux_2: 0.1515 (0.1571) loss_bbox_aux_3: 0.1543 (0.1552) loss_bbox_aux_4: 0.1531 (0.1546) loss_bbox_aux_5: 0.1958 (0.2058) loss_bbox_dn_0: 0.2543 (0.2715) loss_bbox_dn_1: 0.1948 (0.2009) loss_bbox_dn_2: 0.1748 (0.1803) loss_bbox_dn_3: 0.1640 (0.1741) loss_bbox_dn_4: 0.1616 (0.1728) loss_bbox_dn_5: 0.1617 (0.1728) loss_giou: 0.4480 (0.4769) loss_giou_aux_0: 0.4853 (0.5008) loss_giou_aux_1: 0.4582 (0.4861) loss_giou_aux_2: 0.4504 (0.4813) loss_giou_aux_3: 0.4527 (0.4780) loss_giou_aux_4: 0.4444 (0.4771) loss_giou_aux_5: 0.5545 (0.5666) loss_giou_dn_0: 0.5667 (0.5844) loss_giou_dn_1: 0.4456 (0.4778) loss_giou_dn_2: 0.4269 (0.4478) loss_giou_dn_3: 0.4171 (0.4395) loss_giou_dn_4: 0.4166 (0.4375) loss_giou_dn_5: 0.4165 (0.4377) loss_vfl: 0.6751 (0.6776) loss_vfl_aux_0: 0.7905 (0.7815) loss_vfl_aux_1: 0.7574 (0.7340) loss_vfl_aux_2: 0.7187 (0.7038) loss_vfl_aux_3: 0.6950 (0.6891) loss_vfl_aux_4: 0.6732 (0.6811) loss_vfl_aux_5: 0.7616 (0.7640) loss_vfl_dn_0: 0.4549 (0.4540) loss_vfl_dn_1: 0.3978 (0.3888) loss_vfl_dn_2: 0.3779 (0.3731) loss_vfl_dn_3: 0.3654 (0.3657) loss_vfl_dn_4: 0.3612 (0.3631) loss_vfl_dn_5: 0.3615 (0.3623) time: 0.4930 data: 0.0143 max mem: 5654 Epoch: [40] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 16.0267 (15.9568) loss_bbox: 0.1502 (0.1547) loss_bbox_aux_0: 0.1586 (0.1679) loss_bbox_aux_1: 0.1564 (0.1594) loss_bbox_aux_2: 0.1559 (0.1571) loss_bbox_aux_3: 0.1550 (0.1552) loss_bbox_aux_4: 0.1515 (0.1547) loss_bbox_aux_5: 0.1940 (0.2058) loss_bbox_dn_0: 0.2697 (0.2714) loss_bbox_dn_1: 0.2024 (0.2009) loss_bbox_dn_2: 0.1784 (0.1803) loss_bbox_dn_3: 0.1730 (0.1742) loss_bbox_dn_4: 0.1730 (0.1728) loss_bbox_dn_5: 0.1730 (0.1728) loss_giou: 0.4497 (0.4768) loss_giou_aux_0: 0.4714 (0.5006) loss_giou_aux_1: 0.4563 (0.4860) loss_giou_aux_2: 0.4531 (0.4811) loss_giou_aux_3: 0.4479 (0.4779) loss_giou_aux_4: 0.4493 (0.4770) loss_giou_aux_5: 0.5303 (0.5665) loss_giou_dn_0: 0.5986 (0.5843) loss_giou_dn_1: 0.4719 (0.4778) loss_giou_dn_2: 0.4492 (0.4477) loss_giou_dn_3: 0.4426 (0.4395) loss_giou_dn_4: 0.4405 (0.4375) loss_giou_dn_5: 0.4411 (0.4376) loss_vfl: 0.6671 (0.6777) loss_vfl_aux_0: 0.7647 (0.7817) loss_vfl_aux_1: 0.7376 (0.7342) loss_vfl_aux_2: 0.7138 (0.7041) loss_vfl_aux_3: 0.6786 (0.6893) loss_vfl_aux_4: 0.6679 (0.6812) loss_vfl_aux_5: 0.7573 (0.7641) loss_vfl_dn_0: 0.4446 (0.4540) loss_vfl_dn_1: 0.3883 (0.3888) loss_vfl_dn_2: 0.3685 (0.3731) loss_vfl_dn_3: 0.3608 (0.3657) loss_vfl_dn_4: 0.3602 (0.3631) loss_vfl_dn_5: 0.3588 (0.3624) time: 0.4821 data: 0.0145 max mem: 5654 Epoch: [40] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 16.3038 (15.9542) loss_bbox: 0.1564 (0.1547) loss_bbox_aux_0: 0.1592 (0.1679) loss_bbox_aux_1: 0.1528 (0.1594) loss_bbox_aux_2: 0.1540 (0.1570) loss_bbox_aux_3: 0.1563 (0.1551) loss_bbox_aux_4: 0.1552 (0.1546) loss_bbox_aux_5: 0.2056 (0.2057) loss_bbox_dn_0: 0.2549 (0.2714) loss_bbox_dn_1: 0.1885 (0.2008) loss_bbox_dn_2: 0.1604 (0.1802) loss_bbox_dn_3: 0.1554 (0.1741) loss_bbox_dn_4: 0.1571 (0.1727) loss_bbox_dn_5: 0.1571 (0.1727) loss_giou: 0.4189 (0.4767) loss_giou_aux_0: 0.4556 (0.5005) loss_giou_aux_1: 0.4351 (0.4858) loss_giou_aux_2: 0.4216 (0.4810) loss_giou_aux_3: 0.4211 (0.4777) loss_giou_aux_4: 0.4202 (0.4768) loss_giou_aux_5: 0.5410 (0.5663) loss_giou_dn_0: 0.5396 (0.5842) loss_giou_dn_1: 0.4308 (0.4777) loss_giou_dn_2: 0.4049 (0.4476) loss_giou_dn_3: 0.3951 (0.4394) loss_giou_dn_4: 0.3901 (0.4374) loss_giou_dn_5: 0.3904 (0.4375) loss_vfl: 0.6662 (0.6777) loss_vfl_aux_0: 0.7605 (0.7817) loss_vfl_aux_1: 0.7383 (0.7342) loss_vfl_aux_2: 0.7021 (0.7041) loss_vfl_aux_3: 0.6797 (0.6892) loss_vfl_aux_4: 0.6670 (0.6811) loss_vfl_aux_5: 0.7560 (0.7641) loss_vfl_dn_0: 0.4523 (0.4540) loss_vfl_dn_1: 0.3882 (0.3888) loss_vfl_dn_2: 0.3700 (0.3731) loss_vfl_dn_3: 0.3624 (0.3657) loss_vfl_dn_4: 0.3592 (0.3631) loss_vfl_dn_5: 0.3590 (0.3624) time: 0.4627 data: 0.0139 max mem: 5654 Epoch: [40] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.3432 (15.9519) loss_bbox: 0.1392 (0.1547) loss_bbox_aux_0: 0.1526 (0.1679) loss_bbox_aux_1: 0.1450 (0.1593) loss_bbox_aux_2: 0.1423 (0.1570) loss_bbox_aux_3: 0.1434 (0.1551) loss_bbox_aux_4: 0.1391 (0.1546) loss_bbox_aux_5: 0.1950 (0.2057) loss_bbox_dn_0: 0.2533 (0.2714) loss_bbox_dn_1: 0.1830 (0.2008) loss_bbox_dn_2: 0.1578 (0.1802) loss_bbox_dn_3: 0.1491 (0.1741) loss_bbox_dn_4: 0.1482 (0.1727) loss_bbox_dn_5: 0.1484 (0.1727) loss_giou: 0.4505 (0.4765) loss_giou_aux_0: 0.4726 (0.5003) loss_giou_aux_1: 0.4515 (0.4856) loss_giou_aux_2: 0.4569 (0.4808) loss_giou_aux_3: 0.4547 (0.4776) loss_giou_aux_4: 0.4513 (0.4766) loss_giou_aux_5: 0.5401 (0.5662) loss_giou_dn_0: 0.5542 (0.5840) loss_giou_dn_1: 0.4645 (0.4775) loss_giou_dn_2: 0.4342 (0.4475) loss_giou_dn_3: 0.4218 (0.4392) loss_giou_dn_4: 0.4210 (0.4372) loss_giou_dn_5: 0.4215 (0.4374) loss_vfl: 0.6759 (0.6778) loss_vfl_aux_0: 0.7784 (0.7818) loss_vfl_aux_1: 0.7115 (0.7342) loss_vfl_aux_2: 0.6921 (0.7042) loss_vfl_aux_3: 0.6763 (0.6893) loss_vfl_aux_4: 0.6758 (0.6812) loss_vfl_aux_5: 0.7760 (0.7641) loss_vfl_dn_0: 0.4487 (0.4540) loss_vfl_dn_1: 0.3853 (0.3888) loss_vfl_dn_2: 0.3690 (0.3731) loss_vfl_dn_3: 0.3567 (0.3657) loss_vfl_dn_4: 0.3545 (0.3631) loss_vfl_dn_5: 0.3527 (0.3623) time: 0.4800 data: 0.0137 max mem: 5654 Epoch: [40] Total time: 0:59:52 (0.4859 s / it) Averaged stats: lr: 0.000010 loss: 15.3432 (15.9519) loss_bbox: 0.1392 (0.1547) loss_bbox_aux_0: 0.1526 (0.1679) loss_bbox_aux_1: 0.1450 (0.1593) loss_bbox_aux_2: 0.1423 (0.1570) loss_bbox_aux_3: 0.1434 (0.1551) loss_bbox_aux_4: 0.1391 (0.1546) loss_bbox_aux_5: 0.1950 (0.2057) loss_bbox_dn_0: 0.2533 (0.2714) loss_bbox_dn_1: 0.1830 (0.2008) loss_bbox_dn_2: 0.1578 (0.1802) loss_bbox_dn_3: 0.1491 (0.1741) loss_bbox_dn_4: 0.1482 (0.1727) loss_bbox_dn_5: 0.1484 (0.1727) loss_giou: 0.4505 (0.4765) loss_giou_aux_0: 0.4726 (0.5003) loss_giou_aux_1: 0.4515 (0.4856) loss_giou_aux_2: 0.4569 (0.4808) loss_giou_aux_3: 0.4547 (0.4776) loss_giou_aux_4: 0.4513 (0.4766) loss_giou_aux_5: 0.5401 (0.5662) loss_giou_dn_0: 0.5542 (0.5840) loss_giou_dn_1: 0.4645 (0.4775) loss_giou_dn_2: 0.4342 (0.4475) loss_giou_dn_3: 0.4218 (0.4392) loss_giou_dn_4: 0.4210 (0.4372) loss_giou_dn_5: 0.4215 (0.4374) loss_vfl: 0.6759 (0.6778) loss_vfl_aux_0: 0.7784 (0.7818) loss_vfl_aux_1: 0.7115 (0.7342) loss_vfl_aux_2: 0.6921 (0.7042) loss_vfl_aux_3: 0.6763 (0.6893) loss_vfl_aux_4: 0.6758 (0.6812) loss_vfl_aux_5: 0.7760 (0.7641) loss_vfl_dn_0: 0.4487 (0.4540) loss_vfl_dn_1: 0.3853 (0.3888) loss_vfl_dn_2: 0.3690 (0.3731) loss_vfl_dn_3: 0.3567 (0.3657) loss_vfl_dn_4: 0.3545 (0.3631) loss_vfl_dn_5: 0.3527 (0.3623) Test: [ 0/157] eta: 0:04:16 time: 1.6321 data: 1.2102 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5092 data: 0.1343 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3938 data: 0.0268 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3921 data: 0.0270 max mem: 5654 Test: [ 40/157] eta: 0:00:50 time: 0.4061 data: 0.0280 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4119 data: 0.0291 max mem: 5654 Test: [ 60/157] eta: 0:00:41 time: 0.4131 data: 0.0281 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.7318 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.7233 data: 0.0266 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4036 data: 0.0271 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3918 data: 0.0273 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3859 data: 0.0270 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3882 data: 0.0266 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3893 data: 0.0264 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3861 data: 0.0267 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3767 data: 0.0271 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3657 data: 0.0257 max mem: 5654 Test: Total time: 0:01:10 (0.4465 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.75s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 40, 'coco_eval_bbox': 0.5235155287048194} Epoch: [41] [ 0/7393] eta: 1 day, 4:05:49 lr: 0.000010 loss: 16.5030 (16.5030) loss_bbox: 0.1536 (0.1536) loss_bbox_aux_0: 0.1717 (0.1717) loss_bbox_aux_1: 0.1656 (0.1656) loss_bbox_aux_2: 0.1558 (0.1558) loss_bbox_aux_3: 0.1594 (0.1594) loss_bbox_aux_4: 0.1536 (0.1536) loss_bbox_aux_5: 0.1998 (0.1998) loss_bbox_dn_0: 0.2138 (0.2138) loss_bbox_dn_1: 0.1572 (0.1572) loss_bbox_dn_2: 0.1332 (0.1332) loss_bbox_dn_3: 0.1290 (0.1290) loss_bbox_dn_4: 0.1272 (0.1272) loss_bbox_dn_5: 0.1271 (0.1271) loss_giou: 0.6468 (0.6468) loss_giou_aux_0: 0.6988 (0.6988) loss_giou_aux_1: 0.6729 (0.6729) loss_giou_aux_2: 0.6591 (0.6591) loss_giou_aux_3: 0.6551 (0.6551) loss_giou_aux_4: 0.6468 (0.6468) loss_giou_aux_5: 0.8144 (0.8144) loss_giou_dn_0: 0.6496 (0.6496) loss_giou_dn_1: 0.5377 (0.5377) loss_giou_dn_2: 0.4979 (0.4979) loss_giou_dn_3: 0.4906 (0.4906) loss_giou_dn_4: 0.4875 (0.4875) loss_giou_dn_5: 0.4875 (0.4875) loss_vfl: 0.5850 (0.5850) loss_vfl_aux_0: 0.6260 (0.6260) loss_vfl_aux_1: 0.6149 (0.6149) loss_vfl_aux_2: 0.6009 (0.6009) loss_vfl_aux_3: 0.5793 (0.5793) loss_vfl_aux_4: 0.5901 (0.5901) loss_vfl_aux_5: 0.5899 (0.5899) loss_vfl_dn_0: 0.4459 (0.4459) loss_vfl_dn_1: 0.4024 (0.4024) loss_vfl_dn_2: 0.3776 (0.3776) loss_vfl_dn_3: 0.3682 (0.3682) loss_vfl_dn_4: 0.3665 (0.3665) loss_vfl_dn_5: 0.3646 (0.3646) time: 13.6818 data: 3.2487 max mem: 5654 Epoch: [41] [ 100/7393] eta: 1:14:56 lr: 0.000010 loss: 16.0125 (16.0687) loss_bbox: 0.1379 (0.1500) loss_bbox_aux_0: 0.1625 (0.1645) loss_bbox_aux_1: 0.1464 (0.1562) loss_bbox_aux_2: 0.1421 (0.1542) loss_bbox_aux_3: 0.1363 (0.1523) loss_bbox_aux_4: 0.1369 (0.1500) loss_bbox_aux_5: 0.1983 (0.2027) loss_bbox_dn_0: 0.2350 (0.2636) loss_bbox_dn_1: 0.1672 (0.1953) loss_bbox_dn_2: 0.1551 (0.1749) loss_bbox_dn_3: 0.1456 (0.1687) loss_bbox_dn_4: 0.1441 (0.1672) loss_bbox_dn_5: 0.1441 (0.1672) loss_giou: 0.5035 (0.4940) loss_giou_aux_0: 0.5376 (0.5199) loss_giou_aux_1: 0.5240 (0.5054) loss_giou_aux_2: 0.5086 (0.5018) loss_giou_aux_3: 0.5042 (0.4978) loss_giou_aux_4: 0.5025 (0.4945) loss_giou_aux_5: 0.6160 (0.5856) loss_giou_dn_0: 0.5907 (0.5953) loss_giou_dn_1: 0.4909 (0.4888) loss_giou_dn_2: 0.4464 (0.4583) loss_giou_dn_3: 0.4376 (0.4498) loss_giou_dn_4: 0.4350 (0.4482) loss_giou_dn_5: 0.4356 (0.4484) loss_vfl: 0.6569 (0.6752) loss_vfl_aux_0: 0.7458 (0.7806) loss_vfl_aux_1: 0.7038 (0.7276) loss_vfl_aux_2: 0.6893 (0.6966) loss_vfl_aux_3: 0.6652 (0.6844) loss_vfl_aux_4: 0.6590 (0.6806) loss_vfl_aux_5: 0.7394 (0.7639) loss_vfl_dn_0: 0.4490 (0.4513) loss_vfl_dn_1: 0.3888 (0.3887) loss_vfl_dn_2: 0.3685 (0.3729) loss_vfl_dn_3: 0.3632 (0.3661) loss_vfl_dn_4: 0.3588 (0.3636) loss_vfl_dn_5: 0.3580 (0.3624) time: 0.4948 data: 0.0141 max mem: 5654 Epoch: [41] [ 200/7393] eta: 1:09:29 lr: 0.000010 loss: 16.2482 (15.8980) loss_bbox: 0.1412 (0.1491) loss_bbox_aux_0: 0.1597 (0.1641) loss_bbox_aux_1: 0.1383 (0.1556) loss_bbox_aux_2: 0.1443 (0.1522) loss_bbox_aux_3: 0.1442 (0.1505) loss_bbox_aux_4: 0.1413 (0.1488) loss_bbox_aux_5: 0.1848 (0.2015) loss_bbox_dn_0: 0.2319 (0.2657) loss_bbox_dn_1: 0.1661 (0.1970) loss_bbox_dn_2: 0.1503 (0.1762) loss_bbox_dn_3: 0.1401 (0.1700) loss_bbox_dn_4: 0.1387 (0.1685) loss_bbox_dn_5: 0.1387 (0.1685) loss_giou: 0.4922 (0.4809) loss_giou_aux_0: 0.5103 (0.5076) loss_giou_aux_1: 0.4985 (0.4927) loss_giou_aux_2: 0.4881 (0.4868) loss_giou_aux_3: 0.4917 (0.4837) loss_giou_aux_4: 0.4901 (0.4807) loss_giou_aux_5: 0.5550 (0.5735) loss_giou_dn_0: 0.6103 (0.5865) loss_giou_dn_1: 0.4981 (0.4802) loss_giou_dn_2: 0.4601 (0.4501) loss_giou_dn_3: 0.4501 (0.4421) loss_giou_dn_4: 0.4479 (0.4403) loss_giou_dn_5: 0.4480 (0.4405) loss_vfl: 0.6277 (0.6734) loss_vfl_aux_0: 0.7426 (0.7713) loss_vfl_aux_1: 0.6932 (0.7235) loss_vfl_aux_2: 0.6660 (0.6974) loss_vfl_aux_3: 0.6455 (0.6823) loss_vfl_aux_4: 0.6313 (0.6790) loss_vfl_aux_5: 0.6886 (0.7603) loss_vfl_dn_0: 0.4458 (0.4512) loss_vfl_dn_1: 0.3835 (0.3873) loss_vfl_dn_2: 0.3675 (0.3715) loss_vfl_dn_3: 0.3629 (0.3645) loss_vfl_dn_4: 0.3599 (0.3619) loss_vfl_dn_5: 0.3598 (0.3610) time: 0.4690 data: 0.0143 max mem: 5654 Epoch: [41] [ 300/7393] eta: 1:04:36 lr: 0.000010 loss: 15.2002 (15.9273) loss_bbox: 0.1357 (0.1523) loss_bbox_aux_0: 0.1430 (0.1671) loss_bbox_aux_1: 0.1415 (0.1584) loss_bbox_aux_2: 0.1367 (0.1550) loss_bbox_aux_3: 0.1348 (0.1533) loss_bbox_aux_4: 0.1367 (0.1518) loss_bbox_aux_5: 0.1788 (0.2051) loss_bbox_dn_0: 0.2866 (0.2699) loss_bbox_dn_1: 0.1965 (0.2001) loss_bbox_dn_2: 0.1727 (0.1786) loss_bbox_dn_3: 0.1710 (0.1720) loss_bbox_dn_4: 0.1721 (0.1705) loss_bbox_dn_5: 0.1721 (0.1705) loss_giou: 0.4627 (0.4802) loss_giou_aux_0: 0.4705 (0.5066) loss_giou_aux_1: 0.4399 (0.4917) loss_giou_aux_2: 0.4443 (0.4857) loss_giou_aux_3: 0.4392 (0.4823) loss_giou_aux_4: 0.4393 (0.4799) loss_giou_aux_5: 0.5140 (0.5720) loss_giou_dn_0: 0.5511 (0.5844) loss_giou_dn_1: 0.4489 (0.4782) loss_giou_dn_2: 0.4200 (0.4479) loss_giou_dn_3: 0.4152 (0.4399) loss_giou_dn_4: 0.4128 (0.4380) loss_giou_dn_5: 0.4127 (0.4382) loss_vfl: 0.6677 (0.6741) loss_vfl_aux_0: 0.7784 (0.7745) loss_vfl_aux_1: 0.7192 (0.7268) loss_vfl_aux_2: 0.6816 (0.6987) loss_vfl_aux_3: 0.6953 (0.6843) loss_vfl_aux_4: 0.6788 (0.6798) loss_vfl_aux_5: 0.7477 (0.7600) loss_vfl_dn_0: 0.4482 (0.4524) loss_vfl_dn_1: 0.3831 (0.3877) loss_vfl_dn_2: 0.3571 (0.3717) loss_vfl_dn_3: 0.3476 (0.3645) loss_vfl_dn_4: 0.3457 (0.3620) loss_vfl_dn_5: 0.3475 (0.3612) time: 0.4831 data: 0.0143 max mem: 5654 Epoch: [41] [ 400/7393] eta: 1:01:48 lr: 0.000010 loss: 16.0244 (15.8597) loss_bbox: 0.1518 (0.1516) loss_bbox_aux_0: 0.1575 (0.1657) loss_bbox_aux_1: 0.1664 (0.1573) loss_bbox_aux_2: 0.1487 (0.1539) loss_bbox_aux_3: 0.1530 (0.1523) loss_bbox_aux_4: 0.1517 (0.1508) loss_bbox_aux_5: 0.2066 (0.2043) loss_bbox_dn_0: 0.2459 (0.2698) loss_bbox_dn_1: 0.1895 (0.1995) loss_bbox_dn_2: 0.1724 (0.1780) loss_bbox_dn_3: 0.1693 (0.1716) loss_bbox_dn_4: 0.1681 (0.1702) loss_bbox_dn_5: 0.1682 (0.1702) loss_giou: 0.4050 (0.4764) loss_giou_aux_0: 0.4246 (0.5027) loss_giou_aux_1: 0.4263 (0.4874) loss_giou_aux_2: 0.4160 (0.4816) loss_giou_aux_3: 0.4128 (0.4784) loss_giou_aux_4: 0.4150 (0.4761) loss_giou_aux_5: 0.4981 (0.5679) loss_giou_dn_0: 0.5449 (0.5820) loss_giou_dn_1: 0.4362 (0.4753) loss_giou_dn_2: 0.4032 (0.4451) loss_giou_dn_3: 0.4031 (0.4370) loss_giou_dn_4: 0.3998 (0.4351) loss_giou_dn_5: 0.4000 (0.4353) loss_vfl: 0.6584 (0.6714) loss_vfl_aux_0: 0.7477 (0.7740) loss_vfl_aux_1: 0.7007 (0.7272) loss_vfl_aux_2: 0.6904 (0.6978) loss_vfl_aux_3: 0.6770 (0.6820) loss_vfl_aux_4: 0.6704 (0.6768) loss_vfl_aux_5: 0.7197 (0.7600) loss_vfl_dn_0: 0.4473 (0.4519) loss_vfl_dn_1: 0.3913 (0.3867) loss_vfl_dn_2: 0.3765 (0.3710) loss_vfl_dn_3: 0.3676 (0.3637) loss_vfl_dn_4: 0.3653 (0.3613) loss_vfl_dn_5: 0.3633 (0.3604) time: 0.4866 data: 0.0147 max mem: 5654 Epoch: [41] [ 500/7393] eta: 0:59:56 lr: 0.000010 loss: 16.2270 (15.8696) loss_bbox: 0.1497 (0.1531) loss_bbox_aux_0: 0.1671 (0.1669) loss_bbox_aux_1: 0.1554 (0.1582) loss_bbox_aux_2: 0.1537 (0.1550) loss_bbox_aux_3: 0.1503 (0.1535) loss_bbox_aux_4: 0.1514 (0.1525) loss_bbox_aux_5: 0.2035 (0.2051) loss_bbox_dn_0: 0.2654 (0.2696) loss_bbox_dn_1: 0.2002 (0.1993) loss_bbox_dn_2: 0.1770 (0.1782) loss_bbox_dn_3: 0.1739 (0.1719) loss_bbox_dn_4: 0.1724 (0.1705) loss_bbox_dn_5: 0.1725 (0.1705) loss_giou: 0.4682 (0.4765) loss_giou_aux_0: 0.4921 (0.5025) loss_giou_aux_1: 0.4753 (0.4868) loss_giou_aux_2: 0.4621 (0.4812) loss_giou_aux_3: 0.4715 (0.4783) loss_giou_aux_4: 0.4681 (0.4763) loss_giou_aux_5: 0.5458 (0.5672) loss_giou_dn_0: 0.5803 (0.5813) loss_giou_dn_1: 0.4833 (0.4747) loss_giou_dn_2: 0.4523 (0.4447) loss_giou_dn_3: 0.4400 (0.4366) loss_giou_dn_4: 0.4376 (0.4347) loss_giou_dn_5: 0.4378 (0.4349) loss_vfl: 0.6528 (0.6714) loss_vfl_aux_0: 0.7622 (0.7753) loss_vfl_aux_1: 0.7174 (0.7293) loss_vfl_aux_2: 0.6845 (0.6986) loss_vfl_aux_3: 0.6558 (0.6818) loss_vfl_aux_4: 0.6585 (0.6761) loss_vfl_aux_5: 0.7435 (0.7603) loss_vfl_dn_0: 0.4594 (0.4523) loss_vfl_dn_1: 0.3901 (0.3871) loss_vfl_dn_2: 0.3726 (0.3712) loss_vfl_dn_3: 0.3685 (0.3639) loss_vfl_dn_4: 0.3684 (0.3616) loss_vfl_dn_5: 0.3688 (0.3607) time: 0.4926 data: 0.0147 max mem: 5654 Epoch: [41] [ 600/7393] eta: 0:58:13 lr: 0.000010 loss: 16.0403 (15.9133) loss_bbox: 0.1476 (0.1527) loss_bbox_aux_0: 0.1643 (0.1664) loss_bbox_aux_1: 0.1586 (0.1579) loss_bbox_aux_2: 0.1540 (0.1544) loss_bbox_aux_3: 0.1529 (0.1532) loss_bbox_aux_4: 0.1476 (0.1523) loss_bbox_aux_5: 0.1950 (0.2038) loss_bbox_dn_0: 0.2692 (0.2678) loss_bbox_dn_1: 0.2022 (0.1981) loss_bbox_dn_2: 0.1885 (0.1773) loss_bbox_dn_3: 0.1804 (0.1711) loss_bbox_dn_4: 0.1782 (0.1697) loss_bbox_dn_5: 0.1783 (0.1697) loss_giou: 0.4750 (0.4808) loss_giou_aux_0: 0.4989 (0.5066) loss_giou_aux_1: 0.4924 (0.4910) loss_giou_aux_2: 0.4835 (0.4851) loss_giou_aux_3: 0.4782 (0.4825) loss_giou_aux_4: 0.4732 (0.4807) loss_giou_aux_5: 0.5527 (0.5707) loss_giou_dn_0: 0.5867 (0.5849) loss_giou_dn_1: 0.4803 (0.4784) loss_giou_dn_2: 0.4562 (0.4484) loss_giou_dn_3: 0.4472 (0.4403) loss_giou_dn_4: 0.4452 (0.4384) loss_giou_dn_5: 0.4457 (0.4386) loss_vfl: 0.6827 (0.6712) loss_vfl_aux_0: 0.7673 (0.7744) loss_vfl_aux_1: 0.7262 (0.7283) loss_vfl_aux_2: 0.7133 (0.6993) loss_vfl_aux_3: 0.6907 (0.6817) loss_vfl_aux_4: 0.6710 (0.6758) loss_vfl_aux_5: 0.7353 (0.7593) loss_vfl_dn_0: 0.4530 (0.4526) loss_vfl_dn_1: 0.3909 (0.3880) loss_vfl_dn_2: 0.3715 (0.3723) loss_vfl_dn_3: 0.3664 (0.3651) loss_vfl_dn_4: 0.3653 (0.3627) loss_vfl_dn_5: 0.3640 (0.3618) time: 0.4657 data: 0.0148 max mem: 5654 Epoch: [41] [ 700/7393] eta: 0:56:51 lr: 0.000010 loss: 15.6812 (15.8997) loss_bbox: 0.1508 (0.1528) loss_bbox_aux_0: 0.1582 (0.1664) loss_bbox_aux_1: 0.1575 (0.1582) loss_bbox_aux_2: 0.1521 (0.1547) loss_bbox_aux_3: 0.1523 (0.1533) loss_bbox_aux_4: 0.1542 (0.1524) loss_bbox_aux_5: 0.1953 (0.2038) loss_bbox_dn_0: 0.2567 (0.2692) loss_bbox_dn_1: 0.1958 (0.1990) loss_bbox_dn_2: 0.1799 (0.1781) loss_bbox_dn_3: 0.1724 (0.1720) loss_bbox_dn_4: 0.1679 (0.1706) loss_bbox_dn_5: 0.1679 (0.1706) loss_giou: 0.4580 (0.4784) loss_giou_aux_0: 0.4908 (0.5040) loss_giou_aux_1: 0.4602 (0.4887) loss_giou_aux_2: 0.4558 (0.4829) loss_giou_aux_3: 0.4587 (0.4799) loss_giou_aux_4: 0.4619 (0.4784) loss_giou_aux_5: 0.5495 (0.5686) loss_giou_dn_0: 0.5928 (0.5838) loss_giou_dn_1: 0.4628 (0.4770) loss_giou_dn_2: 0.4342 (0.4470) loss_giou_dn_3: 0.4235 (0.4389) loss_giou_dn_4: 0.4220 (0.4370) loss_giou_dn_5: 0.4225 (0.4372) loss_vfl: 0.6728 (0.6721) loss_vfl_aux_0: 0.7517 (0.7755) loss_vfl_aux_1: 0.7202 (0.7289) loss_vfl_aux_2: 0.6873 (0.6995) loss_vfl_aux_3: 0.6763 (0.6827) loss_vfl_aux_4: 0.6708 (0.6764) loss_vfl_aux_5: 0.7197 (0.7597) loss_vfl_dn_0: 0.4564 (0.4530) loss_vfl_dn_1: 0.3890 (0.3877) loss_vfl_dn_2: 0.3695 (0.3721) loss_vfl_dn_3: 0.3635 (0.3649) loss_vfl_dn_4: 0.3607 (0.3625) loss_vfl_dn_5: 0.3584 (0.3616) time: 0.4841 data: 0.0159 max mem: 5654 Epoch: [41] [ 800/7393] eta: 0:55:35 lr: 0.000010 loss: 16.1390 (15.9195) loss_bbox: 0.1592 (0.1531) loss_bbox_aux_0: 0.1700 (0.1667) loss_bbox_aux_1: 0.1609 (0.1583) loss_bbox_aux_2: 0.1596 (0.1551) loss_bbox_aux_3: 0.1570 (0.1536) loss_bbox_aux_4: 0.1607 (0.1527) loss_bbox_aux_5: 0.1943 (0.2039) loss_bbox_dn_0: 0.2740 (0.2689) loss_bbox_dn_1: 0.1944 (0.1989) loss_bbox_dn_2: 0.1624 (0.1781) loss_bbox_dn_3: 0.1570 (0.1720) loss_bbox_dn_4: 0.1581 (0.1706) loss_bbox_dn_5: 0.1584 (0.1706) loss_giou: 0.4572 (0.4797) loss_giou_aux_0: 0.5070 (0.5052) loss_giou_aux_1: 0.4897 (0.4899) loss_giou_aux_2: 0.4762 (0.4843) loss_giou_aux_3: 0.4627 (0.4813) loss_giou_aux_4: 0.4541 (0.4797) loss_giou_aux_5: 0.5551 (0.5694) loss_giou_dn_0: 0.5952 (0.5848) loss_giou_dn_1: 0.4893 (0.4779) loss_giou_dn_2: 0.4607 (0.4479) loss_giou_dn_3: 0.4545 (0.4398) loss_giou_dn_4: 0.4532 (0.4379) loss_giou_dn_5: 0.4531 (0.4381) loss_vfl: 0.6849 (0.6727) loss_vfl_aux_0: 0.7884 (0.7764) loss_vfl_aux_1: 0.7237 (0.7290) loss_vfl_aux_2: 0.6934 (0.6996) loss_vfl_aux_3: 0.6938 (0.6834) loss_vfl_aux_4: 0.6830 (0.6769) loss_vfl_aux_5: 0.7795 (0.7606) loss_vfl_dn_0: 0.4497 (0.4531) loss_vfl_dn_1: 0.3840 (0.3879) loss_vfl_dn_2: 0.3693 (0.3723) loss_vfl_dn_3: 0.3641 (0.3649) loss_vfl_dn_4: 0.3606 (0.3625) loss_vfl_dn_5: 0.3598 (0.3616) time: 0.4848 data: 0.0147 max mem: 5654 Epoch: [41] [ 900/7393] eta: 0:54:18 lr: 0.000010 loss: 16.4632 (15.9215) loss_bbox: 0.1567 (0.1536) loss_bbox_aux_0: 0.1695 (0.1673) loss_bbox_aux_1: 0.1504 (0.1587) loss_bbox_aux_2: 0.1599 (0.1556) loss_bbox_aux_3: 0.1545 (0.1540) loss_bbox_aux_4: 0.1514 (0.1533) loss_bbox_aux_5: 0.2027 (0.2041) loss_bbox_dn_0: 0.2613 (0.2693) loss_bbox_dn_1: 0.1986 (0.1993) loss_bbox_dn_2: 0.1766 (0.1784) loss_bbox_dn_3: 0.1762 (0.1723) loss_bbox_dn_4: 0.1775 (0.1709) loss_bbox_dn_5: 0.1776 (0.1709) loss_giou: 0.5502 (0.4796) loss_giou_aux_0: 0.5592 (0.5050) loss_giou_aux_1: 0.5522 (0.4898) loss_giou_aux_2: 0.5538 (0.4842) loss_giou_aux_3: 0.5506 (0.4811) loss_giou_aux_4: 0.5514 (0.4797) loss_giou_aux_5: 0.6093 (0.5689) loss_giou_dn_0: 0.5920 (0.5844) loss_giou_dn_1: 0.5014 (0.4777) loss_giou_dn_2: 0.4744 (0.4477) loss_giou_dn_3: 0.4588 (0.4396) loss_giou_dn_4: 0.4544 (0.4376) loss_giou_dn_5: 0.4543 (0.4378) loss_vfl: 0.6584 (0.6731) loss_vfl_aux_0: 0.7411 (0.7764) loss_vfl_aux_1: 0.7139 (0.7291) loss_vfl_aux_2: 0.6913 (0.6999) loss_vfl_aux_3: 0.6565 (0.6837) loss_vfl_aux_4: 0.6587 (0.6771) loss_vfl_aux_5: 0.7520 (0.7605) loss_vfl_dn_0: 0.4529 (0.4529) loss_vfl_dn_1: 0.3920 (0.3877) loss_vfl_dn_2: 0.3736 (0.3720) loss_vfl_dn_3: 0.3668 (0.3647) loss_vfl_dn_4: 0.3638 (0.3623) loss_vfl_dn_5: 0.3628 (0.3614) time: 0.4550 data: 0.0145 max mem: 5654 Epoch: [41] [1000/7393] eta: 0:53:12 lr: 0.000010 loss: 15.4645 (15.9133) loss_bbox: 0.1516 (0.1537) loss_bbox_aux_0: 0.1647 (0.1676) loss_bbox_aux_1: 0.1609 (0.1588) loss_bbox_aux_2: 0.1570 (0.1557) loss_bbox_aux_3: 0.1571 (0.1539) loss_bbox_aux_4: 0.1542 (0.1534) loss_bbox_aux_5: 0.2055 (0.2044) loss_bbox_dn_0: 0.2801 (0.2697) loss_bbox_dn_1: 0.2180 (0.1996) loss_bbox_dn_2: 0.1994 (0.1787) loss_bbox_dn_3: 0.1944 (0.1724) loss_bbox_dn_4: 0.1893 (0.1710) loss_bbox_dn_5: 0.1893 (0.1710) loss_giou: 0.4408 (0.4780) loss_giou_aux_0: 0.4526 (0.5036) loss_giou_aux_1: 0.4551 (0.4882) loss_giou_aux_2: 0.4465 (0.4828) loss_giou_aux_3: 0.4415 (0.4795) loss_giou_aux_4: 0.4380 (0.4781) loss_giou_aux_5: 0.5277 (0.5672) loss_giou_dn_0: 0.5616 (0.5833) loss_giou_dn_1: 0.4477 (0.4767) loss_giou_dn_2: 0.4116 (0.4468) loss_giou_dn_3: 0.4091 (0.4387) loss_giou_dn_4: 0.4083 (0.4367) loss_giou_dn_5: 0.4084 (0.4368) loss_vfl: 0.6802 (0.6737) loss_vfl_aux_0: 0.8124 (0.7776) loss_vfl_aux_1: 0.7481 (0.7302) loss_vfl_aux_2: 0.7016 (0.7006) loss_vfl_aux_3: 0.6912 (0.6844) loss_vfl_aux_4: 0.6821 (0.6777) loss_vfl_aux_5: 0.8017 (0.7617) loss_vfl_dn_0: 0.4516 (0.4532) loss_vfl_dn_1: 0.3849 (0.3877) loss_vfl_dn_2: 0.3684 (0.3720) loss_vfl_dn_3: 0.3564 (0.3647) loss_vfl_dn_4: 0.3543 (0.3622) loss_vfl_dn_5: 0.3525 (0.3613) time: 0.4819 data: 0.0154 max mem: 5654 Epoch: [41] [1100/7393] eta: 0:52:11 lr: 0.000010 loss: 15.9500 (15.9043) loss_bbox: 0.1393 (0.1537) loss_bbox_aux_0: 0.1605 (0.1677) loss_bbox_aux_1: 0.1533 (0.1588) loss_bbox_aux_2: 0.1419 (0.1557) loss_bbox_aux_3: 0.1410 (0.1540) loss_bbox_aux_4: 0.1393 (0.1534) loss_bbox_aux_5: 0.1967 (0.2045) loss_bbox_dn_0: 0.2617 (0.2707) loss_bbox_dn_1: 0.1936 (0.2001) loss_bbox_dn_2: 0.1731 (0.1791) loss_bbox_dn_3: 0.1620 (0.1729) loss_bbox_dn_4: 0.1606 (0.1715) loss_bbox_dn_5: 0.1606 (0.1715) loss_giou: 0.4588 (0.4767) loss_giou_aux_0: 0.4680 (0.5021) loss_giou_aux_1: 0.4769 (0.4870) loss_giou_aux_2: 0.4669 (0.4814) loss_giou_aux_3: 0.4606 (0.4783) loss_giou_aux_4: 0.4609 (0.4768) loss_giou_aux_5: 0.5416 (0.5657) loss_giou_dn_0: 0.5940 (0.5821) loss_giou_dn_1: 0.4728 (0.4753) loss_giou_dn_2: 0.4379 (0.4456) loss_giou_dn_3: 0.4311 (0.4374) loss_giou_dn_4: 0.4272 (0.4354) loss_giou_dn_5: 0.4272 (0.4356) loss_vfl: 0.6941 (0.6741) loss_vfl_aux_0: 0.8041 (0.7783) loss_vfl_aux_1: 0.7351 (0.7308) loss_vfl_aux_2: 0.7192 (0.7013) loss_vfl_aux_3: 0.6993 (0.6852) loss_vfl_aux_4: 0.6997 (0.6780) loss_vfl_aux_5: 0.7753 (0.7627) loss_vfl_dn_0: 0.4471 (0.4534) loss_vfl_dn_1: 0.3821 (0.3876) loss_vfl_dn_2: 0.3631 (0.3719) loss_vfl_dn_3: 0.3556 (0.3646) loss_vfl_dn_4: 0.3541 (0.3621) loss_vfl_dn_5: 0.3537 (0.3612) time: 0.4789 data: 0.0141 max mem: 5654 Epoch: [41] [1200/7393] eta: 0:51:11 lr: 0.000010 loss: 15.4025 (15.9032) loss_bbox: 0.1458 (0.1532) loss_bbox_aux_0: 0.1540 (0.1672) loss_bbox_aux_1: 0.1506 (0.1585) loss_bbox_aux_2: 0.1530 (0.1554) loss_bbox_aux_3: 0.1550 (0.1536) loss_bbox_aux_4: 0.1475 (0.1530) loss_bbox_aux_5: 0.1831 (0.2039) loss_bbox_dn_0: 0.2562 (0.2703) loss_bbox_dn_1: 0.1926 (0.1997) loss_bbox_dn_2: 0.1726 (0.1788) loss_bbox_dn_3: 0.1678 (0.1726) loss_bbox_dn_4: 0.1657 (0.1712) loss_bbox_dn_5: 0.1657 (0.1712) loss_giou: 0.4413 (0.4768) loss_giou_aux_0: 0.4541 (0.5024) loss_giou_aux_1: 0.4510 (0.4873) loss_giou_aux_2: 0.4418 (0.4816) loss_giou_aux_3: 0.4448 (0.4784) loss_giou_aux_4: 0.4404 (0.4770) loss_giou_aux_5: 0.5014 (0.5661) loss_giou_dn_0: 0.5643 (0.5826) loss_giou_dn_1: 0.4480 (0.4758) loss_giou_dn_2: 0.4212 (0.4460) loss_giou_dn_3: 0.4134 (0.4378) loss_giou_dn_4: 0.4097 (0.4358) loss_giou_dn_5: 0.4098 (0.4360) loss_vfl: 0.6828 (0.6745) loss_vfl_aux_0: 0.7634 (0.7777) loss_vfl_aux_1: 0.7055 (0.7303) loss_vfl_aux_2: 0.7131 (0.7015) loss_vfl_aux_3: 0.6961 (0.6855) loss_vfl_aux_4: 0.6848 (0.6783) loss_vfl_aux_5: 0.7636 (0.7621) loss_vfl_dn_0: 0.4508 (0.4535) loss_vfl_dn_1: 0.3875 (0.3877) loss_vfl_dn_2: 0.3692 (0.3720) loss_vfl_dn_3: 0.3605 (0.3647) loss_vfl_dn_4: 0.3574 (0.3621) loss_vfl_dn_5: 0.3535 (0.3612) time: 0.4870 data: 0.0139 max mem: 5654 Epoch: [41] [1300/7393] eta: 0:50:15 lr: 0.000010 loss: 16.0990 (15.8841) loss_bbox: 0.1505 (0.1530) loss_bbox_aux_0: 0.1644 (0.1670) loss_bbox_aux_1: 0.1478 (0.1583) loss_bbox_aux_2: 0.1426 (0.1552) loss_bbox_aux_3: 0.1519 (0.1534) loss_bbox_aux_4: 0.1536 (0.1528) loss_bbox_aux_5: 0.1984 (0.2039) loss_bbox_dn_0: 0.2837 (0.2703) loss_bbox_dn_1: 0.1913 (0.1996) loss_bbox_dn_2: 0.1722 (0.1787) loss_bbox_dn_3: 0.1596 (0.1725) loss_bbox_dn_4: 0.1563 (0.1711) loss_bbox_dn_5: 0.1562 (0.1711) loss_giou: 0.4802 (0.4758) loss_giou_aux_0: 0.5173 (0.5015) loss_giou_aux_1: 0.4964 (0.4863) loss_giou_aux_2: 0.4870 (0.4805) loss_giou_aux_3: 0.4752 (0.4774) loss_giou_aux_4: 0.4801 (0.4759) loss_giou_aux_5: 0.5627 (0.5657) loss_giou_dn_0: 0.5684 (0.5821) loss_giou_dn_1: 0.4678 (0.4752) loss_giou_dn_2: 0.4336 (0.4454) loss_giou_dn_3: 0.4230 (0.4372) loss_giou_dn_4: 0.4200 (0.4352) loss_giou_dn_5: 0.4199 (0.4354) loss_vfl: 0.6670 (0.6735) loss_vfl_aux_0: 0.7754 (0.7769) loss_vfl_aux_1: 0.7269 (0.7297) loss_vfl_aux_2: 0.6905 (0.7008) loss_vfl_aux_3: 0.6788 (0.6847) loss_vfl_aux_4: 0.6661 (0.6773) loss_vfl_aux_5: 0.7483 (0.7606) loss_vfl_dn_0: 0.4635 (0.4535) loss_vfl_dn_1: 0.3914 (0.3876) loss_vfl_dn_2: 0.3750 (0.3717) loss_vfl_dn_3: 0.3652 (0.3644) loss_vfl_dn_4: 0.3662 (0.3619) loss_vfl_dn_5: 0.3639 (0.3610) time: 0.4763 data: 0.0145 max mem: 5654 Epoch: [41] [1400/7393] eta: 0:49:20 lr: 0.000010 loss: 15.7308 (15.8849) loss_bbox: 0.1549 (0.1533) loss_bbox_aux_0: 0.1634 (0.1671) loss_bbox_aux_1: 0.1609 (0.1586) loss_bbox_aux_2: 0.1585 (0.1556) loss_bbox_aux_3: 0.1536 (0.1538) loss_bbox_aux_4: 0.1545 (0.1532) loss_bbox_aux_5: 0.1950 (0.2038) loss_bbox_dn_0: 0.2518 (0.2708) loss_bbox_dn_1: 0.1915 (0.2000) loss_bbox_dn_2: 0.1718 (0.1791) loss_bbox_dn_3: 0.1621 (0.1729) loss_bbox_dn_4: 0.1630 (0.1715) loss_bbox_dn_5: 0.1630 (0.1715) loss_giou: 0.4390 (0.4756) loss_giou_aux_0: 0.4543 (0.5010) loss_giou_aux_1: 0.4347 (0.4859) loss_giou_aux_2: 0.4401 (0.4803) loss_giou_aux_3: 0.4388 (0.4772) loss_giou_aux_4: 0.4367 (0.4757) loss_giou_aux_5: 0.5279 (0.5652) loss_giou_dn_0: 0.5560 (0.5821) loss_giou_dn_1: 0.4554 (0.4754) loss_giou_dn_2: 0.4152 (0.4455) loss_giou_dn_3: 0.4088 (0.4373) loss_giou_dn_4: 0.4124 (0.4353) loss_giou_dn_5: 0.4122 (0.4355) loss_vfl: 0.6617 (0.6734) loss_vfl_aux_0: 0.7796 (0.7766) loss_vfl_aux_1: 0.7267 (0.7294) loss_vfl_aux_2: 0.6815 (0.7001) loss_vfl_aux_3: 0.6838 (0.6843) loss_vfl_aux_4: 0.6786 (0.6772) loss_vfl_aux_5: 0.7662 (0.7603) loss_vfl_dn_0: 0.4534 (0.4535) loss_vfl_dn_1: 0.3895 (0.3876) loss_vfl_dn_2: 0.3733 (0.3718) loss_vfl_dn_3: 0.3682 (0.3645) loss_vfl_dn_4: 0.3663 (0.3619) loss_vfl_dn_5: 0.3652 (0.3611) time: 0.4864 data: 0.0148 max mem: 5654 Epoch: [41] [1500/7393] eta: 0:48:25 lr: 0.000010 loss: 15.7921 (15.8774) loss_bbox: 0.1593 (0.1530) loss_bbox_aux_0: 0.1618 (0.1668) loss_bbox_aux_1: 0.1497 (0.1583) loss_bbox_aux_2: 0.1517 (0.1553) loss_bbox_aux_3: 0.1587 (0.1535) loss_bbox_aux_4: 0.1575 (0.1529) loss_bbox_aux_5: 0.2009 (0.2034) loss_bbox_dn_0: 0.2301 (0.2701) loss_bbox_dn_1: 0.1821 (0.1995) loss_bbox_dn_2: 0.1612 (0.1786) loss_bbox_dn_3: 0.1527 (0.1724) loss_bbox_dn_4: 0.1518 (0.1710) loss_bbox_dn_5: 0.1519 (0.1710) loss_giou: 0.4849 (0.4757) loss_giou_aux_0: 0.5070 (0.5012) loss_giou_aux_1: 0.4922 (0.4861) loss_giou_aux_2: 0.4899 (0.4803) loss_giou_aux_3: 0.4922 (0.4773) loss_giou_aux_4: 0.4846 (0.4758) loss_giou_aux_5: 0.5597 (0.5653) loss_giou_dn_0: 0.5590 (0.5822) loss_giou_dn_1: 0.4656 (0.4755) loss_giou_dn_2: 0.4361 (0.4456) loss_giou_dn_3: 0.4243 (0.4374) loss_giou_dn_4: 0.4236 (0.4354) loss_giou_dn_5: 0.4246 (0.4356) loss_vfl: 0.6784 (0.6726) loss_vfl_aux_0: 0.7924 (0.7764) loss_vfl_aux_1: 0.7116 (0.7288) loss_vfl_aux_2: 0.7173 (0.6996) loss_vfl_aux_3: 0.6899 (0.6836) loss_vfl_aux_4: 0.6801 (0.6765) loss_vfl_aux_5: 0.7684 (0.7602) loss_vfl_dn_0: 0.4527 (0.4535) loss_vfl_dn_1: 0.3971 (0.3876) loss_vfl_dn_2: 0.3783 (0.3718) loss_vfl_dn_3: 0.3711 (0.3645) loss_vfl_dn_4: 0.3731 (0.3620) loss_vfl_dn_5: 0.3728 (0.3611) time: 0.4817 data: 0.0148 max mem: 5654 Epoch: [41] [1600/7393] eta: 0:47:31 lr: 0.000010 loss: 15.3879 (15.8690) loss_bbox: 0.1514 (0.1531) loss_bbox_aux_0: 0.1639 (0.1672) loss_bbox_aux_1: 0.1550 (0.1585) loss_bbox_aux_2: 0.1560 (0.1554) loss_bbox_aux_3: 0.1513 (0.1536) loss_bbox_aux_4: 0.1534 (0.1529) loss_bbox_aux_5: 0.1944 (0.2035) loss_bbox_dn_0: 0.2707 (0.2702) loss_bbox_dn_1: 0.1904 (0.1995) loss_bbox_dn_2: 0.1737 (0.1786) loss_bbox_dn_3: 0.1761 (0.1724) loss_bbox_dn_4: 0.1754 (0.1710) loss_bbox_dn_5: 0.1755 (0.1710) loss_giou: 0.4635 (0.4748) loss_giou_aux_0: 0.4859 (0.5005) loss_giou_aux_1: 0.4722 (0.4853) loss_giou_aux_2: 0.4577 (0.4794) loss_giou_aux_3: 0.4570 (0.4763) loss_giou_aux_4: 0.4560 (0.4748) loss_giou_aux_5: 0.5596 (0.5645) loss_giou_dn_0: 0.5628 (0.5819) loss_giou_dn_1: 0.4554 (0.4751) loss_giou_dn_2: 0.4294 (0.4453) loss_giou_dn_3: 0.4241 (0.4371) loss_giou_dn_4: 0.4222 (0.4351) loss_giou_dn_5: 0.4222 (0.4353) loss_vfl: 0.6400 (0.6723) loss_vfl_aux_0: 0.7457 (0.7761) loss_vfl_aux_1: 0.7092 (0.7290) loss_vfl_aux_2: 0.6734 (0.6992) loss_vfl_aux_3: 0.6557 (0.6833) loss_vfl_aux_4: 0.6487 (0.6763) loss_vfl_aux_5: 0.7512 (0.7601) loss_vfl_dn_0: 0.4522 (0.4535) loss_vfl_dn_1: 0.3849 (0.3877) loss_vfl_dn_2: 0.3731 (0.3719) loss_vfl_dn_3: 0.3670 (0.3645) loss_vfl_dn_4: 0.3655 (0.3620) loss_vfl_dn_5: 0.3652 (0.3611) time: 0.4787 data: 0.0150 max mem: 5654 Epoch: [41] [1700/7393] eta: 0:46:37 lr: 0.000010 loss: 15.1121 (15.8701) loss_bbox: 0.1327 (0.1533) loss_bbox_aux_0: 0.1439 (0.1675) loss_bbox_aux_1: 0.1302 (0.1587) loss_bbox_aux_2: 0.1306 (0.1559) loss_bbox_aux_3: 0.1316 (0.1539) loss_bbox_aux_4: 0.1284 (0.1532) loss_bbox_aux_5: 0.1675 (0.2039) loss_bbox_dn_0: 0.2368 (0.2712) loss_bbox_dn_1: 0.1726 (0.2003) loss_bbox_dn_2: 0.1494 (0.1793) loss_bbox_dn_3: 0.1421 (0.1731) loss_bbox_dn_4: 0.1401 (0.1717) loss_bbox_dn_5: 0.1401 (0.1717) loss_giou: 0.4379 (0.4736) loss_giou_aux_0: 0.4660 (0.4993) loss_giou_aux_1: 0.4525 (0.4841) loss_giou_aux_2: 0.4464 (0.4783) loss_giou_aux_3: 0.4437 (0.4752) loss_giou_aux_4: 0.4396 (0.4736) loss_giou_aux_5: 0.5227 (0.5634) loss_giou_dn_0: 0.5645 (0.5813) loss_giou_dn_1: 0.4500 (0.4745) loss_giou_dn_2: 0.4218 (0.4447) loss_giou_dn_3: 0.4171 (0.4365) loss_giou_dn_4: 0.4160 (0.4345) loss_giou_dn_5: 0.4161 (0.4346) loss_vfl: 0.6466 (0.6734) loss_vfl_aux_0: 0.7469 (0.7770) loss_vfl_aux_1: 0.6944 (0.7298) loss_vfl_aux_2: 0.6617 (0.6997) loss_vfl_aux_3: 0.6548 (0.6840) loss_vfl_aux_4: 0.6493 (0.6772) loss_vfl_aux_5: 0.7425 (0.7610) loss_vfl_dn_0: 0.4544 (0.4537) loss_vfl_dn_1: 0.3936 (0.3877) loss_vfl_dn_2: 0.3753 (0.3718) loss_vfl_dn_3: 0.3654 (0.3645) loss_vfl_dn_4: 0.3638 (0.3619) loss_vfl_dn_5: 0.3632 (0.3611) time: 0.4841 data: 0.0150 max mem: 5654 Epoch: [41] [1800/7393] eta: 0:45:45 lr: 0.000010 loss: 15.7237 (15.8749) loss_bbox: 0.1490 (0.1535) loss_bbox_aux_0: 0.1582 (0.1678) loss_bbox_aux_1: 0.1481 (0.1589) loss_bbox_aux_2: 0.1465 (0.1561) loss_bbox_aux_3: 0.1474 (0.1541) loss_bbox_aux_4: 0.1468 (0.1534) loss_bbox_aux_5: 0.1950 (0.2041) loss_bbox_dn_0: 0.2486 (0.2717) loss_bbox_dn_1: 0.1914 (0.2006) loss_bbox_dn_2: 0.1726 (0.1796) loss_bbox_dn_3: 0.1621 (0.1734) loss_bbox_dn_4: 0.1595 (0.1720) loss_bbox_dn_5: 0.1596 (0.1720) loss_giou: 0.4891 (0.4733) loss_giou_aux_0: 0.5059 (0.4989) loss_giou_aux_1: 0.4811 (0.4837) loss_giou_aux_2: 0.4864 (0.4779) loss_giou_aux_3: 0.4897 (0.4749) loss_giou_aux_4: 0.4927 (0.4734) loss_giou_aux_5: 0.5799 (0.5628) loss_giou_dn_0: 0.5992 (0.5814) loss_giou_dn_1: 0.4866 (0.4745) loss_giou_dn_2: 0.4480 (0.4446) loss_giou_dn_3: 0.4296 (0.4364) loss_giou_dn_4: 0.4293 (0.4343) loss_giou_dn_5: 0.4293 (0.4345) loss_vfl: 0.6484 (0.6739) loss_vfl_aux_0: 0.7287 (0.7776) loss_vfl_aux_1: 0.7056 (0.7305) loss_vfl_aux_2: 0.6693 (0.7001) loss_vfl_aux_3: 0.6550 (0.6845) loss_vfl_aux_4: 0.6474 (0.6776) loss_vfl_aux_5: 0.7190 (0.7618) loss_vfl_dn_0: 0.4460 (0.4537) loss_vfl_dn_1: 0.3917 (0.3878) loss_vfl_dn_2: 0.3762 (0.3719) loss_vfl_dn_3: 0.3693 (0.3645) loss_vfl_dn_4: 0.3663 (0.3620) loss_vfl_dn_5: 0.3640 (0.3611) time: 0.4849 data: 0.0142 max mem: 5654 Epoch: [41] [1900/7393] eta: 0:44:53 lr: 0.000010 loss: 15.4749 (15.8791) loss_bbox: 0.1376 (0.1535) loss_bbox_aux_0: 0.1650 (0.1677) loss_bbox_aux_1: 0.1511 (0.1587) loss_bbox_aux_2: 0.1417 (0.1559) loss_bbox_aux_3: 0.1393 (0.1540) loss_bbox_aux_4: 0.1390 (0.1534) loss_bbox_aux_5: 0.1935 (0.2041) loss_bbox_dn_0: 0.2616 (0.2713) loss_bbox_dn_1: 0.1881 (0.2002) loss_bbox_dn_2: 0.1662 (0.1792) loss_bbox_dn_3: 0.1587 (0.1730) loss_bbox_dn_4: 0.1575 (0.1716) loss_bbox_dn_5: 0.1575 (0.1716) loss_giou: 0.4621 (0.4746) loss_giou_aux_0: 0.4794 (0.5002) loss_giou_aux_1: 0.4714 (0.4849) loss_giou_aux_2: 0.4711 (0.4791) loss_giou_aux_3: 0.4697 (0.4761) loss_giou_aux_4: 0.4703 (0.4746) loss_giou_aux_5: 0.5394 (0.5641) loss_giou_dn_0: 0.5694 (0.5821) loss_giou_dn_1: 0.4668 (0.4752) loss_giou_dn_2: 0.4447 (0.4452) loss_giou_dn_3: 0.4437 (0.4370) loss_giou_dn_4: 0.4435 (0.4350) loss_giou_dn_5: 0.4438 (0.4352) loss_vfl: 0.6507 (0.6730) loss_vfl_aux_0: 0.7510 (0.7766) loss_vfl_aux_1: 0.7372 (0.7300) loss_vfl_aux_2: 0.6895 (0.6995) loss_vfl_aux_3: 0.6715 (0.6837) loss_vfl_aux_4: 0.6568 (0.6768) loss_vfl_aux_5: 0.7186 (0.7608) loss_vfl_dn_0: 0.4478 (0.4536) loss_vfl_dn_1: 0.3923 (0.3878) loss_vfl_dn_2: 0.3792 (0.3719) loss_vfl_dn_3: 0.3712 (0.3645) loss_vfl_dn_4: 0.3648 (0.3620) loss_vfl_dn_5: 0.3646 (0.3612) time: 0.4699 data: 0.0145 max mem: 5654 Epoch: [41] [2000/7393] eta: 0:44:01 lr: 0.000010 loss: 16.2383 (15.8881) loss_bbox: 0.1468 (0.1535) loss_bbox_aux_0: 0.1636 (0.1678) loss_bbox_aux_1: 0.1533 (0.1588) loss_bbox_aux_2: 0.1536 (0.1560) loss_bbox_aux_3: 0.1493 (0.1541) loss_bbox_aux_4: 0.1497 (0.1534) loss_bbox_aux_5: 0.2063 (0.2042) loss_bbox_dn_0: 0.2584 (0.2711) loss_bbox_dn_1: 0.1997 (0.2002) loss_bbox_dn_2: 0.1768 (0.1792) loss_bbox_dn_3: 0.1705 (0.1730) loss_bbox_dn_4: 0.1705 (0.1716) loss_bbox_dn_5: 0.1707 (0.1716) loss_giou: 0.4891 (0.4753) loss_giou_aux_0: 0.5087 (0.5009) loss_giou_aux_1: 0.5031 (0.4857) loss_giou_aux_2: 0.4925 (0.4798) loss_giou_aux_3: 0.4892 (0.4768) loss_giou_aux_4: 0.4923 (0.4754) loss_giou_aux_5: 0.5924 (0.5650) loss_giou_dn_0: 0.5887 (0.5827) loss_giou_dn_1: 0.4841 (0.4758) loss_giou_dn_2: 0.4509 (0.4459) loss_giou_dn_3: 0.4420 (0.4377) loss_giou_dn_4: 0.4417 (0.4357) loss_giou_dn_5: 0.4420 (0.4358) loss_vfl: 0.6785 (0.6732) loss_vfl_aux_0: 0.7826 (0.7761) loss_vfl_aux_1: 0.7376 (0.7298) loss_vfl_aux_2: 0.7043 (0.6995) loss_vfl_aux_3: 0.6900 (0.6838) loss_vfl_aux_4: 0.6860 (0.6770) loss_vfl_aux_5: 0.7584 (0.7599) loss_vfl_dn_0: 0.4509 (0.4536) loss_vfl_dn_1: 0.3919 (0.3879) loss_vfl_dn_2: 0.3767 (0.3720) loss_vfl_dn_3: 0.3679 (0.3647) loss_vfl_dn_4: 0.3647 (0.3621) loss_vfl_dn_5: 0.3656 (0.3613) time: 0.4855 data: 0.0142 max mem: 5654 Epoch: [41] [2100/7393] eta: 0:43:09 lr: 0.000010 loss: 15.9914 (15.8872) loss_bbox: 0.1607 (0.1535) loss_bbox_aux_0: 0.1658 (0.1677) loss_bbox_aux_1: 0.1611 (0.1588) loss_bbox_aux_2: 0.1539 (0.1560) loss_bbox_aux_3: 0.1568 (0.1541) loss_bbox_aux_4: 0.1625 (0.1534) loss_bbox_aux_5: 0.1923 (0.2041) loss_bbox_dn_0: 0.2529 (0.2706) loss_bbox_dn_1: 0.1871 (0.1998) loss_bbox_dn_2: 0.1629 (0.1789) loss_bbox_dn_3: 0.1576 (0.1727) loss_bbox_dn_4: 0.1563 (0.1713) loss_bbox_dn_5: 0.1563 (0.1713) loss_giou: 0.5110 (0.4759) loss_giou_aux_0: 0.5212 (0.5016) loss_giou_aux_1: 0.5053 (0.4863) loss_giou_aux_2: 0.5151 (0.4805) loss_giou_aux_3: 0.5113 (0.4774) loss_giou_aux_4: 0.5110 (0.4760) loss_giou_aux_5: 0.5967 (0.5655) loss_giou_dn_0: 0.5688 (0.5827) loss_giou_dn_1: 0.4685 (0.4759) loss_giou_dn_2: 0.4376 (0.4460) loss_giou_dn_3: 0.4271 (0.4378) loss_giou_dn_4: 0.4241 (0.4358) loss_giou_dn_5: 0.4242 (0.4360) loss_vfl: 0.6413 (0.6730) loss_vfl_aux_0: 0.7583 (0.7755) loss_vfl_aux_1: 0.7069 (0.7292) loss_vfl_aux_2: 0.6674 (0.6989) loss_vfl_aux_3: 0.6515 (0.6834) loss_vfl_aux_4: 0.6479 (0.6767) loss_vfl_aux_5: 0.7219 (0.7595) loss_vfl_dn_0: 0.4544 (0.4536) loss_vfl_dn_1: 0.3966 (0.3879) loss_vfl_dn_2: 0.3802 (0.3720) loss_vfl_dn_3: 0.3711 (0.3646) loss_vfl_dn_4: 0.3690 (0.3621) loss_vfl_dn_5: 0.3655 (0.3613) time: 0.4815 data: 0.0146 max mem: 5654 Epoch: [41] [2200/7393] eta: 0:42:33 lr: 0.000010 loss: 16.3887 (15.8952) loss_bbox: 0.1421 (0.1537) loss_bbox_aux_0: 0.1558 (0.1678) loss_bbox_aux_1: 0.1560 (0.1588) loss_bbox_aux_2: 0.1519 (0.1561) loss_bbox_aux_3: 0.1464 (0.1542) loss_bbox_aux_4: 0.1406 (0.1536) loss_bbox_aux_5: 0.1938 (0.2040) loss_bbox_dn_0: 0.2459 (0.2708) loss_bbox_dn_1: 0.1948 (0.2000) loss_bbox_dn_2: 0.1742 (0.1790) loss_bbox_dn_3: 0.1763 (0.1729) loss_bbox_dn_4: 0.1749 (0.1715) loss_bbox_dn_5: 0.1750 (0.1715) loss_giou: 0.4866 (0.4761) loss_giou_aux_0: 0.5075 (0.5017) loss_giou_aux_1: 0.4910 (0.4864) loss_giou_aux_2: 0.4799 (0.4807) loss_giou_aux_3: 0.4859 (0.4776) loss_giou_aux_4: 0.4865 (0.4762) loss_giou_aux_5: 0.5806 (0.5655) loss_giou_dn_0: 0.5932 (0.5829) loss_giou_dn_1: 0.4910 (0.4761) loss_giou_dn_2: 0.4567 (0.4462) loss_giou_dn_3: 0.4448 (0.4380) loss_giou_dn_4: 0.4452 (0.4360) loss_giou_dn_5: 0.4460 (0.4362) loss_vfl: 0.6482 (0.6733) loss_vfl_aux_0: 0.7684 (0.7761) loss_vfl_aux_1: 0.7352 (0.7298) loss_vfl_aux_2: 0.6784 (0.6994) loss_vfl_aux_3: 0.6582 (0.6839) loss_vfl_aux_4: 0.6522 (0.6770) loss_vfl_aux_5: 0.7505 (0.7602) loss_vfl_dn_0: 0.4532 (0.4537) loss_vfl_dn_1: 0.3916 (0.3880) loss_vfl_dn_2: 0.3760 (0.3722) loss_vfl_dn_3: 0.3739 (0.3648) loss_vfl_dn_4: 0.3697 (0.3622) loss_vfl_dn_5: 0.3695 (0.3614) time: 0.8138 data: 0.0137 max mem: 5654 Epoch: [41] [2300/7393] eta: 0:41:41 lr: 0.000010 loss: 15.6729 (15.9010) loss_bbox: 0.1421 (0.1538) loss_bbox_aux_0: 0.1595 (0.1678) loss_bbox_aux_1: 0.1496 (0.1589) loss_bbox_aux_2: 0.1494 (0.1562) loss_bbox_aux_3: 0.1452 (0.1543) loss_bbox_aux_4: 0.1414 (0.1537) loss_bbox_aux_5: 0.1961 (0.2041) loss_bbox_dn_0: 0.2511 (0.2707) loss_bbox_dn_1: 0.1818 (0.1999) loss_bbox_dn_2: 0.1664 (0.1790) loss_bbox_dn_3: 0.1623 (0.1729) loss_bbox_dn_4: 0.1627 (0.1715) loss_bbox_dn_5: 0.1627 (0.1715) loss_giou: 0.4209 (0.4766) loss_giou_aux_0: 0.4385 (0.5021) loss_giou_aux_1: 0.4271 (0.4869) loss_giou_aux_2: 0.4220 (0.4812) loss_giou_aux_3: 0.4179 (0.4781) loss_giou_aux_4: 0.4169 (0.4767) loss_giou_aux_5: 0.5211 (0.5660) loss_giou_dn_0: 0.5619 (0.5834) loss_giou_dn_1: 0.4540 (0.4766) loss_giou_dn_2: 0.4209 (0.4466) loss_giou_dn_3: 0.4154 (0.4384) loss_giou_dn_4: 0.4125 (0.4364) loss_giou_dn_5: 0.4125 (0.4366) loss_vfl: 0.6899 (0.6733) loss_vfl_aux_0: 0.8093 (0.7760) loss_vfl_aux_1: 0.7661 (0.7298) loss_vfl_aux_2: 0.7335 (0.6993) loss_vfl_aux_3: 0.7187 (0.6839) loss_vfl_aux_4: 0.6986 (0.6770) loss_vfl_aux_5: 0.7796 (0.7598) loss_vfl_dn_0: 0.4537 (0.4537) loss_vfl_dn_1: 0.3809 (0.3880) loss_vfl_dn_2: 0.3667 (0.3721) loss_vfl_dn_3: 0.3582 (0.3648) loss_vfl_dn_4: 0.3558 (0.3622) loss_vfl_dn_5: 0.3539 (0.3614) time: 0.4822 data: 0.0140 max mem: 5654 Epoch: [41] [2400/7393] eta: 0:40:50 lr: 0.000010 loss: 15.8617 (15.9081) loss_bbox: 0.1406 (0.1538) loss_bbox_aux_0: 0.1624 (0.1678) loss_bbox_aux_1: 0.1549 (0.1589) loss_bbox_aux_2: 0.1504 (0.1562) loss_bbox_aux_3: 0.1519 (0.1543) loss_bbox_aux_4: 0.1384 (0.1536) loss_bbox_aux_5: 0.2025 (0.2041) loss_bbox_dn_0: 0.2848 (0.2706) loss_bbox_dn_1: 0.2055 (0.1998) loss_bbox_dn_2: 0.1760 (0.1789) loss_bbox_dn_3: 0.1694 (0.1728) loss_bbox_dn_4: 0.1684 (0.1714) loss_bbox_dn_5: 0.1684 (0.1714) loss_giou: 0.4270 (0.4771) loss_giou_aux_0: 0.4559 (0.5026) loss_giou_aux_1: 0.4362 (0.4874) loss_giou_aux_2: 0.4301 (0.4818) loss_giou_aux_3: 0.4288 (0.4787) loss_giou_aux_4: 0.4337 (0.4772) loss_giou_aux_5: 0.5142 (0.5665) loss_giou_dn_0: 0.5729 (0.5838) loss_giou_dn_1: 0.4558 (0.4769) loss_giou_dn_2: 0.4292 (0.4469) loss_giou_dn_3: 0.4147 (0.4387) loss_giou_dn_4: 0.4110 (0.4367) loss_giou_dn_5: 0.4111 (0.4369) loss_vfl: 0.6591 (0.6736) loss_vfl_aux_0: 0.7982 (0.7763) loss_vfl_aux_1: 0.7364 (0.7301) loss_vfl_aux_2: 0.7002 (0.6995) loss_vfl_aux_3: 0.6741 (0.6842) loss_vfl_aux_4: 0.6630 (0.6773) loss_vfl_aux_5: 0.7635 (0.7598) loss_vfl_dn_0: 0.4550 (0.4537) loss_vfl_dn_1: 0.3901 (0.3880) loss_vfl_dn_2: 0.3683 (0.3722) loss_vfl_dn_3: 0.3585 (0.3648) loss_vfl_dn_4: 0.3572 (0.3623) loss_vfl_dn_5: 0.3576 (0.3615) time: 0.4856 data: 0.0144 max mem: 5654 Epoch: [41] [2500/7393] eta: 0:40:13 lr: 0.000010 loss: 16.1437 (15.9065) loss_bbox: 0.1465 (0.1537) loss_bbox_aux_0: 0.1559 (0.1677) loss_bbox_aux_1: 0.1469 (0.1587) loss_bbox_aux_2: 0.1520 (0.1561) loss_bbox_aux_3: 0.1539 (0.1542) loss_bbox_aux_4: 0.1511 (0.1535) loss_bbox_aux_5: 0.1857 (0.2041) loss_bbox_dn_0: 0.2468 (0.2702) loss_bbox_dn_1: 0.1764 (0.1996) loss_bbox_dn_2: 0.1521 (0.1788) loss_bbox_dn_3: 0.1486 (0.1726) loss_bbox_dn_4: 0.1476 (0.1712) loss_bbox_dn_5: 0.1476 (0.1712) loss_giou: 0.4606 (0.4774) loss_giou_aux_0: 0.4896 (0.5028) loss_giou_aux_1: 0.4637 (0.4876) loss_giou_aux_2: 0.4570 (0.4820) loss_giou_aux_3: 0.4637 (0.4789) loss_giou_aux_4: 0.4629 (0.4775) loss_giou_aux_5: 0.5470 (0.5668) loss_giou_dn_0: 0.5925 (0.5840) loss_giou_dn_1: 0.4830 (0.4771) loss_giou_dn_2: 0.4500 (0.4472) loss_giou_dn_3: 0.4408 (0.4389) loss_giou_dn_4: 0.4389 (0.4369) loss_giou_dn_5: 0.4390 (0.4371) loss_vfl: 0.6707 (0.6730) loss_vfl_aux_0: 0.7687 (0.7761) loss_vfl_aux_1: 0.7287 (0.7298) loss_vfl_aux_2: 0.6908 (0.6990) loss_vfl_aux_3: 0.6874 (0.6838) loss_vfl_aux_4: 0.6718 (0.6768) loss_vfl_aux_5: 0.7534 (0.7594) loss_vfl_dn_0: 0.4574 (0.4537) loss_vfl_dn_1: 0.3966 (0.3881) loss_vfl_dn_2: 0.3799 (0.3722) loss_vfl_dn_3: 0.3681 (0.3649) loss_vfl_dn_4: 0.3684 (0.3624) loss_vfl_dn_5: 0.3683 (0.3616) time: 0.4777 data: 0.0141 max mem: 5654 Epoch: [41] [2600/7393] eta: 0:39:21 lr: 0.000010 loss: 15.9090 (15.9157) loss_bbox: 0.1574 (0.1539) loss_bbox_aux_0: 0.1806 (0.1678) loss_bbox_aux_1: 0.1681 (0.1590) loss_bbox_aux_2: 0.1623 (0.1563) loss_bbox_aux_3: 0.1597 (0.1544) loss_bbox_aux_4: 0.1586 (0.1537) loss_bbox_aux_5: 0.2112 (0.2043) loss_bbox_dn_0: 0.2642 (0.2706) loss_bbox_dn_1: 0.2007 (0.2000) loss_bbox_dn_2: 0.1856 (0.1792) loss_bbox_dn_3: 0.1797 (0.1730) loss_bbox_dn_4: 0.1791 (0.1716) loss_bbox_dn_5: 0.1791 (0.1716) loss_giou: 0.5001 (0.4775) loss_giou_aux_0: 0.5216 (0.5029) loss_giou_aux_1: 0.5090 (0.4877) loss_giou_aux_2: 0.5018 (0.4821) loss_giou_aux_3: 0.5102 (0.4790) loss_giou_aux_4: 0.4975 (0.4776) loss_giou_aux_5: 0.5706 (0.5668) loss_giou_dn_0: 0.5918 (0.5842) loss_giou_dn_1: 0.4972 (0.4773) loss_giou_dn_2: 0.4612 (0.4474) loss_giou_dn_3: 0.4517 (0.4391) loss_giou_dn_4: 0.4506 (0.4371) loss_giou_dn_5: 0.4508 (0.4373) loss_vfl: 0.6546 (0.6734) loss_vfl_aux_0: 0.7317 (0.7768) loss_vfl_aux_1: 0.7172 (0.7303) loss_vfl_aux_2: 0.6785 (0.6995) loss_vfl_aux_3: 0.6539 (0.6842) loss_vfl_aux_4: 0.6547 (0.6772) loss_vfl_aux_5: 0.7186 (0.7598) loss_vfl_dn_0: 0.4512 (0.4537) loss_vfl_dn_1: 0.3891 (0.3881) loss_vfl_dn_2: 0.3750 (0.3723) loss_vfl_dn_3: 0.3687 (0.3649) loss_vfl_dn_4: 0.3648 (0.3624) loss_vfl_dn_5: 0.3642 (0.3616) time: 0.4914 data: 0.0140 max mem: 5654 Epoch: [41] [2700/7393] eta: 0:38:30 lr: 0.000010 loss: 15.7093 (15.9097) loss_bbox: 0.1589 (0.1539) loss_bbox_aux_0: 0.1668 (0.1676) loss_bbox_aux_1: 0.1591 (0.1588) loss_bbox_aux_2: 0.1586 (0.1562) loss_bbox_aux_3: 0.1560 (0.1543) loss_bbox_aux_4: 0.1577 (0.1536) loss_bbox_aux_5: 0.1986 (0.2042) loss_bbox_dn_0: 0.3115 (0.2703) loss_bbox_dn_1: 0.2286 (0.1998) loss_bbox_dn_2: 0.2006 (0.1789) loss_bbox_dn_3: 0.1931 (0.1728) loss_bbox_dn_4: 0.1935 (0.1714) loss_bbox_dn_5: 0.1935 (0.1714) loss_giou: 0.4660 (0.4774) loss_giou_aux_0: 0.4638 (0.5027) loss_giou_aux_1: 0.4545 (0.4876) loss_giou_aux_2: 0.4459 (0.4820) loss_giou_aux_3: 0.4544 (0.4789) loss_giou_aux_4: 0.4662 (0.4775) loss_giou_aux_5: 0.5180 (0.5667) loss_giou_dn_0: 0.5661 (0.5840) loss_giou_dn_1: 0.4553 (0.4771) loss_giou_dn_2: 0.4374 (0.4472) loss_giou_dn_3: 0.4244 (0.4389) loss_giou_dn_4: 0.4218 (0.4369) loss_giou_dn_5: 0.4220 (0.4371) loss_vfl: 0.6681 (0.6731) loss_vfl_aux_0: 0.7810 (0.7768) loss_vfl_aux_1: 0.7159 (0.7302) loss_vfl_aux_2: 0.7005 (0.6992) loss_vfl_aux_3: 0.6828 (0.6839) loss_vfl_aux_4: 0.6697 (0.6769) loss_vfl_aux_5: 0.7552 (0.7594) loss_vfl_dn_0: 0.4503 (0.4537) loss_vfl_dn_1: 0.3906 (0.3881) loss_vfl_dn_2: 0.3729 (0.3722) loss_vfl_dn_3: 0.3617 (0.3649) loss_vfl_dn_4: 0.3594 (0.3624) loss_vfl_dn_5: 0.3582 (0.3616) time: 0.4904 data: 0.0139 max mem: 5654 Epoch: [41] [2800/7393] eta: 0:37:37 lr: 0.000010 loss: 15.6977 (15.9137) loss_bbox: 0.1444 (0.1539) loss_bbox_aux_0: 0.1564 (0.1676) loss_bbox_aux_1: 0.1454 (0.1589) loss_bbox_aux_2: 0.1530 (0.1563) loss_bbox_aux_3: 0.1521 (0.1543) loss_bbox_aux_4: 0.1444 (0.1537) loss_bbox_aux_5: 0.1905 (0.2043) loss_bbox_dn_0: 0.2427 (0.2703) loss_bbox_dn_1: 0.1825 (0.1997) loss_bbox_dn_2: 0.1655 (0.1789) loss_bbox_dn_3: 0.1589 (0.1728) loss_bbox_dn_4: 0.1590 (0.1714) loss_bbox_dn_5: 0.1590 (0.1714) loss_giou: 0.4908 (0.4777) loss_giou_aux_0: 0.5267 (0.5030) loss_giou_aux_1: 0.5085 (0.4880) loss_giou_aux_2: 0.5058 (0.4824) loss_giou_aux_3: 0.4922 (0.4793) loss_giou_aux_4: 0.4848 (0.4778) loss_giou_aux_5: 0.5750 (0.5671) loss_giou_dn_0: 0.5780 (0.5842) loss_giou_dn_1: 0.4716 (0.4773) loss_giou_dn_2: 0.4542 (0.4474) loss_giou_dn_3: 0.4501 (0.4391) loss_giou_dn_4: 0.4477 (0.4371) loss_giou_dn_5: 0.4476 (0.4373) loss_vfl: 0.6895 (0.6731) loss_vfl_aux_0: 0.7569 (0.7769) loss_vfl_aux_1: 0.7255 (0.7303) loss_vfl_aux_2: 0.7002 (0.6992) loss_vfl_aux_3: 0.6996 (0.6839) loss_vfl_aux_4: 0.6973 (0.6769) loss_vfl_aux_5: 0.7255 (0.7591) loss_vfl_dn_0: 0.4511 (0.4537) loss_vfl_dn_1: 0.3888 (0.3881) loss_vfl_dn_2: 0.3704 (0.3722) loss_vfl_dn_3: 0.3669 (0.3649) loss_vfl_dn_4: 0.3654 (0.3624) loss_vfl_dn_5: 0.3639 (0.3616) time: 0.4806 data: 0.0140 max mem: 5654 Epoch: [41] [2900/7393] eta: 0:36:46 lr: 0.000010 loss: 16.1134 (15.9205) loss_bbox: 0.1539 (0.1539) loss_bbox_aux_0: 0.1821 (0.1677) loss_bbox_aux_1: 0.1629 (0.1589) loss_bbox_aux_2: 0.1602 (0.1563) loss_bbox_aux_3: 0.1543 (0.1543) loss_bbox_aux_4: 0.1542 (0.1537) loss_bbox_aux_5: 0.2229 (0.2045) loss_bbox_dn_0: 0.2904 (0.2705) loss_bbox_dn_1: 0.2271 (0.1999) loss_bbox_dn_2: 0.1955 (0.1791) loss_bbox_dn_3: 0.1867 (0.1730) loss_bbox_dn_4: 0.1868 (0.1716) loss_bbox_dn_5: 0.1867 (0.1716) loss_giou: 0.4182 (0.4777) loss_giou_aux_0: 0.4391 (0.5031) loss_giou_aux_1: 0.4289 (0.4880) loss_giou_aux_2: 0.4168 (0.4824) loss_giou_aux_3: 0.4160 (0.4793) loss_giou_aux_4: 0.4177 (0.4779) loss_giou_aux_5: 0.5115 (0.5672) loss_giou_dn_0: 0.5665 (0.5843) loss_giou_dn_1: 0.4656 (0.4774) loss_giou_dn_2: 0.4259 (0.4475) loss_giou_dn_3: 0.4198 (0.4393) loss_giou_dn_4: 0.4195 (0.4373) loss_giou_dn_5: 0.4194 (0.4375) loss_vfl: 0.6788 (0.6736) loss_vfl_aux_0: 0.7939 (0.7775) loss_vfl_aux_1: 0.7551 (0.7310) loss_vfl_aux_2: 0.7136 (0.6998) loss_vfl_aux_3: 0.6981 (0.6845) loss_vfl_aux_4: 0.6863 (0.6774) loss_vfl_aux_5: 0.7479 (0.7594) loss_vfl_dn_0: 0.4570 (0.4538) loss_vfl_dn_1: 0.3890 (0.3882) loss_vfl_dn_2: 0.3716 (0.3723) loss_vfl_dn_3: 0.3642 (0.3650) loss_vfl_dn_4: 0.3608 (0.3625) loss_vfl_dn_5: 0.3614 (0.3617) time: 0.4815 data: 0.0142 max mem: 5654 Epoch: [41] [3000/7393] eta: 0:36:03 lr: 0.000010 loss: 15.6934 (15.9189) loss_bbox: 0.1296 (0.1538) loss_bbox_aux_0: 0.1518 (0.1675) loss_bbox_aux_1: 0.1432 (0.1587) loss_bbox_aux_2: 0.1353 (0.1562) loss_bbox_aux_3: 0.1381 (0.1542) loss_bbox_aux_4: 0.1302 (0.1535) loss_bbox_aux_5: 0.1843 (0.2042) loss_bbox_dn_0: 0.2516 (0.2701) loss_bbox_dn_1: 0.1841 (0.1996) loss_bbox_dn_2: 0.1630 (0.1788) loss_bbox_dn_3: 0.1569 (0.1727) loss_bbox_dn_4: 0.1537 (0.1713) loss_bbox_dn_5: 0.1538 (0.1714) loss_giou: 0.4571 (0.4776) loss_giou_aux_0: 0.4738 (0.5029) loss_giou_aux_1: 0.4585 (0.4878) loss_giou_aux_2: 0.4595 (0.4823) loss_giou_aux_3: 0.4610 (0.4791) loss_giou_aux_4: 0.4619 (0.4777) loss_giou_aux_5: 0.5281 (0.5671) loss_giou_dn_0: 0.5669 (0.5843) loss_giou_dn_1: 0.4617 (0.4774) loss_giou_dn_2: 0.4404 (0.4474) loss_giou_dn_3: 0.4305 (0.4392) loss_giou_dn_4: 0.4266 (0.4372) loss_giou_dn_5: 0.4272 (0.4374) loss_vfl: 0.6546 (0.6739) loss_vfl_aux_0: 0.7966 (0.7780) loss_vfl_aux_1: 0.7416 (0.7316) loss_vfl_aux_2: 0.6960 (0.7003) loss_vfl_aux_3: 0.6823 (0.6849) loss_vfl_aux_4: 0.6775 (0.6777) loss_vfl_aux_5: 0.7593 (0.7595) loss_vfl_dn_0: 0.4519 (0.4538) loss_vfl_dn_1: 0.3918 (0.3882) loss_vfl_dn_2: 0.3787 (0.3723) loss_vfl_dn_3: 0.3716 (0.3650) loss_vfl_dn_4: 0.3662 (0.3625) loss_vfl_dn_5: 0.3651 (0.3617) time: 0.4642 data: 0.0138 max mem: 5654 Epoch: [41] [3100/7393] eta: 0:35:20 lr: 0.000010 loss: 16.4860 (15.9213) loss_bbox: 0.1535 (0.1539) loss_bbox_aux_0: 0.1752 (0.1676) loss_bbox_aux_1: 0.1661 (0.1588) loss_bbox_aux_2: 0.1581 (0.1562) loss_bbox_aux_3: 0.1557 (0.1543) loss_bbox_aux_4: 0.1537 (0.1536) loss_bbox_aux_5: 0.2117 (0.2043) loss_bbox_dn_0: 0.2831 (0.2703) loss_bbox_dn_1: 0.2141 (0.1997) loss_bbox_dn_2: 0.1935 (0.1790) loss_bbox_dn_3: 0.1903 (0.1729) loss_bbox_dn_4: 0.1897 (0.1715) loss_bbox_dn_5: 0.1898 (0.1715) loss_giou: 0.4881 (0.4774) loss_giou_aux_0: 0.5176 (0.5027) loss_giou_aux_1: 0.4918 (0.4876) loss_giou_aux_2: 0.4936 (0.4820) loss_giou_aux_3: 0.4845 (0.4789) loss_giou_aux_4: 0.4851 (0.4775) loss_giou_aux_5: 0.5896 (0.5670) loss_giou_dn_0: 0.5734 (0.5843) loss_giou_dn_1: 0.4792 (0.4774) loss_giou_dn_2: 0.4554 (0.4475) loss_giou_dn_3: 0.4466 (0.4392) loss_giou_dn_4: 0.4477 (0.4372) loss_giou_dn_5: 0.4475 (0.4373) loss_vfl: 0.7048 (0.6742) loss_vfl_aux_0: 0.8027 (0.7783) loss_vfl_aux_1: 0.7598 (0.7319) loss_vfl_aux_2: 0.7363 (0.7007) loss_vfl_aux_3: 0.7197 (0.6853) loss_vfl_aux_4: 0.6992 (0.6780) loss_vfl_aux_5: 0.7745 (0.7595) loss_vfl_dn_0: 0.4534 (0.4538) loss_vfl_dn_1: 0.3928 (0.3883) loss_vfl_dn_2: 0.3791 (0.3724) loss_vfl_dn_3: 0.3733 (0.3651) loss_vfl_dn_4: 0.3688 (0.3626) loss_vfl_dn_5: 0.3681 (0.3618) time: 0.4622 data: 0.0133 max mem: 5654 Epoch: [41] [3200/7393] eta: 0:34:29 lr: 0.000010 loss: 15.8511 (15.9245) loss_bbox: 0.1499 (0.1539) loss_bbox_aux_0: 0.1695 (0.1676) loss_bbox_aux_1: 0.1546 (0.1589) loss_bbox_aux_2: 0.1561 (0.1563) loss_bbox_aux_3: 0.1443 (0.1543) loss_bbox_aux_4: 0.1528 (0.1537) loss_bbox_aux_5: 0.2102 (0.2042) loss_bbox_dn_0: 0.2844 (0.2703) loss_bbox_dn_1: 0.2085 (0.1998) loss_bbox_dn_2: 0.1825 (0.1791) loss_bbox_dn_3: 0.1773 (0.1729) loss_bbox_dn_4: 0.1742 (0.1716) loss_bbox_dn_5: 0.1742 (0.1716) loss_giou: 0.4438 (0.4777) loss_giou_aux_0: 0.4669 (0.5030) loss_giou_aux_1: 0.4446 (0.4879) loss_giou_aux_2: 0.4295 (0.4824) loss_giou_aux_3: 0.4248 (0.4792) loss_giou_aux_4: 0.4321 (0.4778) loss_giou_aux_5: 0.5373 (0.5672) loss_giou_dn_0: 0.5817 (0.5846) loss_giou_dn_1: 0.4779 (0.4775) loss_giou_dn_2: 0.4400 (0.4476) loss_giou_dn_3: 0.4241 (0.4393) loss_giou_dn_4: 0.4194 (0.4373) loss_giou_dn_5: 0.4195 (0.4374) loss_vfl: 0.6730 (0.6740) loss_vfl_aux_0: 0.7905 (0.7782) loss_vfl_aux_1: 0.7304 (0.7321) loss_vfl_aux_2: 0.6821 (0.7007) loss_vfl_aux_3: 0.6914 (0.6852) loss_vfl_aux_4: 0.6725 (0.6778) loss_vfl_aux_5: 0.7821 (0.7597) loss_vfl_dn_0: 0.4593 (0.4539) loss_vfl_dn_1: 0.3885 (0.3882) loss_vfl_dn_2: 0.3687 (0.3723) loss_vfl_dn_3: 0.3622 (0.3650) loss_vfl_dn_4: 0.3584 (0.3625) loss_vfl_dn_5: 0.3571 (0.3617) time: 0.4830 data: 0.0140 max mem: 5654 Epoch: [41] [3300/7393] eta: 0:33:38 lr: 0.000010 loss: 16.3053 (15.9242) loss_bbox: 0.1429 (0.1537) loss_bbox_aux_0: 0.1624 (0.1674) loss_bbox_aux_1: 0.1454 (0.1586) loss_bbox_aux_2: 0.1464 (0.1561) loss_bbox_aux_3: 0.1412 (0.1541) loss_bbox_aux_4: 0.1356 (0.1535) loss_bbox_aux_5: 0.2008 (0.2040) loss_bbox_dn_0: 0.2534 (0.2700) loss_bbox_dn_1: 0.1917 (0.1995) loss_bbox_dn_2: 0.1655 (0.1788) loss_bbox_dn_3: 0.1665 (0.1727) loss_bbox_dn_4: 0.1635 (0.1713) loss_bbox_dn_5: 0.1635 (0.1713) loss_giou: 0.4624 (0.4781) loss_giou_aux_0: 0.5008 (0.5032) loss_giou_aux_1: 0.4801 (0.4882) loss_giou_aux_2: 0.4665 (0.4827) loss_giou_aux_3: 0.4636 (0.4796) loss_giou_aux_4: 0.4710 (0.4782) loss_giou_aux_5: 0.5560 (0.5676) loss_giou_dn_0: 0.5869 (0.5849) loss_giou_dn_1: 0.4826 (0.4778) loss_giou_dn_2: 0.4594 (0.4479) loss_giou_dn_3: 0.4502 (0.4396) loss_giou_dn_4: 0.4462 (0.4376) loss_giou_dn_5: 0.4464 (0.4377) loss_vfl: 0.6977 (0.6737) loss_vfl_aux_0: 0.7894 (0.7782) loss_vfl_aux_1: 0.7431 (0.7318) loss_vfl_aux_2: 0.7150 (0.7005) loss_vfl_aux_3: 0.7029 (0.6848) loss_vfl_aux_4: 0.6927 (0.6775) loss_vfl_aux_5: 0.7719 (0.7595) loss_vfl_dn_0: 0.4564 (0.4539) loss_vfl_dn_1: 0.3928 (0.3883) loss_vfl_dn_2: 0.3768 (0.3724) loss_vfl_dn_3: 0.3700 (0.3651) loss_vfl_dn_4: 0.3676 (0.3626) loss_vfl_dn_5: 0.3666 (0.3618) time: 0.4834 data: 0.0140 max mem: 5654 Epoch: [41] [3400/7393] eta: 0:32:47 lr: 0.000010 loss: 16.5926 (15.9254) loss_bbox: 0.1554 (0.1538) loss_bbox_aux_0: 0.1583 (0.1675) loss_bbox_aux_1: 0.1523 (0.1587) loss_bbox_aux_2: 0.1591 (0.1562) loss_bbox_aux_3: 0.1578 (0.1542) loss_bbox_aux_4: 0.1555 (0.1536) loss_bbox_aux_5: 0.1980 (0.2041) loss_bbox_dn_0: 0.2616 (0.2701) loss_bbox_dn_1: 0.1897 (0.1995) loss_bbox_dn_2: 0.1684 (0.1788) loss_bbox_dn_3: 0.1622 (0.1727) loss_bbox_dn_4: 0.1617 (0.1713) loss_bbox_dn_5: 0.1617 (0.1713) loss_giou: 0.4643 (0.4781) loss_giou_aux_0: 0.5109 (0.5033) loss_giou_aux_1: 0.4887 (0.4882) loss_giou_aux_2: 0.4897 (0.4827) loss_giou_aux_3: 0.4851 (0.4796) loss_giou_aux_4: 0.4718 (0.4782) loss_giou_aux_5: 0.5672 (0.5676) loss_giou_dn_0: 0.5848 (0.5849) loss_giou_dn_1: 0.4914 (0.4778) loss_giou_dn_2: 0.4607 (0.4479) loss_giou_dn_3: 0.4568 (0.4396) loss_giou_dn_4: 0.4572 (0.4376) loss_giou_dn_5: 0.4578 (0.4377) loss_vfl: 0.6563 (0.6737) loss_vfl_aux_0: 0.7458 (0.7781) loss_vfl_aux_1: 0.7278 (0.7318) loss_vfl_aux_2: 0.7006 (0.7003) loss_vfl_aux_3: 0.6892 (0.6848) loss_vfl_aux_4: 0.6713 (0.6775) loss_vfl_aux_5: 0.7378 (0.7597) loss_vfl_dn_0: 0.4576 (0.4539) loss_vfl_dn_1: 0.3891 (0.3884) loss_vfl_dn_2: 0.3770 (0.3724) loss_vfl_dn_3: 0.3736 (0.3651) loss_vfl_dn_4: 0.3724 (0.3626) loss_vfl_dn_5: 0.3711 (0.3618) time: 0.4746 data: 0.0141 max mem: 5654 Epoch: [41] [3500/7393] eta: 0:31:56 lr: 0.000010 loss: 16.6387 (15.9325) loss_bbox: 0.1558 (0.1540) loss_bbox_aux_0: 0.1594 (0.1677) loss_bbox_aux_1: 0.1571 (0.1589) loss_bbox_aux_2: 0.1518 (0.1564) loss_bbox_aux_3: 0.1559 (0.1544) loss_bbox_aux_4: 0.1558 (0.1538) loss_bbox_aux_5: 0.1937 (0.2043) loss_bbox_dn_0: 0.2357 (0.2704) loss_bbox_dn_1: 0.1939 (0.1999) loss_bbox_dn_2: 0.1713 (0.1792) loss_bbox_dn_3: 0.1663 (0.1731) loss_bbox_dn_4: 0.1636 (0.1717) loss_bbox_dn_5: 0.1636 (0.1717) loss_giou: 0.5170 (0.4782) loss_giou_aux_0: 0.5412 (0.5034) loss_giou_aux_1: 0.5301 (0.4883) loss_giou_aux_2: 0.5096 (0.4828) loss_giou_aux_3: 0.5155 (0.4797) loss_giou_aux_4: 0.5121 (0.4783) loss_giou_aux_5: 0.6179 (0.5678) loss_giou_dn_0: 0.6092 (0.5851) loss_giou_dn_1: 0.5027 (0.4781) loss_giou_dn_2: 0.4758 (0.4481) loss_giou_dn_3: 0.4700 (0.4398) loss_giou_dn_4: 0.4699 (0.4378) loss_giou_dn_5: 0.4701 (0.4380) loss_vfl: 0.6686 (0.6739) loss_vfl_aux_0: 0.7604 (0.7782) loss_vfl_aux_1: 0.7206 (0.7321) loss_vfl_aux_2: 0.7057 (0.7007) loss_vfl_aux_3: 0.6766 (0.6850) loss_vfl_aux_4: 0.6702 (0.6778) loss_vfl_aux_5: 0.7475 (0.7599) loss_vfl_dn_0: 0.4501 (0.4539) loss_vfl_dn_1: 0.3954 (0.3884) loss_vfl_dn_2: 0.3811 (0.3725) loss_vfl_dn_3: 0.3759 (0.3652) loss_vfl_dn_4: 0.3741 (0.3626) loss_vfl_dn_5: 0.3735 (0.3618) time: 0.4796 data: 0.0138 max mem: 5654 Epoch: [41] [3600/7393] eta: 0:31:06 lr: 0.000010 loss: 15.9321 (15.9289) loss_bbox: 0.1486 (0.1540) loss_bbox_aux_0: 0.1670 (0.1675) loss_bbox_aux_1: 0.1560 (0.1588) loss_bbox_aux_2: 0.1522 (0.1563) loss_bbox_aux_3: 0.1480 (0.1544) loss_bbox_aux_4: 0.1479 (0.1537) loss_bbox_aux_5: 0.2088 (0.2041) loss_bbox_dn_0: 0.2563 (0.2704) loss_bbox_dn_1: 0.1975 (0.1998) loss_bbox_dn_2: 0.1769 (0.1792) loss_bbox_dn_3: 0.1720 (0.1730) loss_bbox_dn_4: 0.1704 (0.1716) loss_bbox_dn_5: 0.1704 (0.1716) loss_giou: 0.5155 (0.4779) loss_giou_aux_0: 0.5302 (0.5031) loss_giou_aux_1: 0.5324 (0.4880) loss_giou_aux_2: 0.5269 (0.4825) loss_giou_aux_3: 0.5250 (0.4794) loss_giou_aux_4: 0.5157 (0.4780) loss_giou_aux_5: 0.6064 (0.5676) loss_giou_dn_0: 0.6025 (0.5850) loss_giou_dn_1: 0.5053 (0.4778) loss_giou_dn_2: 0.4697 (0.4479) loss_giou_dn_3: 0.4628 (0.4396) loss_giou_dn_4: 0.4613 (0.4376) loss_giou_dn_5: 0.4619 (0.4378) loss_vfl: 0.6759 (0.6739) loss_vfl_aux_0: 0.7688 (0.7784) loss_vfl_aux_1: 0.7092 (0.7324) loss_vfl_aux_2: 0.6778 (0.7007) loss_vfl_aux_3: 0.6642 (0.6851) loss_vfl_aux_4: 0.6595 (0.6777) loss_vfl_aux_5: 0.7286 (0.7598) loss_vfl_dn_0: 0.4435 (0.4539) loss_vfl_dn_1: 0.3875 (0.3883) loss_vfl_dn_2: 0.3750 (0.3724) loss_vfl_dn_3: 0.3709 (0.3651) loss_vfl_dn_4: 0.3667 (0.3626) loss_vfl_dn_5: 0.3683 (0.3618) time: 0.4829 data: 0.0141 max mem: 5654 Epoch: [41] [3700/7393] eta: 0:30:15 lr: 0.000010 loss: 15.9452 (15.9313) loss_bbox: 0.1453 (0.1539) loss_bbox_aux_0: 0.1672 (0.1675) loss_bbox_aux_1: 0.1576 (0.1587) loss_bbox_aux_2: 0.1518 (0.1562) loss_bbox_aux_3: 0.1466 (0.1543) loss_bbox_aux_4: 0.1453 (0.1537) loss_bbox_aux_5: 0.1946 (0.2040) loss_bbox_dn_0: 0.2627 (0.2702) loss_bbox_dn_1: 0.1873 (0.1997) loss_bbox_dn_2: 0.1671 (0.1791) loss_bbox_dn_3: 0.1626 (0.1729) loss_bbox_dn_4: 0.1626 (0.1715) loss_bbox_dn_5: 0.1626 (0.1715) loss_giou: 0.4200 (0.4782) loss_giou_aux_0: 0.4586 (0.5034) loss_giou_aux_1: 0.4412 (0.4883) loss_giou_aux_2: 0.4316 (0.4829) loss_giou_aux_3: 0.4227 (0.4797) loss_giou_aux_4: 0.4201 (0.4783) loss_giou_aux_5: 0.5278 (0.5679) loss_giou_dn_0: 0.5744 (0.5851) loss_giou_dn_1: 0.4609 (0.4781) loss_giou_dn_2: 0.4338 (0.4482) loss_giou_dn_3: 0.4278 (0.4399) loss_giou_dn_4: 0.4293 (0.4379) loss_giou_dn_5: 0.4294 (0.4380) loss_vfl: 0.6667 (0.6739) loss_vfl_aux_0: 0.7813 (0.7785) loss_vfl_aux_1: 0.7140 (0.7324) loss_vfl_aux_2: 0.6959 (0.7006) loss_vfl_aux_3: 0.6748 (0.6850) loss_vfl_aux_4: 0.6657 (0.6776) loss_vfl_aux_5: 0.7539 (0.7597) loss_vfl_dn_0: 0.4523 (0.4539) loss_vfl_dn_1: 0.3848 (0.3884) loss_vfl_dn_2: 0.3712 (0.3725) loss_vfl_dn_3: 0.3651 (0.3652) loss_vfl_dn_4: 0.3623 (0.3626) loss_vfl_dn_5: 0.3624 (0.3618) time: 0.4765 data: 0.0139 max mem: 5654 Epoch: [41] [3800/7393] eta: 0:29:25 lr: 0.000010 loss: 16.2712 (15.9307) loss_bbox: 0.1509 (0.1539) loss_bbox_aux_0: 0.1546 (0.1675) loss_bbox_aux_1: 0.1578 (0.1587) loss_bbox_aux_2: 0.1520 (0.1562) loss_bbox_aux_3: 0.1518 (0.1543) loss_bbox_aux_4: 0.1523 (0.1537) loss_bbox_aux_5: 0.1942 (0.2040) loss_bbox_dn_0: 0.2396 (0.2700) loss_bbox_dn_1: 0.1782 (0.1996) loss_bbox_dn_2: 0.1622 (0.1790) loss_bbox_dn_3: 0.1540 (0.1728) loss_bbox_dn_4: 0.1537 (0.1715) loss_bbox_dn_5: 0.1533 (0.1715) loss_giou: 0.4876 (0.4786) loss_giou_aux_0: 0.4950 (0.5037) loss_giou_aux_1: 0.4754 (0.4887) loss_giou_aux_2: 0.4875 (0.4833) loss_giou_aux_3: 0.4899 (0.4801) loss_giou_aux_4: 0.4873 (0.4787) loss_giou_aux_5: 0.5666 (0.5683) loss_giou_dn_0: 0.5804 (0.5852) loss_giou_dn_1: 0.4775 (0.4782) loss_giou_dn_2: 0.4553 (0.4483) loss_giou_dn_3: 0.4497 (0.4400) loss_giou_dn_4: 0.4478 (0.4380) loss_giou_dn_5: 0.4477 (0.4381) loss_vfl: 0.6546 (0.6735) loss_vfl_aux_0: 0.7793 (0.7781) loss_vfl_aux_1: 0.7365 (0.7321) loss_vfl_aux_2: 0.6806 (0.7001) loss_vfl_aux_3: 0.6543 (0.6847) loss_vfl_aux_4: 0.6518 (0.6772) loss_vfl_aux_5: 0.7496 (0.7594) loss_vfl_dn_0: 0.4544 (0.4538) loss_vfl_dn_1: 0.3909 (0.3883) loss_vfl_dn_2: 0.3748 (0.3724) loss_vfl_dn_3: 0.3698 (0.3651) loss_vfl_dn_4: 0.3683 (0.3626) loss_vfl_dn_5: 0.3655 (0.3618) time: 0.4813 data: 0.0139 max mem: 5654 Epoch: [41] [3900/7393] eta: 0:28:35 lr: 0.000010 loss: 15.9678 (15.9308) loss_bbox: 0.1568 (0.1538) loss_bbox_aux_0: 0.1675 (0.1674) loss_bbox_aux_1: 0.1592 (0.1586) loss_bbox_aux_2: 0.1526 (0.1562) loss_bbox_aux_3: 0.1553 (0.1543) loss_bbox_aux_4: 0.1560 (0.1536) loss_bbox_aux_5: 0.1988 (0.2040) loss_bbox_dn_0: 0.2514 (0.2698) loss_bbox_dn_1: 0.1838 (0.1995) loss_bbox_dn_2: 0.1674 (0.1788) loss_bbox_dn_3: 0.1655 (0.1727) loss_bbox_dn_4: 0.1615 (0.1713) loss_bbox_dn_5: 0.1613 (0.1713) loss_giou: 0.4659 (0.4786) loss_giou_aux_0: 0.4728 (0.5036) loss_giou_aux_1: 0.4578 (0.4886) loss_giou_aux_2: 0.4608 (0.4832) loss_giou_aux_3: 0.4596 (0.4800) loss_giou_aux_4: 0.4700 (0.4786) loss_giou_aux_5: 0.5086 (0.5681) loss_giou_dn_0: 0.5723 (0.5852) loss_giou_dn_1: 0.4700 (0.4782) loss_giou_dn_2: 0.4471 (0.4482) loss_giou_dn_3: 0.4408 (0.4400) loss_giou_dn_4: 0.4411 (0.4380) loss_giou_dn_5: 0.4414 (0.4381) loss_vfl: 0.6721 (0.6738) loss_vfl_aux_0: 0.7797 (0.7784) loss_vfl_aux_1: 0.7327 (0.7324) loss_vfl_aux_2: 0.6967 (0.7004) loss_vfl_aux_3: 0.6779 (0.6850) loss_vfl_aux_4: 0.6646 (0.6776) loss_vfl_aux_5: 0.7729 (0.7597) loss_vfl_dn_0: 0.4547 (0.4538) loss_vfl_dn_1: 0.3849 (0.3883) loss_vfl_dn_2: 0.3694 (0.3724) loss_vfl_dn_3: 0.3610 (0.3651) loss_vfl_dn_4: 0.3600 (0.3625) loss_vfl_dn_5: 0.3588 (0.3617) time: 0.4720 data: 0.0143 max mem: 5654 Epoch: [41] [4000/7393] eta: 0:27:45 lr: 0.000010 loss: 16.0148 (15.9321) loss_bbox: 0.1534 (0.1539) loss_bbox_aux_0: 0.1680 (0.1674) loss_bbox_aux_1: 0.1656 (0.1586) loss_bbox_aux_2: 0.1574 (0.1562) loss_bbox_aux_3: 0.1559 (0.1543) loss_bbox_aux_4: 0.1550 (0.1537) loss_bbox_aux_5: 0.2117 (0.2040) loss_bbox_dn_0: 0.2724 (0.2697) loss_bbox_dn_1: 0.1976 (0.1994) loss_bbox_dn_2: 0.1677 (0.1788) loss_bbox_dn_3: 0.1619 (0.1727) loss_bbox_dn_4: 0.1604 (0.1713) loss_bbox_dn_5: 0.1605 (0.1713) loss_giou: 0.4434 (0.4789) loss_giou_aux_0: 0.4751 (0.5038) loss_giou_aux_1: 0.4476 (0.4888) loss_giou_aux_2: 0.4521 (0.4835) loss_giou_aux_3: 0.4475 (0.4803) loss_giou_aux_4: 0.4468 (0.4790) loss_giou_aux_5: 0.5213 (0.5684) loss_giou_dn_0: 0.5791 (0.5853) loss_giou_dn_1: 0.4725 (0.4783) loss_giou_dn_2: 0.4371 (0.4484) loss_giou_dn_3: 0.4241 (0.4402) loss_giou_dn_4: 0.4212 (0.4381) loss_giou_dn_5: 0.4215 (0.4383) loss_vfl: 0.6604 (0.6734) loss_vfl_aux_0: 0.7732 (0.7782) loss_vfl_aux_1: 0.7233 (0.7321) loss_vfl_aux_2: 0.6948 (0.7001) loss_vfl_aux_3: 0.6801 (0.6846) loss_vfl_aux_4: 0.6686 (0.6772) loss_vfl_aux_5: 0.7458 (0.7596) loss_vfl_dn_0: 0.4469 (0.4537) loss_vfl_dn_1: 0.3845 (0.3883) loss_vfl_dn_2: 0.3711 (0.3724) loss_vfl_dn_3: 0.3632 (0.3651) loss_vfl_dn_4: 0.3630 (0.3626) loss_vfl_dn_5: 0.3612 (0.3618) time: 0.4743 data: 0.0142 max mem: 5654 Epoch: [41] [4100/7393] eta: 0:26:55 lr: 0.000010 loss: 14.8727 (15.9351) loss_bbox: 0.1605 (0.1540) loss_bbox_aux_0: 0.1622 (0.1675) loss_bbox_aux_1: 0.1561 (0.1587) loss_bbox_aux_2: 0.1532 (0.1563) loss_bbox_aux_3: 0.1595 (0.1544) loss_bbox_aux_4: 0.1588 (0.1538) loss_bbox_aux_5: 0.2094 (0.2041) loss_bbox_dn_0: 0.2553 (0.2698) loss_bbox_dn_1: 0.1969 (0.1995) loss_bbox_dn_2: 0.1701 (0.1789) loss_bbox_dn_3: 0.1642 (0.1727) loss_bbox_dn_4: 0.1627 (0.1713) loss_bbox_dn_5: 0.1628 (0.1713) loss_giou: 0.4030 (0.4791) loss_giou_aux_0: 0.4238 (0.5040) loss_giou_aux_1: 0.4070 (0.4890) loss_giou_aux_2: 0.4018 (0.4837) loss_giou_aux_3: 0.3990 (0.4805) loss_giou_aux_4: 0.3970 (0.4791) loss_giou_aux_5: 0.5104 (0.5686) loss_giou_dn_0: 0.5346 (0.5854) loss_giou_dn_1: 0.4231 (0.4784) loss_giou_dn_2: 0.3887 (0.4485) loss_giou_dn_3: 0.3855 (0.4402) loss_giou_dn_4: 0.3848 (0.4382) loss_giou_dn_5: 0.3849 (0.4384) loss_vfl: 0.6531 (0.6735) loss_vfl_aux_0: 0.7857 (0.7782) loss_vfl_aux_1: 0.7170 (0.7323) loss_vfl_aux_2: 0.6788 (0.7003) loss_vfl_aux_3: 0.6549 (0.6847) loss_vfl_aux_4: 0.6640 (0.6773) loss_vfl_aux_5: 0.7352 (0.7594) loss_vfl_dn_0: 0.4528 (0.4538) loss_vfl_dn_1: 0.3853 (0.3883) loss_vfl_dn_2: 0.3679 (0.3725) loss_vfl_dn_3: 0.3586 (0.3651) loss_vfl_dn_4: 0.3530 (0.3626) loss_vfl_dn_5: 0.3515 (0.3618) time: 0.4728 data: 0.0142 max mem: 5654 Epoch: [41] [4200/7393] eta: 0:26:05 lr: 0.000010 loss: 15.9838 (15.9349) loss_bbox: 0.1491 (0.1541) loss_bbox_aux_0: 0.1560 (0.1676) loss_bbox_aux_1: 0.1556 (0.1588) loss_bbox_aux_2: 0.1525 (0.1564) loss_bbox_aux_3: 0.1497 (0.1546) loss_bbox_aux_4: 0.1491 (0.1539) loss_bbox_aux_5: 0.1908 (0.2042) loss_bbox_dn_0: 0.2497 (0.2699) loss_bbox_dn_1: 0.2095 (0.1996) loss_bbox_dn_2: 0.1907 (0.1790) loss_bbox_dn_3: 0.1808 (0.1729) loss_bbox_dn_4: 0.1801 (0.1715) loss_bbox_dn_5: 0.1799 (0.1715) loss_giou: 0.4609 (0.4791) loss_giou_aux_0: 0.4609 (0.5039) loss_giou_aux_1: 0.4619 (0.4888) loss_giou_aux_2: 0.4515 (0.4837) loss_giou_aux_3: 0.4585 (0.4805) loss_giou_aux_4: 0.4617 (0.4791) loss_giou_aux_5: 0.5184 (0.5685) loss_giou_dn_0: 0.5586 (0.5852) loss_giou_dn_1: 0.4450 (0.4783) loss_giou_dn_2: 0.4121 (0.4484) loss_giou_dn_3: 0.4040 (0.4402) loss_giou_dn_4: 0.4032 (0.4381) loss_giou_dn_5: 0.4030 (0.4383) loss_vfl: 0.6563 (0.6733) loss_vfl_aux_0: 0.7957 (0.7782) loss_vfl_aux_1: 0.7307 (0.7323) loss_vfl_aux_2: 0.6885 (0.7001) loss_vfl_aux_3: 0.6772 (0.6845) loss_vfl_aux_4: 0.6750 (0.6771) loss_vfl_aux_5: 0.7398 (0.7594) loss_vfl_dn_0: 0.4514 (0.4537) loss_vfl_dn_1: 0.3867 (0.3883) loss_vfl_dn_2: 0.3723 (0.3724) loss_vfl_dn_3: 0.3656 (0.3651) loss_vfl_dn_4: 0.3639 (0.3626) loss_vfl_dn_5: 0.3626 (0.3618) time: 0.4809 data: 0.0138 max mem: 5654 Epoch: [41] [4300/7393] eta: 0:25:14 lr: 0.000010 loss: 15.5687 (15.9289) loss_bbox: 0.1355 (0.1541) loss_bbox_aux_0: 0.1483 (0.1675) loss_bbox_aux_1: 0.1466 (0.1587) loss_bbox_aux_2: 0.1419 (0.1564) loss_bbox_aux_3: 0.1333 (0.1545) loss_bbox_aux_4: 0.1367 (0.1539) loss_bbox_aux_5: 0.1977 (0.2042) loss_bbox_dn_0: 0.2572 (0.2699) loss_bbox_dn_1: 0.1915 (0.1996) loss_bbox_dn_2: 0.1740 (0.1791) loss_bbox_dn_3: 0.1752 (0.1729) loss_bbox_dn_4: 0.1752 (0.1715) loss_bbox_dn_5: 0.1754 (0.1715) loss_giou: 0.4670 (0.4787) loss_giou_aux_0: 0.4860 (0.5035) loss_giou_aux_1: 0.4771 (0.4885) loss_giou_aux_2: 0.4628 (0.4833) loss_giou_aux_3: 0.4690 (0.4801) loss_giou_aux_4: 0.4672 (0.4788) loss_giou_aux_5: 0.5558 (0.5681) loss_giou_dn_0: 0.5880 (0.5849) loss_giou_dn_1: 0.4824 (0.4781) loss_giou_dn_2: 0.4437 (0.4482) loss_giou_dn_3: 0.4317 (0.4399) loss_giou_dn_4: 0.4317 (0.4379) loss_giou_dn_5: 0.4319 (0.4380) loss_vfl: 0.6404 (0.6730) loss_vfl_aux_0: 0.7415 (0.7780) loss_vfl_aux_1: 0.7095 (0.7322) loss_vfl_aux_2: 0.6749 (0.7000) loss_vfl_aux_3: 0.6550 (0.6843) loss_vfl_aux_4: 0.6407 (0.6768) loss_vfl_aux_5: 0.7454 (0.7592) loss_vfl_dn_0: 0.4518 (0.4537) loss_vfl_dn_1: 0.3924 (0.3882) loss_vfl_dn_2: 0.3694 (0.3724) loss_vfl_dn_3: 0.3613 (0.3651) loss_vfl_dn_4: 0.3610 (0.3625) loss_vfl_dn_5: 0.3591 (0.3617) time: 0.4633 data: 0.0138 max mem: 5654 Epoch: [41] [4400/7393] eta: 0:24:24 lr: 0.000010 loss: 16.5227 (15.9315) loss_bbox: 0.1558 (0.1542) loss_bbox_aux_0: 0.1705 (0.1677) loss_bbox_aux_1: 0.1630 (0.1588) loss_bbox_aux_2: 0.1607 (0.1564) loss_bbox_aux_3: 0.1511 (0.1546) loss_bbox_aux_4: 0.1557 (0.1540) loss_bbox_aux_5: 0.2121 (0.2043) loss_bbox_dn_0: 0.2653 (0.2704) loss_bbox_dn_1: 0.1975 (0.2000) loss_bbox_dn_2: 0.1767 (0.1794) loss_bbox_dn_3: 0.1693 (0.1732) loss_bbox_dn_4: 0.1690 (0.1719) loss_bbox_dn_5: 0.1686 (0.1719) loss_giou: 0.5082 (0.4785) loss_giou_aux_0: 0.5253 (0.5032) loss_giou_aux_1: 0.5235 (0.4882) loss_giou_aux_2: 0.5192 (0.4830) loss_giou_aux_3: 0.5049 (0.4799) loss_giou_aux_4: 0.5123 (0.4786) loss_giou_aux_5: 0.5851 (0.5678) loss_giou_dn_0: 0.5910 (0.5848) loss_giou_dn_1: 0.4745 (0.4780) loss_giou_dn_2: 0.4393 (0.4481) loss_giou_dn_3: 0.4320 (0.4398) loss_giou_dn_4: 0.4322 (0.4378) loss_giou_dn_5: 0.4324 (0.4380) loss_vfl: 0.6805 (0.6732) loss_vfl_aux_0: 0.7966 (0.7784) loss_vfl_aux_1: 0.7531 (0.7326) loss_vfl_aux_2: 0.7200 (0.7002) loss_vfl_aux_3: 0.6974 (0.6845) loss_vfl_aux_4: 0.6762 (0.6770) loss_vfl_aux_5: 0.7557 (0.7594) loss_vfl_dn_0: 0.4557 (0.4537) loss_vfl_dn_1: 0.3943 (0.3883) loss_vfl_dn_2: 0.3798 (0.3724) loss_vfl_dn_3: 0.3760 (0.3651) loss_vfl_dn_4: 0.3724 (0.3625) loss_vfl_dn_5: 0.3714 (0.3617) time: 0.4795 data: 0.0138 max mem: 5654 Epoch: [41] [4500/7393] eta: 0:23:35 lr: 0.000010 loss: 15.9395 (15.9304) loss_bbox: 0.1481 (0.1542) loss_bbox_aux_0: 0.1686 (0.1677) loss_bbox_aux_1: 0.1538 (0.1589) loss_bbox_aux_2: 0.1501 (0.1565) loss_bbox_aux_3: 0.1450 (0.1547) loss_bbox_aux_4: 0.1474 (0.1540) loss_bbox_aux_5: 0.1986 (0.2045) loss_bbox_dn_0: 0.2727 (0.2707) loss_bbox_dn_1: 0.2056 (0.2002) loss_bbox_dn_2: 0.1818 (0.1796) loss_bbox_dn_3: 0.1789 (0.1734) loss_bbox_dn_4: 0.1788 (0.1720) loss_bbox_dn_5: 0.1786 (0.1720) loss_giou: 0.4560 (0.4780) loss_giou_aux_0: 0.4868 (0.5027) loss_giou_aux_1: 0.4663 (0.4877) loss_giou_aux_2: 0.4598 (0.4826) loss_giou_aux_3: 0.4652 (0.4794) loss_giou_aux_4: 0.4558 (0.4781) loss_giou_aux_5: 0.5550 (0.5674) loss_giou_dn_0: 0.5887 (0.5846) loss_giou_dn_1: 0.4847 (0.4778) loss_giou_dn_2: 0.4620 (0.4478) loss_giou_dn_3: 0.4542 (0.4396) loss_giou_dn_4: 0.4531 (0.4375) loss_giou_dn_5: 0.4527 (0.4377) loss_vfl: 0.6605 (0.6734) loss_vfl_aux_0: 0.7572 (0.7788) loss_vfl_aux_1: 0.7109 (0.7331) loss_vfl_aux_2: 0.6789 (0.7005) loss_vfl_aux_3: 0.6723 (0.6847) loss_vfl_aux_4: 0.6583 (0.6773) loss_vfl_aux_5: 0.7339 (0.7599) loss_vfl_dn_0: 0.4501 (0.4538) loss_vfl_dn_1: 0.3885 (0.3883) loss_vfl_dn_2: 0.3708 (0.3724) loss_vfl_dn_3: 0.3621 (0.3651) loss_vfl_dn_4: 0.3605 (0.3625) loss_vfl_dn_5: 0.3596 (0.3617) time: 0.4793 data: 0.0140 max mem: 5654 Epoch: [41] [4600/7393] eta: 0:22:45 lr: 0.000010 loss: 15.6694 (15.9296) loss_bbox: 0.1413 (0.1542) loss_bbox_aux_0: 0.1489 (0.1677) loss_bbox_aux_1: 0.1400 (0.1589) loss_bbox_aux_2: 0.1374 (0.1565) loss_bbox_aux_3: 0.1372 (0.1546) loss_bbox_aux_4: 0.1433 (0.1540) loss_bbox_aux_5: 0.1894 (0.2044) loss_bbox_dn_0: 0.2294 (0.2704) loss_bbox_dn_1: 0.1792 (0.2000) loss_bbox_dn_2: 0.1570 (0.1794) loss_bbox_dn_3: 0.1508 (0.1732) loss_bbox_dn_4: 0.1495 (0.1718) loss_bbox_dn_5: 0.1495 (0.1718) loss_giou: 0.4381 (0.4780) loss_giou_aux_0: 0.4632 (0.5027) loss_giou_aux_1: 0.4491 (0.4878) loss_giou_aux_2: 0.4395 (0.4826) loss_giou_aux_3: 0.4334 (0.4794) loss_giou_aux_4: 0.4379 (0.4781) loss_giou_aux_5: 0.5334 (0.5674) loss_giou_dn_0: 0.5804 (0.5847) loss_giou_dn_1: 0.4652 (0.4778) loss_giou_dn_2: 0.4311 (0.4479) loss_giou_dn_3: 0.4227 (0.4396) loss_giou_dn_4: 0.4180 (0.4375) loss_giou_dn_5: 0.4181 (0.4377) loss_vfl: 0.6845 (0.6735) loss_vfl_aux_0: 0.8094 (0.7788) loss_vfl_aux_1: 0.7442 (0.7330) loss_vfl_aux_2: 0.7150 (0.7005) loss_vfl_aux_3: 0.7056 (0.6848) loss_vfl_aux_4: 0.6996 (0.6773) loss_vfl_aux_5: 0.7592 (0.7599) loss_vfl_dn_0: 0.4473 (0.4537) loss_vfl_dn_1: 0.3912 (0.3882) loss_vfl_dn_2: 0.3746 (0.3724) loss_vfl_dn_3: 0.3693 (0.3650) loss_vfl_dn_4: 0.3676 (0.3625) loss_vfl_dn_5: 0.3682 (0.3617) time: 0.4804 data: 0.0140 max mem: 5654 Epoch: [41] [4700/7393] eta: 0:21:56 lr: 0.000010 loss: 15.7780 (15.9287) loss_bbox: 0.1414 (0.1541) loss_bbox_aux_0: 0.1664 (0.1677) loss_bbox_aux_1: 0.1509 (0.1589) loss_bbox_aux_2: 0.1438 (0.1565) loss_bbox_aux_3: 0.1448 (0.1546) loss_bbox_aux_4: 0.1435 (0.1539) loss_bbox_aux_5: 0.1790 (0.2044) loss_bbox_dn_0: 0.2591 (0.2702) loss_bbox_dn_1: 0.1777 (0.1998) loss_bbox_dn_2: 0.1599 (0.1793) loss_bbox_dn_3: 0.1456 (0.1731) loss_bbox_dn_4: 0.1432 (0.1717) loss_bbox_dn_5: 0.1432 (0.1717) loss_giou: 0.4866 (0.4782) loss_giou_aux_0: 0.4914 (0.5028) loss_giou_aux_1: 0.4880 (0.4880) loss_giou_aux_2: 0.4863 (0.4828) loss_giou_aux_3: 0.4873 (0.4795) loss_giou_aux_4: 0.4837 (0.4782) loss_giou_aux_5: 0.5624 (0.5674) loss_giou_dn_0: 0.5607 (0.5846) loss_giou_dn_1: 0.4661 (0.4778) loss_giou_dn_2: 0.4388 (0.4479) loss_giou_dn_3: 0.4312 (0.4396) loss_giou_dn_4: 0.4290 (0.4376) loss_giou_dn_5: 0.4291 (0.4377) loss_vfl: 0.6489 (0.6735) loss_vfl_aux_0: 0.7717 (0.7787) loss_vfl_aux_1: 0.6943 (0.7329) loss_vfl_aux_2: 0.6618 (0.7004) loss_vfl_aux_3: 0.6697 (0.6849) loss_vfl_aux_4: 0.6525 (0.6773) loss_vfl_aux_5: 0.7460 (0.7599) loss_vfl_dn_0: 0.4551 (0.4536) loss_vfl_dn_1: 0.3934 (0.3882) loss_vfl_dn_2: 0.3739 (0.3724) loss_vfl_dn_3: 0.3672 (0.3650) loss_vfl_dn_4: 0.3681 (0.3625) loss_vfl_dn_5: 0.3657 (0.3617) time: 0.4834 data: 0.0144 max mem: 5654 Epoch: [41] [4800/7393] eta: 0:21:07 lr: 0.000010 loss: 15.6970 (15.9319) loss_bbox: 0.1657 (0.1542) loss_bbox_aux_0: 0.1841 (0.1677) loss_bbox_aux_1: 0.1711 (0.1590) loss_bbox_aux_2: 0.1662 (0.1566) loss_bbox_aux_3: 0.1653 (0.1547) loss_bbox_aux_4: 0.1667 (0.1540) loss_bbox_aux_5: 0.2214 (0.2044) loss_bbox_dn_0: 0.2781 (0.2703) loss_bbox_dn_1: 0.2104 (0.1999) loss_bbox_dn_2: 0.1827 (0.1794) loss_bbox_dn_3: 0.1810 (0.1732) loss_bbox_dn_4: 0.1782 (0.1718) loss_bbox_dn_5: 0.1781 (0.1718) loss_giou: 0.4451 (0.4782) loss_giou_aux_0: 0.4719 (0.5028) loss_giou_aux_1: 0.4521 (0.4880) loss_giou_aux_2: 0.4561 (0.4828) loss_giou_aux_3: 0.4436 (0.4795) loss_giou_aux_4: 0.4418 (0.4782) loss_giou_aux_5: 0.5386 (0.5674) loss_giou_dn_0: 0.5736 (0.5846) loss_giou_dn_1: 0.4883 (0.4778) loss_giou_dn_2: 0.4573 (0.4479) loss_giou_dn_3: 0.4450 (0.4396) loss_giou_dn_4: 0.4425 (0.4376) loss_giou_dn_5: 0.4423 (0.4377) loss_vfl: 0.6826 (0.6737) loss_vfl_aux_0: 0.7946 (0.7789) loss_vfl_aux_1: 0.7419 (0.7331) loss_vfl_aux_2: 0.7252 (0.7006) loss_vfl_aux_3: 0.6949 (0.6851) loss_vfl_aux_4: 0.7029 (0.6776) loss_vfl_aux_5: 0.7810 (0.7601) loss_vfl_dn_0: 0.4582 (0.4537) loss_vfl_dn_1: 0.3936 (0.3883) loss_vfl_dn_2: 0.3760 (0.3724) loss_vfl_dn_3: 0.3709 (0.3651) loss_vfl_dn_4: 0.3675 (0.3625) loss_vfl_dn_5: 0.3668 (0.3617) time: 0.4809 data: 0.0136 max mem: 5654 Epoch: [41] [4900/7393] eta: 0:20:17 lr: 0.000010 loss: 15.6145 (15.9306) loss_bbox: 0.1442 (0.1542) loss_bbox_aux_0: 0.1677 (0.1677) loss_bbox_aux_1: 0.1535 (0.1589) loss_bbox_aux_2: 0.1435 (0.1565) loss_bbox_aux_3: 0.1435 (0.1546) loss_bbox_aux_4: 0.1425 (0.1540) loss_bbox_aux_5: 0.1920 (0.2043) loss_bbox_dn_0: 0.2393 (0.2702) loss_bbox_dn_1: 0.1789 (0.1998) loss_bbox_dn_2: 0.1620 (0.1793) loss_bbox_dn_3: 0.1577 (0.1731) loss_bbox_dn_4: 0.1570 (0.1717) loss_bbox_dn_5: 0.1567 (0.1718) loss_giou: 0.4585 (0.4781) loss_giou_aux_0: 0.4839 (0.5027) loss_giou_aux_1: 0.4600 (0.4879) loss_giou_aux_2: 0.4605 (0.4827) loss_giou_aux_3: 0.4603 (0.4794) loss_giou_aux_4: 0.4585 (0.4782) loss_giou_aux_5: 0.5259 (0.5673) loss_giou_dn_0: 0.5774 (0.5846) loss_giou_dn_1: 0.4650 (0.4777) loss_giou_dn_2: 0.4320 (0.4479) loss_giou_dn_3: 0.4219 (0.4396) loss_giou_dn_4: 0.4193 (0.4376) loss_giou_dn_5: 0.4196 (0.4378) loss_vfl: 0.6354 (0.6737) loss_vfl_aux_0: 0.7707 (0.7789) loss_vfl_aux_1: 0.7155 (0.7331) loss_vfl_aux_2: 0.6709 (0.7006) loss_vfl_aux_3: 0.6584 (0.6851) loss_vfl_aux_4: 0.6434 (0.6776) loss_vfl_aux_5: 0.7460 (0.7601) loss_vfl_dn_0: 0.4498 (0.4537) loss_vfl_dn_1: 0.3873 (0.3883) loss_vfl_dn_2: 0.3717 (0.3724) loss_vfl_dn_3: 0.3621 (0.3651) loss_vfl_dn_4: 0.3603 (0.3625) loss_vfl_dn_5: 0.3608 (0.3617) time: 0.4782 data: 0.0140 max mem: 5654 Epoch: [41] [5000/7393] eta: 0:19:28 lr: 0.000010 loss: 16.2947 (15.9302) loss_bbox: 0.1633 (0.1544) loss_bbox_aux_0: 0.1764 (0.1679) loss_bbox_aux_1: 0.1686 (0.1591) loss_bbox_aux_2: 0.1645 (0.1567) loss_bbox_aux_3: 0.1615 (0.1548) loss_bbox_aux_4: 0.1627 (0.1541) loss_bbox_aux_5: 0.2009 (0.2045) loss_bbox_dn_0: 0.2788 (0.2704) loss_bbox_dn_1: 0.2040 (0.1999) loss_bbox_dn_2: 0.1770 (0.1794) loss_bbox_dn_3: 0.1666 (0.1732) loss_bbox_dn_4: 0.1637 (0.1718) loss_bbox_dn_5: 0.1635 (0.1718) loss_giou: 0.4763 (0.4780) loss_giou_aux_0: 0.4913 (0.5026) loss_giou_aux_1: 0.4776 (0.4878) loss_giou_aux_2: 0.4727 (0.4826) loss_giou_aux_3: 0.4840 (0.4793) loss_giou_aux_4: 0.4777 (0.4781) loss_giou_aux_5: 0.5536 (0.5671) loss_giou_dn_0: 0.5982 (0.5844) loss_giou_dn_1: 0.4791 (0.4776) loss_giou_dn_2: 0.4462 (0.4477) loss_giou_dn_3: 0.4456 (0.4395) loss_giou_dn_4: 0.4457 (0.4374) loss_giou_dn_5: 0.4463 (0.4376) loss_vfl: 0.6382 (0.6737) loss_vfl_aux_0: 0.7523 (0.7788) loss_vfl_aux_1: 0.7222 (0.7331) loss_vfl_aux_2: 0.6885 (0.7006) loss_vfl_aux_3: 0.6699 (0.6851) loss_vfl_aux_4: 0.6476 (0.6775) loss_vfl_aux_5: 0.7512 (0.7602) loss_vfl_dn_0: 0.4505 (0.4537) loss_vfl_dn_1: 0.3856 (0.3882) loss_vfl_dn_2: 0.3692 (0.3724) loss_vfl_dn_3: 0.3628 (0.3650) loss_vfl_dn_4: 0.3619 (0.3625) loss_vfl_dn_5: 0.3595 (0.3617) time: 0.4849 data: 0.0145 max mem: 5654 Epoch: [41] [5100/7393] eta: 0:18:42 lr: 0.000010 loss: 15.8060 (15.9288) loss_bbox: 0.1405 (0.1543) loss_bbox_aux_0: 0.1559 (0.1678) loss_bbox_aux_1: 0.1479 (0.1591) loss_bbox_aux_2: 0.1451 (0.1566) loss_bbox_aux_3: 0.1426 (0.1547) loss_bbox_aux_4: 0.1405 (0.1541) loss_bbox_aux_5: 0.2009 (0.2044) loss_bbox_dn_0: 0.2765 (0.2702) loss_bbox_dn_1: 0.2042 (0.1998) loss_bbox_dn_2: 0.1782 (0.1793) loss_bbox_dn_3: 0.1694 (0.1731) loss_bbox_dn_4: 0.1646 (0.1717) loss_bbox_dn_5: 0.1646 (0.1717) loss_giou: 0.4228 (0.4778) loss_giou_aux_0: 0.4563 (0.5024) loss_giou_aux_1: 0.4394 (0.4876) loss_giou_aux_2: 0.4252 (0.4824) loss_giou_aux_3: 0.4203 (0.4791) loss_giou_aux_4: 0.4209 (0.4779) loss_giou_aux_5: 0.5492 (0.5669) loss_giou_dn_0: 0.5663 (0.5844) loss_giou_dn_1: 0.4582 (0.4776) loss_giou_dn_2: 0.4292 (0.4477) loss_giou_dn_3: 0.4168 (0.4394) loss_giou_dn_4: 0.4169 (0.4374) loss_giou_dn_5: 0.4177 (0.4375) loss_vfl: 0.6663 (0.6739) loss_vfl_aux_0: 0.7878 (0.7789) loss_vfl_aux_1: 0.7263 (0.7332) loss_vfl_aux_2: 0.6902 (0.7008) loss_vfl_aux_3: 0.6816 (0.6853) loss_vfl_aux_4: 0.6738 (0.6777) loss_vfl_aux_5: 0.7723 (0.7603) loss_vfl_dn_0: 0.4484 (0.4537) loss_vfl_dn_1: 0.3969 (0.3882) loss_vfl_dn_2: 0.3787 (0.3724) loss_vfl_dn_3: 0.3666 (0.3650) loss_vfl_dn_4: 0.3642 (0.3625) loss_vfl_dn_5: 0.3624 (0.3617) time: 0.4813 data: 0.0144 max mem: 5654 Epoch: [41] [5200/7393] eta: 0:17:52 lr: 0.000010 loss: 15.2677 (15.9261) loss_bbox: 0.1684 (0.1543) loss_bbox_aux_0: 0.1661 (0.1678) loss_bbox_aux_1: 0.1626 (0.1591) loss_bbox_aux_2: 0.1596 (0.1566) loss_bbox_aux_3: 0.1632 (0.1547) loss_bbox_aux_4: 0.1683 (0.1541) loss_bbox_aux_5: 0.2086 (0.2044) loss_bbox_dn_0: 0.3021 (0.2703) loss_bbox_dn_1: 0.2127 (0.1999) loss_bbox_dn_2: 0.1840 (0.1793) loss_bbox_dn_3: 0.1796 (0.1732) loss_bbox_dn_4: 0.1765 (0.1718) loss_bbox_dn_5: 0.1765 (0.1718) loss_giou: 0.4423 (0.4776) loss_giou_aux_0: 0.4553 (0.5021) loss_giou_aux_1: 0.4288 (0.4873) loss_giou_aux_2: 0.4271 (0.4821) loss_giou_aux_3: 0.4294 (0.4788) loss_giou_aux_4: 0.4419 (0.4776) loss_giou_aux_5: 0.5165 (0.5667) loss_giou_dn_0: 0.5562 (0.5843) loss_giou_dn_1: 0.4428 (0.4774) loss_giou_dn_2: 0.4164 (0.4475) loss_giou_dn_3: 0.4059 (0.4393) loss_giou_dn_4: 0.4034 (0.4372) loss_giou_dn_5: 0.4038 (0.4374) loss_vfl: 0.6407 (0.6738) loss_vfl_aux_0: 0.7616 (0.7790) loss_vfl_aux_1: 0.7252 (0.7332) loss_vfl_aux_2: 0.6902 (0.7008) loss_vfl_aux_3: 0.6608 (0.6854) loss_vfl_aux_4: 0.6447 (0.6777) loss_vfl_aux_5: 0.7437 (0.7605) loss_vfl_dn_0: 0.4495 (0.4536) loss_vfl_dn_1: 0.3829 (0.3882) loss_vfl_dn_2: 0.3688 (0.3724) loss_vfl_dn_3: 0.3558 (0.3650) loss_vfl_dn_4: 0.3540 (0.3625) loss_vfl_dn_5: 0.3534 (0.3617) time: 0.4811 data: 0.0135 max mem: 5654 Epoch: [41] [5300/7393] eta: 0:17:05 lr: 0.000010 loss: 15.1261 (15.9269) loss_bbox: 0.1468 (0.1543) loss_bbox_aux_0: 0.1637 (0.1678) loss_bbox_aux_1: 0.1496 (0.1591) loss_bbox_aux_2: 0.1457 (0.1566) loss_bbox_aux_3: 0.1475 (0.1548) loss_bbox_aux_4: 0.1468 (0.1541) loss_bbox_aux_5: 0.2103 (0.2044) loss_bbox_dn_0: 0.2676 (0.2704) loss_bbox_dn_1: 0.1930 (0.2000) loss_bbox_dn_2: 0.1692 (0.1794) loss_bbox_dn_3: 0.1647 (0.1733) loss_bbox_dn_4: 0.1632 (0.1719) loss_bbox_dn_5: 0.1632 (0.1719) loss_giou: 0.4123 (0.4774) loss_giou_aux_0: 0.4362 (0.5020) loss_giou_aux_1: 0.4166 (0.4872) loss_giou_aux_2: 0.4148 (0.4819) loss_giou_aux_3: 0.4115 (0.4787) loss_giou_aux_4: 0.4122 (0.4775) loss_giou_aux_5: 0.5149 (0.5664) loss_giou_dn_0: 0.5352 (0.5842) loss_giou_dn_1: 0.4304 (0.4774) loss_giou_dn_2: 0.3987 (0.4475) loss_giou_dn_3: 0.3882 (0.4393) loss_giou_dn_4: 0.3872 (0.4372) loss_giou_dn_5: 0.3870 (0.4374) loss_vfl: 0.6629 (0.6739) loss_vfl_aux_0: 0.7772 (0.7790) loss_vfl_aux_1: 0.7383 (0.7333) loss_vfl_aux_2: 0.7041 (0.7010) loss_vfl_aux_3: 0.6742 (0.6855) loss_vfl_aux_4: 0.6695 (0.6777) loss_vfl_aux_5: 0.7640 (0.7608) loss_vfl_dn_0: 0.4522 (0.4537) loss_vfl_dn_1: 0.3853 (0.3883) loss_vfl_dn_2: 0.3693 (0.3724) loss_vfl_dn_3: 0.3618 (0.3650) loss_vfl_dn_4: 0.3594 (0.3625) loss_vfl_dn_5: 0.3589 (0.3617) time: 0.4739 data: 0.0137 max mem: 5654 Epoch: [41] [5400/7393] eta: 0:16:16 lr: 0.000010 loss: 16.2027 (15.9294) loss_bbox: 0.1440 (0.1543) loss_bbox_aux_0: 0.1640 (0.1678) loss_bbox_aux_1: 0.1526 (0.1591) loss_bbox_aux_2: 0.1481 (0.1566) loss_bbox_aux_3: 0.1425 (0.1547) loss_bbox_aux_4: 0.1471 (0.1541) loss_bbox_aux_5: 0.2075 (0.2044) loss_bbox_dn_0: 0.2719 (0.2704) loss_bbox_dn_1: 0.2011 (0.2000) loss_bbox_dn_2: 0.1842 (0.1794) loss_bbox_dn_3: 0.1769 (0.1733) loss_bbox_dn_4: 0.1757 (0.1719) loss_bbox_dn_5: 0.1758 (0.1719) loss_giou: 0.4424 (0.4774) loss_giou_aux_0: 0.4797 (0.5020) loss_giou_aux_1: 0.4765 (0.4871) loss_giou_aux_2: 0.4582 (0.4819) loss_giou_aux_3: 0.4340 (0.4787) loss_giou_aux_4: 0.4449 (0.4775) loss_giou_aux_5: 0.5446 (0.5664) loss_giou_dn_0: 0.5713 (0.5842) loss_giou_dn_1: 0.4674 (0.4774) loss_giou_dn_2: 0.4291 (0.4475) loss_giou_dn_3: 0.4173 (0.4393) loss_giou_dn_4: 0.4136 (0.4372) loss_giou_dn_5: 0.4134 (0.4374) loss_vfl: 0.7067 (0.6742) loss_vfl_aux_0: 0.8215 (0.7793) loss_vfl_aux_1: 0.7708 (0.7336) loss_vfl_aux_2: 0.7294 (0.7014) loss_vfl_aux_3: 0.7173 (0.6859) loss_vfl_aux_4: 0.6974 (0.6781) loss_vfl_aux_5: 0.7849 (0.7611) loss_vfl_dn_0: 0.4573 (0.4537) loss_vfl_dn_1: 0.3949 (0.3883) loss_vfl_dn_2: 0.3815 (0.3725) loss_vfl_dn_3: 0.3726 (0.3651) loss_vfl_dn_4: 0.3694 (0.3625) loss_vfl_dn_5: 0.3669 (0.3618) time: 0.4741 data: 0.0147 max mem: 5654 Epoch: [41] [5500/7393] eta: 0:15:26 lr: 0.000010 loss: 15.9429 (15.9288) loss_bbox: 0.1455 (0.1543) loss_bbox_aux_0: 0.1641 (0.1679) loss_bbox_aux_1: 0.1538 (0.1591) loss_bbox_aux_2: 0.1511 (0.1566) loss_bbox_aux_3: 0.1454 (0.1548) loss_bbox_aux_4: 0.1425 (0.1541) loss_bbox_aux_5: 0.2134 (0.2045) loss_bbox_dn_0: 0.2676 (0.2707) loss_bbox_dn_1: 0.2188 (0.2002) loss_bbox_dn_2: 0.1978 (0.1796) loss_bbox_dn_3: 0.1926 (0.1735) loss_bbox_dn_4: 0.1926 (0.1721) loss_bbox_dn_5: 0.1926 (0.1721) loss_giou: 0.4434 (0.4769) loss_giou_aux_0: 0.4732 (0.5015) loss_giou_aux_1: 0.4582 (0.4867) loss_giou_aux_2: 0.4487 (0.4814) loss_giou_aux_3: 0.4442 (0.4782) loss_giou_aux_4: 0.4435 (0.4770) loss_giou_aux_5: 0.5186 (0.5660) loss_giou_dn_0: 0.5680 (0.5840) loss_giou_dn_1: 0.4533 (0.4772) loss_giou_dn_2: 0.4201 (0.4473) loss_giou_dn_3: 0.4104 (0.4390) loss_giou_dn_4: 0.4073 (0.4370) loss_giou_dn_5: 0.4081 (0.4372) loss_vfl: 0.6928 (0.6745) loss_vfl_aux_0: 0.7879 (0.7797) loss_vfl_aux_1: 0.7432 (0.7339) loss_vfl_aux_2: 0.7174 (0.7017) loss_vfl_aux_3: 0.6934 (0.6862) loss_vfl_aux_4: 0.6934 (0.6784) loss_vfl_aux_5: 0.7719 (0.7615) loss_vfl_dn_0: 0.4569 (0.4537) loss_vfl_dn_1: 0.3835 (0.3883) loss_vfl_dn_2: 0.3667 (0.3724) loss_vfl_dn_3: 0.3596 (0.3651) loss_vfl_dn_4: 0.3540 (0.3625) loss_vfl_dn_5: 0.3532 (0.3617) time: 0.4842 data: 0.0147 max mem: 5654 Epoch: [41] [5600/7393] eta: 0:14:37 lr: 0.000010 loss: 15.7884 (15.9317) loss_bbox: 0.1610 (0.1544) loss_bbox_aux_0: 0.1711 (0.1679) loss_bbox_aux_1: 0.1664 (0.1592) loss_bbox_aux_2: 0.1545 (0.1567) loss_bbox_aux_3: 0.1583 (0.1548) loss_bbox_aux_4: 0.1599 (0.1542) loss_bbox_aux_5: 0.2105 (0.2045) loss_bbox_dn_0: 0.2766 (0.2707) loss_bbox_dn_1: 0.2086 (0.2003) loss_bbox_dn_2: 0.1916 (0.1797) loss_bbox_dn_3: 0.1837 (0.1736) loss_bbox_dn_4: 0.1815 (0.1722) loss_bbox_dn_5: 0.1815 (0.1722) loss_giou: 0.4506 (0.4770) loss_giou_aux_0: 0.4828 (0.5016) loss_giou_aux_1: 0.4524 (0.4867) loss_giou_aux_2: 0.4502 (0.4815) loss_giou_aux_3: 0.4490 (0.4783) loss_giou_aux_4: 0.4485 (0.4771) loss_giou_aux_5: 0.5533 (0.5661) loss_giou_dn_0: 0.5623 (0.5841) loss_giou_dn_1: 0.4454 (0.4773) loss_giou_dn_2: 0.4137 (0.4474) loss_giou_dn_3: 0.4064 (0.4392) loss_giou_dn_4: 0.4047 (0.4371) loss_giou_dn_5: 0.4047 (0.4373) loss_vfl: 0.6383 (0.6746) loss_vfl_aux_0: 0.7240 (0.7797) loss_vfl_aux_1: 0.6733 (0.7341) loss_vfl_aux_2: 0.6580 (0.7018) loss_vfl_aux_3: 0.6462 (0.6863) loss_vfl_aux_4: 0.6529 (0.6785) loss_vfl_aux_5: 0.7266 (0.7616) loss_vfl_dn_0: 0.4434 (0.4538) loss_vfl_dn_1: 0.3818 (0.3884) loss_vfl_dn_2: 0.3647 (0.3725) loss_vfl_dn_3: 0.3524 (0.3651) loss_vfl_dn_4: 0.3489 (0.3626) loss_vfl_dn_5: 0.3492 (0.3618) time: 0.4986 data: 0.0141 max mem: 5654 Epoch: [41] [5700/7393] eta: 0:13:48 lr: 0.000010 loss: 15.7296 (15.9309) loss_bbox: 0.1442 (0.1544) loss_bbox_aux_0: 0.1523 (0.1679) loss_bbox_aux_1: 0.1482 (0.1591) loss_bbox_aux_2: 0.1496 (0.1567) loss_bbox_aux_3: 0.1472 (0.1548) loss_bbox_aux_4: 0.1442 (0.1541) loss_bbox_aux_5: 0.1894 (0.2045) loss_bbox_dn_0: 0.2444 (0.2706) loss_bbox_dn_1: 0.1877 (0.2002) loss_bbox_dn_2: 0.1705 (0.1796) loss_bbox_dn_3: 0.1663 (0.1735) loss_bbox_dn_4: 0.1639 (0.1721) loss_bbox_dn_5: 0.1639 (0.1721) loss_giou: 0.4309 (0.4770) loss_giou_aux_0: 0.4636 (0.5017) loss_giou_aux_1: 0.4577 (0.4868) loss_giou_aux_2: 0.4414 (0.4815) loss_giou_aux_3: 0.4370 (0.4783) loss_giou_aux_4: 0.4306 (0.4771) loss_giou_aux_5: 0.5225 (0.5662) loss_giou_dn_0: 0.5690 (0.5840) loss_giou_dn_1: 0.4582 (0.4772) loss_giou_dn_2: 0.4251 (0.4474) loss_giou_dn_3: 0.4140 (0.4391) loss_giou_dn_4: 0.4100 (0.4371) loss_giou_dn_5: 0.4101 (0.4373) loss_vfl: 0.6870 (0.6747) loss_vfl_aux_0: 0.8096 (0.7797) loss_vfl_aux_1: 0.7443 (0.7340) loss_vfl_aux_2: 0.6985 (0.7018) loss_vfl_aux_3: 0.6930 (0.6863) loss_vfl_aux_4: 0.6886 (0.6785) loss_vfl_aux_5: 0.7684 (0.7616) loss_vfl_dn_0: 0.4490 (0.4537) loss_vfl_dn_1: 0.3826 (0.3883) loss_vfl_dn_2: 0.3681 (0.3725) loss_vfl_dn_3: 0.3637 (0.3651) loss_vfl_dn_4: 0.3606 (0.3625) loss_vfl_dn_5: 0.3593 (0.3618) time: 0.4829 data: 0.0138 max mem: 5654 Epoch: [41] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 16.1363 (15.9368) loss_bbox: 0.1410 (0.1544) loss_bbox_aux_0: 0.1568 (0.1680) loss_bbox_aux_1: 0.1419 (0.1592) loss_bbox_aux_2: 0.1429 (0.1567) loss_bbox_aux_3: 0.1432 (0.1549) loss_bbox_aux_4: 0.1393 (0.1542) loss_bbox_aux_5: 0.1923 (0.2045) loss_bbox_dn_0: 0.2589 (0.2707) loss_bbox_dn_1: 0.1793 (0.2003) loss_bbox_dn_2: 0.1626 (0.1797) loss_bbox_dn_3: 0.1580 (0.1736) loss_bbox_dn_4: 0.1591 (0.1722) loss_bbox_dn_5: 0.1594 (0.1722) loss_giou: 0.4440 (0.4773) loss_giou_aux_0: 0.4866 (0.5020) loss_giou_aux_1: 0.4734 (0.4870) loss_giou_aux_2: 0.4546 (0.4818) loss_giou_aux_3: 0.4658 (0.4786) loss_giou_aux_4: 0.4443 (0.4774) loss_giou_aux_5: 0.5595 (0.5664) loss_giou_dn_0: 0.6076 (0.5843) loss_giou_dn_1: 0.4814 (0.4775) loss_giou_dn_2: 0.4436 (0.4476) loss_giou_dn_3: 0.4312 (0.4394) loss_giou_dn_4: 0.4273 (0.4373) loss_giou_dn_5: 0.4274 (0.4375) loss_vfl: 0.6567 (0.6749) loss_vfl_aux_0: 0.7417 (0.7799) loss_vfl_aux_1: 0.7044 (0.7342) loss_vfl_aux_2: 0.6793 (0.7021) loss_vfl_aux_3: 0.6685 (0.6865) loss_vfl_aux_4: 0.6684 (0.6787) loss_vfl_aux_5: 0.7347 (0.7618) loss_vfl_dn_0: 0.4479 (0.4537) loss_vfl_dn_1: 0.3852 (0.3884) loss_vfl_dn_2: 0.3676 (0.3725) loss_vfl_dn_3: 0.3617 (0.3651) loss_vfl_dn_4: 0.3572 (0.3626) loss_vfl_dn_5: 0.3565 (0.3618) time: 0.7471 data: 0.0140 max mem: 5654 Epoch: [41] [5900/7393] eta: 0:12:12 lr: 0.000010 loss: 16.0871 (15.9369) loss_bbox: 0.1487 (0.1544) loss_bbox_aux_0: 0.1789 (0.1679) loss_bbox_aux_1: 0.1496 (0.1591) loss_bbox_aux_2: 0.1522 (0.1567) loss_bbox_aux_3: 0.1478 (0.1548) loss_bbox_aux_4: 0.1474 (0.1542) loss_bbox_aux_5: 0.2127 (0.2045) loss_bbox_dn_0: 0.2634 (0.2707) loss_bbox_dn_1: 0.1935 (0.2003) loss_bbox_dn_2: 0.1705 (0.1797) loss_bbox_dn_3: 0.1658 (0.1736) loss_bbox_dn_4: 0.1635 (0.1722) loss_bbox_dn_5: 0.1633 (0.1722) loss_giou: 0.4232 (0.4772) loss_giou_aux_0: 0.4582 (0.5019) loss_giou_aux_1: 0.4332 (0.4869) loss_giou_aux_2: 0.4320 (0.4817) loss_giou_aux_3: 0.4275 (0.4785) loss_giou_aux_4: 0.4269 (0.4772) loss_giou_aux_5: 0.5170 (0.5664) loss_giou_dn_0: 0.5784 (0.5843) loss_giou_dn_1: 0.4653 (0.4774) loss_giou_dn_2: 0.4387 (0.4476) loss_giou_dn_3: 0.4256 (0.4393) loss_giou_dn_4: 0.4230 (0.4373) loss_giou_dn_5: 0.4232 (0.4374) loss_vfl: 0.7181 (0.6751) loss_vfl_aux_0: 0.7802 (0.7801) loss_vfl_aux_1: 0.7558 (0.7345) loss_vfl_aux_2: 0.7479 (0.7023) loss_vfl_aux_3: 0.7116 (0.6867) loss_vfl_aux_4: 0.7066 (0.6790) loss_vfl_aux_5: 0.7592 (0.7620) loss_vfl_dn_0: 0.4576 (0.4537) loss_vfl_dn_1: 0.3879 (0.3884) loss_vfl_dn_2: 0.3680 (0.3725) loss_vfl_dn_3: 0.3595 (0.3651) loss_vfl_dn_4: 0.3600 (0.3626) loss_vfl_dn_5: 0.3589 (0.3618) time: 0.7866 data: 0.0143 max mem: 5654 Epoch: [41] [6000/7393] eta: 0:11:23 lr: 0.000010 loss: 15.5052 (15.9351) loss_bbox: 0.1553 (0.1544) loss_bbox_aux_0: 0.1697 (0.1680) loss_bbox_aux_1: 0.1607 (0.1592) loss_bbox_aux_2: 0.1584 (0.1567) loss_bbox_aux_3: 0.1588 (0.1549) loss_bbox_aux_4: 0.1583 (0.1542) loss_bbox_aux_5: 0.1969 (0.2045) loss_bbox_dn_0: 0.2531 (0.2707) loss_bbox_dn_1: 0.1884 (0.2002) loss_bbox_dn_2: 0.1678 (0.1796) loss_bbox_dn_3: 0.1611 (0.1735) loss_bbox_dn_4: 0.1576 (0.1721) loss_bbox_dn_5: 0.1576 (0.1721) loss_giou: 0.4328 (0.4772) loss_giou_aux_0: 0.4621 (0.5019) loss_giou_aux_1: 0.4423 (0.4868) loss_giou_aux_2: 0.4468 (0.4817) loss_giou_aux_3: 0.4312 (0.4785) loss_giou_aux_4: 0.4327 (0.4772) loss_giou_aux_5: 0.5346 (0.5663) loss_giou_dn_0: 0.5606 (0.5842) loss_giou_dn_1: 0.4579 (0.4773) loss_giou_dn_2: 0.4235 (0.4475) loss_giou_dn_3: 0.4147 (0.4392) loss_giou_dn_4: 0.4121 (0.4372) loss_giou_dn_5: 0.4123 (0.4374) loss_vfl: 0.6356 (0.6750) loss_vfl_aux_0: 0.7219 (0.7799) loss_vfl_aux_1: 0.7017 (0.7343) loss_vfl_aux_2: 0.6701 (0.7021) loss_vfl_aux_3: 0.6487 (0.6866) loss_vfl_aux_4: 0.6515 (0.6788) loss_vfl_aux_5: 0.7189 (0.7620) loss_vfl_dn_0: 0.4448 (0.4537) loss_vfl_dn_1: 0.3793 (0.3883) loss_vfl_dn_2: 0.3627 (0.3724) loss_vfl_dn_3: 0.3560 (0.3651) loss_vfl_dn_4: 0.3537 (0.3625) loss_vfl_dn_5: 0.3527 (0.3618) time: 0.4841 data: 0.0141 max mem: 5654 Epoch: [41] [6100/7393] eta: 0:10:34 lr: 0.000010 loss: 15.7662 (15.9324) loss_bbox: 0.1460 (0.1544) loss_bbox_aux_0: 0.1561 (0.1679) loss_bbox_aux_1: 0.1438 (0.1592) loss_bbox_aux_2: 0.1470 (0.1567) loss_bbox_aux_3: 0.1461 (0.1549) loss_bbox_aux_4: 0.1459 (0.1542) loss_bbox_aux_5: 0.1984 (0.2045) loss_bbox_dn_0: 0.2518 (0.2708) loss_bbox_dn_1: 0.1806 (0.2003) loss_bbox_dn_2: 0.1601 (0.1797) loss_bbox_dn_3: 0.1523 (0.1735) loss_bbox_dn_4: 0.1494 (0.1722) loss_bbox_dn_5: 0.1493 (0.1722) loss_giou: 0.4161 (0.4767) loss_giou_aux_0: 0.4571 (0.5014) loss_giou_aux_1: 0.4448 (0.4864) loss_giou_aux_2: 0.4235 (0.4812) loss_giou_aux_3: 0.4207 (0.4780) loss_giou_aux_4: 0.4132 (0.4768) loss_giou_aux_5: 0.5538 (0.5659) loss_giou_dn_0: 0.5856 (0.5839) loss_giou_dn_1: 0.4684 (0.4771) loss_giou_dn_2: 0.4301 (0.4472) loss_giou_dn_3: 0.4174 (0.4389) loss_giou_dn_4: 0.4115 (0.4369) loss_giou_dn_5: 0.4114 (0.4371) loss_vfl: 0.6853 (0.6751) loss_vfl_aux_0: 0.7702 (0.7803) loss_vfl_aux_1: 0.7256 (0.7346) loss_vfl_aux_2: 0.6939 (0.7023) loss_vfl_aux_3: 0.6854 (0.6868) loss_vfl_aux_4: 0.6926 (0.6790) loss_vfl_aux_5: 0.7442 (0.7622) loss_vfl_dn_0: 0.4508 (0.4538) loss_vfl_dn_1: 0.3864 (0.3883) loss_vfl_dn_2: 0.3734 (0.3724) loss_vfl_dn_3: 0.3665 (0.3650) loss_vfl_dn_4: 0.3621 (0.3625) loss_vfl_dn_5: 0.3616 (0.3617) time: 0.4726 data: 0.0141 max mem: 5654 Epoch: [41] [6200/7393] eta: 0:09:45 lr: 0.000010 loss: 15.5358 (15.9296) loss_bbox: 0.1446 (0.1544) loss_bbox_aux_0: 0.1695 (0.1679) loss_bbox_aux_1: 0.1532 (0.1592) loss_bbox_aux_2: 0.1575 (0.1568) loss_bbox_aux_3: 0.1510 (0.1549) loss_bbox_aux_4: 0.1451 (0.1542) loss_bbox_aux_5: 0.1961 (0.2045) loss_bbox_dn_0: 0.2656 (0.2708) loss_bbox_dn_1: 0.1844 (0.2002) loss_bbox_dn_2: 0.1644 (0.1796) loss_bbox_dn_3: 0.1642 (0.1735) loss_bbox_dn_4: 0.1651 (0.1721) loss_bbox_dn_5: 0.1652 (0.1721) loss_giou: 0.4733 (0.4765) loss_giou_aux_0: 0.4779 (0.5012) loss_giou_aux_1: 0.4763 (0.4862) loss_giou_aux_2: 0.4752 (0.4810) loss_giou_aux_3: 0.4737 (0.4778) loss_giou_aux_4: 0.4726 (0.4766) loss_giou_aux_5: 0.5343 (0.5657) loss_giou_dn_0: 0.5555 (0.5838) loss_giou_dn_1: 0.4511 (0.4769) loss_giou_dn_2: 0.4223 (0.4470) loss_giou_dn_3: 0.4140 (0.4388) loss_giou_dn_4: 0.4149 (0.4367) loss_giou_dn_5: 0.4150 (0.4369) loss_vfl: 0.6461 (0.6752) loss_vfl_aux_0: 0.7571 (0.7802) loss_vfl_aux_1: 0.7156 (0.7346) loss_vfl_aux_2: 0.6775 (0.7024) loss_vfl_aux_3: 0.6692 (0.6868) loss_vfl_aux_4: 0.6492 (0.6791) loss_vfl_aux_5: 0.7631 (0.7622) loss_vfl_dn_0: 0.4484 (0.4538) loss_vfl_dn_1: 0.3760 (0.3883) loss_vfl_dn_2: 0.3626 (0.3724) loss_vfl_dn_3: 0.3515 (0.3650) loss_vfl_dn_4: 0.3508 (0.3625) loss_vfl_dn_5: 0.3497 (0.3617) time: 0.4782 data: 0.0147 max mem: 5654 Epoch: [41] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 16.1600 (15.9298) loss_bbox: 0.1495 (0.1543) loss_bbox_aux_0: 0.1554 (0.1678) loss_bbox_aux_1: 0.1502 (0.1591) loss_bbox_aux_2: 0.1477 (0.1566) loss_bbox_aux_3: 0.1485 (0.1548) loss_bbox_aux_4: 0.1506 (0.1541) loss_bbox_aux_5: 0.1961 (0.2044) loss_bbox_dn_0: 0.2476 (0.2706) loss_bbox_dn_1: 0.1718 (0.2001) loss_bbox_dn_2: 0.1543 (0.1795) loss_bbox_dn_3: 0.1505 (0.1733) loss_bbox_dn_4: 0.1494 (0.1719) loss_bbox_dn_5: 0.1494 (0.1719) loss_giou: 0.5099 (0.4768) loss_giou_aux_0: 0.5256 (0.5015) loss_giou_aux_1: 0.5173 (0.4865) loss_giou_aux_2: 0.5112 (0.4813) loss_giou_aux_3: 0.5010 (0.4781) loss_giou_aux_4: 0.5122 (0.4769) loss_giou_aux_5: 0.5887 (0.5660) loss_giou_dn_0: 0.5984 (0.5840) loss_giou_dn_1: 0.4918 (0.4771) loss_giou_dn_2: 0.4590 (0.4472) loss_giou_dn_3: 0.4512 (0.4389) loss_giou_dn_4: 0.4505 (0.4369) loss_giou_dn_5: 0.4506 (0.4371) loss_vfl: 0.6591 (0.6751) loss_vfl_aux_0: 0.7474 (0.7800) loss_vfl_aux_1: 0.7002 (0.7344) loss_vfl_aux_2: 0.6854 (0.7022) loss_vfl_aux_3: 0.6669 (0.6867) loss_vfl_aux_4: 0.6505 (0.6790) loss_vfl_aux_5: 0.7400 (0.7619) loss_vfl_dn_0: 0.4507 (0.4538) loss_vfl_dn_1: 0.3916 (0.3883) loss_vfl_dn_2: 0.3755 (0.3725) loss_vfl_dn_3: 0.3694 (0.3651) loss_vfl_dn_4: 0.3651 (0.3625) loss_vfl_dn_5: 0.3644 (0.3617) time: 0.4781 data: 0.0142 max mem: 5654 Epoch: [41] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 16.3424 (15.9314) loss_bbox: 0.1500 (0.1543) loss_bbox_aux_0: 0.1704 (0.1679) loss_bbox_aux_1: 0.1560 (0.1591) loss_bbox_aux_2: 0.1663 (0.1567) loss_bbox_aux_3: 0.1638 (0.1548) loss_bbox_aux_4: 0.1626 (0.1541) loss_bbox_aux_5: 0.2191 (0.2044) loss_bbox_dn_0: 0.2742 (0.2705) loss_bbox_dn_1: 0.2081 (0.2000) loss_bbox_dn_2: 0.1805 (0.1794) loss_bbox_dn_3: 0.1759 (0.1733) loss_bbox_dn_4: 0.1728 (0.1719) loss_bbox_dn_5: 0.1728 (0.1719) loss_giou: 0.4353 (0.4770) loss_giou_aux_0: 0.4628 (0.5017) loss_giou_aux_1: 0.4592 (0.4867) loss_giou_aux_2: 0.4508 (0.4815) loss_giou_aux_3: 0.4358 (0.4783) loss_giou_aux_4: 0.4332 (0.4770) loss_giou_aux_5: 0.5481 (0.5662) loss_giou_dn_0: 0.5834 (0.5841) loss_giou_dn_1: 0.4701 (0.4772) loss_giou_dn_2: 0.4457 (0.4473) loss_giou_dn_3: 0.4388 (0.4390) loss_giou_dn_4: 0.4380 (0.4370) loss_giou_dn_5: 0.4383 (0.4372) loss_vfl: 0.6845 (0.6751) loss_vfl_aux_0: 0.8186 (0.7798) loss_vfl_aux_1: 0.7784 (0.7343) loss_vfl_aux_2: 0.7308 (0.7021) loss_vfl_aux_3: 0.7140 (0.6867) loss_vfl_aux_4: 0.6881 (0.6790) loss_vfl_aux_5: 0.7756 (0.7618) loss_vfl_dn_0: 0.4545 (0.4538) loss_vfl_dn_1: 0.3930 (0.3884) loss_vfl_dn_2: 0.3786 (0.3725) loss_vfl_dn_3: 0.3688 (0.3651) loss_vfl_dn_4: 0.3622 (0.3626) loss_vfl_dn_5: 0.3612 (0.3618) time: 0.4902 data: 0.0143 max mem: 5654 Epoch: [41] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 16.1053 (15.9346) loss_bbox: 0.1435 (0.1544) loss_bbox_aux_0: 0.1657 (0.1680) loss_bbox_aux_1: 0.1560 (0.1592) loss_bbox_aux_2: 0.1540 (0.1567) loss_bbox_aux_3: 0.1514 (0.1549) loss_bbox_aux_4: 0.1401 (0.1542) loss_bbox_aux_5: 0.2006 (0.2046) loss_bbox_dn_0: 0.2660 (0.2707) loss_bbox_dn_1: 0.2004 (0.2002) loss_bbox_dn_2: 0.1738 (0.1796) loss_bbox_dn_3: 0.1667 (0.1734) loss_bbox_dn_4: 0.1643 (0.1720) loss_bbox_dn_5: 0.1643 (0.1720) loss_giou: 0.4626 (0.4770) loss_giou_aux_0: 0.4889 (0.5017) loss_giou_aux_1: 0.4689 (0.4867) loss_giou_aux_2: 0.4725 (0.4815) loss_giou_aux_3: 0.4622 (0.4783) loss_giou_aux_4: 0.4628 (0.4770) loss_giou_aux_5: 0.5522 (0.5662) loss_giou_dn_0: 0.5724 (0.5841) loss_giou_dn_1: 0.4590 (0.4772) loss_giou_dn_2: 0.4313 (0.4473) loss_giou_dn_3: 0.4220 (0.4390) loss_giou_dn_4: 0.4215 (0.4370) loss_giou_dn_5: 0.4215 (0.4372) loss_vfl: 0.6666 (0.6754) loss_vfl_aux_0: 0.7726 (0.7800) loss_vfl_aux_1: 0.7303 (0.7345) loss_vfl_aux_2: 0.6950 (0.7024) loss_vfl_aux_3: 0.6761 (0.6870) loss_vfl_aux_4: 0.6686 (0.6793) loss_vfl_aux_5: 0.7745 (0.7620) loss_vfl_dn_0: 0.4537 (0.4538) loss_vfl_dn_1: 0.3865 (0.3884) loss_vfl_dn_2: 0.3730 (0.3725) loss_vfl_dn_3: 0.3645 (0.3651) loss_vfl_dn_4: 0.3593 (0.3626) loss_vfl_dn_5: 0.3609 (0.3618) time: 0.4744 data: 0.0138 max mem: 5654 Epoch: [41] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.9227 (15.9356) loss_bbox: 0.1527 (0.1544) loss_bbox_aux_0: 0.1697 (0.1680) loss_bbox_aux_1: 0.1636 (0.1592) loss_bbox_aux_2: 0.1604 (0.1568) loss_bbox_aux_3: 0.1519 (0.1549) loss_bbox_aux_4: 0.1542 (0.1542) loss_bbox_aux_5: 0.2079 (0.2046) loss_bbox_dn_0: 0.2846 (0.2708) loss_bbox_dn_1: 0.2078 (0.2002) loss_bbox_dn_2: 0.1838 (0.1796) loss_bbox_dn_3: 0.1794 (0.1735) loss_bbox_dn_4: 0.1759 (0.1721) loss_bbox_dn_5: 0.1759 (0.1721) loss_giou: 0.4885 (0.4770) loss_giou_aux_0: 0.5038 (0.5018) loss_giou_aux_1: 0.4947 (0.4866) loss_giou_aux_2: 0.4833 (0.4815) loss_giou_aux_3: 0.4902 (0.4783) loss_giou_aux_4: 0.4903 (0.4770) loss_giou_aux_5: 0.5626 (0.5662) loss_giou_dn_0: 0.5803 (0.5841) loss_giou_dn_1: 0.4719 (0.4773) loss_giou_dn_2: 0.4478 (0.4473) loss_giou_dn_3: 0.4391 (0.4391) loss_giou_dn_4: 0.4331 (0.4370) loss_giou_dn_5: 0.4332 (0.4372) loss_vfl: 0.6736 (0.6755) loss_vfl_aux_0: 0.7626 (0.7799) loss_vfl_aux_1: 0.7214 (0.7345) loss_vfl_aux_2: 0.6972 (0.7024) loss_vfl_aux_3: 0.6817 (0.6870) loss_vfl_aux_4: 0.6818 (0.6794) loss_vfl_aux_5: 0.7476 (0.7619) loss_vfl_dn_0: 0.4480 (0.4538) loss_vfl_dn_1: 0.3911 (0.3884) loss_vfl_dn_2: 0.3738 (0.3725) loss_vfl_dn_3: 0.3663 (0.3651) loss_vfl_dn_4: 0.3618 (0.3626) loss_vfl_dn_5: 0.3611 (0.3618) time: 0.4803 data: 0.0137 max mem: 5654 Epoch: [41] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.5677 (15.9356) loss_bbox: 0.1361 (0.1544) loss_bbox_aux_0: 0.1513 (0.1680) loss_bbox_aux_1: 0.1415 (0.1592) loss_bbox_aux_2: 0.1375 (0.1568) loss_bbox_aux_3: 0.1359 (0.1549) loss_bbox_aux_4: 0.1371 (0.1542) loss_bbox_aux_5: 0.1843 (0.2046) loss_bbox_dn_0: 0.2425 (0.2707) loss_bbox_dn_1: 0.1807 (0.2002) loss_bbox_dn_2: 0.1516 (0.1796) loss_bbox_dn_3: 0.1489 (0.1734) loss_bbox_dn_4: 0.1476 (0.1720) loss_bbox_dn_5: 0.1476 (0.1721) loss_giou: 0.4643 (0.4770) loss_giou_aux_0: 0.4735 (0.5018) loss_giou_aux_1: 0.4671 (0.4866) loss_giou_aux_2: 0.4739 (0.4816) loss_giou_aux_3: 0.4780 (0.4783) loss_giou_aux_4: 0.4742 (0.4771) loss_giou_aux_5: 0.5383 (0.5662) loss_giou_dn_0: 0.5630 (0.5840) loss_giou_dn_1: 0.4424 (0.4772) loss_giou_dn_2: 0.4119 (0.4473) loss_giou_dn_3: 0.4049 (0.4390) loss_giou_dn_4: 0.4019 (0.4370) loss_giou_dn_5: 0.4023 (0.4372) loss_vfl: 0.6535 (0.6754) loss_vfl_aux_0: 0.7663 (0.7800) loss_vfl_aux_1: 0.7097 (0.7345) loss_vfl_aux_2: 0.6795 (0.7023) loss_vfl_aux_3: 0.6550 (0.6870) loss_vfl_aux_4: 0.6649 (0.6793) loss_vfl_aux_5: 0.7514 (0.7619) loss_vfl_dn_0: 0.4545 (0.4538) loss_vfl_dn_1: 0.3985 (0.3884) loss_vfl_dn_2: 0.3798 (0.3725) loss_vfl_dn_3: 0.3726 (0.3652) loss_vfl_dn_4: 0.3715 (0.3626) loss_vfl_dn_5: 0.3705 (0.3619) time: 0.4784 data: 0.0140 max mem: 5654 Epoch: [41] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 16.6464 (15.9358) loss_bbox: 0.1621 (0.1545) loss_bbox_aux_0: 0.1795 (0.1681) loss_bbox_aux_1: 0.1666 (0.1593) loss_bbox_aux_2: 0.1639 (0.1568) loss_bbox_aux_3: 0.1653 (0.1550) loss_bbox_aux_4: 0.1672 (0.1543) loss_bbox_aux_5: 0.2041 (0.2046) loss_bbox_dn_0: 0.2550 (0.2709) loss_bbox_dn_1: 0.1823 (0.2004) loss_bbox_dn_2: 0.1735 (0.1797) loss_bbox_dn_3: 0.1716 (0.1736) loss_bbox_dn_4: 0.1709 (0.1722) loss_bbox_dn_5: 0.1719 (0.1722) loss_giou: 0.5185 (0.4769) loss_giou_aux_0: 0.5310 (0.5017) loss_giou_aux_1: 0.5100 (0.4865) loss_giou_aux_2: 0.5062 (0.4814) loss_giou_aux_3: 0.5176 (0.4782) loss_giou_aux_4: 0.5155 (0.4769) loss_giou_aux_5: 0.5880 (0.5661) loss_giou_dn_0: 0.5982 (0.5839) loss_giou_dn_1: 0.4912 (0.4771) loss_giou_dn_2: 0.4657 (0.4472) loss_giou_dn_3: 0.4564 (0.4389) loss_giou_dn_4: 0.4533 (0.4369) loss_giou_dn_5: 0.4535 (0.4370) loss_vfl: 0.6716 (0.6755) loss_vfl_aux_0: 0.7714 (0.7800) loss_vfl_aux_1: 0.7384 (0.7346) loss_vfl_aux_2: 0.6941 (0.7024) loss_vfl_aux_3: 0.6892 (0.6871) loss_vfl_aux_4: 0.6720 (0.6794) loss_vfl_aux_5: 0.7569 (0.7620) loss_vfl_dn_0: 0.4574 (0.4538) loss_vfl_dn_1: 0.3974 (0.3884) loss_vfl_dn_2: 0.3816 (0.3725) loss_vfl_dn_3: 0.3739 (0.3652) loss_vfl_dn_4: 0.3697 (0.3626) loss_vfl_dn_5: 0.3671 (0.3618) time: 0.4791 data: 0.0142 max mem: 5654 Epoch: [41] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 16.0355 (15.9367) loss_bbox: 0.1550 (0.1544) loss_bbox_aux_0: 0.1660 (0.1680) loss_bbox_aux_1: 0.1633 (0.1592) loss_bbox_aux_2: 0.1607 (0.1567) loss_bbox_aux_3: 0.1558 (0.1548) loss_bbox_aux_4: 0.1559 (0.1542) loss_bbox_aux_5: 0.2054 (0.2046) loss_bbox_dn_0: 0.2670 (0.2709) loss_bbox_dn_1: 0.1971 (0.2004) loss_bbox_dn_2: 0.1761 (0.1797) loss_bbox_dn_3: 0.1737 (0.1736) loss_bbox_dn_4: 0.1741 (0.1722) loss_bbox_dn_5: 0.1741 (0.1722) loss_giou: 0.4946 (0.4769) loss_giou_aux_0: 0.5096 (0.5017) loss_giou_aux_1: 0.5215 (0.4865) loss_giou_aux_2: 0.4915 (0.4814) loss_giou_aux_3: 0.4930 (0.4782) loss_giou_aux_4: 0.4937 (0.4769) loss_giou_aux_5: 0.6029 (0.5661) loss_giou_dn_0: 0.6016 (0.5840) loss_giou_dn_1: 0.5001 (0.4772) loss_giou_dn_2: 0.4678 (0.4472) loss_giou_dn_3: 0.4668 (0.4390) loss_giou_dn_4: 0.4661 (0.4369) loss_giou_dn_5: 0.4663 (0.4371) loss_vfl: 0.6694 (0.6758) loss_vfl_aux_0: 0.7635 (0.7803) loss_vfl_aux_1: 0.7313 (0.7348) loss_vfl_aux_2: 0.6803 (0.7026) loss_vfl_aux_3: 0.6842 (0.6873) loss_vfl_aux_4: 0.6745 (0.6796) loss_vfl_aux_5: 0.7346 (0.7621) loss_vfl_dn_0: 0.4465 (0.4538) loss_vfl_dn_1: 0.3845 (0.3884) loss_vfl_dn_2: 0.3731 (0.3725) loss_vfl_dn_3: 0.3648 (0.3652) loss_vfl_dn_4: 0.3638 (0.3626) loss_vfl_dn_5: 0.3637 (0.3619) time: 0.4752 data: 0.0141 max mem: 5654 Epoch: [41] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 16.0594 (15.9387) loss_bbox: 0.1483 (0.1545) loss_bbox_aux_0: 0.1830 (0.1682) loss_bbox_aux_1: 0.1615 (0.1593) loss_bbox_aux_2: 0.1567 (0.1569) loss_bbox_aux_3: 0.1519 (0.1550) loss_bbox_aux_4: 0.1546 (0.1543) loss_bbox_aux_5: 0.2040 (0.2048) loss_bbox_dn_0: 0.2755 (0.2711) loss_bbox_dn_1: 0.2013 (0.2006) loss_bbox_dn_2: 0.1775 (0.1799) loss_bbox_dn_3: 0.1751 (0.1737) loss_bbox_dn_4: 0.1744 (0.1723) loss_bbox_dn_5: 0.1745 (0.1723) loss_giou: 0.4460 (0.4767) loss_giou_aux_0: 0.4947 (0.5016) loss_giou_aux_1: 0.4442 (0.4863) loss_giou_aux_2: 0.4579 (0.4813) loss_giou_aux_3: 0.4430 (0.4780) loss_giou_aux_4: 0.4457 (0.4768) loss_giou_aux_5: 0.5532 (0.5659) loss_giou_dn_0: 0.5758 (0.5839) loss_giou_dn_1: 0.4666 (0.4771) loss_giou_dn_2: 0.4356 (0.4471) loss_giou_dn_3: 0.4250 (0.4389) loss_giou_dn_4: 0.4226 (0.4368) loss_giou_dn_5: 0.4231 (0.4370) loss_vfl: 0.6753 (0.6759) loss_vfl_aux_0: 0.7697 (0.7804) loss_vfl_aux_1: 0.7474 (0.7351) loss_vfl_aux_2: 0.7124 (0.7027) loss_vfl_aux_3: 0.6866 (0.6874) loss_vfl_aux_4: 0.6868 (0.6798) loss_vfl_aux_5: 0.7536 (0.7623) loss_vfl_dn_0: 0.4567 (0.4538) loss_vfl_dn_1: 0.3899 (0.3884) loss_vfl_dn_2: 0.3751 (0.3725) loss_vfl_dn_3: 0.3656 (0.3652) loss_vfl_dn_4: 0.3603 (0.3626) loss_vfl_dn_5: 0.3581 (0.3618) time: 0.4800 data: 0.0138 max mem: 5654 Epoch: [41] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 16.1413 (15.9393) loss_bbox: 0.1522 (0.1545) loss_bbox_aux_0: 0.1684 (0.1682) loss_bbox_aux_1: 0.1534 (0.1593) loss_bbox_aux_2: 0.1479 (0.1569) loss_bbox_aux_3: 0.1436 (0.1550) loss_bbox_aux_4: 0.1520 (0.1543) loss_bbox_aux_5: 0.2019 (0.2048) loss_bbox_dn_0: 0.2879 (0.2712) loss_bbox_dn_1: 0.2042 (0.2006) loss_bbox_dn_2: 0.1827 (0.1799) loss_bbox_dn_3: 0.1691 (0.1737) loss_bbox_dn_4: 0.1691 (0.1723) loss_bbox_dn_5: 0.1691 (0.1723) loss_giou: 0.4369 (0.4768) loss_giou_aux_0: 0.4507 (0.5016) loss_giou_aux_1: 0.4485 (0.4864) loss_giou_aux_2: 0.4447 (0.4814) loss_giou_aux_3: 0.4368 (0.4781) loss_giou_aux_4: 0.4391 (0.4768) loss_giou_aux_5: 0.5131 (0.5660) loss_giou_dn_0: 0.5786 (0.5840) loss_giou_dn_1: 0.4638 (0.4772) loss_giou_dn_2: 0.4407 (0.4472) loss_giou_dn_3: 0.4327 (0.4390) loss_giou_dn_4: 0.4307 (0.4369) loss_giou_dn_5: 0.4309 (0.4371) loss_vfl: 0.6789 (0.6758) loss_vfl_aux_0: 0.8015 (0.7805) loss_vfl_aux_1: 0.7575 (0.7351) loss_vfl_aux_2: 0.7185 (0.7027) loss_vfl_aux_3: 0.6915 (0.6874) loss_vfl_aux_4: 0.6777 (0.6797) loss_vfl_aux_5: 0.7589 (0.7623) loss_vfl_dn_0: 0.4556 (0.4538) loss_vfl_dn_1: 0.3954 (0.3884) loss_vfl_dn_2: 0.3780 (0.3725) loss_vfl_dn_3: 0.3657 (0.3652) loss_vfl_dn_4: 0.3626 (0.3626) loss_vfl_dn_5: 0.3624 (0.3618) time: 0.4764 data: 0.0145 max mem: 5654 Epoch: [41] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 16.1163 (15.9349) loss_bbox: 0.1421 (0.1544) loss_bbox_aux_0: 0.1592 (0.1681) loss_bbox_aux_1: 0.1486 (0.1592) loss_bbox_aux_2: 0.1439 (0.1568) loss_bbox_aux_3: 0.1411 (0.1549) loss_bbox_aux_4: 0.1418 (0.1542) loss_bbox_aux_5: 0.1869 (0.2048) loss_bbox_dn_0: 0.2475 (0.2711) loss_bbox_dn_1: 0.1828 (0.2005) loss_bbox_dn_2: 0.1665 (0.1798) loss_bbox_dn_3: 0.1607 (0.1736) loss_bbox_dn_4: 0.1593 (0.1722) loss_bbox_dn_5: 0.1593 (0.1722) loss_giou: 0.4993 (0.4765) loss_giou_aux_0: 0.5171 (0.5014) loss_giou_aux_1: 0.4968 (0.4862) loss_giou_aux_2: 0.5034 (0.4811) loss_giou_aux_3: 0.4976 (0.4778) loss_giou_aux_4: 0.4991 (0.4766) loss_giou_aux_5: 0.5665 (0.5658) loss_giou_dn_0: 0.6133 (0.5838) loss_giou_dn_1: 0.5044 (0.4770) loss_giou_dn_2: 0.4755 (0.4470) loss_giou_dn_3: 0.4656 (0.4388) loss_giou_dn_4: 0.4634 (0.4367) loss_giou_dn_5: 0.4634 (0.4369) loss_vfl: 0.6785 (0.6758) loss_vfl_aux_0: 0.7738 (0.7805) loss_vfl_aux_1: 0.7553 (0.7352) loss_vfl_aux_2: 0.7124 (0.7026) loss_vfl_aux_3: 0.7015 (0.6873) loss_vfl_aux_4: 0.6927 (0.6797) loss_vfl_aux_5: 0.7497 (0.7623) loss_vfl_dn_0: 0.4525 (0.4538) loss_vfl_dn_1: 0.3938 (0.3884) loss_vfl_dn_2: 0.3767 (0.3725) loss_vfl_dn_3: 0.3677 (0.3651) loss_vfl_dn_4: 0.3638 (0.3626) loss_vfl_dn_5: 0.3634 (0.3618) time: 0.4977 data: 0.0140 max mem: 5654 Epoch: [41] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.4312 (15.9320) loss_bbox: 0.1328 (0.1543) loss_bbox_aux_0: 0.1401 (0.1680) loss_bbox_aux_1: 0.1367 (0.1591) loss_bbox_aux_2: 0.1382 (0.1567) loss_bbox_aux_3: 0.1322 (0.1548) loss_bbox_aux_4: 0.1303 (0.1541) loss_bbox_aux_5: 0.1857 (0.2047) loss_bbox_dn_0: 0.2321 (0.2711) loss_bbox_dn_1: 0.1669 (0.2005) loss_bbox_dn_2: 0.1458 (0.1798) loss_bbox_dn_3: 0.1389 (0.1736) loss_bbox_dn_4: 0.1374 (0.1722) loss_bbox_dn_5: 0.1374 (0.1722) loss_giou: 0.4231 (0.4763) loss_giou_aux_0: 0.4486 (0.5012) loss_giou_aux_1: 0.4303 (0.4860) loss_giou_aux_2: 0.4395 (0.4810) loss_giou_aux_3: 0.4289 (0.4777) loss_giou_aux_4: 0.4267 (0.4764) loss_giou_aux_5: 0.5083 (0.5656) loss_giou_dn_0: 0.5537 (0.5837) loss_giou_dn_1: 0.4461 (0.4769) loss_giou_dn_2: 0.4137 (0.4469) loss_giou_dn_3: 0.4031 (0.4386) loss_giou_dn_4: 0.4003 (0.4366) loss_giou_dn_5: 0.4007 (0.4367) loss_vfl: 0.6519 (0.6758) loss_vfl_aux_0: 0.7698 (0.7805) loss_vfl_aux_1: 0.7378 (0.7353) loss_vfl_aux_2: 0.6797 (0.7026) loss_vfl_aux_3: 0.6660 (0.6873) loss_vfl_aux_4: 0.6569 (0.6797) loss_vfl_aux_5: 0.7802 (0.7624) loss_vfl_dn_0: 0.4487 (0.4538) loss_vfl_dn_1: 0.3850 (0.3883) loss_vfl_dn_2: 0.3663 (0.3724) loss_vfl_dn_3: 0.3597 (0.3651) loss_vfl_dn_4: 0.3587 (0.3625) loss_vfl_dn_5: 0.3562 (0.3617) time: 0.4866 data: 0.0140 max mem: 5654 Epoch: [41] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.7413 (15.9310) loss_bbox: 0.1481 (0.1542) loss_bbox_aux_0: 0.1668 (0.1680) loss_bbox_aux_1: 0.1553 (0.1591) loss_bbox_aux_2: 0.1507 (0.1567) loss_bbox_aux_3: 0.1522 (0.1547) loss_bbox_aux_4: 0.1508 (0.1540) loss_bbox_aux_5: 0.1986 (0.2047) loss_bbox_dn_0: 0.2637 (0.2710) loss_bbox_dn_1: 0.1862 (0.2004) loss_bbox_dn_2: 0.1607 (0.1797) loss_bbox_dn_3: 0.1553 (0.1735) loss_bbox_dn_4: 0.1554 (0.1721) loss_bbox_dn_5: 0.1554 (0.1721) loss_giou: 0.4189 (0.4763) loss_giou_aux_0: 0.4672 (0.5012) loss_giou_aux_1: 0.4426 (0.4860) loss_giou_aux_2: 0.4268 (0.4809) loss_giou_aux_3: 0.4212 (0.4776) loss_giou_aux_4: 0.4244 (0.4764) loss_giou_aux_5: 0.5481 (0.5656) loss_giou_dn_0: 0.5698 (0.5838) loss_giou_dn_1: 0.4538 (0.4769) loss_giou_dn_2: 0.4199 (0.4469) loss_giou_dn_3: 0.4100 (0.4386) loss_giou_dn_4: 0.4097 (0.4365) loss_giou_dn_5: 0.4095 (0.4367) loss_vfl: 0.6716 (0.6759) loss_vfl_aux_0: 0.8049 (0.7805) loss_vfl_aux_1: 0.7424 (0.7353) loss_vfl_aux_2: 0.7270 (0.7026) loss_vfl_aux_3: 0.7039 (0.6874) loss_vfl_aux_4: 0.6770 (0.6797) loss_vfl_aux_5: 0.7792 (0.7624) loss_vfl_dn_0: 0.4604 (0.4538) loss_vfl_dn_1: 0.3960 (0.3883) loss_vfl_dn_2: 0.3771 (0.3724) loss_vfl_dn_3: 0.3666 (0.3651) loss_vfl_dn_4: 0.3631 (0.3625) loss_vfl_dn_5: 0.3633 (0.3617) time: 0.4935 data: 0.0140 max mem: 5654 Epoch: [41] Total time: 1:00:14 (0.4889 s / it) Averaged stats: lr: 0.000010 loss: 15.7413 (15.9310) loss_bbox: 0.1481 (0.1542) loss_bbox_aux_0: 0.1668 (0.1680) loss_bbox_aux_1: 0.1553 (0.1591) loss_bbox_aux_2: 0.1507 (0.1567) loss_bbox_aux_3: 0.1522 (0.1547) loss_bbox_aux_4: 0.1508 (0.1540) loss_bbox_aux_5: 0.1986 (0.2047) loss_bbox_dn_0: 0.2637 (0.2710) loss_bbox_dn_1: 0.1862 (0.2004) loss_bbox_dn_2: 0.1607 (0.1797) loss_bbox_dn_3: 0.1553 (0.1735) loss_bbox_dn_4: 0.1554 (0.1721) loss_bbox_dn_5: 0.1554 (0.1721) loss_giou: 0.4189 (0.4763) loss_giou_aux_0: 0.4672 (0.5012) loss_giou_aux_1: 0.4426 (0.4860) loss_giou_aux_2: 0.4268 (0.4809) loss_giou_aux_3: 0.4212 (0.4776) loss_giou_aux_4: 0.4244 (0.4764) loss_giou_aux_5: 0.5481 (0.5656) loss_giou_dn_0: 0.5698 (0.5838) loss_giou_dn_1: 0.4538 (0.4769) loss_giou_dn_2: 0.4199 (0.4469) loss_giou_dn_3: 0.4100 (0.4386) loss_giou_dn_4: 0.4097 (0.4365) loss_giou_dn_5: 0.4095 (0.4367) loss_vfl: 0.6716 (0.6759) loss_vfl_aux_0: 0.8049 (0.7805) loss_vfl_aux_1: 0.7424 (0.7353) loss_vfl_aux_2: 0.7270 (0.7026) loss_vfl_aux_3: 0.7039 (0.6874) loss_vfl_aux_4: 0.6770 (0.6797) loss_vfl_aux_5: 0.7792 (0.7624) loss_vfl_dn_0: 0.4604 (0.4538) loss_vfl_dn_1: 0.3960 (0.3883) loss_vfl_dn_2: 0.3771 (0.3724) loss_vfl_dn_3: 0.3666 (0.3651) loss_vfl_dn_4: 0.3631 (0.3625) loss_vfl_dn_5: 0.3633 (0.3617) Test: [ 0/157] eta: 0:04:13 time: 1.6162 data: 1.1958 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5036 data: 0.1290 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3894 data: 0.0239 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3884 data: 0.0258 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.7020 data: 0.0266 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.7054 data: 0.0263 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3981 data: 0.0257 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3909 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3920 data: 0.0262 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3968 data: 0.0261 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3833 data: 0.0259 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3824 data: 0.0257 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3848 data: 0.0259 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3849 data: 0.0257 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3825 data: 0.0254 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6552 data: 0.0255 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6464 data: 0.0254 max mem: 5654 Test: Total time: 0:01:14 (0.4725 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.19s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 41, 'coco_eval_bbox': 0.5243968042098192} Epoch: [42] [ 0/7393] eta: 7:21:45 lr: 0.000010 loss: 13.3673 (13.3673) loss_bbox: 0.1378 (0.1378) loss_bbox_aux_0: 0.1660 (0.1660) loss_bbox_aux_1: 0.1511 (0.1511) loss_bbox_aux_2: 0.1457 (0.1457) loss_bbox_aux_3: 0.1376 (0.1376) loss_bbox_aux_4: 0.1378 (0.1378) loss_bbox_aux_5: 0.2375 (0.2375) loss_bbox_dn_0: 0.3062 (0.3062) loss_bbox_dn_1: 0.2033 (0.2033) loss_bbox_dn_2: 0.1598 (0.1598) loss_bbox_dn_3: 0.1491 (0.1491) loss_bbox_dn_4: 0.1478 (0.1478) loss_bbox_dn_5: 0.1478 (0.1478) loss_giou: 0.2567 (0.2567) loss_giou_aux_0: 0.3011 (0.3011) loss_giou_aux_1: 0.2802 (0.2802) loss_giou_aux_2: 0.2681 (0.2681) loss_giou_aux_3: 0.2573 (0.2573) loss_giou_aux_4: 0.2566 (0.2566) loss_giou_aux_5: 0.3511 (0.3511) loss_giou_dn_0: 0.4192 (0.4192) loss_giou_dn_1: 0.3073 (0.3073) loss_giou_dn_2: 0.2724 (0.2724) loss_giou_dn_3: 0.2606 (0.2606) loss_giou_dn_4: 0.2602 (0.2602) loss_giou_dn_5: 0.2601 (0.2601) loss_vfl: 0.6677 (0.6677) loss_vfl_aux_0: 0.8976 (0.8976) loss_vfl_aux_1: 0.7910 (0.7910) loss_vfl_aux_2: 0.7201 (0.7201) loss_vfl_aux_3: 0.7036 (0.7036) loss_vfl_aux_4: 0.6942 (0.6942) loss_vfl_aux_5: 0.8890 (0.8890) loss_vfl_dn_0: 0.4487 (0.4487) loss_vfl_dn_1: 0.3479 (0.3479) loss_vfl_dn_2: 0.3191 (0.3191) loss_vfl_dn_3: 0.3063 (0.3063) loss_vfl_dn_4: 0.3026 (0.3026) loss_vfl_dn_5: 0.3010 (0.3010) time: 3.5852 data: 3.0863 max mem: 5654 Epoch: [42] [ 100/7393] eta: 1:03:02 lr: 0.000010 loss: 16.2377 (16.1884) loss_bbox: 0.1349 (0.1544) loss_bbox_aux_0: 0.1508 (0.1696) loss_bbox_aux_1: 0.1427 (0.1584) loss_bbox_aux_2: 0.1363 (0.1554) loss_bbox_aux_3: 0.1376 (0.1553) loss_bbox_aux_4: 0.1388 (0.1544) loss_bbox_aux_5: 0.1815 (0.2057) loss_bbox_dn_0: 0.2334 (0.2697) loss_bbox_dn_1: 0.1800 (0.2000) loss_bbox_dn_2: 0.1523 (0.1789) loss_bbox_dn_3: 0.1448 (0.1728) loss_bbox_dn_4: 0.1423 (0.1716) loss_bbox_dn_5: 0.1423 (0.1716) loss_giou: 0.5181 (0.4986) loss_giou_aux_0: 0.5359 (0.5264) loss_giou_aux_1: 0.5039 (0.5102) loss_giou_aux_2: 0.5099 (0.5039) loss_giou_aux_3: 0.5036 (0.5003) loss_giou_aux_4: 0.5143 (0.4988) loss_giou_aux_5: 0.6032 (0.5916) loss_giou_dn_0: 0.6014 (0.5967) loss_giou_dn_1: 0.4925 (0.4913) loss_giou_dn_2: 0.4616 (0.4601) loss_giou_dn_3: 0.4512 (0.4517) loss_giou_dn_4: 0.4493 (0.4499) loss_giou_dn_5: 0.4497 (0.4501) loss_vfl: 0.6611 (0.6757) loss_vfl_aux_0: 0.7569 (0.7804) loss_vfl_aux_1: 0.6784 (0.7346) loss_vfl_aux_2: 0.6765 (0.7038) loss_vfl_aux_3: 0.6610 (0.6883) loss_vfl_aux_4: 0.6626 (0.6796) loss_vfl_aux_5: 0.7492 (0.7648) loss_vfl_dn_0: 0.4473 (0.4539) loss_vfl_dn_1: 0.3867 (0.3898) loss_vfl_dn_2: 0.3775 (0.3748) loss_vfl_dn_3: 0.3705 (0.3671) loss_vfl_dn_4: 0.3626 (0.3647) loss_vfl_dn_5: 0.3598 (0.3639) time: 0.4746 data: 0.0147 max mem: 5654 Epoch: [42] [ 200/7393] eta: 1:00:05 lr: 0.000010 loss: 15.6699 (16.0516) loss_bbox: 0.1502 (0.1568) loss_bbox_aux_0: 0.1647 (0.1724) loss_bbox_aux_1: 0.1542 (0.1617) loss_bbox_aux_2: 0.1552 (0.1582) loss_bbox_aux_3: 0.1492 (0.1572) loss_bbox_aux_4: 0.1501 (0.1564) loss_bbox_aux_5: 0.1943 (0.2090) loss_bbox_dn_0: 0.2768 (0.2731) loss_bbox_dn_1: 0.2105 (0.2021) loss_bbox_dn_2: 0.1902 (0.1806) loss_bbox_dn_3: 0.1767 (0.1741) loss_bbox_dn_4: 0.1750 (0.1726) loss_bbox_dn_5: 0.1751 (0.1726) loss_giou: 0.4241 (0.4831) loss_giou_aux_0: 0.4463 (0.5097) loss_giou_aux_1: 0.4327 (0.4940) loss_giou_aux_2: 0.4261 (0.4887) loss_giou_aux_3: 0.4253 (0.4854) loss_giou_aux_4: 0.4266 (0.4831) loss_giou_aux_5: 0.5151 (0.5732) loss_giou_dn_0: 0.5622 (0.5861) loss_giou_dn_1: 0.4513 (0.4803) loss_giou_dn_2: 0.4217 (0.4496) loss_giou_dn_3: 0.4129 (0.4411) loss_giou_dn_4: 0.4103 (0.4390) loss_giou_dn_5: 0.4102 (0.4393) loss_vfl: 0.6904 (0.6772) loss_vfl_aux_0: 0.7917 (0.7802) loss_vfl_aux_1: 0.7497 (0.7368) loss_vfl_aux_2: 0.7160 (0.7067) loss_vfl_aux_3: 0.6987 (0.6897) loss_vfl_aux_4: 0.7060 (0.6825) loss_vfl_aux_5: 0.7994 (0.7691) loss_vfl_dn_0: 0.4541 (0.4543) loss_vfl_dn_1: 0.3959 (0.3896) loss_vfl_dn_2: 0.3769 (0.3738) loss_vfl_dn_3: 0.3649 (0.3660) loss_vfl_dn_4: 0.3631 (0.3635) loss_vfl_dn_5: 0.3628 (0.3627) time: 0.4890 data: 0.0149 max mem: 5654 Epoch: [42] [ 300/7393] eta: 0:58:31 lr: 0.000010 loss: 15.4898 (15.9807) loss_bbox: 0.1580 (0.1572) loss_bbox_aux_0: 0.1702 (0.1728) loss_bbox_aux_1: 0.1592 (0.1619) loss_bbox_aux_2: 0.1583 (0.1588) loss_bbox_aux_3: 0.1572 (0.1575) loss_bbox_aux_4: 0.1580 (0.1566) loss_bbox_aux_5: 0.1991 (0.2106) loss_bbox_dn_0: 0.2801 (0.2761) loss_bbox_dn_1: 0.1959 (0.2039) loss_bbox_dn_2: 0.1798 (0.1825) loss_bbox_dn_3: 0.1727 (0.1761) loss_bbox_dn_4: 0.1737 (0.1746) loss_bbox_dn_5: 0.1737 (0.1746) loss_giou: 0.4074 (0.4779) loss_giou_aux_0: 0.4345 (0.5044) loss_giou_aux_1: 0.4141 (0.4888) loss_giou_aux_2: 0.4093 (0.4833) loss_giou_aux_3: 0.4069 (0.4800) loss_giou_aux_4: 0.4073 (0.4778) loss_giou_aux_5: 0.5144 (0.5681) loss_giou_dn_0: 0.5629 (0.5822) loss_giou_dn_1: 0.4474 (0.4763) loss_giou_dn_2: 0.4165 (0.4456) loss_giou_dn_3: 0.3997 (0.4372) loss_giou_dn_4: 0.3985 (0.4352) loss_giou_dn_5: 0.3992 (0.4354) loss_vfl: 0.6789 (0.6745) loss_vfl_aux_0: 0.7713 (0.7780) loss_vfl_aux_1: 0.7136 (0.7351) loss_vfl_aux_2: 0.7118 (0.7043) loss_vfl_aux_3: 0.6794 (0.6870) loss_vfl_aux_4: 0.6759 (0.6800) loss_vfl_aux_5: 0.7743 (0.7664) loss_vfl_dn_0: 0.4498 (0.4532) loss_vfl_dn_1: 0.3810 (0.3878) loss_vfl_dn_2: 0.3670 (0.3720) loss_vfl_dn_3: 0.3579 (0.3642) loss_vfl_dn_4: 0.3569 (0.3617) loss_vfl_dn_5: 0.3567 (0.3609) time: 0.4848 data: 0.0154 max mem: 5654 Epoch: [42] [ 400/7393] eta: 0:57:14 lr: 0.000010 loss: 16.1874 (15.9668) loss_bbox: 0.1434 (0.1564) loss_bbox_aux_0: 0.1636 (0.1715) loss_bbox_aux_1: 0.1510 (0.1609) loss_bbox_aux_2: 0.1466 (0.1582) loss_bbox_aux_3: 0.1476 (0.1568) loss_bbox_aux_4: 0.1460 (0.1558) loss_bbox_aux_5: 0.1915 (0.2085) loss_bbox_dn_0: 0.2689 (0.2733) loss_bbox_dn_1: 0.1958 (0.2020) loss_bbox_dn_2: 0.1791 (0.1806) loss_bbox_dn_3: 0.1718 (0.1743) loss_bbox_dn_4: 0.1707 (0.1727) loss_bbox_dn_5: 0.1707 (0.1728) loss_giou: 0.4744 (0.4757) loss_giou_aux_0: 0.4887 (0.5030) loss_giou_aux_1: 0.4746 (0.4870) loss_giou_aux_2: 0.4680 (0.4812) loss_giou_aux_3: 0.4683 (0.4779) loss_giou_aux_4: 0.4658 (0.4755) loss_giou_aux_5: 0.5830 (0.5660) loss_giou_dn_0: 0.6000 (0.5823) loss_giou_dn_1: 0.4804 (0.4762) loss_giou_dn_2: 0.4476 (0.4454) loss_giou_dn_3: 0.4437 (0.4369) loss_giou_dn_4: 0.4422 (0.4348) loss_giou_dn_5: 0.4428 (0.4350) loss_vfl: 0.6871 (0.6783) loss_vfl_aux_0: 0.7593 (0.7781) loss_vfl_aux_1: 0.7391 (0.7374) loss_vfl_aux_2: 0.6981 (0.7064) loss_vfl_aux_3: 0.6879 (0.6896) loss_vfl_aux_4: 0.6917 (0.6837) loss_vfl_aux_5: 0.7551 (0.7668) loss_vfl_dn_0: 0.4565 (0.4543) loss_vfl_dn_1: 0.3920 (0.3888) loss_vfl_dn_2: 0.3763 (0.3730) loss_vfl_dn_3: 0.3715 (0.3652) loss_vfl_dn_4: 0.3667 (0.3627) loss_vfl_dn_5: 0.3671 (0.3620) time: 0.4804 data: 0.0147 max mem: 5654 Epoch: [42] [ 500/7393] eta: 0:56:15 lr: 0.000010 loss: 15.5110 (15.9390) loss_bbox: 0.1407 (0.1546) loss_bbox_aux_0: 0.1482 (0.1691) loss_bbox_aux_1: 0.1397 (0.1589) loss_bbox_aux_2: 0.1423 (0.1566) loss_bbox_aux_3: 0.1405 (0.1553) loss_bbox_aux_4: 0.1343 (0.1543) loss_bbox_aux_5: 0.1851 (0.2062) loss_bbox_dn_0: 0.2282 (0.2705) loss_bbox_dn_1: 0.1639 (0.1995) loss_bbox_dn_2: 0.1428 (0.1783) loss_bbox_dn_3: 0.1387 (0.1720) loss_bbox_dn_4: 0.1396 (0.1705) loss_bbox_dn_5: 0.1396 (0.1705) loss_giou: 0.4812 (0.4771) loss_giou_aux_0: 0.4958 (0.5044) loss_giou_aux_1: 0.4682 (0.4882) loss_giou_aux_2: 0.4822 (0.4825) loss_giou_aux_3: 0.4750 (0.4795) loss_giou_aux_4: 0.4790 (0.4771) loss_giou_aux_5: 0.5486 (0.5674) loss_giou_dn_0: 0.5861 (0.5830) loss_giou_dn_1: 0.4627 (0.4763) loss_giou_dn_2: 0.4306 (0.4456) loss_giou_dn_3: 0.4214 (0.4373) loss_giou_dn_4: 0.4177 (0.4352) loss_giou_dn_5: 0.4175 (0.4354) loss_vfl: 0.6549 (0.6770) loss_vfl_aux_0: 0.7724 (0.7764) loss_vfl_aux_1: 0.7304 (0.7353) loss_vfl_aux_2: 0.6715 (0.7042) loss_vfl_aux_3: 0.6662 (0.6876) loss_vfl_aux_4: 0.6629 (0.6815) loss_vfl_aux_5: 0.7530 (0.7654) loss_vfl_dn_0: 0.4504 (0.4543) loss_vfl_dn_1: 0.3865 (0.3889) loss_vfl_dn_2: 0.3719 (0.3730) loss_vfl_dn_3: 0.3672 (0.3653) loss_vfl_dn_4: 0.3646 (0.3627) loss_vfl_dn_5: 0.3651 (0.3620) time: 0.4861 data: 0.0148 max mem: 5654 Epoch: [42] [ 600/7393] eta: 0:55:18 lr: 0.000010 loss: 15.2487 (15.9248) loss_bbox: 0.1461 (0.1546) loss_bbox_aux_0: 0.1677 (0.1688) loss_bbox_aux_1: 0.1546 (0.1590) loss_bbox_aux_2: 0.1479 (0.1564) loss_bbox_aux_3: 0.1440 (0.1552) loss_bbox_aux_4: 0.1461 (0.1544) loss_bbox_aux_5: 0.1981 (0.2054) loss_bbox_dn_0: 0.2492 (0.2706) loss_bbox_dn_1: 0.1772 (0.1997) loss_bbox_dn_2: 0.1579 (0.1786) loss_bbox_dn_3: 0.1514 (0.1724) loss_bbox_dn_4: 0.1513 (0.1708) loss_bbox_dn_5: 0.1512 (0.1709) loss_giou: 0.4434 (0.4756) loss_giou_aux_0: 0.4868 (0.5033) loss_giou_aux_1: 0.4699 (0.4871) loss_giou_aux_2: 0.4550 (0.4812) loss_giou_aux_3: 0.4483 (0.4780) loss_giou_aux_4: 0.4515 (0.4758) loss_giou_aux_5: 0.5132 (0.5664) loss_giou_dn_0: 0.5634 (0.5823) loss_giou_dn_1: 0.4499 (0.4757) loss_giou_dn_2: 0.4150 (0.4450) loss_giou_dn_3: 0.4097 (0.4367) loss_giou_dn_4: 0.4065 (0.4346) loss_giou_dn_5: 0.4066 (0.4348) loss_vfl: 0.6629 (0.6773) loss_vfl_aux_0: 0.7651 (0.7755) loss_vfl_aux_1: 0.7038 (0.7339) loss_vfl_aux_2: 0.6777 (0.7039) loss_vfl_aux_3: 0.6855 (0.6880) loss_vfl_aux_4: 0.6698 (0.6817) loss_vfl_aux_5: 0.7477 (0.7634) loss_vfl_dn_0: 0.4494 (0.4544) loss_vfl_dn_1: 0.3826 (0.3892) loss_vfl_dn_2: 0.3655 (0.3734) loss_vfl_dn_3: 0.3553 (0.3657) loss_vfl_dn_4: 0.3531 (0.3631) loss_vfl_dn_5: 0.3536 (0.3623) time: 0.4748 data: 0.0139 max mem: 5654 Epoch: [42] [ 700/7393] eta: 0:54:14 lr: 0.000010 loss: 15.8194 (15.9092) loss_bbox: 0.1442 (0.1541) loss_bbox_aux_0: 0.1581 (0.1679) loss_bbox_aux_1: 0.1384 (0.1583) loss_bbox_aux_2: 0.1454 (0.1557) loss_bbox_aux_3: 0.1440 (0.1546) loss_bbox_aux_4: 0.1442 (0.1537) loss_bbox_aux_5: 0.1945 (0.2048) loss_bbox_dn_0: 0.2576 (0.2700) loss_bbox_dn_1: 0.1883 (0.1988) loss_bbox_dn_2: 0.1763 (0.1778) loss_bbox_dn_3: 0.1649 (0.1716) loss_bbox_dn_4: 0.1621 (0.1701) loss_bbox_dn_5: 0.1621 (0.1701) loss_giou: 0.4486 (0.4759) loss_giou_aux_0: 0.4920 (0.5038) loss_giou_aux_1: 0.4652 (0.4874) loss_giou_aux_2: 0.4544 (0.4815) loss_giou_aux_3: 0.4449 (0.4783) loss_giou_aux_4: 0.4452 (0.4760) loss_giou_aux_5: 0.5428 (0.5670) loss_giou_dn_0: 0.5569 (0.5825) loss_giou_dn_1: 0.4711 (0.4759) loss_giou_dn_2: 0.4401 (0.4454) loss_giou_dn_3: 0.4313 (0.4371) loss_giou_dn_4: 0.4279 (0.4350) loss_giou_dn_5: 0.4282 (0.4352) loss_vfl: 0.6576 (0.6758) loss_vfl_aux_0: 0.7566 (0.7751) loss_vfl_aux_1: 0.7365 (0.7325) loss_vfl_aux_2: 0.6952 (0.7018) loss_vfl_aux_3: 0.6634 (0.6864) loss_vfl_aux_4: 0.6541 (0.6804) loss_vfl_aux_5: 0.7541 (0.7625) loss_vfl_dn_0: 0.4551 (0.4542) loss_vfl_dn_1: 0.3857 (0.3890) loss_vfl_dn_2: 0.3620 (0.3731) loss_vfl_dn_3: 0.3547 (0.3654) loss_vfl_dn_4: 0.3535 (0.3627) loss_vfl_dn_5: 0.3532 (0.3619) time: 0.4650 data: 0.0137 max mem: 5654 Epoch: [42] [ 800/7393] eta: 0:53:11 lr: 0.000010 loss: 15.5291 (15.8776) loss_bbox: 0.1424 (0.1540) loss_bbox_aux_0: 0.1641 (0.1681) loss_bbox_aux_1: 0.1540 (0.1584) loss_bbox_aux_2: 0.1482 (0.1556) loss_bbox_aux_3: 0.1469 (0.1544) loss_bbox_aux_4: 0.1424 (0.1534) loss_bbox_aux_5: 0.1921 (0.2047) loss_bbox_dn_0: 0.2641 (0.2702) loss_bbox_dn_1: 0.1951 (0.1989) loss_bbox_dn_2: 0.1702 (0.1778) loss_bbox_dn_3: 0.1648 (0.1715) loss_bbox_dn_4: 0.1634 (0.1700) loss_bbox_dn_5: 0.1634 (0.1700) loss_giou: 0.4473 (0.4747) loss_giou_aux_0: 0.4502 (0.5027) loss_giou_aux_1: 0.4484 (0.4864) loss_giou_aux_2: 0.4465 (0.4804) loss_giou_aux_3: 0.4478 (0.4770) loss_giou_aux_4: 0.4470 (0.4746) loss_giou_aux_5: 0.5235 (0.5656) loss_giou_dn_0: 0.5527 (0.5815) loss_giou_dn_1: 0.4374 (0.4747) loss_giou_dn_2: 0.4069 (0.4440) loss_giou_dn_3: 0.3956 (0.4358) loss_giou_dn_4: 0.3950 (0.4336) loss_giou_dn_5: 0.3951 (0.4338) loss_vfl: 0.6533 (0.6745) loss_vfl_aux_0: 0.7561 (0.7732) loss_vfl_aux_1: 0.6981 (0.7302) loss_vfl_aux_2: 0.6678 (0.6998) loss_vfl_aux_3: 0.6672 (0.6847) loss_vfl_aux_4: 0.6531 (0.6790) loss_vfl_aux_5: 0.7457 (0.7614) loss_vfl_dn_0: 0.4531 (0.4540) loss_vfl_dn_1: 0.3874 (0.3884) loss_vfl_dn_2: 0.3694 (0.3724) loss_vfl_dn_3: 0.3582 (0.3648) loss_vfl_dn_4: 0.3547 (0.3620) loss_vfl_dn_5: 0.3551 (0.3612) time: 0.4726 data: 0.0142 max mem: 5654 Epoch: [42] [ 900/7393] eta: 0:52:13 lr: 0.000010 loss: 15.2775 (15.8662) loss_bbox: 0.1569 (0.1542) loss_bbox_aux_0: 0.1647 (0.1683) loss_bbox_aux_1: 0.1528 (0.1586) loss_bbox_aux_2: 0.1561 (0.1560) loss_bbox_aux_3: 0.1500 (0.1546) loss_bbox_aux_4: 0.1554 (0.1537) loss_bbox_aux_5: 0.2074 (0.2051) loss_bbox_dn_0: 0.2663 (0.2700) loss_bbox_dn_1: 0.1908 (0.1987) loss_bbox_dn_2: 0.1723 (0.1776) loss_bbox_dn_3: 0.1692 (0.1713) loss_bbox_dn_4: 0.1661 (0.1698) loss_bbox_dn_5: 0.1661 (0.1698) loss_giou: 0.4726 (0.4739) loss_giou_aux_0: 0.4943 (0.5018) loss_giou_aux_1: 0.4875 (0.4854) loss_giou_aux_2: 0.4724 (0.4795) loss_giou_aux_3: 0.4664 (0.4760) loss_giou_aux_4: 0.4727 (0.4738) loss_giou_aux_5: 0.5701 (0.5648) loss_giou_dn_0: 0.5854 (0.5808) loss_giou_dn_1: 0.4802 (0.4737) loss_giou_dn_2: 0.4450 (0.4431) loss_giou_dn_3: 0.4351 (0.4349) loss_giou_dn_4: 0.4318 (0.4328) loss_giou_dn_5: 0.4318 (0.4330) loss_vfl: 0.6365 (0.6738) loss_vfl_aux_0: 0.7522 (0.7739) loss_vfl_aux_1: 0.6907 (0.7307) loss_vfl_aux_2: 0.6642 (0.6998) loss_vfl_aux_3: 0.6673 (0.6844) loss_vfl_aux_4: 0.6497 (0.6784) loss_vfl_aux_5: 0.7031 (0.7609) loss_vfl_dn_0: 0.4500 (0.4540) loss_vfl_dn_1: 0.3808 (0.3885) loss_vfl_dn_2: 0.3701 (0.3724) loss_vfl_dn_3: 0.3639 (0.3647) loss_vfl_dn_4: 0.3623 (0.3620) loss_vfl_dn_5: 0.3621 (0.3612) time: 0.4650 data: 0.0140 max mem: 5654 Epoch: [42] [1000/7393] eta: 0:51:20 lr: 0.000010 loss: 16.0532 (15.8546) loss_bbox: 0.1476 (0.1544) loss_bbox_aux_0: 0.1647 (0.1683) loss_bbox_aux_1: 0.1572 (0.1587) loss_bbox_aux_2: 0.1530 (0.1563) loss_bbox_aux_3: 0.1487 (0.1549) loss_bbox_aux_4: 0.1475 (0.1538) loss_bbox_aux_5: 0.2184 (0.2055) loss_bbox_dn_0: 0.2815 (0.2709) loss_bbox_dn_1: 0.1998 (0.1995) loss_bbox_dn_2: 0.1748 (0.1784) loss_bbox_dn_3: 0.1716 (0.1722) loss_bbox_dn_4: 0.1688 (0.1706) loss_bbox_dn_5: 0.1688 (0.1707) loss_giou: 0.4623 (0.4725) loss_giou_aux_0: 0.4599 (0.5000) loss_giou_aux_1: 0.4514 (0.4836) loss_giou_aux_2: 0.4647 (0.4780) loss_giou_aux_3: 0.4563 (0.4747) loss_giou_aux_4: 0.4623 (0.4723) loss_giou_aux_5: 0.5205 (0.5630) loss_giou_dn_0: 0.5823 (0.5796) loss_giou_dn_1: 0.4790 (0.4727) loss_giou_dn_2: 0.4488 (0.4422) loss_giou_dn_3: 0.4368 (0.4339) loss_giou_dn_4: 0.4340 (0.4318) loss_giou_dn_5: 0.4339 (0.4320) loss_vfl: 0.7203 (0.6735) loss_vfl_aux_0: 0.7998 (0.7749) loss_vfl_aux_1: 0.7713 (0.7318) loss_vfl_aux_2: 0.7268 (0.6996) loss_vfl_aux_3: 0.7325 (0.6841) loss_vfl_aux_4: 0.7158 (0.6783) loss_vfl_aux_5: 0.7795 (0.7608) loss_vfl_dn_0: 0.4532 (0.4537) loss_vfl_dn_1: 0.3874 (0.3882) loss_vfl_dn_2: 0.3728 (0.3721) loss_vfl_dn_3: 0.3665 (0.3645) loss_vfl_dn_4: 0.3642 (0.3617) loss_vfl_dn_5: 0.3627 (0.3609) time: 0.4852 data: 0.0135 max mem: 5654 Epoch: [42] [1100/7393] eta: 0:50:29 lr: 0.000010 loss: 15.5852 (15.8735) loss_bbox: 0.1440 (0.1544) loss_bbox_aux_0: 0.1651 (0.1685) loss_bbox_aux_1: 0.1613 (0.1588) loss_bbox_aux_2: 0.1480 (0.1564) loss_bbox_aux_3: 0.1467 (0.1549) loss_bbox_aux_4: 0.1441 (0.1538) loss_bbox_aux_5: 0.1847 (0.2056) loss_bbox_dn_0: 0.2447 (0.2713) loss_bbox_dn_1: 0.1828 (0.2000) loss_bbox_dn_2: 0.1612 (0.1790) loss_bbox_dn_3: 0.1542 (0.1728) loss_bbox_dn_4: 0.1516 (0.1713) loss_bbox_dn_5: 0.1516 (0.1713) loss_giou: 0.4458 (0.4735) loss_giou_aux_0: 0.4663 (0.5010) loss_giou_aux_1: 0.4425 (0.4846) loss_giou_aux_2: 0.4317 (0.4789) loss_giou_aux_3: 0.4476 (0.4756) loss_giou_aux_4: 0.4389 (0.4734) loss_giou_aux_5: 0.5271 (0.5642) loss_giou_dn_0: 0.5779 (0.5805) loss_giou_dn_1: 0.4608 (0.4738) loss_giou_dn_2: 0.4305 (0.4434) loss_giou_dn_3: 0.4173 (0.4351) loss_giou_dn_4: 0.4148 (0.4330) loss_giou_dn_5: 0.4149 (0.4332) loss_vfl: 0.6879 (0.6737) loss_vfl_aux_0: 0.7736 (0.7746) loss_vfl_aux_1: 0.7435 (0.7317) loss_vfl_aux_2: 0.7242 (0.7001) loss_vfl_aux_3: 0.7059 (0.6844) loss_vfl_aux_4: 0.7014 (0.6783) loss_vfl_aux_5: 0.7817 (0.7602) loss_vfl_dn_0: 0.4524 (0.4537) loss_vfl_dn_1: 0.3935 (0.3883) loss_vfl_dn_2: 0.3805 (0.3723) loss_vfl_dn_3: 0.3695 (0.3647) loss_vfl_dn_4: 0.3661 (0.3620) loss_vfl_dn_5: 0.3671 (0.3612) time: 0.4791 data: 0.0132 max mem: 5654 Epoch: [42] [1200/7393] eta: 0:49:38 lr: 0.000010 loss: 15.7152 (15.8668) loss_bbox: 0.1402 (0.1543) loss_bbox_aux_0: 0.1570 (0.1684) loss_bbox_aux_1: 0.1491 (0.1588) loss_bbox_aux_2: 0.1434 (0.1563) loss_bbox_aux_3: 0.1442 (0.1548) loss_bbox_aux_4: 0.1389 (0.1538) loss_bbox_aux_5: 0.1868 (0.2052) loss_bbox_dn_0: 0.2336 (0.2705) loss_bbox_dn_1: 0.1768 (0.1994) loss_bbox_dn_2: 0.1626 (0.1783) loss_bbox_dn_3: 0.1562 (0.1722) loss_bbox_dn_4: 0.1540 (0.1707) loss_bbox_dn_5: 0.1541 (0.1707) loss_giou: 0.4769 (0.4740) loss_giou_aux_0: 0.5047 (0.5009) loss_giou_aux_1: 0.4840 (0.4847) loss_giou_aux_2: 0.4909 (0.4790) loss_giou_aux_3: 0.4785 (0.4760) loss_giou_aux_4: 0.4769 (0.4739) loss_giou_aux_5: 0.5723 (0.5641) loss_giou_dn_0: 0.5801 (0.5804) loss_giou_dn_1: 0.4721 (0.4738) loss_giou_dn_2: 0.4315 (0.4435) loss_giou_dn_3: 0.4285 (0.4353) loss_giou_dn_4: 0.4286 (0.4332) loss_giou_dn_5: 0.4290 (0.4334) loss_vfl: 0.6451 (0.6732) loss_vfl_aux_0: 0.7265 (0.7742) loss_vfl_aux_1: 0.7027 (0.7312) loss_vfl_aux_2: 0.6840 (0.6998) loss_vfl_aux_3: 0.6593 (0.6840) loss_vfl_aux_4: 0.6564 (0.6779) loss_vfl_aux_5: 0.7328 (0.7596) loss_vfl_dn_0: 0.4561 (0.4535) loss_vfl_dn_1: 0.3883 (0.3881) loss_vfl_dn_2: 0.3697 (0.3721) loss_vfl_dn_3: 0.3634 (0.3645) loss_vfl_dn_4: 0.3633 (0.3618) loss_vfl_dn_5: 0.3630 (0.3610) time: 0.4731 data: 0.0136 max mem: 5654 Epoch: [42] [1300/7393] eta: 0:48:47 lr: 0.000010 loss: 16.2475 (15.8835) loss_bbox: 0.1686 (0.1550) loss_bbox_aux_0: 0.1838 (0.1692) loss_bbox_aux_1: 0.1666 (0.1597) loss_bbox_aux_2: 0.1757 (0.1571) loss_bbox_aux_3: 0.1714 (0.1556) loss_bbox_aux_4: 0.1702 (0.1544) loss_bbox_aux_5: 0.2080 (0.2058) loss_bbox_dn_0: 0.2628 (0.2708) loss_bbox_dn_1: 0.2018 (0.1999) loss_bbox_dn_2: 0.1888 (0.1790) loss_bbox_dn_3: 0.1770 (0.1729) loss_bbox_dn_4: 0.1748 (0.1714) loss_bbox_dn_5: 0.1748 (0.1715) loss_giou: 0.4947 (0.4748) loss_giou_aux_0: 0.5348 (0.5016) loss_giou_aux_1: 0.5212 (0.4855) loss_giou_aux_2: 0.5098 (0.4799) loss_giou_aux_3: 0.5127 (0.4769) loss_giou_aux_4: 0.5103 (0.4747) loss_giou_aux_5: 0.5915 (0.5649) loss_giou_dn_0: 0.6040 (0.5809) loss_giou_dn_1: 0.4880 (0.4743) loss_giou_dn_2: 0.4528 (0.4441) loss_giou_dn_3: 0.4492 (0.4358) loss_giou_dn_4: 0.4490 (0.4338) loss_giou_dn_5: 0.4497 (0.4339) loss_vfl: 0.6349 (0.6731) loss_vfl_aux_0: 0.7333 (0.7736) loss_vfl_aux_1: 0.7001 (0.7312) loss_vfl_aux_2: 0.6667 (0.6997) loss_vfl_aux_3: 0.6555 (0.6837) loss_vfl_aux_4: 0.6480 (0.6779) loss_vfl_aux_5: 0.7390 (0.7590) loss_vfl_dn_0: 0.4593 (0.4536) loss_vfl_dn_1: 0.3967 (0.3882) loss_vfl_dn_2: 0.3827 (0.3723) loss_vfl_dn_3: 0.3780 (0.3647) loss_vfl_dn_4: 0.3757 (0.3620) loss_vfl_dn_5: 0.3746 (0.3612) time: 0.4692 data: 0.0136 max mem: 5654 Epoch: [42] [1400/7393] eta: 0:47:55 lr: 0.000010 loss: 16.0204 (15.8784) loss_bbox: 0.1386 (0.1547) loss_bbox_aux_0: 0.1525 (0.1688) loss_bbox_aux_1: 0.1542 (0.1594) loss_bbox_aux_2: 0.1458 (0.1568) loss_bbox_aux_3: 0.1443 (0.1552) loss_bbox_aux_4: 0.1365 (0.1541) loss_bbox_aux_5: 0.1809 (0.2056) loss_bbox_dn_0: 0.2386 (0.2704) loss_bbox_dn_1: 0.1729 (0.1996) loss_bbox_dn_2: 0.1574 (0.1787) loss_bbox_dn_3: 0.1489 (0.1725) loss_bbox_dn_4: 0.1447 (0.1711) loss_bbox_dn_5: 0.1446 (0.1711) loss_giou: 0.4482 (0.4744) loss_giou_aux_0: 0.4950 (0.5010) loss_giou_aux_1: 0.4655 (0.4849) loss_giou_aux_2: 0.4476 (0.4793) loss_giou_aux_3: 0.4462 (0.4764) loss_giou_aux_4: 0.4532 (0.4742) loss_giou_aux_5: 0.5564 (0.5647) loss_giou_dn_0: 0.5950 (0.5809) loss_giou_dn_1: 0.4828 (0.4742) loss_giou_dn_2: 0.4569 (0.4440) loss_giou_dn_3: 0.4560 (0.4357) loss_giou_dn_4: 0.4542 (0.4336) loss_giou_dn_5: 0.4544 (0.4338) loss_vfl: 0.7060 (0.6734) loss_vfl_aux_0: 0.8031 (0.7747) loss_vfl_aux_1: 0.7705 (0.7321) loss_vfl_aux_2: 0.7290 (0.7003) loss_vfl_aux_3: 0.7106 (0.6840) loss_vfl_aux_4: 0.7046 (0.6781) loss_vfl_aux_5: 0.7910 (0.7590) loss_vfl_dn_0: 0.4536 (0.4534) loss_vfl_dn_1: 0.3872 (0.3881) loss_vfl_dn_2: 0.3733 (0.3722) loss_vfl_dn_3: 0.3666 (0.3646) loss_vfl_dn_4: 0.3648 (0.3619) loss_vfl_dn_5: 0.3634 (0.3612) time: 0.4724 data: 0.0135 max mem: 5654 Epoch: [42] [1500/7393] eta: 0:47:04 lr: 0.000010 loss: 15.2753 (15.8796) loss_bbox: 0.1368 (0.1548) loss_bbox_aux_0: 0.1541 (0.1691) loss_bbox_aux_1: 0.1533 (0.1597) loss_bbox_aux_2: 0.1393 (0.1570) loss_bbox_aux_3: 0.1389 (0.1554) loss_bbox_aux_4: 0.1362 (0.1543) loss_bbox_aux_5: 0.1932 (0.2059) loss_bbox_dn_0: 0.2442 (0.2713) loss_bbox_dn_1: 0.1929 (0.2003) loss_bbox_dn_2: 0.1607 (0.1792) loss_bbox_dn_3: 0.1541 (0.1731) loss_bbox_dn_4: 0.1541 (0.1716) loss_bbox_dn_5: 0.1544 (0.1716) loss_giou: 0.4434 (0.4734) loss_giou_aux_0: 0.4522 (0.4999) loss_giou_aux_1: 0.4443 (0.4838) loss_giou_aux_2: 0.4513 (0.4783) loss_giou_aux_3: 0.4379 (0.4754) loss_giou_aux_4: 0.4437 (0.4732) loss_giou_aux_5: 0.5224 (0.5637) loss_giou_dn_0: 0.5424 (0.5806) loss_giou_dn_1: 0.4443 (0.4739) loss_giou_dn_2: 0.4162 (0.4436) loss_giou_dn_3: 0.4071 (0.4354) loss_giou_dn_4: 0.4049 (0.4333) loss_giou_dn_5: 0.4048 (0.4335) loss_vfl: 0.6567 (0.6738) loss_vfl_aux_0: 0.7773 (0.7763) loss_vfl_aux_1: 0.7154 (0.7336) loss_vfl_aux_2: 0.6710 (0.7011) loss_vfl_aux_3: 0.6717 (0.6845) loss_vfl_aux_4: 0.6622 (0.6785) loss_vfl_aux_5: 0.7632 (0.7597) loss_vfl_dn_0: 0.4401 (0.4535) loss_vfl_dn_1: 0.3757 (0.3880) loss_vfl_dn_2: 0.3610 (0.3721) loss_vfl_dn_3: 0.3563 (0.3645) loss_vfl_dn_4: 0.3522 (0.3618) loss_vfl_dn_5: 0.3509 (0.3610) time: 0.4713 data: 0.0141 max mem: 5654 Epoch: [42] [1600/7393] eta: 0:46:12 lr: 0.000010 loss: 15.9207 (15.8834) loss_bbox: 0.1475 (0.1551) loss_bbox_aux_0: 0.1764 (0.1693) loss_bbox_aux_1: 0.1646 (0.1600) loss_bbox_aux_2: 0.1552 (0.1573) loss_bbox_aux_3: 0.1513 (0.1557) loss_bbox_aux_4: 0.1475 (0.1546) loss_bbox_aux_5: 0.2169 (0.2062) loss_bbox_dn_0: 0.2544 (0.2720) loss_bbox_dn_1: 0.1839 (0.2006) loss_bbox_dn_2: 0.1668 (0.1794) loss_bbox_dn_3: 0.1615 (0.1732) loss_bbox_dn_4: 0.1599 (0.1717) loss_bbox_dn_5: 0.1599 (0.1717) loss_giou: 0.4735 (0.4730) loss_giou_aux_0: 0.5197 (0.4996) loss_giou_aux_1: 0.5014 (0.4835) loss_giou_aux_2: 0.4918 (0.4779) loss_giou_aux_3: 0.4758 (0.4749) loss_giou_aux_4: 0.4748 (0.4728) loss_giou_aux_5: 0.5861 (0.5634) loss_giou_dn_0: 0.5917 (0.5804) loss_giou_dn_1: 0.4808 (0.4736) loss_giou_dn_2: 0.4380 (0.4432) loss_giou_dn_3: 0.4239 (0.4349) loss_giou_dn_4: 0.4192 (0.4328) loss_giou_dn_5: 0.4192 (0.4330) loss_vfl: 0.6826 (0.6742) loss_vfl_aux_0: 0.7970 (0.7775) loss_vfl_aux_1: 0.8143 (0.7370) loss_vfl_aux_2: 0.6972 (0.7017) loss_vfl_aux_3: 0.6864 (0.6850) loss_vfl_aux_4: 0.6806 (0.6788) loss_vfl_aux_5: 0.7712 (0.7599) loss_vfl_dn_0: 0.4524 (0.4535) loss_vfl_dn_1: 0.3844 (0.3878) loss_vfl_dn_2: 0.3667 (0.3718) loss_vfl_dn_3: 0.3585 (0.3642) loss_vfl_dn_4: 0.3562 (0.3615) loss_vfl_dn_5: 0.3555 (0.3607) time: 0.4638 data: 0.0136 max mem: 5654 Epoch: [42] [1700/7393] eta: 0:45:24 lr: 0.000010 loss: 15.9887 (15.8875) loss_bbox: 0.1488 (0.1549) loss_bbox_aux_0: 0.1596 (0.1691) loss_bbox_aux_1: 0.1478 (0.1594) loss_bbox_aux_2: 0.1526 (0.1570) loss_bbox_aux_3: 0.1473 (0.1555) loss_bbox_aux_4: 0.1456 (0.1545) loss_bbox_aux_5: 0.1990 (0.2060) loss_bbox_dn_0: 0.2591 (0.2721) loss_bbox_dn_1: 0.1903 (0.2007) loss_bbox_dn_2: 0.1675 (0.1795) loss_bbox_dn_3: 0.1605 (0.1733) loss_bbox_dn_4: 0.1584 (0.1718) loss_bbox_dn_5: 0.1587 (0.1718) loss_giou: 0.4216 (0.4731) loss_giou_aux_0: 0.4518 (0.4997) loss_giou_aux_1: 0.4394 (0.4834) loss_giou_aux_2: 0.4278 (0.4780) loss_giou_aux_3: 0.4275 (0.4749) loss_giou_aux_4: 0.4216 (0.4729) loss_giou_aux_5: 0.5262 (0.5635) loss_giou_dn_0: 0.5576 (0.5806) loss_giou_dn_1: 0.4450 (0.4738) loss_giou_dn_2: 0.4101 (0.4434) loss_giou_dn_3: 0.4002 (0.4351) loss_giou_dn_4: 0.3976 (0.4330) loss_giou_dn_5: 0.3979 (0.4332) loss_vfl: 0.6880 (0.6743) loss_vfl_aux_0: 0.8097 (0.7776) loss_vfl_aux_1: 0.7666 (0.7391) loss_vfl_aux_2: 0.7088 (0.7024) loss_vfl_aux_3: 0.6896 (0.6853) loss_vfl_aux_4: 0.6974 (0.6788) loss_vfl_aux_5: 0.7604 (0.7597) loss_vfl_dn_0: 0.4574 (0.4537) loss_vfl_dn_1: 0.3916 (0.3879) loss_vfl_dn_2: 0.3736 (0.3719) loss_vfl_dn_3: 0.3669 (0.3642) loss_vfl_dn_4: 0.3623 (0.3616) loss_vfl_dn_5: 0.3640 (0.3608) time: 0.4681 data: 0.0135 max mem: 5654 Epoch: [42] [1800/7393] eta: 0:44:34 lr: 0.000010 loss: 16.0528 (15.8809) loss_bbox: 0.1424 (0.1547) loss_bbox_aux_0: 0.1492 (0.1690) loss_bbox_aux_1: 0.1420 (0.1592) loss_bbox_aux_2: 0.1410 (0.1569) loss_bbox_aux_3: 0.1422 (0.1554) loss_bbox_aux_4: 0.1435 (0.1544) loss_bbox_aux_5: 0.1832 (0.2060) loss_bbox_dn_0: 0.2372 (0.2720) loss_bbox_dn_1: 0.1780 (0.2007) loss_bbox_dn_2: 0.1596 (0.1795) loss_bbox_dn_3: 0.1536 (0.1732) loss_bbox_dn_4: 0.1521 (0.1718) loss_bbox_dn_5: 0.1521 (0.1718) loss_giou: 0.4958 (0.4725) loss_giou_aux_0: 0.4965 (0.4991) loss_giou_aux_1: 0.4903 (0.4828) loss_giou_aux_2: 0.4860 (0.4774) loss_giou_aux_3: 0.4960 (0.4743) loss_giou_aux_4: 0.4896 (0.4724) loss_giou_aux_5: 0.5574 (0.5629) loss_giou_dn_0: 0.5707 (0.5803) loss_giou_dn_1: 0.4743 (0.4735) loss_giou_dn_2: 0.4516 (0.4431) loss_giou_dn_3: 0.4426 (0.4348) loss_giou_dn_4: 0.4393 (0.4327) loss_giou_dn_5: 0.4398 (0.4329) loss_vfl: 0.6457 (0.6744) loss_vfl_aux_0: 0.7553 (0.7779) loss_vfl_aux_1: 0.7071 (0.7398) loss_vfl_aux_2: 0.6653 (0.7025) loss_vfl_aux_3: 0.6532 (0.6854) loss_vfl_aux_4: 0.6376 (0.6788) loss_vfl_aux_5: 0.7497 (0.7595) loss_vfl_dn_0: 0.4529 (0.4538) loss_vfl_dn_1: 0.3889 (0.3878) loss_vfl_dn_2: 0.3744 (0.3717) loss_vfl_dn_3: 0.3648 (0.3641) loss_vfl_dn_4: 0.3622 (0.3614) loss_vfl_dn_5: 0.3621 (0.3606) time: 0.4688 data: 0.0135 max mem: 5654 Epoch: [42] [1900/7393] eta: 0:44:04 lr: 0.000010 loss: 15.9244 (15.8698) loss_bbox: 0.1423 (0.1544) loss_bbox_aux_0: 0.1634 (0.1686) loss_bbox_aux_1: 0.1439 (0.1587) loss_bbox_aux_2: 0.1430 (0.1565) loss_bbox_aux_3: 0.1415 (0.1551) loss_bbox_aux_4: 0.1423 (0.1541) loss_bbox_aux_5: 0.2027 (0.2055) loss_bbox_dn_0: 0.2838 (0.2718) loss_bbox_dn_1: 0.1894 (0.2005) loss_bbox_dn_2: 0.1731 (0.1793) loss_bbox_dn_3: 0.1658 (0.1731) loss_bbox_dn_4: 0.1628 (0.1716) loss_bbox_dn_5: 0.1630 (0.1716) loss_giou: 0.4173 (0.4723) loss_giou_aux_0: 0.4479 (0.4988) loss_giou_aux_1: 0.4311 (0.4825) loss_giou_aux_2: 0.4256 (0.4773) loss_giou_aux_3: 0.4174 (0.4741) loss_giou_aux_4: 0.4211 (0.4723) loss_giou_aux_5: 0.5048 (0.5627) loss_giou_dn_0: 0.5636 (0.5801) loss_giou_dn_1: 0.4487 (0.4734) loss_giou_dn_2: 0.4285 (0.4430) loss_giou_dn_3: 0.4144 (0.4346) loss_giou_dn_4: 0.4110 (0.4325) loss_giou_dn_5: 0.4116 (0.4327) loss_vfl: 0.6333 (0.6736) loss_vfl_aux_0: 0.7603 (0.7771) loss_vfl_aux_1: 0.7006 (0.7397) loss_vfl_aux_2: 0.6736 (0.7019) loss_vfl_aux_3: 0.6512 (0.6846) loss_vfl_aux_4: 0.6351 (0.6779) loss_vfl_aux_5: 0.7679 (0.7590) loss_vfl_dn_0: 0.4522 (0.4538) loss_vfl_dn_1: 0.3807 (0.3878) loss_vfl_dn_2: 0.3603 (0.3716) loss_vfl_dn_3: 0.3564 (0.3640) loss_vfl_dn_4: 0.3544 (0.3614) loss_vfl_dn_5: 0.3537 (0.3606) time: 0.4725 data: 0.0136 max mem: 5654 Epoch: [42] [2000/7393] eta: 0:43:15 lr: 0.000010 loss: 15.9412 (15.8699) loss_bbox: 0.1416 (0.1541) loss_bbox_aux_0: 0.1535 (0.1683) loss_bbox_aux_1: 0.1519 (0.1584) loss_bbox_aux_2: 0.1448 (0.1562) loss_bbox_aux_3: 0.1448 (0.1548) loss_bbox_aux_4: 0.1426 (0.1539) loss_bbox_aux_5: 0.1931 (0.2052) loss_bbox_dn_0: 0.2366 (0.2711) loss_bbox_dn_1: 0.1758 (0.2000) loss_bbox_dn_2: 0.1578 (0.1788) loss_bbox_dn_3: 0.1514 (0.1725) loss_bbox_dn_4: 0.1498 (0.1711) loss_bbox_dn_5: 0.1497 (0.1711) loss_giou: 0.4819 (0.4729) loss_giou_aux_0: 0.4973 (0.4993) loss_giou_aux_1: 0.4769 (0.4831) loss_giou_aux_2: 0.4734 (0.4778) loss_giou_aux_3: 0.4836 (0.4747) loss_giou_aux_4: 0.4847 (0.4729) loss_giou_aux_5: 0.5590 (0.5632) loss_giou_dn_0: 0.6000 (0.5804) loss_giou_dn_1: 0.4917 (0.4737) loss_giou_dn_2: 0.4570 (0.4433) loss_giou_dn_3: 0.4460 (0.4349) loss_giou_dn_4: 0.4433 (0.4328) loss_giou_dn_5: 0.4438 (0.4331) loss_vfl: 0.6793 (0.6734) loss_vfl_aux_0: 0.7782 (0.7770) loss_vfl_aux_1: 0.7420 (0.7397) loss_vfl_aux_2: 0.6960 (0.7019) loss_vfl_aux_3: 0.6864 (0.6844) loss_vfl_aux_4: 0.6842 (0.6776) loss_vfl_aux_5: 0.7568 (0.7589) loss_vfl_dn_0: 0.4537 (0.4538) loss_vfl_dn_1: 0.3863 (0.3878) loss_vfl_dn_2: 0.3714 (0.3717) loss_vfl_dn_3: 0.3638 (0.3641) loss_vfl_dn_4: 0.3643 (0.3614) loss_vfl_dn_5: 0.3649 (0.3606) time: 0.4773 data: 0.0135 max mem: 5654 Epoch: [42] [2100/7393] eta: 0:42:41 lr: 0.000010 loss: 16.1180 (15.8617) loss_bbox: 0.1526 (0.1542) loss_bbox_aux_0: 0.1718 (0.1685) loss_bbox_aux_1: 0.1636 (0.1585) loss_bbox_aux_2: 0.1615 (0.1563) loss_bbox_aux_3: 0.1595 (0.1550) loss_bbox_aux_4: 0.1553 (0.1540) loss_bbox_aux_5: 0.2088 (0.2054) loss_bbox_dn_0: 0.2600 (0.2714) loss_bbox_dn_1: 0.1934 (0.2002) loss_bbox_dn_2: 0.1734 (0.1790) loss_bbox_dn_3: 0.1677 (0.1728) loss_bbox_dn_4: 0.1669 (0.1713) loss_bbox_dn_5: 0.1669 (0.1713) loss_giou: 0.4743 (0.4719) loss_giou_aux_0: 0.5110 (0.4983) loss_giou_aux_1: 0.4889 (0.4821) loss_giou_aux_2: 0.4832 (0.4769) loss_giou_aux_3: 0.4731 (0.4738) loss_giou_aux_4: 0.4720 (0.4719) loss_giou_aux_5: 0.5923 (0.5622) loss_giou_dn_0: 0.6006 (0.5798) loss_giou_dn_1: 0.4938 (0.4729) loss_giou_dn_2: 0.4588 (0.4426) loss_giou_dn_3: 0.4531 (0.4342) loss_giou_dn_4: 0.4532 (0.4321) loss_giou_dn_5: 0.4530 (0.4323) loss_vfl: 0.6546 (0.6735) loss_vfl_aux_0: 0.7264 (0.7773) loss_vfl_aux_1: 0.6980 (0.7397) loss_vfl_aux_2: 0.6663 (0.7021) loss_vfl_aux_3: 0.6550 (0.6844) loss_vfl_aux_4: 0.6546 (0.6776) loss_vfl_aux_5: 0.7141 (0.7595) loss_vfl_dn_0: 0.4462 (0.4537) loss_vfl_dn_1: 0.3909 (0.3876) loss_vfl_dn_2: 0.3731 (0.3715) loss_vfl_dn_3: 0.3699 (0.3639) loss_vfl_dn_4: 0.3648 (0.3613) loss_vfl_dn_5: 0.3650 (0.3605) time: 0.4724 data: 0.0136 max mem: 5654 Epoch: [42] [2200/7393] eta: 0:41:51 lr: 0.000010 loss: 16.7525 (15.8750) loss_bbox: 0.1625 (0.1543) loss_bbox_aux_0: 0.1693 (0.1685) loss_bbox_aux_1: 0.1645 (0.1585) loss_bbox_aux_2: 0.1693 (0.1564) loss_bbox_aux_3: 0.1628 (0.1550) loss_bbox_aux_4: 0.1629 (0.1541) loss_bbox_aux_5: 0.2031 (0.2054) loss_bbox_dn_0: 0.2647 (0.2711) loss_bbox_dn_1: 0.2049 (0.2002) loss_bbox_dn_2: 0.1903 (0.1790) loss_bbox_dn_3: 0.1840 (0.1728) loss_bbox_dn_4: 0.1823 (0.1713) loss_bbox_dn_5: 0.1822 (0.1713) loss_giou: 0.4900 (0.4731) loss_giou_aux_0: 0.5136 (0.4993) loss_giou_aux_1: 0.5132 (0.4833) loss_giou_aux_2: 0.5031 (0.4780) loss_giou_aux_3: 0.5004 (0.4749) loss_giou_aux_4: 0.4898 (0.4731) loss_giou_aux_5: 0.5694 (0.5633) loss_giou_dn_0: 0.6098 (0.5806) loss_giou_dn_1: 0.4980 (0.4738) loss_giou_dn_2: 0.4704 (0.4435) loss_giou_dn_3: 0.4633 (0.4352) loss_giou_dn_4: 0.4573 (0.4331) loss_giou_dn_5: 0.4573 (0.4333) loss_vfl: 0.6926 (0.6734) loss_vfl_aux_0: 0.7742 (0.7769) loss_vfl_aux_1: 0.7595 (0.7395) loss_vfl_aux_2: 0.7241 (0.7020) loss_vfl_aux_3: 0.6978 (0.6845) loss_vfl_aux_4: 0.7074 (0.6776) loss_vfl_aux_5: 0.7565 (0.7592) loss_vfl_dn_0: 0.4592 (0.4538) loss_vfl_dn_1: 0.4012 (0.3878) loss_vfl_dn_2: 0.3850 (0.3717) loss_vfl_dn_3: 0.3764 (0.3641) loss_vfl_dn_4: 0.3727 (0.3615) loss_vfl_dn_5: 0.3713 (0.3607) time: 0.4589 data: 0.0136 max mem: 5654 Epoch: [42] [2300/7393] eta: 0:41:00 lr: 0.000010 loss: 16.3255 (15.8897) loss_bbox: 0.1404 (0.1543) loss_bbox_aux_0: 0.1595 (0.1686) loss_bbox_aux_1: 0.1550 (0.1586) loss_bbox_aux_2: 0.1525 (0.1565) loss_bbox_aux_3: 0.1408 (0.1551) loss_bbox_aux_4: 0.1456 (0.1542) loss_bbox_aux_5: 0.1957 (0.2056) loss_bbox_dn_0: 0.2417 (0.2711) loss_bbox_dn_1: 0.1705 (0.2002) loss_bbox_dn_2: 0.1583 (0.1791) loss_bbox_dn_3: 0.1578 (0.1728) loss_bbox_dn_4: 0.1598 (0.1714) loss_bbox_dn_5: 0.1600 (0.1714) loss_giou: 0.5582 (0.4742) loss_giou_aux_0: 0.5707 (0.5003) loss_giou_aux_1: 0.5671 (0.4844) loss_giou_aux_2: 0.5537 (0.4791) loss_giou_aux_3: 0.5566 (0.4760) loss_giou_aux_4: 0.5620 (0.4743) loss_giou_aux_5: 0.6481 (0.5644) loss_giou_dn_0: 0.6003 (0.5814) loss_giou_dn_1: 0.5149 (0.4746) loss_giou_dn_2: 0.4867 (0.4443) loss_giou_dn_3: 0.4778 (0.4360) loss_giou_dn_4: 0.4752 (0.4339) loss_giou_dn_5: 0.4751 (0.4341) loss_vfl: 0.6323 (0.6734) loss_vfl_aux_0: 0.7381 (0.7770) loss_vfl_aux_1: 0.6927 (0.7393) loss_vfl_aux_2: 0.6681 (0.7020) loss_vfl_aux_3: 0.6464 (0.6846) loss_vfl_aux_4: 0.6370 (0.6776) loss_vfl_aux_5: 0.7128 (0.7592) loss_vfl_dn_0: 0.4559 (0.4539) loss_vfl_dn_1: 0.3945 (0.3880) loss_vfl_dn_2: 0.3768 (0.3719) loss_vfl_dn_3: 0.3693 (0.3644) loss_vfl_dn_4: 0.3682 (0.3617) loss_vfl_dn_5: 0.3671 (0.3609) time: 0.4793 data: 0.0136 max mem: 5654 Epoch: [42] [2400/7393] eta: 0:40:08 lr: 0.000010 loss: 15.5326 (15.8855) loss_bbox: 0.1371 (0.1541) loss_bbox_aux_0: 0.1529 (0.1684) loss_bbox_aux_1: 0.1500 (0.1586) loss_bbox_aux_2: 0.1419 (0.1563) loss_bbox_aux_3: 0.1389 (0.1549) loss_bbox_aux_4: 0.1370 (0.1540) loss_bbox_aux_5: 0.1960 (0.2055) loss_bbox_dn_0: 0.2457 (0.2710) loss_bbox_dn_1: 0.1798 (0.2001) loss_bbox_dn_2: 0.1598 (0.1790) loss_bbox_dn_3: 0.1556 (0.1727) loss_bbox_dn_4: 0.1508 (0.1713) loss_bbox_dn_5: 0.1510 (0.1713) loss_giou: 0.4617 (0.4740) loss_giou_aux_0: 0.4844 (0.4999) loss_giou_aux_1: 0.4704 (0.4842) loss_giou_aux_2: 0.4668 (0.4788) loss_giou_aux_3: 0.4563 (0.4757) loss_giou_aux_4: 0.4595 (0.4740) loss_giou_aux_5: 0.5677 (0.5641) loss_giou_dn_0: 0.5928 (0.5813) loss_giou_dn_1: 0.4755 (0.4745) loss_giou_dn_2: 0.4433 (0.4442) loss_giou_dn_3: 0.4375 (0.4359) loss_giou_dn_4: 0.4373 (0.4338) loss_giou_dn_5: 0.4382 (0.4340) loss_vfl: 0.6437 (0.6736) loss_vfl_aux_0: 0.7422 (0.7771) loss_vfl_aux_1: 0.6948 (0.7390) loss_vfl_aux_2: 0.6618 (0.7020) loss_vfl_aux_3: 0.6573 (0.6848) loss_vfl_aux_4: 0.6377 (0.6777) loss_vfl_aux_5: 0.7190 (0.7590) loss_vfl_dn_0: 0.4478 (0.4538) loss_vfl_dn_1: 0.3865 (0.3880) loss_vfl_dn_2: 0.3717 (0.3719) loss_vfl_dn_3: 0.3644 (0.3644) loss_vfl_dn_4: 0.3651 (0.3617) loss_vfl_dn_5: 0.3628 (0.3609) time: 0.4705 data: 0.0135 max mem: 5654 Epoch: [42] [2500/7393] eta: 0:39:18 lr: 0.000010 loss: 16.2612 (15.8784) loss_bbox: 0.1285 (0.1540) loss_bbox_aux_0: 0.1580 (0.1681) loss_bbox_aux_1: 0.1371 (0.1584) loss_bbox_aux_2: 0.1339 (0.1562) loss_bbox_aux_3: 0.1318 (0.1547) loss_bbox_aux_4: 0.1284 (0.1538) loss_bbox_aux_5: 0.2038 (0.2054) loss_bbox_dn_0: 0.2510 (0.2707) loss_bbox_dn_1: 0.1863 (0.1999) loss_bbox_dn_2: 0.1643 (0.1788) loss_bbox_dn_3: 0.1583 (0.1726) loss_bbox_dn_4: 0.1579 (0.1711) loss_bbox_dn_5: 0.1579 (0.1711) loss_giou: 0.4781 (0.4736) loss_giou_aux_0: 0.5276 (0.4994) loss_giou_aux_1: 0.4921 (0.4837) loss_giou_aux_2: 0.4929 (0.4784) loss_giou_aux_3: 0.4841 (0.4752) loss_giou_aux_4: 0.4878 (0.4736) loss_giou_aux_5: 0.5915 (0.5637) loss_giou_dn_0: 0.6110 (0.5810) loss_giou_dn_1: 0.4942 (0.4742) loss_giou_dn_2: 0.4638 (0.4439) loss_giou_dn_3: 0.4541 (0.4356) loss_giou_dn_4: 0.4516 (0.4335) loss_giou_dn_5: 0.4519 (0.4337) loss_vfl: 0.6764 (0.6735) loss_vfl_aux_0: 0.7671 (0.7776) loss_vfl_aux_1: 0.7401 (0.7391) loss_vfl_aux_2: 0.7050 (0.7019) loss_vfl_aux_3: 0.6844 (0.6848) loss_vfl_aux_4: 0.6783 (0.6776) loss_vfl_aux_5: 0.7587 (0.7591) loss_vfl_dn_0: 0.4539 (0.4538) loss_vfl_dn_1: 0.3962 (0.3880) loss_vfl_dn_2: 0.3762 (0.3718) loss_vfl_dn_3: 0.3706 (0.3643) loss_vfl_dn_4: 0.3689 (0.3616) loss_vfl_dn_5: 0.3675 (0.3609) time: 0.4683 data: 0.0141 max mem: 5654 Epoch: [42] [2600/7393] eta: 0:38:28 lr: 0.000010 loss: 16.0805 (15.8837) loss_bbox: 0.1453 (0.1540) loss_bbox_aux_0: 0.1597 (0.1680) loss_bbox_aux_1: 0.1531 (0.1584) loss_bbox_aux_2: 0.1465 (0.1561) loss_bbox_aux_3: 0.1462 (0.1547) loss_bbox_aux_4: 0.1468 (0.1538) loss_bbox_aux_5: 0.1966 (0.2052) loss_bbox_dn_0: 0.2543 (0.2706) loss_bbox_dn_1: 0.1876 (0.1997) loss_bbox_dn_2: 0.1647 (0.1786) loss_bbox_dn_3: 0.1537 (0.1724) loss_bbox_dn_4: 0.1532 (0.1710) loss_bbox_dn_5: 0.1532 (0.1710) loss_giou: 0.4492 (0.4745) loss_giou_aux_0: 0.4751 (0.5002) loss_giou_aux_1: 0.4487 (0.4846) loss_giou_aux_2: 0.4392 (0.4793) loss_giou_aux_3: 0.4382 (0.4761) loss_giou_aux_4: 0.4493 (0.4745) loss_giou_aux_5: 0.5345 (0.5646) loss_giou_dn_0: 0.5915 (0.5815) loss_giou_dn_1: 0.4617 (0.4747) loss_giou_dn_2: 0.4333 (0.4444) loss_giou_dn_3: 0.4237 (0.4361) loss_giou_dn_4: 0.4190 (0.4340) loss_giou_dn_5: 0.4188 (0.4342) loss_vfl: 0.6753 (0.6732) loss_vfl_aux_0: 0.7961 (0.7771) loss_vfl_aux_1: 0.7483 (0.7386) loss_vfl_aux_2: 0.7248 (0.7016) loss_vfl_aux_3: 0.6956 (0.6845) loss_vfl_aux_4: 0.6827 (0.6773) loss_vfl_aux_5: 0.7733 (0.7587) loss_vfl_dn_0: 0.4501 (0.4537) loss_vfl_dn_1: 0.3810 (0.3880) loss_vfl_dn_2: 0.3657 (0.3719) loss_vfl_dn_3: 0.3593 (0.3644) loss_vfl_dn_4: 0.3597 (0.3617) loss_vfl_dn_5: 0.3585 (0.3609) time: 0.4721 data: 0.0145 max mem: 5654 Epoch: [42] [2700/7393] eta: 0:37:39 lr: 0.000010 loss: 15.3934 (15.8829) loss_bbox: 0.1343 (0.1540) loss_bbox_aux_0: 0.1467 (0.1679) loss_bbox_aux_1: 0.1407 (0.1583) loss_bbox_aux_2: 0.1421 (0.1561) loss_bbox_aux_3: 0.1410 (0.1547) loss_bbox_aux_4: 0.1360 (0.1538) loss_bbox_aux_5: 0.1986 (0.2051) loss_bbox_dn_0: 0.2747 (0.2702) loss_bbox_dn_1: 0.1992 (0.1994) loss_bbox_dn_2: 0.1787 (0.1783) loss_bbox_dn_3: 0.1744 (0.1721) loss_bbox_dn_4: 0.1737 (0.1707) loss_bbox_dn_5: 0.1737 (0.1707) loss_giou: 0.4033 (0.4752) loss_giou_aux_0: 0.4191 (0.5007) loss_giou_aux_1: 0.4185 (0.4852) loss_giou_aux_2: 0.4066 (0.4798) loss_giou_aux_3: 0.3955 (0.4768) loss_giou_aux_4: 0.4011 (0.4752) loss_giou_aux_5: 0.4968 (0.5651) loss_giou_dn_0: 0.5391 (0.5817) loss_giou_dn_1: 0.4339 (0.4749) loss_giou_dn_2: 0.4071 (0.4446) loss_giou_dn_3: 0.4001 (0.4363) loss_giou_dn_4: 0.3971 (0.4343) loss_giou_dn_5: 0.3965 (0.4345) loss_vfl: 0.6452 (0.6726) loss_vfl_aux_0: 0.7862 (0.7771) loss_vfl_aux_1: 0.7247 (0.7379) loss_vfl_aux_2: 0.7002 (0.7011) loss_vfl_aux_3: 0.6577 (0.6839) loss_vfl_aux_4: 0.6468 (0.6766) loss_vfl_aux_5: 0.7455 (0.7583) loss_vfl_dn_0: 0.4460 (0.4536) loss_vfl_dn_1: 0.3862 (0.3879) loss_vfl_dn_2: 0.3585 (0.3718) loss_vfl_dn_3: 0.3499 (0.3643) loss_vfl_dn_4: 0.3497 (0.3616) loss_vfl_dn_5: 0.3494 (0.3609) time: 0.4663 data: 0.0142 max mem: 5654 Epoch: [42] [2800/7393] eta: 0:36:49 lr: 0.000010 loss: 16.5417 (15.8896) loss_bbox: 0.1607 (0.1542) loss_bbox_aux_0: 0.1775 (0.1680) loss_bbox_aux_1: 0.1623 (0.1585) loss_bbox_aux_2: 0.1621 (0.1562) loss_bbox_aux_3: 0.1447 (0.1548) loss_bbox_aux_4: 0.1608 (0.1540) loss_bbox_aux_5: 0.1994 (0.2053) loss_bbox_dn_0: 0.2718 (0.2704) loss_bbox_dn_1: 0.2104 (0.1996) loss_bbox_dn_2: 0.1829 (0.1785) loss_bbox_dn_3: 0.1769 (0.1723) loss_bbox_dn_4: 0.1766 (0.1709) loss_bbox_dn_5: 0.1766 (0.1709) loss_giou: 0.4586 (0.4752) loss_giou_aux_0: 0.4803 (0.5007) loss_giou_aux_1: 0.4548 (0.4852) loss_giou_aux_2: 0.4562 (0.4798) loss_giou_aux_3: 0.4595 (0.4769) loss_giou_aux_4: 0.4573 (0.4752) loss_giou_aux_5: 0.5414 (0.5651) loss_giou_dn_0: 0.6011 (0.5819) loss_giou_dn_1: 0.4929 (0.4749) loss_giou_dn_2: 0.4540 (0.4447) loss_giou_dn_3: 0.4424 (0.4364) loss_giou_dn_4: 0.4390 (0.4344) loss_giou_dn_5: 0.4391 (0.4346) loss_vfl: 0.6957 (0.6728) loss_vfl_aux_0: 0.7979 (0.7776) loss_vfl_aux_1: 0.7711 (0.7382) loss_vfl_aux_2: 0.7269 (0.7015) loss_vfl_aux_3: 0.7063 (0.6841) loss_vfl_aux_4: 0.6969 (0.6769) loss_vfl_aux_5: 0.7972 (0.7587) loss_vfl_dn_0: 0.4591 (0.4537) loss_vfl_dn_1: 0.3995 (0.3880) loss_vfl_dn_2: 0.3867 (0.3720) loss_vfl_dn_3: 0.3742 (0.3644) loss_vfl_dn_4: 0.3717 (0.3618) loss_vfl_dn_5: 0.3711 (0.3610) time: 0.4694 data: 0.0136 max mem: 5654 Epoch: [42] [2900/7393] eta: 0:36:10 lr: 0.000010 loss: 15.4912 (15.8789) loss_bbox: 0.1460 (0.1540) loss_bbox_aux_0: 0.1599 (0.1678) loss_bbox_aux_1: 0.1547 (0.1583) loss_bbox_aux_2: 0.1573 (0.1560) loss_bbox_aux_3: 0.1488 (0.1546) loss_bbox_aux_4: 0.1463 (0.1539) loss_bbox_aux_5: 0.1947 (0.2051) loss_bbox_dn_0: 0.2612 (0.2700) loss_bbox_dn_1: 0.1758 (0.1992) loss_bbox_dn_2: 0.1568 (0.1782) loss_bbox_dn_3: 0.1501 (0.1720) loss_bbox_dn_4: 0.1472 (0.1705) loss_bbox_dn_5: 0.1472 (0.1706) loss_giou: 0.4598 (0.4751) loss_giou_aux_0: 0.5005 (0.5006) loss_giou_aux_1: 0.4705 (0.4850) loss_giou_aux_2: 0.4666 (0.4796) loss_giou_aux_3: 0.4739 (0.4767) loss_giou_aux_4: 0.4622 (0.4751) loss_giou_aux_5: 0.5734 (0.5650) loss_giou_dn_0: 0.5882 (0.5816) loss_giou_dn_1: 0.4782 (0.4747) loss_giou_dn_2: 0.4496 (0.4445) loss_giou_dn_3: 0.4419 (0.4362) loss_giou_dn_4: 0.4416 (0.4341) loss_giou_dn_5: 0.4416 (0.4343) loss_vfl: 0.6536 (0.6723) loss_vfl_aux_0: 0.7796 (0.7772) loss_vfl_aux_1: 0.7160 (0.7376) loss_vfl_aux_2: 0.6657 (0.7011) loss_vfl_aux_3: 0.6451 (0.6836) loss_vfl_aux_4: 0.6584 (0.6764) loss_vfl_aux_5: 0.7273 (0.7583) loss_vfl_dn_0: 0.4439 (0.4536) loss_vfl_dn_1: 0.3863 (0.3878) loss_vfl_dn_2: 0.3706 (0.3718) loss_vfl_dn_3: 0.3671 (0.3643) loss_vfl_dn_4: 0.3624 (0.3616) loss_vfl_dn_5: 0.3602 (0.3608) time: 0.4563 data: 0.0135 max mem: 5654 Epoch: [42] [3000/7393] eta: 0:35:29 lr: 0.000010 loss: 16.0929 (15.8775) loss_bbox: 0.1514 (0.1540) loss_bbox_aux_0: 0.1718 (0.1678) loss_bbox_aux_1: 0.1636 (0.1583) loss_bbox_aux_2: 0.1554 (0.1560) loss_bbox_aux_3: 0.1512 (0.1546) loss_bbox_aux_4: 0.1514 (0.1539) loss_bbox_aux_5: 0.2079 (0.2052) loss_bbox_dn_0: 0.2918 (0.2700) loss_bbox_dn_1: 0.2150 (0.1992) loss_bbox_dn_2: 0.1965 (0.1781) loss_bbox_dn_3: 0.1874 (0.1719) loss_bbox_dn_4: 0.1855 (0.1705) loss_bbox_dn_5: 0.1854 (0.1705) loss_giou: 0.4425 (0.4749) loss_giou_aux_0: 0.4595 (0.5005) loss_giou_aux_1: 0.4449 (0.4849) loss_giou_aux_2: 0.4435 (0.4795) loss_giou_aux_3: 0.4413 (0.4765) loss_giou_aux_4: 0.4424 (0.4749) loss_giou_aux_5: 0.5245 (0.5650) loss_giou_dn_0: 0.5668 (0.5816) loss_giou_dn_1: 0.4541 (0.4746) loss_giou_dn_2: 0.4274 (0.4444) loss_giou_dn_3: 0.4226 (0.4361) loss_giou_dn_4: 0.4207 (0.4340) loss_giou_dn_5: 0.4208 (0.4342) loss_vfl: 0.7025 (0.6725) loss_vfl_aux_0: 0.7998 (0.7774) loss_vfl_aux_1: 0.7659 (0.7377) loss_vfl_aux_2: 0.7325 (0.7012) loss_vfl_aux_3: 0.7201 (0.6837) loss_vfl_aux_4: 0.7085 (0.6764) loss_vfl_aux_5: 0.7870 (0.7582) loss_vfl_dn_0: 0.4493 (0.4536) loss_vfl_dn_1: 0.3824 (0.3877) loss_vfl_dn_2: 0.3613 (0.3717) loss_vfl_dn_3: 0.3577 (0.3642) loss_vfl_dn_4: 0.3533 (0.3615) loss_vfl_dn_5: 0.3508 (0.3607) time: 0.4670 data: 0.0133 max mem: 5654 Epoch: [42] [3100/7393] eta: 0:34:39 lr: 0.000010 loss: 15.4520 (15.8748) loss_bbox: 0.1389 (0.1539) loss_bbox_aux_0: 0.1511 (0.1676) loss_bbox_aux_1: 0.1459 (0.1581) loss_bbox_aux_2: 0.1390 (0.1558) loss_bbox_aux_3: 0.1378 (0.1545) loss_bbox_aux_4: 0.1391 (0.1538) loss_bbox_aux_5: 0.1848 (0.2051) loss_bbox_dn_0: 0.2373 (0.2696) loss_bbox_dn_1: 0.1769 (0.1990) loss_bbox_dn_2: 0.1573 (0.1779) loss_bbox_dn_3: 0.1502 (0.1717) loss_bbox_dn_4: 0.1496 (0.1703) loss_bbox_dn_5: 0.1495 (0.1703) loss_giou: 0.4762 (0.4750) loss_giou_aux_0: 0.4883 (0.5005) loss_giou_aux_1: 0.4731 (0.4849) loss_giou_aux_2: 0.4813 (0.4795) loss_giou_aux_3: 0.4819 (0.4766) loss_giou_aux_4: 0.4761 (0.4750) loss_giou_aux_5: 0.5750 (0.5651) loss_giou_dn_0: 0.5718 (0.5815) loss_giou_dn_1: 0.4782 (0.4746) loss_giou_dn_2: 0.4450 (0.4444) loss_giou_dn_3: 0.4384 (0.4361) loss_giou_dn_4: 0.4346 (0.4340) loss_giou_dn_5: 0.4349 (0.4342) loss_vfl: 0.6409 (0.6723) loss_vfl_aux_0: 0.7503 (0.7777) loss_vfl_aux_1: 0.6898 (0.7377) loss_vfl_aux_2: 0.6640 (0.7012) loss_vfl_aux_3: 0.6484 (0.6835) loss_vfl_aux_4: 0.6426 (0.6762) loss_vfl_aux_5: 0.7162 (0.7581) loss_vfl_dn_0: 0.4503 (0.4535) loss_vfl_dn_1: 0.3833 (0.3877) loss_vfl_dn_2: 0.3683 (0.3717) loss_vfl_dn_3: 0.3628 (0.3642) loss_vfl_dn_4: 0.3618 (0.3615) loss_vfl_dn_5: 0.3611 (0.3607) time: 0.4728 data: 0.0134 max mem: 5654 Epoch: [42] [3200/7393] eta: 0:33:49 lr: 0.000010 loss: 15.7951 (15.8792) loss_bbox: 0.1374 (0.1540) loss_bbox_aux_0: 0.1564 (0.1677) loss_bbox_aux_1: 0.1488 (0.1583) loss_bbox_aux_2: 0.1475 (0.1559) loss_bbox_aux_3: 0.1385 (0.1546) loss_bbox_aux_4: 0.1401 (0.1539) loss_bbox_aux_5: 0.1940 (0.2052) loss_bbox_dn_0: 0.2517 (0.2697) loss_bbox_dn_1: 0.1799 (0.1990) loss_bbox_dn_2: 0.1579 (0.1780) loss_bbox_dn_3: 0.1539 (0.1718) loss_bbox_dn_4: 0.1526 (0.1704) loss_bbox_dn_5: 0.1526 (0.1704) loss_giou: 0.4408 (0.4750) loss_giou_aux_0: 0.4593 (0.5004) loss_giou_aux_1: 0.4537 (0.4849) loss_giou_aux_2: 0.4442 (0.4795) loss_giou_aux_3: 0.4355 (0.4766) loss_giou_aux_4: 0.4393 (0.4750) loss_giou_aux_5: 0.5288 (0.5651) loss_giou_dn_0: 0.5691 (0.5814) loss_giou_dn_1: 0.4573 (0.4746) loss_giou_dn_2: 0.4283 (0.4443) loss_giou_dn_3: 0.4220 (0.4360) loss_giou_dn_4: 0.4201 (0.4339) loss_giou_dn_5: 0.4200 (0.4341) loss_vfl: 0.6693 (0.6727) loss_vfl_aux_0: 0.7681 (0.7783) loss_vfl_aux_1: 0.7383 (0.7380) loss_vfl_aux_2: 0.6841 (0.7015) loss_vfl_aux_3: 0.6867 (0.6840) loss_vfl_aux_4: 0.6767 (0.6766) loss_vfl_aux_5: 0.7520 (0.7587) loss_vfl_dn_0: 0.4534 (0.4536) loss_vfl_dn_1: 0.3947 (0.3877) loss_vfl_dn_2: 0.3789 (0.3718) loss_vfl_dn_3: 0.3699 (0.3643) loss_vfl_dn_4: 0.3676 (0.3616) loss_vfl_dn_5: 0.3677 (0.3608) time: 0.4625 data: 0.0132 max mem: 5654 Epoch: [42] [3300/7393] eta: 0:32:59 lr: 0.000010 loss: 15.6460 (15.8785) loss_bbox: 0.1487 (0.1539) loss_bbox_aux_0: 0.1623 (0.1675) loss_bbox_aux_1: 0.1531 (0.1583) loss_bbox_aux_2: 0.1475 (0.1560) loss_bbox_aux_3: 0.1444 (0.1546) loss_bbox_aux_4: 0.1480 (0.1538) loss_bbox_aux_5: 0.1937 (0.2050) loss_bbox_dn_0: 0.2552 (0.2696) loss_bbox_dn_1: 0.1974 (0.1989) loss_bbox_dn_2: 0.1742 (0.1779) loss_bbox_dn_3: 0.1627 (0.1717) loss_bbox_dn_4: 0.1632 (0.1703) loss_bbox_dn_5: 0.1632 (0.1703) loss_giou: 0.4318 (0.4749) loss_giou_aux_0: 0.4736 (0.5004) loss_giou_aux_1: 0.4455 (0.4849) loss_giou_aux_2: 0.4398 (0.4795) loss_giou_aux_3: 0.4344 (0.4766) loss_giou_aux_4: 0.4322 (0.4750) loss_giou_aux_5: 0.5378 (0.5650) loss_giou_dn_0: 0.5812 (0.5816) loss_giou_dn_1: 0.4690 (0.4747) loss_giou_dn_2: 0.4275 (0.4444) loss_giou_dn_3: 0.4202 (0.4361) loss_giou_dn_4: 0.4177 (0.4340) loss_giou_dn_5: 0.4178 (0.4342) loss_vfl: 0.6891 (0.6728) loss_vfl_aux_0: 0.7856 (0.7784) loss_vfl_aux_1: 0.7559 (0.7378) loss_vfl_aux_2: 0.7037 (0.7012) loss_vfl_aux_3: 0.7026 (0.6839) loss_vfl_aux_4: 0.6968 (0.6766) loss_vfl_aux_5: 0.7764 (0.7588) loss_vfl_dn_0: 0.4572 (0.4537) loss_vfl_dn_1: 0.3923 (0.3878) loss_vfl_dn_2: 0.3723 (0.3718) loss_vfl_dn_3: 0.3619 (0.3643) loss_vfl_dn_4: 0.3586 (0.3617) loss_vfl_dn_5: 0.3572 (0.3609) time: 0.4692 data: 0.0133 max mem: 5654 Epoch: [42] [3400/7393] eta: 0:32:10 lr: 0.000010 loss: 16.1922 (15.8831) loss_bbox: 0.1458 (0.1541) loss_bbox_aux_0: 0.1605 (0.1677) loss_bbox_aux_1: 0.1500 (0.1585) loss_bbox_aux_2: 0.1500 (0.1562) loss_bbox_aux_3: 0.1490 (0.1547) loss_bbox_aux_4: 0.1482 (0.1540) loss_bbox_aux_5: 0.1879 (0.2051) loss_bbox_dn_0: 0.2292 (0.2697) loss_bbox_dn_1: 0.1700 (0.1990) loss_bbox_dn_2: 0.1535 (0.1780) loss_bbox_dn_3: 0.1485 (0.1718) loss_bbox_dn_4: 0.1471 (0.1703) loss_bbox_dn_5: 0.1471 (0.1703) loss_giou: 0.4655 (0.4751) loss_giou_aux_0: 0.4835 (0.5006) loss_giou_aux_1: 0.4799 (0.4851) loss_giou_aux_2: 0.4689 (0.4797) loss_giou_aux_3: 0.4738 (0.4768) loss_giou_aux_4: 0.4677 (0.4752) loss_giou_aux_5: 0.5404 (0.5652) loss_giou_dn_0: 0.5836 (0.5817) loss_giou_dn_1: 0.4722 (0.4748) loss_giou_dn_2: 0.4404 (0.4445) loss_giou_dn_3: 0.4367 (0.4362) loss_giou_dn_4: 0.4363 (0.4341) loss_giou_dn_5: 0.4366 (0.4343) loss_vfl: 0.6939 (0.6728) loss_vfl_aux_0: 0.7973 (0.7785) loss_vfl_aux_1: 0.7488 (0.7376) loss_vfl_aux_2: 0.7166 (0.7012) loss_vfl_aux_3: 0.6978 (0.6840) loss_vfl_aux_4: 0.6851 (0.6767) loss_vfl_aux_5: 0.7578 (0.7589) loss_vfl_dn_0: 0.4612 (0.4537) loss_vfl_dn_1: 0.3956 (0.3879) loss_vfl_dn_2: 0.3768 (0.3719) loss_vfl_dn_3: 0.3710 (0.3644) loss_vfl_dn_4: 0.3689 (0.3617) loss_vfl_dn_5: 0.3680 (0.3610) time: 0.4889 data: 0.0137 max mem: 5654 Epoch: [42] [3500/7393] eta: 0:31:22 lr: 0.000010 loss: 16.1355 (15.8935) loss_bbox: 0.1596 (0.1541) loss_bbox_aux_0: 0.1608 (0.1677) loss_bbox_aux_1: 0.1564 (0.1585) loss_bbox_aux_2: 0.1560 (0.1562) loss_bbox_aux_3: 0.1592 (0.1547) loss_bbox_aux_4: 0.1622 (0.1540) loss_bbox_aux_5: 0.1966 (0.2051) loss_bbox_dn_0: 0.2927 (0.2697) loss_bbox_dn_1: 0.2190 (0.1991) loss_bbox_dn_2: 0.2025 (0.1781) loss_bbox_dn_3: 0.1942 (0.1719) loss_bbox_dn_4: 0.1911 (0.1704) loss_bbox_dn_5: 0.1911 (0.1704) loss_giou: 0.4444 (0.4757) loss_giou_aux_0: 0.4684 (0.5011) loss_giou_aux_1: 0.4454 (0.4858) loss_giou_aux_2: 0.4508 (0.4803) loss_giou_aux_3: 0.4492 (0.4773) loss_giou_aux_4: 0.4487 (0.4758) loss_giou_aux_5: 0.5235 (0.5658) loss_giou_dn_0: 0.5854 (0.5822) loss_giou_dn_1: 0.4710 (0.4753) loss_giou_dn_2: 0.4345 (0.4450) loss_giou_dn_3: 0.4266 (0.4366) loss_giou_dn_4: 0.4231 (0.4345) loss_giou_dn_5: 0.4230 (0.4347) loss_vfl: 0.6810 (0.6732) loss_vfl_aux_0: 0.7997 (0.7789) loss_vfl_aux_1: 0.7506 (0.7379) loss_vfl_aux_2: 0.7102 (0.7017) loss_vfl_aux_3: 0.6956 (0.6844) loss_vfl_aux_4: 0.6803 (0.6771) loss_vfl_aux_5: 0.7738 (0.7594) loss_vfl_dn_0: 0.4632 (0.4538) loss_vfl_dn_1: 0.3902 (0.3880) loss_vfl_dn_2: 0.3766 (0.3720) loss_vfl_dn_3: 0.3680 (0.3645) loss_vfl_dn_4: 0.3640 (0.3619) loss_vfl_dn_5: 0.3634 (0.3611) time: 0.4791 data: 0.0144 max mem: 5654 Epoch: [42] [3600/7393] eta: 0:30:34 lr: 0.000010 loss: 15.8984 (15.9004) loss_bbox: 0.1547 (0.1542) loss_bbox_aux_0: 0.1590 (0.1677) loss_bbox_aux_1: 0.1633 (0.1587) loss_bbox_aux_2: 0.1532 (0.1563) loss_bbox_aux_3: 0.1530 (0.1548) loss_bbox_aux_4: 0.1542 (0.1541) loss_bbox_aux_5: 0.2066 (0.2051) loss_bbox_dn_0: 0.2750 (0.2699) loss_bbox_dn_1: 0.2191 (0.1993) loss_bbox_dn_2: 0.1943 (0.1782) loss_bbox_dn_3: 0.1850 (0.1720) loss_bbox_dn_4: 0.1822 (0.1706) loss_bbox_dn_5: 0.1822 (0.1706) loss_giou: 0.4803 (0.4759) loss_giou_aux_0: 0.5013 (0.5011) loss_giou_aux_1: 0.4823 (0.4859) loss_giou_aux_2: 0.4690 (0.4805) loss_giou_aux_3: 0.4766 (0.4775) loss_giou_aux_4: 0.4799 (0.4760) loss_giou_aux_5: 0.5506 (0.5660) loss_giou_dn_0: 0.5770 (0.5824) loss_giou_dn_1: 0.4777 (0.4754) loss_giou_dn_2: 0.4437 (0.4451) loss_giou_dn_3: 0.4334 (0.4368) loss_giou_dn_4: 0.4321 (0.4347) loss_giou_dn_5: 0.4329 (0.4349) loss_vfl: 0.6851 (0.6734) loss_vfl_aux_0: 0.8115 (0.7794) loss_vfl_aux_1: 0.7563 (0.7380) loss_vfl_aux_2: 0.7130 (0.7020) loss_vfl_aux_3: 0.7168 (0.6848) loss_vfl_aux_4: 0.6885 (0.6772) loss_vfl_aux_5: 0.7726 (0.7598) loss_vfl_dn_0: 0.4564 (0.4540) loss_vfl_dn_1: 0.3907 (0.3881) loss_vfl_dn_2: 0.3705 (0.3721) loss_vfl_dn_3: 0.3649 (0.3647) loss_vfl_dn_4: 0.3643 (0.3620) loss_vfl_dn_5: 0.3634 (0.3612) time: 0.4890 data: 0.0142 max mem: 5654 Epoch: [42] [3700/7393] eta: 0:29:45 lr: 0.000010 loss: 15.3407 (15.9017) loss_bbox: 0.1342 (0.1542) loss_bbox_aux_0: 0.1435 (0.1677) loss_bbox_aux_1: 0.1389 (0.1587) loss_bbox_aux_2: 0.1361 (0.1562) loss_bbox_aux_3: 0.1339 (0.1548) loss_bbox_aux_4: 0.1346 (0.1541) loss_bbox_aux_5: 0.1854 (0.2051) loss_bbox_dn_0: 0.2314 (0.2698) loss_bbox_dn_1: 0.1683 (0.1992) loss_bbox_dn_2: 0.1575 (0.1782) loss_bbox_dn_3: 0.1547 (0.1720) loss_bbox_dn_4: 0.1526 (0.1706) loss_bbox_dn_5: 0.1526 (0.1706) loss_giou: 0.4599 (0.4759) loss_giou_aux_0: 0.4767 (0.5011) loss_giou_aux_1: 0.4638 (0.4859) loss_giou_aux_2: 0.4660 (0.4805) loss_giou_aux_3: 0.4635 (0.4775) loss_giou_aux_4: 0.4611 (0.4760) loss_giou_aux_5: 0.5367 (0.5660) loss_giou_dn_0: 0.5700 (0.5824) loss_giou_dn_1: 0.4523 (0.4754) loss_giou_dn_2: 0.4222 (0.4451) loss_giou_dn_3: 0.4132 (0.4368) loss_giou_dn_4: 0.4120 (0.4347) loss_giou_dn_5: 0.4124 (0.4349) loss_vfl: 0.6963 (0.6737) loss_vfl_aux_0: 0.7795 (0.7796) loss_vfl_aux_1: 0.7436 (0.7381) loss_vfl_aux_2: 0.7219 (0.7024) loss_vfl_aux_3: 0.7040 (0.6851) loss_vfl_aux_4: 0.6994 (0.6775) loss_vfl_aux_5: 0.7591 (0.7600) loss_vfl_dn_0: 0.4523 (0.4540) loss_vfl_dn_1: 0.3890 (0.3881) loss_vfl_dn_2: 0.3697 (0.3721) loss_vfl_dn_3: 0.3634 (0.3646) loss_vfl_dn_4: 0.3623 (0.3620) loss_vfl_dn_5: 0.3616 (0.3612) time: 0.4787 data: 0.0142 max mem: 5654 Epoch: [42] [3800/7393] eta: 0:28:56 lr: 0.000010 loss: 16.2675 (15.9035) loss_bbox: 0.1509 (0.1542) loss_bbox_aux_0: 0.1675 (0.1677) loss_bbox_aux_1: 0.1550 (0.1587) loss_bbox_aux_2: 0.1514 (0.1562) loss_bbox_aux_3: 0.1514 (0.1548) loss_bbox_aux_4: 0.1481 (0.1541) loss_bbox_aux_5: 0.2090 (0.2052) loss_bbox_dn_0: 0.2890 (0.2699) loss_bbox_dn_1: 0.2102 (0.1993) loss_bbox_dn_2: 0.1883 (0.1783) loss_bbox_dn_3: 0.1811 (0.1721) loss_bbox_dn_4: 0.1798 (0.1706) loss_bbox_dn_5: 0.1798 (0.1707) loss_giou: 0.4271 (0.4760) loss_giou_aux_0: 0.4357 (0.5011) loss_giou_aux_1: 0.4384 (0.4860) loss_giou_aux_2: 0.4248 (0.4805) loss_giou_aux_3: 0.4207 (0.4776) loss_giou_aux_4: 0.4217 (0.4761) loss_giou_aux_5: 0.5153 (0.5660) loss_giou_dn_0: 0.5453 (0.5824) loss_giou_dn_1: 0.4335 (0.4754) loss_giou_dn_2: 0.4048 (0.4452) loss_giou_dn_3: 0.4007 (0.4368) loss_giou_dn_4: 0.3985 (0.4347) loss_giou_dn_5: 0.3985 (0.4349) loss_vfl: 0.6867 (0.6738) loss_vfl_aux_0: 0.8287 (0.7799) loss_vfl_aux_1: 0.7489 (0.7381) loss_vfl_aux_2: 0.6973 (0.7024) loss_vfl_aux_3: 0.6884 (0.6852) loss_vfl_aux_4: 0.6820 (0.6776) loss_vfl_aux_5: 0.7800 (0.7602) loss_vfl_dn_0: 0.4512 (0.4540) loss_vfl_dn_1: 0.3873 (0.3880) loss_vfl_dn_2: 0.3721 (0.3720) loss_vfl_dn_3: 0.3650 (0.3646) loss_vfl_dn_4: 0.3634 (0.3620) loss_vfl_dn_5: 0.3629 (0.3612) time: 0.4770 data: 0.0140 max mem: 5654 Epoch: [42] [3900/7393] eta: 0:28:08 lr: 0.000010 loss: 15.7312 (15.9039) loss_bbox: 0.1500 (0.1543) loss_bbox_aux_0: 0.1581 (0.1677) loss_bbox_aux_1: 0.1538 (0.1588) loss_bbox_aux_2: 0.1488 (0.1564) loss_bbox_aux_3: 0.1499 (0.1550) loss_bbox_aux_4: 0.1493 (0.1542) loss_bbox_aux_5: 0.2025 (0.2053) loss_bbox_dn_0: 0.2619 (0.2700) loss_bbox_dn_1: 0.1871 (0.1993) loss_bbox_dn_2: 0.1772 (0.1783) loss_bbox_dn_3: 0.1712 (0.1721) loss_bbox_dn_4: 0.1697 (0.1707) loss_bbox_dn_5: 0.1695 (0.1707) loss_giou: 0.4387 (0.4758) loss_giou_aux_0: 0.4584 (0.5008) loss_giou_aux_1: 0.4336 (0.4858) loss_giou_aux_2: 0.4394 (0.4803) loss_giou_aux_3: 0.4417 (0.4774) loss_giou_aux_4: 0.4383 (0.4759) loss_giou_aux_5: 0.5052 (0.5658) loss_giou_dn_0: 0.5561 (0.5823) loss_giou_dn_1: 0.4512 (0.4754) loss_giou_dn_2: 0.4216 (0.4451) loss_giou_dn_3: 0.4156 (0.4368) loss_giou_dn_4: 0.4147 (0.4347) loss_giou_dn_5: 0.4152 (0.4349) loss_vfl: 0.6901 (0.6739) loss_vfl_aux_0: 0.7754 (0.7801) loss_vfl_aux_1: 0.7463 (0.7382) loss_vfl_aux_2: 0.7088 (0.7026) loss_vfl_aux_3: 0.6991 (0.6852) loss_vfl_aux_4: 0.6892 (0.6777) loss_vfl_aux_5: 0.7399 (0.7604) loss_vfl_dn_0: 0.4545 (0.4540) loss_vfl_dn_1: 0.3885 (0.3881) loss_vfl_dn_2: 0.3726 (0.3721) loss_vfl_dn_3: 0.3643 (0.3646) loss_vfl_dn_4: 0.3624 (0.3620) loss_vfl_dn_5: 0.3604 (0.3612) time: 0.4794 data: 0.0143 max mem: 5654 Epoch: [42] [4000/7393] eta: 0:27:19 lr: 0.000010 loss: 15.7273 (15.9034) loss_bbox: 0.1329 (0.1543) loss_bbox_aux_0: 0.1427 (0.1677) loss_bbox_aux_1: 0.1361 (0.1588) loss_bbox_aux_2: 0.1372 (0.1564) loss_bbox_aux_3: 0.1344 (0.1550) loss_bbox_aux_4: 0.1340 (0.1542) loss_bbox_aux_5: 0.1820 (0.2052) loss_bbox_dn_0: 0.2402 (0.2699) loss_bbox_dn_1: 0.1771 (0.1993) loss_bbox_dn_2: 0.1619 (0.1783) loss_bbox_dn_3: 0.1537 (0.1721) loss_bbox_dn_4: 0.1510 (0.1707) loss_bbox_dn_5: 0.1510 (0.1707) loss_giou: 0.4593 (0.4758) loss_giou_aux_0: 0.4902 (0.5006) loss_giou_aux_1: 0.4817 (0.4856) loss_giou_aux_2: 0.4779 (0.4802) loss_giou_aux_3: 0.4693 (0.4774) loss_giou_aux_4: 0.4621 (0.4758) loss_giou_aux_5: 0.5491 (0.5655) loss_giou_dn_0: 0.5997 (0.5823) loss_giou_dn_1: 0.4964 (0.4753) loss_giou_dn_2: 0.4674 (0.4450) loss_giou_dn_3: 0.4581 (0.4367) loss_giou_dn_4: 0.4564 (0.4346) loss_giou_dn_5: 0.4563 (0.4348) loss_vfl: 0.6782 (0.6740) loss_vfl_aux_0: 0.7715 (0.7803) loss_vfl_aux_1: 0.7233 (0.7382) loss_vfl_aux_2: 0.6769 (0.7027) loss_vfl_aux_3: 0.6745 (0.6853) loss_vfl_aux_4: 0.6884 (0.6778) loss_vfl_aux_5: 0.7574 (0.7608) loss_vfl_dn_0: 0.4523 (0.4540) loss_vfl_dn_1: 0.3888 (0.3881) loss_vfl_dn_2: 0.3781 (0.3721) loss_vfl_dn_3: 0.3712 (0.3647) loss_vfl_dn_4: 0.3665 (0.3620) loss_vfl_dn_5: 0.3657 (0.3612) time: 0.4818 data: 0.0141 max mem: 5654 Epoch: [42] [4100/7393] eta: 0:26:31 lr: 0.000010 loss: 16.1467 (15.9014) loss_bbox: 0.1503 (0.1542) loss_bbox_aux_0: 0.1640 (0.1676) loss_bbox_aux_1: 0.1573 (0.1587) loss_bbox_aux_2: 0.1542 (0.1563) loss_bbox_aux_3: 0.1520 (0.1549) loss_bbox_aux_4: 0.1502 (0.1542) loss_bbox_aux_5: 0.1986 (0.2050) loss_bbox_dn_0: 0.2575 (0.2698) loss_bbox_dn_1: 0.1896 (0.1991) loss_bbox_dn_2: 0.1715 (0.1782) loss_bbox_dn_3: 0.1613 (0.1720) loss_bbox_dn_4: 0.1628 (0.1706) loss_bbox_dn_5: 0.1638 (0.1706) loss_giou: 0.4973 (0.4758) loss_giou_aux_0: 0.5037 (0.5006) loss_giou_aux_1: 0.4937 (0.4857) loss_giou_aux_2: 0.5072 (0.4803) loss_giou_aux_3: 0.5015 (0.4774) loss_giou_aux_4: 0.5073 (0.4759) loss_giou_aux_5: 0.5549 (0.5656) loss_giou_dn_0: 0.5941 (0.5822) loss_giou_dn_1: 0.4882 (0.4753) loss_giou_dn_2: 0.4624 (0.4450) loss_giou_dn_3: 0.4542 (0.4367) loss_giou_dn_4: 0.4533 (0.4346) loss_giou_dn_5: 0.4531 (0.4348) loss_vfl: 0.6580 (0.6739) loss_vfl_aux_0: 0.7790 (0.7801) loss_vfl_aux_1: 0.7102 (0.7381) loss_vfl_aux_2: 0.6890 (0.7026) loss_vfl_aux_3: 0.6667 (0.6853) loss_vfl_aux_4: 0.6546 (0.6777) loss_vfl_aux_5: 0.7415 (0.7606) loss_vfl_dn_0: 0.4480 (0.4539) loss_vfl_dn_1: 0.3884 (0.3881) loss_vfl_dn_2: 0.3768 (0.3721) loss_vfl_dn_3: 0.3686 (0.3647) loss_vfl_dn_4: 0.3655 (0.3620) loss_vfl_dn_5: 0.3630 (0.3612) time: 0.4863 data: 0.0145 max mem: 5654 Epoch: [42] [4200/7393] eta: 0:25:42 lr: 0.000010 loss: 15.5111 (15.9045) loss_bbox: 0.1422 (0.1544) loss_bbox_aux_0: 0.1600 (0.1677) loss_bbox_aux_1: 0.1551 (0.1588) loss_bbox_aux_2: 0.1535 (0.1565) loss_bbox_aux_3: 0.1417 (0.1551) loss_bbox_aux_4: 0.1454 (0.1543) loss_bbox_aux_5: 0.1953 (0.2051) loss_bbox_dn_0: 0.2536 (0.2697) loss_bbox_dn_1: 0.1968 (0.1991) loss_bbox_dn_2: 0.1734 (0.1782) loss_bbox_dn_3: 0.1599 (0.1720) loss_bbox_dn_4: 0.1584 (0.1706) loss_bbox_dn_5: 0.1584 (0.1706) loss_giou: 0.4608 (0.4758) loss_giou_aux_0: 0.4784 (0.5006) loss_giou_aux_1: 0.4553 (0.4857) loss_giou_aux_2: 0.4539 (0.4803) loss_giou_aux_3: 0.4528 (0.4774) loss_giou_aux_4: 0.4713 (0.4759) loss_giou_aux_5: 0.5409 (0.5656) loss_giou_dn_0: 0.5570 (0.5822) loss_giou_dn_1: 0.4440 (0.4753) loss_giou_dn_2: 0.4136 (0.4450) loss_giou_dn_3: 0.4062 (0.4367) loss_giou_dn_4: 0.4037 (0.4346) loss_giou_dn_5: 0.4038 (0.4348) loss_vfl: 0.6380 (0.6743) loss_vfl_aux_0: 0.7456 (0.7801) loss_vfl_aux_1: 0.7061 (0.7382) loss_vfl_aux_2: 0.6819 (0.7029) loss_vfl_aux_3: 0.6513 (0.6856) loss_vfl_aux_4: 0.6410 (0.6781) loss_vfl_aux_5: 0.7495 (0.7607) loss_vfl_dn_0: 0.4508 (0.4539) loss_vfl_dn_1: 0.3930 (0.3881) loss_vfl_dn_2: 0.3726 (0.3722) loss_vfl_dn_3: 0.3679 (0.3648) loss_vfl_dn_4: 0.3629 (0.3621) loss_vfl_dn_5: 0.3568 (0.3613) time: 0.4750 data: 0.0141 max mem: 5654 Epoch: [42] [4300/7393] eta: 0:24:53 lr: 0.000010 loss: 15.4122 (15.9012) loss_bbox: 0.1262 (0.1544) loss_bbox_aux_0: 0.1427 (0.1677) loss_bbox_aux_1: 0.1273 (0.1588) loss_bbox_aux_2: 0.1326 (0.1564) loss_bbox_aux_3: 0.1303 (0.1551) loss_bbox_aux_4: 0.1262 (0.1543) loss_bbox_aux_5: 0.1832 (0.2051) loss_bbox_dn_0: 0.2281 (0.2698) loss_bbox_dn_1: 0.1655 (0.1991) loss_bbox_dn_2: 0.1509 (0.1782) loss_bbox_dn_3: 0.1451 (0.1720) loss_bbox_dn_4: 0.1441 (0.1706) loss_bbox_dn_5: 0.1441 (0.1706) loss_giou: 0.4442 (0.4755) loss_giou_aux_0: 0.4744 (0.5003) loss_giou_aux_1: 0.4584 (0.4854) loss_giou_aux_2: 0.4581 (0.4799) loss_giou_aux_3: 0.4491 (0.4771) loss_giou_aux_4: 0.4443 (0.4756) loss_giou_aux_5: 0.5503 (0.5652) loss_giou_dn_0: 0.5543 (0.5820) loss_giou_dn_1: 0.4390 (0.4750) loss_giou_dn_2: 0.4151 (0.4447) loss_giou_dn_3: 0.4027 (0.4364) loss_giou_dn_4: 0.3999 (0.4343) loss_giou_dn_5: 0.3998 (0.4345) loss_vfl: 0.6698 (0.6745) loss_vfl_aux_0: 0.7840 (0.7803) loss_vfl_aux_1: 0.7208 (0.7382) loss_vfl_aux_2: 0.6925 (0.7030) loss_vfl_aux_3: 0.6895 (0.6857) loss_vfl_aux_4: 0.6682 (0.6783) loss_vfl_aux_5: 0.7474 (0.7608) loss_vfl_dn_0: 0.4533 (0.4539) loss_vfl_dn_1: 0.3844 (0.3881) loss_vfl_dn_2: 0.3668 (0.3722) loss_vfl_dn_3: 0.3584 (0.3647) loss_vfl_dn_4: 0.3536 (0.3621) loss_vfl_dn_5: 0.3543 (0.3613) time: 0.4741 data: 0.0135 max mem: 5654 Epoch: [42] [4400/7393] eta: 0:24:05 lr: 0.000010 loss: 15.9164 (15.9015) loss_bbox: 0.1470 (0.1543) loss_bbox_aux_0: 0.1618 (0.1676) loss_bbox_aux_1: 0.1560 (0.1588) loss_bbox_aux_2: 0.1499 (0.1564) loss_bbox_aux_3: 0.1489 (0.1550) loss_bbox_aux_4: 0.1466 (0.1542) loss_bbox_aux_5: 0.2103 (0.2051) loss_bbox_dn_0: 0.2623 (0.2698) loss_bbox_dn_1: 0.1908 (0.1991) loss_bbox_dn_2: 0.1759 (0.1782) loss_bbox_dn_3: 0.1730 (0.1720) loss_bbox_dn_4: 0.1704 (0.1706) loss_bbox_dn_5: 0.1705 (0.1706) loss_giou: 0.4554 (0.4755) loss_giou_aux_0: 0.4893 (0.5004) loss_giou_aux_1: 0.4862 (0.4854) loss_giou_aux_2: 0.4780 (0.4799) loss_giou_aux_3: 0.4728 (0.4771) loss_giou_aux_4: 0.4550 (0.4756) loss_giou_aux_5: 0.5490 (0.5653) loss_giou_dn_0: 0.5926 (0.5821) loss_giou_dn_1: 0.4830 (0.4751) loss_giou_dn_2: 0.4516 (0.4448) loss_giou_dn_3: 0.4427 (0.4365) loss_giou_dn_4: 0.4424 (0.4344) loss_giou_dn_5: 0.4425 (0.4346) loss_vfl: 0.6714 (0.6745) loss_vfl_aux_0: 0.7321 (0.7802) loss_vfl_aux_1: 0.6980 (0.7381) loss_vfl_aux_2: 0.6893 (0.7030) loss_vfl_aux_3: 0.6751 (0.6858) loss_vfl_aux_4: 0.6761 (0.6784) loss_vfl_aux_5: 0.7303 (0.7608) loss_vfl_dn_0: 0.4499 (0.4539) loss_vfl_dn_1: 0.3904 (0.3881) loss_vfl_dn_2: 0.3767 (0.3722) loss_vfl_dn_3: 0.3699 (0.3648) loss_vfl_dn_4: 0.3675 (0.3621) loss_vfl_dn_5: 0.3670 (0.3613) time: 0.4680 data: 0.0140 max mem: 5654 Epoch: [42] [4500/7393] eta: 0:23:17 lr: 0.000010 loss: 15.5547 (15.9004) loss_bbox: 0.1546 (0.1542) loss_bbox_aux_0: 0.1703 (0.1675) loss_bbox_aux_1: 0.1594 (0.1587) loss_bbox_aux_2: 0.1526 (0.1562) loss_bbox_aux_3: 0.1530 (0.1548) loss_bbox_aux_4: 0.1549 (0.1541) loss_bbox_aux_5: 0.1952 (0.2049) loss_bbox_dn_0: 0.2769 (0.2697) loss_bbox_dn_1: 0.2113 (0.1991) loss_bbox_dn_2: 0.1771 (0.1781) loss_bbox_dn_3: 0.1719 (0.1720) loss_bbox_dn_4: 0.1727 (0.1705) loss_bbox_dn_5: 0.1727 (0.1705) loss_giou: 0.4477 (0.4754) loss_giou_aux_0: 0.4583 (0.5003) loss_giou_aux_1: 0.4549 (0.4853) loss_giou_aux_2: 0.4496 (0.4798) loss_giou_aux_3: 0.4481 (0.4770) loss_giou_aux_4: 0.4448 (0.4754) loss_giou_aux_5: 0.5253 (0.5652) loss_giou_dn_0: 0.5518 (0.5820) loss_giou_dn_1: 0.4567 (0.4750) loss_giou_dn_2: 0.4146 (0.4448) loss_giou_dn_3: 0.4016 (0.4365) loss_giou_dn_4: 0.3989 (0.4344) loss_giou_dn_5: 0.3992 (0.4346) loss_vfl: 0.6594 (0.6747) loss_vfl_aux_0: 0.7906 (0.7804) loss_vfl_aux_1: 0.7469 (0.7383) loss_vfl_aux_2: 0.6986 (0.7032) loss_vfl_aux_3: 0.6744 (0.6859) loss_vfl_aux_4: 0.6816 (0.6786) loss_vfl_aux_5: 0.7672 (0.7610) loss_vfl_dn_0: 0.4585 (0.4539) loss_vfl_dn_1: 0.3872 (0.3881) loss_vfl_dn_2: 0.3654 (0.3722) loss_vfl_dn_3: 0.3549 (0.3648) loss_vfl_dn_4: 0.3533 (0.3621) loss_vfl_dn_5: 0.3514 (0.3613) time: 0.4809 data: 0.0138 max mem: 5654 Epoch: [42] [4600/7393] eta: 0:22:28 lr: 0.000010 loss: 16.1762 (15.8991) loss_bbox: 0.1547 (0.1541) loss_bbox_aux_0: 0.1633 (0.1674) loss_bbox_aux_1: 0.1524 (0.1586) loss_bbox_aux_2: 0.1625 (0.1562) loss_bbox_aux_3: 0.1518 (0.1548) loss_bbox_aux_4: 0.1544 (0.1540) loss_bbox_aux_5: 0.1918 (0.2048) loss_bbox_dn_0: 0.3005 (0.2698) loss_bbox_dn_1: 0.1998 (0.1991) loss_bbox_dn_2: 0.1706 (0.1781) loss_bbox_dn_3: 0.1604 (0.1719) loss_bbox_dn_4: 0.1570 (0.1705) loss_bbox_dn_5: 0.1570 (0.1705) loss_giou: 0.4938 (0.4754) loss_giou_aux_0: 0.5145 (0.5002) loss_giou_aux_1: 0.4946 (0.4853) loss_giou_aux_2: 0.4959 (0.4798) loss_giou_aux_3: 0.4937 (0.4770) loss_giou_aux_4: 0.4977 (0.4754) loss_giou_aux_5: 0.5662 (0.5652) loss_giou_dn_0: 0.5944 (0.5820) loss_giou_dn_1: 0.4895 (0.4750) loss_giou_dn_2: 0.4687 (0.4447) loss_giou_dn_3: 0.4552 (0.4364) loss_giou_dn_4: 0.4528 (0.4343) loss_giou_dn_5: 0.4531 (0.4345) loss_vfl: 0.6989 (0.6746) loss_vfl_aux_0: 0.7742 (0.7804) loss_vfl_aux_1: 0.7346 (0.7382) loss_vfl_aux_2: 0.7009 (0.7031) loss_vfl_aux_3: 0.7165 (0.6858) loss_vfl_aux_4: 0.7059 (0.6785) loss_vfl_aux_5: 0.7566 (0.7610) loss_vfl_dn_0: 0.4506 (0.4539) loss_vfl_dn_1: 0.3881 (0.3881) loss_vfl_dn_2: 0.3720 (0.3722) loss_vfl_dn_3: 0.3625 (0.3647) loss_vfl_dn_4: 0.3582 (0.3621) loss_vfl_dn_5: 0.3561 (0.3613) time: 0.4752 data: 0.0144 max mem: 5654 Epoch: [42] [4700/7393] eta: 0:21:42 lr: 0.000010 loss: 16.3167 (15.9047) loss_bbox: 0.1625 (0.1541) loss_bbox_aux_0: 0.1664 (0.1675) loss_bbox_aux_1: 0.1535 (0.1587) loss_bbox_aux_2: 0.1655 (0.1563) loss_bbox_aux_3: 0.1512 (0.1548) loss_bbox_aux_4: 0.1580 (0.1541) loss_bbox_aux_5: 0.2047 (0.2048) loss_bbox_dn_0: 0.2680 (0.2697) loss_bbox_dn_1: 0.1930 (0.1991) loss_bbox_dn_2: 0.1616 (0.1781) loss_bbox_dn_3: 0.1589 (0.1719) loss_bbox_dn_4: 0.1560 (0.1705) loss_bbox_dn_5: 0.1560 (0.1705) loss_giou: 0.4812 (0.4759) loss_giou_aux_0: 0.5001 (0.5006) loss_giou_aux_1: 0.4773 (0.4857) loss_giou_aux_2: 0.4704 (0.4803) loss_giou_aux_3: 0.4770 (0.4774) loss_giou_aux_4: 0.4816 (0.4759) loss_giou_aux_5: 0.5743 (0.5656) loss_giou_dn_0: 0.6100 (0.5823) loss_giou_dn_1: 0.5088 (0.4752) loss_giou_dn_2: 0.4775 (0.4450) loss_giou_dn_3: 0.4737 (0.4367) loss_giou_dn_4: 0.4720 (0.4346) loss_giou_dn_5: 0.4718 (0.4348) loss_vfl: 0.6750 (0.6746) loss_vfl_aux_0: 0.7833 (0.7805) loss_vfl_aux_1: 0.7728 (0.7383) loss_vfl_aux_2: 0.7081 (0.7030) loss_vfl_aux_3: 0.6886 (0.6860) loss_vfl_aux_4: 0.6808 (0.6785) loss_vfl_aux_5: 0.7182 (0.7610) loss_vfl_dn_0: 0.4589 (0.4539) loss_vfl_dn_1: 0.4004 (0.3882) loss_vfl_dn_2: 0.3812 (0.3723) loss_vfl_dn_3: 0.3732 (0.3648) loss_vfl_dn_4: 0.3723 (0.3622) loss_vfl_dn_5: 0.3704 (0.3614) time: 0.4734 data: 0.0143 max mem: 5654 Epoch: [42] [4800/7393] eta: 0:20:54 lr: 0.000010 loss: 16.0171 (15.9077) loss_bbox: 0.1422 (0.1541) loss_bbox_aux_0: 0.1594 (0.1674) loss_bbox_aux_1: 0.1468 (0.1586) loss_bbox_aux_2: 0.1496 (0.1562) loss_bbox_aux_3: 0.1506 (0.1548) loss_bbox_aux_4: 0.1425 (0.1540) loss_bbox_aux_5: 0.1958 (0.2047) loss_bbox_dn_0: 0.2636 (0.2696) loss_bbox_dn_1: 0.1859 (0.1990) loss_bbox_dn_2: 0.1686 (0.1780) loss_bbox_dn_3: 0.1594 (0.1718) loss_bbox_dn_4: 0.1580 (0.1704) loss_bbox_dn_5: 0.1580 (0.1704) loss_giou: 0.4886 (0.4764) loss_giou_aux_0: 0.5181 (0.5011) loss_giou_aux_1: 0.4941 (0.4862) loss_giou_aux_2: 0.4973 (0.4808) loss_giou_aux_3: 0.4869 (0.4779) loss_giou_aux_4: 0.4893 (0.4764) loss_giou_aux_5: 0.5769 (0.5660) loss_giou_dn_0: 0.6009 (0.5827) loss_giou_dn_1: 0.4841 (0.4756) loss_giou_dn_2: 0.4670 (0.4454) loss_giou_dn_3: 0.4543 (0.4370) loss_giou_dn_4: 0.4510 (0.4349) loss_giou_dn_5: 0.4509 (0.4351) loss_vfl: 0.6522 (0.6743) loss_vfl_aux_0: 0.7512 (0.7803) loss_vfl_aux_1: 0.7448 (0.7384) loss_vfl_aux_2: 0.6822 (0.7028) loss_vfl_aux_3: 0.6721 (0.6857) loss_vfl_aux_4: 0.6651 (0.6782) loss_vfl_aux_5: 0.7490 (0.7608) loss_vfl_dn_0: 0.4514 (0.4539) loss_vfl_dn_1: 0.3876 (0.3882) loss_vfl_dn_2: 0.3730 (0.3723) loss_vfl_dn_3: 0.3660 (0.3648) loss_vfl_dn_4: 0.3628 (0.3622) loss_vfl_dn_5: 0.3607 (0.3614) time: 0.4768 data: 0.0138 max mem: 5654 Epoch: [42] [4900/7393] eta: 0:20:08 lr: 0.000010 loss: 15.5951 (15.9067) loss_bbox: 0.1374 (0.1541) loss_bbox_aux_0: 0.1498 (0.1674) loss_bbox_aux_1: 0.1410 (0.1586) loss_bbox_aux_2: 0.1360 (0.1562) loss_bbox_aux_3: 0.1405 (0.1548) loss_bbox_aux_4: 0.1362 (0.1540) loss_bbox_aux_5: 0.1766 (0.2047) loss_bbox_dn_0: 0.2509 (0.2696) loss_bbox_dn_1: 0.1812 (0.1990) loss_bbox_dn_2: 0.1617 (0.1780) loss_bbox_dn_3: 0.1573 (0.1718) loss_bbox_dn_4: 0.1576 (0.1704) loss_bbox_dn_5: 0.1576 (0.1704) loss_giou: 0.4708 (0.4762) loss_giou_aux_0: 0.4812 (0.5010) loss_giou_aux_1: 0.4732 (0.4861) loss_giou_aux_2: 0.4750 (0.4807) loss_giou_aux_3: 0.4683 (0.4778) loss_giou_aux_4: 0.4681 (0.4763) loss_giou_aux_5: 0.5514 (0.5659) loss_giou_dn_0: 0.5918 (0.5827) loss_giou_dn_1: 0.4765 (0.4756) loss_giou_dn_2: 0.4415 (0.4454) loss_giou_dn_3: 0.4394 (0.4370) loss_giou_dn_4: 0.4372 (0.4349) loss_giou_dn_5: 0.4374 (0.4351) loss_vfl: 0.6676 (0.6741) loss_vfl_aux_0: 0.7741 (0.7804) loss_vfl_aux_1: 0.7471 (0.7384) loss_vfl_aux_2: 0.6961 (0.7028) loss_vfl_aux_3: 0.6698 (0.6856) loss_vfl_aux_4: 0.6629 (0.6781) loss_vfl_aux_5: 0.7596 (0.7609) loss_vfl_dn_0: 0.4466 (0.4539) loss_vfl_dn_1: 0.3876 (0.3881) loss_vfl_dn_2: 0.3708 (0.3722) loss_vfl_dn_3: 0.3655 (0.3648) loss_vfl_dn_4: 0.3632 (0.3622) loss_vfl_dn_5: 0.3630 (0.3614) time: 0.7586 data: 0.0138 max mem: 5654 Epoch: [42] [5000/7393] eta: 0:19:19 lr: 0.000010 loss: 15.6630 (15.9083) loss_bbox: 0.1460 (0.1541) loss_bbox_aux_0: 0.1687 (0.1673) loss_bbox_aux_1: 0.1540 (0.1585) loss_bbox_aux_2: 0.1541 (0.1561) loss_bbox_aux_3: 0.1532 (0.1548) loss_bbox_aux_4: 0.1460 (0.1540) loss_bbox_aux_5: 0.2080 (0.2047) loss_bbox_dn_0: 0.2662 (0.2695) loss_bbox_dn_1: 0.2011 (0.1988) loss_bbox_dn_2: 0.1774 (0.1779) loss_bbox_dn_3: 0.1701 (0.1717) loss_bbox_dn_4: 0.1678 (0.1703) loss_bbox_dn_5: 0.1679 (0.1703) loss_giou: 0.4608 (0.4764) loss_giou_aux_0: 0.4846 (0.5011) loss_giou_aux_1: 0.4819 (0.4863) loss_giou_aux_2: 0.4720 (0.4809) loss_giou_aux_3: 0.4723 (0.4780) loss_giou_aux_4: 0.4567 (0.4765) loss_giou_aux_5: 0.5238 (0.5660) loss_giou_dn_0: 0.5840 (0.5828) loss_giou_dn_1: 0.4736 (0.4758) loss_giou_dn_2: 0.4511 (0.4455) loss_giou_dn_3: 0.4427 (0.4372) loss_giou_dn_4: 0.4402 (0.4351) loss_giou_dn_5: 0.4397 (0.4353) loss_vfl: 0.6752 (0.6741) loss_vfl_aux_0: 0.7936 (0.7806) loss_vfl_aux_1: 0.7429 (0.7385) loss_vfl_aux_2: 0.7026 (0.7028) loss_vfl_aux_3: 0.6974 (0.6855) loss_vfl_aux_4: 0.6815 (0.6781) loss_vfl_aux_5: 0.7768 (0.7610) loss_vfl_dn_0: 0.4551 (0.4539) loss_vfl_dn_1: 0.3872 (0.3882) loss_vfl_dn_2: 0.3750 (0.3723) loss_vfl_dn_3: 0.3670 (0.3648) loss_vfl_dn_4: 0.3668 (0.3622) loss_vfl_dn_5: 0.3651 (0.3614) time: 0.4782 data: 0.0139 max mem: 5654 Epoch: [42] [5100/7393] eta: 0:18:31 lr: 0.000010 loss: 16.0137 (15.9062) loss_bbox: 0.1619 (0.1541) loss_bbox_aux_0: 0.1675 (0.1673) loss_bbox_aux_1: 0.1654 (0.1585) loss_bbox_aux_2: 0.1625 (0.1562) loss_bbox_aux_3: 0.1547 (0.1548) loss_bbox_aux_4: 0.1555 (0.1540) loss_bbox_aux_5: 0.2078 (0.2047) loss_bbox_dn_0: 0.2824 (0.2695) loss_bbox_dn_1: 0.1907 (0.1989) loss_bbox_dn_2: 0.1703 (0.1779) loss_bbox_dn_3: 0.1671 (0.1718) loss_bbox_dn_4: 0.1674 (0.1703) loss_bbox_dn_5: 0.1675 (0.1703) loss_giou: 0.4323 (0.4764) loss_giou_aux_0: 0.4544 (0.5010) loss_giou_aux_1: 0.4342 (0.4862) loss_giou_aux_2: 0.4302 (0.4808) loss_giou_aux_3: 0.4326 (0.4779) loss_giou_aux_4: 0.4282 (0.4764) loss_giou_aux_5: 0.5254 (0.5659) loss_giou_dn_0: 0.5377 (0.5828) loss_giou_dn_1: 0.4448 (0.4757) loss_giou_dn_2: 0.4126 (0.4455) loss_giou_dn_3: 0.4055 (0.4371) loss_giou_dn_4: 0.4019 (0.4350) loss_giou_dn_5: 0.4021 (0.4352) loss_vfl: 0.6602 (0.6739) loss_vfl_aux_0: 0.7576 (0.7805) loss_vfl_aux_1: 0.6951 (0.7383) loss_vfl_aux_2: 0.6725 (0.7026) loss_vfl_aux_3: 0.6680 (0.6854) loss_vfl_aux_4: 0.6627 (0.6779) loss_vfl_aux_5: 0.7366 (0.7608) loss_vfl_dn_0: 0.4551 (0.4538) loss_vfl_dn_1: 0.3880 (0.3882) loss_vfl_dn_2: 0.3713 (0.3723) loss_vfl_dn_3: 0.3626 (0.3648) loss_vfl_dn_4: 0.3602 (0.3622) loss_vfl_dn_5: 0.3592 (0.3614) time: 0.4802 data: 0.0138 max mem: 5654 Epoch: [42] [5200/7393] eta: 0:17:42 lr: 0.000010 loss: 15.7351 (15.9106) loss_bbox: 0.1407 (0.1540) loss_bbox_aux_0: 0.1522 (0.1673) loss_bbox_aux_1: 0.1451 (0.1585) loss_bbox_aux_2: 0.1336 (0.1562) loss_bbox_aux_3: 0.1436 (0.1548) loss_bbox_aux_4: 0.1429 (0.1540) loss_bbox_aux_5: 0.2018 (0.2047) loss_bbox_dn_0: 0.2626 (0.2696) loss_bbox_dn_1: 0.1871 (0.1989) loss_bbox_dn_2: 0.1697 (0.1780) loss_bbox_dn_3: 0.1648 (0.1718) loss_bbox_dn_4: 0.1656 (0.1704) loss_bbox_dn_5: 0.1656 (0.1704) loss_giou: 0.4669 (0.4764) loss_giou_aux_0: 0.4694 (0.5011) loss_giou_aux_1: 0.4649 (0.4862) loss_giou_aux_2: 0.4644 (0.4809) loss_giou_aux_3: 0.4663 (0.4779) loss_giou_aux_4: 0.4697 (0.4764) loss_giou_aux_5: 0.5541 (0.5659) loss_giou_dn_0: 0.5643 (0.5830) loss_giou_dn_1: 0.4557 (0.4758) loss_giou_dn_2: 0.4187 (0.4456) loss_giou_dn_3: 0.4118 (0.4373) loss_giou_dn_4: 0.4079 (0.4352) loss_giou_dn_5: 0.4079 (0.4354) loss_vfl: 0.6900 (0.6744) loss_vfl_aux_0: 0.8033 (0.7809) loss_vfl_aux_1: 0.7493 (0.7386) loss_vfl_aux_2: 0.7197 (0.7028) loss_vfl_aux_3: 0.6847 (0.6858) loss_vfl_aux_4: 0.6854 (0.6783) loss_vfl_aux_5: 0.7664 (0.7610) loss_vfl_dn_0: 0.4557 (0.4539) loss_vfl_dn_1: 0.3880 (0.3882) loss_vfl_dn_2: 0.3740 (0.3724) loss_vfl_dn_3: 0.3652 (0.3649) loss_vfl_dn_4: 0.3639 (0.3623) loss_vfl_dn_5: 0.3630 (0.3615) time: 0.4805 data: 0.0143 max mem: 5654 Epoch: [42] [5300/7393] eta: 0:16:53 lr: 0.000010 loss: 16.0466 (15.9129) loss_bbox: 0.1567 (0.1540) loss_bbox_aux_0: 0.1656 (0.1673) loss_bbox_aux_1: 0.1550 (0.1585) loss_bbox_aux_2: 0.1602 (0.1561) loss_bbox_aux_3: 0.1547 (0.1547) loss_bbox_aux_4: 0.1580 (0.1540) loss_bbox_aux_5: 0.2032 (0.2047) loss_bbox_dn_0: 0.2550 (0.2695) loss_bbox_dn_1: 0.2021 (0.1988) loss_bbox_dn_2: 0.1718 (0.1779) loss_bbox_dn_3: 0.1703 (0.1718) loss_bbox_dn_4: 0.1699 (0.1704) loss_bbox_dn_5: 0.1698 (0.1704) loss_giou: 0.4636 (0.4766) loss_giou_aux_0: 0.4873 (0.5012) loss_giou_aux_1: 0.4607 (0.4864) loss_giou_aux_2: 0.4570 (0.4811) loss_giou_aux_3: 0.4589 (0.4781) loss_giou_aux_4: 0.4588 (0.4766) loss_giou_aux_5: 0.5609 (0.5662) loss_giou_dn_0: 0.5762 (0.5831) loss_giou_dn_1: 0.4771 (0.4760) loss_giou_dn_2: 0.4530 (0.4457) loss_giou_dn_3: 0.4448 (0.4374) loss_giou_dn_4: 0.4431 (0.4353) loss_giou_dn_5: 0.4431 (0.4355) loss_vfl: 0.6802 (0.6745) loss_vfl_aux_0: 0.7889 (0.7809) loss_vfl_aux_1: 0.7561 (0.7387) loss_vfl_aux_2: 0.7101 (0.7029) loss_vfl_aux_3: 0.6851 (0.6858) loss_vfl_aux_4: 0.6930 (0.6784) loss_vfl_aux_5: 0.7544 (0.7609) loss_vfl_dn_0: 0.4545 (0.4539) loss_vfl_dn_1: 0.3922 (0.3883) loss_vfl_dn_2: 0.3740 (0.3724) loss_vfl_dn_3: 0.3707 (0.3649) loss_vfl_dn_4: 0.3686 (0.3623) loss_vfl_dn_5: 0.3668 (0.3615) time: 0.4726 data: 0.0139 max mem: 5654 Epoch: [42] [5400/7393] eta: 0:16:05 lr: 0.000010 loss: 16.1128 (15.9132) loss_bbox: 0.1442 (0.1541) loss_bbox_aux_0: 0.1645 (0.1674) loss_bbox_aux_1: 0.1539 (0.1586) loss_bbox_aux_2: 0.1491 (0.1562) loss_bbox_aux_3: 0.1429 (0.1549) loss_bbox_aux_4: 0.1451 (0.1541) loss_bbox_aux_5: 0.2003 (0.2049) loss_bbox_dn_0: 0.2534 (0.2697) loss_bbox_dn_1: 0.1863 (0.1990) loss_bbox_dn_2: 0.1706 (0.1781) loss_bbox_dn_3: 0.1674 (0.1719) loss_bbox_dn_4: 0.1658 (0.1705) loss_bbox_dn_5: 0.1659 (0.1705) loss_giou: 0.4550 (0.4765) loss_giou_aux_0: 0.4572 (0.5011) loss_giou_aux_1: 0.4515 (0.4863) loss_giou_aux_2: 0.4551 (0.4810) loss_giou_aux_3: 0.4547 (0.4781) loss_giou_aux_4: 0.4550 (0.4766) loss_giou_aux_5: 0.5489 (0.5661) loss_giou_dn_0: 0.5692 (0.5830) loss_giou_dn_1: 0.4666 (0.4758) loss_giou_dn_2: 0.4332 (0.4456) loss_giou_dn_3: 0.4198 (0.4373) loss_giou_dn_4: 0.4175 (0.4352) loss_giou_dn_5: 0.4178 (0.4354) loss_vfl: 0.6412 (0.6743) loss_vfl_aux_0: 0.7708 (0.7811) loss_vfl_aux_1: 0.7327 (0.7387) loss_vfl_aux_2: 0.6823 (0.7028) loss_vfl_aux_3: 0.6575 (0.6857) loss_vfl_aux_4: 0.6388 (0.6782) loss_vfl_aux_5: 0.7596 (0.7612) loss_vfl_dn_0: 0.4576 (0.4539) loss_vfl_dn_1: 0.3919 (0.3883) loss_vfl_dn_2: 0.3737 (0.3723) loss_vfl_dn_3: 0.3630 (0.3649) loss_vfl_dn_4: 0.3615 (0.3623) loss_vfl_dn_5: 0.3601 (0.3615) time: 0.4925 data: 0.0137 max mem: 5654 Epoch: [42] [5500/7393] eta: 0:15:16 lr: 0.000010 loss: 15.9831 (15.9145) loss_bbox: 0.1593 (0.1542) loss_bbox_aux_0: 0.1656 (0.1675) loss_bbox_aux_1: 0.1645 (0.1587) loss_bbox_aux_2: 0.1607 (0.1564) loss_bbox_aux_3: 0.1573 (0.1550) loss_bbox_aux_4: 0.1596 (0.1542) loss_bbox_aux_5: 0.2053 (0.2051) loss_bbox_dn_0: 0.2577 (0.2700) loss_bbox_dn_1: 0.2130 (0.1992) loss_bbox_dn_2: 0.1954 (0.1783) loss_bbox_dn_3: 0.1893 (0.1722) loss_bbox_dn_4: 0.1874 (0.1707) loss_bbox_dn_5: 0.1874 (0.1707) loss_giou: 0.4246 (0.4764) loss_giou_aux_0: 0.4576 (0.5009) loss_giou_aux_1: 0.4434 (0.4861) loss_giou_aux_2: 0.4392 (0.4809) loss_giou_aux_3: 0.4251 (0.4779) loss_giou_aux_4: 0.4240 (0.4764) loss_giou_aux_5: 0.5105 (0.5659) loss_giou_dn_0: 0.5904 (0.5829) loss_giou_dn_1: 0.4830 (0.4758) loss_giou_dn_2: 0.4527 (0.4456) loss_giou_dn_3: 0.4449 (0.4373) loss_giou_dn_4: 0.4408 (0.4352) loss_giou_dn_5: 0.4408 (0.4354) loss_vfl: 0.6496 (0.6745) loss_vfl_aux_0: 0.7602 (0.7812) loss_vfl_aux_1: 0.6844 (0.7387) loss_vfl_aux_2: 0.6686 (0.7028) loss_vfl_aux_3: 0.6555 (0.6857) loss_vfl_aux_4: 0.6467 (0.6783) loss_vfl_aux_5: 0.7473 (0.7613) loss_vfl_dn_0: 0.4510 (0.4539) loss_vfl_dn_1: 0.3843 (0.3882) loss_vfl_dn_2: 0.3733 (0.3723) loss_vfl_dn_3: 0.3663 (0.3649) loss_vfl_dn_4: 0.3653 (0.3623) loss_vfl_dn_5: 0.3640 (0.3615) time: 0.4648 data: 0.0141 max mem: 5654 Epoch: [42] [5600/7393] eta: 0:14:28 lr: 0.000010 loss: 16.0246 (15.9153) loss_bbox: 0.1420 (0.1542) loss_bbox_aux_0: 0.1607 (0.1675) loss_bbox_aux_1: 0.1481 (0.1587) loss_bbox_aux_2: 0.1501 (0.1564) loss_bbox_aux_3: 0.1422 (0.1550) loss_bbox_aux_4: 0.1425 (0.1542) loss_bbox_aux_5: 0.2028 (0.2051) loss_bbox_dn_0: 0.2711 (0.2699) loss_bbox_dn_1: 0.1866 (0.1991) loss_bbox_dn_2: 0.1615 (0.1783) loss_bbox_dn_3: 0.1526 (0.1721) loss_bbox_dn_4: 0.1494 (0.1707) loss_bbox_dn_5: 0.1494 (0.1707) loss_giou: 0.4728 (0.4764) loss_giou_aux_0: 0.5008 (0.5009) loss_giou_aux_1: 0.4839 (0.4862) loss_giou_aux_2: 0.4904 (0.4809) loss_giou_aux_3: 0.4777 (0.4780) loss_giou_aux_4: 0.4728 (0.4764) loss_giou_aux_5: 0.5725 (0.5660) loss_giou_dn_0: 0.5937 (0.5829) loss_giou_dn_1: 0.4947 (0.4758) loss_giou_dn_2: 0.4595 (0.4456) loss_giou_dn_3: 0.4499 (0.4373) loss_giou_dn_4: 0.4476 (0.4352) loss_giou_dn_5: 0.4477 (0.4354) loss_vfl: 0.6959 (0.6746) loss_vfl_aux_0: 0.7878 (0.7813) loss_vfl_aux_1: 0.7372 (0.7387) loss_vfl_aux_2: 0.6969 (0.7030) loss_vfl_aux_3: 0.6951 (0.6859) loss_vfl_aux_4: 0.6912 (0.6785) loss_vfl_aux_5: 0.7476 (0.7614) loss_vfl_dn_0: 0.4543 (0.4539) loss_vfl_dn_1: 0.3939 (0.3882) loss_vfl_dn_2: 0.3744 (0.3723) loss_vfl_dn_3: 0.3660 (0.3649) loss_vfl_dn_4: 0.3660 (0.3623) loss_vfl_dn_5: 0.3650 (0.3615) time: 0.4788 data: 0.0142 max mem: 5654 Epoch: [42] [5700/7393] eta: 0:13:41 lr: 0.000010 loss: 16.2533 (15.9168) loss_bbox: 0.1451 (0.1542) loss_bbox_aux_0: 0.1669 (0.1675) loss_bbox_aux_1: 0.1548 (0.1587) loss_bbox_aux_2: 0.1428 (0.1564) loss_bbox_aux_3: 0.1398 (0.1550) loss_bbox_aux_4: 0.1412 (0.1542) loss_bbox_aux_5: 0.1974 (0.2051) loss_bbox_dn_0: 0.2683 (0.2701) loss_bbox_dn_1: 0.2061 (0.1993) loss_bbox_dn_2: 0.1856 (0.1784) loss_bbox_dn_3: 0.1774 (0.1722) loss_bbox_dn_4: 0.1739 (0.1708) loss_bbox_dn_5: 0.1739 (0.1708) loss_giou: 0.4439 (0.4761) loss_giou_aux_0: 0.4668 (0.5007) loss_giou_aux_1: 0.4565 (0.4859) loss_giou_aux_2: 0.4512 (0.4807) loss_giou_aux_3: 0.4493 (0.4777) loss_giou_aux_4: 0.4468 (0.4762) loss_giou_aux_5: 0.5491 (0.5657) loss_giou_dn_0: 0.5842 (0.5828) loss_giou_dn_1: 0.4762 (0.4757) loss_giou_dn_2: 0.4440 (0.4455) loss_giou_dn_3: 0.4347 (0.4372) loss_giou_dn_4: 0.4339 (0.4352) loss_giou_dn_5: 0.4341 (0.4353) loss_vfl: 0.6851 (0.6750) loss_vfl_aux_0: 0.8153 (0.7817) loss_vfl_aux_1: 0.7725 (0.7390) loss_vfl_aux_2: 0.7196 (0.7034) loss_vfl_aux_3: 0.7012 (0.6863) loss_vfl_aux_4: 0.6892 (0.6788) loss_vfl_aux_5: 0.7935 (0.7618) loss_vfl_dn_0: 0.4560 (0.4539) loss_vfl_dn_1: 0.3904 (0.3882) loss_vfl_dn_2: 0.3725 (0.3723) loss_vfl_dn_3: 0.3604 (0.3649) loss_vfl_dn_4: 0.3590 (0.3623) loss_vfl_dn_5: 0.3586 (0.3615) time: 0.7611 data: 0.0138 max mem: 5654 Epoch: [42] [5800/7393] eta: 0:12:54 lr: 0.000010 loss: 15.5050 (15.9131) loss_bbox: 0.1416 (0.1541) loss_bbox_aux_0: 0.1600 (0.1674) loss_bbox_aux_1: 0.1433 (0.1586) loss_bbox_aux_2: 0.1393 (0.1562) loss_bbox_aux_3: 0.1370 (0.1548) loss_bbox_aux_4: 0.1409 (0.1541) loss_bbox_aux_5: 0.1995 (0.2050) loss_bbox_dn_0: 0.2541 (0.2700) loss_bbox_dn_1: 0.1879 (0.1992) loss_bbox_dn_2: 0.1725 (0.1783) loss_bbox_dn_3: 0.1684 (0.1722) loss_bbox_dn_4: 0.1680 (0.1707) loss_bbox_dn_5: 0.1679 (0.1707) loss_giou: 0.4005 (0.4759) loss_giou_aux_0: 0.4339 (0.5004) loss_giou_aux_1: 0.4096 (0.4857) loss_giou_aux_2: 0.4080 (0.4804) loss_giou_aux_3: 0.3998 (0.4774) loss_giou_aux_4: 0.4043 (0.4760) loss_giou_aux_5: 0.4933 (0.5655) loss_giou_dn_0: 0.5436 (0.5827) loss_giou_dn_1: 0.4341 (0.4756) loss_giou_dn_2: 0.4134 (0.4454) loss_giou_dn_3: 0.4107 (0.4371) loss_giou_dn_4: 0.4101 (0.4350) loss_giou_dn_5: 0.4104 (0.4352) loss_vfl: 0.7057 (0.6751) loss_vfl_aux_0: 0.7721 (0.7818) loss_vfl_aux_1: 0.7467 (0.7391) loss_vfl_aux_2: 0.7158 (0.7035) loss_vfl_aux_3: 0.7098 (0.6865) loss_vfl_aux_4: 0.7031 (0.6789) loss_vfl_aux_5: 0.7864 (0.7619) loss_vfl_dn_0: 0.4549 (0.4538) loss_vfl_dn_1: 0.3849 (0.3882) loss_vfl_dn_2: 0.3667 (0.3723) loss_vfl_dn_3: 0.3586 (0.3649) loss_vfl_dn_4: 0.3576 (0.3622) loss_vfl_dn_5: 0.3546 (0.3614) time: 0.4689 data: 0.0139 max mem: 5654 Epoch: [42] [5900/7393] eta: 0:12:05 lr: 0.000010 loss: 15.6759 (15.9137) loss_bbox: 0.1600 (0.1542) loss_bbox_aux_0: 0.1828 (0.1675) loss_bbox_aux_1: 0.1651 (0.1587) loss_bbox_aux_2: 0.1575 (0.1563) loss_bbox_aux_3: 0.1573 (0.1549) loss_bbox_aux_4: 0.1581 (0.1541) loss_bbox_aux_5: 0.2050 (0.2050) loss_bbox_dn_0: 0.2804 (0.2702) loss_bbox_dn_1: 0.2011 (0.1994) loss_bbox_dn_2: 0.1875 (0.1785) loss_bbox_dn_3: 0.1809 (0.1723) loss_bbox_dn_4: 0.1759 (0.1709) loss_bbox_dn_5: 0.1757 (0.1709) loss_giou: 0.4194 (0.4756) loss_giou_aux_0: 0.4582 (0.5001) loss_giou_aux_1: 0.4345 (0.4854) loss_giou_aux_2: 0.4372 (0.4801) loss_giou_aux_3: 0.4198 (0.4771) loss_giou_aux_4: 0.4195 (0.4757) loss_giou_aux_5: 0.5097 (0.5651) loss_giou_dn_0: 0.5404 (0.5826) loss_giou_dn_1: 0.4212 (0.4755) loss_giou_dn_2: 0.3919 (0.4453) loss_giou_dn_3: 0.3840 (0.4370) loss_giou_dn_4: 0.3817 (0.4349) loss_giou_dn_5: 0.3815 (0.4351) loss_vfl: 0.7117 (0.6754) loss_vfl_aux_0: 0.7880 (0.7820) loss_vfl_aux_1: 0.7564 (0.7393) loss_vfl_aux_2: 0.7283 (0.7037) loss_vfl_aux_3: 0.7098 (0.6867) loss_vfl_aux_4: 0.7034 (0.6792) loss_vfl_aux_5: 0.8043 (0.7622) loss_vfl_dn_0: 0.4522 (0.4538) loss_vfl_dn_1: 0.3847 (0.3882) loss_vfl_dn_2: 0.3750 (0.3723) loss_vfl_dn_3: 0.3680 (0.3649) loss_vfl_dn_4: 0.3679 (0.3622) loss_vfl_dn_5: 0.3664 (0.3614) time: 0.4777 data: 0.0144 max mem: 5654 Epoch: [42] [6000/7393] eta: 0:11:16 lr: 0.000010 loss: 15.7234 (15.9121) loss_bbox: 0.1419 (0.1542) loss_bbox_aux_0: 0.1533 (0.1675) loss_bbox_aux_1: 0.1445 (0.1587) loss_bbox_aux_2: 0.1427 (0.1563) loss_bbox_aux_3: 0.1408 (0.1549) loss_bbox_aux_4: 0.1430 (0.1541) loss_bbox_aux_5: 0.1934 (0.2051) loss_bbox_dn_0: 0.2645 (0.2703) loss_bbox_dn_1: 0.1943 (0.1995) loss_bbox_dn_2: 0.1735 (0.1786) loss_bbox_dn_3: 0.1648 (0.1724) loss_bbox_dn_4: 0.1631 (0.1710) loss_bbox_dn_5: 0.1631 (0.1710) loss_giou: 0.4879 (0.4755) loss_giou_aux_0: 0.4886 (0.5000) loss_giou_aux_1: 0.4939 (0.4853) loss_giou_aux_2: 0.4860 (0.4800) loss_giou_aux_3: 0.4863 (0.4771) loss_giou_aux_4: 0.4862 (0.4756) loss_giou_aux_5: 0.5428 (0.5650) loss_giou_dn_0: 0.5825 (0.5825) loss_giou_dn_1: 0.4831 (0.4754) loss_giou_dn_2: 0.4521 (0.4452) loss_giou_dn_3: 0.4426 (0.4369) loss_giou_dn_4: 0.4399 (0.4349) loss_giou_dn_5: 0.4400 (0.4350) loss_vfl: 0.6734 (0.6753) loss_vfl_aux_0: 0.7659 (0.7819) loss_vfl_aux_1: 0.7094 (0.7391) loss_vfl_aux_2: 0.6879 (0.7036) loss_vfl_aux_3: 0.6915 (0.6866) loss_vfl_aux_4: 0.6606 (0.6791) loss_vfl_aux_5: 0.7739 (0.7622) loss_vfl_dn_0: 0.4502 (0.4537) loss_vfl_dn_1: 0.3874 (0.3881) loss_vfl_dn_2: 0.3729 (0.3722) loss_vfl_dn_3: 0.3649 (0.3648) loss_vfl_dn_4: 0.3612 (0.3622) loss_vfl_dn_5: 0.3614 (0.3614) time: 0.4811 data: 0.0137 max mem: 5654 Epoch: [42] [6100/7393] eta: 0:10:28 lr: 0.000010 loss: 15.7343 (15.9106) loss_bbox: 0.1547 (0.1541) loss_bbox_aux_0: 0.1654 (0.1674) loss_bbox_aux_1: 0.1572 (0.1587) loss_bbox_aux_2: 0.1497 (0.1563) loss_bbox_aux_3: 0.1536 (0.1548) loss_bbox_aux_4: 0.1526 (0.1540) loss_bbox_aux_5: 0.1931 (0.2050) loss_bbox_dn_0: 0.2551 (0.2702) loss_bbox_dn_1: 0.1872 (0.1993) loss_bbox_dn_2: 0.1674 (0.1784) loss_bbox_dn_3: 0.1671 (0.1723) loss_bbox_dn_4: 0.1659 (0.1709) loss_bbox_dn_5: 0.1660 (0.1709) loss_giou: 0.4537 (0.4756) loss_giou_aux_0: 0.4945 (0.5001) loss_giou_aux_1: 0.4735 (0.4854) loss_giou_aux_2: 0.4577 (0.4801) loss_giou_aux_3: 0.4565 (0.4772) loss_giou_aux_4: 0.4585 (0.4757) loss_giou_aux_5: 0.5628 (0.5650) loss_giou_dn_0: 0.5677 (0.5825) loss_giou_dn_1: 0.4637 (0.4754) loss_giou_dn_2: 0.4302 (0.4452) loss_giou_dn_3: 0.4240 (0.4369) loss_giou_dn_4: 0.4212 (0.4348) loss_giou_dn_5: 0.4217 (0.4350) loss_vfl: 0.6734 (0.6752) loss_vfl_aux_0: 0.7453 (0.7819) loss_vfl_aux_1: 0.6885 (0.7388) loss_vfl_aux_2: 0.6752 (0.7034) loss_vfl_aux_3: 0.6741 (0.6865) loss_vfl_aux_4: 0.6677 (0.6790) loss_vfl_aux_5: 0.7457 (0.7622) loss_vfl_dn_0: 0.4449 (0.4537) loss_vfl_dn_1: 0.3812 (0.3881) loss_vfl_dn_2: 0.3645 (0.3722) loss_vfl_dn_3: 0.3593 (0.3648) loss_vfl_dn_4: 0.3571 (0.3621) loss_vfl_dn_5: 0.3556 (0.3613) time: 0.4879 data: 0.0142 max mem: 5654 Epoch: [42] [6200/7393] eta: 0:09:39 lr: 0.000010 loss: 16.4088 (15.9115) loss_bbox: 0.1515 (0.1541) loss_bbox_aux_0: 0.1701 (0.1675) loss_bbox_aux_1: 0.1610 (0.1587) loss_bbox_aux_2: 0.1585 (0.1563) loss_bbox_aux_3: 0.1568 (0.1548) loss_bbox_aux_4: 0.1541 (0.1540) loss_bbox_aux_5: 0.1926 (0.2050) loss_bbox_dn_0: 0.2504 (0.2702) loss_bbox_dn_1: 0.1874 (0.1993) loss_bbox_dn_2: 0.1709 (0.1784) loss_bbox_dn_3: 0.1637 (0.1723) loss_bbox_dn_4: 0.1620 (0.1709) loss_bbox_dn_5: 0.1620 (0.1709) loss_giou: 0.4893 (0.4758) loss_giou_aux_0: 0.5183 (0.5002) loss_giou_aux_1: 0.5055 (0.4856) loss_giou_aux_2: 0.4937 (0.4803) loss_giou_aux_3: 0.4993 (0.4773) loss_giou_aux_4: 0.4874 (0.4759) loss_giou_aux_5: 0.5843 (0.5652) loss_giou_dn_0: 0.5905 (0.5826) loss_giou_dn_1: 0.4794 (0.4754) loss_giou_dn_2: 0.4520 (0.4453) loss_giou_dn_3: 0.4376 (0.4370) loss_giou_dn_4: 0.4351 (0.4349) loss_giou_dn_5: 0.4351 (0.4351) loss_vfl: 0.6740 (0.6752) loss_vfl_aux_0: 0.7707 (0.7817) loss_vfl_aux_1: 0.7243 (0.7386) loss_vfl_aux_2: 0.6835 (0.7033) loss_vfl_aux_3: 0.6870 (0.6864) loss_vfl_aux_4: 0.6748 (0.6789) loss_vfl_aux_5: 0.7536 (0.7621) loss_vfl_dn_0: 0.4493 (0.4537) loss_vfl_dn_1: 0.3933 (0.3881) loss_vfl_dn_2: 0.3730 (0.3722) loss_vfl_dn_3: 0.3662 (0.3648) loss_vfl_dn_4: 0.3630 (0.3622) loss_vfl_dn_5: 0.3603 (0.3614) time: 0.4769 data: 0.0141 max mem: 5654 Epoch: [42] [6300/7393] eta: 0:08:50 lr: 0.000010 loss: 15.2833 (15.9130) loss_bbox: 0.1433 (0.1541) loss_bbox_aux_0: 0.1541 (0.1674) loss_bbox_aux_1: 0.1527 (0.1587) loss_bbox_aux_2: 0.1490 (0.1563) loss_bbox_aux_3: 0.1479 (0.1548) loss_bbox_aux_4: 0.1433 (0.1540) loss_bbox_aux_5: 0.2008 (0.2049) loss_bbox_dn_0: 0.2591 (0.2701) loss_bbox_dn_1: 0.1930 (0.1993) loss_bbox_dn_2: 0.1715 (0.1784) loss_bbox_dn_3: 0.1701 (0.1723) loss_bbox_dn_4: 0.1695 (0.1709) loss_bbox_dn_5: 0.1695 (0.1709) loss_giou: 0.4244 (0.4759) loss_giou_aux_0: 0.4557 (0.5003) loss_giou_aux_1: 0.4319 (0.4857) loss_giou_aux_2: 0.4232 (0.4804) loss_giou_aux_3: 0.4115 (0.4775) loss_giou_aux_4: 0.4243 (0.4760) loss_giou_aux_5: 0.5218 (0.5652) loss_giou_dn_0: 0.5394 (0.5827) loss_giou_dn_1: 0.4226 (0.4755) loss_giou_dn_2: 0.3867 (0.4453) loss_giou_dn_3: 0.3796 (0.4370) loss_giou_dn_4: 0.3786 (0.4350) loss_giou_dn_5: 0.3789 (0.4352) loss_vfl: 0.6892 (0.6753) loss_vfl_aux_0: 0.8180 (0.7818) loss_vfl_aux_1: 0.7598 (0.7386) loss_vfl_aux_2: 0.7149 (0.7034) loss_vfl_aux_3: 0.6917 (0.6865) loss_vfl_aux_4: 0.6808 (0.6791) loss_vfl_aux_5: 0.8013 (0.7623) loss_vfl_dn_0: 0.4563 (0.4537) loss_vfl_dn_1: 0.3850 (0.3881) loss_vfl_dn_2: 0.3638 (0.3722) loss_vfl_dn_3: 0.3586 (0.3648) loss_vfl_dn_4: 0.3556 (0.3622) loss_vfl_dn_5: 0.3547 (0.3614) time: 0.4805 data: 0.0139 max mem: 5654 Epoch: [42] [6400/7393] eta: 0:08:02 lr: 0.000010 loss: 16.1003 (15.9124) loss_bbox: 0.1410 (0.1540) loss_bbox_aux_0: 0.1618 (0.1674) loss_bbox_aux_1: 0.1388 (0.1586) loss_bbox_aux_2: 0.1402 (0.1562) loss_bbox_aux_3: 0.1422 (0.1547) loss_bbox_aux_4: 0.1425 (0.1540) loss_bbox_aux_5: 0.1831 (0.2048) loss_bbox_dn_0: 0.2399 (0.2701) loss_bbox_dn_1: 0.1682 (0.1993) loss_bbox_dn_2: 0.1513 (0.1784) loss_bbox_dn_3: 0.1472 (0.1723) loss_bbox_dn_4: 0.1462 (0.1709) loss_bbox_dn_5: 0.1462 (0.1709) loss_giou: 0.4742 (0.4759) loss_giou_aux_0: 0.4991 (0.5003) loss_giou_aux_1: 0.4807 (0.4858) loss_giou_aux_2: 0.4682 (0.4804) loss_giou_aux_3: 0.4792 (0.4775) loss_giou_aux_4: 0.4738 (0.4760) loss_giou_aux_5: 0.5923 (0.5653) loss_giou_dn_0: 0.5985 (0.5827) loss_giou_dn_1: 0.4856 (0.4755) loss_giou_dn_2: 0.4525 (0.4453) loss_giou_dn_3: 0.4459 (0.4371) loss_giou_dn_4: 0.4427 (0.4350) loss_giou_dn_5: 0.4432 (0.4352) loss_vfl: 0.6739 (0.6753) loss_vfl_aux_0: 0.8041 (0.7817) loss_vfl_aux_1: 0.7570 (0.7386) loss_vfl_aux_2: 0.7118 (0.7034) loss_vfl_aux_3: 0.6870 (0.6864) loss_vfl_aux_4: 0.6796 (0.6790) loss_vfl_aux_5: 0.7630 (0.7622) loss_vfl_dn_0: 0.4556 (0.4537) loss_vfl_dn_1: 0.3891 (0.3881) loss_vfl_dn_2: 0.3715 (0.3722) loss_vfl_dn_3: 0.3645 (0.3648) loss_vfl_dn_4: 0.3614 (0.3621) loss_vfl_dn_5: 0.3611 (0.3613) time: 0.4719 data: 0.0136 max mem: 5654 Epoch: [42] [6500/7393] eta: 0:07:13 lr: 0.000010 loss: 15.8785 (15.9137) loss_bbox: 0.1512 (0.1540) loss_bbox_aux_0: 0.1597 (0.1674) loss_bbox_aux_1: 0.1564 (0.1587) loss_bbox_aux_2: 0.1450 (0.1562) loss_bbox_aux_3: 0.1509 (0.1547) loss_bbox_aux_4: 0.1511 (0.1540) loss_bbox_aux_5: 0.1899 (0.2048) loss_bbox_dn_0: 0.2711 (0.2701) loss_bbox_dn_1: 0.1994 (0.1993) loss_bbox_dn_2: 0.1826 (0.1784) loss_bbox_dn_3: 0.1729 (0.1723) loss_bbox_dn_4: 0.1689 (0.1708) loss_bbox_dn_5: 0.1689 (0.1709) loss_giou: 0.4531 (0.4759) loss_giou_aux_0: 0.4744 (0.5004) loss_giou_aux_1: 0.4595 (0.4858) loss_giou_aux_2: 0.4582 (0.4804) loss_giou_aux_3: 0.4617 (0.4775) loss_giou_aux_4: 0.4529 (0.4760) loss_giou_aux_5: 0.5298 (0.5653) loss_giou_dn_0: 0.5430 (0.5827) loss_giou_dn_1: 0.4522 (0.4755) loss_giou_dn_2: 0.4285 (0.4453) loss_giou_dn_3: 0.4226 (0.4370) loss_giou_dn_4: 0.4226 (0.4349) loss_giou_dn_5: 0.4227 (0.4351) loss_vfl: 0.6514 (0.6753) loss_vfl_aux_0: 0.7814 (0.7820) loss_vfl_aux_1: 0.7327 (0.7391) loss_vfl_aux_2: 0.6792 (0.7036) loss_vfl_aux_3: 0.6657 (0.6866) loss_vfl_aux_4: 0.6663 (0.6791) loss_vfl_aux_5: 0.7670 (0.7623) loss_vfl_dn_0: 0.4529 (0.4537) loss_vfl_dn_1: 0.3841 (0.3881) loss_vfl_dn_2: 0.3663 (0.3722) loss_vfl_dn_3: 0.3595 (0.3648) loss_vfl_dn_4: 0.3588 (0.3621) loss_vfl_dn_5: 0.3573 (0.3613) time: 0.4863 data: 0.0140 max mem: 5654 Epoch: [42] [6600/7393] eta: 0:06:24 lr: 0.000010 loss: 15.9821 (15.9156) loss_bbox: 0.1444 (0.1540) loss_bbox_aux_0: 0.1638 (0.1673) loss_bbox_aux_1: 0.1527 (0.1586) loss_bbox_aux_2: 0.1446 (0.1561) loss_bbox_aux_3: 0.1449 (0.1547) loss_bbox_aux_4: 0.1477 (0.1539) loss_bbox_aux_5: 0.1984 (0.2048) loss_bbox_dn_0: 0.2444 (0.2700) loss_bbox_dn_1: 0.1813 (0.1992) loss_bbox_dn_2: 0.1575 (0.1783) loss_bbox_dn_3: 0.1547 (0.1722) loss_bbox_dn_4: 0.1526 (0.1708) loss_bbox_dn_5: 0.1528 (0.1708) loss_giou: 0.4998 (0.4762) loss_giou_aux_0: 0.5342 (0.5007) loss_giou_aux_1: 0.5176 (0.4861) loss_giou_aux_2: 0.5042 (0.4807) loss_giou_aux_3: 0.5114 (0.4778) loss_giou_aux_4: 0.4999 (0.4763) loss_giou_aux_5: 0.5773 (0.5655) loss_giou_dn_0: 0.5965 (0.5828) loss_giou_dn_1: 0.4849 (0.4756) loss_giou_dn_2: 0.4599 (0.4454) loss_giou_dn_3: 0.4577 (0.4371) loss_giou_dn_4: 0.4570 (0.4351) loss_giou_dn_5: 0.4571 (0.4353) loss_vfl: 0.6668 (0.6753) loss_vfl_aux_0: 0.7610 (0.7819) loss_vfl_aux_1: 0.7330 (0.7393) loss_vfl_aux_2: 0.6919 (0.7037) loss_vfl_aux_3: 0.6766 (0.6864) loss_vfl_aux_4: 0.6646 (0.6790) loss_vfl_aux_5: 0.7392 (0.7623) loss_vfl_dn_0: 0.4466 (0.4537) loss_vfl_dn_1: 0.3820 (0.3881) loss_vfl_dn_2: 0.3680 (0.3722) loss_vfl_dn_3: 0.3619 (0.3648) loss_vfl_dn_4: 0.3566 (0.3622) loss_vfl_dn_5: 0.3581 (0.3614) time: 0.4851 data: 0.0138 max mem: 5654 Epoch: [42] [6700/7393] eta: 0:05:36 lr: 0.000010 loss: 15.6681 (15.9162) loss_bbox: 0.1557 (0.1541) loss_bbox_aux_0: 0.1688 (0.1674) loss_bbox_aux_1: 0.1596 (0.1587) loss_bbox_aux_2: 0.1643 (0.1562) loss_bbox_aux_3: 0.1539 (0.1548) loss_bbox_aux_4: 0.1545 (0.1541) loss_bbox_aux_5: 0.2068 (0.2048) loss_bbox_dn_0: 0.2486 (0.2700) loss_bbox_dn_1: 0.1851 (0.1992) loss_bbox_dn_2: 0.1735 (0.1783) loss_bbox_dn_3: 0.1681 (0.1722) loss_bbox_dn_4: 0.1664 (0.1708) loss_bbox_dn_5: 0.1664 (0.1708) loss_giou: 0.4220 (0.4763) loss_giou_aux_0: 0.4728 (0.5007) loss_giou_aux_1: 0.4646 (0.4862) loss_giou_aux_2: 0.4602 (0.4808) loss_giou_aux_3: 0.4431 (0.4779) loss_giou_aux_4: 0.4220 (0.4764) loss_giou_aux_5: 0.5336 (0.5656) loss_giou_dn_0: 0.5695 (0.5828) loss_giou_dn_1: 0.4339 (0.4757) loss_giou_dn_2: 0.4018 (0.4454) loss_giou_dn_3: 0.3892 (0.4372) loss_giou_dn_4: 0.3869 (0.4351) loss_giou_dn_5: 0.3868 (0.4353) loss_vfl: 0.6557 (0.6752) loss_vfl_aux_0: 0.7621 (0.7818) loss_vfl_aux_1: 0.7426 (0.7392) loss_vfl_aux_2: 0.6823 (0.7035) loss_vfl_aux_3: 0.6646 (0.6863) loss_vfl_aux_4: 0.6721 (0.6789) loss_vfl_aux_5: 0.7286 (0.7622) loss_vfl_dn_0: 0.4533 (0.4537) loss_vfl_dn_1: 0.3835 (0.3881) loss_vfl_dn_2: 0.3692 (0.3722) loss_vfl_dn_3: 0.3533 (0.3648) loss_vfl_dn_4: 0.3498 (0.3621) loss_vfl_dn_5: 0.3494 (0.3613) time: 0.4790 data: 0.0150 max mem: 5654 Epoch: [42] [6800/7393] eta: 0:04:47 lr: 0.000010 loss: 15.8663 (15.9159) loss_bbox: 0.1437 (0.1540) loss_bbox_aux_0: 0.1518 (0.1673) loss_bbox_aux_1: 0.1510 (0.1586) loss_bbox_aux_2: 0.1430 (0.1561) loss_bbox_aux_3: 0.1398 (0.1547) loss_bbox_aux_4: 0.1437 (0.1540) loss_bbox_aux_5: 0.1923 (0.2047) loss_bbox_dn_0: 0.2531 (0.2699) loss_bbox_dn_1: 0.1887 (0.1991) loss_bbox_dn_2: 0.1736 (0.1782) loss_bbox_dn_3: 0.1703 (0.1721) loss_bbox_dn_4: 0.1675 (0.1707) loss_bbox_dn_5: 0.1674 (0.1707) loss_giou: 0.5041 (0.4763) loss_giou_aux_0: 0.5333 (0.5007) loss_giou_aux_1: 0.5196 (0.4862) loss_giou_aux_2: 0.5114 (0.4808) loss_giou_aux_3: 0.5037 (0.4779) loss_giou_aux_4: 0.5038 (0.4764) loss_giou_aux_5: 0.5809 (0.5656) loss_giou_dn_0: 0.6152 (0.5828) loss_giou_dn_1: 0.4966 (0.4757) loss_giou_dn_2: 0.4629 (0.4454) loss_giou_dn_3: 0.4501 (0.4371) loss_giou_dn_4: 0.4464 (0.4351) loss_giou_dn_5: 0.4465 (0.4353) loss_vfl: 0.6716 (0.6753) loss_vfl_aux_0: 0.7630 (0.7820) loss_vfl_aux_1: 0.7353 (0.7394) loss_vfl_aux_2: 0.6922 (0.7037) loss_vfl_aux_3: 0.6836 (0.6865) loss_vfl_aux_4: 0.6744 (0.6790) loss_vfl_aux_5: 0.7388 (0.7623) loss_vfl_dn_0: 0.4516 (0.4537) loss_vfl_dn_1: 0.3819 (0.3881) loss_vfl_dn_2: 0.3656 (0.3721) loss_vfl_dn_3: 0.3604 (0.3648) loss_vfl_dn_4: 0.3596 (0.3621) loss_vfl_dn_5: 0.3595 (0.3613) time: 0.4771 data: 0.0150 max mem: 5654 Epoch: [42] [6900/7393] eta: 0:03:59 lr: 0.000010 loss: 15.1669 (15.9169) loss_bbox: 0.1487 (0.1539) loss_bbox_aux_0: 0.1618 (0.1672) loss_bbox_aux_1: 0.1507 (0.1586) loss_bbox_aux_2: 0.1558 (0.1561) loss_bbox_aux_3: 0.1553 (0.1547) loss_bbox_aux_4: 0.1486 (0.1539) loss_bbox_aux_5: 0.2046 (0.2047) loss_bbox_dn_0: 0.2588 (0.2699) loss_bbox_dn_1: 0.2079 (0.1991) loss_bbox_dn_2: 0.1874 (0.1782) loss_bbox_dn_3: 0.1768 (0.1721) loss_bbox_dn_4: 0.1774 (0.1707) loss_bbox_dn_5: 0.1774 (0.1707) loss_giou: 0.4169 (0.4765) loss_giou_aux_0: 0.4494 (0.5009) loss_giou_aux_1: 0.4234 (0.4864) loss_giou_aux_2: 0.4255 (0.4810) loss_giou_aux_3: 0.4131 (0.4781) loss_giou_aux_4: 0.4119 (0.4766) loss_giou_aux_5: 0.5139 (0.5658) loss_giou_dn_0: 0.5253 (0.5830) loss_giou_dn_1: 0.4321 (0.4758) loss_giou_dn_2: 0.4025 (0.4456) loss_giou_dn_3: 0.3923 (0.4373) loss_giou_dn_4: 0.3928 (0.4353) loss_giou_dn_5: 0.3926 (0.4354) loss_vfl: 0.6459 (0.6752) loss_vfl_aux_0: 0.7392 (0.7819) loss_vfl_aux_1: 0.7044 (0.7393) loss_vfl_aux_2: 0.6625 (0.7035) loss_vfl_aux_3: 0.6551 (0.6863) loss_vfl_aux_4: 0.6534 (0.6789) loss_vfl_aux_5: 0.7258 (0.7621) loss_vfl_dn_0: 0.4502 (0.4537) loss_vfl_dn_1: 0.3783 (0.3881) loss_vfl_dn_2: 0.3598 (0.3722) loss_vfl_dn_3: 0.3526 (0.3648) loss_vfl_dn_4: 0.3519 (0.3621) loss_vfl_dn_5: 0.3515 (0.3613) time: 0.4800 data: 0.0144 max mem: 5654 Epoch: [42] [7000/7393] eta: 0:03:10 lr: 0.000010 loss: 16.0298 (15.9169) loss_bbox: 0.1439 (0.1540) loss_bbox_aux_0: 0.1601 (0.1672) loss_bbox_aux_1: 0.1506 (0.1586) loss_bbox_aux_2: 0.1455 (0.1561) loss_bbox_aux_3: 0.1465 (0.1547) loss_bbox_aux_4: 0.1431 (0.1539) loss_bbox_aux_5: 0.1911 (0.2047) loss_bbox_dn_0: 0.2438 (0.2698) loss_bbox_dn_1: 0.1856 (0.1991) loss_bbox_dn_2: 0.1573 (0.1782) loss_bbox_dn_3: 0.1503 (0.1721) loss_bbox_dn_4: 0.1487 (0.1706) loss_bbox_dn_5: 0.1487 (0.1707) loss_giou: 0.4873 (0.4765) loss_giou_aux_0: 0.5043 (0.5009) loss_giou_aux_1: 0.4969 (0.4864) loss_giou_aux_2: 0.4888 (0.4810) loss_giou_aux_3: 0.4910 (0.4781) loss_giou_aux_4: 0.4909 (0.4767) loss_giou_aux_5: 0.5688 (0.5657) loss_giou_dn_0: 0.5664 (0.5829) loss_giou_dn_1: 0.4665 (0.4758) loss_giou_dn_2: 0.4454 (0.4456) loss_giou_dn_3: 0.4375 (0.4373) loss_giou_dn_4: 0.4353 (0.4352) loss_giou_dn_5: 0.4354 (0.4354) loss_vfl: 0.6815 (0.6752) loss_vfl_aux_0: 0.7837 (0.7820) loss_vfl_aux_1: 0.7317 (0.7393) loss_vfl_aux_2: 0.7092 (0.7036) loss_vfl_aux_3: 0.6977 (0.6864) loss_vfl_aux_4: 0.6845 (0.6789) loss_vfl_aux_5: 0.7711 (0.7623) loss_vfl_dn_0: 0.4589 (0.4537) loss_vfl_dn_1: 0.3911 (0.3881) loss_vfl_dn_2: 0.3742 (0.3722) loss_vfl_dn_3: 0.3663 (0.3648) loss_vfl_dn_4: 0.3638 (0.3622) loss_vfl_dn_5: 0.3626 (0.3614) time: 0.4714 data: 0.0141 max mem: 5654 Epoch: [42] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 16.4169 (15.9204) loss_bbox: 0.1442 (0.1540) loss_bbox_aux_0: 0.1746 (0.1673) loss_bbox_aux_1: 0.1438 (0.1587) loss_bbox_aux_2: 0.1424 (0.1562) loss_bbox_aux_3: 0.1394 (0.1547) loss_bbox_aux_4: 0.1506 (0.1540) loss_bbox_aux_5: 0.1895 (0.2048) loss_bbox_dn_0: 0.2427 (0.2701) loss_bbox_dn_1: 0.1930 (0.1993) loss_bbox_dn_2: 0.1737 (0.1784) loss_bbox_dn_3: 0.1650 (0.1722) loss_bbox_dn_4: 0.1628 (0.1708) loss_bbox_dn_5: 0.1628 (0.1708) loss_giou: 0.4854 (0.4765) loss_giou_aux_0: 0.5120 (0.5008) loss_giou_aux_1: 0.4902 (0.4864) loss_giou_aux_2: 0.4874 (0.4810) loss_giou_aux_3: 0.4892 (0.4781) loss_giou_aux_4: 0.4871 (0.4766) loss_giou_aux_5: 0.5954 (0.5657) loss_giou_dn_0: 0.5863 (0.5830) loss_giou_dn_1: 0.4833 (0.4758) loss_giou_dn_2: 0.4498 (0.4456) loss_giou_dn_3: 0.4404 (0.4373) loss_giou_dn_4: 0.4384 (0.4352) loss_giou_dn_5: 0.4389 (0.4354) loss_vfl: 0.6852 (0.6754) loss_vfl_aux_0: 0.7500 (0.7823) loss_vfl_aux_1: 0.7314 (0.7396) loss_vfl_aux_2: 0.7175 (0.7038) loss_vfl_aux_3: 0.6827 (0.6866) loss_vfl_aux_4: 0.6870 (0.6791) loss_vfl_aux_5: 0.7435 (0.7626) loss_vfl_dn_0: 0.4513 (0.4537) loss_vfl_dn_1: 0.3928 (0.3882) loss_vfl_dn_2: 0.3801 (0.3722) loss_vfl_dn_3: 0.3709 (0.3648) loss_vfl_dn_4: 0.3671 (0.3622) loss_vfl_dn_5: 0.3668 (0.3614) time: 0.4812 data: 0.0145 max mem: 5654 Epoch: [42] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 15.6651 (15.9189) loss_bbox: 0.1363 (0.1540) loss_bbox_aux_0: 0.1480 (0.1673) loss_bbox_aux_1: 0.1459 (0.1587) loss_bbox_aux_2: 0.1513 (0.1562) loss_bbox_aux_3: 0.1387 (0.1547) loss_bbox_aux_4: 0.1357 (0.1540) loss_bbox_aux_5: 0.1941 (0.2048) loss_bbox_dn_0: 0.2657 (0.2701) loss_bbox_dn_1: 0.1795 (0.1992) loss_bbox_dn_2: 0.1579 (0.1783) loss_bbox_dn_3: 0.1533 (0.1722) loss_bbox_dn_4: 0.1504 (0.1708) loss_bbox_dn_5: 0.1504 (0.1708) loss_giou: 0.4517 (0.4764) loss_giou_aux_0: 0.4654 (0.5007) loss_giou_aux_1: 0.4609 (0.4863) loss_giou_aux_2: 0.4592 (0.4809) loss_giou_aux_3: 0.4467 (0.4780) loss_giou_aux_4: 0.4473 (0.4766) loss_giou_aux_5: 0.5273 (0.5656) loss_giou_dn_0: 0.5877 (0.5829) loss_giou_dn_1: 0.4738 (0.4757) loss_giou_dn_2: 0.4398 (0.4455) loss_giou_dn_3: 0.4296 (0.4372) loss_giou_dn_4: 0.4283 (0.4351) loss_giou_dn_5: 0.4286 (0.4353) loss_vfl: 0.6604 (0.6754) loss_vfl_aux_0: 0.7739 (0.7822) loss_vfl_aux_1: 0.7310 (0.7396) loss_vfl_aux_2: 0.6847 (0.7037) loss_vfl_aux_3: 0.6617 (0.6866) loss_vfl_aux_4: 0.6593 (0.6791) loss_vfl_aux_5: 0.7444 (0.7626) loss_vfl_dn_0: 0.4511 (0.4538) loss_vfl_dn_1: 0.3825 (0.3882) loss_vfl_dn_2: 0.3673 (0.3722) loss_vfl_dn_3: 0.3598 (0.3648) loss_vfl_dn_4: 0.3551 (0.3622) loss_vfl_dn_5: 0.3551 (0.3614) time: 0.4791 data: 0.0143 max mem: 5654 Epoch: [42] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.8452 (15.9217) loss_bbox: 0.1406 (0.1540) loss_bbox_aux_0: 0.1520 (0.1673) loss_bbox_aux_1: 0.1414 (0.1587) loss_bbox_aux_2: 0.1477 (0.1562) loss_bbox_aux_3: 0.1435 (0.1547) loss_bbox_aux_4: 0.1409 (0.1540) loss_bbox_aux_5: 0.1888 (0.2048) loss_bbox_dn_0: 0.2455 (0.2700) loss_bbox_dn_1: 0.1837 (0.1992) loss_bbox_dn_2: 0.1568 (0.1783) loss_bbox_dn_3: 0.1576 (0.1722) loss_bbox_dn_4: 0.1560 (0.1708) loss_bbox_dn_5: 0.1560 (0.1708) loss_giou: 0.4510 (0.4766) loss_giou_aux_0: 0.4926 (0.5009) loss_giou_aux_1: 0.4569 (0.4865) loss_giou_aux_2: 0.4534 (0.4811) loss_giou_aux_3: 0.4442 (0.4782) loss_giou_aux_4: 0.4515 (0.4768) loss_giou_aux_5: 0.5658 (0.5658) loss_giou_dn_0: 0.5694 (0.5831) loss_giou_dn_1: 0.4769 (0.4759) loss_giou_dn_2: 0.4478 (0.4457) loss_giou_dn_3: 0.4360 (0.4374) loss_giou_dn_4: 0.4339 (0.4353) loss_giou_dn_5: 0.4341 (0.4355) loss_vfl: 0.6504 (0.6755) loss_vfl_aux_0: 0.7454 (0.7823) loss_vfl_aux_1: 0.7028 (0.7395) loss_vfl_aux_2: 0.6682 (0.7037) loss_vfl_aux_3: 0.6552 (0.6866) loss_vfl_aux_4: 0.6573 (0.6791) loss_vfl_aux_5: 0.7294 (0.7626) loss_vfl_dn_0: 0.4517 (0.4538) loss_vfl_dn_1: 0.3830 (0.3882) loss_vfl_dn_2: 0.3633 (0.3722) loss_vfl_dn_3: 0.3595 (0.3648) loss_vfl_dn_4: 0.3569 (0.3622) loss_vfl_dn_5: 0.3571 (0.3614) time: 0.4812 data: 0.0140 max mem: 5654 Epoch: [42] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.8250 (15.9187) loss_bbox: 0.1494 (0.1540) loss_bbox_aux_0: 0.1568 (0.1672) loss_bbox_aux_1: 0.1567 (0.1587) loss_bbox_aux_2: 0.1491 (0.1562) loss_bbox_aux_3: 0.1492 (0.1547) loss_bbox_aux_4: 0.1509 (0.1540) loss_bbox_aux_5: 0.1801 (0.2047) loss_bbox_dn_0: 0.2444 (0.2699) loss_bbox_dn_1: 0.1835 (0.1991) loss_bbox_dn_2: 0.1665 (0.1782) loss_bbox_dn_3: 0.1603 (0.1721) loss_bbox_dn_4: 0.1514 (0.1707) loss_bbox_dn_5: 0.1513 (0.1707) loss_giou: 0.4700 (0.4765) loss_giou_aux_0: 0.4824 (0.5008) loss_giou_aux_1: 0.4806 (0.4864) loss_giou_aux_2: 0.4716 (0.4810) loss_giou_aux_3: 0.4716 (0.4781) loss_giou_aux_4: 0.4703 (0.4767) loss_giou_aux_5: 0.5454 (0.5657) loss_giou_dn_0: 0.5751 (0.5830) loss_giou_dn_1: 0.4691 (0.4759) loss_giou_dn_2: 0.4426 (0.4456) loss_giou_dn_3: 0.4306 (0.4373) loss_giou_dn_4: 0.4299 (0.4352) loss_giou_dn_5: 0.4297 (0.4354) loss_vfl: 0.6580 (0.6753) loss_vfl_aux_0: 0.7681 (0.7823) loss_vfl_aux_1: 0.7074 (0.7392) loss_vfl_aux_2: 0.6908 (0.7036) loss_vfl_aux_3: 0.6652 (0.6865) loss_vfl_aux_4: 0.6590 (0.6789) loss_vfl_aux_5: 0.7471 (0.7625) loss_vfl_dn_0: 0.4548 (0.4537) loss_vfl_dn_1: 0.3952 (0.3881) loss_vfl_dn_2: 0.3774 (0.3722) loss_vfl_dn_3: 0.3691 (0.3648) loss_vfl_dn_4: 0.3675 (0.3622) loss_vfl_dn_5: 0.3660 (0.3614) time: 0.4757 data: 0.0140 max mem: 5654 Epoch: [42] Total time: 0:59:46 (0.4851 s / it) Averaged stats: lr: 0.000010 loss: 15.8250 (15.9187) loss_bbox: 0.1494 (0.1540) loss_bbox_aux_0: 0.1568 (0.1672) loss_bbox_aux_1: 0.1567 (0.1587) loss_bbox_aux_2: 0.1491 (0.1562) loss_bbox_aux_3: 0.1492 (0.1547) loss_bbox_aux_4: 0.1509 (0.1540) loss_bbox_aux_5: 0.1801 (0.2047) loss_bbox_dn_0: 0.2444 (0.2699) loss_bbox_dn_1: 0.1835 (0.1991) loss_bbox_dn_2: 0.1665 (0.1782) loss_bbox_dn_3: 0.1603 (0.1721) loss_bbox_dn_4: 0.1514 (0.1707) loss_bbox_dn_5: 0.1513 (0.1707) loss_giou: 0.4700 (0.4765) loss_giou_aux_0: 0.4824 (0.5008) loss_giou_aux_1: 0.4806 (0.4864) loss_giou_aux_2: 0.4716 (0.4810) loss_giou_aux_3: 0.4716 (0.4781) loss_giou_aux_4: 0.4703 (0.4767) loss_giou_aux_5: 0.5454 (0.5657) loss_giou_dn_0: 0.5751 (0.5830) loss_giou_dn_1: 0.4691 (0.4759) loss_giou_dn_2: 0.4426 (0.4456) loss_giou_dn_3: 0.4306 (0.4373) loss_giou_dn_4: 0.4299 (0.4352) loss_giou_dn_5: 0.4297 (0.4354) loss_vfl: 0.6580 (0.6753) loss_vfl_aux_0: 0.7681 (0.7823) loss_vfl_aux_1: 0.7074 (0.7392) loss_vfl_aux_2: 0.6908 (0.7036) loss_vfl_aux_3: 0.6652 (0.6865) loss_vfl_aux_4: 0.6590 (0.6789) loss_vfl_aux_5: 0.7471 (0.7625) loss_vfl_dn_0: 0.4548 (0.4537) loss_vfl_dn_1: 0.3952 (0.3881) loss_vfl_dn_2: 0.3774 (0.3722) loss_vfl_dn_3: 0.3691 (0.3648) loss_vfl_dn_4: 0.3675 (0.3622) loss_vfl_dn_5: 0.3660 (0.3614) Test: [ 0/157] eta: 0:04:12 time: 1.6082 data: 1.1972 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5108 data: 0.1336 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3962 data: 0.0271 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3937 data: 0.0275 max mem: 5654 Test: [ 40/157] eta: 0:01:10 time: 0.7633 data: 0.0282 max mem: 5654 Test: [ 50/157] eta: 0:01:00 time: 0.7673 data: 0.0281 max mem: 5654 Test: [ 60/157] eta: 0:00:52 time: 0.4057 data: 0.0275 max mem: 5654 Test: [ 70/157] eta: 0:00:45 time: 0.3970 data: 0.0268 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.4007 data: 0.0270 max mem: 5654 Test: [ 90/157] eta: 0:00:33 time: 0.4086 data: 0.0275 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3990 data: 0.0276 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.4025 data: 0.0276 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3960 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3906 data: 0.0274 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3897 data: 0.0273 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6687 data: 0.0262 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6597 data: 0.0257 max mem: 5654 Test: Total time: 0:01:16 (0.4899 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.08s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 41, 'coco_eval_bbox': 0.5243968042098192} Epoch: [43] [ 0/7393] eta: 8:49:29 lr: 0.000010 loss: 17.5184 (17.5184) loss_bbox: 0.1486 (0.1486) loss_bbox_aux_0: 0.1525 (0.1525) loss_bbox_aux_1: 0.1438 (0.1438) loss_bbox_aux_2: 0.1496 (0.1496) loss_bbox_aux_3: 0.1497 (0.1497) loss_bbox_aux_4: 0.1474 (0.1474) loss_bbox_aux_5: 0.1578 (0.1578) loss_bbox_dn_0: 0.1972 (0.1972) loss_bbox_dn_1: 0.1510 (0.1510) loss_bbox_dn_2: 0.1365 (0.1365) loss_bbox_dn_3: 0.1371 (0.1371) loss_bbox_dn_4: 0.1372 (0.1372) loss_bbox_dn_5: 0.1372 (0.1372) loss_giou: 0.5829 (0.5829) loss_giou_aux_0: 0.6147 (0.6147) loss_giou_aux_1: 0.6042 (0.6042) loss_giou_aux_2: 0.6041 (0.6041) loss_giou_aux_3: 0.5856 (0.5856) loss_giou_aux_4: 0.5788 (0.5788) loss_giou_aux_5: 0.6463 (0.6463) loss_giou_dn_0: 0.6611 (0.6611) loss_giou_dn_1: 0.5675 (0.5675) loss_giou_dn_2: 0.5356 (0.5356) loss_giou_dn_3: 0.5301 (0.5301) loss_giou_dn_4: 0.5285 (0.5285) loss_giou_dn_5: 0.5284 (0.5284) loss_vfl: 0.7621 (0.7621) loss_vfl_aux_0: 0.8174 (0.8174) loss_vfl_aux_1: 0.8022 (0.8022) loss_vfl_aux_2: 0.7747 (0.7747) loss_vfl_aux_3: 0.7837 (0.7837) loss_vfl_aux_4: 0.7733 (0.7733) loss_vfl_aux_5: 0.8203 (0.8203) loss_vfl_dn_0: 0.4606 (0.4606) loss_vfl_dn_1: 0.4150 (0.4150) loss_vfl_dn_2: 0.4032 (0.4032) loss_vfl_dn_3: 0.3997 (0.3997) loss_vfl_dn_4: 0.3968 (0.3968) loss_vfl_dn_5: 0.3959 (0.3959) time: 4.2972 data: 2.9933 max mem: 5654 Epoch: [43] [ 100/7393] eta: 1:03:50 lr: 0.000010 loss: 14.8659 (15.6948) loss_bbox: 0.1419 (0.1534) loss_bbox_aux_0: 0.1575 (0.1641) loss_bbox_aux_1: 0.1575 (0.1570) loss_bbox_aux_2: 0.1483 (0.1545) loss_bbox_aux_3: 0.1452 (0.1536) loss_bbox_aux_4: 0.1488 (0.1533) loss_bbox_aux_5: 0.1988 (0.2064) loss_bbox_dn_0: 0.2453 (0.2726) loss_bbox_dn_1: 0.1807 (0.2001) loss_bbox_dn_2: 0.1625 (0.1794) loss_bbox_dn_3: 0.1548 (0.1733) loss_bbox_dn_4: 0.1536 (0.1721) loss_bbox_dn_5: 0.1535 (0.1721) loss_giou: 0.4317 (0.4568) loss_giou_aux_0: 0.4661 (0.4782) loss_giou_aux_1: 0.4219 (0.4639) loss_giou_aux_2: 0.4406 (0.4589) loss_giou_aux_3: 0.4355 (0.4595) loss_giou_aux_4: 0.4324 (0.4574) loss_giou_aux_5: 0.5360 (0.5459) loss_giou_dn_0: 0.5537 (0.5683) loss_giou_dn_1: 0.4465 (0.4613) loss_giou_dn_2: 0.4151 (0.4306) loss_giou_dn_3: 0.4038 (0.4223) loss_giou_dn_4: 0.4026 (0.4205) loss_giou_dn_5: 0.4026 (0.4206) loss_vfl: 0.6270 (0.6742) loss_vfl_aux_0: 0.7455 (0.8028) loss_vfl_aux_1: 0.6957 (0.7443) loss_vfl_aux_2: 0.6613 (0.7062) loss_vfl_aux_3: 0.6698 (0.6835) loss_vfl_aux_4: 0.6343 (0.6784) loss_vfl_aux_5: 0.7231 (0.7675) loss_vfl_dn_0: 0.4509 (0.4528) loss_vfl_dn_1: 0.3823 (0.3848) loss_vfl_dn_2: 0.3621 (0.3683) loss_vfl_dn_3: 0.3545 (0.3607) loss_vfl_dn_4: 0.3522 (0.3582) loss_vfl_dn_5: 0.3522 (0.3572) time: 0.4821 data: 0.0154 max mem: 5654 Epoch: [43] [ 200/7393] eta: 1:00:24 lr: 0.000010 loss: 15.3659 (15.7432) loss_bbox: 0.1553 (0.1531) loss_bbox_aux_0: 0.1719 (0.1645) loss_bbox_aux_1: 0.1521 (0.1566) loss_bbox_aux_2: 0.1523 (0.1546) loss_bbox_aux_3: 0.1438 (0.1526) loss_bbox_aux_4: 0.1546 (0.1527) loss_bbox_aux_5: 0.2213 (0.2060) loss_bbox_dn_0: 0.2630 (0.2691) loss_bbox_dn_1: 0.1968 (0.1968) loss_bbox_dn_2: 0.1761 (0.1763) loss_bbox_dn_3: 0.1705 (0.1704) loss_bbox_dn_4: 0.1710 (0.1691) loss_bbox_dn_5: 0.1710 (0.1691) loss_giou: 0.3843 (0.4658) loss_giou_aux_0: 0.4293 (0.4876) loss_giou_aux_1: 0.3999 (0.4739) loss_giou_aux_2: 0.3873 (0.4691) loss_giou_aux_3: 0.3858 (0.4675) loss_giou_aux_4: 0.3839 (0.4667) loss_giou_aux_5: 0.4902 (0.5548) loss_giou_dn_0: 0.5328 (0.5717) loss_giou_dn_1: 0.4291 (0.4646) loss_giou_dn_2: 0.4001 (0.4341) loss_giou_dn_3: 0.3915 (0.4259) loss_giou_dn_4: 0.3913 (0.4240) loss_giou_dn_5: 0.3913 (0.4242) loss_vfl: 0.6870 (0.6723) loss_vfl_aux_0: 0.7939 (0.7952) loss_vfl_aux_1: 0.7629 (0.7409) loss_vfl_aux_2: 0.7092 (0.7010) loss_vfl_aux_3: 0.6908 (0.6831) loss_vfl_aux_4: 0.6870 (0.6761) loss_vfl_aux_5: 0.7665 (0.7632) loss_vfl_dn_0: 0.4523 (0.4539) loss_vfl_dn_1: 0.3821 (0.3862) loss_vfl_dn_2: 0.3656 (0.3698) loss_vfl_dn_3: 0.3593 (0.3623) loss_vfl_dn_4: 0.3556 (0.3597) loss_vfl_dn_5: 0.3553 (0.3586) time: 0.4804 data: 0.0143 max mem: 5654 Epoch: [43] [ 300/7393] eta: 0:58:30 lr: 0.000010 loss: 15.4447 (15.8429) loss_bbox: 0.1603 (0.1536) loss_bbox_aux_0: 0.1622 (0.1659) loss_bbox_aux_1: 0.1596 (0.1577) loss_bbox_aux_2: 0.1586 (0.1555) loss_bbox_aux_3: 0.1626 (0.1531) loss_bbox_aux_4: 0.1566 (0.1532) loss_bbox_aux_5: 0.2050 (0.2059) loss_bbox_dn_0: 0.2406 (0.2694) loss_bbox_dn_1: 0.1705 (0.1976) loss_bbox_dn_2: 0.1544 (0.1769) loss_bbox_dn_3: 0.1506 (0.1710) loss_bbox_dn_4: 0.1514 (0.1697) loss_bbox_dn_5: 0.1514 (0.1697) loss_giou: 0.5164 (0.4748) loss_giou_aux_0: 0.5184 (0.4971) loss_giou_aux_1: 0.5141 (0.4836) loss_giou_aux_2: 0.5145 (0.4786) loss_giou_aux_3: 0.5169 (0.4759) loss_giou_aux_4: 0.5164 (0.4753) loss_giou_aux_5: 0.5792 (0.5628) loss_giou_dn_0: 0.5752 (0.5764) loss_giou_dn_1: 0.4757 (0.4695) loss_giou_dn_2: 0.4518 (0.4391) loss_giou_dn_3: 0.4435 (0.4310) loss_giou_dn_4: 0.4425 (0.4292) loss_giou_dn_5: 0.4429 (0.4293) loss_vfl: 0.6396 (0.6734) loss_vfl_aux_0: 0.7419 (0.7888) loss_vfl_aux_1: 0.7082 (0.7365) loss_vfl_aux_2: 0.6659 (0.7003) loss_vfl_aux_3: 0.6481 (0.6849) loss_vfl_aux_4: 0.6428 (0.6773) loss_vfl_aux_5: 0.7479 (0.7616) loss_vfl_dn_0: 0.4468 (0.4538) loss_vfl_dn_1: 0.3858 (0.3873) loss_vfl_dn_2: 0.3745 (0.3715) loss_vfl_dn_3: 0.3650 (0.3640) loss_vfl_dn_4: 0.3634 (0.3613) loss_vfl_dn_5: 0.3635 (0.3604) time: 0.4620 data: 0.0152 max mem: 5654 Epoch: [43] [ 400/7393] eta: 0:57:12 lr: 0.000010 loss: 15.8818 (15.8606) loss_bbox: 0.1493 (0.1529) loss_bbox_aux_0: 0.1625 (0.1648) loss_bbox_aux_1: 0.1521 (0.1569) loss_bbox_aux_2: 0.1490 (0.1548) loss_bbox_aux_3: 0.1475 (0.1525) loss_bbox_aux_4: 0.1445 (0.1525) loss_bbox_aux_5: 0.1971 (0.2048) loss_bbox_dn_0: 0.2392 (0.2683) loss_bbox_dn_1: 0.1729 (0.1967) loss_bbox_dn_2: 0.1551 (0.1762) loss_bbox_dn_3: 0.1471 (0.1704) loss_bbox_dn_4: 0.1451 (0.1690) loss_bbox_dn_5: 0.1451 (0.1690) loss_giou: 0.4885 (0.4775) loss_giou_aux_0: 0.5153 (0.5001) loss_giou_aux_1: 0.4992 (0.4865) loss_giou_aux_2: 0.5009 (0.4814) loss_giou_aux_3: 0.4876 (0.4787) loss_giou_aux_4: 0.4926 (0.4779) loss_giou_aux_5: 0.5643 (0.5654) loss_giou_dn_0: 0.5869 (0.5787) loss_giou_dn_1: 0.4733 (0.4717) loss_giou_dn_2: 0.4473 (0.4415) loss_giou_dn_3: 0.4415 (0.4334) loss_giou_dn_4: 0.4405 (0.4316) loss_giou_dn_5: 0.4405 (0.4317) loss_vfl: 0.6459 (0.6725) loss_vfl_aux_0: 0.7552 (0.7862) loss_vfl_aux_1: 0.7088 (0.7359) loss_vfl_aux_2: 0.6747 (0.6996) loss_vfl_aux_3: 0.6685 (0.6838) loss_vfl_aux_4: 0.6367 (0.6764) loss_vfl_aux_5: 0.7189 (0.7624) loss_vfl_dn_0: 0.4456 (0.4538) loss_vfl_dn_1: 0.3877 (0.3873) loss_vfl_dn_2: 0.3744 (0.3717) loss_vfl_dn_3: 0.3667 (0.3641) loss_vfl_dn_4: 0.3629 (0.3615) loss_vfl_dn_5: 0.3627 (0.3606) time: 0.4796 data: 0.0148 max mem: 5654 Epoch: [43] [ 500/7393] eta: 0:56:07 lr: 0.000010 loss: 15.0184 (15.8801) loss_bbox: 0.1373 (0.1528) loss_bbox_aux_0: 0.1505 (0.1650) loss_bbox_aux_1: 0.1438 (0.1568) loss_bbox_aux_2: 0.1449 (0.1547) loss_bbox_aux_3: 0.1368 (0.1525) loss_bbox_aux_4: 0.1374 (0.1526) loss_bbox_aux_5: 0.1919 (0.2050) loss_bbox_dn_0: 0.2841 (0.2694) loss_bbox_dn_1: 0.2029 (0.1977) loss_bbox_dn_2: 0.1845 (0.1771) loss_bbox_dn_3: 0.1794 (0.1712) loss_bbox_dn_4: 0.1765 (0.1699) loss_bbox_dn_5: 0.1764 (0.1698) loss_giou: 0.4036 (0.4782) loss_giou_aux_0: 0.4188 (0.5016) loss_giou_aux_1: 0.4117 (0.4878) loss_giou_aux_2: 0.4086 (0.4821) loss_giou_aux_3: 0.4142 (0.4795) loss_giou_aux_4: 0.4039 (0.4785) loss_giou_aux_5: 0.5140 (0.5669) loss_giou_dn_0: 0.5201 (0.5792) loss_giou_dn_1: 0.4155 (0.4726) loss_giou_dn_2: 0.3830 (0.4424) loss_giou_dn_3: 0.3811 (0.4344) loss_giou_dn_4: 0.3817 (0.4325) loss_giou_dn_5: 0.3815 (0.4326) loss_vfl: 0.6591 (0.6730) loss_vfl_aux_0: 0.7824 (0.7866) loss_vfl_aux_1: 0.7374 (0.7353) loss_vfl_aux_2: 0.6969 (0.7007) loss_vfl_aux_3: 0.6747 (0.6848) loss_vfl_aux_4: 0.6634 (0.6768) loss_vfl_aux_5: 0.7674 (0.7631) loss_vfl_dn_0: 0.4536 (0.4538) loss_vfl_dn_1: 0.3773 (0.3870) loss_vfl_dn_2: 0.3617 (0.3713) loss_vfl_dn_3: 0.3526 (0.3637) loss_vfl_dn_4: 0.3504 (0.3610) loss_vfl_dn_5: 0.3496 (0.3602) time: 0.4725 data: 0.0142 max mem: 5654 Epoch: [43] [ 600/7393] eta: 0:55:10 lr: 0.000010 loss: 15.3480 (15.9051) loss_bbox: 0.1507 (0.1540) loss_bbox_aux_0: 0.1543 (0.1660) loss_bbox_aux_1: 0.1512 (0.1581) loss_bbox_aux_2: 0.1504 (0.1561) loss_bbox_aux_3: 0.1456 (0.1538) loss_bbox_aux_4: 0.1515 (0.1539) loss_bbox_aux_5: 0.1811 (0.2056) loss_bbox_dn_0: 0.2517 (0.2724) loss_bbox_dn_1: 0.1913 (0.2003) loss_bbox_dn_2: 0.1722 (0.1794) loss_bbox_dn_3: 0.1627 (0.1735) loss_bbox_dn_4: 0.1615 (0.1721) loss_bbox_dn_5: 0.1614 (0.1721) loss_giou: 0.4400 (0.4767) loss_giou_aux_0: 0.4470 (0.5000) loss_giou_aux_1: 0.4347 (0.4863) loss_giou_aux_2: 0.4304 (0.4811) loss_giou_aux_3: 0.4365 (0.4780) loss_giou_aux_4: 0.4402 (0.4770) loss_giou_aux_5: 0.5164 (0.5654) loss_giou_dn_0: 0.5480 (0.5801) loss_giou_dn_1: 0.4374 (0.4732) loss_giou_dn_2: 0.4106 (0.4430) loss_giou_dn_3: 0.4010 (0.4349) loss_giou_dn_4: 0.4021 (0.4329) loss_giou_dn_5: 0.4022 (0.4331) loss_vfl: 0.6460 (0.6742) loss_vfl_aux_0: 0.7560 (0.7879) loss_vfl_aux_1: 0.7079 (0.7359) loss_vfl_aux_2: 0.6808 (0.7012) loss_vfl_aux_3: 0.6516 (0.6863) loss_vfl_aux_4: 0.6448 (0.6778) loss_vfl_aux_5: 0.7260 (0.7641) loss_vfl_dn_0: 0.4508 (0.4539) loss_vfl_dn_1: 0.3907 (0.3874) loss_vfl_dn_2: 0.3732 (0.3715) loss_vfl_dn_3: 0.3661 (0.3639) loss_vfl_dn_4: 0.3634 (0.3612) loss_vfl_dn_5: 0.3620 (0.3604) time: 0.4781 data: 0.0142 max mem: 5654 Epoch: [43] [ 700/7393] eta: 0:54:15 lr: 0.000010 loss: 16.0925 (15.8974) loss_bbox: 0.1599 (0.1537) loss_bbox_aux_0: 0.1689 (0.1659) loss_bbox_aux_1: 0.1624 (0.1580) loss_bbox_aux_2: 0.1617 (0.1560) loss_bbox_aux_3: 0.1580 (0.1536) loss_bbox_aux_4: 0.1633 (0.1536) loss_bbox_aux_5: 0.1995 (0.2048) loss_bbox_dn_0: 0.2683 (0.2716) loss_bbox_dn_1: 0.1922 (0.1998) loss_bbox_dn_2: 0.1709 (0.1788) loss_bbox_dn_3: 0.1600 (0.1728) loss_bbox_dn_4: 0.1567 (0.1714) loss_bbox_dn_5: 0.1568 (0.1714) loss_giou: 0.4507 (0.4774) loss_giou_aux_0: 0.4772 (0.5006) loss_giou_aux_1: 0.4597 (0.4871) loss_giou_aux_2: 0.4470 (0.4819) loss_giou_aux_3: 0.4514 (0.4788) loss_giou_aux_4: 0.4526 (0.4777) loss_giou_aux_5: 0.5345 (0.5655) loss_giou_dn_0: 0.5785 (0.5804) loss_giou_dn_1: 0.4723 (0.4736) loss_giou_dn_2: 0.4387 (0.4435) loss_giou_dn_3: 0.4316 (0.4353) loss_giou_dn_4: 0.4299 (0.4333) loss_giou_dn_5: 0.4299 (0.4335) loss_vfl: 0.6704 (0.6733) loss_vfl_aux_0: 0.7590 (0.7862) loss_vfl_aux_1: 0.7242 (0.7342) loss_vfl_aux_2: 0.6860 (0.6998) loss_vfl_aux_3: 0.6907 (0.6852) loss_vfl_aux_4: 0.6635 (0.6769) loss_vfl_aux_5: 0.7468 (0.7638) loss_vfl_dn_0: 0.4514 (0.4537) loss_vfl_dn_1: 0.3866 (0.3874) loss_vfl_dn_2: 0.3720 (0.3715) loss_vfl_dn_3: 0.3635 (0.3639) loss_vfl_dn_4: 0.3614 (0.3612) loss_vfl_dn_5: 0.3604 (0.3604) time: 0.4887 data: 0.0144 max mem: 5654 Epoch: [43] [ 800/7393] eta: 0:53:18 lr: 0.000010 loss: 16.0722 (15.8874) loss_bbox: 0.1363 (0.1544) loss_bbox_aux_0: 0.1548 (0.1665) loss_bbox_aux_1: 0.1416 (0.1585) loss_bbox_aux_2: 0.1403 (0.1565) loss_bbox_aux_3: 0.1379 (0.1542) loss_bbox_aux_4: 0.1379 (0.1542) loss_bbox_aux_5: 0.1796 (0.2052) loss_bbox_dn_0: 0.2725 (0.2729) loss_bbox_dn_1: 0.1979 (0.2008) loss_bbox_dn_2: 0.1767 (0.1798) loss_bbox_dn_3: 0.1710 (0.1738) loss_bbox_dn_4: 0.1688 (0.1723) loss_bbox_dn_5: 0.1688 (0.1723) loss_giou: 0.4402 (0.4753) loss_giou_aux_0: 0.4715 (0.4986) loss_giou_aux_1: 0.4563 (0.4852) loss_giou_aux_2: 0.4445 (0.4797) loss_giou_aux_3: 0.4379 (0.4766) loss_giou_aux_4: 0.4366 (0.4756) loss_giou_aux_5: 0.5339 (0.5634) loss_giou_dn_0: 0.5852 (0.5793) loss_giou_dn_1: 0.4678 (0.4725) loss_giou_dn_2: 0.4383 (0.4423) loss_giou_dn_3: 0.4336 (0.4341) loss_giou_dn_4: 0.4324 (0.4321) loss_giou_dn_5: 0.4323 (0.4322) loss_vfl: 0.6742 (0.6736) loss_vfl_aux_0: 0.7744 (0.7870) loss_vfl_aux_1: 0.7336 (0.7343) loss_vfl_aux_2: 0.6994 (0.7005) loss_vfl_aux_3: 0.6950 (0.6860) loss_vfl_aux_4: 0.6801 (0.6770) loss_vfl_aux_5: 0.7566 (0.7647) loss_vfl_dn_0: 0.4465 (0.4533) loss_vfl_dn_1: 0.3874 (0.3871) loss_vfl_dn_2: 0.3703 (0.3712) loss_vfl_dn_3: 0.3643 (0.3635) loss_vfl_dn_4: 0.3596 (0.3608) loss_vfl_dn_5: 0.3607 (0.3600) time: 0.4909 data: 0.0155 max mem: 5654 Epoch: [43] [ 900/7393] eta: 0:52:25 lr: 0.000010 loss: 15.8142 (15.8791) loss_bbox: 0.1541 (0.1545) loss_bbox_aux_0: 0.1714 (0.1670) loss_bbox_aux_1: 0.1658 (0.1590) loss_bbox_aux_2: 0.1591 (0.1568) loss_bbox_aux_3: 0.1576 (0.1544) loss_bbox_aux_4: 0.1531 (0.1544) loss_bbox_aux_5: 0.2136 (0.2058) loss_bbox_dn_0: 0.2973 (0.2744) loss_bbox_dn_1: 0.2079 (0.2019) loss_bbox_dn_2: 0.1892 (0.1808) loss_bbox_dn_3: 0.1910 (0.1747) loss_bbox_dn_4: 0.1899 (0.1732) loss_bbox_dn_5: 0.1900 (0.1732) loss_giou: 0.4215 (0.4732) loss_giou_aux_0: 0.4433 (0.4968) loss_giou_aux_1: 0.4321 (0.4833) loss_giou_aux_2: 0.4272 (0.4777) loss_giou_aux_3: 0.4290 (0.4745) loss_giou_aux_4: 0.4160 (0.4735) loss_giou_aux_5: 0.4926 (0.5619) loss_giou_dn_0: 0.5566 (0.5787) loss_giou_dn_1: 0.4499 (0.4715) loss_giou_dn_2: 0.4137 (0.4413) loss_giou_dn_3: 0.4058 (0.4331) loss_giou_dn_4: 0.4042 (0.4310) loss_giou_dn_5: 0.4042 (0.4312) loss_vfl: 0.6869 (0.6745) loss_vfl_aux_0: 0.7893 (0.7867) loss_vfl_aux_1: 0.7454 (0.7343) loss_vfl_aux_2: 0.7104 (0.7013) loss_vfl_aux_3: 0.6946 (0.6867) loss_vfl_aux_4: 0.7005 (0.6781) loss_vfl_aux_5: 0.7958 (0.7649) loss_vfl_dn_0: 0.4545 (0.4533) loss_vfl_dn_1: 0.3844 (0.3869) loss_vfl_dn_2: 0.3669 (0.3710) loss_vfl_dn_3: 0.3582 (0.3633) loss_vfl_dn_4: 0.3556 (0.3606) loss_vfl_dn_5: 0.3560 (0.3598) time: 0.4846 data: 0.0143 max mem: 5654 Epoch: [43] [1000/7393] eta: 0:51:37 lr: 0.000010 loss: 16.1621 (15.8733) loss_bbox: 0.1416 (0.1543) loss_bbox_aux_0: 0.1493 (0.1670) loss_bbox_aux_1: 0.1464 (0.1590) loss_bbox_aux_2: 0.1351 (0.1567) loss_bbox_aux_3: 0.1395 (0.1543) loss_bbox_aux_4: 0.1409 (0.1542) loss_bbox_aux_5: 0.1837 (0.2057) loss_bbox_dn_0: 0.2314 (0.2737) loss_bbox_dn_1: 0.1703 (0.2014) loss_bbox_dn_2: 0.1503 (0.1803) loss_bbox_dn_3: 0.1454 (0.1743) loss_bbox_dn_4: 0.1420 (0.1728) loss_bbox_dn_5: 0.1420 (0.1728) loss_giou: 0.5144 (0.4733) loss_giou_aux_0: 0.5291 (0.4969) loss_giou_aux_1: 0.5305 (0.4834) loss_giou_aux_2: 0.5338 (0.4778) loss_giou_aux_3: 0.5345 (0.4746) loss_giou_aux_4: 0.5073 (0.4735) loss_giou_aux_5: 0.6005 (0.5621) loss_giou_dn_0: 0.6159 (0.5789) loss_giou_dn_1: 0.5150 (0.4715) loss_giou_dn_2: 0.4848 (0.4412) loss_giou_dn_3: 0.4730 (0.4329) loss_giou_dn_4: 0.4699 (0.4309) loss_giou_dn_5: 0.4700 (0.4311) loss_vfl: 0.6565 (0.6744) loss_vfl_aux_0: 0.7711 (0.7861) loss_vfl_aux_1: 0.7233 (0.7339) loss_vfl_aux_2: 0.6847 (0.7008) loss_vfl_aux_3: 0.6669 (0.6864) loss_vfl_aux_4: 0.6812 (0.6782) loss_vfl_aux_5: 0.7496 (0.7643) loss_vfl_dn_0: 0.4514 (0.4530) loss_vfl_dn_1: 0.3917 (0.3869) loss_vfl_dn_2: 0.3746 (0.3710) loss_vfl_dn_3: 0.3694 (0.3632) loss_vfl_dn_4: 0.3656 (0.3606) loss_vfl_dn_5: 0.3655 (0.3598) time: 0.4803 data: 0.0140 max mem: 5654 Epoch: [43] [1100/7393] eta: 0:50:46 lr: 0.000010 loss: 15.9249 (15.8805) loss_bbox: 0.1535 (0.1542) loss_bbox_aux_0: 0.1694 (0.1671) loss_bbox_aux_1: 0.1633 (0.1590) loss_bbox_aux_2: 0.1516 (0.1567) loss_bbox_aux_3: 0.1489 (0.1542) loss_bbox_aux_4: 0.1503 (0.1541) loss_bbox_aux_5: 0.2093 (0.2057) loss_bbox_dn_0: 0.2483 (0.2734) loss_bbox_dn_1: 0.1852 (0.2013) loss_bbox_dn_2: 0.1642 (0.1802) loss_bbox_dn_3: 0.1548 (0.1741) loss_bbox_dn_4: 0.1523 (0.1726) loss_bbox_dn_5: 0.1524 (0.1726) loss_giou: 0.5185 (0.4728) loss_giou_aux_0: 0.5488 (0.4967) loss_giou_aux_1: 0.5251 (0.4832) loss_giou_aux_2: 0.5133 (0.4774) loss_giou_aux_3: 0.4984 (0.4741) loss_giou_aux_4: 0.5087 (0.4730) loss_giou_aux_5: 0.6257 (0.5619) loss_giou_dn_0: 0.6286 (0.5793) loss_giou_dn_1: 0.5004 (0.4718) loss_giou_dn_2: 0.4572 (0.4414) loss_giou_dn_3: 0.4510 (0.4331) loss_giou_dn_4: 0.4497 (0.4311) loss_giou_dn_5: 0.4498 (0.4312) loss_vfl: 0.6354 (0.6758) loss_vfl_aux_0: 0.7385 (0.7871) loss_vfl_aux_1: 0.6788 (0.7343) loss_vfl_aux_2: 0.6569 (0.7016) loss_vfl_aux_3: 0.6303 (0.6877) loss_vfl_aux_4: 0.6306 (0.6795) loss_vfl_aux_5: 0.7251 (0.7652) loss_vfl_dn_0: 0.4513 (0.4532) loss_vfl_dn_1: 0.3968 (0.3873) loss_vfl_dn_2: 0.3812 (0.3714) loss_vfl_dn_3: 0.3769 (0.3637) loss_vfl_dn_4: 0.3745 (0.3611) loss_vfl_dn_5: 0.3732 (0.3603) time: 0.4849 data: 0.0143 max mem: 5654 Epoch: [43] [1200/7393] eta: 0:49:56 lr: 0.000010 loss: 16.4229 (15.8961) loss_bbox: 0.1471 (0.1545) loss_bbox_aux_0: 0.1666 (0.1672) loss_bbox_aux_1: 0.1574 (0.1594) loss_bbox_aux_2: 0.1548 (0.1570) loss_bbox_aux_3: 0.1556 (0.1546) loss_bbox_aux_4: 0.1471 (0.1544) loss_bbox_aux_5: 0.2043 (0.2059) loss_bbox_dn_0: 0.2609 (0.2737) loss_bbox_dn_1: 0.1964 (0.2018) loss_bbox_dn_2: 0.1794 (0.1808) loss_bbox_dn_3: 0.1706 (0.1748) loss_bbox_dn_4: 0.1690 (0.1733) loss_bbox_dn_5: 0.1690 (0.1733) loss_giou: 0.4486 (0.4729) loss_giou_aux_0: 0.4621 (0.4966) loss_giou_aux_1: 0.4586 (0.4833) loss_giou_aux_2: 0.4520 (0.4776) loss_giou_aux_3: 0.4518 (0.4743) loss_giou_aux_4: 0.4512 (0.4731) loss_giou_aux_5: 0.5556 (0.5621) loss_giou_dn_0: 0.5792 (0.5797) loss_giou_dn_1: 0.4686 (0.4724) loss_giou_dn_2: 0.4402 (0.4421) loss_giou_dn_3: 0.4316 (0.4338) loss_giou_dn_4: 0.4272 (0.4317) loss_giou_dn_5: 0.4274 (0.4319) loss_vfl: 0.6819 (0.6765) loss_vfl_aux_0: 0.7831 (0.7876) loss_vfl_aux_1: 0.7030 (0.7350) loss_vfl_aux_2: 0.7102 (0.7024) loss_vfl_aux_3: 0.6983 (0.6881) loss_vfl_aux_4: 0.7008 (0.6802) loss_vfl_aux_5: 0.7246 (0.7656) loss_vfl_dn_0: 0.4565 (0.4532) loss_vfl_dn_1: 0.3925 (0.3874) loss_vfl_dn_2: 0.3790 (0.3716) loss_vfl_dn_3: 0.3707 (0.3639) loss_vfl_dn_4: 0.3699 (0.3612) loss_vfl_dn_5: 0.3687 (0.3605) time: 0.4849 data: 0.0134 max mem: 5654 Epoch: [43] [1300/7393] eta: 0:49:41 lr: 0.000010 loss: 15.9353 (15.8956) loss_bbox: 0.1513 (0.1541) loss_bbox_aux_0: 0.1638 (0.1668) loss_bbox_aux_1: 0.1628 (0.1589) loss_bbox_aux_2: 0.1586 (0.1566) loss_bbox_aux_3: 0.1518 (0.1542) loss_bbox_aux_4: 0.1571 (0.1541) loss_bbox_aux_5: 0.2067 (0.2053) loss_bbox_dn_0: 0.2624 (0.2729) loss_bbox_dn_1: 0.1945 (0.2012) loss_bbox_dn_2: 0.1778 (0.1802) loss_bbox_dn_3: 0.1730 (0.1741) loss_bbox_dn_4: 0.1748 (0.1727) loss_bbox_dn_5: 0.1748 (0.1727) loss_giou: 0.5039 (0.4735) loss_giou_aux_0: 0.5410 (0.4971) loss_giou_aux_1: 0.5081 (0.4838) loss_giou_aux_2: 0.5019 (0.4781) loss_giou_aux_3: 0.5069 (0.4749) loss_giou_aux_4: 0.5075 (0.4737) loss_giou_aux_5: 0.6013 (0.5625) loss_giou_dn_0: 0.6044 (0.5802) loss_giou_dn_1: 0.5118 (0.4730) loss_giou_dn_2: 0.4730 (0.4426) loss_giou_dn_3: 0.4643 (0.4343) loss_giou_dn_4: 0.4611 (0.4322) loss_giou_dn_5: 0.4614 (0.4324) loss_vfl: 0.6726 (0.6762) loss_vfl_aux_0: 0.7577 (0.7870) loss_vfl_aux_1: 0.7248 (0.7350) loss_vfl_aux_2: 0.6920 (0.7022) loss_vfl_aux_3: 0.6727 (0.6883) loss_vfl_aux_4: 0.6680 (0.6800) loss_vfl_aux_5: 0.7496 (0.7654) loss_vfl_dn_0: 0.4491 (0.4533) loss_vfl_dn_1: 0.3906 (0.3875) loss_vfl_dn_2: 0.3768 (0.3719) loss_vfl_dn_3: 0.3698 (0.3641) loss_vfl_dn_4: 0.3680 (0.3614) loss_vfl_dn_5: 0.3679 (0.3606) time: 0.4892 data: 0.0143 max mem: 5654 Epoch: [43] [1400/7393] eta: 0:48:50 lr: 0.000010 loss: 16.4843 (15.8831) loss_bbox: 0.1450 (0.1541) loss_bbox_aux_0: 0.1621 (0.1668) loss_bbox_aux_1: 0.1545 (0.1589) loss_bbox_aux_2: 0.1509 (0.1566) loss_bbox_aux_3: 0.1486 (0.1542) loss_bbox_aux_4: 0.1460 (0.1541) loss_bbox_aux_5: 0.1900 (0.2052) loss_bbox_dn_0: 0.2374 (0.2727) loss_bbox_dn_1: 0.1770 (0.2011) loss_bbox_dn_2: 0.1578 (0.1801) loss_bbox_dn_3: 0.1518 (0.1741) loss_bbox_dn_4: 0.1529 (0.1726) loss_bbox_dn_5: 0.1529 (0.1726) loss_giou: 0.4797 (0.4726) loss_giou_aux_0: 0.5111 (0.4963) loss_giou_aux_1: 0.5011 (0.4828) loss_giou_aux_2: 0.4933 (0.4772) loss_giou_aux_3: 0.4830 (0.4738) loss_giou_aux_4: 0.4805 (0.4728) loss_giou_aux_5: 0.5815 (0.5617) loss_giou_dn_0: 0.5970 (0.5798) loss_giou_dn_1: 0.4933 (0.4726) loss_giou_dn_2: 0.4658 (0.4422) loss_giou_dn_3: 0.4580 (0.4340) loss_giou_dn_4: 0.4549 (0.4319) loss_giou_dn_5: 0.4548 (0.4320) loss_vfl: 0.6657 (0.6762) loss_vfl_aux_0: 0.7449 (0.7862) loss_vfl_aux_1: 0.7145 (0.7345) loss_vfl_aux_2: 0.7065 (0.7022) loss_vfl_aux_3: 0.6887 (0.6885) loss_vfl_aux_4: 0.6748 (0.6799) loss_vfl_aux_5: 0.7158 (0.7649) loss_vfl_dn_0: 0.4438 (0.4531) loss_vfl_dn_1: 0.3892 (0.3874) loss_vfl_dn_2: 0.3745 (0.3717) loss_vfl_dn_3: 0.3709 (0.3639) loss_vfl_dn_4: 0.3655 (0.3612) loss_vfl_dn_5: 0.3650 (0.3605) time: 0.4902 data: 0.0142 max mem: 5654 Epoch: [43] [1500/7393] eta: 0:47:58 lr: 0.000010 loss: 16.1746 (15.8871) loss_bbox: 0.1398 (0.1542) loss_bbox_aux_0: 0.1496 (0.1668) loss_bbox_aux_1: 0.1488 (0.1591) loss_bbox_aux_2: 0.1394 (0.1566) loss_bbox_aux_3: 0.1407 (0.1543) loss_bbox_aux_4: 0.1405 (0.1542) loss_bbox_aux_5: 0.1878 (0.2051) loss_bbox_dn_0: 0.2340 (0.2723) loss_bbox_dn_1: 0.1662 (0.2009) loss_bbox_dn_2: 0.1514 (0.1800) loss_bbox_dn_3: 0.1484 (0.1740) loss_bbox_dn_4: 0.1473 (0.1726) loss_bbox_dn_5: 0.1473 (0.1726) loss_giou: 0.5256 (0.4736) loss_giou_aux_0: 0.5544 (0.4973) loss_giou_aux_1: 0.5347 (0.4837) loss_giou_aux_2: 0.5317 (0.4782) loss_giou_aux_3: 0.5278 (0.4748) loss_giou_aux_4: 0.5237 (0.4738) loss_giou_aux_5: 0.6421 (0.5625) loss_giou_dn_0: 0.6046 (0.5805) loss_giou_dn_1: 0.4980 (0.4734) loss_giou_dn_2: 0.4606 (0.4431) loss_giou_dn_3: 0.4508 (0.4349) loss_giou_dn_4: 0.4466 (0.4328) loss_giou_dn_5: 0.4478 (0.4330) loss_vfl: 0.6399 (0.6752) loss_vfl_aux_0: 0.7565 (0.7847) loss_vfl_aux_1: 0.6965 (0.7333) loss_vfl_aux_2: 0.6717 (0.7013) loss_vfl_aux_3: 0.6539 (0.6876) loss_vfl_aux_4: 0.6422 (0.6789) loss_vfl_aux_5: 0.7226 (0.7642) loss_vfl_dn_0: 0.4536 (0.4529) loss_vfl_dn_1: 0.3955 (0.3873) loss_vfl_dn_2: 0.3815 (0.3716) loss_vfl_dn_3: 0.3744 (0.3639) loss_vfl_dn_4: 0.3683 (0.3612) loss_vfl_dn_5: 0.3666 (0.3604) time: 0.4677 data: 0.0147 max mem: 5654 Epoch: [43] [1600/7393] eta: 0:47:31 lr: 0.000010 loss: 15.4562 (15.8594) loss_bbox: 0.1429 (0.1537) loss_bbox_aux_0: 0.1519 (0.1662) loss_bbox_aux_1: 0.1483 (0.1585) loss_bbox_aux_2: 0.1426 (0.1560) loss_bbox_aux_3: 0.1429 (0.1537) loss_bbox_aux_4: 0.1430 (0.1537) loss_bbox_aux_5: 0.1932 (0.2046) loss_bbox_dn_0: 0.2385 (0.2715) loss_bbox_dn_1: 0.1799 (0.2002) loss_bbox_dn_2: 0.1596 (0.1793) loss_bbox_dn_3: 0.1547 (0.1733) loss_bbox_dn_4: 0.1542 (0.1719) loss_bbox_dn_5: 0.1542 (0.1719) loss_giou: 0.4768 (0.4719) loss_giou_aux_0: 0.4930 (0.4957) loss_giou_aux_1: 0.4796 (0.4820) loss_giou_aux_2: 0.4809 (0.4764) loss_giou_aux_3: 0.4784 (0.4731) loss_giou_aux_4: 0.4745 (0.4721) loss_giou_aux_5: 0.5607 (0.5612) loss_giou_dn_0: 0.5620 (0.5793) loss_giou_dn_1: 0.4568 (0.4723) loss_giou_dn_2: 0.4309 (0.4420) loss_giou_dn_3: 0.4283 (0.4337) loss_giou_dn_4: 0.4256 (0.4316) loss_giou_dn_5: 0.4253 (0.4318) loss_vfl: 0.6827 (0.6752) loss_vfl_aux_0: 0.7723 (0.7845) loss_vfl_aux_1: 0.7360 (0.7334) loss_vfl_aux_2: 0.7026 (0.7015) loss_vfl_aux_3: 0.7043 (0.6877) loss_vfl_aux_4: 0.6892 (0.6790) loss_vfl_aux_5: 0.7548 (0.7643) loss_vfl_dn_0: 0.4558 (0.4529) loss_vfl_dn_1: 0.3913 (0.3871) loss_vfl_dn_2: 0.3724 (0.3714) loss_vfl_dn_3: 0.3642 (0.3637) loss_vfl_dn_4: 0.3635 (0.3610) loss_vfl_dn_5: 0.3608 (0.3602) time: 0.4737 data: 0.0143 max mem: 5654 Epoch: [43] [1700/7393] eta: 0:46:38 lr: 0.000010 loss: 16.0183 (15.8703) loss_bbox: 0.1587 (0.1539) loss_bbox_aux_0: 0.1692 (0.1664) loss_bbox_aux_1: 0.1534 (0.1587) loss_bbox_aux_2: 0.1551 (0.1562) loss_bbox_aux_3: 0.1653 (0.1540) loss_bbox_aux_4: 0.1667 (0.1538) loss_bbox_aux_5: 0.2001 (0.2047) loss_bbox_dn_0: 0.2526 (0.2714) loss_bbox_dn_1: 0.1844 (0.2002) loss_bbox_dn_2: 0.1624 (0.1793) loss_bbox_dn_3: 0.1592 (0.1732) loss_bbox_dn_4: 0.1583 (0.1718) loss_bbox_dn_5: 0.1582 (0.1718) loss_giou: 0.4364 (0.4730) loss_giou_aux_0: 0.4513 (0.4967) loss_giou_aux_1: 0.4387 (0.4831) loss_giou_aux_2: 0.4215 (0.4775) loss_giou_aux_3: 0.4139 (0.4741) loss_giou_aux_4: 0.4140 (0.4731) loss_giou_aux_5: 0.5296 (0.5623) loss_giou_dn_0: 0.5708 (0.5800) loss_giou_dn_1: 0.4610 (0.4729) loss_giou_dn_2: 0.4329 (0.4426) loss_giou_dn_3: 0.4176 (0.4343) loss_giou_dn_4: 0.4122 (0.4322) loss_giou_dn_5: 0.4120 (0.4324) loss_vfl: 0.6499 (0.6751) loss_vfl_aux_0: 0.7530 (0.7840) loss_vfl_aux_1: 0.6953 (0.7330) loss_vfl_aux_2: 0.6863 (0.7013) loss_vfl_aux_3: 0.6695 (0.6875) loss_vfl_aux_4: 0.6681 (0.6790) loss_vfl_aux_5: 0.7470 (0.7639) loss_vfl_dn_0: 0.4465 (0.4528) loss_vfl_dn_1: 0.3825 (0.3872) loss_vfl_dn_2: 0.3651 (0.3715) loss_vfl_dn_3: 0.3533 (0.3638) loss_vfl_dn_4: 0.3531 (0.3611) loss_vfl_dn_5: 0.3530 (0.3604) time: 0.4792 data: 0.0141 max mem: 5654 Epoch: [43] [1800/7393] eta: 0:45:44 lr: 0.000010 loss: 15.9473 (15.8758) loss_bbox: 0.1400 (0.1537) loss_bbox_aux_0: 0.1509 (0.1664) loss_bbox_aux_1: 0.1427 (0.1586) loss_bbox_aux_2: 0.1404 (0.1561) loss_bbox_aux_3: 0.1403 (0.1538) loss_bbox_aux_4: 0.1390 (0.1537) loss_bbox_aux_5: 0.1981 (0.2043) loss_bbox_dn_0: 0.2497 (0.2707) loss_bbox_dn_1: 0.1777 (0.1996) loss_bbox_dn_2: 0.1602 (0.1788) loss_bbox_dn_3: 0.1563 (0.1728) loss_bbox_dn_4: 0.1553 (0.1714) loss_bbox_dn_5: 0.1553 (0.1714) loss_giou: 0.4820 (0.4740) loss_giou_aux_0: 0.4994 (0.4979) loss_giou_aux_1: 0.4856 (0.4843) loss_giou_aux_2: 0.4836 (0.4786) loss_giou_aux_3: 0.4778 (0.4752) loss_giou_aux_4: 0.4773 (0.4741) loss_giou_aux_5: 0.5649 (0.5633) loss_giou_dn_0: 0.5678 (0.5806) loss_giou_dn_1: 0.4467 (0.4736) loss_giou_dn_2: 0.4217 (0.4433) loss_giou_dn_3: 0.4110 (0.4350) loss_giou_dn_4: 0.4078 (0.4329) loss_giou_dn_5: 0.4079 (0.4331) loss_vfl: 0.6419 (0.6751) loss_vfl_aux_0: 0.7850 (0.7832) loss_vfl_aux_1: 0.7408 (0.7325) loss_vfl_aux_2: 0.6901 (0.7011) loss_vfl_aux_3: 0.6559 (0.6873) loss_vfl_aux_4: 0.6625 (0.6790) loss_vfl_aux_5: 0.7594 (0.7633) loss_vfl_dn_0: 0.4530 (0.4528) loss_vfl_dn_1: 0.3877 (0.3872) loss_vfl_dn_2: 0.3692 (0.3716) loss_vfl_dn_3: 0.3605 (0.3639) loss_vfl_dn_4: 0.3575 (0.3613) loss_vfl_dn_5: 0.3565 (0.3605) time: 0.4691 data: 0.0139 max mem: 5654 Epoch: [43] [1900/7393] eta: 0:44:51 lr: 0.000010 loss: 15.4683 (15.8647) loss_bbox: 0.1391 (0.1534) loss_bbox_aux_0: 0.1545 (0.1662) loss_bbox_aux_1: 0.1528 (0.1583) loss_bbox_aux_2: 0.1477 (0.1558) loss_bbox_aux_3: 0.1410 (0.1536) loss_bbox_aux_4: 0.1391 (0.1534) loss_bbox_aux_5: 0.1983 (0.2041) loss_bbox_dn_0: 0.2902 (0.2707) loss_bbox_dn_1: 0.2070 (0.1996) loss_bbox_dn_2: 0.1868 (0.1787) loss_bbox_dn_3: 0.1807 (0.1727) loss_bbox_dn_4: 0.1793 (0.1713) loss_bbox_dn_5: 0.1793 (0.1713) loss_giou: 0.3882 (0.4730) loss_giou_aux_0: 0.4105 (0.4969) loss_giou_aux_1: 0.3950 (0.4832) loss_giou_aux_2: 0.3804 (0.4776) loss_giou_aux_3: 0.3944 (0.4742) loss_giou_aux_4: 0.3895 (0.4731) loss_giou_aux_5: 0.4667 (0.5623) loss_giou_dn_0: 0.5491 (0.5800) loss_giou_dn_1: 0.4402 (0.4729) loss_giou_dn_2: 0.4023 (0.4426) loss_giou_dn_3: 0.3907 (0.4343) loss_giou_dn_4: 0.3879 (0.4323) loss_giou_dn_5: 0.3878 (0.4324) loss_vfl: 0.7322 (0.6753) loss_vfl_aux_0: 0.8339 (0.7834) loss_vfl_aux_1: 0.7778 (0.7328) loss_vfl_aux_2: 0.7402 (0.7013) loss_vfl_aux_3: 0.7396 (0.6874) loss_vfl_aux_4: 0.7330 (0.6792) loss_vfl_aux_5: 0.8256 (0.7639) loss_vfl_dn_0: 0.4492 (0.4530) loss_vfl_dn_1: 0.3813 (0.3873) loss_vfl_dn_2: 0.3673 (0.3716) loss_vfl_dn_3: 0.3594 (0.3639) loss_vfl_dn_4: 0.3581 (0.3613) loss_vfl_dn_5: 0.3557 (0.3605) time: 0.4762 data: 0.0139 max mem: 5654 Epoch: [43] [2000/7393] eta: 0:43:59 lr: 0.000010 loss: 15.7611 (15.8699) loss_bbox: 0.1370 (0.1535) loss_bbox_aux_0: 0.1532 (0.1663) loss_bbox_aux_1: 0.1446 (0.1584) loss_bbox_aux_2: 0.1404 (0.1559) loss_bbox_aux_3: 0.1392 (0.1537) loss_bbox_aux_4: 0.1366 (0.1536) loss_bbox_aux_5: 0.1889 (0.2042) loss_bbox_dn_0: 0.2740 (0.2709) loss_bbox_dn_1: 0.2006 (0.1997) loss_bbox_dn_2: 0.1788 (0.1788) loss_bbox_dn_3: 0.1692 (0.1728) loss_bbox_dn_4: 0.1665 (0.1714) loss_bbox_dn_5: 0.1664 (0.1714) loss_giou: 0.4384 (0.4734) loss_giou_aux_0: 0.4749 (0.4971) loss_giou_aux_1: 0.4694 (0.4835) loss_giou_aux_2: 0.4583 (0.4779) loss_giou_aux_3: 0.4369 (0.4746) loss_giou_aux_4: 0.4455 (0.4735) loss_giou_aux_5: 0.5396 (0.5626) loss_giou_dn_0: 0.5738 (0.5800) loss_giou_dn_1: 0.4662 (0.4731) loss_giou_dn_2: 0.4451 (0.4428) loss_giou_dn_3: 0.4388 (0.4345) loss_giou_dn_4: 0.4349 (0.4325) loss_giou_dn_5: 0.4350 (0.4326) loss_vfl: 0.6686 (0.6754) loss_vfl_aux_0: 0.7760 (0.7833) loss_vfl_aux_1: 0.7226 (0.7327) loss_vfl_aux_2: 0.6778 (0.7013) loss_vfl_aux_3: 0.6584 (0.6874) loss_vfl_aux_4: 0.6688 (0.6791) loss_vfl_aux_5: 0.7569 (0.7634) loss_vfl_dn_0: 0.4554 (0.4531) loss_vfl_dn_1: 0.3881 (0.3875) loss_vfl_dn_2: 0.3743 (0.3718) loss_vfl_dn_3: 0.3638 (0.3641) loss_vfl_dn_4: 0.3597 (0.3615) loss_vfl_dn_5: 0.3594 (0.3607) time: 0.4854 data: 0.0145 max mem: 5654 Epoch: [43] [2100/7393] eta: 0:43:09 lr: 0.000010 loss: 15.9175 (15.8585) loss_bbox: 0.1481 (0.1533) loss_bbox_aux_0: 0.1587 (0.1662) loss_bbox_aux_1: 0.1523 (0.1582) loss_bbox_aux_2: 0.1566 (0.1558) loss_bbox_aux_3: 0.1543 (0.1535) loss_bbox_aux_4: 0.1498 (0.1533) loss_bbox_aux_5: 0.1848 (0.2040) loss_bbox_dn_0: 0.2439 (0.2705) loss_bbox_dn_1: 0.1876 (0.1993) loss_bbox_dn_2: 0.1584 (0.1784) loss_bbox_dn_3: 0.1501 (0.1724) loss_bbox_dn_4: 0.1463 (0.1710) loss_bbox_dn_5: 0.1463 (0.1710) loss_giou: 0.4895 (0.4731) loss_giou_aux_0: 0.4927 (0.4969) loss_giou_aux_1: 0.4844 (0.4832) loss_giou_aux_2: 0.4993 (0.4776) loss_giou_aux_3: 0.4978 (0.4743) loss_giou_aux_4: 0.5016 (0.4732) loss_giou_aux_5: 0.5844 (0.5623) loss_giou_dn_0: 0.5914 (0.5796) loss_giou_dn_1: 0.4756 (0.4726) loss_giou_dn_2: 0.4432 (0.4424) loss_giou_dn_3: 0.4315 (0.4341) loss_giou_dn_4: 0.4300 (0.4321) loss_giou_dn_5: 0.4303 (0.4322) loss_vfl: 0.6366 (0.6751) loss_vfl_aux_0: 0.7154 (0.7826) loss_vfl_aux_1: 0.6922 (0.7327) loss_vfl_aux_2: 0.6525 (0.7009) loss_vfl_aux_3: 0.6458 (0.6872) loss_vfl_aux_4: 0.6450 (0.6788) loss_vfl_aux_5: 0.7232 (0.7632) loss_vfl_dn_0: 0.4472 (0.4530) loss_vfl_dn_1: 0.3863 (0.3873) loss_vfl_dn_2: 0.3700 (0.3716) loss_vfl_dn_3: 0.3616 (0.3638) loss_vfl_dn_4: 0.3610 (0.3613) loss_vfl_dn_5: 0.3604 (0.3605) time: 0.4795 data: 0.0141 max mem: 5654 Epoch: [43] [2200/7393] eta: 0:42:17 lr: 0.000010 loss: 15.6851 (15.8591) loss_bbox: 0.1417 (0.1534) loss_bbox_aux_0: 0.1597 (0.1664) loss_bbox_aux_1: 0.1520 (0.1584) loss_bbox_aux_2: 0.1422 (0.1559) loss_bbox_aux_3: 0.1411 (0.1536) loss_bbox_aux_4: 0.1414 (0.1534) loss_bbox_aux_5: 0.2039 (0.2040) loss_bbox_dn_0: 0.2744 (0.2703) loss_bbox_dn_1: 0.2016 (0.1992) loss_bbox_dn_2: 0.1833 (0.1784) loss_bbox_dn_3: 0.1788 (0.1724) loss_bbox_dn_4: 0.1773 (0.1710) loss_bbox_dn_5: 0.1774 (0.1711) loss_giou: 0.4287 (0.4731) loss_giou_aux_0: 0.4602 (0.4972) loss_giou_aux_1: 0.4498 (0.4834) loss_giou_aux_2: 0.4362 (0.4778) loss_giou_aux_3: 0.4327 (0.4744) loss_giou_aux_4: 0.4374 (0.4733) loss_giou_aux_5: 0.5281 (0.5624) loss_giou_dn_0: 0.5580 (0.5797) loss_giou_dn_1: 0.4257 (0.4728) loss_giou_dn_2: 0.3968 (0.4426) loss_giou_dn_3: 0.3868 (0.4343) loss_giou_dn_4: 0.3835 (0.4323) loss_giou_dn_5: 0.3835 (0.4324) loss_vfl: 0.6763 (0.6750) loss_vfl_aux_0: 0.7668 (0.7821) loss_vfl_aux_1: 0.7335 (0.7324) loss_vfl_aux_2: 0.6848 (0.7007) loss_vfl_aux_3: 0.6779 (0.6869) loss_vfl_aux_4: 0.6752 (0.6785) loss_vfl_aux_5: 0.7405 (0.7631) loss_vfl_dn_0: 0.4446 (0.4530) loss_vfl_dn_1: 0.3798 (0.3872) loss_vfl_dn_2: 0.3646 (0.3715) loss_vfl_dn_3: 0.3569 (0.3638) loss_vfl_dn_4: 0.3567 (0.3613) loss_vfl_dn_5: 0.3546 (0.3605) time: 0.4701 data: 0.0139 max mem: 5654 Epoch: [43] [2300/7393] eta: 0:41:26 lr: 0.000010 loss: 16.3474 (15.8582) loss_bbox: 0.1284 (0.1533) loss_bbox_aux_0: 0.1426 (0.1663) loss_bbox_aux_1: 0.1336 (0.1583) loss_bbox_aux_2: 0.1329 (0.1558) loss_bbox_aux_3: 0.1321 (0.1536) loss_bbox_aux_4: 0.1285 (0.1534) loss_bbox_aux_5: 0.1775 (0.2039) loss_bbox_dn_0: 0.2150 (0.2700) loss_bbox_dn_1: 0.1546 (0.1990) loss_bbox_dn_2: 0.1467 (0.1783) loss_bbox_dn_3: 0.1451 (0.1723) loss_bbox_dn_4: 0.1446 (0.1709) loss_bbox_dn_5: 0.1446 (0.1709) loss_giou: 0.4988 (0.4733) loss_giou_aux_0: 0.5179 (0.4972) loss_giou_aux_1: 0.4967 (0.4834) loss_giou_aux_2: 0.5051 (0.4779) loss_giou_aux_3: 0.4979 (0.4746) loss_giou_aux_4: 0.4955 (0.4735) loss_giou_aux_5: 0.5766 (0.5623) loss_giou_dn_0: 0.5862 (0.5797) loss_giou_dn_1: 0.4982 (0.4729) loss_giou_dn_2: 0.4669 (0.4427) loss_giou_dn_3: 0.4603 (0.4344) loss_giou_dn_4: 0.4585 (0.4324) loss_giou_dn_5: 0.4587 (0.4325) loss_vfl: 0.6565 (0.6748) loss_vfl_aux_0: 0.7303 (0.7818) loss_vfl_aux_1: 0.7107 (0.7323) loss_vfl_aux_2: 0.6732 (0.7006) loss_vfl_aux_3: 0.6595 (0.6867) loss_vfl_aux_4: 0.6588 (0.6783) loss_vfl_aux_5: 0.7357 (0.7628) loss_vfl_dn_0: 0.4530 (0.4530) loss_vfl_dn_1: 0.3954 (0.3873) loss_vfl_dn_2: 0.3855 (0.3716) loss_vfl_dn_3: 0.3784 (0.3640) loss_vfl_dn_4: 0.3764 (0.3614) loss_vfl_dn_5: 0.3757 (0.3607) time: 0.4854 data: 0.0139 max mem: 5654 Epoch: [43] [2400/7393] eta: 0:40:35 lr: 0.000010 loss: 15.1568 (15.8589) loss_bbox: 0.1438 (0.1536) loss_bbox_aux_0: 0.1634 (0.1667) loss_bbox_aux_1: 0.1540 (0.1586) loss_bbox_aux_2: 0.1535 (0.1561) loss_bbox_aux_3: 0.1439 (0.1539) loss_bbox_aux_4: 0.1445 (0.1537) loss_bbox_aux_5: 0.2045 (0.2042) loss_bbox_dn_0: 0.2851 (0.2707) loss_bbox_dn_1: 0.2059 (0.1996) loss_bbox_dn_2: 0.1809 (0.1788) loss_bbox_dn_3: 0.1743 (0.1728) loss_bbox_dn_4: 0.1720 (0.1714) loss_bbox_dn_5: 0.1721 (0.1714) loss_giou: 0.4134 (0.4726) loss_giou_aux_0: 0.4446 (0.4965) loss_giou_aux_1: 0.4254 (0.4827) loss_giou_aux_2: 0.4205 (0.4772) loss_giou_aux_3: 0.4216 (0.4739) loss_giou_aux_4: 0.4189 (0.4729) loss_giou_aux_5: 0.5069 (0.5616) loss_giou_dn_0: 0.5567 (0.5795) loss_giou_dn_1: 0.4566 (0.4726) loss_giou_dn_2: 0.4233 (0.4424) loss_giou_dn_3: 0.4144 (0.4341) loss_giou_dn_4: 0.4135 (0.4321) loss_giou_dn_5: 0.4137 (0.4322) loss_vfl: 0.6509 (0.6750) loss_vfl_aux_0: 0.7756 (0.7820) loss_vfl_aux_1: 0.6978 (0.7326) loss_vfl_aux_2: 0.6739 (0.7009) loss_vfl_aux_3: 0.6702 (0.6870) loss_vfl_aux_4: 0.6561 (0.6786) loss_vfl_aux_5: 0.7389 (0.7631) loss_vfl_dn_0: 0.4535 (0.4531) loss_vfl_dn_1: 0.3840 (0.3873) loss_vfl_dn_2: 0.3665 (0.3716) loss_vfl_dn_3: 0.3625 (0.3639) loss_vfl_dn_4: 0.3598 (0.3614) loss_vfl_dn_5: 0.3580 (0.3606) time: 0.4768 data: 0.0140 max mem: 5654 Epoch: [43] [2500/7393] eta: 0:39:44 lr: 0.000010 loss: 15.4002 (15.8624) loss_bbox: 0.1533 (0.1537) loss_bbox_aux_0: 0.1748 (0.1669) loss_bbox_aux_1: 0.1587 (0.1588) loss_bbox_aux_2: 0.1566 (0.1562) loss_bbox_aux_3: 0.1574 (0.1540) loss_bbox_aux_4: 0.1532 (0.1537) loss_bbox_aux_5: 0.2095 (0.2044) loss_bbox_dn_0: 0.2829 (0.2709) loss_bbox_dn_1: 0.2182 (0.1999) loss_bbox_dn_2: 0.1970 (0.1791) loss_bbox_dn_3: 0.1790 (0.1730) loss_bbox_dn_4: 0.1760 (0.1717) loss_bbox_dn_5: 0.1760 (0.1717) loss_giou: 0.4169 (0.4725) loss_giou_aux_0: 0.4383 (0.4965) loss_giou_aux_1: 0.4277 (0.4827) loss_giou_aux_2: 0.4220 (0.4771) loss_giou_aux_3: 0.4262 (0.4738) loss_giou_aux_4: 0.4145 (0.4728) loss_giou_aux_5: 0.4931 (0.5616) loss_giou_dn_0: 0.5346 (0.5796) loss_giou_dn_1: 0.4377 (0.4726) loss_giou_dn_2: 0.4011 (0.4424) loss_giou_dn_3: 0.3922 (0.4341) loss_giou_dn_4: 0.3907 (0.4321) loss_giou_dn_5: 0.3915 (0.4322) loss_vfl: 0.6875 (0.6752) loss_vfl_aux_0: 0.7937 (0.7820) loss_vfl_aux_1: 0.7426 (0.7326) loss_vfl_aux_2: 0.7013 (0.7010) loss_vfl_aux_3: 0.7091 (0.6871) loss_vfl_aux_4: 0.6938 (0.6787) loss_vfl_aux_5: 0.7734 (0.7631) loss_vfl_dn_0: 0.4616 (0.4532) loss_vfl_dn_1: 0.3863 (0.3874) loss_vfl_dn_2: 0.3673 (0.3717) loss_vfl_dn_3: 0.3627 (0.3641) loss_vfl_dn_4: 0.3600 (0.3615) loss_vfl_dn_5: 0.3587 (0.3607) time: 0.4788 data: 0.0137 max mem: 5654 Epoch: [43] [2600/7393] eta: 0:39:07 lr: 0.000010 loss: 15.9399 (15.8636) loss_bbox: 0.1553 (0.1538) loss_bbox_aux_0: 0.1630 (0.1671) loss_bbox_aux_1: 0.1686 (0.1590) loss_bbox_aux_2: 0.1665 (0.1564) loss_bbox_aux_3: 0.1546 (0.1542) loss_bbox_aux_4: 0.1522 (0.1539) loss_bbox_aux_5: 0.1956 (0.2045) loss_bbox_dn_0: 0.2617 (0.2710) loss_bbox_dn_1: 0.1946 (0.2000) loss_bbox_dn_2: 0.1881 (0.1792) loss_bbox_dn_3: 0.1851 (0.1731) loss_bbox_dn_4: 0.1816 (0.1717) loss_bbox_dn_5: 0.1817 (0.1717) loss_giou: 0.4000 (0.4723) loss_giou_aux_0: 0.4316 (0.4963) loss_giou_aux_1: 0.4249 (0.4826) loss_giou_aux_2: 0.4153 (0.4771) loss_giou_aux_3: 0.4001 (0.4736) loss_giou_aux_4: 0.4005 (0.4725) loss_giou_aux_5: 0.5100 (0.5614) loss_giou_dn_0: 0.5577 (0.5796) loss_giou_dn_1: 0.4477 (0.4725) loss_giou_dn_2: 0.4148 (0.4423) loss_giou_dn_3: 0.4020 (0.4340) loss_giou_dn_4: 0.4015 (0.4319) loss_giou_dn_5: 0.4020 (0.4321) loss_vfl: 0.6621 (0.6754) loss_vfl_aux_0: 0.7799 (0.7824) loss_vfl_aux_1: 0.7089 (0.7327) loss_vfl_aux_2: 0.6791 (0.7010) loss_vfl_aux_3: 0.6809 (0.6873) loss_vfl_aux_4: 0.6767 (0.6789) loss_vfl_aux_5: 0.7735 (0.7633) loss_vfl_dn_0: 0.4514 (0.4533) loss_vfl_dn_1: 0.3884 (0.3874) loss_vfl_dn_2: 0.3726 (0.3717) loss_vfl_dn_3: 0.3674 (0.3641) loss_vfl_dn_4: 0.3658 (0.3615) loss_vfl_dn_5: 0.3635 (0.3607) time: 0.4847 data: 0.0140 max mem: 5654 Epoch: [43] [2700/7393] eta: 0:38:29 lr: 0.000010 loss: 16.3278 (15.8669) loss_bbox: 0.1446 (0.1540) loss_bbox_aux_0: 0.1630 (0.1673) loss_bbox_aux_1: 0.1559 (0.1592) loss_bbox_aux_2: 0.1501 (0.1566) loss_bbox_aux_3: 0.1497 (0.1543) loss_bbox_aux_4: 0.1455 (0.1541) loss_bbox_aux_5: 0.1759 (0.2045) loss_bbox_dn_0: 0.2693 (0.2715) loss_bbox_dn_1: 0.1869 (0.2005) loss_bbox_dn_2: 0.1686 (0.1796) loss_bbox_dn_3: 0.1637 (0.1736) loss_bbox_dn_4: 0.1614 (0.1722) loss_bbox_dn_5: 0.1613 (0.1722) loss_giou: 0.4757 (0.4720) loss_giou_aux_0: 0.5046 (0.4960) loss_giou_aux_1: 0.4894 (0.4823) loss_giou_aux_2: 0.4790 (0.4768) loss_giou_aux_3: 0.4736 (0.4733) loss_giou_aux_4: 0.4689 (0.4722) loss_giou_aux_5: 0.5591 (0.5611) loss_giou_dn_0: 0.5909 (0.5793) loss_giou_dn_1: 0.4900 (0.4724) loss_giou_dn_2: 0.4468 (0.4422) loss_giou_dn_3: 0.4401 (0.4339) loss_giou_dn_4: 0.4391 (0.4318) loss_giou_dn_5: 0.4391 (0.4320) loss_vfl: 0.6363 (0.6759) loss_vfl_aux_0: 0.7444 (0.7826) loss_vfl_aux_1: 0.6710 (0.7329) loss_vfl_aux_2: 0.6523 (0.7012) loss_vfl_aux_3: 0.6542 (0.6878) loss_vfl_aux_4: 0.6430 (0.6795) loss_vfl_aux_5: 0.7345 (0.7636) loss_vfl_dn_0: 0.4532 (0.4532) loss_vfl_dn_1: 0.3946 (0.3875) loss_vfl_dn_2: 0.3838 (0.3717) loss_vfl_dn_3: 0.3754 (0.3641) loss_vfl_dn_4: 0.3727 (0.3615) loss_vfl_dn_5: 0.3707 (0.3607) time: 0.4777 data: 0.0142 max mem: 5654 Epoch: [43] [2800/7393] eta: 0:37:38 lr: 0.000010 loss: 15.1952 (15.8611) loss_bbox: 0.1376 (0.1539) loss_bbox_aux_0: 0.1547 (0.1672) loss_bbox_aux_1: 0.1445 (0.1591) loss_bbox_aux_2: 0.1464 (0.1565) loss_bbox_aux_3: 0.1374 (0.1542) loss_bbox_aux_4: 0.1368 (0.1539) loss_bbox_aux_5: 0.1978 (0.2043) loss_bbox_dn_0: 0.2482 (0.2711) loss_bbox_dn_1: 0.1770 (0.2002) loss_bbox_dn_2: 0.1546 (0.1794) loss_bbox_dn_3: 0.1480 (0.1733) loss_bbox_dn_4: 0.1466 (0.1719) loss_bbox_dn_5: 0.1465 (0.1719) loss_giou: 0.4351 (0.4718) loss_giou_aux_0: 0.4399 (0.4957) loss_giou_aux_1: 0.4431 (0.4820) loss_giou_aux_2: 0.4349 (0.4766) loss_giou_aux_3: 0.4302 (0.4730) loss_giou_aux_4: 0.4361 (0.4719) loss_giou_aux_5: 0.5208 (0.5608) loss_giou_dn_0: 0.5755 (0.5792) loss_giou_dn_1: 0.4601 (0.4723) loss_giou_dn_2: 0.4327 (0.4421) loss_giou_dn_3: 0.4242 (0.4338) loss_giou_dn_4: 0.4220 (0.4317) loss_giou_dn_5: 0.4222 (0.4318) loss_vfl: 0.6425 (0.6758) loss_vfl_aux_0: 0.7576 (0.7825) loss_vfl_aux_1: 0.6838 (0.7329) loss_vfl_aux_2: 0.6607 (0.7010) loss_vfl_aux_3: 0.6560 (0.6877) loss_vfl_aux_4: 0.6426 (0.6794) loss_vfl_aux_5: 0.7407 (0.7635) loss_vfl_dn_0: 0.4499 (0.4532) loss_vfl_dn_1: 0.3791 (0.3875) loss_vfl_dn_2: 0.3661 (0.3717) loss_vfl_dn_3: 0.3596 (0.3641) loss_vfl_dn_4: 0.3576 (0.3615) loss_vfl_dn_5: 0.3561 (0.3607) time: 0.4772 data: 0.0139 max mem: 5654 Epoch: [43] [2900/7393] eta: 0:36:47 lr: 0.000010 loss: 15.8371 (15.8587) loss_bbox: 0.1437 (0.1538) loss_bbox_aux_0: 0.1449 (0.1671) loss_bbox_aux_1: 0.1469 (0.1590) loss_bbox_aux_2: 0.1513 (0.1564) loss_bbox_aux_3: 0.1432 (0.1541) loss_bbox_aux_4: 0.1437 (0.1538) loss_bbox_aux_5: 0.1920 (0.2042) loss_bbox_dn_0: 0.2527 (0.2709) loss_bbox_dn_1: 0.1819 (0.2000) loss_bbox_dn_2: 0.1645 (0.1792) loss_bbox_dn_3: 0.1568 (0.1731) loss_bbox_dn_4: 0.1551 (0.1717) loss_bbox_dn_5: 0.1551 (0.1717) loss_giou: 0.4670 (0.4718) loss_giou_aux_0: 0.4907 (0.4958) loss_giou_aux_1: 0.4872 (0.4821) loss_giou_aux_2: 0.4736 (0.4767) loss_giou_aux_3: 0.4619 (0.4731) loss_giou_aux_4: 0.4664 (0.4720) loss_giou_aux_5: 0.5537 (0.5610) loss_giou_dn_0: 0.5722 (0.5793) loss_giou_dn_1: 0.4775 (0.4723) loss_giou_dn_2: 0.4416 (0.4420) loss_giou_dn_3: 0.4292 (0.4337) loss_giou_dn_4: 0.4241 (0.4316) loss_giou_dn_5: 0.4237 (0.4318) loss_vfl: 0.6661 (0.6757) loss_vfl_aux_0: 0.8011 (0.7823) loss_vfl_aux_1: 0.7326 (0.7330) loss_vfl_aux_2: 0.6850 (0.7008) loss_vfl_aux_3: 0.6949 (0.6877) loss_vfl_aux_4: 0.6674 (0.6793) loss_vfl_aux_5: 0.7996 (0.7634) loss_vfl_dn_0: 0.4521 (0.4532) loss_vfl_dn_1: 0.3921 (0.3874) loss_vfl_dn_2: 0.3738 (0.3716) loss_vfl_dn_3: 0.3672 (0.3641) loss_vfl_dn_4: 0.3627 (0.3615) loss_vfl_dn_5: 0.3625 (0.3607) time: 0.4741 data: 0.0142 max mem: 5654 Epoch: [43] [3000/7393] eta: 0:35:56 lr: 0.000010 loss: 15.6237 (15.8656) loss_bbox: 0.1320 (0.1538) loss_bbox_aux_0: 0.1492 (0.1670) loss_bbox_aux_1: 0.1386 (0.1590) loss_bbox_aux_2: 0.1342 (0.1564) loss_bbox_aux_3: 0.1311 (0.1541) loss_bbox_aux_4: 0.1322 (0.1538) loss_bbox_aux_5: 0.1881 (0.2041) loss_bbox_dn_0: 0.2285 (0.2707) loss_bbox_dn_1: 0.1631 (0.1999) loss_bbox_dn_2: 0.1471 (0.1791) loss_bbox_dn_3: 0.1406 (0.1731) loss_bbox_dn_4: 0.1410 (0.1717) loss_bbox_dn_5: 0.1409 (0.1717) loss_giou: 0.4454 (0.4724) loss_giou_aux_0: 0.4728 (0.4963) loss_giou_aux_1: 0.4542 (0.4826) loss_giou_aux_2: 0.4500 (0.4772) loss_giou_aux_3: 0.4452 (0.4736) loss_giou_aux_4: 0.4478 (0.4725) loss_giou_aux_5: 0.5411 (0.5615) loss_giou_dn_0: 0.5407 (0.5795) loss_giou_dn_1: 0.4462 (0.4726) loss_giou_dn_2: 0.4217 (0.4424) loss_giou_dn_3: 0.4130 (0.4341) loss_giou_dn_4: 0.4115 (0.4320) loss_giou_dn_5: 0.4115 (0.4321) loss_vfl: 0.6759 (0.6758) loss_vfl_aux_0: 0.7654 (0.7827) loss_vfl_aux_1: 0.7240 (0.7330) loss_vfl_aux_2: 0.6753 (0.7009) loss_vfl_aux_3: 0.6615 (0.6878) loss_vfl_aux_4: 0.6613 (0.6794) loss_vfl_aux_5: 0.7488 (0.7637) loss_vfl_dn_0: 0.4513 (0.4532) loss_vfl_dn_1: 0.3872 (0.3876) loss_vfl_dn_2: 0.3702 (0.3718) loss_vfl_dn_3: 0.3653 (0.3642) loss_vfl_dn_4: 0.3667 (0.3617) loss_vfl_dn_5: 0.3666 (0.3609) time: 0.4691 data: 0.0142 max mem: 5654 Epoch: [43] [3100/7393] eta: 0:35:05 lr: 0.000010 loss: 16.0748 (15.8685) loss_bbox: 0.1512 (0.1538) loss_bbox_aux_0: 0.1692 (0.1670) loss_bbox_aux_1: 0.1584 (0.1590) loss_bbox_aux_2: 0.1516 (0.1564) loss_bbox_aux_3: 0.1512 (0.1542) loss_bbox_aux_4: 0.1484 (0.1539) loss_bbox_aux_5: 0.1983 (0.2041) loss_bbox_dn_0: 0.2518 (0.2707) loss_bbox_dn_1: 0.1910 (0.1998) loss_bbox_dn_2: 0.1742 (0.1791) loss_bbox_dn_3: 0.1671 (0.1730) loss_bbox_dn_4: 0.1660 (0.1716) loss_bbox_dn_5: 0.1660 (0.1716) loss_giou: 0.4805 (0.4728) loss_giou_aux_0: 0.5045 (0.4966) loss_giou_aux_1: 0.4892 (0.4830) loss_giou_aux_2: 0.4886 (0.4776) loss_giou_aux_3: 0.4851 (0.4740) loss_giou_aux_4: 0.4890 (0.4730) loss_giou_aux_5: 0.5717 (0.5619) loss_giou_dn_0: 0.6026 (0.5797) loss_giou_dn_1: 0.4949 (0.4727) loss_giou_dn_2: 0.4640 (0.4425) loss_giou_dn_3: 0.4553 (0.4342) loss_giou_dn_4: 0.4531 (0.4321) loss_giou_dn_5: 0.4535 (0.4323) loss_vfl: 0.6640 (0.6756) loss_vfl_aux_0: 0.7510 (0.7824) loss_vfl_aux_1: 0.6942 (0.7329) loss_vfl_aux_2: 0.6769 (0.7008) loss_vfl_aux_3: 0.6663 (0.6876) loss_vfl_aux_4: 0.6662 (0.6792) loss_vfl_aux_5: 0.7529 (0.7636) loss_vfl_dn_0: 0.4561 (0.4533) loss_vfl_dn_1: 0.3894 (0.3876) loss_vfl_dn_2: 0.3778 (0.3717) loss_vfl_dn_3: 0.3701 (0.3642) loss_vfl_dn_4: 0.3663 (0.3617) loss_vfl_dn_5: 0.3662 (0.3609) time: 0.4646 data: 0.0142 max mem: 5654 Epoch: [43] [3200/7393] eta: 0:34:15 lr: 0.000010 loss: 15.5953 (15.8681) loss_bbox: 0.1467 (0.1538) loss_bbox_aux_0: 0.1550 (0.1669) loss_bbox_aux_1: 0.1502 (0.1589) loss_bbox_aux_2: 0.1465 (0.1563) loss_bbox_aux_3: 0.1463 (0.1540) loss_bbox_aux_4: 0.1468 (0.1538) loss_bbox_aux_5: 0.2030 (0.2041) loss_bbox_dn_0: 0.2550 (0.2705) loss_bbox_dn_1: 0.1759 (0.1997) loss_bbox_dn_2: 0.1540 (0.1789) loss_bbox_dn_3: 0.1487 (0.1729) loss_bbox_dn_4: 0.1488 (0.1715) loss_bbox_dn_5: 0.1489 (0.1715) loss_giou: 0.4432 (0.4731) loss_giou_aux_0: 0.4435 (0.4970) loss_giou_aux_1: 0.4392 (0.4833) loss_giou_aux_2: 0.4368 (0.4778) loss_giou_aux_3: 0.4438 (0.4743) loss_giou_aux_4: 0.4454 (0.4732) loss_giou_aux_5: 0.5196 (0.5623) loss_giou_dn_0: 0.5486 (0.5798) loss_giou_dn_1: 0.4346 (0.4728) loss_giou_dn_2: 0.4050 (0.4426) loss_giou_dn_3: 0.4007 (0.4343) loss_giou_dn_4: 0.3982 (0.4322) loss_giou_dn_5: 0.3983 (0.4324) loss_vfl: 0.6293 (0.6753) loss_vfl_aux_0: 0.7619 (0.7822) loss_vfl_aux_1: 0.7186 (0.7328) loss_vfl_aux_2: 0.6711 (0.7007) loss_vfl_aux_3: 0.6503 (0.6873) loss_vfl_aux_4: 0.6440 (0.6789) loss_vfl_aux_5: 0.7516 (0.7634) loss_vfl_dn_0: 0.4522 (0.4533) loss_vfl_dn_1: 0.3873 (0.3876) loss_vfl_dn_2: 0.3702 (0.3717) loss_vfl_dn_3: 0.3607 (0.3642) loss_vfl_dn_4: 0.3576 (0.3617) loss_vfl_dn_5: 0.3572 (0.3609) time: 0.4759 data: 0.0140 max mem: 5654 Epoch: [43] [3300/7393] eta: 0:33:25 lr: 0.000010 loss: 14.8690 (15.8640) loss_bbox: 0.1154 (0.1535) loss_bbox_aux_0: 0.1289 (0.1667) loss_bbox_aux_1: 0.1258 (0.1586) loss_bbox_aux_2: 0.1172 (0.1560) loss_bbox_aux_3: 0.1181 (0.1538) loss_bbox_aux_4: 0.1146 (0.1535) loss_bbox_aux_5: 0.1885 (0.2039) loss_bbox_dn_0: 0.2217 (0.2701) loss_bbox_dn_1: 0.1483 (0.1993) loss_bbox_dn_2: 0.1371 (0.1786) loss_bbox_dn_3: 0.1339 (0.1726) loss_bbox_dn_4: 0.1307 (0.1712) loss_bbox_dn_5: 0.1307 (0.1712) loss_giou: 0.4616 (0.4730) loss_giou_aux_0: 0.4956 (0.4970) loss_giou_aux_1: 0.4783 (0.4832) loss_giou_aux_2: 0.4650 (0.4778) loss_giou_aux_3: 0.4663 (0.4742) loss_giou_aux_4: 0.4619 (0.4731) loss_giou_aux_5: 0.5893 (0.5624) loss_giou_dn_0: 0.5637 (0.5799) loss_giou_dn_1: 0.4634 (0.4729) loss_giou_dn_2: 0.4350 (0.4427) loss_giou_dn_3: 0.4301 (0.4344) loss_giou_dn_4: 0.4286 (0.4323) loss_giou_dn_5: 0.4299 (0.4325) loss_vfl: 0.6549 (0.6752) loss_vfl_aux_0: 0.7442 (0.7822) loss_vfl_aux_1: 0.7012 (0.7331) loss_vfl_aux_2: 0.6659 (0.7006) loss_vfl_aux_3: 0.6603 (0.6872) loss_vfl_aux_4: 0.6622 (0.6789) loss_vfl_aux_5: 0.7211 (0.7630) loss_vfl_dn_0: 0.4482 (0.4532) loss_vfl_dn_1: 0.3785 (0.3875) loss_vfl_dn_2: 0.3604 (0.3717) loss_vfl_dn_3: 0.3542 (0.3642) loss_vfl_dn_4: 0.3531 (0.3617) loss_vfl_dn_5: 0.3511 (0.3609) time: 0.4786 data: 0.0144 max mem: 5654 Epoch: [43] [3400/7393] eta: 0:32:35 lr: 0.000010 loss: 15.8088 (15.8666) loss_bbox: 0.1474 (0.1536) loss_bbox_aux_0: 0.1578 (0.1667) loss_bbox_aux_1: 0.1480 (0.1587) loss_bbox_aux_2: 0.1488 (0.1561) loss_bbox_aux_3: 0.1479 (0.1538) loss_bbox_aux_4: 0.1479 (0.1536) loss_bbox_aux_5: 0.1979 (0.2040) loss_bbox_dn_0: 0.2493 (0.2701) loss_bbox_dn_1: 0.1915 (0.1993) loss_bbox_dn_2: 0.1681 (0.1786) loss_bbox_dn_3: 0.1621 (0.1725) loss_bbox_dn_4: 0.1611 (0.1711) loss_bbox_dn_5: 0.1612 (0.1711) loss_giou: 0.4326 (0.4732) loss_giou_aux_0: 0.4632 (0.4971) loss_giou_aux_1: 0.4434 (0.4834) loss_giou_aux_2: 0.4414 (0.4779) loss_giou_aux_3: 0.4391 (0.4743) loss_giou_aux_4: 0.4321 (0.4733) loss_giou_aux_5: 0.5230 (0.5626) loss_giou_dn_0: 0.5586 (0.5800) loss_giou_dn_1: 0.4541 (0.4730) loss_giou_dn_2: 0.4158 (0.4428) loss_giou_dn_3: 0.4043 (0.4345) loss_giou_dn_4: 0.4013 (0.4324) loss_giou_dn_5: 0.4016 (0.4326) loss_vfl: 0.6409 (0.6753) loss_vfl_aux_0: 0.7758 (0.7825) loss_vfl_aux_1: 0.7069 (0.7333) loss_vfl_aux_2: 0.6583 (0.7007) loss_vfl_aux_3: 0.6601 (0.6874) loss_vfl_aux_4: 0.6450 (0.6790) loss_vfl_aux_5: 0.7563 (0.7630) loss_vfl_dn_0: 0.4550 (0.4533) loss_vfl_dn_1: 0.3896 (0.3875) loss_vfl_dn_2: 0.3681 (0.3717) loss_vfl_dn_3: 0.3582 (0.3642) loss_vfl_dn_4: 0.3557 (0.3617) loss_vfl_dn_5: 0.3549 (0.3609) time: 0.4789 data: 0.0140 max mem: 5654 Epoch: [43] [3500/7393] eta: 0:31:45 lr: 0.000010 loss: 15.9576 (15.8653) loss_bbox: 0.1387 (0.1536) loss_bbox_aux_0: 0.1491 (0.1666) loss_bbox_aux_1: 0.1533 (0.1586) loss_bbox_aux_2: 0.1434 (0.1560) loss_bbox_aux_3: 0.1391 (0.1538) loss_bbox_aux_4: 0.1382 (0.1536) loss_bbox_aux_5: 0.1763 (0.2039) loss_bbox_dn_0: 0.2393 (0.2701) loss_bbox_dn_1: 0.1754 (0.1993) loss_bbox_dn_2: 0.1581 (0.1785) loss_bbox_dn_3: 0.1523 (0.1725) loss_bbox_dn_4: 0.1522 (0.1711) loss_bbox_dn_5: 0.1523 (0.1711) loss_giou: 0.4466 (0.4731) loss_giou_aux_0: 0.4813 (0.4970) loss_giou_aux_1: 0.4510 (0.4832) loss_giou_aux_2: 0.4430 (0.4778) loss_giou_aux_3: 0.4412 (0.4742) loss_giou_aux_4: 0.4502 (0.4732) loss_giou_aux_5: 0.5627 (0.5625) loss_giou_dn_0: 0.5795 (0.5800) loss_giou_dn_1: 0.4538 (0.4730) loss_giou_dn_2: 0.4296 (0.4428) loss_giou_dn_3: 0.4182 (0.4345) loss_giou_dn_4: 0.4142 (0.4324) loss_giou_dn_5: 0.4143 (0.4326) loss_vfl: 0.6613 (0.6753) loss_vfl_aux_0: 0.7617 (0.7826) loss_vfl_aux_1: 0.7327 (0.7336) loss_vfl_aux_2: 0.6699 (0.7007) loss_vfl_aux_3: 0.6605 (0.6873) loss_vfl_aux_4: 0.6620 (0.6789) loss_vfl_aux_5: 0.7436 (0.7629) loss_vfl_dn_0: 0.4513 (0.4533) loss_vfl_dn_1: 0.3818 (0.3875) loss_vfl_dn_2: 0.3656 (0.3717) loss_vfl_dn_3: 0.3584 (0.3642) loss_vfl_dn_4: 0.3574 (0.3617) loss_vfl_dn_5: 0.3569 (0.3609) time: 0.4828 data: 0.0141 max mem: 5654 Epoch: [43] [3600/7393] eta: 0:30:55 lr: 0.000010 loss: 15.5689 (15.8616) loss_bbox: 0.1377 (0.1534) loss_bbox_aux_0: 0.1514 (0.1664) loss_bbox_aux_1: 0.1481 (0.1584) loss_bbox_aux_2: 0.1375 (0.1559) loss_bbox_aux_3: 0.1368 (0.1537) loss_bbox_aux_4: 0.1366 (0.1535) loss_bbox_aux_5: 0.1726 (0.2038) loss_bbox_dn_0: 0.2169 (0.2699) loss_bbox_dn_1: 0.1522 (0.1991) loss_bbox_dn_2: 0.1399 (0.1784) loss_bbox_dn_3: 0.1355 (0.1723) loss_bbox_dn_4: 0.1337 (0.1709) loss_bbox_dn_5: 0.1334 (0.1709) loss_giou: 0.4977 (0.4730) loss_giou_aux_0: 0.5159 (0.4968) loss_giou_aux_1: 0.4948 (0.4830) loss_giou_aux_2: 0.5033 (0.4777) loss_giou_aux_3: 0.5062 (0.4741) loss_giou_aux_4: 0.4984 (0.4731) loss_giou_aux_5: 0.5898 (0.5624) loss_giou_dn_0: 0.5715 (0.5799) loss_giou_dn_1: 0.4643 (0.4728) loss_giou_dn_2: 0.4331 (0.4426) loss_giou_dn_3: 0.4263 (0.4343) loss_giou_dn_4: 0.4226 (0.4322) loss_giou_dn_5: 0.4226 (0.4324) loss_vfl: 0.6703 (0.6752) loss_vfl_aux_0: 0.8177 (0.7830) loss_vfl_aux_1: 0.7153 (0.7339) loss_vfl_aux_2: 0.7007 (0.7007) loss_vfl_aux_3: 0.6892 (0.6872) loss_vfl_aux_4: 0.6741 (0.6788) loss_vfl_aux_5: 0.7683 (0.7629) loss_vfl_dn_0: 0.4538 (0.4532) loss_vfl_dn_1: 0.3875 (0.3875) loss_vfl_dn_2: 0.3698 (0.3716) loss_vfl_dn_3: 0.3631 (0.3641) loss_vfl_dn_4: 0.3628 (0.3616) loss_vfl_dn_5: 0.3613 (0.3608) time: 0.4847 data: 0.0146 max mem: 5654 Epoch: [43] [3700/7393] eta: 0:30:05 lr: 0.000010 loss: 16.0878 (15.8662) loss_bbox: 0.1447 (0.1535) loss_bbox_aux_0: 0.1779 (0.1665) loss_bbox_aux_1: 0.1561 (0.1584) loss_bbox_aux_2: 0.1644 (0.1560) loss_bbox_aux_3: 0.1476 (0.1537) loss_bbox_aux_4: 0.1440 (0.1535) loss_bbox_aux_5: 0.2075 (0.2039) loss_bbox_dn_0: 0.2527 (0.2698) loss_bbox_dn_1: 0.1860 (0.1990) loss_bbox_dn_2: 0.1598 (0.1783) loss_bbox_dn_3: 0.1575 (0.1722) loss_bbox_dn_4: 0.1567 (0.1708) loss_bbox_dn_5: 0.1570 (0.1708) loss_giou: 0.4721 (0.4732) loss_giou_aux_0: 0.5098 (0.4971) loss_giou_aux_1: 0.4847 (0.4833) loss_giou_aux_2: 0.4821 (0.4779) loss_giou_aux_3: 0.4799 (0.4743) loss_giou_aux_4: 0.4742 (0.4733) loss_giou_aux_5: 0.5711 (0.5627) loss_giou_dn_0: 0.5897 (0.5801) loss_giou_dn_1: 0.4772 (0.4730) loss_giou_dn_2: 0.4472 (0.4428) loss_giou_dn_3: 0.4322 (0.4345) loss_giou_dn_4: 0.4296 (0.4324) loss_giou_dn_5: 0.4294 (0.4326) loss_vfl: 0.6843 (0.6755) loss_vfl_aux_0: 0.8045 (0.7832) loss_vfl_aux_1: 0.7718 (0.7344) loss_vfl_aux_2: 0.7136 (0.7009) loss_vfl_aux_3: 0.7030 (0.6875) loss_vfl_aux_4: 0.6849 (0.6791) loss_vfl_aux_5: 0.7656 (0.7629) loss_vfl_dn_0: 0.4531 (0.4533) loss_vfl_dn_1: 0.3893 (0.3875) loss_vfl_dn_2: 0.3743 (0.3717) loss_vfl_dn_3: 0.3706 (0.3642) loss_vfl_dn_4: 0.3644 (0.3617) loss_vfl_dn_5: 0.3620 (0.3609) time: 0.4882 data: 0.0136 max mem: 5654 Epoch: [43] [3800/7393] eta: 0:29:15 lr: 0.000010 loss: 16.0056 (15.8707) loss_bbox: 0.1398 (0.1535) loss_bbox_aux_0: 0.1547 (0.1665) loss_bbox_aux_1: 0.1470 (0.1584) loss_bbox_aux_2: 0.1482 (0.1560) loss_bbox_aux_3: 0.1437 (0.1537) loss_bbox_aux_4: 0.1428 (0.1535) loss_bbox_aux_5: 0.1973 (0.2038) loss_bbox_dn_0: 0.2225 (0.2698) loss_bbox_dn_1: 0.1656 (0.1990) loss_bbox_dn_2: 0.1447 (0.1783) loss_bbox_dn_3: 0.1387 (0.1723) loss_bbox_dn_4: 0.1379 (0.1709) loss_bbox_dn_5: 0.1379 (0.1709) loss_giou: 0.4668 (0.4732) loss_giou_aux_0: 0.5080 (0.4972) loss_giou_aux_1: 0.4854 (0.4834) loss_giou_aux_2: 0.4679 (0.4780) loss_giou_aux_3: 0.4703 (0.4744) loss_giou_aux_4: 0.4675 (0.4734) loss_giou_aux_5: 0.5728 (0.5628) loss_giou_dn_0: 0.5925 (0.5804) loss_giou_dn_1: 0.4848 (0.4733) loss_giou_dn_2: 0.4556 (0.4431) loss_giou_dn_3: 0.4518 (0.4347) loss_giou_dn_4: 0.4506 (0.4327) loss_giou_dn_5: 0.4504 (0.4328) loss_vfl: 0.6679 (0.6757) loss_vfl_aux_0: 0.7651 (0.7833) loss_vfl_aux_1: 0.7250 (0.7348) loss_vfl_aux_2: 0.6870 (0.7010) loss_vfl_aux_3: 0.6774 (0.6876) loss_vfl_aux_4: 0.6720 (0.6793) loss_vfl_aux_5: 0.7630 (0.7631) loss_vfl_dn_0: 0.4582 (0.4534) loss_vfl_dn_1: 0.3942 (0.3876) loss_vfl_dn_2: 0.3758 (0.3718) loss_vfl_dn_3: 0.3726 (0.3643) loss_vfl_dn_4: 0.3690 (0.3618) loss_vfl_dn_5: 0.3691 (0.3610) time: 0.4800 data: 0.0141 max mem: 5654 Epoch: [43] [3900/7393] eta: 0:28:26 lr: 0.000010 loss: 15.8258 (15.8695) loss_bbox: 0.1446 (0.1534) loss_bbox_aux_0: 0.1591 (0.1664) loss_bbox_aux_1: 0.1567 (0.1583) loss_bbox_aux_2: 0.1515 (0.1558) loss_bbox_aux_3: 0.1480 (0.1536) loss_bbox_aux_4: 0.1454 (0.1534) loss_bbox_aux_5: 0.2038 (0.2037) loss_bbox_dn_0: 0.2479 (0.2695) loss_bbox_dn_1: 0.1952 (0.1988) loss_bbox_dn_2: 0.1683 (0.1780) loss_bbox_dn_3: 0.1619 (0.1720) loss_bbox_dn_4: 0.1572 (0.1706) loss_bbox_dn_5: 0.1572 (0.1706) loss_giou: 0.4273 (0.4734) loss_giou_aux_0: 0.4535 (0.4975) loss_giou_aux_1: 0.4392 (0.4836) loss_giou_aux_2: 0.4354 (0.4782) loss_giou_aux_3: 0.4287 (0.4746) loss_giou_aux_4: 0.4265 (0.4735) loss_giou_aux_5: 0.5248 (0.5630) loss_giou_dn_0: 0.5522 (0.5806) loss_giou_dn_1: 0.4482 (0.4734) loss_giou_dn_2: 0.4130 (0.4431) loss_giou_dn_3: 0.4006 (0.4348) loss_giou_dn_4: 0.3992 (0.4327) loss_giou_dn_5: 0.3995 (0.4329) loss_vfl: 0.6469 (0.6756) loss_vfl_aux_0: 0.7403 (0.7831) loss_vfl_aux_1: 0.7008 (0.7346) loss_vfl_aux_2: 0.6654 (0.7010) loss_vfl_aux_3: 0.6513 (0.6875) loss_vfl_aux_4: 0.6511 (0.6793) loss_vfl_aux_5: 0.7440 (0.7628) loss_vfl_dn_0: 0.4517 (0.4534) loss_vfl_dn_1: 0.3852 (0.3876) loss_vfl_dn_2: 0.3707 (0.3718) loss_vfl_dn_3: 0.3632 (0.3643) loss_vfl_dn_4: 0.3609 (0.3618) loss_vfl_dn_5: 0.3598 (0.3610) time: 0.4824 data: 0.0137 max mem: 5654 Epoch: [43] [4000/7393] eta: 0:27:36 lr: 0.000010 loss: 15.4893 (15.8687) loss_bbox: 0.1388 (0.1533) loss_bbox_aux_0: 0.1469 (0.1664) loss_bbox_aux_1: 0.1465 (0.1583) loss_bbox_aux_2: 0.1396 (0.1558) loss_bbox_aux_3: 0.1394 (0.1536) loss_bbox_aux_4: 0.1388 (0.1534) loss_bbox_aux_5: 0.1861 (0.2037) loss_bbox_dn_0: 0.2411 (0.2697) loss_bbox_dn_1: 0.1765 (0.1989) loss_bbox_dn_2: 0.1535 (0.1781) loss_bbox_dn_3: 0.1479 (0.1721) loss_bbox_dn_4: 0.1463 (0.1707) loss_bbox_dn_5: 0.1462 (0.1707) loss_giou: 0.5082 (0.4731) loss_giou_aux_0: 0.5181 (0.4972) loss_giou_aux_1: 0.5098 (0.4832) loss_giou_aux_2: 0.5051 (0.4778) loss_giou_aux_3: 0.5011 (0.4743) loss_giou_aux_4: 0.5026 (0.4732) loss_giou_aux_5: 0.5974 (0.5628) loss_giou_dn_0: 0.6060 (0.5805) loss_giou_dn_1: 0.4993 (0.4733) loss_giou_dn_2: 0.4692 (0.4430) loss_giou_dn_3: 0.4596 (0.4347) loss_giou_dn_4: 0.4571 (0.4326) loss_giou_dn_5: 0.4572 (0.4328) loss_vfl: 0.6526 (0.6759) loss_vfl_aux_0: 0.7484 (0.7834) loss_vfl_aux_1: 0.6925 (0.7349) loss_vfl_aux_2: 0.6790 (0.7014) loss_vfl_aux_3: 0.6691 (0.6877) loss_vfl_aux_4: 0.6567 (0.6795) loss_vfl_aux_5: 0.7359 (0.7630) loss_vfl_dn_0: 0.4438 (0.4534) loss_vfl_dn_1: 0.3850 (0.3876) loss_vfl_dn_2: 0.3709 (0.3718) loss_vfl_dn_3: 0.3642 (0.3643) loss_vfl_dn_4: 0.3611 (0.3618) loss_vfl_dn_5: 0.3605 (0.3609) time: 0.4858 data: 0.0139 max mem: 5654 Epoch: [43] [4100/7393] eta: 0:26:51 lr: 0.000010 loss: 15.8556 (15.8701) loss_bbox: 0.1491 (0.1533) loss_bbox_aux_0: 0.1674 (0.1664) loss_bbox_aux_1: 0.1590 (0.1583) loss_bbox_aux_2: 0.1550 (0.1558) loss_bbox_aux_3: 0.1493 (0.1536) loss_bbox_aux_4: 0.1494 (0.1533) loss_bbox_aux_5: 0.2023 (0.2037) loss_bbox_dn_0: 0.2640 (0.2697) loss_bbox_dn_1: 0.1954 (0.1989) loss_bbox_dn_2: 0.1703 (0.1782) loss_bbox_dn_3: 0.1642 (0.1721) loss_bbox_dn_4: 0.1609 (0.1708) loss_bbox_dn_5: 0.1609 (0.1708) loss_giou: 0.4679 (0.4733) loss_giou_aux_0: 0.4831 (0.4973) loss_giou_aux_1: 0.4722 (0.4835) loss_giou_aux_2: 0.4744 (0.4780) loss_giou_aux_3: 0.4683 (0.4745) loss_giou_aux_4: 0.4677 (0.4734) loss_giou_aux_5: 0.5533 (0.5630) loss_giou_dn_0: 0.5757 (0.5806) loss_giou_dn_1: 0.4666 (0.4734) loss_giou_dn_2: 0.4386 (0.4431) loss_giou_dn_3: 0.4313 (0.4348) loss_giou_dn_4: 0.4290 (0.4327) loss_giou_dn_5: 0.4291 (0.4329) loss_vfl: 0.6583 (0.6758) loss_vfl_aux_0: 0.7550 (0.7833) loss_vfl_aux_1: 0.7152 (0.7349) loss_vfl_aux_2: 0.6706 (0.7013) loss_vfl_aux_3: 0.6566 (0.6876) loss_vfl_aux_4: 0.6539 (0.6794) loss_vfl_aux_5: 0.7523 (0.7631) loss_vfl_dn_0: 0.4518 (0.4534) loss_vfl_dn_1: 0.3861 (0.3876) loss_vfl_dn_2: 0.3695 (0.3718) loss_vfl_dn_3: 0.3614 (0.3642) loss_vfl_dn_4: 0.3587 (0.3617) loss_vfl_dn_5: 0.3573 (0.3609) time: 0.4954 data: 0.0144 max mem: 5654 Epoch: [43] [4200/7393] eta: 0:26:02 lr: 0.000010 loss: 15.9334 (15.8769) loss_bbox: 0.1482 (0.1534) loss_bbox_aux_0: 0.1533 (0.1666) loss_bbox_aux_1: 0.1440 (0.1584) loss_bbox_aux_2: 0.1474 (0.1559) loss_bbox_aux_3: 0.1461 (0.1537) loss_bbox_aux_4: 0.1465 (0.1534) loss_bbox_aux_5: 0.1873 (0.2038) loss_bbox_dn_0: 0.2527 (0.2698) loss_bbox_dn_1: 0.1991 (0.1990) loss_bbox_dn_2: 0.1858 (0.1782) loss_bbox_dn_3: 0.1756 (0.1722) loss_bbox_dn_4: 0.1717 (0.1708) loss_bbox_dn_5: 0.1714 (0.1708) loss_giou: 0.4301 (0.4737) loss_giou_aux_0: 0.4564 (0.4978) loss_giou_aux_1: 0.4498 (0.4839) loss_giou_aux_2: 0.4359 (0.4785) loss_giou_aux_3: 0.4330 (0.4749) loss_giou_aux_4: 0.4269 (0.4738) loss_giou_aux_5: 0.5219 (0.5633) loss_giou_dn_0: 0.5613 (0.5808) loss_giou_dn_1: 0.4649 (0.4736) loss_giou_dn_2: 0.4364 (0.4433) loss_giou_dn_3: 0.4318 (0.4350) loss_giou_dn_4: 0.4287 (0.4329) loss_giou_dn_5: 0.4287 (0.4331) loss_vfl: 0.6583 (0.6759) loss_vfl_aux_0: 0.7931 (0.7835) loss_vfl_aux_1: 0.7242 (0.7352) loss_vfl_aux_2: 0.7075 (0.7015) loss_vfl_aux_3: 0.6676 (0.6877) loss_vfl_aux_4: 0.6839 (0.6796) loss_vfl_aux_5: 0.7735 (0.7630) loss_vfl_dn_0: 0.4547 (0.4534) loss_vfl_dn_1: 0.3896 (0.3877) loss_vfl_dn_2: 0.3751 (0.3719) loss_vfl_dn_3: 0.3653 (0.3643) loss_vfl_dn_4: 0.3620 (0.3618) loss_vfl_dn_5: 0.3640 (0.3610) time: 0.4847 data: 0.0142 max mem: 5654 Epoch: [43] [4300/7393] eta: 0:25:12 lr: 0.000010 loss: 15.7171 (15.8770) loss_bbox: 0.1465 (0.1534) loss_bbox_aux_0: 0.1586 (0.1665) loss_bbox_aux_1: 0.1479 (0.1583) loss_bbox_aux_2: 0.1386 (0.1558) loss_bbox_aux_3: 0.1507 (0.1536) loss_bbox_aux_4: 0.1491 (0.1534) loss_bbox_aux_5: 0.1805 (0.2036) loss_bbox_dn_0: 0.2189 (0.2694) loss_bbox_dn_1: 0.1652 (0.1988) loss_bbox_dn_2: 0.1533 (0.1780) loss_bbox_dn_3: 0.1521 (0.1720) loss_bbox_dn_4: 0.1523 (0.1706) loss_bbox_dn_5: 0.1523 (0.1706) loss_giou: 0.4389 (0.4742) loss_giou_aux_0: 0.4734 (0.4981) loss_giou_aux_1: 0.4577 (0.4843) loss_giou_aux_2: 0.4507 (0.4789) loss_giou_aux_3: 0.4388 (0.4754) loss_giou_aux_4: 0.4312 (0.4742) loss_giou_aux_5: 0.5249 (0.5636) loss_giou_dn_0: 0.5538 (0.5809) loss_giou_dn_1: 0.4460 (0.4738) loss_giou_dn_2: 0.4204 (0.4435) loss_giou_dn_3: 0.4111 (0.4352) loss_giou_dn_4: 0.4083 (0.4331) loss_giou_dn_5: 0.4084 (0.4333) loss_vfl: 0.6579 (0.6756) loss_vfl_aux_0: 0.7681 (0.7831) loss_vfl_aux_1: 0.7054 (0.7350) loss_vfl_aux_2: 0.6747 (0.7012) loss_vfl_aux_3: 0.6660 (0.6873) loss_vfl_aux_4: 0.6667 (0.6793) loss_vfl_aux_5: 0.7289 (0.7627) loss_vfl_dn_0: 0.4556 (0.4534) loss_vfl_dn_1: 0.3898 (0.3877) loss_vfl_dn_2: 0.3711 (0.3719) loss_vfl_dn_3: 0.3641 (0.3643) loss_vfl_dn_4: 0.3623 (0.3618) loss_vfl_dn_5: 0.3611 (0.3610) time: 0.4888 data: 0.0140 max mem: 5654 Epoch: [43] [4400/7393] eta: 0:24:23 lr: 0.000010 loss: 16.4209 (15.8767) loss_bbox: 0.1458 (0.1533) loss_bbox_aux_0: 0.1576 (0.1664) loss_bbox_aux_1: 0.1478 (0.1582) loss_bbox_aux_2: 0.1414 (0.1557) loss_bbox_aux_3: 0.1376 (0.1536) loss_bbox_aux_4: 0.1462 (0.1533) loss_bbox_aux_5: 0.1855 (0.2035) loss_bbox_dn_0: 0.2262 (0.2691) loss_bbox_dn_1: 0.1637 (0.1985) loss_bbox_dn_2: 0.1416 (0.1778) loss_bbox_dn_3: 0.1359 (0.1718) loss_bbox_dn_4: 0.1371 (0.1704) loss_bbox_dn_5: 0.1370 (0.1704) loss_giou: 0.4991 (0.4743) loss_giou_aux_0: 0.5277 (0.4983) loss_giou_aux_1: 0.5040 (0.4844) loss_giou_aux_2: 0.5087 (0.4791) loss_giou_aux_3: 0.5097 (0.4755) loss_giou_aux_4: 0.5088 (0.4744) loss_giou_aux_5: 0.5729 (0.5638) loss_giou_dn_0: 0.5947 (0.5809) loss_giou_dn_1: 0.4859 (0.4738) loss_giou_dn_2: 0.4537 (0.4436) loss_giou_dn_3: 0.4462 (0.4352) loss_giou_dn_4: 0.4459 (0.4331) loss_giou_dn_5: 0.4457 (0.4333) loss_vfl: 0.6452 (0.6756) loss_vfl_aux_0: 0.7291 (0.7831) loss_vfl_aux_1: 0.6865 (0.7351) loss_vfl_aux_2: 0.6606 (0.7014) loss_vfl_aux_3: 0.6491 (0.6873) loss_vfl_aux_4: 0.6469 (0.6793) loss_vfl_aux_5: 0.7490 (0.7627) loss_vfl_dn_0: 0.4482 (0.4534) loss_vfl_dn_1: 0.3891 (0.3877) loss_vfl_dn_2: 0.3729 (0.3718) loss_vfl_dn_3: 0.3656 (0.3643) loss_vfl_dn_4: 0.3637 (0.3618) loss_vfl_dn_5: 0.3637 (0.3610) time: 0.4763 data: 0.0139 max mem: 5654 Epoch: [43] [4500/7393] eta: 0:23:37 lr: 0.000010 loss: 16.2771 (15.8790) loss_bbox: 0.1455 (0.1533) loss_bbox_aux_0: 0.1559 (0.1665) loss_bbox_aux_1: 0.1439 (0.1582) loss_bbox_aux_2: 0.1453 (0.1557) loss_bbox_aux_3: 0.1418 (0.1536) loss_bbox_aux_4: 0.1393 (0.1533) loss_bbox_aux_5: 0.1946 (0.2036) loss_bbox_dn_0: 0.2519 (0.2692) loss_bbox_dn_1: 0.1793 (0.1985) loss_bbox_dn_2: 0.1529 (0.1778) loss_bbox_dn_3: 0.1426 (0.1718) loss_bbox_dn_4: 0.1434 (0.1704) loss_bbox_dn_5: 0.1434 (0.1704) loss_giou: 0.4913 (0.4743) loss_giou_aux_0: 0.5172 (0.4983) loss_giou_aux_1: 0.4790 (0.4844) loss_giou_aux_2: 0.4939 (0.4790) loss_giou_aux_3: 0.4896 (0.4755) loss_giou_aux_4: 0.4913 (0.4744) loss_giou_aux_5: 0.5877 (0.5638) loss_giou_dn_0: 0.5893 (0.5810) loss_giou_dn_1: 0.4857 (0.4738) loss_giou_dn_2: 0.4544 (0.4435) loss_giou_dn_3: 0.4413 (0.4352) loss_giou_dn_4: 0.4395 (0.4331) loss_giou_dn_5: 0.4394 (0.4333) loss_vfl: 0.6615 (0.6758) loss_vfl_aux_0: 0.7650 (0.7835) loss_vfl_aux_1: 0.7250 (0.7355) loss_vfl_aux_2: 0.6831 (0.7017) loss_vfl_aux_3: 0.6843 (0.6875) loss_vfl_aux_4: 0.6634 (0.6795) loss_vfl_aux_5: 0.7504 (0.7629) loss_vfl_dn_0: 0.4558 (0.4535) loss_vfl_dn_1: 0.3877 (0.3878) loss_vfl_dn_2: 0.3736 (0.3719) loss_vfl_dn_3: 0.3650 (0.3644) loss_vfl_dn_4: 0.3626 (0.3619) loss_vfl_dn_5: 0.3630 (0.3611) time: 0.4720 data: 0.0138 max mem: 5654 Epoch: [43] [4600/7393] eta: 0:22:47 lr: 0.000010 loss: 15.9233 (15.8777) loss_bbox: 0.1397 (0.1534) loss_bbox_aux_0: 0.1461 (0.1665) loss_bbox_aux_1: 0.1449 (0.1583) loss_bbox_aux_2: 0.1440 (0.1558) loss_bbox_aux_3: 0.1353 (0.1537) loss_bbox_aux_4: 0.1394 (0.1534) loss_bbox_aux_5: 0.1885 (0.2036) loss_bbox_dn_0: 0.2517 (0.2696) loss_bbox_dn_1: 0.1849 (0.1987) loss_bbox_dn_2: 0.1631 (0.1780) loss_bbox_dn_3: 0.1535 (0.1720) loss_bbox_dn_4: 0.1510 (0.1706) loss_bbox_dn_5: 0.1510 (0.1706) loss_giou: 0.4255 (0.4737) loss_giou_aux_0: 0.4399 (0.4977) loss_giou_aux_1: 0.4235 (0.4838) loss_giou_aux_2: 0.4276 (0.4785) loss_giou_aux_3: 0.4154 (0.4750) loss_giou_aux_4: 0.4261 (0.4738) loss_giou_aux_5: 0.4904 (0.5632) loss_giou_dn_0: 0.5805 (0.5807) loss_giou_dn_1: 0.4489 (0.4735) loss_giou_dn_2: 0.4278 (0.4433) loss_giou_dn_3: 0.4143 (0.4350) loss_giou_dn_4: 0.4103 (0.4329) loss_giou_dn_5: 0.4103 (0.4331) loss_vfl: 0.6608 (0.6761) loss_vfl_aux_0: 0.7617 (0.7839) loss_vfl_aux_1: 0.7256 (0.7359) loss_vfl_aux_2: 0.7020 (0.7020) loss_vfl_aux_3: 0.6826 (0.6878) loss_vfl_aux_4: 0.6795 (0.6798) loss_vfl_aux_5: 0.7553 (0.7635) loss_vfl_dn_0: 0.4589 (0.4535) loss_vfl_dn_1: 0.3916 (0.3877) loss_vfl_dn_2: 0.3769 (0.3718) loss_vfl_dn_3: 0.3668 (0.3643) loss_vfl_dn_4: 0.3657 (0.3618) loss_vfl_dn_5: 0.3658 (0.3610) time: 0.4765 data: 0.0139 max mem: 5654 Epoch: [43] [4700/7393] eta: 0:21:58 lr: 0.000010 loss: 14.8481 (15.8720) loss_bbox: 0.1415 (0.1534) loss_bbox_aux_0: 0.1501 (0.1665) loss_bbox_aux_1: 0.1440 (0.1583) loss_bbox_aux_2: 0.1389 (0.1558) loss_bbox_aux_3: 0.1389 (0.1537) loss_bbox_aux_4: 0.1392 (0.1534) loss_bbox_aux_5: 0.1829 (0.2036) loss_bbox_dn_0: 0.2571 (0.2696) loss_bbox_dn_1: 0.1937 (0.1988) loss_bbox_dn_2: 0.1673 (0.1781) loss_bbox_dn_3: 0.1597 (0.1720) loss_bbox_dn_4: 0.1584 (0.1706) loss_bbox_dn_5: 0.1584 (0.1706) loss_giou: 0.4155 (0.4732) loss_giou_aux_0: 0.4450 (0.4971) loss_giou_aux_1: 0.4186 (0.4832) loss_giou_aux_2: 0.4115 (0.4779) loss_giou_aux_3: 0.4112 (0.4744) loss_giou_aux_4: 0.4145 (0.4732) loss_giou_aux_5: 0.4957 (0.5625) loss_giou_dn_0: 0.5401 (0.5804) loss_giou_dn_1: 0.4308 (0.4732) loss_giou_dn_2: 0.3984 (0.4430) loss_giou_dn_3: 0.3951 (0.4346) loss_giou_dn_4: 0.3950 (0.4325) loss_giou_dn_5: 0.3952 (0.4327) loss_vfl: 0.6716 (0.6761) loss_vfl_aux_0: 0.7811 (0.7841) loss_vfl_aux_1: 0.7434 (0.7361) loss_vfl_aux_2: 0.7006 (0.7021) loss_vfl_aux_3: 0.6861 (0.6880) loss_vfl_aux_4: 0.6747 (0.6799) loss_vfl_aux_5: 0.7563 (0.7636) loss_vfl_dn_0: 0.4501 (0.4535) loss_vfl_dn_1: 0.3763 (0.3877) loss_vfl_dn_2: 0.3614 (0.3717) loss_vfl_dn_3: 0.3535 (0.3642) loss_vfl_dn_4: 0.3503 (0.3617) loss_vfl_dn_5: 0.3487 (0.3609) time: 0.4731 data: 0.0141 max mem: 5654 Epoch: [43] [4800/7393] eta: 0:21:09 lr: 0.000010 loss: 15.7334 (15.8693) loss_bbox: 0.1483 (0.1532) loss_bbox_aux_0: 0.1505 (0.1664) loss_bbox_aux_1: 0.1520 (0.1582) loss_bbox_aux_2: 0.1503 (0.1557) loss_bbox_aux_3: 0.1485 (0.1536) loss_bbox_aux_4: 0.1496 (0.1533) loss_bbox_aux_5: 0.1895 (0.2034) loss_bbox_dn_0: 0.2587 (0.2696) loss_bbox_dn_1: 0.1899 (0.1987) loss_bbox_dn_2: 0.1643 (0.1780) loss_bbox_dn_3: 0.1592 (0.1720) loss_bbox_dn_4: 0.1579 (0.1706) loss_bbox_dn_5: 0.1580 (0.1706) loss_giou: 0.4192 (0.4731) loss_giou_aux_0: 0.4462 (0.4971) loss_giou_aux_1: 0.4240 (0.4831) loss_giou_aux_2: 0.4247 (0.4778) loss_giou_aux_3: 0.4201 (0.4743) loss_giou_aux_4: 0.4192 (0.4732) loss_giou_aux_5: 0.5227 (0.5625) loss_giou_dn_0: 0.5723 (0.5805) loss_giou_dn_1: 0.4651 (0.4732) loss_giou_dn_2: 0.4343 (0.4430) loss_giou_dn_3: 0.4169 (0.4346) loss_giou_dn_4: 0.4155 (0.4326) loss_giou_dn_5: 0.4156 (0.4327) loss_vfl: 0.6667 (0.6759) loss_vfl_aux_0: 0.7705 (0.7839) loss_vfl_aux_1: 0.7147 (0.7359) loss_vfl_aux_2: 0.6926 (0.7020) loss_vfl_aux_3: 0.6721 (0.6878) loss_vfl_aux_4: 0.6747 (0.6797) loss_vfl_aux_5: 0.7435 (0.7635) loss_vfl_dn_0: 0.4450 (0.4535) loss_vfl_dn_1: 0.3925 (0.3876) loss_vfl_dn_2: 0.3762 (0.3717) loss_vfl_dn_3: 0.3699 (0.3642) loss_vfl_dn_4: 0.3678 (0.3617) loss_vfl_dn_5: 0.3667 (0.3609) time: 0.4911 data: 0.0141 max mem: 5654 Epoch: [43] [4900/7393] eta: 0:20:19 lr: 0.000010 loss: 15.2438 (15.8659) loss_bbox: 0.1361 (0.1531) loss_bbox_aux_0: 0.1490 (0.1663) loss_bbox_aux_1: 0.1404 (0.1581) loss_bbox_aux_2: 0.1403 (0.1555) loss_bbox_aux_3: 0.1375 (0.1534) loss_bbox_aux_4: 0.1350 (0.1531) loss_bbox_aux_5: 0.1903 (0.2034) loss_bbox_dn_0: 0.2583 (0.2696) loss_bbox_dn_1: 0.1726 (0.1986) loss_bbox_dn_2: 0.1565 (0.1779) loss_bbox_dn_3: 0.1491 (0.1719) loss_bbox_dn_4: 0.1488 (0.1705) loss_bbox_dn_5: 0.1488 (0.1705) loss_giou: 0.4362 (0.4729) loss_giou_aux_0: 0.4676 (0.4969) loss_giou_aux_1: 0.4551 (0.4830) loss_giou_aux_2: 0.4496 (0.4776) loss_giou_aux_3: 0.4484 (0.4741) loss_giou_aux_4: 0.4297 (0.4730) loss_giou_aux_5: 0.5219 (0.5623) loss_giou_dn_0: 0.5453 (0.5804) loss_giou_dn_1: 0.4377 (0.4732) loss_giou_dn_2: 0.4153 (0.4429) loss_giou_dn_3: 0.4107 (0.4346) loss_giou_dn_4: 0.4102 (0.4325) loss_giou_dn_5: 0.4100 (0.4327) loss_vfl: 0.6496 (0.6759) loss_vfl_aux_0: 0.7380 (0.7838) loss_vfl_aux_1: 0.7158 (0.7359) loss_vfl_aux_2: 0.6786 (0.7020) loss_vfl_aux_3: 0.6545 (0.6878) loss_vfl_aux_4: 0.6485 (0.6797) loss_vfl_aux_5: 0.7197 (0.7633) loss_vfl_dn_0: 0.4519 (0.4534) loss_vfl_dn_1: 0.3868 (0.3876) loss_vfl_dn_2: 0.3703 (0.3716) loss_vfl_dn_3: 0.3636 (0.3641) loss_vfl_dn_4: 0.3602 (0.3616) loss_vfl_dn_5: 0.3613 (0.3608) time: 0.4754 data: 0.0141 max mem: 5654 Epoch: [43] [5000/7393] eta: 0:19:30 lr: 0.000010 loss: 15.8548 (15.8650) loss_bbox: 0.1634 (0.1531) loss_bbox_aux_0: 0.1816 (0.1663) loss_bbox_aux_1: 0.1671 (0.1581) loss_bbox_aux_2: 0.1629 (0.1556) loss_bbox_aux_3: 0.1592 (0.1535) loss_bbox_aux_4: 0.1637 (0.1532) loss_bbox_aux_5: 0.2227 (0.2035) loss_bbox_dn_0: 0.2637 (0.2696) loss_bbox_dn_1: 0.1979 (0.1987) loss_bbox_dn_2: 0.1727 (0.1780) loss_bbox_dn_3: 0.1697 (0.1719) loss_bbox_dn_4: 0.1683 (0.1705) loss_bbox_dn_5: 0.1681 (0.1705) loss_giou: 0.4225 (0.4727) loss_giou_aux_0: 0.4466 (0.4968) loss_giou_aux_1: 0.4385 (0.4828) loss_giou_aux_2: 0.4373 (0.4774) loss_giou_aux_3: 0.4250 (0.4739) loss_giou_aux_4: 0.4224 (0.4728) loss_giou_aux_5: 0.5004 (0.5622) loss_giou_dn_0: 0.5688 (0.5803) loss_giou_dn_1: 0.4603 (0.4730) loss_giou_dn_2: 0.4291 (0.4428) loss_giou_dn_3: 0.4169 (0.4344) loss_giou_dn_4: 0.4126 (0.4324) loss_giou_dn_5: 0.4127 (0.4325) loss_vfl: 0.6790 (0.6760) loss_vfl_aux_0: 0.8037 (0.7838) loss_vfl_aux_1: 0.7689 (0.7361) loss_vfl_aux_2: 0.7201 (0.7022) loss_vfl_aux_3: 0.6941 (0.6880) loss_vfl_aux_4: 0.6807 (0.6798) loss_vfl_aux_5: 0.7868 (0.7634) loss_vfl_dn_0: 0.4576 (0.4535) loss_vfl_dn_1: 0.3865 (0.3876) loss_vfl_dn_2: 0.3725 (0.3716) loss_vfl_dn_3: 0.3652 (0.3641) loss_vfl_dn_4: 0.3618 (0.3616) loss_vfl_dn_5: 0.3609 (0.3608) time: 0.4842 data: 0.0141 max mem: 5654 Epoch: [43] [5100/7393] eta: 0:18:40 lr: 0.000010 loss: 15.7385 (15.8584) loss_bbox: 0.1465 (0.1530) loss_bbox_aux_0: 0.1670 (0.1663) loss_bbox_aux_1: 0.1525 (0.1580) loss_bbox_aux_2: 0.1498 (0.1555) loss_bbox_aux_3: 0.1456 (0.1534) loss_bbox_aux_4: 0.1465 (0.1531) loss_bbox_aux_5: 0.2161 (0.2035) loss_bbox_dn_0: 0.2956 (0.2696) loss_bbox_dn_1: 0.2103 (0.1986) loss_bbox_dn_2: 0.1894 (0.1779) loss_bbox_dn_3: 0.1783 (0.1718) loss_bbox_dn_4: 0.1734 (0.1704) loss_bbox_dn_5: 0.1727 (0.1704) loss_giou: 0.4262 (0.4724) loss_giou_aux_0: 0.4781 (0.4964) loss_giou_aux_1: 0.4414 (0.4824) loss_giou_aux_2: 0.4326 (0.4771) loss_giou_aux_3: 0.4343 (0.4735) loss_giou_aux_4: 0.4275 (0.4724) loss_giou_aux_5: 0.5293 (0.5618) loss_giou_dn_0: 0.5559 (0.5798) loss_giou_dn_1: 0.4506 (0.4726) loss_giou_dn_2: 0.4305 (0.4424) loss_giou_dn_3: 0.4210 (0.4340) loss_giou_dn_4: 0.4186 (0.4320) loss_giou_dn_5: 0.4187 (0.4321) loss_vfl: 0.6563 (0.6760) loss_vfl_aux_0: 0.7553 (0.7837) loss_vfl_aux_1: 0.7062 (0.7362) loss_vfl_aux_2: 0.6860 (0.7023) loss_vfl_aux_3: 0.6841 (0.6880) loss_vfl_aux_4: 0.6746 (0.6797) loss_vfl_aux_5: 0.7319 (0.7633) loss_vfl_dn_0: 0.4528 (0.4535) loss_vfl_dn_1: 0.3852 (0.3875) loss_vfl_dn_2: 0.3723 (0.3716) loss_vfl_dn_3: 0.3616 (0.3641) loss_vfl_dn_4: 0.3575 (0.3616) loss_vfl_dn_5: 0.3563 (0.3608) time: 0.4806 data: 0.0138 max mem: 5654 Epoch: [43] [5200/7393] eta: 0:17:50 lr: 0.000010 loss: 16.2061 (15.8639) loss_bbox: 0.1444 (0.1531) loss_bbox_aux_0: 0.1590 (0.1663) loss_bbox_aux_1: 0.1423 (0.1580) loss_bbox_aux_2: 0.1480 (0.1555) loss_bbox_aux_3: 0.1408 (0.1534) loss_bbox_aux_4: 0.1402 (0.1531) loss_bbox_aux_5: 0.1910 (0.2035) loss_bbox_dn_0: 0.2386 (0.2695) loss_bbox_dn_1: 0.1811 (0.1986) loss_bbox_dn_2: 0.1638 (0.1779) loss_bbox_dn_3: 0.1594 (0.1719) loss_bbox_dn_4: 0.1582 (0.1705) loss_bbox_dn_5: 0.1582 (0.1705) loss_giou: 0.4611 (0.4726) loss_giou_aux_0: 0.5138 (0.4967) loss_giou_aux_1: 0.4622 (0.4826) loss_giou_aux_2: 0.4835 (0.4773) loss_giou_aux_3: 0.4755 (0.4738) loss_giou_aux_4: 0.4613 (0.4727) loss_giou_aux_5: 0.5516 (0.5620) loss_giou_dn_0: 0.5856 (0.5800) loss_giou_dn_1: 0.4979 (0.4728) loss_giou_dn_2: 0.4674 (0.4426) loss_giou_dn_3: 0.4564 (0.4342) loss_giou_dn_4: 0.4535 (0.4322) loss_giou_dn_5: 0.4536 (0.4323) loss_vfl: 0.6586 (0.6762) loss_vfl_aux_0: 0.7600 (0.7837) loss_vfl_aux_1: 0.7329 (0.7366) loss_vfl_aux_2: 0.6813 (0.7025) loss_vfl_aux_3: 0.6751 (0.6882) loss_vfl_aux_4: 0.6562 (0.6799) loss_vfl_aux_5: 0.7361 (0.7633) loss_vfl_dn_0: 0.4647 (0.4536) loss_vfl_dn_1: 0.3988 (0.3877) loss_vfl_dn_2: 0.3826 (0.3717) loss_vfl_dn_3: 0.3720 (0.3643) loss_vfl_dn_4: 0.3716 (0.3618) loss_vfl_dn_5: 0.3697 (0.3609) time: 0.4616 data: 0.0141 max mem: 5654 Epoch: [43] [5300/7393] eta: 0:17:01 lr: 0.000010 loss: 16.1083 (15.8649) loss_bbox: 0.1563 (0.1530) loss_bbox_aux_0: 0.1668 (0.1663) loss_bbox_aux_1: 0.1661 (0.1580) loss_bbox_aux_2: 0.1613 (0.1555) loss_bbox_aux_3: 0.1653 (0.1534) loss_bbox_aux_4: 0.1579 (0.1531) loss_bbox_aux_5: 0.2006 (0.2035) loss_bbox_dn_0: 0.2609 (0.2694) loss_bbox_dn_1: 0.2003 (0.1985) loss_bbox_dn_2: 0.1822 (0.1778) loss_bbox_dn_3: 0.1789 (0.1718) loss_bbox_dn_4: 0.1781 (0.1704) loss_bbox_dn_5: 0.1782 (0.1704) loss_giou: 0.4562 (0.4726) loss_giou_aux_0: 0.4851 (0.4968) loss_giou_aux_1: 0.4668 (0.4827) loss_giou_aux_2: 0.4668 (0.4774) loss_giou_aux_3: 0.4652 (0.4738) loss_giou_aux_4: 0.4553 (0.4727) loss_giou_aux_5: 0.5522 (0.5622) loss_giou_dn_0: 0.5813 (0.5801) loss_giou_dn_1: 0.4733 (0.4729) loss_giou_dn_2: 0.4393 (0.4427) loss_giou_dn_3: 0.4333 (0.4343) loss_giou_dn_4: 0.4308 (0.4322) loss_giou_dn_5: 0.4309 (0.4324) loss_vfl: 0.6912 (0.6763) loss_vfl_aux_0: 0.8086 (0.7838) loss_vfl_aux_1: 0.7544 (0.7367) loss_vfl_aux_2: 0.7353 (0.7026) loss_vfl_aux_3: 0.7157 (0.6882) loss_vfl_aux_4: 0.6949 (0.6799) loss_vfl_aux_5: 0.7666 (0.7633) loss_vfl_dn_0: 0.4589 (0.4536) loss_vfl_dn_1: 0.3966 (0.3877) loss_vfl_dn_2: 0.3788 (0.3718) loss_vfl_dn_3: 0.3721 (0.3643) loss_vfl_dn_4: 0.3665 (0.3618) loss_vfl_dn_5: 0.3688 (0.3610) time: 0.4668 data: 0.0139 max mem: 5654 Epoch: [43] [5400/7393] eta: 0:16:14 lr: 0.000010 loss: 16.1933 (15.8685) loss_bbox: 0.1554 (0.1531) loss_bbox_aux_0: 0.1656 (0.1664) loss_bbox_aux_1: 0.1592 (0.1581) loss_bbox_aux_2: 0.1645 (0.1555) loss_bbox_aux_3: 0.1512 (0.1534) loss_bbox_aux_4: 0.1567 (0.1531) loss_bbox_aux_5: 0.2024 (0.2036) loss_bbox_dn_0: 0.2657 (0.2696) loss_bbox_dn_1: 0.1815 (0.1987) loss_bbox_dn_2: 0.1635 (0.1780) loss_bbox_dn_3: 0.1559 (0.1719) loss_bbox_dn_4: 0.1548 (0.1705) loss_bbox_dn_5: 0.1548 (0.1705) loss_giou: 0.4657 (0.4727) loss_giou_aux_0: 0.5026 (0.4970) loss_giou_aux_1: 0.4897 (0.4828) loss_giou_aux_2: 0.4714 (0.4775) loss_giou_aux_3: 0.4676 (0.4740) loss_giou_aux_4: 0.4625 (0.4729) loss_giou_aux_5: 0.5524 (0.5624) loss_giou_dn_0: 0.5829 (0.5802) loss_giou_dn_1: 0.4706 (0.4729) loss_giou_dn_2: 0.4498 (0.4427) loss_giou_dn_3: 0.4410 (0.4344) loss_giou_dn_4: 0.4377 (0.4323) loss_giou_dn_5: 0.4378 (0.4325) loss_vfl: 0.6800 (0.6764) loss_vfl_aux_0: 0.7762 (0.7839) loss_vfl_aux_1: 0.7212 (0.7369) loss_vfl_aux_2: 0.6652 (0.7027) loss_vfl_aux_3: 0.6813 (0.6883) loss_vfl_aux_4: 0.6911 (0.6801) loss_vfl_aux_5: 0.7665 (0.7634) loss_vfl_dn_0: 0.4589 (0.4537) loss_vfl_dn_1: 0.3964 (0.3877) loss_vfl_dn_2: 0.3758 (0.3718) loss_vfl_dn_3: 0.3660 (0.3643) loss_vfl_dn_4: 0.3650 (0.3618) loss_vfl_dn_5: 0.3652 (0.3610) time: 0.4856 data: 0.0143 max mem: 5654 Epoch: [43] [5500/7393] eta: 0:15:25 lr: 0.000010 loss: 15.4942 (15.8663) loss_bbox: 0.1429 (0.1531) loss_bbox_aux_0: 0.1527 (0.1664) loss_bbox_aux_1: 0.1546 (0.1581) loss_bbox_aux_2: 0.1442 (0.1556) loss_bbox_aux_3: 0.1425 (0.1534) loss_bbox_aux_4: 0.1404 (0.1531) loss_bbox_aux_5: 0.1899 (0.2036) loss_bbox_dn_0: 0.2346 (0.2696) loss_bbox_dn_1: 0.1731 (0.1987) loss_bbox_dn_2: 0.1538 (0.1780) loss_bbox_dn_3: 0.1510 (0.1719) loss_bbox_dn_4: 0.1506 (0.1705) loss_bbox_dn_5: 0.1506 (0.1705) loss_giou: 0.5064 (0.4728) loss_giou_aux_0: 0.5178 (0.4970) loss_giou_aux_1: 0.5136 (0.4828) loss_giou_aux_2: 0.5100 (0.4776) loss_giou_aux_3: 0.5102 (0.4741) loss_giou_aux_4: 0.5061 (0.4730) loss_giou_aux_5: 0.5822 (0.5624) loss_giou_dn_0: 0.6063 (0.5802) loss_giou_dn_1: 0.5031 (0.4729) loss_giou_dn_2: 0.4644 (0.4427) loss_giou_dn_3: 0.4505 (0.4344) loss_giou_dn_4: 0.4459 (0.4323) loss_giou_dn_5: 0.4459 (0.4325) loss_vfl: 0.6292 (0.6760) loss_vfl_aux_0: 0.7347 (0.7836) loss_vfl_aux_1: 0.6942 (0.7366) loss_vfl_aux_2: 0.6526 (0.7023) loss_vfl_aux_3: 0.6384 (0.6879) loss_vfl_aux_4: 0.6322 (0.6797) loss_vfl_aux_5: 0.6999 (0.7631) loss_vfl_dn_0: 0.4507 (0.4536) loss_vfl_dn_1: 0.3904 (0.3877) loss_vfl_dn_2: 0.3742 (0.3718) loss_vfl_dn_3: 0.3633 (0.3643) loss_vfl_dn_4: 0.3603 (0.3618) loss_vfl_dn_5: 0.3597 (0.3610) time: 0.4742 data: 0.0139 max mem: 5654 Epoch: [43] [5600/7393] eta: 0:14:38 lr: 0.000010 loss: 15.7235 (15.8661) loss_bbox: 0.1364 (0.1531) loss_bbox_aux_0: 0.1634 (0.1663) loss_bbox_aux_1: 0.1471 (0.1581) loss_bbox_aux_2: 0.1315 (0.1555) loss_bbox_aux_3: 0.1345 (0.1534) loss_bbox_aux_4: 0.1364 (0.1531) loss_bbox_aux_5: 0.1935 (0.2036) loss_bbox_dn_0: 0.2694 (0.2695) loss_bbox_dn_1: 0.1929 (0.1985) loss_bbox_dn_2: 0.1802 (0.1778) loss_bbox_dn_3: 0.1719 (0.1718) loss_bbox_dn_4: 0.1687 (0.1704) loss_bbox_dn_5: 0.1688 (0.1704) loss_giou: 0.4784 (0.4730) loss_giou_aux_0: 0.5122 (0.4972) loss_giou_aux_1: 0.4965 (0.4830) loss_giou_aux_2: 0.4768 (0.4778) loss_giou_aux_3: 0.4733 (0.4742) loss_giou_aux_4: 0.4787 (0.4731) loss_giou_aux_5: 0.5786 (0.5626) loss_giou_dn_0: 0.5585 (0.5803) loss_giou_dn_1: 0.4628 (0.4730) loss_giou_dn_2: 0.4373 (0.4428) loss_giou_dn_3: 0.4274 (0.4344) loss_giou_dn_4: 0.4248 (0.4324) loss_giou_dn_5: 0.4249 (0.4325) loss_vfl: 0.6813 (0.6759) loss_vfl_aux_0: 0.7894 (0.7835) loss_vfl_aux_1: 0.7428 (0.7365) loss_vfl_aux_2: 0.7143 (0.7022) loss_vfl_aux_3: 0.7028 (0.6877) loss_vfl_aux_4: 0.6968 (0.6796) loss_vfl_aux_5: 0.7591 (0.7630) loss_vfl_dn_0: 0.4502 (0.4536) loss_vfl_dn_1: 0.3830 (0.3877) loss_vfl_dn_2: 0.3679 (0.3718) loss_vfl_dn_3: 0.3586 (0.3643) loss_vfl_dn_4: 0.3590 (0.3618) loss_vfl_dn_5: 0.3575 (0.3610) time: 0.4744 data: 0.0140 max mem: 5654 Epoch: [43] [5700/7393] eta: 0:13:48 lr: 0.000010 loss: 15.8324 (15.8626) loss_bbox: 0.1474 (0.1530) loss_bbox_aux_0: 0.1567 (0.1664) loss_bbox_aux_1: 0.1549 (0.1581) loss_bbox_aux_2: 0.1533 (0.1555) loss_bbox_aux_3: 0.1496 (0.1534) loss_bbox_aux_4: 0.1466 (0.1530) loss_bbox_aux_5: 0.2007 (0.2036) loss_bbox_dn_0: 0.2646 (0.2695) loss_bbox_dn_1: 0.1983 (0.1986) loss_bbox_dn_2: 0.1742 (0.1779) loss_bbox_dn_3: 0.1690 (0.1718) loss_bbox_dn_4: 0.1679 (0.1704) loss_bbox_dn_5: 0.1680 (0.1704) loss_giou: 0.4165 (0.4726) loss_giou_aux_0: 0.4395 (0.4968) loss_giou_aux_1: 0.4272 (0.4826) loss_giou_aux_2: 0.4329 (0.4774) loss_giou_aux_3: 0.4244 (0.4738) loss_giou_aux_4: 0.4171 (0.4727) loss_giou_aux_5: 0.5143 (0.5622) loss_giou_dn_0: 0.5699 (0.5801) loss_giou_dn_1: 0.4626 (0.4727) loss_giou_dn_2: 0.4272 (0.4425) loss_giou_dn_3: 0.4164 (0.4342) loss_giou_dn_4: 0.4143 (0.4321) loss_giou_dn_5: 0.4143 (0.4323) loss_vfl: 0.6773 (0.6760) loss_vfl_aux_0: 0.7836 (0.7835) loss_vfl_aux_1: 0.7374 (0.7365) loss_vfl_aux_2: 0.7002 (0.7023) loss_vfl_aux_3: 0.6809 (0.6879) loss_vfl_aux_4: 0.6722 (0.6797) loss_vfl_aux_5: 0.7874 (0.7632) loss_vfl_dn_0: 0.4530 (0.4536) loss_vfl_dn_1: 0.3890 (0.3877) loss_vfl_dn_2: 0.3727 (0.3718) loss_vfl_dn_3: 0.3647 (0.3643) loss_vfl_dn_4: 0.3622 (0.3618) loss_vfl_dn_5: 0.3601 (0.3610) time: 0.4830 data: 0.0142 max mem: 5654 Epoch: [43] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.5821 (15.8617) loss_bbox: 0.1392 (0.1530) loss_bbox_aux_0: 0.1555 (0.1663) loss_bbox_aux_1: 0.1441 (0.1580) loss_bbox_aux_2: 0.1469 (0.1555) loss_bbox_aux_3: 0.1449 (0.1534) loss_bbox_aux_4: 0.1394 (0.1530) loss_bbox_aux_5: 0.1879 (0.2035) loss_bbox_dn_0: 0.2450 (0.2693) loss_bbox_dn_1: 0.1855 (0.1984) loss_bbox_dn_2: 0.1573 (0.1777) loss_bbox_dn_3: 0.1539 (0.1717) loss_bbox_dn_4: 0.1516 (0.1703) loss_bbox_dn_5: 0.1516 (0.1703) loss_giou: 0.4387 (0.4726) loss_giou_aux_0: 0.4584 (0.4968) loss_giou_aux_1: 0.4394 (0.4827) loss_giou_aux_2: 0.4529 (0.4775) loss_giou_aux_3: 0.4429 (0.4739) loss_giou_aux_4: 0.4385 (0.4728) loss_giou_aux_5: 0.5305 (0.5622) loss_giou_dn_0: 0.5559 (0.5801) loss_giou_dn_1: 0.4542 (0.4727) loss_giou_dn_2: 0.4198 (0.4425) loss_giou_dn_3: 0.4101 (0.4342) loss_giou_dn_4: 0.4059 (0.4321) loss_giou_dn_5: 0.4060 (0.4323) loss_vfl: 0.6926 (0.6760) loss_vfl_aux_0: 0.7720 (0.7836) loss_vfl_aux_1: 0.7486 (0.7365) loss_vfl_aux_2: 0.7063 (0.7022) loss_vfl_aux_3: 0.6966 (0.6878) loss_vfl_aux_4: 0.7024 (0.6798) loss_vfl_aux_5: 0.7760 (0.7632) loss_vfl_dn_0: 0.4485 (0.4536) loss_vfl_dn_1: 0.3854 (0.3877) loss_vfl_dn_2: 0.3689 (0.3717) loss_vfl_dn_3: 0.3608 (0.3642) loss_vfl_dn_4: 0.3588 (0.3617) loss_vfl_dn_5: 0.3568 (0.3609) time: 0.4686 data: 0.0139 max mem: 5654 Epoch: [43] [5900/7393] eta: 0:12:10 lr: 0.000010 loss: 15.5315 (15.8597) loss_bbox: 0.1444 (0.1530) loss_bbox_aux_0: 0.1615 (0.1664) loss_bbox_aux_1: 0.1538 (0.1580) loss_bbox_aux_2: 0.1460 (0.1555) loss_bbox_aux_3: 0.1458 (0.1534) loss_bbox_aux_4: 0.1444 (0.1530) loss_bbox_aux_5: 0.1923 (0.2036) loss_bbox_dn_0: 0.2646 (0.2696) loss_bbox_dn_1: 0.1906 (0.1986) loss_bbox_dn_2: 0.1710 (0.1779) loss_bbox_dn_3: 0.1676 (0.1719) loss_bbox_dn_4: 0.1657 (0.1704) loss_bbox_dn_5: 0.1658 (0.1704) loss_giou: 0.4187 (0.4722) loss_giou_aux_0: 0.4472 (0.4965) loss_giou_aux_1: 0.4342 (0.4823) loss_giou_aux_2: 0.4378 (0.4771) loss_giou_aux_3: 0.4278 (0.4735) loss_giou_aux_4: 0.4149 (0.4723) loss_giou_aux_5: 0.5165 (0.5618) loss_giou_dn_0: 0.5413 (0.5799) loss_giou_dn_1: 0.4441 (0.4725) loss_giou_dn_2: 0.4129 (0.4422) loss_giou_dn_3: 0.4073 (0.4339) loss_giou_dn_4: 0.4063 (0.4318) loss_giou_dn_5: 0.4062 (0.4320) loss_vfl: 0.6660 (0.6761) loss_vfl_aux_0: 0.8002 (0.7837) loss_vfl_aux_1: 0.7417 (0.7368) loss_vfl_aux_2: 0.7100 (0.7023) loss_vfl_aux_3: 0.6862 (0.6879) loss_vfl_aux_4: 0.6726 (0.6799) loss_vfl_aux_5: 0.7770 (0.7633) loss_vfl_dn_0: 0.4496 (0.4536) loss_vfl_dn_1: 0.3898 (0.3877) loss_vfl_dn_2: 0.3702 (0.3717) loss_vfl_dn_3: 0.3630 (0.3642) loss_vfl_dn_4: 0.3633 (0.3617) loss_vfl_dn_5: 0.3639 (0.3609) time: 0.4863 data: 0.0140 max mem: 5654 Epoch: [43] [6000/7393] eta: 0:11:21 lr: 0.000010 loss: 15.9781 (15.8618) loss_bbox: 0.1475 (0.1531) loss_bbox_aux_0: 0.1615 (0.1664) loss_bbox_aux_1: 0.1503 (0.1581) loss_bbox_aux_2: 0.1535 (0.1556) loss_bbox_aux_3: 0.1494 (0.1535) loss_bbox_aux_4: 0.1475 (0.1531) loss_bbox_aux_5: 0.1899 (0.2037) loss_bbox_dn_0: 0.2641 (0.2698) loss_bbox_dn_1: 0.1800 (0.1987) loss_bbox_dn_2: 0.1620 (0.1780) loss_bbox_dn_3: 0.1540 (0.1719) loss_bbox_dn_4: 0.1538 (0.1705) loss_bbox_dn_5: 0.1538 (0.1705) loss_giou: 0.4544 (0.4722) loss_giou_aux_0: 0.4854 (0.4964) loss_giou_aux_1: 0.4791 (0.4822) loss_giou_aux_2: 0.4593 (0.4771) loss_giou_aux_3: 0.4500 (0.4735) loss_giou_aux_4: 0.4546 (0.4723) loss_giou_aux_5: 0.5478 (0.5618) loss_giou_dn_0: 0.5756 (0.5800) loss_giou_dn_1: 0.4662 (0.4725) loss_giou_dn_2: 0.4337 (0.4423) loss_giou_dn_3: 0.4281 (0.4339) loss_giou_dn_4: 0.4271 (0.4319) loss_giou_dn_5: 0.4277 (0.4320) loss_vfl: 0.6693 (0.6763) loss_vfl_aux_0: 0.7951 (0.7838) loss_vfl_aux_1: 0.7231 (0.7370) loss_vfl_aux_2: 0.6807 (0.7025) loss_vfl_aux_3: 0.6630 (0.6880) loss_vfl_aux_4: 0.6704 (0.6800) loss_vfl_aux_5: 0.7645 (0.7635) loss_vfl_dn_0: 0.4503 (0.4536) loss_vfl_dn_1: 0.3890 (0.3877) loss_vfl_dn_2: 0.3701 (0.3717) loss_vfl_dn_3: 0.3629 (0.3642) loss_vfl_dn_4: 0.3608 (0.3617) loss_vfl_dn_5: 0.3587 (0.3609) time: 0.4762 data: 0.0137 max mem: 5654 Epoch: [43] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 16.1670 (15.8649) loss_bbox: 0.1422 (0.1532) loss_bbox_aux_0: 0.1727 (0.1666) loss_bbox_aux_1: 0.1442 (0.1582) loss_bbox_aux_2: 0.1430 (0.1557) loss_bbox_aux_3: 0.1461 (0.1536) loss_bbox_aux_4: 0.1422 (0.1532) loss_bbox_aux_5: 0.2153 (0.2037) loss_bbox_dn_0: 0.2602 (0.2698) loss_bbox_dn_1: 0.1878 (0.1987) loss_bbox_dn_2: 0.1694 (0.1780) loss_bbox_dn_3: 0.1670 (0.1719) loss_bbox_dn_4: 0.1671 (0.1705) loss_bbox_dn_5: 0.1671 (0.1705) loss_giou: 0.4332 (0.4723) loss_giou_aux_0: 0.4533 (0.4965) loss_giou_aux_1: 0.4411 (0.4824) loss_giou_aux_2: 0.4293 (0.4772) loss_giou_aux_3: 0.4358 (0.4736) loss_giou_aux_4: 0.4300 (0.4724) loss_giou_aux_5: 0.5261 (0.5619) loss_giou_dn_0: 0.5677 (0.5800) loss_giou_dn_1: 0.4611 (0.4726) loss_giou_dn_2: 0.4347 (0.4423) loss_giou_dn_3: 0.4256 (0.4340) loss_giou_dn_4: 0.4247 (0.4319) loss_giou_dn_5: 0.4246 (0.4321) loss_vfl: 0.6937 (0.6763) loss_vfl_aux_0: 0.8203 (0.7840) loss_vfl_aux_1: 0.7534 (0.7372) loss_vfl_aux_2: 0.7043 (0.7025) loss_vfl_aux_3: 0.7080 (0.6880) loss_vfl_aux_4: 0.7004 (0.6800) loss_vfl_aux_5: 0.7907 (0.7637) loss_vfl_dn_0: 0.4493 (0.4537) loss_vfl_dn_1: 0.3831 (0.3877) loss_vfl_dn_2: 0.3677 (0.3718) loss_vfl_dn_3: 0.3592 (0.3643) loss_vfl_dn_4: 0.3576 (0.3618) loss_vfl_dn_5: 0.3568 (0.3610) time: 0.4814 data: 0.0143 max mem: 5654 Epoch: [43] [6200/7393] eta: 0:09:43 lr: 0.000010 loss: 16.0783 (15.8661) loss_bbox: 0.1521 (0.1532) loss_bbox_aux_0: 0.1661 (0.1666) loss_bbox_aux_1: 0.1595 (0.1581) loss_bbox_aux_2: 0.1564 (0.1557) loss_bbox_aux_3: 0.1513 (0.1536) loss_bbox_aux_4: 0.1517 (0.1532) loss_bbox_aux_5: 0.2077 (0.2038) loss_bbox_dn_0: 0.2683 (0.2698) loss_bbox_dn_1: 0.2042 (0.1987) loss_bbox_dn_2: 0.1843 (0.1780) loss_bbox_dn_3: 0.1806 (0.1720) loss_bbox_dn_4: 0.1800 (0.1705) loss_bbox_dn_5: 0.1800 (0.1705) loss_giou: 0.4821 (0.4722) loss_giou_aux_0: 0.5020 (0.4965) loss_giou_aux_1: 0.4864 (0.4822) loss_giou_aux_2: 0.4834 (0.4771) loss_giou_aux_3: 0.4823 (0.4735) loss_giou_aux_4: 0.4762 (0.4723) loss_giou_aux_5: 0.5839 (0.5618) loss_giou_dn_0: 0.5901 (0.5800) loss_giou_dn_1: 0.4816 (0.4725) loss_giou_dn_2: 0.4434 (0.4423) loss_giou_dn_3: 0.4272 (0.4339) loss_giou_dn_4: 0.4241 (0.4319) loss_giou_dn_5: 0.4239 (0.4320) loss_vfl: 0.7093 (0.6765) loss_vfl_aux_0: 0.8136 (0.7842) loss_vfl_aux_1: 0.7886 (0.7378) loss_vfl_aux_2: 0.7419 (0.7029) loss_vfl_aux_3: 0.7262 (0.6883) loss_vfl_aux_4: 0.7155 (0.6803) loss_vfl_aux_5: 0.7760 (0.7640) loss_vfl_dn_0: 0.4527 (0.4537) loss_vfl_dn_1: 0.3851 (0.3878) loss_vfl_dn_2: 0.3702 (0.3718) loss_vfl_dn_3: 0.3622 (0.3643) loss_vfl_dn_4: 0.3613 (0.3618) loss_vfl_dn_5: 0.3610 (0.3610) time: 0.4806 data: 0.0143 max mem: 5654 Epoch: [43] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 15.5064 (15.8677) loss_bbox: 0.1579 (0.1532) loss_bbox_aux_0: 0.1606 (0.1666) loss_bbox_aux_1: 0.1502 (0.1581) loss_bbox_aux_2: 0.1506 (0.1557) loss_bbox_aux_3: 0.1496 (0.1536) loss_bbox_aux_4: 0.1514 (0.1532) loss_bbox_aux_5: 0.1938 (0.2037) loss_bbox_dn_0: 0.2540 (0.2697) loss_bbox_dn_1: 0.1783 (0.1986) loss_bbox_dn_2: 0.1627 (0.1779) loss_bbox_dn_3: 0.1584 (0.1719) loss_bbox_dn_4: 0.1571 (0.1705) loss_bbox_dn_5: 0.1571 (0.1705) loss_giou: 0.4837 (0.4726) loss_giou_aux_0: 0.4910 (0.4968) loss_giou_aux_1: 0.4604 (0.4826) loss_giou_aux_2: 0.4762 (0.4775) loss_giou_aux_3: 0.4863 (0.4740) loss_giou_aux_4: 0.4861 (0.4727) loss_giou_aux_5: 0.5770 (0.5622) loss_giou_dn_0: 0.5916 (0.5802) loss_giou_dn_1: 0.4821 (0.4727) loss_giou_dn_2: 0.4513 (0.4425) loss_giou_dn_3: 0.4462 (0.4341) loss_giou_dn_4: 0.4442 (0.4321) loss_giou_dn_5: 0.4442 (0.4322) loss_vfl: 0.6320 (0.6762) loss_vfl_aux_0: 0.7297 (0.7839) loss_vfl_aux_1: 0.6778 (0.7376) loss_vfl_aux_2: 0.6540 (0.7026) loss_vfl_aux_3: 0.6429 (0.6879) loss_vfl_aux_4: 0.6399 (0.6799) loss_vfl_aux_5: 0.7094 (0.7637) loss_vfl_dn_0: 0.4543 (0.4537) loss_vfl_dn_1: 0.3870 (0.3878) loss_vfl_dn_2: 0.3730 (0.3718) loss_vfl_dn_3: 0.3642 (0.3643) loss_vfl_dn_4: 0.3612 (0.3618) loss_vfl_dn_5: 0.3609 (0.3610) time: 0.4658 data: 0.0143 max mem: 5654 Epoch: [43] [6400/7393] eta: 0:08:04 lr: 0.000010 loss: 16.4736 (15.8721) loss_bbox: 0.1455 (0.1533) loss_bbox_aux_0: 0.1688 (0.1666) loss_bbox_aux_1: 0.1508 (0.1582) loss_bbox_aux_2: 0.1560 (0.1558) loss_bbox_aux_3: 0.1543 (0.1537) loss_bbox_aux_4: 0.1431 (0.1533) loss_bbox_aux_5: 0.1917 (0.2037) loss_bbox_dn_0: 0.2703 (0.2697) loss_bbox_dn_1: 0.2023 (0.1987) loss_bbox_dn_2: 0.1774 (0.1780) loss_bbox_dn_3: 0.1680 (0.1720) loss_bbox_dn_4: 0.1619 (0.1706) loss_bbox_dn_5: 0.1619 (0.1706) loss_giou: 0.5148 (0.4729) loss_giou_aux_0: 0.5375 (0.4971) loss_giou_aux_1: 0.5274 (0.4829) loss_giou_aux_2: 0.5242 (0.4778) loss_giou_aux_3: 0.5192 (0.4743) loss_giou_aux_4: 0.5158 (0.4730) loss_giou_aux_5: 0.6124 (0.5624) loss_giou_dn_0: 0.6043 (0.5804) loss_giou_dn_1: 0.4902 (0.4730) loss_giou_dn_2: 0.4690 (0.4427) loss_giou_dn_3: 0.4639 (0.4344) loss_giou_dn_4: 0.4638 (0.4323) loss_giou_dn_5: 0.4643 (0.4325) loss_vfl: 0.6829 (0.6762) loss_vfl_aux_0: 0.7688 (0.7838) loss_vfl_aux_1: 0.7577 (0.7376) loss_vfl_aux_2: 0.7094 (0.7026) loss_vfl_aux_3: 0.7074 (0.6878) loss_vfl_aux_4: 0.6882 (0.6800) loss_vfl_aux_5: 0.7449 (0.7637) loss_vfl_dn_0: 0.4478 (0.4537) loss_vfl_dn_1: 0.3895 (0.3878) loss_vfl_dn_2: 0.3762 (0.3718) loss_vfl_dn_3: 0.3664 (0.3643) loss_vfl_dn_4: 0.3629 (0.3618) loss_vfl_dn_5: 0.3620 (0.3610) time: 0.4931 data: 0.0145 max mem: 5654 Epoch: [43] [6500/7393] eta: 0:07:15 lr: 0.000010 loss: 15.6132 (15.8673) loss_bbox: 0.1428 (0.1532) loss_bbox_aux_0: 0.1547 (0.1666) loss_bbox_aux_1: 0.1472 (0.1582) loss_bbox_aux_2: 0.1423 (0.1557) loss_bbox_aux_3: 0.1411 (0.1537) loss_bbox_aux_4: 0.1432 (0.1533) loss_bbox_aux_5: 0.2044 (0.2037) loss_bbox_dn_0: 0.2764 (0.2696) loss_bbox_dn_1: 0.1908 (0.1986) loss_bbox_dn_2: 0.1715 (0.1780) loss_bbox_dn_3: 0.1642 (0.1719) loss_bbox_dn_4: 0.1621 (0.1705) loss_bbox_dn_5: 0.1621 (0.1705) loss_giou: 0.4415 (0.4728) loss_giou_aux_0: 0.4534 (0.4969) loss_giou_aux_1: 0.4571 (0.4827) loss_giou_aux_2: 0.4523 (0.4776) loss_giou_aux_3: 0.4438 (0.4742) loss_giou_aux_4: 0.4421 (0.4729) loss_giou_aux_5: 0.5369 (0.5622) loss_giou_dn_0: 0.5621 (0.5802) loss_giou_dn_1: 0.4495 (0.4728) loss_giou_dn_2: 0.4155 (0.4426) loss_giou_dn_3: 0.4100 (0.4343) loss_giou_dn_4: 0.4090 (0.4322) loss_giou_dn_5: 0.4090 (0.4324) loss_vfl: 0.6418 (0.6759) loss_vfl_aux_0: 0.7615 (0.7836) loss_vfl_aux_1: 0.7106 (0.7373) loss_vfl_aux_2: 0.6776 (0.7024) loss_vfl_aux_3: 0.6392 (0.6875) loss_vfl_aux_4: 0.6385 (0.6797) loss_vfl_aux_5: 0.7309 (0.7634) loss_vfl_dn_0: 0.4496 (0.4536) loss_vfl_dn_1: 0.3815 (0.3877) loss_vfl_dn_2: 0.3664 (0.3718) loss_vfl_dn_3: 0.3598 (0.3643) loss_vfl_dn_4: 0.3559 (0.3618) loss_vfl_dn_5: 0.3564 (0.3610) time: 0.4730 data: 0.0141 max mem: 5654 Epoch: [43] [6600/7393] eta: 0:06:26 lr: 0.000010 loss: 16.5688 (15.8683) loss_bbox: 0.1599 (0.1532) loss_bbox_aux_0: 0.1684 (0.1666) loss_bbox_aux_1: 0.1523 (0.1581) loss_bbox_aux_2: 0.1506 (0.1558) loss_bbox_aux_3: 0.1597 (0.1537) loss_bbox_aux_4: 0.1617 (0.1533) loss_bbox_aux_5: 0.1923 (0.2037) loss_bbox_dn_0: 0.2484 (0.2696) loss_bbox_dn_1: 0.1909 (0.1987) loss_bbox_dn_2: 0.1727 (0.1780) loss_bbox_dn_3: 0.1663 (0.1720) loss_bbox_dn_4: 0.1641 (0.1706) loss_bbox_dn_5: 0.1643 (0.1706) loss_giou: 0.4714 (0.4729) loss_giou_aux_0: 0.4942 (0.4970) loss_giou_aux_1: 0.4766 (0.4828) loss_giou_aux_2: 0.4845 (0.4778) loss_giou_aux_3: 0.4822 (0.4743) loss_giou_aux_4: 0.4715 (0.4730) loss_giou_aux_5: 0.5590 (0.5624) loss_giou_dn_0: 0.5860 (0.5803) loss_giou_dn_1: 0.4774 (0.4729) loss_giou_dn_2: 0.4421 (0.4427) loss_giou_dn_3: 0.4326 (0.4344) loss_giou_dn_4: 0.4318 (0.4323) loss_giou_dn_5: 0.4321 (0.4325) loss_vfl: 0.6727 (0.6758) loss_vfl_aux_0: 0.7649 (0.7836) loss_vfl_aux_1: 0.7211 (0.7373) loss_vfl_aux_2: 0.6958 (0.7022) loss_vfl_aux_3: 0.6754 (0.6873) loss_vfl_aux_4: 0.6687 (0.6795) loss_vfl_aux_5: 0.7460 (0.7634) loss_vfl_dn_0: 0.4603 (0.4536) loss_vfl_dn_1: 0.3863 (0.3877) loss_vfl_dn_2: 0.3652 (0.3718) loss_vfl_dn_3: 0.3617 (0.3643) loss_vfl_dn_4: 0.3589 (0.3618) loss_vfl_dn_5: 0.3583 (0.3610) time: 0.4836 data: 0.0139 max mem: 5654 Epoch: [43] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 15.2150 (15.8697) loss_bbox: 0.1430 (0.1533) loss_bbox_aux_0: 0.1558 (0.1666) loss_bbox_aux_1: 0.1502 (0.1581) loss_bbox_aux_2: 0.1444 (0.1557) loss_bbox_aux_3: 0.1434 (0.1537) loss_bbox_aux_4: 0.1405 (0.1533) loss_bbox_aux_5: 0.1959 (0.2036) loss_bbox_dn_0: 0.2295 (0.2696) loss_bbox_dn_1: 0.1662 (0.1987) loss_bbox_dn_2: 0.1482 (0.1780) loss_bbox_dn_3: 0.1422 (0.1720) loss_bbox_dn_4: 0.1418 (0.1706) loss_bbox_dn_5: 0.1418 (0.1706) loss_giou: 0.4699 (0.4731) loss_giou_aux_0: 0.4728 (0.4972) loss_giou_aux_1: 0.4638 (0.4830) loss_giou_aux_2: 0.4582 (0.4779) loss_giou_aux_3: 0.4683 (0.4745) loss_giou_aux_4: 0.4609 (0.4732) loss_giou_aux_5: 0.5514 (0.5625) loss_giou_dn_0: 0.5652 (0.5804) loss_giou_dn_1: 0.4545 (0.4730) loss_giou_dn_2: 0.4247 (0.4428) loss_giou_dn_3: 0.4103 (0.4345) loss_giou_dn_4: 0.4074 (0.4324) loss_giou_dn_5: 0.4072 (0.4326) loss_vfl: 0.6357 (0.6757) loss_vfl_aux_0: 0.7307 (0.7835) loss_vfl_aux_1: 0.6903 (0.7372) loss_vfl_aux_2: 0.6626 (0.7022) loss_vfl_aux_3: 0.6482 (0.6872) loss_vfl_aux_4: 0.6419 (0.6794) loss_vfl_aux_5: 0.7136 (0.7633) loss_vfl_dn_0: 0.4424 (0.4536) loss_vfl_dn_1: 0.3791 (0.3877) loss_vfl_dn_2: 0.3629 (0.3718) loss_vfl_dn_3: 0.3554 (0.3643) loss_vfl_dn_4: 0.3538 (0.3618) loss_vfl_dn_5: 0.3550 (0.3610) time: 0.4878 data: 0.0138 max mem: 5654 Epoch: [43] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 15.5513 (15.8725) loss_bbox: 0.1267 (0.1533) loss_bbox_aux_0: 0.1505 (0.1666) loss_bbox_aux_1: 0.1362 (0.1582) loss_bbox_aux_2: 0.1348 (0.1558) loss_bbox_aux_3: 0.1302 (0.1538) loss_bbox_aux_4: 0.1284 (0.1534) loss_bbox_aux_5: 0.1805 (0.2037) loss_bbox_dn_0: 0.2579 (0.2696) loss_bbox_dn_1: 0.1782 (0.1987) loss_bbox_dn_2: 0.1608 (0.1780) loss_bbox_dn_3: 0.1567 (0.1720) loss_bbox_dn_4: 0.1559 (0.1706) loss_bbox_dn_5: 0.1559 (0.1706) loss_giou: 0.4742 (0.4733) loss_giou_aux_0: 0.4820 (0.4973) loss_giou_aux_1: 0.4733 (0.4831) loss_giou_aux_2: 0.4736 (0.4781) loss_giou_aux_3: 0.4789 (0.4747) loss_giou_aux_4: 0.4745 (0.4734) loss_giou_aux_5: 0.5529 (0.5626) loss_giou_dn_0: 0.5706 (0.5805) loss_giou_dn_1: 0.4681 (0.4731) loss_giou_dn_2: 0.4321 (0.4429) loss_giou_dn_3: 0.4245 (0.4346) loss_giou_dn_4: 0.4232 (0.4325) loss_giou_dn_5: 0.4229 (0.4327) loss_vfl: 0.6506 (0.6757) loss_vfl_aux_0: 0.7573 (0.7836) loss_vfl_aux_1: 0.7238 (0.7373) loss_vfl_aux_2: 0.6838 (0.7024) loss_vfl_aux_3: 0.6730 (0.6873) loss_vfl_aux_4: 0.6544 (0.6795) loss_vfl_aux_5: 0.7292 (0.7633) loss_vfl_dn_0: 0.4451 (0.4536) loss_vfl_dn_1: 0.3830 (0.3878) loss_vfl_dn_2: 0.3730 (0.3718) loss_vfl_dn_3: 0.3672 (0.3644) loss_vfl_dn_4: 0.3633 (0.3618) loss_vfl_dn_5: 0.3611 (0.3611) time: 0.4932 data: 0.0140 max mem: 5654 Epoch: [43] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 15.1705 (15.8706) loss_bbox: 0.1418 (0.1533) loss_bbox_aux_0: 0.1460 (0.1666) loss_bbox_aux_1: 0.1406 (0.1582) loss_bbox_aux_2: 0.1354 (0.1558) loss_bbox_aux_3: 0.1402 (0.1538) loss_bbox_aux_4: 0.1385 (0.1533) loss_bbox_aux_5: 0.1745 (0.2036) loss_bbox_dn_0: 0.2497 (0.2696) loss_bbox_dn_1: 0.1744 (0.1986) loss_bbox_dn_2: 0.1504 (0.1780) loss_bbox_dn_3: 0.1406 (0.1719) loss_bbox_dn_4: 0.1387 (0.1705) loss_bbox_dn_5: 0.1388 (0.1705) loss_giou: 0.4371 (0.4732) loss_giou_aux_0: 0.4492 (0.4973) loss_giou_aux_1: 0.4466 (0.4831) loss_giou_aux_2: 0.4543 (0.4780) loss_giou_aux_3: 0.4346 (0.4746) loss_giou_aux_4: 0.4464 (0.4733) loss_giou_aux_5: 0.5344 (0.5625) loss_giou_dn_0: 0.5516 (0.5805) loss_giou_dn_1: 0.4440 (0.4731) loss_giou_dn_2: 0.4149 (0.4429) loss_giou_dn_3: 0.4088 (0.4345) loss_giou_dn_4: 0.4078 (0.4325) loss_giou_dn_5: 0.4077 (0.4326) loss_vfl: 0.6609 (0.6757) loss_vfl_aux_0: 0.7689 (0.7834) loss_vfl_aux_1: 0.7161 (0.7372) loss_vfl_aux_2: 0.6823 (0.7023) loss_vfl_aux_3: 0.6588 (0.6873) loss_vfl_aux_4: 0.6633 (0.6795) loss_vfl_aux_5: 0.7243 (0.7631) loss_vfl_dn_0: 0.4523 (0.4536) loss_vfl_dn_1: 0.3821 (0.3877) loss_vfl_dn_2: 0.3662 (0.3718) loss_vfl_dn_3: 0.3634 (0.3643) loss_vfl_dn_4: 0.3580 (0.3618) loss_vfl_dn_5: 0.3573 (0.3610) time: 0.4768 data: 0.0139 max mem: 5654 Epoch: [43] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.4752 (15.8728) loss_bbox: 0.1409 (0.1533) loss_bbox_aux_0: 0.1551 (0.1666) loss_bbox_aux_1: 0.1505 (0.1582) loss_bbox_aux_2: 0.1489 (0.1558) loss_bbox_aux_3: 0.1462 (0.1538) loss_bbox_aux_4: 0.1426 (0.1534) loss_bbox_aux_5: 0.1879 (0.2037) loss_bbox_dn_0: 0.2468 (0.2695) loss_bbox_dn_1: 0.1857 (0.1986) loss_bbox_dn_2: 0.1635 (0.1780) loss_bbox_dn_3: 0.1526 (0.1719) loss_bbox_dn_4: 0.1500 (0.1705) loss_bbox_dn_5: 0.1501 (0.1705) loss_giou: 0.4480 (0.4734) loss_giou_aux_0: 0.4545 (0.4975) loss_giou_aux_1: 0.4438 (0.4833) loss_giou_aux_2: 0.4375 (0.4782) loss_giou_aux_3: 0.4457 (0.4748) loss_giou_aux_4: 0.4481 (0.4735) loss_giou_aux_5: 0.5007 (0.5627) loss_giou_dn_0: 0.5738 (0.5806) loss_giou_dn_1: 0.4686 (0.4732) loss_giou_dn_2: 0.4471 (0.4430) loss_giou_dn_3: 0.4397 (0.4347) loss_giou_dn_4: 0.4391 (0.4326) loss_giou_dn_5: 0.4386 (0.4328) loss_vfl: 0.6438 (0.6757) loss_vfl_aux_0: 0.7696 (0.7833) loss_vfl_aux_1: 0.7328 (0.7371) loss_vfl_aux_2: 0.6780 (0.7023) loss_vfl_aux_3: 0.6392 (0.6872) loss_vfl_aux_4: 0.6429 (0.6794) loss_vfl_aux_5: 0.7614 (0.7631) loss_vfl_dn_0: 0.4502 (0.4536) loss_vfl_dn_1: 0.3798 (0.3878) loss_vfl_dn_2: 0.3658 (0.3718) loss_vfl_dn_3: 0.3590 (0.3643) loss_vfl_dn_4: 0.3578 (0.3618) loss_vfl_dn_5: 0.3550 (0.3610) time: 0.4896 data: 0.0141 max mem: 5654 Epoch: [43] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.0929 (15.8722) loss_bbox: 0.1490 (0.1534) loss_bbox_aux_0: 0.1698 (0.1667) loss_bbox_aux_1: 0.1527 (0.1582) loss_bbox_aux_2: 0.1500 (0.1559) loss_bbox_aux_3: 0.1494 (0.1539) loss_bbox_aux_4: 0.1487 (0.1534) loss_bbox_aux_5: 0.2140 (0.2037) loss_bbox_dn_0: 0.2839 (0.2696) loss_bbox_dn_1: 0.1999 (0.1987) loss_bbox_dn_2: 0.1804 (0.1781) loss_bbox_dn_3: 0.1753 (0.1720) loss_bbox_dn_4: 0.1723 (0.1706) loss_bbox_dn_5: 0.1723 (0.1706) loss_giou: 0.3871 (0.4733) loss_giou_aux_0: 0.4004 (0.4974) loss_giou_aux_1: 0.3825 (0.4832) loss_giou_aux_2: 0.3825 (0.4781) loss_giou_aux_3: 0.3868 (0.4747) loss_giou_aux_4: 0.3868 (0.4734) loss_giou_aux_5: 0.4677 (0.5626) loss_giou_dn_0: 0.5157 (0.5806) loss_giou_dn_1: 0.4037 (0.4731) loss_giou_dn_2: 0.3761 (0.4429) loss_giou_dn_3: 0.3685 (0.4346) loss_giou_dn_4: 0.3681 (0.4325) loss_giou_dn_5: 0.3682 (0.4327) loss_vfl: 0.6832 (0.6757) loss_vfl_aux_0: 0.7848 (0.7832) loss_vfl_aux_1: 0.7223 (0.7370) loss_vfl_aux_2: 0.7142 (0.7023) loss_vfl_aux_3: 0.6773 (0.6872) loss_vfl_aux_4: 0.6769 (0.6794) loss_vfl_aux_5: 0.7641 (0.7631) loss_vfl_dn_0: 0.4530 (0.4536) loss_vfl_dn_1: 0.3855 (0.3878) loss_vfl_dn_2: 0.3663 (0.3718) loss_vfl_dn_3: 0.3600 (0.3644) loss_vfl_dn_4: 0.3559 (0.3618) loss_vfl_dn_5: 0.3566 (0.3611) time: 0.4758 data: 0.0140 max mem: 5654 Epoch: [43] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.7379 (15.8744) loss_bbox: 0.1539 (0.1534) loss_bbox_aux_0: 0.1826 (0.1667) loss_bbox_aux_1: 0.1682 (0.1583) loss_bbox_aux_2: 0.1520 (0.1559) loss_bbox_aux_3: 0.1545 (0.1539) loss_bbox_aux_4: 0.1537 (0.1535) loss_bbox_aux_5: 0.1908 (0.2037) loss_bbox_dn_0: 0.2242 (0.2697) loss_bbox_dn_1: 0.1676 (0.1987) loss_bbox_dn_2: 0.1525 (0.1781) loss_bbox_dn_3: 0.1511 (0.1721) loss_bbox_dn_4: 0.1515 (0.1707) loss_bbox_dn_5: 0.1515 (0.1707) loss_giou: 0.4491 (0.4734) loss_giou_aux_0: 0.4824 (0.4975) loss_giou_aux_1: 0.4523 (0.4833) loss_giou_aux_2: 0.4474 (0.4782) loss_giou_aux_3: 0.4467 (0.4748) loss_giou_aux_4: 0.4457 (0.4735) loss_giou_aux_5: 0.5436 (0.5626) loss_giou_dn_0: 0.5718 (0.5806) loss_giou_dn_1: 0.4650 (0.4732) loss_giou_dn_2: 0.4355 (0.4430) loss_giou_dn_3: 0.4259 (0.4347) loss_giou_dn_4: 0.4234 (0.4326) loss_giou_dn_5: 0.4241 (0.4328) loss_vfl: 0.6607 (0.6758) loss_vfl_aux_0: 0.7563 (0.7832) loss_vfl_aux_1: 0.7107 (0.7371) loss_vfl_aux_2: 0.6812 (0.7024) loss_vfl_aux_3: 0.6694 (0.6872) loss_vfl_aux_4: 0.6677 (0.6795) loss_vfl_aux_5: 0.7863 (0.7632) loss_vfl_dn_0: 0.4506 (0.4536) loss_vfl_dn_1: 0.3859 (0.3878) loss_vfl_dn_2: 0.3664 (0.3719) loss_vfl_dn_3: 0.3637 (0.3644) loss_vfl_dn_4: 0.3609 (0.3619) loss_vfl_dn_5: 0.3602 (0.3611) time: 0.4801 data: 0.0138 max mem: 5654 Epoch: [43] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6348 (15.8764) loss_bbox: 0.1551 (0.1534) loss_bbox_aux_0: 0.1631 (0.1667) loss_bbox_aux_1: 0.1544 (0.1583) loss_bbox_aux_2: 0.1575 (0.1559) loss_bbox_aux_3: 0.1480 (0.1539) loss_bbox_aux_4: 0.1484 (0.1535) loss_bbox_aux_5: 0.1883 (0.2037) loss_bbox_dn_0: 0.2465 (0.2696) loss_bbox_dn_1: 0.1873 (0.1987) loss_bbox_dn_2: 0.1701 (0.1781) loss_bbox_dn_3: 0.1655 (0.1720) loss_bbox_dn_4: 0.1637 (0.1706) loss_bbox_dn_5: 0.1636 (0.1706) loss_giou: 0.4716 (0.4737) loss_giou_aux_0: 0.5072 (0.4978) loss_giou_aux_1: 0.4860 (0.4836) loss_giou_aux_2: 0.4692 (0.4785) loss_giou_aux_3: 0.4851 (0.4752) loss_giou_aux_4: 0.4783 (0.4738) loss_giou_aux_5: 0.5432 (0.5630) loss_giou_dn_0: 0.5909 (0.5807) loss_giou_dn_1: 0.4641 (0.4733) loss_giou_dn_2: 0.4344 (0.4431) loss_giou_dn_3: 0.4256 (0.4349) loss_giou_dn_4: 0.4241 (0.4328) loss_giou_dn_5: 0.4243 (0.4330) loss_vfl: 0.6629 (0.6756) loss_vfl_aux_0: 0.7519 (0.7830) loss_vfl_aux_1: 0.7094 (0.7368) loss_vfl_aux_2: 0.6895 (0.7022) loss_vfl_aux_3: 0.6725 (0.6871) loss_vfl_aux_4: 0.6645 (0.6793) loss_vfl_aux_5: 0.7322 (0.7630) loss_vfl_dn_0: 0.4484 (0.4536) loss_vfl_dn_1: 0.3831 (0.3878) loss_vfl_dn_2: 0.3649 (0.3719) loss_vfl_dn_3: 0.3588 (0.3644) loss_vfl_dn_4: 0.3552 (0.3619) loss_vfl_dn_5: 0.3539 (0.3611) time: 0.4723 data: 0.0139 max mem: 5654 Epoch: [43] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 16.0762 (15.8784) loss_bbox: 0.1466 (0.1535) loss_bbox_aux_0: 0.1624 (0.1668) loss_bbox_aux_1: 0.1455 (0.1584) loss_bbox_aux_2: 0.1531 (0.1560) loss_bbox_aux_3: 0.1509 (0.1540) loss_bbox_aux_4: 0.1468 (0.1535) loss_bbox_aux_5: 0.2003 (0.2038) loss_bbox_dn_0: 0.2539 (0.2697) loss_bbox_dn_1: 0.1911 (0.1987) loss_bbox_dn_2: 0.1782 (0.1782) loss_bbox_dn_3: 0.1708 (0.1721) loss_bbox_dn_4: 0.1685 (0.1707) loss_bbox_dn_5: 0.1685 (0.1707) loss_giou: 0.5249 (0.4738) loss_giou_aux_0: 0.5515 (0.4979) loss_giou_aux_1: 0.5282 (0.4837) loss_giou_aux_2: 0.5147 (0.4786) loss_giou_aux_3: 0.5213 (0.4753) loss_giou_aux_4: 0.5223 (0.4739) loss_giou_aux_5: 0.6070 (0.5630) loss_giou_dn_0: 0.6038 (0.5808) loss_giou_dn_1: 0.4912 (0.4734) loss_giou_dn_2: 0.4667 (0.4432) loss_giou_dn_3: 0.4612 (0.4349) loss_giou_dn_4: 0.4594 (0.4329) loss_giou_dn_5: 0.4597 (0.4330) loss_vfl: 0.6517 (0.6757) loss_vfl_aux_0: 0.7624 (0.7829) loss_vfl_aux_1: 0.7127 (0.7368) loss_vfl_aux_2: 0.6891 (0.7022) loss_vfl_aux_3: 0.6571 (0.6871) loss_vfl_aux_4: 0.6473 (0.6794) loss_vfl_aux_5: 0.7551 (0.7630) loss_vfl_dn_0: 0.4506 (0.4536) loss_vfl_dn_1: 0.3897 (0.3878) loss_vfl_dn_2: 0.3732 (0.3719) loss_vfl_dn_3: 0.3639 (0.3644) loss_vfl_dn_4: 0.3632 (0.3619) loss_vfl_dn_5: 0.3629 (0.3612) time: 0.4798 data: 0.0138 max mem: 5654 Epoch: [43] Total time: 1:00:13 (0.4888 s / it) Averaged stats: lr: 0.000010 loss: 16.0762 (15.8784) loss_bbox: 0.1466 (0.1535) loss_bbox_aux_0: 0.1624 (0.1668) loss_bbox_aux_1: 0.1455 (0.1584) loss_bbox_aux_2: 0.1531 (0.1560) loss_bbox_aux_3: 0.1509 (0.1540) loss_bbox_aux_4: 0.1468 (0.1535) loss_bbox_aux_5: 0.2003 (0.2038) loss_bbox_dn_0: 0.2539 (0.2697) loss_bbox_dn_1: 0.1911 (0.1987) loss_bbox_dn_2: 0.1782 (0.1782) loss_bbox_dn_3: 0.1708 (0.1721) loss_bbox_dn_4: 0.1685 (0.1707) loss_bbox_dn_5: 0.1685 (0.1707) loss_giou: 0.5249 (0.4738) loss_giou_aux_0: 0.5515 (0.4979) loss_giou_aux_1: 0.5282 (0.4837) loss_giou_aux_2: 0.5147 (0.4786) loss_giou_aux_3: 0.5213 (0.4753) loss_giou_aux_4: 0.5223 (0.4739) loss_giou_aux_5: 0.6070 (0.5630) loss_giou_dn_0: 0.6038 (0.5808) loss_giou_dn_1: 0.4912 (0.4734) loss_giou_dn_2: 0.4667 (0.4432) loss_giou_dn_3: 0.4612 (0.4349) loss_giou_dn_4: 0.4594 (0.4329) loss_giou_dn_5: 0.4597 (0.4330) loss_vfl: 0.6517 (0.6757) loss_vfl_aux_0: 0.7624 (0.7829) loss_vfl_aux_1: 0.7127 (0.7368) loss_vfl_aux_2: 0.6891 (0.7022) loss_vfl_aux_3: 0.6571 (0.6871) loss_vfl_aux_4: 0.6473 (0.6794) loss_vfl_aux_5: 0.7551 (0.7630) loss_vfl_dn_0: 0.4506 (0.4536) loss_vfl_dn_1: 0.3897 (0.3878) loss_vfl_dn_2: 0.3732 (0.3719) loss_vfl_dn_3: 0.3639 (0.3644) loss_vfl_dn_4: 0.3632 (0.3619) loss_vfl_dn_5: 0.3629 (0.3612) Test: [ 0/157] eta: 0:04:14 time: 1.6184 data: 1.1978 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5096 data: 0.1330 max mem: 5654 Test: [ 20/157] eta: 0:01:48 time: 0.7477 data: 0.0261 max mem: 5654 Test: [ 30/157] eta: 0:01:23 time: 0.7404 data: 0.0254 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.3925 data: 0.0258 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.4009 data: 0.0267 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.3999 data: 0.0267 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3895 data: 0.0263 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3901 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3958 data: 0.0260 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3866 data: 0.0258 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3876 data: 0.0260 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3862 data: 0.0256 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3864 data: 0.0258 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6728 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6567 data: 0.0256 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3588 data: 0.0248 max mem: 5654 Test: Total time: 0:01:15 (0.4795 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.27s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 best_stat: {'epoch': 41, 'coco_eval_bbox': 0.5243968042098192} Epoch: [44] [ 0/7393] eta: 15:48:30 lr: 0.000010 loss: 13.5646 (13.5646) loss_bbox: 0.1339 (0.1339) loss_bbox_aux_0: 0.1658 (0.1658) loss_bbox_aux_1: 0.1389 (0.1389) loss_bbox_aux_2: 0.1381 (0.1381) loss_bbox_aux_3: 0.1363 (0.1363) loss_bbox_aux_4: 0.1340 (0.1340) loss_bbox_aux_5: 0.1828 (0.1828) loss_bbox_dn_0: 0.2121 (0.2121) loss_bbox_dn_1: 0.1449 (0.1449) loss_bbox_dn_2: 0.1318 (0.1318) loss_bbox_dn_3: 0.1295 (0.1295) loss_bbox_dn_4: 0.1291 (0.1291) loss_bbox_dn_5: 0.1290 (0.1290) loss_giou: 0.3303 (0.3303) loss_giou_aux_0: 0.3672 (0.3672) loss_giou_aux_1: 0.3474 (0.3474) loss_giou_aux_2: 0.3472 (0.3472) loss_giou_aux_3: 0.3349 (0.3349) loss_giou_aux_4: 0.3304 (0.3304) loss_giou_aux_5: 0.4023 (0.4023) loss_giou_dn_0: 0.4447 (0.4447) loss_giou_dn_1: 0.3366 (0.3366) loss_giou_dn_2: 0.3134 (0.3134) loss_giou_dn_3: 0.3067 (0.3067) loss_giou_dn_4: 0.3070 (0.3070) loss_giou_dn_5: 0.3071 (0.3071) loss_vfl: 0.6852 (0.6852) loss_vfl_aux_0: 0.7827 (0.7827) loss_vfl_aux_1: 0.7649 (0.7649) loss_vfl_aux_2: 0.7126 (0.7126) loss_vfl_aux_3: 0.6762 (0.6762) loss_vfl_aux_4: 0.6861 (0.6861) loss_vfl_aux_5: 0.7949 (0.7949) loss_vfl_dn_0: 0.4276 (0.4276) loss_vfl_dn_1: 0.3513 (0.3513) loss_vfl_dn_2: 0.3318 (0.3318) loss_vfl_dn_3: 0.3254 (0.3254) loss_vfl_dn_4: 0.3228 (0.3228) loss_vfl_dn_5: 0.3217 (0.3217) time: 7.6978 data: 3.3882 max mem: 5654 Epoch: [44] [ 100/7393] eta: 1:08:33 lr: 0.000010 loss: 16.1736 (15.6621) loss_bbox: 0.1431 (0.1549) loss_bbox_aux_0: 0.1661 (0.1693) loss_bbox_aux_1: 0.1554 (0.1604) loss_bbox_aux_2: 0.1497 (0.1585) loss_bbox_aux_3: 0.1562 (0.1559) loss_bbox_aux_4: 0.1483 (0.1553) loss_bbox_aux_5: 0.1964 (0.2027) loss_bbox_dn_0: 0.2523 (0.2713) loss_bbox_dn_1: 0.1901 (0.1994) loss_bbox_dn_2: 0.1734 (0.1775) loss_bbox_dn_3: 0.1644 (0.1718) loss_bbox_dn_4: 0.1606 (0.1704) loss_bbox_dn_5: 0.1606 (0.1704) loss_giou: 0.5219 (0.4624) loss_giou_aux_0: 0.5555 (0.4874) loss_giou_aux_1: 0.5173 (0.4718) loss_giou_aux_2: 0.5124 (0.4680) loss_giou_aux_3: 0.5210 (0.4642) loss_giou_aux_4: 0.5191 (0.4632) loss_giou_aux_5: 0.6073 (0.5502) loss_giou_dn_0: 0.6447 (0.5702) loss_giou_dn_1: 0.5499 (0.4641) loss_giou_dn_2: 0.4973 (0.4339) loss_giou_dn_3: 0.4896 (0.4251) loss_giou_dn_4: 0.4886 (0.4231) loss_giou_dn_5: 0.4888 (0.4234) loss_vfl: 0.6504 (0.6684) loss_vfl_aux_0: 0.7396 (0.7660) loss_vfl_aux_1: 0.7061 (0.7222) loss_vfl_aux_2: 0.6768 (0.6933) loss_vfl_aux_3: 0.6453 (0.6775) loss_vfl_aux_4: 0.6380 (0.6703) loss_vfl_aux_5: 0.7308 (0.7613) loss_vfl_dn_0: 0.4539 (0.4514) loss_vfl_dn_1: 0.3932 (0.3839) loss_vfl_dn_2: 0.3707 (0.3675) loss_vfl_dn_3: 0.3677 (0.3605) loss_vfl_dn_4: 0.3649 (0.3579) loss_vfl_dn_5: 0.3652 (0.3571) time: 0.4869 data: 0.0159 max mem: 5654 Epoch: [44] [ 200/7393] eta: 1:03:33 lr: 0.000010 loss: 15.8799 (15.6965) loss_bbox: 0.1568 (0.1548) loss_bbox_aux_0: 0.1638 (0.1692) loss_bbox_aux_1: 0.1482 (0.1603) loss_bbox_aux_2: 0.1585 (0.1580) loss_bbox_aux_3: 0.1603 (0.1553) loss_bbox_aux_4: 0.1566 (0.1553) loss_bbox_aux_5: 0.2003 (0.2044) loss_bbox_dn_0: 0.2828 (0.2694) loss_bbox_dn_1: 0.1934 (0.1983) loss_bbox_dn_2: 0.1798 (0.1778) loss_bbox_dn_3: 0.1757 (0.1720) loss_bbox_dn_4: 0.1750 (0.1707) loss_bbox_dn_5: 0.1755 (0.1707) loss_giou: 0.4485 (0.4655) loss_giou_aux_0: 0.4760 (0.4898) loss_giou_aux_1: 0.4499 (0.4744) loss_giou_aux_2: 0.4394 (0.4710) loss_giou_aux_3: 0.4478 (0.4673) loss_giou_aux_4: 0.4483 (0.4662) loss_giou_aux_5: 0.5437 (0.5545) loss_giou_dn_0: 0.5633 (0.5737) loss_giou_dn_1: 0.4579 (0.4669) loss_giou_dn_2: 0.4196 (0.4373) loss_giou_dn_3: 0.4171 (0.4288) loss_giou_dn_4: 0.4157 (0.4267) loss_giou_dn_5: 0.4157 (0.4269) loss_vfl: 0.6483 (0.6641) loss_vfl_aux_0: 0.7465 (0.7680) loss_vfl_aux_1: 0.7043 (0.7228) loss_vfl_aux_2: 0.6589 (0.6912) loss_vfl_aux_3: 0.6643 (0.6766) loss_vfl_aux_4: 0.6544 (0.6666) loss_vfl_aux_5: 0.7287 (0.7561) loss_vfl_dn_0: 0.4576 (0.4521) loss_vfl_dn_1: 0.3877 (0.3859) loss_vfl_dn_2: 0.3722 (0.3690) loss_vfl_dn_3: 0.3676 (0.3618) loss_vfl_dn_4: 0.3640 (0.3590) loss_vfl_dn_5: 0.3626 (0.3581) time: 0.5033 data: 0.0157 max mem: 5654 Epoch: [44] [ 300/7393] eta: 1:01:03 lr: 0.000010 loss: 16.3655 (15.7730) loss_bbox: 0.1596 (0.1551) loss_bbox_aux_0: 0.1834 (0.1693) loss_bbox_aux_1: 0.1774 (0.1611) loss_bbox_aux_2: 0.1755 (0.1584) loss_bbox_aux_3: 0.1651 (0.1559) loss_bbox_aux_4: 0.1597 (0.1558) loss_bbox_aux_5: 0.2156 (0.2053) loss_bbox_dn_0: 0.2765 (0.2714) loss_bbox_dn_1: 0.2092 (0.1991) loss_bbox_dn_2: 0.1757 (0.1786) loss_bbox_dn_3: 0.1702 (0.1727) loss_bbox_dn_4: 0.1695 (0.1714) loss_bbox_dn_5: 0.1696 (0.1715) loss_giou: 0.4957 (0.4679) loss_giou_aux_0: 0.4954 (0.4920) loss_giou_aux_1: 0.5030 (0.4776) loss_giou_aux_2: 0.5001 (0.4736) loss_giou_aux_3: 0.4997 (0.4696) loss_giou_aux_4: 0.4985 (0.4687) loss_giou_aux_5: 0.5689 (0.5566) loss_giou_dn_0: 0.6018 (0.5775) loss_giou_dn_1: 0.4924 (0.4693) loss_giou_dn_2: 0.4661 (0.4393) loss_giou_dn_3: 0.4547 (0.4308) loss_giou_dn_4: 0.4565 (0.4288) loss_giou_dn_5: 0.4570 (0.4290) loss_vfl: 0.6375 (0.6675) loss_vfl_aux_0: 0.7102 (0.7754) loss_vfl_aux_1: 0.6770 (0.7268) loss_vfl_aux_2: 0.6433 (0.6947) loss_vfl_aux_3: 0.6418 (0.6796) loss_vfl_aux_4: 0.6371 (0.6697) loss_vfl_aux_5: 0.7217 (0.7614) loss_vfl_dn_0: 0.4546 (0.4532) loss_vfl_dn_1: 0.3887 (0.3867) loss_vfl_dn_2: 0.3750 (0.3701) loss_vfl_dn_3: 0.3655 (0.3627) loss_vfl_dn_4: 0.3652 (0.3598) loss_vfl_dn_5: 0.3643 (0.3590) time: 0.4868 data: 0.0162 max mem: 5654 Epoch: [44] [ 400/7393] eta: 0:59:18 lr: 0.000010 loss: 15.9872 (15.8024) loss_bbox: 0.1504 (0.1560) loss_bbox_aux_0: 0.1641 (0.1701) loss_bbox_aux_1: 0.1612 (0.1620) loss_bbox_aux_2: 0.1595 (0.1588) loss_bbox_aux_3: 0.1523 (0.1565) loss_bbox_aux_4: 0.1573 (0.1564) loss_bbox_aux_5: 0.1995 (0.2058) loss_bbox_dn_0: 0.2510 (0.2700) loss_bbox_dn_1: 0.1812 (0.1984) loss_bbox_dn_2: 0.1648 (0.1782) loss_bbox_dn_3: 0.1603 (0.1723) loss_bbox_dn_4: 0.1586 (0.1710) loss_bbox_dn_5: 0.1586 (0.1710) loss_giou: 0.5073 (0.4707) loss_giou_aux_0: 0.5215 (0.4949) loss_giou_aux_1: 0.5062 (0.4809) loss_giou_aux_2: 0.5017 (0.4760) loss_giou_aux_3: 0.5031 (0.4726) loss_giou_aux_4: 0.5028 (0.4715) loss_giou_aux_5: 0.5720 (0.5589) loss_giou_dn_0: 0.6078 (0.5781) loss_giou_dn_1: 0.4966 (0.4702) loss_giou_dn_2: 0.4711 (0.4402) loss_giou_dn_3: 0.4611 (0.4318) loss_giou_dn_4: 0.4599 (0.4297) loss_giou_dn_5: 0.4599 (0.4299) loss_vfl: 0.6540 (0.6681) loss_vfl_aux_0: 0.7654 (0.7745) loss_vfl_aux_1: 0.7297 (0.7259) loss_vfl_aux_2: 0.6819 (0.6956) loss_vfl_aux_3: 0.6712 (0.6801) loss_vfl_aux_4: 0.6625 (0.6703) loss_vfl_aux_5: 0.7427 (0.7607) loss_vfl_dn_0: 0.4559 (0.4532) loss_vfl_dn_1: 0.3953 (0.3873) loss_vfl_dn_2: 0.3780 (0.3708) loss_vfl_dn_3: 0.3729 (0.3635) loss_vfl_dn_4: 0.3690 (0.3607) loss_vfl_dn_5: 0.3678 (0.3599) time: 0.4697 data: 0.0149 max mem: 5654 Epoch: [44] [ 500/7393] eta: 0:59:21 lr: 0.000010 loss: 15.9326 (15.7890) loss_bbox: 0.1463 (0.1548) loss_bbox_aux_0: 0.1485 (0.1688) loss_bbox_aux_1: 0.1469 (0.1605) loss_bbox_aux_2: 0.1446 (0.1575) loss_bbox_aux_3: 0.1492 (0.1554) loss_bbox_aux_4: 0.1434 (0.1552) loss_bbox_aux_5: 0.1911 (0.2051) loss_bbox_dn_0: 0.2389 (0.2678) loss_bbox_dn_1: 0.1754 (0.1968) loss_bbox_dn_2: 0.1557 (0.1768) loss_bbox_dn_3: 0.1501 (0.1709) loss_bbox_dn_4: 0.1481 (0.1697) loss_bbox_dn_5: 0.1481 (0.1697) loss_giou: 0.4370 (0.4709) loss_giou_aux_0: 0.4639 (0.4954) loss_giou_aux_1: 0.4541 (0.4812) loss_giou_aux_2: 0.4541 (0.4763) loss_giou_aux_3: 0.4462 (0.4729) loss_giou_aux_4: 0.4394 (0.4718) loss_giou_aux_5: 0.5293 (0.5596) loss_giou_dn_0: 0.5620 (0.5777) loss_giou_dn_1: 0.4434 (0.4697) loss_giou_dn_2: 0.4156 (0.4397) loss_giou_dn_3: 0.4048 (0.4314) loss_giou_dn_4: 0.4004 (0.4293) loss_giou_dn_5: 0.4008 (0.4295) loss_vfl: 0.6667 (0.6696) loss_vfl_aux_0: 0.7608 (0.7741) loss_vfl_aux_1: 0.7226 (0.7263) loss_vfl_aux_2: 0.7143 (0.6966) loss_vfl_aux_3: 0.6802 (0.6812) loss_vfl_aux_4: 0.6739 (0.6718) loss_vfl_aux_5: 0.7221 (0.7603) loss_vfl_dn_0: 0.4521 (0.4528) loss_vfl_dn_1: 0.3928 (0.3871) loss_vfl_dn_2: 0.3796 (0.3708) loss_vfl_dn_3: 0.3715 (0.3635) loss_vfl_dn_4: 0.3667 (0.3606) loss_vfl_dn_5: 0.3654 (0.3598) time: 0.4747 data: 0.0157 max mem: 5654 Epoch: [44] [ 600/7393] eta: 0:57:53 lr: 0.000010 loss: 15.2102 (15.7765) loss_bbox: 0.1261 (0.1546) loss_bbox_aux_0: 0.1549 (0.1687) loss_bbox_aux_1: 0.1350 (0.1603) loss_bbox_aux_2: 0.1404 (0.1574) loss_bbox_aux_3: 0.1357 (0.1553) loss_bbox_aux_4: 0.1256 (0.1550) loss_bbox_aux_5: 0.2041 (0.2053) loss_bbox_dn_0: 0.2625 (0.2683) loss_bbox_dn_1: 0.1901 (0.1971) loss_bbox_dn_2: 0.1643 (0.1768) loss_bbox_dn_3: 0.1597 (0.1710) loss_bbox_dn_4: 0.1605 (0.1697) loss_bbox_dn_5: 0.1606 (0.1697) loss_giou: 0.3976 (0.4699) loss_giou_aux_0: 0.4216 (0.4941) loss_giou_aux_1: 0.4001 (0.4800) loss_giou_aux_2: 0.4027 (0.4753) loss_giou_aux_3: 0.3986 (0.4717) loss_giou_aux_4: 0.3971 (0.4708) loss_giou_aux_5: 0.4876 (0.5590) loss_giou_dn_0: 0.5147 (0.5768) loss_giou_dn_1: 0.4192 (0.4686) loss_giou_dn_2: 0.3978 (0.4385) loss_giou_dn_3: 0.3900 (0.4303) loss_giou_dn_4: 0.3870 (0.4283) loss_giou_dn_5: 0.3875 (0.4284) loss_vfl: 0.6844 (0.6696) loss_vfl_aux_0: 0.7973 (0.7749) loss_vfl_aux_1: 0.7601 (0.7267) loss_vfl_aux_2: 0.6991 (0.6964) loss_vfl_aux_3: 0.6897 (0.6816) loss_vfl_aux_4: 0.7021 (0.6721) loss_vfl_aux_5: 0.7705 (0.7613) loss_vfl_dn_0: 0.4532 (0.4531) loss_vfl_dn_1: 0.3765 (0.3869) loss_vfl_dn_2: 0.3553 (0.3705) loss_vfl_dn_3: 0.3469 (0.3632) loss_vfl_dn_4: 0.3461 (0.3602) loss_vfl_dn_5: 0.3436 (0.3594) time: 0.4875 data: 0.0155 max mem: 5654 Epoch: [44] [ 700/7393] eta: 0:56:34 lr: 0.000010 loss: 15.8442 (15.7746) loss_bbox: 0.1456 (0.1542) loss_bbox_aux_0: 0.1592 (0.1684) loss_bbox_aux_1: 0.1540 (0.1599) loss_bbox_aux_2: 0.1530 (0.1571) loss_bbox_aux_3: 0.1424 (0.1549) loss_bbox_aux_4: 0.1456 (0.1546) loss_bbox_aux_5: 0.1950 (0.2047) loss_bbox_dn_0: 0.2572 (0.2683) loss_bbox_dn_1: 0.1920 (0.1971) loss_bbox_dn_2: 0.1752 (0.1767) loss_bbox_dn_3: 0.1678 (0.1708) loss_bbox_dn_4: 0.1647 (0.1695) loss_bbox_dn_5: 0.1647 (0.1695) loss_giou: 0.4696 (0.4687) loss_giou_aux_0: 0.4830 (0.4930) loss_giou_aux_1: 0.4795 (0.4790) loss_giou_aux_2: 0.4742 (0.4742) loss_giou_aux_3: 0.4797 (0.4705) loss_giou_aux_4: 0.4754 (0.4695) loss_giou_aux_5: 0.5504 (0.5575) loss_giou_dn_0: 0.6060 (0.5771) loss_giou_dn_1: 0.4747 (0.4691) loss_giou_dn_2: 0.4478 (0.4390) loss_giou_dn_3: 0.4453 (0.4308) loss_giou_dn_4: 0.4432 (0.4288) loss_giou_dn_5: 0.4433 (0.4289) loss_vfl: 0.6573 (0.6706) loss_vfl_aux_0: 0.7509 (0.7764) loss_vfl_aux_1: 0.6945 (0.7277) loss_vfl_aux_2: 0.6802 (0.6972) loss_vfl_aux_3: 0.6773 (0.6825) loss_vfl_aux_4: 0.6645 (0.6729) loss_vfl_aux_5: 0.7598 (0.7628) loss_vfl_dn_0: 0.4496 (0.4530) loss_vfl_dn_1: 0.3901 (0.3869) loss_vfl_dn_2: 0.3684 (0.3705) loss_vfl_dn_3: 0.3597 (0.3630) loss_vfl_dn_4: 0.3573 (0.3601) loss_vfl_dn_5: 0.3557 (0.3593) time: 0.4909 data: 0.0148 max mem: 5654 Epoch: [44] [ 800/7393] eta: 0:56:15 lr: 0.000010 loss: 15.4714 (15.7840) loss_bbox: 0.1308 (0.1535) loss_bbox_aux_0: 0.1544 (0.1677) loss_bbox_aux_1: 0.1390 (0.1591) loss_bbox_aux_2: 0.1375 (0.1563) loss_bbox_aux_3: 0.1397 (0.1541) loss_bbox_aux_4: 0.1349 (0.1538) loss_bbox_aux_5: 0.1923 (0.2038) loss_bbox_dn_0: 0.2110 (0.2670) loss_bbox_dn_1: 0.1545 (0.1965) loss_bbox_dn_2: 0.1343 (0.1761) loss_bbox_dn_3: 0.1289 (0.1702) loss_bbox_dn_4: 0.1272 (0.1689) loss_bbox_dn_5: 0.1273 (0.1689) loss_giou: 0.4701 (0.4712) loss_giou_aux_0: 0.4942 (0.4956) loss_giou_aux_1: 0.4703 (0.4813) loss_giou_aux_2: 0.4763 (0.4766) loss_giou_aux_3: 0.4771 (0.4730) loss_giou_aux_4: 0.4760 (0.4720) loss_giou_aux_5: 0.5606 (0.5608) loss_giou_dn_0: 0.5835 (0.5792) loss_giou_dn_1: 0.4748 (0.4713) loss_giou_dn_2: 0.4433 (0.4411) loss_giou_dn_3: 0.4348 (0.4330) loss_giou_dn_4: 0.4347 (0.4309) loss_giou_dn_5: 0.4348 (0.4311) loss_vfl: 0.6512 (0.6690) loss_vfl_aux_0: 0.7663 (0.7745) loss_vfl_aux_1: 0.7103 (0.7261) loss_vfl_aux_2: 0.6736 (0.6954) loss_vfl_aux_3: 0.6579 (0.6806) loss_vfl_aux_4: 0.6509 (0.6712) loss_vfl_aux_5: 0.7627 (0.7606) loss_vfl_dn_0: 0.4504 (0.4528) loss_vfl_dn_1: 0.3906 (0.3868) loss_vfl_dn_2: 0.3767 (0.3707) loss_vfl_dn_3: 0.3697 (0.3633) loss_vfl_dn_4: 0.3664 (0.3603) loss_vfl_dn_5: 0.3661 (0.3595) time: 0.8217 data: 0.0153 max mem: 5654 Epoch: [44] [ 900/7393] eta: 0:54:59 lr: 0.000010 loss: 15.3186 (15.7797) loss_bbox: 0.1325 (0.1534) loss_bbox_aux_0: 0.1485 (0.1675) loss_bbox_aux_1: 0.1412 (0.1590) loss_bbox_aux_2: 0.1427 (0.1562) loss_bbox_aux_3: 0.1377 (0.1540) loss_bbox_aux_4: 0.1346 (0.1537) loss_bbox_aux_5: 0.1824 (0.2039) loss_bbox_dn_0: 0.2294 (0.2678) loss_bbox_dn_1: 0.1628 (0.1968) loss_bbox_dn_2: 0.1509 (0.1763) loss_bbox_dn_3: 0.1437 (0.1703) loss_bbox_dn_4: 0.1429 (0.1689) loss_bbox_dn_5: 0.1429 (0.1689) loss_giou: 0.4584 (0.4698) loss_giou_aux_0: 0.4592 (0.4941) loss_giou_aux_1: 0.4667 (0.4800) loss_giou_aux_2: 0.4517 (0.4751) loss_giou_aux_3: 0.4616 (0.4716) loss_giou_aux_4: 0.4581 (0.4706) loss_giou_aux_5: 0.5378 (0.5594) loss_giou_dn_0: 0.5721 (0.5784) loss_giou_dn_1: 0.4611 (0.4706) loss_giou_dn_2: 0.4309 (0.4404) loss_giou_dn_3: 0.4207 (0.4323) loss_giou_dn_4: 0.4180 (0.4302) loss_giou_dn_5: 0.4180 (0.4304) loss_vfl: 0.6520 (0.6707) loss_vfl_aux_0: 0.7638 (0.7762) loss_vfl_aux_1: 0.6885 (0.7274) loss_vfl_aux_2: 0.6658 (0.6964) loss_vfl_aux_3: 0.6675 (0.6819) loss_vfl_aux_4: 0.6571 (0.6727) loss_vfl_aux_5: 0.7484 (0.7618) loss_vfl_dn_0: 0.4478 (0.4528) loss_vfl_dn_1: 0.3870 (0.3869) loss_vfl_dn_2: 0.3686 (0.3707) loss_vfl_dn_3: 0.3592 (0.3631) loss_vfl_dn_4: 0.3582 (0.3602) loss_vfl_dn_5: 0.3584 (0.3594) time: 0.4828 data: 0.0139 max mem: 5654 Epoch: [44] [1000/7393] eta: 0:53:53 lr: 0.000010 loss: 15.9441 (15.7873) loss_bbox: 0.1664 (0.1535) loss_bbox_aux_0: 0.1656 (0.1674) loss_bbox_aux_1: 0.1710 (0.1592) loss_bbox_aux_2: 0.1704 (0.1564) loss_bbox_aux_3: 0.1644 (0.1542) loss_bbox_aux_4: 0.1592 (0.1538) loss_bbox_aux_5: 0.2067 (0.2043) loss_bbox_dn_0: 0.2621 (0.2685) loss_bbox_dn_1: 0.2039 (0.1975) loss_bbox_dn_2: 0.1794 (0.1770) loss_bbox_dn_3: 0.1773 (0.1710) loss_bbox_dn_4: 0.1783 (0.1697) loss_bbox_dn_5: 0.1781 (0.1697) loss_giou: 0.4721 (0.4699) loss_giou_aux_0: 0.4959 (0.4939) loss_giou_aux_1: 0.4771 (0.4800) loss_giou_aux_2: 0.4677 (0.4752) loss_giou_aux_3: 0.4719 (0.4716) loss_giou_aux_4: 0.4679 (0.4706) loss_giou_aux_5: 0.5642 (0.5597) loss_giou_dn_0: 0.5820 (0.5782) loss_giou_dn_1: 0.4666 (0.4706) loss_giou_dn_2: 0.4370 (0.4404) loss_giou_dn_3: 0.4290 (0.4322) loss_giou_dn_4: 0.4271 (0.4301) loss_giou_dn_5: 0.4269 (0.4303) loss_vfl: 0.6634 (0.6712) loss_vfl_aux_0: 0.7888 (0.7765) loss_vfl_aux_1: 0.7163 (0.7273) loss_vfl_aux_2: 0.6890 (0.6968) loss_vfl_aux_3: 0.6823 (0.6822) loss_vfl_aux_4: 0.6833 (0.6734) loss_vfl_aux_5: 0.7442 (0.7618) loss_vfl_dn_0: 0.4467 (0.4527) loss_vfl_dn_1: 0.3873 (0.3869) loss_vfl_dn_2: 0.3716 (0.3706) loss_vfl_dn_3: 0.3665 (0.3631) loss_vfl_dn_4: 0.3624 (0.3603) loss_vfl_dn_5: 0.3626 (0.3595) time: 0.4617 data: 0.0146 max mem: 5654 Epoch: [44] [1100/7393] eta: 0:52:47 lr: 0.000010 loss: 15.0702 (15.7740) loss_bbox: 0.1369 (0.1533) loss_bbox_aux_0: 0.1496 (0.1671) loss_bbox_aux_1: 0.1324 (0.1589) loss_bbox_aux_2: 0.1348 (0.1561) loss_bbox_aux_3: 0.1373 (0.1538) loss_bbox_aux_4: 0.1370 (0.1535) loss_bbox_aux_5: 0.1860 (0.2038) loss_bbox_dn_0: 0.2592 (0.2687) loss_bbox_dn_1: 0.1898 (0.1976) loss_bbox_dn_2: 0.1693 (0.1770) loss_bbox_dn_3: 0.1666 (0.1710) loss_bbox_dn_4: 0.1669 (0.1696) loss_bbox_dn_5: 0.1662 (0.1696) loss_giou: 0.4138 (0.4688) loss_giou_aux_0: 0.4160 (0.4929) loss_giou_aux_1: 0.4128 (0.4788) loss_giou_aux_2: 0.4069 (0.4740) loss_giou_aux_3: 0.3999 (0.4704) loss_giou_aux_4: 0.4117 (0.4695) loss_giou_aux_5: 0.4736 (0.5587) loss_giou_dn_0: 0.5357 (0.5775) loss_giou_dn_1: 0.4387 (0.4697) loss_giou_dn_2: 0.4164 (0.4396) loss_giou_dn_3: 0.4122 (0.4314) loss_giou_dn_4: 0.4106 (0.4293) loss_giou_dn_5: 0.4109 (0.4294) loss_vfl: 0.6427 (0.6714) loss_vfl_aux_0: 0.7605 (0.7767) loss_vfl_aux_1: 0.6957 (0.7276) loss_vfl_aux_2: 0.6753 (0.6971) loss_vfl_aux_3: 0.6560 (0.6823) loss_vfl_aux_4: 0.6442 (0.6737) loss_vfl_aux_5: 0.7553 (0.7625) loss_vfl_dn_0: 0.4496 (0.4527) loss_vfl_dn_1: 0.3863 (0.3868) loss_vfl_dn_2: 0.3663 (0.3705) loss_vfl_dn_3: 0.3600 (0.3630) loss_vfl_dn_4: 0.3573 (0.3602) loss_vfl_dn_5: 0.3559 (0.3595) time: 0.4740 data: 0.0150 max mem: 5654 Epoch: [44] [1200/7393] eta: 0:51:48 lr: 0.000010 loss: 15.6283 (15.7633) loss_bbox: 0.1384 (0.1529) loss_bbox_aux_0: 0.1581 (0.1665) loss_bbox_aux_1: 0.1458 (0.1585) loss_bbox_aux_2: 0.1419 (0.1556) loss_bbox_aux_3: 0.1421 (0.1534) loss_bbox_aux_4: 0.1384 (0.1531) loss_bbox_aux_5: 0.1837 (0.2032) loss_bbox_dn_0: 0.2428 (0.2677) loss_bbox_dn_1: 0.1832 (0.1969) loss_bbox_dn_2: 0.1610 (0.1763) loss_bbox_dn_3: 0.1586 (0.1703) loss_bbox_dn_4: 0.1562 (0.1689) loss_bbox_dn_5: 0.1561 (0.1689) loss_giou: 0.4470 (0.4689) loss_giou_aux_0: 0.4852 (0.4928) loss_giou_aux_1: 0.4543 (0.4789) loss_giou_aux_2: 0.4534 (0.4742) loss_giou_aux_3: 0.4508 (0.4705) loss_giou_aux_4: 0.4521 (0.4695) loss_giou_aux_5: 0.5593 (0.5586) loss_giou_dn_0: 0.5612 (0.5774) loss_giou_dn_1: 0.4799 (0.4697) loss_giou_dn_2: 0.4453 (0.4396) loss_giou_dn_3: 0.4370 (0.4314) loss_giou_dn_4: 0.4337 (0.4293) loss_giou_dn_5: 0.4338 (0.4295) loss_vfl: 0.6448 (0.6712) loss_vfl_aux_0: 0.7593 (0.7766) loss_vfl_aux_1: 0.7184 (0.7272) loss_vfl_aux_2: 0.6783 (0.6967) loss_vfl_aux_3: 0.6494 (0.6820) loss_vfl_aux_4: 0.6438 (0.6736) loss_vfl_aux_5: 0.7312 (0.7620) loss_vfl_dn_0: 0.4490 (0.4523) loss_vfl_dn_1: 0.3871 (0.3866) loss_vfl_dn_2: 0.3704 (0.3702) loss_vfl_dn_3: 0.3609 (0.3628) loss_vfl_dn_4: 0.3590 (0.3600) loss_vfl_dn_5: 0.3583 (0.3592) time: 0.4906 data: 0.0146 max mem: 5654 Epoch: [44] [1300/7393] eta: 0:50:48 lr: 0.000010 loss: 16.1192 (15.7736) loss_bbox: 0.1521 (0.1527) loss_bbox_aux_0: 0.1631 (0.1660) loss_bbox_aux_1: 0.1574 (0.1584) loss_bbox_aux_2: 0.1580 (0.1555) loss_bbox_aux_3: 0.1591 (0.1533) loss_bbox_aux_4: 0.1543 (0.1529) loss_bbox_aux_5: 0.2023 (0.2028) loss_bbox_dn_0: 0.2446 (0.2670) loss_bbox_dn_1: 0.1769 (0.1963) loss_bbox_dn_2: 0.1529 (0.1759) loss_bbox_dn_3: 0.1488 (0.1698) loss_bbox_dn_4: 0.1482 (0.1685) loss_bbox_dn_5: 0.1482 (0.1685) loss_giou: 0.5125 (0.4704) loss_giou_aux_0: 0.5356 (0.4942) loss_giou_aux_1: 0.5275 (0.4804) loss_giou_aux_2: 0.5155 (0.4757) loss_giou_aux_3: 0.5156 (0.4721) loss_giou_aux_4: 0.5101 (0.4710) loss_giou_aux_5: 0.5968 (0.5599) loss_giou_dn_0: 0.5900 (0.5782) loss_giou_dn_1: 0.4939 (0.4706) loss_giou_dn_2: 0.4633 (0.4405) loss_giou_dn_3: 0.4538 (0.4323) loss_giou_dn_4: 0.4533 (0.4302) loss_giou_dn_5: 0.4532 (0.4304) loss_vfl: 0.6565 (0.6712) loss_vfl_aux_0: 0.7716 (0.7764) loss_vfl_aux_1: 0.7089 (0.7270) loss_vfl_aux_2: 0.6818 (0.6965) loss_vfl_aux_3: 0.6731 (0.6821) loss_vfl_aux_4: 0.6678 (0.6737) loss_vfl_aux_5: 0.7516 (0.7613) loss_vfl_dn_0: 0.4489 (0.4523) loss_vfl_dn_1: 0.3789 (0.3867) loss_vfl_dn_2: 0.3669 (0.3704) loss_vfl_dn_3: 0.3606 (0.3629) loss_vfl_dn_4: 0.3576 (0.3602) loss_vfl_dn_5: 0.3574 (0.3594) time: 0.4816 data: 0.0139 max mem: 5654 Epoch: [44] [1400/7393] eta: 0:49:51 lr: 0.000010 loss: 15.7588 (15.7858) loss_bbox: 0.1463 (0.1526) loss_bbox_aux_0: 0.1626 (0.1659) loss_bbox_aux_1: 0.1540 (0.1583) loss_bbox_aux_2: 0.1552 (0.1555) loss_bbox_aux_3: 0.1489 (0.1533) loss_bbox_aux_4: 0.1467 (0.1528) loss_bbox_aux_5: 0.1982 (0.2027) loss_bbox_dn_0: 0.2704 (0.2664) loss_bbox_dn_1: 0.1950 (0.1960) loss_bbox_dn_2: 0.1722 (0.1756) loss_bbox_dn_3: 0.1646 (0.1695) loss_bbox_dn_4: 0.1648 (0.1682) loss_bbox_dn_5: 0.1642 (0.1682) loss_giou: 0.4234 (0.4716) loss_giou_aux_0: 0.4475 (0.4956) loss_giou_aux_1: 0.4293 (0.4817) loss_giou_aux_2: 0.4285 (0.4769) loss_giou_aux_3: 0.4258 (0.4733) loss_giou_aux_4: 0.4195 (0.4721) loss_giou_aux_5: 0.5153 (0.5612) loss_giou_dn_0: 0.5632 (0.5785) loss_giou_dn_1: 0.4547 (0.4711) loss_giou_dn_2: 0.4139 (0.4410) loss_giou_dn_3: 0.4054 (0.4328) loss_giou_dn_4: 0.4038 (0.4307) loss_giou_dn_5: 0.4036 (0.4309) loss_vfl: 0.7059 (0.6717) loss_vfl_aux_0: 0.8042 (0.7765) loss_vfl_aux_1: 0.7494 (0.7274) loss_vfl_aux_2: 0.7236 (0.6966) loss_vfl_aux_3: 0.7072 (0.6824) loss_vfl_aux_4: 0.7030 (0.6744) loss_vfl_aux_5: 0.7797 (0.7613) loss_vfl_dn_0: 0.4572 (0.4524) loss_vfl_dn_1: 0.3911 (0.3869) loss_vfl_dn_2: 0.3736 (0.3706) loss_vfl_dn_3: 0.3686 (0.3632) loss_vfl_dn_4: 0.3626 (0.3604) loss_vfl_dn_5: 0.3617 (0.3597) time: 0.4901 data: 0.0138 max mem: 5654 Epoch: [44] [1500/7393] eta: 0:48:54 lr: 0.000010 loss: 15.5545 (15.7841) loss_bbox: 0.1529 (0.1527) loss_bbox_aux_0: 0.1669 (0.1661) loss_bbox_aux_1: 0.1520 (0.1584) loss_bbox_aux_2: 0.1539 (0.1556) loss_bbox_aux_3: 0.1527 (0.1534) loss_bbox_aux_4: 0.1528 (0.1528) loss_bbox_aux_5: 0.1954 (0.2029) loss_bbox_dn_0: 0.2595 (0.2667) loss_bbox_dn_1: 0.1964 (0.1961) loss_bbox_dn_2: 0.1758 (0.1756) loss_bbox_dn_3: 0.1691 (0.1695) loss_bbox_dn_4: 0.1662 (0.1682) loss_bbox_dn_5: 0.1662 (0.1682) loss_giou: 0.4510 (0.4716) loss_giou_aux_0: 0.4598 (0.4957) loss_giou_aux_1: 0.4553 (0.4818) loss_giou_aux_2: 0.4428 (0.4770) loss_giou_aux_3: 0.4555 (0.4734) loss_giou_aux_4: 0.4615 (0.4721) loss_giou_aux_5: 0.5315 (0.5612) loss_giou_dn_0: 0.5540 (0.5784) loss_giou_dn_1: 0.4495 (0.4710) loss_giou_dn_2: 0.4192 (0.4408) loss_giou_dn_3: 0.4126 (0.4326) loss_giou_dn_4: 0.4129 (0.4306) loss_giou_dn_5: 0.4131 (0.4308) loss_vfl: 0.6459 (0.6714) loss_vfl_aux_0: 0.7281 (0.7764) loss_vfl_aux_1: 0.6883 (0.7268) loss_vfl_aux_2: 0.6661 (0.6960) loss_vfl_aux_3: 0.6444 (0.6818) loss_vfl_aux_4: 0.6423 (0.6741) loss_vfl_aux_5: 0.7287 (0.7610) loss_vfl_dn_0: 0.4492 (0.4524) loss_vfl_dn_1: 0.3881 (0.3869) loss_vfl_dn_2: 0.3695 (0.3706) loss_vfl_dn_3: 0.3630 (0.3632) loss_vfl_dn_4: 0.3603 (0.3605) loss_vfl_dn_5: 0.3612 (0.3597) time: 0.4761 data: 0.0140 max mem: 5654 Epoch: [44] [1600/7393] eta: 0:48:00 lr: 0.000010 loss: 15.6577 (15.7948) loss_bbox: 0.1451 (0.1529) loss_bbox_aux_0: 0.1541 (0.1663) loss_bbox_aux_1: 0.1553 (0.1586) loss_bbox_aux_2: 0.1505 (0.1558) loss_bbox_aux_3: 0.1482 (0.1536) loss_bbox_aux_4: 0.1468 (0.1530) loss_bbox_aux_5: 0.1876 (0.2032) loss_bbox_dn_0: 0.2419 (0.2670) loss_bbox_dn_1: 0.1868 (0.1965) loss_bbox_dn_2: 0.1714 (0.1759) loss_bbox_dn_3: 0.1636 (0.1699) loss_bbox_dn_4: 0.1623 (0.1686) loss_bbox_dn_5: 0.1624 (0.1686) loss_giou: 0.4485 (0.4713) loss_giou_aux_0: 0.4525 (0.4956) loss_giou_aux_1: 0.4543 (0.4816) loss_giou_aux_2: 0.4602 (0.4768) loss_giou_aux_3: 0.4542 (0.4731) loss_giou_aux_4: 0.4531 (0.4718) loss_giou_aux_5: 0.5317 (0.5612) loss_giou_dn_0: 0.5638 (0.5786) loss_giou_dn_1: 0.4665 (0.4710) loss_giou_dn_2: 0.4438 (0.4408) loss_giou_dn_3: 0.4351 (0.4326) loss_giou_dn_4: 0.4350 (0.4306) loss_giou_dn_5: 0.4355 (0.4308) loss_vfl: 0.6856 (0.6726) loss_vfl_aux_0: 0.7861 (0.7777) loss_vfl_aux_1: 0.7471 (0.7277) loss_vfl_aux_2: 0.7092 (0.6970) loss_vfl_aux_3: 0.7033 (0.6831) loss_vfl_aux_4: 0.6898 (0.6753) loss_vfl_aux_5: 0.7790 (0.7615) loss_vfl_dn_0: 0.4543 (0.4526) loss_vfl_dn_1: 0.3917 (0.3870) loss_vfl_dn_2: 0.3725 (0.3708) loss_vfl_dn_3: 0.3650 (0.3634) loss_vfl_dn_4: 0.3630 (0.3606) loss_vfl_dn_5: 0.3631 (0.3599) time: 0.4789 data: 0.0139 max mem: 5654 Epoch: [44] [1700/7393] eta: 0:47:05 lr: 0.000010 loss: 16.1384 (15.7964) loss_bbox: 0.1592 (0.1527) loss_bbox_aux_0: 0.1613 (0.1662) loss_bbox_aux_1: 0.1608 (0.1585) loss_bbox_aux_2: 0.1589 (0.1557) loss_bbox_aux_3: 0.1579 (0.1535) loss_bbox_aux_4: 0.1592 (0.1529) loss_bbox_aux_5: 0.2250 (0.2028) loss_bbox_dn_0: 0.2605 (0.2665) loss_bbox_dn_1: 0.1872 (0.1961) loss_bbox_dn_2: 0.1741 (0.1756) loss_bbox_dn_3: 0.1720 (0.1696) loss_bbox_dn_4: 0.1718 (0.1683) loss_bbox_dn_5: 0.1718 (0.1683) loss_giou: 0.4799 (0.4713) loss_giou_aux_0: 0.5050 (0.4958) loss_giou_aux_1: 0.4879 (0.4817) loss_giou_aux_2: 0.4821 (0.4767) loss_giou_aux_3: 0.4780 (0.4731) loss_giou_aux_4: 0.4821 (0.4718) loss_giou_aux_5: 0.5685 (0.5613) loss_giou_dn_0: 0.5915 (0.5786) loss_giou_dn_1: 0.4889 (0.4711) loss_giou_dn_2: 0.4636 (0.4409) loss_giou_dn_3: 0.4516 (0.4327) loss_giou_dn_4: 0.4482 (0.4307) loss_giou_dn_5: 0.4489 (0.4308) loss_vfl: 0.7200 (0.6731) loss_vfl_aux_0: 0.7820 (0.7779) loss_vfl_aux_1: 0.7519 (0.7281) loss_vfl_aux_2: 0.7378 (0.6975) loss_vfl_aux_3: 0.7267 (0.6837) loss_vfl_aux_4: 0.7232 (0.6759) loss_vfl_aux_5: 0.7657 (0.7617) loss_vfl_dn_0: 0.4584 (0.4527) loss_vfl_dn_1: 0.3926 (0.3871) loss_vfl_dn_2: 0.3793 (0.3709) loss_vfl_dn_3: 0.3749 (0.3635) loss_vfl_dn_4: 0.3709 (0.3608) loss_vfl_dn_5: 0.3682 (0.3601) time: 0.4871 data: 0.0148 max mem: 5654 Epoch: [44] [1800/7393] eta: 0:46:11 lr: 0.000010 loss: 16.2279 (15.8029) loss_bbox: 0.1486 (0.1526) loss_bbox_aux_0: 0.1567 (0.1661) loss_bbox_aux_1: 0.1509 (0.1583) loss_bbox_aux_2: 0.1449 (0.1556) loss_bbox_aux_3: 0.1453 (0.1534) loss_bbox_aux_4: 0.1493 (0.1528) loss_bbox_aux_5: 0.1842 (0.2027) loss_bbox_dn_0: 0.2205 (0.2665) loss_bbox_dn_1: 0.1645 (0.1961) loss_bbox_dn_2: 0.1457 (0.1757) loss_bbox_dn_3: 0.1431 (0.1696) loss_bbox_dn_4: 0.1436 (0.1684) loss_bbox_dn_5: 0.1436 (0.1684) loss_giou: 0.4534 (0.4721) loss_giou_aux_0: 0.4750 (0.4966) loss_giou_aux_1: 0.4660 (0.4824) loss_giou_aux_2: 0.4624 (0.4774) loss_giou_aux_3: 0.4555 (0.4738) loss_giou_aux_4: 0.4560 (0.4725) loss_giou_aux_5: 0.5376 (0.5619) loss_giou_dn_0: 0.5749 (0.5794) loss_giou_dn_1: 0.4752 (0.4718) loss_giou_dn_2: 0.4352 (0.4416) loss_giou_dn_3: 0.4259 (0.4334) loss_giou_dn_4: 0.4241 (0.4313) loss_giou_dn_5: 0.4241 (0.4315) loss_vfl: 0.6357 (0.6727) loss_vfl_aux_0: 0.7334 (0.7773) loss_vfl_aux_1: 0.6926 (0.7281) loss_vfl_aux_2: 0.6590 (0.6972) loss_vfl_aux_3: 0.6435 (0.6833) loss_vfl_aux_4: 0.6394 (0.6756) loss_vfl_aux_5: 0.7056 (0.7611) loss_vfl_dn_0: 0.4481 (0.4526) loss_vfl_dn_1: 0.3895 (0.3872) loss_vfl_dn_2: 0.3726 (0.3710) loss_vfl_dn_3: 0.3651 (0.3636) loss_vfl_dn_4: 0.3606 (0.3609) loss_vfl_dn_5: 0.3611 (0.3602) time: 0.4812 data: 0.0135 max mem: 5654 Epoch: [44] [1900/7393] eta: 0:45:17 lr: 0.000010 loss: 16.4511 (15.8121) loss_bbox: 0.1456 (0.1529) loss_bbox_aux_0: 0.1544 (0.1664) loss_bbox_aux_1: 0.1597 (0.1586) loss_bbox_aux_2: 0.1617 (0.1558) loss_bbox_aux_3: 0.1486 (0.1536) loss_bbox_aux_4: 0.1427 (0.1530) loss_bbox_aux_5: 0.1901 (0.2030) loss_bbox_dn_0: 0.2344 (0.2671) loss_bbox_dn_1: 0.1730 (0.1966) loss_bbox_dn_2: 0.1607 (0.1761) loss_bbox_dn_3: 0.1580 (0.1700) loss_bbox_dn_4: 0.1561 (0.1687) loss_bbox_dn_5: 0.1561 (0.1687) loss_giou: 0.5499 (0.4725) loss_giou_aux_0: 0.5605 (0.4971) loss_giou_aux_1: 0.5524 (0.4828) loss_giou_aux_2: 0.5455 (0.4778) loss_giou_aux_3: 0.5492 (0.4742) loss_giou_aux_4: 0.5537 (0.4729) loss_giou_aux_5: 0.6394 (0.5625) loss_giou_dn_0: 0.6160 (0.5800) loss_giou_dn_1: 0.5128 (0.4724) loss_giou_dn_2: 0.4874 (0.4421) loss_giou_dn_3: 0.4800 (0.4338) loss_giou_dn_4: 0.4802 (0.4318) loss_giou_dn_5: 0.4808 (0.4320) loss_vfl: 0.6616 (0.6726) loss_vfl_aux_0: 0.7703 (0.7773) loss_vfl_aux_1: 0.7185 (0.7278) loss_vfl_aux_2: 0.6798 (0.6971) loss_vfl_aux_3: 0.6630 (0.6832) loss_vfl_aux_4: 0.6611 (0.6755) loss_vfl_aux_5: 0.7231 (0.7607) loss_vfl_dn_0: 0.4421 (0.4525) loss_vfl_dn_1: 0.3887 (0.3872) loss_vfl_dn_2: 0.3692 (0.3710) loss_vfl_dn_3: 0.3628 (0.3637) loss_vfl_dn_4: 0.3607 (0.3610) loss_vfl_dn_5: 0.3595 (0.3602) time: 0.4613 data: 0.0138 max mem: 5654 Epoch: [44] [2000/7393] eta: 0:44:22 lr: 0.000010 loss: 15.9805 (15.8145) loss_bbox: 0.1510 (0.1529) loss_bbox_aux_0: 0.1581 (0.1664) loss_bbox_aux_1: 0.1498 (0.1586) loss_bbox_aux_2: 0.1532 (0.1559) loss_bbox_aux_3: 0.1495 (0.1536) loss_bbox_aux_4: 0.1510 (0.1530) loss_bbox_aux_5: 0.1999 (0.2030) loss_bbox_dn_0: 0.2635 (0.2673) loss_bbox_dn_1: 0.1844 (0.1967) loss_bbox_dn_2: 0.1639 (0.1761) loss_bbox_dn_3: 0.1585 (0.1701) loss_bbox_dn_4: 0.1575 (0.1688) loss_bbox_dn_5: 0.1572 (0.1688) loss_giou: 0.4715 (0.4724) loss_giou_aux_0: 0.5123 (0.4972) loss_giou_aux_1: 0.4830 (0.4829) loss_giou_aux_2: 0.4844 (0.4779) loss_giou_aux_3: 0.4816 (0.4741) loss_giou_aux_4: 0.4728 (0.4728) loss_giou_aux_5: 0.5788 (0.5624) loss_giou_dn_0: 0.5881 (0.5798) loss_giou_dn_1: 0.4746 (0.4723) loss_giou_dn_2: 0.4501 (0.4420) loss_giou_dn_3: 0.4369 (0.4338) loss_giou_dn_4: 0.4354 (0.4317) loss_giou_dn_5: 0.4354 (0.4319) loss_vfl: 0.6657 (0.6730) loss_vfl_aux_0: 0.7494 (0.7771) loss_vfl_aux_1: 0.7253 (0.7281) loss_vfl_aux_2: 0.7014 (0.6973) loss_vfl_aux_3: 0.6789 (0.6835) loss_vfl_aux_4: 0.6660 (0.6758) loss_vfl_aux_5: 0.7579 (0.7612) loss_vfl_dn_0: 0.4479 (0.4526) loss_vfl_dn_1: 0.3829 (0.3873) loss_vfl_dn_2: 0.3725 (0.3711) loss_vfl_dn_3: 0.3652 (0.3637) loss_vfl_dn_4: 0.3625 (0.3611) loss_vfl_dn_5: 0.3603 (0.3603) time: 0.4758 data: 0.0139 max mem: 5654 Epoch: [44] [2100/7393] eta: 0:43:29 lr: 0.000010 loss: 15.7306 (15.8166) loss_bbox: 0.1549 (0.1530) loss_bbox_aux_0: 0.1780 (0.1665) loss_bbox_aux_1: 0.1627 (0.1587) loss_bbox_aux_2: 0.1625 (0.1559) loss_bbox_aux_3: 0.1596 (0.1536) loss_bbox_aux_4: 0.1545 (0.1531) loss_bbox_aux_5: 0.2059 (0.2031) loss_bbox_dn_0: 0.2599 (0.2677) loss_bbox_dn_1: 0.1852 (0.1969) loss_bbox_dn_2: 0.1660 (0.1764) loss_bbox_dn_3: 0.1615 (0.1703) loss_bbox_dn_4: 0.1561 (0.1690) loss_bbox_dn_5: 0.1560 (0.1690) loss_giou: 0.4291 (0.4726) loss_giou_aux_0: 0.4641 (0.4973) loss_giou_aux_1: 0.4438 (0.4830) loss_giou_aux_2: 0.4366 (0.4779) loss_giou_aux_3: 0.4348 (0.4743) loss_giou_aux_4: 0.4306 (0.4730) loss_giou_aux_5: 0.5257 (0.5625) loss_giou_dn_0: 0.5589 (0.5798) loss_giou_dn_1: 0.4438 (0.4722) loss_giou_dn_2: 0.4068 (0.4419) loss_giou_dn_3: 0.3941 (0.4337) loss_giou_dn_4: 0.3935 (0.4317) loss_giou_dn_5: 0.3936 (0.4318) loss_vfl: 0.6334 (0.6727) loss_vfl_aux_0: 0.7187 (0.7770) loss_vfl_aux_1: 0.6897 (0.7279) loss_vfl_aux_2: 0.6575 (0.6975) loss_vfl_aux_3: 0.6440 (0.6833) loss_vfl_aux_4: 0.6381 (0.6756) loss_vfl_aux_5: 0.7205 (0.7613) loss_vfl_dn_0: 0.4542 (0.4527) loss_vfl_dn_1: 0.3906 (0.3873) loss_vfl_dn_2: 0.3736 (0.3712) loss_vfl_dn_3: 0.3639 (0.3638) loss_vfl_dn_4: 0.3635 (0.3611) loss_vfl_dn_5: 0.3615 (0.3604) time: 0.4806 data: 0.0146 max mem: 5654 Epoch: [44] [2200/7393] eta: 0:42:36 lr: 0.000010 loss: 15.9468 (15.8094) loss_bbox: 0.1437 (0.1530) loss_bbox_aux_0: 0.1507 (0.1666) loss_bbox_aux_1: 0.1496 (0.1587) loss_bbox_aux_2: 0.1487 (0.1559) loss_bbox_aux_3: 0.1431 (0.1537) loss_bbox_aux_4: 0.1433 (0.1531) loss_bbox_aux_5: 0.1834 (0.2032) loss_bbox_dn_0: 0.2439 (0.2678) loss_bbox_dn_1: 0.1649 (0.1969) loss_bbox_dn_2: 0.1467 (0.1763) loss_bbox_dn_3: 0.1426 (0.1703) loss_bbox_dn_4: 0.1418 (0.1689) loss_bbox_dn_5: 0.1420 (0.1689) loss_giou: 0.4891 (0.4722) loss_giou_aux_0: 0.5016 (0.4968) loss_giou_aux_1: 0.4987 (0.4826) loss_giou_aux_2: 0.4980 (0.4775) loss_giou_aux_3: 0.4941 (0.4739) loss_giou_aux_4: 0.4929 (0.4726) loss_giou_aux_5: 0.5917 (0.5619) loss_giou_dn_0: 0.5865 (0.5796) loss_giou_dn_1: 0.4777 (0.4719) loss_giou_dn_2: 0.4433 (0.4416) loss_giou_dn_3: 0.4356 (0.4334) loss_giou_dn_4: 0.4319 (0.4313) loss_giou_dn_5: 0.4320 (0.4315) loss_vfl: 0.6432 (0.6723) loss_vfl_aux_0: 0.7367 (0.7770) loss_vfl_aux_1: 0.6884 (0.7278) loss_vfl_aux_2: 0.6602 (0.6970) loss_vfl_aux_3: 0.6450 (0.6831) loss_vfl_aux_4: 0.6461 (0.6753) loss_vfl_aux_5: 0.7409 (0.7612) loss_vfl_dn_0: 0.4473 (0.4525) loss_vfl_dn_1: 0.3890 (0.3872) loss_vfl_dn_2: 0.3744 (0.3710) loss_vfl_dn_3: 0.3662 (0.3636) loss_vfl_dn_4: 0.3636 (0.3610) loss_vfl_dn_5: 0.3631 (0.3602) time: 0.4729 data: 0.0147 max mem: 5654 Epoch: [44] [2300/7393] eta: 0:41:44 lr: 0.000010 loss: 15.6874 (15.8113) loss_bbox: 0.1542 (0.1532) loss_bbox_aux_0: 0.1516 (0.1666) loss_bbox_aux_1: 0.1536 (0.1588) loss_bbox_aux_2: 0.1435 (0.1560) loss_bbox_aux_3: 0.1512 (0.1538) loss_bbox_aux_4: 0.1549 (0.1533) loss_bbox_aux_5: 0.1900 (0.2033) loss_bbox_dn_0: 0.2503 (0.2682) loss_bbox_dn_1: 0.1834 (0.1973) loss_bbox_dn_2: 0.1679 (0.1766) loss_bbox_dn_3: 0.1622 (0.1706) loss_bbox_dn_4: 0.1619 (0.1692) loss_bbox_dn_5: 0.1627 (0.1692) loss_giou: 0.4757 (0.4720) loss_giou_aux_0: 0.5067 (0.4964) loss_giou_aux_1: 0.4865 (0.4824) loss_giou_aux_2: 0.4843 (0.4773) loss_giou_aux_3: 0.4806 (0.4737) loss_giou_aux_4: 0.4748 (0.4724) loss_giou_aux_5: 0.5391 (0.5617) loss_giou_dn_0: 0.5752 (0.5795) loss_giou_dn_1: 0.4583 (0.4718) loss_giou_dn_2: 0.4327 (0.4415) loss_giou_dn_3: 0.4269 (0.4333) loss_giou_dn_4: 0.4253 (0.4312) loss_giou_dn_5: 0.4256 (0.4314) loss_vfl: 0.6426 (0.6725) loss_vfl_aux_0: 0.7471 (0.7772) loss_vfl_aux_1: 0.6740 (0.7279) loss_vfl_aux_2: 0.6637 (0.6973) loss_vfl_aux_3: 0.6530 (0.6833) loss_vfl_aux_4: 0.6379 (0.6756) loss_vfl_aux_5: 0.6980 (0.7613) loss_vfl_dn_0: 0.4508 (0.4526) loss_vfl_dn_1: 0.3875 (0.3872) loss_vfl_dn_2: 0.3736 (0.3710) loss_vfl_dn_3: 0.3680 (0.3636) loss_vfl_dn_4: 0.3634 (0.3609) loss_vfl_dn_5: 0.3625 (0.3602) time: 0.4753 data: 0.0135 max mem: 5654 Epoch: [44] [2400/7393] eta: 0:41:04 lr: 0.000010 loss: 16.0544 (15.8110) loss_bbox: 0.1447 (0.1531) loss_bbox_aux_0: 0.1638 (0.1667) loss_bbox_aux_1: 0.1520 (0.1589) loss_bbox_aux_2: 0.1506 (0.1561) loss_bbox_aux_3: 0.1437 (0.1538) loss_bbox_aux_4: 0.1430 (0.1532) loss_bbox_aux_5: 0.2023 (0.2034) loss_bbox_dn_0: 0.2541 (0.2683) loss_bbox_dn_1: 0.1904 (0.1974) loss_bbox_dn_2: 0.1587 (0.1767) loss_bbox_dn_3: 0.1543 (0.1706) loss_bbox_dn_4: 0.1552 (0.1693) loss_bbox_dn_5: 0.1552 (0.1693) loss_giou: 0.4766 (0.4720) loss_giou_aux_0: 0.5015 (0.4966) loss_giou_aux_1: 0.4748 (0.4825) loss_giou_aux_2: 0.4733 (0.4774) loss_giou_aux_3: 0.4732 (0.4737) loss_giou_aux_4: 0.4746 (0.4723) loss_giou_aux_5: 0.5436 (0.5617) loss_giou_dn_0: 0.5959 (0.5794) loss_giou_dn_1: 0.4891 (0.4718) loss_giou_dn_2: 0.4607 (0.4415) loss_giou_dn_3: 0.4468 (0.4332) loss_giou_dn_4: 0.4469 (0.4312) loss_giou_dn_5: 0.4481 (0.4314) loss_vfl: 0.6526 (0.6727) loss_vfl_aux_0: 0.7580 (0.7769) loss_vfl_aux_1: 0.6932 (0.7276) loss_vfl_aux_2: 0.6870 (0.6972) loss_vfl_aux_3: 0.6674 (0.6834) loss_vfl_aux_4: 0.6497 (0.6758) loss_vfl_aux_5: 0.7261 (0.7609) loss_vfl_dn_0: 0.4431 (0.4525) loss_vfl_dn_1: 0.3836 (0.3872) loss_vfl_dn_2: 0.3674 (0.3710) loss_vfl_dn_3: 0.3611 (0.3636) loss_vfl_dn_4: 0.3577 (0.3610) loss_vfl_dn_5: 0.3580 (0.3602) time: 0.4779 data: 0.0134 max mem: 5654 Epoch: [44] [2500/7393] eta: 0:40:10 lr: 0.000010 loss: 15.8304 (15.8103) loss_bbox: 0.1430 (0.1529) loss_bbox_aux_0: 0.1644 (0.1666) loss_bbox_aux_1: 0.1470 (0.1587) loss_bbox_aux_2: 0.1425 (0.1559) loss_bbox_aux_3: 0.1420 (0.1537) loss_bbox_aux_4: 0.1480 (0.1530) loss_bbox_aux_5: 0.1967 (0.2033) loss_bbox_dn_0: 0.2454 (0.2681) loss_bbox_dn_1: 0.1825 (0.1972) loss_bbox_dn_2: 0.1643 (0.1765) loss_bbox_dn_3: 0.1592 (0.1705) loss_bbox_dn_4: 0.1579 (0.1691) loss_bbox_dn_5: 0.1580 (0.1691) loss_giou: 0.4462 (0.4720) loss_giou_aux_0: 0.4707 (0.4967) loss_giou_aux_1: 0.4546 (0.4825) loss_giou_aux_2: 0.4516 (0.4774) loss_giou_aux_3: 0.4482 (0.4736) loss_giou_aux_4: 0.4493 (0.4724) loss_giou_aux_5: 0.5442 (0.5617) loss_giou_dn_0: 0.5636 (0.5795) loss_giou_dn_1: 0.4580 (0.4718) loss_giou_dn_2: 0.4269 (0.4415) loss_giou_dn_3: 0.4188 (0.4333) loss_giou_dn_4: 0.4197 (0.4313) loss_giou_dn_5: 0.4202 (0.4314) loss_vfl: 0.6806 (0.6728) loss_vfl_aux_0: 0.7628 (0.7768) loss_vfl_aux_1: 0.7161 (0.7278) loss_vfl_aux_2: 0.6839 (0.6973) loss_vfl_aux_3: 0.6846 (0.6837) loss_vfl_aux_4: 0.6692 (0.6759) loss_vfl_aux_5: 0.7707 (0.7609) loss_vfl_dn_0: 0.4497 (0.4525) loss_vfl_dn_1: 0.3904 (0.3871) loss_vfl_dn_2: 0.3734 (0.3709) loss_vfl_dn_3: 0.3659 (0.3636) loss_vfl_dn_4: 0.3627 (0.3609) loss_vfl_dn_5: 0.3631 (0.3602) time: 0.4700 data: 0.0136 max mem: 5654 Epoch: [44] [2600/7393] eta: 0:39:17 lr: 0.000010 loss: 16.0133 (15.8170) loss_bbox: 0.1421 (0.1529) loss_bbox_aux_0: 0.1646 (0.1667) loss_bbox_aux_1: 0.1475 (0.1587) loss_bbox_aux_2: 0.1433 (0.1559) loss_bbox_aux_3: 0.1429 (0.1537) loss_bbox_aux_4: 0.1421 (0.1531) loss_bbox_aux_5: 0.2186 (0.2033) loss_bbox_dn_0: 0.3039 (0.2680) loss_bbox_dn_1: 0.2160 (0.1972) loss_bbox_dn_2: 0.1878 (0.1765) loss_bbox_dn_3: 0.1814 (0.1705) loss_bbox_dn_4: 0.1818 (0.1691) loss_bbox_dn_5: 0.1818 (0.1691) loss_giou: 0.4320 (0.4727) loss_giou_aux_0: 0.4576 (0.4974) loss_giou_aux_1: 0.4305 (0.4832) loss_giou_aux_2: 0.4387 (0.4780) loss_giou_aux_3: 0.4334 (0.4744) loss_giou_aux_4: 0.4327 (0.4731) loss_giou_aux_5: 0.5413 (0.5625) loss_giou_dn_0: 0.5756 (0.5800) loss_giou_dn_1: 0.4728 (0.4725) loss_giou_dn_2: 0.4389 (0.4421) loss_giou_dn_3: 0.4333 (0.4339) loss_giou_dn_4: 0.4295 (0.4319) loss_giou_dn_5: 0.4298 (0.4321) loss_vfl: 0.6777 (0.6727) loss_vfl_aux_0: 0.7946 (0.7764) loss_vfl_aux_1: 0.7493 (0.7277) loss_vfl_aux_2: 0.7055 (0.6971) loss_vfl_aux_3: 0.6906 (0.6835) loss_vfl_aux_4: 0.6821 (0.6757) loss_vfl_aux_5: 0.7572 (0.7603) loss_vfl_dn_0: 0.4518 (0.4525) loss_vfl_dn_1: 0.3896 (0.3872) loss_vfl_dn_2: 0.3744 (0.3710) loss_vfl_dn_3: 0.3681 (0.3636) loss_vfl_dn_4: 0.3670 (0.3610) loss_vfl_dn_5: 0.3647 (0.3602) time: 0.4736 data: 0.0135 max mem: 5654 Epoch: [44] [2700/7393] eta: 0:38:38 lr: 0.000010 loss: 15.2417 (15.8082) loss_bbox: 0.1541 (0.1529) loss_bbox_aux_0: 0.1619 (0.1666) loss_bbox_aux_1: 0.1586 (0.1588) loss_bbox_aux_2: 0.1559 (0.1558) loss_bbox_aux_3: 0.1541 (0.1536) loss_bbox_aux_4: 0.1516 (0.1530) loss_bbox_aux_5: 0.1956 (0.2032) loss_bbox_dn_0: 0.2503 (0.2678) loss_bbox_dn_1: 0.1775 (0.1970) loss_bbox_dn_2: 0.1578 (0.1763) loss_bbox_dn_3: 0.1548 (0.1703) loss_bbox_dn_4: 0.1551 (0.1689) loss_bbox_dn_5: 0.1551 (0.1689) loss_giou: 0.4332 (0.4723) loss_giou_aux_0: 0.4720 (0.4969) loss_giou_aux_1: 0.4479 (0.4828) loss_giou_aux_2: 0.4387 (0.4776) loss_giou_aux_3: 0.4346 (0.4739) loss_giou_aux_4: 0.4345 (0.4726) loss_giou_aux_5: 0.5329 (0.5621) loss_giou_dn_0: 0.5532 (0.5795) loss_giou_dn_1: 0.4348 (0.4719) loss_giou_dn_2: 0.3991 (0.4417) loss_giou_dn_3: 0.3861 (0.4334) loss_giou_dn_4: 0.3841 (0.4314) loss_giou_dn_5: 0.3841 (0.4316) loss_vfl: 0.6358 (0.6725) loss_vfl_aux_0: 0.7594 (0.7765) loss_vfl_aux_1: 0.6898 (0.7275) loss_vfl_aux_2: 0.6714 (0.6970) loss_vfl_aux_3: 0.6434 (0.6834) loss_vfl_aux_4: 0.6413 (0.6756) loss_vfl_aux_5: 0.7327 (0.7604) loss_vfl_dn_0: 0.4474 (0.4524) loss_vfl_dn_1: 0.3762 (0.3870) loss_vfl_dn_2: 0.3580 (0.3708) loss_vfl_dn_3: 0.3526 (0.3635) loss_vfl_dn_4: 0.3488 (0.3608) loss_vfl_dn_5: 0.3486 (0.3601) time: 0.4652 data: 0.0134 max mem: 5654 Epoch: [44] [2800/7393] eta: 0:37:45 lr: 0.000010 loss: 15.0108 (15.8073) loss_bbox: 0.1404 (0.1528) loss_bbox_aux_0: 0.1584 (0.1664) loss_bbox_aux_1: 0.1580 (0.1587) loss_bbox_aux_2: 0.1453 (0.1558) loss_bbox_aux_3: 0.1448 (0.1535) loss_bbox_aux_4: 0.1404 (0.1529) loss_bbox_aux_5: 0.1884 (0.2030) loss_bbox_dn_0: 0.2696 (0.2676) loss_bbox_dn_1: 0.1928 (0.1968) loss_bbox_dn_2: 0.1681 (0.1761) loss_bbox_dn_3: 0.1594 (0.1701) loss_bbox_dn_4: 0.1560 (0.1688) loss_bbox_dn_5: 0.1560 (0.1688) loss_giou: 0.3724 (0.4725) loss_giou_aux_0: 0.4083 (0.4971) loss_giou_aux_1: 0.3776 (0.4830) loss_giou_aux_2: 0.3737 (0.4779) loss_giou_aux_3: 0.3728 (0.4742) loss_giou_aux_4: 0.3719 (0.4729) loss_giou_aux_5: 0.4728 (0.5624) loss_giou_dn_0: 0.5469 (0.5797) loss_giou_dn_1: 0.4403 (0.4721) loss_giou_dn_2: 0.4031 (0.4418) loss_giou_dn_3: 0.3964 (0.4336) loss_giou_dn_4: 0.3924 (0.4315) loss_giou_dn_5: 0.3924 (0.4317) loss_vfl: 0.6517 (0.6723) loss_vfl_aux_0: 0.7798 (0.7762) loss_vfl_aux_1: 0.7168 (0.7273) loss_vfl_aux_2: 0.6856 (0.6966) loss_vfl_aux_3: 0.6667 (0.6831) loss_vfl_aux_4: 0.6617 (0.6755) loss_vfl_aux_5: 0.7464 (0.7600) loss_vfl_dn_0: 0.4405 (0.4524) loss_vfl_dn_1: 0.3688 (0.3870) loss_vfl_dn_2: 0.3529 (0.3708) loss_vfl_dn_3: 0.3464 (0.3635) loss_vfl_dn_4: 0.3448 (0.3608) loss_vfl_dn_5: 0.3439 (0.3601) time: 0.4720 data: 0.0137 max mem: 5654 Epoch: [44] [2900/7393] eta: 0:36:53 lr: 0.000010 loss: 15.4786 (15.8063) loss_bbox: 0.1442 (0.1527) loss_bbox_aux_0: 0.1548 (0.1663) loss_bbox_aux_1: 0.1532 (0.1586) loss_bbox_aux_2: 0.1423 (0.1557) loss_bbox_aux_3: 0.1414 (0.1534) loss_bbox_aux_4: 0.1452 (0.1528) loss_bbox_aux_5: 0.1879 (0.2031) loss_bbox_dn_0: 0.2524 (0.2677) loss_bbox_dn_1: 0.1873 (0.1968) loss_bbox_dn_2: 0.1632 (0.1761) loss_bbox_dn_3: 0.1551 (0.1701) loss_bbox_dn_4: 0.1539 (0.1688) loss_bbox_dn_5: 0.1539 (0.1688) loss_giou: 0.4665 (0.4724) loss_giou_aux_0: 0.4977 (0.4969) loss_giou_aux_1: 0.4919 (0.4828) loss_giou_aux_2: 0.4794 (0.4778) loss_giou_aux_3: 0.4657 (0.4740) loss_giou_aux_4: 0.4654 (0.4727) loss_giou_aux_5: 0.5768 (0.5623) loss_giou_dn_0: 0.5824 (0.5795) loss_giou_dn_1: 0.4759 (0.4719) loss_giou_dn_2: 0.4466 (0.4417) loss_giou_dn_3: 0.4388 (0.4334) loss_giou_dn_4: 0.4372 (0.4314) loss_giou_dn_5: 0.4373 (0.4316) loss_vfl: 0.6240 (0.6725) loss_vfl_aux_0: 0.7412 (0.7765) loss_vfl_aux_1: 0.6928 (0.7274) loss_vfl_aux_2: 0.6471 (0.6967) loss_vfl_aux_3: 0.6441 (0.6834) loss_vfl_aux_4: 0.6274 (0.6757) loss_vfl_aux_5: 0.7220 (0.7601) loss_vfl_dn_0: 0.4522 (0.4525) loss_vfl_dn_1: 0.3926 (0.3871) loss_vfl_dn_2: 0.3739 (0.3709) loss_vfl_dn_3: 0.3689 (0.3635) loss_vfl_dn_4: 0.3652 (0.3609) loss_vfl_dn_5: 0.3650 (0.3601) time: 0.4834 data: 0.0135 max mem: 5654 Epoch: [44] [3000/7393] eta: 0:36:02 lr: 0.000010 loss: 16.3400 (15.8150) loss_bbox: 0.1624 (0.1529) loss_bbox_aux_0: 0.1818 (0.1665) loss_bbox_aux_1: 0.1748 (0.1588) loss_bbox_aux_2: 0.1668 (0.1560) loss_bbox_aux_3: 0.1614 (0.1536) loss_bbox_aux_4: 0.1632 (0.1531) loss_bbox_aux_5: 0.2252 (0.2035) loss_bbox_dn_0: 0.3081 (0.2682) loss_bbox_dn_1: 0.2290 (0.1972) loss_bbox_dn_2: 0.2112 (0.1765) loss_bbox_dn_3: 0.2065 (0.1704) loss_bbox_dn_4: 0.2059 (0.1691) loss_bbox_dn_5: 0.2059 (0.1691) loss_giou: 0.4569 (0.4723) loss_giou_aux_0: 0.4892 (0.4969) loss_giou_aux_1: 0.4799 (0.4827) loss_giou_aux_2: 0.4674 (0.4777) loss_giou_aux_3: 0.4632 (0.4739) loss_giou_aux_4: 0.4534 (0.4726) loss_giou_aux_5: 0.5609 (0.5624) loss_giou_dn_0: 0.6053 (0.5796) loss_giou_dn_1: 0.4914 (0.4721) loss_giou_dn_2: 0.4516 (0.4418) loss_giou_dn_3: 0.4396 (0.4336) loss_giou_dn_4: 0.4374 (0.4316) loss_giou_dn_5: 0.4375 (0.4318) loss_vfl: 0.6982 (0.6730) loss_vfl_aux_0: 0.8169 (0.7769) loss_vfl_aux_1: 0.7420 (0.7280) loss_vfl_aux_2: 0.7327 (0.6973) loss_vfl_aux_3: 0.7178 (0.6840) loss_vfl_aux_4: 0.7136 (0.6762) loss_vfl_aux_5: 0.8162 (0.7603) loss_vfl_dn_0: 0.4529 (0.4526) loss_vfl_dn_1: 0.3885 (0.3871) loss_vfl_dn_2: 0.3747 (0.3709) loss_vfl_dn_3: 0.3651 (0.3636) loss_vfl_dn_4: 0.3654 (0.3609) loss_vfl_dn_5: 0.3648 (0.3602) time: 0.4833 data: 0.0136 max mem: 5654 Epoch: [44] [3100/7393] eta: 0:35:10 lr: 0.000010 loss: 15.1304 (15.8194) loss_bbox: 0.1359 (0.1530) loss_bbox_aux_0: 0.1496 (0.1666) loss_bbox_aux_1: 0.1425 (0.1589) loss_bbox_aux_2: 0.1387 (0.1560) loss_bbox_aux_3: 0.1366 (0.1537) loss_bbox_aux_4: 0.1344 (0.1531) loss_bbox_aux_5: 0.1812 (0.2036) loss_bbox_dn_0: 0.2264 (0.2684) loss_bbox_dn_1: 0.1656 (0.1973) loss_bbox_dn_2: 0.1481 (0.1766) loss_bbox_dn_3: 0.1432 (0.1706) loss_bbox_dn_4: 0.1417 (0.1692) loss_bbox_dn_5: 0.1417 (0.1693) loss_giou: 0.4313 (0.4724) loss_giou_aux_0: 0.4600 (0.4969) loss_giou_aux_1: 0.4411 (0.4828) loss_giou_aux_2: 0.4384 (0.4778) loss_giou_aux_3: 0.4289 (0.4740) loss_giou_aux_4: 0.4313 (0.4727) loss_giou_aux_5: 0.5273 (0.5624) loss_giou_dn_0: 0.5697 (0.5797) loss_giou_dn_1: 0.4547 (0.4722) loss_giou_dn_2: 0.4264 (0.4419) loss_giou_dn_3: 0.4196 (0.4336) loss_giou_dn_4: 0.4175 (0.4316) loss_giou_dn_5: 0.4179 (0.4318) loss_vfl: 0.6429 (0.6733) loss_vfl_aux_0: 0.7453 (0.7772) loss_vfl_aux_1: 0.7033 (0.7283) loss_vfl_aux_2: 0.6507 (0.6976) loss_vfl_aux_3: 0.6611 (0.6843) loss_vfl_aux_4: 0.6499 (0.6765) loss_vfl_aux_5: 0.7200 (0.7605) loss_vfl_dn_0: 0.4419 (0.4525) loss_vfl_dn_1: 0.3820 (0.3872) loss_vfl_dn_2: 0.3607 (0.3710) loss_vfl_dn_3: 0.3557 (0.3636) loss_vfl_dn_4: 0.3529 (0.3609) loss_vfl_dn_5: 0.3527 (0.3602) time: 0.4811 data: 0.0135 max mem: 5654 Epoch: [44] [3200/7393] eta: 0:34:19 lr: 0.000010 loss: 15.5614 (15.8182) loss_bbox: 0.1505 (0.1530) loss_bbox_aux_0: 0.1604 (0.1666) loss_bbox_aux_1: 0.1533 (0.1589) loss_bbox_aux_2: 0.1518 (0.1561) loss_bbox_aux_3: 0.1421 (0.1537) loss_bbox_aux_4: 0.1498 (0.1531) loss_bbox_aux_5: 0.1962 (0.2035) loss_bbox_dn_0: 0.2256 (0.2682) loss_bbox_dn_1: 0.1742 (0.1972) loss_bbox_dn_2: 0.1623 (0.1766) loss_bbox_dn_3: 0.1613 (0.1705) loss_bbox_dn_4: 0.1601 (0.1692) loss_bbox_dn_5: 0.1602 (0.1692) loss_giou: 0.4746 (0.4725) loss_giou_aux_0: 0.5068 (0.4970) loss_giou_aux_1: 0.4875 (0.4829) loss_giou_aux_2: 0.4880 (0.4779) loss_giou_aux_3: 0.4785 (0.4741) loss_giou_aux_4: 0.4741 (0.4728) loss_giou_aux_5: 0.5548 (0.5625) loss_giou_dn_0: 0.5674 (0.5797) loss_giou_dn_1: 0.4728 (0.4721) loss_giou_dn_2: 0.4409 (0.4419) loss_giou_dn_3: 0.4331 (0.4336) loss_giou_dn_4: 0.4300 (0.4316) loss_giou_dn_5: 0.4300 (0.4318) loss_vfl: 0.6572 (0.6731) loss_vfl_aux_0: 0.7328 (0.7769) loss_vfl_aux_1: 0.7137 (0.7281) loss_vfl_aux_2: 0.6902 (0.6975) loss_vfl_aux_3: 0.6653 (0.6842) loss_vfl_aux_4: 0.6560 (0.6765) loss_vfl_aux_5: 0.7470 (0.7603) loss_vfl_dn_0: 0.4535 (0.4525) loss_vfl_dn_1: 0.3833 (0.3871) loss_vfl_dn_2: 0.3671 (0.3709) loss_vfl_dn_3: 0.3588 (0.3636) loss_vfl_dn_4: 0.3587 (0.3609) loss_vfl_dn_5: 0.3574 (0.3602) time: 0.4797 data: 0.0135 max mem: 5654 Epoch: [44] [3300/7393] eta: 0:33:35 lr: 0.000010 loss: 15.8386 (15.8188) loss_bbox: 0.1651 (0.1531) loss_bbox_aux_0: 0.1808 (0.1666) loss_bbox_aux_1: 0.1678 (0.1590) loss_bbox_aux_2: 0.1658 (0.1562) loss_bbox_aux_3: 0.1682 (0.1538) loss_bbox_aux_4: 0.1669 (0.1532) loss_bbox_aux_5: 0.2170 (0.2037) loss_bbox_dn_0: 0.3031 (0.2684) loss_bbox_dn_1: 0.2181 (0.1974) loss_bbox_dn_2: 0.1933 (0.1767) loss_bbox_dn_3: 0.1860 (0.1707) loss_bbox_dn_4: 0.1840 (0.1694) loss_bbox_dn_5: 0.1840 (0.1694) loss_giou: 0.4127 (0.4723) loss_giou_aux_0: 0.4556 (0.4967) loss_giou_aux_1: 0.4277 (0.4826) loss_giou_aux_2: 0.4170 (0.4777) loss_giou_aux_3: 0.4153 (0.4739) loss_giou_aux_4: 0.4101 (0.4726) loss_giou_aux_5: 0.5245 (0.5622) loss_giou_dn_0: 0.5691 (0.5795) loss_giou_dn_1: 0.4573 (0.4720) loss_giou_dn_2: 0.4177 (0.4417) loss_giou_dn_3: 0.4106 (0.4335) loss_giou_dn_4: 0.4069 (0.4315) loss_giou_dn_5: 0.4068 (0.4317) loss_vfl: 0.6616 (0.6733) loss_vfl_aux_0: 0.7895 (0.7773) loss_vfl_aux_1: 0.7019 (0.7283) loss_vfl_aux_2: 0.6862 (0.6977) loss_vfl_aux_3: 0.6633 (0.6844) loss_vfl_aux_4: 0.6609 (0.6767) loss_vfl_aux_5: 0.7524 (0.7606) loss_vfl_dn_0: 0.4499 (0.4525) loss_vfl_dn_1: 0.3898 (0.3871) loss_vfl_dn_2: 0.3696 (0.3709) loss_vfl_dn_3: 0.3616 (0.3636) loss_vfl_dn_4: 0.3579 (0.3609) loss_vfl_dn_5: 0.3577 (0.3601) time: 0.7583 data: 0.0137 max mem: 5654 Epoch: [44] [3400/7393] eta: 0:32:44 lr: 0.000010 loss: 15.8950 (15.8234) loss_bbox: 0.1313 (0.1532) loss_bbox_aux_0: 0.1506 (0.1667) loss_bbox_aux_1: 0.1347 (0.1590) loss_bbox_aux_2: 0.1336 (0.1562) loss_bbox_aux_3: 0.1312 (0.1539) loss_bbox_aux_4: 0.1297 (0.1533) loss_bbox_aux_5: 0.1831 (0.2037) loss_bbox_dn_0: 0.2309 (0.2688) loss_bbox_dn_1: 0.1668 (0.1977) loss_bbox_dn_2: 0.1482 (0.1770) loss_bbox_dn_3: 0.1420 (0.1710) loss_bbox_dn_4: 0.1393 (0.1696) loss_bbox_dn_5: 0.1392 (0.1696) loss_giou: 0.4954 (0.4724) loss_giou_aux_0: 0.5301 (0.4967) loss_giou_aux_1: 0.5108 (0.4827) loss_giou_aux_2: 0.5129 (0.4778) loss_giou_aux_3: 0.4962 (0.4740) loss_giou_aux_4: 0.4944 (0.4727) loss_giou_aux_5: 0.6040 (0.5623) loss_giou_dn_0: 0.6005 (0.5797) loss_giou_dn_1: 0.5003 (0.4722) loss_giou_dn_2: 0.4670 (0.4419) loss_giou_dn_3: 0.4546 (0.4337) loss_giou_dn_4: 0.4528 (0.4317) loss_giou_dn_5: 0.4535 (0.4319) loss_vfl: 0.6524 (0.6733) loss_vfl_aux_0: 0.7502 (0.7773) loss_vfl_aux_1: 0.7070 (0.7284) loss_vfl_aux_2: 0.6876 (0.6976) loss_vfl_aux_3: 0.6634 (0.6843) loss_vfl_aux_4: 0.6585 (0.6766) loss_vfl_aux_5: 0.7390 (0.7608) loss_vfl_dn_0: 0.4532 (0.4524) loss_vfl_dn_1: 0.3882 (0.3871) loss_vfl_dn_2: 0.3772 (0.3710) loss_vfl_dn_3: 0.3726 (0.3637) loss_vfl_dn_4: 0.3682 (0.3610) loss_vfl_dn_5: 0.3661 (0.3603) time: 0.4725 data: 0.0136 max mem: 5654 Epoch: [44] [3500/7393] eta: 0:31:52 lr: 0.000010 loss: 15.6830 (15.8218) loss_bbox: 0.1389 (0.1532) loss_bbox_aux_0: 0.1587 (0.1667) loss_bbox_aux_1: 0.1499 (0.1590) loss_bbox_aux_2: 0.1421 (0.1563) loss_bbox_aux_3: 0.1408 (0.1539) loss_bbox_aux_4: 0.1389 (0.1533) loss_bbox_aux_5: 0.1763 (0.2038) loss_bbox_dn_0: 0.2278 (0.2689) loss_bbox_dn_1: 0.1677 (0.1977) loss_bbox_dn_2: 0.1482 (0.1770) loss_bbox_dn_3: 0.1455 (0.1710) loss_bbox_dn_4: 0.1429 (0.1696) loss_bbox_dn_5: 0.1429 (0.1696) loss_giou: 0.4714 (0.4724) loss_giou_aux_0: 0.4962 (0.4966) loss_giou_aux_1: 0.4768 (0.4826) loss_giou_aux_2: 0.4793 (0.4778) loss_giou_aux_3: 0.4739 (0.4740) loss_giou_aux_4: 0.4711 (0.4727) loss_giou_aux_5: 0.5415 (0.5622) loss_giou_dn_0: 0.5855 (0.5795) loss_giou_dn_1: 0.4735 (0.4720) loss_giou_dn_2: 0.4381 (0.4417) loss_giou_dn_3: 0.4262 (0.4334) loss_giou_dn_4: 0.4225 (0.4314) loss_giou_dn_5: 0.4226 (0.4316) loss_vfl: 0.6524 (0.6733) loss_vfl_aux_0: 0.7796 (0.7774) loss_vfl_aux_1: 0.7049 (0.7284) loss_vfl_aux_2: 0.6938 (0.6977) loss_vfl_aux_3: 0.6652 (0.6844) loss_vfl_aux_4: 0.6502 (0.6766) loss_vfl_aux_5: 0.7519 (0.7609) loss_vfl_dn_0: 0.4498 (0.4524) loss_vfl_dn_1: 0.3876 (0.3870) loss_vfl_dn_2: 0.3713 (0.3709) loss_vfl_dn_3: 0.3663 (0.3636) loss_vfl_dn_4: 0.3624 (0.3610) loss_vfl_dn_5: 0.3639 (0.3602) time: 0.4665 data: 0.0135 max mem: 5654 Epoch: [44] [3600/7393] eta: 0:31:01 lr: 0.000010 loss: 15.6236 (15.8137) loss_bbox: 0.1398 (0.1530) loss_bbox_aux_0: 0.1635 (0.1665) loss_bbox_aux_1: 0.1448 (0.1588) loss_bbox_aux_2: 0.1412 (0.1560) loss_bbox_aux_3: 0.1480 (0.1537) loss_bbox_aux_4: 0.1428 (0.1531) loss_bbox_aux_5: 0.2001 (0.2035) loss_bbox_dn_0: 0.2661 (0.2684) loss_bbox_dn_1: 0.1890 (0.1972) loss_bbox_dn_2: 0.1660 (0.1766) loss_bbox_dn_3: 0.1621 (0.1706) loss_bbox_dn_4: 0.1601 (0.1692) loss_bbox_dn_5: 0.1602 (0.1692) loss_giou: 0.4534 (0.4724) loss_giou_aux_0: 0.4717 (0.4965) loss_giou_aux_1: 0.4581 (0.4826) loss_giou_aux_2: 0.4572 (0.4778) loss_giou_aux_3: 0.4521 (0.4740) loss_giou_aux_4: 0.4529 (0.4727) loss_giou_aux_5: 0.5417 (0.5621) loss_giou_dn_0: 0.5604 (0.5794) loss_giou_dn_1: 0.4523 (0.4718) loss_giou_dn_2: 0.4268 (0.4415) loss_giou_dn_3: 0.4226 (0.4333) loss_giou_dn_4: 0.4202 (0.4313) loss_giou_dn_5: 0.4203 (0.4315) loss_vfl: 0.6478 (0.6730) loss_vfl_aux_0: 0.7520 (0.7771) loss_vfl_aux_1: 0.6988 (0.7281) loss_vfl_aux_2: 0.6695 (0.6974) loss_vfl_aux_3: 0.6558 (0.6841) loss_vfl_aux_4: 0.6516 (0.6763) loss_vfl_aux_5: 0.7502 (0.7606) loss_vfl_dn_0: 0.4470 (0.4523) loss_vfl_dn_1: 0.3830 (0.3870) loss_vfl_dn_2: 0.3690 (0.3709) loss_vfl_dn_3: 0.3635 (0.3635) loss_vfl_dn_4: 0.3617 (0.3609) loss_vfl_dn_5: 0.3605 (0.3601) time: 0.4724 data: 0.0135 max mem: 5654 Epoch: [44] [3700/7393] eta: 0:30:16 lr: 0.000010 loss: 15.9635 (15.8213) loss_bbox: 0.1587 (0.1529) loss_bbox_aux_0: 0.1773 (0.1664) loss_bbox_aux_1: 0.1737 (0.1587) loss_bbox_aux_2: 0.1686 (0.1560) loss_bbox_aux_3: 0.1635 (0.1537) loss_bbox_aux_4: 0.1611 (0.1531) loss_bbox_aux_5: 0.2080 (0.2034) loss_bbox_dn_0: 0.2802 (0.2683) loss_bbox_dn_1: 0.1891 (0.1972) loss_bbox_dn_2: 0.1659 (0.1766) loss_bbox_dn_3: 0.1583 (0.1706) loss_bbox_dn_4: 0.1559 (0.1692) loss_bbox_dn_5: 0.1559 (0.1692) loss_giou: 0.4560 (0.4731) loss_giou_aux_0: 0.4769 (0.4973) loss_giou_aux_1: 0.4651 (0.4833) loss_giou_aux_2: 0.4558 (0.4785) loss_giou_aux_3: 0.4539 (0.4747) loss_giou_aux_4: 0.4498 (0.4734) loss_giou_aux_5: 0.5426 (0.5628) loss_giou_dn_0: 0.5812 (0.5799) loss_giou_dn_1: 0.4731 (0.4723) loss_giou_dn_2: 0.4381 (0.4420) loss_giou_dn_3: 0.4241 (0.4338) loss_giou_dn_4: 0.4237 (0.4318) loss_giou_dn_5: 0.4237 (0.4320) loss_vfl: 0.6817 (0.6730) loss_vfl_aux_0: 0.7655 (0.7769) loss_vfl_aux_1: 0.7345 (0.7280) loss_vfl_aux_2: 0.6905 (0.6973) loss_vfl_aux_3: 0.6866 (0.6840) loss_vfl_aux_4: 0.6730 (0.6762) loss_vfl_aux_5: 0.7502 (0.7603) loss_vfl_dn_0: 0.4508 (0.4523) loss_vfl_dn_1: 0.3833 (0.3870) loss_vfl_dn_2: 0.3732 (0.3709) loss_vfl_dn_3: 0.3637 (0.3636) loss_vfl_dn_4: 0.3590 (0.3610) loss_vfl_dn_5: 0.3591 (0.3602) time: 0.4739 data: 0.0135 max mem: 5654 Epoch: [44] [3800/7393] eta: 0:29:25 lr: 0.000010 loss: 15.8006 (15.8175) loss_bbox: 0.1387 (0.1529) loss_bbox_aux_0: 0.1565 (0.1665) loss_bbox_aux_1: 0.1516 (0.1588) loss_bbox_aux_2: 0.1427 (0.1560) loss_bbox_aux_3: 0.1458 (0.1537) loss_bbox_aux_4: 0.1391 (0.1531) loss_bbox_aux_5: 0.1897 (0.2034) loss_bbox_dn_0: 0.2591 (0.2681) loss_bbox_dn_1: 0.1862 (0.1971) loss_bbox_dn_2: 0.1625 (0.1765) loss_bbox_dn_3: 0.1552 (0.1705) loss_bbox_dn_4: 0.1534 (0.1691) loss_bbox_dn_5: 0.1533 (0.1691) loss_giou: 0.4818 (0.4731) loss_giou_aux_0: 0.4986 (0.4974) loss_giou_aux_1: 0.4931 (0.4834) loss_giou_aux_2: 0.4883 (0.4785) loss_giou_aux_3: 0.4854 (0.4747) loss_giou_aux_4: 0.4812 (0.4734) loss_giou_aux_5: 0.5523 (0.5627) loss_giou_dn_0: 0.5793 (0.5798) loss_giou_dn_1: 0.4682 (0.4723) loss_giou_dn_2: 0.4368 (0.4420) loss_giou_dn_3: 0.4320 (0.4337) loss_giou_dn_4: 0.4301 (0.4317) loss_giou_dn_5: 0.4302 (0.4319) loss_vfl: 0.6723 (0.6729) loss_vfl_aux_0: 0.7450 (0.7763) loss_vfl_aux_1: 0.7139 (0.7276) loss_vfl_aux_2: 0.6916 (0.6971) loss_vfl_aux_3: 0.6977 (0.6838) loss_vfl_aux_4: 0.6723 (0.6760) loss_vfl_aux_5: 0.7409 (0.7600) loss_vfl_dn_0: 0.4480 (0.4522) loss_vfl_dn_1: 0.3870 (0.3869) loss_vfl_dn_2: 0.3745 (0.3708) loss_vfl_dn_3: 0.3673 (0.3635) loss_vfl_dn_4: 0.3654 (0.3608) loss_vfl_dn_5: 0.3658 (0.3601) time: 0.4740 data: 0.0131 max mem: 5654 Epoch: [44] [3900/7393] eta: 0:28:34 lr: 0.000010 loss: 16.1221 (15.8192) loss_bbox: 0.1490 (0.1531) loss_bbox_aux_0: 0.1702 (0.1666) loss_bbox_aux_1: 0.1547 (0.1589) loss_bbox_aux_2: 0.1496 (0.1561) loss_bbox_aux_3: 0.1506 (0.1538) loss_bbox_aux_4: 0.1513 (0.1532) loss_bbox_aux_5: 0.2109 (0.2035) loss_bbox_dn_0: 0.2408 (0.2681) loss_bbox_dn_1: 0.1788 (0.1971) loss_bbox_dn_2: 0.1574 (0.1765) loss_bbox_dn_3: 0.1510 (0.1705) loss_bbox_dn_4: 0.1492 (0.1691) loss_bbox_dn_5: 0.1492 (0.1691) loss_giou: 0.4840 (0.4733) loss_giou_aux_0: 0.4972 (0.4975) loss_giou_aux_1: 0.4832 (0.4835) loss_giou_aux_2: 0.4796 (0.4787) loss_giou_aux_3: 0.4834 (0.4748) loss_giou_aux_4: 0.4811 (0.4736) loss_giou_aux_5: 0.5718 (0.5628) loss_giou_dn_0: 0.5759 (0.5798) loss_giou_dn_1: 0.4688 (0.4723) loss_giou_dn_2: 0.4438 (0.4420) loss_giou_dn_3: 0.4287 (0.4337) loss_giou_dn_4: 0.4275 (0.4318) loss_giou_dn_5: 0.4277 (0.4319) loss_vfl: 0.6622 (0.6729) loss_vfl_aux_0: 0.7527 (0.7762) loss_vfl_aux_1: 0.7125 (0.7275) loss_vfl_aux_2: 0.6823 (0.6970) loss_vfl_aux_3: 0.6650 (0.6838) loss_vfl_aux_4: 0.6526 (0.6760) loss_vfl_aux_5: 0.7202 (0.7600) loss_vfl_dn_0: 0.4453 (0.4521) loss_vfl_dn_1: 0.3850 (0.3868) loss_vfl_dn_2: 0.3645 (0.3708) loss_vfl_dn_3: 0.3582 (0.3635) loss_vfl_dn_4: 0.3546 (0.3608) loss_vfl_dn_5: 0.3524 (0.3601) time: 0.4803 data: 0.0136 max mem: 5654 Epoch: [44] [4000/7393] eta: 0:27:44 lr: 0.000010 loss: 15.8717 (15.8161) loss_bbox: 0.1416 (0.1530) loss_bbox_aux_0: 0.1573 (0.1665) loss_bbox_aux_1: 0.1521 (0.1588) loss_bbox_aux_2: 0.1465 (0.1560) loss_bbox_aux_3: 0.1422 (0.1537) loss_bbox_aux_4: 0.1415 (0.1531) loss_bbox_aux_5: 0.1895 (0.2034) loss_bbox_dn_0: 0.2509 (0.2679) loss_bbox_dn_1: 0.1772 (0.1970) loss_bbox_dn_2: 0.1580 (0.1764) loss_bbox_dn_3: 0.1528 (0.1704) loss_bbox_dn_4: 0.1499 (0.1690) loss_bbox_dn_5: 0.1499 (0.1690) loss_giou: 0.5034 (0.4732) loss_giou_aux_0: 0.5298 (0.4975) loss_giou_aux_1: 0.5110 (0.4835) loss_giou_aux_2: 0.5147 (0.4786) loss_giou_aux_3: 0.5059 (0.4747) loss_giou_aux_4: 0.5071 (0.4735) loss_giou_aux_5: 0.5685 (0.5626) loss_giou_dn_0: 0.5844 (0.5798) loss_giou_dn_1: 0.4855 (0.4723) loss_giou_dn_2: 0.4551 (0.4420) loss_giou_dn_3: 0.4425 (0.4337) loss_giou_dn_4: 0.4376 (0.4317) loss_giou_dn_5: 0.4378 (0.4319) loss_vfl: 0.6364 (0.6729) loss_vfl_aux_0: 0.7552 (0.7759) loss_vfl_aux_1: 0.7046 (0.7274) loss_vfl_aux_2: 0.6630 (0.6970) loss_vfl_aux_3: 0.6479 (0.6838) loss_vfl_aux_4: 0.6400 (0.6760) loss_vfl_aux_5: 0.7547 (0.7599) loss_vfl_dn_0: 0.4499 (0.4522) loss_vfl_dn_1: 0.3833 (0.3868) loss_vfl_dn_2: 0.3664 (0.3708) loss_vfl_dn_3: 0.3587 (0.3635) loss_vfl_dn_4: 0.3560 (0.3608) loss_vfl_dn_5: 0.3565 (0.3601) time: 0.4643 data: 0.0135 max mem: 5654 Epoch: [44] [4100/7393] eta: 0:26:54 lr: 0.000010 loss: 16.2629 (15.8122) loss_bbox: 0.1485 (0.1530) loss_bbox_aux_0: 0.1661 (0.1665) loss_bbox_aux_1: 0.1581 (0.1588) loss_bbox_aux_2: 0.1538 (0.1560) loss_bbox_aux_3: 0.1557 (0.1538) loss_bbox_aux_4: 0.1541 (0.1532) loss_bbox_aux_5: 0.2044 (0.2033) loss_bbox_dn_0: 0.2667 (0.2679) loss_bbox_dn_1: 0.1968 (0.1970) loss_bbox_dn_2: 0.1751 (0.1764) loss_bbox_dn_3: 0.1717 (0.1704) loss_bbox_dn_4: 0.1710 (0.1691) loss_bbox_dn_5: 0.1711 (0.1691) loss_giou: 0.4809 (0.4729) loss_giou_aux_0: 0.5045 (0.4972) loss_giou_aux_1: 0.4896 (0.4831) loss_giou_aux_2: 0.4809 (0.4782) loss_giou_aux_3: 0.4779 (0.4745) loss_giou_aux_4: 0.4807 (0.4732) loss_giou_aux_5: 0.5716 (0.5622) loss_giou_dn_0: 0.5842 (0.5795) loss_giou_dn_1: 0.4709 (0.4721) loss_giou_dn_2: 0.4394 (0.4417) loss_giou_dn_3: 0.4328 (0.4335) loss_giou_dn_4: 0.4331 (0.4315) loss_giou_dn_5: 0.4343 (0.4317) loss_vfl: 0.6823 (0.6728) loss_vfl_aux_0: 0.7818 (0.7758) loss_vfl_aux_1: 0.7469 (0.7273) loss_vfl_aux_2: 0.6919 (0.6970) loss_vfl_aux_3: 0.6761 (0.6836) loss_vfl_aux_4: 0.6748 (0.6758) loss_vfl_aux_5: 0.7584 (0.7600) loss_vfl_dn_0: 0.4540 (0.4522) loss_vfl_dn_1: 0.3908 (0.3868) loss_vfl_dn_2: 0.3754 (0.3708) loss_vfl_dn_3: 0.3692 (0.3634) loss_vfl_dn_4: 0.3652 (0.3608) loss_vfl_dn_5: 0.3635 (0.3600) time: 0.4857 data: 0.0136 max mem: 5654 Epoch: [44] [4200/7393] eta: 0:26:03 lr: 0.000010 loss: 15.5574 (15.8112) loss_bbox: 0.1553 (0.1530) loss_bbox_aux_0: 0.1650 (0.1665) loss_bbox_aux_1: 0.1576 (0.1587) loss_bbox_aux_2: 0.1612 (0.1560) loss_bbox_aux_3: 0.1565 (0.1538) loss_bbox_aux_4: 0.1567 (0.1532) loss_bbox_aux_5: 0.1981 (0.2033) loss_bbox_dn_0: 0.2539 (0.2678) loss_bbox_dn_1: 0.1777 (0.1969) loss_bbox_dn_2: 0.1646 (0.1763) loss_bbox_dn_3: 0.1558 (0.1703) loss_bbox_dn_4: 0.1539 (0.1690) loss_bbox_dn_5: 0.1541 (0.1690) loss_giou: 0.4276 (0.4729) loss_giou_aux_0: 0.4525 (0.4972) loss_giou_aux_1: 0.4382 (0.4831) loss_giou_aux_2: 0.4394 (0.4783) loss_giou_aux_3: 0.4315 (0.4745) loss_giou_aux_4: 0.4291 (0.4733) loss_giou_aux_5: 0.5196 (0.5622) loss_giou_dn_0: 0.5548 (0.5795) loss_giou_dn_1: 0.4380 (0.4721) loss_giou_dn_2: 0.4006 (0.4417) loss_giou_dn_3: 0.3930 (0.4335) loss_giou_dn_4: 0.3906 (0.4315) loss_giou_dn_5: 0.3910 (0.4317) loss_vfl: 0.6320 (0.6729) loss_vfl_aux_0: 0.7111 (0.7757) loss_vfl_aux_1: 0.6649 (0.7273) loss_vfl_aux_2: 0.6619 (0.6970) loss_vfl_aux_3: 0.6364 (0.6836) loss_vfl_aux_4: 0.6418 (0.6759) loss_vfl_aux_5: 0.7437 (0.7599) loss_vfl_dn_0: 0.4407 (0.4521) loss_vfl_dn_1: 0.3774 (0.3867) loss_vfl_dn_2: 0.3628 (0.3707) loss_vfl_dn_3: 0.3541 (0.3634) loss_vfl_dn_4: 0.3528 (0.3608) loss_vfl_dn_5: 0.3518 (0.3600) time: 0.4727 data: 0.0135 max mem: 5654 Epoch: [44] [4300/7393] eta: 0:25:13 lr: 0.000010 loss: 15.7291 (15.8127) loss_bbox: 0.1518 (0.1530) loss_bbox_aux_0: 0.1608 (0.1664) loss_bbox_aux_1: 0.1526 (0.1588) loss_bbox_aux_2: 0.1555 (0.1560) loss_bbox_aux_3: 0.1516 (0.1538) loss_bbox_aux_4: 0.1471 (0.1532) loss_bbox_aux_5: 0.1864 (0.2034) loss_bbox_dn_0: 0.2394 (0.2679) loss_bbox_dn_1: 0.1931 (0.1969) loss_bbox_dn_2: 0.1746 (0.1764) loss_bbox_dn_3: 0.1720 (0.1703) loss_bbox_dn_4: 0.1724 (0.1690) loss_bbox_dn_5: 0.1724 (0.1690) loss_giou: 0.4342 (0.4730) loss_giou_aux_0: 0.4525 (0.4972) loss_giou_aux_1: 0.4316 (0.4832) loss_giou_aux_2: 0.4388 (0.4783) loss_giou_aux_3: 0.4319 (0.4746) loss_giou_aux_4: 0.4341 (0.4733) loss_giou_aux_5: 0.5308 (0.5623) loss_giou_dn_0: 0.5536 (0.5795) loss_giou_dn_1: 0.4414 (0.4721) loss_giou_dn_2: 0.4162 (0.4418) loss_giou_dn_3: 0.4050 (0.4335) loss_giou_dn_4: 0.4036 (0.4315) loss_giou_dn_5: 0.4040 (0.4317) loss_vfl: 0.6763 (0.6730) loss_vfl_aux_0: 0.7488 (0.7758) loss_vfl_aux_1: 0.7176 (0.7274) loss_vfl_aux_2: 0.7080 (0.6971) loss_vfl_aux_3: 0.6735 (0.6837) loss_vfl_aux_4: 0.6846 (0.6760) loss_vfl_aux_5: 0.7549 (0.7598) loss_vfl_dn_0: 0.4538 (0.4521) loss_vfl_dn_1: 0.3853 (0.3867) loss_vfl_dn_2: 0.3681 (0.3707) loss_vfl_dn_3: 0.3614 (0.3634) loss_vfl_dn_4: 0.3585 (0.3608) loss_vfl_dn_5: 0.3577 (0.3600) time: 0.4698 data: 0.0137 max mem: 5654 Epoch: [44] [4400/7393] eta: 0:24:23 lr: 0.000010 loss: 15.5580 (15.8107) loss_bbox: 0.1450 (0.1530) loss_bbox_aux_0: 0.1532 (0.1664) loss_bbox_aux_1: 0.1454 (0.1587) loss_bbox_aux_2: 0.1390 (0.1560) loss_bbox_aux_3: 0.1439 (0.1538) loss_bbox_aux_4: 0.1450 (0.1531) loss_bbox_aux_5: 0.1891 (0.2034) loss_bbox_dn_0: 0.2483 (0.2678) loss_bbox_dn_1: 0.1973 (0.1969) loss_bbox_dn_2: 0.1675 (0.1764) loss_bbox_dn_3: 0.1595 (0.1703) loss_bbox_dn_4: 0.1577 (0.1690) loss_bbox_dn_5: 0.1577 (0.1690) loss_giou: 0.4850 (0.4731) loss_giou_aux_0: 0.5164 (0.4973) loss_giou_aux_1: 0.4979 (0.4832) loss_giou_aux_2: 0.4955 (0.4783) loss_giou_aux_3: 0.4846 (0.4746) loss_giou_aux_4: 0.4831 (0.4734) loss_giou_aux_5: 0.5645 (0.5624) loss_giou_dn_0: 0.5977 (0.5795) loss_giou_dn_1: 0.4820 (0.4721) loss_giou_dn_2: 0.4495 (0.4418) loss_giou_dn_3: 0.4435 (0.4335) loss_giou_dn_4: 0.4384 (0.4315) loss_giou_dn_5: 0.4386 (0.4317) loss_vfl: 0.6636 (0.6726) loss_vfl_aux_0: 0.7583 (0.7755) loss_vfl_aux_1: 0.7258 (0.7272) loss_vfl_aux_2: 0.6838 (0.6968) loss_vfl_aux_3: 0.6746 (0.6833) loss_vfl_aux_4: 0.6711 (0.6756) loss_vfl_aux_5: 0.7494 (0.7595) loss_vfl_dn_0: 0.4560 (0.4521) loss_vfl_dn_1: 0.3912 (0.3867) loss_vfl_dn_2: 0.3730 (0.3707) loss_vfl_dn_3: 0.3677 (0.3634) loss_vfl_dn_4: 0.3674 (0.3608) loss_vfl_dn_5: 0.3641 (0.3600) time: 0.4755 data: 0.0133 max mem: 5654 Epoch: [44] [4500/7393] eta: 0:23:33 lr: 0.000010 loss: 15.5221 (15.8075) loss_bbox: 0.1486 (0.1530) loss_bbox_aux_0: 0.1601 (0.1663) loss_bbox_aux_1: 0.1482 (0.1587) loss_bbox_aux_2: 0.1443 (0.1559) loss_bbox_aux_3: 0.1474 (0.1538) loss_bbox_aux_4: 0.1458 (0.1531) loss_bbox_aux_5: 0.1802 (0.2034) loss_bbox_dn_0: 0.2352 (0.2678) loss_bbox_dn_1: 0.1690 (0.1968) loss_bbox_dn_2: 0.1596 (0.1763) loss_bbox_dn_3: 0.1562 (0.1703) loss_bbox_dn_4: 0.1557 (0.1689) loss_bbox_dn_5: 0.1557 (0.1689) loss_giou: 0.4523 (0.4729) loss_giou_aux_0: 0.4812 (0.4970) loss_giou_aux_1: 0.4765 (0.4830) loss_giou_aux_2: 0.4564 (0.4781) loss_giou_aux_3: 0.4497 (0.4744) loss_giou_aux_4: 0.4477 (0.4731) loss_giou_aux_5: 0.5370 (0.5622) loss_giou_dn_0: 0.5882 (0.5793) loss_giou_dn_1: 0.4658 (0.4719) loss_giou_dn_2: 0.4403 (0.4416) loss_giou_dn_3: 0.4297 (0.4334) loss_giou_dn_4: 0.4275 (0.4314) loss_giou_dn_5: 0.4285 (0.4316) loss_vfl: 0.6709 (0.6725) loss_vfl_aux_0: 0.7703 (0.7756) loss_vfl_aux_1: 0.7212 (0.7273) loss_vfl_aux_2: 0.6943 (0.6969) loss_vfl_aux_3: 0.6820 (0.6833) loss_vfl_aux_4: 0.6709 (0.6756) loss_vfl_aux_5: 0.7441 (0.7596) loss_vfl_dn_0: 0.4542 (0.4521) loss_vfl_dn_1: 0.3888 (0.3867) loss_vfl_dn_2: 0.3709 (0.3707) loss_vfl_dn_3: 0.3644 (0.3634) loss_vfl_dn_4: 0.3635 (0.3607) loss_vfl_dn_5: 0.3620 (0.3600) time: 0.4730 data: 0.0135 max mem: 5654 Epoch: [44] [4600/7393] eta: 0:22:43 lr: 0.000010 loss: 15.1301 (15.8065) loss_bbox: 0.1324 (0.1531) loss_bbox_aux_0: 0.1386 (0.1664) loss_bbox_aux_1: 0.1325 (0.1587) loss_bbox_aux_2: 0.1347 (0.1560) loss_bbox_aux_3: 0.1362 (0.1538) loss_bbox_aux_4: 0.1374 (0.1532) loss_bbox_aux_5: 0.1704 (0.2035) loss_bbox_dn_0: 0.2205 (0.2680) loss_bbox_dn_1: 0.1632 (0.1970) loss_bbox_dn_2: 0.1469 (0.1764) loss_bbox_dn_3: 0.1448 (0.1704) loss_bbox_dn_4: 0.1454 (0.1690) loss_bbox_dn_5: 0.1454 (0.1690) loss_giou: 0.4365 (0.4726) loss_giou_aux_0: 0.4600 (0.4966) loss_giou_aux_1: 0.4466 (0.4826) loss_giou_aux_2: 0.4452 (0.4778) loss_giou_aux_3: 0.4377 (0.4740) loss_giou_aux_4: 0.4340 (0.4728) loss_giou_aux_5: 0.5104 (0.5618) loss_giou_dn_0: 0.5569 (0.5792) loss_giou_dn_1: 0.4563 (0.4718) loss_giou_dn_2: 0.4281 (0.4415) loss_giou_dn_3: 0.4225 (0.4332) loss_giou_dn_4: 0.4177 (0.4312) loss_giou_dn_5: 0.4183 (0.4314) loss_vfl: 0.6628 (0.6727) loss_vfl_aux_0: 0.7584 (0.7758) loss_vfl_aux_1: 0.6992 (0.7274) loss_vfl_aux_2: 0.6996 (0.6971) loss_vfl_aux_3: 0.6867 (0.6835) loss_vfl_aux_4: 0.6757 (0.6758) loss_vfl_aux_5: 0.7443 (0.7598) loss_vfl_dn_0: 0.4512 (0.4521) loss_vfl_dn_1: 0.3819 (0.3867) loss_vfl_dn_2: 0.3698 (0.3707) loss_vfl_dn_3: 0.3629 (0.3634) loss_vfl_dn_4: 0.3621 (0.3608) loss_vfl_dn_5: 0.3607 (0.3600) time: 0.4710 data: 0.0135 max mem: 5654 Epoch: [44] [4700/7393] eta: 0:21:53 lr: 0.000010 loss: 15.9132 (15.8064) loss_bbox: 0.1540 (0.1531) loss_bbox_aux_0: 0.1600 (0.1664) loss_bbox_aux_1: 0.1563 (0.1587) loss_bbox_aux_2: 0.1609 (0.1560) loss_bbox_aux_3: 0.1578 (0.1539) loss_bbox_aux_4: 0.1559 (0.1532) loss_bbox_aux_5: 0.1940 (0.2035) loss_bbox_dn_0: 0.2675 (0.2682) loss_bbox_dn_1: 0.2051 (0.1971) loss_bbox_dn_2: 0.1843 (0.1765) loss_bbox_dn_3: 0.1824 (0.1705) loss_bbox_dn_4: 0.1829 (0.1691) loss_bbox_dn_5: 0.1829 (0.1691) loss_giou: 0.4222 (0.4723) loss_giou_aux_0: 0.4454 (0.4964) loss_giou_aux_1: 0.4456 (0.4824) loss_giou_aux_2: 0.4246 (0.4776) loss_giou_aux_3: 0.4166 (0.4738) loss_giou_aux_4: 0.4221 (0.4726) loss_giou_aux_5: 0.5027 (0.5616) loss_giou_dn_0: 0.5734 (0.5791) loss_giou_dn_1: 0.4669 (0.4717) loss_giou_dn_2: 0.4351 (0.4413) loss_giou_dn_3: 0.4264 (0.4331) loss_giou_dn_4: 0.4240 (0.4311) loss_giou_dn_5: 0.4241 (0.4313) loss_vfl: 0.6649 (0.6728) loss_vfl_aux_0: 0.7799 (0.7761) loss_vfl_aux_1: 0.7119 (0.7276) loss_vfl_aux_2: 0.6822 (0.6971) loss_vfl_aux_3: 0.6628 (0.6836) loss_vfl_aux_4: 0.6592 (0.6759) loss_vfl_aux_5: 0.7456 (0.7600) loss_vfl_dn_0: 0.4561 (0.4521) loss_vfl_dn_1: 0.3820 (0.3867) loss_vfl_dn_2: 0.3636 (0.3707) loss_vfl_dn_3: 0.3592 (0.3634) loss_vfl_dn_4: 0.3580 (0.3607) loss_vfl_dn_5: 0.3566 (0.3600) time: 0.4867 data: 0.0135 max mem: 5654 Epoch: [44] [4800/7393] eta: 0:21:04 lr: 0.000010 loss: 16.0356 (15.8068) loss_bbox: 0.1447 (0.1531) loss_bbox_aux_0: 0.1575 (0.1664) loss_bbox_aux_1: 0.1499 (0.1587) loss_bbox_aux_2: 0.1465 (0.1560) loss_bbox_aux_3: 0.1451 (0.1539) loss_bbox_aux_4: 0.1427 (0.1532) loss_bbox_aux_5: 0.1932 (0.2035) loss_bbox_dn_0: 0.2601 (0.2683) loss_bbox_dn_1: 0.1933 (0.1972) loss_bbox_dn_2: 0.1679 (0.1767) loss_bbox_dn_3: 0.1626 (0.1706) loss_bbox_dn_4: 0.1628 (0.1692) loss_bbox_dn_5: 0.1629 (0.1692) loss_giou: 0.4796 (0.4722) loss_giou_aux_0: 0.5133 (0.4963) loss_giou_aux_1: 0.4996 (0.4822) loss_giou_aux_2: 0.4918 (0.4774) loss_giou_aux_3: 0.4873 (0.4737) loss_giou_aux_4: 0.4795 (0.4724) loss_giou_aux_5: 0.5995 (0.5616) loss_giou_dn_0: 0.6046 (0.5790) loss_giou_dn_1: 0.4910 (0.4717) loss_giou_dn_2: 0.4595 (0.4413) loss_giou_dn_3: 0.4525 (0.4331) loss_giou_dn_4: 0.4495 (0.4311) loss_giou_dn_5: 0.4502 (0.4313) loss_vfl: 0.7071 (0.6729) loss_vfl_aux_0: 0.8081 (0.7763) loss_vfl_aux_1: 0.7640 (0.7278) loss_vfl_aux_2: 0.7083 (0.6971) loss_vfl_aux_3: 0.7102 (0.6837) loss_vfl_aux_4: 0.7053 (0.6761) loss_vfl_aux_5: 0.7639 (0.7601) loss_vfl_dn_0: 0.4490 (0.4521) loss_vfl_dn_1: 0.3915 (0.3867) loss_vfl_dn_2: 0.3728 (0.3707) loss_vfl_dn_3: 0.3666 (0.3634) loss_vfl_dn_4: 0.3640 (0.3607) loss_vfl_dn_5: 0.3654 (0.3600) time: 0.4734 data: 0.0135 max mem: 5654 Epoch: [44] [4900/7393] eta: 0:20:15 lr: 0.000010 loss: 15.7964 (15.8050) loss_bbox: 0.1355 (0.1530) loss_bbox_aux_0: 0.1546 (0.1664) loss_bbox_aux_1: 0.1411 (0.1587) loss_bbox_aux_2: 0.1334 (0.1559) loss_bbox_aux_3: 0.1323 (0.1537) loss_bbox_aux_4: 0.1372 (0.1531) loss_bbox_aux_5: 0.1951 (0.2034) loss_bbox_dn_0: 0.2501 (0.2681) loss_bbox_dn_1: 0.1823 (0.1971) loss_bbox_dn_2: 0.1619 (0.1766) loss_bbox_dn_3: 0.1582 (0.1705) loss_bbox_dn_4: 0.1567 (0.1692) loss_bbox_dn_5: 0.1567 (0.1692) loss_giou: 0.4534 (0.4722) loss_giou_aux_0: 0.4590 (0.4964) loss_giou_aux_1: 0.4651 (0.4823) loss_giou_aux_2: 0.4599 (0.4775) loss_giou_aux_3: 0.4520 (0.4737) loss_giou_aux_4: 0.4509 (0.4724) loss_giou_aux_5: 0.5413 (0.5617) loss_giou_dn_0: 0.5980 (0.5791) loss_giou_dn_1: 0.4849 (0.4717) loss_giou_dn_2: 0.4465 (0.4414) loss_giou_dn_3: 0.4375 (0.4331) loss_giou_dn_4: 0.4360 (0.4311) loss_giou_dn_5: 0.4363 (0.4313) loss_vfl: 0.6799 (0.6728) loss_vfl_aux_0: 0.7735 (0.7760) loss_vfl_aux_1: 0.7294 (0.7276) loss_vfl_aux_2: 0.6875 (0.6970) loss_vfl_aux_3: 0.6937 (0.6836) loss_vfl_aux_4: 0.6782 (0.6759) loss_vfl_aux_5: 0.7620 (0.7599) loss_vfl_dn_0: 0.4505 (0.4521) loss_vfl_dn_1: 0.3917 (0.3867) loss_vfl_dn_2: 0.3724 (0.3707) loss_vfl_dn_3: 0.3642 (0.3634) loss_vfl_dn_4: 0.3613 (0.3607) loss_vfl_dn_5: 0.3609 (0.3600) time: 0.4705 data: 0.0132 max mem: 5654 Epoch: [44] [5000/7393] eta: 0:19:25 lr: 0.000010 loss: 15.5723 (15.8034) loss_bbox: 0.1354 (0.1530) loss_bbox_aux_0: 0.1502 (0.1664) loss_bbox_aux_1: 0.1362 (0.1587) loss_bbox_aux_2: 0.1353 (0.1559) loss_bbox_aux_3: 0.1383 (0.1538) loss_bbox_aux_4: 0.1371 (0.1531) loss_bbox_aux_5: 0.1862 (0.2034) loss_bbox_dn_0: 0.2570 (0.2682) loss_bbox_dn_1: 0.1949 (0.1972) loss_bbox_dn_2: 0.1720 (0.1766) loss_bbox_dn_3: 0.1643 (0.1706) loss_bbox_dn_4: 0.1629 (0.1692) loss_bbox_dn_5: 0.1629 (0.1692) loss_giou: 0.4441 (0.4720) loss_giou_aux_0: 0.4770 (0.4962) loss_giou_aux_1: 0.4585 (0.4821) loss_giou_aux_2: 0.4476 (0.4772) loss_giou_aux_3: 0.4466 (0.4735) loss_giou_aux_4: 0.4443 (0.4722) loss_giou_aux_5: 0.5323 (0.5614) loss_giou_dn_0: 0.5655 (0.5788) loss_giou_dn_1: 0.4585 (0.4716) loss_giou_dn_2: 0.4329 (0.4413) loss_giou_dn_3: 0.4267 (0.4330) loss_giou_dn_4: 0.4227 (0.4310) loss_giou_dn_5: 0.4228 (0.4312) loss_vfl: 0.6585 (0.6728) loss_vfl_aux_0: 0.7646 (0.7761) loss_vfl_aux_1: 0.7299 (0.7278) loss_vfl_aux_2: 0.6952 (0.6971) loss_vfl_aux_3: 0.6685 (0.6836) loss_vfl_aux_4: 0.6696 (0.6759) loss_vfl_aux_5: 0.7647 (0.7600) loss_vfl_dn_0: 0.4418 (0.4521) loss_vfl_dn_1: 0.3739 (0.3866) loss_vfl_dn_2: 0.3624 (0.3706) loss_vfl_dn_3: 0.3555 (0.3633) loss_vfl_dn_4: 0.3510 (0.3607) loss_vfl_dn_5: 0.3499 (0.3599) time: 0.4908 data: 0.0141 max mem: 5654 Epoch: [44] [5100/7393] eta: 0:18:36 lr: 0.000010 loss: 15.3478 (15.8072) loss_bbox: 0.1428 (0.1529) loss_bbox_aux_0: 0.1626 (0.1663) loss_bbox_aux_1: 0.1502 (0.1586) loss_bbox_aux_2: 0.1499 (0.1558) loss_bbox_aux_3: 0.1467 (0.1536) loss_bbox_aux_4: 0.1434 (0.1530) loss_bbox_aux_5: 0.1951 (0.2033) loss_bbox_dn_0: 0.2466 (0.2680) loss_bbox_dn_1: 0.1831 (0.1971) loss_bbox_dn_2: 0.1692 (0.1766) loss_bbox_dn_3: 0.1592 (0.1705) loss_bbox_dn_4: 0.1567 (0.1692) loss_bbox_dn_5: 0.1567 (0.1692) loss_giou: 0.4361 (0.4724) loss_giou_aux_0: 0.4490 (0.4966) loss_giou_aux_1: 0.4370 (0.4825) loss_giou_aux_2: 0.4366 (0.4777) loss_giou_aux_3: 0.4369 (0.4739) loss_giou_aux_4: 0.4305 (0.4726) loss_giou_aux_5: 0.5158 (0.5619) loss_giou_dn_0: 0.5511 (0.5791) loss_giou_dn_1: 0.4550 (0.4718) loss_giou_dn_2: 0.4314 (0.4415) loss_giou_dn_3: 0.4241 (0.4333) loss_giou_dn_4: 0.4212 (0.4313) loss_giou_dn_5: 0.4210 (0.4315) loss_vfl: 0.6848 (0.6729) loss_vfl_aux_0: 0.7732 (0.7759) loss_vfl_aux_1: 0.7408 (0.7279) loss_vfl_aux_2: 0.7043 (0.6972) loss_vfl_aux_3: 0.7046 (0.6838) loss_vfl_aux_4: 0.6916 (0.6761) loss_vfl_aux_5: 0.7736 (0.7598) loss_vfl_dn_0: 0.4521 (0.4521) loss_vfl_dn_1: 0.3868 (0.3867) loss_vfl_dn_2: 0.3721 (0.3707) loss_vfl_dn_3: 0.3654 (0.3634) loss_vfl_dn_4: 0.3618 (0.3607) loss_vfl_dn_5: 0.3601 (0.3600) time: 0.4894 data: 0.0145 max mem: 5654 Epoch: [44] [5200/7393] eta: 0:17:50 lr: 0.000010 loss: 15.8387 (15.8086) loss_bbox: 0.1418 (0.1530) loss_bbox_aux_0: 0.1673 (0.1664) loss_bbox_aux_1: 0.1485 (0.1587) loss_bbox_aux_2: 0.1430 (0.1559) loss_bbox_aux_3: 0.1464 (0.1537) loss_bbox_aux_4: 0.1459 (0.1531) loss_bbox_aux_5: 0.1977 (0.2035) loss_bbox_dn_0: 0.2687 (0.2682) loss_bbox_dn_1: 0.2032 (0.1972) loss_bbox_dn_2: 0.1782 (0.1767) loss_bbox_dn_3: 0.1725 (0.1707) loss_bbox_dn_4: 0.1712 (0.1693) loss_bbox_dn_5: 0.1712 (0.1693) loss_giou: 0.4776 (0.4721) loss_giou_aux_0: 0.4921 (0.4964) loss_giou_aux_1: 0.4810 (0.4823) loss_giou_aux_2: 0.4830 (0.4774) loss_giou_aux_3: 0.4796 (0.4737) loss_giou_aux_4: 0.4848 (0.4724) loss_giou_aux_5: 0.5531 (0.5618) loss_giou_dn_0: 0.5888 (0.5790) loss_giou_dn_1: 0.4905 (0.4718) loss_giou_dn_2: 0.4681 (0.4415) loss_giou_dn_3: 0.4576 (0.4332) loss_giou_dn_4: 0.4562 (0.4312) loss_giou_dn_5: 0.4562 (0.4314) loss_vfl: 0.6647 (0.6731) loss_vfl_aux_0: 0.7516 (0.7762) loss_vfl_aux_1: 0.6978 (0.7281) loss_vfl_aux_2: 0.6893 (0.6974) loss_vfl_aux_3: 0.6871 (0.6841) loss_vfl_aux_4: 0.6668 (0.6762) loss_vfl_aux_5: 0.7221 (0.7598) loss_vfl_dn_0: 0.4487 (0.4521) loss_vfl_dn_1: 0.3862 (0.3867) loss_vfl_dn_2: 0.3717 (0.3707) loss_vfl_dn_3: 0.3658 (0.3634) loss_vfl_dn_4: 0.3622 (0.3607) loss_vfl_dn_5: 0.3630 (0.3600) time: 0.4832 data: 0.0144 max mem: 5654 Epoch: [44] [5300/7393] eta: 0:17:01 lr: 0.000010 loss: 15.9069 (15.8129) loss_bbox: 0.1491 (0.1530) loss_bbox_aux_0: 0.1578 (0.1664) loss_bbox_aux_1: 0.1541 (0.1587) loss_bbox_aux_2: 0.1484 (0.1559) loss_bbox_aux_3: 0.1463 (0.1537) loss_bbox_aux_4: 0.1424 (0.1531) loss_bbox_aux_5: 0.1902 (0.2035) loss_bbox_dn_0: 0.2540 (0.2682) loss_bbox_dn_1: 0.1892 (0.1973) loss_bbox_dn_2: 0.1704 (0.1767) loss_bbox_dn_3: 0.1661 (0.1707) loss_bbox_dn_4: 0.1665 (0.1693) loss_bbox_dn_5: 0.1665 (0.1693) loss_giou: 0.4273 (0.4723) loss_giou_aux_0: 0.4484 (0.4965) loss_giou_aux_1: 0.4404 (0.4824) loss_giou_aux_2: 0.4294 (0.4775) loss_giou_aux_3: 0.4204 (0.4738) loss_giou_aux_4: 0.4324 (0.4725) loss_giou_aux_5: 0.5240 (0.5618) loss_giou_dn_0: 0.5725 (0.5791) loss_giou_dn_1: 0.4744 (0.4719) loss_giou_dn_2: 0.4419 (0.4416) loss_giou_dn_3: 0.4293 (0.4333) loss_giou_dn_4: 0.4267 (0.4313) loss_giou_dn_5: 0.4267 (0.4315) loss_vfl: 0.6630 (0.6734) loss_vfl_aux_0: 0.7825 (0.7767) loss_vfl_aux_1: 0.7467 (0.7284) loss_vfl_aux_2: 0.7010 (0.6978) loss_vfl_aux_3: 0.6867 (0.6845) loss_vfl_aux_4: 0.6683 (0.6766) loss_vfl_aux_5: 0.7800 (0.7602) loss_vfl_dn_0: 0.4433 (0.4521) loss_vfl_dn_1: 0.3915 (0.3868) loss_vfl_dn_2: 0.3710 (0.3707) loss_vfl_dn_3: 0.3650 (0.3635) loss_vfl_dn_4: 0.3639 (0.3608) loss_vfl_dn_5: 0.3627 (0.3600) time: 0.4882 data: 0.0144 max mem: 5654 Epoch: [44] [5400/7393] eta: 0:16:11 lr: 0.000010 loss: 15.6030 (15.8163) loss_bbox: 0.1568 (0.1531) loss_bbox_aux_0: 0.1721 (0.1665) loss_bbox_aux_1: 0.1606 (0.1588) loss_bbox_aux_2: 0.1629 (0.1560) loss_bbox_aux_3: 0.1624 (0.1538) loss_bbox_aux_4: 0.1568 (0.1532) loss_bbox_aux_5: 0.1977 (0.2035) loss_bbox_dn_0: 0.2562 (0.2682) loss_bbox_dn_1: 0.1856 (0.1973) loss_bbox_dn_2: 0.1690 (0.1768) loss_bbox_dn_3: 0.1654 (0.1707) loss_bbox_dn_4: 0.1624 (0.1694) loss_bbox_dn_5: 0.1624 (0.1694) loss_giou: 0.4795 (0.4725) loss_giou_aux_0: 0.4995 (0.4967) loss_giou_aux_1: 0.4932 (0.4826) loss_giou_aux_2: 0.4806 (0.4778) loss_giou_aux_3: 0.4838 (0.4740) loss_giou_aux_4: 0.4788 (0.4727) loss_giou_aux_5: 0.5577 (0.5621) loss_giou_dn_0: 0.5901 (0.5792) loss_giou_dn_1: 0.4707 (0.4720) loss_giou_dn_2: 0.4368 (0.4417) loss_giou_dn_3: 0.4289 (0.4334) loss_giou_dn_4: 0.4252 (0.4314) loss_giou_dn_5: 0.4256 (0.4316) loss_vfl: 0.6328 (0.6735) loss_vfl_aux_0: 0.7313 (0.7767) loss_vfl_aux_1: 0.6924 (0.7284) loss_vfl_aux_2: 0.6548 (0.6978) loss_vfl_aux_3: 0.6400 (0.6845) loss_vfl_aux_4: 0.6305 (0.6766) loss_vfl_aux_5: 0.7310 (0.7602) loss_vfl_dn_0: 0.4408 (0.4522) loss_vfl_dn_1: 0.3851 (0.3868) loss_vfl_dn_2: 0.3736 (0.3708) loss_vfl_dn_3: 0.3635 (0.3635) loss_vfl_dn_4: 0.3617 (0.3608) loss_vfl_dn_5: 0.3615 (0.3601) time: 0.4893 data: 0.0138 max mem: 5654 Epoch: [44] [5500/7393] eta: 0:15:24 lr: 0.000010 loss: 15.7988 (15.8152) loss_bbox: 0.1374 (0.1530) loss_bbox_aux_0: 0.1567 (0.1664) loss_bbox_aux_1: 0.1438 (0.1587) loss_bbox_aux_2: 0.1329 (0.1559) loss_bbox_aux_3: 0.1314 (0.1537) loss_bbox_aux_4: 0.1366 (0.1531) loss_bbox_aux_5: 0.1860 (0.2034) loss_bbox_dn_0: 0.2365 (0.2682) loss_bbox_dn_1: 0.1701 (0.1973) loss_bbox_dn_2: 0.1555 (0.1767) loss_bbox_dn_3: 0.1507 (0.1707) loss_bbox_dn_4: 0.1512 (0.1693) loss_bbox_dn_5: 0.1512 (0.1693) loss_giou: 0.4564 (0.4724) loss_giou_aux_0: 0.4785 (0.4966) loss_giou_aux_1: 0.4820 (0.4825) loss_giou_aux_2: 0.4658 (0.4776) loss_giou_aux_3: 0.4556 (0.4739) loss_giou_aux_4: 0.4521 (0.4726) loss_giou_aux_5: 0.5458 (0.5619) loss_giou_dn_0: 0.5886 (0.5792) loss_giou_dn_1: 0.4634 (0.4719) loss_giou_dn_2: 0.4385 (0.4416) loss_giou_dn_3: 0.4317 (0.4334) loss_giou_dn_4: 0.4297 (0.4313) loss_giou_dn_5: 0.4302 (0.4315) loss_vfl: 0.6898 (0.6737) loss_vfl_aux_0: 0.7655 (0.7768) loss_vfl_aux_1: 0.7292 (0.7285) loss_vfl_aux_2: 0.7144 (0.6980) loss_vfl_aux_3: 0.7048 (0.6847) loss_vfl_aux_4: 0.6976 (0.6769) loss_vfl_aux_5: 0.7449 (0.7602) loss_vfl_dn_0: 0.4573 (0.4522) loss_vfl_dn_1: 0.3886 (0.3868) loss_vfl_dn_2: 0.3729 (0.3708) loss_vfl_dn_3: 0.3669 (0.3635) loss_vfl_dn_4: 0.3658 (0.3609) loss_vfl_dn_5: 0.3662 (0.3601) time: 0.4842 data: 0.0142 max mem: 5654 Epoch: [44] [5600/7393] eta: 0:14:35 lr: 0.000010 loss: 15.7803 (15.8160) loss_bbox: 0.1560 (0.1531) loss_bbox_aux_0: 0.1575 (0.1665) loss_bbox_aux_1: 0.1555 (0.1587) loss_bbox_aux_2: 0.1560 (0.1560) loss_bbox_aux_3: 0.1564 (0.1538) loss_bbox_aux_4: 0.1548 (0.1532) loss_bbox_aux_5: 0.1987 (0.2035) loss_bbox_dn_0: 0.2513 (0.2683) loss_bbox_dn_1: 0.1840 (0.1974) loss_bbox_dn_2: 0.1632 (0.1768) loss_bbox_dn_3: 0.1595 (0.1708) loss_bbox_dn_4: 0.1585 (0.1694) loss_bbox_dn_5: 0.1585 (0.1694) loss_giou: 0.4249 (0.4721) loss_giou_aux_0: 0.4204 (0.4963) loss_giou_aux_1: 0.4268 (0.4823) loss_giou_aux_2: 0.4226 (0.4774) loss_giou_aux_3: 0.4227 (0.4737) loss_giou_aux_4: 0.4213 (0.4723) loss_giou_aux_5: 0.4981 (0.5616) loss_giou_dn_0: 0.5407 (0.5790) loss_giou_dn_1: 0.4379 (0.4718) loss_giou_dn_2: 0.3985 (0.4415) loss_giou_dn_3: 0.3942 (0.4333) loss_giou_dn_4: 0.3944 (0.4312) loss_giou_dn_5: 0.3946 (0.4314) loss_vfl: 0.6730 (0.6740) loss_vfl_aux_0: 0.7824 (0.7771) loss_vfl_aux_1: 0.7308 (0.7289) loss_vfl_aux_2: 0.7088 (0.6983) loss_vfl_aux_3: 0.6904 (0.6849) loss_vfl_aux_4: 0.6788 (0.6772) loss_vfl_aux_5: 0.7414 (0.7604) loss_vfl_dn_0: 0.4527 (0.4522) loss_vfl_dn_1: 0.3889 (0.3868) loss_vfl_dn_2: 0.3703 (0.3708) loss_vfl_dn_3: 0.3641 (0.3635) loss_vfl_dn_4: 0.3619 (0.3609) loss_vfl_dn_5: 0.3619 (0.3601) time: 0.4881 data: 0.0146 max mem: 5654 Epoch: [44] [5700/7393] eta: 0:13:46 lr: 0.000010 loss: 15.6827 (15.8183) loss_bbox: 0.1501 (0.1531) loss_bbox_aux_0: 0.1641 (0.1665) loss_bbox_aux_1: 0.1567 (0.1587) loss_bbox_aux_2: 0.1484 (0.1560) loss_bbox_aux_3: 0.1469 (0.1538) loss_bbox_aux_4: 0.1517 (0.1532) loss_bbox_aux_5: 0.2085 (0.2036) loss_bbox_dn_0: 0.2628 (0.2683) loss_bbox_dn_1: 0.2033 (0.1974) loss_bbox_dn_2: 0.1764 (0.1768) loss_bbox_dn_3: 0.1684 (0.1708) loss_bbox_dn_4: 0.1673 (0.1694) loss_bbox_dn_5: 0.1672 (0.1694) loss_giou: 0.4878 (0.4724) loss_giou_aux_0: 0.4898 (0.4967) loss_giou_aux_1: 0.4804 (0.4826) loss_giou_aux_2: 0.4772 (0.4777) loss_giou_aux_3: 0.4770 (0.4740) loss_giou_aux_4: 0.4817 (0.4727) loss_giou_aux_5: 0.5761 (0.5620) loss_giou_dn_0: 0.6053 (0.5792) loss_giou_dn_1: 0.4729 (0.4720) loss_giou_dn_2: 0.4395 (0.4417) loss_giou_dn_3: 0.4304 (0.4334) loss_giou_dn_4: 0.4295 (0.4314) loss_giou_dn_5: 0.4297 (0.4316) loss_vfl: 0.6659 (0.6739) loss_vfl_aux_0: 0.7683 (0.7769) loss_vfl_aux_1: 0.6868 (0.7286) loss_vfl_aux_2: 0.6687 (0.6981) loss_vfl_aux_3: 0.6681 (0.6848) loss_vfl_aux_4: 0.6675 (0.6771) loss_vfl_aux_5: 0.7257 (0.7601) loss_vfl_dn_0: 0.4509 (0.4522) loss_vfl_dn_1: 0.3844 (0.3868) loss_vfl_dn_2: 0.3738 (0.3708) loss_vfl_dn_3: 0.3681 (0.3635) loss_vfl_dn_4: 0.3641 (0.3609) loss_vfl_dn_5: 0.3641 (0.3601) time: 0.4811 data: 0.0138 max mem: 5654 Epoch: [44] [5800/7393] eta: 0:12:57 lr: 0.000010 loss: 15.3979 (15.8208) loss_bbox: 0.1403 (0.1531) loss_bbox_aux_0: 0.1470 (0.1665) loss_bbox_aux_1: 0.1409 (0.1587) loss_bbox_aux_2: 0.1370 (0.1560) loss_bbox_aux_3: 0.1394 (0.1538) loss_bbox_aux_4: 0.1403 (0.1532) loss_bbox_aux_5: 0.1958 (0.2036) loss_bbox_dn_0: 0.2298 (0.2682) loss_bbox_dn_1: 0.1732 (0.1974) loss_bbox_dn_2: 0.1541 (0.1768) loss_bbox_dn_3: 0.1459 (0.1707) loss_bbox_dn_4: 0.1449 (0.1694) loss_bbox_dn_5: 0.1451 (0.1694) loss_giou: 0.5160 (0.4727) loss_giou_aux_0: 0.5273 (0.4970) loss_giou_aux_1: 0.5252 (0.4829) loss_giou_aux_2: 0.5142 (0.4780) loss_giou_aux_3: 0.5158 (0.4743) loss_giou_aux_4: 0.5160 (0.4730) loss_giou_aux_5: 0.5733 (0.5623) loss_giou_dn_0: 0.5850 (0.5794) loss_giou_dn_1: 0.4831 (0.4722) loss_giou_dn_2: 0.4512 (0.4418) loss_giou_dn_3: 0.4400 (0.4336) loss_giou_dn_4: 0.4435 (0.4316) loss_giou_dn_5: 0.4435 (0.4318) loss_vfl: 0.6551 (0.6738) loss_vfl_aux_0: 0.7369 (0.7767) loss_vfl_aux_1: 0.7115 (0.7285) loss_vfl_aux_2: 0.6831 (0.6980) loss_vfl_aux_3: 0.6682 (0.6847) loss_vfl_aux_4: 0.6559 (0.6771) loss_vfl_aux_5: 0.7243 (0.7600) loss_vfl_dn_0: 0.4509 (0.4522) loss_vfl_dn_1: 0.3907 (0.3868) loss_vfl_dn_2: 0.3757 (0.3708) loss_vfl_dn_3: 0.3657 (0.3636) loss_vfl_dn_4: 0.3633 (0.3609) loss_vfl_dn_5: 0.3642 (0.3602) time: 0.4856 data: 0.0135 max mem: 5654 Epoch: [44] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 15.2272 (15.8148) loss_bbox: 0.1375 (0.1531) loss_bbox_aux_0: 0.1537 (0.1665) loss_bbox_aux_1: 0.1496 (0.1587) loss_bbox_aux_2: 0.1452 (0.1560) loss_bbox_aux_3: 0.1445 (0.1538) loss_bbox_aux_4: 0.1435 (0.1532) loss_bbox_aux_5: 0.1824 (0.2036) loss_bbox_dn_0: 0.2326 (0.2681) loss_bbox_dn_1: 0.1711 (0.1973) loss_bbox_dn_2: 0.1497 (0.1767) loss_bbox_dn_3: 0.1435 (0.1706) loss_bbox_dn_4: 0.1420 (0.1693) loss_bbox_dn_5: 0.1421 (0.1693) loss_giou: 0.4493 (0.4726) loss_giou_aux_0: 0.4668 (0.4968) loss_giou_aux_1: 0.4674 (0.4828) loss_giou_aux_2: 0.4551 (0.4779) loss_giou_aux_3: 0.4493 (0.4742) loss_giou_aux_4: 0.4484 (0.4728) loss_giou_aux_5: 0.5304 (0.5621) loss_giou_dn_0: 0.5694 (0.5792) loss_giou_dn_1: 0.4483 (0.4720) loss_giou_dn_2: 0.4152 (0.4417) loss_giou_dn_3: 0.4103 (0.4334) loss_giou_dn_4: 0.4079 (0.4314) loss_giou_dn_5: 0.4081 (0.4316) loss_vfl: 0.6166 (0.6734) loss_vfl_aux_0: 0.7527 (0.7765) loss_vfl_aux_1: 0.6793 (0.7280) loss_vfl_aux_2: 0.6583 (0.6977) loss_vfl_aux_3: 0.6392 (0.6844) loss_vfl_aux_4: 0.6230 (0.6766) loss_vfl_aux_5: 0.7280 (0.7596) loss_vfl_dn_0: 0.4439 (0.4521) loss_vfl_dn_1: 0.3833 (0.3867) loss_vfl_dn_2: 0.3679 (0.3707) loss_vfl_dn_3: 0.3565 (0.3635) loss_vfl_dn_4: 0.3527 (0.3608) loss_vfl_dn_5: 0.3504 (0.3601) time: 0.4807 data: 0.0138 max mem: 5654 Epoch: [44] [6000/7393] eta: 0:11:19 lr: 0.000010 loss: 15.9448 (15.8140) loss_bbox: 0.1609 (0.1531) loss_bbox_aux_0: 0.1666 (0.1665) loss_bbox_aux_1: 0.1571 (0.1587) loss_bbox_aux_2: 0.1595 (0.1560) loss_bbox_aux_3: 0.1618 (0.1538) loss_bbox_aux_4: 0.1604 (0.1532) loss_bbox_aux_5: 0.2095 (0.2036) loss_bbox_dn_0: 0.2501 (0.2680) loss_bbox_dn_1: 0.1913 (0.1973) loss_bbox_dn_2: 0.1764 (0.1767) loss_bbox_dn_3: 0.1710 (0.1706) loss_bbox_dn_4: 0.1693 (0.1693) loss_bbox_dn_5: 0.1693 (0.1693) loss_giou: 0.5002 (0.4726) loss_giou_aux_0: 0.5308 (0.4968) loss_giou_aux_1: 0.5135 (0.4828) loss_giou_aux_2: 0.5048 (0.4779) loss_giou_aux_3: 0.4998 (0.4742) loss_giou_aux_4: 0.4971 (0.4728) loss_giou_aux_5: 0.5798 (0.5621) loss_giou_dn_0: 0.5867 (0.5792) loss_giou_dn_1: 0.4952 (0.4720) loss_giou_dn_2: 0.4596 (0.4417) loss_giou_dn_3: 0.4492 (0.4335) loss_giou_dn_4: 0.4472 (0.4314) loss_giou_dn_5: 0.4473 (0.4316) loss_vfl: 0.6601 (0.6733) loss_vfl_aux_0: 0.7693 (0.7764) loss_vfl_aux_1: 0.7478 (0.7279) loss_vfl_aux_2: 0.6912 (0.6975) loss_vfl_aux_3: 0.6705 (0.6842) loss_vfl_aux_4: 0.6669 (0.6765) loss_vfl_aux_5: 0.7332 (0.7595) loss_vfl_dn_0: 0.4465 (0.4521) loss_vfl_dn_1: 0.3869 (0.3867) loss_vfl_dn_2: 0.3712 (0.3707) loss_vfl_dn_3: 0.3652 (0.3635) loss_vfl_dn_4: 0.3652 (0.3608) loss_vfl_dn_5: 0.3642 (0.3601) time: 0.4809 data: 0.0141 max mem: 5654 Epoch: [44] [6100/7393] eta: 0:10:30 lr: 0.000010 loss: 15.7191 (15.8116) loss_bbox: 0.1570 (0.1531) loss_bbox_aux_0: 0.1617 (0.1665) loss_bbox_aux_1: 0.1635 (0.1588) loss_bbox_aux_2: 0.1594 (0.1560) loss_bbox_aux_3: 0.1541 (0.1539) loss_bbox_aux_4: 0.1524 (0.1532) loss_bbox_aux_5: 0.2047 (0.2036) loss_bbox_dn_0: 0.2885 (0.2682) loss_bbox_dn_1: 0.1973 (0.1974) loss_bbox_dn_2: 0.1753 (0.1768) loss_bbox_dn_3: 0.1719 (0.1707) loss_bbox_dn_4: 0.1673 (0.1694) loss_bbox_dn_5: 0.1673 (0.1694) loss_giou: 0.4221 (0.4723) loss_giou_aux_0: 0.4425 (0.4965) loss_giou_aux_1: 0.4412 (0.4825) loss_giou_aux_2: 0.4310 (0.4776) loss_giou_aux_3: 0.4284 (0.4739) loss_giou_aux_4: 0.4240 (0.4725) loss_giou_aux_5: 0.5184 (0.5618) loss_giou_dn_0: 0.5487 (0.5789) loss_giou_dn_1: 0.4456 (0.4717) loss_giou_dn_2: 0.4146 (0.4414) loss_giou_dn_3: 0.4144 (0.4332) loss_giou_dn_4: 0.4120 (0.4312) loss_giou_dn_5: 0.4120 (0.4314) loss_vfl: 0.6719 (0.6733) loss_vfl_aux_0: 0.7875 (0.7766) loss_vfl_aux_1: 0.7226 (0.7280) loss_vfl_aux_2: 0.6973 (0.6976) loss_vfl_aux_3: 0.6850 (0.6843) loss_vfl_aux_4: 0.6861 (0.6766) loss_vfl_aux_5: 0.7829 (0.7596) loss_vfl_dn_0: 0.4520 (0.4521) loss_vfl_dn_1: 0.3869 (0.3867) loss_vfl_dn_2: 0.3697 (0.3707) loss_vfl_dn_3: 0.3633 (0.3634) loss_vfl_dn_4: 0.3613 (0.3608) loss_vfl_dn_5: 0.3605 (0.3600) time: 0.4878 data: 0.0142 max mem: 5654 Epoch: [44] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 15.5782 (15.8124) loss_bbox: 0.1415 (0.1531) loss_bbox_aux_0: 0.1635 (0.1665) loss_bbox_aux_1: 0.1472 (0.1588) loss_bbox_aux_2: 0.1500 (0.1560) loss_bbox_aux_3: 0.1432 (0.1538) loss_bbox_aux_4: 0.1433 (0.1532) loss_bbox_aux_5: 0.2119 (0.2037) loss_bbox_dn_0: 0.2466 (0.2682) loss_bbox_dn_1: 0.1694 (0.1974) loss_bbox_dn_2: 0.1594 (0.1768) loss_bbox_dn_3: 0.1544 (0.1708) loss_bbox_dn_4: 0.1541 (0.1694) loss_bbox_dn_5: 0.1541 (0.1694) loss_giou: 0.4978 (0.4722) loss_giou_aux_0: 0.5123 (0.4964) loss_giou_aux_1: 0.5059 (0.4824) loss_giou_aux_2: 0.4965 (0.4774) loss_giou_aux_3: 0.4937 (0.4737) loss_giou_aux_4: 0.4988 (0.4724) loss_giou_aux_5: 0.5788 (0.5617) loss_giou_dn_0: 0.5810 (0.5788) loss_giou_dn_1: 0.4873 (0.4716) loss_giou_dn_2: 0.4551 (0.4413) loss_giou_dn_3: 0.4491 (0.4331) loss_giou_dn_4: 0.4468 (0.4311) loss_giou_dn_5: 0.4473 (0.4313) loss_vfl: 0.6821 (0.6736) loss_vfl_aux_0: 0.7433 (0.7769) loss_vfl_aux_1: 0.7235 (0.7284) loss_vfl_aux_2: 0.6933 (0.6979) loss_vfl_aux_3: 0.7013 (0.6846) loss_vfl_aux_4: 0.6853 (0.6769) loss_vfl_aux_5: 0.7210 (0.7598) loss_vfl_dn_0: 0.4501 (0.4521) loss_vfl_dn_1: 0.3833 (0.3867) loss_vfl_dn_2: 0.3693 (0.3707) loss_vfl_dn_3: 0.3609 (0.3634) loss_vfl_dn_4: 0.3568 (0.3608) loss_vfl_dn_5: 0.3564 (0.3601) time: 0.4959 data: 0.0145 max mem: 5654 Epoch: [44] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 15.6898 (15.8116) loss_bbox: 0.1381 (0.1531) loss_bbox_aux_0: 0.1578 (0.1664) loss_bbox_aux_1: 0.1397 (0.1587) loss_bbox_aux_2: 0.1375 (0.1560) loss_bbox_aux_3: 0.1361 (0.1538) loss_bbox_aux_4: 0.1378 (0.1532) loss_bbox_aux_5: 0.2002 (0.2036) loss_bbox_dn_0: 0.2330 (0.2680) loss_bbox_dn_1: 0.1683 (0.1972) loss_bbox_dn_2: 0.1481 (0.1766) loss_bbox_dn_3: 0.1440 (0.1706) loss_bbox_dn_4: 0.1415 (0.1693) loss_bbox_dn_5: 0.1418 (0.1693) loss_giou: 0.4717 (0.4725) loss_giou_aux_0: 0.4955 (0.4966) loss_giou_aux_1: 0.4765 (0.4826) loss_giou_aux_2: 0.4642 (0.4777) loss_giou_aux_3: 0.4782 (0.4740) loss_giou_aux_4: 0.4782 (0.4727) loss_giou_aux_5: 0.5723 (0.5620) loss_giou_dn_0: 0.5739 (0.5788) loss_giou_dn_1: 0.4645 (0.4716) loss_giou_dn_2: 0.4404 (0.4414) loss_giou_dn_3: 0.4308 (0.4331) loss_giou_dn_4: 0.4298 (0.4311) loss_giou_dn_5: 0.4299 (0.4313) loss_vfl: 0.6707 (0.6734) loss_vfl_aux_0: 0.7482 (0.7767) loss_vfl_aux_1: 0.6933 (0.7281) loss_vfl_aux_2: 0.6750 (0.6978) loss_vfl_aux_3: 0.6853 (0.6844) loss_vfl_aux_4: 0.6701 (0.6766) loss_vfl_aux_5: 0.7341 (0.7596) loss_vfl_dn_0: 0.4565 (0.4521) loss_vfl_dn_1: 0.3929 (0.3867) loss_vfl_dn_2: 0.3757 (0.3707) loss_vfl_dn_3: 0.3677 (0.3634) loss_vfl_dn_4: 0.3683 (0.3608) loss_vfl_dn_5: 0.3684 (0.3600) time: 0.4771 data: 0.0136 max mem: 5654 Epoch: [44] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 15.9925 (15.8101) loss_bbox: 0.1506 (0.1531) loss_bbox_aux_0: 0.1584 (0.1664) loss_bbox_aux_1: 0.1491 (0.1587) loss_bbox_aux_2: 0.1483 (0.1560) loss_bbox_aux_3: 0.1488 (0.1538) loss_bbox_aux_4: 0.1509 (0.1532) loss_bbox_aux_5: 0.1938 (0.2037) loss_bbox_dn_0: 0.2653 (0.2681) loss_bbox_dn_1: 0.1906 (0.1972) loss_bbox_dn_2: 0.1668 (0.1767) loss_bbox_dn_3: 0.1597 (0.1706) loss_bbox_dn_4: 0.1587 (0.1693) loss_bbox_dn_5: 0.1587 (0.1693) loss_giou: 0.4303 (0.4722) loss_giou_aux_0: 0.4822 (0.4964) loss_giou_aux_1: 0.4632 (0.4824) loss_giou_aux_2: 0.4525 (0.4774) loss_giou_aux_3: 0.4435 (0.4737) loss_giou_aux_4: 0.4365 (0.4724) loss_giou_aux_5: 0.5286 (0.5617) loss_giou_dn_0: 0.5677 (0.5787) loss_giou_dn_1: 0.4640 (0.4715) loss_giou_dn_2: 0.4342 (0.4412) loss_giou_dn_3: 0.4246 (0.4330) loss_giou_dn_4: 0.4218 (0.4309) loss_giou_dn_5: 0.4225 (0.4311) loss_vfl: 0.6945 (0.6735) loss_vfl_aux_0: 0.7966 (0.7769) loss_vfl_aux_1: 0.7296 (0.7283) loss_vfl_aux_2: 0.7141 (0.6980) loss_vfl_aux_3: 0.6942 (0.6845) loss_vfl_aux_4: 0.6999 (0.6768) loss_vfl_aux_5: 0.7913 (0.7598) loss_vfl_dn_0: 0.4561 (0.4521) loss_vfl_dn_1: 0.3903 (0.3867) loss_vfl_dn_2: 0.3725 (0.3707) loss_vfl_dn_3: 0.3656 (0.3634) loss_vfl_dn_4: 0.3631 (0.3608) loss_vfl_dn_5: 0.3614 (0.3600) time: 0.4830 data: 0.0140 max mem: 5654 Epoch: [44] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.8991 (15.8133) loss_bbox: 0.1535 (0.1531) loss_bbox_aux_0: 0.1698 (0.1664) loss_bbox_aux_1: 0.1625 (0.1587) loss_bbox_aux_2: 0.1604 (0.1560) loss_bbox_aux_3: 0.1571 (0.1538) loss_bbox_aux_4: 0.1553 (0.1532) loss_bbox_aux_5: 0.2118 (0.2036) loss_bbox_dn_0: 0.2501 (0.2680) loss_bbox_dn_1: 0.2071 (0.1973) loss_bbox_dn_2: 0.1933 (0.1767) loss_bbox_dn_3: 0.1869 (0.1707) loss_bbox_dn_4: 0.1850 (0.1693) loss_bbox_dn_5: 0.1850 (0.1693) loss_giou: 0.4720 (0.4723) loss_giou_aux_0: 0.4987 (0.4965) loss_giou_aux_1: 0.4930 (0.4826) loss_giou_aux_2: 0.4764 (0.4775) loss_giou_aux_3: 0.4705 (0.4739) loss_giou_aux_4: 0.4684 (0.4725) loss_giou_aux_5: 0.5541 (0.5619) loss_giou_dn_0: 0.5788 (0.5789) loss_giou_dn_1: 0.4737 (0.4717) loss_giou_dn_2: 0.4434 (0.4414) loss_giou_dn_3: 0.4350 (0.4332) loss_giou_dn_4: 0.4328 (0.4311) loss_giou_dn_5: 0.4331 (0.4313) loss_vfl: 0.6662 (0.6738) loss_vfl_aux_0: 0.7681 (0.7769) loss_vfl_aux_1: 0.7225 (0.7283) loss_vfl_aux_2: 0.6947 (0.6981) loss_vfl_aux_3: 0.6861 (0.6847) loss_vfl_aux_4: 0.6779 (0.6770) loss_vfl_aux_5: 0.7450 (0.7597) loss_vfl_dn_0: 0.4440 (0.4520) loss_vfl_dn_1: 0.3757 (0.3867) loss_vfl_dn_2: 0.3629 (0.3707) loss_vfl_dn_3: 0.3580 (0.3635) loss_vfl_dn_4: 0.3553 (0.3608) loss_vfl_dn_5: 0.3534 (0.3601) time: 0.7575 data: 0.0143 max mem: 5654 Epoch: [44] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.6446 (15.8106) loss_bbox: 0.1465 (0.1530) loss_bbox_aux_0: 0.1615 (0.1662) loss_bbox_aux_1: 0.1496 (0.1586) loss_bbox_aux_2: 0.1420 (0.1559) loss_bbox_aux_3: 0.1423 (0.1537) loss_bbox_aux_4: 0.1465 (0.1531) loss_bbox_aux_5: 0.1953 (0.2035) loss_bbox_dn_0: 0.2340 (0.2679) loss_bbox_dn_1: 0.1760 (0.1971) loss_bbox_dn_2: 0.1620 (0.1766) loss_bbox_dn_3: 0.1517 (0.1705) loss_bbox_dn_4: 0.1508 (0.1692) loss_bbox_dn_5: 0.1507 (0.1692) loss_giou: 0.4798 (0.4723) loss_giou_aux_0: 0.4983 (0.4964) loss_giou_aux_1: 0.4838 (0.4825) loss_giou_aux_2: 0.4818 (0.4775) loss_giou_aux_3: 0.4764 (0.4738) loss_giou_aux_4: 0.4784 (0.4725) loss_giou_aux_5: 0.5642 (0.5618) loss_giou_dn_0: 0.5736 (0.5788) loss_giou_dn_1: 0.4593 (0.4716) loss_giou_dn_2: 0.4300 (0.4413) loss_giou_dn_3: 0.4212 (0.4331) loss_giou_dn_4: 0.4185 (0.4310) loss_giou_dn_5: 0.4182 (0.4312) loss_vfl: 0.6578 (0.6738) loss_vfl_aux_0: 0.7801 (0.7770) loss_vfl_aux_1: 0.7152 (0.7283) loss_vfl_aux_2: 0.6809 (0.6981) loss_vfl_aux_3: 0.6541 (0.6847) loss_vfl_aux_4: 0.6521 (0.6770) loss_vfl_aux_5: 0.7290 (0.7598) loss_vfl_dn_0: 0.4500 (0.4521) loss_vfl_dn_1: 0.3821 (0.3867) loss_vfl_dn_2: 0.3698 (0.3707) loss_vfl_dn_3: 0.3593 (0.3635) loss_vfl_dn_4: 0.3599 (0.3609) loss_vfl_dn_5: 0.3582 (0.3601) time: 0.4787 data: 0.0145 max mem: 5654 Epoch: [44] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 16.1942 (15.8093) loss_bbox: 0.1316 (0.1529) loss_bbox_aux_0: 0.1417 (0.1661) loss_bbox_aux_1: 0.1355 (0.1585) loss_bbox_aux_2: 0.1331 (0.1558) loss_bbox_aux_3: 0.1311 (0.1536) loss_bbox_aux_4: 0.1310 (0.1530) loss_bbox_aux_5: 0.1749 (0.2034) loss_bbox_dn_0: 0.2341 (0.2677) loss_bbox_dn_1: 0.1712 (0.1970) loss_bbox_dn_2: 0.1552 (0.1765) loss_bbox_dn_3: 0.1511 (0.1705) loss_bbox_dn_4: 0.1498 (0.1691) loss_bbox_dn_5: 0.1498 (0.1691) loss_giou: 0.4862 (0.4724) loss_giou_aux_0: 0.4945 (0.4964) loss_giou_aux_1: 0.4787 (0.4825) loss_giou_aux_2: 0.4749 (0.4776) loss_giou_aux_3: 0.4850 (0.4739) loss_giou_aux_4: 0.4846 (0.4726) loss_giou_aux_5: 0.5462 (0.5618) loss_giou_dn_0: 0.5869 (0.5788) loss_giou_dn_1: 0.4703 (0.4717) loss_giou_dn_2: 0.4485 (0.4413) loss_giou_dn_3: 0.4374 (0.4331) loss_giou_dn_4: 0.4337 (0.4311) loss_giou_dn_5: 0.4337 (0.4313) loss_vfl: 0.6272 (0.6737) loss_vfl_aux_0: 0.7337 (0.7769) loss_vfl_aux_1: 0.6854 (0.7282) loss_vfl_aux_2: 0.6386 (0.6979) loss_vfl_aux_3: 0.6323 (0.6846) loss_vfl_aux_4: 0.6186 (0.6769) loss_vfl_aux_5: 0.7177 (0.7597) loss_vfl_dn_0: 0.4440 (0.4520) loss_vfl_dn_1: 0.3931 (0.3867) loss_vfl_dn_2: 0.3766 (0.3707) loss_vfl_dn_3: 0.3688 (0.3634) loss_vfl_dn_4: 0.3665 (0.3608) loss_vfl_dn_5: 0.3660 (0.3601) time: 0.4682 data: 0.0139 max mem: 5654 Epoch: [44] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 15.3620 (15.8128) loss_bbox: 0.1411 (0.1530) loss_bbox_aux_0: 0.1526 (0.1662) loss_bbox_aux_1: 0.1425 (0.1586) loss_bbox_aux_2: 0.1444 (0.1559) loss_bbox_aux_3: 0.1365 (0.1537) loss_bbox_aux_4: 0.1410 (0.1531) loss_bbox_aux_5: 0.1754 (0.2034) loss_bbox_dn_0: 0.2371 (0.2678) loss_bbox_dn_1: 0.1771 (0.1971) loss_bbox_dn_2: 0.1650 (0.1766) loss_bbox_dn_3: 0.1561 (0.1706) loss_bbox_dn_4: 0.1537 (0.1692) loss_bbox_dn_5: 0.1537 (0.1692) loss_giou: 0.4673 (0.4725) loss_giou_aux_0: 0.5018 (0.4965) loss_giou_aux_1: 0.5018 (0.4827) loss_giou_aux_2: 0.4848 (0.4777) loss_giou_aux_3: 0.4766 (0.4740) loss_giou_aux_4: 0.4672 (0.4727) loss_giou_aux_5: 0.5539 (0.5619) loss_giou_dn_0: 0.5302 (0.5789) loss_giou_dn_1: 0.4248 (0.4717) loss_giou_dn_2: 0.4094 (0.4414) loss_giou_dn_3: 0.3987 (0.4332) loss_giou_dn_4: 0.3963 (0.4311) loss_giou_dn_5: 0.3960 (0.4313) loss_vfl: 0.6764 (0.6738) loss_vfl_aux_0: 0.7817 (0.7772) loss_vfl_aux_1: 0.7276 (0.7284) loss_vfl_aux_2: 0.6848 (0.6980) loss_vfl_aux_3: 0.6932 (0.6847) loss_vfl_aux_4: 0.6758 (0.6770) loss_vfl_aux_5: 0.7585 (0.7599) loss_vfl_dn_0: 0.4509 (0.4520) loss_vfl_dn_1: 0.3766 (0.3867) loss_vfl_dn_2: 0.3629 (0.3707) loss_vfl_dn_3: 0.3557 (0.3635) loss_vfl_dn_4: 0.3534 (0.3609) loss_vfl_dn_5: 0.3519 (0.3601) time: 0.4872 data: 0.0143 max mem: 5654 Epoch: [44] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 16.2866 (15.8146) loss_bbox: 0.1430 (0.1529) loss_bbox_aux_0: 0.1501 (0.1661) loss_bbox_aux_1: 0.1482 (0.1585) loss_bbox_aux_2: 0.1451 (0.1558) loss_bbox_aux_3: 0.1460 (0.1536) loss_bbox_aux_4: 0.1436 (0.1530) loss_bbox_aux_5: 0.1872 (0.2033) loss_bbox_dn_0: 0.2349 (0.2677) loss_bbox_dn_1: 0.1765 (0.1971) loss_bbox_dn_2: 0.1573 (0.1765) loss_bbox_dn_3: 0.1516 (0.1705) loss_bbox_dn_4: 0.1516 (0.1692) loss_bbox_dn_5: 0.1517 (0.1692) loss_giou: 0.4962 (0.4727) loss_giou_aux_0: 0.5300 (0.4967) loss_giou_aux_1: 0.5282 (0.4829) loss_giou_aux_2: 0.5079 (0.4779) loss_giou_aux_3: 0.4914 (0.4742) loss_giou_aux_4: 0.4898 (0.4729) loss_giou_aux_5: 0.5756 (0.5621) loss_giou_dn_0: 0.5891 (0.5791) loss_giou_dn_1: 0.4834 (0.4719) loss_giou_dn_2: 0.4416 (0.4416) loss_giou_dn_3: 0.4366 (0.4333) loss_giou_dn_4: 0.4331 (0.4313) loss_giou_dn_5: 0.4334 (0.4315) loss_vfl: 0.6448 (0.6738) loss_vfl_aux_0: 0.7458 (0.7772) loss_vfl_aux_1: 0.7041 (0.7285) loss_vfl_aux_2: 0.6852 (0.6981) loss_vfl_aux_3: 0.6593 (0.6847) loss_vfl_aux_4: 0.6592 (0.6770) loss_vfl_aux_5: 0.7371 (0.7598) loss_vfl_dn_0: 0.4512 (0.4520) loss_vfl_dn_1: 0.3923 (0.3867) loss_vfl_dn_2: 0.3807 (0.3708) loss_vfl_dn_3: 0.3766 (0.3635) loss_vfl_dn_4: 0.3722 (0.3609) loss_vfl_dn_5: 0.3728 (0.3602) time: 0.4836 data: 0.0141 max mem: 5654 Epoch: [44] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.9916 (15.8169) loss_bbox: 0.1600 (0.1528) loss_bbox_aux_0: 0.1611 (0.1661) loss_bbox_aux_1: 0.1550 (0.1584) loss_bbox_aux_2: 0.1526 (0.1558) loss_bbox_aux_3: 0.1482 (0.1536) loss_bbox_aux_4: 0.1508 (0.1530) loss_bbox_aux_5: 0.1954 (0.2033) loss_bbox_dn_0: 0.2782 (0.2677) loss_bbox_dn_1: 0.2112 (0.1971) loss_bbox_dn_2: 0.1895 (0.1765) loss_bbox_dn_3: 0.1836 (0.1705) loss_bbox_dn_4: 0.1826 (0.1692) loss_bbox_dn_5: 0.1826 (0.1692) loss_giou: 0.4627 (0.4728) loss_giou_aux_0: 0.4868 (0.4969) loss_giou_aux_1: 0.4750 (0.4830) loss_giou_aux_2: 0.4709 (0.4780) loss_giou_aux_3: 0.4652 (0.4743) loss_giou_aux_4: 0.4620 (0.4730) loss_giou_aux_5: 0.5554 (0.5622) loss_giou_dn_0: 0.5862 (0.5792) loss_giou_dn_1: 0.4838 (0.4720) loss_giou_dn_2: 0.4442 (0.4417) loss_giou_dn_3: 0.4310 (0.4334) loss_giou_dn_4: 0.4284 (0.4314) loss_giou_dn_5: 0.4285 (0.4316) loss_vfl: 0.6848 (0.6741) loss_vfl_aux_0: 0.7654 (0.7772) loss_vfl_aux_1: 0.7356 (0.7286) loss_vfl_aux_2: 0.7189 (0.6984) loss_vfl_aux_3: 0.6973 (0.6850) loss_vfl_aux_4: 0.6836 (0.6773) loss_vfl_aux_5: 0.7555 (0.7599) loss_vfl_dn_0: 0.4494 (0.4520) loss_vfl_dn_1: 0.3857 (0.3867) loss_vfl_dn_2: 0.3712 (0.3708) loss_vfl_dn_3: 0.3633 (0.3635) loss_vfl_dn_4: 0.3624 (0.3609) loss_vfl_dn_5: 0.3607 (0.3602) time: 0.4750 data: 0.0142 max mem: 5654 Epoch: [44] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.7822 (15.8195) loss_bbox: 0.1542 (0.1529) loss_bbox_aux_0: 0.1739 (0.1662) loss_bbox_aux_1: 0.1705 (0.1585) loss_bbox_aux_2: 0.1625 (0.1559) loss_bbox_aux_3: 0.1562 (0.1536) loss_bbox_aux_4: 0.1612 (0.1530) loss_bbox_aux_5: 0.2076 (0.2034) loss_bbox_dn_0: 0.2654 (0.2679) loss_bbox_dn_1: 0.2011 (0.1972) loss_bbox_dn_2: 0.1793 (0.1767) loss_bbox_dn_3: 0.1688 (0.1706) loss_bbox_dn_4: 0.1662 (0.1693) loss_bbox_dn_5: 0.1662 (0.1693) loss_giou: 0.4323 (0.4726) loss_giou_aux_0: 0.4666 (0.4968) loss_giou_aux_1: 0.4431 (0.4828) loss_giou_aux_2: 0.4384 (0.4778) loss_giou_aux_3: 0.4319 (0.4741) loss_giou_aux_4: 0.4383 (0.4728) loss_giou_aux_5: 0.5163 (0.5620) loss_giou_dn_0: 0.5587 (0.5792) loss_giou_dn_1: 0.4544 (0.4720) loss_giou_dn_2: 0.4329 (0.4417) loss_giou_dn_3: 0.4245 (0.4334) loss_giou_dn_4: 0.4218 (0.4314) loss_giou_dn_5: 0.4219 (0.4316) loss_vfl: 0.7087 (0.6744) loss_vfl_aux_0: 0.7872 (0.7775) loss_vfl_aux_1: 0.7440 (0.7289) loss_vfl_aux_2: 0.7319 (0.6987) loss_vfl_aux_3: 0.7107 (0.6853) loss_vfl_aux_4: 0.7056 (0.6776) loss_vfl_aux_5: 0.7543 (0.7602) loss_vfl_dn_0: 0.4636 (0.4520) loss_vfl_dn_1: 0.3914 (0.3867) loss_vfl_dn_2: 0.3789 (0.3708) loss_vfl_dn_3: 0.3693 (0.3635) loss_vfl_dn_4: 0.3673 (0.3609) loss_vfl_dn_5: 0.3667 (0.3602) time: 0.4788 data: 0.0137 max mem: 5654 Epoch: [44] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 16.3273 (15.8185) loss_bbox: 0.1454 (0.1528) loss_bbox_aux_0: 0.1596 (0.1662) loss_bbox_aux_1: 0.1577 (0.1585) loss_bbox_aux_2: 0.1502 (0.1558) loss_bbox_aux_3: 0.1456 (0.1536) loss_bbox_aux_4: 0.1453 (0.1530) loss_bbox_aux_5: 0.2033 (0.2033) loss_bbox_dn_0: 0.2564 (0.2679) loss_bbox_dn_1: 0.1844 (0.1972) loss_bbox_dn_2: 0.1600 (0.1767) loss_bbox_dn_3: 0.1491 (0.1706) loss_bbox_dn_4: 0.1459 (0.1692) loss_bbox_dn_5: 0.1460 (0.1692) loss_giou: 0.5184 (0.4724) loss_giou_aux_0: 0.5578 (0.4966) loss_giou_aux_1: 0.5423 (0.4827) loss_giou_aux_2: 0.5363 (0.4777) loss_giou_aux_3: 0.5225 (0.4739) loss_giou_aux_4: 0.5210 (0.4726) loss_giou_aux_5: 0.6149 (0.5619) loss_giou_dn_0: 0.6042 (0.5791) loss_giou_dn_1: 0.5079 (0.4719) loss_giou_dn_2: 0.4813 (0.4416) loss_giou_dn_3: 0.4735 (0.4333) loss_giou_dn_4: 0.4689 (0.4313) loss_giou_dn_5: 0.4688 (0.4315) loss_vfl: 0.6396 (0.6745) loss_vfl_aux_0: 0.7707 (0.7777) loss_vfl_aux_1: 0.7147 (0.7291) loss_vfl_aux_2: 0.6752 (0.6988) loss_vfl_aux_3: 0.6475 (0.6854) loss_vfl_aux_4: 0.6400 (0.6777) loss_vfl_aux_5: 0.7558 (0.7604) loss_vfl_dn_0: 0.4443 (0.4520) loss_vfl_dn_1: 0.3883 (0.3868) loss_vfl_dn_2: 0.3744 (0.3708) loss_vfl_dn_3: 0.3689 (0.3635) loss_vfl_dn_4: 0.3668 (0.3609) loss_vfl_dn_5: 0.3649 (0.3602) time: 0.4715 data: 0.0147 max mem: 5654 Epoch: [44] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.1966 (15.8167) loss_bbox: 0.1417 (0.1529) loss_bbox_aux_0: 0.1625 (0.1662) loss_bbox_aux_1: 0.1516 (0.1585) loss_bbox_aux_2: 0.1458 (0.1558) loss_bbox_aux_3: 0.1422 (0.1536) loss_bbox_aux_4: 0.1434 (0.1530) loss_bbox_aux_5: 0.1982 (0.2034) loss_bbox_dn_0: 0.2361 (0.2680) loss_bbox_dn_1: 0.1649 (0.1973) loss_bbox_dn_2: 0.1471 (0.1767) loss_bbox_dn_3: 0.1438 (0.1707) loss_bbox_dn_4: 0.1436 (0.1693) loss_bbox_dn_5: 0.1436 (0.1693) loss_giou: 0.4058 (0.4722) loss_giou_aux_0: 0.4666 (0.4963) loss_giou_aux_1: 0.4232 (0.4824) loss_giou_aux_2: 0.4153 (0.4774) loss_giou_aux_3: 0.4076 (0.4737) loss_giou_aux_4: 0.4087 (0.4724) loss_giou_aux_5: 0.5326 (0.5616) loss_giou_dn_0: 0.5420 (0.5789) loss_giou_dn_1: 0.4472 (0.4717) loss_giou_dn_2: 0.4102 (0.4414) loss_giou_dn_3: 0.3994 (0.4332) loss_giou_dn_4: 0.3962 (0.4311) loss_giou_dn_5: 0.3962 (0.4313) loss_vfl: 0.6488 (0.6746) loss_vfl_aux_0: 0.7472 (0.7778) loss_vfl_aux_1: 0.6954 (0.7291) loss_vfl_aux_2: 0.6692 (0.6990) loss_vfl_aux_3: 0.6540 (0.6855) loss_vfl_aux_4: 0.6470 (0.6778) loss_vfl_aux_5: 0.7292 (0.7605) loss_vfl_dn_0: 0.4510 (0.4520) loss_vfl_dn_1: 0.3828 (0.3867) loss_vfl_dn_2: 0.3633 (0.3708) loss_vfl_dn_3: 0.3571 (0.3635) loss_vfl_dn_4: 0.3534 (0.3609) loss_vfl_dn_5: 0.3527 (0.3601) time: 0.4802 data: 0.0136 max mem: 5654 Epoch: [44] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.6125 (15.8174) loss_bbox: 0.1439 (0.1529) loss_bbox_aux_0: 0.1615 (0.1662) loss_bbox_aux_1: 0.1459 (0.1585) loss_bbox_aux_2: 0.1428 (0.1558) loss_bbox_aux_3: 0.1437 (0.1536) loss_bbox_aux_4: 0.1430 (0.1530) loss_bbox_aux_5: 0.1963 (0.2034) loss_bbox_dn_0: 0.2769 (0.2680) loss_bbox_dn_1: 0.2008 (0.1973) loss_bbox_dn_2: 0.1766 (0.1768) loss_bbox_dn_3: 0.1732 (0.1707) loss_bbox_dn_4: 0.1713 (0.1693) loss_bbox_dn_5: 0.1714 (0.1693) loss_giou: 0.4494 (0.4723) loss_giou_aux_0: 0.4733 (0.4965) loss_giou_aux_1: 0.4555 (0.4826) loss_giou_aux_2: 0.4522 (0.4775) loss_giou_aux_3: 0.4527 (0.4738) loss_giou_aux_4: 0.4497 (0.4725) loss_giou_aux_5: 0.5393 (0.5618) loss_giou_dn_0: 0.5525 (0.5790) loss_giou_dn_1: 0.4559 (0.4718) loss_giou_dn_2: 0.4226 (0.4415) loss_giou_dn_3: 0.4095 (0.4332) loss_giou_dn_4: 0.4080 (0.4311) loss_giou_dn_5: 0.4083 (0.4313) loss_vfl: 0.7145 (0.6745) loss_vfl_aux_0: 0.7749 (0.7776) loss_vfl_aux_1: 0.7339 (0.7290) loss_vfl_aux_2: 0.7481 (0.6990) loss_vfl_aux_3: 0.7199 (0.6855) loss_vfl_aux_4: 0.7144 (0.6778) loss_vfl_aux_5: 0.7531 (0.7603) loss_vfl_dn_0: 0.4464 (0.4520) loss_vfl_dn_1: 0.3796 (0.3867) loss_vfl_dn_2: 0.3606 (0.3708) loss_vfl_dn_3: 0.3502 (0.3635) loss_vfl_dn_4: 0.3504 (0.3609) loss_vfl_dn_5: 0.3519 (0.3601) time: 0.4698 data: 0.0141 max mem: 5654 Epoch: [44] Total time: 1:00:11 (0.4885 s / it) Averaged stats: lr: 0.000010 loss: 15.6125 (15.8174) loss_bbox: 0.1439 (0.1529) loss_bbox_aux_0: 0.1615 (0.1662) loss_bbox_aux_1: 0.1459 (0.1585) loss_bbox_aux_2: 0.1428 (0.1558) loss_bbox_aux_3: 0.1437 (0.1536) loss_bbox_aux_4: 0.1430 (0.1530) loss_bbox_aux_5: 0.1963 (0.2034) loss_bbox_dn_0: 0.2769 (0.2680) loss_bbox_dn_1: 0.2008 (0.1973) loss_bbox_dn_2: 0.1766 (0.1768) loss_bbox_dn_3: 0.1732 (0.1707) loss_bbox_dn_4: 0.1713 (0.1693) loss_bbox_dn_5: 0.1714 (0.1693) loss_giou: 0.4494 (0.4723) loss_giou_aux_0: 0.4733 (0.4965) loss_giou_aux_1: 0.4555 (0.4826) loss_giou_aux_2: 0.4522 (0.4775) loss_giou_aux_3: 0.4527 (0.4738) loss_giou_aux_4: 0.4497 (0.4725) loss_giou_aux_5: 0.5393 (0.5618) loss_giou_dn_0: 0.5525 (0.5790) loss_giou_dn_1: 0.4559 (0.4718) loss_giou_dn_2: 0.4226 (0.4415) loss_giou_dn_3: 0.4095 (0.4332) loss_giou_dn_4: 0.4080 (0.4311) loss_giou_dn_5: 0.4083 (0.4313) loss_vfl: 0.7145 (0.6745) loss_vfl_aux_0: 0.7749 (0.7776) loss_vfl_aux_1: 0.7339 (0.7290) loss_vfl_aux_2: 0.7481 (0.6990) loss_vfl_aux_3: 0.7199 (0.6855) loss_vfl_aux_4: 0.7144 (0.6778) loss_vfl_aux_5: 0.7531 (0.7603) loss_vfl_dn_0: 0.4464 (0.4520) loss_vfl_dn_1: 0.3796 (0.3867) loss_vfl_dn_2: 0.3606 (0.3708) loss_vfl_dn_3: 0.3502 (0.3635) loss_vfl_dn_4: 0.3504 (0.3609) loss_vfl_dn_5: 0.3519 (0.3601) Test: [ 0/157] eta: 0:04:13 time: 1.6163 data: 1.2048 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5145 data: 0.1351 max mem: 5654 Test: [ 20/157] eta: 0:01:43 time: 0.7144 data: 0.0270 max mem: 5654 Test: [ 30/157] eta: 0:01:21 time: 0.7074 data: 0.0263 max mem: 5654 Test: [ 40/157] eta: 0:01:08 time: 0.3967 data: 0.0279 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.4107 data: 0.0296 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4109 data: 0.0290 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3951 data: 0.0270 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3986 data: 0.0266 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4029 data: 0.0265 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3900 data: 0.0262 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3923 data: 0.0262 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3917 data: 0.0264 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6780 data: 0.0265 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6744 data: 0.0268 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3721 data: 0.0267 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3618 data: 0.0255 max mem: 5654 Test: Total time: 0:01:15 (0.4801 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.71s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 44, 'coco_eval_bbox': 0.5250598822851141} Epoch: [45] [ 0/7393] eta: 1 day, 7:25:41 lr: 0.000010 loss: 17.0864 (17.0864) loss_bbox: 0.1458 (0.1458) loss_bbox_aux_0: 0.1577 (0.1577) loss_bbox_aux_1: 0.1426 (0.1426) loss_bbox_aux_2: 0.1417 (0.1417) loss_bbox_aux_3: 0.1451 (0.1451) loss_bbox_aux_4: 0.1450 (0.1450) loss_bbox_aux_5: 0.1947 (0.1947) loss_bbox_dn_0: 0.2446 (0.2446) loss_bbox_dn_1: 0.1782 (0.1782) loss_bbox_dn_2: 0.1642 (0.1642) loss_bbox_dn_3: 0.1570 (0.1570) loss_bbox_dn_4: 0.1557 (0.1557) loss_bbox_dn_5: 0.1557 (0.1557) loss_giou: 0.5968 (0.5968) loss_giou_aux_0: 0.6157 (0.6157) loss_giou_aux_1: 0.5837 (0.5837) loss_giou_aux_2: 0.5885 (0.5885) loss_giou_aux_3: 0.5836 (0.5836) loss_giou_aux_4: 0.5792 (0.5792) loss_giou_aux_5: 0.6666 (0.6666) loss_giou_dn_0: 0.6531 (0.6531) loss_giou_dn_1: 0.5519 (0.5519) loss_giou_dn_2: 0.5290 (0.5290) loss_giou_dn_3: 0.5208 (0.5208) loss_giou_dn_4: 0.5184 (0.5184) loss_giou_dn_5: 0.5189 (0.5189) loss_vfl: 0.7109 (0.7109) loss_vfl_aux_0: 0.7740 (0.7740) loss_vfl_aux_1: 0.7273 (0.7273) loss_vfl_aux_2: 0.7342 (0.7342) loss_vfl_aux_3: 0.7292 (0.7292) loss_vfl_aux_4: 0.7329 (0.7329) loss_vfl_aux_5: 0.7860 (0.7860) loss_vfl_dn_0: 0.4506 (0.4506) loss_vfl_dn_1: 0.3784 (0.3784) loss_vfl_dn_2: 0.3643 (0.3643) loss_vfl_dn_3: 0.3563 (0.3563) loss_vfl_dn_4: 0.3537 (0.3537) loss_vfl_dn_5: 0.3542 (0.3542) time: 15.3038 data: 3.1450 max mem: 5654 Epoch: [45] [ 100/7393] eta: 1:17:28 lr: 0.000010 loss: 15.6540 (15.7867) loss_bbox: 0.1450 (0.1540) loss_bbox_aux_0: 0.1574 (0.1684) loss_bbox_aux_1: 0.1483 (0.1588) loss_bbox_aux_2: 0.1470 (0.1568) loss_bbox_aux_3: 0.1467 (0.1540) loss_bbox_aux_4: 0.1475 (0.1543) loss_bbox_aux_5: 0.1886 (0.2019) loss_bbox_dn_0: 0.2560 (0.2743) loss_bbox_dn_1: 0.1737 (0.2000) loss_bbox_dn_2: 0.1605 (0.1775) loss_bbox_dn_3: 0.1556 (0.1713) loss_bbox_dn_4: 0.1547 (0.1698) loss_bbox_dn_5: 0.1547 (0.1698) loss_giou: 0.4627 (0.4623) loss_giou_aux_0: 0.5001 (0.4880) loss_giou_aux_1: 0.4765 (0.4738) loss_giou_aux_2: 0.4735 (0.4673) loss_giou_aux_3: 0.4668 (0.4638) loss_giou_aux_4: 0.4650 (0.4624) loss_giou_aux_5: 0.5491 (0.5516) loss_giou_dn_0: 0.6029 (0.5790) loss_giou_dn_1: 0.4727 (0.4697) loss_giou_dn_2: 0.4426 (0.4385) loss_giou_dn_3: 0.4322 (0.4300) loss_giou_dn_4: 0.4298 (0.4277) loss_giou_dn_5: 0.4296 (0.4278) loss_vfl: 0.6562 (0.6782) loss_vfl_aux_0: 0.7368 (0.7811) loss_vfl_aux_1: 0.7459 (0.7337) loss_vfl_aux_2: 0.6732 (0.7004) loss_vfl_aux_3: 0.6779 (0.6887) loss_vfl_aux_4: 0.6578 (0.6835) loss_vfl_aux_5: 0.7416 (0.7698) loss_vfl_dn_0: 0.4516 (0.4538) loss_vfl_dn_1: 0.3866 (0.3876) loss_vfl_dn_2: 0.3744 (0.3717) loss_vfl_dn_3: 0.3603 (0.3636) loss_vfl_dn_4: 0.3585 (0.3612) loss_vfl_dn_5: 0.3581 (0.3604) time: 0.4920 data: 0.0156 max mem: 5654 Epoch: [45] [ 200/7393] eta: 1:06:53 lr: 0.000010 loss: 15.5785 (15.7818) loss_bbox: 0.1472 (0.1521) loss_bbox_aux_0: 0.1612 (0.1663) loss_bbox_aux_1: 0.1577 (0.1585) loss_bbox_aux_2: 0.1509 (0.1561) loss_bbox_aux_3: 0.1472 (0.1529) loss_bbox_aux_4: 0.1469 (0.1525) loss_bbox_aux_5: 0.1901 (0.2015) loss_bbox_dn_0: 0.2488 (0.2710) loss_bbox_dn_1: 0.1823 (0.1981) loss_bbox_dn_2: 0.1585 (0.1766) loss_bbox_dn_3: 0.1525 (0.1706) loss_bbox_dn_4: 0.1495 (0.1690) loss_bbox_dn_5: 0.1495 (0.1690) loss_giou: 0.4694 (0.4670) loss_giou_aux_0: 0.4889 (0.4929) loss_giou_aux_1: 0.4643 (0.4790) loss_giou_aux_2: 0.4611 (0.4729) loss_giou_aux_3: 0.4709 (0.4690) loss_giou_aux_4: 0.4636 (0.4674) loss_giou_aux_5: 0.5457 (0.5570) loss_giou_dn_0: 0.5781 (0.5813) loss_giou_dn_1: 0.4622 (0.4713) loss_giou_dn_2: 0.4356 (0.4401) loss_giou_dn_3: 0.4261 (0.4317) loss_giou_dn_4: 0.4226 (0.4294) loss_giou_dn_5: 0.4225 (0.4295) loss_vfl: 0.6559 (0.6740) loss_vfl_aux_0: 0.7789 (0.7794) loss_vfl_aux_1: 0.7139 (0.7265) loss_vfl_aux_2: 0.6819 (0.6963) loss_vfl_aux_3: 0.6630 (0.6840) loss_vfl_aux_4: 0.6545 (0.6787) loss_vfl_aux_5: 0.7484 (0.7630) loss_vfl_dn_0: 0.4486 (0.4523) loss_vfl_dn_1: 0.3866 (0.3874) loss_vfl_dn_2: 0.3729 (0.3717) loss_vfl_dn_3: 0.3629 (0.3640) loss_vfl_dn_4: 0.3612 (0.3614) loss_vfl_dn_5: 0.3598 (0.3606) time: 0.4680 data: 0.0158 max mem: 5654 Epoch: [45] [ 300/7393] eta: 1:02:54 lr: 0.000010 loss: 15.6867 (15.7472) loss_bbox: 0.1598 (0.1535) loss_bbox_aux_0: 0.1734 (0.1674) loss_bbox_aux_1: 0.1648 (0.1602) loss_bbox_aux_2: 0.1683 (0.1574) loss_bbox_aux_3: 0.1599 (0.1542) loss_bbox_aux_4: 0.1591 (0.1538) loss_bbox_aux_5: 0.2103 (0.2034) loss_bbox_dn_0: 0.2509 (0.2689) loss_bbox_dn_1: 0.1949 (0.1964) loss_bbox_dn_2: 0.1748 (0.1753) loss_bbox_dn_3: 0.1680 (0.1693) loss_bbox_dn_4: 0.1694 (0.1679) loss_bbox_dn_5: 0.1697 (0.1679) loss_giou: 0.4726 (0.4677) loss_giou_aux_0: 0.4856 (0.4930) loss_giou_aux_1: 0.4812 (0.4801) loss_giou_aux_2: 0.4790 (0.4736) loss_giou_aux_3: 0.4671 (0.4699) loss_giou_aux_4: 0.4744 (0.4681) loss_giou_aux_5: 0.5470 (0.5582) loss_giou_dn_0: 0.5707 (0.5781) loss_giou_dn_1: 0.4633 (0.4683) loss_giou_dn_2: 0.4341 (0.4373) loss_giou_dn_3: 0.4241 (0.4289) loss_giou_dn_4: 0.4222 (0.4267) loss_giou_dn_5: 0.4222 (0.4269) loss_vfl: 0.6691 (0.6712) loss_vfl_aux_0: 0.7684 (0.7753) loss_vfl_aux_1: 0.7241 (0.7213) loss_vfl_aux_2: 0.6852 (0.6954) loss_vfl_aux_3: 0.6852 (0.6818) loss_vfl_aux_4: 0.6693 (0.6759) loss_vfl_aux_5: 0.7590 (0.7603) loss_vfl_dn_0: 0.4510 (0.4518) loss_vfl_dn_1: 0.3845 (0.3865) loss_vfl_dn_2: 0.3744 (0.3710) loss_vfl_dn_3: 0.3665 (0.3634) loss_vfl_dn_4: 0.3638 (0.3608) loss_vfl_dn_5: 0.3646 (0.3601) time: 0.4893 data: 0.0155 max mem: 5654 Epoch: [45] [ 400/7393] eta: 1:00:32 lr: 0.000010 loss: 16.0043 (15.8447) loss_bbox: 0.1433 (0.1536) loss_bbox_aux_0: 0.1622 (0.1672) loss_bbox_aux_1: 0.1535 (0.1599) loss_bbox_aux_2: 0.1542 (0.1571) loss_bbox_aux_3: 0.1490 (0.1545) loss_bbox_aux_4: 0.1453 (0.1538) loss_bbox_aux_5: 0.2063 (0.2034) loss_bbox_dn_0: 0.2572 (0.2666) loss_bbox_dn_1: 0.1981 (0.1957) loss_bbox_dn_2: 0.1759 (0.1750) loss_bbox_dn_3: 0.1685 (0.1691) loss_bbox_dn_4: 0.1670 (0.1677) loss_bbox_dn_5: 0.1670 (0.1677) loss_giou: 0.4538 (0.4759) loss_giou_aux_0: 0.4871 (0.5001) loss_giou_aux_1: 0.4591 (0.4873) loss_giou_aux_2: 0.4618 (0.4811) loss_giou_aux_3: 0.4490 (0.4781) loss_giou_aux_4: 0.4549 (0.4760) loss_giou_aux_5: 0.5720 (0.5655) loss_giou_dn_0: 0.5842 (0.5827) loss_giou_dn_1: 0.4741 (0.4740) loss_giou_dn_2: 0.4396 (0.4430) loss_giou_dn_3: 0.4325 (0.4347) loss_giou_dn_4: 0.4305 (0.4325) loss_giou_dn_5: 0.4311 (0.4327) loss_vfl: 0.6932 (0.6730) loss_vfl_aux_0: 0.7783 (0.7760) loss_vfl_aux_1: 0.7526 (0.7242) loss_vfl_aux_2: 0.7194 (0.6974) loss_vfl_aux_3: 0.6939 (0.6831) loss_vfl_aux_4: 0.6869 (0.6776) loss_vfl_aux_5: 0.7542 (0.7598) loss_vfl_dn_0: 0.4543 (0.4519) loss_vfl_dn_1: 0.3925 (0.3872) loss_vfl_dn_2: 0.3790 (0.3719) loss_vfl_dn_3: 0.3701 (0.3645) loss_vfl_dn_4: 0.3682 (0.3620) loss_vfl_dn_5: 0.3660 (0.3613) time: 0.4870 data: 0.0155 max mem: 5654 Epoch: [45] [ 500/7393] eta: 0:58:54 lr: 0.000010 loss: 16.0168 (15.8181) loss_bbox: 0.1421 (0.1537) loss_bbox_aux_0: 0.1553 (0.1671) loss_bbox_aux_1: 0.1520 (0.1597) loss_bbox_aux_2: 0.1489 (0.1571) loss_bbox_aux_3: 0.1443 (0.1546) loss_bbox_aux_4: 0.1476 (0.1541) loss_bbox_aux_5: 0.1938 (0.2041) loss_bbox_dn_0: 0.2528 (0.2689) loss_bbox_dn_1: 0.1912 (0.1975) loss_bbox_dn_2: 0.1719 (0.1767) loss_bbox_dn_3: 0.1609 (0.1707) loss_bbox_dn_4: 0.1578 (0.1693) loss_bbox_dn_5: 0.1579 (0.1693) loss_giou: 0.4782 (0.4729) loss_giou_aux_0: 0.5089 (0.4968) loss_giou_aux_1: 0.5005 (0.4839) loss_giou_aux_2: 0.4809 (0.4779) loss_giou_aux_3: 0.4837 (0.4750) loss_giou_aux_4: 0.4780 (0.4732) loss_giou_aux_5: 0.5600 (0.5621) loss_giou_dn_0: 0.5978 (0.5803) loss_giou_dn_1: 0.4897 (0.4716) loss_giou_dn_2: 0.4488 (0.4409) loss_giou_dn_3: 0.4396 (0.4325) loss_giou_dn_4: 0.4377 (0.4303) loss_giou_dn_5: 0.4378 (0.4305) loss_vfl: 0.6549 (0.6719) loss_vfl_aux_0: 0.7725 (0.7777) loss_vfl_aux_1: 0.7411 (0.7254) loss_vfl_aux_2: 0.6972 (0.6975) loss_vfl_aux_3: 0.6734 (0.6825) loss_vfl_aux_4: 0.6470 (0.6759) loss_vfl_aux_5: 0.7310 (0.7611) loss_vfl_dn_0: 0.4511 (0.4521) loss_vfl_dn_1: 0.3930 (0.3868) loss_vfl_dn_2: 0.3777 (0.3712) loss_vfl_dn_3: 0.3694 (0.3638) loss_vfl_dn_4: 0.3667 (0.3613) loss_vfl_dn_5: 0.3663 (0.3605) time: 0.4874 data: 0.0152 max mem: 5654 Epoch: [45] [ 600/7393] eta: 0:57:33 lr: 0.000010 loss: 15.1731 (15.7830) loss_bbox: 0.1356 (0.1535) loss_bbox_aux_0: 0.1534 (0.1665) loss_bbox_aux_1: 0.1497 (0.1590) loss_bbox_aux_2: 0.1465 (0.1570) loss_bbox_aux_3: 0.1460 (0.1548) loss_bbox_aux_4: 0.1356 (0.1539) loss_bbox_aux_5: 0.1888 (0.2035) loss_bbox_dn_0: 0.2532 (0.2676) loss_bbox_dn_1: 0.1818 (0.1961) loss_bbox_dn_2: 0.1645 (0.1755) loss_bbox_dn_3: 0.1597 (0.1694) loss_bbox_dn_4: 0.1585 (0.1680) loss_bbox_dn_5: 0.1585 (0.1680) loss_giou: 0.4611 (0.4716) loss_giou_aux_0: 0.4817 (0.4949) loss_giou_aux_1: 0.4744 (0.4821) loss_giou_aux_2: 0.4635 (0.4764) loss_giou_aux_3: 0.4634 (0.4738) loss_giou_aux_4: 0.4632 (0.4719) loss_giou_aux_5: 0.5588 (0.5607) loss_giou_dn_0: 0.5487 (0.5785) loss_giou_dn_1: 0.4464 (0.4698) loss_giou_dn_2: 0.4214 (0.4392) loss_giou_dn_3: 0.4150 (0.4309) loss_giou_dn_4: 0.4135 (0.4288) loss_giou_dn_5: 0.4136 (0.4289) loss_vfl: 0.6525 (0.6713) loss_vfl_aux_0: 0.7453 (0.7777) loss_vfl_aux_1: 0.7150 (0.7260) loss_vfl_aux_2: 0.6883 (0.6973) loss_vfl_aux_3: 0.6671 (0.6816) loss_vfl_aux_4: 0.6586 (0.6751) loss_vfl_aux_5: 0.7411 (0.7613) loss_vfl_dn_0: 0.4567 (0.4518) loss_vfl_dn_1: 0.3816 (0.3862) loss_vfl_dn_2: 0.3644 (0.3706) loss_vfl_dn_3: 0.3546 (0.3632) loss_vfl_dn_4: 0.3518 (0.3607) loss_vfl_dn_5: 0.3508 (0.3599) time: 0.4837 data: 0.0156 max mem: 5654 Epoch: [45] [ 700/7393] eta: 0:56:16 lr: 0.000010 loss: 15.6287 (15.7982) loss_bbox: 0.1401 (0.1528) loss_bbox_aux_0: 0.1580 (0.1655) loss_bbox_aux_1: 0.1457 (0.1580) loss_bbox_aux_2: 0.1412 (0.1561) loss_bbox_aux_3: 0.1403 (0.1542) loss_bbox_aux_4: 0.1402 (0.1531) loss_bbox_aux_5: 0.2018 (0.2029) loss_bbox_dn_0: 0.2593 (0.2664) loss_bbox_dn_1: 0.1904 (0.1953) loss_bbox_dn_2: 0.1711 (0.1748) loss_bbox_dn_3: 0.1671 (0.1688) loss_bbox_dn_4: 0.1648 (0.1674) loss_bbox_dn_5: 0.1649 (0.1674) loss_giou: 0.4394 (0.4736) loss_giou_aux_0: 0.4696 (0.4968) loss_giou_aux_1: 0.4601 (0.4839) loss_giou_aux_2: 0.4514 (0.4784) loss_giou_aux_3: 0.4394 (0.4758) loss_giou_aux_4: 0.4448 (0.4739) loss_giou_aux_5: 0.5562 (0.5634) loss_giou_dn_0: 0.5641 (0.5801) loss_giou_dn_1: 0.4590 (0.4714) loss_giou_dn_2: 0.4296 (0.4408) loss_giou_dn_3: 0.4128 (0.4326) loss_giou_dn_4: 0.4092 (0.4304) loss_giou_dn_5: 0.4092 (0.4306) loss_vfl: 0.6975 (0.6716) loss_vfl_aux_0: 0.8017 (0.7781) loss_vfl_aux_1: 0.7364 (0.7263) loss_vfl_aux_2: 0.7430 (0.6977) loss_vfl_aux_3: 0.7055 (0.6818) loss_vfl_aux_4: 0.6900 (0.6752) loss_vfl_aux_5: 0.7681 (0.7602) loss_vfl_dn_0: 0.4480 (0.4517) loss_vfl_dn_1: 0.3883 (0.3863) loss_vfl_dn_2: 0.3699 (0.3706) loss_vfl_dn_3: 0.3629 (0.3634) loss_vfl_dn_4: 0.3581 (0.3608) loss_vfl_dn_5: 0.3570 (0.3601) time: 0.4840 data: 0.0153 max mem: 5654 Epoch: [45] [ 800/7393] eta: 0:55:08 lr: 0.000010 loss: 15.7968 (15.7929) loss_bbox: 0.1298 (0.1523) loss_bbox_aux_0: 0.1445 (0.1646) loss_bbox_aux_1: 0.1366 (0.1574) loss_bbox_aux_2: 0.1348 (0.1554) loss_bbox_aux_3: 0.1286 (0.1536) loss_bbox_aux_4: 0.1300 (0.1526) loss_bbox_aux_5: 0.1718 (0.2017) loss_bbox_dn_0: 0.2346 (0.2647) loss_bbox_dn_1: 0.1773 (0.1941) loss_bbox_dn_2: 0.1573 (0.1739) loss_bbox_dn_3: 0.1505 (0.1679) loss_bbox_dn_4: 0.1491 (0.1665) loss_bbox_dn_5: 0.1490 (0.1665) loss_giou: 0.4840 (0.4743) loss_giou_aux_0: 0.5190 (0.4974) loss_giou_aux_1: 0.5172 (0.4845) loss_giou_aux_2: 0.4923 (0.4791) loss_giou_aux_3: 0.4897 (0.4765) loss_giou_aux_4: 0.4794 (0.4746) loss_giou_aux_5: 0.5645 (0.5637) loss_giou_dn_0: 0.5782 (0.5807) loss_giou_dn_1: 0.4828 (0.4721) loss_giou_dn_2: 0.4499 (0.4418) loss_giou_dn_3: 0.4444 (0.4336) loss_giou_dn_4: 0.4429 (0.4314) loss_giou_dn_5: 0.4430 (0.4316) loss_vfl: 0.6353 (0.6707) loss_vfl_aux_0: 0.7638 (0.7775) loss_vfl_aux_1: 0.7038 (0.7258) loss_vfl_aux_2: 0.6828 (0.6970) loss_vfl_aux_3: 0.6546 (0.6809) loss_vfl_aux_4: 0.6395 (0.6745) loss_vfl_aux_5: 0.7625 (0.7599) loss_vfl_dn_0: 0.4493 (0.4517) loss_vfl_dn_1: 0.3880 (0.3865) loss_vfl_dn_2: 0.3739 (0.3708) loss_vfl_dn_3: 0.3665 (0.3636) loss_vfl_dn_4: 0.3617 (0.3611) loss_vfl_dn_5: 0.3598 (0.3603) time: 0.4823 data: 0.0148 max mem: 5654 Epoch: [45] [ 900/7393] eta: 0:54:03 lr: 0.000010 loss: 15.3679 (15.7642) loss_bbox: 0.1474 (0.1521) loss_bbox_aux_0: 0.1620 (0.1644) loss_bbox_aux_1: 0.1517 (0.1573) loss_bbox_aux_2: 0.1538 (0.1552) loss_bbox_aux_3: 0.1557 (0.1535) loss_bbox_aux_4: 0.1510 (0.1525) loss_bbox_aux_5: 0.2052 (0.2014) loss_bbox_dn_0: 0.2633 (0.2645) loss_bbox_dn_1: 0.1940 (0.1941) loss_bbox_dn_2: 0.1740 (0.1738) loss_bbox_dn_3: 0.1664 (0.1678) loss_bbox_dn_4: 0.1643 (0.1664) loss_bbox_dn_5: 0.1643 (0.1664) loss_giou: 0.4573 (0.4727) loss_giou_aux_0: 0.4756 (0.4958) loss_giou_aux_1: 0.4708 (0.4827) loss_giou_aux_2: 0.4633 (0.4774) loss_giou_aux_3: 0.4652 (0.4749) loss_giou_aux_4: 0.4531 (0.4730) loss_giou_aux_5: 0.5323 (0.5616) loss_giou_dn_0: 0.5801 (0.5794) loss_giou_dn_1: 0.4716 (0.4709) loss_giou_dn_2: 0.4435 (0.4406) loss_giou_dn_3: 0.4340 (0.4324) loss_giou_dn_4: 0.4307 (0.4303) loss_giou_dn_5: 0.4311 (0.4305) loss_vfl: 0.6635 (0.6697) loss_vfl_aux_0: 0.7704 (0.7762) loss_vfl_aux_1: 0.7092 (0.7252) loss_vfl_aux_2: 0.6917 (0.6963) loss_vfl_aux_3: 0.6795 (0.6800) loss_vfl_aux_4: 0.6693 (0.6736) loss_vfl_aux_5: 0.7397 (0.7592) loss_vfl_dn_0: 0.4526 (0.4516) loss_vfl_dn_1: 0.3860 (0.3862) loss_vfl_dn_2: 0.3676 (0.3705) loss_vfl_dn_3: 0.3595 (0.3633) loss_vfl_dn_4: 0.3571 (0.3608) loss_vfl_dn_5: 0.3562 (0.3600) time: 0.4789 data: 0.0152 max mem: 5654 Epoch: [45] [1000/7393] eta: 0:53:00 lr: 0.000010 loss: 15.3481 (15.7808) loss_bbox: 0.1369 (0.1516) loss_bbox_aux_0: 0.1548 (0.1641) loss_bbox_aux_1: 0.1473 (0.1568) loss_bbox_aux_2: 0.1471 (0.1546) loss_bbox_aux_3: 0.1403 (0.1530) loss_bbox_aux_4: 0.1412 (0.1520) loss_bbox_aux_5: 0.1858 (0.2007) loss_bbox_dn_0: 0.2373 (0.2632) loss_bbox_dn_1: 0.1757 (0.1932) loss_bbox_dn_2: 0.1625 (0.1731) loss_bbox_dn_3: 0.1564 (0.1671) loss_bbox_dn_4: 0.1531 (0.1657) loss_bbox_dn_5: 0.1531 (0.1657) loss_giou: 0.4330 (0.4757) loss_giou_aux_0: 0.4593 (0.4988) loss_giou_aux_1: 0.4599 (0.4857) loss_giou_aux_2: 0.4344 (0.4804) loss_giou_aux_3: 0.4385 (0.4778) loss_giou_aux_4: 0.4329 (0.4760) loss_giou_aux_5: 0.5341 (0.5644) loss_giou_dn_0: 0.5679 (0.5812) loss_giou_dn_1: 0.4597 (0.4729) loss_giou_dn_2: 0.4218 (0.4427) loss_giou_dn_3: 0.4103 (0.4345) loss_giou_dn_4: 0.4073 (0.4324) loss_giou_dn_5: 0.4073 (0.4326) loss_vfl: 0.6542 (0.6689) loss_vfl_aux_0: 0.7367 (0.7740) loss_vfl_aux_1: 0.7157 (0.7237) loss_vfl_aux_2: 0.6856 (0.6956) loss_vfl_aux_3: 0.6696 (0.6794) loss_vfl_aux_4: 0.6542 (0.6726) loss_vfl_aux_5: 0.7313 (0.7574) loss_vfl_dn_0: 0.4492 (0.4514) loss_vfl_dn_1: 0.3851 (0.3863) loss_vfl_dn_2: 0.3677 (0.3707) loss_vfl_dn_3: 0.3592 (0.3636) loss_vfl_dn_4: 0.3596 (0.3610) loss_vfl_dn_5: 0.3577 (0.3603) time: 0.4824 data: 0.0157 max mem: 5654 Epoch: [45] [1100/7393] eta: 0:52:00 lr: 0.000010 loss: 15.8729 (15.7909) loss_bbox: 0.1388 (0.1523) loss_bbox_aux_0: 0.1585 (0.1648) loss_bbox_aux_1: 0.1425 (0.1574) loss_bbox_aux_2: 0.1400 (0.1552) loss_bbox_aux_3: 0.1380 (0.1535) loss_bbox_aux_4: 0.1388 (0.1526) loss_bbox_aux_5: 0.1930 (0.2013) loss_bbox_dn_0: 0.2737 (0.2645) loss_bbox_dn_1: 0.1968 (0.1945) loss_bbox_dn_2: 0.1828 (0.1744) loss_bbox_dn_3: 0.1740 (0.1684) loss_bbox_dn_4: 0.1721 (0.1670) loss_bbox_dn_5: 0.1705 (0.1670) loss_giou: 0.4186 (0.4750) loss_giou_aux_0: 0.4407 (0.4981) loss_giou_aux_1: 0.4234 (0.4847) loss_giou_aux_2: 0.4184 (0.4796) loss_giou_aux_3: 0.4142 (0.4768) loss_giou_aux_4: 0.4186 (0.4752) loss_giou_aux_5: 0.5228 (0.5635) loss_giou_dn_0: 0.5680 (0.5806) loss_giou_dn_1: 0.4557 (0.4725) loss_giou_dn_2: 0.4255 (0.4424) loss_giou_dn_3: 0.4146 (0.4341) loss_giou_dn_4: 0.4110 (0.4321) loss_giou_dn_5: 0.4112 (0.4323) loss_vfl: 0.6774 (0.6692) loss_vfl_aux_0: 0.7660 (0.7748) loss_vfl_aux_1: 0.7258 (0.7251) loss_vfl_aux_2: 0.6918 (0.6962) loss_vfl_aux_3: 0.6828 (0.6802) loss_vfl_aux_4: 0.6762 (0.6732) loss_vfl_aux_5: 0.7702 (0.7582) loss_vfl_dn_0: 0.4516 (0.4517) loss_vfl_dn_1: 0.3859 (0.3865) loss_vfl_dn_2: 0.3730 (0.3708) loss_vfl_dn_3: 0.3663 (0.3637) loss_vfl_dn_4: 0.3627 (0.3611) loss_vfl_dn_5: 0.3603 (0.3604) time: 0.4877 data: 0.0152 max mem: 5654 Epoch: [45] [1200/7393] eta: 0:51:03 lr: 0.000010 loss: 15.7163 (15.7807) loss_bbox: 0.1456 (0.1519) loss_bbox_aux_0: 0.1569 (0.1644) loss_bbox_aux_1: 0.1520 (0.1570) loss_bbox_aux_2: 0.1475 (0.1548) loss_bbox_aux_3: 0.1454 (0.1531) loss_bbox_aux_4: 0.1466 (0.1522) loss_bbox_aux_5: 0.1914 (0.2009) loss_bbox_dn_0: 0.2595 (0.2643) loss_bbox_dn_1: 0.1844 (0.1943) loss_bbox_dn_2: 0.1679 (0.1742) loss_bbox_dn_3: 0.1619 (0.1682) loss_bbox_dn_4: 0.1591 (0.1668) loss_bbox_dn_5: 0.1591 (0.1668) loss_giou: 0.4597 (0.4749) loss_giou_aux_0: 0.4808 (0.4979) loss_giou_aux_1: 0.4791 (0.4845) loss_giou_aux_2: 0.4638 (0.4796) loss_giou_aux_3: 0.4721 (0.4768) loss_giou_aux_4: 0.4619 (0.4751) loss_giou_aux_5: 0.5493 (0.5631) loss_giou_dn_0: 0.5395 (0.5804) loss_giou_dn_1: 0.4349 (0.4726) loss_giou_dn_2: 0.4118 (0.4423) loss_giou_dn_3: 0.4050 (0.4341) loss_giou_dn_4: 0.4029 (0.4320) loss_giou_dn_5: 0.4041 (0.4322) loss_vfl: 0.6229 (0.6686) loss_vfl_aux_0: 0.7325 (0.7742) loss_vfl_aux_1: 0.6853 (0.7243) loss_vfl_aux_2: 0.6547 (0.6953) loss_vfl_aux_3: 0.6437 (0.6799) loss_vfl_aux_4: 0.6335 (0.6728) loss_vfl_aux_5: 0.7334 (0.7582) loss_vfl_dn_0: 0.4443 (0.4514) loss_vfl_dn_1: 0.3820 (0.3863) loss_vfl_dn_2: 0.3642 (0.3706) loss_vfl_dn_3: 0.3596 (0.3635) loss_vfl_dn_4: 0.3547 (0.3609) loss_vfl_dn_5: 0.3541 (0.3601) time: 0.4870 data: 0.0153 max mem: 5654 Epoch: [45] [1300/7393] eta: 0:50:06 lr: 0.000010 loss: 15.9310 (15.7870) loss_bbox: 0.1512 (0.1522) loss_bbox_aux_0: 0.1661 (0.1644) loss_bbox_aux_1: 0.1605 (0.1572) loss_bbox_aux_2: 0.1554 (0.1549) loss_bbox_aux_3: 0.1540 (0.1532) loss_bbox_aux_4: 0.1538 (0.1524) loss_bbox_aux_5: 0.2119 (0.2008) loss_bbox_dn_0: 0.2710 (0.2645) loss_bbox_dn_1: 0.2033 (0.1947) loss_bbox_dn_2: 0.1855 (0.1745) loss_bbox_dn_3: 0.1780 (0.1685) loss_bbox_dn_4: 0.1768 (0.1672) loss_bbox_dn_5: 0.1768 (0.1672) loss_giou: 0.4222 (0.4741) loss_giou_aux_0: 0.4664 (0.4971) loss_giou_aux_1: 0.4415 (0.4837) loss_giou_aux_2: 0.4292 (0.4790) loss_giou_aux_3: 0.4317 (0.4760) loss_giou_aux_4: 0.4296 (0.4742) loss_giou_aux_5: 0.5229 (0.5622) loss_giou_dn_0: 0.5643 (0.5803) loss_giou_dn_1: 0.4476 (0.4725) loss_giou_dn_2: 0.4163 (0.4422) loss_giou_dn_3: 0.4027 (0.4339) loss_giou_dn_4: 0.3989 (0.4318) loss_giou_dn_5: 0.3990 (0.4320) loss_vfl: 0.6886 (0.6699) loss_vfl_aux_0: 0.7869 (0.7755) loss_vfl_aux_1: 0.7345 (0.7258) loss_vfl_aux_2: 0.6991 (0.6965) loss_vfl_aux_3: 0.6863 (0.6813) loss_vfl_aux_4: 0.6887 (0.6742) loss_vfl_aux_5: 0.7832 (0.7591) loss_vfl_dn_0: 0.4595 (0.4516) loss_vfl_dn_1: 0.3890 (0.3865) loss_vfl_dn_2: 0.3769 (0.3708) loss_vfl_dn_3: 0.3708 (0.3637) loss_vfl_dn_4: 0.3708 (0.3611) loss_vfl_dn_5: 0.3702 (0.3604) time: 0.4834 data: 0.0161 max mem: 5654 Epoch: [45] [1400/7393] eta: 0:49:12 lr: 0.000010 loss: 15.7790 (15.7927) loss_bbox: 0.1333 (0.1522) loss_bbox_aux_0: 0.1471 (0.1643) loss_bbox_aux_1: 0.1406 (0.1571) loss_bbox_aux_2: 0.1380 (0.1549) loss_bbox_aux_3: 0.1348 (0.1531) loss_bbox_aux_4: 0.1356 (0.1523) loss_bbox_aux_5: 0.1751 (0.2008) loss_bbox_dn_0: 0.2066 (0.2643) loss_bbox_dn_1: 0.1469 (0.1945) loss_bbox_dn_2: 0.1361 (0.1743) loss_bbox_dn_3: 0.1315 (0.1683) loss_bbox_dn_4: 0.1300 (0.1670) loss_bbox_dn_5: 0.1303 (0.1670) loss_giou: 0.4575 (0.4750) loss_giou_aux_0: 0.4886 (0.4980) loss_giou_aux_1: 0.4643 (0.4847) loss_giou_aux_2: 0.4664 (0.4801) loss_giou_aux_3: 0.4614 (0.4769) loss_giou_aux_4: 0.4566 (0.4751) loss_giou_aux_5: 0.5673 (0.5632) loss_giou_dn_0: 0.5778 (0.5809) loss_giou_dn_1: 0.4674 (0.4729) loss_giou_dn_2: 0.4456 (0.4426) loss_giou_dn_3: 0.4412 (0.4343) loss_giou_dn_4: 0.4386 (0.4322) loss_giou_dn_5: 0.4389 (0.4324) loss_vfl: 0.6340 (0.6700) loss_vfl_aux_0: 0.7452 (0.7753) loss_vfl_aux_1: 0.6780 (0.7254) loss_vfl_aux_2: 0.6498 (0.6960) loss_vfl_aux_3: 0.6506 (0.6812) loss_vfl_aux_4: 0.6432 (0.6743) loss_vfl_aux_5: 0.7181 (0.7585) loss_vfl_dn_0: 0.4508 (0.4513) loss_vfl_dn_1: 0.3854 (0.3863) loss_vfl_dn_2: 0.3724 (0.3708) loss_vfl_dn_3: 0.3664 (0.3637) loss_vfl_dn_4: 0.3638 (0.3611) loss_vfl_dn_5: 0.3632 (0.3604) time: 0.4780 data: 0.0147 max mem: 5654 Epoch: [45] [1500/7393] eta: 0:48:19 lr: 0.000010 loss: 15.2821 (15.7913) loss_bbox: 0.1472 (0.1520) loss_bbox_aux_0: 0.1569 (0.1642) loss_bbox_aux_1: 0.1520 (0.1570) loss_bbox_aux_2: 0.1489 (0.1548) loss_bbox_aux_3: 0.1447 (0.1529) loss_bbox_aux_4: 0.1460 (0.1521) loss_bbox_aux_5: 0.1899 (0.2006) loss_bbox_dn_0: 0.2249 (0.2641) loss_bbox_dn_1: 0.1656 (0.1943) loss_bbox_dn_2: 0.1530 (0.1742) loss_bbox_dn_3: 0.1480 (0.1681) loss_bbox_dn_4: 0.1454 (0.1668) loss_bbox_dn_5: 0.1454 (0.1668) loss_giou: 0.4345 (0.4751) loss_giou_aux_0: 0.4619 (0.4980) loss_giou_aux_1: 0.4381 (0.4846) loss_giou_aux_2: 0.4329 (0.4801) loss_giou_aux_3: 0.4314 (0.4769) loss_giou_aux_4: 0.4346 (0.4751) loss_giou_aux_5: 0.5306 (0.5633) loss_giou_dn_0: 0.5606 (0.5811) loss_giou_dn_1: 0.4674 (0.4732) loss_giou_dn_2: 0.4403 (0.4429) loss_giou_dn_3: 0.4298 (0.4346) loss_giou_dn_4: 0.4264 (0.4325) loss_giou_dn_5: 0.4264 (0.4327) loss_vfl: 0.6423 (0.6699) loss_vfl_aux_0: 0.7212 (0.7748) loss_vfl_aux_1: 0.6846 (0.7252) loss_vfl_aux_2: 0.6802 (0.6959) loss_vfl_aux_3: 0.6521 (0.6812) loss_vfl_aux_4: 0.6490 (0.6743) loss_vfl_aux_5: 0.7151 (0.7581) loss_vfl_dn_0: 0.4469 (0.4513) loss_vfl_dn_1: 0.3827 (0.3864) loss_vfl_dn_2: 0.3697 (0.3709) loss_vfl_dn_3: 0.3666 (0.3637) loss_vfl_dn_4: 0.3643 (0.3612) loss_vfl_dn_5: 0.3623 (0.3605) time: 0.4930 data: 0.0151 max mem: 5654 Epoch: [45] [1600/7393] eta: 0:47:26 lr: 0.000010 loss: 15.4113 (15.7835) loss_bbox: 0.1610 (0.1521) loss_bbox_aux_0: 0.1648 (0.1643) loss_bbox_aux_1: 0.1637 (0.1571) loss_bbox_aux_2: 0.1651 (0.1548) loss_bbox_aux_3: 0.1622 (0.1530) loss_bbox_aux_4: 0.1608 (0.1522) loss_bbox_aux_5: 0.1870 (0.2006) loss_bbox_dn_0: 0.2485 (0.2642) loss_bbox_dn_1: 0.1925 (0.1944) loss_bbox_dn_2: 0.1794 (0.1742) loss_bbox_dn_3: 0.1723 (0.1682) loss_bbox_dn_4: 0.1731 (0.1668) loss_bbox_dn_5: 0.1731 (0.1668) loss_giou: 0.4381 (0.4746) loss_giou_aux_0: 0.4618 (0.4976) loss_giou_aux_1: 0.4459 (0.4842) loss_giou_aux_2: 0.4369 (0.4796) loss_giou_aux_3: 0.4305 (0.4764) loss_giou_aux_4: 0.4377 (0.4746) loss_giou_aux_5: 0.5063 (0.5628) loss_giou_dn_0: 0.5550 (0.5807) loss_giou_dn_1: 0.4507 (0.4729) loss_giou_dn_2: 0.4312 (0.4426) loss_giou_dn_3: 0.4227 (0.4342) loss_giou_dn_4: 0.4244 (0.4322) loss_giou_dn_5: 0.4239 (0.4323) loss_vfl: 0.6113 (0.6695) loss_vfl_aux_0: 0.7034 (0.7740) loss_vfl_aux_1: 0.6745 (0.7249) loss_vfl_aux_2: 0.6343 (0.6955) loss_vfl_aux_3: 0.6343 (0.6809) loss_vfl_aux_4: 0.6206 (0.6737) loss_vfl_aux_5: 0.7117 (0.7572) loss_vfl_dn_0: 0.4401 (0.4512) loss_vfl_dn_1: 0.3829 (0.3865) loss_vfl_dn_2: 0.3653 (0.3709) loss_vfl_dn_3: 0.3556 (0.3638) loss_vfl_dn_4: 0.3530 (0.3613) loss_vfl_dn_5: 0.3534 (0.3605) time: 0.4692 data: 0.0145 max mem: 5654 Epoch: [45] [1700/7393] eta: 0:46:31 lr: 0.000010 loss: 15.4540 (15.7679) loss_bbox: 0.1493 (0.1519) loss_bbox_aux_0: 0.1547 (0.1644) loss_bbox_aux_1: 0.1513 (0.1569) loss_bbox_aux_2: 0.1501 (0.1547) loss_bbox_aux_3: 0.1505 (0.1528) loss_bbox_aux_4: 0.1545 (0.1520) loss_bbox_aux_5: 0.1928 (0.2005) loss_bbox_dn_0: 0.2447 (0.2642) loss_bbox_dn_1: 0.1846 (0.1942) loss_bbox_dn_2: 0.1682 (0.1740) loss_bbox_dn_3: 0.1658 (0.1680) loss_bbox_dn_4: 0.1667 (0.1666) loss_bbox_dn_5: 0.1668 (0.1666) loss_giou: 0.4479 (0.4737) loss_giou_aux_0: 0.4769 (0.4971) loss_giou_aux_1: 0.4526 (0.4833) loss_giou_aux_2: 0.4497 (0.4788) loss_giou_aux_3: 0.4424 (0.4755) loss_giou_aux_4: 0.4478 (0.4738) loss_giou_aux_5: 0.5310 (0.5622) loss_giou_dn_0: 0.5514 (0.5803) loss_giou_dn_1: 0.4629 (0.4724) loss_giou_dn_2: 0.4306 (0.4420) loss_giou_dn_3: 0.4223 (0.4337) loss_giou_dn_4: 0.4189 (0.4316) loss_giou_dn_5: 0.4188 (0.4318) loss_vfl: 0.6500 (0.6690) loss_vfl_aux_0: 0.7566 (0.7732) loss_vfl_aux_1: 0.7223 (0.7246) loss_vfl_aux_2: 0.6826 (0.6950) loss_vfl_aux_3: 0.6579 (0.6804) loss_vfl_aux_4: 0.6534 (0.6733) loss_vfl_aux_5: 0.7758 (0.7567) loss_vfl_dn_0: 0.4495 (0.4512) loss_vfl_dn_1: 0.3823 (0.3863) loss_vfl_dn_2: 0.3703 (0.3707) loss_vfl_dn_3: 0.3625 (0.3635) loss_vfl_dn_4: 0.3622 (0.3610) loss_vfl_dn_5: 0.3626 (0.3602) time: 0.4863 data: 0.0141 max mem: 5654 Epoch: [45] [1800/7393] eta: 0:45:40 lr: 0.000010 loss: 15.7410 (15.7574) loss_bbox: 0.1521 (0.1519) loss_bbox_aux_0: 0.1766 (0.1646) loss_bbox_aux_1: 0.1621 (0.1570) loss_bbox_aux_2: 0.1571 (0.1546) loss_bbox_aux_3: 0.1530 (0.1527) loss_bbox_aux_4: 0.1537 (0.1519) loss_bbox_aux_5: 0.2140 (0.2007) loss_bbox_dn_0: 0.2899 (0.2643) loss_bbox_dn_1: 0.2123 (0.1942) loss_bbox_dn_2: 0.1980 (0.1740) loss_bbox_dn_3: 0.1961 (0.1680) loss_bbox_dn_4: 0.1926 (0.1667) loss_bbox_dn_5: 0.1929 (0.1667) loss_giou: 0.4487 (0.4727) loss_giou_aux_0: 0.4786 (0.4963) loss_giou_aux_1: 0.4699 (0.4824) loss_giou_aux_2: 0.4655 (0.4778) loss_giou_aux_3: 0.4557 (0.4746) loss_giou_aux_4: 0.4478 (0.4728) loss_giou_aux_5: 0.5400 (0.5615) loss_giou_dn_0: 0.5912 (0.5797) loss_giou_dn_1: 0.4799 (0.4717) loss_giou_dn_2: 0.4484 (0.4413) loss_giou_dn_3: 0.4397 (0.4330) loss_giou_dn_4: 0.4376 (0.4310) loss_giou_dn_5: 0.4379 (0.4311) loss_vfl: 0.6542 (0.6694) loss_vfl_aux_0: 0.7342 (0.7726) loss_vfl_aux_1: 0.6880 (0.7244) loss_vfl_aux_2: 0.6593 (0.6951) loss_vfl_aux_3: 0.6566 (0.6806) loss_vfl_aux_4: 0.6556 (0.6736) loss_vfl_aux_5: 0.7466 (0.7563) loss_vfl_dn_0: 0.4454 (0.4510) loss_vfl_dn_1: 0.3878 (0.3862) loss_vfl_dn_2: 0.3712 (0.3706) loss_vfl_dn_3: 0.3645 (0.3634) loss_vfl_dn_4: 0.3622 (0.3609) loss_vfl_dn_5: 0.3614 (0.3601) time: 0.4732 data: 0.0140 max mem: 5654 Epoch: [45] [1900/7393] eta: 0:44:48 lr: 0.000010 loss: 15.4107 (15.7476) loss_bbox: 0.1665 (0.1519) loss_bbox_aux_0: 0.1714 (0.1644) loss_bbox_aux_1: 0.1671 (0.1569) loss_bbox_aux_2: 0.1669 (0.1545) loss_bbox_aux_3: 0.1655 (0.1527) loss_bbox_aux_4: 0.1641 (0.1519) loss_bbox_aux_5: 0.1956 (0.2003) loss_bbox_dn_0: 0.2434 (0.2641) loss_bbox_dn_1: 0.1841 (0.1941) loss_bbox_dn_2: 0.1600 (0.1739) loss_bbox_dn_3: 0.1563 (0.1679) loss_bbox_dn_4: 0.1542 (0.1665) loss_bbox_dn_5: 0.1541 (0.1665) loss_giou: 0.4606 (0.4725) loss_giou_aux_0: 0.4938 (0.4959) loss_giou_aux_1: 0.4633 (0.4821) loss_giou_aux_2: 0.4617 (0.4775) loss_giou_aux_3: 0.4661 (0.4742) loss_giou_aux_4: 0.4608 (0.4725) loss_giou_aux_5: 0.5520 (0.5610) loss_giou_dn_0: 0.5895 (0.5793) loss_giou_dn_1: 0.4740 (0.4714) loss_giou_dn_2: 0.4399 (0.4411) loss_giou_dn_3: 0.4285 (0.4328) loss_giou_dn_4: 0.4269 (0.4307) loss_giou_dn_5: 0.4270 (0.4309) loss_vfl: 0.6368 (0.6689) loss_vfl_aux_0: 0.7176 (0.7722) loss_vfl_aux_1: 0.6749 (0.7238) loss_vfl_aux_2: 0.6555 (0.6945) loss_vfl_aux_3: 0.6364 (0.6802) loss_vfl_aux_4: 0.6365 (0.6731) loss_vfl_aux_5: 0.7031 (0.7560) loss_vfl_dn_0: 0.4388 (0.4509) loss_vfl_dn_1: 0.3842 (0.3861) loss_vfl_dn_2: 0.3679 (0.3705) loss_vfl_dn_3: 0.3631 (0.3633) loss_vfl_dn_4: 0.3611 (0.3608) loss_vfl_dn_5: 0.3622 (0.3600) time: 0.4744 data: 0.0155 max mem: 5654 Epoch: [45] [2000/7393] eta: 0:44:13 lr: 0.000010 loss: 15.4744 (15.7531) loss_bbox: 0.1344 (0.1520) loss_bbox_aux_0: 0.1423 (0.1644) loss_bbox_aux_1: 0.1368 (0.1570) loss_bbox_aux_2: 0.1339 (0.1547) loss_bbox_aux_3: 0.1288 (0.1528) loss_bbox_aux_4: 0.1315 (0.1520) loss_bbox_aux_5: 0.1884 (0.2003) loss_bbox_dn_0: 0.2392 (0.2641) loss_bbox_dn_1: 0.1689 (0.1941) loss_bbox_dn_2: 0.1492 (0.1739) loss_bbox_dn_3: 0.1485 (0.1680) loss_bbox_dn_4: 0.1480 (0.1666) loss_bbox_dn_5: 0.1480 (0.1666) loss_giou: 0.4496 (0.4730) loss_giou_aux_0: 0.4595 (0.4965) loss_giou_aux_1: 0.4453 (0.4827) loss_giou_aux_2: 0.4468 (0.4782) loss_giou_aux_3: 0.4420 (0.4748) loss_giou_aux_4: 0.4427 (0.4731) loss_giou_aux_5: 0.5318 (0.5615) loss_giou_dn_0: 0.5676 (0.5793) loss_giou_dn_1: 0.4530 (0.4714) loss_giou_dn_2: 0.4285 (0.4411) loss_giou_dn_3: 0.4236 (0.4328) loss_giou_dn_4: 0.4222 (0.4307) loss_giou_dn_5: 0.4222 (0.4309) loss_vfl: 0.6865 (0.6690) loss_vfl_aux_0: 0.7631 (0.7722) loss_vfl_aux_1: 0.7351 (0.7237) loss_vfl_aux_2: 0.7037 (0.6942) loss_vfl_aux_3: 0.7004 (0.6803) loss_vfl_aux_4: 0.6920 (0.6731) loss_vfl_aux_5: 0.7551 (0.7562) loss_vfl_dn_0: 0.4568 (0.4509) loss_vfl_dn_1: 0.3958 (0.3861) loss_vfl_dn_2: 0.3767 (0.3705) loss_vfl_dn_3: 0.3719 (0.3634) loss_vfl_dn_4: 0.3693 (0.3608) loss_vfl_dn_5: 0.3699 (0.3600) time: 0.4636 data: 0.0148 max mem: 5654 Epoch: [45] [2100/7393] eta: 0:43:21 lr: 0.000010 loss: 16.3710 (15.7602) loss_bbox: 0.1646 (0.1523) loss_bbox_aux_0: 0.1808 (0.1648) loss_bbox_aux_1: 0.1774 (0.1573) loss_bbox_aux_2: 0.1668 (0.1550) loss_bbox_aux_3: 0.1589 (0.1531) loss_bbox_aux_4: 0.1591 (0.1523) loss_bbox_aux_5: 0.2333 (0.2007) loss_bbox_dn_0: 0.2812 (0.2648) loss_bbox_dn_1: 0.2064 (0.1947) loss_bbox_dn_2: 0.1874 (0.1744) loss_bbox_dn_3: 0.1778 (0.1684) loss_bbox_dn_4: 0.1754 (0.1671) loss_bbox_dn_5: 0.1754 (0.1671) loss_giou: 0.4379 (0.4724) loss_giou_aux_0: 0.4526 (0.4960) loss_giou_aux_1: 0.4435 (0.4822) loss_giou_aux_2: 0.4385 (0.4776) loss_giou_aux_3: 0.4359 (0.4741) loss_giou_aux_4: 0.4427 (0.4725) loss_giou_aux_5: 0.5236 (0.5609) loss_giou_dn_0: 0.5762 (0.5792) loss_giou_dn_1: 0.4491 (0.4713) loss_giou_dn_2: 0.4189 (0.4409) loss_giou_dn_3: 0.4144 (0.4326) loss_giou_dn_4: 0.4144 (0.4306) loss_giou_dn_5: 0.4144 (0.4308) loss_vfl: 0.6790 (0.6697) loss_vfl_aux_0: 0.8021 (0.7734) loss_vfl_aux_1: 0.7450 (0.7245) loss_vfl_aux_2: 0.7061 (0.6950) loss_vfl_aux_3: 0.7048 (0.6811) loss_vfl_aux_4: 0.6755 (0.6737) loss_vfl_aux_5: 0.7742 (0.7573) loss_vfl_dn_0: 0.4532 (0.4511) loss_vfl_dn_1: 0.3875 (0.3862) loss_vfl_dn_2: 0.3747 (0.3706) loss_vfl_dn_3: 0.3678 (0.3634) loss_vfl_dn_4: 0.3643 (0.3608) loss_vfl_dn_5: 0.3640 (0.3601) time: 0.4707 data: 0.0141 max mem: 5654 Epoch: [45] [2200/7393] eta: 0:42:28 lr: 0.000010 loss: 15.4594 (15.7528) loss_bbox: 0.1322 (0.1522) loss_bbox_aux_0: 0.1504 (0.1646) loss_bbox_aux_1: 0.1427 (0.1573) loss_bbox_aux_2: 0.1371 (0.1549) loss_bbox_aux_3: 0.1369 (0.1530) loss_bbox_aux_4: 0.1333 (0.1523) loss_bbox_aux_5: 0.1874 (0.2006) loss_bbox_dn_0: 0.2376 (0.2645) loss_bbox_dn_1: 0.1759 (0.1945) loss_bbox_dn_2: 0.1467 (0.1742) loss_bbox_dn_3: 0.1468 (0.1683) loss_bbox_dn_4: 0.1470 (0.1669) loss_bbox_dn_5: 0.1470 (0.1669) loss_giou: 0.4708 (0.4724) loss_giou_aux_0: 0.4914 (0.4959) loss_giou_aux_1: 0.4766 (0.4822) loss_giou_aux_2: 0.4868 (0.4776) loss_giou_aux_3: 0.4730 (0.4740) loss_giou_aux_4: 0.4699 (0.4724) loss_giou_aux_5: 0.5804 (0.5608) loss_giou_dn_0: 0.5733 (0.5789) loss_giou_dn_1: 0.4670 (0.4711) loss_giou_dn_2: 0.4349 (0.4407) loss_giou_dn_3: 0.4241 (0.4325) loss_giou_dn_4: 0.4211 (0.4304) loss_giou_dn_5: 0.4215 (0.4306) loss_vfl: 0.6331 (0.6693) loss_vfl_aux_0: 0.7303 (0.7728) loss_vfl_aux_1: 0.6777 (0.7239) loss_vfl_aux_2: 0.6521 (0.6944) loss_vfl_aux_3: 0.6349 (0.6807) loss_vfl_aux_4: 0.6274 (0.6733) loss_vfl_aux_5: 0.7100 (0.7568) loss_vfl_dn_0: 0.4473 (0.4511) loss_vfl_dn_1: 0.3819 (0.3861) loss_vfl_dn_2: 0.3668 (0.3705) loss_vfl_dn_3: 0.3607 (0.3633) loss_vfl_dn_4: 0.3577 (0.3608) loss_vfl_dn_5: 0.3551 (0.3600) time: 0.4801 data: 0.0138 max mem: 5654 Epoch: [45] [2300/7393] eta: 0:41:37 lr: 0.000010 loss: 15.6674 (15.7425) loss_bbox: 0.1294 (0.1522) loss_bbox_aux_0: 0.1400 (0.1646) loss_bbox_aux_1: 0.1388 (0.1573) loss_bbox_aux_2: 0.1324 (0.1549) loss_bbox_aux_3: 0.1288 (0.1530) loss_bbox_aux_4: 0.1260 (0.1523) loss_bbox_aux_5: 0.1801 (0.2007) loss_bbox_dn_0: 0.2136 (0.2646) loss_bbox_dn_1: 0.1516 (0.1945) loss_bbox_dn_2: 0.1370 (0.1743) loss_bbox_dn_3: 0.1316 (0.1683) loss_bbox_dn_4: 0.1320 (0.1670) loss_bbox_dn_5: 0.1320 (0.1670) loss_giou: 0.4938 (0.4721) loss_giou_aux_0: 0.5209 (0.4956) loss_giou_aux_1: 0.5056 (0.4819) loss_giou_aux_2: 0.4994 (0.4772) loss_giou_aux_3: 0.5016 (0.4738) loss_giou_aux_4: 0.5034 (0.4722) loss_giou_aux_5: 0.5774 (0.5604) loss_giou_dn_0: 0.6340 (0.5782) loss_giou_dn_1: 0.5205 (0.4706) loss_giou_dn_2: 0.4824 (0.4403) loss_giou_dn_3: 0.4782 (0.4320) loss_giou_dn_4: 0.4792 (0.4300) loss_giou_dn_5: 0.4793 (0.4302) loss_vfl: 0.6391 (0.6685) loss_vfl_aux_0: 0.6917 (0.7720) loss_vfl_aux_1: 0.6737 (0.7231) loss_vfl_aux_2: 0.6577 (0.6938) loss_vfl_aux_3: 0.6566 (0.6797) loss_vfl_aux_4: 0.6424 (0.6725) loss_vfl_aux_5: 0.6877 (0.7565) loss_vfl_dn_0: 0.4417 (0.4510) loss_vfl_dn_1: 0.3892 (0.3860) loss_vfl_dn_2: 0.3763 (0.3704) loss_vfl_dn_3: 0.3713 (0.3632) loss_vfl_dn_4: 0.3697 (0.3607) loss_vfl_dn_5: 0.3680 (0.3599) time: 0.4719 data: 0.0154 max mem: 5654 Epoch: [45] [2400/7393] eta: 0:40:45 lr: 0.000010 loss: 15.8640 (15.7449) loss_bbox: 0.1432 (0.1524) loss_bbox_aux_0: 0.1633 (0.1649) loss_bbox_aux_1: 0.1473 (0.1575) loss_bbox_aux_2: 0.1480 (0.1550) loss_bbox_aux_3: 0.1453 (0.1532) loss_bbox_aux_4: 0.1481 (0.1525) loss_bbox_aux_5: 0.2019 (0.2009) loss_bbox_dn_0: 0.2989 (0.2650) loss_bbox_dn_1: 0.2152 (0.1948) loss_bbox_dn_2: 0.1841 (0.1745) loss_bbox_dn_3: 0.1787 (0.1685) loss_bbox_dn_4: 0.1793 (0.1671) loss_bbox_dn_5: 0.1793 (0.1671) loss_giou: 0.4160 (0.4721) loss_giou_aux_0: 0.4487 (0.4955) loss_giou_aux_1: 0.4297 (0.4818) loss_giou_aux_2: 0.4307 (0.4772) loss_giou_aux_3: 0.4277 (0.4738) loss_giou_aux_4: 0.4203 (0.4722) loss_giou_aux_5: 0.4947 (0.5604) loss_giou_dn_0: 0.5435 (0.5783) loss_giou_dn_1: 0.4411 (0.4706) loss_giou_dn_2: 0.4131 (0.4403) loss_giou_dn_3: 0.4069 (0.4320) loss_giou_dn_4: 0.4026 (0.4299) loss_giou_dn_5: 0.4026 (0.4301) loss_vfl: 0.6563 (0.6683) loss_vfl_aux_0: 0.7621 (0.7719) loss_vfl_aux_1: 0.7044 (0.7232) loss_vfl_aux_2: 0.6669 (0.6939) loss_vfl_aux_3: 0.6686 (0.6796) loss_vfl_aux_4: 0.6542 (0.6723) loss_vfl_aux_5: 0.7744 (0.7566) loss_vfl_dn_0: 0.4539 (0.4511) loss_vfl_dn_1: 0.3858 (0.3860) loss_vfl_dn_2: 0.3701 (0.3704) loss_vfl_dn_3: 0.3590 (0.3632) loss_vfl_dn_4: 0.3587 (0.3606) loss_vfl_dn_5: 0.3565 (0.3599) time: 0.4800 data: 0.0145 max mem: 5654 Epoch: [45] [2500/7393] eta: 0:39:54 lr: 0.000010 loss: 15.3594 (15.7487) loss_bbox: 0.1490 (0.1526) loss_bbox_aux_0: 0.1540 (0.1650) loss_bbox_aux_1: 0.1515 (0.1576) loss_bbox_aux_2: 0.1520 (0.1551) loss_bbox_aux_3: 0.1461 (0.1533) loss_bbox_aux_4: 0.1502 (0.1527) loss_bbox_aux_5: 0.1963 (0.2011) loss_bbox_dn_0: 0.2753 (0.2651) loss_bbox_dn_1: 0.1918 (0.1949) loss_bbox_dn_2: 0.1678 (0.1746) loss_bbox_dn_3: 0.1619 (0.1686) loss_bbox_dn_4: 0.1592 (0.1673) loss_bbox_dn_5: 0.1592 (0.1673) loss_giou: 0.4270 (0.4721) loss_giou_aux_0: 0.4532 (0.4955) loss_giou_aux_1: 0.4471 (0.4818) loss_giou_aux_2: 0.4347 (0.4772) loss_giou_aux_3: 0.4274 (0.4738) loss_giou_aux_4: 0.4252 (0.4723) loss_giou_aux_5: 0.5156 (0.5604) loss_giou_dn_0: 0.5507 (0.5783) loss_giou_dn_1: 0.4572 (0.4707) loss_giou_dn_2: 0.4368 (0.4404) loss_giou_dn_3: 0.4285 (0.4321) loss_giou_dn_4: 0.4249 (0.4301) loss_giou_dn_5: 0.4247 (0.4302) loss_vfl: 0.6626 (0.6684) loss_vfl_aux_0: 0.7470 (0.7722) loss_vfl_aux_1: 0.7155 (0.7235) loss_vfl_aux_2: 0.6803 (0.6941) loss_vfl_aux_3: 0.6704 (0.6798) loss_vfl_aux_4: 0.6670 (0.6723) loss_vfl_aux_5: 0.7567 (0.7568) loss_vfl_dn_0: 0.4473 (0.4512) loss_vfl_dn_1: 0.3761 (0.3860) loss_vfl_dn_2: 0.3578 (0.3704) loss_vfl_dn_3: 0.3545 (0.3633) loss_vfl_dn_4: 0.3513 (0.3606) loss_vfl_dn_5: 0.3488 (0.3599) time: 0.4787 data: 0.0152 max mem: 5654 Epoch: [45] [2600/7393] eta: 0:39:16 lr: 0.000010 loss: 15.7230 (15.7541) loss_bbox: 0.1427 (0.1527) loss_bbox_aux_0: 0.1532 (0.1652) loss_bbox_aux_1: 0.1475 (0.1577) loss_bbox_aux_2: 0.1442 (0.1552) loss_bbox_aux_3: 0.1429 (0.1534) loss_bbox_aux_4: 0.1456 (0.1528) loss_bbox_aux_5: 0.1936 (0.2012) loss_bbox_dn_0: 0.2534 (0.2653) loss_bbox_dn_1: 0.1770 (0.1951) loss_bbox_dn_2: 0.1611 (0.1748) loss_bbox_dn_3: 0.1587 (0.1688) loss_bbox_dn_4: 0.1569 (0.1674) loss_bbox_dn_5: 0.1569 (0.1674) loss_giou: 0.4496 (0.4723) loss_giou_aux_0: 0.4883 (0.4957) loss_giou_aux_1: 0.4729 (0.4820) loss_giou_aux_2: 0.4590 (0.4773) loss_giou_aux_3: 0.4433 (0.4739) loss_giou_aux_4: 0.4439 (0.4724) loss_giou_aux_5: 0.5588 (0.5606) loss_giou_dn_0: 0.5743 (0.5784) loss_giou_dn_1: 0.4492 (0.4708) loss_giou_dn_2: 0.4156 (0.4405) loss_giou_dn_3: 0.4159 (0.4322) loss_giou_dn_4: 0.4163 (0.4302) loss_giou_dn_5: 0.4163 (0.4304) loss_vfl: 0.6706 (0.6688) loss_vfl_aux_0: 0.7837 (0.7724) loss_vfl_aux_1: 0.7384 (0.7236) loss_vfl_aux_2: 0.7357 (0.6946) loss_vfl_aux_3: 0.7096 (0.6802) loss_vfl_aux_4: 0.6752 (0.6727) loss_vfl_aux_5: 0.7377 (0.7569) loss_vfl_dn_0: 0.4487 (0.4512) loss_vfl_dn_1: 0.3879 (0.3860) loss_vfl_dn_2: 0.3732 (0.3704) loss_vfl_dn_3: 0.3629 (0.3632) loss_vfl_dn_4: 0.3598 (0.3606) loss_vfl_dn_5: 0.3593 (0.3598) time: 0.4711 data: 0.0147 max mem: 5654 Epoch: [45] [2700/7393] eta: 0:38:24 lr: 0.000010 loss: 15.6863 (15.7539) loss_bbox: 0.1640 (0.1529) loss_bbox_aux_0: 0.1871 (0.1655) loss_bbox_aux_1: 0.1770 (0.1580) loss_bbox_aux_2: 0.1710 (0.1554) loss_bbox_aux_3: 0.1620 (0.1536) loss_bbox_aux_4: 0.1645 (0.1530) loss_bbox_aux_5: 0.2128 (0.2016) loss_bbox_dn_0: 0.2960 (0.2658) loss_bbox_dn_1: 0.2092 (0.1954) loss_bbox_dn_2: 0.1926 (0.1751) loss_bbox_dn_3: 0.1837 (0.1691) loss_bbox_dn_4: 0.1822 (0.1677) loss_bbox_dn_5: 0.1822 (0.1677) loss_giou: 0.4291 (0.4717) loss_giou_aux_0: 0.4409 (0.4952) loss_giou_aux_1: 0.4420 (0.4815) loss_giou_aux_2: 0.4397 (0.4768) loss_giou_aux_3: 0.4314 (0.4733) loss_giou_aux_4: 0.4291 (0.4718) loss_giou_aux_5: 0.5271 (0.5603) loss_giou_dn_0: 0.5440 (0.5782) loss_giou_dn_1: 0.4421 (0.4705) loss_giou_dn_2: 0.4134 (0.4402) loss_giou_dn_3: 0.4014 (0.4319) loss_giou_dn_4: 0.3996 (0.4298) loss_giou_dn_5: 0.3996 (0.4300) loss_vfl: 0.6932 (0.6691) loss_vfl_aux_0: 0.7939 (0.7728) loss_vfl_aux_1: 0.7316 (0.7238) loss_vfl_aux_2: 0.7306 (0.6948) loss_vfl_aux_3: 0.7074 (0.6805) loss_vfl_aux_4: 0.6879 (0.6729) loss_vfl_aux_5: 0.7589 (0.7571) loss_vfl_dn_0: 0.4475 (0.4512) loss_vfl_dn_1: 0.3866 (0.3860) loss_vfl_dn_2: 0.3658 (0.3703) loss_vfl_dn_3: 0.3592 (0.3631) loss_vfl_dn_4: 0.3587 (0.3605) loss_vfl_dn_5: 0.3578 (0.3597) time: 0.4757 data: 0.0138 max mem: 5654 Epoch: [45] [2800/7393] eta: 0:37:33 lr: 0.000010 loss: 16.5827 (15.7527) loss_bbox: 0.1579 (0.1529) loss_bbox_aux_0: 0.1688 (0.1655) loss_bbox_aux_1: 0.1627 (0.1580) loss_bbox_aux_2: 0.1604 (0.1554) loss_bbox_aux_3: 0.1527 (0.1536) loss_bbox_aux_4: 0.1565 (0.1530) loss_bbox_aux_5: 0.2139 (0.2015) loss_bbox_dn_0: 0.2627 (0.2656) loss_bbox_dn_1: 0.1927 (0.1953) loss_bbox_dn_2: 0.1833 (0.1749) loss_bbox_dn_3: 0.1799 (0.1690) loss_bbox_dn_4: 0.1775 (0.1676) loss_bbox_dn_5: 0.1775 (0.1676) loss_giou: 0.4799 (0.4719) loss_giou_aux_0: 0.4977 (0.4955) loss_giou_aux_1: 0.4876 (0.4818) loss_giou_aux_2: 0.4882 (0.4770) loss_giou_aux_3: 0.4918 (0.4736) loss_giou_aux_4: 0.4863 (0.4721) loss_giou_aux_5: 0.5804 (0.5606) loss_giou_dn_0: 0.5978 (0.5783) loss_giou_dn_1: 0.4877 (0.4706) loss_giou_dn_2: 0.4627 (0.4403) loss_giou_dn_3: 0.4567 (0.4320) loss_giou_dn_4: 0.4521 (0.4300) loss_giou_dn_5: 0.4518 (0.4302) loss_vfl: 0.7015 (0.6686) loss_vfl_aux_0: 0.8122 (0.7725) loss_vfl_aux_1: 0.7673 (0.7232) loss_vfl_aux_2: 0.7233 (0.6943) loss_vfl_aux_3: 0.7102 (0.6799) loss_vfl_aux_4: 0.7115 (0.6724) loss_vfl_aux_5: 0.8009 (0.7568) loss_vfl_dn_0: 0.4506 (0.4512) loss_vfl_dn_1: 0.3949 (0.3860) loss_vfl_dn_2: 0.3752 (0.3703) loss_vfl_dn_3: 0.3685 (0.3632) loss_vfl_dn_4: 0.3659 (0.3606) loss_vfl_dn_5: 0.3647 (0.3598) time: 0.4748 data: 0.0143 max mem: 5654 Epoch: [45] [2900/7393] eta: 0:36:42 lr: 0.000010 loss: 15.1558 (15.7538) loss_bbox: 0.1464 (0.1530) loss_bbox_aux_0: 0.1633 (0.1656) loss_bbox_aux_1: 0.1544 (0.1581) loss_bbox_aux_2: 0.1518 (0.1555) loss_bbox_aux_3: 0.1503 (0.1537) loss_bbox_aux_4: 0.1471 (0.1530) loss_bbox_aux_5: 0.1987 (0.2015) loss_bbox_dn_0: 0.2453 (0.2656) loss_bbox_dn_1: 0.1800 (0.1953) loss_bbox_dn_2: 0.1644 (0.1749) loss_bbox_dn_3: 0.1568 (0.1690) loss_bbox_dn_4: 0.1553 (0.1676) loss_bbox_dn_5: 0.1554 (0.1676) loss_giou: 0.4495 (0.4724) loss_giou_aux_0: 0.4817 (0.4959) loss_giou_aux_1: 0.4709 (0.4823) loss_giou_aux_2: 0.4549 (0.4774) loss_giou_aux_3: 0.4565 (0.4740) loss_giou_aux_4: 0.4495 (0.4726) loss_giou_aux_5: 0.5607 (0.5608) loss_giou_dn_0: 0.5678 (0.5784) loss_giou_dn_1: 0.4543 (0.4708) loss_giou_dn_2: 0.4191 (0.4404) loss_giou_dn_3: 0.4131 (0.4322) loss_giou_dn_4: 0.4102 (0.4301) loss_giou_dn_5: 0.4106 (0.4303) loss_vfl: 0.6241 (0.6681) loss_vfl_aux_0: 0.7028 (0.7721) loss_vfl_aux_1: 0.6731 (0.7226) loss_vfl_aux_2: 0.6491 (0.6940) loss_vfl_aux_3: 0.6414 (0.6795) loss_vfl_aux_4: 0.6275 (0.6719) loss_vfl_aux_5: 0.6954 (0.7567) loss_vfl_dn_0: 0.4479 (0.4511) loss_vfl_dn_1: 0.3789 (0.3859) loss_vfl_dn_2: 0.3651 (0.3703) loss_vfl_dn_3: 0.3561 (0.3631) loss_vfl_dn_4: 0.3561 (0.3605) loss_vfl_dn_5: 0.3535 (0.3597) time: 0.4786 data: 0.0144 max mem: 5654 Epoch: [45] [3000/7393] eta: 0:35:52 lr: 0.000010 loss: 15.2316 (15.7545) loss_bbox: 0.1257 (0.1528) loss_bbox_aux_0: 0.1433 (0.1655) loss_bbox_aux_1: 0.1293 (0.1579) loss_bbox_aux_2: 0.1336 (0.1553) loss_bbox_aux_3: 0.1265 (0.1535) loss_bbox_aux_4: 0.1256 (0.1529) loss_bbox_aux_5: 0.1922 (0.2015) loss_bbox_dn_0: 0.2581 (0.2656) loss_bbox_dn_1: 0.1906 (0.1952) loss_bbox_dn_2: 0.1756 (0.1749) loss_bbox_dn_3: 0.1648 (0.1689) loss_bbox_dn_4: 0.1608 (0.1675) loss_bbox_dn_5: 0.1609 (0.1675) loss_giou: 0.4101 (0.4727) loss_giou_aux_0: 0.4595 (0.4961) loss_giou_aux_1: 0.4228 (0.4825) loss_giou_aux_2: 0.4184 (0.4776) loss_giou_aux_3: 0.4040 (0.4743) loss_giou_aux_4: 0.4023 (0.4728) loss_giou_aux_5: 0.5163 (0.5611) loss_giou_dn_0: 0.5718 (0.5786) loss_giou_dn_1: 0.4504 (0.4709) loss_giou_dn_2: 0.4175 (0.4406) loss_giou_dn_3: 0.4106 (0.4324) loss_giou_dn_4: 0.4071 (0.4303) loss_giou_dn_5: 0.4071 (0.4305) loss_vfl: 0.6765 (0.6680) loss_vfl_aux_0: 0.7815 (0.7719) loss_vfl_aux_1: 0.7361 (0.7226) loss_vfl_aux_2: 0.6966 (0.6940) loss_vfl_aux_3: 0.6871 (0.6795) loss_vfl_aux_4: 0.6865 (0.6719) loss_vfl_aux_5: 0.7593 (0.7566) loss_vfl_dn_0: 0.4503 (0.4511) loss_vfl_dn_1: 0.3804 (0.3859) loss_vfl_dn_2: 0.3656 (0.3703) loss_vfl_dn_3: 0.3584 (0.3631) loss_vfl_dn_4: 0.3586 (0.3605) loss_vfl_dn_5: 0.3570 (0.3597) time: 0.4817 data: 0.0143 max mem: 5654 Epoch: [45] [3100/7393] eta: 0:35:02 lr: 0.000010 loss: 15.6356 (15.7543) loss_bbox: 0.1415 (0.1528) loss_bbox_aux_0: 0.1500 (0.1655) loss_bbox_aux_1: 0.1444 (0.1579) loss_bbox_aux_2: 0.1400 (0.1553) loss_bbox_aux_3: 0.1432 (0.1534) loss_bbox_aux_4: 0.1412 (0.1528) loss_bbox_aux_5: 0.1815 (0.2015) loss_bbox_dn_0: 0.2392 (0.2654) loss_bbox_dn_1: 0.1662 (0.1951) loss_bbox_dn_2: 0.1427 (0.1748) loss_bbox_dn_3: 0.1384 (0.1688) loss_bbox_dn_4: 0.1370 (0.1674) loss_bbox_dn_5: 0.1370 (0.1674) loss_giou: 0.4785 (0.4729) loss_giou_aux_0: 0.5000 (0.4964) loss_giou_aux_1: 0.4764 (0.4827) loss_giou_aux_2: 0.4792 (0.4779) loss_giou_aux_3: 0.4807 (0.4745) loss_giou_aux_4: 0.4807 (0.4731) loss_giou_aux_5: 0.5676 (0.5613) loss_giou_dn_0: 0.5723 (0.5786) loss_giou_dn_1: 0.4635 (0.4709) loss_giou_dn_2: 0.4422 (0.4407) loss_giou_dn_3: 0.4298 (0.4325) loss_giou_dn_4: 0.4261 (0.4304) loss_giou_dn_5: 0.4261 (0.4306) loss_vfl: 0.6165 (0.6678) loss_vfl_aux_0: 0.7078 (0.7715) loss_vfl_aux_1: 0.6759 (0.7223) loss_vfl_aux_2: 0.6426 (0.6937) loss_vfl_aux_3: 0.6295 (0.6793) loss_vfl_aux_4: 0.6190 (0.6716) loss_vfl_aux_5: 0.7275 (0.7565) loss_vfl_dn_0: 0.4510 (0.4512) loss_vfl_dn_1: 0.3879 (0.3859) loss_vfl_dn_2: 0.3761 (0.3703) loss_vfl_dn_3: 0.3672 (0.3631) loss_vfl_dn_4: 0.3644 (0.3605) loss_vfl_dn_5: 0.3648 (0.3598) time: 0.4939 data: 0.0145 max mem: 5654 Epoch: [45] [3200/7393] eta: 0:34:12 lr: 0.000010 loss: 16.0821 (15.7591) loss_bbox: 0.1479 (0.1527) loss_bbox_aux_0: 0.1574 (0.1654) loss_bbox_aux_1: 0.1519 (0.1579) loss_bbox_aux_2: 0.1427 (0.1553) loss_bbox_aux_3: 0.1441 (0.1534) loss_bbox_aux_4: 0.1458 (0.1528) loss_bbox_aux_5: 0.1950 (0.2016) loss_bbox_dn_0: 0.2309 (0.2655) loss_bbox_dn_1: 0.1764 (0.1952) loss_bbox_dn_2: 0.1617 (0.1749) loss_bbox_dn_3: 0.1542 (0.1690) loss_bbox_dn_4: 0.1513 (0.1676) loss_bbox_dn_5: 0.1513 (0.1676) loss_giou: 0.5106 (0.4727) loss_giou_aux_0: 0.5358 (0.4963) loss_giou_aux_1: 0.5307 (0.4827) loss_giou_aux_2: 0.5211 (0.4779) loss_giou_aux_3: 0.5133 (0.4744) loss_giou_aux_4: 0.5119 (0.4730) loss_giou_aux_5: 0.5963 (0.5613) loss_giou_dn_0: 0.6104 (0.5786) loss_giou_dn_1: 0.5099 (0.4710) loss_giou_dn_2: 0.4785 (0.4408) loss_giou_dn_3: 0.4723 (0.4326) loss_giou_dn_4: 0.4699 (0.4305) loss_giou_dn_5: 0.4699 (0.4307) loss_vfl: 0.6847 (0.6685) loss_vfl_aux_0: 0.7486 (0.7721) loss_vfl_aux_1: 0.7205 (0.7228) loss_vfl_aux_2: 0.7049 (0.6941) loss_vfl_aux_3: 0.6823 (0.6799) loss_vfl_aux_4: 0.6755 (0.6723) loss_vfl_aux_5: 0.7324 (0.7569) loss_vfl_dn_0: 0.4529 (0.4512) loss_vfl_dn_1: 0.3909 (0.3860) loss_vfl_dn_2: 0.3789 (0.3704) loss_vfl_dn_3: 0.3702 (0.3632) loss_vfl_dn_4: 0.3680 (0.3606) loss_vfl_dn_5: 0.3665 (0.3598) time: 0.4821 data: 0.0143 max mem: 5654 Epoch: [45] [3300/7393] eta: 0:33:22 lr: 0.000010 loss: 16.1973 (15.7666) loss_bbox: 0.1563 (0.1529) loss_bbox_aux_0: 0.1682 (0.1656) loss_bbox_aux_1: 0.1571 (0.1580) loss_bbox_aux_2: 0.1551 (0.1555) loss_bbox_aux_3: 0.1568 (0.1535) loss_bbox_aux_4: 0.1570 (0.1529) loss_bbox_aux_5: 0.1960 (0.2019) loss_bbox_dn_0: 0.2586 (0.2660) loss_bbox_dn_1: 0.1855 (0.1956) loss_bbox_dn_2: 0.1662 (0.1752) loss_bbox_dn_3: 0.1599 (0.1692) loss_bbox_dn_4: 0.1585 (0.1679) loss_bbox_dn_5: 0.1586 (0.1679) loss_giou: 0.4548 (0.4728) loss_giou_aux_0: 0.4760 (0.4963) loss_giou_aux_1: 0.4586 (0.4827) loss_giou_aux_2: 0.4588 (0.4779) loss_giou_aux_3: 0.4500 (0.4744) loss_giou_aux_4: 0.4522 (0.4730) loss_giou_aux_5: 0.5615 (0.5614) loss_giou_dn_0: 0.5908 (0.5788) loss_giou_dn_1: 0.4741 (0.4712) loss_giou_dn_2: 0.4464 (0.4409) loss_giou_dn_3: 0.4350 (0.4327) loss_giou_dn_4: 0.4332 (0.4306) loss_giou_dn_5: 0.4331 (0.4308) loss_vfl: 0.6835 (0.6689) loss_vfl_aux_0: 0.8132 (0.7728) loss_vfl_aux_1: 0.7573 (0.7234) loss_vfl_aux_2: 0.7160 (0.6945) loss_vfl_aux_3: 0.6946 (0.6803) loss_vfl_aux_4: 0.6822 (0.6727) loss_vfl_aux_5: 0.7867 (0.7573) loss_vfl_dn_0: 0.4556 (0.4513) loss_vfl_dn_1: 0.3937 (0.3860) loss_vfl_dn_2: 0.3777 (0.3704) loss_vfl_dn_3: 0.3664 (0.3632) loss_vfl_dn_4: 0.3624 (0.3606) loss_vfl_dn_5: 0.3642 (0.3599) time: 0.4875 data: 0.0149 max mem: 5654 Epoch: [45] [3400/7393] eta: 0:32:40 lr: 0.000010 loss: 15.4418 (15.7678) loss_bbox: 0.1452 (0.1528) loss_bbox_aux_0: 0.1578 (0.1655) loss_bbox_aux_1: 0.1514 (0.1580) loss_bbox_aux_2: 0.1503 (0.1554) loss_bbox_aux_3: 0.1462 (0.1535) loss_bbox_aux_4: 0.1451 (0.1529) loss_bbox_aux_5: 0.2018 (0.2018) loss_bbox_dn_0: 0.2575 (0.2657) loss_bbox_dn_1: 0.1889 (0.1954) loss_bbox_dn_2: 0.1655 (0.1751) loss_bbox_dn_3: 0.1565 (0.1691) loss_bbox_dn_4: 0.1535 (0.1677) loss_bbox_dn_5: 0.1534 (0.1677) loss_giou: 0.4725 (0.4732) loss_giou_aux_0: 0.4971 (0.4968) loss_giou_aux_1: 0.4693 (0.4832) loss_giou_aux_2: 0.4674 (0.4784) loss_giou_aux_3: 0.4680 (0.4749) loss_giou_aux_4: 0.4813 (0.4734) loss_giou_aux_5: 0.5559 (0.5618) loss_giou_dn_0: 0.5779 (0.5790) loss_giou_dn_1: 0.4768 (0.4713) loss_giou_dn_2: 0.4538 (0.4411) loss_giou_dn_3: 0.4428 (0.4329) loss_giou_dn_4: 0.4389 (0.4308) loss_giou_dn_5: 0.4389 (0.4310) loss_vfl: 0.6403 (0.6687) loss_vfl_aux_0: 0.7581 (0.7726) loss_vfl_aux_1: 0.6914 (0.7231) loss_vfl_aux_2: 0.6674 (0.6942) loss_vfl_aux_3: 0.6558 (0.6801) loss_vfl_aux_4: 0.6475 (0.6725) loss_vfl_aux_5: 0.7218 (0.7570) loss_vfl_dn_0: 0.4468 (0.4512) loss_vfl_dn_1: 0.3830 (0.3860) loss_vfl_dn_2: 0.3664 (0.3704) loss_vfl_dn_3: 0.3608 (0.3632) loss_vfl_dn_4: 0.3568 (0.3606) loss_vfl_dn_5: 0.3584 (0.3599) time: 0.4650 data: 0.0137 max mem: 5654 Epoch: [45] [3500/7393] eta: 0:31:50 lr: 0.000010 loss: 15.8732 (15.7632) loss_bbox: 0.1463 (0.1528) loss_bbox_aux_0: 0.1537 (0.1654) loss_bbox_aux_1: 0.1520 (0.1579) loss_bbox_aux_2: 0.1465 (0.1554) loss_bbox_aux_3: 0.1445 (0.1534) loss_bbox_aux_4: 0.1444 (0.1528) loss_bbox_aux_5: 0.1954 (0.2017) loss_bbox_dn_0: 0.2403 (0.2657) loss_bbox_dn_1: 0.1758 (0.1954) loss_bbox_dn_2: 0.1579 (0.1750) loss_bbox_dn_3: 0.1518 (0.1690) loss_bbox_dn_4: 0.1498 (0.1677) loss_bbox_dn_5: 0.1498 (0.1677) loss_giou: 0.4519 (0.4727) loss_giou_aux_0: 0.4907 (0.4964) loss_giou_aux_1: 0.4757 (0.4827) loss_giou_aux_2: 0.4545 (0.4779) loss_giou_aux_3: 0.4529 (0.4743) loss_giou_aux_4: 0.4520 (0.4730) loss_giou_aux_5: 0.5483 (0.5612) loss_giou_dn_0: 0.5493 (0.5787) loss_giou_dn_1: 0.4486 (0.4711) loss_giou_dn_2: 0.4156 (0.4408) loss_giou_dn_3: 0.4070 (0.4326) loss_giou_dn_4: 0.4039 (0.4305) loss_giou_dn_5: 0.4038 (0.4307) loss_vfl: 0.6681 (0.6689) loss_vfl_aux_0: 0.7696 (0.7727) loss_vfl_aux_1: 0.7242 (0.7233) loss_vfl_aux_2: 0.6837 (0.6945) loss_vfl_aux_3: 0.6794 (0.6804) loss_vfl_aux_4: 0.6622 (0.6727) loss_vfl_aux_5: 0.7738 (0.7573) loss_vfl_dn_0: 0.4493 (0.4512) loss_vfl_dn_1: 0.3863 (0.3860) loss_vfl_dn_2: 0.3699 (0.3703) loss_vfl_dn_3: 0.3609 (0.3631) loss_vfl_dn_4: 0.3567 (0.3606) loss_vfl_dn_5: 0.3578 (0.3598) time: 0.4734 data: 0.0139 max mem: 5654 Epoch: [45] [3600/7393] eta: 0:31:00 lr: 0.000010 loss: 15.7097 (15.7675) loss_bbox: 0.1571 (0.1527) loss_bbox_aux_0: 0.1610 (0.1653) loss_bbox_aux_1: 0.1563 (0.1578) loss_bbox_aux_2: 0.1577 (0.1553) loss_bbox_aux_3: 0.1587 (0.1534) loss_bbox_aux_4: 0.1559 (0.1527) loss_bbox_aux_5: 0.1963 (0.2017) loss_bbox_dn_0: 0.2741 (0.2659) loss_bbox_dn_1: 0.2109 (0.1955) loss_bbox_dn_2: 0.1898 (0.1752) loss_bbox_dn_3: 0.1857 (0.1692) loss_bbox_dn_4: 0.1849 (0.1678) loss_bbox_dn_5: 0.1846 (0.1678) loss_giou: 0.4107 (0.4726) loss_giou_aux_0: 0.4337 (0.4962) loss_giou_aux_1: 0.4152 (0.4826) loss_giou_aux_2: 0.4167 (0.4777) loss_giou_aux_3: 0.4198 (0.4742) loss_giou_aux_4: 0.4076 (0.4728) loss_giou_aux_5: 0.5083 (0.5611) loss_giou_dn_0: 0.5583 (0.5788) loss_giou_dn_1: 0.4497 (0.4712) loss_giou_dn_2: 0.4298 (0.4409) loss_giou_dn_3: 0.4169 (0.4326) loss_giou_dn_4: 0.4153 (0.4306) loss_giou_dn_5: 0.4154 (0.4308) loss_vfl: 0.6969 (0.6696) loss_vfl_aux_0: 0.7690 (0.7733) loss_vfl_aux_1: 0.7550 (0.7237) loss_vfl_aux_2: 0.7137 (0.6950) loss_vfl_aux_3: 0.7093 (0.6810) loss_vfl_aux_4: 0.7027 (0.6733) loss_vfl_aux_5: 0.7838 (0.7579) loss_vfl_dn_0: 0.4501 (0.4513) loss_vfl_dn_1: 0.3849 (0.3861) loss_vfl_dn_2: 0.3711 (0.3704) loss_vfl_dn_3: 0.3630 (0.3632) loss_vfl_dn_4: 0.3604 (0.3606) loss_vfl_dn_5: 0.3597 (0.3599) time: 0.4730 data: 0.0146 max mem: 5654 Epoch: [45] [3700/7393] eta: 0:30:09 lr: 0.000010 loss: 16.5578 (15.7689) loss_bbox: 0.1506 (0.1527) loss_bbox_aux_0: 0.1509 (0.1652) loss_bbox_aux_1: 0.1469 (0.1578) loss_bbox_aux_2: 0.1484 (0.1553) loss_bbox_aux_3: 0.1499 (0.1533) loss_bbox_aux_4: 0.1506 (0.1527) loss_bbox_aux_5: 0.1929 (0.2016) loss_bbox_dn_0: 0.2548 (0.2659) loss_bbox_dn_1: 0.1834 (0.1955) loss_bbox_dn_2: 0.1646 (0.1751) loss_bbox_dn_3: 0.1576 (0.1692) loss_bbox_dn_4: 0.1586 (0.1678) loss_bbox_dn_5: 0.1586 (0.1678) loss_giou: 0.5054 (0.4727) loss_giou_aux_0: 0.5310 (0.4963) loss_giou_aux_1: 0.5254 (0.4827) loss_giou_aux_2: 0.5064 (0.4778) loss_giou_aux_3: 0.5040 (0.4743) loss_giou_aux_4: 0.5044 (0.4730) loss_giou_aux_5: 0.6083 (0.5612) loss_giou_dn_0: 0.6129 (0.5790) loss_giou_dn_1: 0.5166 (0.4713) loss_giou_dn_2: 0.4869 (0.4410) loss_giou_dn_3: 0.4877 (0.4328) loss_giou_dn_4: 0.4863 (0.4307) loss_giou_dn_5: 0.4871 (0.4309) loss_vfl: 0.6396 (0.6695) loss_vfl_aux_0: 0.7420 (0.7734) loss_vfl_aux_1: 0.6864 (0.7237) loss_vfl_aux_2: 0.6682 (0.6951) loss_vfl_aux_3: 0.6479 (0.6809) loss_vfl_aux_4: 0.6452 (0.6732) loss_vfl_aux_5: 0.7383 (0.7579) loss_vfl_dn_0: 0.4460 (0.4513) loss_vfl_dn_1: 0.3882 (0.3861) loss_vfl_dn_2: 0.3737 (0.3704) loss_vfl_dn_3: 0.3670 (0.3632) loss_vfl_dn_4: 0.3616 (0.3607) loss_vfl_dn_5: 0.3623 (0.3599) time: 0.4800 data: 0.0143 max mem: 5654 Epoch: [45] [3800/7393] eta: 0:29:19 lr: 0.000010 loss: 15.6502 (15.7665) loss_bbox: 0.1417 (0.1528) loss_bbox_aux_0: 0.1517 (0.1653) loss_bbox_aux_1: 0.1467 (0.1579) loss_bbox_aux_2: 0.1432 (0.1554) loss_bbox_aux_3: 0.1416 (0.1535) loss_bbox_aux_4: 0.1417 (0.1528) loss_bbox_aux_5: 0.2017 (0.2017) loss_bbox_dn_0: 0.2255 (0.2658) loss_bbox_dn_1: 0.1631 (0.1955) loss_bbox_dn_2: 0.1488 (0.1751) loss_bbox_dn_3: 0.1448 (0.1692) loss_bbox_dn_4: 0.1442 (0.1678) loss_bbox_dn_5: 0.1442 (0.1678) loss_giou: 0.4468 (0.4726) loss_giou_aux_0: 0.4760 (0.4961) loss_giou_aux_1: 0.4601 (0.4825) loss_giou_aux_2: 0.4501 (0.4777) loss_giou_aux_3: 0.4499 (0.4742) loss_giou_aux_4: 0.4494 (0.4728) loss_giou_aux_5: 0.5477 (0.5610) loss_giou_dn_0: 0.5685 (0.5788) loss_giou_dn_1: 0.4680 (0.4711) loss_giou_dn_2: 0.4399 (0.4409) loss_giou_dn_3: 0.4304 (0.4326) loss_giou_dn_4: 0.4288 (0.4306) loss_giou_dn_5: 0.4288 (0.4308) loss_vfl: 0.6633 (0.6694) loss_vfl_aux_0: 0.7721 (0.7733) loss_vfl_aux_1: 0.7474 (0.7237) loss_vfl_aux_2: 0.6984 (0.6949) loss_vfl_aux_3: 0.6843 (0.6808) loss_vfl_aux_4: 0.6625 (0.6731) loss_vfl_aux_5: 0.7469 (0.7578) loss_vfl_dn_0: 0.4553 (0.4512) loss_vfl_dn_1: 0.3875 (0.3860) loss_vfl_dn_2: 0.3708 (0.3703) loss_vfl_dn_3: 0.3660 (0.3632) loss_vfl_dn_4: 0.3634 (0.3606) loss_vfl_dn_5: 0.3626 (0.3598) time: 0.4789 data: 0.0137 max mem: 5654 Epoch: [45] [3900/7393] eta: 0:28:35 lr: 0.000010 loss: 15.4898 (15.7669) loss_bbox: 0.1531 (0.1527) loss_bbox_aux_0: 0.1609 (0.1653) loss_bbox_aux_1: 0.1561 (0.1579) loss_bbox_aux_2: 0.1523 (0.1553) loss_bbox_aux_3: 0.1518 (0.1534) loss_bbox_aux_4: 0.1519 (0.1528) loss_bbox_aux_5: 0.1924 (0.2017) loss_bbox_dn_0: 0.2591 (0.2658) loss_bbox_dn_1: 0.1957 (0.1954) loss_bbox_dn_2: 0.1750 (0.1751) loss_bbox_dn_3: 0.1683 (0.1691) loss_bbox_dn_4: 0.1666 (0.1677) loss_bbox_dn_5: 0.1664 (0.1678) loss_giou: 0.4092 (0.4728) loss_giou_aux_0: 0.4310 (0.4963) loss_giou_aux_1: 0.4256 (0.4828) loss_giou_aux_2: 0.4209 (0.4779) loss_giou_aux_3: 0.4187 (0.4745) loss_giou_aux_4: 0.4104 (0.4730) loss_giou_aux_5: 0.5054 (0.5611) loss_giou_dn_0: 0.5396 (0.5788) loss_giou_dn_1: 0.4330 (0.4711) loss_giou_dn_2: 0.3971 (0.4409) loss_giou_dn_3: 0.3879 (0.4327) loss_giou_dn_4: 0.3829 (0.4306) loss_giou_dn_5: 0.3828 (0.4308) loss_vfl: 0.6609 (0.6693) loss_vfl_aux_0: 0.8082 (0.7733) loss_vfl_aux_1: 0.7524 (0.7236) loss_vfl_aux_2: 0.7059 (0.6949) loss_vfl_aux_3: 0.6965 (0.6806) loss_vfl_aux_4: 0.6837 (0.6730) loss_vfl_aux_5: 0.7643 (0.7577) loss_vfl_dn_0: 0.4566 (0.4513) loss_vfl_dn_1: 0.3859 (0.3861) loss_vfl_dn_2: 0.3649 (0.3704) loss_vfl_dn_3: 0.3568 (0.3632) loss_vfl_dn_4: 0.3559 (0.3606) loss_vfl_dn_5: 0.3565 (0.3599) time: 0.7709 data: 0.0142 max mem: 5654 Epoch: [45] [4000/7393] eta: 0:27:45 lr: 0.000010 loss: 16.5123 (15.7695) loss_bbox: 0.1537 (0.1527) loss_bbox_aux_0: 0.1649 (0.1653) loss_bbox_aux_1: 0.1586 (0.1579) loss_bbox_aux_2: 0.1556 (0.1553) loss_bbox_aux_3: 0.1592 (0.1534) loss_bbox_aux_4: 0.1566 (0.1528) loss_bbox_aux_5: 0.2053 (0.2017) loss_bbox_dn_0: 0.2739 (0.2659) loss_bbox_dn_1: 0.1988 (0.1955) loss_bbox_dn_2: 0.1802 (0.1752) loss_bbox_dn_3: 0.1752 (0.1692) loss_bbox_dn_4: 0.1723 (0.1678) loss_bbox_dn_5: 0.1722 (0.1678) loss_giou: 0.4302 (0.4728) loss_giou_aux_0: 0.4515 (0.4963) loss_giou_aux_1: 0.4302 (0.4828) loss_giou_aux_2: 0.4358 (0.4778) loss_giou_aux_3: 0.4322 (0.4744) loss_giou_aux_4: 0.4294 (0.4730) loss_giou_aux_5: 0.5270 (0.5612) loss_giou_dn_0: 0.5716 (0.5790) loss_giou_dn_1: 0.4798 (0.4713) loss_giou_dn_2: 0.4437 (0.4410) loss_giou_dn_3: 0.4320 (0.4328) loss_giou_dn_4: 0.4287 (0.4308) loss_giou_dn_5: 0.4289 (0.4309) loss_vfl: 0.6740 (0.6695) loss_vfl_aux_0: 0.7833 (0.7735) loss_vfl_aux_1: 0.7325 (0.7236) loss_vfl_aux_2: 0.7052 (0.6950) loss_vfl_aux_3: 0.6926 (0.6808) loss_vfl_aux_4: 0.6818 (0.6732) loss_vfl_aux_5: 0.7851 (0.7578) loss_vfl_dn_0: 0.4578 (0.4513) loss_vfl_dn_1: 0.3972 (0.3861) loss_vfl_dn_2: 0.3743 (0.3704) loss_vfl_dn_3: 0.3719 (0.3632) loss_vfl_dn_4: 0.3697 (0.3607) loss_vfl_dn_5: 0.3689 (0.3599) time: 0.4781 data: 0.0139 max mem: 5654 Epoch: [45] [4100/7393] eta: 0:26:55 lr: 0.000010 loss: 15.3385 (15.7766) loss_bbox: 0.1468 (0.1527) loss_bbox_aux_0: 0.1611 (0.1652) loss_bbox_aux_1: 0.1500 (0.1579) loss_bbox_aux_2: 0.1513 (0.1553) loss_bbox_aux_3: 0.1483 (0.1534) loss_bbox_aux_4: 0.1438 (0.1527) loss_bbox_aux_5: 0.2015 (0.2017) loss_bbox_dn_0: 0.2630 (0.2660) loss_bbox_dn_1: 0.1841 (0.1956) loss_bbox_dn_2: 0.1557 (0.1752) loss_bbox_dn_3: 0.1454 (0.1692) loss_bbox_dn_4: 0.1439 (0.1678) loss_bbox_dn_5: 0.1437 (0.1679) loss_giou: 0.4193 (0.4730) loss_giou_aux_0: 0.4510 (0.4965) loss_giou_aux_1: 0.4367 (0.4830) loss_giou_aux_2: 0.4202 (0.4780) loss_giou_aux_3: 0.4128 (0.4747) loss_giou_aux_4: 0.4126 (0.4732) loss_giou_aux_5: 0.5259 (0.5615) loss_giou_dn_0: 0.5491 (0.5793) loss_giou_dn_1: 0.4435 (0.4717) loss_giou_dn_2: 0.4164 (0.4413) loss_giou_dn_3: 0.4064 (0.4331) loss_giou_dn_4: 0.4042 (0.4311) loss_giou_dn_5: 0.4042 (0.4312) loss_vfl: 0.6748 (0.6700) loss_vfl_aux_0: 0.7610 (0.7740) loss_vfl_aux_1: 0.7196 (0.7240) loss_vfl_aux_2: 0.6844 (0.6954) loss_vfl_aux_3: 0.6741 (0.6812) loss_vfl_aux_4: 0.6678 (0.6736) loss_vfl_aux_5: 0.7674 (0.7580) loss_vfl_dn_0: 0.4571 (0.4514) loss_vfl_dn_1: 0.3871 (0.3862) loss_vfl_dn_2: 0.3700 (0.3705) loss_vfl_dn_3: 0.3588 (0.3634) loss_vfl_dn_4: 0.3548 (0.3608) loss_vfl_dn_5: 0.3547 (0.3600) time: 0.4807 data: 0.0135 max mem: 5654 Epoch: [45] [4200/7393] eta: 0:26:05 lr: 0.000010 loss: 15.6670 (15.7771) loss_bbox: 0.1518 (0.1526) loss_bbox_aux_0: 0.1630 (0.1652) loss_bbox_aux_1: 0.1566 (0.1578) loss_bbox_aux_2: 0.1554 (0.1552) loss_bbox_aux_3: 0.1488 (0.1533) loss_bbox_aux_4: 0.1513 (0.1527) loss_bbox_aux_5: 0.1881 (0.2015) loss_bbox_dn_0: 0.2520 (0.2659) loss_bbox_dn_1: 0.1751 (0.1955) loss_bbox_dn_2: 0.1568 (0.1751) loss_bbox_dn_3: 0.1514 (0.1691) loss_bbox_dn_4: 0.1515 (0.1678) loss_bbox_dn_5: 0.1515 (0.1678) loss_giou: 0.5128 (0.4730) loss_giou_aux_0: 0.5308 (0.4965) loss_giou_aux_1: 0.5073 (0.4830) loss_giou_aux_2: 0.5048 (0.4780) loss_giou_aux_3: 0.5077 (0.4747) loss_giou_aux_4: 0.5158 (0.4732) loss_giou_aux_5: 0.5835 (0.5615) loss_giou_dn_0: 0.5757 (0.5793) loss_giou_dn_1: 0.4747 (0.4716) loss_giou_dn_2: 0.4508 (0.4413) loss_giou_dn_3: 0.4425 (0.4331) loss_giou_dn_4: 0.4407 (0.4310) loss_giou_dn_5: 0.4405 (0.4312) loss_vfl: 0.6525 (0.6701) loss_vfl_aux_0: 0.7739 (0.7742) loss_vfl_aux_1: 0.7248 (0.7242) loss_vfl_aux_2: 0.6875 (0.6956) loss_vfl_aux_3: 0.6778 (0.6814) loss_vfl_aux_4: 0.6578 (0.6738) loss_vfl_aux_5: 0.7540 (0.7582) loss_vfl_dn_0: 0.4513 (0.4515) loss_vfl_dn_1: 0.3879 (0.3863) loss_vfl_dn_2: 0.3687 (0.3706) loss_vfl_dn_3: 0.3619 (0.3634) loss_vfl_dn_4: 0.3578 (0.3608) loss_vfl_dn_5: 0.3567 (0.3601) time: 0.4837 data: 0.0147 max mem: 5654 Epoch: [45] [4300/7393] eta: 0:25:16 lr: 0.000010 loss: 15.6823 (15.7791) loss_bbox: 0.1474 (0.1526) loss_bbox_aux_0: 0.1655 (0.1651) loss_bbox_aux_1: 0.1597 (0.1578) loss_bbox_aux_2: 0.1579 (0.1552) loss_bbox_aux_3: 0.1511 (0.1533) loss_bbox_aux_4: 0.1507 (0.1526) loss_bbox_aux_5: 0.2021 (0.2015) loss_bbox_dn_0: 0.2280 (0.2658) loss_bbox_dn_1: 0.1713 (0.1954) loss_bbox_dn_2: 0.1576 (0.1750) loss_bbox_dn_3: 0.1492 (0.1691) loss_bbox_dn_4: 0.1488 (0.1677) loss_bbox_dn_5: 0.1488 (0.1677) loss_giou: 0.4627 (0.4732) loss_giou_aux_0: 0.4737 (0.4967) loss_giou_aux_1: 0.4623 (0.4833) loss_giou_aux_2: 0.4672 (0.4783) loss_giou_aux_3: 0.4676 (0.4749) loss_giou_aux_4: 0.4699 (0.4735) loss_giou_aux_5: 0.5534 (0.5617) loss_giou_dn_0: 0.5609 (0.5793) loss_giou_dn_1: 0.4621 (0.4717) loss_giou_dn_2: 0.4348 (0.4413) loss_giou_dn_3: 0.4239 (0.4331) loss_giou_dn_4: 0.4209 (0.4311) loss_giou_dn_5: 0.4216 (0.4312) loss_vfl: 0.6744 (0.6701) loss_vfl_aux_0: 0.7935 (0.7742) loss_vfl_aux_1: 0.7432 (0.7243) loss_vfl_aux_2: 0.6862 (0.6956) loss_vfl_aux_3: 0.6860 (0.6814) loss_vfl_aux_4: 0.6713 (0.6738) loss_vfl_aux_5: 0.7648 (0.7583) loss_vfl_dn_0: 0.4563 (0.4515) loss_vfl_dn_1: 0.3836 (0.3863) loss_vfl_dn_2: 0.3684 (0.3706) loss_vfl_dn_3: 0.3633 (0.3635) loss_vfl_dn_4: 0.3630 (0.3609) loss_vfl_dn_5: 0.3603 (0.3601) time: 0.4849 data: 0.0142 max mem: 5654 Epoch: [45] [4400/7393] eta: 0:24:26 lr: 0.000010 loss: 15.3733 (15.7810) loss_bbox: 0.1540 (0.1527) loss_bbox_aux_0: 0.1555 (0.1652) loss_bbox_aux_1: 0.1590 (0.1579) loss_bbox_aux_2: 0.1550 (0.1553) loss_bbox_aux_3: 0.1534 (0.1534) loss_bbox_aux_4: 0.1537 (0.1527) loss_bbox_aux_5: 0.1985 (0.2016) loss_bbox_dn_0: 0.2602 (0.2659) loss_bbox_dn_1: 0.1997 (0.1955) loss_bbox_dn_2: 0.1793 (0.1751) loss_bbox_dn_3: 0.1754 (0.1692) loss_bbox_dn_4: 0.1749 (0.1678) loss_bbox_dn_5: 0.1749 (0.1678) loss_giou: 0.4411 (0.4731) loss_giou_aux_0: 0.4663 (0.4966) loss_giou_aux_1: 0.4557 (0.4831) loss_giou_aux_2: 0.4465 (0.4781) loss_giou_aux_3: 0.4496 (0.4748) loss_giou_aux_4: 0.4443 (0.4733) loss_giou_aux_5: 0.5300 (0.5616) loss_giou_dn_0: 0.5609 (0.5793) loss_giou_dn_1: 0.4562 (0.4716) loss_giou_dn_2: 0.4280 (0.4413) loss_giou_dn_3: 0.4182 (0.4330) loss_giou_dn_4: 0.4169 (0.4310) loss_giou_dn_5: 0.4170 (0.4312) loss_vfl: 0.6858 (0.6705) loss_vfl_aux_0: 0.7654 (0.7746) loss_vfl_aux_1: 0.7234 (0.7244) loss_vfl_aux_2: 0.7012 (0.6959) loss_vfl_aux_3: 0.6938 (0.6817) loss_vfl_aux_4: 0.6890 (0.6741) loss_vfl_aux_5: 0.7509 (0.7584) loss_vfl_dn_0: 0.4489 (0.4516) loss_vfl_dn_1: 0.3848 (0.3864) loss_vfl_dn_2: 0.3709 (0.3707) loss_vfl_dn_3: 0.3643 (0.3635) loss_vfl_dn_4: 0.3614 (0.3609) loss_vfl_dn_5: 0.3592 (0.3602) time: 0.4782 data: 0.0141 max mem: 5654 Epoch: [45] [4500/7393] eta: 0:23:36 lr: 0.000010 loss: 15.6846 (15.7842) loss_bbox: 0.1501 (0.1526) loss_bbox_aux_0: 0.1564 (0.1652) loss_bbox_aux_1: 0.1568 (0.1579) loss_bbox_aux_2: 0.1455 (0.1553) loss_bbox_aux_3: 0.1506 (0.1534) loss_bbox_aux_4: 0.1501 (0.1527) loss_bbox_aux_5: 0.2022 (0.2016) loss_bbox_dn_0: 0.2652 (0.2658) loss_bbox_dn_1: 0.1956 (0.1955) loss_bbox_dn_2: 0.1759 (0.1751) loss_bbox_dn_3: 0.1714 (0.1691) loss_bbox_dn_4: 0.1707 (0.1678) loss_bbox_dn_5: 0.1707 (0.1678) loss_giou: 0.4600 (0.4735) loss_giou_aux_0: 0.4721 (0.4970) loss_giou_aux_1: 0.4812 (0.4836) loss_giou_aux_2: 0.4657 (0.4786) loss_giou_aux_3: 0.4524 (0.4752) loss_giou_aux_4: 0.4599 (0.4738) loss_giou_aux_5: 0.5261 (0.5620) loss_giou_dn_0: 0.5665 (0.5794) loss_giou_dn_1: 0.4731 (0.4718) loss_giou_dn_2: 0.4495 (0.4415) loss_giou_dn_3: 0.4427 (0.4333) loss_giou_dn_4: 0.4388 (0.4312) loss_giou_dn_5: 0.4389 (0.4314) loss_vfl: 0.6870 (0.6703) loss_vfl_aux_0: 0.7832 (0.7744) loss_vfl_aux_1: 0.7367 (0.7242) loss_vfl_aux_2: 0.7127 (0.6957) loss_vfl_aux_3: 0.7173 (0.6816) loss_vfl_aux_4: 0.6904 (0.6740) loss_vfl_aux_5: 0.7749 (0.7582) loss_vfl_dn_0: 0.4560 (0.4516) loss_vfl_dn_1: 0.3924 (0.3864) loss_vfl_dn_2: 0.3764 (0.3707) loss_vfl_dn_3: 0.3718 (0.3636) loss_vfl_dn_4: 0.3681 (0.3610) loss_vfl_dn_5: 0.3673 (0.3602) time: 0.4705 data: 0.0143 max mem: 5654 Epoch: [45] [4600/7393] eta: 0:22:47 lr: 0.000010 loss: 15.5763 (15.7810) loss_bbox: 0.1351 (0.1526) loss_bbox_aux_0: 0.1543 (0.1652) loss_bbox_aux_1: 0.1371 (0.1579) loss_bbox_aux_2: 0.1356 (0.1552) loss_bbox_aux_3: 0.1366 (0.1533) loss_bbox_aux_4: 0.1351 (0.1527) loss_bbox_aux_5: 0.1869 (0.2017) loss_bbox_dn_0: 0.2311 (0.2658) loss_bbox_dn_1: 0.1602 (0.1954) loss_bbox_dn_2: 0.1446 (0.1751) loss_bbox_dn_3: 0.1401 (0.1691) loss_bbox_dn_4: 0.1394 (0.1678) loss_bbox_dn_5: 0.1394 (0.1678) loss_giou: 0.4612 (0.4733) loss_giou_aux_0: 0.4825 (0.4968) loss_giou_aux_1: 0.4722 (0.4834) loss_giou_aux_2: 0.4696 (0.4783) loss_giou_aux_3: 0.4647 (0.4750) loss_giou_aux_4: 0.4630 (0.4735) loss_giou_aux_5: 0.5446 (0.5619) loss_giou_dn_0: 0.5639 (0.5792) loss_giou_dn_1: 0.4538 (0.4716) loss_giou_dn_2: 0.4221 (0.4413) loss_giou_dn_3: 0.4154 (0.4331) loss_giou_dn_4: 0.4148 (0.4310) loss_giou_dn_5: 0.4151 (0.4312) loss_vfl: 0.6499 (0.6704) loss_vfl_aux_0: 0.7611 (0.7744) loss_vfl_aux_1: 0.7349 (0.7242) loss_vfl_aux_2: 0.6970 (0.6958) loss_vfl_aux_3: 0.6728 (0.6815) loss_vfl_aux_4: 0.6563 (0.6740) loss_vfl_aux_5: 0.7292 (0.7581) loss_vfl_dn_0: 0.4537 (0.4516) loss_vfl_dn_1: 0.3879 (0.3864) loss_vfl_dn_2: 0.3709 (0.3707) loss_vfl_dn_3: 0.3639 (0.3635) loss_vfl_dn_4: 0.3622 (0.3610) loss_vfl_dn_5: 0.3615 (0.3602) time: 0.4865 data: 0.0144 max mem: 5654 Epoch: [45] [4700/7393] eta: 0:21:57 lr: 0.000010 loss: 15.5945 (15.7840) loss_bbox: 0.1451 (0.1526) loss_bbox_aux_0: 0.1707 (0.1653) loss_bbox_aux_1: 0.1544 (0.1579) loss_bbox_aux_2: 0.1539 (0.1553) loss_bbox_aux_3: 0.1503 (0.1533) loss_bbox_aux_4: 0.1468 (0.1527) loss_bbox_aux_5: 0.2056 (0.2017) loss_bbox_dn_0: 0.2760 (0.2658) loss_bbox_dn_1: 0.2097 (0.1956) loss_bbox_dn_2: 0.1869 (0.1752) loss_bbox_dn_3: 0.1807 (0.1693) loss_bbox_dn_4: 0.1793 (0.1679) loss_bbox_dn_5: 0.1795 (0.1679) loss_giou: 0.4081 (0.4731) loss_giou_aux_0: 0.4577 (0.4967) loss_giou_aux_1: 0.4198 (0.4833) loss_giou_aux_2: 0.4110 (0.4782) loss_giou_aux_3: 0.4052 (0.4748) loss_giou_aux_4: 0.4083 (0.4734) loss_giou_aux_5: 0.5149 (0.5618) loss_giou_dn_0: 0.5410 (0.5791) loss_giou_dn_1: 0.4357 (0.4715) loss_giou_dn_2: 0.4051 (0.4412) loss_giou_dn_3: 0.4024 (0.4330) loss_giou_dn_4: 0.3997 (0.4310) loss_giou_dn_5: 0.3997 (0.4312) loss_vfl: 0.6866 (0.6708) loss_vfl_aux_0: 0.7893 (0.7749) loss_vfl_aux_1: 0.7424 (0.7247) loss_vfl_aux_2: 0.7195 (0.6963) loss_vfl_aux_3: 0.6833 (0.6820) loss_vfl_aux_4: 0.6822 (0.6744) loss_vfl_aux_5: 0.7688 (0.7585) loss_vfl_dn_0: 0.4437 (0.4516) loss_vfl_dn_1: 0.3793 (0.3864) loss_vfl_dn_2: 0.3637 (0.3707) loss_vfl_dn_3: 0.3532 (0.3635) loss_vfl_dn_4: 0.3496 (0.3610) loss_vfl_dn_5: 0.3483 (0.3602) time: 0.4788 data: 0.0138 max mem: 5654 Epoch: [45] [4800/7393] eta: 0:21:11 lr: 0.000010 loss: 15.5629 (15.7841) loss_bbox: 0.1539 (0.1527) loss_bbox_aux_0: 0.1566 (0.1653) loss_bbox_aux_1: 0.1539 (0.1580) loss_bbox_aux_2: 0.1556 (0.1553) loss_bbox_aux_3: 0.1529 (0.1534) loss_bbox_aux_4: 0.1561 (0.1527) loss_bbox_aux_5: 0.1925 (0.2017) loss_bbox_dn_0: 0.2739 (0.2659) loss_bbox_dn_1: 0.2054 (0.1956) loss_bbox_dn_2: 0.1872 (0.1752) loss_bbox_dn_3: 0.1791 (0.1693) loss_bbox_dn_4: 0.1807 (0.1679) loss_bbox_dn_5: 0.1807 (0.1679) loss_giou: 0.4428 (0.4731) loss_giou_aux_0: 0.4462 (0.4967) loss_giou_aux_1: 0.4308 (0.4833) loss_giou_aux_2: 0.4445 (0.4781) loss_giou_aux_3: 0.4375 (0.4748) loss_giou_aux_4: 0.4437 (0.4733) loss_giou_aux_5: 0.5108 (0.5617) loss_giou_dn_0: 0.5399 (0.5791) loss_giou_dn_1: 0.4436 (0.4715) loss_giou_dn_2: 0.4195 (0.4412) loss_giou_dn_3: 0.4109 (0.4330) loss_giou_dn_4: 0.4096 (0.4309) loss_giou_dn_5: 0.4100 (0.4311) loss_vfl: 0.6910 (0.6709) loss_vfl_aux_0: 0.8010 (0.7749) loss_vfl_aux_1: 0.7408 (0.7247) loss_vfl_aux_2: 0.7314 (0.6963) loss_vfl_aux_3: 0.6966 (0.6821) loss_vfl_aux_4: 0.6875 (0.6746) loss_vfl_aux_5: 0.7959 (0.7585) loss_vfl_dn_0: 0.4512 (0.4516) loss_vfl_dn_1: 0.3823 (0.3864) loss_vfl_dn_2: 0.3644 (0.3707) loss_vfl_dn_3: 0.3571 (0.3636) loss_vfl_dn_4: 0.3545 (0.3610) loss_vfl_dn_5: 0.3547 (0.3602) time: 0.4871 data: 0.0145 max mem: 5654 Epoch: [45] [4900/7393] eta: 0:20:21 lr: 0.000010 loss: 15.2822 (15.7824) loss_bbox: 0.1506 (0.1526) loss_bbox_aux_0: 0.1595 (0.1652) loss_bbox_aux_1: 0.1493 (0.1579) loss_bbox_aux_2: 0.1532 (0.1553) loss_bbox_aux_3: 0.1532 (0.1533) loss_bbox_aux_4: 0.1507 (0.1527) loss_bbox_aux_5: 0.2067 (0.2017) loss_bbox_dn_0: 0.2568 (0.2659) loss_bbox_dn_1: 0.1926 (0.1957) loss_bbox_dn_2: 0.1692 (0.1753) loss_bbox_dn_3: 0.1582 (0.1694) loss_bbox_dn_4: 0.1554 (0.1680) loss_bbox_dn_5: 0.1554 (0.1680) loss_giou: 0.4627 (0.4729) loss_giou_aux_0: 0.4895 (0.4965) loss_giou_aux_1: 0.4786 (0.4830) loss_giou_aux_2: 0.4714 (0.4779) loss_giou_aux_3: 0.4627 (0.4746) loss_giou_aux_4: 0.4664 (0.4732) loss_giou_aux_5: 0.5433 (0.5615) loss_giou_dn_0: 0.5704 (0.5790) loss_giou_dn_1: 0.4572 (0.4714) loss_giou_dn_2: 0.4331 (0.4411) loss_giou_dn_3: 0.4244 (0.4329) loss_giou_dn_4: 0.4224 (0.4308) loss_giou_dn_5: 0.4226 (0.4310) loss_vfl: 0.6607 (0.6709) loss_vfl_aux_0: 0.7727 (0.7750) loss_vfl_aux_1: 0.7252 (0.7248) loss_vfl_aux_2: 0.6785 (0.6963) loss_vfl_aux_3: 0.6728 (0.6820) loss_vfl_aux_4: 0.6631 (0.6745) loss_vfl_aux_5: 0.7659 (0.7587) loss_vfl_dn_0: 0.4555 (0.4516) loss_vfl_dn_1: 0.3855 (0.3864) loss_vfl_dn_2: 0.3648 (0.3707) loss_vfl_dn_3: 0.3596 (0.3635) loss_vfl_dn_4: 0.3556 (0.3609) loss_vfl_dn_5: 0.3554 (0.3602) time: 0.4647 data: 0.0137 max mem: 5654 Epoch: [45] [5000/7393] eta: 0:19:32 lr: 0.000010 loss: 15.4946 (15.7813) loss_bbox: 0.1598 (0.1526) loss_bbox_aux_0: 0.1528 (0.1652) loss_bbox_aux_1: 0.1566 (0.1578) loss_bbox_aux_2: 0.1526 (0.1552) loss_bbox_aux_3: 0.1594 (0.1533) loss_bbox_aux_4: 0.1597 (0.1526) loss_bbox_aux_5: 0.2007 (0.2016) loss_bbox_dn_0: 0.2708 (0.2661) loss_bbox_dn_1: 0.1902 (0.1957) loss_bbox_dn_2: 0.1746 (0.1754) loss_bbox_dn_3: 0.1711 (0.1694) loss_bbox_dn_4: 0.1710 (0.1681) loss_bbox_dn_5: 0.1710 (0.1681) loss_giou: 0.4432 (0.4726) loss_giou_aux_0: 0.4580 (0.4961) loss_giou_aux_1: 0.4443 (0.4827) loss_giou_aux_2: 0.4447 (0.4776) loss_giou_aux_3: 0.4439 (0.4743) loss_giou_aux_4: 0.4430 (0.4729) loss_giou_aux_5: 0.5326 (0.5612) loss_giou_dn_0: 0.5561 (0.5789) loss_giou_dn_1: 0.4579 (0.4712) loss_giou_dn_2: 0.4351 (0.4410) loss_giou_dn_3: 0.4275 (0.4327) loss_giou_dn_4: 0.4256 (0.4307) loss_giou_dn_5: 0.4256 (0.4309) loss_vfl: 0.6772 (0.6711) loss_vfl_aux_0: 0.8004 (0.7753) loss_vfl_aux_1: 0.7314 (0.7250) loss_vfl_aux_2: 0.7134 (0.6965) loss_vfl_aux_3: 0.6797 (0.6822) loss_vfl_aux_4: 0.6822 (0.6747) loss_vfl_aux_5: 0.7982 (0.7589) loss_vfl_dn_0: 0.4496 (0.4516) loss_vfl_dn_1: 0.3900 (0.3864) loss_vfl_dn_2: 0.3759 (0.3707) loss_vfl_dn_3: 0.3672 (0.3635) loss_vfl_dn_4: 0.3635 (0.3610) loss_vfl_dn_5: 0.3643 (0.3602) time: 0.4792 data: 0.0142 max mem: 5654 Epoch: [45] [5100/7393] eta: 0:18:42 lr: 0.000010 loss: 15.3800 (15.7822) loss_bbox: 0.1480 (0.1527) loss_bbox_aux_0: 0.1605 (0.1652) loss_bbox_aux_1: 0.1504 (0.1580) loss_bbox_aux_2: 0.1473 (0.1553) loss_bbox_aux_3: 0.1482 (0.1534) loss_bbox_aux_4: 0.1547 (0.1528) loss_bbox_aux_5: 0.1999 (0.2017) loss_bbox_dn_0: 0.2512 (0.2662) loss_bbox_dn_1: 0.1950 (0.1958) loss_bbox_dn_2: 0.1725 (0.1755) loss_bbox_dn_3: 0.1682 (0.1695) loss_bbox_dn_4: 0.1671 (0.1681) loss_bbox_dn_5: 0.1670 (0.1681) loss_giou: 0.4444 (0.4727) loss_giou_aux_0: 0.4639 (0.4961) loss_giou_aux_1: 0.4542 (0.4827) loss_giou_aux_2: 0.4498 (0.4776) loss_giou_aux_3: 0.4514 (0.4743) loss_giou_aux_4: 0.4408 (0.4729) loss_giou_aux_5: 0.5289 (0.5612) loss_giou_dn_0: 0.5504 (0.5788) loss_giou_dn_1: 0.4414 (0.4711) loss_giou_dn_2: 0.4127 (0.4409) loss_giou_dn_3: 0.4076 (0.4327) loss_giou_dn_4: 0.4073 (0.4306) loss_giou_dn_5: 0.4073 (0.4308) loss_vfl: 0.6608 (0.6711) loss_vfl_aux_0: 0.7674 (0.7754) loss_vfl_aux_1: 0.7214 (0.7251) loss_vfl_aux_2: 0.6815 (0.6966) loss_vfl_aux_3: 0.6676 (0.6823) loss_vfl_aux_4: 0.6656 (0.6748) loss_vfl_aux_5: 0.7460 (0.7589) loss_vfl_dn_0: 0.4482 (0.4516) loss_vfl_dn_1: 0.3826 (0.3864) loss_vfl_dn_2: 0.3684 (0.3706) loss_vfl_dn_3: 0.3629 (0.3635) loss_vfl_dn_4: 0.3590 (0.3609) loss_vfl_dn_5: 0.3589 (0.3601) time: 0.4777 data: 0.0137 max mem: 5654 Epoch: [45] [5200/7393] eta: 0:17:53 lr: 0.000010 loss: 15.4233 (15.7836) loss_bbox: 0.1543 (0.1528) loss_bbox_aux_0: 0.1728 (0.1653) loss_bbox_aux_1: 0.1684 (0.1581) loss_bbox_aux_2: 0.1653 (0.1554) loss_bbox_aux_3: 0.1560 (0.1535) loss_bbox_aux_4: 0.1557 (0.1529) loss_bbox_aux_5: 0.2074 (0.2018) loss_bbox_dn_0: 0.2694 (0.2663) loss_bbox_dn_1: 0.1970 (0.1959) loss_bbox_dn_2: 0.1683 (0.1756) loss_bbox_dn_3: 0.1633 (0.1696) loss_bbox_dn_4: 0.1631 (0.1682) loss_bbox_dn_5: 0.1630 (0.1682) loss_giou: 0.4187 (0.4725) loss_giou_aux_0: 0.4322 (0.4959) loss_giou_aux_1: 0.4261 (0.4826) loss_giou_aux_2: 0.4101 (0.4774) loss_giou_aux_3: 0.4166 (0.4741) loss_giou_aux_4: 0.4152 (0.4727) loss_giou_aux_5: 0.4927 (0.5610) loss_giou_dn_0: 0.5297 (0.5786) loss_giou_dn_1: 0.4205 (0.4710) loss_giou_dn_2: 0.3855 (0.4407) loss_giou_dn_3: 0.3809 (0.4325) loss_giou_dn_4: 0.3798 (0.4304) loss_giou_dn_5: 0.3798 (0.4306) loss_vfl: 0.6382 (0.6715) loss_vfl_aux_0: 0.7569 (0.7757) loss_vfl_aux_1: 0.6927 (0.7254) loss_vfl_aux_2: 0.6674 (0.6970) loss_vfl_aux_3: 0.6545 (0.6826) loss_vfl_aux_4: 0.6468 (0.6751) loss_vfl_aux_5: 0.7652 (0.7593) loss_vfl_dn_0: 0.4540 (0.4517) loss_vfl_dn_1: 0.3817 (0.3864) loss_vfl_dn_2: 0.3655 (0.3707) loss_vfl_dn_3: 0.3561 (0.3635) loss_vfl_dn_4: 0.3538 (0.3609) loss_vfl_dn_5: 0.3509 (0.3602) time: 0.4924 data: 0.0144 max mem: 5654 Epoch: [45] [5300/7393] eta: 0:17:03 lr: 0.000010 loss: 15.9787 (15.7831) loss_bbox: 0.1599 (0.1529) loss_bbox_aux_0: 0.1730 (0.1654) loss_bbox_aux_1: 0.1572 (0.1581) loss_bbox_aux_2: 0.1533 (0.1555) loss_bbox_aux_3: 0.1679 (0.1536) loss_bbox_aux_4: 0.1563 (0.1529) loss_bbox_aux_5: 0.2059 (0.2017) loss_bbox_dn_0: 0.2771 (0.2665) loss_bbox_dn_1: 0.2041 (0.1961) loss_bbox_dn_2: 0.1803 (0.1757) loss_bbox_dn_3: 0.1796 (0.1697) loss_bbox_dn_4: 0.1782 (0.1683) loss_bbox_dn_5: 0.1782 (0.1683) loss_giou: 0.4889 (0.4724) loss_giou_aux_0: 0.4984 (0.4958) loss_giou_aux_1: 0.4732 (0.4824) loss_giou_aux_2: 0.4815 (0.4773) loss_giou_aux_3: 0.4857 (0.4740) loss_giou_aux_4: 0.4861 (0.4726) loss_giou_aux_5: 0.5707 (0.5607) loss_giou_dn_0: 0.6130 (0.5785) loss_giou_dn_1: 0.4963 (0.4709) loss_giou_dn_2: 0.4638 (0.4406) loss_giou_dn_3: 0.4523 (0.4324) loss_giou_dn_4: 0.4483 (0.4303) loss_giou_dn_5: 0.4483 (0.4305) loss_vfl: 0.6512 (0.6714) loss_vfl_aux_0: 0.7732 (0.7758) loss_vfl_aux_1: 0.7158 (0.7254) loss_vfl_aux_2: 0.6853 (0.6969) loss_vfl_aux_3: 0.6641 (0.6826) loss_vfl_aux_4: 0.6609 (0.6751) loss_vfl_aux_5: 0.7605 (0.7594) loss_vfl_dn_0: 0.4489 (0.4517) loss_vfl_dn_1: 0.3900 (0.3864) loss_vfl_dn_2: 0.3716 (0.3707) loss_vfl_dn_3: 0.3630 (0.3635) loss_vfl_dn_4: 0.3621 (0.3609) loss_vfl_dn_5: 0.3605 (0.3602) time: 0.4751 data: 0.0140 max mem: 5654 Epoch: [45] [5400/7393] eta: 0:16:16 lr: 0.000010 loss: 15.6308 (15.7818) loss_bbox: 0.1592 (0.1528) loss_bbox_aux_0: 0.1689 (0.1653) loss_bbox_aux_1: 0.1605 (0.1580) loss_bbox_aux_2: 0.1620 (0.1554) loss_bbox_aux_3: 0.1612 (0.1536) loss_bbox_aux_4: 0.1598 (0.1528) loss_bbox_aux_5: 0.1962 (0.2016) loss_bbox_dn_0: 0.2573 (0.2664) loss_bbox_dn_1: 0.1848 (0.1960) loss_bbox_dn_2: 0.1682 (0.1756) loss_bbox_dn_3: 0.1605 (0.1696) loss_bbox_dn_4: 0.1584 (0.1683) loss_bbox_dn_5: 0.1584 (0.1683) loss_giou: 0.4562 (0.4722) loss_giou_aux_0: 0.4827 (0.4957) loss_giou_aux_1: 0.4648 (0.4823) loss_giou_aux_2: 0.4651 (0.4772) loss_giou_aux_3: 0.4612 (0.4739) loss_giou_aux_4: 0.4560 (0.4725) loss_giou_aux_5: 0.5510 (0.5606) loss_giou_dn_0: 0.5793 (0.5785) loss_giou_dn_1: 0.4796 (0.4709) loss_giou_dn_2: 0.4488 (0.4406) loss_giou_dn_3: 0.4379 (0.4324) loss_giou_dn_4: 0.4351 (0.4303) loss_giou_dn_5: 0.4351 (0.4305) loss_vfl: 0.6720 (0.6715) loss_vfl_aux_0: 0.7627 (0.7757) loss_vfl_aux_1: 0.7195 (0.7255) loss_vfl_aux_2: 0.6827 (0.6970) loss_vfl_aux_3: 0.6708 (0.6826) loss_vfl_aux_4: 0.6788 (0.6752) loss_vfl_aux_5: 0.7559 (0.7595) loss_vfl_dn_0: 0.4477 (0.4516) loss_vfl_dn_1: 0.3855 (0.3864) loss_vfl_dn_2: 0.3667 (0.3707) loss_vfl_dn_3: 0.3586 (0.3635) loss_vfl_dn_4: 0.3592 (0.3609) loss_vfl_dn_5: 0.3570 (0.3602) time: 0.4681 data: 0.0143 max mem: 5654 Epoch: [45] [5500/7393] eta: 0:15:27 lr: 0.000010 loss: 15.1980 (15.7827) loss_bbox: 0.1363 (0.1527) loss_bbox_aux_0: 0.1547 (0.1652) loss_bbox_aux_1: 0.1414 (0.1579) loss_bbox_aux_2: 0.1329 (0.1553) loss_bbox_aux_3: 0.1350 (0.1534) loss_bbox_aux_4: 0.1363 (0.1527) loss_bbox_aux_5: 0.1892 (0.2016) loss_bbox_dn_0: 0.2374 (0.2663) loss_bbox_dn_1: 0.1746 (0.1959) loss_bbox_dn_2: 0.1586 (0.1755) loss_bbox_dn_3: 0.1547 (0.1696) loss_bbox_dn_4: 0.1525 (0.1682) loss_bbox_dn_5: 0.1525 (0.1682) loss_giou: 0.4282 (0.4724) loss_giou_aux_0: 0.4412 (0.4958) loss_giou_aux_1: 0.4287 (0.4824) loss_giou_aux_2: 0.4064 (0.4773) loss_giou_aux_3: 0.4199 (0.4740) loss_giou_aux_4: 0.4178 (0.4726) loss_giou_aux_5: 0.5096 (0.5607) loss_giou_dn_0: 0.5387 (0.5786) loss_giou_dn_1: 0.4325 (0.4710) loss_giou_dn_2: 0.3979 (0.4407) loss_giou_dn_3: 0.3919 (0.4325) loss_giou_dn_4: 0.3899 (0.4304) loss_giou_dn_5: 0.3902 (0.4306) loss_vfl: 0.6489 (0.6717) loss_vfl_aux_0: 0.8140 (0.7758) loss_vfl_aux_1: 0.7224 (0.7257) loss_vfl_aux_2: 0.6952 (0.6971) loss_vfl_aux_3: 0.6721 (0.6828) loss_vfl_aux_4: 0.6575 (0.6753) loss_vfl_aux_5: 0.7724 (0.7595) loss_vfl_dn_0: 0.4428 (0.4516) loss_vfl_dn_1: 0.3790 (0.3865) loss_vfl_dn_2: 0.3631 (0.3707) loss_vfl_dn_3: 0.3566 (0.3635) loss_vfl_dn_4: 0.3539 (0.3609) loss_vfl_dn_5: 0.3529 (0.3602) time: 0.4850 data: 0.0146 max mem: 5654 Epoch: [45] [5600/7393] eta: 0:14:37 lr: 0.000010 loss: 15.7944 (15.7838) loss_bbox: 0.1532 (0.1527) loss_bbox_aux_0: 0.1706 (0.1653) loss_bbox_aux_1: 0.1593 (0.1579) loss_bbox_aux_2: 0.1545 (0.1553) loss_bbox_aux_3: 0.1500 (0.1534) loss_bbox_aux_4: 0.1531 (0.1527) loss_bbox_aux_5: 0.2051 (0.2016) loss_bbox_dn_0: 0.2680 (0.2663) loss_bbox_dn_1: 0.1919 (0.1959) loss_bbox_dn_2: 0.1688 (0.1755) loss_bbox_dn_3: 0.1620 (0.1696) loss_bbox_dn_4: 0.1643 (0.1682) loss_bbox_dn_5: 0.1643 (0.1682) loss_giou: 0.4551 (0.4723) loss_giou_aux_0: 0.4891 (0.4957) loss_giou_aux_1: 0.4796 (0.4823) loss_giou_aux_2: 0.4670 (0.4773) loss_giou_aux_3: 0.4511 (0.4739) loss_giou_aux_4: 0.4549 (0.4726) loss_giou_aux_5: 0.5594 (0.5606) loss_giou_dn_0: 0.5629 (0.5785) loss_giou_dn_1: 0.4596 (0.4709) loss_giou_dn_2: 0.4185 (0.4406) loss_giou_dn_3: 0.4086 (0.4324) loss_giou_dn_4: 0.4063 (0.4303) loss_giou_dn_5: 0.4058 (0.4305) loss_vfl: 0.6838 (0.6720) loss_vfl_aux_0: 0.7757 (0.7761) loss_vfl_aux_1: 0.7218 (0.7260) loss_vfl_aux_2: 0.7048 (0.6974) loss_vfl_aux_3: 0.6932 (0.6831) loss_vfl_aux_4: 0.6868 (0.6756) loss_vfl_aux_5: 0.7420 (0.7598) loss_vfl_dn_0: 0.4456 (0.4516) loss_vfl_dn_1: 0.3860 (0.3864) loss_vfl_dn_2: 0.3691 (0.3707) loss_vfl_dn_3: 0.3635 (0.3635) loss_vfl_dn_4: 0.3594 (0.3609) loss_vfl_dn_5: 0.3584 (0.3601) time: 0.4828 data: 0.0138 max mem: 5654 Epoch: [45] [5700/7393] eta: 0:13:48 lr: 0.000010 loss: 15.9096 (15.7842) loss_bbox: 0.1517 (0.1528) loss_bbox_aux_0: 0.1619 (0.1654) loss_bbox_aux_1: 0.1516 (0.1580) loss_bbox_aux_2: 0.1516 (0.1553) loss_bbox_aux_3: 0.1438 (0.1535) loss_bbox_aux_4: 0.1511 (0.1528) loss_bbox_aux_5: 0.2068 (0.2018) loss_bbox_dn_0: 0.2822 (0.2666) loss_bbox_dn_1: 0.1905 (0.1962) loss_bbox_dn_2: 0.1678 (0.1757) loss_bbox_dn_3: 0.1608 (0.1697) loss_bbox_dn_4: 0.1588 (0.1684) loss_bbox_dn_5: 0.1588 (0.1684) loss_giou: 0.4866 (0.4721) loss_giou_aux_0: 0.5033 (0.4955) loss_giou_aux_1: 0.4895 (0.4821) loss_giou_aux_2: 0.4777 (0.4770) loss_giou_aux_3: 0.4891 (0.4737) loss_giou_aux_4: 0.4873 (0.4724) loss_giou_aux_5: 0.5531 (0.5604) loss_giou_dn_0: 0.5755 (0.5783) loss_giou_dn_1: 0.4592 (0.4707) loss_giou_dn_2: 0.4309 (0.4404) loss_giou_dn_3: 0.4269 (0.4322) loss_giou_dn_4: 0.4259 (0.4301) loss_giou_dn_5: 0.4262 (0.4303) loss_vfl: 0.6697 (0.6721) loss_vfl_aux_0: 0.8024 (0.7763) loss_vfl_aux_1: 0.7381 (0.7263) loss_vfl_aux_2: 0.7158 (0.6976) loss_vfl_aux_3: 0.6871 (0.6832) loss_vfl_aux_4: 0.6796 (0.6757) loss_vfl_aux_5: 0.7814 (0.7600) loss_vfl_dn_0: 0.4537 (0.4517) loss_vfl_dn_1: 0.3845 (0.3864) loss_vfl_dn_2: 0.3722 (0.3706) loss_vfl_dn_3: 0.3662 (0.3634) loss_vfl_dn_4: 0.3631 (0.3609) loss_vfl_dn_5: 0.3613 (0.3601) time: 0.4757 data: 0.0150 max mem: 5654 Epoch: [45] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 16.4679 (15.7852) loss_bbox: 0.1465 (0.1528) loss_bbox_aux_0: 0.1577 (0.1653) loss_bbox_aux_1: 0.1492 (0.1580) loss_bbox_aux_2: 0.1471 (0.1554) loss_bbox_aux_3: 0.1454 (0.1535) loss_bbox_aux_4: 0.1448 (0.1528) loss_bbox_aux_5: 0.1810 (0.2017) loss_bbox_dn_0: 0.2585 (0.2666) loss_bbox_dn_1: 0.1852 (0.1962) loss_bbox_dn_2: 0.1675 (0.1757) loss_bbox_dn_3: 0.1579 (0.1697) loss_bbox_dn_4: 0.1563 (0.1684) loss_bbox_dn_5: 0.1564 (0.1684) loss_giou: 0.5060 (0.4724) loss_giou_aux_0: 0.5329 (0.4957) loss_giou_aux_1: 0.5179 (0.4823) loss_giou_aux_2: 0.5060 (0.4772) loss_giou_aux_3: 0.5064 (0.4739) loss_giou_aux_4: 0.5040 (0.4726) loss_giou_aux_5: 0.5813 (0.5606) loss_giou_dn_0: 0.6136 (0.5784) loss_giou_dn_1: 0.5018 (0.4708) loss_giou_dn_2: 0.4537 (0.4405) loss_giou_dn_3: 0.4486 (0.4322) loss_giou_dn_4: 0.4486 (0.4302) loss_giou_dn_5: 0.4487 (0.4303) loss_vfl: 0.6620 (0.6719) loss_vfl_aux_0: 0.7826 (0.7762) loss_vfl_aux_1: 0.7157 (0.7262) loss_vfl_aux_2: 0.7001 (0.6976) loss_vfl_aux_3: 0.6845 (0.6831) loss_vfl_aux_4: 0.6612 (0.6756) loss_vfl_aux_5: 0.7677 (0.7598) loss_vfl_dn_0: 0.4478 (0.4517) loss_vfl_dn_1: 0.3811 (0.3864) loss_vfl_dn_2: 0.3682 (0.3707) loss_vfl_dn_3: 0.3637 (0.3635) loss_vfl_dn_4: 0.3605 (0.3609) loss_vfl_dn_5: 0.3597 (0.3601) time: 0.4910 data: 0.0140 max mem: 5654 Epoch: [45] [5900/7393] eta: 0:12:10 lr: 0.000010 loss: 15.4221 (15.7846) loss_bbox: 0.1388 (0.1527) loss_bbox_aux_0: 0.1546 (0.1653) loss_bbox_aux_1: 0.1428 (0.1579) loss_bbox_aux_2: 0.1468 (0.1553) loss_bbox_aux_3: 0.1373 (0.1535) loss_bbox_aux_4: 0.1359 (0.1528) loss_bbox_aux_5: 0.1845 (0.2017) loss_bbox_dn_0: 0.2306 (0.2666) loss_bbox_dn_1: 0.1729 (0.1962) loss_bbox_dn_2: 0.1519 (0.1757) loss_bbox_dn_3: 0.1434 (0.1697) loss_bbox_dn_4: 0.1418 (0.1683) loss_bbox_dn_5: 0.1418 (0.1684) loss_giou: 0.4699 (0.4722) loss_giou_aux_0: 0.4981 (0.4955) loss_giou_aux_1: 0.4810 (0.4821) loss_giou_aux_2: 0.4765 (0.4771) loss_giou_aux_3: 0.4714 (0.4738) loss_giou_aux_4: 0.4708 (0.4725) loss_giou_aux_5: 0.5687 (0.5605) loss_giou_dn_0: 0.5923 (0.5784) loss_giou_dn_1: 0.4669 (0.4707) loss_giou_dn_2: 0.4316 (0.4404) loss_giou_dn_3: 0.4263 (0.4322) loss_giou_dn_4: 0.4242 (0.4301) loss_giou_dn_5: 0.4247 (0.4303) loss_vfl: 0.6841 (0.6720) loss_vfl_aux_0: 0.7802 (0.7765) loss_vfl_aux_1: 0.7367 (0.7264) loss_vfl_aux_2: 0.6899 (0.6977) loss_vfl_aux_3: 0.6976 (0.6833) loss_vfl_aux_4: 0.6811 (0.6757) loss_vfl_aux_5: 0.7557 (0.7599) loss_vfl_dn_0: 0.4454 (0.4517) loss_vfl_dn_1: 0.3844 (0.3864) loss_vfl_dn_2: 0.3677 (0.3706) loss_vfl_dn_3: 0.3626 (0.3634) loss_vfl_dn_4: 0.3591 (0.3609) loss_vfl_dn_5: 0.3577 (0.3601) time: 0.4859 data: 0.0142 max mem: 5654 Epoch: [45] [6000/7393] eta: 0:11:21 lr: 0.000010 loss: 15.8936 (15.7848) loss_bbox: 0.1564 (0.1528) loss_bbox_aux_0: 0.1627 (0.1654) loss_bbox_aux_1: 0.1630 (0.1580) loss_bbox_aux_2: 0.1487 (0.1554) loss_bbox_aux_3: 0.1601 (0.1535) loss_bbox_aux_4: 0.1576 (0.1528) loss_bbox_aux_5: 0.2021 (0.2019) loss_bbox_dn_0: 0.2736 (0.2669) loss_bbox_dn_1: 0.1902 (0.1964) loss_bbox_dn_2: 0.1706 (0.1759) loss_bbox_dn_3: 0.1681 (0.1699) loss_bbox_dn_4: 0.1678 (0.1685) loss_bbox_dn_5: 0.1678 (0.1685) loss_giou: 0.4801 (0.4719) loss_giou_aux_0: 0.4833 (0.4952) loss_giou_aux_1: 0.4991 (0.4818) loss_giou_aux_2: 0.4864 (0.4767) loss_giou_aux_3: 0.4787 (0.4734) loss_giou_aux_4: 0.4793 (0.4721) loss_giou_aux_5: 0.5777 (0.5602) loss_giou_dn_0: 0.5855 (0.5782) loss_giou_dn_1: 0.4736 (0.4705) loss_giou_dn_2: 0.4442 (0.4402) loss_giou_dn_3: 0.4393 (0.4319) loss_giou_dn_4: 0.4391 (0.4298) loss_giou_dn_5: 0.4393 (0.4300) loss_vfl: 0.6965 (0.6723) loss_vfl_aux_0: 0.7859 (0.7769) loss_vfl_aux_1: 0.7442 (0.7268) loss_vfl_aux_2: 0.7114 (0.6981) loss_vfl_aux_3: 0.7056 (0.6836) loss_vfl_aux_4: 0.6982 (0.6760) loss_vfl_aux_5: 0.7607 (0.7601) loss_vfl_dn_0: 0.4558 (0.4517) loss_vfl_dn_1: 0.3851 (0.3864) loss_vfl_dn_2: 0.3695 (0.3706) loss_vfl_dn_3: 0.3621 (0.3634) loss_vfl_dn_4: 0.3592 (0.3609) loss_vfl_dn_5: 0.3593 (0.3601) time: 0.4770 data: 0.0139 max mem: 5654 Epoch: [45] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 15.4828 (15.7803) loss_bbox: 0.1529 (0.1528) loss_bbox_aux_0: 0.1645 (0.1654) loss_bbox_aux_1: 0.1525 (0.1580) loss_bbox_aux_2: 0.1522 (0.1554) loss_bbox_aux_3: 0.1524 (0.1535) loss_bbox_aux_4: 0.1515 (0.1528) loss_bbox_aux_5: 0.1990 (0.2019) loss_bbox_dn_0: 0.2448 (0.2668) loss_bbox_dn_1: 0.1774 (0.1963) loss_bbox_dn_2: 0.1567 (0.1758) loss_bbox_dn_3: 0.1538 (0.1698) loss_bbox_dn_4: 0.1532 (0.1684) loss_bbox_dn_5: 0.1532 (0.1684) loss_giou: 0.4427 (0.4718) loss_giou_aux_0: 0.4528 (0.4951) loss_giou_aux_1: 0.4436 (0.4817) loss_giou_aux_2: 0.4456 (0.4766) loss_giou_aux_3: 0.4432 (0.4733) loss_giou_aux_4: 0.4426 (0.4720) loss_giou_aux_5: 0.5278 (0.5601) loss_giou_dn_0: 0.5565 (0.5780) loss_giou_dn_1: 0.4597 (0.4703) loss_giou_dn_2: 0.4306 (0.4400) loss_giou_dn_3: 0.4190 (0.4318) loss_giou_dn_4: 0.4183 (0.4297) loss_giou_dn_5: 0.4185 (0.4299) loss_vfl: 0.6779 (0.6720) loss_vfl_aux_0: 0.7426 (0.7765) loss_vfl_aux_1: 0.7084 (0.7266) loss_vfl_aux_2: 0.6808 (0.6979) loss_vfl_aux_3: 0.6767 (0.6834) loss_vfl_aux_4: 0.6748 (0.6758) loss_vfl_aux_5: 0.7309 (0.7597) loss_vfl_dn_0: 0.4519 (0.4517) loss_vfl_dn_1: 0.3872 (0.3863) loss_vfl_dn_2: 0.3754 (0.3706) loss_vfl_dn_3: 0.3698 (0.3634) loss_vfl_dn_4: 0.3674 (0.3608) loss_vfl_dn_5: 0.3659 (0.3600) time: 0.4769 data: 0.0139 max mem: 5654 Epoch: [45] [6200/7393] eta: 0:09:43 lr: 0.000010 loss: 16.1144 (15.7834) loss_bbox: 0.1581 (0.1528) loss_bbox_aux_0: 0.1590 (0.1654) loss_bbox_aux_1: 0.1526 (0.1580) loss_bbox_aux_2: 0.1559 (0.1554) loss_bbox_aux_3: 0.1560 (0.1535) loss_bbox_aux_4: 0.1581 (0.1528) loss_bbox_aux_5: 0.2053 (0.2019) loss_bbox_dn_0: 0.2606 (0.2667) loss_bbox_dn_1: 0.1968 (0.1962) loss_bbox_dn_2: 0.1776 (0.1758) loss_bbox_dn_3: 0.1709 (0.1698) loss_bbox_dn_4: 0.1691 (0.1684) loss_bbox_dn_5: 0.1688 (0.1684) loss_giou: 0.4435 (0.4720) loss_giou_aux_0: 0.4638 (0.4954) loss_giou_aux_1: 0.4457 (0.4819) loss_giou_aux_2: 0.4510 (0.4769) loss_giou_aux_3: 0.4486 (0.4735) loss_giou_aux_4: 0.4491 (0.4723) loss_giou_aux_5: 0.5332 (0.5603) loss_giou_dn_0: 0.5870 (0.5781) loss_giou_dn_1: 0.4761 (0.4705) loss_giou_dn_2: 0.4439 (0.4402) loss_giou_dn_3: 0.4380 (0.4320) loss_giou_dn_4: 0.4386 (0.4299) loss_giou_dn_5: 0.4391 (0.4301) loss_vfl: 0.6532 (0.6722) loss_vfl_aux_0: 0.7515 (0.7765) loss_vfl_aux_1: 0.7096 (0.7267) loss_vfl_aux_2: 0.6821 (0.6979) loss_vfl_aux_3: 0.6715 (0.6836) loss_vfl_aux_4: 0.6619 (0.6759) loss_vfl_aux_5: 0.7474 (0.7597) loss_vfl_dn_0: 0.4541 (0.4516) loss_vfl_dn_1: 0.3907 (0.3863) loss_vfl_dn_2: 0.3735 (0.3706) loss_vfl_dn_3: 0.3652 (0.3634) loss_vfl_dn_4: 0.3620 (0.3608) loss_vfl_dn_5: 0.3605 (0.3600) time: 0.4924 data: 0.0137 max mem: 5654 Epoch: [45] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 15.8529 (15.7854) loss_bbox: 0.1490 (0.1528) loss_bbox_aux_0: 0.1598 (0.1654) loss_bbox_aux_1: 0.1472 (0.1581) loss_bbox_aux_2: 0.1492 (0.1555) loss_bbox_aux_3: 0.1481 (0.1535) loss_bbox_aux_4: 0.1497 (0.1529) loss_bbox_aux_5: 0.1967 (0.2019) loss_bbox_dn_0: 0.2367 (0.2666) loss_bbox_dn_1: 0.1663 (0.1961) loss_bbox_dn_2: 0.1521 (0.1757) loss_bbox_dn_3: 0.1496 (0.1697) loss_bbox_dn_4: 0.1486 (0.1684) loss_bbox_dn_5: 0.1487 (0.1684) loss_giou: 0.5063 (0.4724) loss_giou_aux_0: 0.5227 (0.4957) loss_giou_aux_1: 0.5199 (0.4822) loss_giou_aux_2: 0.5020 (0.4772) loss_giou_aux_3: 0.4963 (0.4739) loss_giou_aux_4: 0.5061 (0.4726) loss_giou_aux_5: 0.5691 (0.5606) loss_giou_dn_0: 0.5685 (0.5783) loss_giou_dn_1: 0.4844 (0.4707) loss_giou_dn_2: 0.4545 (0.4404) loss_giou_dn_3: 0.4460 (0.4321) loss_giou_dn_4: 0.4454 (0.4301) loss_giou_dn_5: 0.4457 (0.4302) loss_vfl: 0.6539 (0.6720) loss_vfl_aux_0: 0.7726 (0.7764) loss_vfl_aux_1: 0.7077 (0.7266) loss_vfl_aux_2: 0.6669 (0.6977) loss_vfl_aux_3: 0.6650 (0.6834) loss_vfl_aux_4: 0.6538 (0.6757) loss_vfl_aux_5: 0.7521 (0.7596) loss_vfl_dn_0: 0.4475 (0.4516) loss_vfl_dn_1: 0.3760 (0.3863) loss_vfl_dn_2: 0.3638 (0.3705) loss_vfl_dn_3: 0.3526 (0.3634) loss_vfl_dn_4: 0.3505 (0.3608) loss_vfl_dn_5: 0.3491 (0.3600) time: 0.4757 data: 0.0141 max mem: 5654 Epoch: [45] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 15.7456 (15.7889) loss_bbox: 0.1643 (0.1529) loss_bbox_aux_0: 0.1564 (0.1655) loss_bbox_aux_1: 0.1596 (0.1581) loss_bbox_aux_2: 0.1600 (0.1555) loss_bbox_aux_3: 0.1526 (0.1536) loss_bbox_aux_4: 0.1600 (0.1529) loss_bbox_aux_5: 0.2003 (0.2020) loss_bbox_dn_0: 0.2507 (0.2668) loss_bbox_dn_1: 0.1882 (0.1962) loss_bbox_dn_2: 0.1548 (0.1758) loss_bbox_dn_3: 0.1503 (0.1698) loss_bbox_dn_4: 0.1525 (0.1685) loss_bbox_dn_5: 0.1522 (0.1685) loss_giou: 0.4646 (0.4725) loss_giou_aux_0: 0.5028 (0.4958) loss_giou_aux_1: 0.4863 (0.4823) loss_giou_aux_2: 0.4727 (0.4773) loss_giou_aux_3: 0.4673 (0.4740) loss_giou_aux_4: 0.4653 (0.4727) loss_giou_aux_5: 0.5628 (0.5606) loss_giou_dn_0: 0.5768 (0.5784) loss_giou_dn_1: 0.4612 (0.4708) loss_giou_dn_2: 0.4327 (0.4405) loss_giou_dn_3: 0.4249 (0.4322) loss_giou_dn_4: 0.4223 (0.4302) loss_giou_dn_5: 0.4223 (0.4304) loss_vfl: 0.7020 (0.6722) loss_vfl_aux_0: 0.7996 (0.7765) loss_vfl_aux_1: 0.7455 (0.7267) loss_vfl_aux_2: 0.7296 (0.6979) loss_vfl_aux_3: 0.7003 (0.6836) loss_vfl_aux_4: 0.7021 (0.6759) loss_vfl_aux_5: 0.7912 (0.7597) loss_vfl_dn_0: 0.4599 (0.4516) loss_vfl_dn_1: 0.3919 (0.3864) loss_vfl_dn_2: 0.3757 (0.3706) loss_vfl_dn_3: 0.3694 (0.3634) loss_vfl_dn_4: 0.3678 (0.3608) loss_vfl_dn_5: 0.3674 (0.3600) time: 0.4830 data: 0.0134 max mem: 5654 Epoch: [45] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.8421 (15.7921) loss_bbox: 0.1627 (0.1530) loss_bbox_aux_0: 0.1732 (0.1655) loss_bbox_aux_1: 0.1609 (0.1582) loss_bbox_aux_2: 0.1613 (0.1556) loss_bbox_aux_3: 0.1606 (0.1536) loss_bbox_aux_4: 0.1619 (0.1530) loss_bbox_aux_5: 0.1982 (0.2020) loss_bbox_dn_0: 0.2614 (0.2668) loss_bbox_dn_1: 0.1902 (0.1963) loss_bbox_dn_2: 0.1654 (0.1759) loss_bbox_dn_3: 0.1533 (0.1699) loss_bbox_dn_4: 0.1526 (0.1685) loss_bbox_dn_5: 0.1526 (0.1685) loss_giou: 0.4517 (0.4727) loss_giou_aux_0: 0.4793 (0.4959) loss_giou_aux_1: 0.4632 (0.4825) loss_giou_aux_2: 0.4557 (0.4775) loss_giou_aux_3: 0.4543 (0.4741) loss_giou_aux_4: 0.4517 (0.4729) loss_giou_aux_5: 0.5380 (0.5608) loss_giou_dn_0: 0.5890 (0.5785) loss_giou_dn_1: 0.4808 (0.4709) loss_giou_dn_2: 0.4479 (0.4406) loss_giou_dn_3: 0.4349 (0.4324) loss_giou_dn_4: 0.4339 (0.4303) loss_giou_dn_5: 0.4338 (0.4305) loss_vfl: 0.6601 (0.6723) loss_vfl_aux_0: 0.7536 (0.7766) loss_vfl_aux_1: 0.6946 (0.7268) loss_vfl_aux_2: 0.6796 (0.6980) loss_vfl_aux_3: 0.6690 (0.6838) loss_vfl_aux_4: 0.6617 (0.6760) loss_vfl_aux_5: 0.7341 (0.7596) loss_vfl_dn_0: 0.4504 (0.4516) loss_vfl_dn_1: 0.3855 (0.3864) loss_vfl_dn_2: 0.3687 (0.3706) loss_vfl_dn_3: 0.3631 (0.3634) loss_vfl_dn_4: 0.3606 (0.3608) loss_vfl_dn_5: 0.3589 (0.3600) time: 0.4914 data: 0.0138 max mem: 5654 Epoch: [45] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.0331 (15.7916) loss_bbox: 0.1414 (0.1529) loss_bbox_aux_0: 0.1527 (0.1654) loss_bbox_aux_1: 0.1487 (0.1581) loss_bbox_aux_2: 0.1445 (0.1555) loss_bbox_aux_3: 0.1436 (0.1536) loss_bbox_aux_4: 0.1429 (0.1529) loss_bbox_aux_5: 0.1985 (0.2019) loss_bbox_dn_0: 0.2538 (0.2667) loss_bbox_dn_1: 0.1871 (0.1963) loss_bbox_dn_2: 0.1630 (0.1759) loss_bbox_dn_3: 0.1552 (0.1699) loss_bbox_dn_4: 0.1556 (0.1685) loss_bbox_dn_5: 0.1556 (0.1685) loss_giou: 0.4232 (0.4727) loss_giou_aux_0: 0.4572 (0.4960) loss_giou_aux_1: 0.4397 (0.4826) loss_giou_aux_2: 0.4321 (0.4775) loss_giou_aux_3: 0.4255 (0.4742) loss_giou_aux_4: 0.4232 (0.4730) loss_giou_aux_5: 0.5173 (0.5608) loss_giou_dn_0: 0.5575 (0.5785) loss_giou_dn_1: 0.4361 (0.4709) loss_giou_dn_2: 0.4134 (0.4407) loss_giou_dn_3: 0.4044 (0.4324) loss_giou_dn_4: 0.4003 (0.4303) loss_giou_dn_5: 0.4002 (0.4305) loss_vfl: 0.6495 (0.6722) loss_vfl_aux_0: 0.7389 (0.7764) loss_vfl_aux_1: 0.6718 (0.7267) loss_vfl_aux_2: 0.6585 (0.6979) loss_vfl_aux_3: 0.6510 (0.6837) loss_vfl_aux_4: 0.6516 (0.6760) loss_vfl_aux_5: 0.7162 (0.7596) loss_vfl_dn_0: 0.4445 (0.4516) loss_vfl_dn_1: 0.3771 (0.3863) loss_vfl_dn_2: 0.3623 (0.3706) loss_vfl_dn_3: 0.3574 (0.3634) loss_vfl_dn_4: 0.3567 (0.3608) loss_vfl_dn_5: 0.3544 (0.3600) time: 0.4864 data: 0.0140 max mem: 5654 Epoch: [45] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 16.0628 (15.7936) loss_bbox: 0.1551 (0.1530) loss_bbox_aux_0: 0.1733 (0.1656) loss_bbox_aux_1: 0.1641 (0.1582) loss_bbox_aux_2: 0.1588 (0.1556) loss_bbox_aux_3: 0.1546 (0.1537) loss_bbox_aux_4: 0.1574 (0.1530) loss_bbox_aux_5: 0.2041 (0.2021) loss_bbox_dn_0: 0.2680 (0.2669) loss_bbox_dn_1: 0.1877 (0.1964) loss_bbox_dn_2: 0.1664 (0.1760) loss_bbox_dn_3: 0.1593 (0.1700) loss_bbox_dn_4: 0.1579 (0.1686) loss_bbox_dn_5: 0.1579 (0.1687) loss_giou: 0.4614 (0.4727) loss_giou_aux_0: 0.4805 (0.4960) loss_giou_aux_1: 0.4669 (0.4825) loss_giou_aux_2: 0.4675 (0.4775) loss_giou_aux_3: 0.4616 (0.4742) loss_giou_aux_4: 0.4611 (0.4730) loss_giou_aux_5: 0.5472 (0.5608) loss_giou_dn_0: 0.5812 (0.5786) loss_giou_dn_1: 0.4749 (0.4710) loss_giou_dn_2: 0.4458 (0.4407) loss_giou_dn_3: 0.4415 (0.4325) loss_giou_dn_4: 0.4423 (0.4304) loss_giou_dn_5: 0.4428 (0.4306) loss_vfl: 0.6741 (0.6723) loss_vfl_aux_0: 0.7740 (0.7764) loss_vfl_aux_1: 0.7358 (0.7267) loss_vfl_aux_2: 0.7109 (0.6980) loss_vfl_aux_3: 0.6866 (0.6838) loss_vfl_aux_4: 0.6811 (0.6760) loss_vfl_aux_5: 0.7660 (0.7595) loss_vfl_dn_0: 0.4573 (0.4516) loss_vfl_dn_1: 0.3904 (0.3863) loss_vfl_dn_2: 0.3743 (0.3706) loss_vfl_dn_3: 0.3673 (0.3634) loss_vfl_dn_4: 0.3646 (0.3608) loss_vfl_dn_5: 0.3655 (0.3600) time: 0.4785 data: 0.0140 max mem: 5654 Epoch: [45] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.1143 (15.7894) loss_bbox: 0.1327 (0.1530) loss_bbox_aux_0: 0.1498 (0.1655) loss_bbox_aux_1: 0.1407 (0.1582) loss_bbox_aux_2: 0.1397 (0.1556) loss_bbox_aux_3: 0.1358 (0.1536) loss_bbox_aux_4: 0.1355 (0.1530) loss_bbox_aux_5: 0.1770 (0.2021) loss_bbox_dn_0: 0.2413 (0.2669) loss_bbox_dn_1: 0.1771 (0.1964) loss_bbox_dn_2: 0.1573 (0.1759) loss_bbox_dn_3: 0.1513 (0.1700) loss_bbox_dn_4: 0.1512 (0.1686) loss_bbox_dn_5: 0.1512 (0.1686) loss_giou: 0.4170 (0.4724) loss_giou_aux_0: 0.4614 (0.4957) loss_giou_aux_1: 0.4313 (0.4822) loss_giou_aux_2: 0.4312 (0.4772) loss_giou_aux_3: 0.4280 (0.4738) loss_giou_aux_4: 0.4164 (0.4726) loss_giou_aux_5: 0.5208 (0.5605) loss_giou_dn_0: 0.5575 (0.5784) loss_giou_dn_1: 0.4598 (0.4708) loss_giou_dn_2: 0.4204 (0.4404) loss_giou_dn_3: 0.4118 (0.4322) loss_giou_dn_4: 0.4099 (0.4301) loss_giou_dn_5: 0.4102 (0.4303) loss_vfl: 0.6931 (0.6723) loss_vfl_aux_0: 0.7460 (0.7764) loss_vfl_aux_1: 0.7266 (0.7267) loss_vfl_aux_2: 0.7020 (0.6980) loss_vfl_aux_3: 0.6938 (0.6839) loss_vfl_aux_4: 0.7024 (0.6760) loss_vfl_aux_5: 0.7421 (0.7596) loss_vfl_dn_0: 0.4464 (0.4515) loss_vfl_dn_1: 0.3877 (0.3863) loss_vfl_dn_2: 0.3742 (0.3705) loss_vfl_dn_3: 0.3590 (0.3633) loss_vfl_dn_4: 0.3555 (0.3607) loss_vfl_dn_5: 0.3547 (0.3600) time: 0.4784 data: 0.0136 max mem: 5654 Epoch: [45] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 16.0172 (15.7882) loss_bbox: 0.1503 (0.1530) loss_bbox_aux_0: 0.1642 (0.1656) loss_bbox_aux_1: 0.1546 (0.1582) loss_bbox_aux_2: 0.1516 (0.1556) loss_bbox_aux_3: 0.1605 (0.1537) loss_bbox_aux_4: 0.1511 (0.1530) loss_bbox_aux_5: 0.1957 (0.2021) loss_bbox_dn_0: 0.2548 (0.2670) loss_bbox_dn_1: 0.1899 (0.1964) loss_bbox_dn_2: 0.1661 (0.1760) loss_bbox_dn_3: 0.1620 (0.1700) loss_bbox_dn_4: 0.1601 (0.1687) loss_bbox_dn_5: 0.1601 (0.1687) loss_giou: 0.4670 (0.4723) loss_giou_aux_0: 0.4884 (0.4956) loss_giou_aux_1: 0.4757 (0.4821) loss_giou_aux_2: 0.4680 (0.4770) loss_giou_aux_3: 0.4699 (0.4737) loss_giou_aux_4: 0.4668 (0.4725) loss_giou_aux_5: 0.5501 (0.5604) loss_giou_dn_0: 0.5753 (0.5782) loss_giou_dn_1: 0.4739 (0.4706) loss_giou_dn_2: 0.4472 (0.4403) loss_giou_dn_3: 0.4400 (0.4321) loss_giou_dn_4: 0.4396 (0.4300) loss_giou_dn_5: 0.4399 (0.4302) loss_vfl: 0.6690 (0.6723) loss_vfl_aux_0: 0.7658 (0.7764) loss_vfl_aux_1: 0.7149 (0.7267) loss_vfl_aux_2: 0.6966 (0.6981) loss_vfl_aux_3: 0.6838 (0.6838) loss_vfl_aux_4: 0.6762 (0.6760) loss_vfl_aux_5: 0.7369 (0.7596) loss_vfl_dn_0: 0.4467 (0.4515) loss_vfl_dn_1: 0.3867 (0.3862) loss_vfl_dn_2: 0.3695 (0.3705) loss_vfl_dn_3: 0.3630 (0.3633) loss_vfl_dn_4: 0.3603 (0.3607) loss_vfl_dn_5: 0.3597 (0.3599) time: 0.4786 data: 0.0136 max mem: 5654 Epoch: [45] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 16.0506 (15.7900) loss_bbox: 0.1464 (0.1530) loss_bbox_aux_0: 0.1590 (0.1656) loss_bbox_aux_1: 0.1583 (0.1583) loss_bbox_aux_2: 0.1535 (0.1556) loss_bbox_aux_3: 0.1518 (0.1537) loss_bbox_aux_4: 0.1465 (0.1531) loss_bbox_aux_5: 0.1927 (0.2021) loss_bbox_dn_0: 0.2593 (0.2670) loss_bbox_dn_1: 0.1894 (0.1965) loss_bbox_dn_2: 0.1694 (0.1760) loss_bbox_dn_3: 0.1643 (0.1701) loss_bbox_dn_4: 0.1625 (0.1687) loss_bbox_dn_5: 0.1625 (0.1687) loss_giou: 0.4801 (0.4723) loss_giou_aux_0: 0.5086 (0.4956) loss_giou_aux_1: 0.4947 (0.4822) loss_giou_aux_2: 0.4828 (0.4771) loss_giou_aux_3: 0.4782 (0.4737) loss_giou_aux_4: 0.4818 (0.4725) loss_giou_aux_5: 0.5680 (0.5604) loss_giou_dn_0: 0.5914 (0.5782) loss_giou_dn_1: 0.4784 (0.4706) loss_giou_dn_2: 0.4533 (0.4403) loss_giou_dn_3: 0.4413 (0.4321) loss_giou_dn_4: 0.4389 (0.4300) loss_giou_dn_5: 0.4397 (0.4302) loss_vfl: 0.6742 (0.6725) loss_vfl_aux_0: 0.7577 (0.7765) loss_vfl_aux_1: 0.7134 (0.7267) loss_vfl_aux_2: 0.6994 (0.6982) loss_vfl_aux_3: 0.6920 (0.6840) loss_vfl_aux_4: 0.6834 (0.6763) loss_vfl_aux_5: 0.7454 (0.7598) loss_vfl_dn_0: 0.4571 (0.4516) loss_vfl_dn_1: 0.3952 (0.3863) loss_vfl_dn_2: 0.3805 (0.3705) loss_vfl_dn_3: 0.3704 (0.3633) loss_vfl_dn_4: 0.3672 (0.3607) loss_vfl_dn_5: 0.3669 (0.3600) time: 0.4824 data: 0.0137 max mem: 5654 Epoch: [45] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.5710 (15.7887) loss_bbox: 0.1565 (0.1531) loss_bbox_aux_0: 0.1615 (0.1657) loss_bbox_aux_1: 0.1518 (0.1584) loss_bbox_aux_2: 0.1578 (0.1556) loss_bbox_aux_3: 0.1523 (0.1537) loss_bbox_aux_4: 0.1514 (0.1531) loss_bbox_aux_5: 0.1929 (0.2022) loss_bbox_dn_0: 0.2444 (0.2671) loss_bbox_dn_1: 0.1737 (0.1965) loss_bbox_dn_2: 0.1509 (0.1761) loss_bbox_dn_3: 0.1481 (0.1701) loss_bbox_dn_4: 0.1476 (0.1687) loss_bbox_dn_5: 0.1476 (0.1688) loss_giou: 0.4525 (0.4722) loss_giou_aux_0: 0.4744 (0.4955) loss_giou_aux_1: 0.4672 (0.4821) loss_giou_aux_2: 0.4627 (0.4770) loss_giou_aux_3: 0.4529 (0.4736) loss_giou_aux_4: 0.4521 (0.4724) loss_giou_aux_5: 0.5429 (0.5602) loss_giou_dn_0: 0.5855 (0.5781) loss_giou_dn_1: 0.4568 (0.4705) loss_giou_dn_2: 0.4366 (0.4402) loss_giou_dn_3: 0.4290 (0.4320) loss_giou_dn_4: 0.4256 (0.4299) loss_giou_dn_5: 0.4259 (0.4301) loss_vfl: 0.6579 (0.6725) loss_vfl_aux_0: 0.7497 (0.7764) loss_vfl_aux_1: 0.6957 (0.7266) loss_vfl_aux_2: 0.6830 (0.6981) loss_vfl_aux_3: 0.6704 (0.6839) loss_vfl_aux_4: 0.6671 (0.6762) loss_vfl_aux_5: 0.7605 (0.7598) loss_vfl_dn_0: 0.4454 (0.4515) loss_vfl_dn_1: 0.3891 (0.3863) loss_vfl_dn_2: 0.3742 (0.3705) loss_vfl_dn_3: 0.3676 (0.3633) loss_vfl_dn_4: 0.3628 (0.3607) loss_vfl_dn_5: 0.3638 (0.3599) time: 0.4880 data: 0.0146 max mem: 5654 Epoch: [45] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 16.2078 (15.7894) loss_bbox: 0.1545 (0.1531) loss_bbox_aux_0: 0.1711 (0.1657) loss_bbox_aux_1: 0.1523 (0.1584) loss_bbox_aux_2: 0.1547 (0.1557) loss_bbox_aux_3: 0.1572 (0.1538) loss_bbox_aux_4: 0.1527 (0.1531) loss_bbox_aux_5: 0.2082 (0.2022) loss_bbox_dn_0: 0.2707 (0.2671) loss_bbox_dn_1: 0.2016 (0.1965) loss_bbox_dn_2: 0.1756 (0.1761) loss_bbox_dn_3: 0.1676 (0.1701) loss_bbox_dn_4: 0.1657 (0.1688) loss_bbox_dn_5: 0.1658 (0.1688) loss_giou: 0.4557 (0.4722) loss_giou_aux_0: 0.4844 (0.4956) loss_giou_aux_1: 0.4656 (0.4822) loss_giou_aux_2: 0.4665 (0.4771) loss_giou_aux_3: 0.4631 (0.4737) loss_giou_aux_4: 0.4567 (0.4725) loss_giou_aux_5: 0.5607 (0.5603) loss_giou_dn_0: 0.5769 (0.5780) loss_giou_dn_1: 0.4737 (0.4705) loss_giou_dn_2: 0.4479 (0.4402) loss_giou_dn_3: 0.4408 (0.4320) loss_giou_dn_4: 0.4387 (0.4299) loss_giou_dn_5: 0.4389 (0.4301) loss_vfl: 0.6595 (0.6724) loss_vfl_aux_0: 0.7541 (0.7765) loss_vfl_aux_1: 0.7425 (0.7265) loss_vfl_aux_2: 0.6995 (0.6980) loss_vfl_aux_3: 0.6787 (0.6838) loss_vfl_aux_4: 0.6671 (0.6762) loss_vfl_aux_5: 0.7616 (0.7598) loss_vfl_dn_0: 0.4533 (0.4516) loss_vfl_dn_1: 0.3872 (0.3863) loss_vfl_dn_2: 0.3734 (0.3705) loss_vfl_dn_3: 0.3672 (0.3633) loss_vfl_dn_4: 0.3645 (0.3607) loss_vfl_dn_5: 0.3620 (0.3600) time: 0.4646 data: 0.0141 max mem: 5654 Epoch: [45] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.5585 (15.7891) loss_bbox: 0.1507 (0.1531) loss_bbox_aux_0: 0.1776 (0.1658) loss_bbox_aux_1: 0.1618 (0.1584) loss_bbox_aux_2: 0.1587 (0.1557) loss_bbox_aux_3: 0.1531 (0.1538) loss_bbox_aux_4: 0.1524 (0.1531) loss_bbox_aux_5: 0.2141 (0.2022) loss_bbox_dn_0: 0.2623 (0.2672) loss_bbox_dn_1: 0.1867 (0.1966) loss_bbox_dn_2: 0.1693 (0.1761) loss_bbox_dn_3: 0.1669 (0.1702) loss_bbox_dn_4: 0.1664 (0.1688) loss_bbox_dn_5: 0.1664 (0.1688) loss_giou: 0.4028 (0.4721) loss_giou_aux_0: 0.4387 (0.4955) loss_giou_aux_1: 0.4211 (0.4821) loss_giou_aux_2: 0.4169 (0.4769) loss_giou_aux_3: 0.4108 (0.4736) loss_giou_aux_4: 0.4060 (0.4723) loss_giou_aux_5: 0.5141 (0.5602) loss_giou_dn_0: 0.5669 (0.5780) loss_giou_dn_1: 0.4463 (0.4704) loss_giou_dn_2: 0.4141 (0.4402) loss_giou_dn_3: 0.4042 (0.4319) loss_giou_dn_4: 0.4000 (0.4299) loss_giou_dn_5: 0.4002 (0.4301) loss_vfl: 0.6713 (0.6725) loss_vfl_aux_0: 0.7822 (0.7766) loss_vfl_aux_1: 0.7286 (0.7267) loss_vfl_aux_2: 0.7089 (0.6981) loss_vfl_aux_3: 0.6873 (0.6839) loss_vfl_aux_4: 0.6779 (0.6763) loss_vfl_aux_5: 0.7555 (0.7599) loss_vfl_dn_0: 0.4459 (0.4516) loss_vfl_dn_1: 0.3803 (0.3863) loss_vfl_dn_2: 0.3639 (0.3705) loss_vfl_dn_3: 0.3558 (0.3633) loss_vfl_dn_4: 0.3526 (0.3607) loss_vfl_dn_5: 0.3516 (0.3599) time: 0.4767 data: 0.0136 max mem: 5654 Epoch: [45] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.9843 (15.7881) loss_bbox: 0.1513 (0.1531) loss_bbox_aux_0: 0.1723 (0.1658) loss_bbox_aux_1: 0.1531 (0.1584) loss_bbox_aux_2: 0.1513 (0.1557) loss_bbox_aux_3: 0.1602 (0.1538) loss_bbox_aux_4: 0.1506 (0.1532) loss_bbox_aux_5: 0.2100 (0.2023) loss_bbox_dn_0: 0.2899 (0.2672) loss_bbox_dn_1: 0.1874 (0.1966) loss_bbox_dn_2: 0.1644 (0.1761) loss_bbox_dn_3: 0.1639 (0.1701) loss_bbox_dn_4: 0.1675 (0.1688) loss_bbox_dn_5: 0.1677 (0.1688) loss_giou: 0.4618 (0.4720) loss_giou_aux_0: 0.4661 (0.4953) loss_giou_aux_1: 0.4631 (0.4819) loss_giou_aux_2: 0.4555 (0.4768) loss_giou_aux_3: 0.4611 (0.4735) loss_giou_aux_4: 0.4616 (0.4722) loss_giou_aux_5: 0.5470 (0.5601) loss_giou_dn_0: 0.5775 (0.5780) loss_giou_dn_1: 0.4663 (0.4704) loss_giou_dn_2: 0.4329 (0.4401) loss_giou_dn_3: 0.4192 (0.4319) loss_giou_dn_4: 0.4167 (0.4298) loss_giou_dn_5: 0.4171 (0.4300) loss_vfl: 0.6698 (0.6725) loss_vfl_aux_0: 0.7570 (0.7766) loss_vfl_aux_1: 0.7043 (0.7268) loss_vfl_aux_2: 0.6783 (0.6981) loss_vfl_aux_3: 0.6671 (0.6839) loss_vfl_aux_4: 0.6616 (0.6763) loss_vfl_aux_5: 0.7423 (0.7599) loss_vfl_dn_0: 0.4476 (0.4516) loss_vfl_dn_1: 0.3869 (0.3863) loss_vfl_dn_2: 0.3732 (0.3705) loss_vfl_dn_3: 0.3640 (0.3633) loss_vfl_dn_4: 0.3637 (0.3607) loss_vfl_dn_5: 0.3631 (0.3599) time: 0.4770 data: 0.0138 max mem: 5654 Epoch: [45] Total time: 1:00:16 (0.4892 s / it) Averaged stats: lr: 0.000010 loss: 15.9843 (15.7881) loss_bbox: 0.1513 (0.1531) loss_bbox_aux_0: 0.1723 (0.1658) loss_bbox_aux_1: 0.1531 (0.1584) loss_bbox_aux_2: 0.1513 (0.1557) loss_bbox_aux_3: 0.1602 (0.1538) loss_bbox_aux_4: 0.1506 (0.1532) loss_bbox_aux_5: 0.2100 (0.2023) loss_bbox_dn_0: 0.2899 (0.2672) loss_bbox_dn_1: 0.1874 (0.1966) loss_bbox_dn_2: 0.1644 (0.1761) loss_bbox_dn_3: 0.1639 (0.1701) loss_bbox_dn_4: 0.1675 (0.1688) loss_bbox_dn_5: 0.1677 (0.1688) loss_giou: 0.4618 (0.4720) loss_giou_aux_0: 0.4661 (0.4953) loss_giou_aux_1: 0.4631 (0.4819) loss_giou_aux_2: 0.4555 (0.4768) loss_giou_aux_3: 0.4611 (0.4735) loss_giou_aux_4: 0.4616 (0.4722) loss_giou_aux_5: 0.5470 (0.5601) loss_giou_dn_0: 0.5775 (0.5780) loss_giou_dn_1: 0.4663 (0.4704) loss_giou_dn_2: 0.4329 (0.4401) loss_giou_dn_3: 0.4192 (0.4319) loss_giou_dn_4: 0.4167 (0.4298) loss_giou_dn_5: 0.4171 (0.4300) loss_vfl: 0.6698 (0.6725) loss_vfl_aux_0: 0.7570 (0.7766) loss_vfl_aux_1: 0.7043 (0.7268) loss_vfl_aux_2: 0.6783 (0.6981) loss_vfl_aux_3: 0.6671 (0.6839) loss_vfl_aux_4: 0.6616 (0.6763) loss_vfl_aux_5: 0.7423 (0.7599) loss_vfl_dn_0: 0.4476 (0.4516) loss_vfl_dn_1: 0.3869 (0.3863) loss_vfl_dn_2: 0.3732 (0.3705) loss_vfl_dn_3: 0.3640 (0.3633) loss_vfl_dn_4: 0.3637 (0.3607) loss_vfl_dn_5: 0.3631 (0.3599) Test: [ 0/157] eta: 0:04:30 time: 1.7222 data: 1.3023 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5152 data: 0.1378 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3922 data: 0.0240 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3907 data: 0.0275 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3966 data: 0.0280 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4097 data: 0.0282 max mem: 5654 Test: [ 60/157] eta: 0:00:41 time: 0.4166 data: 0.0290 max mem: 5654 Test: [ 70/157] eta: 0:00:36 time: 0.4019 data: 0.0283 max mem: 5654 Test: [ 80/157] eta: 0:00:32 time: 0.3999 data: 0.0270 max mem: 5654 Test: [ 90/157] eta: 0:00:27 time: 0.4074 data: 0.0270 max mem: 5654 Test: [100/157] eta: 0:00:23 time: 0.4026 data: 0.0279 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.7270 data: 0.0279 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.7165 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3888 data: 0.0275 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3890 data: 0.0275 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3746 data: 0.0268 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3624 data: 0.0260 max mem: 5654 Test: Total time: 0:01:10 (0.4473 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.86s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 45, 'coco_eval_bbox': 0.525547986396149} Epoch: [46] [ 0/7393] eta: 17:54:46 lr: 0.000010 loss: 15.0398 (15.0398) loss_bbox: 0.1430 (0.1430) loss_bbox_aux_0: 0.1461 (0.1461) loss_bbox_aux_1: 0.1486 (0.1486) loss_bbox_aux_2: 0.1436 (0.1436) loss_bbox_aux_3: 0.1311 (0.1311) loss_bbox_aux_4: 0.1468 (0.1468) loss_bbox_aux_5: 0.1661 (0.1661) loss_bbox_dn_0: 0.2072 (0.2072) loss_bbox_dn_1: 0.1579 (0.1579) loss_bbox_dn_2: 0.1415 (0.1415) loss_bbox_dn_3: 0.1371 (0.1371) loss_bbox_dn_4: 0.1356 (0.1356) loss_bbox_dn_5: 0.1356 (0.1356) loss_giou: 0.4714 (0.4714) loss_giou_aux_0: 0.5033 (0.5033) loss_giou_aux_1: 0.4805 (0.4805) loss_giou_aux_2: 0.4677 (0.4677) loss_giou_aux_3: 0.4783 (0.4783) loss_giou_aux_4: 0.4733 (0.4733) loss_giou_aux_5: 0.5485 (0.5485) loss_giou_dn_0: 0.5361 (0.5361) loss_giou_dn_1: 0.4518 (0.4518) loss_giou_dn_2: 0.4262 (0.4262) loss_giou_dn_3: 0.4181 (0.4181) loss_giou_dn_4: 0.4158 (0.4158) loss_giou_dn_5: 0.4158 (0.4158) loss_vfl: 0.6349 (0.6349) loss_vfl_aux_0: 0.7197 (0.7197) loss_vfl_aux_1: 0.6825 (0.6825) loss_vfl_aux_2: 0.6617 (0.6617) loss_vfl_aux_3: 0.6438 (0.6438) loss_vfl_aux_4: 0.6344 (0.6344) loss_vfl_aux_5: 0.7189 (0.7189) loss_vfl_dn_0: 0.4657 (0.4657) loss_vfl_dn_1: 0.3920 (0.3920) loss_vfl_dn_2: 0.3751 (0.3751) loss_vfl_dn_3: 0.3658 (0.3658) loss_vfl_dn_4: 0.3601 (0.3601) loss_vfl_dn_5: 0.3583 (0.3583) time: 8.7226 data: 3.1872 max mem: 5654 Epoch: [46] [ 100/7393] eta: 1:09:29 lr: 0.000010 loss: 15.8696 (15.6646) loss_bbox: 0.1626 (0.1534) loss_bbox_aux_0: 0.1805 (0.1690) loss_bbox_aux_1: 0.1719 (0.1588) loss_bbox_aux_2: 0.1709 (0.1554) loss_bbox_aux_3: 0.1659 (0.1534) loss_bbox_aux_4: 0.1626 (0.1528) loss_bbox_aux_5: 0.2092 (0.2063) loss_bbox_dn_0: 0.2934 (0.2718) loss_bbox_dn_1: 0.2118 (0.2006) loss_bbox_dn_2: 0.1909 (0.1797) loss_bbox_dn_3: 0.1827 (0.1735) loss_bbox_dn_4: 0.1815 (0.1720) loss_bbox_dn_5: 0.1816 (0.1720) loss_giou: 0.3996 (0.4563) loss_giou_aux_0: 0.4502 (0.4822) loss_giou_aux_1: 0.4328 (0.4670) loss_giou_aux_2: 0.4187 (0.4600) loss_giou_aux_3: 0.4087 (0.4572) loss_giou_aux_4: 0.3978 (0.4557) loss_giou_aux_5: 0.5261 (0.5482) loss_giou_dn_0: 0.5564 (0.5684) loss_giou_dn_1: 0.4492 (0.4613) loss_giou_dn_2: 0.4200 (0.4310) loss_giou_dn_3: 0.4119 (0.4225) loss_giou_dn_4: 0.4102 (0.4204) loss_giou_dn_5: 0.4102 (0.4206) loss_vfl: 0.6731 (0.6755) loss_vfl_aux_0: 0.7578 (0.7759) loss_vfl_aux_1: 0.7455 (0.7319) loss_vfl_aux_2: 0.7083 (0.7051) loss_vfl_aux_3: 0.6883 (0.6897) loss_vfl_aux_4: 0.6791 (0.6814) loss_vfl_aux_5: 0.7554 (0.7548) loss_vfl_dn_0: 0.4501 (0.4504) loss_vfl_dn_1: 0.3794 (0.3842) loss_vfl_dn_2: 0.3675 (0.3686) loss_vfl_dn_3: 0.3620 (0.3612) loss_vfl_dn_4: 0.3600 (0.3585) loss_vfl_dn_5: 0.3576 (0.3579) time: 0.4911 data: 0.0155 max mem: 5654 Epoch: [46] [ 200/7393] eta: 1:03:11 lr: 0.000010 loss: 15.5550 (15.7054) loss_bbox: 0.1355 (0.1527) loss_bbox_aux_0: 0.1717 (0.1680) loss_bbox_aux_1: 0.1442 (0.1587) loss_bbox_aux_2: 0.1399 (0.1550) loss_bbox_aux_3: 0.1438 (0.1532) loss_bbox_aux_4: 0.1291 (0.1522) loss_bbox_aux_5: 0.1972 (0.2037) loss_bbox_dn_0: 0.2425 (0.2685) loss_bbox_dn_1: 0.1802 (0.1980) loss_bbox_dn_2: 0.1510 (0.1771) loss_bbox_dn_3: 0.1524 (0.1708) loss_bbox_dn_4: 0.1534 (0.1693) loss_bbox_dn_5: 0.1535 (0.1693) loss_giou: 0.4770 (0.4654) loss_giou_aux_0: 0.5196 (0.4910) loss_giou_aux_1: 0.4887 (0.4769) loss_giou_aux_2: 0.4821 (0.4702) loss_giou_aux_3: 0.4789 (0.4668) loss_giou_aux_4: 0.4798 (0.4650) loss_giou_aux_5: 0.5577 (0.5550) loss_giou_dn_0: 0.5894 (0.5748) loss_giou_dn_1: 0.4910 (0.4674) loss_giou_dn_2: 0.4682 (0.4365) loss_giou_dn_3: 0.4627 (0.4283) loss_giou_dn_4: 0.4611 (0.4262) loss_giou_dn_5: 0.4617 (0.4264) loss_vfl: 0.6722 (0.6697) loss_vfl_aux_0: 0.7692 (0.7714) loss_vfl_aux_1: 0.7258 (0.7246) loss_vfl_aux_2: 0.7030 (0.6964) loss_vfl_aux_3: 0.6857 (0.6817) loss_vfl_aux_4: 0.6799 (0.6750) loss_vfl_aux_5: 0.7204 (0.7563) loss_vfl_dn_0: 0.4413 (0.4509) loss_vfl_dn_1: 0.3836 (0.3852) loss_vfl_dn_2: 0.3658 (0.3694) loss_vfl_dn_3: 0.3595 (0.3615) loss_vfl_dn_4: 0.3576 (0.3588) loss_vfl_dn_5: 0.3579 (0.3581) time: 0.4856 data: 0.0142 max mem: 5654 Epoch: [46] [ 300/7393] eta: 1:03:19 lr: 0.000010 loss: 15.4212 (15.7308) loss_bbox: 0.1330 (0.1518) loss_bbox_aux_0: 0.1483 (0.1662) loss_bbox_aux_1: 0.1388 (0.1568) loss_bbox_aux_2: 0.1338 (0.1535) loss_bbox_aux_3: 0.1309 (0.1521) loss_bbox_aux_4: 0.1310 (0.1516) loss_bbox_aux_5: 0.1671 (0.2008) loss_bbox_dn_0: 0.2246 (0.2657) loss_bbox_dn_1: 0.1697 (0.1954) loss_bbox_dn_2: 0.1517 (0.1751) loss_bbox_dn_3: 0.1442 (0.1689) loss_bbox_dn_4: 0.1427 (0.1674) loss_bbox_dn_5: 0.1427 (0.1674) loss_giou: 0.4868 (0.4705) loss_giou_aux_0: 0.5335 (0.4958) loss_giou_aux_1: 0.4981 (0.4808) loss_giou_aux_2: 0.4900 (0.4752) loss_giou_aux_3: 0.4910 (0.4718) loss_giou_aux_4: 0.4846 (0.4702) loss_giou_aux_5: 0.5952 (0.5601) loss_giou_dn_0: 0.5792 (0.5783) loss_giou_dn_1: 0.4750 (0.4701) loss_giou_dn_2: 0.4421 (0.4399) loss_giou_dn_3: 0.4320 (0.4318) loss_giou_dn_4: 0.4301 (0.4296) loss_giou_dn_5: 0.4302 (0.4299) loss_vfl: 0.6428 (0.6682) loss_vfl_aux_0: 0.7287 (0.7701) loss_vfl_aux_1: 0.7203 (0.7253) loss_vfl_aux_2: 0.6713 (0.6948) loss_vfl_aux_3: 0.6660 (0.6797) loss_vfl_aux_4: 0.6449 (0.6724) loss_vfl_aux_5: 0.7354 (0.7550) loss_vfl_dn_0: 0.4494 (0.4511) loss_vfl_dn_1: 0.3846 (0.3860) loss_vfl_dn_2: 0.3659 (0.3700) loss_vfl_dn_3: 0.3626 (0.3626) loss_vfl_dn_4: 0.3584 (0.3598) loss_vfl_dn_5: 0.3573 (0.3591) time: 0.4869 data: 0.0165 max mem: 5654 Epoch: [46] [ 400/7393] eta: 1:00:53 lr: 0.000010 loss: 16.0775 (15.7896) loss_bbox: 0.1387 (0.1517) loss_bbox_aux_0: 0.1616 (0.1662) loss_bbox_aux_1: 0.1478 (0.1572) loss_bbox_aux_2: 0.1470 (0.1538) loss_bbox_aux_3: 0.1455 (0.1524) loss_bbox_aux_4: 0.1441 (0.1518) loss_bbox_aux_5: 0.1809 (0.2009) loss_bbox_dn_0: 0.2349 (0.2665) loss_bbox_dn_1: 0.1710 (0.1960) loss_bbox_dn_2: 0.1567 (0.1754) loss_bbox_dn_3: 0.1535 (0.1695) loss_bbox_dn_4: 0.1521 (0.1680) loss_bbox_dn_5: 0.1520 (0.1680) loss_giou: 0.4722 (0.4716) loss_giou_aux_0: 0.4962 (0.4968) loss_giou_aux_1: 0.4763 (0.4820) loss_giou_aux_2: 0.4693 (0.4763) loss_giou_aux_3: 0.4731 (0.4731) loss_giou_aux_4: 0.4664 (0.4716) loss_giou_aux_5: 0.5675 (0.5613) loss_giou_dn_0: 0.6126 (0.5811) loss_giou_dn_1: 0.4866 (0.4726) loss_giou_dn_2: 0.4515 (0.4420) loss_giou_dn_3: 0.4463 (0.4339) loss_giou_dn_4: 0.4446 (0.4318) loss_giou_dn_5: 0.4449 (0.4320) loss_vfl: 0.6500 (0.6718) loss_vfl_aux_0: 0.7748 (0.7748) loss_vfl_aux_1: 0.7173 (0.7291) loss_vfl_aux_2: 0.6955 (0.6987) loss_vfl_aux_3: 0.6719 (0.6836) loss_vfl_aux_4: 0.6548 (0.6756) loss_vfl_aux_5: 0.7644 (0.7592) loss_vfl_dn_0: 0.4484 (0.4518) loss_vfl_dn_1: 0.3899 (0.3868) loss_vfl_dn_2: 0.3740 (0.3709) loss_vfl_dn_3: 0.3654 (0.3632) loss_vfl_dn_4: 0.3617 (0.3605) loss_vfl_dn_5: 0.3622 (0.3598) time: 0.4908 data: 0.0155 max mem: 5654 Epoch: [46] [ 500/7393] eta: 0:59:08 lr: 0.000010 loss: 15.8091 (15.7813) loss_bbox: 0.1396 (0.1507) loss_bbox_aux_0: 0.1475 (0.1653) loss_bbox_aux_1: 0.1355 (0.1563) loss_bbox_aux_2: 0.1419 (0.1529) loss_bbox_aux_3: 0.1461 (0.1512) loss_bbox_aux_4: 0.1424 (0.1507) loss_bbox_aux_5: 0.1755 (0.1996) loss_bbox_dn_0: 0.2333 (0.2661) loss_bbox_dn_1: 0.1683 (0.1953) loss_bbox_dn_2: 0.1498 (0.1749) loss_bbox_dn_3: 0.1428 (0.1689) loss_bbox_dn_4: 0.1392 (0.1675) loss_bbox_dn_5: 0.1392 (0.1675) loss_giou: 0.4306 (0.4722) loss_giou_aux_0: 0.4895 (0.4975) loss_giou_aux_1: 0.4694 (0.4831) loss_giou_aux_2: 0.4494 (0.4771) loss_giou_aux_3: 0.4562 (0.4737) loss_giou_aux_4: 0.4423 (0.4722) loss_giou_aux_5: 0.5556 (0.5613) loss_giou_dn_0: 0.5613 (0.5816) loss_giou_dn_1: 0.4466 (0.4728) loss_giou_dn_2: 0.4253 (0.4421) loss_giou_dn_3: 0.4174 (0.4340) loss_giou_dn_4: 0.4167 (0.4318) loss_giou_dn_5: 0.4170 (0.4320) loss_vfl: 0.6996 (0.6717) loss_vfl_aux_0: 0.7790 (0.7745) loss_vfl_aux_1: 0.7310 (0.7285) loss_vfl_aux_2: 0.7303 (0.6988) loss_vfl_aux_3: 0.7178 (0.6837) loss_vfl_aux_4: 0.7034 (0.6757) loss_vfl_aux_5: 0.7542 (0.7588) loss_vfl_dn_0: 0.4468 (0.4515) loss_vfl_dn_1: 0.3865 (0.3865) loss_vfl_dn_2: 0.3711 (0.3706) loss_vfl_dn_3: 0.3616 (0.3630) loss_vfl_dn_4: 0.3581 (0.3603) loss_vfl_dn_5: 0.3582 (0.3596) time: 0.4888 data: 0.0145 max mem: 5654 Epoch: [46] [ 600/7393] eta: 0:57:35 lr: 0.000010 loss: 15.8900 (15.7748) loss_bbox: 0.1391 (0.1512) loss_bbox_aux_0: 0.1572 (0.1653) loss_bbox_aux_1: 0.1424 (0.1565) loss_bbox_aux_2: 0.1428 (0.1533) loss_bbox_aux_3: 0.1404 (0.1513) loss_bbox_aux_4: 0.1392 (0.1510) loss_bbox_aux_5: 0.1940 (0.2000) loss_bbox_dn_0: 0.2617 (0.2650) loss_bbox_dn_1: 0.1904 (0.1943) loss_bbox_dn_2: 0.1695 (0.1739) loss_bbox_dn_3: 0.1660 (0.1679) loss_bbox_dn_4: 0.1657 (0.1665) loss_bbox_dn_5: 0.1657 (0.1665) loss_giou: 0.4618 (0.4740) loss_giou_aux_0: 0.4986 (0.4987) loss_giou_aux_1: 0.4769 (0.4845) loss_giou_aux_2: 0.4697 (0.4786) loss_giou_aux_3: 0.4602 (0.4752) loss_giou_aux_4: 0.4645 (0.4739) loss_giou_aux_5: 0.5499 (0.5623) loss_giou_dn_0: 0.5827 (0.5817) loss_giou_dn_1: 0.4772 (0.4731) loss_giou_dn_2: 0.4428 (0.4425) loss_giou_dn_3: 0.4372 (0.4344) loss_giou_dn_4: 0.4376 (0.4322) loss_giou_dn_5: 0.4379 (0.4324) loss_vfl: 0.6544 (0.6698) loss_vfl_aux_0: 0.7529 (0.7730) loss_vfl_aux_1: 0.6926 (0.7265) loss_vfl_aux_2: 0.6722 (0.6973) loss_vfl_aux_3: 0.6594 (0.6823) loss_vfl_aux_4: 0.6660 (0.6741) loss_vfl_aux_5: 0.7240 (0.7574) loss_vfl_dn_0: 0.4470 (0.4509) loss_vfl_dn_1: 0.3829 (0.3859) loss_vfl_dn_2: 0.3688 (0.3701) loss_vfl_dn_3: 0.3596 (0.3625) loss_vfl_dn_4: 0.3572 (0.3598) loss_vfl_dn_5: 0.3559 (0.3591) time: 0.4750 data: 0.0140 max mem: 5654 Epoch: [46] [ 700/7393] eta: 0:56:13 lr: 0.000010 loss: 15.5370 (15.7542) loss_bbox: 0.1331 (0.1510) loss_bbox_aux_0: 0.1437 (0.1651) loss_bbox_aux_1: 0.1470 (0.1565) loss_bbox_aux_2: 0.1406 (0.1532) loss_bbox_aux_3: 0.1365 (0.1513) loss_bbox_aux_4: 0.1336 (0.1509) loss_bbox_aux_5: 0.1832 (0.2000) loss_bbox_dn_0: 0.2372 (0.2649) loss_bbox_dn_1: 0.1832 (0.1942) loss_bbox_dn_2: 0.1555 (0.1736) loss_bbox_dn_3: 0.1490 (0.1676) loss_bbox_dn_4: 0.1479 (0.1662) loss_bbox_dn_5: 0.1479 (0.1663) loss_giou: 0.4641 (0.4728) loss_giou_aux_0: 0.4803 (0.4974) loss_giou_aux_1: 0.4786 (0.4832) loss_giou_aux_2: 0.4666 (0.4772) loss_giou_aux_3: 0.4674 (0.4741) loss_giou_aux_4: 0.4614 (0.4727) loss_giou_aux_5: 0.5586 (0.5609) loss_giou_dn_0: 0.5844 (0.5800) loss_giou_dn_1: 0.4829 (0.4716) loss_giou_dn_2: 0.4481 (0.4410) loss_giou_dn_3: 0.4408 (0.4330) loss_giou_dn_4: 0.4376 (0.4308) loss_giou_dn_5: 0.4379 (0.4310) loss_vfl: 0.6635 (0.6700) loss_vfl_aux_0: 0.7960 (0.7729) loss_vfl_aux_1: 0.7358 (0.7260) loss_vfl_aux_2: 0.6955 (0.6981) loss_vfl_aux_3: 0.6699 (0.6823) loss_vfl_aux_4: 0.6505 (0.6744) loss_vfl_aux_5: 0.7610 (0.7572) loss_vfl_dn_0: 0.4519 (0.4509) loss_vfl_dn_1: 0.3874 (0.3856) loss_vfl_dn_2: 0.3751 (0.3698) loss_vfl_dn_3: 0.3715 (0.3622) loss_vfl_dn_4: 0.3681 (0.3596) loss_vfl_dn_5: 0.3662 (0.3588) time: 0.4817 data: 0.0135 max mem: 5654 Epoch: [46] [ 800/7393] eta: 0:55:07 lr: 0.000010 loss: 16.0926 (15.7285) loss_bbox: 0.1331 (0.1503) loss_bbox_aux_0: 0.1550 (0.1643) loss_bbox_aux_1: 0.1412 (0.1554) loss_bbox_aux_2: 0.1372 (0.1522) loss_bbox_aux_3: 0.1311 (0.1504) loss_bbox_aux_4: 0.1323 (0.1500) loss_bbox_aux_5: 0.1916 (0.1993) loss_bbox_dn_0: 0.2185 (0.2633) loss_bbox_dn_1: 0.1662 (0.1929) loss_bbox_dn_2: 0.1512 (0.1723) loss_bbox_dn_3: 0.1448 (0.1665) loss_bbox_dn_4: 0.1441 (0.1651) loss_bbox_dn_5: 0.1441 (0.1651) loss_giou: 0.5072 (0.4730) loss_giou_aux_0: 0.5332 (0.4972) loss_giou_aux_1: 0.5106 (0.4828) loss_giou_aux_2: 0.5158 (0.4769) loss_giou_aux_3: 0.5066 (0.4741) loss_giou_aux_4: 0.5120 (0.4728) loss_giou_aux_5: 0.5933 (0.5608) loss_giou_dn_0: 0.5952 (0.5799) loss_giou_dn_1: 0.4959 (0.4715) loss_giou_dn_2: 0.4607 (0.4409) loss_giou_dn_3: 0.4538 (0.4327) loss_giou_dn_4: 0.4521 (0.4306) loss_giou_dn_5: 0.4521 (0.4308) loss_vfl: 0.6663 (0.6683) loss_vfl_aux_0: 0.7369 (0.7713) loss_vfl_aux_1: 0.7021 (0.7253) loss_vfl_aux_2: 0.6852 (0.6967) loss_vfl_aux_3: 0.6675 (0.6807) loss_vfl_aux_4: 0.6659 (0.6729) loss_vfl_aux_5: 0.7164 (0.7564) loss_vfl_dn_0: 0.4444 (0.4507) loss_vfl_dn_1: 0.3825 (0.3853) loss_vfl_dn_2: 0.3678 (0.3697) loss_vfl_dn_3: 0.3608 (0.3621) loss_vfl_dn_4: 0.3603 (0.3595) loss_vfl_dn_5: 0.3596 (0.3587) time: 0.4835 data: 0.0148 max mem: 5654 Epoch: [46] [ 900/7393] eta: 0:54:02 lr: 0.000010 loss: 16.3089 (15.7174) loss_bbox: 0.1380 (0.1502) loss_bbox_aux_0: 0.1483 (0.1640) loss_bbox_aux_1: 0.1453 (0.1553) loss_bbox_aux_2: 0.1408 (0.1521) loss_bbox_aux_3: 0.1334 (0.1504) loss_bbox_aux_4: 0.1380 (0.1500) loss_bbox_aux_5: 0.1822 (0.1993) loss_bbox_dn_0: 0.2579 (0.2632) loss_bbox_dn_1: 0.1922 (0.1925) loss_bbox_dn_2: 0.1661 (0.1721) loss_bbox_dn_3: 0.1625 (0.1662) loss_bbox_dn_4: 0.1607 (0.1648) loss_bbox_dn_5: 0.1607 (0.1648) loss_giou: 0.4814 (0.4727) loss_giou_aux_0: 0.5141 (0.4967) loss_giou_aux_1: 0.5190 (0.4825) loss_giou_aux_2: 0.4904 (0.4765) loss_giou_aux_3: 0.4941 (0.4739) loss_giou_aux_4: 0.4807 (0.4725) loss_giou_aux_5: 0.5649 (0.5608) loss_giou_dn_0: 0.5868 (0.5794) loss_giou_dn_1: 0.4772 (0.4711) loss_giou_dn_2: 0.4554 (0.4405) loss_giou_dn_3: 0.4477 (0.4323) loss_giou_dn_4: 0.4466 (0.4302) loss_giou_dn_5: 0.4470 (0.4304) loss_vfl: 0.6679 (0.6677) loss_vfl_aux_0: 0.7921 (0.7719) loss_vfl_aux_1: 0.7122 (0.7246) loss_vfl_aux_2: 0.6879 (0.6961) loss_vfl_aux_3: 0.6945 (0.6798) loss_vfl_aux_4: 0.6776 (0.6722) loss_vfl_aux_5: 0.7429 (0.7562) loss_vfl_dn_0: 0.4510 (0.4504) loss_vfl_dn_1: 0.3921 (0.3851) loss_vfl_dn_2: 0.3785 (0.3694) loss_vfl_dn_3: 0.3714 (0.3618) loss_vfl_dn_4: 0.3699 (0.3593) loss_vfl_dn_5: 0.3689 (0.3585) time: 0.4793 data: 0.0138 max mem: 5654 Epoch: [46] [1000/7393] eta: 0:52:59 lr: 0.000010 loss: 15.3371 (15.7089) loss_bbox: 0.1303 (0.1503) loss_bbox_aux_0: 0.1532 (0.1641) loss_bbox_aux_1: 0.1455 (0.1556) loss_bbox_aux_2: 0.1382 (0.1523) loss_bbox_aux_3: 0.1330 (0.1506) loss_bbox_aux_4: 0.1315 (0.1502) loss_bbox_aux_5: 0.1917 (0.1995) loss_bbox_dn_0: 0.2334 (0.2633) loss_bbox_dn_1: 0.1791 (0.1926) loss_bbox_dn_2: 0.1604 (0.1720) loss_bbox_dn_3: 0.1513 (0.1661) loss_bbox_dn_4: 0.1495 (0.1647) loss_bbox_dn_5: 0.1494 (0.1647) loss_giou: 0.4704 (0.4729) loss_giou_aux_0: 0.4850 (0.4970) loss_giou_aux_1: 0.4859 (0.4830) loss_giou_aux_2: 0.4696 (0.4769) loss_giou_aux_3: 0.4663 (0.4742) loss_giou_aux_4: 0.4742 (0.4728) loss_giou_aux_5: 0.5354 (0.5609) loss_giou_dn_0: 0.5667 (0.5789) loss_giou_dn_1: 0.4572 (0.4708) loss_giou_dn_2: 0.4282 (0.4401) loss_giou_dn_3: 0.4255 (0.4320) loss_giou_dn_4: 0.4236 (0.4298) loss_giou_dn_5: 0.4237 (0.4300) loss_vfl: 0.6297 (0.6666) loss_vfl_aux_0: 0.7296 (0.7706) loss_vfl_aux_1: 0.6644 (0.7230) loss_vfl_aux_2: 0.6466 (0.6943) loss_vfl_aux_3: 0.6320 (0.6785) loss_vfl_aux_4: 0.6356 (0.6710) loss_vfl_aux_5: 0.7116 (0.7553) loss_vfl_dn_0: 0.4490 (0.4505) loss_vfl_dn_1: 0.3830 (0.3851) loss_vfl_dn_2: 0.3675 (0.3694) loss_vfl_dn_3: 0.3617 (0.3618) loss_vfl_dn_4: 0.3602 (0.3592) loss_vfl_dn_5: 0.3593 (0.3584) time: 0.4752 data: 0.0145 max mem: 5654 Epoch: [46] [1100/7393] eta: 0:52:06 lr: 0.000010 loss: 16.1376 (15.7066) loss_bbox: 0.1561 (0.1509) loss_bbox_aux_0: 0.1649 (0.1645) loss_bbox_aux_1: 0.1592 (0.1560) loss_bbox_aux_2: 0.1565 (0.1529) loss_bbox_aux_3: 0.1521 (0.1511) loss_bbox_aux_4: 0.1564 (0.1508) loss_bbox_aux_5: 0.2023 (0.2001) loss_bbox_dn_0: 0.2594 (0.2647) loss_bbox_dn_1: 0.1799 (0.1935) loss_bbox_dn_2: 0.1660 (0.1729) loss_bbox_dn_3: 0.1624 (0.1669) loss_bbox_dn_4: 0.1621 (0.1655) loss_bbox_dn_5: 0.1621 (0.1655) loss_giou: 0.4401 (0.4713) loss_giou_aux_0: 0.4417 (0.4952) loss_giou_aux_1: 0.4503 (0.4811) loss_giou_aux_2: 0.4373 (0.4753) loss_giou_aux_3: 0.4344 (0.4726) loss_giou_aux_4: 0.4368 (0.4712) loss_giou_aux_5: 0.5087 (0.5593) loss_giou_dn_0: 0.5298 (0.5780) loss_giou_dn_1: 0.4177 (0.4696) loss_giou_dn_2: 0.3885 (0.4389) loss_giou_dn_3: 0.3810 (0.4307) loss_giou_dn_4: 0.3794 (0.4285) loss_giou_dn_5: 0.3797 (0.4287) loss_vfl: 0.6696 (0.6672) loss_vfl_aux_0: 0.7920 (0.7721) loss_vfl_aux_1: 0.7320 (0.7245) loss_vfl_aux_2: 0.7038 (0.6951) loss_vfl_aux_3: 0.6969 (0.6792) loss_vfl_aux_4: 0.6844 (0.6716) loss_vfl_aux_5: 0.7659 (0.7570) loss_vfl_dn_0: 0.4477 (0.4507) loss_vfl_dn_1: 0.3856 (0.3851) loss_vfl_dn_2: 0.3705 (0.3693) loss_vfl_dn_3: 0.3651 (0.3617) loss_vfl_dn_4: 0.3650 (0.3591) loss_vfl_dn_5: 0.3641 (0.3583) time: 0.4768 data: 0.0138 max mem: 5654 Epoch: [46] [1200/7393] eta: 0:51:10 lr: 0.000010 loss: 15.9353 (15.7161) loss_bbox: 0.1476 (0.1516) loss_bbox_aux_0: 0.1547 (0.1650) loss_bbox_aux_1: 0.1488 (0.1565) loss_bbox_aux_2: 0.1434 (0.1536) loss_bbox_aux_3: 0.1469 (0.1517) loss_bbox_aux_4: 0.1461 (0.1514) loss_bbox_aux_5: 0.2022 (0.2008) loss_bbox_dn_0: 0.2619 (0.2660) loss_bbox_dn_1: 0.1984 (0.1946) loss_bbox_dn_2: 0.1767 (0.1739) loss_bbox_dn_3: 0.1701 (0.1680) loss_bbox_dn_4: 0.1670 (0.1665) loss_bbox_dn_5: 0.1670 (0.1665) loss_giou: 0.4764 (0.4699) loss_giou_aux_0: 0.4818 (0.4939) loss_giou_aux_1: 0.4688 (0.4799) loss_giou_aux_2: 0.4786 (0.4738) loss_giou_aux_3: 0.4849 (0.4712) loss_giou_aux_4: 0.4766 (0.4699) loss_giou_aux_5: 0.5596 (0.5583) loss_giou_dn_0: 0.5696 (0.5772) loss_giou_dn_1: 0.4545 (0.4688) loss_giou_dn_2: 0.4264 (0.4382) loss_giou_dn_3: 0.4205 (0.4299) loss_giou_dn_4: 0.4178 (0.4277) loss_giou_dn_5: 0.4179 (0.4279) loss_vfl: 0.6643 (0.6684) loss_vfl_aux_0: 0.8168 (0.7739) loss_vfl_aux_1: 0.7928 (0.7259) loss_vfl_aux_2: 0.7132 (0.6967) loss_vfl_aux_3: 0.6977 (0.6806) loss_vfl_aux_4: 0.6751 (0.6730) loss_vfl_aux_5: 0.7770 (0.7586) loss_vfl_dn_0: 0.4634 (0.4511) loss_vfl_dn_1: 0.3915 (0.3854) loss_vfl_dn_2: 0.3812 (0.3696) loss_vfl_dn_3: 0.3707 (0.3620) loss_vfl_dn_4: 0.3672 (0.3594) loss_vfl_dn_5: 0.3655 (0.3586) time: 0.4835 data: 0.0141 max mem: 5654 Epoch: [46] [1300/7393] eta: 0:50:11 lr: 0.000010 loss: 16.0484 (15.7158) loss_bbox: 0.1527 (0.1520) loss_bbox_aux_0: 0.1653 (0.1652) loss_bbox_aux_1: 0.1585 (0.1567) loss_bbox_aux_2: 0.1588 (0.1538) loss_bbox_aux_3: 0.1570 (0.1522) loss_bbox_aux_4: 0.1583 (0.1518) loss_bbox_aux_5: 0.1953 (0.2013) loss_bbox_dn_0: 0.2315 (0.2664) loss_bbox_dn_1: 0.1765 (0.1950) loss_bbox_dn_2: 0.1659 (0.1742) loss_bbox_dn_3: 0.1622 (0.1682) loss_bbox_dn_4: 0.1594 (0.1667) loss_bbox_dn_5: 0.1595 (0.1668) loss_giou: 0.4616 (0.4694) loss_giou_aux_0: 0.5023 (0.4932) loss_giou_aux_1: 0.4846 (0.4793) loss_giou_aux_2: 0.4722 (0.4732) loss_giou_aux_3: 0.4626 (0.4707) loss_giou_aux_4: 0.4602 (0.4694) loss_giou_aux_5: 0.5448 (0.5576) loss_giou_dn_0: 0.5824 (0.5766) loss_giou_dn_1: 0.4798 (0.4683) loss_giou_dn_2: 0.4446 (0.4377) loss_giou_dn_3: 0.4358 (0.4294) loss_giou_dn_4: 0.4338 (0.4272) loss_giou_dn_5: 0.4337 (0.4274) loss_vfl: 0.6767 (0.6687) loss_vfl_aux_0: 0.7661 (0.7748) loss_vfl_aux_1: 0.7302 (0.7265) loss_vfl_aux_2: 0.6892 (0.6971) loss_vfl_aux_3: 0.6823 (0.6806) loss_vfl_aux_4: 0.6809 (0.6731) loss_vfl_aux_5: 0.7708 (0.7593) loss_vfl_dn_0: 0.4516 (0.4512) loss_vfl_dn_1: 0.3884 (0.3853) loss_vfl_dn_2: 0.3686 (0.3696) loss_vfl_dn_3: 0.3632 (0.3619) loss_vfl_dn_4: 0.3594 (0.3593) loss_vfl_dn_5: 0.3600 (0.3585) time: 0.4722 data: 0.0141 max mem: 5654 Epoch: [46] [1400/7393] eta: 0:49:44 lr: 0.000010 loss: 16.0088 (15.7170) loss_bbox: 0.1486 (0.1518) loss_bbox_aux_0: 0.1573 (0.1650) loss_bbox_aux_1: 0.1443 (0.1564) loss_bbox_aux_2: 0.1418 (0.1537) loss_bbox_aux_3: 0.1474 (0.1520) loss_bbox_aux_4: 0.1452 (0.1517) loss_bbox_aux_5: 0.1901 (0.2010) loss_bbox_dn_0: 0.2254 (0.2658) loss_bbox_dn_1: 0.1666 (0.1945) loss_bbox_dn_2: 0.1556 (0.1738) loss_bbox_dn_3: 0.1498 (0.1678) loss_bbox_dn_4: 0.1468 (0.1664) loss_bbox_dn_5: 0.1467 (0.1664) loss_giou: 0.5136 (0.4701) loss_giou_aux_0: 0.5308 (0.4937) loss_giou_aux_1: 0.5116 (0.4799) loss_giou_aux_2: 0.5064 (0.4740) loss_giou_aux_3: 0.5147 (0.4715) loss_giou_aux_4: 0.5097 (0.4702) loss_giou_aux_5: 0.5904 (0.5581) loss_giou_dn_0: 0.6222 (0.5769) loss_giou_dn_1: 0.5066 (0.4686) loss_giou_dn_2: 0.4812 (0.4380) loss_giou_dn_3: 0.4714 (0.4298) loss_giou_dn_4: 0.4703 (0.4276) loss_giou_dn_5: 0.4706 (0.4278) loss_vfl: 0.6296 (0.6684) loss_vfl_aux_0: 0.7442 (0.7748) loss_vfl_aux_1: 0.6910 (0.7262) loss_vfl_aux_2: 0.6563 (0.6965) loss_vfl_aux_3: 0.6410 (0.6800) loss_vfl_aux_4: 0.6336 (0.6726) loss_vfl_aux_5: 0.7309 (0.7597) loss_vfl_dn_0: 0.4507 (0.4513) loss_vfl_dn_1: 0.3914 (0.3854) loss_vfl_dn_2: 0.3752 (0.3697) loss_vfl_dn_3: 0.3656 (0.3620) loss_vfl_dn_4: 0.3621 (0.3594) loss_vfl_dn_5: 0.3612 (0.3586) time: 0.4852 data: 0.0144 max mem: 5654 Epoch: [46] [1500/7393] eta: 0:48:48 lr: 0.000010 loss: 15.9714 (15.7256) loss_bbox: 0.1507 (0.1519) loss_bbox_aux_0: 0.1593 (0.1652) loss_bbox_aux_1: 0.1459 (0.1567) loss_bbox_aux_2: 0.1477 (0.1538) loss_bbox_aux_3: 0.1474 (0.1522) loss_bbox_aux_4: 0.1449 (0.1518) loss_bbox_aux_5: 0.1933 (0.2014) loss_bbox_dn_0: 0.2564 (0.2658) loss_bbox_dn_1: 0.1910 (0.1946) loss_bbox_dn_2: 0.1747 (0.1738) loss_bbox_dn_3: 0.1700 (0.1679) loss_bbox_dn_4: 0.1684 (0.1664) loss_bbox_dn_5: 0.1683 (0.1664) loss_giou: 0.4721 (0.4705) loss_giou_aux_0: 0.4647 (0.4941) loss_giou_aux_1: 0.4824 (0.4803) loss_giou_aux_2: 0.4755 (0.4744) loss_giou_aux_3: 0.4791 (0.4718) loss_giou_aux_4: 0.4692 (0.4707) loss_giou_aux_5: 0.5453 (0.5588) loss_giou_dn_0: 0.5816 (0.5771) loss_giou_dn_1: 0.4707 (0.4687) loss_giou_dn_2: 0.4355 (0.4381) loss_giou_dn_3: 0.4236 (0.4298) loss_giou_dn_4: 0.4206 (0.4277) loss_giou_dn_5: 0.4206 (0.4279) loss_vfl: 0.6834 (0.6687) loss_vfl_aux_0: 0.7701 (0.7753) loss_vfl_aux_1: 0.7201 (0.7264) loss_vfl_aux_2: 0.7076 (0.6969) loss_vfl_aux_3: 0.6898 (0.6806) loss_vfl_aux_4: 0.6872 (0.6727) loss_vfl_aux_5: 0.7497 (0.7599) loss_vfl_dn_0: 0.4475 (0.4515) loss_vfl_dn_1: 0.3857 (0.3856) loss_vfl_dn_2: 0.3715 (0.3698) loss_vfl_dn_3: 0.3640 (0.3622) loss_vfl_dn_4: 0.3620 (0.3596) loss_vfl_dn_5: 0.3616 (0.3588) time: 0.4743 data: 0.0138 max mem: 5654 Epoch: [46] [1600/7393] eta: 0:47:53 lr: 0.000010 loss: 15.2860 (15.7426) loss_bbox: 0.1483 (0.1522) loss_bbox_aux_0: 0.1616 (0.1653) loss_bbox_aux_1: 0.1510 (0.1567) loss_bbox_aux_2: 0.1433 (0.1539) loss_bbox_aux_3: 0.1416 (0.1523) loss_bbox_aux_4: 0.1463 (0.1520) loss_bbox_aux_5: 0.1956 (0.2013) loss_bbox_dn_0: 0.2691 (0.2658) loss_bbox_dn_1: 0.1999 (0.1945) loss_bbox_dn_2: 0.1741 (0.1738) loss_bbox_dn_3: 0.1680 (0.1679) loss_bbox_dn_4: 0.1655 (0.1664) loss_bbox_dn_5: 0.1648 (0.1664) loss_giou: 0.4378 (0.4717) loss_giou_aux_0: 0.4558 (0.4952) loss_giou_aux_1: 0.4533 (0.4814) loss_giou_aux_2: 0.4565 (0.4755) loss_giou_aux_3: 0.4360 (0.4730) loss_giou_aux_4: 0.4347 (0.4718) loss_giou_aux_5: 0.5344 (0.5598) loss_giou_dn_0: 0.5612 (0.5777) loss_giou_dn_1: 0.4517 (0.4694) loss_giou_dn_2: 0.4179 (0.4388) loss_giou_dn_3: 0.4088 (0.4305) loss_giou_dn_4: 0.4070 (0.4284) loss_giou_dn_5: 0.4071 (0.4286) loss_vfl: 0.6446 (0.6690) loss_vfl_aux_0: 0.7527 (0.7757) loss_vfl_aux_1: 0.6951 (0.7270) loss_vfl_aux_2: 0.6784 (0.6976) loss_vfl_aux_3: 0.6635 (0.6811) loss_vfl_aux_4: 0.6535 (0.6731) loss_vfl_aux_5: 0.7474 (0.7602) loss_vfl_dn_0: 0.4450 (0.4517) loss_vfl_dn_1: 0.3787 (0.3857) loss_vfl_dn_2: 0.3651 (0.3700) loss_vfl_dn_3: 0.3582 (0.3624) loss_vfl_dn_4: 0.3550 (0.3598) loss_vfl_dn_5: 0.3544 (0.3590) time: 0.4827 data: 0.0146 max mem: 5654 Epoch: [46] [1700/7393] eta: 0:46:59 lr: 0.000010 loss: 15.5855 (15.7466) loss_bbox: 0.1245 (0.1520) loss_bbox_aux_0: 0.1478 (0.1652) loss_bbox_aux_1: 0.1254 (0.1566) loss_bbox_aux_2: 0.1262 (0.1537) loss_bbox_aux_3: 0.1225 (0.1522) loss_bbox_aux_4: 0.1219 (0.1519) loss_bbox_aux_5: 0.1685 (0.2013) loss_bbox_dn_0: 0.2338 (0.2662) loss_bbox_dn_1: 0.1599 (0.1949) loss_bbox_dn_2: 0.1461 (0.1742) loss_bbox_dn_3: 0.1385 (0.1683) loss_bbox_dn_4: 0.1382 (0.1668) loss_bbox_dn_5: 0.1382 (0.1668) loss_giou: 0.4807 (0.4719) loss_giou_aux_0: 0.4988 (0.4954) loss_giou_aux_1: 0.4840 (0.4815) loss_giou_aux_2: 0.4876 (0.4757) loss_giou_aux_3: 0.4846 (0.4732) loss_giou_aux_4: 0.4752 (0.4720) loss_giou_aux_5: 0.5735 (0.5600) loss_giou_dn_0: 0.5902 (0.5778) loss_giou_dn_1: 0.4741 (0.4696) loss_giou_dn_2: 0.4466 (0.4390) loss_giou_dn_3: 0.4429 (0.4307) loss_giou_dn_4: 0.4456 (0.4286) loss_giou_dn_5: 0.4468 (0.4288) loss_vfl: 0.6258 (0.6688) loss_vfl_aux_0: 0.7056 (0.7756) loss_vfl_aux_1: 0.6864 (0.7268) loss_vfl_aux_2: 0.6524 (0.6977) loss_vfl_aux_3: 0.6317 (0.6811) loss_vfl_aux_4: 0.6309 (0.6730) loss_vfl_aux_5: 0.7201 (0.7606) loss_vfl_dn_0: 0.4400 (0.4516) loss_vfl_dn_1: 0.3800 (0.3858) loss_vfl_dn_2: 0.3689 (0.3700) loss_vfl_dn_3: 0.3612 (0.3624) loss_vfl_dn_4: 0.3598 (0.3598) loss_vfl_dn_5: 0.3578 (0.3590) time: 0.4723 data: 0.0139 max mem: 5654 Epoch: [46] [1800/7393] eta: 0:46:03 lr: 0.000010 loss: 15.7989 (15.7500) loss_bbox: 0.1590 (0.1520) loss_bbox_aux_0: 0.1601 (0.1653) loss_bbox_aux_1: 0.1499 (0.1566) loss_bbox_aux_2: 0.1561 (0.1537) loss_bbox_aux_3: 0.1584 (0.1522) loss_bbox_aux_4: 0.1604 (0.1519) loss_bbox_aux_5: 0.1928 (0.2013) loss_bbox_dn_0: 0.2397 (0.2658) loss_bbox_dn_1: 0.1764 (0.1945) loss_bbox_dn_2: 0.1529 (0.1738) loss_bbox_dn_3: 0.1448 (0.1679) loss_bbox_dn_4: 0.1446 (0.1664) loss_bbox_dn_5: 0.1447 (0.1665) loss_giou: 0.4603 (0.4725) loss_giou_aux_0: 0.5032 (0.4961) loss_giou_aux_1: 0.4735 (0.4822) loss_giou_aux_2: 0.4609 (0.4764) loss_giou_aux_3: 0.4659 (0.4738) loss_giou_aux_4: 0.4602 (0.4726) loss_giou_aux_5: 0.5694 (0.5607) loss_giou_dn_0: 0.5790 (0.5782) loss_giou_dn_1: 0.4586 (0.4700) loss_giou_dn_2: 0.4300 (0.4394) loss_giou_dn_3: 0.4219 (0.4311) loss_giou_dn_4: 0.4155 (0.4290) loss_giou_dn_5: 0.4154 (0.4292) loss_vfl: 0.6540 (0.6689) loss_vfl_aux_0: 0.7596 (0.7751) loss_vfl_aux_1: 0.7122 (0.7265) loss_vfl_aux_2: 0.6825 (0.6974) loss_vfl_aux_3: 0.6595 (0.6809) loss_vfl_aux_4: 0.6459 (0.6729) loss_vfl_aux_5: 0.7662 (0.7601) loss_vfl_dn_0: 0.4522 (0.4517) loss_vfl_dn_1: 0.3857 (0.3858) loss_vfl_dn_2: 0.3731 (0.3700) loss_vfl_dn_3: 0.3665 (0.3625) loss_vfl_dn_4: 0.3649 (0.3599) loss_vfl_dn_5: 0.3644 (0.3591) time: 0.4634 data: 0.0143 max mem: 5654 Epoch: [46] [1900/7393] eta: 0:45:09 lr: 0.000010 loss: 15.5469 (15.7500) loss_bbox: 0.1379 (0.1520) loss_bbox_aux_0: 0.1540 (0.1654) loss_bbox_aux_1: 0.1423 (0.1568) loss_bbox_aux_2: 0.1398 (0.1538) loss_bbox_aux_3: 0.1373 (0.1522) loss_bbox_aux_4: 0.1372 (0.1519) loss_bbox_aux_5: 0.1927 (0.2014) loss_bbox_dn_0: 0.2359 (0.2657) loss_bbox_dn_1: 0.1717 (0.1944) loss_bbox_dn_2: 0.1519 (0.1737) loss_bbox_dn_3: 0.1484 (0.1678) loss_bbox_dn_4: 0.1447 (0.1663) loss_bbox_dn_5: 0.1447 (0.1663) loss_giou: 0.4478 (0.4725) loss_giou_aux_0: 0.4656 (0.4961) loss_giou_aux_1: 0.4476 (0.4824) loss_giou_aux_2: 0.4458 (0.4766) loss_giou_aux_3: 0.4438 (0.4738) loss_giou_aux_4: 0.4510 (0.4727) loss_giou_aux_5: 0.5285 (0.5608) loss_giou_dn_0: 0.5571 (0.5781) loss_giou_dn_1: 0.4407 (0.4700) loss_giou_dn_2: 0.4153 (0.4394) loss_giou_dn_3: 0.4160 (0.4312) loss_giou_dn_4: 0.4157 (0.4290) loss_giou_dn_5: 0.4160 (0.4292) loss_vfl: 0.6510 (0.6689) loss_vfl_aux_0: 0.7508 (0.7751) loss_vfl_aux_1: 0.7130 (0.7263) loss_vfl_aux_2: 0.6825 (0.6972) loss_vfl_aux_3: 0.6816 (0.6811) loss_vfl_aux_4: 0.6499 (0.6729) loss_vfl_aux_5: 0.7533 (0.7599) loss_vfl_dn_0: 0.4522 (0.4516) loss_vfl_dn_1: 0.3866 (0.3858) loss_vfl_dn_2: 0.3727 (0.3700) loss_vfl_dn_3: 0.3658 (0.3625) loss_vfl_dn_4: 0.3639 (0.3599) loss_vfl_dn_5: 0.3626 (0.3591) time: 0.4817 data: 0.0148 max mem: 5654 Epoch: [46] [2000/7393] eta: 0:44:15 lr: 0.000010 loss: 15.3663 (15.7469) loss_bbox: 0.1409 (0.1522) loss_bbox_aux_0: 0.1590 (0.1655) loss_bbox_aux_1: 0.1497 (0.1568) loss_bbox_aux_2: 0.1511 (0.1539) loss_bbox_aux_3: 0.1433 (0.1523) loss_bbox_aux_4: 0.1416 (0.1521) loss_bbox_aux_5: 0.1938 (0.2016) loss_bbox_dn_0: 0.2498 (0.2662) loss_bbox_dn_1: 0.1816 (0.1949) loss_bbox_dn_2: 0.1616 (0.1742) loss_bbox_dn_3: 0.1568 (0.1683) loss_bbox_dn_4: 0.1583 (0.1669) loss_bbox_dn_5: 0.1582 (0.1669) loss_giou: 0.4501 (0.4715) loss_giou_aux_0: 0.4830 (0.4952) loss_giou_aux_1: 0.4639 (0.4813) loss_giou_aux_2: 0.4473 (0.4756) loss_giou_aux_3: 0.4527 (0.4728) loss_giou_aux_4: 0.4500 (0.4717) loss_giou_aux_5: 0.5321 (0.5600) loss_giou_dn_0: 0.5494 (0.5775) loss_giou_dn_1: 0.4410 (0.4694) loss_giou_dn_2: 0.4139 (0.4389) loss_giou_dn_3: 0.4054 (0.4306) loss_giou_dn_4: 0.4044 (0.4285) loss_giou_dn_5: 0.4065 (0.4287) loss_vfl: 0.6498 (0.6694) loss_vfl_aux_0: 0.7397 (0.7756) loss_vfl_aux_1: 0.7197 (0.7272) loss_vfl_aux_2: 0.6807 (0.6976) loss_vfl_aux_3: 0.6704 (0.6816) loss_vfl_aux_4: 0.6461 (0.6733) loss_vfl_aux_5: 0.7232 (0.7601) loss_vfl_dn_0: 0.4456 (0.4517) loss_vfl_dn_1: 0.3844 (0.3857) loss_vfl_dn_2: 0.3700 (0.3699) loss_vfl_dn_3: 0.3641 (0.3625) loss_vfl_dn_4: 0.3633 (0.3598) loss_vfl_dn_5: 0.3631 (0.3590) time: 0.4702 data: 0.0145 max mem: 5654 Epoch: [46] [2100/7393] eta: 0:43:21 lr: 0.000010 loss: 15.6939 (15.7492) loss_bbox: 0.1599 (0.1520) loss_bbox_aux_0: 0.1764 (0.1654) loss_bbox_aux_1: 0.1657 (0.1567) loss_bbox_aux_2: 0.1670 (0.1538) loss_bbox_aux_3: 0.1657 (0.1522) loss_bbox_aux_4: 0.1593 (0.1519) loss_bbox_aux_5: 0.2065 (0.2015) loss_bbox_dn_0: 0.2935 (0.2661) loss_bbox_dn_1: 0.2115 (0.1949) loss_bbox_dn_2: 0.1873 (0.1742) loss_bbox_dn_3: 0.1791 (0.1683) loss_bbox_dn_4: 0.1761 (0.1669) loss_bbox_dn_5: 0.1761 (0.1669) loss_giou: 0.4680 (0.4717) loss_giou_aux_0: 0.5062 (0.4954) loss_giou_aux_1: 0.4947 (0.4815) loss_giou_aux_2: 0.4839 (0.4758) loss_giou_aux_3: 0.4857 (0.4731) loss_giou_aux_4: 0.4686 (0.4719) loss_giou_aux_5: 0.5678 (0.5601) loss_giou_dn_0: 0.5805 (0.5777) loss_giou_dn_1: 0.4720 (0.4697) loss_giou_dn_2: 0.4469 (0.4391) loss_giou_dn_3: 0.4358 (0.4309) loss_giou_dn_4: 0.4296 (0.4288) loss_giou_dn_5: 0.4296 (0.4290) loss_vfl: 0.6785 (0.6696) loss_vfl_aux_0: 0.7891 (0.7756) loss_vfl_aux_1: 0.7193 (0.7273) loss_vfl_aux_2: 0.7097 (0.6976) loss_vfl_aux_3: 0.6965 (0.6815) loss_vfl_aux_4: 0.6875 (0.6734) loss_vfl_aux_5: 0.7500 (0.7600) loss_vfl_dn_0: 0.4531 (0.4517) loss_vfl_dn_1: 0.3857 (0.3857) loss_vfl_dn_2: 0.3719 (0.3700) loss_vfl_dn_3: 0.3631 (0.3625) loss_vfl_dn_4: 0.3599 (0.3599) loss_vfl_dn_5: 0.3573 (0.3591) time: 0.4765 data: 0.0145 max mem: 5654 Epoch: [46] [2200/7393] eta: 0:42:30 lr: 0.000010 loss: 15.7992 (15.7456) loss_bbox: 0.1382 (0.1519) loss_bbox_aux_0: 0.1509 (0.1653) loss_bbox_aux_1: 0.1367 (0.1566) loss_bbox_aux_2: 0.1421 (0.1537) loss_bbox_aux_3: 0.1400 (0.1521) loss_bbox_aux_4: 0.1381 (0.1518) loss_bbox_aux_5: 0.1893 (0.2015) loss_bbox_dn_0: 0.2594 (0.2662) loss_bbox_dn_1: 0.1895 (0.1948) loss_bbox_dn_2: 0.1678 (0.1742) loss_bbox_dn_3: 0.1619 (0.1682) loss_bbox_dn_4: 0.1604 (0.1668) loss_bbox_dn_5: 0.1603 (0.1668) loss_giou: 0.4226 (0.4714) loss_giou_aux_0: 0.4440 (0.4950) loss_giou_aux_1: 0.4203 (0.4812) loss_giou_aux_2: 0.4221 (0.4755) loss_giou_aux_3: 0.4148 (0.4729) loss_giou_aux_4: 0.4209 (0.4717) loss_giou_aux_5: 0.5147 (0.5599) loss_giou_dn_0: 0.5380 (0.5773) loss_giou_dn_1: 0.4492 (0.4693) loss_giou_dn_2: 0.4162 (0.4388) loss_giou_dn_3: 0.4097 (0.4305) loss_giou_dn_4: 0.4038 (0.4284) loss_giou_dn_5: 0.4036 (0.4286) loss_vfl: 0.6398 (0.6698) loss_vfl_aux_0: 0.7605 (0.7760) loss_vfl_aux_1: 0.7415 (0.7276) loss_vfl_aux_2: 0.6814 (0.6978) loss_vfl_aux_3: 0.6630 (0.6816) loss_vfl_aux_4: 0.6402 (0.6736) loss_vfl_aux_5: 0.7324 (0.7604) loss_vfl_dn_0: 0.4453 (0.4517) loss_vfl_dn_1: 0.3815 (0.3857) loss_vfl_dn_2: 0.3672 (0.3699) loss_vfl_dn_3: 0.3600 (0.3624) loss_vfl_dn_4: 0.3573 (0.3598) loss_vfl_dn_5: 0.3570 (0.3590) time: 0.4825 data: 0.0140 max mem: 5654 Epoch: [46] [2300/7393] eta: 0:41:56 lr: 0.000010 loss: 16.4576 (15.7486) loss_bbox: 0.1521 (0.1516) loss_bbox_aux_0: 0.1650 (0.1651) loss_bbox_aux_1: 0.1560 (0.1564) loss_bbox_aux_2: 0.1558 (0.1534) loss_bbox_aux_3: 0.1523 (0.1518) loss_bbox_aux_4: 0.1529 (0.1515) loss_bbox_aux_5: 0.1957 (0.2012) loss_bbox_dn_0: 0.2452 (0.2657) loss_bbox_dn_1: 0.1883 (0.1944) loss_bbox_dn_2: 0.1641 (0.1738) loss_bbox_dn_3: 0.1571 (0.1678) loss_bbox_dn_4: 0.1550 (0.1664) loss_bbox_dn_5: 0.1550 (0.1664) loss_giou: 0.4831 (0.4725) loss_giou_aux_0: 0.5183 (0.4961) loss_giou_aux_1: 0.4923 (0.4822) loss_giou_aux_2: 0.4979 (0.4766) loss_giou_aux_3: 0.4884 (0.4740) loss_giou_aux_4: 0.4855 (0.4727) loss_giou_aux_5: 0.5840 (0.5611) loss_giou_dn_0: 0.6014 (0.5781) loss_giou_dn_1: 0.4851 (0.4700) loss_giou_dn_2: 0.4590 (0.4394) loss_giou_dn_3: 0.4566 (0.4312) loss_giou_dn_4: 0.4566 (0.4291) loss_giou_dn_5: 0.4566 (0.4293) loss_vfl: 0.6502 (0.6692) loss_vfl_aux_0: 0.7738 (0.7752) loss_vfl_aux_1: 0.7372 (0.7269) loss_vfl_aux_2: 0.6903 (0.6972) loss_vfl_aux_3: 0.6579 (0.6810) loss_vfl_aux_4: 0.6568 (0.6731) loss_vfl_aux_5: 0.7411 (0.7594) loss_vfl_dn_0: 0.4512 (0.4516) loss_vfl_dn_1: 0.3922 (0.3857) loss_vfl_dn_2: 0.3769 (0.3700) loss_vfl_dn_3: 0.3675 (0.3625) loss_vfl_dn_4: 0.3626 (0.3598) loss_vfl_dn_5: 0.3624 (0.3591) time: 0.8433 data: 0.0139 max mem: 5654 Epoch: [46] [2400/7393] eta: 0:41:04 lr: 0.000010 loss: 15.5442 (15.7449) loss_bbox: 0.1465 (0.1517) loss_bbox_aux_0: 0.1629 (0.1651) loss_bbox_aux_1: 0.1513 (0.1565) loss_bbox_aux_2: 0.1517 (0.1535) loss_bbox_aux_3: 0.1425 (0.1519) loss_bbox_aux_4: 0.1471 (0.1516) loss_bbox_aux_5: 0.1942 (0.2013) loss_bbox_dn_0: 0.2376 (0.2659) loss_bbox_dn_1: 0.1700 (0.1946) loss_bbox_dn_2: 0.1582 (0.1739) loss_bbox_dn_3: 0.1533 (0.1680) loss_bbox_dn_4: 0.1514 (0.1665) loss_bbox_dn_5: 0.1514 (0.1665) loss_giou: 0.4718 (0.4719) loss_giou_aux_0: 0.4707 (0.4955) loss_giou_aux_1: 0.4779 (0.4816) loss_giou_aux_2: 0.4701 (0.4760) loss_giou_aux_3: 0.4691 (0.4734) loss_giou_aux_4: 0.4691 (0.4722) loss_giou_aux_5: 0.5522 (0.5605) loss_giou_dn_0: 0.5623 (0.5776) loss_giou_dn_1: 0.4600 (0.4696) loss_giou_dn_2: 0.4284 (0.4391) loss_giou_dn_3: 0.4192 (0.4308) loss_giou_dn_4: 0.4168 (0.4287) loss_giou_dn_5: 0.4169 (0.4289) loss_vfl: 0.6463 (0.6694) loss_vfl_aux_0: 0.7598 (0.7756) loss_vfl_aux_1: 0.7164 (0.7270) loss_vfl_aux_2: 0.6703 (0.6974) loss_vfl_aux_3: 0.6659 (0.6812) loss_vfl_aux_4: 0.6456 (0.6732) loss_vfl_aux_5: 0.7310 (0.7596) loss_vfl_dn_0: 0.4457 (0.4516) loss_vfl_dn_1: 0.3829 (0.3857) loss_vfl_dn_2: 0.3672 (0.3699) loss_vfl_dn_3: 0.3592 (0.3625) loss_vfl_dn_4: 0.3551 (0.3599) loss_vfl_dn_5: 0.3525 (0.3591) time: 0.4820 data: 0.0139 max mem: 5654 Epoch: [46] [2500/7393] eta: 0:40:12 lr: 0.000010 loss: 15.9364 (15.7512) loss_bbox: 0.1523 (0.1517) loss_bbox_aux_0: 0.1700 (0.1651) loss_bbox_aux_1: 0.1577 (0.1566) loss_bbox_aux_2: 0.1547 (0.1535) loss_bbox_aux_3: 0.1530 (0.1520) loss_bbox_aux_4: 0.1522 (0.1516) loss_bbox_aux_5: 0.2195 (0.2015) loss_bbox_dn_0: 0.2778 (0.2659) loss_bbox_dn_1: 0.2035 (0.1946) loss_bbox_dn_2: 0.1767 (0.1739) loss_bbox_dn_3: 0.1725 (0.1680) loss_bbox_dn_4: 0.1718 (0.1665) loss_bbox_dn_5: 0.1717 (0.1665) loss_giou: 0.4512 (0.4726) loss_giou_aux_0: 0.4704 (0.4962) loss_giou_aux_1: 0.4526 (0.4824) loss_giou_aux_2: 0.4519 (0.4767) loss_giou_aux_3: 0.4548 (0.4741) loss_giou_aux_4: 0.4512 (0.4728) loss_giou_aux_5: 0.5312 (0.5611) loss_giou_dn_0: 0.5801 (0.5780) loss_giou_dn_1: 0.4578 (0.4700) loss_giou_dn_2: 0.4256 (0.4394) loss_giou_dn_3: 0.4146 (0.4312) loss_giou_dn_4: 0.4134 (0.4291) loss_giou_dn_5: 0.4135 (0.4293) loss_vfl: 0.6487 (0.6692) loss_vfl_aux_0: 0.7708 (0.7752) loss_vfl_aux_1: 0.7202 (0.7268) loss_vfl_aux_2: 0.6798 (0.6972) loss_vfl_aux_3: 0.6576 (0.6809) loss_vfl_aux_4: 0.6545 (0.6730) loss_vfl_aux_5: 0.7657 (0.7591) loss_vfl_dn_0: 0.4473 (0.4515) loss_vfl_dn_1: 0.3924 (0.3858) loss_vfl_dn_2: 0.3682 (0.3700) loss_vfl_dn_3: 0.3581 (0.3626) loss_vfl_dn_4: 0.3554 (0.3599) loss_vfl_dn_5: 0.3544 (0.3592) time: 0.4870 data: 0.0144 max mem: 5654 Epoch: [46] [2600/7393] eta: 0:39:22 lr: 0.000010 loss: 15.8576 (15.7515) loss_bbox: 0.1647 (0.1517) loss_bbox_aux_0: 0.1573 (0.1651) loss_bbox_aux_1: 0.1503 (0.1567) loss_bbox_aux_2: 0.1615 (0.1536) loss_bbox_aux_3: 0.1640 (0.1520) loss_bbox_aux_4: 0.1634 (0.1517) loss_bbox_aux_5: 0.1947 (0.2015) loss_bbox_dn_0: 0.2553 (0.2659) loss_bbox_dn_1: 0.1862 (0.1946) loss_bbox_dn_2: 0.1734 (0.1740) loss_bbox_dn_3: 0.1705 (0.1681) loss_bbox_dn_4: 0.1719 (0.1666) loss_bbox_dn_5: 0.1719 (0.1666) loss_giou: 0.4369 (0.4726) loss_giou_aux_0: 0.4652 (0.4963) loss_giou_aux_1: 0.4619 (0.4824) loss_giou_aux_2: 0.4460 (0.4769) loss_giou_aux_3: 0.4619 (0.4742) loss_giou_aux_4: 0.4551 (0.4729) loss_giou_aux_5: 0.5173 (0.5612) loss_giou_dn_0: 0.5707 (0.5778) loss_giou_dn_1: 0.4580 (0.4700) loss_giou_dn_2: 0.4184 (0.4394) loss_giou_dn_3: 0.4094 (0.4312) loss_giou_dn_4: 0.4054 (0.4291) loss_giou_dn_5: 0.4056 (0.4293) loss_vfl: 0.6627 (0.6694) loss_vfl_aux_0: 0.7653 (0.7750) loss_vfl_aux_1: 0.7194 (0.7267) loss_vfl_aux_2: 0.6769 (0.6971) loss_vfl_aux_3: 0.6633 (0.6809) loss_vfl_aux_4: 0.6622 (0.6731) loss_vfl_aux_5: 0.7146 (0.7589) loss_vfl_dn_0: 0.4559 (0.4515) loss_vfl_dn_1: 0.3862 (0.3858) loss_vfl_dn_2: 0.3704 (0.3700) loss_vfl_dn_3: 0.3630 (0.3626) loss_vfl_dn_4: 0.3626 (0.3599) loss_vfl_dn_5: 0.3620 (0.3592) time: 0.4898 data: 0.0140 max mem: 5654 Epoch: [46] [2700/7393] eta: 0:38:29 lr: 0.000010 loss: 15.5368 (15.7621) loss_bbox: 0.1424 (0.1518) loss_bbox_aux_0: 0.1601 (0.1653) loss_bbox_aux_1: 0.1455 (0.1568) loss_bbox_aux_2: 0.1462 (0.1538) loss_bbox_aux_3: 0.1431 (0.1522) loss_bbox_aux_4: 0.1423 (0.1518) loss_bbox_aux_5: 0.2002 (0.2017) loss_bbox_dn_0: 0.2625 (0.2659) loss_bbox_dn_1: 0.1843 (0.1946) loss_bbox_dn_2: 0.1556 (0.1740) loss_bbox_dn_3: 0.1517 (0.1681) loss_bbox_dn_4: 0.1501 (0.1666) loss_bbox_dn_5: 0.1501 (0.1666) loss_giou: 0.4838 (0.4734) loss_giou_aux_0: 0.5053 (0.4971) loss_giou_aux_1: 0.4944 (0.4832) loss_giou_aux_2: 0.4833 (0.4777) loss_giou_aux_3: 0.4762 (0.4750) loss_giou_aux_4: 0.4839 (0.4737) loss_giou_aux_5: 0.6000 (0.5621) loss_giou_dn_0: 0.5904 (0.5783) loss_giou_dn_1: 0.4776 (0.4704) loss_giou_dn_2: 0.4496 (0.4399) loss_giou_dn_3: 0.4404 (0.4316) loss_giou_dn_4: 0.4379 (0.4296) loss_giou_dn_5: 0.4379 (0.4297) loss_vfl: 0.6681 (0.6696) loss_vfl_aux_0: 0.7420 (0.7747) loss_vfl_aux_1: 0.7093 (0.7268) loss_vfl_aux_2: 0.6829 (0.6973) loss_vfl_aux_3: 0.6782 (0.6811) loss_vfl_aux_4: 0.6732 (0.6733) loss_vfl_aux_5: 0.7458 (0.7587) loss_vfl_dn_0: 0.4467 (0.4515) loss_vfl_dn_1: 0.3838 (0.3859) loss_vfl_dn_2: 0.3674 (0.3702) loss_vfl_dn_3: 0.3592 (0.3627) loss_vfl_dn_4: 0.3551 (0.3601) loss_vfl_dn_5: 0.3534 (0.3593) time: 0.4808 data: 0.0135 max mem: 5654 Epoch: [46] [2800/7393] eta: 0:37:39 lr: 0.000010 loss: 15.3746 (15.7543) loss_bbox: 0.1428 (0.1517) loss_bbox_aux_0: 0.1523 (0.1652) loss_bbox_aux_1: 0.1468 (0.1567) loss_bbox_aux_2: 0.1463 (0.1537) loss_bbox_aux_3: 0.1460 (0.1521) loss_bbox_aux_4: 0.1439 (0.1517) loss_bbox_aux_5: 0.1883 (0.2015) loss_bbox_dn_0: 0.2472 (0.2656) loss_bbox_dn_1: 0.1774 (0.1944) loss_bbox_dn_2: 0.1570 (0.1738) loss_bbox_dn_3: 0.1584 (0.1679) loss_bbox_dn_4: 0.1568 (0.1665) loss_bbox_dn_5: 0.1569 (0.1665) loss_giou: 0.3923 (0.4726) loss_giou_aux_0: 0.4141 (0.4964) loss_giou_aux_1: 0.4262 (0.4825) loss_giou_aux_2: 0.3956 (0.4770) loss_giou_aux_3: 0.3927 (0.4743) loss_giou_aux_4: 0.3916 (0.4730) loss_giou_aux_5: 0.4842 (0.5614) loss_giou_dn_0: 0.5386 (0.5779) loss_giou_dn_1: 0.4379 (0.4700) loss_giou_dn_2: 0.4113 (0.4395) loss_giou_dn_3: 0.4042 (0.4312) loss_giou_dn_4: 0.4011 (0.4292) loss_giou_dn_5: 0.4012 (0.4293) loss_vfl: 0.6861 (0.6698) loss_vfl_aux_0: 0.8083 (0.7751) loss_vfl_aux_1: 0.7424 (0.7270) loss_vfl_aux_2: 0.7112 (0.6973) loss_vfl_aux_3: 0.6741 (0.6811) loss_vfl_aux_4: 0.6907 (0.6734) loss_vfl_aux_5: 0.7782 (0.7590) loss_vfl_dn_0: 0.4593 (0.4516) loss_vfl_dn_1: 0.3934 (0.3860) loss_vfl_dn_2: 0.3770 (0.3702) loss_vfl_dn_3: 0.3645 (0.3627) loss_vfl_dn_4: 0.3609 (0.3601) loss_vfl_dn_5: 0.3590 (0.3593) time: 0.4841 data: 0.0141 max mem: 5654 Epoch: [46] [2900/7393] eta: 0:36:48 lr: 0.000010 loss: 15.7722 (15.7564) loss_bbox: 0.1340 (0.1517) loss_bbox_aux_0: 0.1525 (0.1652) loss_bbox_aux_1: 0.1453 (0.1568) loss_bbox_aux_2: 0.1382 (0.1537) loss_bbox_aux_3: 0.1325 (0.1521) loss_bbox_aux_4: 0.1315 (0.1517) loss_bbox_aux_5: 0.1800 (0.2015) loss_bbox_dn_0: 0.2300 (0.2657) loss_bbox_dn_1: 0.1725 (0.1946) loss_bbox_dn_2: 0.1564 (0.1740) loss_bbox_dn_3: 0.1532 (0.1681) loss_bbox_dn_4: 0.1532 (0.1667) loss_bbox_dn_5: 0.1533 (0.1667) loss_giou: 0.4666 (0.4729) loss_giou_aux_0: 0.5025 (0.4966) loss_giou_aux_1: 0.4780 (0.4827) loss_giou_aux_2: 0.4722 (0.4772) loss_giou_aux_3: 0.4629 (0.4744) loss_giou_aux_4: 0.4743 (0.4732) loss_giou_aux_5: 0.5643 (0.5615) loss_giou_dn_0: 0.5715 (0.5779) loss_giou_dn_1: 0.4616 (0.4700) loss_giou_dn_2: 0.4286 (0.4395) loss_giou_dn_3: 0.4181 (0.4313) loss_giou_dn_4: 0.4174 (0.4293) loss_giou_dn_5: 0.4178 (0.4294) loss_vfl: 0.6655 (0.6696) loss_vfl_aux_0: 0.7644 (0.7752) loss_vfl_aux_1: 0.7273 (0.7271) loss_vfl_aux_2: 0.6614 (0.6972) loss_vfl_aux_3: 0.6599 (0.6810) loss_vfl_aux_4: 0.6580 (0.6732) loss_vfl_aux_5: 0.7387 (0.7589) loss_vfl_dn_0: 0.4383 (0.4515) loss_vfl_dn_1: 0.3819 (0.3860) loss_vfl_dn_2: 0.3609 (0.3702) loss_vfl_dn_3: 0.3508 (0.3627) loss_vfl_dn_4: 0.3492 (0.3601) loss_vfl_dn_5: 0.3477 (0.3593) time: 0.4772 data: 0.0142 max mem: 5654 Epoch: [46] [3000/7393] eta: 0:35:58 lr: 0.000010 loss: 15.4497 (15.7563) loss_bbox: 0.1600 (0.1521) loss_bbox_aux_0: 0.1605 (0.1654) loss_bbox_aux_1: 0.1654 (0.1570) loss_bbox_aux_2: 0.1631 (0.1540) loss_bbox_aux_3: 0.1611 (0.1524) loss_bbox_aux_4: 0.1592 (0.1520) loss_bbox_aux_5: 0.1947 (0.2017) loss_bbox_dn_0: 0.2152 (0.2662) loss_bbox_dn_1: 0.1612 (0.1950) loss_bbox_dn_2: 0.1455 (0.1744) loss_bbox_dn_3: 0.1416 (0.1684) loss_bbox_dn_4: 0.1397 (0.1670) loss_bbox_dn_5: 0.1397 (0.1670) loss_giou: 0.4697 (0.4725) loss_giou_aux_0: 0.4890 (0.4961) loss_giou_aux_1: 0.4811 (0.4823) loss_giou_aux_2: 0.4686 (0.4767) loss_giou_aux_3: 0.4759 (0.4740) loss_giou_aux_4: 0.4778 (0.4728) loss_giou_aux_5: 0.5524 (0.5611) loss_giou_dn_0: 0.5919 (0.5777) loss_giou_dn_1: 0.4893 (0.4698) loss_giou_dn_2: 0.4497 (0.4393) loss_giou_dn_3: 0.4431 (0.4311) loss_giou_dn_4: 0.4416 (0.4290) loss_giou_dn_5: 0.4416 (0.4292) loss_vfl: 0.6616 (0.6696) loss_vfl_aux_0: 0.7625 (0.7753) loss_vfl_aux_1: 0.6901 (0.7274) loss_vfl_aux_2: 0.6876 (0.6973) loss_vfl_aux_3: 0.6721 (0.6809) loss_vfl_aux_4: 0.6529 (0.6733) loss_vfl_aux_5: 0.7372 (0.7589) loss_vfl_dn_0: 0.4497 (0.4516) loss_vfl_dn_1: 0.3869 (0.3859) loss_vfl_dn_2: 0.3704 (0.3701) loss_vfl_dn_3: 0.3663 (0.3626) loss_vfl_dn_4: 0.3601 (0.3600) loss_vfl_dn_5: 0.3584 (0.3592) time: 0.4854 data: 0.0145 max mem: 5654 Epoch: [46] [3100/7393] eta: 0:35:16 lr: 0.000010 loss: 15.5650 (15.7545) loss_bbox: 0.1487 (0.1521) loss_bbox_aux_0: 0.1549 (0.1653) loss_bbox_aux_1: 0.1513 (0.1570) loss_bbox_aux_2: 0.1519 (0.1541) loss_bbox_aux_3: 0.1484 (0.1524) loss_bbox_aux_4: 0.1486 (0.1521) loss_bbox_aux_5: 0.1994 (0.2018) loss_bbox_dn_0: 0.2337 (0.2661) loss_bbox_dn_1: 0.1801 (0.1948) loss_bbox_dn_2: 0.1640 (0.1742) loss_bbox_dn_3: 0.1532 (0.1683) loss_bbox_dn_4: 0.1527 (0.1669) loss_bbox_dn_5: 0.1528 (0.1669) loss_giou: 0.4542 (0.4726) loss_giou_aux_0: 0.4947 (0.4961) loss_giou_aux_1: 0.4828 (0.4823) loss_giou_aux_2: 0.4679 (0.4769) loss_giou_aux_3: 0.4584 (0.4741) loss_giou_aux_4: 0.4544 (0.4730) loss_giou_aux_5: 0.5545 (0.5611) loss_giou_dn_0: 0.5779 (0.5777) loss_giou_dn_1: 0.4765 (0.4697) loss_giou_dn_2: 0.4429 (0.4392) loss_giou_dn_3: 0.4327 (0.4310) loss_giou_dn_4: 0.4296 (0.4289) loss_giou_dn_5: 0.4294 (0.4291) loss_vfl: 0.6693 (0.6693) loss_vfl_aux_0: 0.7723 (0.7754) loss_vfl_aux_1: 0.7191 (0.7274) loss_vfl_aux_2: 0.6757 (0.6969) loss_vfl_aux_3: 0.6624 (0.6806) loss_vfl_aux_4: 0.6657 (0.6729) loss_vfl_aux_5: 0.7389 (0.7586) loss_vfl_dn_0: 0.4535 (0.4516) loss_vfl_dn_1: 0.3931 (0.3859) loss_vfl_dn_2: 0.3797 (0.3701) loss_vfl_dn_3: 0.3704 (0.3626) loss_vfl_dn_4: 0.3693 (0.3600) loss_vfl_dn_5: 0.3695 (0.3592) time: 0.4902 data: 0.0136 max mem: 5654 Epoch: [46] [3200/7393] eta: 0:34:24 lr: 0.000010 loss: 16.3217 (15.7634) loss_bbox: 0.1575 (0.1522) loss_bbox_aux_0: 0.1647 (0.1652) loss_bbox_aux_1: 0.1574 (0.1569) loss_bbox_aux_2: 0.1562 (0.1541) loss_bbox_aux_3: 0.1601 (0.1524) loss_bbox_aux_4: 0.1581 (0.1521) loss_bbox_aux_5: 0.2056 (0.2016) loss_bbox_dn_0: 0.2556 (0.2660) loss_bbox_dn_1: 0.1824 (0.1949) loss_bbox_dn_2: 0.1698 (0.1743) loss_bbox_dn_3: 0.1693 (0.1684) loss_bbox_dn_4: 0.1694 (0.1669) loss_bbox_dn_5: 0.1695 (0.1670) loss_giou: 0.4874 (0.4731) loss_giou_aux_0: 0.5042 (0.4966) loss_giou_aux_1: 0.4930 (0.4828) loss_giou_aux_2: 0.4976 (0.4774) loss_giou_aux_3: 0.4910 (0.4745) loss_giou_aux_4: 0.4890 (0.4734) loss_giou_aux_5: 0.5767 (0.5615) loss_giou_dn_0: 0.5790 (0.5780) loss_giou_dn_1: 0.4729 (0.4700) loss_giou_dn_2: 0.4453 (0.4396) loss_giou_dn_3: 0.4353 (0.4313) loss_giou_dn_4: 0.4324 (0.4292) loss_giou_dn_5: 0.4324 (0.4294) loss_vfl: 0.6599 (0.6698) loss_vfl_aux_0: 0.7565 (0.7760) loss_vfl_aux_1: 0.7191 (0.7280) loss_vfl_aux_2: 0.6795 (0.6974) loss_vfl_aux_3: 0.6630 (0.6813) loss_vfl_aux_4: 0.6684 (0.6735) loss_vfl_aux_5: 0.7605 (0.7588) loss_vfl_dn_0: 0.4563 (0.4516) loss_vfl_dn_1: 0.3886 (0.3860) loss_vfl_dn_2: 0.3669 (0.3702) loss_vfl_dn_3: 0.3626 (0.3627) loss_vfl_dn_4: 0.3609 (0.3601) loss_vfl_dn_5: 0.3580 (0.3593) time: 0.4786 data: 0.0141 max mem: 5654 Epoch: [46] [3300/7393] eta: 0:33:33 lr: 0.000010 loss: 15.8900 (15.7705) loss_bbox: 0.1602 (0.1523) loss_bbox_aux_0: 0.1686 (0.1654) loss_bbox_aux_1: 0.1545 (0.1571) loss_bbox_aux_2: 0.1573 (0.1543) loss_bbox_aux_3: 0.1577 (0.1526) loss_bbox_aux_4: 0.1621 (0.1523) loss_bbox_aux_5: 0.1984 (0.2019) loss_bbox_dn_0: 0.2525 (0.2664) loss_bbox_dn_1: 0.1734 (0.1952) loss_bbox_dn_2: 0.1584 (0.1746) loss_bbox_dn_3: 0.1554 (0.1687) loss_bbox_dn_4: 0.1546 (0.1672) loss_bbox_dn_5: 0.1546 (0.1673) loss_giou: 0.4921 (0.4730) loss_giou_aux_0: 0.5146 (0.4965) loss_giou_aux_1: 0.4909 (0.4826) loss_giou_aux_2: 0.4930 (0.4772) loss_giou_aux_3: 0.4909 (0.4744) loss_giou_aux_4: 0.4943 (0.4733) loss_giou_aux_5: 0.5796 (0.5615) loss_giou_dn_0: 0.5885 (0.5780) loss_giou_dn_1: 0.4809 (0.4701) loss_giou_dn_2: 0.4520 (0.4396) loss_giou_dn_3: 0.4466 (0.4313) loss_giou_dn_4: 0.4456 (0.4293) loss_giou_dn_5: 0.4456 (0.4294) loss_vfl: 0.6495 (0.6703) loss_vfl_aux_0: 0.7369 (0.7764) loss_vfl_aux_1: 0.6815 (0.7285) loss_vfl_aux_2: 0.6489 (0.6980) loss_vfl_aux_3: 0.6488 (0.6819) loss_vfl_aux_4: 0.6437 (0.6740) loss_vfl_aux_5: 0.7588 (0.7594) loss_vfl_dn_0: 0.4609 (0.4517) loss_vfl_dn_1: 0.3911 (0.3861) loss_vfl_dn_2: 0.3777 (0.3702) loss_vfl_dn_3: 0.3711 (0.3628) loss_vfl_dn_4: 0.3680 (0.3602) loss_vfl_dn_5: 0.3683 (0.3594) time: 0.4836 data: 0.0139 max mem: 5654 Epoch: [46] [3400/7393] eta: 0:32:43 lr: 0.000010 loss: 15.4120 (15.7762) loss_bbox: 0.1529 (0.1524) loss_bbox_aux_0: 0.1715 (0.1654) loss_bbox_aux_1: 0.1685 (0.1572) loss_bbox_aux_2: 0.1539 (0.1544) loss_bbox_aux_3: 0.1541 (0.1527) loss_bbox_aux_4: 0.1518 (0.1523) loss_bbox_aux_5: 0.2108 (0.2019) loss_bbox_dn_0: 0.2688 (0.2665) loss_bbox_dn_1: 0.2028 (0.1954) loss_bbox_dn_2: 0.1793 (0.1748) loss_bbox_dn_3: 0.1740 (0.1688) loss_bbox_dn_4: 0.1737 (0.1674) loss_bbox_dn_5: 0.1738 (0.1674) loss_giou: 0.4536 (0.4730) loss_giou_aux_0: 0.4822 (0.4965) loss_giou_aux_1: 0.4630 (0.4827) loss_giou_aux_2: 0.4586 (0.4773) loss_giou_aux_3: 0.4646 (0.4744) loss_giou_aux_4: 0.4568 (0.4733) loss_giou_aux_5: 0.5460 (0.5615) loss_giou_dn_0: 0.5488 (0.5781) loss_giou_dn_1: 0.4399 (0.4702) loss_giou_dn_2: 0.4105 (0.4398) loss_giou_dn_3: 0.3987 (0.4315) loss_giou_dn_4: 0.3945 (0.4294) loss_giou_dn_5: 0.3947 (0.4296) loss_vfl: 0.6538 (0.6708) loss_vfl_aux_0: 0.7751 (0.7766) loss_vfl_aux_1: 0.7168 (0.7290) loss_vfl_aux_2: 0.6893 (0.6984) loss_vfl_aux_3: 0.6625 (0.6823) loss_vfl_aux_4: 0.6554 (0.6745) loss_vfl_aux_5: 0.7728 (0.7599) loss_vfl_dn_0: 0.4475 (0.4518) loss_vfl_dn_1: 0.3831 (0.3861) loss_vfl_dn_2: 0.3691 (0.3703) loss_vfl_dn_3: 0.3617 (0.3629) loss_vfl_dn_4: 0.3604 (0.3603) loss_vfl_dn_5: 0.3589 (0.3595) time: 0.4820 data: 0.0139 max mem: 5654 Epoch: [46] [3500/7393] eta: 0:31:54 lr: 0.000010 loss: 15.5889 (15.7758) loss_bbox: 0.1384 (0.1523) loss_bbox_aux_0: 0.1515 (0.1653) loss_bbox_aux_1: 0.1439 (0.1570) loss_bbox_aux_2: 0.1427 (0.1543) loss_bbox_aux_3: 0.1405 (0.1526) loss_bbox_aux_4: 0.1386 (0.1522) loss_bbox_aux_5: 0.1821 (0.2017) loss_bbox_dn_0: 0.2250 (0.2662) loss_bbox_dn_1: 0.1732 (0.1952) loss_bbox_dn_2: 0.1581 (0.1746) loss_bbox_dn_3: 0.1521 (0.1687) loss_bbox_dn_4: 0.1510 (0.1673) loss_bbox_dn_5: 0.1510 (0.1673) loss_giou: 0.4940 (0.4732) loss_giou_aux_0: 0.5030 (0.4968) loss_giou_aux_1: 0.4943 (0.4829) loss_giou_aux_2: 0.4944 (0.4775) loss_giou_aux_3: 0.4899 (0.4746) loss_giou_aux_4: 0.4866 (0.4735) loss_giou_aux_5: 0.5670 (0.5616) loss_giou_dn_0: 0.6054 (0.5783) loss_giou_dn_1: 0.4994 (0.4704) loss_giou_dn_2: 0.4632 (0.4399) loss_giou_dn_3: 0.4507 (0.4317) loss_giou_dn_4: 0.4465 (0.4296) loss_giou_dn_5: 0.4465 (0.4298) loss_vfl: 0.6562 (0.6707) loss_vfl_aux_0: 0.7459 (0.7763) loss_vfl_aux_1: 0.7235 (0.7288) loss_vfl_aux_2: 0.6773 (0.6983) loss_vfl_aux_3: 0.6720 (0.6822) loss_vfl_aux_4: 0.6587 (0.6744) loss_vfl_aux_5: 0.7199 (0.7598) loss_vfl_dn_0: 0.4534 (0.4518) loss_vfl_dn_1: 0.3879 (0.3862) loss_vfl_dn_2: 0.3739 (0.3703) loss_vfl_dn_3: 0.3673 (0.3630) loss_vfl_dn_4: 0.3651 (0.3604) loss_vfl_dn_5: 0.3649 (0.3596) time: 0.4831 data: 0.0138 max mem: 5654 Epoch: [46] [3600/7393] eta: 0:31:03 lr: 0.000010 loss: 15.4169 (15.7827) loss_bbox: 0.1422 (0.1524) loss_bbox_aux_0: 0.1568 (0.1654) loss_bbox_aux_1: 0.1499 (0.1571) loss_bbox_aux_2: 0.1460 (0.1544) loss_bbox_aux_3: 0.1484 (0.1527) loss_bbox_aux_4: 0.1469 (0.1524) loss_bbox_aux_5: 0.1926 (0.2018) loss_bbox_dn_0: 0.2771 (0.2662) loss_bbox_dn_1: 0.1868 (0.1953) loss_bbox_dn_2: 0.1628 (0.1747) loss_bbox_dn_3: 0.1524 (0.1687) loss_bbox_dn_4: 0.1518 (0.1673) loss_bbox_dn_5: 0.1519 (0.1673) loss_giou: 0.4102 (0.4737) loss_giou_aux_0: 0.4504 (0.4972) loss_giou_aux_1: 0.4380 (0.4833) loss_giou_aux_2: 0.4410 (0.4779) loss_giou_aux_3: 0.4263 (0.4751) loss_giou_aux_4: 0.4095 (0.4740) loss_giou_aux_5: 0.5307 (0.5620) loss_giou_dn_0: 0.5495 (0.5786) loss_giou_dn_1: 0.4359 (0.4707) loss_giou_dn_2: 0.4017 (0.4402) loss_giou_dn_3: 0.3951 (0.4320) loss_giou_dn_4: 0.3949 (0.4299) loss_giou_dn_5: 0.3949 (0.4301) loss_vfl: 0.6649 (0.6707) loss_vfl_aux_0: 0.7628 (0.7763) loss_vfl_aux_1: 0.7200 (0.7289) loss_vfl_aux_2: 0.6975 (0.6985) loss_vfl_aux_3: 0.6765 (0.6822) loss_vfl_aux_4: 0.6788 (0.6744) loss_vfl_aux_5: 0.7381 (0.7597) loss_vfl_dn_0: 0.4450 (0.4518) loss_vfl_dn_1: 0.3846 (0.3863) loss_vfl_dn_2: 0.3645 (0.3704) loss_vfl_dn_3: 0.3563 (0.3630) loss_vfl_dn_4: 0.3526 (0.3604) loss_vfl_dn_5: 0.3528 (0.3596) time: 0.4735 data: 0.0139 max mem: 5654 Epoch: [46] [3700/7393] eta: 0:30:20 lr: 0.000010 loss: 15.8137 (15.7812) loss_bbox: 0.1316 (0.1524) loss_bbox_aux_0: 0.1518 (0.1653) loss_bbox_aux_1: 0.1410 (0.1571) loss_bbox_aux_2: 0.1397 (0.1543) loss_bbox_aux_3: 0.1341 (0.1527) loss_bbox_aux_4: 0.1302 (0.1523) loss_bbox_aux_5: 0.1775 (0.2018) loss_bbox_dn_0: 0.2257 (0.2662) loss_bbox_dn_1: 0.1679 (0.1953) loss_bbox_dn_2: 0.1463 (0.1747) loss_bbox_dn_3: 0.1451 (0.1687) loss_bbox_dn_4: 0.1450 (0.1673) loss_bbox_dn_5: 0.1451 (0.1673) loss_giou: 0.4482 (0.4736) loss_giou_aux_0: 0.4693 (0.4970) loss_giou_aux_1: 0.4562 (0.4831) loss_giou_aux_2: 0.4404 (0.4777) loss_giou_aux_3: 0.4465 (0.4750) loss_giou_aux_4: 0.4480 (0.4738) loss_giou_aux_5: 0.5483 (0.5618) loss_giou_dn_0: 0.5708 (0.5785) loss_giou_dn_1: 0.4681 (0.4706) loss_giou_dn_2: 0.4415 (0.4402) loss_giou_dn_3: 0.4302 (0.4319) loss_giou_dn_4: 0.4286 (0.4299) loss_giou_dn_5: 0.4300 (0.4301) loss_vfl: 0.6635 (0.6707) loss_vfl_aux_0: 0.7546 (0.7763) loss_vfl_aux_1: 0.7138 (0.7291) loss_vfl_aux_2: 0.6822 (0.6986) loss_vfl_aux_3: 0.6674 (0.6823) loss_vfl_aux_4: 0.6599 (0.6745) loss_vfl_aux_5: 0.7296 (0.7596) loss_vfl_dn_0: 0.4511 (0.4518) loss_vfl_dn_1: 0.3919 (0.3862) loss_vfl_dn_2: 0.3778 (0.3704) loss_vfl_dn_3: 0.3703 (0.3630) loss_vfl_dn_4: 0.3671 (0.3604) loss_vfl_dn_5: 0.3657 (0.3596) time: 0.4869 data: 0.0140 max mem: 5654 Epoch: [46] [3800/7393] eta: 0:29:29 lr: 0.000010 loss: 15.4977 (15.7822) loss_bbox: 0.1442 (0.1523) loss_bbox_aux_0: 0.1587 (0.1653) loss_bbox_aux_1: 0.1512 (0.1571) loss_bbox_aux_2: 0.1446 (0.1543) loss_bbox_aux_3: 0.1492 (0.1527) loss_bbox_aux_4: 0.1442 (0.1523) loss_bbox_aux_5: 0.1930 (0.2018) loss_bbox_dn_0: 0.2565 (0.2661) loss_bbox_dn_1: 0.1820 (0.1953) loss_bbox_dn_2: 0.1599 (0.1747) loss_bbox_dn_3: 0.1564 (0.1687) loss_bbox_dn_4: 0.1572 (0.1673) loss_bbox_dn_5: 0.1574 (0.1673) loss_giou: 0.4356 (0.4736) loss_giou_aux_0: 0.4381 (0.4970) loss_giou_aux_1: 0.4315 (0.4832) loss_giou_aux_2: 0.4393 (0.4778) loss_giou_aux_3: 0.4387 (0.4750) loss_giou_aux_4: 0.4304 (0.4738) loss_giou_aux_5: 0.4966 (0.5619) loss_giou_dn_0: 0.5567 (0.5785) loss_giou_dn_1: 0.4487 (0.4707) loss_giou_dn_2: 0.4227 (0.4403) loss_giou_dn_3: 0.4131 (0.4320) loss_giou_dn_4: 0.4093 (0.4300) loss_giou_dn_5: 0.4095 (0.4301) loss_vfl: 0.6660 (0.6710) loss_vfl_aux_0: 0.7694 (0.7762) loss_vfl_aux_1: 0.7168 (0.7290) loss_vfl_aux_2: 0.6957 (0.6987) loss_vfl_aux_3: 0.6645 (0.6825) loss_vfl_aux_4: 0.6756 (0.6747) loss_vfl_aux_5: 0.7390 (0.7595) loss_vfl_dn_0: 0.4561 (0.4518) loss_vfl_dn_1: 0.3863 (0.3862) loss_vfl_dn_2: 0.3766 (0.3704) loss_vfl_dn_3: 0.3656 (0.3630) loss_vfl_dn_4: 0.3649 (0.3604) loss_vfl_dn_5: 0.3631 (0.3596) time: 0.4917 data: 0.0144 max mem: 5654 Epoch: [46] [3900/7393] eta: 0:28:39 lr: 0.000010 loss: 16.2172 (15.7831) loss_bbox: 0.1410 (0.1523) loss_bbox_aux_0: 0.1712 (0.1654) loss_bbox_aux_1: 0.1551 (0.1572) loss_bbox_aux_2: 0.1457 (0.1543) loss_bbox_aux_3: 0.1422 (0.1526) loss_bbox_aux_4: 0.1423 (0.1523) loss_bbox_aux_5: 0.1940 (0.2020) loss_bbox_dn_0: 0.2302 (0.2661) loss_bbox_dn_1: 0.1642 (0.1953) loss_bbox_dn_2: 0.1440 (0.1747) loss_bbox_dn_3: 0.1392 (0.1687) loss_bbox_dn_4: 0.1397 (0.1673) loss_bbox_dn_5: 0.1397 (0.1673) loss_giou: 0.4855 (0.4736) loss_giou_aux_0: 0.5170 (0.4971) loss_giou_aux_1: 0.4993 (0.4833) loss_giou_aux_2: 0.4930 (0.4778) loss_giou_aux_3: 0.4894 (0.4750) loss_giou_aux_4: 0.4854 (0.4739) loss_giou_aux_5: 0.5777 (0.5619) loss_giou_dn_0: 0.5809 (0.5784) loss_giou_dn_1: 0.4801 (0.4706) loss_giou_dn_2: 0.4459 (0.4402) loss_giou_dn_3: 0.4384 (0.4319) loss_giou_dn_4: 0.4366 (0.4299) loss_giou_dn_5: 0.4365 (0.4301) loss_vfl: 0.6682 (0.6712) loss_vfl_aux_0: 0.7499 (0.7761) loss_vfl_aux_1: 0.7384 (0.7290) loss_vfl_aux_2: 0.7081 (0.6989) loss_vfl_aux_3: 0.6964 (0.6828) loss_vfl_aux_4: 0.6628 (0.6749) loss_vfl_aux_5: 0.7704 (0.7595) loss_vfl_dn_0: 0.4441 (0.4518) loss_vfl_dn_1: 0.3848 (0.3862) loss_vfl_dn_2: 0.3720 (0.3704) loss_vfl_dn_3: 0.3658 (0.3630) loss_vfl_dn_4: 0.3628 (0.3604) loss_vfl_dn_5: 0.3616 (0.3596) time: 0.4635 data: 0.0142 max mem: 5654 Epoch: [46] [4000/7393] eta: 0:27:49 lr: 0.000010 loss: 16.2233 (15.7816) loss_bbox: 0.1451 (0.1524) loss_bbox_aux_0: 0.1559 (0.1655) loss_bbox_aux_1: 0.1526 (0.1572) loss_bbox_aux_2: 0.1500 (0.1544) loss_bbox_aux_3: 0.1522 (0.1527) loss_bbox_aux_4: 0.1505 (0.1524) loss_bbox_aux_5: 0.1904 (0.2021) loss_bbox_dn_0: 0.2545 (0.2663) loss_bbox_dn_1: 0.1849 (0.1954) loss_bbox_dn_2: 0.1653 (0.1749) loss_bbox_dn_3: 0.1619 (0.1689) loss_bbox_dn_4: 0.1617 (0.1675) loss_bbox_dn_5: 0.1615 (0.1675) loss_giou: 0.5225 (0.4735) loss_giou_aux_0: 0.5259 (0.4970) loss_giou_aux_1: 0.5230 (0.4831) loss_giou_aux_2: 0.5290 (0.4777) loss_giou_aux_3: 0.5309 (0.4748) loss_giou_aux_4: 0.5242 (0.4738) loss_giou_aux_5: 0.6014 (0.5618) loss_giou_dn_0: 0.6271 (0.5783) loss_giou_dn_1: 0.5138 (0.4705) loss_giou_dn_2: 0.4822 (0.4401) loss_giou_dn_3: 0.4772 (0.4318) loss_giou_dn_4: 0.4747 (0.4297) loss_giou_dn_5: 0.4748 (0.4299) loss_vfl: 0.6557 (0.6710) loss_vfl_aux_0: 0.7572 (0.7760) loss_vfl_aux_1: 0.7142 (0.7289) loss_vfl_aux_2: 0.6856 (0.6988) loss_vfl_aux_3: 0.6655 (0.6827) loss_vfl_aux_4: 0.6514 (0.6747) loss_vfl_aux_5: 0.7364 (0.7594) loss_vfl_dn_0: 0.4533 (0.4517) loss_vfl_dn_1: 0.3908 (0.3861) loss_vfl_dn_2: 0.3768 (0.3703) loss_vfl_dn_3: 0.3704 (0.3629) loss_vfl_dn_4: 0.3659 (0.3603) loss_vfl_dn_5: 0.3637 (0.3595) time: 0.4886 data: 0.0136 max mem: 5654 Epoch: [46] [4100/7393] eta: 0:26:58 lr: 0.000010 loss: 15.5088 (15.7855) loss_bbox: 0.1480 (0.1526) loss_bbox_aux_0: 0.1562 (0.1657) loss_bbox_aux_1: 0.1496 (0.1575) loss_bbox_aux_2: 0.1580 (0.1546) loss_bbox_aux_3: 0.1559 (0.1529) loss_bbox_aux_4: 0.1494 (0.1525) loss_bbox_aux_5: 0.1965 (0.2023) loss_bbox_dn_0: 0.2506 (0.2668) loss_bbox_dn_1: 0.1831 (0.1958) loss_bbox_dn_2: 0.1674 (0.1753) loss_bbox_dn_3: 0.1652 (0.1693) loss_bbox_dn_4: 0.1653 (0.1678) loss_bbox_dn_5: 0.1655 (0.1679) loss_giou: 0.4545 (0.4733) loss_giou_aux_0: 0.4707 (0.4968) loss_giou_aux_1: 0.4573 (0.4830) loss_giou_aux_2: 0.4607 (0.4775) loss_giou_aux_3: 0.4583 (0.4746) loss_giou_aux_4: 0.4523 (0.4735) loss_giou_aux_5: 0.5238 (0.5616) loss_giou_dn_0: 0.5564 (0.5783) loss_giou_dn_1: 0.4593 (0.4705) loss_giou_dn_2: 0.4207 (0.4400) loss_giou_dn_3: 0.4106 (0.4318) loss_giou_dn_4: 0.4088 (0.4297) loss_giou_dn_5: 0.4092 (0.4299) loss_vfl: 0.6489 (0.6714) loss_vfl_aux_0: 0.7578 (0.7762) loss_vfl_aux_1: 0.7034 (0.7290) loss_vfl_aux_2: 0.6823 (0.6990) loss_vfl_aux_3: 0.6654 (0.6830) loss_vfl_aux_4: 0.6704 (0.6751) loss_vfl_aux_5: 0.7534 (0.7596) loss_vfl_dn_0: 0.4443 (0.4517) loss_vfl_dn_1: 0.3779 (0.3861) loss_vfl_dn_2: 0.3610 (0.3703) loss_vfl_dn_3: 0.3566 (0.3629) loss_vfl_dn_4: 0.3543 (0.3603) loss_vfl_dn_5: 0.3536 (0.3595) time: 0.4700 data: 0.0134 max mem: 5654 Epoch: [46] [4200/7393] eta: 0:26:12 lr: 0.000010 loss: 16.3282 (15.7897) loss_bbox: 0.1567 (0.1526) loss_bbox_aux_0: 0.1690 (0.1657) loss_bbox_aux_1: 0.1644 (0.1576) loss_bbox_aux_2: 0.1600 (0.1546) loss_bbox_aux_3: 0.1584 (0.1530) loss_bbox_aux_4: 0.1542 (0.1526) loss_bbox_aux_5: 0.2168 (0.2024) loss_bbox_dn_0: 0.2616 (0.2669) loss_bbox_dn_1: 0.1910 (0.1959) loss_bbox_dn_2: 0.1698 (0.1753) loss_bbox_dn_3: 0.1594 (0.1693) loss_bbox_dn_4: 0.1593 (0.1679) loss_bbox_dn_5: 0.1593 (0.1679) loss_giou: 0.4718 (0.4735) loss_giou_aux_0: 0.5094 (0.4970) loss_giou_aux_1: 0.5013 (0.4832) loss_giou_aux_2: 0.4861 (0.4777) loss_giou_aux_3: 0.4891 (0.4748) loss_giou_aux_4: 0.4844 (0.4737) loss_giou_aux_5: 0.5630 (0.5619) loss_giou_dn_0: 0.5857 (0.5785) loss_giou_dn_1: 0.4673 (0.4707) loss_giou_dn_2: 0.4327 (0.4402) loss_giou_dn_3: 0.4232 (0.4320) loss_giou_dn_4: 0.4250 (0.4299) loss_giou_dn_5: 0.4250 (0.4301) loss_vfl: 0.6846 (0.6715) loss_vfl_aux_0: 0.8138 (0.7764) loss_vfl_aux_1: 0.7608 (0.7290) loss_vfl_aux_2: 0.7156 (0.6992) loss_vfl_aux_3: 0.6852 (0.6831) loss_vfl_aux_4: 0.6804 (0.6753) loss_vfl_aux_5: 0.7648 (0.7596) loss_vfl_dn_0: 0.4542 (0.4517) loss_vfl_dn_1: 0.3879 (0.3861) loss_vfl_dn_2: 0.3691 (0.3703) loss_vfl_dn_3: 0.3609 (0.3629) loss_vfl_dn_4: 0.3575 (0.3603) loss_vfl_dn_5: 0.3592 (0.3595) time: 0.4741 data: 0.0141 max mem: 5654 Epoch: [46] [4300/7393] eta: 0:25:22 lr: 0.000010 loss: 15.8230 (15.7897) loss_bbox: 0.1399 (0.1526) loss_bbox_aux_0: 0.1495 (0.1657) loss_bbox_aux_1: 0.1476 (0.1576) loss_bbox_aux_2: 0.1421 (0.1546) loss_bbox_aux_3: 0.1400 (0.1530) loss_bbox_aux_4: 0.1400 (0.1526) loss_bbox_aux_5: 0.1914 (0.2025) loss_bbox_dn_0: 0.2414 (0.2669) loss_bbox_dn_1: 0.1758 (0.1959) loss_bbox_dn_2: 0.1613 (0.1753) loss_bbox_dn_3: 0.1566 (0.1693) loss_bbox_dn_4: 0.1554 (0.1679) loss_bbox_dn_5: 0.1554 (0.1679) loss_giou: 0.4649 (0.4734) loss_giou_aux_0: 0.4891 (0.4969) loss_giou_aux_1: 0.4732 (0.4832) loss_giou_aux_2: 0.4667 (0.4777) loss_giou_aux_3: 0.4682 (0.4748) loss_giou_aux_4: 0.4662 (0.4737) loss_giou_aux_5: 0.5481 (0.5618) loss_giou_dn_0: 0.5706 (0.5786) loss_giou_dn_1: 0.4659 (0.4707) loss_giou_dn_2: 0.4341 (0.4403) loss_giou_dn_3: 0.4232 (0.4320) loss_giou_dn_4: 0.4200 (0.4299) loss_giou_dn_5: 0.4203 (0.4301) loss_vfl: 0.7002 (0.6716) loss_vfl_aux_0: 0.7896 (0.7763) loss_vfl_aux_1: 0.7367 (0.7290) loss_vfl_aux_2: 0.7076 (0.6991) loss_vfl_aux_3: 0.6994 (0.6831) loss_vfl_aux_4: 0.6992 (0.6753) loss_vfl_aux_5: 0.7563 (0.7595) loss_vfl_dn_0: 0.4482 (0.4517) loss_vfl_dn_1: 0.3845 (0.3861) loss_vfl_dn_2: 0.3621 (0.3703) loss_vfl_dn_3: 0.3569 (0.3629) loss_vfl_dn_4: 0.3541 (0.3603) loss_vfl_dn_5: 0.3525 (0.3595) time: 0.4702 data: 0.0143 max mem: 5654 Epoch: [46] [4400/7393] eta: 0:24:31 lr: 0.000010 loss: 15.5853 (15.7866) loss_bbox: 0.1479 (0.1525) loss_bbox_aux_0: 0.1604 (0.1656) loss_bbox_aux_1: 0.1632 (0.1575) loss_bbox_aux_2: 0.1530 (0.1546) loss_bbox_aux_3: 0.1520 (0.1529) loss_bbox_aux_4: 0.1502 (0.1525) loss_bbox_aux_5: 0.1907 (0.2024) loss_bbox_dn_0: 0.2416 (0.2669) loss_bbox_dn_1: 0.1854 (0.1959) loss_bbox_dn_2: 0.1644 (0.1753) loss_bbox_dn_3: 0.1660 (0.1693) loss_bbox_dn_4: 0.1651 (0.1679) loss_bbox_dn_5: 0.1651 (0.1679) loss_giou: 0.4353 (0.4732) loss_giou_aux_0: 0.4774 (0.4967) loss_giou_aux_1: 0.4425 (0.4830) loss_giou_aux_2: 0.4398 (0.4774) loss_giou_aux_3: 0.4383 (0.4746) loss_giou_aux_4: 0.4337 (0.4734) loss_giou_aux_5: 0.5220 (0.5615) loss_giou_dn_0: 0.5710 (0.5784) loss_giou_dn_1: 0.4518 (0.4706) loss_giou_dn_2: 0.4203 (0.4401) loss_giou_dn_3: 0.4110 (0.4319) loss_giou_dn_4: 0.4081 (0.4298) loss_giou_dn_5: 0.4084 (0.4300) loss_vfl: 0.6424 (0.6717) loss_vfl_aux_0: 0.7870 (0.7765) loss_vfl_aux_1: 0.7150 (0.7290) loss_vfl_aux_2: 0.6596 (0.6990) loss_vfl_aux_3: 0.6566 (0.6831) loss_vfl_aux_4: 0.6424 (0.6753) loss_vfl_aux_5: 0.7631 (0.7596) loss_vfl_dn_0: 0.4441 (0.4516) loss_vfl_dn_1: 0.3874 (0.3861) loss_vfl_dn_2: 0.3691 (0.3703) loss_vfl_dn_3: 0.3636 (0.3629) loss_vfl_dn_4: 0.3606 (0.3603) loss_vfl_dn_5: 0.3583 (0.3595) time: 0.4717 data: 0.0136 max mem: 5654 Epoch: [46] [4500/7393] eta: 0:23:40 lr: 0.000010 loss: 15.8573 (15.7909) loss_bbox: 0.1546 (0.1527) loss_bbox_aux_0: 0.1702 (0.1657) loss_bbox_aux_1: 0.1667 (0.1576) loss_bbox_aux_2: 0.1537 (0.1547) loss_bbox_aux_3: 0.1535 (0.1530) loss_bbox_aux_4: 0.1547 (0.1527) loss_bbox_aux_5: 0.2060 (0.2025) loss_bbox_dn_0: 0.2980 (0.2672) loss_bbox_dn_1: 0.2212 (0.1962) loss_bbox_dn_2: 0.1963 (0.1756) loss_bbox_dn_3: 0.1898 (0.1695) loss_bbox_dn_4: 0.1889 (0.1681) loss_bbox_dn_5: 0.1888 (0.1681) loss_giou: 0.4555 (0.4729) loss_giou_aux_0: 0.4611 (0.4964) loss_giou_aux_1: 0.4491 (0.4827) loss_giou_aux_2: 0.4403 (0.4772) loss_giou_aux_3: 0.4420 (0.4743) loss_giou_aux_4: 0.4331 (0.4732) loss_giou_aux_5: 0.5213 (0.5612) loss_giou_dn_0: 0.5535 (0.5784) loss_giou_dn_1: 0.4480 (0.4706) loss_giou_dn_2: 0.4222 (0.4401) loss_giou_dn_3: 0.4164 (0.4319) loss_giou_dn_4: 0.4150 (0.4298) loss_giou_dn_5: 0.4153 (0.4299) loss_vfl: 0.6515 (0.6721) loss_vfl_aux_0: 0.7478 (0.7769) loss_vfl_aux_1: 0.7053 (0.7294) loss_vfl_aux_2: 0.6824 (0.6996) loss_vfl_aux_3: 0.6614 (0.6836) loss_vfl_aux_4: 0.6498 (0.6757) loss_vfl_aux_5: 0.7617 (0.7601) loss_vfl_dn_0: 0.4452 (0.4517) loss_vfl_dn_1: 0.3871 (0.3862) loss_vfl_dn_2: 0.3677 (0.3704) loss_vfl_dn_3: 0.3587 (0.3630) loss_vfl_dn_4: 0.3580 (0.3604) loss_vfl_dn_5: 0.3562 (0.3596) time: 0.4619 data: 0.0136 max mem: 5654 Epoch: [46] [4600/7393] eta: 0:22:50 lr: 0.000010 loss: 15.7526 (15.7893) loss_bbox: 0.1225 (0.1525) loss_bbox_aux_0: 0.1336 (0.1655) loss_bbox_aux_1: 0.1304 (0.1574) loss_bbox_aux_2: 0.1267 (0.1545) loss_bbox_aux_3: 0.1278 (0.1528) loss_bbox_aux_4: 0.1249 (0.1525) loss_bbox_aux_5: 0.1667 (0.2023) loss_bbox_dn_0: 0.2135 (0.2669) loss_bbox_dn_1: 0.1535 (0.1959) loss_bbox_dn_2: 0.1409 (0.1753) loss_bbox_dn_3: 0.1368 (0.1693) loss_bbox_dn_4: 0.1371 (0.1679) loss_bbox_dn_5: 0.1370 (0.1679) loss_giou: 0.5329 (0.4729) loss_giou_aux_0: 0.5452 (0.4964) loss_giou_aux_1: 0.5275 (0.4828) loss_giou_aux_2: 0.5317 (0.4772) loss_giou_aux_3: 0.5356 (0.4744) loss_giou_aux_4: 0.5331 (0.4732) loss_giou_aux_5: 0.5891 (0.5612) loss_giou_dn_0: 0.5794 (0.5784) loss_giou_dn_1: 0.4873 (0.4706) loss_giou_dn_2: 0.4614 (0.4402) loss_giou_dn_3: 0.4557 (0.4319) loss_giou_dn_4: 0.4539 (0.4298) loss_giou_dn_5: 0.4538 (0.4300) loss_vfl: 0.6506 (0.6722) loss_vfl_aux_0: 0.7415 (0.7770) loss_vfl_aux_1: 0.7149 (0.7295) loss_vfl_aux_2: 0.6796 (0.6996) loss_vfl_aux_3: 0.6612 (0.6836) loss_vfl_aux_4: 0.6571 (0.6759) loss_vfl_aux_5: 0.7181 (0.7602) loss_vfl_dn_0: 0.4511 (0.4517) loss_vfl_dn_1: 0.3931 (0.3862) loss_vfl_dn_2: 0.3767 (0.3704) loss_vfl_dn_3: 0.3718 (0.3630) loss_vfl_dn_4: 0.3679 (0.3605) loss_vfl_dn_5: 0.3659 (0.3596) time: 0.4726 data: 0.0136 max mem: 5654 Epoch: [46] [4700/7393] eta: 0:22:00 lr: 0.000010 loss: 15.6161 (15.7917) loss_bbox: 0.1482 (0.1526) loss_bbox_aux_0: 0.1546 (0.1657) loss_bbox_aux_1: 0.1505 (0.1576) loss_bbox_aux_2: 0.1540 (0.1547) loss_bbox_aux_3: 0.1502 (0.1530) loss_bbox_aux_4: 0.1485 (0.1526) loss_bbox_aux_5: 0.2005 (0.2024) loss_bbox_dn_0: 0.2466 (0.2668) loss_bbox_dn_1: 0.1843 (0.1960) loss_bbox_dn_2: 0.1680 (0.1754) loss_bbox_dn_3: 0.1594 (0.1694) loss_bbox_dn_4: 0.1591 (0.1680) loss_bbox_dn_5: 0.1591 (0.1680) loss_giou: 0.3990 (0.4730) loss_giou_aux_0: 0.4457 (0.4965) loss_giou_aux_1: 0.4196 (0.4828) loss_giou_aux_2: 0.4121 (0.4773) loss_giou_aux_3: 0.3978 (0.4744) loss_giou_aux_4: 0.4030 (0.4733) loss_giou_aux_5: 0.4945 (0.5614) loss_giou_dn_0: 0.5576 (0.5785) loss_giou_dn_1: 0.4437 (0.4707) loss_giou_dn_2: 0.4136 (0.4402) loss_giou_dn_3: 0.4047 (0.4320) loss_giou_dn_4: 0.4029 (0.4299) loss_giou_dn_5: 0.4033 (0.4301) loss_vfl: 0.6446 (0.6722) loss_vfl_aux_0: 0.7628 (0.7769) loss_vfl_aux_1: 0.7226 (0.7294) loss_vfl_aux_2: 0.6666 (0.6996) loss_vfl_aux_3: 0.6533 (0.6836) loss_vfl_aux_4: 0.6532 (0.6759) loss_vfl_aux_5: 0.7546 (0.7601) loss_vfl_dn_0: 0.4496 (0.4517) loss_vfl_dn_1: 0.3883 (0.3863) loss_vfl_dn_2: 0.3735 (0.3705) loss_vfl_dn_3: 0.3653 (0.3631) loss_vfl_dn_4: 0.3647 (0.3605) loss_vfl_dn_5: 0.3633 (0.3597) time: 0.4806 data: 0.0136 max mem: 5654 Epoch: [46] [4800/7393] eta: 0:21:10 lr: 0.000010 loss: 15.3744 (15.7899) loss_bbox: 0.1451 (0.1526) loss_bbox_aux_0: 0.1548 (0.1656) loss_bbox_aux_1: 0.1482 (0.1575) loss_bbox_aux_2: 0.1512 (0.1546) loss_bbox_aux_3: 0.1477 (0.1530) loss_bbox_aux_4: 0.1447 (0.1526) loss_bbox_aux_5: 0.2050 (0.2024) loss_bbox_dn_0: 0.2483 (0.2668) loss_bbox_dn_1: 0.1886 (0.1959) loss_bbox_dn_2: 0.1655 (0.1753) loss_bbox_dn_3: 0.1598 (0.1693) loss_bbox_dn_4: 0.1602 (0.1679) loss_bbox_dn_5: 0.1602 (0.1679) loss_giou: 0.4614 (0.4730) loss_giou_aux_0: 0.4861 (0.4965) loss_giou_aux_1: 0.4680 (0.4827) loss_giou_aux_2: 0.4437 (0.4772) loss_giou_aux_3: 0.4609 (0.4744) loss_giou_aux_4: 0.4608 (0.4732) loss_giou_aux_5: 0.5496 (0.5614) loss_giou_dn_0: 0.5861 (0.5784) loss_giou_dn_1: 0.4799 (0.4706) loss_giou_dn_2: 0.4476 (0.4402) loss_giou_dn_3: 0.4319 (0.4319) loss_giou_dn_4: 0.4272 (0.4298) loss_giou_dn_5: 0.4274 (0.4300) loss_vfl: 0.6661 (0.6721) loss_vfl_aux_0: 0.7469 (0.7769) loss_vfl_aux_1: 0.7108 (0.7295) loss_vfl_aux_2: 0.6746 (0.6995) loss_vfl_aux_3: 0.6623 (0.6835) loss_vfl_aux_4: 0.6736 (0.6759) loss_vfl_aux_5: 0.7410 (0.7600) loss_vfl_dn_0: 0.4524 (0.4517) loss_vfl_dn_1: 0.3936 (0.3863) loss_vfl_dn_2: 0.3817 (0.3705) loss_vfl_dn_3: 0.3750 (0.3631) loss_vfl_dn_4: 0.3722 (0.3605) loss_vfl_dn_5: 0.3704 (0.3597) time: 0.4685 data: 0.0134 max mem: 5654 Epoch: [46] [4900/7393] eta: 0:20:20 lr: 0.000010 loss: 15.5268 (15.7901) loss_bbox: 0.1560 (0.1527) loss_bbox_aux_0: 0.1683 (0.1657) loss_bbox_aux_1: 0.1616 (0.1576) loss_bbox_aux_2: 0.1585 (0.1547) loss_bbox_aux_3: 0.1558 (0.1531) loss_bbox_aux_4: 0.1593 (0.1527) loss_bbox_aux_5: 0.2088 (0.2024) loss_bbox_dn_0: 0.2839 (0.2669) loss_bbox_dn_1: 0.2118 (0.1960) loss_bbox_dn_2: 0.1813 (0.1754) loss_bbox_dn_3: 0.1771 (0.1694) loss_bbox_dn_4: 0.1781 (0.1680) loss_bbox_dn_5: 0.1781 (0.1680) loss_giou: 0.4279 (0.4729) loss_giou_aux_0: 0.4491 (0.4963) loss_giou_aux_1: 0.4160 (0.4826) loss_giou_aux_2: 0.4267 (0.4772) loss_giou_aux_3: 0.4260 (0.4743) loss_giou_aux_4: 0.4274 (0.4732) loss_giou_aux_5: 0.5030 (0.5612) loss_giou_dn_0: 0.5632 (0.5784) loss_giou_dn_1: 0.4613 (0.4706) loss_giou_dn_2: 0.4370 (0.4401) loss_giou_dn_3: 0.4236 (0.4318) loss_giou_dn_4: 0.4206 (0.4297) loss_giou_dn_5: 0.4207 (0.4299) loss_vfl: 0.6937 (0.6721) loss_vfl_aux_0: 0.7854 (0.7770) loss_vfl_aux_1: 0.7352 (0.7295) loss_vfl_aux_2: 0.7274 (0.6995) loss_vfl_aux_3: 0.7010 (0.6834) loss_vfl_aux_4: 0.6807 (0.6758) loss_vfl_aux_5: 0.7691 (0.7601) loss_vfl_dn_0: 0.4532 (0.4517) loss_vfl_dn_1: 0.3779 (0.3863) loss_vfl_dn_2: 0.3607 (0.3704) loss_vfl_dn_3: 0.3536 (0.3631) loss_vfl_dn_4: 0.3519 (0.3605) loss_vfl_dn_5: 0.3516 (0.3597) time: 0.4742 data: 0.0137 max mem: 5654 Epoch: [46] [5000/7393] eta: 0:19:31 lr: 0.000010 loss: 15.4981 (15.7850) loss_bbox: 0.1477 (0.1526) loss_bbox_aux_0: 0.1567 (0.1657) loss_bbox_aux_1: 0.1529 (0.1576) loss_bbox_aux_2: 0.1481 (0.1547) loss_bbox_aux_3: 0.1501 (0.1530) loss_bbox_aux_4: 0.1444 (0.1526) loss_bbox_aux_5: 0.1850 (0.2023) loss_bbox_dn_0: 0.2348 (0.2668) loss_bbox_dn_1: 0.1572 (0.1959) loss_bbox_dn_2: 0.1352 (0.1753) loss_bbox_dn_3: 0.1323 (0.1693) loss_bbox_dn_4: 0.1317 (0.1679) loss_bbox_dn_5: 0.1315 (0.1679) loss_giou: 0.4606 (0.4727) loss_giou_aux_0: 0.5112 (0.4962) loss_giou_aux_1: 0.4697 (0.4824) loss_giou_aux_2: 0.4578 (0.4770) loss_giou_aux_3: 0.4464 (0.4741) loss_giou_aux_4: 0.4523 (0.4730) loss_giou_aux_5: 0.5889 (0.5610) loss_giou_dn_0: 0.5709 (0.5782) loss_giou_dn_1: 0.4727 (0.4704) loss_giou_dn_2: 0.4397 (0.4400) loss_giou_dn_3: 0.4309 (0.4317) loss_giou_dn_4: 0.4290 (0.4296) loss_giou_dn_5: 0.4291 (0.4298) loss_vfl: 0.6307 (0.6720) loss_vfl_aux_0: 0.7239 (0.7767) loss_vfl_aux_1: 0.6626 (0.7292) loss_vfl_aux_2: 0.6377 (0.6992) loss_vfl_aux_3: 0.6387 (0.6833) loss_vfl_aux_4: 0.6268 (0.6757) loss_vfl_aux_5: 0.7018 (0.7598) loss_vfl_dn_0: 0.4404 (0.4516) loss_vfl_dn_1: 0.3906 (0.3862) loss_vfl_dn_2: 0.3784 (0.3704) loss_vfl_dn_3: 0.3740 (0.3630) loss_vfl_dn_4: 0.3689 (0.3605) loss_vfl_dn_5: 0.3693 (0.3597) time: 0.4624 data: 0.0135 max mem: 5654 Epoch: [46] [5100/7393] eta: 0:18:43 lr: 0.000010 loss: 15.5548 (15.7841) loss_bbox: 0.1372 (0.1525) loss_bbox_aux_0: 0.1543 (0.1656) loss_bbox_aux_1: 0.1449 (0.1575) loss_bbox_aux_2: 0.1433 (0.1546) loss_bbox_aux_3: 0.1399 (0.1529) loss_bbox_aux_4: 0.1378 (0.1525) loss_bbox_aux_5: 0.1910 (0.2022) loss_bbox_dn_0: 0.2406 (0.2664) loss_bbox_dn_1: 0.1758 (0.1957) loss_bbox_dn_2: 0.1530 (0.1751) loss_bbox_dn_3: 0.1497 (0.1691) loss_bbox_dn_4: 0.1498 (0.1677) loss_bbox_dn_5: 0.1498 (0.1677) loss_giou: 0.4504 (0.4730) loss_giou_aux_0: 0.4817 (0.4965) loss_giou_aux_1: 0.4658 (0.4827) loss_giou_aux_2: 0.4541 (0.4773) loss_giou_aux_3: 0.4543 (0.4744) loss_giou_aux_4: 0.4503 (0.4732) loss_giou_aux_5: 0.5476 (0.5613) loss_giou_dn_0: 0.5693 (0.5783) loss_giou_dn_1: 0.4720 (0.4705) loss_giou_dn_2: 0.4367 (0.4401) loss_giou_dn_3: 0.4248 (0.4318) loss_giou_dn_4: 0.4208 (0.4297) loss_giou_dn_5: 0.4213 (0.4299) loss_vfl: 0.6326 (0.6718) loss_vfl_aux_0: 0.7141 (0.7764) loss_vfl_aux_1: 0.7004 (0.7290) loss_vfl_aux_2: 0.6500 (0.6989) loss_vfl_aux_3: 0.6443 (0.6831) loss_vfl_aux_4: 0.6336 (0.6755) loss_vfl_aux_5: 0.7359 (0.7595) loss_vfl_dn_0: 0.4457 (0.4516) loss_vfl_dn_1: 0.3817 (0.3862) loss_vfl_dn_2: 0.3660 (0.3704) loss_vfl_dn_3: 0.3600 (0.3630) loss_vfl_dn_4: 0.3585 (0.3605) loss_vfl_dn_5: 0.3551 (0.3597) time: 0.7614 data: 0.0138 max mem: 5654 Epoch: [46] [5200/7393] eta: 0:17:54 lr: 0.000010 loss: 15.8794 (15.7824) loss_bbox: 0.1524 (0.1526) loss_bbox_aux_0: 0.1637 (0.1656) loss_bbox_aux_1: 0.1545 (0.1576) loss_bbox_aux_2: 0.1511 (0.1547) loss_bbox_aux_3: 0.1534 (0.1530) loss_bbox_aux_4: 0.1517 (0.1526) loss_bbox_aux_5: 0.1849 (0.2023) loss_bbox_dn_0: 0.2347 (0.2664) loss_bbox_dn_1: 0.1634 (0.1956) loss_bbox_dn_2: 0.1385 (0.1751) loss_bbox_dn_3: 0.1316 (0.1691) loss_bbox_dn_4: 0.1296 (0.1677) loss_bbox_dn_5: 0.1296 (0.1677) loss_giou: 0.4905 (0.4730) loss_giou_aux_0: 0.5069 (0.4964) loss_giou_aux_1: 0.4885 (0.4827) loss_giou_aux_2: 0.4890 (0.4773) loss_giou_aux_3: 0.5008 (0.4744) loss_giou_aux_4: 0.4921 (0.4732) loss_giou_aux_5: 0.5800 (0.5612) loss_giou_dn_0: 0.5880 (0.5781) loss_giou_dn_1: 0.4692 (0.4704) loss_giou_dn_2: 0.4355 (0.4400) loss_giou_dn_3: 0.4249 (0.4317) loss_giou_dn_4: 0.4195 (0.4296) loss_giou_dn_5: 0.4196 (0.4298) loss_vfl: 0.6866 (0.6716) loss_vfl_aux_0: 0.7611 (0.7763) loss_vfl_aux_1: 0.7367 (0.7288) loss_vfl_aux_2: 0.7215 (0.6989) loss_vfl_aux_3: 0.7032 (0.6829) loss_vfl_aux_4: 0.6934 (0.6754) loss_vfl_aux_5: 0.7735 (0.7595) loss_vfl_dn_0: 0.4486 (0.4516) loss_vfl_dn_1: 0.3894 (0.3862) loss_vfl_dn_2: 0.3733 (0.3703) loss_vfl_dn_3: 0.3670 (0.3630) loss_vfl_dn_4: 0.3656 (0.3604) loss_vfl_dn_5: 0.3658 (0.3596) time: 0.4842 data: 0.0141 max mem: 5654 Epoch: [46] [5300/7393] eta: 0:17:04 lr: 0.000010 loss: 16.0259 (15.7806) loss_bbox: 0.1298 (0.1525) loss_bbox_aux_0: 0.1401 (0.1656) loss_bbox_aux_1: 0.1392 (0.1575) loss_bbox_aux_2: 0.1298 (0.1546) loss_bbox_aux_3: 0.1340 (0.1529) loss_bbox_aux_4: 0.1247 (0.1524) loss_bbox_aux_5: 0.1739 (0.2022) loss_bbox_dn_0: 0.2401 (0.2662) loss_bbox_dn_1: 0.1787 (0.1954) loss_bbox_dn_2: 0.1585 (0.1749) loss_bbox_dn_3: 0.1531 (0.1689) loss_bbox_dn_4: 0.1531 (0.1675) loss_bbox_dn_5: 0.1530 (0.1675) loss_giou: 0.4806 (0.4730) loss_giou_aux_0: 0.5042 (0.4965) loss_giou_aux_1: 0.4834 (0.4828) loss_giou_aux_2: 0.4756 (0.4773) loss_giou_aux_3: 0.4857 (0.4744) loss_giou_aux_4: 0.4844 (0.4732) loss_giou_aux_5: 0.5775 (0.5613) loss_giou_dn_0: 0.5838 (0.5782) loss_giou_dn_1: 0.4831 (0.4705) loss_giou_dn_2: 0.4545 (0.4400) loss_giou_dn_3: 0.4430 (0.4317) loss_giou_dn_4: 0.4412 (0.4296) loss_giou_dn_5: 0.4416 (0.4298) loss_vfl: 0.6378 (0.6717) loss_vfl_aux_0: 0.7196 (0.7761) loss_vfl_aux_1: 0.6953 (0.7286) loss_vfl_aux_2: 0.6744 (0.6988) loss_vfl_aux_3: 0.6495 (0.6829) loss_vfl_aux_4: 0.6391 (0.6755) loss_vfl_aux_5: 0.7129 (0.7593) loss_vfl_dn_0: 0.4519 (0.4516) loss_vfl_dn_1: 0.3896 (0.3862) loss_vfl_dn_2: 0.3718 (0.3703) loss_vfl_dn_3: 0.3681 (0.3630) loss_vfl_dn_4: 0.3668 (0.3604) loss_vfl_dn_5: 0.3665 (0.3596) time: 0.4729 data: 0.0136 max mem: 5654 Epoch: [46] [5400/7393] eta: 0:16:15 lr: 0.000010 loss: 15.0642 (15.7766) loss_bbox: 0.1467 (0.1525) loss_bbox_aux_0: 0.1690 (0.1656) loss_bbox_aux_1: 0.1563 (0.1575) loss_bbox_aux_2: 0.1550 (0.1546) loss_bbox_aux_3: 0.1524 (0.1529) loss_bbox_aux_4: 0.1470 (0.1524) loss_bbox_aux_5: 0.2061 (0.2021) loss_bbox_dn_0: 0.2567 (0.2661) loss_bbox_dn_1: 0.1833 (0.1954) loss_bbox_dn_2: 0.1601 (0.1749) loss_bbox_dn_3: 0.1531 (0.1689) loss_bbox_dn_4: 0.1514 (0.1675) loss_bbox_dn_5: 0.1514 (0.1675) loss_giou: 0.4728 (0.4729) loss_giou_aux_0: 0.4920 (0.4965) loss_giou_aux_1: 0.4868 (0.4827) loss_giou_aux_2: 0.4776 (0.4773) loss_giou_aux_3: 0.4737 (0.4744) loss_giou_aux_4: 0.4724 (0.4732) loss_giou_aux_5: 0.5743 (0.5612) loss_giou_dn_0: 0.5799 (0.5781) loss_giou_dn_1: 0.4661 (0.4703) loss_giou_dn_2: 0.4332 (0.4399) loss_giou_dn_3: 0.4245 (0.4316) loss_giou_dn_4: 0.4240 (0.4296) loss_giou_dn_5: 0.4240 (0.4297) loss_vfl: 0.6072 (0.6714) loss_vfl_aux_0: 0.7337 (0.7758) loss_vfl_aux_1: 0.6684 (0.7282) loss_vfl_aux_2: 0.6400 (0.6983) loss_vfl_aux_3: 0.6185 (0.6826) loss_vfl_aux_4: 0.6169 (0.6752) loss_vfl_aux_5: 0.7301 (0.7592) loss_vfl_dn_0: 0.4386 (0.4515) loss_vfl_dn_1: 0.3786 (0.3861) loss_vfl_dn_2: 0.3596 (0.3703) loss_vfl_dn_3: 0.3520 (0.3630) loss_vfl_dn_4: 0.3504 (0.3604) loss_vfl_dn_5: 0.3486 (0.3596) time: 0.4703 data: 0.0135 max mem: 5654 Epoch: [46] [5500/7393] eta: 0:15:25 lr: 0.000010 loss: 15.1782 (15.7755) loss_bbox: 0.1404 (0.1524) loss_bbox_aux_0: 0.1593 (0.1655) loss_bbox_aux_1: 0.1516 (0.1574) loss_bbox_aux_2: 0.1417 (0.1546) loss_bbox_aux_3: 0.1423 (0.1529) loss_bbox_aux_4: 0.1399 (0.1524) loss_bbox_aux_5: 0.1952 (0.2021) loss_bbox_dn_0: 0.2505 (0.2661) loss_bbox_dn_1: 0.1769 (0.1953) loss_bbox_dn_2: 0.1568 (0.1748) loss_bbox_dn_3: 0.1515 (0.1688) loss_bbox_dn_4: 0.1507 (0.1674) loss_bbox_dn_5: 0.1507 (0.1674) loss_giou: 0.4701 (0.4730) loss_giou_aux_0: 0.4984 (0.4965) loss_giou_aux_1: 0.4968 (0.4828) loss_giou_aux_2: 0.4863 (0.4774) loss_giou_aux_3: 0.4823 (0.4745) loss_giou_aux_4: 0.4753 (0.4732) loss_giou_aux_5: 0.5458 (0.5613) loss_giou_dn_0: 0.5627 (0.5781) loss_giou_dn_1: 0.4457 (0.4703) loss_giou_dn_2: 0.4202 (0.4399) loss_giou_dn_3: 0.4177 (0.4316) loss_giou_dn_4: 0.4170 (0.4295) loss_giou_dn_5: 0.4181 (0.4297) loss_vfl: 0.6542 (0.6713) loss_vfl_aux_0: 0.7235 (0.7758) loss_vfl_aux_1: 0.6812 (0.7281) loss_vfl_aux_2: 0.6726 (0.6981) loss_vfl_aux_3: 0.6555 (0.6824) loss_vfl_aux_4: 0.6496 (0.6750) loss_vfl_aux_5: 0.7271 (0.7590) loss_vfl_dn_0: 0.4427 (0.4515) loss_vfl_dn_1: 0.3798 (0.3861) loss_vfl_dn_2: 0.3611 (0.3702) loss_vfl_dn_3: 0.3523 (0.3629) loss_vfl_dn_4: 0.3517 (0.3604) loss_vfl_dn_5: 0.3511 (0.3595) time: 0.4669 data: 0.0138 max mem: 5654 Epoch: [46] [5600/7393] eta: 0:14:36 lr: 0.000010 loss: 15.6499 (15.7796) loss_bbox: 0.1395 (0.1524) loss_bbox_aux_0: 0.1563 (0.1656) loss_bbox_aux_1: 0.1533 (0.1575) loss_bbox_aux_2: 0.1447 (0.1546) loss_bbox_aux_3: 0.1420 (0.1529) loss_bbox_aux_4: 0.1398 (0.1524) loss_bbox_aux_5: 0.1933 (0.2021) loss_bbox_dn_0: 0.2725 (0.2661) loss_bbox_dn_1: 0.1920 (0.1953) loss_bbox_dn_2: 0.1694 (0.1748) loss_bbox_dn_3: 0.1598 (0.1689) loss_bbox_dn_4: 0.1563 (0.1675) loss_bbox_dn_5: 0.1562 (0.1675) loss_giou: 0.4714 (0.4732) loss_giou_aux_0: 0.4772 (0.4968) loss_giou_aux_1: 0.4796 (0.4831) loss_giou_aux_2: 0.4779 (0.4776) loss_giou_aux_3: 0.4695 (0.4747) loss_giou_aux_4: 0.4713 (0.4735) loss_giou_aux_5: 0.5372 (0.5616) loss_giou_dn_0: 0.5804 (0.5783) loss_giou_dn_1: 0.4773 (0.4706) loss_giou_dn_2: 0.4443 (0.4401) loss_giou_dn_3: 0.4304 (0.4319) loss_giou_dn_4: 0.4270 (0.4298) loss_giou_dn_5: 0.4271 (0.4300) loss_vfl: 0.6717 (0.6714) loss_vfl_aux_0: 0.7862 (0.7757) loss_vfl_aux_1: 0.7227 (0.7281) loss_vfl_aux_2: 0.7137 (0.6982) loss_vfl_aux_3: 0.6890 (0.6825) loss_vfl_aux_4: 0.6817 (0.6751) loss_vfl_aux_5: 0.7812 (0.7590) loss_vfl_dn_0: 0.4523 (0.4515) loss_vfl_dn_1: 0.3909 (0.3861) loss_vfl_dn_2: 0.3754 (0.3703) loss_vfl_dn_3: 0.3682 (0.3630) loss_vfl_dn_4: 0.3645 (0.3604) loss_vfl_dn_5: 0.3642 (0.3596) time: 0.4731 data: 0.0145 max mem: 5654 Epoch: [46] [5700/7393] eta: 0:13:47 lr: 0.000010 loss: 15.4526 (15.7788) loss_bbox: 0.1396 (0.1525) loss_bbox_aux_0: 0.1603 (0.1656) loss_bbox_aux_1: 0.1469 (0.1575) loss_bbox_aux_2: 0.1453 (0.1546) loss_bbox_aux_3: 0.1402 (0.1529) loss_bbox_aux_4: 0.1402 (0.1524) loss_bbox_aux_5: 0.1926 (0.2022) loss_bbox_dn_0: 0.2606 (0.2661) loss_bbox_dn_1: 0.1926 (0.1953) loss_bbox_dn_2: 0.1692 (0.1748) loss_bbox_dn_3: 0.1686 (0.1689) loss_bbox_dn_4: 0.1666 (0.1675) loss_bbox_dn_5: 0.1666 (0.1675) loss_giou: 0.4250 (0.4732) loss_giou_aux_0: 0.4553 (0.4967) loss_giou_aux_1: 0.4308 (0.4831) loss_giou_aux_2: 0.4264 (0.4775) loss_giou_aux_3: 0.4376 (0.4747) loss_giou_aux_4: 0.4267 (0.4734) loss_giou_aux_5: 0.5286 (0.5615) loss_giou_dn_0: 0.5586 (0.5783) loss_giou_dn_1: 0.4613 (0.4706) loss_giou_dn_2: 0.4257 (0.4401) loss_giou_dn_3: 0.4231 (0.4319) loss_giou_dn_4: 0.4187 (0.4298) loss_giou_dn_5: 0.4187 (0.4300) loss_vfl: 0.6592 (0.6714) loss_vfl_aux_0: 0.7618 (0.7756) loss_vfl_aux_1: 0.7191 (0.7279) loss_vfl_aux_2: 0.6844 (0.6981) loss_vfl_aux_3: 0.6627 (0.6824) loss_vfl_aux_4: 0.6614 (0.6750) loss_vfl_aux_5: 0.7467 (0.7591) loss_vfl_dn_0: 0.4536 (0.4515) loss_vfl_dn_1: 0.3819 (0.3861) loss_vfl_dn_2: 0.3654 (0.3703) loss_vfl_dn_3: 0.3596 (0.3630) loss_vfl_dn_4: 0.3573 (0.3604) loss_vfl_dn_5: 0.3581 (0.3596) time: 0.4781 data: 0.0141 max mem: 5654 Epoch: [46] [5800/7393] eta: 0:12:58 lr: 0.000010 loss: 15.7307 (15.7804) loss_bbox: 0.1537 (0.1525) loss_bbox_aux_0: 0.1691 (0.1656) loss_bbox_aux_1: 0.1604 (0.1575) loss_bbox_aux_2: 0.1543 (0.1546) loss_bbox_aux_3: 0.1541 (0.1530) loss_bbox_aux_4: 0.1537 (0.1524) loss_bbox_aux_5: 0.2099 (0.2022) loss_bbox_dn_0: 0.2543 (0.2663) loss_bbox_dn_1: 0.1862 (0.1955) loss_bbox_dn_2: 0.1692 (0.1749) loss_bbox_dn_3: 0.1659 (0.1690) loss_bbox_dn_4: 0.1648 (0.1676) loss_bbox_dn_5: 0.1649 (0.1676) loss_giou: 0.4058 (0.4730) loss_giou_aux_0: 0.4295 (0.4965) loss_giou_aux_1: 0.4166 (0.4829) loss_giou_aux_2: 0.4197 (0.4774) loss_giou_aux_3: 0.4173 (0.4745) loss_giou_aux_4: 0.4076 (0.4732) loss_giou_aux_5: 0.5020 (0.5613) loss_giou_dn_0: 0.5414 (0.5783) loss_giou_dn_1: 0.4356 (0.4705) loss_giou_dn_2: 0.4094 (0.4401) loss_giou_dn_3: 0.4005 (0.4318) loss_giou_dn_4: 0.3987 (0.4298) loss_giou_dn_5: 0.3987 (0.4299) loss_vfl: 0.6824 (0.6717) loss_vfl_aux_0: 0.8052 (0.7760) loss_vfl_aux_1: 0.7440 (0.7283) loss_vfl_aux_2: 0.7191 (0.6983) loss_vfl_aux_3: 0.6937 (0.6827) loss_vfl_aux_4: 0.6758 (0.6754) loss_vfl_aux_5: 0.7874 (0.7593) loss_vfl_dn_0: 0.4575 (0.4515) loss_vfl_dn_1: 0.3876 (0.3861) loss_vfl_dn_2: 0.3684 (0.3703) loss_vfl_dn_3: 0.3603 (0.3630) loss_vfl_dn_4: 0.3570 (0.3604) loss_vfl_dn_5: 0.3576 (0.3596) time: 0.4808 data: 0.0136 max mem: 5654 Epoch: [46] [5900/7393] eta: 0:12:10 lr: 0.000010 loss: 15.6959 (15.7796) loss_bbox: 0.1465 (0.1525) loss_bbox_aux_0: 0.1536 (0.1656) loss_bbox_aux_1: 0.1364 (0.1575) loss_bbox_aux_2: 0.1458 (0.1546) loss_bbox_aux_3: 0.1475 (0.1529) loss_bbox_aux_4: 0.1473 (0.1525) loss_bbox_aux_5: 0.2083 (0.2023) loss_bbox_dn_0: 0.2944 (0.2662) loss_bbox_dn_1: 0.2165 (0.1954) loss_bbox_dn_2: 0.1946 (0.1749) loss_bbox_dn_3: 0.1876 (0.1689) loss_bbox_dn_4: 0.1861 (0.1675) loss_bbox_dn_5: 0.1862 (0.1675) loss_giou: 0.4858 (0.4729) loss_giou_aux_0: 0.5031 (0.4964) loss_giou_aux_1: 0.4854 (0.4828) loss_giou_aux_2: 0.4832 (0.4773) loss_giou_aux_3: 0.4849 (0.4744) loss_giou_aux_4: 0.4912 (0.4731) loss_giou_aux_5: 0.5681 (0.5613) loss_giou_dn_0: 0.5830 (0.5782) loss_giou_dn_1: 0.4759 (0.4705) loss_giou_dn_2: 0.4355 (0.4400) loss_giou_dn_3: 0.4314 (0.4318) loss_giou_dn_4: 0.4277 (0.4297) loss_giou_dn_5: 0.4278 (0.4299) loss_vfl: 0.6877 (0.6717) loss_vfl_aux_0: 0.7917 (0.7761) loss_vfl_aux_1: 0.7504 (0.7283) loss_vfl_aux_2: 0.7181 (0.6984) loss_vfl_aux_3: 0.7121 (0.6828) loss_vfl_aux_4: 0.6930 (0.6753) loss_vfl_aux_5: 0.7600 (0.7593) loss_vfl_dn_0: 0.4499 (0.4515) loss_vfl_dn_1: 0.3888 (0.3861) loss_vfl_dn_2: 0.3704 (0.3703) loss_vfl_dn_3: 0.3655 (0.3630) loss_vfl_dn_4: 0.3638 (0.3605) loss_vfl_dn_5: 0.3627 (0.3597) time: 0.7511 data: 0.0134 max mem: 5654 Epoch: [46] [6000/7393] eta: 0:11:20 lr: 0.000010 loss: 16.6400 (15.7841) loss_bbox: 0.1464 (0.1524) loss_bbox_aux_0: 0.1657 (0.1656) loss_bbox_aux_1: 0.1587 (0.1575) loss_bbox_aux_2: 0.1537 (0.1546) loss_bbox_aux_3: 0.1490 (0.1529) loss_bbox_aux_4: 0.1470 (0.1524) loss_bbox_aux_5: 0.1898 (0.2023) loss_bbox_dn_0: 0.2417 (0.2663) loss_bbox_dn_1: 0.1893 (0.1954) loss_bbox_dn_2: 0.1730 (0.1749) loss_bbox_dn_3: 0.1654 (0.1690) loss_bbox_dn_4: 0.1640 (0.1676) loss_bbox_dn_5: 0.1640 (0.1676) loss_giou: 0.5269 (0.4731) loss_giou_aux_0: 0.5552 (0.4967) loss_giou_aux_1: 0.5501 (0.4830) loss_giou_aux_2: 0.5421 (0.4775) loss_giou_aux_3: 0.5336 (0.4746) loss_giou_aux_4: 0.5268 (0.4733) loss_giou_aux_5: 0.6096 (0.5615) loss_giou_dn_0: 0.6242 (0.5784) loss_giou_dn_1: 0.5268 (0.4707) loss_giou_dn_2: 0.4948 (0.4402) loss_giou_dn_3: 0.4874 (0.4320) loss_giou_dn_4: 0.4861 (0.4299) loss_giou_dn_5: 0.4861 (0.4301) loss_vfl: 0.6683 (0.6719) loss_vfl_aux_0: 0.7665 (0.7761) loss_vfl_aux_1: 0.7270 (0.7284) loss_vfl_aux_2: 0.7053 (0.6986) loss_vfl_aux_3: 0.6885 (0.6830) loss_vfl_aux_4: 0.6811 (0.6755) loss_vfl_aux_5: 0.7320 (0.7594) loss_vfl_dn_0: 0.4565 (0.4515) loss_vfl_dn_1: 0.3968 (0.3862) loss_vfl_dn_2: 0.3797 (0.3704) loss_vfl_dn_3: 0.3697 (0.3631) loss_vfl_dn_4: 0.3700 (0.3606) loss_vfl_dn_5: 0.3675 (0.3598) time: 0.4689 data: 0.0135 max mem: 5654 Epoch: [46] [6100/7393] eta: 0:10:31 lr: 0.000010 loss: 16.4178 (15.7871) loss_bbox: 0.1531 (0.1525) loss_bbox_aux_0: 0.1648 (0.1657) loss_bbox_aux_1: 0.1597 (0.1575) loss_bbox_aux_2: 0.1587 (0.1546) loss_bbox_aux_3: 0.1403 (0.1529) loss_bbox_aux_4: 0.1531 (0.1524) loss_bbox_aux_5: 0.1914 (0.2023) loss_bbox_dn_0: 0.2514 (0.2663) loss_bbox_dn_1: 0.1819 (0.1955) loss_bbox_dn_2: 0.1733 (0.1750) loss_bbox_dn_3: 0.1717 (0.1690) loss_bbox_dn_4: 0.1692 (0.1676) loss_bbox_dn_5: 0.1692 (0.1676) loss_giou: 0.4946 (0.4734) loss_giou_aux_0: 0.5375 (0.4970) loss_giou_aux_1: 0.5174 (0.4833) loss_giou_aux_2: 0.5113 (0.4778) loss_giou_aux_3: 0.5010 (0.4749) loss_giou_aux_4: 0.4944 (0.4736) loss_giou_aux_5: 0.5915 (0.5617) loss_giou_dn_0: 0.6146 (0.5786) loss_giou_dn_1: 0.4945 (0.4709) loss_giou_dn_2: 0.4636 (0.4404) loss_giou_dn_3: 0.4591 (0.4322) loss_giou_dn_4: 0.4586 (0.4301) loss_giou_dn_5: 0.4587 (0.4303) loss_vfl: 0.6408 (0.6718) loss_vfl_aux_0: 0.7384 (0.7758) loss_vfl_aux_1: 0.7166 (0.7284) loss_vfl_aux_2: 0.6729 (0.6985) loss_vfl_aux_3: 0.6537 (0.6829) loss_vfl_aux_4: 0.6494 (0.6755) loss_vfl_aux_5: 0.7250 (0.7593) loss_vfl_dn_0: 0.4526 (0.4515) loss_vfl_dn_1: 0.3943 (0.3862) loss_vfl_dn_2: 0.3789 (0.3704) loss_vfl_dn_3: 0.3746 (0.3631) loss_vfl_dn_4: 0.3710 (0.3606) loss_vfl_dn_5: 0.3704 (0.3598) time: 0.4674 data: 0.0136 max mem: 5654 Epoch: [46] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 15.7240 (15.7867) loss_bbox: 0.1492 (0.1524) loss_bbox_aux_0: 0.1664 (0.1656) loss_bbox_aux_1: 0.1501 (0.1574) loss_bbox_aux_2: 0.1484 (0.1545) loss_bbox_aux_3: 0.1464 (0.1528) loss_bbox_aux_4: 0.1454 (0.1524) loss_bbox_aux_5: 0.1981 (0.2022) loss_bbox_dn_0: 0.2616 (0.2662) loss_bbox_dn_1: 0.1918 (0.1954) loss_bbox_dn_2: 0.1793 (0.1749) loss_bbox_dn_3: 0.1747 (0.1689) loss_bbox_dn_4: 0.1725 (0.1676) loss_bbox_dn_5: 0.1725 (0.1676) loss_giou: 0.4298 (0.4733) loss_giou_aux_0: 0.4606 (0.4969) loss_giou_aux_1: 0.4481 (0.4832) loss_giou_aux_2: 0.4482 (0.4777) loss_giou_aux_3: 0.4341 (0.4748) loss_giou_aux_4: 0.4269 (0.4735) loss_giou_aux_5: 0.5239 (0.5617) loss_giou_dn_0: 0.5605 (0.5786) loss_giou_dn_1: 0.4596 (0.4708) loss_giou_dn_2: 0.4248 (0.4404) loss_giou_dn_3: 0.4184 (0.4321) loss_giou_dn_4: 0.4141 (0.4300) loss_giou_dn_5: 0.4136 (0.4302) loss_vfl: 0.6934 (0.6721) loss_vfl_aux_0: 0.7985 (0.7761) loss_vfl_aux_1: 0.7511 (0.7287) loss_vfl_aux_2: 0.7275 (0.6988) loss_vfl_aux_3: 0.6996 (0.6832) loss_vfl_aux_4: 0.6933 (0.6757) loss_vfl_aux_5: 0.7761 (0.7594) loss_vfl_dn_0: 0.4480 (0.4515) loss_vfl_dn_1: 0.3881 (0.3862) loss_vfl_dn_2: 0.3748 (0.3704) loss_vfl_dn_3: 0.3662 (0.3632) loss_vfl_dn_4: 0.3618 (0.3606) loss_vfl_dn_5: 0.3637 (0.3598) time: 0.4724 data: 0.0135 max mem: 5654 Epoch: [46] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 15.4040 (15.7825) loss_bbox: 0.1518 (0.1524) loss_bbox_aux_0: 0.1540 (0.1655) loss_bbox_aux_1: 0.1382 (0.1574) loss_bbox_aux_2: 0.1359 (0.1545) loss_bbox_aux_3: 0.1485 (0.1528) loss_bbox_aux_4: 0.1522 (0.1523) loss_bbox_aux_5: 0.1856 (0.2022) loss_bbox_dn_0: 0.2413 (0.2661) loss_bbox_dn_1: 0.1791 (0.1953) loss_bbox_dn_2: 0.1697 (0.1748) loss_bbox_dn_3: 0.1649 (0.1688) loss_bbox_dn_4: 0.1630 (0.1674) loss_bbox_dn_5: 0.1630 (0.1674) loss_giou: 0.4648 (0.4732) loss_giou_aux_0: 0.4644 (0.4968) loss_giou_aux_1: 0.4621 (0.4831) loss_giou_aux_2: 0.4564 (0.4776) loss_giou_aux_3: 0.4656 (0.4747) loss_giou_aux_4: 0.4649 (0.4734) loss_giou_aux_5: 0.5148 (0.5615) loss_giou_dn_0: 0.5601 (0.5784) loss_giou_dn_1: 0.4515 (0.4706) loss_giou_dn_2: 0.4227 (0.4402) loss_giou_dn_3: 0.4157 (0.4320) loss_giou_dn_4: 0.4093 (0.4299) loss_giou_dn_5: 0.4096 (0.4301) loss_vfl: 0.6348 (0.6719) loss_vfl_aux_0: 0.7485 (0.7759) loss_vfl_aux_1: 0.7001 (0.7285) loss_vfl_aux_2: 0.6594 (0.6987) loss_vfl_aux_3: 0.6448 (0.6830) loss_vfl_aux_4: 0.6406 (0.6755) loss_vfl_aux_5: 0.7353 (0.7593) loss_vfl_dn_0: 0.4503 (0.4515) loss_vfl_dn_1: 0.3728 (0.3862) loss_vfl_dn_2: 0.3621 (0.3704) loss_vfl_dn_3: 0.3561 (0.3631) loss_vfl_dn_4: 0.3532 (0.3605) loss_vfl_dn_5: 0.3541 (0.3597) time: 0.4917 data: 0.0134 max mem: 5654 Epoch: [46] [6400/7393] eta: 0:08:04 lr: 0.000010 loss: 16.1651 (15.7825) loss_bbox: 0.1526 (0.1524) loss_bbox_aux_0: 0.1547 (0.1656) loss_bbox_aux_1: 0.1591 (0.1574) loss_bbox_aux_2: 0.1501 (0.1545) loss_bbox_aux_3: 0.1497 (0.1528) loss_bbox_aux_4: 0.1504 (0.1524) loss_bbox_aux_5: 0.1925 (0.2022) loss_bbox_dn_0: 0.2336 (0.2661) loss_bbox_dn_1: 0.1682 (0.1953) loss_bbox_dn_2: 0.1514 (0.1748) loss_bbox_dn_3: 0.1424 (0.1688) loss_bbox_dn_4: 0.1424 (0.1675) loss_bbox_dn_5: 0.1423 (0.1675) loss_giou: 0.4644 (0.4730) loss_giou_aux_0: 0.5087 (0.4967) loss_giou_aux_1: 0.4838 (0.4829) loss_giou_aux_2: 0.4783 (0.4775) loss_giou_aux_3: 0.4688 (0.4745) loss_giou_aux_4: 0.4665 (0.4733) loss_giou_aux_5: 0.5714 (0.5614) loss_giou_dn_0: 0.5862 (0.5784) loss_giou_dn_1: 0.4769 (0.4705) loss_giou_dn_2: 0.4420 (0.4401) loss_giou_dn_3: 0.4319 (0.4319) loss_giou_dn_4: 0.4305 (0.4298) loss_giou_dn_5: 0.4309 (0.4300) loss_vfl: 0.6554 (0.6721) loss_vfl_aux_0: 0.7494 (0.7761) loss_vfl_aux_1: 0.7007 (0.7286) loss_vfl_aux_2: 0.6749 (0.6988) loss_vfl_aux_3: 0.6744 (0.6832) loss_vfl_aux_4: 0.6489 (0.6756) loss_vfl_aux_5: 0.7383 (0.7593) loss_vfl_dn_0: 0.4531 (0.4515) loss_vfl_dn_1: 0.3902 (0.3862) loss_vfl_dn_2: 0.3735 (0.3704) loss_vfl_dn_3: 0.3708 (0.3632) loss_vfl_dn_4: 0.3673 (0.3606) loss_vfl_dn_5: 0.3676 (0.3598) time: 0.4681 data: 0.0135 max mem: 5654 Epoch: [46] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.2459 (15.7820) loss_bbox: 0.1533 (0.1523) loss_bbox_aux_0: 0.1706 (0.1655) loss_bbox_aux_1: 0.1692 (0.1574) loss_bbox_aux_2: 0.1605 (0.1545) loss_bbox_aux_3: 0.1556 (0.1528) loss_bbox_aux_4: 0.1543 (0.1523) loss_bbox_aux_5: 0.2121 (0.2021) loss_bbox_dn_0: 0.2807 (0.2660) loss_bbox_dn_1: 0.1943 (0.1952) loss_bbox_dn_2: 0.1816 (0.1748) loss_bbox_dn_3: 0.1719 (0.1688) loss_bbox_dn_4: 0.1706 (0.1674) loss_bbox_dn_5: 0.1708 (0.1675) loss_giou: 0.4189 (0.4731) loss_giou_aux_0: 0.4553 (0.4968) loss_giou_aux_1: 0.4316 (0.4830) loss_giou_aux_2: 0.4165 (0.4775) loss_giou_aux_3: 0.4338 (0.4746) loss_giou_aux_4: 0.4151 (0.4734) loss_giou_aux_5: 0.5397 (0.5615) loss_giou_dn_0: 0.5501 (0.5784) loss_giou_dn_1: 0.4433 (0.4706) loss_giou_dn_2: 0.4083 (0.4402) loss_giou_dn_3: 0.4046 (0.4319) loss_giou_dn_4: 0.4030 (0.4299) loss_giou_dn_5: 0.4033 (0.4301) loss_vfl: 0.6581 (0.6720) loss_vfl_aux_0: 0.7654 (0.7759) loss_vfl_aux_1: 0.7146 (0.7285) loss_vfl_aux_2: 0.6841 (0.6986) loss_vfl_aux_3: 0.6687 (0.6831) loss_vfl_aux_4: 0.6750 (0.6755) loss_vfl_aux_5: 0.7398 (0.7590) loss_vfl_dn_0: 0.4522 (0.4515) loss_vfl_dn_1: 0.3907 (0.3862) loss_vfl_dn_2: 0.3720 (0.3705) loss_vfl_dn_3: 0.3663 (0.3632) loss_vfl_dn_4: 0.3617 (0.3606) loss_vfl_dn_5: 0.3636 (0.3598) time: 0.4707 data: 0.0134 max mem: 5654 Epoch: [46] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.3551 (15.7797) loss_bbox: 0.1452 (0.1523) loss_bbox_aux_0: 0.1602 (0.1655) loss_bbox_aux_1: 0.1443 (0.1573) loss_bbox_aux_2: 0.1478 (0.1544) loss_bbox_aux_3: 0.1446 (0.1528) loss_bbox_aux_4: 0.1451 (0.1523) loss_bbox_aux_5: 0.2001 (0.2021) loss_bbox_dn_0: 0.2650 (0.2659) loss_bbox_dn_1: 0.1937 (0.1952) loss_bbox_dn_2: 0.1768 (0.1747) loss_bbox_dn_3: 0.1717 (0.1688) loss_bbox_dn_4: 0.1713 (0.1674) loss_bbox_dn_5: 0.1713 (0.1674) loss_giou: 0.4440 (0.4731) loss_giou_aux_0: 0.4515 (0.4968) loss_giou_aux_1: 0.4564 (0.4830) loss_giou_aux_2: 0.4470 (0.4775) loss_giou_aux_3: 0.4450 (0.4745) loss_giou_aux_4: 0.4518 (0.4734) loss_giou_aux_5: 0.5373 (0.5615) loss_giou_dn_0: 0.5615 (0.5784) loss_giou_dn_1: 0.4626 (0.4706) loss_giou_dn_2: 0.4272 (0.4402) loss_giou_dn_3: 0.4182 (0.4319) loss_giou_dn_4: 0.4171 (0.4299) loss_giou_dn_5: 0.4166 (0.4301) loss_vfl: 0.6584 (0.6719) loss_vfl_aux_0: 0.7297 (0.7756) loss_vfl_aux_1: 0.7022 (0.7283) loss_vfl_aux_2: 0.6774 (0.6985) loss_vfl_aux_3: 0.6726 (0.6831) loss_vfl_aux_4: 0.6619 (0.6754) loss_vfl_aux_5: 0.7270 (0.7588) loss_vfl_dn_0: 0.4419 (0.4514) loss_vfl_dn_1: 0.3819 (0.3862) loss_vfl_dn_2: 0.3668 (0.3704) loss_vfl_dn_3: 0.3607 (0.3631) loss_vfl_dn_4: 0.3606 (0.3606) loss_vfl_dn_5: 0.3595 (0.3598) time: 0.4837 data: 0.0145 max mem: 5654 Epoch: [46] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 16.0724 (15.7808) loss_bbox: 0.1616 (0.1522) loss_bbox_aux_0: 0.1746 (0.1655) loss_bbox_aux_1: 0.1625 (0.1573) loss_bbox_aux_2: 0.1637 (0.1544) loss_bbox_aux_3: 0.1577 (0.1527) loss_bbox_aux_4: 0.1612 (0.1523) loss_bbox_aux_5: 0.2148 (0.2021) loss_bbox_dn_0: 0.2926 (0.2658) loss_bbox_dn_1: 0.2149 (0.1952) loss_bbox_dn_2: 0.1860 (0.1747) loss_bbox_dn_3: 0.1846 (0.1688) loss_bbox_dn_4: 0.1853 (0.1674) loss_bbox_dn_5: 0.1853 (0.1674) loss_giou: 0.4838 (0.4731) loss_giou_aux_0: 0.5142 (0.4968) loss_giou_aux_1: 0.5083 (0.4830) loss_giou_aux_2: 0.4903 (0.4776) loss_giou_aux_3: 0.4911 (0.4746) loss_giou_aux_4: 0.4905 (0.4734) loss_giou_aux_5: 0.5831 (0.5616) loss_giou_dn_0: 0.5780 (0.5785) loss_giou_dn_1: 0.4786 (0.4707) loss_giou_dn_2: 0.4506 (0.4403) loss_giou_dn_3: 0.4456 (0.4320) loss_giou_dn_4: 0.4448 (0.4300) loss_giou_dn_5: 0.4451 (0.4302) loss_vfl: 0.6462 (0.6720) loss_vfl_aux_0: 0.7342 (0.7754) loss_vfl_aux_1: 0.6874 (0.7284) loss_vfl_aux_2: 0.6720 (0.6984) loss_vfl_aux_3: 0.6654 (0.6831) loss_vfl_aux_4: 0.6508 (0.6754) loss_vfl_aux_5: 0.7470 (0.7588) loss_vfl_dn_0: 0.4523 (0.4514) loss_vfl_dn_1: 0.3902 (0.3862) loss_vfl_dn_2: 0.3763 (0.3704) loss_vfl_dn_3: 0.3662 (0.3632) loss_vfl_dn_4: 0.3637 (0.3606) loss_vfl_dn_5: 0.3642 (0.3598) time: 0.4829 data: 0.0142 max mem: 5654 Epoch: [46] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 15.3630 (15.7804) loss_bbox: 0.1483 (0.1522) loss_bbox_aux_0: 0.1553 (0.1655) loss_bbox_aux_1: 0.1503 (0.1573) loss_bbox_aux_2: 0.1503 (0.1544) loss_bbox_aux_3: 0.1506 (0.1527) loss_bbox_aux_4: 0.1449 (0.1523) loss_bbox_aux_5: 0.1834 (0.2020) loss_bbox_dn_0: 0.2357 (0.2656) loss_bbox_dn_1: 0.1705 (0.1950) loss_bbox_dn_2: 0.1535 (0.1746) loss_bbox_dn_3: 0.1452 (0.1687) loss_bbox_dn_4: 0.1444 (0.1673) loss_bbox_dn_5: 0.1445 (0.1673) loss_giou: 0.4845 (0.4732) loss_giou_aux_0: 0.4898 (0.4969) loss_giou_aux_1: 0.4915 (0.4831) loss_giou_aux_2: 0.4845 (0.4777) loss_giou_aux_3: 0.4806 (0.4746) loss_giou_aux_4: 0.4790 (0.4734) loss_giou_aux_5: 0.5467 (0.5616) loss_giou_dn_0: 0.5727 (0.5784) loss_giou_dn_1: 0.4563 (0.4706) loss_giou_dn_2: 0.4253 (0.4402) loss_giou_dn_3: 0.4175 (0.4320) loss_giou_dn_4: 0.4172 (0.4300) loss_giou_dn_5: 0.4171 (0.4302) loss_vfl: 0.6528 (0.6720) loss_vfl_aux_0: 0.7764 (0.7754) loss_vfl_aux_1: 0.7174 (0.7283) loss_vfl_aux_2: 0.6811 (0.6985) loss_vfl_aux_3: 0.6572 (0.6832) loss_vfl_aux_4: 0.6646 (0.6755) loss_vfl_aux_5: 0.7435 (0.7589) loss_vfl_dn_0: 0.4470 (0.4514) loss_vfl_dn_1: 0.3863 (0.3862) loss_vfl_dn_2: 0.3672 (0.3704) loss_vfl_dn_3: 0.3620 (0.3632) loss_vfl_dn_4: 0.3599 (0.3606) loss_vfl_dn_5: 0.3598 (0.3598) time: 0.4889 data: 0.0150 max mem: 5654 Epoch: [46] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 16.1700 (15.7815) loss_bbox: 0.1484 (0.1523) loss_bbox_aux_0: 0.1589 (0.1655) loss_bbox_aux_1: 0.1493 (0.1573) loss_bbox_aux_2: 0.1484 (0.1545) loss_bbox_aux_3: 0.1518 (0.1528) loss_bbox_aux_4: 0.1512 (0.1523) loss_bbox_aux_5: 0.1981 (0.2021) loss_bbox_dn_0: 0.2674 (0.2657) loss_bbox_dn_1: 0.1866 (0.1951) loss_bbox_dn_2: 0.1654 (0.1747) loss_bbox_dn_3: 0.1614 (0.1687) loss_bbox_dn_4: 0.1597 (0.1674) loss_bbox_dn_5: 0.1597 (0.1674) loss_giou: 0.4876 (0.4733) loss_giou_aux_0: 0.5074 (0.4970) loss_giou_aux_1: 0.4961 (0.4832) loss_giou_aux_2: 0.4887 (0.4778) loss_giou_aux_3: 0.4869 (0.4747) loss_giou_aux_4: 0.4874 (0.4736) loss_giou_aux_5: 0.6033 (0.5616) loss_giou_dn_0: 0.6096 (0.5785) loss_giou_dn_1: 0.5028 (0.4707) loss_giou_dn_2: 0.4699 (0.4403) loss_giou_dn_3: 0.4619 (0.4321) loss_giou_dn_4: 0.4598 (0.4300) loss_giou_dn_5: 0.4602 (0.4302) loss_vfl: 0.6371 (0.6719) loss_vfl_aux_0: 0.7435 (0.7753) loss_vfl_aux_1: 0.6842 (0.7282) loss_vfl_aux_2: 0.6497 (0.6984) loss_vfl_aux_3: 0.6367 (0.6831) loss_vfl_aux_4: 0.6328 (0.6754) loss_vfl_aux_5: 0.7342 (0.7588) loss_vfl_dn_0: 0.4414 (0.4514) loss_vfl_dn_1: 0.3905 (0.3862) loss_vfl_dn_2: 0.3751 (0.3704) loss_vfl_dn_3: 0.3626 (0.3632) loss_vfl_dn_4: 0.3599 (0.3606) loss_vfl_dn_5: 0.3607 (0.3598) time: 0.4845 data: 0.0141 max mem: 5654 Epoch: [46] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.8064 (15.7834) loss_bbox: 0.1392 (0.1523) loss_bbox_aux_0: 0.1597 (0.1655) loss_bbox_aux_1: 0.1510 (0.1574) loss_bbox_aux_2: 0.1388 (0.1545) loss_bbox_aux_3: 0.1376 (0.1528) loss_bbox_aux_4: 0.1367 (0.1523) loss_bbox_aux_5: 0.1934 (0.2022) loss_bbox_dn_0: 0.2681 (0.2658) loss_bbox_dn_1: 0.1943 (0.1952) loss_bbox_dn_2: 0.1668 (0.1747) loss_bbox_dn_3: 0.1580 (0.1688) loss_bbox_dn_4: 0.1584 (0.1674) loss_bbox_dn_5: 0.1584 (0.1674) loss_giou: 0.4466 (0.4733) loss_giou_aux_0: 0.4721 (0.4971) loss_giou_aux_1: 0.4517 (0.4833) loss_giou_aux_2: 0.4454 (0.4778) loss_giou_aux_3: 0.4443 (0.4748) loss_giou_aux_4: 0.4412 (0.4736) loss_giou_aux_5: 0.5339 (0.5617) loss_giou_dn_0: 0.5702 (0.5785) loss_giou_dn_1: 0.4649 (0.4708) loss_giou_dn_2: 0.4292 (0.4404) loss_giou_dn_3: 0.4217 (0.4322) loss_giou_dn_4: 0.4174 (0.4301) loss_giou_dn_5: 0.4174 (0.4303) loss_vfl: 0.6770 (0.6720) loss_vfl_aux_0: 0.7634 (0.7753) loss_vfl_aux_1: 0.7085 (0.7282) loss_vfl_aux_2: 0.7003 (0.6984) loss_vfl_aux_3: 0.6864 (0.6831) loss_vfl_aux_4: 0.6774 (0.6755) loss_vfl_aux_5: 0.7317 (0.7587) loss_vfl_dn_0: 0.4504 (0.4515) loss_vfl_dn_1: 0.3807 (0.3862) loss_vfl_dn_2: 0.3650 (0.3705) loss_vfl_dn_3: 0.3549 (0.3632) loss_vfl_dn_4: 0.3525 (0.3606) loss_vfl_dn_5: 0.3522 (0.3599) time: 0.4631 data: 0.0142 max mem: 5654 Epoch: [46] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.6214 (15.7825) loss_bbox: 0.1412 (0.1523) loss_bbox_aux_0: 0.1574 (0.1655) loss_bbox_aux_1: 0.1480 (0.1573) loss_bbox_aux_2: 0.1481 (0.1544) loss_bbox_aux_3: 0.1457 (0.1528) loss_bbox_aux_4: 0.1439 (0.1523) loss_bbox_aux_5: 0.1871 (0.2022) loss_bbox_dn_0: 0.2511 (0.2658) loss_bbox_dn_1: 0.1877 (0.1952) loss_bbox_dn_2: 0.1689 (0.1747) loss_bbox_dn_3: 0.1591 (0.1688) loss_bbox_dn_4: 0.1559 (0.1674) loss_bbox_dn_5: 0.1555 (0.1674) loss_giou: 0.4748 (0.4733) loss_giou_aux_0: 0.4882 (0.4971) loss_giou_aux_1: 0.4812 (0.4833) loss_giou_aux_2: 0.4835 (0.4778) loss_giou_aux_3: 0.4742 (0.4749) loss_giou_aux_4: 0.4742 (0.4736) loss_giou_aux_5: 0.5499 (0.5618) loss_giou_dn_0: 0.5666 (0.5785) loss_giou_dn_1: 0.4637 (0.4708) loss_giou_dn_2: 0.4354 (0.4404) loss_giou_dn_3: 0.4243 (0.4322) loss_giou_dn_4: 0.4213 (0.4301) loss_giou_dn_5: 0.4212 (0.4303) loss_vfl: 0.6652 (0.6720) loss_vfl_aux_0: 0.7553 (0.7751) loss_vfl_aux_1: 0.7088 (0.7281) loss_vfl_aux_2: 0.6632 (0.6983) loss_vfl_aux_3: 0.6510 (0.6830) loss_vfl_aux_4: 0.6532 (0.6754) loss_vfl_aux_5: 0.7370 (0.7586) loss_vfl_dn_0: 0.4429 (0.4515) loss_vfl_dn_1: 0.3872 (0.3862) loss_vfl_dn_2: 0.3692 (0.3704) loss_vfl_dn_3: 0.3627 (0.3632) loss_vfl_dn_4: 0.3624 (0.3606) loss_vfl_dn_5: 0.3619 (0.3599) time: 0.4729 data: 0.0141 max mem: 5654 Epoch: [46] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.9178 (15.7801) loss_bbox: 0.1406 (0.1522) loss_bbox_aux_0: 0.1550 (0.1655) loss_bbox_aux_1: 0.1439 (0.1573) loss_bbox_aux_2: 0.1430 (0.1544) loss_bbox_aux_3: 0.1427 (0.1528) loss_bbox_aux_4: 0.1399 (0.1523) loss_bbox_aux_5: 0.2074 (0.2021) loss_bbox_dn_0: 0.2612 (0.2659) loss_bbox_dn_1: 0.1922 (0.1952) loss_bbox_dn_2: 0.1710 (0.1747) loss_bbox_dn_3: 0.1601 (0.1688) loss_bbox_dn_4: 0.1569 (0.1674) loss_bbox_dn_5: 0.1568 (0.1674) loss_giou: 0.4874 (0.4733) loss_giou_aux_0: 0.5215 (0.4970) loss_giou_aux_1: 0.4826 (0.4832) loss_giou_aux_2: 0.4879 (0.4778) loss_giou_aux_3: 0.4847 (0.4748) loss_giou_aux_4: 0.4877 (0.4735) loss_giou_aux_5: 0.5966 (0.5617) loss_giou_dn_0: 0.6025 (0.5785) loss_giou_dn_1: 0.4910 (0.4707) loss_giou_dn_2: 0.4627 (0.4403) loss_giou_dn_3: 0.4515 (0.4321) loss_giou_dn_4: 0.4496 (0.4300) loss_giou_dn_5: 0.4495 (0.4302) loss_vfl: 0.6622 (0.6718) loss_vfl_aux_0: 0.7816 (0.7749) loss_vfl_aux_1: 0.7264 (0.7280) loss_vfl_aux_2: 0.6870 (0.6981) loss_vfl_aux_3: 0.6731 (0.6829) loss_vfl_aux_4: 0.6729 (0.6753) loss_vfl_aux_5: 0.7976 (0.7585) loss_vfl_dn_0: 0.4456 (0.4514) loss_vfl_dn_1: 0.3818 (0.3862) loss_vfl_dn_2: 0.3654 (0.3704) loss_vfl_dn_3: 0.3560 (0.3631) loss_vfl_dn_4: 0.3500 (0.3606) loss_vfl_dn_5: 0.3505 (0.3598) time: 0.4873 data: 0.0139 max mem: 5654 Epoch: [46] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.3547 (15.7787) loss_bbox: 0.1474 (0.1523) loss_bbox_aux_0: 0.1587 (0.1655) loss_bbox_aux_1: 0.1534 (0.1573) loss_bbox_aux_2: 0.1474 (0.1544) loss_bbox_aux_3: 0.1507 (0.1528) loss_bbox_aux_4: 0.1470 (0.1523) loss_bbox_aux_5: 0.2020 (0.2021) loss_bbox_dn_0: 0.2397 (0.2659) loss_bbox_dn_1: 0.1763 (0.1952) loss_bbox_dn_2: 0.1692 (0.1747) loss_bbox_dn_3: 0.1647 (0.1688) loss_bbox_dn_4: 0.1610 (0.1674) loss_bbox_dn_5: 0.1610 (0.1674) loss_giou: 0.4452 (0.4732) loss_giou_aux_0: 0.4729 (0.4970) loss_giou_aux_1: 0.4590 (0.4831) loss_giou_aux_2: 0.4407 (0.4777) loss_giou_aux_3: 0.4398 (0.4747) loss_giou_aux_4: 0.4449 (0.4735) loss_giou_aux_5: 0.5480 (0.5616) loss_giou_dn_0: 0.5458 (0.5784) loss_giou_dn_1: 0.4350 (0.4706) loss_giou_dn_2: 0.4082 (0.4402) loss_giou_dn_3: 0.3997 (0.4320) loss_giou_dn_4: 0.3989 (0.4299) loss_giou_dn_5: 0.4000 (0.4301) loss_vfl: 0.6487 (0.6718) loss_vfl_aux_0: 0.7536 (0.7749) loss_vfl_aux_1: 0.7137 (0.7280) loss_vfl_aux_2: 0.6913 (0.6980) loss_vfl_aux_3: 0.6674 (0.6828) loss_vfl_aux_4: 0.6551 (0.6752) loss_vfl_aux_5: 0.7453 (0.7586) loss_vfl_dn_0: 0.4482 (0.4514) loss_vfl_dn_1: 0.3851 (0.3861) loss_vfl_dn_2: 0.3716 (0.3704) loss_vfl_dn_3: 0.3632 (0.3631) loss_vfl_dn_4: 0.3606 (0.3606) loss_vfl_dn_5: 0.3573 (0.3598) time: 0.4724 data: 0.0144 max mem: 5654 Epoch: [46] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.1781 (15.7760) loss_bbox: 0.1439 (0.1522) loss_bbox_aux_0: 0.1620 (0.1655) loss_bbox_aux_1: 0.1377 (0.1572) loss_bbox_aux_2: 0.1361 (0.1543) loss_bbox_aux_3: 0.1481 (0.1527) loss_bbox_aux_4: 0.1452 (0.1522) loss_bbox_aux_5: 0.1905 (0.2021) loss_bbox_dn_0: 0.2664 (0.2658) loss_bbox_dn_1: 0.2002 (0.1951) loss_bbox_dn_2: 0.1785 (0.1746) loss_bbox_dn_3: 0.1761 (0.1687) loss_bbox_dn_4: 0.1725 (0.1673) loss_bbox_dn_5: 0.1725 (0.1673) loss_giou: 0.4809 (0.4732) loss_giou_aux_0: 0.5023 (0.4971) loss_giou_aux_1: 0.4921 (0.4832) loss_giou_aux_2: 0.4828 (0.4778) loss_giou_aux_3: 0.4866 (0.4748) loss_giou_aux_4: 0.4784 (0.4735) loss_giou_aux_5: 0.5590 (0.5617) loss_giou_dn_0: 0.5904 (0.5785) loss_giou_dn_1: 0.4827 (0.4707) loss_giou_dn_2: 0.4527 (0.4402) loss_giou_dn_3: 0.4449 (0.4320) loss_giou_dn_4: 0.4445 (0.4299) loss_giou_dn_5: 0.4452 (0.4301) loss_vfl: 0.6609 (0.6716) loss_vfl_aux_0: 0.7104 (0.7745) loss_vfl_aux_1: 0.6925 (0.7278) loss_vfl_aux_2: 0.6666 (0.6978) loss_vfl_aux_3: 0.6668 (0.6825) loss_vfl_aux_4: 0.6657 (0.6750) loss_vfl_aux_5: 0.7369 (0.7583) loss_vfl_dn_0: 0.4480 (0.4514) loss_vfl_dn_1: 0.3817 (0.3861) loss_vfl_dn_2: 0.3673 (0.3704) loss_vfl_dn_3: 0.3596 (0.3631) loss_vfl_dn_4: 0.3582 (0.3605) loss_vfl_dn_5: 0.3577 (0.3598) time: 0.4788 data: 0.0139 max mem: 5654 Epoch: [46] Total time: 1:00:09 (0.4882 s / it) Averaged stats: lr: 0.000010 loss: 15.1781 (15.7760) loss_bbox: 0.1439 (0.1522) loss_bbox_aux_0: 0.1620 (0.1655) loss_bbox_aux_1: 0.1377 (0.1572) loss_bbox_aux_2: 0.1361 (0.1543) loss_bbox_aux_3: 0.1481 (0.1527) loss_bbox_aux_4: 0.1452 (0.1522) loss_bbox_aux_5: 0.1905 (0.2021) loss_bbox_dn_0: 0.2664 (0.2658) loss_bbox_dn_1: 0.2002 (0.1951) loss_bbox_dn_2: 0.1785 (0.1746) loss_bbox_dn_3: 0.1761 (0.1687) loss_bbox_dn_4: 0.1725 (0.1673) loss_bbox_dn_5: 0.1725 (0.1673) loss_giou: 0.4809 (0.4732) loss_giou_aux_0: 0.5023 (0.4971) loss_giou_aux_1: 0.4921 (0.4832) loss_giou_aux_2: 0.4828 (0.4778) loss_giou_aux_3: 0.4866 (0.4748) loss_giou_aux_4: 0.4784 (0.4735) loss_giou_aux_5: 0.5590 (0.5617) loss_giou_dn_0: 0.5904 (0.5785) loss_giou_dn_1: 0.4827 (0.4707) loss_giou_dn_2: 0.4527 (0.4402) loss_giou_dn_3: 0.4449 (0.4320) loss_giou_dn_4: 0.4445 (0.4299) loss_giou_dn_5: 0.4452 (0.4301) loss_vfl: 0.6609 (0.6716) loss_vfl_aux_0: 0.7104 (0.7745) loss_vfl_aux_1: 0.6925 (0.7278) loss_vfl_aux_2: 0.6666 (0.6978) loss_vfl_aux_3: 0.6668 (0.6825) loss_vfl_aux_4: 0.6657 (0.6750) loss_vfl_aux_5: 0.7369 (0.7583) loss_vfl_dn_0: 0.4480 (0.4514) loss_vfl_dn_1: 0.3817 (0.3861) loss_vfl_dn_2: 0.3673 (0.3704) loss_vfl_dn_3: 0.3596 (0.3631) loss_vfl_dn_4: 0.3582 (0.3605) loss_vfl_dn_5: 0.3577 (0.3598) Test: [ 0/157] eta: 0:04:21 time: 1.6638 data: 1.2498 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5090 data: 0.1339 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3917 data: 0.0242 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3884 data: 0.0261 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3926 data: 0.0263 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4057 data: 0.0266 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4071 data: 0.0266 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3889 data: 0.0258 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3919 data: 0.0251 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.7527 data: 0.0253 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.7393 data: 0.0254 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3896 data: 0.0255 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3892 data: 0.0257 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3847 data: 0.0256 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3819 data: 0.0253 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3699 data: 0.0256 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3601 data: 0.0248 max mem: 5654 Test: Total time: 0:01:09 (0.4442 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.91s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 46, 'coco_eval_bbox': 0.5257881528687125} Epoch: [47] [ 0/7393] eta: 1 day, 4:14:18 lr: 0.000010 loss: 14.5580 (14.5580) loss_bbox: 0.1379 (0.1379) loss_bbox_aux_0: 0.1355 (0.1355) loss_bbox_aux_1: 0.1286 (0.1286) loss_bbox_aux_2: 0.1351 (0.1351) loss_bbox_aux_3: 0.1380 (0.1380) loss_bbox_aux_4: 0.1379 (0.1379) loss_bbox_aux_5: 0.1544 (0.1544) loss_bbox_dn_0: 0.2307 (0.2307) loss_bbox_dn_1: 0.1690 (0.1690) loss_bbox_dn_2: 0.1507 (0.1507) loss_bbox_dn_3: 0.1474 (0.1474) loss_bbox_dn_4: 0.1467 (0.1467) loss_bbox_dn_5: 0.1468 (0.1468) loss_giou: 0.4002 (0.4002) loss_giou_aux_0: 0.4083 (0.4083) loss_giou_aux_1: 0.3930 (0.3930) loss_giou_aux_2: 0.3965 (0.3965) loss_giou_aux_3: 0.4024 (0.4024) loss_giou_aux_4: 0.4001 (0.4001) loss_giou_aux_5: 0.4809 (0.4809) loss_giou_dn_0: 0.5361 (0.5361) loss_giou_dn_1: 0.4387 (0.4387) loss_giou_dn_2: 0.3974 (0.3974) loss_giou_dn_3: 0.3880 (0.3880) loss_giou_dn_4: 0.3858 (0.3858) loss_giou_dn_5: 0.3863 (0.3863) loss_vfl: 0.6532 (0.6532) loss_vfl_aux_0: 0.7669 (0.7669) loss_vfl_aux_1: 0.7288 (0.7288) loss_vfl_aux_2: 0.6943 (0.6943) loss_vfl_aux_3: 0.6628 (0.6628) loss_vfl_aux_4: 0.6624 (0.6624) loss_vfl_aux_5: 0.8032 (0.8032) loss_vfl_dn_0: 0.4540 (0.4540) loss_vfl_dn_1: 0.3706 (0.3706) loss_vfl_dn_2: 0.3545 (0.3545) loss_vfl_dn_3: 0.3456 (0.3456) loss_vfl_dn_4: 0.3449 (0.3449) loss_vfl_dn_5: 0.3446 (0.3446) time: 13.7507 data: 3.1433 max mem: 5654 Epoch: [47] [ 100/7393] eta: 1:14:47 lr: 0.000010 loss: 15.8762 (15.7386) loss_bbox: 0.1341 (0.1489) loss_bbox_aux_0: 0.1530 (0.1625) loss_bbox_aux_1: 0.1442 (0.1526) loss_bbox_aux_2: 0.1399 (0.1506) loss_bbox_aux_3: 0.1355 (0.1495) loss_bbox_aux_4: 0.1347 (0.1484) loss_bbox_aux_5: 0.2020 (0.2000) loss_bbox_dn_0: 0.2708 (0.2658) loss_bbox_dn_1: 0.1981 (0.1945) loss_bbox_dn_2: 0.1712 (0.1738) loss_bbox_dn_3: 0.1590 (0.1673) loss_bbox_dn_4: 0.1569 (0.1658) loss_bbox_dn_5: 0.1570 (0.1658) loss_giou: 0.4536 (0.4653) loss_giou_aux_0: 0.4965 (0.4899) loss_giou_aux_1: 0.4829 (0.4743) loss_giou_aux_2: 0.4748 (0.4697) loss_giou_aux_3: 0.4513 (0.4659) loss_giou_aux_4: 0.4525 (0.4654) loss_giou_aux_5: 0.5610 (0.5537) loss_giou_dn_0: 0.5783 (0.5723) loss_giou_dn_1: 0.4663 (0.4666) loss_giou_dn_2: 0.4376 (0.4352) loss_giou_dn_3: 0.4300 (0.4269) loss_giou_dn_4: 0.4272 (0.4248) loss_giou_dn_5: 0.4272 (0.4249) loss_vfl: 0.6665 (0.6833) loss_vfl_aux_0: 0.7415 (0.7822) loss_vfl_aux_1: 0.7234 (0.7412) loss_vfl_aux_2: 0.6885 (0.7116) loss_vfl_aux_3: 0.6760 (0.6960) loss_vfl_aux_4: 0.6646 (0.6894) loss_vfl_aux_5: 0.7412 (0.7647) loss_vfl_dn_0: 0.4449 (0.4519) loss_vfl_dn_1: 0.3855 (0.3863) loss_vfl_dn_2: 0.3680 (0.3700) loss_vfl_dn_3: 0.3621 (0.3628) loss_vfl_dn_4: 0.3592 (0.3598) loss_vfl_dn_5: 0.3577 (0.3589) time: 0.4816 data: 0.0156 max mem: 5654 Epoch: [47] [ 200/7393] eta: 1:05:54 lr: 0.000010 loss: 15.8934 (15.6333) loss_bbox: 0.1417 (0.1472) loss_bbox_aux_0: 0.1556 (0.1598) loss_bbox_aux_1: 0.1447 (0.1510) loss_bbox_aux_2: 0.1434 (0.1493) loss_bbox_aux_3: 0.1482 (0.1477) loss_bbox_aux_4: 0.1412 (0.1467) loss_bbox_aux_5: 0.2012 (0.1966) loss_bbox_dn_0: 0.2630 (0.2603) loss_bbox_dn_1: 0.1937 (0.1907) loss_bbox_dn_2: 0.1743 (0.1705) loss_bbox_dn_3: 0.1658 (0.1640) loss_bbox_dn_4: 0.1639 (0.1626) loss_bbox_dn_5: 0.1639 (0.1626) loss_giou: 0.4073 (0.4654) loss_giou_aux_0: 0.4293 (0.4881) loss_giou_aux_1: 0.4087 (0.4743) loss_giou_aux_2: 0.4159 (0.4695) loss_giou_aux_3: 0.4127 (0.4662) loss_giou_aux_4: 0.4025 (0.4652) loss_giou_aux_5: 0.5083 (0.5539) loss_giou_dn_0: 0.5517 (0.5699) loss_giou_dn_1: 0.4444 (0.4650) loss_giou_dn_2: 0.4136 (0.4341) loss_giou_dn_3: 0.4035 (0.4256) loss_giou_dn_4: 0.3992 (0.4235) loss_giou_dn_5: 0.3997 (0.4236) loss_vfl: 0.6848 (0.6749) loss_vfl_aux_0: 0.7767 (0.7784) loss_vfl_aux_1: 0.7413 (0.7339) loss_vfl_aux_2: 0.7196 (0.7022) loss_vfl_aux_3: 0.6837 (0.6861) loss_vfl_aux_4: 0.6838 (0.6795) loss_vfl_aux_5: 0.7465 (0.7581) loss_vfl_dn_0: 0.4549 (0.4514) loss_vfl_dn_1: 0.3894 (0.3857) loss_vfl_dn_2: 0.3769 (0.3696) loss_vfl_dn_3: 0.3622 (0.3621) loss_vfl_dn_4: 0.3573 (0.3595) loss_vfl_dn_5: 0.3569 (0.3586) time: 0.4757 data: 0.0141 max mem: 5654 Epoch: [47] [ 300/7393] eta: 1:02:13 lr: 0.000010 loss: 15.6529 (15.6706) loss_bbox: 0.1429 (0.1483) loss_bbox_aux_0: 0.1584 (0.1605) loss_bbox_aux_1: 0.1463 (0.1520) loss_bbox_aux_2: 0.1446 (0.1502) loss_bbox_aux_3: 0.1398 (0.1489) loss_bbox_aux_4: 0.1428 (0.1481) loss_bbox_aux_5: 0.1909 (0.1974) loss_bbox_dn_0: 0.2399 (0.2595) loss_bbox_dn_1: 0.1800 (0.1900) loss_bbox_dn_2: 0.1608 (0.1701) loss_bbox_dn_3: 0.1525 (0.1637) loss_bbox_dn_4: 0.1510 (0.1622) loss_bbox_dn_5: 0.1510 (0.1622) loss_giou: 0.4670 (0.4713) loss_giou_aux_0: 0.5095 (0.4935) loss_giou_aux_1: 0.4841 (0.4796) loss_giou_aux_2: 0.4832 (0.4750) loss_giou_aux_3: 0.4734 (0.4725) loss_giou_aux_4: 0.4745 (0.4712) loss_giou_aux_5: 0.5660 (0.5592) loss_giou_dn_0: 0.5967 (0.5747) loss_giou_dn_1: 0.4883 (0.4693) loss_giou_dn_2: 0.4557 (0.4386) loss_giou_dn_3: 0.4412 (0.4304) loss_giou_dn_4: 0.4382 (0.4283) loss_giou_dn_5: 0.4382 (0.4285) loss_vfl: 0.6593 (0.6694) loss_vfl_aux_0: 0.7641 (0.7731) loss_vfl_aux_1: 0.7236 (0.7284) loss_vfl_aux_2: 0.7043 (0.6974) loss_vfl_aux_3: 0.6690 (0.6812) loss_vfl_aux_4: 0.6734 (0.6743) loss_vfl_aux_5: 0.7246 (0.7530) loss_vfl_dn_0: 0.4525 (0.4513) loss_vfl_dn_1: 0.3872 (0.3860) loss_vfl_dn_2: 0.3793 (0.3700) loss_vfl_dn_3: 0.3705 (0.3626) loss_vfl_dn_4: 0.3646 (0.3599) loss_vfl_dn_5: 0.3627 (0.3590) time: 0.4706 data: 0.0154 max mem: 5654 Epoch: [47] [ 400/7393] eta: 1:00:10 lr: 0.000010 loss: 15.9911 (15.6917) loss_bbox: 0.1399 (0.1482) loss_bbox_aux_0: 0.1508 (0.1609) loss_bbox_aux_1: 0.1443 (0.1522) loss_bbox_aux_2: 0.1414 (0.1501) loss_bbox_aux_3: 0.1384 (0.1489) loss_bbox_aux_4: 0.1394 (0.1482) loss_bbox_aux_5: 0.1966 (0.1978) loss_bbox_dn_0: 0.2473 (0.2600) loss_bbox_dn_1: 0.1866 (0.1905) loss_bbox_dn_2: 0.1648 (0.1703) loss_bbox_dn_3: 0.1583 (0.1640) loss_bbox_dn_4: 0.1570 (0.1626) loss_bbox_dn_5: 0.1569 (0.1626) loss_giou: 0.4350 (0.4712) loss_giou_aux_0: 0.4794 (0.4936) loss_giou_aux_1: 0.4604 (0.4801) loss_giou_aux_2: 0.4517 (0.4753) loss_giou_aux_3: 0.4410 (0.4724) loss_giou_aux_4: 0.4387 (0.4712) loss_giou_aux_5: 0.5431 (0.5595) loss_giou_dn_0: 0.5511 (0.5759) loss_giou_dn_1: 0.4448 (0.4703) loss_giou_dn_2: 0.4072 (0.4392) loss_giou_dn_3: 0.4039 (0.4310) loss_giou_dn_4: 0.4023 (0.4289) loss_giou_dn_5: 0.4032 (0.4291) loss_vfl: 0.6836 (0.6707) loss_vfl_aux_0: 0.7798 (0.7741) loss_vfl_aux_1: 0.7268 (0.7301) loss_vfl_aux_2: 0.7043 (0.6985) loss_vfl_aux_3: 0.6989 (0.6829) loss_vfl_aux_4: 0.6918 (0.6757) loss_vfl_aux_5: 0.7715 (0.7539) loss_vfl_dn_0: 0.4575 (0.4519) loss_vfl_dn_1: 0.3908 (0.3865) loss_vfl_dn_2: 0.3734 (0.3706) loss_vfl_dn_3: 0.3631 (0.3630) loss_vfl_dn_4: 0.3594 (0.3603) loss_vfl_dn_5: 0.3586 (0.3594) time: 0.4824 data: 0.0148 max mem: 5654 Epoch: [47] [ 500/7393] eta: 0:58:38 lr: 0.000010 loss: 16.1894 (15.6851) loss_bbox: 0.1581 (0.1485) loss_bbox_aux_0: 0.1589 (0.1612) loss_bbox_aux_1: 0.1582 (0.1525) loss_bbox_aux_2: 0.1587 (0.1505) loss_bbox_aux_3: 0.1564 (0.1492) loss_bbox_aux_4: 0.1583 (0.1485) loss_bbox_aux_5: 0.1877 (0.1983) loss_bbox_dn_0: 0.2559 (0.2594) loss_bbox_dn_1: 0.1939 (0.1903) loss_bbox_dn_2: 0.1694 (0.1701) loss_bbox_dn_3: 0.1617 (0.1639) loss_bbox_dn_4: 0.1613 (0.1625) loss_bbox_dn_5: 0.1613 (0.1625) loss_giou: 0.4359 (0.4716) loss_giou_aux_0: 0.4449 (0.4945) loss_giou_aux_1: 0.4493 (0.4802) loss_giou_aux_2: 0.4354 (0.4756) loss_giou_aux_3: 0.4340 (0.4727) loss_giou_aux_4: 0.4358 (0.4715) loss_giou_aux_5: 0.5093 (0.5597) loss_giou_dn_0: 0.5844 (0.5757) loss_giou_dn_1: 0.4703 (0.4699) loss_giou_dn_2: 0.4429 (0.4392) loss_giou_dn_3: 0.4307 (0.4310) loss_giou_dn_4: 0.4282 (0.4290) loss_giou_dn_5: 0.4284 (0.4292) loss_vfl: 0.6512 (0.6694) loss_vfl_aux_0: 0.7546 (0.7719) loss_vfl_aux_1: 0.7371 (0.7285) loss_vfl_aux_2: 0.6726 (0.6978) loss_vfl_aux_3: 0.6640 (0.6816) loss_vfl_aux_4: 0.6649 (0.6748) loss_vfl_aux_5: 0.7364 (0.7533) loss_vfl_dn_0: 0.4493 (0.4515) loss_vfl_dn_1: 0.3858 (0.3863) loss_vfl_dn_2: 0.3734 (0.3704) loss_vfl_dn_3: 0.3676 (0.3629) loss_vfl_dn_4: 0.3658 (0.3602) loss_vfl_dn_5: 0.3618 (0.3593) time: 0.5020 data: 0.0146 max mem: 5654 Epoch: [47] [ 600/7393] eta: 0:57:15 lr: 0.000010 loss: 15.5386 (15.7140) loss_bbox: 0.1395 (0.1492) loss_bbox_aux_0: 0.1451 (0.1621) loss_bbox_aux_1: 0.1358 (0.1533) loss_bbox_aux_2: 0.1282 (0.1509) loss_bbox_aux_3: 0.1370 (0.1497) loss_bbox_aux_4: 0.1364 (0.1491) loss_bbox_aux_5: 0.1835 (0.1992) loss_bbox_dn_0: 0.2403 (0.2593) loss_bbox_dn_1: 0.1712 (0.1902) loss_bbox_dn_2: 0.1490 (0.1700) loss_bbox_dn_3: 0.1417 (0.1639) loss_bbox_dn_4: 0.1425 (0.1625) loss_bbox_dn_5: 0.1426 (0.1625) loss_giou: 0.4655 (0.4739) loss_giou_aux_0: 0.5072 (0.4973) loss_giou_aux_1: 0.4814 (0.4825) loss_giou_aux_2: 0.4733 (0.4775) loss_giou_aux_3: 0.4731 (0.4750) loss_giou_aux_4: 0.4709 (0.4736) loss_giou_aux_5: 0.5651 (0.5619) loss_giou_dn_0: 0.5757 (0.5771) loss_giou_dn_1: 0.4675 (0.4712) loss_giou_dn_2: 0.4326 (0.4404) loss_giou_dn_3: 0.4255 (0.4322) loss_giou_dn_4: 0.4257 (0.4302) loss_giou_dn_5: 0.4272 (0.4304) loss_vfl: 0.6535 (0.6695) loss_vfl_aux_0: 0.7461 (0.7712) loss_vfl_aux_1: 0.7113 (0.7290) loss_vfl_aux_2: 0.6882 (0.6983) loss_vfl_aux_3: 0.6750 (0.6815) loss_vfl_aux_4: 0.6496 (0.6749) loss_vfl_aux_5: 0.7705 (0.7535) loss_vfl_dn_0: 0.4495 (0.4515) loss_vfl_dn_1: 0.3814 (0.3863) loss_vfl_dn_2: 0.3658 (0.3705) loss_vfl_dn_3: 0.3586 (0.3629) loss_vfl_dn_4: 0.3552 (0.3603) loss_vfl_dn_5: 0.3554 (0.3594) time: 0.4830 data: 0.0138 max mem: 5654 Epoch: [47] [ 700/7393] eta: 0:57:09 lr: 0.000010 loss: 15.4609 (15.7053) loss_bbox: 0.1441 (0.1496) loss_bbox_aux_0: 0.1653 (0.1620) loss_bbox_aux_1: 0.1520 (0.1536) loss_bbox_aux_2: 0.1449 (0.1511) loss_bbox_aux_3: 0.1455 (0.1501) loss_bbox_aux_4: 0.1451 (0.1494) loss_bbox_aux_5: 0.2023 (0.1988) loss_bbox_dn_0: 0.2432 (0.2587) loss_bbox_dn_1: 0.1799 (0.1898) loss_bbox_dn_2: 0.1513 (0.1698) loss_bbox_dn_3: 0.1468 (0.1637) loss_bbox_dn_4: 0.1470 (0.1624) loss_bbox_dn_5: 0.1470 (0.1624) loss_giou: 0.4662 (0.4744) loss_giou_aux_0: 0.4815 (0.4975) loss_giou_aux_1: 0.4740 (0.4828) loss_giou_aux_2: 0.4611 (0.4781) loss_giou_aux_3: 0.4636 (0.4758) loss_giou_aux_4: 0.4645 (0.4741) loss_giou_aux_5: 0.5516 (0.5619) loss_giou_dn_0: 0.5636 (0.5768) loss_giou_dn_1: 0.4587 (0.4711) loss_giou_dn_2: 0.4308 (0.4404) loss_giou_dn_3: 0.4217 (0.4323) loss_giou_dn_4: 0.4198 (0.4302) loss_giou_dn_5: 0.4204 (0.4304) loss_vfl: 0.6486 (0.6686) loss_vfl_aux_0: 0.7440 (0.7693) loss_vfl_aux_1: 0.7217 (0.7272) loss_vfl_aux_2: 0.6969 (0.6970) loss_vfl_aux_3: 0.6478 (0.6800) loss_vfl_aux_4: 0.6554 (0.6738) loss_vfl_aux_5: 0.7229 (0.7522) loss_vfl_dn_0: 0.4417 (0.4512) loss_vfl_dn_1: 0.3798 (0.3859) loss_vfl_dn_2: 0.3690 (0.3703) loss_vfl_dn_3: 0.3623 (0.3627) loss_vfl_dn_4: 0.3600 (0.3602) loss_vfl_dn_5: 0.3591 (0.3593) time: 0.5109 data: 0.0143 max mem: 5654 Epoch: [47] [ 800/7393] eta: 0:55:54 lr: 0.000010 loss: 16.3759 (15.7093) loss_bbox: 0.1457 (0.1499) loss_bbox_aux_0: 0.1539 (0.1623) loss_bbox_aux_1: 0.1514 (0.1543) loss_bbox_aux_2: 0.1468 (0.1517) loss_bbox_aux_3: 0.1475 (0.1505) loss_bbox_aux_4: 0.1457 (0.1497) loss_bbox_aux_5: 0.1914 (0.1995) loss_bbox_dn_0: 0.2463 (0.2596) loss_bbox_dn_1: 0.1836 (0.1906) loss_bbox_dn_2: 0.1639 (0.1706) loss_bbox_dn_3: 0.1628 (0.1645) loss_bbox_dn_4: 0.1611 (0.1631) loss_bbox_dn_5: 0.1611 (0.1631) loss_giou: 0.4663 (0.4739) loss_giou_aux_0: 0.4943 (0.4964) loss_giou_aux_1: 0.4743 (0.4820) loss_giou_aux_2: 0.4715 (0.4777) loss_giou_aux_3: 0.4678 (0.4753) loss_giou_aux_4: 0.4656 (0.4736) loss_giou_aux_5: 0.5592 (0.5613) loss_giou_dn_0: 0.5676 (0.5762) loss_giou_dn_1: 0.4653 (0.4706) loss_giou_dn_2: 0.4374 (0.4401) loss_giou_dn_3: 0.4290 (0.4319) loss_giou_dn_4: 0.4256 (0.4298) loss_giou_dn_5: 0.4255 (0.4300) loss_vfl: 0.6934 (0.6692) loss_vfl_aux_0: 0.7677 (0.7709) loss_vfl_aux_1: 0.7476 (0.7276) loss_vfl_aux_2: 0.7250 (0.6974) loss_vfl_aux_3: 0.7158 (0.6804) loss_vfl_aux_4: 0.7021 (0.6743) loss_vfl_aux_5: 0.7586 (0.7532) loss_vfl_dn_0: 0.4525 (0.4511) loss_vfl_dn_1: 0.3875 (0.3856) loss_vfl_dn_2: 0.3727 (0.3700) loss_vfl_dn_3: 0.3674 (0.3624) loss_vfl_dn_4: 0.3631 (0.3599) loss_vfl_dn_5: 0.3640 (0.3590) time: 0.4876 data: 0.0136 max mem: 5654 Epoch: [47] [ 900/7393] eta: 0:54:44 lr: 0.000010 loss: 15.4857 (15.7029) loss_bbox: 0.1385 (0.1500) loss_bbox_aux_0: 0.1600 (0.1626) loss_bbox_aux_1: 0.1571 (0.1546) loss_bbox_aux_2: 0.1482 (0.1519) loss_bbox_aux_3: 0.1357 (0.1505) loss_bbox_aux_4: 0.1344 (0.1497) loss_bbox_aux_5: 0.2009 (0.2001) loss_bbox_dn_0: 0.2426 (0.2598) loss_bbox_dn_1: 0.1711 (0.1907) loss_bbox_dn_2: 0.1574 (0.1706) loss_bbox_dn_3: 0.1503 (0.1646) loss_bbox_dn_4: 0.1492 (0.1632) loss_bbox_dn_5: 0.1487 (0.1633) loss_giou: 0.4487 (0.4732) loss_giou_aux_0: 0.4815 (0.4960) loss_giou_aux_1: 0.4628 (0.4817) loss_giou_aux_2: 0.4546 (0.4772) loss_giou_aux_3: 0.4498 (0.4745) loss_giou_aux_4: 0.4486 (0.4729) loss_giou_aux_5: 0.5388 (0.5611) loss_giou_dn_0: 0.5612 (0.5754) loss_giou_dn_1: 0.4479 (0.4696) loss_giou_dn_2: 0.4176 (0.4392) loss_giou_dn_3: 0.4106 (0.4310) loss_giou_dn_4: 0.4091 (0.4289) loss_giou_dn_5: 0.4098 (0.4291) loss_vfl: 0.6497 (0.6694) loss_vfl_aux_0: 0.7677 (0.7713) loss_vfl_aux_1: 0.7178 (0.7272) loss_vfl_aux_2: 0.6913 (0.6972) loss_vfl_aux_3: 0.6687 (0.6807) loss_vfl_aux_4: 0.6658 (0.6745) loss_vfl_aux_5: 0.7546 (0.7535) loss_vfl_dn_0: 0.4461 (0.4509) loss_vfl_dn_1: 0.3832 (0.3856) loss_vfl_dn_2: 0.3703 (0.3698) loss_vfl_dn_3: 0.3619 (0.3623) loss_vfl_dn_4: 0.3595 (0.3598) loss_vfl_dn_5: 0.3593 (0.3589) time: 0.4777 data: 0.0141 max mem: 5654 Epoch: [47] [1000/7393] eta: 0:53:39 lr: 0.000010 loss: 15.2413 (15.6989) loss_bbox: 0.1513 (0.1502) loss_bbox_aux_0: 0.1634 (0.1626) loss_bbox_aux_1: 0.1556 (0.1547) loss_bbox_aux_2: 0.1526 (0.1522) loss_bbox_aux_3: 0.1517 (0.1507) loss_bbox_aux_4: 0.1503 (0.1498) loss_bbox_aux_5: 0.1976 (0.1999) loss_bbox_dn_0: 0.2777 (0.2593) loss_bbox_dn_1: 0.2016 (0.1904) loss_bbox_dn_2: 0.1769 (0.1704) loss_bbox_dn_3: 0.1668 (0.1644) loss_bbox_dn_4: 0.1654 (0.1630) loss_bbox_dn_5: 0.1655 (0.1630) loss_giou: 0.4118 (0.4739) loss_giou_aux_0: 0.4336 (0.4966) loss_giou_aux_1: 0.4148 (0.4823) loss_giou_aux_2: 0.4037 (0.4781) loss_giou_aux_3: 0.4106 (0.4752) loss_giou_aux_4: 0.4114 (0.4735) loss_giou_aux_5: 0.4905 (0.5614) loss_giou_dn_0: 0.5322 (0.5758) loss_giou_dn_1: 0.4337 (0.4699) loss_giou_dn_2: 0.4061 (0.4395) loss_giou_dn_3: 0.3950 (0.4313) loss_giou_dn_4: 0.3926 (0.4293) loss_giou_dn_5: 0.3925 (0.4295) loss_vfl: 0.6800 (0.6680) loss_vfl_aux_0: 0.8174 (0.7706) loss_vfl_aux_1: 0.7518 (0.7258) loss_vfl_aux_2: 0.7138 (0.6955) loss_vfl_aux_3: 0.6893 (0.6796) loss_vfl_aux_4: 0.6755 (0.6731) loss_vfl_aux_5: 0.7909 (0.7523) loss_vfl_dn_0: 0.4501 (0.4508) loss_vfl_dn_1: 0.3861 (0.3855) loss_vfl_dn_2: 0.3667 (0.3698) loss_vfl_dn_3: 0.3627 (0.3623) loss_vfl_dn_4: 0.3579 (0.3598) loss_vfl_dn_5: 0.3570 (0.3589) time: 0.4840 data: 0.0140 max mem: 5654 Epoch: [47] [1100/7393] eta: 0:52:40 lr: 0.000010 loss: 16.2837 (15.7177) loss_bbox: 0.1535 (0.1509) loss_bbox_aux_0: 0.1618 (0.1634) loss_bbox_aux_1: 0.1589 (0.1555) loss_bbox_aux_2: 0.1529 (0.1529) loss_bbox_aux_3: 0.1538 (0.1513) loss_bbox_aux_4: 0.1530 (0.1506) loss_bbox_aux_5: 0.2021 (0.2009) loss_bbox_dn_0: 0.2700 (0.2602) loss_bbox_dn_1: 0.2101 (0.1911) loss_bbox_dn_2: 0.1798 (0.1710) loss_bbox_dn_3: 0.1738 (0.1650) loss_bbox_dn_4: 0.1710 (0.1636) loss_bbox_dn_5: 0.1709 (0.1636) loss_giou: 0.4743 (0.4751) loss_giou_aux_0: 0.5054 (0.4980) loss_giou_aux_1: 0.4874 (0.4836) loss_giou_aux_2: 0.4823 (0.4792) loss_giou_aux_3: 0.4799 (0.4763) loss_giou_aux_4: 0.4767 (0.4748) loss_giou_aux_5: 0.5828 (0.5630) loss_giou_dn_0: 0.5826 (0.5761) loss_giou_dn_1: 0.4797 (0.4701) loss_giou_dn_2: 0.4465 (0.4398) loss_giou_dn_3: 0.4366 (0.4315) loss_giou_dn_4: 0.4335 (0.4295) loss_giou_dn_5: 0.4335 (0.4297) loss_vfl: 0.6571 (0.6678) loss_vfl_aux_0: 0.7482 (0.7709) loss_vfl_aux_1: 0.7153 (0.7261) loss_vfl_aux_2: 0.6862 (0.6957) loss_vfl_aux_3: 0.6591 (0.6795) loss_vfl_aux_4: 0.6623 (0.6728) loss_vfl_aux_5: 0.7157 (0.7518) loss_vfl_dn_0: 0.4487 (0.4507) loss_vfl_dn_1: 0.3857 (0.3855) loss_vfl_dn_2: 0.3670 (0.3696) loss_vfl_dn_3: 0.3586 (0.3621) loss_vfl_dn_4: 0.3562 (0.3596) loss_vfl_dn_5: 0.3573 (0.3588) time: 0.4842 data: 0.0139 max mem: 5654 Epoch: [47] [1200/7393] eta: 0:51:37 lr: 0.000010 loss: 16.2146 (15.7219) loss_bbox: 0.1529 (0.1510) loss_bbox_aux_0: 0.1768 (0.1637) loss_bbox_aux_1: 0.1601 (0.1558) loss_bbox_aux_2: 0.1612 (0.1531) loss_bbox_aux_3: 0.1595 (0.1515) loss_bbox_aux_4: 0.1564 (0.1508) loss_bbox_aux_5: 0.2144 (0.2012) loss_bbox_dn_0: 0.2668 (0.2612) loss_bbox_dn_1: 0.1940 (0.1919) loss_bbox_dn_2: 0.1829 (0.1719) loss_bbox_dn_3: 0.1792 (0.1659) loss_bbox_dn_4: 0.1791 (0.1645) loss_bbox_dn_5: 0.1791 (0.1645) loss_giou: 0.4439 (0.4736) loss_giou_aux_0: 0.4882 (0.4966) loss_giou_aux_1: 0.4844 (0.4824) loss_giou_aux_2: 0.4508 (0.4779) loss_giou_aux_3: 0.4420 (0.4749) loss_giou_aux_4: 0.4437 (0.4734) loss_giou_aux_5: 0.5714 (0.5618) loss_giou_dn_0: 0.5775 (0.5755) loss_giou_dn_1: 0.4804 (0.4695) loss_giou_dn_2: 0.4553 (0.4393) loss_giou_dn_3: 0.4446 (0.4311) loss_giou_dn_4: 0.4425 (0.4290) loss_giou_dn_5: 0.4425 (0.4292) loss_vfl: 0.6877 (0.6694) loss_vfl_aux_0: 0.7636 (0.7724) loss_vfl_aux_1: 0.7232 (0.7269) loss_vfl_aux_2: 0.7043 (0.6970) loss_vfl_aux_3: 0.6794 (0.6811) loss_vfl_aux_4: 0.6726 (0.6742) loss_vfl_aux_5: 0.7592 (0.7533) loss_vfl_dn_0: 0.4479 (0.4508) loss_vfl_dn_1: 0.3866 (0.3854) loss_vfl_dn_2: 0.3755 (0.3696) loss_vfl_dn_3: 0.3668 (0.3621) loss_vfl_dn_4: 0.3700 (0.3596) loss_vfl_dn_5: 0.3680 (0.3588) time: 0.4788 data: 0.0141 max mem: 5654 Epoch: [47] [1300/7393] eta: 0:50:41 lr: 0.000010 loss: 14.9436 (15.7375) loss_bbox: 0.1395 (0.1515) loss_bbox_aux_0: 0.1555 (0.1643) loss_bbox_aux_1: 0.1399 (0.1564) loss_bbox_aux_2: 0.1399 (0.1536) loss_bbox_aux_3: 0.1390 (0.1520) loss_bbox_aux_4: 0.1395 (0.1513) loss_bbox_aux_5: 0.1941 (0.2019) loss_bbox_dn_0: 0.2428 (0.2627) loss_bbox_dn_1: 0.1667 (0.1932) loss_bbox_dn_2: 0.1544 (0.1731) loss_bbox_dn_3: 0.1489 (0.1670) loss_bbox_dn_4: 0.1498 (0.1657) loss_bbox_dn_5: 0.1498 (0.1657) loss_giou: 0.4057 (0.4732) loss_giou_aux_0: 0.4465 (0.4963) loss_giou_aux_1: 0.4238 (0.4822) loss_giou_aux_2: 0.4013 (0.4776) loss_giou_aux_3: 0.3943 (0.4745) loss_giou_aux_4: 0.4053 (0.4731) loss_giou_aux_5: 0.5226 (0.5616) loss_giou_dn_0: 0.5316 (0.5756) loss_giou_dn_1: 0.4212 (0.4696) loss_giou_dn_2: 0.3970 (0.4393) loss_giou_dn_3: 0.3877 (0.4311) loss_giou_dn_4: 0.3832 (0.4290) loss_giou_dn_5: 0.3832 (0.4292) loss_vfl: 0.6459 (0.6701) loss_vfl_aux_0: 0.7688 (0.7734) loss_vfl_aux_1: 0.7037 (0.7274) loss_vfl_aux_2: 0.6746 (0.6977) loss_vfl_aux_3: 0.6616 (0.6822) loss_vfl_aux_4: 0.6585 (0.6749) loss_vfl_aux_5: 0.7614 (0.7541) loss_vfl_dn_0: 0.4549 (0.4510) loss_vfl_dn_1: 0.3905 (0.3856) loss_vfl_dn_2: 0.3672 (0.3697) loss_vfl_dn_3: 0.3612 (0.3622) loss_vfl_dn_4: 0.3593 (0.3597) loss_vfl_dn_5: 0.3593 (0.3589) time: 0.4977 data: 0.0140 max mem: 5654 Epoch: [47] [1400/7393] eta: 0:49:42 lr: 0.000010 loss: 16.1403 (15.7322) loss_bbox: 0.1434 (0.1512) loss_bbox_aux_0: 0.1444 (0.1639) loss_bbox_aux_1: 0.1458 (0.1560) loss_bbox_aux_2: 0.1415 (0.1533) loss_bbox_aux_3: 0.1393 (0.1516) loss_bbox_aux_4: 0.1462 (0.1511) loss_bbox_aux_5: 0.1810 (0.2013) loss_bbox_dn_0: 0.2349 (0.2627) loss_bbox_dn_1: 0.1773 (0.1932) loss_bbox_dn_2: 0.1518 (0.1731) loss_bbox_dn_3: 0.1467 (0.1671) loss_bbox_dn_4: 0.1445 (0.1657) loss_bbox_dn_5: 0.1445 (0.1657) loss_giou: 0.4833 (0.4736) loss_giou_aux_0: 0.4983 (0.4965) loss_giou_aux_1: 0.5002 (0.4825) loss_giou_aux_2: 0.4903 (0.4779) loss_giou_aux_3: 0.4892 (0.4748) loss_giou_aux_4: 0.4824 (0.4735) loss_giou_aux_5: 0.5764 (0.5620) loss_giou_dn_0: 0.6048 (0.5757) loss_giou_dn_1: 0.4913 (0.4697) loss_giou_dn_2: 0.4713 (0.4394) loss_giou_dn_3: 0.4615 (0.4312) loss_giou_dn_4: 0.4617 (0.4291) loss_giou_dn_5: 0.4623 (0.4293) loss_vfl: 0.6793 (0.6692) loss_vfl_aux_0: 0.7701 (0.7727) loss_vfl_aux_1: 0.7387 (0.7267) loss_vfl_aux_2: 0.6974 (0.6969) loss_vfl_aux_3: 0.6743 (0.6814) loss_vfl_aux_4: 0.6753 (0.6740) loss_vfl_aux_5: 0.7503 (0.7537) loss_vfl_dn_0: 0.4443 (0.4509) loss_vfl_dn_1: 0.3900 (0.3854) loss_vfl_dn_2: 0.3746 (0.3696) loss_vfl_dn_3: 0.3681 (0.3621) loss_vfl_dn_4: 0.3651 (0.3595) loss_vfl_dn_5: 0.3627 (0.3587) time: 0.4702 data: 0.0139 max mem: 5654 Epoch: [47] [1500/7393] eta: 0:48:47 lr: 0.000010 loss: 16.3081 (15.7277) loss_bbox: 0.1622 (0.1514) loss_bbox_aux_0: 0.1689 (0.1642) loss_bbox_aux_1: 0.1642 (0.1562) loss_bbox_aux_2: 0.1647 (0.1535) loss_bbox_aux_3: 0.1595 (0.1518) loss_bbox_aux_4: 0.1627 (0.1514) loss_bbox_aux_5: 0.2080 (0.2014) loss_bbox_dn_0: 0.2707 (0.2634) loss_bbox_dn_1: 0.2040 (0.1937) loss_bbox_dn_2: 0.1837 (0.1734) loss_bbox_dn_3: 0.1792 (0.1674) loss_bbox_dn_4: 0.1774 (0.1660) loss_bbox_dn_5: 0.1774 (0.1660) loss_giou: 0.4205 (0.4729) loss_giou_aux_0: 0.4683 (0.4959) loss_giou_aux_1: 0.4443 (0.4818) loss_giou_aux_2: 0.4228 (0.4772) loss_giou_aux_3: 0.4178 (0.4741) loss_giou_aux_4: 0.4147 (0.4728) loss_giou_aux_5: 0.5379 (0.5613) loss_giou_dn_0: 0.5591 (0.5755) loss_giou_dn_1: 0.4654 (0.4692) loss_giou_dn_2: 0.4338 (0.4388) loss_giou_dn_3: 0.4280 (0.4306) loss_giou_dn_4: 0.4269 (0.4285) loss_giou_dn_5: 0.4270 (0.4287) loss_vfl: 0.7201 (0.6690) loss_vfl_aux_0: 0.8033 (0.7729) loss_vfl_aux_1: 0.7766 (0.7269) loss_vfl_aux_2: 0.7348 (0.6969) loss_vfl_aux_3: 0.7307 (0.6814) loss_vfl_aux_4: 0.7221 (0.6737) loss_vfl_aux_5: 0.7770 (0.7541) loss_vfl_dn_0: 0.4575 (0.4508) loss_vfl_dn_1: 0.3886 (0.3852) loss_vfl_dn_2: 0.3722 (0.3694) loss_vfl_dn_3: 0.3678 (0.3620) loss_vfl_dn_4: 0.3643 (0.3594) loss_vfl_dn_5: 0.3640 (0.3586) time: 0.4899 data: 0.0144 max mem: 5654 Epoch: [47] [1600/7393] eta: 0:47:52 lr: 0.000010 loss: 15.6573 (15.7334) loss_bbox: 0.1660 (0.1518) loss_bbox_aux_0: 0.1715 (0.1647) loss_bbox_aux_1: 0.1653 (0.1566) loss_bbox_aux_2: 0.1662 (0.1539) loss_bbox_aux_3: 0.1621 (0.1521) loss_bbox_aux_4: 0.1670 (0.1517) loss_bbox_aux_5: 0.2124 (0.2017) loss_bbox_dn_0: 0.3123 (0.2642) loss_bbox_dn_1: 0.2180 (0.1944) loss_bbox_dn_2: 0.1969 (0.1742) loss_bbox_dn_3: 0.1943 (0.1681) loss_bbox_dn_4: 0.1934 (0.1667) loss_bbox_dn_5: 0.1934 (0.1667) loss_giou: 0.4150 (0.4724) loss_giou_aux_0: 0.4377 (0.4955) loss_giou_aux_1: 0.4240 (0.4814) loss_giou_aux_2: 0.4175 (0.4767) loss_giou_aux_3: 0.4137 (0.4736) loss_giou_aux_4: 0.4196 (0.4724) loss_giou_aux_5: 0.4999 (0.5607) loss_giou_dn_0: 0.5482 (0.5754) loss_giou_dn_1: 0.4340 (0.4690) loss_giou_dn_2: 0.4105 (0.4387) loss_giou_dn_3: 0.4022 (0.4304) loss_giou_dn_4: 0.4013 (0.4284) loss_giou_dn_5: 0.4012 (0.4286) loss_vfl: 0.6676 (0.6691) loss_vfl_aux_0: 0.7746 (0.7733) loss_vfl_aux_1: 0.7110 (0.7269) loss_vfl_aux_2: 0.6941 (0.6971) loss_vfl_aux_3: 0.6713 (0.6817) loss_vfl_aux_4: 0.6479 (0.6738) loss_vfl_aux_5: 0.7687 (0.7549) loss_vfl_dn_0: 0.4543 (0.4510) loss_vfl_dn_1: 0.3820 (0.3854) loss_vfl_dn_2: 0.3687 (0.3696) loss_vfl_dn_3: 0.3579 (0.3622) loss_vfl_dn_4: 0.3555 (0.3596) loss_vfl_dn_5: 0.3534 (0.3588) time: 0.4713 data: 0.0142 max mem: 5654 Epoch: [47] [1700/7393] eta: 0:46:56 lr: 0.000010 loss: 15.7002 (15.7237) loss_bbox: 0.1566 (0.1519) loss_bbox_aux_0: 0.1606 (0.1647) loss_bbox_aux_1: 0.1582 (0.1567) loss_bbox_aux_2: 0.1540 (0.1541) loss_bbox_aux_3: 0.1549 (0.1521) loss_bbox_aux_4: 0.1540 (0.1518) loss_bbox_aux_5: 0.1913 (0.2017) loss_bbox_dn_0: 0.2489 (0.2642) loss_bbox_dn_1: 0.1903 (0.1943) loss_bbox_dn_2: 0.1671 (0.1741) loss_bbox_dn_3: 0.1632 (0.1680) loss_bbox_dn_4: 0.1620 (0.1666) loss_bbox_dn_5: 0.1620 (0.1666) loss_giou: 0.4559 (0.4721) loss_giou_aux_0: 0.4831 (0.4951) loss_giou_aux_1: 0.4771 (0.4809) loss_giou_aux_2: 0.4601 (0.4764) loss_giou_aux_3: 0.4597 (0.4732) loss_giou_aux_4: 0.4545 (0.4721) loss_giou_aux_5: 0.5604 (0.5601) loss_giou_dn_0: 0.5933 (0.5751) loss_giou_dn_1: 0.4835 (0.4686) loss_giou_dn_2: 0.4417 (0.4383) loss_giou_dn_3: 0.4291 (0.4300) loss_giou_dn_4: 0.4262 (0.4279) loss_giou_dn_5: 0.4263 (0.4281) loss_vfl: 0.6739 (0.6686) loss_vfl_aux_0: 0.7458 (0.7728) loss_vfl_aux_1: 0.7166 (0.7265) loss_vfl_aux_2: 0.6743 (0.6965) loss_vfl_aux_3: 0.6618 (0.6812) loss_vfl_aux_4: 0.6694 (0.6731) loss_vfl_aux_5: 0.7287 (0.7548) loss_vfl_dn_0: 0.4524 (0.4510) loss_vfl_dn_1: 0.3872 (0.3853) loss_vfl_dn_2: 0.3730 (0.3694) loss_vfl_dn_3: 0.3633 (0.3620) loss_vfl_dn_4: 0.3625 (0.3594) loss_vfl_dn_5: 0.3628 (0.3586) time: 0.4725 data: 0.0140 max mem: 5654 Epoch: [47] [1800/7393] eta: 0:46:02 lr: 0.000010 loss: 15.7422 (15.7265) loss_bbox: 0.1517 (0.1516) loss_bbox_aux_0: 0.1646 (0.1644) loss_bbox_aux_1: 0.1580 (0.1565) loss_bbox_aux_2: 0.1529 (0.1539) loss_bbox_aux_3: 0.1509 (0.1518) loss_bbox_aux_4: 0.1472 (0.1514) loss_bbox_aux_5: 0.2084 (0.2014) loss_bbox_dn_0: 0.2488 (0.2641) loss_bbox_dn_1: 0.1707 (0.1941) loss_bbox_dn_2: 0.1559 (0.1738) loss_bbox_dn_3: 0.1544 (0.1678) loss_bbox_dn_4: 0.1526 (0.1663) loss_bbox_dn_5: 0.1526 (0.1664) loss_giou: 0.4496 (0.4724) loss_giou_aux_0: 0.4658 (0.4955) loss_giou_aux_1: 0.4519 (0.4814) loss_giou_aux_2: 0.4524 (0.4769) loss_giou_aux_3: 0.4408 (0.4736) loss_giou_aux_4: 0.4452 (0.4724) loss_giou_aux_5: 0.5450 (0.5606) loss_giou_dn_0: 0.5761 (0.5756) loss_giou_dn_1: 0.4773 (0.4689) loss_giou_dn_2: 0.4357 (0.4386) loss_giou_dn_3: 0.4216 (0.4303) loss_giou_dn_4: 0.4197 (0.4282) loss_giou_dn_5: 0.4200 (0.4284) loss_vfl: 0.6545 (0.6688) loss_vfl_aux_0: 0.7583 (0.7730) loss_vfl_aux_1: 0.7114 (0.7266) loss_vfl_aux_2: 0.6790 (0.6963) loss_vfl_aux_3: 0.6908 (0.6814) loss_vfl_aux_4: 0.6586 (0.6735) loss_vfl_aux_5: 0.7427 (0.7548) loss_vfl_dn_0: 0.4511 (0.4509) loss_vfl_dn_1: 0.3796 (0.3853) loss_vfl_dn_2: 0.3653 (0.3695) loss_vfl_dn_3: 0.3558 (0.3621) loss_vfl_dn_4: 0.3538 (0.3594) loss_vfl_dn_5: 0.3524 (0.3587) time: 0.4621 data: 0.0139 max mem: 5654 Epoch: [47] [1900/7393] eta: 0:45:29 lr: 0.000010 loss: 15.5653 (15.7229) loss_bbox: 0.1337 (0.1516) loss_bbox_aux_0: 0.1439 (0.1642) loss_bbox_aux_1: 0.1323 (0.1564) loss_bbox_aux_2: 0.1372 (0.1539) loss_bbox_aux_3: 0.1322 (0.1518) loss_bbox_aux_4: 0.1389 (0.1514) loss_bbox_aux_5: 0.1710 (0.2013) loss_bbox_dn_0: 0.2266 (0.2642) loss_bbox_dn_1: 0.1751 (0.1942) loss_bbox_dn_2: 0.1545 (0.1739) loss_bbox_dn_3: 0.1447 (0.1679) loss_bbox_dn_4: 0.1450 (0.1664) loss_bbox_dn_5: 0.1450 (0.1665) loss_giou: 0.4698 (0.4715) loss_giou_aux_0: 0.4906 (0.4945) loss_giou_aux_1: 0.4844 (0.4805) loss_giou_aux_2: 0.4661 (0.4760) loss_giou_aux_3: 0.4714 (0.4727) loss_giou_aux_4: 0.4699 (0.4715) loss_giou_aux_5: 0.5569 (0.5597) loss_giou_dn_0: 0.5792 (0.5753) loss_giou_dn_1: 0.4748 (0.4686) loss_giou_dn_2: 0.4451 (0.4383) loss_giou_dn_3: 0.4355 (0.4300) loss_giou_dn_4: 0.4324 (0.4279) loss_giou_dn_5: 0.4323 (0.4281) loss_vfl: 0.6523 (0.6693) loss_vfl_aux_0: 0.7762 (0.7741) loss_vfl_aux_1: 0.7228 (0.7271) loss_vfl_aux_2: 0.7024 (0.6968) loss_vfl_aux_3: 0.6719 (0.6818) loss_vfl_aux_4: 0.6663 (0.6740) loss_vfl_aux_5: 0.7474 (0.7553) loss_vfl_dn_0: 0.4540 (0.4511) loss_vfl_dn_1: 0.3894 (0.3854) loss_vfl_dn_2: 0.3763 (0.3696) loss_vfl_dn_3: 0.3693 (0.3621) loss_vfl_dn_4: 0.3679 (0.3595) loss_vfl_dn_5: 0.3648 (0.3587) time: 0.4800 data: 0.0140 max mem: 5654 Epoch: [47] [2000/7393] eta: 0:44:34 lr: 0.000010 loss: 15.6384 (15.7152) loss_bbox: 0.1546 (0.1516) loss_bbox_aux_0: 0.1540 (0.1641) loss_bbox_aux_1: 0.1588 (0.1564) loss_bbox_aux_2: 0.1571 (0.1538) loss_bbox_aux_3: 0.1563 (0.1519) loss_bbox_aux_4: 0.1548 (0.1514) loss_bbox_aux_5: 0.1926 (0.2013) loss_bbox_dn_0: 0.2655 (0.2644) loss_bbox_dn_1: 0.1952 (0.1943) loss_bbox_dn_2: 0.1713 (0.1740) loss_bbox_dn_3: 0.1666 (0.1680) loss_bbox_dn_4: 0.1664 (0.1666) loss_bbox_dn_5: 0.1664 (0.1666) loss_giou: 0.4525 (0.4710) loss_giou_aux_0: 0.4601 (0.4941) loss_giou_aux_1: 0.4631 (0.4800) loss_giou_aux_2: 0.4665 (0.4754) loss_giou_aux_3: 0.4575 (0.4722) loss_giou_aux_4: 0.4605 (0.4709) loss_giou_aux_5: 0.5323 (0.5592) loss_giou_dn_0: 0.5778 (0.5748) loss_giou_dn_1: 0.4574 (0.4681) loss_giou_dn_2: 0.4257 (0.4378) loss_giou_dn_3: 0.4136 (0.4296) loss_giou_dn_4: 0.4112 (0.4275) loss_giou_dn_5: 0.4113 (0.4277) loss_vfl: 0.6522 (0.6691) loss_vfl_aux_0: 0.7642 (0.7740) loss_vfl_aux_1: 0.7083 (0.7271) loss_vfl_aux_2: 0.6796 (0.6966) loss_vfl_aux_3: 0.6709 (0.6815) loss_vfl_aux_4: 0.6631 (0.6738) loss_vfl_aux_5: 0.7527 (0.7553) loss_vfl_dn_0: 0.4490 (0.4509) loss_vfl_dn_1: 0.3877 (0.3851) loss_vfl_dn_2: 0.3774 (0.3693) loss_vfl_dn_3: 0.3718 (0.3619) loss_vfl_dn_4: 0.3682 (0.3593) loss_vfl_dn_5: 0.3655 (0.3585) time: 0.4804 data: 0.0143 max mem: 5654 Epoch: [47] [2100/7393] eta: 0:43:41 lr: 0.000010 loss: 15.9449 (15.7053) loss_bbox: 0.1393 (0.1512) loss_bbox_aux_0: 0.1585 (0.1638) loss_bbox_aux_1: 0.1532 (0.1561) loss_bbox_aux_2: 0.1493 (0.1536) loss_bbox_aux_3: 0.1442 (0.1516) loss_bbox_aux_4: 0.1401 (0.1510) loss_bbox_aux_5: 0.1931 (0.2010) loss_bbox_dn_0: 0.2675 (0.2643) loss_bbox_dn_1: 0.1981 (0.1941) loss_bbox_dn_2: 0.1746 (0.1738) loss_bbox_dn_3: 0.1679 (0.1678) loss_bbox_dn_4: 0.1664 (0.1664) loss_bbox_dn_5: 0.1664 (0.1664) loss_giou: 0.4569 (0.4702) loss_giou_aux_0: 0.4817 (0.4935) loss_giou_aux_1: 0.4807 (0.4795) loss_giou_aux_2: 0.4599 (0.4748) loss_giou_aux_3: 0.4563 (0.4714) loss_giou_aux_4: 0.4564 (0.4702) loss_giou_aux_5: 0.5431 (0.5585) loss_giou_dn_0: 0.5935 (0.5745) loss_giou_dn_1: 0.4769 (0.4678) loss_giou_dn_2: 0.4427 (0.4374) loss_giou_dn_3: 0.4334 (0.4292) loss_giou_dn_4: 0.4313 (0.4271) loss_giou_dn_5: 0.4317 (0.4273) loss_vfl: 0.6890 (0.6694) loss_vfl_aux_0: 0.7787 (0.7741) loss_vfl_aux_1: 0.7114 (0.7269) loss_vfl_aux_2: 0.7019 (0.6966) loss_vfl_aux_3: 0.6867 (0.6817) loss_vfl_aux_4: 0.6930 (0.6741) loss_vfl_aux_5: 0.7723 (0.7553) loss_vfl_dn_0: 0.4450 (0.4509) loss_vfl_dn_1: 0.3818 (0.3851) loss_vfl_dn_2: 0.3731 (0.3693) loss_vfl_dn_3: 0.3622 (0.3619) loss_vfl_dn_4: 0.3590 (0.3593) loss_vfl_dn_5: 0.3562 (0.3585) time: 0.4742 data: 0.0140 max mem: 5654 Epoch: [47] [2200/7393] eta: 0:42:48 lr: 0.000010 loss: 15.3154 (15.7081) loss_bbox: 0.1434 (0.1513) loss_bbox_aux_0: 0.1620 (0.1640) loss_bbox_aux_1: 0.1510 (0.1563) loss_bbox_aux_2: 0.1439 (0.1536) loss_bbox_aux_3: 0.1457 (0.1515) loss_bbox_aux_4: 0.1452 (0.1511) loss_bbox_aux_5: 0.1893 (0.2012) loss_bbox_dn_0: 0.2672 (0.2644) loss_bbox_dn_1: 0.1869 (0.1943) loss_bbox_dn_2: 0.1655 (0.1740) loss_bbox_dn_3: 0.1625 (0.1680) loss_bbox_dn_4: 0.1610 (0.1666) loss_bbox_dn_5: 0.1610 (0.1666) loss_giou: 0.4076 (0.4699) loss_giou_aux_0: 0.4434 (0.4932) loss_giou_aux_1: 0.4249 (0.4794) loss_giou_aux_2: 0.4235 (0.4744) loss_giou_aux_3: 0.4132 (0.4710) loss_giou_aux_4: 0.4058 (0.4698) loss_giou_aux_5: 0.5217 (0.5583) loss_giou_dn_0: 0.5604 (0.5744) loss_giou_dn_1: 0.4527 (0.4677) loss_giou_dn_2: 0.4273 (0.4373) loss_giou_dn_3: 0.4169 (0.4290) loss_giou_dn_4: 0.4169 (0.4270) loss_giou_dn_5: 0.4168 (0.4272) loss_vfl: 0.7008 (0.6701) loss_vfl_aux_0: 0.8082 (0.7743) loss_vfl_aux_1: 0.7556 (0.7274) loss_vfl_aux_2: 0.7204 (0.6974) loss_vfl_aux_3: 0.7071 (0.6825) loss_vfl_aux_4: 0.7031 (0.6746) loss_vfl_aux_5: 0.7798 (0.7555) loss_vfl_dn_0: 0.4469 (0.4508) loss_vfl_dn_1: 0.3883 (0.3851) loss_vfl_dn_2: 0.3704 (0.3693) loss_vfl_dn_3: 0.3630 (0.3619) loss_vfl_dn_4: 0.3611 (0.3593) loss_vfl_dn_5: 0.3601 (0.3585) time: 0.4764 data: 0.0145 max mem: 5654 Epoch: [47] [2300/7393] eta: 0:41:55 lr: 0.000010 loss: 16.0087 (15.7027) loss_bbox: 0.1706 (0.1513) loss_bbox_aux_0: 0.1774 (0.1640) loss_bbox_aux_1: 0.1737 (0.1563) loss_bbox_aux_2: 0.1787 (0.1536) loss_bbox_aux_3: 0.1755 (0.1515) loss_bbox_aux_4: 0.1731 (0.1511) loss_bbox_aux_5: 0.2172 (0.2013) loss_bbox_dn_0: 0.2735 (0.2647) loss_bbox_dn_1: 0.2096 (0.1945) loss_bbox_dn_2: 0.1862 (0.1741) loss_bbox_dn_3: 0.1836 (0.1681) loss_bbox_dn_4: 0.1800 (0.1667) loss_bbox_dn_5: 0.1801 (0.1667) loss_giou: 0.4264 (0.4689) loss_giou_aux_0: 0.4492 (0.4924) loss_giou_aux_1: 0.4286 (0.4785) loss_giou_aux_2: 0.4219 (0.4736) loss_giou_aux_3: 0.4283 (0.4701) loss_giou_aux_4: 0.4265 (0.4689) loss_giou_aux_5: 0.5171 (0.5575) loss_giou_dn_0: 0.5570 (0.5740) loss_giou_dn_1: 0.4450 (0.4672) loss_giou_dn_2: 0.4137 (0.4368) loss_giou_dn_3: 0.4061 (0.4285) loss_giou_dn_4: 0.4021 (0.4265) loss_giou_dn_5: 0.4024 (0.4267) loss_vfl: 0.6747 (0.6706) loss_vfl_aux_0: 0.7856 (0.7744) loss_vfl_aux_1: 0.7408 (0.7278) loss_vfl_aux_2: 0.6938 (0.6978) loss_vfl_aux_3: 0.6839 (0.6828) loss_vfl_aux_4: 0.6731 (0.6751) loss_vfl_aux_5: 0.7944 (0.7559) loss_vfl_dn_0: 0.4537 (0.4508) loss_vfl_dn_1: 0.3829 (0.3850) loss_vfl_dn_2: 0.3685 (0.3692) loss_vfl_dn_3: 0.3626 (0.3618) loss_vfl_dn_4: 0.3578 (0.3592) loss_vfl_dn_5: 0.3559 (0.3584) time: 0.4834 data: 0.0137 max mem: 5654 Epoch: [47] [2400/7393] eta: 0:41:04 lr: 0.000010 loss: 15.6711 (15.7068) loss_bbox: 0.1407 (0.1515) loss_bbox_aux_0: 0.1499 (0.1642) loss_bbox_aux_1: 0.1418 (0.1565) loss_bbox_aux_2: 0.1406 (0.1538) loss_bbox_aux_3: 0.1395 (0.1518) loss_bbox_aux_4: 0.1384 (0.1514) loss_bbox_aux_5: 0.1886 (0.2015) loss_bbox_dn_0: 0.2549 (0.2649) loss_bbox_dn_1: 0.1808 (0.1947) loss_bbox_dn_2: 0.1612 (0.1743) loss_bbox_dn_3: 0.1535 (0.1683) loss_bbox_dn_4: 0.1520 (0.1669) loss_bbox_dn_5: 0.1520 (0.1669) loss_giou: 0.4586 (0.4688) loss_giou_aux_0: 0.4919 (0.4921) loss_giou_aux_1: 0.4798 (0.4783) loss_giou_aux_2: 0.4688 (0.4733) loss_giou_aux_3: 0.4637 (0.4700) loss_giou_aux_4: 0.4631 (0.4688) loss_giou_aux_5: 0.5593 (0.5573) loss_giou_dn_0: 0.5854 (0.5739) loss_giou_dn_1: 0.4897 (0.4671) loss_giou_dn_2: 0.4575 (0.4367) loss_giou_dn_3: 0.4442 (0.4285) loss_giou_dn_4: 0.4422 (0.4264) loss_giou_dn_5: 0.4421 (0.4266) loss_vfl: 0.6737 (0.6710) loss_vfl_aux_0: 0.7647 (0.7750) loss_vfl_aux_1: 0.7156 (0.7282) loss_vfl_aux_2: 0.6909 (0.6983) loss_vfl_aux_3: 0.6830 (0.6832) loss_vfl_aux_4: 0.6691 (0.6753) loss_vfl_aux_5: 0.7351 (0.7565) loss_vfl_dn_0: 0.4463 (0.4509) loss_vfl_dn_1: 0.3825 (0.3850) loss_vfl_dn_2: 0.3661 (0.3692) loss_vfl_dn_3: 0.3610 (0.3618) loss_vfl_dn_4: 0.3587 (0.3592) loss_vfl_dn_5: 0.3598 (0.3585) time: 0.4916 data: 0.0142 max mem: 5654 Epoch: [47] [2500/7393] eta: 0:40:12 lr: 0.000010 loss: 15.4417 (15.7089) loss_bbox: 0.1460 (0.1516) loss_bbox_aux_0: 0.1533 (0.1644) loss_bbox_aux_1: 0.1464 (0.1567) loss_bbox_aux_2: 0.1472 (0.1540) loss_bbox_aux_3: 0.1456 (0.1519) loss_bbox_aux_4: 0.1514 (0.1515) loss_bbox_aux_5: 0.1840 (0.2016) loss_bbox_dn_0: 0.2392 (0.2648) loss_bbox_dn_1: 0.1715 (0.1946) loss_bbox_dn_2: 0.1616 (0.1742) loss_bbox_dn_3: 0.1532 (0.1682) loss_bbox_dn_4: 0.1497 (0.1668) loss_bbox_dn_5: 0.1497 (0.1668) loss_giou: 0.4693 (0.4691) loss_giou_aux_0: 0.5004 (0.4924) loss_giou_aux_1: 0.4836 (0.4786) loss_giou_aux_2: 0.4745 (0.4736) loss_giou_aux_3: 0.4715 (0.4703) loss_giou_aux_4: 0.4626 (0.4690) loss_giou_aux_5: 0.5588 (0.5577) loss_giou_dn_0: 0.5837 (0.5740) loss_giou_dn_1: 0.4847 (0.4672) loss_giou_dn_2: 0.4567 (0.4368) loss_giou_dn_3: 0.4440 (0.4285) loss_giou_dn_4: 0.4397 (0.4264) loss_giou_dn_5: 0.4399 (0.4266) loss_vfl: 0.6673 (0.6709) loss_vfl_aux_0: 0.7891 (0.7753) loss_vfl_aux_1: 0.7135 (0.7280) loss_vfl_aux_2: 0.6855 (0.6981) loss_vfl_aux_3: 0.6763 (0.6832) loss_vfl_aux_4: 0.6667 (0.6753) loss_vfl_aux_5: 0.7318 (0.7564) loss_vfl_dn_0: 0.4464 (0.4509) loss_vfl_dn_1: 0.3817 (0.3850) loss_vfl_dn_2: 0.3688 (0.3692) loss_vfl_dn_3: 0.3617 (0.3618) loss_vfl_dn_4: 0.3625 (0.3592) loss_vfl_dn_5: 0.3604 (0.3585) time: 0.4712 data: 0.0138 max mem: 5654 Epoch: [47] [2600/7393] eta: 0:39:20 lr: 0.000010 loss: 15.3126 (15.7107) loss_bbox: 0.1426 (0.1516) loss_bbox_aux_0: 0.1543 (0.1645) loss_bbox_aux_1: 0.1460 (0.1567) loss_bbox_aux_2: 0.1469 (0.1540) loss_bbox_aux_3: 0.1451 (0.1519) loss_bbox_aux_4: 0.1444 (0.1515) loss_bbox_aux_5: 0.1865 (0.2016) loss_bbox_dn_0: 0.2528 (0.2649) loss_bbox_dn_1: 0.1869 (0.1947) loss_bbox_dn_2: 0.1659 (0.1743) loss_bbox_dn_3: 0.1624 (0.1683) loss_bbox_dn_4: 0.1630 (0.1669) loss_bbox_dn_5: 0.1630 (0.1669) loss_giou: 0.4152 (0.4690) loss_giou_aux_0: 0.4277 (0.4923) loss_giou_aux_1: 0.4133 (0.4785) loss_giou_aux_2: 0.4155 (0.4735) loss_giou_aux_3: 0.4197 (0.4701) loss_giou_aux_4: 0.4103 (0.4690) loss_giou_aux_5: 0.5005 (0.5574) loss_giou_dn_0: 0.5475 (0.5741) loss_giou_dn_1: 0.4404 (0.4673) loss_giou_dn_2: 0.4108 (0.4368) loss_giou_dn_3: 0.4034 (0.4285) loss_giou_dn_4: 0.4005 (0.4264) loss_giou_dn_5: 0.4005 (0.4266) loss_vfl: 0.6643 (0.6712) loss_vfl_aux_0: 0.7640 (0.7751) loss_vfl_aux_1: 0.7184 (0.7281) loss_vfl_aux_2: 0.6907 (0.6982) loss_vfl_aux_3: 0.6737 (0.6835) loss_vfl_aux_4: 0.6703 (0.6756) loss_vfl_aux_5: 0.7488 (0.7565) loss_vfl_dn_0: 0.4477 (0.4509) loss_vfl_dn_1: 0.3845 (0.3851) loss_vfl_dn_2: 0.3661 (0.3693) loss_vfl_dn_3: 0.3588 (0.3619) loss_vfl_dn_4: 0.3568 (0.3592) loss_vfl_dn_5: 0.3573 (0.3585) time: 0.4755 data: 0.0140 max mem: 5654 Epoch: [47] [2700/7393] eta: 0:38:28 lr: 0.000010 loss: 16.3277 (15.7134) loss_bbox: 0.1465 (0.1516) loss_bbox_aux_0: 0.1572 (0.1645) loss_bbox_aux_1: 0.1508 (0.1567) loss_bbox_aux_2: 0.1441 (0.1539) loss_bbox_aux_3: 0.1424 (0.1519) loss_bbox_aux_4: 0.1431 (0.1514) loss_bbox_aux_5: 0.1897 (0.2015) loss_bbox_dn_0: 0.2447 (0.2646) loss_bbox_dn_1: 0.1763 (0.1945) loss_bbox_dn_2: 0.1601 (0.1740) loss_bbox_dn_3: 0.1558 (0.1680) loss_bbox_dn_4: 0.1544 (0.1666) loss_bbox_dn_5: 0.1545 (0.1666) loss_giou: 0.5019 (0.4697) loss_giou_aux_0: 0.5445 (0.4931) loss_giou_aux_1: 0.5295 (0.4792) loss_giou_aux_2: 0.5112 (0.4743) loss_giou_aux_3: 0.5043 (0.4709) loss_giou_aux_4: 0.5054 (0.4697) loss_giou_aux_5: 0.6116 (0.5581) loss_giou_dn_0: 0.6069 (0.5745) loss_giou_dn_1: 0.5096 (0.4677) loss_giou_dn_2: 0.4718 (0.4371) loss_giou_dn_3: 0.4598 (0.4288) loss_giou_dn_4: 0.4560 (0.4268) loss_giou_dn_5: 0.4565 (0.4270) loss_vfl: 0.6437 (0.6709) loss_vfl_aux_0: 0.7314 (0.7745) loss_vfl_aux_1: 0.6994 (0.7277) loss_vfl_aux_2: 0.6800 (0.6980) loss_vfl_aux_3: 0.6665 (0.6833) loss_vfl_aux_4: 0.6511 (0.6754) loss_vfl_aux_5: 0.7128 (0.7560) loss_vfl_dn_0: 0.4503 (0.4509) loss_vfl_dn_1: 0.3944 (0.3852) loss_vfl_dn_2: 0.3765 (0.3693) loss_vfl_dn_3: 0.3683 (0.3619) loss_vfl_dn_4: 0.3676 (0.3593) loss_vfl_dn_5: 0.3665 (0.3585) time: 0.4719 data: 0.0138 max mem: 5654 Epoch: [47] [2800/7393] eta: 0:37:36 lr: 0.000010 loss: 15.3482 (15.7102) loss_bbox: 0.1477 (0.1516) loss_bbox_aux_0: 0.1571 (0.1646) loss_bbox_aux_1: 0.1514 (0.1568) loss_bbox_aux_2: 0.1482 (0.1541) loss_bbox_aux_3: 0.1499 (0.1519) loss_bbox_aux_4: 0.1500 (0.1515) loss_bbox_aux_5: 0.1829 (0.2017) loss_bbox_dn_0: 0.2291 (0.2648) loss_bbox_dn_1: 0.1787 (0.1947) loss_bbox_dn_2: 0.1573 (0.1742) loss_bbox_dn_3: 0.1521 (0.1682) loss_bbox_dn_4: 0.1526 (0.1668) loss_bbox_dn_5: 0.1526 (0.1668) loss_giou: 0.4777 (0.4691) loss_giou_aux_0: 0.5083 (0.4924) loss_giou_aux_1: 0.5006 (0.4787) loss_giou_aux_2: 0.4870 (0.4737) loss_giou_aux_3: 0.4797 (0.4703) loss_giou_aux_4: 0.4772 (0.4690) loss_giou_aux_5: 0.5632 (0.5576) loss_giou_dn_0: 0.5775 (0.5742) loss_giou_dn_1: 0.4754 (0.4674) loss_giou_dn_2: 0.4398 (0.4368) loss_giou_dn_3: 0.4365 (0.4285) loss_giou_dn_4: 0.4378 (0.4264) loss_giou_dn_5: 0.4379 (0.4266) loss_vfl: 0.6390 (0.6711) loss_vfl_aux_0: 0.7312 (0.7748) loss_vfl_aux_1: 0.6793 (0.7278) loss_vfl_aux_2: 0.6506 (0.6980) loss_vfl_aux_3: 0.6524 (0.6835) loss_vfl_aux_4: 0.6439 (0.6756) loss_vfl_aux_5: 0.7263 (0.7564) loss_vfl_dn_0: 0.4440 (0.4510) loss_vfl_dn_1: 0.3885 (0.3851) loss_vfl_dn_2: 0.3708 (0.3693) loss_vfl_dn_3: 0.3635 (0.3619) loss_vfl_dn_4: 0.3605 (0.3593) loss_vfl_dn_5: 0.3607 (0.3585) time: 0.4750 data: 0.0145 max mem: 5654 Epoch: [47] [2900/7393] eta: 0:36:45 lr: 0.000010 loss: 16.0867 (15.7094) loss_bbox: 0.1434 (0.1515) loss_bbox_aux_0: 0.1598 (0.1644) loss_bbox_aux_1: 0.1617 (0.1567) loss_bbox_aux_2: 0.1505 (0.1539) loss_bbox_aux_3: 0.1493 (0.1518) loss_bbox_aux_4: 0.1434 (0.1514) loss_bbox_aux_5: 0.1839 (0.2015) loss_bbox_dn_0: 0.2408 (0.2645) loss_bbox_dn_1: 0.1790 (0.1944) loss_bbox_dn_2: 0.1545 (0.1740) loss_bbox_dn_3: 0.1515 (0.1679) loss_bbox_dn_4: 0.1522 (0.1666) loss_bbox_dn_5: 0.1523 (0.1666) loss_giou: 0.4586 (0.4695) loss_giou_aux_0: 0.4833 (0.4929) loss_giou_aux_1: 0.4738 (0.4792) loss_giou_aux_2: 0.4567 (0.4742) loss_giou_aux_3: 0.4554 (0.4707) loss_giou_aux_4: 0.4584 (0.4695) loss_giou_aux_5: 0.5372 (0.5579) loss_giou_dn_0: 0.5831 (0.5744) loss_giou_dn_1: 0.4791 (0.4676) loss_giou_dn_2: 0.4405 (0.4370) loss_giou_dn_3: 0.4330 (0.4287) loss_giou_dn_4: 0.4316 (0.4267) loss_giou_dn_5: 0.4317 (0.4269) loss_vfl: 0.6763 (0.6707) loss_vfl_aux_0: 0.7837 (0.7743) loss_vfl_aux_1: 0.7105 (0.7272) loss_vfl_aux_2: 0.6936 (0.6975) loss_vfl_aux_3: 0.7012 (0.6830) loss_vfl_aux_4: 0.6689 (0.6751) loss_vfl_aux_5: 0.7693 (0.7561) loss_vfl_dn_0: 0.4480 (0.4509) loss_vfl_dn_1: 0.3929 (0.3852) loss_vfl_dn_2: 0.3749 (0.3694) loss_vfl_dn_3: 0.3661 (0.3619) loss_vfl_dn_4: 0.3646 (0.3593) loss_vfl_dn_5: 0.3636 (0.3585) time: 0.4854 data: 0.0141 max mem: 5654 Epoch: [47] [3000/7393] eta: 0:35:55 lr: 0.000010 loss: 15.8897 (15.7093) loss_bbox: 0.1348 (0.1514) loss_bbox_aux_0: 0.1573 (0.1644) loss_bbox_aux_1: 0.1483 (0.1567) loss_bbox_aux_2: 0.1389 (0.1539) loss_bbox_aux_3: 0.1355 (0.1517) loss_bbox_aux_4: 0.1344 (0.1513) loss_bbox_aux_5: 0.1978 (0.2016) loss_bbox_dn_0: 0.2722 (0.2646) loss_bbox_dn_1: 0.2056 (0.1945) loss_bbox_dn_2: 0.1875 (0.1740) loss_bbox_dn_3: 0.1789 (0.1680) loss_bbox_dn_4: 0.1762 (0.1666) loss_bbox_dn_5: 0.1762 (0.1666) loss_giou: 0.4384 (0.4694) loss_giou_aux_0: 0.4560 (0.4929) loss_giou_aux_1: 0.4522 (0.4791) loss_giou_aux_2: 0.4333 (0.4741) loss_giou_aux_3: 0.4325 (0.4706) loss_giou_aux_4: 0.4322 (0.4694) loss_giou_aux_5: 0.5510 (0.5579) loss_giou_dn_0: 0.5684 (0.5743) loss_giou_dn_1: 0.4716 (0.4675) loss_giou_dn_2: 0.4400 (0.4369) loss_giou_dn_3: 0.4282 (0.4287) loss_giou_dn_4: 0.4228 (0.4266) loss_giou_dn_5: 0.4229 (0.4268) loss_vfl: 0.6788 (0.6709) loss_vfl_aux_0: 0.7854 (0.7743) loss_vfl_aux_1: 0.7352 (0.7273) loss_vfl_aux_2: 0.7176 (0.6975) loss_vfl_aux_3: 0.7154 (0.6831) loss_vfl_aux_4: 0.6989 (0.6752) loss_vfl_aux_5: 0.7507 (0.7561) loss_vfl_dn_0: 0.4514 (0.4509) loss_vfl_dn_1: 0.3885 (0.3852) loss_vfl_dn_2: 0.3703 (0.3694) loss_vfl_dn_3: 0.3623 (0.3619) loss_vfl_dn_4: 0.3593 (0.3593) loss_vfl_dn_5: 0.3592 (0.3585) time: 0.5097 data: 0.0142 max mem: 5654 Epoch: [47] [3100/7393] eta: 0:35:14 lr: 0.000010 loss: 16.0681 (15.7017) loss_bbox: 0.1564 (0.1514) loss_bbox_aux_0: 0.1582 (0.1645) loss_bbox_aux_1: 0.1586 (0.1567) loss_bbox_aux_2: 0.1533 (0.1539) loss_bbox_aux_3: 0.1538 (0.1517) loss_bbox_aux_4: 0.1584 (0.1513) loss_bbox_aux_5: 0.1985 (0.2018) loss_bbox_dn_0: 0.2734 (0.2649) loss_bbox_dn_1: 0.2046 (0.1947) loss_bbox_dn_2: 0.1851 (0.1742) loss_bbox_dn_3: 0.1778 (0.1682) loss_bbox_dn_4: 0.1743 (0.1668) loss_bbox_dn_5: 0.1742 (0.1668) loss_giou: 0.4338 (0.4687) loss_giou_aux_0: 0.4426 (0.4923) loss_giou_aux_1: 0.4457 (0.4784) loss_giou_aux_2: 0.4507 (0.4735) loss_giou_aux_3: 0.4466 (0.4699) loss_giou_aux_4: 0.4306 (0.4688) loss_giou_aux_5: 0.5167 (0.5574) loss_giou_dn_0: 0.5663 (0.5738) loss_giou_dn_1: 0.4500 (0.4669) loss_giou_dn_2: 0.4239 (0.4364) loss_giou_dn_3: 0.4171 (0.4281) loss_giou_dn_4: 0.4150 (0.4260) loss_giou_dn_5: 0.4150 (0.4262) loss_vfl: 0.6745 (0.6708) loss_vfl_aux_0: 0.7577 (0.7743) loss_vfl_aux_1: 0.7221 (0.7271) loss_vfl_aux_2: 0.7047 (0.6973) loss_vfl_aux_3: 0.6843 (0.6830) loss_vfl_aux_4: 0.6657 (0.6751) loss_vfl_aux_5: 0.7776 (0.7563) loss_vfl_dn_0: 0.4642 (0.4509) loss_vfl_dn_1: 0.3876 (0.3851) loss_vfl_dn_2: 0.3747 (0.3692) loss_vfl_dn_3: 0.3680 (0.3618) loss_vfl_dn_4: 0.3657 (0.3592) loss_vfl_dn_5: 0.3659 (0.3584) time: 0.4804 data: 0.0137 max mem: 5654 Epoch: [47] [3200/7393] eta: 0:34:24 lr: 0.000010 loss: 15.0834 (15.6971) loss_bbox: 0.1334 (0.1511) loss_bbox_aux_0: 0.1434 (0.1642) loss_bbox_aux_1: 0.1348 (0.1564) loss_bbox_aux_2: 0.1336 (0.1537) loss_bbox_aux_3: 0.1352 (0.1515) loss_bbox_aux_4: 0.1333 (0.1511) loss_bbox_aux_5: 0.1836 (0.2015) loss_bbox_dn_0: 0.2492 (0.2645) loss_bbox_dn_1: 0.1785 (0.1944) loss_bbox_dn_2: 0.1568 (0.1740) loss_bbox_dn_3: 0.1476 (0.1679) loss_bbox_dn_4: 0.1423 (0.1665) loss_bbox_dn_5: 0.1423 (0.1666) loss_giou: 0.4418 (0.4685) loss_giou_aux_0: 0.4520 (0.4920) loss_giou_aux_1: 0.4405 (0.4781) loss_giou_aux_2: 0.4353 (0.4732) loss_giou_aux_3: 0.4434 (0.4697) loss_giou_aux_4: 0.4429 (0.4684) loss_giou_aux_5: 0.5118 (0.5572) loss_giou_dn_0: 0.5471 (0.5736) loss_giou_dn_1: 0.4389 (0.4668) loss_giou_dn_2: 0.4026 (0.4362) loss_giou_dn_3: 0.3972 (0.4280) loss_giou_dn_4: 0.3959 (0.4259) loss_giou_dn_5: 0.3958 (0.4261) loss_vfl: 0.6484 (0.6709) loss_vfl_aux_0: 0.7480 (0.7744) loss_vfl_aux_1: 0.6969 (0.7274) loss_vfl_aux_2: 0.6629 (0.6975) loss_vfl_aux_3: 0.6637 (0.6832) loss_vfl_aux_4: 0.6469 (0.6753) loss_vfl_aux_5: 0.7386 (0.7565) loss_vfl_dn_0: 0.4425 (0.4509) loss_vfl_dn_1: 0.3780 (0.3851) loss_vfl_dn_2: 0.3639 (0.3692) loss_vfl_dn_3: 0.3571 (0.3618) loss_vfl_dn_4: 0.3520 (0.3592) loss_vfl_dn_5: 0.3510 (0.3584) time: 0.4793 data: 0.0138 max mem: 5654 Epoch: [47] [3300/7393] eta: 0:33:32 lr: 0.000010 loss: 15.9092 (15.7012) loss_bbox: 0.1366 (0.1512) loss_bbox_aux_0: 0.1421 (0.1643) loss_bbox_aux_1: 0.1380 (0.1565) loss_bbox_aux_2: 0.1377 (0.1537) loss_bbox_aux_3: 0.1373 (0.1515) loss_bbox_aux_4: 0.1388 (0.1511) loss_bbox_aux_5: 0.1672 (0.2016) loss_bbox_dn_0: 0.2332 (0.2645) loss_bbox_dn_1: 0.1742 (0.1944) loss_bbox_dn_2: 0.1585 (0.1740) loss_bbox_dn_3: 0.1543 (0.1680) loss_bbox_dn_4: 0.1522 (0.1666) loss_bbox_dn_5: 0.1520 (0.1666) loss_giou: 0.4913 (0.4685) loss_giou_aux_0: 0.4989 (0.4922) loss_giou_aux_1: 0.5010 (0.4782) loss_giou_aux_2: 0.4982 (0.4732) loss_giou_aux_3: 0.4924 (0.4697) loss_giou_aux_4: 0.5000 (0.4685) loss_giou_aux_5: 0.5698 (0.5572) loss_giou_dn_0: 0.5940 (0.5738) loss_giou_dn_1: 0.4887 (0.4670) loss_giou_dn_2: 0.4630 (0.4364) loss_giou_dn_3: 0.4571 (0.4282) loss_giou_dn_4: 0.4538 (0.4261) loss_giou_dn_5: 0.4539 (0.4263) loss_vfl: 0.6757 (0.6712) loss_vfl_aux_0: 0.7577 (0.7744) loss_vfl_aux_1: 0.7182 (0.7276) loss_vfl_aux_2: 0.6939 (0.6979) loss_vfl_aux_3: 0.6896 (0.6835) loss_vfl_aux_4: 0.6799 (0.6755) loss_vfl_aux_5: 0.7408 (0.7565) loss_vfl_dn_0: 0.4518 (0.4511) loss_vfl_dn_1: 0.3937 (0.3852) loss_vfl_dn_2: 0.3787 (0.3693) loss_vfl_dn_3: 0.3746 (0.3619) loss_vfl_dn_4: 0.3730 (0.3593) loss_vfl_dn_5: 0.3740 (0.3585) time: 0.4711 data: 0.0135 max mem: 5654 Epoch: [47] [3400/7393] eta: 0:32:42 lr: 0.000010 loss: 15.7101 (15.7082) loss_bbox: 0.1401 (0.1511) loss_bbox_aux_0: 0.1564 (0.1642) loss_bbox_aux_1: 0.1434 (0.1564) loss_bbox_aux_2: 0.1472 (0.1535) loss_bbox_aux_3: 0.1443 (0.1514) loss_bbox_aux_4: 0.1448 (0.1510) loss_bbox_aux_5: 0.1807 (0.2014) loss_bbox_dn_0: 0.2392 (0.2644) loss_bbox_dn_1: 0.1683 (0.1943) loss_bbox_dn_2: 0.1555 (0.1739) loss_bbox_dn_3: 0.1533 (0.1679) loss_bbox_dn_4: 0.1528 (0.1665) loss_bbox_dn_5: 0.1528 (0.1665) loss_giou: 0.4411 (0.4688) loss_giou_aux_0: 0.4557 (0.4925) loss_giou_aux_1: 0.4494 (0.4785) loss_giou_aux_2: 0.4373 (0.4734) loss_giou_aux_3: 0.4491 (0.4700) loss_giou_aux_4: 0.4429 (0.4688) loss_giou_aux_5: 0.5194 (0.5574) loss_giou_dn_0: 0.5562 (0.5742) loss_giou_dn_1: 0.4532 (0.4673) loss_giou_dn_2: 0.4215 (0.4367) loss_giou_dn_3: 0.4086 (0.4285) loss_giou_dn_4: 0.4050 (0.4264) loss_giou_dn_5: 0.4046 (0.4266) loss_vfl: 0.6756 (0.6719) loss_vfl_aux_0: 0.7470 (0.7747) loss_vfl_aux_1: 0.7098 (0.7280) loss_vfl_aux_2: 0.7151 (0.6986) loss_vfl_aux_3: 0.6815 (0.6842) loss_vfl_aux_4: 0.6817 (0.6761) loss_vfl_aux_5: 0.7333 (0.7568) loss_vfl_dn_0: 0.4507 (0.4511) loss_vfl_dn_1: 0.3805 (0.3854) loss_vfl_dn_2: 0.3597 (0.3695) loss_vfl_dn_3: 0.3494 (0.3621) loss_vfl_dn_4: 0.3445 (0.3595) loss_vfl_dn_5: 0.3437 (0.3587) time: 0.4793 data: 0.0136 max mem: 5654 Epoch: [47] [3500/7393] eta: 0:31:58 lr: 0.000010 loss: 15.9885 (15.7052) loss_bbox: 0.1523 (0.1509) loss_bbox_aux_0: 0.1665 (0.1642) loss_bbox_aux_1: 0.1498 (0.1563) loss_bbox_aux_2: 0.1515 (0.1534) loss_bbox_aux_3: 0.1478 (0.1513) loss_bbox_aux_4: 0.1434 (0.1509) loss_bbox_aux_5: 0.1994 (0.2014) loss_bbox_dn_0: 0.2612 (0.2644) loss_bbox_dn_1: 0.1864 (0.1943) loss_bbox_dn_2: 0.1642 (0.1739) loss_bbox_dn_3: 0.1604 (0.1678) loss_bbox_dn_4: 0.1593 (0.1665) loss_bbox_dn_5: 0.1593 (0.1665) loss_giou: 0.4702 (0.4683) loss_giou_aux_0: 0.5067 (0.4921) loss_giou_aux_1: 0.4783 (0.4780) loss_giou_aux_2: 0.4618 (0.4729) loss_giou_aux_3: 0.4693 (0.4695) loss_giou_aux_4: 0.4641 (0.4683) loss_giou_aux_5: 0.5774 (0.5569) loss_giou_dn_0: 0.5933 (0.5740) loss_giou_dn_1: 0.4817 (0.4671) loss_giou_dn_2: 0.4575 (0.4365) loss_giou_dn_3: 0.4460 (0.4282) loss_giou_dn_4: 0.4436 (0.4262) loss_giou_dn_5: 0.4440 (0.4264) loss_vfl: 0.6652 (0.6722) loss_vfl_aux_0: 0.7618 (0.7749) loss_vfl_aux_1: 0.7300 (0.7286) loss_vfl_aux_2: 0.6942 (0.6991) loss_vfl_aux_3: 0.6901 (0.6845) loss_vfl_aux_4: 0.6685 (0.6765) loss_vfl_aux_5: 0.7440 (0.7571) loss_vfl_dn_0: 0.4538 (0.4511) loss_vfl_dn_1: 0.3875 (0.3853) loss_vfl_dn_2: 0.3690 (0.3695) loss_vfl_dn_3: 0.3614 (0.3621) loss_vfl_dn_4: 0.3587 (0.3594) loss_vfl_dn_5: 0.3570 (0.3587) time: 0.4780 data: 0.0134 max mem: 5654 Epoch: [47] [3600/7393] eta: 0:31:08 lr: 0.000010 loss: 15.4573 (15.7040) loss_bbox: 0.1408 (0.1510) loss_bbox_aux_0: 0.1542 (0.1642) loss_bbox_aux_1: 0.1528 (0.1564) loss_bbox_aux_2: 0.1475 (0.1535) loss_bbox_aux_3: 0.1475 (0.1513) loss_bbox_aux_4: 0.1473 (0.1509) loss_bbox_aux_5: 0.1998 (0.2014) loss_bbox_dn_0: 0.2348 (0.2644) loss_bbox_dn_1: 0.1650 (0.1943) loss_bbox_dn_2: 0.1483 (0.1739) loss_bbox_dn_3: 0.1459 (0.1679) loss_bbox_dn_4: 0.1454 (0.1665) loss_bbox_dn_5: 0.1454 (0.1665) loss_giou: 0.4913 (0.4682) loss_giou_aux_0: 0.5197 (0.4920) loss_giou_aux_1: 0.5001 (0.4779) loss_giou_aux_2: 0.4874 (0.4728) loss_giou_aux_3: 0.4877 (0.4694) loss_giou_aux_4: 0.4918 (0.4682) loss_giou_aux_5: 0.5939 (0.5568) loss_giou_dn_0: 0.5783 (0.5740) loss_giou_dn_1: 0.4760 (0.4670) loss_giou_dn_2: 0.4555 (0.4365) loss_giou_dn_3: 0.4540 (0.4282) loss_giou_dn_4: 0.4514 (0.4261) loss_giou_dn_5: 0.4509 (0.4263) loss_vfl: 0.6455 (0.6721) loss_vfl_aux_0: 0.7408 (0.7748) loss_vfl_aux_1: 0.7192 (0.7284) loss_vfl_aux_2: 0.6813 (0.6988) loss_vfl_aux_3: 0.6603 (0.6844) loss_vfl_aux_4: 0.6487 (0.6764) loss_vfl_aux_5: 0.7242 (0.7570) loss_vfl_dn_0: 0.4513 (0.4511) loss_vfl_dn_1: 0.3903 (0.3854) loss_vfl_dn_2: 0.3724 (0.3695) loss_vfl_dn_3: 0.3677 (0.3621) loss_vfl_dn_4: 0.3629 (0.3595) loss_vfl_dn_5: 0.3606 (0.3587) time: 0.4834 data: 0.0140 max mem: 5654 Epoch: [47] [3700/7393] eta: 0:30:17 lr: 0.000010 loss: 15.7488 (15.7077) loss_bbox: 0.1445 (0.1510) loss_bbox_aux_0: 0.1684 (0.1642) loss_bbox_aux_1: 0.1537 (0.1564) loss_bbox_aux_2: 0.1487 (0.1535) loss_bbox_aux_3: 0.1449 (0.1513) loss_bbox_aux_4: 0.1451 (0.1509) loss_bbox_aux_5: 0.2058 (0.2013) loss_bbox_dn_0: 0.2695 (0.2643) loss_bbox_dn_1: 0.1974 (0.1942) loss_bbox_dn_2: 0.1773 (0.1738) loss_bbox_dn_3: 0.1736 (0.1678) loss_bbox_dn_4: 0.1691 (0.1664) loss_bbox_dn_5: 0.1686 (0.1664) loss_giou: 0.4850 (0.4688) loss_giou_aux_0: 0.5035 (0.4927) loss_giou_aux_1: 0.5108 (0.4786) loss_giou_aux_2: 0.5005 (0.4735) loss_giou_aux_3: 0.4769 (0.4701) loss_giou_aux_4: 0.4867 (0.4689) loss_giou_aux_5: 0.5698 (0.5574) loss_giou_dn_0: 0.5870 (0.5744) loss_giou_dn_1: 0.4756 (0.4675) loss_giou_dn_2: 0.4461 (0.4369) loss_giou_dn_3: 0.4368 (0.4286) loss_giou_dn_4: 0.4366 (0.4265) loss_giou_dn_5: 0.4365 (0.4267) loss_vfl: 0.6737 (0.6718) loss_vfl_aux_0: 0.7521 (0.7743) loss_vfl_aux_1: 0.7053 (0.7279) loss_vfl_aux_2: 0.6903 (0.6985) loss_vfl_aux_3: 0.6703 (0.6840) loss_vfl_aux_4: 0.6705 (0.6760) loss_vfl_aux_5: 0.7440 (0.7566) loss_vfl_dn_0: 0.4500 (0.4511) loss_vfl_dn_1: 0.3877 (0.3854) loss_vfl_dn_2: 0.3643 (0.3695) loss_vfl_dn_3: 0.3579 (0.3621) loss_vfl_dn_4: 0.3564 (0.3595) loss_vfl_dn_5: 0.3561 (0.3587) time: 0.4989 data: 0.0138 max mem: 5654 Epoch: [47] [3800/7393] eta: 0:29:32 lr: 0.000010 loss: 15.9123 (15.7073) loss_bbox: 0.1466 (0.1509) loss_bbox_aux_0: 0.1457 (0.1642) loss_bbox_aux_1: 0.1449 (0.1564) loss_bbox_aux_2: 0.1480 (0.1535) loss_bbox_aux_3: 0.1437 (0.1513) loss_bbox_aux_4: 0.1476 (0.1509) loss_bbox_aux_5: 0.1804 (0.2013) loss_bbox_dn_0: 0.2303 (0.2642) loss_bbox_dn_1: 0.1675 (0.1941) loss_bbox_dn_2: 0.1529 (0.1737) loss_bbox_dn_3: 0.1441 (0.1676) loss_bbox_dn_4: 0.1439 (0.1663) loss_bbox_dn_5: 0.1440 (0.1663) loss_giou: 0.4261 (0.4692) loss_giou_aux_0: 0.4628 (0.4930) loss_giou_aux_1: 0.4346 (0.4789) loss_giou_aux_2: 0.4362 (0.4738) loss_giou_aux_3: 0.4349 (0.4704) loss_giou_aux_4: 0.4295 (0.4692) loss_giou_aux_5: 0.5215 (0.5578) loss_giou_dn_0: 0.5775 (0.5746) loss_giou_dn_1: 0.4748 (0.4676) loss_giou_dn_2: 0.4470 (0.4370) loss_giou_dn_3: 0.4345 (0.4287) loss_giou_dn_4: 0.4298 (0.4267) loss_giou_dn_5: 0.4299 (0.4269) loss_vfl: 0.6542 (0.6714) loss_vfl_aux_0: 0.7594 (0.7739) loss_vfl_aux_1: 0.7256 (0.7275) loss_vfl_aux_2: 0.6874 (0.6982) loss_vfl_aux_3: 0.6655 (0.6837) loss_vfl_aux_4: 0.6631 (0.6756) loss_vfl_aux_5: 0.7487 (0.7561) loss_vfl_dn_0: 0.4462 (0.4511) loss_vfl_dn_1: 0.3878 (0.3854) loss_vfl_dn_2: 0.3737 (0.3695) loss_vfl_dn_3: 0.3665 (0.3621) loss_vfl_dn_4: 0.3627 (0.3595) loss_vfl_dn_5: 0.3627 (0.3587) time: 0.7801 data: 0.0135 max mem: 5654 Epoch: [47] [3900/7393] eta: 0:28:42 lr: 0.000010 loss: 15.4786 (15.7064) loss_bbox: 0.1623 (0.1511) loss_bbox_aux_0: 0.1679 (0.1644) loss_bbox_aux_1: 0.1629 (0.1565) loss_bbox_aux_2: 0.1599 (0.1536) loss_bbox_aux_3: 0.1645 (0.1515) loss_bbox_aux_4: 0.1618 (0.1511) loss_bbox_aux_5: 0.2110 (0.2015) loss_bbox_dn_0: 0.2459 (0.2645) loss_bbox_dn_1: 0.1758 (0.1943) loss_bbox_dn_2: 0.1649 (0.1739) loss_bbox_dn_3: 0.1619 (0.1679) loss_bbox_dn_4: 0.1599 (0.1665) loss_bbox_dn_5: 0.1600 (0.1665) loss_giou: 0.5032 (0.4689) loss_giou_aux_0: 0.5146 (0.4927) loss_giou_aux_1: 0.5092 (0.4786) loss_giou_aux_2: 0.5124 (0.4735) loss_giou_aux_3: 0.5065 (0.4702) loss_giou_aux_4: 0.4921 (0.4690) loss_giou_aux_5: 0.5918 (0.5575) loss_giou_dn_0: 0.5806 (0.5744) loss_giou_dn_1: 0.4791 (0.4674) loss_giou_dn_2: 0.4508 (0.4368) loss_giou_dn_3: 0.4434 (0.4285) loss_giou_dn_4: 0.4417 (0.4264) loss_giou_dn_5: 0.4415 (0.4266) loss_vfl: 0.6475 (0.6712) loss_vfl_aux_0: 0.7570 (0.7740) loss_vfl_aux_1: 0.7212 (0.7276) loss_vfl_aux_2: 0.6660 (0.6982) loss_vfl_aux_3: 0.6536 (0.6835) loss_vfl_aux_4: 0.6486 (0.6754) loss_vfl_aux_5: 0.7283 (0.7564) loss_vfl_dn_0: 0.4507 (0.4511) loss_vfl_dn_1: 0.3837 (0.3854) loss_vfl_dn_2: 0.3650 (0.3695) loss_vfl_dn_3: 0.3597 (0.3621) loss_vfl_dn_4: 0.3577 (0.3595) loss_vfl_dn_5: 0.3552 (0.3587) time: 0.4767 data: 0.0139 max mem: 5654 Epoch: [47] [4000/7393] eta: 0:27:51 lr: 0.000010 loss: 15.4401 (15.7034) loss_bbox: 0.1480 (0.1511) loss_bbox_aux_0: 0.1577 (0.1643) loss_bbox_aux_1: 0.1451 (0.1565) loss_bbox_aux_2: 0.1399 (0.1536) loss_bbox_aux_3: 0.1420 (0.1515) loss_bbox_aux_4: 0.1421 (0.1511) loss_bbox_aux_5: 0.1900 (0.2015) loss_bbox_dn_0: 0.2487 (0.2645) loss_bbox_dn_1: 0.1691 (0.1943) loss_bbox_dn_2: 0.1472 (0.1738) loss_bbox_dn_3: 0.1436 (0.1678) loss_bbox_dn_4: 0.1428 (0.1664) loss_bbox_dn_5: 0.1428 (0.1664) loss_giou: 0.4062 (0.4690) loss_giou_aux_0: 0.4331 (0.4927) loss_giou_aux_1: 0.4126 (0.4786) loss_giou_aux_2: 0.4075 (0.4735) loss_giou_aux_3: 0.4075 (0.4702) loss_giou_aux_4: 0.4087 (0.4690) loss_giou_aux_5: 0.5099 (0.5576) loss_giou_dn_0: 0.5423 (0.5743) loss_giou_dn_1: 0.4337 (0.4673) loss_giou_dn_2: 0.4133 (0.4367) loss_giou_dn_3: 0.4065 (0.4284) loss_giou_dn_4: 0.4058 (0.4263) loss_giou_dn_5: 0.4061 (0.4265) loss_vfl: 0.6725 (0.6709) loss_vfl_aux_0: 0.7669 (0.7738) loss_vfl_aux_1: 0.7214 (0.7274) loss_vfl_aux_2: 0.6974 (0.6980) loss_vfl_aux_3: 0.6820 (0.6832) loss_vfl_aux_4: 0.6708 (0.6750) loss_vfl_aux_5: 0.7711 (0.7561) loss_vfl_dn_0: 0.4495 (0.4510) loss_vfl_dn_1: 0.3830 (0.3854) loss_vfl_dn_2: 0.3696 (0.3695) loss_vfl_dn_3: 0.3626 (0.3621) loss_vfl_dn_4: 0.3594 (0.3594) loss_vfl_dn_5: 0.3607 (0.3587) time: 0.4741 data: 0.0141 max mem: 5654 Epoch: [47] [4100/7393] eta: 0:27:01 lr: 0.000010 loss: 15.3294 (15.7031) loss_bbox: 0.1554 (0.1513) loss_bbox_aux_0: 0.1669 (0.1645) loss_bbox_aux_1: 0.1525 (0.1566) loss_bbox_aux_2: 0.1552 (0.1537) loss_bbox_aux_3: 0.1591 (0.1516) loss_bbox_aux_4: 0.1516 (0.1513) loss_bbox_aux_5: 0.2055 (0.2016) loss_bbox_dn_0: 0.2616 (0.2646) loss_bbox_dn_1: 0.1921 (0.1943) loss_bbox_dn_2: 0.1712 (0.1738) loss_bbox_dn_3: 0.1694 (0.1678) loss_bbox_dn_4: 0.1707 (0.1664) loss_bbox_dn_5: 0.1707 (0.1664) loss_giou: 0.4373 (0.4689) loss_giou_aux_0: 0.4697 (0.4926) loss_giou_aux_1: 0.4485 (0.4785) loss_giou_aux_2: 0.4361 (0.4734) loss_giou_aux_3: 0.4463 (0.4701) loss_giou_aux_4: 0.4322 (0.4689) loss_giou_aux_5: 0.5316 (0.5576) loss_giou_dn_0: 0.5645 (0.5743) loss_giou_dn_1: 0.4592 (0.4672) loss_giou_dn_2: 0.4281 (0.4366) loss_giou_dn_3: 0.4213 (0.4283) loss_giou_dn_4: 0.4200 (0.4262) loss_giou_dn_5: 0.4200 (0.4264) loss_vfl: 0.6550 (0.6709) loss_vfl_aux_0: 0.7614 (0.7739) loss_vfl_aux_1: 0.7155 (0.7275) loss_vfl_aux_2: 0.7043 (0.6980) loss_vfl_aux_3: 0.6718 (0.6831) loss_vfl_aux_4: 0.6754 (0.6750) loss_vfl_aux_5: 0.7390 (0.7560) loss_vfl_dn_0: 0.4504 (0.4511) loss_vfl_dn_1: 0.3835 (0.3853) loss_vfl_dn_2: 0.3663 (0.3694) loss_vfl_dn_3: 0.3619 (0.3620) loss_vfl_dn_4: 0.3607 (0.3594) loss_vfl_dn_5: 0.3589 (0.3586) time: 0.4861 data: 0.0141 max mem: 5654 Epoch: [47] [4200/7393] eta: 0:26:10 lr: 0.000010 loss: 16.4232 (15.7053) loss_bbox: 0.1460 (0.1513) loss_bbox_aux_0: 0.1561 (0.1645) loss_bbox_aux_1: 0.1508 (0.1566) loss_bbox_aux_2: 0.1389 (0.1538) loss_bbox_aux_3: 0.1497 (0.1517) loss_bbox_aux_4: 0.1487 (0.1513) loss_bbox_aux_5: 0.1915 (0.2016) loss_bbox_dn_0: 0.2463 (0.2646) loss_bbox_dn_1: 0.1850 (0.1943) loss_bbox_dn_2: 0.1701 (0.1739) loss_bbox_dn_3: 0.1639 (0.1679) loss_bbox_dn_4: 0.1624 (0.1665) loss_bbox_dn_5: 0.1624 (0.1665) loss_giou: 0.4680 (0.4691) loss_giou_aux_0: 0.4942 (0.4928) loss_giou_aux_1: 0.4690 (0.4787) loss_giou_aux_2: 0.4699 (0.4736) loss_giou_aux_3: 0.4708 (0.4703) loss_giou_aux_4: 0.4640 (0.4691) loss_giou_aux_5: 0.5666 (0.5578) loss_giou_dn_0: 0.5996 (0.5745) loss_giou_dn_1: 0.4876 (0.4673) loss_giou_dn_2: 0.4599 (0.4367) loss_giou_dn_3: 0.4467 (0.4284) loss_giou_dn_4: 0.4458 (0.4264) loss_giou_dn_5: 0.4458 (0.4265) loss_vfl: 0.6614 (0.6708) loss_vfl_aux_0: 0.7587 (0.7736) loss_vfl_aux_1: 0.7327 (0.7274) loss_vfl_aux_2: 0.6871 (0.6979) loss_vfl_aux_3: 0.6811 (0.6830) loss_vfl_aux_4: 0.6636 (0.6749) loss_vfl_aux_5: 0.7775 (0.7558) loss_vfl_dn_0: 0.4535 (0.4510) loss_vfl_dn_1: 0.3891 (0.3853) loss_vfl_dn_2: 0.3757 (0.3695) loss_vfl_dn_3: 0.3696 (0.3621) loss_vfl_dn_4: 0.3674 (0.3594) loss_vfl_dn_5: 0.3647 (0.3587) time: 0.4891 data: 0.0143 max mem: 5654 Epoch: [47] [4300/7393] eta: 0:25:20 lr: 0.000010 loss: 15.2470 (15.7020) loss_bbox: 0.1389 (0.1514) loss_bbox_aux_0: 0.1560 (0.1646) loss_bbox_aux_1: 0.1427 (0.1566) loss_bbox_aux_2: 0.1403 (0.1538) loss_bbox_aux_3: 0.1381 (0.1517) loss_bbox_aux_4: 0.1401 (0.1513) loss_bbox_aux_5: 0.1902 (0.2017) loss_bbox_dn_0: 0.2320 (0.2645) loss_bbox_dn_1: 0.1768 (0.1943) loss_bbox_dn_2: 0.1566 (0.1739) loss_bbox_dn_3: 0.1526 (0.1678) loss_bbox_dn_4: 0.1506 (0.1665) loss_bbox_dn_5: 0.1507 (0.1665) loss_giou: 0.4566 (0.4688) loss_giou_aux_0: 0.4764 (0.4926) loss_giou_aux_1: 0.4783 (0.4785) loss_giou_aux_2: 0.4591 (0.4733) loss_giou_aux_3: 0.4684 (0.4701) loss_giou_aux_4: 0.4595 (0.4689) loss_giou_aux_5: 0.5302 (0.5575) loss_giou_dn_0: 0.5621 (0.5744) loss_giou_dn_1: 0.4586 (0.4671) loss_giou_dn_2: 0.4314 (0.4365) loss_giou_dn_3: 0.4295 (0.4282) loss_giou_dn_4: 0.4289 (0.4262) loss_giou_dn_5: 0.4290 (0.4263) loss_vfl: 0.6786 (0.6707) loss_vfl_aux_0: 0.7527 (0.7734) loss_vfl_aux_1: 0.7194 (0.7273) loss_vfl_aux_2: 0.7040 (0.6979) loss_vfl_aux_3: 0.6817 (0.6830) loss_vfl_aux_4: 0.6839 (0.6749) loss_vfl_aux_5: 0.7466 (0.7559) loss_vfl_dn_0: 0.4455 (0.4510) loss_vfl_dn_1: 0.3830 (0.3853) loss_vfl_dn_2: 0.3621 (0.3694) loss_vfl_dn_3: 0.3555 (0.3620) loss_vfl_dn_4: 0.3498 (0.3594) loss_vfl_dn_5: 0.3487 (0.3586) time: 0.4701 data: 0.0143 max mem: 5654 Epoch: [47] [4400/7393] eta: 0:24:30 lr: 0.000010 loss: 15.5468 (15.7051) loss_bbox: 0.1632 (0.1514) loss_bbox_aux_0: 0.1722 (0.1646) loss_bbox_aux_1: 0.1670 (0.1566) loss_bbox_aux_2: 0.1537 (0.1538) loss_bbox_aux_3: 0.1659 (0.1518) loss_bbox_aux_4: 0.1620 (0.1514) loss_bbox_aux_5: 0.2063 (0.2016) loss_bbox_dn_0: 0.2764 (0.2645) loss_bbox_dn_1: 0.1907 (0.1942) loss_bbox_dn_2: 0.1664 (0.1738) loss_bbox_dn_3: 0.1605 (0.1678) loss_bbox_dn_4: 0.1598 (0.1664) loss_bbox_dn_5: 0.1598 (0.1665) loss_giou: 0.4722 (0.4691) loss_giou_aux_0: 0.4979 (0.4929) loss_giou_aux_1: 0.4839 (0.4788) loss_giou_aux_2: 0.4800 (0.4736) loss_giou_aux_3: 0.4722 (0.4704) loss_giou_aux_4: 0.4656 (0.4692) loss_giou_aux_5: 0.5683 (0.5577) loss_giou_dn_0: 0.5729 (0.5747) loss_giou_dn_1: 0.4575 (0.4675) loss_giou_dn_2: 0.4215 (0.4368) loss_giou_dn_3: 0.4106 (0.4285) loss_giou_dn_4: 0.4097 (0.4264) loss_giou_dn_5: 0.4101 (0.4266) loss_vfl: 0.6464 (0.6707) loss_vfl_aux_0: 0.7356 (0.7732) loss_vfl_aux_1: 0.7043 (0.7273) loss_vfl_aux_2: 0.6788 (0.6978) loss_vfl_aux_3: 0.6530 (0.6829) loss_vfl_aux_4: 0.6569 (0.6747) loss_vfl_aux_5: 0.7188 (0.7558) loss_vfl_dn_0: 0.4452 (0.4510) loss_vfl_dn_1: 0.3779 (0.3854) loss_vfl_dn_2: 0.3597 (0.3695) loss_vfl_dn_3: 0.3522 (0.3621) loss_vfl_dn_4: 0.3508 (0.3595) loss_vfl_dn_5: 0.3492 (0.3587) time: 0.4757 data: 0.0138 max mem: 5654 Epoch: [47] [4500/7393] eta: 0:23:40 lr: 0.000010 loss: 15.5745 (15.7072) loss_bbox: 0.1349 (0.1515) loss_bbox_aux_0: 0.1500 (0.1646) loss_bbox_aux_1: 0.1367 (0.1567) loss_bbox_aux_2: 0.1436 (0.1538) loss_bbox_aux_3: 0.1341 (0.1518) loss_bbox_aux_4: 0.1356 (0.1515) loss_bbox_aux_5: 0.1773 (0.2017) loss_bbox_dn_0: 0.2469 (0.2647) loss_bbox_dn_1: 0.1773 (0.1945) loss_bbox_dn_2: 0.1607 (0.1740) loss_bbox_dn_3: 0.1556 (0.1680) loss_bbox_dn_4: 0.1550 (0.1667) loss_bbox_dn_5: 0.1550 (0.1667) loss_giou: 0.4656 (0.4688) loss_giou_aux_0: 0.4812 (0.4925) loss_giou_aux_1: 0.4769 (0.4784) loss_giou_aux_2: 0.4704 (0.4733) loss_giou_aux_3: 0.4759 (0.4700) loss_giou_aux_4: 0.4678 (0.4688) loss_giou_aux_5: 0.5581 (0.5574) loss_giou_dn_0: 0.5776 (0.5746) loss_giou_dn_1: 0.4728 (0.4673) loss_giou_dn_2: 0.4402 (0.4366) loss_giou_dn_3: 0.4317 (0.4283) loss_giou_dn_4: 0.4308 (0.4263) loss_giou_dn_5: 0.4308 (0.4265) loss_vfl: 0.6823 (0.6711) loss_vfl_aux_0: 0.7879 (0.7739) loss_vfl_aux_1: 0.7346 (0.7278) loss_vfl_aux_2: 0.7037 (0.6983) loss_vfl_aux_3: 0.6794 (0.6833) loss_vfl_aux_4: 0.6751 (0.6751) loss_vfl_aux_5: 0.7592 (0.7563) loss_vfl_dn_0: 0.4581 (0.4511) loss_vfl_dn_1: 0.3849 (0.3854) loss_vfl_dn_2: 0.3674 (0.3695) loss_vfl_dn_3: 0.3575 (0.3621) loss_vfl_dn_4: 0.3578 (0.3595) loss_vfl_dn_5: 0.3576 (0.3587) time: 0.4787 data: 0.0142 max mem: 5654 Epoch: [47] [4600/7393] eta: 0:22:50 lr: 0.000010 loss: 15.7129 (15.7090) loss_bbox: 0.1627 (0.1515) loss_bbox_aux_0: 0.1723 (0.1647) loss_bbox_aux_1: 0.1615 (0.1567) loss_bbox_aux_2: 0.1625 (0.1538) loss_bbox_aux_3: 0.1638 (0.1518) loss_bbox_aux_4: 0.1644 (0.1515) loss_bbox_aux_5: 0.2139 (0.2017) loss_bbox_dn_0: 0.2999 (0.2646) loss_bbox_dn_1: 0.2125 (0.1944) loss_bbox_dn_2: 0.1907 (0.1739) loss_bbox_dn_3: 0.1852 (0.1680) loss_bbox_dn_4: 0.1831 (0.1666) loss_bbox_dn_5: 0.1831 (0.1666) loss_giou: 0.4963 (0.4692) loss_giou_aux_0: 0.5168 (0.4929) loss_giou_aux_1: 0.5029 (0.4788) loss_giou_aux_2: 0.4993 (0.4737) loss_giou_aux_3: 0.4958 (0.4704) loss_giou_aux_4: 0.4963 (0.4692) loss_giou_aux_5: 0.5688 (0.5578) loss_giou_dn_0: 0.5721 (0.5746) loss_giou_dn_1: 0.4649 (0.4674) loss_giou_dn_2: 0.4359 (0.4367) loss_giou_dn_3: 0.4313 (0.4284) loss_giou_dn_4: 0.4299 (0.4264) loss_giou_dn_5: 0.4301 (0.4266) loss_vfl: 0.6544 (0.6710) loss_vfl_aux_0: 0.7457 (0.7738) loss_vfl_aux_1: 0.6884 (0.7277) loss_vfl_aux_2: 0.6649 (0.6982) loss_vfl_aux_3: 0.6593 (0.6832) loss_vfl_aux_4: 0.6695 (0.6751) loss_vfl_aux_5: 0.7536 (0.7561) loss_vfl_dn_0: 0.4547 (0.4511) loss_vfl_dn_1: 0.3749 (0.3854) loss_vfl_dn_2: 0.3591 (0.3695) loss_vfl_dn_3: 0.3516 (0.3621) loss_vfl_dn_4: 0.3518 (0.3595) loss_vfl_dn_5: 0.3506 (0.3587) time: 0.4741 data: 0.0148 max mem: 5654 Epoch: [47] [4700/7393] eta: 0:22:01 lr: 0.000010 loss: 15.3644 (15.7073) loss_bbox: 0.1453 (0.1515) loss_bbox_aux_0: 0.1690 (0.1647) loss_bbox_aux_1: 0.1525 (0.1567) loss_bbox_aux_2: 0.1497 (0.1539) loss_bbox_aux_3: 0.1416 (0.1518) loss_bbox_aux_4: 0.1492 (0.1515) loss_bbox_aux_5: 0.1901 (0.2018) loss_bbox_dn_0: 0.2482 (0.2645) loss_bbox_dn_1: 0.1820 (0.1943) loss_bbox_dn_2: 0.1690 (0.1739) loss_bbox_dn_3: 0.1632 (0.1679) loss_bbox_dn_4: 0.1630 (0.1666) loss_bbox_dn_5: 0.1631 (0.1666) loss_giou: 0.4497 (0.4691) loss_giou_aux_0: 0.4819 (0.4928) loss_giou_aux_1: 0.4726 (0.4788) loss_giou_aux_2: 0.4554 (0.4736) loss_giou_aux_3: 0.4514 (0.4703) loss_giou_aux_4: 0.4493 (0.4691) loss_giou_aux_5: 0.5552 (0.5578) loss_giou_dn_0: 0.5565 (0.5743) loss_giou_dn_1: 0.4478 (0.4672) loss_giou_dn_2: 0.4143 (0.4365) loss_giou_dn_3: 0.4078 (0.4282) loss_giou_dn_4: 0.4083 (0.4262) loss_giou_dn_5: 0.4087 (0.4264) loss_vfl: 0.6605 (0.6710) loss_vfl_aux_0: 0.7837 (0.7740) loss_vfl_aux_1: 0.7096 (0.7277) loss_vfl_aux_2: 0.6941 (0.6982) loss_vfl_aux_3: 0.6834 (0.6832) loss_vfl_aux_4: 0.6680 (0.6750) loss_vfl_aux_5: 0.7355 (0.7561) loss_vfl_dn_0: 0.4474 (0.4511) loss_vfl_dn_1: 0.3784 (0.3854) loss_vfl_dn_2: 0.3619 (0.3694) loss_vfl_dn_3: 0.3557 (0.3621) loss_vfl_dn_4: 0.3547 (0.3594) loss_vfl_dn_5: 0.3539 (0.3586) time: 0.4784 data: 0.0142 max mem: 5654 Epoch: [47] [4800/7393] eta: 0:21:14 lr: 0.000010 loss: 15.6239 (15.7064) loss_bbox: 0.1401 (0.1516) loss_bbox_aux_0: 0.1545 (0.1647) loss_bbox_aux_1: 0.1512 (0.1567) loss_bbox_aux_2: 0.1388 (0.1539) loss_bbox_aux_3: 0.1405 (0.1519) loss_bbox_aux_4: 0.1422 (0.1516) loss_bbox_aux_5: 0.1787 (0.2017) loss_bbox_dn_0: 0.2378 (0.2645) loss_bbox_dn_1: 0.1755 (0.1943) loss_bbox_dn_2: 0.1654 (0.1738) loss_bbox_dn_3: 0.1589 (0.1679) loss_bbox_dn_4: 0.1565 (0.1665) loss_bbox_dn_5: 0.1564 (0.1665) loss_giou: 0.4387 (0.4692) loss_giou_aux_0: 0.4595 (0.4929) loss_giou_aux_1: 0.4382 (0.4789) loss_giou_aux_2: 0.4454 (0.4737) loss_giou_aux_3: 0.4426 (0.4704) loss_giou_aux_4: 0.4378 (0.4692) loss_giou_aux_5: 0.5113 (0.5578) loss_giou_dn_0: 0.5774 (0.5744) loss_giou_dn_1: 0.4693 (0.4672) loss_giou_dn_2: 0.4351 (0.4366) loss_giou_dn_3: 0.4249 (0.4283) loss_giou_dn_4: 0.4216 (0.4263) loss_giou_dn_5: 0.4226 (0.4265) loss_vfl: 0.6818 (0.6707) loss_vfl_aux_0: 0.7752 (0.7739) loss_vfl_aux_1: 0.7300 (0.7275) loss_vfl_aux_2: 0.6984 (0.6979) loss_vfl_aux_3: 0.6843 (0.6829) loss_vfl_aux_4: 0.6780 (0.6748) loss_vfl_aux_5: 0.7791 (0.7561) loss_vfl_dn_0: 0.4495 (0.4511) loss_vfl_dn_1: 0.3899 (0.3853) loss_vfl_dn_2: 0.3689 (0.3694) loss_vfl_dn_3: 0.3648 (0.3620) loss_vfl_dn_4: 0.3637 (0.3594) loss_vfl_dn_5: 0.3603 (0.3586) time: 0.4709 data: 0.0137 max mem: 5654 Epoch: [47] [4900/7393] eta: 0:20:25 lr: 0.000010 loss: 15.8613 (15.7075) loss_bbox: 0.1416 (0.1516) loss_bbox_aux_0: 0.1493 (0.1647) loss_bbox_aux_1: 0.1413 (0.1567) loss_bbox_aux_2: 0.1374 (0.1539) loss_bbox_aux_3: 0.1380 (0.1519) loss_bbox_aux_4: 0.1400 (0.1516) loss_bbox_aux_5: 0.2019 (0.2018) loss_bbox_dn_0: 0.2653 (0.2646) loss_bbox_dn_1: 0.1759 (0.1943) loss_bbox_dn_2: 0.1550 (0.1739) loss_bbox_dn_3: 0.1522 (0.1679) loss_bbox_dn_4: 0.1489 (0.1666) loss_bbox_dn_5: 0.1490 (0.1666) loss_giou: 0.4550 (0.4691) loss_giou_aux_0: 0.4806 (0.4929) loss_giou_aux_1: 0.4727 (0.4788) loss_giou_aux_2: 0.4515 (0.4736) loss_giou_aux_3: 0.4497 (0.4703) loss_giou_aux_4: 0.4522 (0.4691) loss_giou_aux_5: 0.5423 (0.5578) loss_giou_dn_0: 0.5593 (0.5744) loss_giou_dn_1: 0.4554 (0.4672) loss_giou_dn_2: 0.4276 (0.4366) loss_giou_dn_3: 0.4212 (0.4283) loss_giou_dn_4: 0.4170 (0.4263) loss_giou_dn_5: 0.4171 (0.4265) loss_vfl: 0.6710 (0.6708) loss_vfl_aux_0: 0.7936 (0.7739) loss_vfl_aux_1: 0.7300 (0.7277) loss_vfl_aux_2: 0.7125 (0.6980) loss_vfl_aux_3: 0.6884 (0.6831) loss_vfl_aux_4: 0.6892 (0.6749) loss_vfl_aux_5: 0.7753 (0.7562) loss_vfl_dn_0: 0.4483 (0.4511) loss_vfl_dn_1: 0.3893 (0.3853) loss_vfl_dn_2: 0.3700 (0.3694) loss_vfl_dn_3: 0.3612 (0.3620) loss_vfl_dn_4: 0.3592 (0.3594) loss_vfl_dn_5: 0.3576 (0.3586) time: 0.4848 data: 0.0145 max mem: 5654 Epoch: [47] [5000/7393] eta: 0:19:35 lr: 0.000010 loss: 14.9411 (15.7038) loss_bbox: 0.1373 (0.1516) loss_bbox_aux_0: 0.1498 (0.1647) loss_bbox_aux_1: 0.1442 (0.1567) loss_bbox_aux_2: 0.1445 (0.1539) loss_bbox_aux_3: 0.1369 (0.1519) loss_bbox_aux_4: 0.1373 (0.1516) loss_bbox_aux_5: 0.1837 (0.2017) loss_bbox_dn_0: 0.2241 (0.2645) loss_bbox_dn_1: 0.1558 (0.1943) loss_bbox_dn_2: 0.1445 (0.1739) loss_bbox_dn_3: 0.1413 (0.1679) loss_bbox_dn_4: 0.1391 (0.1665) loss_bbox_dn_5: 0.1391 (0.1666) loss_giou: 0.4275 (0.4691) loss_giou_aux_0: 0.4491 (0.4928) loss_giou_aux_1: 0.4345 (0.4788) loss_giou_aux_2: 0.4343 (0.4735) loss_giou_aux_3: 0.4271 (0.4702) loss_giou_aux_4: 0.4257 (0.4691) loss_giou_aux_5: 0.5243 (0.5577) loss_giou_dn_0: 0.5485 (0.5742) loss_giou_dn_1: 0.4352 (0.4671) loss_giou_dn_2: 0.4073 (0.4364) loss_giou_dn_3: 0.3973 (0.4282) loss_giou_dn_4: 0.3936 (0.4261) loss_giou_dn_5: 0.3937 (0.4263) loss_vfl: 0.6453 (0.6705) loss_vfl_aux_0: 0.7518 (0.7737) loss_vfl_aux_1: 0.7115 (0.7274) loss_vfl_aux_2: 0.6690 (0.6978) loss_vfl_aux_3: 0.6560 (0.6829) loss_vfl_aux_4: 0.6480 (0.6746) loss_vfl_aux_5: 0.7160 (0.7560) loss_vfl_dn_0: 0.4393 (0.4511) loss_vfl_dn_1: 0.3756 (0.3853) loss_vfl_dn_2: 0.3597 (0.3694) loss_vfl_dn_3: 0.3555 (0.3620) loss_vfl_dn_4: 0.3541 (0.3594) loss_vfl_dn_5: 0.3505 (0.3586) time: 0.4763 data: 0.0143 max mem: 5654 Epoch: [47] [5100/7393] eta: 0:18:45 lr: 0.000010 loss: 15.8556 (15.7046) loss_bbox: 0.1678 (0.1516) loss_bbox_aux_0: 0.1804 (0.1647) loss_bbox_aux_1: 0.1683 (0.1567) loss_bbox_aux_2: 0.1544 (0.1538) loss_bbox_aux_3: 0.1690 (0.1519) loss_bbox_aux_4: 0.1682 (0.1516) loss_bbox_aux_5: 0.2238 (0.2017) loss_bbox_dn_0: 0.2787 (0.2646) loss_bbox_dn_1: 0.1922 (0.1944) loss_bbox_dn_2: 0.1706 (0.1739) loss_bbox_dn_3: 0.1676 (0.1680) loss_bbox_dn_4: 0.1661 (0.1666) loss_bbox_dn_5: 0.1660 (0.1666) loss_giou: 0.4409 (0.4692) loss_giou_aux_0: 0.4719 (0.4929) loss_giou_aux_1: 0.4433 (0.4788) loss_giou_aux_2: 0.4374 (0.4736) loss_giou_aux_3: 0.4411 (0.4703) loss_giou_aux_4: 0.4414 (0.4692) loss_giou_aux_5: 0.5523 (0.5579) loss_giou_dn_0: 0.5631 (0.5743) loss_giou_dn_1: 0.4471 (0.4671) loss_giou_dn_2: 0.4147 (0.4364) loss_giou_dn_3: 0.4055 (0.4282) loss_giou_dn_4: 0.4043 (0.4261) loss_giou_dn_5: 0.4043 (0.4263) loss_vfl: 0.6752 (0.6704) loss_vfl_aux_0: 0.8041 (0.7736) loss_vfl_aux_1: 0.7591 (0.7274) loss_vfl_aux_2: 0.7042 (0.6979) loss_vfl_aux_3: 0.6967 (0.6828) loss_vfl_aux_4: 0.6827 (0.6745) loss_vfl_aux_5: 0.7712 (0.7561) loss_vfl_dn_0: 0.4498 (0.4511) loss_vfl_dn_1: 0.3905 (0.3853) loss_vfl_dn_2: 0.3717 (0.3693) loss_vfl_dn_3: 0.3626 (0.3620) loss_vfl_dn_4: 0.3591 (0.3593) loss_vfl_dn_5: 0.3566 (0.3586) time: 0.4772 data: 0.0144 max mem: 5654 Epoch: [47] [5200/7393] eta: 0:17:56 lr: 0.000010 loss: 16.3397 (15.7059) loss_bbox: 0.1652 (0.1517) loss_bbox_aux_0: 0.1695 (0.1648) loss_bbox_aux_1: 0.1572 (0.1568) loss_bbox_aux_2: 0.1575 (0.1539) loss_bbox_aux_3: 0.1630 (0.1519) loss_bbox_aux_4: 0.1696 (0.1517) loss_bbox_aux_5: 0.1960 (0.2018) loss_bbox_dn_0: 0.2494 (0.2649) loss_bbox_dn_1: 0.1987 (0.1946) loss_bbox_dn_2: 0.1797 (0.1741) loss_bbox_dn_3: 0.1760 (0.1681) loss_bbox_dn_4: 0.1750 (0.1668) loss_bbox_dn_5: 0.1750 (0.1668) loss_giou: 0.4952 (0.4692) loss_giou_aux_0: 0.5237 (0.4929) loss_giou_aux_1: 0.4999 (0.4789) loss_giou_aux_2: 0.5093 (0.4736) loss_giou_aux_3: 0.4907 (0.4703) loss_giou_aux_4: 0.4939 (0.4692) loss_giou_aux_5: 0.5700 (0.5579) loss_giou_dn_0: 0.5930 (0.5743) loss_giou_dn_1: 0.4915 (0.4671) loss_giou_dn_2: 0.4676 (0.4365) loss_giou_dn_3: 0.4603 (0.4282) loss_giou_dn_4: 0.4578 (0.4261) loss_giou_dn_5: 0.4580 (0.4263) loss_vfl: 0.6904 (0.6704) loss_vfl_aux_0: 0.7668 (0.7734) loss_vfl_aux_1: 0.7373 (0.7272) loss_vfl_aux_2: 0.7037 (0.6978) loss_vfl_aux_3: 0.6868 (0.6827) loss_vfl_aux_4: 0.6915 (0.6745) loss_vfl_aux_5: 0.7770 (0.7561) loss_vfl_dn_0: 0.4493 (0.4510) loss_vfl_dn_1: 0.3933 (0.3852) loss_vfl_dn_2: 0.3783 (0.3693) loss_vfl_dn_3: 0.3722 (0.3620) loss_vfl_dn_4: 0.3704 (0.3593) loss_vfl_dn_5: 0.3687 (0.3586) time: 0.4724 data: 0.0136 max mem: 5654 Epoch: [47] [5300/7393] eta: 0:17:06 lr: 0.000010 loss: 15.3011 (15.7003) loss_bbox: 0.1284 (0.1515) loss_bbox_aux_0: 0.1412 (0.1647) loss_bbox_aux_1: 0.1292 (0.1567) loss_bbox_aux_2: 0.1287 (0.1538) loss_bbox_aux_3: 0.1279 (0.1518) loss_bbox_aux_4: 0.1286 (0.1515) loss_bbox_aux_5: 0.1763 (0.2017) loss_bbox_dn_0: 0.2359 (0.2647) loss_bbox_dn_1: 0.1762 (0.1944) loss_bbox_dn_2: 0.1490 (0.1739) loss_bbox_dn_3: 0.1458 (0.1680) loss_bbox_dn_4: 0.1430 (0.1666) loss_bbox_dn_5: 0.1431 (0.1666) loss_giou: 0.4437 (0.4691) loss_giou_aux_0: 0.4677 (0.4929) loss_giou_aux_1: 0.4545 (0.4789) loss_giou_aux_2: 0.4389 (0.4735) loss_giou_aux_3: 0.4468 (0.4703) loss_giou_aux_4: 0.4464 (0.4691) loss_giou_aux_5: 0.5238 (0.5578) loss_giou_dn_0: 0.5569 (0.5742) loss_giou_dn_1: 0.4379 (0.4670) loss_giou_dn_2: 0.4099 (0.4363) loss_giou_dn_3: 0.4030 (0.4281) loss_giou_dn_4: 0.4014 (0.4260) loss_giou_dn_5: 0.4014 (0.4262) loss_vfl: 0.6294 (0.6701) loss_vfl_aux_0: 0.7229 (0.7730) loss_vfl_aux_1: 0.6821 (0.7268) loss_vfl_aux_2: 0.6493 (0.6975) loss_vfl_aux_3: 0.6351 (0.6825) loss_vfl_aux_4: 0.6309 (0.6742) loss_vfl_aux_5: 0.7226 (0.7558) loss_vfl_dn_0: 0.4421 (0.4510) loss_vfl_dn_1: 0.3726 (0.3851) loss_vfl_dn_2: 0.3569 (0.3692) loss_vfl_dn_3: 0.3467 (0.3619) loss_vfl_dn_4: 0.3423 (0.3592) loss_vfl_dn_5: 0.3409 (0.3585) time: 0.4797 data: 0.0138 max mem: 5654 Epoch: [47] [5400/7393] eta: 0:16:17 lr: 0.000010 loss: 15.9032 (15.7059) loss_bbox: 0.1536 (0.1516) loss_bbox_aux_0: 0.1689 (0.1649) loss_bbox_aux_1: 0.1632 (0.1568) loss_bbox_aux_2: 0.1608 (0.1539) loss_bbox_aux_3: 0.1570 (0.1519) loss_bbox_aux_4: 0.1524 (0.1516) loss_bbox_aux_5: 0.2073 (0.2018) loss_bbox_dn_0: 0.2662 (0.2648) loss_bbox_dn_1: 0.1949 (0.1946) loss_bbox_dn_2: 0.1787 (0.1741) loss_bbox_dn_3: 0.1767 (0.1681) loss_bbox_dn_4: 0.1759 (0.1667) loss_bbox_dn_5: 0.1759 (0.1668) loss_giou: 0.5052 (0.4694) loss_giou_aux_0: 0.5244 (0.4931) loss_giou_aux_1: 0.5122 (0.4791) loss_giou_aux_2: 0.5094 (0.4738) loss_giou_aux_3: 0.5154 (0.4705) loss_giou_aux_4: 0.5047 (0.4693) loss_giou_aux_5: 0.5844 (0.5581) loss_giou_dn_0: 0.5843 (0.5744) loss_giou_dn_1: 0.4776 (0.4672) loss_giou_dn_2: 0.4513 (0.4366) loss_giou_dn_3: 0.4455 (0.4283) loss_giou_dn_4: 0.4480 (0.4263) loss_giou_dn_5: 0.4495 (0.4264) loss_vfl: 0.6525 (0.6703) loss_vfl_aux_0: 0.7778 (0.7730) loss_vfl_aux_1: 0.7074 (0.7268) loss_vfl_aux_2: 0.6653 (0.6976) loss_vfl_aux_3: 0.6654 (0.6826) loss_vfl_aux_4: 0.6596 (0.6744) loss_vfl_aux_5: 0.7414 (0.7558) loss_vfl_dn_0: 0.4549 (0.4510) loss_vfl_dn_1: 0.3862 (0.3852) loss_vfl_dn_2: 0.3729 (0.3693) loss_vfl_dn_3: 0.3672 (0.3619) loss_vfl_dn_4: 0.3649 (0.3593) loss_vfl_dn_5: 0.3619 (0.3586) time: 0.4751 data: 0.0136 max mem: 5654 Epoch: [47] [5500/7393] eta: 0:15:27 lr: 0.000010 loss: 15.2095 (15.7036) loss_bbox: 0.1364 (0.1516) loss_bbox_aux_0: 0.1487 (0.1648) loss_bbox_aux_1: 0.1344 (0.1567) loss_bbox_aux_2: 0.1401 (0.1539) loss_bbox_aux_3: 0.1386 (0.1519) loss_bbox_aux_4: 0.1384 (0.1516) loss_bbox_aux_5: 0.1851 (0.2017) loss_bbox_dn_0: 0.2237 (0.2647) loss_bbox_dn_1: 0.1663 (0.1944) loss_bbox_dn_2: 0.1525 (0.1740) loss_bbox_dn_3: 0.1445 (0.1680) loss_bbox_dn_4: 0.1439 (0.1666) loss_bbox_dn_5: 0.1439 (0.1666) loss_giou: 0.4518 (0.4693) loss_giou_aux_0: 0.4629 (0.4931) loss_giou_aux_1: 0.4584 (0.4790) loss_giou_aux_2: 0.4556 (0.4738) loss_giou_aux_3: 0.4531 (0.4704) loss_giou_aux_4: 0.4540 (0.4693) loss_giou_aux_5: 0.5188 (0.5579) loss_giou_dn_0: 0.5520 (0.5743) loss_giou_dn_1: 0.4404 (0.4671) loss_giou_dn_2: 0.4076 (0.4365) loss_giou_dn_3: 0.4034 (0.4283) loss_giou_dn_4: 0.3996 (0.4262) loss_giou_dn_5: 0.4001 (0.4264) loss_vfl: 0.6445 (0.6703) loss_vfl_aux_0: 0.7682 (0.7729) loss_vfl_aux_1: 0.7101 (0.7267) loss_vfl_aux_2: 0.6685 (0.6974) loss_vfl_aux_3: 0.6547 (0.6826) loss_vfl_aux_4: 0.6470 (0.6743) loss_vfl_aux_5: 0.7498 (0.7558) loss_vfl_dn_0: 0.4445 (0.4510) loss_vfl_dn_1: 0.3831 (0.3852) loss_vfl_dn_2: 0.3666 (0.3693) loss_vfl_dn_3: 0.3611 (0.3619) loss_vfl_dn_4: 0.3606 (0.3593) loss_vfl_dn_5: 0.3603 (0.3586) time: 0.4707 data: 0.0149 max mem: 5654 Epoch: [47] [5600/7393] eta: 0:14:38 lr: 0.000010 loss: 15.5760 (15.7007) loss_bbox: 0.1525 (0.1516) loss_bbox_aux_0: 0.1500 (0.1647) loss_bbox_aux_1: 0.1538 (0.1567) loss_bbox_aux_2: 0.1446 (0.1538) loss_bbox_aux_3: 0.1500 (0.1519) loss_bbox_aux_4: 0.1493 (0.1515) loss_bbox_aux_5: 0.1845 (0.2016) loss_bbox_dn_0: 0.2612 (0.2646) loss_bbox_dn_1: 0.1886 (0.1944) loss_bbox_dn_2: 0.1701 (0.1739) loss_bbox_dn_3: 0.1635 (0.1680) loss_bbox_dn_4: 0.1604 (0.1666) loss_bbox_dn_5: 0.1603 (0.1666) loss_giou: 0.3966 (0.4693) loss_giou_aux_0: 0.4227 (0.4930) loss_giou_aux_1: 0.4039 (0.4789) loss_giou_aux_2: 0.3925 (0.4737) loss_giou_aux_3: 0.3993 (0.4704) loss_giou_aux_4: 0.4034 (0.4693) loss_giou_aux_5: 0.4946 (0.5578) loss_giou_dn_0: 0.5487 (0.5743) loss_giou_dn_1: 0.4286 (0.4671) loss_giou_dn_2: 0.4038 (0.4365) loss_giou_dn_3: 0.3933 (0.4282) loss_giou_dn_4: 0.3897 (0.4262) loss_giou_dn_5: 0.3896 (0.4264) loss_vfl: 0.6776 (0.6701) loss_vfl_aux_0: 0.7910 (0.7728) loss_vfl_aux_1: 0.7500 (0.7264) loss_vfl_aux_2: 0.7280 (0.6973) loss_vfl_aux_3: 0.6956 (0.6824) loss_vfl_aux_4: 0.6761 (0.6741) loss_vfl_aux_5: 0.7689 (0.7557) loss_vfl_dn_0: 0.4389 (0.4510) loss_vfl_dn_1: 0.3771 (0.3852) loss_vfl_dn_2: 0.3646 (0.3693) loss_vfl_dn_3: 0.3580 (0.3619) loss_vfl_dn_4: 0.3567 (0.3593) loss_vfl_dn_5: 0.3545 (0.3586) time: 0.4764 data: 0.0140 max mem: 5654 Epoch: [47] [5700/7393] eta: 0:13:49 lr: 0.000010 loss: 15.8052 (15.6995) loss_bbox: 0.1525 (0.1515) loss_bbox_aux_0: 0.1580 (0.1648) loss_bbox_aux_1: 0.1485 (0.1567) loss_bbox_aux_2: 0.1533 (0.1539) loss_bbox_aux_3: 0.1482 (0.1519) loss_bbox_aux_4: 0.1474 (0.1515) loss_bbox_aux_5: 0.1791 (0.2016) loss_bbox_dn_0: 0.2343 (0.2646) loss_bbox_dn_1: 0.1732 (0.1944) loss_bbox_dn_2: 0.1556 (0.1740) loss_bbox_dn_3: 0.1514 (0.1680) loss_bbox_dn_4: 0.1501 (0.1666) loss_bbox_dn_5: 0.1501 (0.1666) loss_giou: 0.4674 (0.4693) loss_giou_aux_0: 0.4899 (0.4930) loss_giou_aux_1: 0.4771 (0.4790) loss_giou_aux_2: 0.4558 (0.4737) loss_giou_aux_3: 0.4569 (0.4704) loss_giou_aux_4: 0.4767 (0.4693) loss_giou_aux_5: 0.5560 (0.5578) loss_giou_dn_0: 0.5684 (0.5743) loss_giou_dn_1: 0.4641 (0.4670) loss_giou_dn_2: 0.4341 (0.4364) loss_giou_dn_3: 0.4290 (0.4281) loss_giou_dn_4: 0.4264 (0.4261) loss_giou_dn_5: 0.4269 (0.4263) loss_vfl: 0.7034 (0.6700) loss_vfl_aux_0: 0.7777 (0.7726) loss_vfl_aux_1: 0.7264 (0.7262) loss_vfl_aux_2: 0.7022 (0.6970) loss_vfl_aux_3: 0.7049 (0.6822) loss_vfl_aux_4: 0.7061 (0.6740) loss_vfl_aux_5: 0.7455 (0.7555) loss_vfl_dn_0: 0.4537 (0.4510) loss_vfl_dn_1: 0.3864 (0.3852) loss_vfl_dn_2: 0.3697 (0.3693) loss_vfl_dn_3: 0.3612 (0.3619) loss_vfl_dn_4: 0.3583 (0.3593) loss_vfl_dn_5: 0.3565 (0.3586) time: 0.4930 data: 0.0141 max mem: 5654 Epoch: [47] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 15.3364 (15.6966) loss_bbox: 0.1441 (0.1516) loss_bbox_aux_0: 0.1541 (0.1648) loss_bbox_aux_1: 0.1512 (0.1568) loss_bbox_aux_2: 0.1404 (0.1539) loss_bbox_aux_3: 0.1355 (0.1519) loss_bbox_aux_4: 0.1386 (0.1516) loss_bbox_aux_5: 0.2093 (0.2017) loss_bbox_dn_0: 0.2533 (0.2648) loss_bbox_dn_1: 0.1782 (0.1945) loss_bbox_dn_2: 0.1652 (0.1741) loss_bbox_dn_3: 0.1582 (0.1681) loss_bbox_dn_4: 0.1553 (0.1667) loss_bbox_dn_5: 0.1555 (0.1667) loss_giou: 0.4540 (0.4690) loss_giou_aux_0: 0.4542 (0.4927) loss_giou_aux_1: 0.4646 (0.4787) loss_giou_aux_2: 0.4630 (0.4734) loss_giou_aux_3: 0.4566 (0.4701) loss_giou_aux_4: 0.4554 (0.4689) loss_giou_aux_5: 0.5198 (0.5575) loss_giou_dn_0: 0.5420 (0.5741) loss_giou_dn_1: 0.4463 (0.4668) loss_giou_dn_2: 0.4193 (0.4361) loss_giou_dn_3: 0.4116 (0.4279) loss_giou_dn_4: 0.4101 (0.4259) loss_giou_dn_5: 0.4101 (0.4261) loss_vfl: 0.6462 (0.6700) loss_vfl_aux_0: 0.7493 (0.7725) loss_vfl_aux_1: 0.7073 (0.7261) loss_vfl_aux_2: 0.6704 (0.6970) loss_vfl_aux_3: 0.6651 (0.6823) loss_vfl_aux_4: 0.6615 (0.6740) loss_vfl_aux_5: 0.7099 (0.7555) loss_vfl_dn_0: 0.4429 (0.4510) loss_vfl_dn_1: 0.3804 (0.3852) loss_vfl_dn_2: 0.3661 (0.3693) loss_vfl_dn_3: 0.3599 (0.3619) loss_vfl_dn_4: 0.3544 (0.3593) loss_vfl_dn_5: 0.3534 (0.3585) time: 0.4889 data: 0.0144 max mem: 5654 Epoch: [47] [5900/7393] eta: 0:12:12 lr: 0.000010 loss: 15.5354 (15.6977) loss_bbox: 0.1490 (0.1516) loss_bbox_aux_0: 0.1625 (0.1648) loss_bbox_aux_1: 0.1598 (0.1569) loss_bbox_aux_2: 0.1470 (0.1539) loss_bbox_aux_3: 0.1551 (0.1519) loss_bbox_aux_4: 0.1514 (0.1516) loss_bbox_aux_5: 0.2102 (0.2018) loss_bbox_dn_0: 0.2726 (0.2648) loss_bbox_dn_1: 0.1946 (0.1946) loss_bbox_dn_2: 0.1673 (0.1741) loss_bbox_dn_3: 0.1685 (0.1682) loss_bbox_dn_4: 0.1658 (0.1668) loss_bbox_dn_5: 0.1657 (0.1668) loss_giou: 0.4136 (0.4691) loss_giou_aux_0: 0.4427 (0.4928) loss_giou_aux_1: 0.4213 (0.4788) loss_giou_aux_2: 0.4073 (0.4735) loss_giou_aux_3: 0.4150 (0.4702) loss_giou_aux_4: 0.4162 (0.4691) loss_giou_aux_5: 0.5268 (0.5576) loss_giou_dn_0: 0.5475 (0.5741) loss_giou_dn_1: 0.4433 (0.4668) loss_giou_dn_2: 0.4136 (0.4362) loss_giou_dn_3: 0.4043 (0.4279) loss_giou_dn_4: 0.4003 (0.4259) loss_giou_dn_5: 0.4010 (0.4261) loss_vfl: 0.6741 (0.6699) loss_vfl_aux_0: 0.7911 (0.7724) loss_vfl_aux_1: 0.7238 (0.7259) loss_vfl_aux_2: 0.7017 (0.6969) loss_vfl_aux_3: 0.6849 (0.6822) loss_vfl_aux_4: 0.6812 (0.6740) loss_vfl_aux_5: 0.7806 (0.7553) loss_vfl_dn_0: 0.4480 (0.4510) loss_vfl_dn_1: 0.3826 (0.3851) loss_vfl_dn_2: 0.3647 (0.3693) loss_vfl_dn_3: 0.3572 (0.3619) loss_vfl_dn_4: 0.3506 (0.3593) loss_vfl_dn_5: 0.3495 (0.3585) time: 0.4781 data: 0.0136 max mem: 5654 Epoch: [47] [6000/7393] eta: 0:11:22 lr: 0.000010 loss: 15.9320 (15.6960) loss_bbox: 0.1420 (0.1516) loss_bbox_aux_0: 0.1556 (0.1649) loss_bbox_aux_1: 0.1483 (0.1569) loss_bbox_aux_2: 0.1454 (0.1540) loss_bbox_aux_3: 0.1425 (0.1520) loss_bbox_aux_4: 0.1434 (0.1516) loss_bbox_aux_5: 0.1840 (0.2018) loss_bbox_dn_0: 0.2627 (0.2649) loss_bbox_dn_1: 0.1865 (0.1946) loss_bbox_dn_2: 0.1635 (0.1742) loss_bbox_dn_3: 0.1571 (0.1682) loss_bbox_dn_4: 0.1573 (0.1668) loss_bbox_dn_5: 0.1573 (0.1669) loss_giou: 0.4408 (0.4690) loss_giou_aux_0: 0.4634 (0.4926) loss_giou_aux_1: 0.4538 (0.4787) loss_giou_aux_2: 0.4415 (0.4734) loss_giou_aux_3: 0.4365 (0.4700) loss_giou_aux_4: 0.4378 (0.4689) loss_giou_aux_5: 0.5135 (0.5575) loss_giou_dn_0: 0.5507 (0.5739) loss_giou_dn_1: 0.4540 (0.4667) loss_giou_dn_2: 0.4167 (0.4361) loss_giou_dn_3: 0.4075 (0.4278) loss_giou_dn_4: 0.4072 (0.4258) loss_giou_dn_5: 0.4079 (0.4260) loss_vfl: 0.6856 (0.6699) loss_vfl_aux_0: 0.7720 (0.7724) loss_vfl_aux_1: 0.7476 (0.7259) loss_vfl_aux_2: 0.7044 (0.6969) loss_vfl_aux_3: 0.7009 (0.6822) loss_vfl_aux_4: 0.6913 (0.6739) loss_vfl_aux_5: 0.7620 (0.7554) loss_vfl_dn_0: 0.4497 (0.4509) loss_vfl_dn_1: 0.3861 (0.3851) loss_vfl_dn_2: 0.3692 (0.3692) loss_vfl_dn_3: 0.3650 (0.3618) loss_vfl_dn_4: 0.3622 (0.3592) loss_vfl_dn_5: 0.3617 (0.3585) time: 0.4856 data: 0.0137 max mem: 5654 Epoch: [47] [6100/7393] eta: 0:10:33 lr: 0.000010 loss: 15.5899 (15.6921) loss_bbox: 0.1414 (0.1516) loss_bbox_aux_0: 0.1533 (0.1648) loss_bbox_aux_1: 0.1428 (0.1569) loss_bbox_aux_2: 0.1410 (0.1539) loss_bbox_aux_3: 0.1401 (0.1519) loss_bbox_aux_4: 0.1408 (0.1516) loss_bbox_aux_5: 0.1767 (0.2017) loss_bbox_dn_0: 0.2275 (0.2648) loss_bbox_dn_1: 0.1693 (0.1945) loss_bbox_dn_2: 0.1552 (0.1741) loss_bbox_dn_3: 0.1511 (0.1681) loss_bbox_dn_4: 0.1502 (0.1668) loss_bbox_dn_5: 0.1502 (0.1668) loss_giou: 0.4747 (0.4688) loss_giou_aux_0: 0.4873 (0.4924) loss_giou_aux_1: 0.4913 (0.4785) loss_giou_aux_2: 0.4819 (0.4732) loss_giou_aux_3: 0.4757 (0.4698) loss_giou_aux_4: 0.4797 (0.4687) loss_giou_aux_5: 0.5665 (0.5573) loss_giou_dn_0: 0.5818 (0.5738) loss_giou_dn_1: 0.4838 (0.4665) loss_giou_dn_2: 0.4565 (0.4359) loss_giou_dn_3: 0.4368 (0.4277) loss_giou_dn_4: 0.4357 (0.4256) loss_giou_dn_5: 0.4358 (0.4258) loss_vfl: 0.6745 (0.6699) loss_vfl_aux_0: 0.7466 (0.7723) loss_vfl_aux_1: 0.7137 (0.7257) loss_vfl_aux_2: 0.7054 (0.6968) loss_vfl_aux_3: 0.6750 (0.6822) loss_vfl_aux_4: 0.6681 (0.6739) loss_vfl_aux_5: 0.7524 (0.7553) loss_vfl_dn_0: 0.4461 (0.4509) loss_vfl_dn_1: 0.3904 (0.3851) loss_vfl_dn_2: 0.3741 (0.3692) loss_vfl_dn_3: 0.3649 (0.3618) loss_vfl_dn_4: 0.3615 (0.3592) loss_vfl_dn_5: 0.3608 (0.3585) time: 0.4772 data: 0.0140 max mem: 5654 Epoch: [47] [6200/7393] eta: 0:09:44 lr: 0.000010 loss: 15.3936 (15.6942) loss_bbox: 0.1559 (0.1516) loss_bbox_aux_0: 0.1691 (0.1648) loss_bbox_aux_1: 0.1585 (0.1569) loss_bbox_aux_2: 0.1542 (0.1539) loss_bbox_aux_3: 0.1510 (0.1519) loss_bbox_aux_4: 0.1491 (0.1516) loss_bbox_aux_5: 0.2035 (0.2017) loss_bbox_dn_0: 0.2547 (0.2648) loss_bbox_dn_1: 0.1828 (0.1946) loss_bbox_dn_2: 0.1710 (0.1741) loss_bbox_dn_3: 0.1652 (0.1682) loss_bbox_dn_4: 0.1613 (0.1668) loss_bbox_dn_5: 0.1612 (0.1668) loss_giou: 0.4279 (0.4688) loss_giou_aux_0: 0.4623 (0.4924) loss_giou_aux_1: 0.4511 (0.4785) loss_giou_aux_2: 0.4323 (0.4732) loss_giou_aux_3: 0.4311 (0.4699) loss_giou_aux_4: 0.4232 (0.4688) loss_giou_aux_5: 0.5180 (0.5572) loss_giou_dn_0: 0.5494 (0.5739) loss_giou_dn_1: 0.4442 (0.4666) loss_giou_dn_2: 0.4138 (0.4360) loss_giou_dn_3: 0.4041 (0.4278) loss_giou_dn_4: 0.4027 (0.4257) loss_giou_dn_5: 0.4031 (0.4259) loss_vfl: 0.6510 (0.6700) loss_vfl_aux_0: 0.7523 (0.7725) loss_vfl_aux_1: 0.7140 (0.7258) loss_vfl_aux_2: 0.6740 (0.6968) loss_vfl_aux_3: 0.6596 (0.6823) loss_vfl_aux_4: 0.6554 (0.6740) loss_vfl_aux_5: 0.7471 (0.7554) loss_vfl_dn_0: 0.4530 (0.4509) loss_vfl_dn_1: 0.3832 (0.3851) loss_vfl_dn_2: 0.3648 (0.3693) loss_vfl_dn_3: 0.3589 (0.3619) loss_vfl_dn_4: 0.3575 (0.3593) loss_vfl_dn_5: 0.3559 (0.3585) time: 0.4854 data: 0.0140 max mem: 5654 Epoch: [47] [6300/7393] eta: 0:08:56 lr: 0.000010 loss: 15.4386 (15.6979) loss_bbox: 0.1374 (0.1517) loss_bbox_aux_0: 0.1495 (0.1649) loss_bbox_aux_1: 0.1375 (0.1569) loss_bbox_aux_2: 0.1352 (0.1540) loss_bbox_aux_3: 0.1392 (0.1520) loss_bbox_aux_4: 0.1402 (0.1517) loss_bbox_aux_5: 0.1771 (0.2017) loss_bbox_dn_0: 0.2237 (0.2648) loss_bbox_dn_1: 0.1694 (0.1946) loss_bbox_dn_2: 0.1470 (0.1741) loss_bbox_dn_3: 0.1410 (0.1682) loss_bbox_dn_4: 0.1403 (0.1668) loss_bbox_dn_5: 0.1404 (0.1668) loss_giou: 0.4894 (0.4690) loss_giou_aux_0: 0.5013 (0.4926) loss_giou_aux_1: 0.4909 (0.4787) loss_giou_aux_2: 0.4784 (0.4734) loss_giou_aux_3: 0.4930 (0.4701) loss_giou_aux_4: 0.4893 (0.4690) loss_giou_aux_5: 0.5514 (0.5574) loss_giou_dn_0: 0.5825 (0.5741) loss_giou_dn_1: 0.4811 (0.4668) loss_giou_dn_2: 0.4456 (0.4362) loss_giou_dn_3: 0.4404 (0.4280) loss_giou_dn_4: 0.4355 (0.4259) loss_giou_dn_5: 0.4354 (0.4261) loss_vfl: 0.6379 (0.6700) loss_vfl_aux_0: 0.7258 (0.7725) loss_vfl_aux_1: 0.6890 (0.7259) loss_vfl_aux_2: 0.6661 (0.6969) loss_vfl_aux_3: 0.6516 (0.6823) loss_vfl_aux_4: 0.6379 (0.6740) loss_vfl_aux_5: 0.7167 (0.7555) loss_vfl_dn_0: 0.4592 (0.4510) loss_vfl_dn_1: 0.3907 (0.3852) loss_vfl_dn_2: 0.3731 (0.3693) loss_vfl_dn_3: 0.3668 (0.3619) loss_vfl_dn_4: 0.3650 (0.3593) loss_vfl_dn_5: 0.3645 (0.3586) time: 0.7472 data: 0.0136 max mem: 5654 Epoch: [47] [6400/7393] eta: 0:08:07 lr: 0.000010 loss: 15.7444 (15.6954) loss_bbox: 0.1533 (0.1517) loss_bbox_aux_0: 0.1574 (0.1648) loss_bbox_aux_1: 0.1491 (0.1569) loss_bbox_aux_2: 0.1472 (0.1540) loss_bbox_aux_3: 0.1503 (0.1520) loss_bbox_aux_4: 0.1557 (0.1517) loss_bbox_aux_5: 0.1865 (0.2017) loss_bbox_dn_0: 0.2552 (0.2647) loss_bbox_dn_1: 0.2006 (0.1946) loss_bbox_dn_2: 0.1697 (0.1741) loss_bbox_dn_3: 0.1692 (0.1681) loss_bbox_dn_4: 0.1697 (0.1668) loss_bbox_dn_5: 0.1695 (0.1668) loss_giou: 0.4817 (0.4689) loss_giou_aux_0: 0.5050 (0.4924) loss_giou_aux_1: 0.4830 (0.4786) loss_giou_aux_2: 0.4936 (0.4733) loss_giou_aux_3: 0.4889 (0.4699) loss_giou_aux_4: 0.4923 (0.4689) loss_giou_aux_5: 0.5612 (0.5572) loss_giou_dn_0: 0.5913 (0.5740) loss_giou_dn_1: 0.4750 (0.4667) loss_giou_dn_2: 0.4441 (0.4361) loss_giou_dn_3: 0.4335 (0.4279) loss_giou_dn_4: 0.4324 (0.4258) loss_giou_dn_5: 0.4324 (0.4260) loss_vfl: 0.6327 (0.6700) loss_vfl_aux_0: 0.7178 (0.7724) loss_vfl_aux_1: 0.6872 (0.7258) loss_vfl_aux_2: 0.6669 (0.6968) loss_vfl_aux_3: 0.6389 (0.6823) loss_vfl_aux_4: 0.6393 (0.6739) loss_vfl_aux_5: 0.7335 (0.7554) loss_vfl_dn_0: 0.4434 (0.4509) loss_vfl_dn_1: 0.3851 (0.3851) loss_vfl_dn_2: 0.3726 (0.3693) loss_vfl_dn_3: 0.3658 (0.3619) loss_vfl_dn_4: 0.3630 (0.3593) loss_vfl_dn_5: 0.3617 (0.3586) time: 0.4870 data: 0.0146 max mem: 5654 Epoch: [47] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 16.2498 (15.6975) loss_bbox: 0.1354 (0.1517) loss_bbox_aux_0: 0.1465 (0.1649) loss_bbox_aux_1: 0.1440 (0.1570) loss_bbox_aux_2: 0.1374 (0.1541) loss_bbox_aux_3: 0.1377 (0.1521) loss_bbox_aux_4: 0.1358 (0.1518) loss_bbox_aux_5: 0.1798 (0.2017) loss_bbox_dn_0: 0.2130 (0.2648) loss_bbox_dn_1: 0.1507 (0.1947) loss_bbox_dn_2: 0.1333 (0.1742) loss_bbox_dn_3: 0.1298 (0.1682) loss_bbox_dn_4: 0.1296 (0.1669) loss_bbox_dn_5: 0.1295 (0.1669) loss_giou: 0.4889 (0.4689) loss_giou_aux_0: 0.4940 (0.4925) loss_giou_aux_1: 0.4915 (0.4787) loss_giou_aux_2: 0.4879 (0.4733) loss_giou_aux_3: 0.4825 (0.4699) loss_giou_aux_4: 0.4883 (0.4689) loss_giou_aux_5: 0.5752 (0.5573) loss_giou_dn_0: 0.5794 (0.5740) loss_giou_dn_1: 0.4742 (0.4668) loss_giou_dn_2: 0.4495 (0.4361) loss_giou_dn_3: 0.4407 (0.4279) loss_giou_dn_4: 0.4371 (0.4258) loss_giou_dn_5: 0.4373 (0.4260) loss_vfl: 0.6826 (0.6700) loss_vfl_aux_0: 0.7591 (0.7725) loss_vfl_aux_1: 0.7003 (0.7258) loss_vfl_aux_2: 0.6883 (0.6969) loss_vfl_aux_3: 0.6793 (0.6824) loss_vfl_aux_4: 0.6789 (0.6740) loss_vfl_aux_5: 0.7420 (0.7554) loss_vfl_dn_0: 0.4524 (0.4509) loss_vfl_dn_1: 0.3951 (0.3852) loss_vfl_dn_2: 0.3763 (0.3693) loss_vfl_dn_3: 0.3707 (0.3620) loss_vfl_dn_4: 0.3709 (0.3594) loss_vfl_dn_5: 0.3711 (0.3586) time: 0.4638 data: 0.0138 max mem: 5654 Epoch: [47] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.9941 (15.6997) loss_bbox: 0.1466 (0.1517) loss_bbox_aux_0: 0.1735 (0.1649) loss_bbox_aux_1: 0.1566 (0.1570) loss_bbox_aux_2: 0.1538 (0.1541) loss_bbox_aux_3: 0.1498 (0.1521) loss_bbox_aux_4: 0.1512 (0.1517) loss_bbox_aux_5: 0.2141 (0.2017) loss_bbox_dn_0: 0.2831 (0.2647) loss_bbox_dn_1: 0.2088 (0.1946) loss_bbox_dn_2: 0.1821 (0.1741) loss_bbox_dn_3: 0.1784 (0.1682) loss_bbox_dn_4: 0.1770 (0.1668) loss_bbox_dn_5: 0.1770 (0.1668) loss_giou: 0.4403 (0.4693) loss_giou_aux_0: 0.4796 (0.4928) loss_giou_aux_1: 0.4704 (0.4790) loss_giou_aux_2: 0.4426 (0.4737) loss_giou_aux_3: 0.4406 (0.4703) loss_giou_aux_4: 0.4395 (0.4693) loss_giou_aux_5: 0.5192 (0.5577) loss_giou_dn_0: 0.5753 (0.5742) loss_giou_dn_1: 0.4728 (0.4670) loss_giou_dn_2: 0.4377 (0.4364) loss_giou_dn_3: 0.4271 (0.4281) loss_giou_dn_4: 0.4268 (0.4261) loss_giou_dn_5: 0.4268 (0.4263) loss_vfl: 0.6758 (0.6699) loss_vfl_aux_0: 0.7982 (0.7722) loss_vfl_aux_1: 0.7483 (0.7256) loss_vfl_aux_2: 0.7086 (0.6967) loss_vfl_aux_3: 0.7033 (0.6823) loss_vfl_aux_4: 0.6713 (0.6738) loss_vfl_aux_5: 0.7674 (0.7552) loss_vfl_dn_0: 0.4433 (0.4509) loss_vfl_dn_1: 0.3780 (0.3852) loss_vfl_dn_2: 0.3554 (0.3693) loss_vfl_dn_3: 0.3458 (0.3620) loss_vfl_dn_4: 0.3440 (0.3594) loss_vfl_dn_5: 0.3434 (0.3586) time: 0.4766 data: 0.0137 max mem: 5654 Epoch: [47] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.8327 (15.7019) loss_bbox: 0.1417 (0.1518) loss_bbox_aux_0: 0.1511 (0.1650) loss_bbox_aux_1: 0.1413 (0.1571) loss_bbox_aux_2: 0.1433 (0.1541) loss_bbox_aux_3: 0.1432 (0.1521) loss_bbox_aux_4: 0.1413 (0.1518) loss_bbox_aux_5: 0.1926 (0.2018) loss_bbox_dn_0: 0.2313 (0.2649) loss_bbox_dn_1: 0.1569 (0.1947) loss_bbox_dn_2: 0.1386 (0.1743) loss_bbox_dn_3: 0.1366 (0.1683) loss_bbox_dn_4: 0.1354 (0.1670) loss_bbox_dn_5: 0.1354 (0.1670) loss_giou: 0.4833 (0.4692) loss_giou_aux_0: 0.5002 (0.4928) loss_giou_aux_1: 0.4667 (0.4790) loss_giou_aux_2: 0.4703 (0.4736) loss_giou_aux_3: 0.4600 (0.4702) loss_giou_aux_4: 0.4833 (0.4692) loss_giou_aux_5: 0.5898 (0.5576) loss_giou_dn_0: 0.5748 (0.5742) loss_giou_dn_1: 0.4706 (0.4670) loss_giou_dn_2: 0.4438 (0.4364) loss_giou_dn_3: 0.4372 (0.4281) loss_giou_dn_4: 0.4349 (0.4261) loss_giou_dn_5: 0.4354 (0.4263) loss_vfl: 0.6402 (0.6701) loss_vfl_aux_0: 0.7505 (0.7724) loss_vfl_aux_1: 0.7035 (0.7257) loss_vfl_aux_2: 0.6816 (0.6969) loss_vfl_aux_3: 0.6715 (0.6825) loss_vfl_aux_4: 0.6525 (0.6740) loss_vfl_aux_5: 0.7359 (0.7553) loss_vfl_dn_0: 0.4504 (0.4509) loss_vfl_dn_1: 0.3933 (0.3852) loss_vfl_dn_2: 0.3737 (0.3693) loss_vfl_dn_3: 0.3695 (0.3620) loss_vfl_dn_4: 0.3650 (0.3594) loss_vfl_dn_5: 0.3641 (0.3586) time: 0.4763 data: 0.0141 max mem: 5654 Epoch: [47] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 14.9267 (15.7033) loss_bbox: 0.1222 (0.1517) loss_bbox_aux_0: 0.1329 (0.1649) loss_bbox_aux_1: 0.1267 (0.1570) loss_bbox_aux_2: 0.1174 (0.1540) loss_bbox_aux_3: 0.1207 (0.1520) loss_bbox_aux_4: 0.1165 (0.1517) loss_bbox_aux_5: 0.1602 (0.2017) loss_bbox_dn_0: 0.2059 (0.2647) loss_bbox_dn_1: 0.1399 (0.1946) loss_bbox_dn_2: 0.1216 (0.1742) loss_bbox_dn_3: 0.1176 (0.1682) loss_bbox_dn_4: 0.1182 (0.1669) loss_bbox_dn_5: 0.1182 (0.1669) loss_giou: 0.4446 (0.4693) loss_giou_aux_0: 0.4921 (0.4930) loss_giou_aux_1: 0.4585 (0.4792) loss_giou_aux_2: 0.4602 (0.4738) loss_giou_aux_3: 0.4547 (0.4704) loss_giou_aux_4: 0.4489 (0.4693) loss_giou_aux_5: 0.5426 (0.5579) loss_giou_dn_0: 0.5618 (0.5744) loss_giou_dn_1: 0.4585 (0.4671) loss_giou_dn_2: 0.4281 (0.4366) loss_giou_dn_3: 0.4203 (0.4283) loss_giou_dn_4: 0.4171 (0.4262) loss_giou_dn_5: 0.4172 (0.4264) loss_vfl: 0.6569 (0.6702) loss_vfl_aux_0: 0.7321 (0.7724) loss_vfl_aux_1: 0.7025 (0.7258) loss_vfl_aux_2: 0.6869 (0.6969) loss_vfl_aux_3: 0.6759 (0.6826) loss_vfl_aux_4: 0.6653 (0.6741) loss_vfl_aux_5: 0.7500 (0.7553) loss_vfl_dn_0: 0.4482 (0.4509) loss_vfl_dn_1: 0.3873 (0.3852) loss_vfl_dn_2: 0.3683 (0.3694) loss_vfl_dn_3: 0.3629 (0.3620) loss_vfl_dn_4: 0.3603 (0.3594) loss_vfl_dn_5: 0.3596 (0.3586) time: 0.4619 data: 0.0140 max mem: 5654 Epoch: [47] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.2338 (15.7049) loss_bbox: 0.1480 (0.1518) loss_bbox_aux_0: 0.1637 (0.1650) loss_bbox_aux_1: 0.1519 (0.1571) loss_bbox_aux_2: 0.1441 (0.1541) loss_bbox_aux_3: 0.1522 (0.1521) loss_bbox_aux_4: 0.1478 (0.1518) loss_bbox_aux_5: 0.1892 (0.2018) loss_bbox_dn_0: 0.2543 (0.2648) loss_bbox_dn_1: 0.1860 (0.1947) loss_bbox_dn_2: 0.1664 (0.1743) loss_bbox_dn_3: 0.1580 (0.1683) loss_bbox_dn_4: 0.1563 (0.1670) loss_bbox_dn_5: 0.1562 (0.1670) loss_giou: 0.4016 (0.4694) loss_giou_aux_0: 0.4050 (0.4930) loss_giou_aux_1: 0.4080 (0.4791) loss_giou_aux_2: 0.4131 (0.4738) loss_giou_aux_3: 0.4106 (0.4704) loss_giou_aux_4: 0.4061 (0.4693) loss_giou_aux_5: 0.4675 (0.5578) loss_giou_dn_0: 0.5363 (0.5744) loss_giou_dn_1: 0.4364 (0.4672) loss_giou_dn_2: 0.4063 (0.4366) loss_giou_dn_3: 0.4001 (0.4283) loss_giou_dn_4: 0.4001 (0.4263) loss_giou_dn_5: 0.4004 (0.4265) loss_vfl: 0.6667 (0.6702) loss_vfl_aux_0: 0.7873 (0.7725) loss_vfl_aux_1: 0.7559 (0.7258) loss_vfl_aux_2: 0.7048 (0.6970) loss_vfl_aux_3: 0.6777 (0.6826) loss_vfl_aux_4: 0.6768 (0.6741) loss_vfl_aux_5: 0.7911 (0.7554) loss_vfl_dn_0: 0.4464 (0.4509) loss_vfl_dn_1: 0.3782 (0.3852) loss_vfl_dn_2: 0.3595 (0.3694) loss_vfl_dn_3: 0.3514 (0.3620) loss_vfl_dn_4: 0.3504 (0.3594) loss_vfl_dn_5: 0.3491 (0.3587) time: 0.4781 data: 0.0141 max mem: 5654 Epoch: [47] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.9404 (15.7070) loss_bbox: 0.1406 (0.1518) loss_bbox_aux_0: 0.1552 (0.1650) loss_bbox_aux_1: 0.1412 (0.1571) loss_bbox_aux_2: 0.1443 (0.1541) loss_bbox_aux_3: 0.1405 (0.1521) loss_bbox_aux_4: 0.1440 (0.1518) loss_bbox_aux_5: 0.1943 (0.2018) loss_bbox_dn_0: 0.2265 (0.2649) loss_bbox_dn_1: 0.1596 (0.1947) loss_bbox_dn_2: 0.1457 (0.1743) loss_bbox_dn_3: 0.1412 (0.1683) loss_bbox_dn_4: 0.1410 (0.1670) loss_bbox_dn_5: 0.1412 (0.1670) loss_giou: 0.4986 (0.4694) loss_giou_aux_0: 0.5323 (0.4931) loss_giou_aux_1: 0.5158 (0.4793) loss_giou_aux_2: 0.5191 (0.4739) loss_giou_aux_3: 0.5124 (0.4705) loss_giou_aux_4: 0.5025 (0.4694) loss_giou_aux_5: 0.5891 (0.5579) loss_giou_dn_0: 0.6029 (0.5745) loss_giou_dn_1: 0.5004 (0.4672) loss_giou_dn_2: 0.4784 (0.4367) loss_giou_dn_3: 0.4703 (0.4284) loss_giou_dn_4: 0.4698 (0.4263) loss_giou_dn_5: 0.4699 (0.4265) loss_vfl: 0.6686 (0.6703) loss_vfl_aux_0: 0.7233 (0.7725) loss_vfl_aux_1: 0.6923 (0.7259) loss_vfl_aux_2: 0.6972 (0.6971) loss_vfl_aux_3: 0.6844 (0.6827) loss_vfl_aux_4: 0.6677 (0.6742) loss_vfl_aux_5: 0.7289 (0.7555) loss_vfl_dn_0: 0.4484 (0.4509) loss_vfl_dn_1: 0.3883 (0.3852) loss_vfl_dn_2: 0.3738 (0.3694) loss_vfl_dn_3: 0.3681 (0.3620) loss_vfl_dn_4: 0.3691 (0.3594) loss_vfl_dn_5: 0.3680 (0.3587) time: 0.4765 data: 0.0140 max mem: 5654 Epoch: [47] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.5201 (15.7111) loss_bbox: 0.1404 (0.1518) loss_bbox_aux_0: 0.1559 (0.1650) loss_bbox_aux_1: 0.1522 (0.1571) loss_bbox_aux_2: 0.1548 (0.1542) loss_bbox_aux_3: 0.1497 (0.1522) loss_bbox_aux_4: 0.1474 (0.1518) loss_bbox_aux_5: 0.1923 (0.2018) loss_bbox_dn_0: 0.2454 (0.2649) loss_bbox_dn_1: 0.1780 (0.1947) loss_bbox_dn_2: 0.1544 (0.1743) loss_bbox_dn_3: 0.1468 (0.1683) loss_bbox_dn_4: 0.1448 (0.1670) loss_bbox_dn_5: 0.1449 (0.1670) loss_giou: 0.4614 (0.4698) loss_giou_aux_0: 0.4827 (0.4934) loss_giou_aux_1: 0.4719 (0.4796) loss_giou_aux_2: 0.4680 (0.4742) loss_giou_aux_3: 0.4588 (0.4708) loss_giou_aux_4: 0.4641 (0.4698) loss_giou_aux_5: 0.5469 (0.5582) loss_giou_dn_0: 0.5850 (0.5747) loss_giou_dn_1: 0.4649 (0.4675) loss_giou_dn_2: 0.4404 (0.4369) loss_giou_dn_3: 0.4308 (0.4286) loss_giou_dn_4: 0.4291 (0.4265) loss_giou_dn_5: 0.4293 (0.4267) loss_vfl: 0.6535 (0.6704) loss_vfl_aux_0: 0.7483 (0.7724) loss_vfl_aux_1: 0.7209 (0.7258) loss_vfl_aux_2: 0.6824 (0.6972) loss_vfl_aux_3: 0.6640 (0.6828) loss_vfl_aux_4: 0.6527 (0.6744) loss_vfl_aux_5: 0.7544 (0.7555) loss_vfl_dn_0: 0.4479 (0.4509) loss_vfl_dn_1: 0.3849 (0.3852) loss_vfl_dn_2: 0.3658 (0.3694) loss_vfl_dn_3: 0.3599 (0.3621) loss_vfl_dn_4: 0.3578 (0.3595) loss_vfl_dn_5: 0.3560 (0.3587) time: 0.4733 data: 0.0135 max mem: 5654 Epoch: [47] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.8324 (15.7118) loss_bbox: 0.1502 (0.1519) loss_bbox_aux_0: 0.1640 (0.1651) loss_bbox_aux_1: 0.1474 (0.1572) loss_bbox_aux_2: 0.1485 (0.1542) loss_bbox_aux_3: 0.1419 (0.1522) loss_bbox_aux_4: 0.1435 (0.1519) loss_bbox_aux_5: 0.1942 (0.2018) loss_bbox_dn_0: 0.2485 (0.2649) loss_bbox_dn_1: 0.1842 (0.1948) loss_bbox_dn_2: 0.1590 (0.1743) loss_bbox_dn_3: 0.1501 (0.1684) loss_bbox_dn_4: 0.1491 (0.1670) loss_bbox_dn_5: 0.1491 (0.1670) loss_giou: 0.4531 (0.4696) loss_giou_aux_0: 0.4749 (0.4933) loss_giou_aux_1: 0.4795 (0.4795) loss_giou_aux_2: 0.4716 (0.4741) loss_giou_aux_3: 0.4669 (0.4707) loss_giou_aux_4: 0.4568 (0.4697) loss_giou_aux_5: 0.5441 (0.5580) loss_giou_dn_0: 0.5794 (0.5747) loss_giou_dn_1: 0.4734 (0.4674) loss_giou_dn_2: 0.4396 (0.4368) loss_giou_dn_3: 0.4276 (0.4285) loss_giou_dn_4: 0.4260 (0.4265) loss_giou_dn_5: 0.4262 (0.4267) loss_vfl: 0.6823 (0.6706) loss_vfl_aux_0: 0.7983 (0.7726) loss_vfl_aux_1: 0.7349 (0.7259) loss_vfl_aux_2: 0.7203 (0.6973) loss_vfl_aux_3: 0.7080 (0.6829) loss_vfl_aux_4: 0.6817 (0.6745) loss_vfl_aux_5: 0.7860 (0.7557) loss_vfl_dn_0: 0.4434 (0.4509) loss_vfl_dn_1: 0.3880 (0.3853) loss_vfl_dn_2: 0.3704 (0.3695) loss_vfl_dn_3: 0.3600 (0.3621) loss_vfl_dn_4: 0.3582 (0.3595) loss_vfl_dn_5: 0.3572 (0.3588) time: 0.4941 data: 0.0139 max mem: 5654 Epoch: [47] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.3820 (15.7127) loss_bbox: 0.1473 (0.1519) loss_bbox_aux_0: 0.1559 (0.1651) loss_bbox_aux_1: 0.1480 (0.1572) loss_bbox_aux_2: 0.1492 (0.1542) loss_bbox_aux_3: 0.1474 (0.1522) loss_bbox_aux_4: 0.1459 (0.1519) loss_bbox_aux_5: 0.2032 (0.2018) loss_bbox_dn_0: 0.2330 (0.2648) loss_bbox_dn_1: 0.1706 (0.1947) loss_bbox_dn_2: 0.1509 (0.1743) loss_bbox_dn_3: 0.1436 (0.1683) loss_bbox_dn_4: 0.1395 (0.1670) loss_bbox_dn_5: 0.1395 (0.1670) loss_giou: 0.4425 (0.4699) loss_giou_aux_0: 0.4637 (0.4935) loss_giou_aux_1: 0.4464 (0.4797) loss_giou_aux_2: 0.4473 (0.4743) loss_giou_aux_3: 0.4435 (0.4709) loss_giou_aux_4: 0.4557 (0.4699) loss_giou_aux_5: 0.5299 (0.5583) loss_giou_dn_0: 0.5598 (0.5747) loss_giou_dn_1: 0.4665 (0.4675) loss_giou_dn_2: 0.4336 (0.4369) loss_giou_dn_3: 0.4181 (0.4286) loss_giou_dn_4: 0.4129 (0.4266) loss_giou_dn_5: 0.4131 (0.4268) loss_vfl: 0.6597 (0.6705) loss_vfl_aux_0: 0.7542 (0.7724) loss_vfl_aux_1: 0.7082 (0.7257) loss_vfl_aux_2: 0.6821 (0.6973) loss_vfl_aux_3: 0.6829 (0.6828) loss_vfl_aux_4: 0.6592 (0.6744) loss_vfl_aux_5: 0.7377 (0.7555) loss_vfl_dn_0: 0.4503 (0.4509) loss_vfl_dn_1: 0.3861 (0.3853) loss_vfl_dn_2: 0.3691 (0.3695) loss_vfl_dn_3: 0.3626 (0.3621) loss_vfl_dn_4: 0.3588 (0.3595) loss_vfl_dn_5: 0.3586 (0.3588) time: 0.4949 data: 0.0148 max mem: 5654 Epoch: [47] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.4793 (15.7128) loss_bbox: 0.1457 (0.1519) loss_bbox_aux_0: 0.1574 (0.1651) loss_bbox_aux_1: 0.1504 (0.1572) loss_bbox_aux_2: 0.1497 (0.1542) loss_bbox_aux_3: 0.1459 (0.1522) loss_bbox_aux_4: 0.1476 (0.1519) loss_bbox_aux_5: 0.1870 (0.2019) loss_bbox_dn_0: 0.2619 (0.2648) loss_bbox_dn_1: 0.1996 (0.1947) loss_bbox_dn_2: 0.1803 (0.1742) loss_bbox_dn_3: 0.1764 (0.1683) loss_bbox_dn_4: 0.1744 (0.1669) loss_bbox_dn_5: 0.1745 (0.1669) loss_giou: 0.4724 (0.4699) loss_giou_aux_0: 0.4786 (0.4936) loss_giou_aux_1: 0.4619 (0.4798) loss_giou_aux_2: 0.4669 (0.4744) loss_giou_aux_3: 0.4681 (0.4710) loss_giou_aux_4: 0.4642 (0.4699) loss_giou_aux_5: 0.5393 (0.5583) loss_giou_dn_0: 0.5788 (0.5747) loss_giou_dn_1: 0.4638 (0.4674) loss_giou_dn_2: 0.4340 (0.4368) loss_giou_dn_3: 0.4259 (0.4286) loss_giou_dn_4: 0.4241 (0.4265) loss_giou_dn_5: 0.4246 (0.4267) loss_vfl: 0.6482 (0.6706) loss_vfl_aux_0: 0.7169 (0.7723) loss_vfl_aux_1: 0.7166 (0.7258) loss_vfl_aux_2: 0.6891 (0.6974) loss_vfl_aux_3: 0.6833 (0.6829) loss_vfl_aux_4: 0.6643 (0.6745) loss_vfl_aux_5: 0.7147 (0.7556) loss_vfl_dn_0: 0.4481 (0.4509) loss_vfl_dn_1: 0.3832 (0.3853) loss_vfl_dn_2: 0.3672 (0.3695) loss_vfl_dn_3: 0.3602 (0.3621) loss_vfl_dn_4: 0.3579 (0.3595) loss_vfl_dn_5: 0.3565 (0.3588) time: 0.4802 data: 0.0138 max mem: 5654 Epoch: [47] Total time: 1:00:24 (0.4903 s / it) Averaged stats: lr: 0.000010 loss: 15.4793 (15.7128) loss_bbox: 0.1457 (0.1519) loss_bbox_aux_0: 0.1574 (0.1651) loss_bbox_aux_1: 0.1504 (0.1572) loss_bbox_aux_2: 0.1497 (0.1542) loss_bbox_aux_3: 0.1459 (0.1522) loss_bbox_aux_4: 0.1476 (0.1519) loss_bbox_aux_5: 0.1870 (0.2019) loss_bbox_dn_0: 0.2619 (0.2648) loss_bbox_dn_1: 0.1996 (0.1947) loss_bbox_dn_2: 0.1803 (0.1742) loss_bbox_dn_3: 0.1764 (0.1683) loss_bbox_dn_4: 0.1744 (0.1669) loss_bbox_dn_5: 0.1745 (0.1669) loss_giou: 0.4724 (0.4699) loss_giou_aux_0: 0.4786 (0.4936) loss_giou_aux_1: 0.4619 (0.4798) loss_giou_aux_2: 0.4669 (0.4744) loss_giou_aux_3: 0.4681 (0.4710) loss_giou_aux_4: 0.4642 (0.4699) loss_giou_aux_5: 0.5393 (0.5583) loss_giou_dn_0: 0.5788 (0.5747) loss_giou_dn_1: 0.4638 (0.4674) loss_giou_dn_2: 0.4340 (0.4368) loss_giou_dn_3: 0.4259 (0.4286) loss_giou_dn_4: 0.4241 (0.4265) loss_giou_dn_5: 0.4246 (0.4267) loss_vfl: 0.6482 (0.6706) loss_vfl_aux_0: 0.7169 (0.7723) loss_vfl_aux_1: 0.7166 (0.7258) loss_vfl_aux_2: 0.6891 (0.6974) loss_vfl_aux_3: 0.6833 (0.6829) loss_vfl_aux_4: 0.6643 (0.6745) loss_vfl_aux_5: 0.7147 (0.7556) loss_vfl_dn_0: 0.4481 (0.4509) loss_vfl_dn_1: 0.3832 (0.3853) loss_vfl_dn_2: 0.3672 (0.3695) loss_vfl_dn_3: 0.3602 (0.3621) loss_vfl_dn_4: 0.3579 (0.3595) loss_vfl_dn_5: 0.3565 (0.3588) Test: [ 0/157] eta: 0:04:22 time: 1.6744 data: 1.2569 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5162 data: 0.1357 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3944 data: 0.0250 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3886 data: 0.0269 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3937 data: 0.0270 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4065 data: 0.0274 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.7134 data: 0.0278 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.6974 data: 0.0278 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3918 data: 0.0274 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4054 data: 0.0272 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3976 data: 0.0268 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3975 data: 0.0261 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3980 data: 0.0269 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3908 data: 0.0272 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3868 data: 0.0267 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3736 data: 0.0266 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3625 data: 0.0259 max mem: 5654 Test: Total time: 0:01:09 (0.4422 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.05s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 47, 'coco_eval_bbox': 0.5272622429737673} Epoch: [48] [ 0/7393] eta: 7:21:52 lr: 0.000010 loss: 17.2048 (17.2048) loss_bbox: 0.1502 (0.1502) loss_bbox_aux_0: 0.1564 (0.1564) loss_bbox_aux_1: 0.1578 (0.1578) loss_bbox_aux_2: 0.1535 (0.1535) loss_bbox_aux_3: 0.1536 (0.1536) loss_bbox_aux_4: 0.1495 (0.1495) loss_bbox_aux_5: 0.1821 (0.1821) loss_bbox_dn_0: 0.1844 (0.1844) loss_bbox_dn_1: 0.1363 (0.1363) loss_bbox_dn_2: 0.1244 (0.1244) loss_bbox_dn_3: 0.1220 (0.1220) loss_bbox_dn_4: 0.1208 (0.1208) loss_bbox_dn_5: 0.1209 (0.1209) loss_giou: 0.7185 (0.7185) loss_giou_aux_0: 0.7302 (0.7302) loss_giou_aux_1: 0.7306 (0.7306) loss_giou_aux_2: 0.7203 (0.7203) loss_giou_aux_3: 0.7308 (0.7308) loss_giou_aux_4: 0.7167 (0.7167) loss_giou_aux_5: 0.7879 (0.7879) loss_giou_dn_0: 0.6833 (0.6833) loss_giou_dn_1: 0.5747 (0.5747) loss_giou_dn_2: 0.5535 (0.5535) loss_giou_dn_3: 0.5456 (0.5456) loss_giou_dn_4: 0.5434 (0.5434) loss_giou_dn_5: 0.5436 (0.5436) loss_vfl: 0.5936 (0.5936) loss_vfl_aux_0: 0.7122 (0.7122) loss_vfl_aux_1: 0.6376 (0.6376) loss_vfl_aux_2: 0.6152 (0.6152) loss_vfl_aux_3: 0.5853 (0.5853) loss_vfl_aux_4: 0.6187 (0.6187) loss_vfl_aux_5: 0.6798 (0.6798) loss_vfl_dn_0: 0.4304 (0.4304) loss_vfl_dn_1: 0.3842 (0.3842) loss_vfl_dn_2: 0.3673 (0.3673) loss_vfl_dn_3: 0.3643 (0.3643) loss_vfl_dn_4: 0.3617 (0.3617) loss_vfl_dn_5: 0.3633 (0.3633) time: 3.5862 data: 3.0474 max mem: 5654 Epoch: [48] [ 100/7393] eta: 1:02:50 lr: 0.000010 loss: 15.4579 (15.7839) loss_bbox: 0.1477 (0.1559) loss_bbox_aux_0: 0.1507 (0.1682) loss_bbox_aux_1: 0.1512 (0.1613) loss_bbox_aux_2: 0.1492 (0.1570) loss_bbox_aux_3: 0.1449 (0.1561) loss_bbox_aux_4: 0.1477 (0.1562) loss_bbox_aux_5: 0.1942 (0.2063) loss_bbox_dn_0: 0.2552 (0.2673) loss_bbox_dn_1: 0.1828 (0.1958) loss_bbox_dn_2: 0.1624 (0.1754) loss_bbox_dn_3: 0.1596 (0.1694) loss_bbox_dn_4: 0.1601 (0.1681) loss_bbox_dn_5: 0.1601 (0.1681) loss_giou: 0.4271 (0.4792) loss_giou_aux_0: 0.4408 (0.5033) loss_giou_aux_1: 0.4278 (0.4909) loss_giou_aux_2: 0.4314 (0.4855) loss_giou_aux_3: 0.4241 (0.4807) loss_giou_aux_4: 0.4244 (0.4795) loss_giou_aux_5: 0.5051 (0.5651) loss_giou_dn_0: 0.5457 (0.5750) loss_giou_dn_1: 0.4390 (0.4680) loss_giou_dn_2: 0.4132 (0.4384) loss_giou_dn_3: 0.4030 (0.4307) loss_giou_dn_4: 0.4004 (0.4289) loss_giou_dn_5: 0.4004 (0.4290) loss_vfl: 0.6684 (0.6659) loss_vfl_aux_0: 0.7564 (0.7675) loss_vfl_aux_1: 0.6894 (0.7148) loss_vfl_aux_2: 0.6797 (0.6914) loss_vfl_aux_3: 0.6683 (0.6786) loss_vfl_aux_4: 0.6637 (0.6677) loss_vfl_aux_5: 0.7493 (0.7599) loss_vfl_dn_0: 0.4487 (0.4509) loss_vfl_dn_1: 0.3810 (0.3835) loss_vfl_dn_2: 0.3675 (0.3678) loss_vfl_dn_3: 0.3621 (0.3608) loss_vfl_dn_4: 0.3607 (0.3582) loss_vfl_dn_5: 0.3593 (0.3574) time: 0.4742 data: 0.0146 max mem: 5654 Epoch: [48] [ 200/7393] eta: 1:03:48 lr: 0.000010 loss: 15.8450 (15.7527) loss_bbox: 0.1561 (0.1521) loss_bbox_aux_0: 0.1745 (0.1652) loss_bbox_aux_1: 0.1580 (0.1580) loss_bbox_aux_2: 0.1549 (0.1546) loss_bbox_aux_3: 0.1528 (0.1521) loss_bbox_aux_4: 0.1564 (0.1524) loss_bbox_aux_5: 0.2000 (0.2009) loss_bbox_dn_0: 0.2669 (0.2599) loss_bbox_dn_1: 0.1972 (0.1913) loss_bbox_dn_2: 0.1782 (0.1716) loss_bbox_dn_3: 0.1703 (0.1659) loss_bbox_dn_4: 0.1675 (0.1646) loss_bbox_dn_5: 0.1675 (0.1646) loss_giou: 0.4627 (0.4804) loss_giou_aux_0: 0.4883 (0.5051) loss_giou_aux_1: 0.4693 (0.4917) loss_giou_aux_2: 0.4609 (0.4862) loss_giou_aux_3: 0.4607 (0.4814) loss_giou_aux_4: 0.4633 (0.4806) loss_giou_aux_5: 0.5536 (0.5671) loss_giou_dn_0: 0.5634 (0.5779) loss_giou_dn_1: 0.4619 (0.4714) loss_giou_dn_2: 0.4407 (0.4417) loss_giou_dn_3: 0.4343 (0.4339) loss_giou_dn_4: 0.4308 (0.4321) loss_giou_dn_5: 0.4310 (0.4323) loss_vfl: 0.6608 (0.6640) loss_vfl_aux_0: 0.7720 (0.7648) loss_vfl_aux_1: 0.7094 (0.7125) loss_vfl_aux_2: 0.6774 (0.6877) loss_vfl_aux_3: 0.6650 (0.6780) loss_vfl_aux_4: 0.6658 (0.6669) loss_vfl_aux_5: 0.7423 (0.7560) loss_vfl_dn_0: 0.4489 (0.4515) loss_vfl_dn_1: 0.3887 (0.3855) loss_vfl_dn_2: 0.3693 (0.3696) loss_vfl_dn_3: 0.3614 (0.3625) loss_vfl_dn_4: 0.3599 (0.3598) loss_vfl_dn_5: 0.3589 (0.3589) time: 0.4721 data: 0.0147 max mem: 5654 Epoch: [48] [ 300/7393] eta: 1:01:13 lr: 0.000010 loss: 15.6654 (15.7225) loss_bbox: 0.1589 (0.1517) loss_bbox_aux_0: 0.1615 (0.1647) loss_bbox_aux_1: 0.1627 (0.1570) loss_bbox_aux_2: 0.1595 (0.1540) loss_bbox_aux_3: 0.1580 (0.1516) loss_bbox_aux_4: 0.1578 (0.1519) loss_bbox_aux_5: 0.1914 (0.2009) loss_bbox_dn_0: 0.2717 (0.2600) loss_bbox_dn_1: 0.1826 (0.1908) loss_bbox_dn_2: 0.1594 (0.1707) loss_bbox_dn_3: 0.1556 (0.1649) loss_bbox_dn_4: 0.1533 (0.1636) loss_bbox_dn_5: 0.1533 (0.1636) loss_giou: 0.4561 (0.4797) loss_giou_aux_0: 0.4888 (0.5039) loss_giou_aux_1: 0.4660 (0.4900) loss_giou_aux_2: 0.4600 (0.4846) loss_giou_aux_3: 0.4553 (0.4804) loss_giou_aux_4: 0.4595 (0.4796) loss_giou_aux_5: 0.5479 (0.5665) loss_giou_dn_0: 0.5795 (0.5790) loss_giou_dn_1: 0.4627 (0.4722) loss_giou_dn_2: 0.4300 (0.4419) loss_giou_dn_3: 0.4195 (0.4340) loss_giou_dn_4: 0.4172 (0.4321) loss_giou_dn_5: 0.4173 (0.4323) loss_vfl: 0.6708 (0.6624) loss_vfl_aux_0: 0.7735 (0.7614) loss_vfl_aux_1: 0.7092 (0.7119) loss_vfl_aux_2: 0.6919 (0.6869) loss_vfl_aux_3: 0.6741 (0.6757) loss_vfl_aux_4: 0.6683 (0.6661) loss_vfl_aux_5: 0.7468 (0.7507) loss_vfl_dn_0: 0.4448 (0.4503) loss_vfl_dn_1: 0.3845 (0.3848) loss_vfl_dn_2: 0.3760 (0.3694) loss_vfl_dn_3: 0.3714 (0.3624) loss_vfl_dn_4: 0.3690 (0.3598) loss_vfl_dn_5: 0.3661 (0.3589) time: 0.4854 data: 0.0147 max mem: 5654 Epoch: [48] [ 400/7393] eta: 0:59:11 lr: 0.000010 loss: 15.0787 (15.6602) loss_bbox: 0.1432 (0.1507) loss_bbox_aux_0: 0.1581 (0.1632) loss_bbox_aux_1: 0.1510 (0.1564) loss_bbox_aux_2: 0.1434 (0.1530) loss_bbox_aux_3: 0.1450 (0.1505) loss_bbox_aux_4: 0.1473 (0.1508) loss_bbox_aux_5: 0.1881 (0.2001) loss_bbox_dn_0: 0.2307 (0.2591) loss_bbox_dn_1: 0.1619 (0.1898) loss_bbox_dn_2: 0.1480 (0.1699) loss_bbox_dn_3: 0.1416 (0.1641) loss_bbox_dn_4: 0.1418 (0.1628) loss_bbox_dn_5: 0.1419 (0.1628) loss_giou: 0.4325 (0.4746) loss_giou_aux_0: 0.4554 (0.4986) loss_giou_aux_1: 0.4539 (0.4856) loss_giou_aux_2: 0.4424 (0.4795) loss_giou_aux_3: 0.4330 (0.4755) loss_giou_aux_4: 0.4324 (0.4746) loss_giou_aux_5: 0.5266 (0.5618) loss_giou_dn_0: 0.5391 (0.5760) loss_giou_dn_1: 0.4269 (0.4688) loss_giou_dn_2: 0.4010 (0.4385) loss_giou_dn_3: 0.3928 (0.4306) loss_giou_dn_4: 0.3922 (0.4286) loss_giou_dn_5: 0.3929 (0.4288) loss_vfl: 0.6534 (0.6630) loss_vfl_aux_0: 0.7479 (0.7634) loss_vfl_aux_1: 0.7000 (0.7123) loss_vfl_aux_2: 0.6681 (0.6887) loss_vfl_aux_3: 0.6671 (0.6773) loss_vfl_aux_4: 0.6505 (0.6673) loss_vfl_aux_5: 0.7639 (0.7501) loss_vfl_dn_0: 0.4528 (0.4503) loss_vfl_dn_1: 0.3843 (0.3845) loss_vfl_dn_2: 0.3675 (0.3690) loss_vfl_dn_3: 0.3593 (0.3620) loss_vfl_dn_4: 0.3577 (0.3593) loss_vfl_dn_5: 0.3559 (0.3584) time: 0.4740 data: 0.0146 max mem: 5654 Epoch: [48] [ 500/7393] eta: 0:57:41 lr: 0.000010 loss: 16.0706 (15.6597) loss_bbox: 0.1407 (0.1509) loss_bbox_aux_0: 0.1672 (0.1630) loss_bbox_aux_1: 0.1533 (0.1566) loss_bbox_aux_2: 0.1509 (0.1532) loss_bbox_aux_3: 0.1430 (0.1506) loss_bbox_aux_4: 0.1423 (0.1511) loss_bbox_aux_5: 0.2046 (0.2002) loss_bbox_dn_0: 0.2203 (0.2584) loss_bbox_dn_1: 0.1733 (0.1895) loss_bbox_dn_2: 0.1514 (0.1697) loss_bbox_dn_3: 0.1473 (0.1640) loss_bbox_dn_4: 0.1470 (0.1627) loss_bbox_dn_5: 0.1472 (0.1627) loss_giou: 0.4576 (0.4761) loss_giou_aux_0: 0.4859 (0.4992) loss_giou_aux_1: 0.4790 (0.4870) loss_giou_aux_2: 0.4534 (0.4809) loss_giou_aux_3: 0.4663 (0.4768) loss_giou_aux_4: 0.4573 (0.4760) loss_giou_aux_5: 0.5460 (0.5627) loss_giou_dn_0: 0.5864 (0.5757) loss_giou_dn_1: 0.4751 (0.4682) loss_giou_dn_2: 0.4488 (0.4380) loss_giou_dn_3: 0.4407 (0.4301) loss_giou_dn_4: 0.4376 (0.4282) loss_giou_dn_5: 0.4381 (0.4284) loss_vfl: 0.6631 (0.6623) loss_vfl_aux_0: 0.7491 (0.7635) loss_vfl_aux_1: 0.7111 (0.7118) loss_vfl_aux_2: 0.6907 (0.6877) loss_vfl_aux_3: 0.6628 (0.6762) loss_vfl_aux_4: 0.6710 (0.6665) loss_vfl_aux_5: 0.7201 (0.7498) loss_vfl_dn_0: 0.4499 (0.4501) loss_vfl_dn_1: 0.3877 (0.3842) loss_vfl_dn_2: 0.3724 (0.3687) loss_vfl_dn_3: 0.3660 (0.3618) loss_vfl_dn_4: 0.3634 (0.3591) loss_vfl_dn_5: 0.3636 (0.3582) time: 0.4801 data: 0.0147 max mem: 5654 Epoch: [48] [ 600/7393] eta: 0:56:28 lr: 0.000010 loss: 15.6692 (15.6523) loss_bbox: 0.1285 (0.1500) loss_bbox_aux_0: 0.1348 (0.1624) loss_bbox_aux_1: 0.1334 (0.1557) loss_bbox_aux_2: 0.1318 (0.1525) loss_bbox_aux_3: 0.1311 (0.1501) loss_bbox_aux_4: 0.1281 (0.1503) loss_bbox_aux_5: 0.1759 (0.1997) loss_bbox_dn_0: 0.2435 (0.2575) loss_bbox_dn_1: 0.1748 (0.1886) loss_bbox_dn_2: 0.1593 (0.1688) loss_bbox_dn_3: 0.1514 (0.1630) loss_bbox_dn_4: 0.1482 (0.1617) loss_bbox_dn_5: 0.1482 (0.1617) loss_giou: 0.4700 (0.4751) loss_giou_aux_0: 0.4912 (0.4984) loss_giou_aux_1: 0.4765 (0.4859) loss_giou_aux_2: 0.4768 (0.4802) loss_giou_aux_3: 0.4751 (0.4762) loss_giou_aux_4: 0.4733 (0.4752) loss_giou_aux_5: 0.5460 (0.5626) loss_giou_dn_0: 0.5765 (0.5749) loss_giou_dn_1: 0.4711 (0.4674) loss_giou_dn_2: 0.4313 (0.4370) loss_giou_dn_3: 0.4231 (0.4290) loss_giou_dn_4: 0.4209 (0.4270) loss_giou_dn_5: 0.4212 (0.4272) loss_vfl: 0.6794 (0.6648) loss_vfl_aux_0: 0.7735 (0.7657) loss_vfl_aux_1: 0.7152 (0.7154) loss_vfl_aux_2: 0.6924 (0.6900) loss_vfl_aux_3: 0.6920 (0.6781) loss_vfl_aux_4: 0.6796 (0.6687) loss_vfl_aux_5: 0.7339 (0.7505) loss_vfl_dn_0: 0.4455 (0.4503) loss_vfl_dn_1: 0.3897 (0.3841) loss_vfl_dn_2: 0.3759 (0.3684) loss_vfl_dn_3: 0.3707 (0.3614) loss_vfl_dn_4: 0.3669 (0.3587) loss_vfl_dn_5: 0.3655 (0.3579) time: 0.4845 data: 0.0151 max mem: 5654 Epoch: [48] [ 700/7393] eta: 0:55:26 lr: 0.000010 loss: 15.6800 (15.6719) loss_bbox: 0.1491 (0.1498) loss_bbox_aux_0: 0.1624 (0.1620) loss_bbox_aux_1: 0.1610 (0.1555) loss_bbox_aux_2: 0.1526 (0.1523) loss_bbox_aux_3: 0.1469 (0.1499) loss_bbox_aux_4: 0.1516 (0.1500) loss_bbox_aux_5: 0.2012 (0.1994) loss_bbox_dn_0: 0.2773 (0.2569) loss_bbox_dn_1: 0.2021 (0.1882) loss_bbox_dn_2: 0.1714 (0.1684) loss_bbox_dn_3: 0.1672 (0.1627) loss_bbox_dn_4: 0.1633 (0.1613) loss_bbox_dn_5: 0.1633 (0.1614) loss_giou: 0.4242 (0.4757) loss_giou_aux_0: 0.4610 (0.4992) loss_giou_aux_1: 0.4474 (0.4869) loss_giou_aux_2: 0.4404 (0.4811) loss_giou_aux_3: 0.4387 (0.4771) loss_giou_aux_4: 0.4250 (0.4759) loss_giou_aux_5: 0.5258 (0.5641) loss_giou_dn_0: 0.5781 (0.5766) loss_giou_dn_1: 0.4778 (0.4693) loss_giou_dn_2: 0.4427 (0.4388) loss_giou_dn_3: 0.4359 (0.4307) loss_giou_dn_4: 0.4343 (0.4288) loss_giou_dn_5: 0.4344 (0.4290) loss_vfl: 0.6368 (0.6658) loss_vfl_aux_0: 0.7777 (0.7662) loss_vfl_aux_1: 0.7189 (0.7157) loss_vfl_aux_2: 0.6680 (0.6908) loss_vfl_aux_3: 0.6627 (0.6788) loss_vfl_aux_4: 0.6480 (0.6697) loss_vfl_aux_5: 0.7888 (0.7501) loss_vfl_dn_0: 0.4520 (0.4504) loss_vfl_dn_1: 0.3897 (0.3847) loss_vfl_dn_2: 0.3722 (0.3690) loss_vfl_dn_3: 0.3685 (0.3619) loss_vfl_dn_4: 0.3665 (0.3593) loss_vfl_dn_5: 0.3659 (0.3585) time: 0.4802 data: 0.0146 max mem: 5654 Epoch: [48] [ 800/7393] eta: 0:54:24 lr: 0.000010 loss: 15.4564 (15.6760) loss_bbox: 0.1423 (0.1498) loss_bbox_aux_0: 0.1608 (0.1620) loss_bbox_aux_1: 0.1577 (0.1556) loss_bbox_aux_2: 0.1522 (0.1523) loss_bbox_aux_3: 0.1441 (0.1500) loss_bbox_aux_4: 0.1426 (0.1501) loss_bbox_aux_5: 0.1957 (0.1998) loss_bbox_dn_0: 0.2492 (0.2580) loss_bbox_dn_1: 0.1928 (0.1889) loss_bbox_dn_2: 0.1693 (0.1689) loss_bbox_dn_3: 0.1639 (0.1632) loss_bbox_dn_4: 0.1626 (0.1619) loss_bbox_dn_5: 0.1626 (0.1619) loss_giou: 0.4383 (0.4749) loss_giou_aux_0: 0.4744 (0.4986) loss_giou_aux_1: 0.4621 (0.4861) loss_giou_aux_2: 0.4578 (0.4804) loss_giou_aux_3: 0.4479 (0.4765) loss_giou_aux_4: 0.4455 (0.4752) loss_giou_aux_5: 0.5396 (0.5639) loss_giou_dn_0: 0.5430 (0.5768) loss_giou_dn_1: 0.4378 (0.4691) loss_giou_dn_2: 0.4033 (0.4386) loss_giou_dn_3: 0.3981 (0.4306) loss_giou_dn_4: 0.3963 (0.4286) loss_giou_dn_5: 0.3964 (0.4288) loss_vfl: 0.6636 (0.6663) loss_vfl_aux_0: 0.7722 (0.7678) loss_vfl_aux_1: 0.7108 (0.7167) loss_vfl_aux_2: 0.6842 (0.6912) loss_vfl_aux_3: 0.6798 (0.6790) loss_vfl_aux_4: 0.6719 (0.6702) loss_vfl_aux_5: 0.7401 (0.7517) loss_vfl_dn_0: 0.4448 (0.4503) loss_vfl_dn_1: 0.3782 (0.3845) loss_vfl_dn_2: 0.3624 (0.3688) loss_vfl_dn_3: 0.3542 (0.3617) loss_vfl_dn_4: 0.3505 (0.3591) loss_vfl_dn_5: 0.3504 (0.3583) time: 0.4866 data: 0.0146 max mem: 5654 Epoch: [48] [ 900/7393] eta: 0:53:28 lr: 0.000010 loss: 16.1064 (15.6811) loss_bbox: 0.1462 (0.1504) loss_bbox_aux_0: 0.1567 (0.1628) loss_bbox_aux_1: 0.1571 (0.1563) loss_bbox_aux_2: 0.1563 (0.1530) loss_bbox_aux_3: 0.1528 (0.1507) loss_bbox_aux_4: 0.1480 (0.1507) loss_bbox_aux_5: 0.1879 (0.2001) loss_bbox_dn_0: 0.2220 (0.2584) loss_bbox_dn_1: 0.1572 (0.1891) loss_bbox_dn_2: 0.1437 (0.1692) loss_bbox_dn_3: 0.1417 (0.1635) loss_bbox_dn_4: 0.1426 (0.1621) loss_bbox_dn_5: 0.1426 (0.1622) loss_giou: 0.5198 (0.4745) loss_giou_aux_0: 0.5149 (0.4981) loss_giou_aux_1: 0.5018 (0.4858) loss_giou_aux_2: 0.5095 (0.4802) loss_giou_aux_3: 0.5147 (0.4762) loss_giou_aux_4: 0.5171 (0.4749) loss_giou_aux_5: 0.5945 (0.5633) loss_giou_dn_0: 0.5929 (0.5762) loss_giou_dn_1: 0.4782 (0.4685) loss_giou_dn_2: 0.4388 (0.4381) loss_giou_dn_3: 0.4288 (0.4300) loss_giou_dn_4: 0.4272 (0.4280) loss_giou_dn_5: 0.4273 (0.4282) loss_vfl: 0.6908 (0.6675) loss_vfl_aux_0: 0.7419 (0.7680) loss_vfl_aux_1: 0.7028 (0.7173) loss_vfl_aux_2: 0.6837 (0.6917) loss_vfl_aux_3: 0.7097 (0.6799) loss_vfl_aux_4: 0.7013 (0.6712) loss_vfl_aux_5: 0.7364 (0.7521) loss_vfl_dn_0: 0.4520 (0.4503) loss_vfl_dn_1: 0.3909 (0.3845) loss_vfl_dn_2: 0.3720 (0.3689) loss_vfl_dn_3: 0.3634 (0.3618) loss_vfl_dn_4: 0.3612 (0.3592) loss_vfl_dn_5: 0.3612 (0.3584) time: 0.4912 data: 0.0141 max mem: 5654 Epoch: [48] [1000/7393] eta: 0:52:32 lr: 0.000010 loss: 15.7124 (15.6634) loss_bbox: 0.1382 (0.1502) loss_bbox_aux_0: 0.1556 (0.1628) loss_bbox_aux_1: 0.1387 (0.1560) loss_bbox_aux_2: 0.1321 (0.1527) loss_bbox_aux_3: 0.1370 (0.1505) loss_bbox_aux_4: 0.1381 (0.1504) loss_bbox_aux_5: 0.1812 (0.2001) loss_bbox_dn_0: 0.2371 (0.2586) loss_bbox_dn_1: 0.1690 (0.1892) loss_bbox_dn_2: 0.1582 (0.1692) loss_bbox_dn_3: 0.1517 (0.1635) loss_bbox_dn_4: 0.1552 (0.1621) loss_bbox_dn_5: 0.1552 (0.1622) loss_giou: 0.4925 (0.4735) loss_giou_aux_0: 0.5269 (0.4971) loss_giou_aux_1: 0.4937 (0.4847) loss_giou_aux_2: 0.4980 (0.4791) loss_giou_aux_3: 0.4991 (0.4752) loss_giou_aux_4: 0.4928 (0.4738) loss_giou_aux_5: 0.5853 (0.5622) loss_giou_dn_0: 0.5935 (0.5752) loss_giou_dn_1: 0.4994 (0.4675) loss_giou_dn_2: 0.4655 (0.4372) loss_giou_dn_3: 0.4605 (0.4291) loss_giou_dn_4: 0.4583 (0.4271) loss_giou_dn_5: 0.4588 (0.4273) loss_vfl: 0.6304 (0.6667) loss_vfl_aux_0: 0.7335 (0.7677) loss_vfl_aux_1: 0.7125 (0.7172) loss_vfl_aux_2: 0.6621 (0.6916) loss_vfl_aux_3: 0.6468 (0.6790) loss_vfl_aux_4: 0.6411 (0.6704) loss_vfl_aux_5: 0.7145 (0.7518) loss_vfl_dn_0: 0.4424 (0.4504) loss_vfl_dn_1: 0.3824 (0.3844) loss_vfl_dn_2: 0.3730 (0.3687) loss_vfl_dn_3: 0.3631 (0.3615) loss_vfl_dn_4: 0.3630 (0.3590) loss_vfl_dn_5: 0.3610 (0.3582) time: 0.4899 data: 0.0146 max mem: 5654 Epoch: [48] [1100/7393] eta: 0:51:35 lr: 0.000010 loss: 15.9974 (15.6572) loss_bbox: 0.1445 (0.1505) loss_bbox_aux_0: 0.1615 (0.1631) loss_bbox_aux_1: 0.1518 (0.1561) loss_bbox_aux_2: 0.1558 (0.1528) loss_bbox_aux_3: 0.1534 (0.1506) loss_bbox_aux_4: 0.1429 (0.1506) loss_bbox_aux_5: 0.2064 (0.2002) loss_bbox_dn_0: 0.2822 (0.2598) loss_bbox_dn_1: 0.2030 (0.1901) loss_bbox_dn_2: 0.1820 (0.1701) loss_bbox_dn_3: 0.1790 (0.1643) loss_bbox_dn_4: 0.1767 (0.1629) loss_bbox_dn_5: 0.1767 (0.1629) loss_giou: 0.4131 (0.4717) loss_giou_aux_0: 0.4430 (0.4953) loss_giou_aux_1: 0.4407 (0.4828) loss_giou_aux_2: 0.4217 (0.4770) loss_giou_aux_3: 0.4252 (0.4733) loss_giou_aux_4: 0.4131 (0.4719) loss_giou_aux_5: 0.5185 (0.5601) loss_giou_dn_0: 0.5584 (0.5741) loss_giou_dn_1: 0.4615 (0.4666) loss_giou_dn_2: 0.4283 (0.4362) loss_giou_dn_3: 0.4209 (0.4281) loss_giou_dn_4: 0.4200 (0.4261) loss_giou_dn_5: 0.4201 (0.4263) loss_vfl: 0.6826 (0.6674) loss_vfl_aux_0: 0.7975 (0.7687) loss_vfl_aux_1: 0.7397 (0.7179) loss_vfl_aux_2: 0.7254 (0.6926) loss_vfl_aux_3: 0.6910 (0.6800) loss_vfl_aux_4: 0.6891 (0.6712) loss_vfl_aux_5: 0.7837 (0.7533) loss_vfl_dn_0: 0.4574 (0.4506) loss_vfl_dn_1: 0.3916 (0.3845) loss_vfl_dn_2: 0.3766 (0.3688) loss_vfl_dn_3: 0.3698 (0.3616) loss_vfl_dn_4: 0.3655 (0.3590) loss_vfl_dn_5: 0.3640 (0.3582) time: 0.4810 data: 0.0142 max mem: 5654 Epoch: [48] [1200/7393] eta: 0:50:42 lr: 0.000010 loss: 15.0643 (15.6560) loss_bbox: 0.1640 (0.1505) loss_bbox_aux_0: 0.1719 (0.1630) loss_bbox_aux_1: 0.1583 (0.1560) loss_bbox_aux_2: 0.1663 (0.1527) loss_bbox_aux_3: 0.1629 (0.1505) loss_bbox_aux_4: 0.1652 (0.1505) loss_bbox_aux_5: 0.2115 (0.2002) loss_bbox_dn_0: 0.2783 (0.2604) loss_bbox_dn_1: 0.1921 (0.1906) loss_bbox_dn_2: 0.1696 (0.1705) loss_bbox_dn_3: 0.1599 (0.1646) loss_bbox_dn_4: 0.1581 (0.1632) loss_bbox_dn_5: 0.1581 (0.1632) loss_giou: 0.4313 (0.4713) loss_giou_aux_0: 0.4458 (0.4948) loss_giou_aux_1: 0.4282 (0.4824) loss_giou_aux_2: 0.4272 (0.4765) loss_giou_aux_3: 0.4329 (0.4728) loss_giou_aux_4: 0.4303 (0.4716) loss_giou_aux_5: 0.5039 (0.5597) loss_giou_dn_0: 0.5523 (0.5739) loss_giou_dn_1: 0.4325 (0.4664) loss_giou_dn_2: 0.4175 (0.4360) loss_giou_dn_3: 0.4055 (0.4279) loss_giou_dn_4: 0.4048 (0.4258) loss_giou_dn_5: 0.4047 (0.4260) loss_vfl: 0.6881 (0.6672) loss_vfl_aux_0: 0.8053 (0.7692) loss_vfl_aux_1: 0.7707 (0.7182) loss_vfl_aux_2: 0.6989 (0.6928) loss_vfl_aux_3: 0.7085 (0.6799) loss_vfl_aux_4: 0.6797 (0.6709) loss_vfl_aux_5: 0.7880 (0.7541) loss_vfl_dn_0: 0.4545 (0.4506) loss_vfl_dn_1: 0.3786 (0.3845) loss_vfl_dn_2: 0.3610 (0.3688) loss_vfl_dn_3: 0.3490 (0.3616) loss_vfl_dn_4: 0.3484 (0.3589) loss_vfl_dn_5: 0.3472 (0.3582) time: 0.4863 data: 0.0142 max mem: 5654 Epoch: [48] [1300/7393] eta: 0:49:49 lr: 0.000010 loss: 15.5330 (15.6547) loss_bbox: 0.1455 (0.1505) loss_bbox_aux_0: 0.1543 (0.1630) loss_bbox_aux_1: 0.1494 (0.1559) loss_bbox_aux_2: 0.1430 (0.1526) loss_bbox_aux_3: 0.1512 (0.1505) loss_bbox_aux_4: 0.1455 (0.1506) loss_bbox_aux_5: 0.1911 (0.1999) loss_bbox_dn_0: 0.2431 (0.2597) loss_bbox_dn_1: 0.1757 (0.1902) loss_bbox_dn_2: 0.1504 (0.1702) loss_bbox_dn_3: 0.1477 (0.1644) loss_bbox_dn_4: 0.1470 (0.1631) loss_bbox_dn_5: 0.1471 (0.1631) loss_giou: 0.4947 (0.4720) loss_giou_aux_0: 0.5220 (0.4956) loss_giou_aux_1: 0.4939 (0.4829) loss_giou_aux_2: 0.4899 (0.4772) loss_giou_aux_3: 0.5023 (0.4734) loss_giou_aux_4: 0.4983 (0.4723) loss_giou_aux_5: 0.5671 (0.5603) loss_giou_dn_0: 0.5882 (0.5743) loss_giou_dn_1: 0.4917 (0.4669) loss_giou_dn_2: 0.4554 (0.4366) loss_giou_dn_3: 0.4457 (0.4285) loss_giou_dn_4: 0.4448 (0.4264) loss_giou_dn_5: 0.4448 (0.4266) loss_vfl: 0.6119 (0.6665) loss_vfl_aux_0: 0.7107 (0.7675) loss_vfl_aux_1: 0.6842 (0.7173) loss_vfl_aux_2: 0.6351 (0.6917) loss_vfl_aux_3: 0.6256 (0.6792) loss_vfl_aux_4: 0.6192 (0.6702) loss_vfl_aux_5: 0.6653 (0.7528) loss_vfl_dn_0: 0.4448 (0.4504) loss_vfl_dn_1: 0.3795 (0.3846) loss_vfl_dn_2: 0.3645 (0.3689) loss_vfl_dn_3: 0.3616 (0.3616) loss_vfl_dn_4: 0.3584 (0.3591) loss_vfl_dn_5: 0.3566 (0.3583) time: 0.4858 data: 0.0142 max mem: 5654 Epoch: [48] [1400/7393] eta: 0:49:26 lr: 0.000010 loss: 15.4443 (15.6390) loss_bbox: 0.1322 (0.1502) loss_bbox_aux_0: 0.1447 (0.1625) loss_bbox_aux_1: 0.1316 (0.1554) loss_bbox_aux_2: 0.1334 (0.1522) loss_bbox_aux_3: 0.1347 (0.1502) loss_bbox_aux_4: 0.1323 (0.1503) loss_bbox_aux_5: 0.1803 (0.1995) loss_bbox_dn_0: 0.2475 (0.2601) loss_bbox_dn_1: 0.1831 (0.1903) loss_bbox_dn_2: 0.1603 (0.1702) loss_bbox_dn_3: 0.1553 (0.1645) loss_bbox_dn_4: 0.1558 (0.1631) loss_bbox_dn_5: 0.1558 (0.1631) loss_giou: 0.4520 (0.4703) loss_giou_aux_0: 0.4884 (0.4936) loss_giou_aux_1: 0.4666 (0.4810) loss_giou_aux_2: 0.4559 (0.4753) loss_giou_aux_3: 0.4544 (0.4717) loss_giou_aux_4: 0.4519 (0.4706) loss_giou_aux_5: 0.5396 (0.5584) loss_giou_dn_0: 0.5716 (0.5735) loss_giou_dn_1: 0.4493 (0.4660) loss_giou_dn_2: 0.4251 (0.4357) loss_giou_dn_3: 0.4153 (0.4276) loss_giou_dn_4: 0.4138 (0.4255) loss_giou_dn_5: 0.4139 (0.4257) loss_vfl: 0.6479 (0.6669) loss_vfl_aux_0: 0.7633 (0.7686) loss_vfl_aux_1: 0.7184 (0.7186) loss_vfl_aux_2: 0.6738 (0.6923) loss_vfl_aux_3: 0.6601 (0.6797) loss_vfl_aux_4: 0.6515 (0.6706) loss_vfl_aux_5: 0.7668 (0.7539) loss_vfl_dn_0: 0.4569 (0.4505) loss_vfl_dn_1: 0.3843 (0.3845) loss_vfl_dn_2: 0.3675 (0.3687) loss_vfl_dn_3: 0.3620 (0.3614) loss_vfl_dn_4: 0.3607 (0.3589) loss_vfl_dn_5: 0.3580 (0.3581) time: 0.4862 data: 0.0150 max mem: 5654 Epoch: [48] [1500/7393] eta: 0:48:31 lr: 0.000010 loss: 15.2417 (15.6350) loss_bbox: 0.1355 (0.1502) loss_bbox_aux_0: 0.1527 (0.1624) loss_bbox_aux_1: 0.1436 (0.1555) loss_bbox_aux_2: 0.1421 (0.1523) loss_bbox_aux_3: 0.1382 (0.1502) loss_bbox_aux_4: 0.1351 (0.1503) loss_bbox_aux_5: 0.1884 (0.1993) loss_bbox_dn_0: 0.2327 (0.2599) loss_bbox_dn_1: 0.1783 (0.1901) loss_bbox_dn_2: 0.1555 (0.1701) loss_bbox_dn_3: 0.1477 (0.1643) loss_bbox_dn_4: 0.1485 (0.1629) loss_bbox_dn_5: 0.1486 (0.1629) loss_giou: 0.4894 (0.4708) loss_giou_aux_0: 0.5069 (0.4938) loss_giou_aux_1: 0.4954 (0.4815) loss_giou_aux_2: 0.4919 (0.4758) loss_giou_aux_3: 0.4880 (0.4722) loss_giou_aux_4: 0.4863 (0.4711) loss_giou_aux_5: 0.5673 (0.5586) loss_giou_dn_0: 0.5438 (0.5736) loss_giou_dn_1: 0.4341 (0.4660) loss_giou_dn_2: 0.4136 (0.4358) loss_giou_dn_3: 0.4145 (0.4277) loss_giou_dn_4: 0.4135 (0.4257) loss_giou_dn_5: 0.4137 (0.4259) loss_vfl: 0.6358 (0.6660) loss_vfl_aux_0: 0.7589 (0.7684) loss_vfl_aux_1: 0.7053 (0.7178) loss_vfl_aux_2: 0.6676 (0.6915) loss_vfl_aux_3: 0.6554 (0.6787) loss_vfl_aux_4: 0.6376 (0.6696) loss_vfl_aux_5: 0.7218 (0.7529) loss_vfl_dn_0: 0.4436 (0.4502) loss_vfl_dn_1: 0.3849 (0.3843) loss_vfl_dn_2: 0.3699 (0.3686) loss_vfl_dn_3: 0.3650 (0.3613) loss_vfl_dn_4: 0.3637 (0.3588) loss_vfl_dn_5: 0.3616 (0.3580) time: 0.4909 data: 0.0138 max mem: 5654 Epoch: [48] [1600/7393] eta: 0:47:39 lr: 0.000010 loss: 15.6459 (15.6430) loss_bbox: 0.1362 (0.1502) loss_bbox_aux_0: 0.1473 (0.1624) loss_bbox_aux_1: 0.1451 (0.1555) loss_bbox_aux_2: 0.1416 (0.1523) loss_bbox_aux_3: 0.1378 (0.1503) loss_bbox_aux_4: 0.1351 (0.1504) loss_bbox_aux_5: 0.1879 (0.1996) loss_bbox_dn_0: 0.2344 (0.2605) loss_bbox_dn_1: 0.1713 (0.1907) loss_bbox_dn_2: 0.1580 (0.1706) loss_bbox_dn_3: 0.1517 (0.1648) loss_bbox_dn_4: 0.1514 (0.1634) loss_bbox_dn_5: 0.1514 (0.1634) loss_giou: 0.4946 (0.4707) loss_giou_aux_0: 0.5038 (0.4937) loss_giou_aux_1: 0.4958 (0.4813) loss_giou_aux_2: 0.4879 (0.4756) loss_giou_aux_3: 0.4844 (0.4721) loss_giou_aux_4: 0.4882 (0.4711) loss_giou_aux_5: 0.5727 (0.5584) loss_giou_dn_0: 0.5808 (0.5736) loss_giou_dn_1: 0.4843 (0.4661) loss_giou_dn_2: 0.4450 (0.4359) loss_giou_dn_3: 0.4294 (0.4278) loss_giou_dn_4: 0.4280 (0.4257) loss_giou_dn_5: 0.4284 (0.4259) loss_vfl: 0.6730 (0.6666) loss_vfl_aux_0: 0.7520 (0.7693) loss_vfl_aux_1: 0.7171 (0.7186) loss_vfl_aux_2: 0.6966 (0.6923) loss_vfl_aux_3: 0.6819 (0.6791) loss_vfl_aux_4: 0.6806 (0.6701) loss_vfl_aux_5: 0.7584 (0.7537) loss_vfl_dn_0: 0.4461 (0.4502) loss_vfl_dn_1: 0.3836 (0.3843) loss_vfl_dn_2: 0.3638 (0.3686) loss_vfl_dn_3: 0.3554 (0.3614) loss_vfl_dn_4: 0.3525 (0.3588) loss_vfl_dn_5: 0.3518 (0.3581) time: 0.4807 data: 0.0139 max mem: 5654 Epoch: [48] [1700/7393] eta: 0:46:47 lr: 0.000010 loss: 15.8798 (15.6471) loss_bbox: 0.1300 (0.1500) loss_bbox_aux_0: 0.1397 (0.1622) loss_bbox_aux_1: 0.1323 (0.1554) loss_bbox_aux_2: 0.1272 (0.1521) loss_bbox_aux_3: 0.1274 (0.1501) loss_bbox_aux_4: 0.1240 (0.1501) loss_bbox_aux_5: 0.1686 (0.1993) loss_bbox_dn_0: 0.1949 (0.2604) loss_bbox_dn_1: 0.1419 (0.1906) loss_bbox_dn_2: 0.1309 (0.1706) loss_bbox_dn_3: 0.1250 (0.1649) loss_bbox_dn_4: 0.1230 (0.1635) loss_bbox_dn_5: 0.1231 (0.1635) loss_giou: 0.5475 (0.4710) loss_giou_aux_0: 0.5558 (0.4939) loss_giou_aux_1: 0.5485 (0.4815) loss_giou_aux_2: 0.5425 (0.4757) loss_giou_aux_3: 0.5527 (0.4722) loss_giou_aux_4: 0.5541 (0.4712) loss_giou_aux_5: 0.6282 (0.5587) loss_giou_dn_0: 0.6112 (0.5738) loss_giou_dn_1: 0.5109 (0.4662) loss_giou_dn_2: 0.4747 (0.4361) loss_giou_dn_3: 0.4684 (0.4280) loss_giou_dn_4: 0.4651 (0.4260) loss_giou_dn_5: 0.4650 (0.4262) loss_vfl: 0.6349 (0.6668) loss_vfl_aux_0: 0.7226 (0.7695) loss_vfl_aux_1: 0.6847 (0.7191) loss_vfl_aux_2: 0.6749 (0.6928) loss_vfl_aux_3: 0.6618 (0.6794) loss_vfl_aux_4: 0.6407 (0.6705) loss_vfl_aux_5: 0.7056 (0.7540) loss_vfl_dn_0: 0.4527 (0.4502) loss_vfl_dn_1: 0.3902 (0.3844) loss_vfl_dn_2: 0.3749 (0.3686) loss_vfl_dn_3: 0.3696 (0.3614) loss_vfl_dn_4: 0.3647 (0.3589) loss_vfl_dn_5: 0.3632 (0.3581) time: 0.4828 data: 0.0137 max mem: 5654 Epoch: [48] [1800/7393] eta: 0:45:54 lr: 0.000010 loss: 16.0509 (15.6494) loss_bbox: 0.1604 (0.1501) loss_bbox_aux_0: 0.1783 (0.1623) loss_bbox_aux_1: 0.1665 (0.1554) loss_bbox_aux_2: 0.1688 (0.1522) loss_bbox_aux_3: 0.1585 (0.1502) loss_bbox_aux_4: 0.1592 (0.1501) loss_bbox_aux_5: 0.2191 (0.1992) loss_bbox_dn_0: 0.2688 (0.2610) loss_bbox_dn_1: 0.1999 (0.1912) loss_bbox_dn_2: 0.1831 (0.1711) loss_bbox_dn_3: 0.1792 (0.1653) loss_bbox_dn_4: 0.1781 (0.1639) loss_bbox_dn_5: 0.1782 (0.1639) loss_giou: 0.4788 (0.4704) loss_giou_aux_0: 0.5000 (0.4932) loss_giou_aux_1: 0.4870 (0.4808) loss_giou_aux_2: 0.4855 (0.4751) loss_giou_aux_3: 0.4814 (0.4717) loss_giou_aux_4: 0.4747 (0.4706) loss_giou_aux_5: 0.5551 (0.5582) loss_giou_dn_0: 0.5840 (0.5738) loss_giou_dn_1: 0.4769 (0.4662) loss_giou_dn_2: 0.4448 (0.4360) loss_giou_dn_3: 0.4351 (0.4278) loss_giou_dn_4: 0.4347 (0.4258) loss_giou_dn_5: 0.4351 (0.4260) loss_vfl: 0.6724 (0.6672) loss_vfl_aux_0: 0.7616 (0.7701) loss_vfl_aux_1: 0.6987 (0.7199) loss_vfl_aux_2: 0.6886 (0.6933) loss_vfl_aux_3: 0.6844 (0.6798) loss_vfl_aux_4: 0.6704 (0.6709) loss_vfl_aux_5: 0.7506 (0.7545) loss_vfl_dn_0: 0.4499 (0.4503) loss_vfl_dn_1: 0.3902 (0.3845) loss_vfl_dn_2: 0.3783 (0.3687) loss_vfl_dn_3: 0.3712 (0.3615) loss_vfl_dn_4: 0.3699 (0.3590) loss_vfl_dn_5: 0.3692 (0.3582) time: 0.4769 data: 0.0142 max mem: 5654 Epoch: [48] [1900/7393] eta: 0:45:00 lr: 0.000010 loss: 15.4987 (15.6494) loss_bbox: 0.1458 (0.1500) loss_bbox_aux_0: 0.1532 (0.1620) loss_bbox_aux_1: 0.1511 (0.1552) loss_bbox_aux_2: 0.1491 (0.1520) loss_bbox_aux_3: 0.1455 (0.1501) loss_bbox_aux_4: 0.1470 (0.1500) loss_bbox_aux_5: 0.2041 (0.1992) loss_bbox_dn_0: 0.2391 (0.2611) loss_bbox_dn_1: 0.1906 (0.1913) loss_bbox_dn_2: 0.1792 (0.1712) loss_bbox_dn_3: 0.1725 (0.1654) loss_bbox_dn_4: 0.1706 (0.1640) loss_bbox_dn_5: 0.1705 (0.1640) loss_giou: 0.4317 (0.4706) loss_giou_aux_0: 0.4833 (0.4933) loss_giou_aux_1: 0.4428 (0.4810) loss_giou_aux_2: 0.4262 (0.4753) loss_giou_aux_3: 0.4314 (0.4718) loss_giou_aux_4: 0.4264 (0.4708) loss_giou_aux_5: 0.5332 (0.5584) loss_giou_dn_0: 0.5729 (0.5741) loss_giou_dn_1: 0.4662 (0.4664) loss_giou_dn_2: 0.4328 (0.4362) loss_giou_dn_3: 0.4186 (0.4280) loss_giou_dn_4: 0.4156 (0.4260) loss_giou_dn_5: 0.4166 (0.4262) loss_vfl: 0.6710 (0.6667) loss_vfl_aux_0: 0.7759 (0.7702) loss_vfl_aux_1: 0.7191 (0.7198) loss_vfl_aux_2: 0.6939 (0.6929) loss_vfl_aux_3: 0.6857 (0.6794) loss_vfl_aux_4: 0.6719 (0.6705) loss_vfl_aux_5: 0.7639 (0.7539) loss_vfl_dn_0: 0.4534 (0.4502) loss_vfl_dn_1: 0.3856 (0.3845) loss_vfl_dn_2: 0.3738 (0.3688) loss_vfl_dn_3: 0.3654 (0.3615) loss_vfl_dn_4: 0.3619 (0.3590) loss_vfl_dn_5: 0.3627 (0.3583) time: 0.4683 data: 0.0137 max mem: 5654 Epoch: [48] [2000/7393] eta: 0:44:07 lr: 0.000010 loss: 16.0061 (15.6455) loss_bbox: 0.1449 (0.1499) loss_bbox_aux_0: 0.1582 (0.1620) loss_bbox_aux_1: 0.1559 (0.1551) loss_bbox_aux_2: 0.1504 (0.1520) loss_bbox_aux_3: 0.1464 (0.1500) loss_bbox_aux_4: 0.1467 (0.1499) loss_bbox_aux_5: 0.1998 (0.1990) loss_bbox_dn_0: 0.2519 (0.2608) loss_bbox_dn_1: 0.1822 (0.1910) loss_bbox_dn_2: 0.1612 (0.1710) loss_bbox_dn_3: 0.1590 (0.1651) loss_bbox_dn_4: 0.1615 (0.1637) loss_bbox_dn_5: 0.1615 (0.1638) loss_giou: 0.5045 (0.4706) loss_giou_aux_0: 0.5425 (0.4934) loss_giou_aux_1: 0.5302 (0.4810) loss_giou_aux_2: 0.5131 (0.4754) loss_giou_aux_3: 0.4966 (0.4719) loss_giou_aux_4: 0.4929 (0.4708) loss_giou_aux_5: 0.6037 (0.5584) loss_giou_dn_0: 0.5665 (0.5740) loss_giou_dn_1: 0.4646 (0.4664) loss_giou_dn_2: 0.4403 (0.4361) loss_giou_dn_3: 0.4345 (0.4280) loss_giou_dn_4: 0.4339 (0.4259) loss_giou_dn_5: 0.4338 (0.4261) loss_vfl: 0.6886 (0.6667) loss_vfl_aux_0: 0.7778 (0.7698) loss_vfl_aux_1: 0.7463 (0.7198) loss_vfl_aux_2: 0.7093 (0.6926) loss_vfl_aux_3: 0.6885 (0.6792) loss_vfl_aux_4: 0.6925 (0.6705) loss_vfl_aux_5: 0.7915 (0.7535) loss_vfl_dn_0: 0.4481 (0.4501) loss_vfl_dn_1: 0.3889 (0.3845) loss_vfl_dn_2: 0.3730 (0.3688) loss_vfl_dn_3: 0.3697 (0.3615) loss_vfl_dn_4: 0.3661 (0.3590) loss_vfl_dn_5: 0.3655 (0.3583) time: 0.4735 data: 0.0144 max mem: 5654 Epoch: [48] [2100/7393] eta: 0:43:15 lr: 0.000010 loss: 15.5096 (15.6390) loss_bbox: 0.1488 (0.1501) loss_bbox_aux_0: 0.1672 (0.1621) loss_bbox_aux_1: 0.1564 (0.1552) loss_bbox_aux_2: 0.1513 (0.1522) loss_bbox_aux_3: 0.1479 (0.1502) loss_bbox_aux_4: 0.1464 (0.1501) loss_bbox_aux_5: 0.2101 (0.1991) loss_bbox_dn_0: 0.2576 (0.2611) loss_bbox_dn_1: 0.2015 (0.1912) loss_bbox_dn_2: 0.1790 (0.1711) loss_bbox_dn_3: 0.1748 (0.1652) loss_bbox_dn_4: 0.1731 (0.1638) loss_bbox_dn_5: 0.1732 (0.1639) loss_giou: 0.4206 (0.4699) loss_giou_aux_0: 0.4549 (0.4926) loss_giou_aux_1: 0.4441 (0.4802) loss_giou_aux_2: 0.4293 (0.4746) loss_giou_aux_3: 0.4218 (0.4711) loss_giou_aux_4: 0.4209 (0.4700) loss_giou_aux_5: 0.5112 (0.5573) loss_giou_dn_0: 0.5457 (0.5735) loss_giou_dn_1: 0.4321 (0.4659) loss_giou_dn_2: 0.4146 (0.4356) loss_giou_dn_3: 0.4068 (0.4274) loss_giou_dn_4: 0.4044 (0.4254) loss_giou_dn_5: 0.4048 (0.4256) loss_vfl: 0.6743 (0.6667) loss_vfl_aux_0: 0.7748 (0.7699) loss_vfl_aux_1: 0.7345 (0.7201) loss_vfl_aux_2: 0.6973 (0.6925) loss_vfl_aux_3: 0.6769 (0.6793) loss_vfl_aux_4: 0.6607 (0.6706) loss_vfl_aux_5: 0.7731 (0.7540) loss_vfl_dn_0: 0.4488 (0.4501) loss_vfl_dn_1: 0.3853 (0.3843) loss_vfl_dn_2: 0.3684 (0.3687) loss_vfl_dn_3: 0.3620 (0.3614) loss_vfl_dn_4: 0.3608 (0.3589) loss_vfl_dn_5: 0.3588 (0.3581) time: 0.4798 data: 0.0148 max mem: 5654 Epoch: [48] [2200/7393] eta: 0:42:23 lr: 0.000010 loss: 15.4090 (15.6478) loss_bbox: 0.1463 (0.1504) loss_bbox_aux_0: 0.1665 (0.1625) loss_bbox_aux_1: 0.1511 (0.1555) loss_bbox_aux_2: 0.1533 (0.1526) loss_bbox_aux_3: 0.1473 (0.1506) loss_bbox_aux_4: 0.1477 (0.1505) loss_bbox_aux_5: 0.1925 (0.1995) loss_bbox_dn_0: 0.2618 (0.2616) loss_bbox_dn_1: 0.1950 (0.1917) loss_bbox_dn_2: 0.1760 (0.1716) loss_bbox_dn_3: 0.1713 (0.1657) loss_bbox_dn_4: 0.1702 (0.1643) loss_bbox_dn_5: 0.1702 (0.1644) loss_giou: 0.4668 (0.4704) loss_giou_aux_0: 0.4852 (0.4931) loss_giou_aux_1: 0.4686 (0.4806) loss_giou_aux_2: 0.4566 (0.4751) loss_giou_aux_3: 0.4624 (0.4716) loss_giou_aux_4: 0.4633 (0.4705) loss_giou_aux_5: 0.5535 (0.5578) loss_giou_dn_0: 0.5438 (0.5737) loss_giou_dn_1: 0.4431 (0.4662) loss_giou_dn_2: 0.4099 (0.4358) loss_giou_dn_3: 0.4023 (0.4277) loss_giou_dn_4: 0.3982 (0.4257) loss_giou_dn_5: 0.3985 (0.4258) loss_vfl: 0.6563 (0.6664) loss_vfl_aux_0: 0.7624 (0.7694) loss_vfl_aux_1: 0.7088 (0.7201) loss_vfl_aux_2: 0.6625 (0.6921) loss_vfl_aux_3: 0.6772 (0.6790) loss_vfl_aux_4: 0.6673 (0.6703) loss_vfl_aux_5: 0.7347 (0.7536) loss_vfl_dn_0: 0.4478 (0.4500) loss_vfl_dn_1: 0.3857 (0.3844) loss_vfl_dn_2: 0.3671 (0.3687) loss_vfl_dn_3: 0.3597 (0.3614) loss_vfl_dn_4: 0.3537 (0.3589) loss_vfl_dn_5: 0.3527 (0.3582) time: 0.4829 data: 0.0141 max mem: 5654 Epoch: [48] [2300/7393] eta: 0:41:32 lr: 0.000010 loss: 15.3124 (15.6483) loss_bbox: 0.1417 (0.1504) loss_bbox_aux_0: 0.1534 (0.1625) loss_bbox_aux_1: 0.1453 (0.1554) loss_bbox_aux_2: 0.1473 (0.1526) loss_bbox_aux_3: 0.1374 (0.1507) loss_bbox_aux_4: 0.1385 (0.1505) loss_bbox_aux_5: 0.1928 (0.1994) loss_bbox_dn_0: 0.2425 (0.2614) loss_bbox_dn_1: 0.1889 (0.1915) loss_bbox_dn_2: 0.1671 (0.1714) loss_bbox_dn_3: 0.1665 (0.1655) loss_bbox_dn_4: 0.1658 (0.1642) loss_bbox_dn_5: 0.1659 (0.1642) loss_giou: 0.4457 (0.4707) loss_giou_aux_0: 0.4458 (0.4933) loss_giou_aux_1: 0.4350 (0.4808) loss_giou_aux_2: 0.4425 (0.4753) loss_giou_aux_3: 0.4382 (0.4718) loss_giou_aux_4: 0.4334 (0.4707) loss_giou_aux_5: 0.5194 (0.5579) loss_giou_dn_0: 0.5519 (0.5737) loss_giou_dn_1: 0.4457 (0.4663) loss_giou_dn_2: 0.4178 (0.4360) loss_giou_dn_3: 0.4090 (0.4278) loss_giou_dn_4: 0.4066 (0.4258) loss_giou_dn_5: 0.4066 (0.4260) loss_vfl: 0.6392 (0.6664) loss_vfl_aux_0: 0.7464 (0.7695) loss_vfl_aux_1: 0.6924 (0.7203) loss_vfl_aux_2: 0.6735 (0.6924) loss_vfl_aux_3: 0.6498 (0.6790) loss_vfl_aux_4: 0.6539 (0.6704) loss_vfl_aux_5: 0.7334 (0.7535) loss_vfl_dn_0: 0.4423 (0.4499) loss_vfl_dn_1: 0.3834 (0.3843) loss_vfl_dn_2: 0.3678 (0.3687) loss_vfl_dn_3: 0.3580 (0.3614) loss_vfl_dn_4: 0.3559 (0.3589) loss_vfl_dn_5: 0.3557 (0.3581) time: 0.4773 data: 0.0140 max mem: 5654 Epoch: [48] [2400/7393] eta: 0:40:42 lr: 0.000010 loss: 16.4136 (15.6558) loss_bbox: 0.1446 (0.1505) loss_bbox_aux_0: 0.1649 (0.1627) loss_bbox_aux_1: 0.1521 (0.1554) loss_bbox_aux_2: 0.1485 (0.1527) loss_bbox_aux_3: 0.1444 (0.1508) loss_bbox_aux_4: 0.1447 (0.1506) loss_bbox_aux_5: 0.2010 (0.1994) loss_bbox_dn_0: 0.2460 (0.2616) loss_bbox_dn_1: 0.1761 (0.1916) loss_bbox_dn_2: 0.1585 (0.1715) loss_bbox_dn_3: 0.1523 (0.1656) loss_bbox_dn_4: 0.1511 (0.1643) loss_bbox_dn_5: 0.1511 (0.1643) loss_giou: 0.5512 (0.4710) loss_giou_aux_0: 0.5838 (0.4938) loss_giou_aux_1: 0.5675 (0.4812) loss_giou_aux_2: 0.5653 (0.4758) loss_giou_aux_3: 0.5604 (0.4722) loss_giou_aux_4: 0.5514 (0.4712) loss_giou_aux_5: 0.6187 (0.5585) loss_giou_dn_0: 0.6212 (0.5741) loss_giou_dn_1: 0.5145 (0.4666) loss_giou_dn_2: 0.4773 (0.4363) loss_giou_dn_3: 0.4658 (0.4281) loss_giou_dn_4: 0.4636 (0.4261) loss_giou_dn_5: 0.4650 (0.4263) loss_vfl: 0.6436 (0.6665) loss_vfl_aux_0: 0.7511 (0.7694) loss_vfl_aux_1: 0.6916 (0.7207) loss_vfl_aux_2: 0.6620 (0.6924) loss_vfl_aux_3: 0.6565 (0.6790) loss_vfl_aux_4: 0.6503 (0.6704) loss_vfl_aux_5: 0.7219 (0.7532) loss_vfl_dn_0: 0.4507 (0.4500) loss_vfl_dn_1: 0.3960 (0.3844) loss_vfl_dn_2: 0.3765 (0.3688) loss_vfl_dn_3: 0.3675 (0.3615) loss_vfl_dn_4: 0.3657 (0.3589) loss_vfl_dn_5: 0.3641 (0.3582) time: 0.4816 data: 0.0139 max mem: 5654 Epoch: [48] [2500/7393] eta: 0:39:51 lr: 0.000010 loss: 15.8426 (15.6557) loss_bbox: 0.1489 (0.1506) loss_bbox_aux_0: 0.1744 (0.1628) loss_bbox_aux_1: 0.1575 (0.1555) loss_bbox_aux_2: 0.1544 (0.1528) loss_bbox_aux_3: 0.1549 (0.1509) loss_bbox_aux_4: 0.1526 (0.1506) loss_bbox_aux_5: 0.1978 (0.1996) loss_bbox_dn_0: 0.2580 (0.2619) loss_bbox_dn_1: 0.1967 (0.1920) loss_bbox_dn_2: 0.1762 (0.1718) loss_bbox_dn_3: 0.1680 (0.1660) loss_bbox_dn_4: 0.1685 (0.1646) loss_bbox_dn_5: 0.1685 (0.1646) loss_giou: 0.4689 (0.4704) loss_giou_aux_0: 0.5007 (0.4932) loss_giou_aux_1: 0.4732 (0.4805) loss_giou_aux_2: 0.4727 (0.4752) loss_giou_aux_3: 0.4688 (0.4716) loss_giou_aux_4: 0.4661 (0.4706) loss_giou_aux_5: 0.5786 (0.5580) loss_giou_dn_0: 0.6038 (0.5740) loss_giou_dn_1: 0.4818 (0.4665) loss_giou_dn_2: 0.4396 (0.4362) loss_giou_dn_3: 0.4280 (0.4280) loss_giou_dn_4: 0.4281 (0.4260) loss_giou_dn_5: 0.4283 (0.4262) loss_vfl: 0.6645 (0.6669) loss_vfl_aux_0: 0.7453 (0.7696) loss_vfl_aux_1: 0.7044 (0.7211) loss_vfl_aux_2: 0.6726 (0.6927) loss_vfl_aux_3: 0.6802 (0.6793) loss_vfl_aux_4: 0.6701 (0.6708) loss_vfl_aux_5: 0.7517 (0.7532) loss_vfl_dn_0: 0.4449 (0.4500) loss_vfl_dn_1: 0.3858 (0.3844) loss_vfl_dn_2: 0.3685 (0.3688) loss_vfl_dn_3: 0.3637 (0.3615) loss_vfl_dn_4: 0.3572 (0.3589) loss_vfl_dn_5: 0.3577 (0.3582) time: 0.4883 data: 0.0140 max mem: 5654 Epoch: [48] [2600/7393] eta: 0:39:01 lr: 0.000010 loss: 15.3633 (15.6628) loss_bbox: 0.1402 (0.1505) loss_bbox_aux_0: 0.1463 (0.1627) loss_bbox_aux_1: 0.1449 (0.1554) loss_bbox_aux_2: 0.1373 (0.1527) loss_bbox_aux_3: 0.1404 (0.1508) loss_bbox_aux_4: 0.1407 (0.1505) loss_bbox_aux_5: 0.1770 (0.1994) loss_bbox_dn_0: 0.2592 (0.2618) loss_bbox_dn_1: 0.1725 (0.1919) loss_bbox_dn_2: 0.1592 (0.1718) loss_bbox_dn_3: 0.1454 (0.1659) loss_bbox_dn_4: 0.1437 (0.1646) loss_bbox_dn_5: 0.1437 (0.1646) loss_giou: 0.4660 (0.4709) loss_giou_aux_0: 0.4833 (0.4937) loss_giou_aux_1: 0.4887 (0.4810) loss_giou_aux_2: 0.4678 (0.4756) loss_giou_aux_3: 0.4698 (0.4720) loss_giou_aux_4: 0.4700 (0.4710) loss_giou_aux_5: 0.5402 (0.5584) loss_giou_dn_0: 0.5765 (0.5745) loss_giou_dn_1: 0.4735 (0.4671) loss_giou_dn_2: 0.4398 (0.4367) loss_giou_dn_3: 0.4336 (0.4285) loss_giou_dn_4: 0.4338 (0.4265) loss_giou_dn_5: 0.4340 (0.4267) loss_vfl: 0.6422 (0.6670) loss_vfl_aux_0: 0.7506 (0.7699) loss_vfl_aux_1: 0.6701 (0.7214) loss_vfl_aux_2: 0.6701 (0.6931) loss_vfl_aux_3: 0.6546 (0.6797) loss_vfl_aux_4: 0.6476 (0.6710) loss_vfl_aux_5: 0.7312 (0.7536) loss_vfl_dn_0: 0.4402 (0.4499) loss_vfl_dn_1: 0.3746 (0.3845) loss_vfl_dn_2: 0.3602 (0.3688) loss_vfl_dn_3: 0.3542 (0.3616) loss_vfl_dn_4: 0.3527 (0.3590) loss_vfl_dn_5: 0.3516 (0.3583) time: 0.4893 data: 0.0140 max mem: 5654 Epoch: [48] [2700/7393] eta: 0:38:10 lr: 0.000010 loss: 15.7070 (15.6677) loss_bbox: 0.1344 (0.1504) loss_bbox_aux_0: 0.1406 (0.1626) loss_bbox_aux_1: 0.1344 (0.1553) loss_bbox_aux_2: 0.1389 (0.1526) loss_bbox_aux_3: 0.1365 (0.1507) loss_bbox_aux_4: 0.1343 (0.1504) loss_bbox_aux_5: 0.1709 (0.1992) loss_bbox_dn_0: 0.2547 (0.2618) loss_bbox_dn_1: 0.1790 (0.1919) loss_bbox_dn_2: 0.1567 (0.1717) loss_bbox_dn_3: 0.1508 (0.1659) loss_bbox_dn_4: 0.1492 (0.1645) loss_bbox_dn_5: 0.1493 (0.1645) loss_giou: 0.4571 (0.4711) loss_giou_aux_0: 0.4909 (0.4939) loss_giou_aux_1: 0.4580 (0.4812) loss_giou_aux_2: 0.4669 (0.4758) loss_giou_aux_3: 0.4587 (0.4723) loss_giou_aux_4: 0.4578 (0.4713) loss_giou_aux_5: 0.5595 (0.5585) loss_giou_dn_0: 0.5810 (0.5748) loss_giou_dn_1: 0.4531 (0.4674) loss_giou_dn_2: 0.4188 (0.4369) loss_giou_dn_3: 0.4116 (0.4288) loss_giou_dn_4: 0.4105 (0.4267) loss_giou_dn_5: 0.4117 (0.4269) loss_vfl: 0.6515 (0.6674) loss_vfl_aux_0: 0.7288 (0.7700) loss_vfl_aux_1: 0.7086 (0.7218) loss_vfl_aux_2: 0.6702 (0.6934) loss_vfl_aux_3: 0.6461 (0.6799) loss_vfl_aux_4: 0.6489 (0.6713) loss_vfl_aux_5: 0.7182 (0.7540) loss_vfl_dn_0: 0.4525 (0.4499) loss_vfl_dn_1: 0.3865 (0.3846) loss_vfl_dn_2: 0.3708 (0.3689) loss_vfl_dn_3: 0.3626 (0.3617) loss_vfl_dn_4: 0.3589 (0.3591) loss_vfl_dn_5: 0.3583 (0.3584) time: 0.4790 data: 0.0142 max mem: 5654 Epoch: [48] [2800/7393] eta: 0:37:21 lr: 0.000010 loss: 15.4993 (15.6651) loss_bbox: 0.1379 (0.1504) loss_bbox_aux_0: 0.1522 (0.1625) loss_bbox_aux_1: 0.1442 (0.1552) loss_bbox_aux_2: 0.1412 (0.1526) loss_bbox_aux_3: 0.1409 (0.1507) loss_bbox_aux_4: 0.1343 (0.1504) loss_bbox_aux_5: 0.1894 (0.1991) loss_bbox_dn_0: 0.2315 (0.2617) loss_bbox_dn_1: 0.1711 (0.1917) loss_bbox_dn_2: 0.1440 (0.1716) loss_bbox_dn_3: 0.1387 (0.1657) loss_bbox_dn_4: 0.1396 (0.1643) loss_bbox_dn_5: 0.1396 (0.1644) loss_giou: 0.4693 (0.4713) loss_giou_aux_0: 0.4897 (0.4939) loss_giou_aux_1: 0.4953 (0.4813) loss_giou_aux_2: 0.4849 (0.4760) loss_giou_aux_3: 0.4740 (0.4724) loss_giou_aux_4: 0.4723 (0.4714) loss_giou_aux_5: 0.5585 (0.5586) loss_giou_dn_0: 0.5954 (0.5748) loss_giou_dn_1: 0.4765 (0.4673) loss_giou_dn_2: 0.4465 (0.4369) loss_giou_dn_3: 0.4387 (0.4287) loss_giou_dn_4: 0.4370 (0.4267) loss_giou_dn_5: 0.4384 (0.4269) loss_vfl: 0.6318 (0.6671) loss_vfl_aux_0: 0.7359 (0.7699) loss_vfl_aux_1: 0.6733 (0.7215) loss_vfl_aux_2: 0.6557 (0.6931) loss_vfl_aux_3: 0.6421 (0.6797) loss_vfl_aux_4: 0.6292 (0.6710) loss_vfl_aux_5: 0.7090 (0.7538) loss_vfl_dn_0: 0.4456 (0.4499) loss_vfl_dn_1: 0.3821 (0.3846) loss_vfl_dn_2: 0.3627 (0.3689) loss_vfl_dn_3: 0.3576 (0.3616) loss_vfl_dn_4: 0.3519 (0.3591) loss_vfl_dn_5: 0.3517 (0.3584) time: 0.4710 data: 0.0138 max mem: 5654 Epoch: [48] [2900/7393] eta: 0:36:31 lr: 0.000010 loss: 16.1740 (15.6636) loss_bbox: 0.1546 (0.1505) loss_bbox_aux_0: 0.1720 (0.1627) loss_bbox_aux_1: 0.1581 (0.1553) loss_bbox_aux_2: 0.1608 (0.1528) loss_bbox_aux_3: 0.1627 (0.1508) loss_bbox_aux_4: 0.1549 (0.1505) loss_bbox_aux_5: 0.2266 (0.1993) loss_bbox_dn_0: 0.2519 (0.2619) loss_bbox_dn_1: 0.1951 (0.1919) loss_bbox_dn_2: 0.1778 (0.1717) loss_bbox_dn_3: 0.1752 (0.1658) loss_bbox_dn_4: 0.1751 (0.1644) loss_bbox_dn_5: 0.1751 (0.1645) loss_giou: 0.4461 (0.4709) loss_giou_aux_0: 0.4737 (0.4936) loss_giou_aux_1: 0.4558 (0.4810) loss_giou_aux_2: 0.4584 (0.4756) loss_giou_aux_3: 0.4363 (0.4720) loss_giou_aux_4: 0.4394 (0.4710) loss_giou_aux_5: 0.5463 (0.5583) loss_giou_dn_0: 0.5724 (0.5746) loss_giou_dn_1: 0.4719 (0.4672) loss_giou_dn_2: 0.4375 (0.4367) loss_giou_dn_3: 0.4318 (0.4285) loss_giou_dn_4: 0.4316 (0.4265) loss_giou_dn_5: 0.4316 (0.4267) loss_vfl: 0.6756 (0.6670) loss_vfl_aux_0: 0.7621 (0.7699) loss_vfl_aux_1: 0.7215 (0.7215) loss_vfl_aux_2: 0.6905 (0.6930) loss_vfl_aux_3: 0.6891 (0.6797) loss_vfl_aux_4: 0.6802 (0.6710) loss_vfl_aux_5: 0.7556 (0.7538) loss_vfl_dn_0: 0.4502 (0.4500) loss_vfl_dn_1: 0.3903 (0.3846) loss_vfl_dn_2: 0.3743 (0.3690) loss_vfl_dn_3: 0.3677 (0.3617) loss_vfl_dn_4: 0.3649 (0.3591) loss_vfl_dn_5: 0.3645 (0.3584) time: 0.4913 data: 0.0143 max mem: 5654 Epoch: [48] [3000/7393] eta: 0:36:01 lr: 0.000010 loss: 15.6098 (15.6621) loss_bbox: 0.1408 (0.1506) loss_bbox_aux_0: 0.1499 (0.1627) loss_bbox_aux_1: 0.1486 (0.1554) loss_bbox_aux_2: 0.1389 (0.1528) loss_bbox_aux_3: 0.1405 (0.1509) loss_bbox_aux_4: 0.1395 (0.1506) loss_bbox_aux_5: 0.1963 (0.1992) loss_bbox_dn_0: 0.2461 (0.2617) loss_bbox_dn_1: 0.1773 (0.1916) loss_bbox_dn_2: 0.1680 (0.1714) loss_bbox_dn_3: 0.1668 (0.1655) loss_bbox_dn_4: 0.1641 (0.1642) loss_bbox_dn_5: 0.1641 (0.1642) loss_giou: 0.4526 (0.4714) loss_giou_aux_0: 0.4833 (0.4940) loss_giou_aux_1: 0.4659 (0.4814) loss_giou_aux_2: 0.4529 (0.4761) loss_giou_aux_3: 0.4539 (0.4725) loss_giou_aux_4: 0.4510 (0.4715) loss_giou_aux_5: 0.5382 (0.5587) loss_giou_dn_0: 0.5478 (0.5749) loss_giou_dn_1: 0.4479 (0.4674) loss_giou_dn_2: 0.4167 (0.4370) loss_giou_dn_3: 0.4107 (0.4288) loss_giou_dn_4: 0.4104 (0.4268) loss_giou_dn_5: 0.4104 (0.4270) loss_vfl: 0.6466 (0.6664) loss_vfl_aux_0: 0.7392 (0.7692) loss_vfl_aux_1: 0.6895 (0.7208) loss_vfl_aux_2: 0.6762 (0.6924) loss_vfl_aux_3: 0.6624 (0.6791) loss_vfl_aux_4: 0.6492 (0.6704) loss_vfl_aux_5: 0.7352 (0.7531) loss_vfl_dn_0: 0.4514 (0.4499) loss_vfl_dn_1: 0.3828 (0.3846) loss_vfl_dn_2: 0.3643 (0.3689) loss_vfl_dn_3: 0.3560 (0.3616) loss_vfl_dn_4: 0.3545 (0.3591) loss_vfl_dn_5: 0.3541 (0.3584) time: 0.7519 data: 0.0138 max mem: 5654 Epoch: [48] [3100/7393] eta: 0:35:10 lr: 0.000010 loss: 15.0538 (15.6620) loss_bbox: 0.1497 (0.1507) loss_bbox_aux_0: 0.1674 (0.1628) loss_bbox_aux_1: 0.1561 (0.1554) loss_bbox_aux_2: 0.1526 (0.1529) loss_bbox_aux_3: 0.1521 (0.1510) loss_bbox_aux_4: 0.1506 (0.1507) loss_bbox_aux_5: 0.2031 (0.1995) loss_bbox_dn_0: 0.2375 (0.2621) loss_bbox_dn_1: 0.1708 (0.1919) loss_bbox_dn_2: 0.1527 (0.1716) loss_bbox_dn_3: 0.1490 (0.1658) loss_bbox_dn_4: 0.1472 (0.1644) loss_bbox_dn_5: 0.1472 (0.1644) loss_giou: 0.4432 (0.4708) loss_giou_aux_0: 0.4639 (0.4934) loss_giou_aux_1: 0.4403 (0.4808) loss_giou_aux_2: 0.4526 (0.4755) loss_giou_aux_3: 0.4537 (0.4719) loss_giou_aux_4: 0.4407 (0.4709) loss_giou_aux_5: 0.5466 (0.5582) loss_giou_dn_0: 0.5580 (0.5747) loss_giou_dn_1: 0.4557 (0.4672) loss_giou_dn_2: 0.4321 (0.4367) loss_giou_dn_3: 0.4232 (0.4285) loss_giou_dn_4: 0.4199 (0.4265) loss_giou_dn_5: 0.4201 (0.4267) loss_vfl: 0.6453 (0.6671) loss_vfl_aux_0: 0.7399 (0.7697) loss_vfl_aux_1: 0.7041 (0.7214) loss_vfl_aux_2: 0.6526 (0.6929) loss_vfl_aux_3: 0.6493 (0.6796) loss_vfl_aux_4: 0.6440 (0.6710) loss_vfl_aux_5: 0.7339 (0.7534) loss_vfl_dn_0: 0.4432 (0.4499) loss_vfl_dn_1: 0.3817 (0.3846) loss_vfl_dn_2: 0.3590 (0.3689) loss_vfl_dn_3: 0.3533 (0.3616) loss_vfl_dn_4: 0.3520 (0.3591) loss_vfl_dn_5: 0.3510 (0.3583) time: 0.4851 data: 0.0139 max mem: 5654 Epoch: [48] [3200/7393] eta: 0:34:20 lr: 0.000010 loss: 15.8975 (15.6643) loss_bbox: 0.1395 (0.1505) loss_bbox_aux_0: 0.1487 (0.1626) loss_bbox_aux_1: 0.1408 (0.1552) loss_bbox_aux_2: 0.1424 (0.1527) loss_bbox_aux_3: 0.1355 (0.1508) loss_bbox_aux_4: 0.1400 (0.1505) loss_bbox_aux_5: 0.1877 (0.1993) loss_bbox_dn_0: 0.2502 (0.2618) loss_bbox_dn_1: 0.1744 (0.1917) loss_bbox_dn_2: 0.1576 (0.1715) loss_bbox_dn_3: 0.1496 (0.1656) loss_bbox_dn_4: 0.1526 (0.1642) loss_bbox_dn_5: 0.1527 (0.1642) loss_giou: 0.4491 (0.4712) loss_giou_aux_0: 0.4667 (0.4938) loss_giou_aux_1: 0.4637 (0.4812) loss_giou_aux_2: 0.4531 (0.4759) loss_giou_aux_3: 0.4545 (0.4723) loss_giou_aux_4: 0.4463 (0.4713) loss_giou_aux_5: 0.5474 (0.5587) loss_giou_dn_0: 0.5788 (0.5752) loss_giou_dn_1: 0.4608 (0.4676) loss_giou_dn_2: 0.4259 (0.4372) loss_giou_dn_3: 0.4151 (0.4290) loss_giou_dn_4: 0.4157 (0.4270) loss_giou_dn_5: 0.4163 (0.4272) loss_vfl: 0.6535 (0.6670) loss_vfl_aux_0: 0.7741 (0.7693) loss_vfl_aux_1: 0.7104 (0.7213) loss_vfl_aux_2: 0.6900 (0.6927) loss_vfl_aux_3: 0.6679 (0.6795) loss_vfl_aux_4: 0.6553 (0.6709) loss_vfl_aux_5: 0.7430 (0.7530) loss_vfl_dn_0: 0.4503 (0.4499) loss_vfl_dn_1: 0.3865 (0.3846) loss_vfl_dn_2: 0.3680 (0.3690) loss_vfl_dn_3: 0.3599 (0.3617) loss_vfl_dn_4: 0.3582 (0.3592) loss_vfl_dn_5: 0.3581 (0.3584) time: 0.4746 data: 0.0139 max mem: 5654 Epoch: [48] [3300/7393] eta: 0:33:30 lr: 0.000010 loss: 15.5730 (15.6644) loss_bbox: 0.1609 (0.1504) loss_bbox_aux_0: 0.1671 (0.1625) loss_bbox_aux_1: 0.1583 (0.1551) loss_bbox_aux_2: 0.1607 (0.1526) loss_bbox_aux_3: 0.1590 (0.1507) loss_bbox_aux_4: 0.1560 (0.1504) loss_bbox_aux_5: 0.2110 (0.1992) loss_bbox_dn_0: 0.2685 (0.2616) loss_bbox_dn_1: 0.2061 (0.1916) loss_bbox_dn_2: 0.1829 (0.1714) loss_bbox_dn_3: 0.1765 (0.1655) loss_bbox_dn_4: 0.1736 (0.1641) loss_bbox_dn_5: 0.1736 (0.1641) loss_giou: 0.4423 (0.4714) loss_giou_aux_0: 0.4508 (0.4940) loss_giou_aux_1: 0.4395 (0.4813) loss_giou_aux_2: 0.4318 (0.4761) loss_giou_aux_3: 0.4370 (0.4725) loss_giou_aux_4: 0.4323 (0.4715) loss_giou_aux_5: 0.5295 (0.5589) loss_giou_dn_0: 0.5847 (0.5753) loss_giou_dn_1: 0.4825 (0.4677) loss_giou_dn_2: 0.4478 (0.4373) loss_giou_dn_3: 0.4356 (0.4291) loss_giou_dn_4: 0.4348 (0.4270) loss_giou_dn_5: 0.4348 (0.4272) loss_vfl: 0.6591 (0.6669) loss_vfl_aux_0: 0.7629 (0.7692) loss_vfl_aux_1: 0.7323 (0.7214) loss_vfl_aux_2: 0.7005 (0.6927) loss_vfl_aux_3: 0.6935 (0.6793) loss_vfl_aux_4: 0.6798 (0.6708) loss_vfl_aux_5: 0.7635 (0.7528) loss_vfl_dn_0: 0.4517 (0.4499) loss_vfl_dn_1: 0.3850 (0.3847) loss_vfl_dn_2: 0.3669 (0.3689) loss_vfl_dn_3: 0.3614 (0.3617) loss_vfl_dn_4: 0.3588 (0.3591) loss_vfl_dn_5: 0.3595 (0.3584) time: 0.4816 data: 0.0143 max mem: 5654 Epoch: [48] [3400/7393] eta: 0:32:40 lr: 0.000010 loss: 15.2195 (15.6669) loss_bbox: 0.1533 (0.1504) loss_bbox_aux_0: 0.1687 (0.1625) loss_bbox_aux_1: 0.1566 (0.1551) loss_bbox_aux_2: 0.1586 (0.1526) loss_bbox_aux_3: 0.1563 (0.1507) loss_bbox_aux_4: 0.1487 (0.1504) loss_bbox_aux_5: 0.2112 (0.1991) loss_bbox_dn_0: 0.2773 (0.2615) loss_bbox_dn_1: 0.2039 (0.1915) loss_bbox_dn_2: 0.1714 (0.1713) loss_bbox_dn_3: 0.1638 (0.1654) loss_bbox_dn_4: 0.1612 (0.1640) loss_bbox_dn_5: 0.1611 (0.1640) loss_giou: 0.4499 (0.4718) loss_giou_aux_0: 0.4809 (0.4945) loss_giou_aux_1: 0.4592 (0.4817) loss_giou_aux_2: 0.4551 (0.4765) loss_giou_aux_3: 0.4566 (0.4730) loss_giou_aux_4: 0.4497 (0.4719) loss_giou_aux_5: 0.5262 (0.5594) loss_giou_dn_0: 0.5518 (0.5754) loss_giou_dn_1: 0.4438 (0.4678) loss_giou_dn_2: 0.4174 (0.4374) loss_giou_dn_3: 0.4083 (0.4291) loss_giou_dn_4: 0.4064 (0.4271) loss_giou_dn_5: 0.4067 (0.4273) loss_vfl: 0.6497 (0.6668) loss_vfl_aux_0: 0.7445 (0.7691) loss_vfl_aux_1: 0.7009 (0.7215) loss_vfl_aux_2: 0.6913 (0.6927) loss_vfl_aux_3: 0.6635 (0.6793) loss_vfl_aux_4: 0.6597 (0.6707) loss_vfl_aux_5: 0.7369 (0.7527) loss_vfl_dn_0: 0.4422 (0.4498) loss_vfl_dn_1: 0.3761 (0.3846) loss_vfl_dn_2: 0.3554 (0.3689) loss_vfl_dn_3: 0.3472 (0.3617) loss_vfl_dn_4: 0.3469 (0.3591) loss_vfl_dn_5: 0.3457 (0.3584) time: 0.4787 data: 0.0139 max mem: 5654 Epoch: [48] [3500/7393] eta: 0:31:49 lr: 0.000010 loss: 15.0800 (15.6690) loss_bbox: 0.1384 (0.1505) loss_bbox_aux_0: 0.1509 (0.1627) loss_bbox_aux_1: 0.1489 (0.1551) loss_bbox_aux_2: 0.1446 (0.1527) loss_bbox_aux_3: 0.1390 (0.1508) loss_bbox_aux_4: 0.1380 (0.1504) loss_bbox_aux_5: 0.2006 (0.1992) loss_bbox_dn_0: 0.2522 (0.2616) loss_bbox_dn_1: 0.1829 (0.1916) loss_bbox_dn_2: 0.1668 (0.1713) loss_bbox_dn_3: 0.1633 (0.1655) loss_bbox_dn_4: 0.1622 (0.1641) loss_bbox_dn_5: 0.1622 (0.1641) loss_giou: 0.4552 (0.4720) loss_giou_aux_0: 0.4824 (0.4947) loss_giou_aux_1: 0.4757 (0.4818) loss_giou_aux_2: 0.4595 (0.4766) loss_giou_aux_3: 0.4597 (0.4731) loss_giou_aux_4: 0.4548 (0.4721) loss_giou_aux_5: 0.5478 (0.5596) loss_giou_dn_0: 0.5731 (0.5755) loss_giou_dn_1: 0.4599 (0.4679) loss_giou_dn_2: 0.4230 (0.4375) loss_giou_dn_3: 0.4161 (0.4293) loss_giou_dn_4: 0.4125 (0.4273) loss_giou_dn_5: 0.4123 (0.4274) loss_vfl: 0.6380 (0.6667) loss_vfl_aux_0: 0.7525 (0.7689) loss_vfl_aux_1: 0.6971 (0.7214) loss_vfl_aux_2: 0.6592 (0.6926) loss_vfl_aux_3: 0.6553 (0.6792) loss_vfl_aux_4: 0.6365 (0.6706) loss_vfl_aux_5: 0.7480 (0.7525) loss_vfl_dn_0: 0.4454 (0.4498) loss_vfl_dn_1: 0.3848 (0.3847) loss_vfl_dn_2: 0.3615 (0.3690) loss_vfl_dn_3: 0.3522 (0.3617) loss_vfl_dn_4: 0.3484 (0.3592) loss_vfl_dn_5: 0.3490 (0.3584) time: 0.4794 data: 0.0149 max mem: 5654 Epoch: [48] [3600/7393] eta: 0:31:06 lr: 0.000010 loss: 15.4616 (15.6657) loss_bbox: 0.1380 (0.1504) loss_bbox_aux_0: 0.1578 (0.1628) loss_bbox_aux_1: 0.1485 (0.1551) loss_bbox_aux_2: 0.1458 (0.1526) loss_bbox_aux_3: 0.1413 (0.1507) loss_bbox_aux_4: 0.1378 (0.1504) loss_bbox_aux_5: 0.1913 (0.1993) loss_bbox_dn_0: 0.2292 (0.2615) loss_bbox_dn_1: 0.1617 (0.1915) loss_bbox_dn_2: 0.1514 (0.1713) loss_bbox_dn_3: 0.1486 (0.1655) loss_bbox_dn_4: 0.1482 (0.1641) loss_bbox_dn_5: 0.1482 (0.1641) loss_giou: 0.4330 (0.4717) loss_giou_aux_0: 0.4829 (0.4945) loss_giou_aux_1: 0.4628 (0.4815) loss_giou_aux_2: 0.4418 (0.4763) loss_giou_aux_3: 0.4479 (0.4729) loss_giou_aux_4: 0.4398 (0.4718) loss_giou_aux_5: 0.5406 (0.5594) loss_giou_dn_0: 0.5601 (0.5754) loss_giou_dn_1: 0.4494 (0.4678) loss_giou_dn_2: 0.4145 (0.4374) loss_giou_dn_3: 0.4075 (0.4292) loss_giou_dn_4: 0.4080 (0.4271) loss_giou_dn_5: 0.4078 (0.4273) loss_vfl: 0.6323 (0.6667) loss_vfl_aux_0: 0.7327 (0.7687) loss_vfl_aux_1: 0.6986 (0.7214) loss_vfl_aux_2: 0.6793 (0.6927) loss_vfl_aux_3: 0.6481 (0.6792) loss_vfl_aux_4: 0.6458 (0.6707) loss_vfl_aux_5: 0.7012 (0.7523) loss_vfl_dn_0: 0.4454 (0.4498) loss_vfl_dn_1: 0.3898 (0.3846) loss_vfl_dn_2: 0.3707 (0.3689) loss_vfl_dn_3: 0.3609 (0.3617) loss_vfl_dn_4: 0.3590 (0.3591) loss_vfl_dn_5: 0.3589 (0.3584) time: 0.4696 data: 0.0135 max mem: 5654 Epoch: [48] [3700/7393] eta: 0:30:15 lr: 0.000010 loss: 15.0863 (15.6666) loss_bbox: 0.1338 (0.1504) loss_bbox_aux_0: 0.1447 (0.1627) loss_bbox_aux_1: 0.1344 (0.1551) loss_bbox_aux_2: 0.1311 (0.1526) loss_bbox_aux_3: 0.1371 (0.1507) loss_bbox_aux_4: 0.1341 (0.1503) loss_bbox_aux_5: 0.1748 (0.1993) loss_bbox_dn_0: 0.2415 (0.2615) loss_bbox_dn_1: 0.1751 (0.1915) loss_bbox_dn_2: 0.1577 (0.1713) loss_bbox_dn_3: 0.1515 (0.1655) loss_bbox_dn_4: 0.1489 (0.1641) loss_bbox_dn_5: 0.1487 (0.1641) loss_giou: 0.4458 (0.4717) loss_giou_aux_0: 0.4691 (0.4945) loss_giou_aux_1: 0.4516 (0.4815) loss_giou_aux_2: 0.4611 (0.4763) loss_giou_aux_3: 0.4461 (0.4729) loss_giou_aux_4: 0.4452 (0.4718) loss_giou_aux_5: 0.5427 (0.5594) loss_giou_dn_0: 0.5619 (0.5755) loss_giou_dn_1: 0.4491 (0.4678) loss_giou_dn_2: 0.4170 (0.4374) loss_giou_dn_3: 0.4065 (0.4292) loss_giou_dn_4: 0.4051 (0.4272) loss_giou_dn_5: 0.4053 (0.4274) loss_vfl: 0.6383 (0.6669) loss_vfl_aux_0: 0.7128 (0.7688) loss_vfl_aux_1: 0.6614 (0.7216) loss_vfl_aux_2: 0.6456 (0.6927) loss_vfl_aux_3: 0.6430 (0.6793) loss_vfl_aux_4: 0.6355 (0.6708) loss_vfl_aux_5: 0.6904 (0.7524) loss_vfl_dn_0: 0.4409 (0.4498) loss_vfl_dn_1: 0.3722 (0.3846) loss_vfl_dn_2: 0.3575 (0.3689) loss_vfl_dn_3: 0.3510 (0.3617) loss_vfl_dn_4: 0.3488 (0.3591) loss_vfl_dn_5: 0.3492 (0.3584) time: 0.4691 data: 0.0140 max mem: 5654 Epoch: [48] [3800/7393] eta: 0:29:25 lr: 0.000010 loss: 15.3567 (15.6641) loss_bbox: 0.1446 (0.1503) loss_bbox_aux_0: 0.1491 (0.1627) loss_bbox_aux_1: 0.1465 (0.1551) loss_bbox_aux_2: 0.1457 (0.1525) loss_bbox_aux_3: 0.1425 (0.1507) loss_bbox_aux_4: 0.1417 (0.1503) loss_bbox_aux_5: 0.1929 (0.1994) loss_bbox_dn_0: 0.2370 (0.2617) loss_bbox_dn_1: 0.1770 (0.1916) loss_bbox_dn_2: 0.1644 (0.1715) loss_bbox_dn_3: 0.1502 (0.1656) loss_bbox_dn_4: 0.1489 (0.1642) loss_bbox_dn_5: 0.1489 (0.1642) loss_giou: 0.4927 (0.4714) loss_giou_aux_0: 0.5111 (0.4942) loss_giou_aux_1: 0.4935 (0.4812) loss_giou_aux_2: 0.4952 (0.4760) loss_giou_aux_3: 0.4965 (0.4726) loss_giou_aux_4: 0.4944 (0.4715) loss_giou_aux_5: 0.5718 (0.5592) loss_giou_dn_0: 0.5676 (0.5753) loss_giou_dn_1: 0.4528 (0.4677) loss_giou_dn_2: 0.4160 (0.4372) loss_giou_dn_3: 0.4094 (0.4290) loss_giou_dn_4: 0.4114 (0.4270) loss_giou_dn_5: 0.4110 (0.4272) loss_vfl: 0.6460 (0.6669) loss_vfl_aux_0: 0.7394 (0.7688) loss_vfl_aux_1: 0.6927 (0.7216) loss_vfl_aux_2: 0.6554 (0.6928) loss_vfl_aux_3: 0.6611 (0.6793) loss_vfl_aux_4: 0.6493 (0.6707) loss_vfl_aux_5: 0.7121 (0.7523) loss_vfl_dn_0: 0.4538 (0.4498) loss_vfl_dn_1: 0.3841 (0.3846) loss_vfl_dn_2: 0.3658 (0.3688) loss_vfl_dn_3: 0.3584 (0.3616) loss_vfl_dn_4: 0.3551 (0.3590) loss_vfl_dn_5: 0.3553 (0.3583) time: 0.4733 data: 0.0140 max mem: 5654 Epoch: [48] [3900/7393] eta: 0:28:35 lr: 0.000010 loss: 16.5407 (15.6639) loss_bbox: 0.1640 (0.1505) loss_bbox_aux_0: 0.1705 (0.1629) loss_bbox_aux_1: 0.1770 (0.1552) loss_bbox_aux_2: 0.1578 (0.1527) loss_bbox_aux_3: 0.1647 (0.1508) loss_bbox_aux_4: 0.1640 (0.1504) loss_bbox_aux_5: 0.2164 (0.1997) loss_bbox_dn_0: 0.2821 (0.2620) loss_bbox_dn_1: 0.2068 (0.1918) loss_bbox_dn_2: 0.1909 (0.1717) loss_bbox_dn_3: 0.1836 (0.1658) loss_bbox_dn_4: 0.1817 (0.1645) loss_bbox_dn_5: 0.1817 (0.1645) loss_giou: 0.4481 (0.4708) loss_giou_aux_0: 0.4872 (0.4937) loss_giou_aux_1: 0.4705 (0.4806) loss_giou_aux_2: 0.4612 (0.4754) loss_giou_aux_3: 0.4528 (0.4720) loss_giou_aux_4: 0.4466 (0.4709) loss_giou_aux_5: 0.5438 (0.5587) loss_giou_dn_0: 0.5790 (0.5750) loss_giou_dn_1: 0.4660 (0.4674) loss_giou_dn_2: 0.4297 (0.4369) loss_giou_dn_3: 0.4206 (0.4287) loss_giou_dn_4: 0.4210 (0.4267) loss_giou_dn_5: 0.4211 (0.4269) loss_vfl: 0.6970 (0.6673) loss_vfl_aux_0: 0.7958 (0.7692) loss_vfl_aux_1: 0.7687 (0.7221) loss_vfl_aux_2: 0.7242 (0.6934) loss_vfl_aux_3: 0.7183 (0.6797) loss_vfl_aux_4: 0.7013 (0.6712) loss_vfl_aux_5: 0.7815 (0.7526) loss_vfl_dn_0: 0.4623 (0.4499) loss_vfl_dn_1: 0.3953 (0.3846) loss_vfl_dn_2: 0.3800 (0.3688) loss_vfl_dn_3: 0.3718 (0.3616) loss_vfl_dn_4: 0.3702 (0.3590) loss_vfl_dn_5: 0.3691 (0.3583) time: 0.4774 data: 0.0146 max mem: 5654 Epoch: [48] [4000/7393] eta: 0:27:45 lr: 0.000010 loss: 15.6695 (15.6630) loss_bbox: 0.1447 (0.1504) loss_bbox_aux_0: 0.1647 (0.1629) loss_bbox_aux_1: 0.1628 (0.1551) loss_bbox_aux_2: 0.1482 (0.1526) loss_bbox_aux_3: 0.1525 (0.1508) loss_bbox_aux_4: 0.1456 (0.1504) loss_bbox_aux_5: 0.1907 (0.1996) loss_bbox_dn_0: 0.2506 (0.2620) loss_bbox_dn_1: 0.1750 (0.1918) loss_bbox_dn_2: 0.1506 (0.1716) loss_bbox_dn_3: 0.1473 (0.1658) loss_bbox_dn_4: 0.1453 (0.1644) loss_bbox_dn_5: 0.1453 (0.1644) loss_giou: 0.4334 (0.4706) loss_giou_aux_0: 0.4693 (0.4935) loss_giou_aux_1: 0.4633 (0.4804) loss_giou_aux_2: 0.4608 (0.4752) loss_giou_aux_3: 0.4474 (0.4718) loss_giou_aux_4: 0.4332 (0.4707) loss_giou_aux_5: 0.5099 (0.5583) loss_giou_dn_0: 0.5656 (0.5749) loss_giou_dn_1: 0.4688 (0.4673) loss_giou_dn_2: 0.4408 (0.4368) loss_giou_dn_3: 0.4336 (0.4286) loss_giou_dn_4: 0.4303 (0.4266) loss_giou_dn_5: 0.4303 (0.4268) loss_vfl: 0.6716 (0.6677) loss_vfl_aux_0: 0.7663 (0.7693) loss_vfl_aux_1: 0.7174 (0.7222) loss_vfl_aux_2: 0.6972 (0.6936) loss_vfl_aux_3: 0.6927 (0.6801) loss_vfl_aux_4: 0.6843 (0.6716) loss_vfl_aux_5: 0.7612 (0.7528) loss_vfl_dn_0: 0.4494 (0.4499) loss_vfl_dn_1: 0.3916 (0.3847) loss_vfl_dn_2: 0.3770 (0.3689) loss_vfl_dn_3: 0.3676 (0.3616) loss_vfl_dn_4: 0.3654 (0.3591) loss_vfl_dn_5: 0.3644 (0.3584) time: 0.4803 data: 0.0143 max mem: 5654 Epoch: [48] [4100/7393] eta: 0:26:55 lr: 0.000010 loss: 15.4875 (15.6635) loss_bbox: 0.1377 (0.1504) loss_bbox_aux_0: 0.1582 (0.1629) loss_bbox_aux_1: 0.1514 (0.1552) loss_bbox_aux_2: 0.1371 (0.1527) loss_bbox_aux_3: 0.1372 (0.1507) loss_bbox_aux_4: 0.1365 (0.1503) loss_bbox_aux_5: 0.1903 (0.1996) loss_bbox_dn_0: 0.2549 (0.2619) loss_bbox_dn_1: 0.1834 (0.1917) loss_bbox_dn_2: 0.1615 (0.1716) loss_bbox_dn_3: 0.1549 (0.1658) loss_bbox_dn_4: 0.1545 (0.1644) loss_bbox_dn_5: 0.1545 (0.1644) loss_giou: 0.4220 (0.4706) loss_giou_aux_0: 0.4516 (0.4936) loss_giou_aux_1: 0.4382 (0.4805) loss_giou_aux_2: 0.4144 (0.4752) loss_giou_aux_3: 0.4137 (0.4718) loss_giou_aux_4: 0.4110 (0.4707) loss_giou_aux_5: 0.5246 (0.5584) loss_giou_dn_0: 0.5506 (0.5750) loss_giou_dn_1: 0.4434 (0.4673) loss_giou_dn_2: 0.4138 (0.4368) loss_giou_dn_3: 0.4051 (0.4287) loss_giou_dn_4: 0.4018 (0.4266) loss_giou_dn_5: 0.4018 (0.4268) loss_vfl: 0.6992 (0.6678) loss_vfl_aux_0: 0.7795 (0.7693) loss_vfl_aux_1: 0.7475 (0.7220) loss_vfl_aux_2: 0.7158 (0.6936) loss_vfl_aux_3: 0.7089 (0.6802) loss_vfl_aux_4: 0.7014 (0.6717) loss_vfl_aux_5: 0.7526 (0.7526) loss_vfl_dn_0: 0.4498 (0.4499) loss_vfl_dn_1: 0.3827 (0.3846) loss_vfl_dn_2: 0.3651 (0.3689) loss_vfl_dn_3: 0.3629 (0.3617) loss_vfl_dn_4: 0.3595 (0.3591) loss_vfl_dn_5: 0.3593 (0.3584) time: 0.4793 data: 0.0144 max mem: 5654 Epoch: [48] [4200/7393] eta: 0:26:10 lr: 0.000010 loss: 16.2981 (15.6651) loss_bbox: 0.1566 (0.1504) loss_bbox_aux_0: 0.1676 (0.1629) loss_bbox_aux_1: 0.1529 (0.1552) loss_bbox_aux_2: 0.1558 (0.1527) loss_bbox_aux_3: 0.1558 (0.1507) loss_bbox_aux_4: 0.1569 (0.1504) loss_bbox_aux_5: 0.1965 (0.1996) loss_bbox_dn_0: 0.2230 (0.2620) loss_bbox_dn_1: 0.1747 (0.1919) loss_bbox_dn_2: 0.1544 (0.1717) loss_bbox_dn_3: 0.1504 (0.1659) loss_bbox_dn_4: 0.1500 (0.1646) loss_bbox_dn_5: 0.1500 (0.1646) loss_giou: 0.4765 (0.4704) loss_giou_aux_0: 0.4897 (0.4932) loss_giou_aux_1: 0.4838 (0.4802) loss_giou_aux_2: 0.4799 (0.4749) loss_giou_aux_3: 0.4766 (0.4715) loss_giou_aux_4: 0.4832 (0.4705) loss_giou_aux_5: 0.5882 (0.5580) loss_giou_dn_0: 0.5955 (0.5749) loss_giou_dn_1: 0.4858 (0.4672) loss_giou_dn_2: 0.4616 (0.4368) loss_giou_dn_3: 0.4524 (0.4286) loss_giou_dn_4: 0.4501 (0.4266) loss_giou_dn_5: 0.4497 (0.4268) loss_vfl: 0.6561 (0.6681) loss_vfl_aux_0: 0.7509 (0.7698) loss_vfl_aux_1: 0.7243 (0.7225) loss_vfl_aux_2: 0.6731 (0.6941) loss_vfl_aux_3: 0.6672 (0.6807) loss_vfl_aux_4: 0.6616 (0.6720) loss_vfl_aux_5: 0.7088 (0.7530) loss_vfl_dn_0: 0.4434 (0.4500) loss_vfl_dn_1: 0.3854 (0.3847) loss_vfl_dn_2: 0.3701 (0.3689) loss_vfl_dn_3: 0.3624 (0.3617) loss_vfl_dn_4: 0.3590 (0.3591) loss_vfl_dn_5: 0.3598 (0.3584) time: 0.4828 data: 0.0146 max mem: 5654 Epoch: [48] [4300/7393] eta: 0:25:19 lr: 0.000010 loss: 15.6320 (15.6628) loss_bbox: 0.1447 (0.1504) loss_bbox_aux_0: 0.1549 (0.1629) loss_bbox_aux_1: 0.1489 (0.1552) loss_bbox_aux_2: 0.1472 (0.1526) loss_bbox_aux_3: 0.1498 (0.1507) loss_bbox_aux_4: 0.1451 (0.1503) loss_bbox_aux_5: 0.1851 (0.1996) loss_bbox_dn_0: 0.2354 (0.2620) loss_bbox_dn_1: 0.1727 (0.1918) loss_bbox_dn_2: 0.1520 (0.1717) loss_bbox_dn_3: 0.1466 (0.1659) loss_bbox_dn_4: 0.1479 (0.1645) loss_bbox_dn_5: 0.1480 (0.1645) loss_giou: 0.4269 (0.4703) loss_giou_aux_0: 0.4671 (0.4931) loss_giou_aux_1: 0.4389 (0.4801) loss_giou_aux_2: 0.4291 (0.4748) loss_giou_aux_3: 0.4274 (0.4714) loss_giou_aux_4: 0.4254 (0.4704) loss_giou_aux_5: 0.5298 (0.5579) loss_giou_dn_0: 0.5745 (0.5749) loss_giou_dn_1: 0.4535 (0.4672) loss_giou_dn_2: 0.4251 (0.4367) loss_giou_dn_3: 0.4131 (0.4286) loss_giou_dn_4: 0.4108 (0.4266) loss_giou_dn_5: 0.4107 (0.4268) loss_vfl: 0.6609 (0.6681) loss_vfl_aux_0: 0.7461 (0.7696) loss_vfl_aux_1: 0.6995 (0.7224) loss_vfl_aux_2: 0.6979 (0.6941) loss_vfl_aux_3: 0.6848 (0.6806) loss_vfl_aux_4: 0.6649 (0.6720) loss_vfl_aux_5: 0.7229 (0.7530) loss_vfl_dn_0: 0.4442 (0.4499) loss_vfl_dn_1: 0.3887 (0.3846) loss_vfl_dn_2: 0.3735 (0.3688) loss_vfl_dn_3: 0.3656 (0.3616) loss_vfl_dn_4: 0.3639 (0.3590) loss_vfl_dn_5: 0.3636 (0.3583) time: 0.4665 data: 0.0143 max mem: 5654 Epoch: [48] [4400/7393] eta: 0:24:29 lr: 0.000010 loss: 15.3248 (15.6635) loss_bbox: 0.1472 (0.1504) loss_bbox_aux_0: 0.1528 (0.1630) loss_bbox_aux_1: 0.1469 (0.1552) loss_bbox_aux_2: 0.1523 (0.1527) loss_bbox_aux_3: 0.1460 (0.1507) loss_bbox_aux_4: 0.1440 (0.1504) loss_bbox_aux_5: 0.1964 (0.1997) loss_bbox_dn_0: 0.2569 (0.2622) loss_bbox_dn_1: 0.1855 (0.1920) loss_bbox_dn_2: 0.1667 (0.1719) loss_bbox_dn_3: 0.1618 (0.1660) loss_bbox_dn_4: 0.1598 (0.1647) loss_bbox_dn_5: 0.1600 (0.1647) loss_giou: 0.4189 (0.4701) loss_giou_aux_0: 0.4264 (0.4930) loss_giou_aux_1: 0.4154 (0.4798) loss_giou_aux_2: 0.4137 (0.4746) loss_giou_aux_3: 0.4038 (0.4712) loss_giou_aux_4: 0.4084 (0.4702) loss_giou_aux_5: 0.4970 (0.5578) loss_giou_dn_0: 0.5339 (0.5749) loss_giou_dn_1: 0.4304 (0.4672) loss_giou_dn_2: 0.3865 (0.4367) loss_giou_dn_3: 0.3787 (0.4285) loss_giou_dn_4: 0.3760 (0.4265) loss_giou_dn_5: 0.3761 (0.4267) loss_vfl: 0.6506 (0.6682) loss_vfl_aux_0: 0.7654 (0.7695) loss_vfl_aux_1: 0.7132 (0.7225) loss_vfl_aux_2: 0.6821 (0.6942) loss_vfl_aux_3: 0.6599 (0.6807) loss_vfl_aux_4: 0.6595 (0.6721) loss_vfl_aux_5: 0.7677 (0.7531) loss_vfl_dn_0: 0.4480 (0.4500) loss_vfl_dn_1: 0.3799 (0.3846) loss_vfl_dn_2: 0.3666 (0.3688) loss_vfl_dn_3: 0.3618 (0.3616) loss_vfl_dn_4: 0.3586 (0.3590) loss_vfl_dn_5: 0.3585 (0.3583) time: 0.4856 data: 0.0142 max mem: 5654 Epoch: [48] [4500/7393] eta: 0:23:40 lr: 0.000010 loss: 15.4811 (15.6657) loss_bbox: 0.1375 (0.1504) loss_bbox_aux_0: 0.1536 (0.1629) loss_bbox_aux_1: 0.1352 (0.1552) loss_bbox_aux_2: 0.1328 (0.1526) loss_bbox_aux_3: 0.1285 (0.1507) loss_bbox_aux_4: 0.1374 (0.1504) loss_bbox_aux_5: 0.1711 (0.1996) loss_bbox_dn_0: 0.2286 (0.2621) loss_bbox_dn_1: 0.1669 (0.1920) loss_bbox_dn_2: 0.1481 (0.1718) loss_bbox_dn_3: 0.1465 (0.1660) loss_bbox_dn_4: 0.1456 (0.1646) loss_bbox_dn_5: 0.1448 (0.1646) loss_giou: 0.5029 (0.4705) loss_giou_aux_0: 0.5191 (0.4934) loss_giou_aux_1: 0.5039 (0.4802) loss_giou_aux_2: 0.5134 (0.4750) loss_giou_aux_3: 0.5034 (0.4716) loss_giou_aux_4: 0.4993 (0.4705) loss_giou_aux_5: 0.5781 (0.5581) loss_giou_dn_0: 0.5964 (0.5751) loss_giou_dn_1: 0.4846 (0.4674) loss_giou_dn_2: 0.4559 (0.4369) loss_giou_dn_3: 0.4513 (0.4288) loss_giou_dn_4: 0.4504 (0.4268) loss_giou_dn_5: 0.4504 (0.4269) loss_vfl: 0.6549 (0.6680) loss_vfl_aux_0: 0.7342 (0.7693) loss_vfl_aux_1: 0.7140 (0.7224) loss_vfl_aux_2: 0.7014 (0.6942) loss_vfl_aux_3: 0.6871 (0.6806) loss_vfl_aux_4: 0.6724 (0.6719) loss_vfl_aux_5: 0.7443 (0.7529) loss_vfl_dn_0: 0.4458 (0.4500) loss_vfl_dn_1: 0.3839 (0.3846) loss_vfl_dn_2: 0.3715 (0.3688) loss_vfl_dn_3: 0.3673 (0.3616) loss_vfl_dn_4: 0.3657 (0.3590) loss_vfl_dn_5: 0.3652 (0.3583) time: 0.4747 data: 0.0139 max mem: 5654 Epoch: [48] [4600/7393] eta: 0:22:50 lr: 0.000010 loss: 15.2421 (15.6686) loss_bbox: 0.1503 (0.1505) loss_bbox_aux_0: 0.1611 (0.1630) loss_bbox_aux_1: 0.1516 (0.1552) loss_bbox_aux_2: 0.1508 (0.1527) loss_bbox_aux_3: 0.1501 (0.1508) loss_bbox_aux_4: 0.1539 (0.1505) loss_bbox_aux_5: 0.1964 (0.1997) loss_bbox_dn_0: 0.2856 (0.2623) loss_bbox_dn_1: 0.2011 (0.1921) loss_bbox_dn_2: 0.1750 (0.1720) loss_bbox_dn_3: 0.1724 (0.1662) loss_bbox_dn_4: 0.1663 (0.1648) loss_bbox_dn_5: 0.1665 (0.1648) loss_giou: 0.4250 (0.4704) loss_giou_aux_0: 0.4512 (0.4933) loss_giou_aux_1: 0.4349 (0.4802) loss_giou_aux_2: 0.4320 (0.4749) loss_giou_aux_3: 0.4260 (0.4715) loss_giou_aux_4: 0.4239 (0.4705) loss_giou_aux_5: 0.4938 (0.5581) loss_giou_dn_0: 0.5686 (0.5751) loss_giou_dn_1: 0.4533 (0.4674) loss_giou_dn_2: 0.4229 (0.4369) loss_giou_dn_3: 0.4144 (0.4288) loss_giou_dn_4: 0.4125 (0.4267) loss_giou_dn_5: 0.4130 (0.4269) loss_vfl: 0.6786 (0.6682) loss_vfl_aux_0: 0.7732 (0.7693) loss_vfl_aux_1: 0.7319 (0.7225) loss_vfl_aux_2: 0.7041 (0.6944) loss_vfl_aux_3: 0.6868 (0.6808) loss_vfl_aux_4: 0.6742 (0.6721) loss_vfl_aux_5: 0.7493 (0.7530) loss_vfl_dn_0: 0.4532 (0.4501) loss_vfl_dn_1: 0.3928 (0.3847) loss_vfl_dn_2: 0.3752 (0.3689) loss_vfl_dn_3: 0.3676 (0.3617) loss_vfl_dn_4: 0.3618 (0.3591) loss_vfl_dn_5: 0.3604 (0.3583) time: 0.4885 data: 0.0142 max mem: 5654 Epoch: [48] [4700/7393] eta: 0:22:01 lr: 0.000010 loss: 15.7825 (15.6665) loss_bbox: 0.1549 (0.1504) loss_bbox_aux_0: 0.1766 (0.1630) loss_bbox_aux_1: 0.1674 (0.1552) loss_bbox_aux_2: 0.1552 (0.1526) loss_bbox_aux_3: 0.1545 (0.1507) loss_bbox_aux_4: 0.1551 (0.1504) loss_bbox_aux_5: 0.2115 (0.1997) loss_bbox_dn_0: 0.2782 (0.2622) loss_bbox_dn_1: 0.2061 (0.1921) loss_bbox_dn_2: 0.1827 (0.1719) loss_bbox_dn_3: 0.1769 (0.1661) loss_bbox_dn_4: 0.1757 (0.1647) loss_bbox_dn_5: 0.1758 (0.1647) loss_giou: 0.4522 (0.4701) loss_giou_aux_0: 0.4708 (0.4931) loss_giou_aux_1: 0.4584 (0.4799) loss_giou_aux_2: 0.4423 (0.4746) loss_giou_aux_3: 0.4483 (0.4712) loss_giou_aux_4: 0.4520 (0.4702) loss_giou_aux_5: 0.5243 (0.5578) loss_giou_dn_0: 0.5675 (0.5750) loss_giou_dn_1: 0.4559 (0.4672) loss_giou_dn_2: 0.4232 (0.4367) loss_giou_dn_3: 0.4191 (0.4286) loss_giou_dn_4: 0.4178 (0.4265) loss_giou_dn_5: 0.4179 (0.4267) loss_vfl: 0.6862 (0.6685) loss_vfl_aux_0: 0.7744 (0.7696) loss_vfl_aux_1: 0.7284 (0.7229) loss_vfl_aux_2: 0.7167 (0.6947) loss_vfl_aux_3: 0.7000 (0.6811) loss_vfl_aux_4: 0.6913 (0.6724) loss_vfl_aux_5: 0.7476 (0.7532) loss_vfl_dn_0: 0.4520 (0.4501) loss_vfl_dn_1: 0.3842 (0.3847) loss_vfl_dn_2: 0.3691 (0.3689) loss_vfl_dn_3: 0.3601 (0.3617) loss_vfl_dn_4: 0.3599 (0.3591) loss_vfl_dn_5: 0.3598 (0.3584) time: 0.5055 data: 0.0145 max mem: 5654 Epoch: [48] [4800/7393] eta: 0:21:12 lr: 0.000010 loss: 15.9476 (15.6698) loss_bbox: 0.1361 (0.1506) loss_bbox_aux_0: 0.1557 (0.1632) loss_bbox_aux_1: 0.1527 (0.1554) loss_bbox_aux_2: 0.1432 (0.1528) loss_bbox_aux_3: 0.1392 (0.1508) loss_bbox_aux_4: 0.1392 (0.1505) loss_bbox_aux_5: 0.1994 (0.1999) loss_bbox_dn_0: 0.2513 (0.2626) loss_bbox_dn_1: 0.1880 (0.1923) loss_bbox_dn_2: 0.1773 (0.1722) loss_bbox_dn_3: 0.1725 (0.1663) loss_bbox_dn_4: 0.1696 (0.1649) loss_bbox_dn_5: 0.1697 (0.1650) loss_giou: 0.4497 (0.4700) loss_giou_aux_0: 0.4689 (0.4930) loss_giou_aux_1: 0.4572 (0.4798) loss_giou_aux_2: 0.4525 (0.4745) loss_giou_aux_3: 0.4461 (0.4711) loss_giou_aux_4: 0.4433 (0.4700) loss_giou_aux_5: 0.5486 (0.5576) loss_giou_dn_0: 0.5715 (0.5749) loss_giou_dn_1: 0.4500 (0.4672) loss_giou_dn_2: 0.4171 (0.4367) loss_giou_dn_3: 0.4065 (0.4286) loss_giou_dn_4: 0.4048 (0.4265) loss_giou_dn_5: 0.4051 (0.4267) loss_vfl: 0.6594 (0.6687) loss_vfl_aux_0: 0.7423 (0.7698) loss_vfl_aux_1: 0.7018 (0.7230) loss_vfl_aux_2: 0.6770 (0.6950) loss_vfl_aux_3: 0.6599 (0.6814) loss_vfl_aux_4: 0.6594 (0.6727) loss_vfl_aux_5: 0.7330 (0.7534) loss_vfl_dn_0: 0.4466 (0.4501) loss_vfl_dn_1: 0.3864 (0.3847) loss_vfl_dn_2: 0.3704 (0.3689) loss_vfl_dn_3: 0.3634 (0.3617) loss_vfl_dn_4: 0.3621 (0.3591) loss_vfl_dn_5: 0.3623 (0.3584) time: 0.4774 data: 0.0141 max mem: 5654 Epoch: [48] [4900/7393] eta: 0:20:22 lr: 0.000010 loss: 15.8380 (15.6705) loss_bbox: 0.1579 (0.1507) loss_bbox_aux_0: 0.1614 (0.1633) loss_bbox_aux_1: 0.1615 (0.1554) loss_bbox_aux_2: 0.1582 (0.1530) loss_bbox_aux_3: 0.1589 (0.1509) loss_bbox_aux_4: 0.1564 (0.1506) loss_bbox_aux_5: 0.2050 (0.1999) loss_bbox_dn_0: 0.2400 (0.2628) loss_bbox_dn_1: 0.1755 (0.1925) loss_bbox_dn_2: 0.1587 (0.1724) loss_bbox_dn_3: 0.1546 (0.1665) loss_bbox_dn_4: 0.1527 (0.1652) loss_bbox_dn_5: 0.1528 (0.1652) loss_giou: 0.4872 (0.4698) loss_giou_aux_0: 0.5078 (0.4929) loss_giou_aux_1: 0.4926 (0.4796) loss_giou_aux_2: 0.4949 (0.4743) loss_giou_aux_3: 0.4844 (0.4709) loss_giou_aux_4: 0.4851 (0.4698) loss_giou_aux_5: 0.5686 (0.5574) loss_giou_dn_0: 0.5821 (0.5749) loss_giou_dn_1: 0.4730 (0.4672) loss_giou_dn_2: 0.4414 (0.4367) loss_giou_dn_3: 0.4349 (0.4285) loss_giou_dn_4: 0.4352 (0.4265) loss_giou_dn_5: 0.4360 (0.4267) loss_vfl: 0.6382 (0.6689) loss_vfl_aux_0: 0.7488 (0.7697) loss_vfl_aux_1: 0.7111 (0.7231) loss_vfl_aux_2: 0.6722 (0.6949) loss_vfl_aux_3: 0.6603 (0.6814) loss_vfl_aux_4: 0.6518 (0.6728) loss_vfl_aux_5: 0.7380 (0.7535) loss_vfl_dn_0: 0.4410 (0.4501) loss_vfl_dn_1: 0.3818 (0.3847) loss_vfl_dn_2: 0.3652 (0.3689) loss_vfl_dn_3: 0.3593 (0.3617) loss_vfl_dn_4: 0.3564 (0.3591) loss_vfl_dn_5: 0.3540 (0.3584) time: 0.4713 data: 0.0140 max mem: 5654 Epoch: [48] [5000/7393] eta: 0:19:33 lr: 0.000010 loss: 15.9170 (15.6707) loss_bbox: 0.1380 (0.1507) loss_bbox_aux_0: 0.1613 (0.1634) loss_bbox_aux_1: 0.1479 (0.1555) loss_bbox_aux_2: 0.1357 (0.1530) loss_bbox_aux_3: 0.1374 (0.1510) loss_bbox_aux_4: 0.1393 (0.1507) loss_bbox_aux_5: 0.2010 (0.2000) loss_bbox_dn_0: 0.2434 (0.2629) loss_bbox_dn_1: 0.1759 (0.1927) loss_bbox_dn_2: 0.1522 (0.1725) loss_bbox_dn_3: 0.1459 (0.1666) loss_bbox_dn_4: 0.1444 (0.1652) loss_bbox_dn_5: 0.1446 (0.1653) loss_giou: 0.4922 (0.4698) loss_giou_aux_0: 0.5154 (0.4929) loss_giou_aux_1: 0.4993 (0.4796) loss_giou_aux_2: 0.5014 (0.4743) loss_giou_aux_3: 0.4882 (0.4709) loss_giou_aux_4: 0.4893 (0.4698) loss_giou_aux_5: 0.5664 (0.5575) loss_giou_dn_0: 0.5839 (0.5748) loss_giou_dn_1: 0.4688 (0.4671) loss_giou_dn_2: 0.4338 (0.4366) loss_giou_dn_3: 0.4247 (0.4285) loss_giou_dn_4: 0.4230 (0.4265) loss_giou_dn_5: 0.4231 (0.4266) loss_vfl: 0.6715 (0.6688) loss_vfl_aux_0: 0.7563 (0.7695) loss_vfl_aux_1: 0.7316 (0.7230) loss_vfl_aux_2: 0.6854 (0.6949) loss_vfl_aux_3: 0.6710 (0.6812) loss_vfl_aux_4: 0.6689 (0.6727) loss_vfl_aux_5: 0.7498 (0.7534) loss_vfl_dn_0: 0.4604 (0.4501) loss_vfl_dn_1: 0.3939 (0.3847) loss_vfl_dn_2: 0.3811 (0.3689) loss_vfl_dn_3: 0.3761 (0.3617) loss_vfl_dn_4: 0.3734 (0.3591) loss_vfl_dn_5: 0.3712 (0.3584) time: 0.4871 data: 0.0141 max mem: 5654 Epoch: [48] [5100/7393] eta: 0:18:43 lr: 0.000010 loss: 16.1844 (15.6725) loss_bbox: 0.1446 (0.1508) loss_bbox_aux_0: 0.1656 (0.1635) loss_bbox_aux_1: 0.1530 (0.1556) loss_bbox_aux_2: 0.1574 (0.1531) loss_bbox_aux_3: 0.1522 (0.1511) loss_bbox_aux_4: 0.1442 (0.1508) loss_bbox_aux_5: 0.1994 (0.2002) loss_bbox_dn_0: 0.2763 (0.2632) loss_bbox_dn_1: 0.1989 (0.1929) loss_bbox_dn_2: 0.1740 (0.1726) loss_bbox_dn_3: 0.1673 (0.1668) loss_bbox_dn_4: 0.1671 (0.1654) loss_bbox_dn_5: 0.1672 (0.1654) loss_giou: 0.4526 (0.4696) loss_giou_aux_0: 0.4651 (0.4927) loss_giou_aux_1: 0.4530 (0.4794) loss_giou_aux_2: 0.4502 (0.4741) loss_giou_aux_3: 0.4491 (0.4708) loss_giou_aux_4: 0.4549 (0.4697) loss_giou_aux_5: 0.5292 (0.5573) loss_giou_dn_0: 0.5657 (0.5747) loss_giou_dn_1: 0.4456 (0.4670) loss_giou_dn_2: 0.4208 (0.4365) loss_giou_dn_3: 0.4074 (0.4283) loss_giou_dn_4: 0.4038 (0.4263) loss_giou_dn_5: 0.4034 (0.4265) loss_vfl: 0.6741 (0.6690) loss_vfl_aux_0: 0.7834 (0.7698) loss_vfl_aux_1: 0.7146 (0.7233) loss_vfl_aux_2: 0.6953 (0.6951) loss_vfl_aux_3: 0.6796 (0.6815) loss_vfl_aux_4: 0.6792 (0.6730) loss_vfl_aux_5: 0.7810 (0.7537) loss_vfl_dn_0: 0.4602 (0.4502) loss_vfl_dn_1: 0.3898 (0.3847) loss_vfl_dn_2: 0.3742 (0.3689) loss_vfl_dn_3: 0.3661 (0.3617) loss_vfl_dn_4: 0.3636 (0.3591) loss_vfl_dn_5: 0.3615 (0.3584) time: 0.4812 data: 0.0142 max mem: 5654 Epoch: [48] [5200/7393] eta: 0:17:54 lr: 0.000010 loss: 15.4557 (15.6717) loss_bbox: 0.1557 (0.1508) loss_bbox_aux_0: 0.1656 (0.1635) loss_bbox_aux_1: 0.1501 (0.1556) loss_bbox_aux_2: 0.1488 (0.1531) loss_bbox_aux_3: 0.1526 (0.1511) loss_bbox_aux_4: 0.1420 (0.1507) loss_bbox_aux_5: 0.1945 (0.2001) loss_bbox_dn_0: 0.2367 (0.2632) loss_bbox_dn_1: 0.1742 (0.1928) loss_bbox_dn_2: 0.1594 (0.1726) loss_bbox_dn_3: 0.1548 (0.1667) loss_bbox_dn_4: 0.1538 (0.1653) loss_bbox_dn_5: 0.1539 (0.1653) loss_giou: 0.4710 (0.4698) loss_giou_aux_0: 0.5012 (0.4930) loss_giou_aux_1: 0.4787 (0.4796) loss_giou_aux_2: 0.4730 (0.4743) loss_giou_aux_3: 0.4854 (0.4710) loss_giou_aux_4: 0.4771 (0.4699) loss_giou_aux_5: 0.5463 (0.5575) loss_giou_dn_0: 0.5810 (0.5748) loss_giou_dn_1: 0.4731 (0.4670) loss_giou_dn_2: 0.4430 (0.4366) loss_giou_dn_3: 0.4394 (0.4284) loss_giou_dn_4: 0.4381 (0.4264) loss_giou_dn_5: 0.4381 (0.4266) loss_vfl: 0.6499 (0.6688) loss_vfl_aux_0: 0.7492 (0.7695) loss_vfl_aux_1: 0.6956 (0.7232) loss_vfl_aux_2: 0.6781 (0.6949) loss_vfl_aux_3: 0.6517 (0.6812) loss_vfl_aux_4: 0.6588 (0.6727) loss_vfl_aux_5: 0.6964 (0.7535) loss_vfl_dn_0: 0.4441 (0.4501) loss_vfl_dn_1: 0.3765 (0.3846) loss_vfl_dn_2: 0.3674 (0.3688) loss_vfl_dn_3: 0.3581 (0.3616) loss_vfl_dn_4: 0.3552 (0.3590) loss_vfl_dn_5: 0.3539 (0.3583) time: 0.4750 data: 0.0144 max mem: 5654 Epoch: [48] [5300/7393] eta: 0:17:04 lr: 0.000010 loss: 15.5159 (15.6748) loss_bbox: 0.1572 (0.1509) loss_bbox_aux_0: 0.1653 (0.1637) loss_bbox_aux_1: 0.1645 (0.1557) loss_bbox_aux_2: 0.1674 (0.1532) loss_bbox_aux_3: 0.1486 (0.1512) loss_bbox_aux_4: 0.1568 (0.1509) loss_bbox_aux_5: 0.1998 (0.2003) loss_bbox_dn_0: 0.2925 (0.2633) loss_bbox_dn_1: 0.2000 (0.1929) loss_bbox_dn_2: 0.1822 (0.1727) loss_bbox_dn_3: 0.1749 (0.1668) loss_bbox_dn_4: 0.1725 (0.1654) loss_bbox_dn_5: 0.1726 (0.1654) loss_giou: 0.3968 (0.4699) loss_giou_aux_0: 0.4115 (0.4931) loss_giou_aux_1: 0.3968 (0.4796) loss_giou_aux_2: 0.3910 (0.4744) loss_giou_aux_3: 0.3966 (0.4711) loss_giou_aux_4: 0.4004 (0.4699) loss_giou_aux_5: 0.4704 (0.5576) loss_giou_dn_0: 0.5367 (0.5748) loss_giou_dn_1: 0.4177 (0.4670) loss_giou_dn_2: 0.3866 (0.4366) loss_giou_dn_3: 0.3774 (0.4284) loss_giou_dn_4: 0.3757 (0.4264) loss_giou_dn_5: 0.3756 (0.4266) loss_vfl: 0.6684 (0.6689) loss_vfl_aux_0: 0.7778 (0.7695) loss_vfl_aux_1: 0.7421 (0.7234) loss_vfl_aux_2: 0.6956 (0.6952) loss_vfl_aux_3: 0.6772 (0.6813) loss_vfl_aux_4: 0.6724 (0.6728) loss_vfl_aux_5: 0.7603 (0.7536) loss_vfl_dn_0: 0.4431 (0.4501) loss_vfl_dn_1: 0.3797 (0.3846) loss_vfl_dn_2: 0.3625 (0.3688) loss_vfl_dn_3: 0.3551 (0.3616) loss_vfl_dn_4: 0.3544 (0.3590) loss_vfl_dn_5: 0.3538 (0.3583) time: 0.4716 data: 0.0138 max mem: 5654 Epoch: [48] [5400/7393] eta: 0:16:15 lr: 0.000010 loss: 15.2940 (15.6710) loss_bbox: 0.1413 (0.1508) loss_bbox_aux_0: 0.1457 (0.1636) loss_bbox_aux_1: 0.1332 (0.1556) loss_bbox_aux_2: 0.1429 (0.1531) loss_bbox_aux_3: 0.1289 (0.1511) loss_bbox_aux_4: 0.1305 (0.1508) loss_bbox_aux_5: 0.1890 (0.2002) loss_bbox_dn_0: 0.2311 (0.2632) loss_bbox_dn_1: 0.1615 (0.1929) loss_bbox_dn_2: 0.1498 (0.1726) loss_bbox_dn_3: 0.1421 (0.1667) loss_bbox_dn_4: 0.1390 (0.1654) loss_bbox_dn_5: 0.1389 (0.1654) loss_giou: 0.4339 (0.4696) loss_giou_aux_0: 0.4527 (0.4929) loss_giou_aux_1: 0.4383 (0.4793) loss_giou_aux_2: 0.4378 (0.4742) loss_giou_aux_3: 0.4341 (0.4708) loss_giou_aux_4: 0.4347 (0.4697) loss_giou_aux_5: 0.5106 (0.5574) loss_giou_dn_0: 0.5598 (0.5747) loss_giou_dn_1: 0.4508 (0.4670) loss_giou_dn_2: 0.4187 (0.4365) loss_giou_dn_3: 0.4098 (0.4284) loss_giou_dn_4: 0.4046 (0.4263) loss_giou_dn_5: 0.4046 (0.4265) loss_vfl: 0.6567 (0.6688) loss_vfl_aux_0: 0.7481 (0.7693) loss_vfl_aux_1: 0.7196 (0.7233) loss_vfl_aux_2: 0.6974 (0.6950) loss_vfl_aux_3: 0.6708 (0.6812) loss_vfl_aux_4: 0.6730 (0.6728) loss_vfl_aux_5: 0.7364 (0.7534) loss_vfl_dn_0: 0.4451 (0.4500) loss_vfl_dn_1: 0.3865 (0.3846) loss_vfl_dn_2: 0.3743 (0.3688) loss_vfl_dn_3: 0.3643 (0.3616) loss_vfl_dn_4: 0.3615 (0.3590) loss_vfl_dn_5: 0.3597 (0.3583) time: 0.4783 data: 0.0147 max mem: 5654 Epoch: [48] [5500/7393] eta: 0:15:26 lr: 0.000010 loss: 15.6666 (15.6720) loss_bbox: 0.1359 (0.1509) loss_bbox_aux_0: 0.1544 (0.1637) loss_bbox_aux_1: 0.1450 (0.1557) loss_bbox_aux_2: 0.1411 (0.1533) loss_bbox_aux_3: 0.1412 (0.1513) loss_bbox_aux_4: 0.1420 (0.1509) loss_bbox_aux_5: 0.1791 (0.2003) loss_bbox_dn_0: 0.2238 (0.2634) loss_bbox_dn_1: 0.1612 (0.1930) loss_bbox_dn_2: 0.1441 (0.1728) loss_bbox_dn_3: 0.1389 (0.1669) loss_bbox_dn_4: 0.1388 (0.1655) loss_bbox_dn_5: 0.1389 (0.1655) loss_giou: 0.4927 (0.4696) loss_giou_aux_0: 0.5085 (0.4927) loss_giou_aux_1: 0.4909 (0.4792) loss_giou_aux_2: 0.4852 (0.4740) loss_giou_aux_3: 0.4890 (0.4708) loss_giou_aux_4: 0.4952 (0.4696) loss_giou_aux_5: 0.5595 (0.5571) loss_giou_dn_0: 0.5910 (0.5746) loss_giou_dn_1: 0.4768 (0.4669) loss_giou_dn_2: 0.4490 (0.4365) loss_giou_dn_3: 0.4436 (0.4283) loss_giou_dn_4: 0.4425 (0.4263) loss_giou_dn_5: 0.4426 (0.4264) loss_vfl: 0.6272 (0.6689) loss_vfl_aux_0: 0.7501 (0.7694) loss_vfl_aux_1: 0.6997 (0.7234) loss_vfl_aux_2: 0.6756 (0.6950) loss_vfl_aux_3: 0.6538 (0.6812) loss_vfl_aux_4: 0.6306 (0.6728) loss_vfl_aux_5: 0.7340 (0.7536) loss_vfl_dn_0: 0.4498 (0.4500) loss_vfl_dn_1: 0.3908 (0.3846) loss_vfl_dn_2: 0.3723 (0.3688) loss_vfl_dn_3: 0.3678 (0.3616) loss_vfl_dn_4: 0.3647 (0.3590) loss_vfl_dn_5: 0.3639 (0.3583) time: 0.4668 data: 0.0135 max mem: 5654 Epoch: [48] [5600/7393] eta: 0:14:36 lr: 0.000010 loss: 15.7600 (15.6707) loss_bbox: 0.1557 (0.1510) loss_bbox_aux_0: 0.1712 (0.1638) loss_bbox_aux_1: 0.1547 (0.1558) loss_bbox_aux_2: 0.1571 (0.1534) loss_bbox_aux_3: 0.1551 (0.1513) loss_bbox_aux_4: 0.1556 (0.1510) loss_bbox_aux_5: 0.2027 (0.2004) loss_bbox_dn_0: 0.2337 (0.2635) loss_bbox_dn_1: 0.1687 (0.1931) loss_bbox_dn_2: 0.1498 (0.1728) loss_bbox_dn_3: 0.1457 (0.1669) loss_bbox_dn_4: 0.1430 (0.1655) loss_bbox_dn_5: 0.1428 (0.1655) loss_giou: 0.4758 (0.4696) loss_giou_aux_0: 0.5072 (0.4928) loss_giou_aux_1: 0.4897 (0.4792) loss_giou_aux_2: 0.4938 (0.4741) loss_giou_aux_3: 0.4809 (0.4708) loss_giou_aux_4: 0.4846 (0.4697) loss_giou_aux_5: 0.5623 (0.5571) loss_giou_dn_0: 0.5492 (0.5745) loss_giou_dn_1: 0.4318 (0.4668) loss_giou_dn_2: 0.4013 (0.4364) loss_giou_dn_3: 0.3885 (0.4282) loss_giou_dn_4: 0.3844 (0.4261) loss_giou_dn_5: 0.3842 (0.4263) loss_vfl: 0.6259 (0.6687) loss_vfl_aux_0: 0.7263 (0.7692) loss_vfl_aux_1: 0.6875 (0.7234) loss_vfl_aux_2: 0.6483 (0.6948) loss_vfl_aux_3: 0.6466 (0.6810) loss_vfl_aux_4: 0.6358 (0.6726) loss_vfl_aux_5: 0.7426 (0.7536) loss_vfl_dn_0: 0.4493 (0.4500) loss_vfl_dn_1: 0.3842 (0.3845) loss_vfl_dn_2: 0.3689 (0.3688) loss_vfl_dn_3: 0.3619 (0.3615) loss_vfl_dn_4: 0.3605 (0.3589) loss_vfl_dn_5: 0.3609 (0.3582) time: 0.4596 data: 0.0134 max mem: 5654 Epoch: [48] [5700/7393] eta: 0:13:47 lr: 0.000010 loss: 15.2505 (15.6691) loss_bbox: 0.1306 (0.1510) loss_bbox_aux_0: 0.1559 (0.1637) loss_bbox_aux_1: 0.1530 (0.1558) loss_bbox_aux_2: 0.1441 (0.1533) loss_bbox_aux_3: 0.1417 (0.1513) loss_bbox_aux_4: 0.1385 (0.1510) loss_bbox_aux_5: 0.1936 (0.2003) loss_bbox_dn_0: 0.2382 (0.2634) loss_bbox_dn_1: 0.1746 (0.1930) loss_bbox_dn_2: 0.1563 (0.1727) loss_bbox_dn_3: 0.1501 (0.1668) loss_bbox_dn_4: 0.1482 (0.1654) loss_bbox_dn_5: 0.1482 (0.1654) loss_giou: 0.4107 (0.4696) loss_giou_aux_0: 0.4265 (0.4928) loss_giou_aux_1: 0.4103 (0.4792) loss_giou_aux_2: 0.4111 (0.4741) loss_giou_aux_3: 0.4057 (0.4708) loss_giou_aux_4: 0.4063 (0.4697) loss_giou_aux_5: 0.4879 (0.5572) loss_giou_dn_0: 0.5247 (0.5744) loss_giou_dn_1: 0.4100 (0.4667) loss_giou_dn_2: 0.3803 (0.4362) loss_giou_dn_3: 0.3720 (0.4280) loss_giou_dn_4: 0.3704 (0.4260) loss_giou_dn_5: 0.3708 (0.4262) loss_vfl: 0.6884 (0.6687) loss_vfl_aux_0: 0.8054 (0.7692) loss_vfl_aux_1: 0.7407 (0.7233) loss_vfl_aux_2: 0.7196 (0.6948) loss_vfl_aux_3: 0.7042 (0.6810) loss_vfl_aux_4: 0.6980 (0.6726) loss_vfl_aux_5: 0.7842 (0.7535) loss_vfl_dn_0: 0.4484 (0.4500) loss_vfl_dn_1: 0.3787 (0.3845) loss_vfl_dn_2: 0.3617 (0.3688) loss_vfl_dn_3: 0.3525 (0.3615) loss_vfl_dn_4: 0.3497 (0.3589) loss_vfl_dn_5: 0.3507 (0.3582) time: 0.4640 data: 0.0141 max mem: 5654 Epoch: [48] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.3827 (15.6658) loss_bbox: 0.1543 (0.1510) loss_bbox_aux_0: 0.1644 (0.1638) loss_bbox_aux_1: 0.1582 (0.1558) loss_bbox_aux_2: 0.1530 (0.1534) loss_bbox_aux_3: 0.1576 (0.1514) loss_bbox_aux_4: 0.1543 (0.1510) loss_bbox_aux_5: 0.2038 (0.2003) loss_bbox_dn_0: 0.2620 (0.2634) loss_bbox_dn_1: 0.1874 (0.1929) loss_bbox_dn_2: 0.1706 (0.1726) loss_bbox_dn_3: 0.1649 (0.1667) loss_bbox_dn_4: 0.1631 (0.1653) loss_bbox_dn_5: 0.1631 (0.1654) loss_giou: 0.4420 (0.4694) loss_giou_aux_0: 0.4669 (0.4927) loss_giou_aux_1: 0.4469 (0.4791) loss_giou_aux_2: 0.4396 (0.4739) loss_giou_aux_3: 0.4385 (0.4706) loss_giou_aux_4: 0.4414 (0.4695) loss_giou_aux_5: 0.5208 (0.5569) loss_giou_dn_0: 0.5566 (0.5742) loss_giou_dn_1: 0.4473 (0.4665) loss_giou_dn_2: 0.4171 (0.4360) loss_giou_dn_3: 0.4065 (0.4278) loss_giou_dn_4: 0.4046 (0.4258) loss_giou_dn_5: 0.4050 (0.4260) loss_vfl: 0.6778 (0.6686) loss_vfl_aux_0: 0.7735 (0.7690) loss_vfl_aux_1: 0.7331 (0.7231) loss_vfl_aux_2: 0.7030 (0.6947) loss_vfl_aux_3: 0.6827 (0.6809) loss_vfl_aux_4: 0.6891 (0.6725) loss_vfl_aux_5: 0.7609 (0.7536) loss_vfl_dn_0: 0.4552 (0.4500) loss_vfl_dn_1: 0.3786 (0.3845) loss_vfl_dn_2: 0.3595 (0.3688) loss_vfl_dn_3: 0.3543 (0.3615) loss_vfl_dn_4: 0.3504 (0.3589) loss_vfl_dn_5: 0.3502 (0.3582) time: 0.4701 data: 0.0142 max mem: 5654 Epoch: [48] [5900/7393] eta: 0:12:11 lr: 0.000010 loss: 15.7225 (15.6670) loss_bbox: 0.1306 (0.1509) loss_bbox_aux_0: 0.1534 (0.1638) loss_bbox_aux_1: 0.1457 (0.1558) loss_bbox_aux_2: 0.1351 (0.1533) loss_bbox_aux_3: 0.1334 (0.1513) loss_bbox_aux_4: 0.1293 (0.1509) loss_bbox_aux_5: 0.1837 (0.2002) loss_bbox_dn_0: 0.2275 (0.2633) loss_bbox_dn_1: 0.1677 (0.1929) loss_bbox_dn_2: 0.1483 (0.1726) loss_bbox_dn_3: 0.1477 (0.1667) loss_bbox_dn_4: 0.1471 (0.1653) loss_bbox_dn_5: 0.1471 (0.1653) loss_giou: 0.4908 (0.4694) loss_giou_aux_0: 0.5043 (0.4928) loss_giou_aux_1: 0.5053 (0.4792) loss_giou_aux_2: 0.5041 (0.4740) loss_giou_aux_3: 0.4890 (0.4707) loss_giou_aux_4: 0.4874 (0.4695) loss_giou_aux_5: 0.5746 (0.5570) loss_giou_dn_0: 0.5851 (0.5743) loss_giou_dn_1: 0.4758 (0.4665) loss_giou_dn_2: 0.4379 (0.4360) loss_giou_dn_3: 0.4297 (0.4279) loss_giou_dn_4: 0.4270 (0.4258) loss_giou_dn_5: 0.4269 (0.4260) loss_vfl: 0.6808 (0.6689) loss_vfl_aux_0: 0.7510 (0.7691) loss_vfl_aux_1: 0.7325 (0.7232) loss_vfl_aux_2: 0.6984 (0.6948) loss_vfl_aux_3: 0.6788 (0.6810) loss_vfl_aux_4: 0.6844 (0.6727) loss_vfl_aux_5: 0.7067 (0.7537) loss_vfl_dn_0: 0.4484 (0.4500) loss_vfl_dn_1: 0.3906 (0.3845) loss_vfl_dn_2: 0.3748 (0.3688) loss_vfl_dn_3: 0.3673 (0.3616) loss_vfl_dn_4: 0.3630 (0.3589) loss_vfl_dn_5: 0.3629 (0.3582) time: 0.4700 data: 0.0138 max mem: 5654 Epoch: [48] [6000/7393] eta: 0:11:22 lr: 0.000010 loss: 15.7320 (15.6679) loss_bbox: 0.1485 (0.1509) loss_bbox_aux_0: 0.1535 (0.1638) loss_bbox_aux_1: 0.1517 (0.1558) loss_bbox_aux_2: 0.1486 (0.1533) loss_bbox_aux_3: 0.1499 (0.1513) loss_bbox_aux_4: 0.1494 (0.1509) loss_bbox_aux_5: 0.2049 (0.2002) loss_bbox_dn_0: 0.2641 (0.2633) loss_bbox_dn_1: 0.1922 (0.1929) loss_bbox_dn_2: 0.1691 (0.1726) loss_bbox_dn_3: 0.1620 (0.1667) loss_bbox_dn_4: 0.1611 (0.1653) loss_bbox_dn_5: 0.1611 (0.1653) loss_giou: 0.4583 (0.4696) loss_giou_aux_0: 0.4759 (0.4929) loss_giou_aux_1: 0.4781 (0.4794) loss_giou_aux_2: 0.4722 (0.4741) loss_giou_aux_3: 0.4710 (0.4708) loss_giou_aux_4: 0.4582 (0.4697) loss_giou_aux_5: 0.5487 (0.5571) loss_giou_dn_0: 0.5723 (0.5744) loss_giou_dn_1: 0.4760 (0.4666) loss_giou_dn_2: 0.4370 (0.4361) loss_giou_dn_3: 0.4259 (0.4279) loss_giou_dn_4: 0.4257 (0.4259) loss_giou_dn_5: 0.4258 (0.4261) loss_vfl: 0.6633 (0.6688) loss_vfl_aux_0: 0.7617 (0.7690) loss_vfl_aux_1: 0.7035 (0.7230) loss_vfl_aux_2: 0.6827 (0.6947) loss_vfl_aux_3: 0.6715 (0.6809) loss_vfl_aux_4: 0.6678 (0.6726) loss_vfl_aux_5: 0.7222 (0.7536) loss_vfl_dn_0: 0.4495 (0.4500) loss_vfl_dn_1: 0.3906 (0.3845) loss_vfl_dn_2: 0.3753 (0.3688) loss_vfl_dn_3: 0.3640 (0.3616) loss_vfl_dn_4: 0.3621 (0.3590) loss_vfl_dn_5: 0.3614 (0.3583) time: 0.4810 data: 0.0137 max mem: 5654 Epoch: [48] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 15.6938 (15.6698) loss_bbox: 0.1460 (0.1510) loss_bbox_aux_0: 0.1691 (0.1638) loss_bbox_aux_1: 0.1613 (0.1559) loss_bbox_aux_2: 0.1519 (0.1534) loss_bbox_aux_3: 0.1465 (0.1514) loss_bbox_aux_4: 0.1460 (0.1510) loss_bbox_aux_5: 0.1991 (0.2003) loss_bbox_dn_0: 0.2460 (0.2634) loss_bbox_dn_1: 0.1895 (0.1930) loss_bbox_dn_2: 0.1701 (0.1727) loss_bbox_dn_3: 0.1608 (0.1667) loss_bbox_dn_4: 0.1583 (0.1654) loss_bbox_dn_5: 0.1583 (0.1654) loss_giou: 0.4900 (0.4695) loss_giou_aux_0: 0.4994 (0.4929) loss_giou_aux_1: 0.4966 (0.4794) loss_giou_aux_2: 0.5130 (0.4740) loss_giou_aux_3: 0.4921 (0.4708) loss_giou_aux_4: 0.4864 (0.4696) loss_giou_aux_5: 0.5597 (0.5570) loss_giou_dn_0: 0.5760 (0.5744) loss_giou_dn_1: 0.4693 (0.4666) loss_giou_dn_2: 0.4406 (0.4361) loss_giou_dn_3: 0.4382 (0.4279) loss_giou_dn_4: 0.4384 (0.4259) loss_giou_dn_5: 0.4387 (0.4261) loss_vfl: 0.6776 (0.6690) loss_vfl_aux_0: 0.7736 (0.7693) loss_vfl_aux_1: 0.7305 (0.7232) loss_vfl_aux_2: 0.6956 (0.6950) loss_vfl_aux_3: 0.6892 (0.6811) loss_vfl_aux_4: 0.6718 (0.6728) loss_vfl_aux_5: 0.7604 (0.7538) loss_vfl_dn_0: 0.4585 (0.4501) loss_vfl_dn_1: 0.3923 (0.3846) loss_vfl_dn_2: 0.3773 (0.3688) loss_vfl_dn_3: 0.3694 (0.3616) loss_vfl_dn_4: 0.3685 (0.3590) loss_vfl_dn_5: 0.3666 (0.3583) time: 0.4663 data: 0.0135 max mem: 5654 Epoch: [48] [6200/7393] eta: 0:09:43 lr: 0.000010 loss: 15.5571 (15.6704) loss_bbox: 0.1270 (0.1510) loss_bbox_aux_0: 0.1338 (0.1638) loss_bbox_aux_1: 0.1302 (0.1558) loss_bbox_aux_2: 0.1263 (0.1533) loss_bbox_aux_3: 0.1281 (0.1514) loss_bbox_aux_4: 0.1264 (0.1509) loss_bbox_aux_5: 0.1734 (0.2003) loss_bbox_dn_0: 0.2214 (0.2634) loss_bbox_dn_1: 0.1697 (0.1930) loss_bbox_dn_2: 0.1509 (0.1727) loss_bbox_dn_3: 0.1432 (0.1668) loss_bbox_dn_4: 0.1398 (0.1654) loss_bbox_dn_5: 0.1397 (0.1654) loss_giou: 0.4586 (0.4696) loss_giou_aux_0: 0.4934 (0.4930) loss_giou_aux_1: 0.4810 (0.4794) loss_giou_aux_2: 0.4809 (0.4741) loss_giou_aux_3: 0.4741 (0.4708) loss_giou_aux_4: 0.4617 (0.4697) loss_giou_aux_5: 0.5699 (0.5571) loss_giou_dn_0: 0.5883 (0.5744) loss_giou_dn_1: 0.4812 (0.4666) loss_giou_dn_2: 0.4518 (0.4361) loss_giou_dn_3: 0.4449 (0.4280) loss_giou_dn_4: 0.4441 (0.4259) loss_giou_dn_5: 0.4442 (0.4261) loss_vfl: 0.6606 (0.6690) loss_vfl_aux_0: 0.7574 (0.7692) loss_vfl_aux_1: 0.7129 (0.7231) loss_vfl_aux_2: 0.6933 (0.6950) loss_vfl_aux_3: 0.6660 (0.6812) loss_vfl_aux_4: 0.6686 (0.6728) loss_vfl_aux_5: 0.7179 (0.7538) loss_vfl_dn_0: 0.4412 (0.4500) loss_vfl_dn_1: 0.3814 (0.3845) loss_vfl_dn_2: 0.3626 (0.3688) loss_vfl_dn_3: 0.3560 (0.3616) loss_vfl_dn_4: 0.3542 (0.3590) loss_vfl_dn_5: 0.3543 (0.3583) time: 0.4784 data: 0.0144 max mem: 5654 Epoch: [48] [6300/7393] eta: 0:08:54 lr: 0.000010 loss: 15.6079 (15.6700) loss_bbox: 0.1436 (0.1509) loss_bbox_aux_0: 0.1582 (0.1637) loss_bbox_aux_1: 0.1452 (0.1558) loss_bbox_aux_2: 0.1406 (0.1533) loss_bbox_aux_3: 0.1423 (0.1513) loss_bbox_aux_4: 0.1419 (0.1509) loss_bbox_aux_5: 0.1981 (0.2002) loss_bbox_dn_0: 0.2722 (0.2634) loss_bbox_dn_1: 0.1981 (0.1930) loss_bbox_dn_2: 0.1754 (0.1727) loss_bbox_dn_3: 0.1687 (0.1668) loss_bbox_dn_4: 0.1674 (0.1654) loss_bbox_dn_5: 0.1674 (0.1654) loss_giou: 0.4492 (0.4695) loss_giou_aux_0: 0.4648 (0.4930) loss_giou_aux_1: 0.4467 (0.4794) loss_giou_aux_2: 0.4388 (0.4741) loss_giou_aux_3: 0.4372 (0.4708) loss_giou_aux_4: 0.4494 (0.4697) loss_giou_aux_5: 0.5148 (0.5571) loss_giou_dn_0: 0.5789 (0.5744) loss_giou_dn_1: 0.4607 (0.4666) loss_giou_dn_2: 0.4347 (0.4361) loss_giou_dn_3: 0.4160 (0.4279) loss_giou_dn_4: 0.4112 (0.4259) loss_giou_dn_5: 0.4117 (0.4261) loss_vfl: 0.6987 (0.6691) loss_vfl_aux_0: 0.7710 (0.7693) loss_vfl_aux_1: 0.7399 (0.7233) loss_vfl_aux_2: 0.7177 (0.6951) loss_vfl_aux_3: 0.6850 (0.6812) loss_vfl_aux_4: 0.6968 (0.6729) loss_vfl_aux_5: 0.7269 (0.7538) loss_vfl_dn_0: 0.4517 (0.4500) loss_vfl_dn_1: 0.3767 (0.3845) loss_vfl_dn_2: 0.3609 (0.3688) loss_vfl_dn_3: 0.3536 (0.3615) loss_vfl_dn_4: 0.3511 (0.3589) loss_vfl_dn_5: 0.3502 (0.3582) time: 0.4786 data: 0.0142 max mem: 5654 Epoch: [48] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 16.0538 (15.6725) loss_bbox: 0.1347 (0.1509) loss_bbox_aux_0: 0.1485 (0.1638) loss_bbox_aux_1: 0.1332 (0.1558) loss_bbox_aux_2: 0.1344 (0.1533) loss_bbox_aux_3: 0.1439 (0.1514) loss_bbox_aux_4: 0.1399 (0.1509) loss_bbox_aux_5: 0.1911 (0.2003) loss_bbox_dn_0: 0.2419 (0.2634) loss_bbox_dn_1: 0.1818 (0.1931) loss_bbox_dn_2: 0.1654 (0.1727) loss_bbox_dn_3: 0.1606 (0.1668) loss_bbox_dn_4: 0.1575 (0.1654) loss_bbox_dn_5: 0.1577 (0.1654) loss_giou: 0.4964 (0.4697) loss_giou_aux_0: 0.5155 (0.4931) loss_giou_aux_1: 0.4995 (0.4795) loss_giou_aux_2: 0.4982 (0.4742) loss_giou_aux_3: 0.4928 (0.4710) loss_giou_aux_4: 0.4953 (0.4698) loss_giou_aux_5: 0.5736 (0.5572) loss_giou_dn_0: 0.5956 (0.5745) loss_giou_dn_1: 0.4891 (0.4667) loss_giou_dn_2: 0.4550 (0.4362) loss_giou_dn_3: 0.4467 (0.4280) loss_giou_dn_4: 0.4458 (0.4260) loss_giou_dn_5: 0.4461 (0.4262) loss_vfl: 0.6673 (0.6691) loss_vfl_aux_0: 0.7399 (0.7692) loss_vfl_aux_1: 0.7157 (0.7236) loss_vfl_aux_2: 0.6971 (0.6953) loss_vfl_aux_3: 0.6732 (0.6813) loss_vfl_aux_4: 0.6588 (0.6730) loss_vfl_aux_5: 0.7249 (0.7539) loss_vfl_dn_0: 0.4480 (0.4500) loss_vfl_dn_1: 0.3888 (0.3845) loss_vfl_dn_2: 0.3712 (0.3688) loss_vfl_dn_3: 0.3612 (0.3615) loss_vfl_dn_4: 0.3568 (0.3589) loss_vfl_dn_5: 0.3580 (0.3582) time: 0.4931 data: 0.0142 max mem: 5654 Epoch: [48] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.5092 (15.6729) loss_bbox: 0.1463 (0.1510) loss_bbox_aux_0: 0.1596 (0.1638) loss_bbox_aux_1: 0.1545 (0.1558) loss_bbox_aux_2: 0.1562 (0.1533) loss_bbox_aux_3: 0.1477 (0.1514) loss_bbox_aux_4: 0.1475 (0.1510) loss_bbox_aux_5: 0.1906 (0.2003) loss_bbox_dn_0: 0.2460 (0.2636) loss_bbox_dn_1: 0.1863 (0.1932) loss_bbox_dn_2: 0.1687 (0.1728) loss_bbox_dn_3: 0.1625 (0.1669) loss_bbox_dn_4: 0.1614 (0.1655) loss_bbox_dn_5: 0.1614 (0.1656) loss_giou: 0.4557 (0.4696) loss_giou_aux_0: 0.4654 (0.4930) loss_giou_aux_1: 0.4396 (0.4793) loss_giou_aux_2: 0.4474 (0.4741) loss_giou_aux_3: 0.4475 (0.4708) loss_giou_aux_4: 0.4510 (0.4697) loss_giou_aux_5: 0.5263 (0.5570) loss_giou_dn_0: 0.5861 (0.5744) loss_giou_dn_1: 0.4755 (0.4666) loss_giou_dn_2: 0.4392 (0.4361) loss_giou_dn_3: 0.4321 (0.4280) loss_giou_dn_4: 0.4295 (0.4259) loss_giou_dn_5: 0.4296 (0.4261) loss_vfl: 0.6471 (0.6692) loss_vfl_aux_0: 0.7649 (0.7694) loss_vfl_aux_1: 0.7076 (0.7238) loss_vfl_aux_2: 0.6617 (0.6954) loss_vfl_aux_3: 0.6412 (0.6813) loss_vfl_aux_4: 0.6380 (0.6730) loss_vfl_aux_5: 0.7563 (0.7540) loss_vfl_dn_0: 0.4438 (0.4500) loss_vfl_dn_1: 0.3767 (0.3845) loss_vfl_dn_2: 0.3591 (0.3687) loss_vfl_dn_3: 0.3523 (0.3615) loss_vfl_dn_4: 0.3502 (0.3589) loss_vfl_dn_5: 0.3502 (0.3582) time: 0.4690 data: 0.0135 max mem: 5654 Epoch: [48] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.3761 (15.6732) loss_bbox: 0.1398 (0.1510) loss_bbox_aux_0: 0.1516 (0.1638) loss_bbox_aux_1: 0.1496 (0.1558) loss_bbox_aux_2: 0.1439 (0.1534) loss_bbox_aux_3: 0.1399 (0.1514) loss_bbox_aux_4: 0.1397 (0.1510) loss_bbox_aux_5: 0.1778 (0.2003) loss_bbox_dn_0: 0.2208 (0.2635) loss_bbox_dn_1: 0.1617 (0.1931) loss_bbox_dn_2: 0.1479 (0.1728) loss_bbox_dn_3: 0.1443 (0.1669) loss_bbox_dn_4: 0.1427 (0.1655) loss_bbox_dn_5: 0.1427 (0.1655) loss_giou: 0.4661 (0.4697) loss_giou_aux_0: 0.4910 (0.4931) loss_giou_aux_1: 0.4744 (0.4795) loss_giou_aux_2: 0.4676 (0.4742) loss_giou_aux_3: 0.4625 (0.4709) loss_giou_aux_4: 0.4680 (0.4698) loss_giou_aux_5: 0.5497 (0.5571) loss_giou_dn_0: 0.5751 (0.5745) loss_giou_dn_1: 0.4690 (0.4667) loss_giou_dn_2: 0.4405 (0.4362) loss_giou_dn_3: 0.4302 (0.4280) loss_giou_dn_4: 0.4272 (0.4260) loss_giou_dn_5: 0.4274 (0.4262) loss_vfl: 0.6545 (0.6691) loss_vfl_aux_0: 0.7385 (0.7693) loss_vfl_aux_1: 0.7068 (0.7237) loss_vfl_aux_2: 0.6850 (0.6952) loss_vfl_aux_3: 0.6679 (0.6813) loss_vfl_aux_4: 0.6564 (0.6729) loss_vfl_aux_5: 0.7325 (0.7540) loss_vfl_dn_0: 0.4518 (0.4501) loss_vfl_dn_1: 0.3890 (0.3845) loss_vfl_dn_2: 0.3755 (0.3688) loss_vfl_dn_3: 0.3688 (0.3615) loss_vfl_dn_4: 0.3626 (0.3589) loss_vfl_dn_5: 0.3623 (0.3582) time: 0.4823 data: 0.0139 max mem: 5654 Epoch: [48] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 15.5596 (15.6730) loss_bbox: 0.1521 (0.1510) loss_bbox_aux_0: 0.1587 (0.1638) loss_bbox_aux_1: 0.1532 (0.1559) loss_bbox_aux_2: 0.1518 (0.1534) loss_bbox_aux_3: 0.1496 (0.1514) loss_bbox_aux_4: 0.1520 (0.1510) loss_bbox_aux_5: 0.1930 (0.2003) loss_bbox_dn_0: 0.2408 (0.2633) loss_bbox_dn_1: 0.1707 (0.1930) loss_bbox_dn_2: 0.1519 (0.1727) loss_bbox_dn_3: 0.1458 (0.1668) loss_bbox_dn_4: 0.1438 (0.1654) loss_bbox_dn_5: 0.1436 (0.1654) loss_giou: 0.4839 (0.4699) loss_giou_aux_0: 0.5267 (0.4934) loss_giou_aux_1: 0.4872 (0.4797) loss_giou_aux_2: 0.5032 (0.4745) loss_giou_aux_3: 0.4846 (0.4712) loss_giou_aux_4: 0.4843 (0.4701) loss_giou_aux_5: 0.5379 (0.5573) loss_giou_dn_0: 0.5763 (0.5745) loss_giou_dn_1: 0.4770 (0.4667) loss_giou_dn_2: 0.4419 (0.4363) loss_giou_dn_3: 0.4376 (0.4281) loss_giou_dn_4: 0.4369 (0.4261) loss_giou_dn_5: 0.4368 (0.4263) loss_vfl: 0.6365 (0.6688) loss_vfl_aux_0: 0.7502 (0.7691) loss_vfl_aux_1: 0.6817 (0.7234) loss_vfl_aux_2: 0.6593 (0.6949) loss_vfl_aux_3: 0.6512 (0.6810) loss_vfl_aux_4: 0.6489 (0.6726) loss_vfl_aux_5: 0.7241 (0.7537) loss_vfl_dn_0: 0.4530 (0.4501) loss_vfl_dn_1: 0.3857 (0.3845) loss_vfl_dn_2: 0.3713 (0.3688) loss_vfl_dn_3: 0.3638 (0.3615) loss_vfl_dn_4: 0.3623 (0.3589) loss_vfl_dn_5: 0.3592 (0.3582) time: 0.4631 data: 0.0144 max mem: 5654 Epoch: [48] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 14.5733 (15.6698) loss_bbox: 0.1401 (0.1510) loss_bbox_aux_0: 0.1530 (0.1638) loss_bbox_aux_1: 0.1492 (0.1559) loss_bbox_aux_2: 0.1399 (0.1534) loss_bbox_aux_3: 0.1426 (0.1514) loss_bbox_aux_4: 0.1361 (0.1510) loss_bbox_aux_5: 0.1783 (0.2003) loss_bbox_dn_0: 0.2409 (0.2634) loss_bbox_dn_1: 0.1862 (0.1930) loss_bbox_dn_2: 0.1603 (0.1727) loss_bbox_dn_3: 0.1540 (0.1668) loss_bbox_dn_4: 0.1542 (0.1654) loss_bbox_dn_5: 0.1547 (0.1654) loss_giou: 0.3914 (0.4697) loss_giou_aux_0: 0.4100 (0.4931) loss_giou_aux_1: 0.3883 (0.4795) loss_giou_aux_2: 0.3983 (0.4742) loss_giou_aux_3: 0.3896 (0.4709) loss_giou_aux_4: 0.3913 (0.4698) loss_giou_aux_5: 0.4938 (0.5571) loss_giou_dn_0: 0.5163 (0.5743) loss_giou_dn_1: 0.4113 (0.4666) loss_giou_dn_2: 0.3789 (0.4361) loss_giou_dn_3: 0.3734 (0.4279) loss_giou_dn_4: 0.3720 (0.4259) loss_giou_dn_5: 0.3724 (0.4261) loss_vfl: 0.6474 (0.6688) loss_vfl_aux_0: 0.7572 (0.7690) loss_vfl_aux_1: 0.7097 (0.7233) loss_vfl_aux_2: 0.6834 (0.6948) loss_vfl_aux_3: 0.6552 (0.6809) loss_vfl_aux_4: 0.6602 (0.6726) loss_vfl_aux_5: 0.7417 (0.7538) loss_vfl_dn_0: 0.4468 (0.4501) loss_vfl_dn_1: 0.3740 (0.3845) loss_vfl_dn_2: 0.3545 (0.3687) loss_vfl_dn_3: 0.3500 (0.3615) loss_vfl_dn_4: 0.3464 (0.3589) loss_vfl_dn_5: 0.3456 (0.3582) time: 0.4685 data: 0.0145 max mem: 5654 Epoch: [48] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 16.0970 (15.6758) loss_bbox: 0.1480 (0.1511) loss_bbox_aux_0: 0.1607 (0.1640) loss_bbox_aux_1: 0.1497 (0.1560) loss_bbox_aux_2: 0.1496 (0.1535) loss_bbox_aux_3: 0.1443 (0.1516) loss_bbox_aux_4: 0.1479 (0.1511) loss_bbox_aux_5: 0.1970 (0.2004) loss_bbox_dn_0: 0.2510 (0.2636) loss_bbox_dn_1: 0.1840 (0.1932) loss_bbox_dn_2: 0.1679 (0.1729) loss_bbox_dn_3: 0.1678 (0.1670) loss_bbox_dn_4: 0.1639 (0.1656) loss_bbox_dn_5: 0.1639 (0.1656) loss_giou: 0.4462 (0.4699) loss_giou_aux_0: 0.4768 (0.4933) loss_giou_aux_1: 0.4709 (0.4797) loss_giou_aux_2: 0.4614 (0.4744) loss_giou_aux_3: 0.4531 (0.4711) loss_giou_aux_4: 0.4503 (0.4700) loss_giou_aux_5: 0.5491 (0.5572) loss_giou_dn_0: 0.5684 (0.5746) loss_giou_dn_1: 0.4790 (0.4668) loss_giou_dn_2: 0.4487 (0.4364) loss_giou_dn_3: 0.4446 (0.4282) loss_giou_dn_4: 0.4445 (0.4262) loss_giou_dn_5: 0.4448 (0.4263) loss_vfl: 0.6747 (0.6689) loss_vfl_aux_0: 0.7465 (0.7691) loss_vfl_aux_1: 0.6903 (0.7234) loss_vfl_aux_2: 0.6667 (0.6949) loss_vfl_aux_3: 0.6710 (0.6810) loss_vfl_aux_4: 0.6808 (0.6726) loss_vfl_aux_5: 0.7373 (0.7539) loss_vfl_dn_0: 0.4462 (0.4501) loss_vfl_dn_1: 0.3902 (0.3845) loss_vfl_dn_2: 0.3706 (0.3688) loss_vfl_dn_3: 0.3692 (0.3616) loss_vfl_dn_4: 0.3616 (0.3589) loss_vfl_dn_5: 0.3605 (0.3582) time: 0.4746 data: 0.0136 max mem: 5654 Epoch: [48] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.7776 (15.6752) loss_bbox: 0.1464 (0.1512) loss_bbox_aux_0: 0.1570 (0.1640) loss_bbox_aux_1: 0.1463 (0.1560) loss_bbox_aux_2: 0.1464 (0.1536) loss_bbox_aux_3: 0.1516 (0.1516) loss_bbox_aux_4: 0.1506 (0.1512) loss_bbox_aux_5: 0.1938 (0.2004) loss_bbox_dn_0: 0.2527 (0.2635) loss_bbox_dn_1: 0.1695 (0.1932) loss_bbox_dn_2: 0.1547 (0.1728) loss_bbox_dn_3: 0.1475 (0.1669) loss_bbox_dn_4: 0.1452 (0.1656) loss_bbox_dn_5: 0.1453 (0.1656) loss_giou: 0.4783 (0.4699) loss_giou_aux_0: 0.4929 (0.4934) loss_giou_aux_1: 0.4765 (0.4798) loss_giou_aux_2: 0.4780 (0.4745) loss_giou_aux_3: 0.4766 (0.4712) loss_giou_aux_4: 0.4807 (0.4701) loss_giou_aux_5: 0.5705 (0.5574) loss_giou_dn_0: 0.5872 (0.5747) loss_giou_dn_1: 0.4762 (0.4669) loss_giou_dn_2: 0.4540 (0.4364) loss_giou_dn_3: 0.4446 (0.4282) loss_giou_dn_4: 0.4399 (0.4262) loss_giou_dn_5: 0.4405 (0.4264) loss_vfl: 0.6815 (0.6687) loss_vfl_aux_0: 0.7596 (0.7689) loss_vfl_aux_1: 0.7000 (0.7231) loss_vfl_aux_2: 0.6972 (0.6946) loss_vfl_aux_3: 0.6753 (0.6808) loss_vfl_aux_4: 0.6775 (0.6725) loss_vfl_aux_5: 0.7667 (0.7537) loss_vfl_dn_0: 0.4529 (0.4501) loss_vfl_dn_1: 0.3947 (0.3846) loss_vfl_dn_2: 0.3775 (0.3688) loss_vfl_dn_3: 0.3688 (0.3616) loss_vfl_dn_4: 0.3683 (0.3590) loss_vfl_dn_5: 0.3668 (0.3582) time: 0.4721 data: 0.0133 max mem: 5654 Epoch: [48] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.7149 (15.6760) loss_bbox: 0.1498 (0.1511) loss_bbox_aux_0: 0.1555 (0.1640) loss_bbox_aux_1: 0.1507 (0.1561) loss_bbox_aux_2: 0.1408 (0.1536) loss_bbox_aux_3: 0.1451 (0.1516) loss_bbox_aux_4: 0.1469 (0.1511) loss_bbox_aux_5: 0.1853 (0.2004) loss_bbox_dn_0: 0.2585 (0.2635) loss_bbox_dn_1: 0.1926 (0.1932) loss_bbox_dn_2: 0.1675 (0.1729) loss_bbox_dn_3: 0.1626 (0.1670) loss_bbox_dn_4: 0.1636 (0.1656) loss_bbox_dn_5: 0.1636 (0.1656) loss_giou: 0.4560 (0.4700) loss_giou_aux_0: 0.4963 (0.4936) loss_giou_aux_1: 0.4849 (0.4800) loss_giou_aux_2: 0.4591 (0.4746) loss_giou_aux_3: 0.4662 (0.4713) loss_giou_aux_4: 0.4601 (0.4702) loss_giou_aux_5: 0.5706 (0.5575) loss_giou_dn_0: 0.5780 (0.5748) loss_giou_dn_1: 0.4666 (0.4670) loss_giou_dn_2: 0.4390 (0.4365) loss_giou_dn_3: 0.4314 (0.4283) loss_giou_dn_4: 0.4304 (0.4263) loss_giou_dn_5: 0.4305 (0.4265) loss_vfl: 0.6880 (0.6687) loss_vfl_aux_0: 0.7483 (0.7687) loss_vfl_aux_1: 0.7157 (0.7230) loss_vfl_aux_2: 0.6982 (0.6946) loss_vfl_aux_3: 0.6769 (0.6807) loss_vfl_aux_4: 0.6877 (0.6724) loss_vfl_aux_5: 0.7251 (0.7536) loss_vfl_dn_0: 0.4542 (0.4500) loss_vfl_dn_1: 0.3810 (0.3846) loss_vfl_dn_2: 0.3701 (0.3688) loss_vfl_dn_3: 0.3605 (0.3616) loss_vfl_dn_4: 0.3607 (0.3590) loss_vfl_dn_5: 0.3599 (0.3583) time: 0.4595 data: 0.0137 max mem: 5654 Epoch: [48] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.4114 (15.6755) loss_bbox: 0.1378 (0.1511) loss_bbox_aux_0: 0.1498 (0.1640) loss_bbox_aux_1: 0.1441 (0.1560) loss_bbox_aux_2: 0.1415 (0.1536) loss_bbox_aux_3: 0.1366 (0.1516) loss_bbox_aux_4: 0.1378 (0.1511) loss_bbox_aux_5: 0.1829 (0.2003) loss_bbox_dn_0: 0.2494 (0.2635) loss_bbox_dn_1: 0.1871 (0.1932) loss_bbox_dn_2: 0.1623 (0.1728) loss_bbox_dn_3: 0.1554 (0.1669) loss_bbox_dn_4: 0.1541 (0.1656) loss_bbox_dn_5: 0.1541 (0.1656) loss_giou: 0.4702 (0.4701) loss_giou_aux_0: 0.4947 (0.4936) loss_giou_aux_1: 0.4765 (0.4800) loss_giou_aux_2: 0.4707 (0.4747) loss_giou_aux_3: 0.4606 (0.4714) loss_giou_aux_4: 0.4642 (0.4703) loss_giou_aux_5: 0.5575 (0.5575) loss_giou_dn_0: 0.5723 (0.5748) loss_giou_dn_1: 0.4773 (0.4670) loss_giou_dn_2: 0.4470 (0.4366) loss_giou_dn_3: 0.4371 (0.4283) loss_giou_dn_4: 0.4344 (0.4263) loss_giou_dn_5: 0.4344 (0.4265) loss_vfl: 0.6493 (0.6686) loss_vfl_aux_0: 0.7316 (0.7686) loss_vfl_aux_1: 0.6883 (0.7228) loss_vfl_aux_2: 0.6753 (0.6945) loss_vfl_aux_3: 0.6649 (0.6806) loss_vfl_aux_4: 0.6584 (0.6723) loss_vfl_aux_5: 0.7314 (0.7535) loss_vfl_dn_0: 0.4492 (0.4500) loss_vfl_dn_1: 0.3864 (0.3845) loss_vfl_dn_2: 0.3694 (0.3688) loss_vfl_dn_3: 0.3626 (0.3616) loss_vfl_dn_4: 0.3595 (0.3590) loss_vfl_dn_5: 0.3577 (0.3583) time: 0.4741 data: 0.0137 max mem: 5654 Epoch: [48] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.9690 (15.6762) loss_bbox: 0.1478 (0.1512) loss_bbox_aux_0: 0.1598 (0.1640) loss_bbox_aux_1: 0.1560 (0.1561) loss_bbox_aux_2: 0.1510 (0.1537) loss_bbox_aux_3: 0.1504 (0.1517) loss_bbox_aux_4: 0.1536 (0.1512) loss_bbox_aux_5: 0.2002 (0.2004) loss_bbox_dn_0: 0.2688 (0.2637) loss_bbox_dn_1: 0.1952 (0.1933) loss_bbox_dn_2: 0.1778 (0.1730) loss_bbox_dn_3: 0.1724 (0.1671) loss_bbox_dn_4: 0.1720 (0.1657) loss_bbox_dn_5: 0.1720 (0.1657) loss_giou: 0.4588 (0.4700) loss_giou_aux_0: 0.4857 (0.4935) loss_giou_aux_1: 0.4731 (0.4799) loss_giou_aux_2: 0.4718 (0.4746) loss_giou_aux_3: 0.4601 (0.4713) loss_giou_aux_4: 0.4543 (0.4702) loss_giou_aux_5: 0.5638 (0.5574) loss_giou_dn_0: 0.6119 (0.5748) loss_giou_dn_1: 0.5038 (0.4670) loss_giou_dn_2: 0.4771 (0.4365) loss_giou_dn_3: 0.4612 (0.4283) loss_giou_dn_4: 0.4549 (0.4263) loss_giou_dn_5: 0.4549 (0.4265) loss_vfl: 0.6850 (0.6687) loss_vfl_aux_0: 0.7862 (0.7686) loss_vfl_aux_1: 0.7418 (0.7228) loss_vfl_aux_2: 0.7122 (0.6945) loss_vfl_aux_3: 0.7125 (0.6807) loss_vfl_aux_4: 0.6914 (0.6723) loss_vfl_aux_5: 0.7615 (0.7536) loss_vfl_dn_0: 0.4566 (0.4500) loss_vfl_dn_1: 0.3879 (0.3845) loss_vfl_dn_2: 0.3695 (0.3688) loss_vfl_dn_3: 0.3652 (0.3616) loss_vfl_dn_4: 0.3642 (0.3589) loss_vfl_dn_5: 0.3635 (0.3582) time: 0.4670 data: 0.0137 max mem: 5654 Epoch: [48] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.4894 (15.6787) loss_bbox: 0.1367 (0.1513) loss_bbox_aux_0: 0.1528 (0.1641) loss_bbox_aux_1: 0.1466 (0.1561) loss_bbox_aux_2: 0.1421 (0.1537) loss_bbox_aux_3: 0.1461 (0.1517) loss_bbox_aux_4: 0.1400 (0.1513) loss_bbox_aux_5: 0.1867 (0.2004) loss_bbox_dn_0: 0.2118 (0.2637) loss_bbox_dn_1: 0.1629 (0.1933) loss_bbox_dn_2: 0.1571 (0.1730) loss_bbox_dn_3: 0.1532 (0.1671) loss_bbox_dn_4: 0.1515 (0.1657) loss_bbox_dn_5: 0.1514 (0.1657) loss_giou: 0.4620 (0.4701) loss_giou_aux_0: 0.4768 (0.4937) loss_giou_aux_1: 0.4476 (0.4800) loss_giou_aux_2: 0.4525 (0.4747) loss_giou_aux_3: 0.4560 (0.4714) loss_giou_aux_4: 0.4619 (0.4703) loss_giou_aux_5: 0.5488 (0.5575) loss_giou_dn_0: 0.5517 (0.5749) loss_giou_dn_1: 0.4598 (0.4671) loss_giou_dn_2: 0.4339 (0.4366) loss_giou_dn_3: 0.4213 (0.4284) loss_giou_dn_4: 0.4194 (0.4264) loss_giou_dn_5: 0.4196 (0.4265) loss_vfl: 0.6549 (0.6687) loss_vfl_aux_0: 0.7641 (0.7687) loss_vfl_aux_1: 0.7376 (0.7230) loss_vfl_aux_2: 0.6939 (0.6946) loss_vfl_aux_3: 0.6726 (0.6808) loss_vfl_aux_4: 0.6554 (0.6724) loss_vfl_aux_5: 0.7292 (0.7537) loss_vfl_dn_0: 0.4430 (0.4500) loss_vfl_dn_1: 0.3848 (0.3845) loss_vfl_dn_2: 0.3680 (0.3688) loss_vfl_dn_3: 0.3579 (0.3616) loss_vfl_dn_4: 0.3551 (0.3590) loss_vfl_dn_5: 0.3551 (0.3582) time: 0.4724 data: 0.0137 max mem: 5654 Epoch: [48] Total time: 1:00:10 (0.4884 s / it) Averaged stats: lr: 0.000010 loss: 15.4894 (15.6787) loss_bbox: 0.1367 (0.1513) loss_bbox_aux_0: 0.1528 (0.1641) loss_bbox_aux_1: 0.1466 (0.1561) loss_bbox_aux_2: 0.1421 (0.1537) loss_bbox_aux_3: 0.1461 (0.1517) loss_bbox_aux_4: 0.1400 (0.1513) loss_bbox_aux_5: 0.1867 (0.2004) loss_bbox_dn_0: 0.2118 (0.2637) loss_bbox_dn_1: 0.1629 (0.1933) loss_bbox_dn_2: 0.1571 (0.1730) loss_bbox_dn_3: 0.1532 (0.1671) loss_bbox_dn_4: 0.1515 (0.1657) loss_bbox_dn_5: 0.1514 (0.1657) loss_giou: 0.4620 (0.4701) loss_giou_aux_0: 0.4768 (0.4937) loss_giou_aux_1: 0.4476 (0.4800) loss_giou_aux_2: 0.4525 (0.4747) loss_giou_aux_3: 0.4560 (0.4714) loss_giou_aux_4: 0.4619 (0.4703) loss_giou_aux_5: 0.5488 (0.5575) loss_giou_dn_0: 0.5517 (0.5749) loss_giou_dn_1: 0.4598 (0.4671) loss_giou_dn_2: 0.4339 (0.4366) loss_giou_dn_3: 0.4213 (0.4284) loss_giou_dn_4: 0.4194 (0.4264) loss_giou_dn_5: 0.4196 (0.4265) loss_vfl: 0.6549 (0.6687) loss_vfl_aux_0: 0.7641 (0.7687) loss_vfl_aux_1: 0.7376 (0.7230) loss_vfl_aux_2: 0.6939 (0.6946) loss_vfl_aux_3: 0.6726 (0.6808) loss_vfl_aux_4: 0.6554 (0.6724) loss_vfl_aux_5: 0.7292 (0.7537) loss_vfl_dn_0: 0.4430 (0.4500) loss_vfl_dn_1: 0.3848 (0.3845) loss_vfl_dn_2: 0.3680 (0.3688) loss_vfl_dn_3: 0.3579 (0.3616) loss_vfl_dn_4: 0.3551 (0.3590) loss_vfl_dn_5: 0.3551 (0.3582) Test: [ 0/157] eta: 0:04:19 time: 1.6558 data: 1.2300 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5125 data: 0.1320 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3921 data: 0.0238 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3875 data: 0.0256 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3884 data: 0.0255 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3980 data: 0.0258 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.7274 data: 0.0261 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.7112 data: 0.0253 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3852 data: 0.0253 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3927 data: 0.0255 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3852 data: 0.0251 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3887 data: 0.0253 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3932 data: 0.0253 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3892 data: 0.0253 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3803 data: 0.0252 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3669 data: 0.0257 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3575 data: 0.0252 max mem: 5654 Test: Total time: 0:01:08 (0.4385 s / it) Averaged stats: Accumulating evaluation results... DONE (t=41.40s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 48, 'coco_eval_bbox': 0.5277517703880233} Epoch: [49] [ 0/7393] eta: 8:02:55 lr: 0.000010 loss: 13.8299 (13.8299) loss_bbox: 0.1169 (0.1169) loss_bbox_aux_0: 0.1308 (0.1308) loss_bbox_aux_1: 0.1242 (0.1242) loss_bbox_aux_2: 0.1223 (0.1223) loss_bbox_aux_3: 0.1187 (0.1187) loss_bbox_aux_4: 0.1169 (0.1169) loss_bbox_aux_5: 0.1829 (0.1829) loss_bbox_dn_0: 0.2528 (0.2528) loss_bbox_dn_1: 0.1822 (0.1822) loss_bbox_dn_2: 0.1448 (0.1448) loss_bbox_dn_3: 0.1360 (0.1360) loss_bbox_dn_4: 0.1340 (0.1340) loss_bbox_dn_5: 0.1340 (0.1340) loss_giou: 0.3646 (0.3646) loss_giou_aux_0: 0.3762 (0.3762) loss_giou_aux_1: 0.3727 (0.3727) loss_giou_aux_2: 0.3740 (0.3740) loss_giou_aux_3: 0.3625 (0.3625) loss_giou_aux_4: 0.3649 (0.3649) loss_giou_aux_5: 0.4289 (0.4289) loss_giou_dn_0: 0.4998 (0.4998) loss_giou_dn_1: 0.3982 (0.3982) loss_giou_dn_2: 0.3567 (0.3567) loss_giou_dn_3: 0.3496 (0.3496) loss_giou_dn_4: 0.3469 (0.3469) loss_giou_dn_5: 0.3468 (0.3468) loss_vfl: 0.6423 (0.6423) loss_vfl_aux_0: 0.8235 (0.8235) loss_vfl_aux_1: 0.7096 (0.7096) loss_vfl_aux_2: 0.6390 (0.6390) loss_vfl_aux_3: 0.6330 (0.6330) loss_vfl_aux_4: 0.6273 (0.6273) loss_vfl_aux_5: 0.7638 (0.7638) loss_vfl_dn_0: 0.4371 (0.4371) loss_vfl_dn_1: 0.3671 (0.3671) loss_vfl_dn_2: 0.3430 (0.3430) loss_vfl_dn_3: 0.3358 (0.3358) loss_vfl_dn_4: 0.3353 (0.3353) loss_vfl_dn_5: 0.3351 (0.3351) time: 3.9193 data: 3.3859 max mem: 5654 Epoch: [49] [ 100/7393] eta: 1:04:12 lr: 0.000010 loss: 15.6328 (15.5555) loss_bbox: 0.1593 (0.1518) loss_bbox_aux_0: 0.1722 (0.1646) loss_bbox_aux_1: 0.1622 (0.1572) loss_bbox_aux_2: 0.1633 (0.1527) loss_bbox_aux_3: 0.1531 (0.1509) loss_bbox_aux_4: 0.1619 (0.1513) loss_bbox_aux_5: 0.2183 (0.1984) loss_bbox_dn_0: 0.2478 (0.2558) loss_bbox_dn_1: 0.1883 (0.1872) loss_bbox_dn_2: 0.1659 (0.1675) loss_bbox_dn_3: 0.1548 (0.1613) loss_bbox_dn_4: 0.1537 (0.1600) loss_bbox_dn_5: 0.1537 (0.1600) loss_giou: 0.4221 (0.4720) loss_giou_aux_0: 0.4588 (0.4950) loss_giou_aux_1: 0.4414 (0.4841) loss_giou_aux_2: 0.4287 (0.4752) loss_giou_aux_3: 0.4188 (0.4722) loss_giou_aux_4: 0.4270 (0.4720) loss_giou_aux_5: 0.5150 (0.5546) loss_giou_dn_0: 0.5568 (0.5725) loss_giou_dn_1: 0.4502 (0.4660) loss_giou_dn_2: 0.4218 (0.4361) loss_giou_dn_3: 0.4093 (0.4278) loss_giou_dn_4: 0.4068 (0.4258) loss_giou_dn_5: 0.4072 (0.4261) loss_vfl: 0.6805 (0.6558) loss_vfl_aux_0: 0.7977 (0.7572) loss_vfl_aux_1: 0.7426 (0.7063) loss_vfl_aux_2: 0.7127 (0.6849) loss_vfl_aux_3: 0.6988 (0.6696) loss_vfl_aux_4: 0.6829 (0.6590) loss_vfl_aux_5: 0.7831 (0.7543) loss_vfl_dn_0: 0.4505 (0.4482) loss_vfl_dn_1: 0.3856 (0.3827) loss_vfl_dn_2: 0.3680 (0.3666) loss_vfl_dn_3: 0.3624 (0.3597) loss_vfl_dn_4: 0.3585 (0.3570) loss_vfl_dn_5: 0.3580 (0.3563) time: 0.4876 data: 0.0151 max mem: 5654 Epoch: [49] [ 200/7393] eta: 1:00:28 lr: 0.000010 loss: 14.8436 (15.5292) loss_bbox: 0.1602 (0.1532) loss_bbox_aux_0: 0.1704 (0.1654) loss_bbox_aux_1: 0.1662 (0.1578) loss_bbox_aux_2: 0.1725 (0.1543) loss_bbox_aux_3: 0.1623 (0.1525) loss_bbox_aux_4: 0.1622 (0.1529) loss_bbox_aux_5: 0.2147 (0.2003) loss_bbox_dn_0: 0.2994 (0.2599) loss_bbox_dn_1: 0.2085 (0.1896) loss_bbox_dn_2: 0.1856 (0.1692) loss_bbox_dn_3: 0.1822 (0.1631) loss_bbox_dn_4: 0.1833 (0.1616) loss_bbox_dn_5: 0.1833 (0.1616) loss_giou: 0.4190 (0.4722) loss_giou_aux_0: 0.4437 (0.4954) loss_giou_aux_1: 0.4373 (0.4836) loss_giou_aux_2: 0.4230 (0.4761) loss_giou_aux_3: 0.4172 (0.4724) loss_giou_aux_4: 0.4176 (0.4723) loss_giou_aux_5: 0.4827 (0.5550) loss_giou_dn_0: 0.5226 (0.5711) loss_giou_dn_1: 0.4222 (0.4643) loss_giou_dn_2: 0.3872 (0.4345) loss_giou_dn_3: 0.3785 (0.4263) loss_giou_dn_4: 0.3758 (0.4242) loss_giou_dn_5: 0.3762 (0.4244) loss_vfl: 0.6407 (0.6501) loss_vfl_aux_0: 0.7532 (0.7548) loss_vfl_aux_1: 0.6986 (0.7024) loss_vfl_aux_2: 0.6647 (0.6777) loss_vfl_aux_3: 0.6358 (0.6650) loss_vfl_aux_4: 0.6345 (0.6541) loss_vfl_aux_5: 0.7544 (0.7491) loss_vfl_dn_0: 0.4481 (0.4475) loss_vfl_dn_1: 0.3741 (0.3813) loss_vfl_dn_2: 0.3569 (0.3652) loss_vfl_dn_3: 0.3527 (0.3583) loss_vfl_dn_4: 0.3475 (0.3555) loss_vfl_dn_5: 0.3460 (0.3550) time: 0.4663 data: 0.0152 max mem: 5654 Epoch: [49] [ 300/7393] eta: 0:58:29 lr: 0.000010 loss: 15.7030 (15.6307) loss_bbox: 0.1493 (0.1555) loss_bbox_aux_0: 0.1583 (0.1677) loss_bbox_aux_1: 0.1543 (0.1603) loss_bbox_aux_2: 0.1498 (0.1573) loss_bbox_aux_3: 0.1499 (0.1551) loss_bbox_aux_4: 0.1503 (0.1554) loss_bbox_aux_5: 0.2036 (0.2028) loss_bbox_dn_0: 0.2537 (0.2645) loss_bbox_dn_1: 0.1897 (0.1942) loss_bbox_dn_2: 0.1712 (0.1739) loss_bbox_dn_3: 0.1626 (0.1677) loss_bbox_dn_4: 0.1618 (0.1662) loss_bbox_dn_5: 0.1616 (0.1662) loss_giou: 0.4546 (0.4732) loss_giou_aux_0: 0.4740 (0.4969) loss_giou_aux_1: 0.4569 (0.4844) loss_giou_aux_2: 0.4601 (0.4780) loss_giou_aux_3: 0.4630 (0.4733) loss_giou_aux_4: 0.4596 (0.4733) loss_giou_aux_5: 0.5457 (0.5569) loss_giou_dn_0: 0.5833 (0.5723) loss_giou_dn_1: 0.4682 (0.4653) loss_giou_dn_2: 0.4333 (0.4354) loss_giou_dn_3: 0.4262 (0.4271) loss_giou_dn_4: 0.4228 (0.4250) loss_giou_dn_5: 0.4229 (0.4252) loss_vfl: 0.6541 (0.6559) loss_vfl_aux_0: 0.7466 (0.7591) loss_vfl_aux_1: 0.7129 (0.7097) loss_vfl_aux_2: 0.6762 (0.6824) loss_vfl_aux_3: 0.6746 (0.6708) loss_vfl_aux_4: 0.6507 (0.6598) loss_vfl_aux_5: 0.7298 (0.7500) loss_vfl_dn_0: 0.4425 (0.4480) loss_vfl_dn_1: 0.3845 (0.3824) loss_vfl_dn_2: 0.3717 (0.3667) loss_vfl_dn_3: 0.3610 (0.3597) loss_vfl_dn_4: 0.3574 (0.3570) loss_vfl_dn_5: 0.3552 (0.3563) time: 0.4683 data: 0.0150 max mem: 5654 Epoch: [49] [ 400/7393] eta: 0:57:02 lr: 0.000010 loss: 15.9986 (15.6001) loss_bbox: 0.1548 (0.1541) loss_bbox_aux_0: 0.1660 (0.1669) loss_bbox_aux_1: 0.1537 (0.1586) loss_bbox_aux_2: 0.1578 (0.1561) loss_bbox_aux_3: 0.1444 (0.1541) loss_bbox_aux_4: 0.1443 (0.1541) loss_bbox_aux_5: 0.1847 (0.2011) loss_bbox_dn_0: 0.2384 (0.2646) loss_bbox_dn_1: 0.1755 (0.1939) loss_bbox_dn_2: 0.1566 (0.1733) loss_bbox_dn_3: 0.1490 (0.1670) loss_bbox_dn_4: 0.1476 (0.1655) loss_bbox_dn_5: 0.1476 (0.1655) loss_giou: 0.4841 (0.4699) loss_giou_aux_0: 0.4954 (0.4933) loss_giou_aux_1: 0.5017 (0.4799) loss_giou_aux_2: 0.4989 (0.4745) loss_giou_aux_3: 0.5048 (0.4701) loss_giou_aux_4: 0.4902 (0.4700) loss_giou_aux_5: 0.5573 (0.5534) loss_giou_dn_0: 0.5847 (0.5703) loss_giou_dn_1: 0.4837 (0.4633) loss_giou_dn_2: 0.4547 (0.4330) loss_giou_dn_3: 0.4432 (0.4248) loss_giou_dn_4: 0.4385 (0.4227) loss_giou_dn_5: 0.4385 (0.4229) loss_vfl: 0.6449 (0.6588) loss_vfl_aux_0: 0.7444 (0.7613) loss_vfl_aux_1: 0.6894 (0.7142) loss_vfl_aux_2: 0.6607 (0.6850) loss_vfl_aux_3: 0.6407 (0.6736) loss_vfl_aux_4: 0.6498 (0.6631) loss_vfl_aux_5: 0.7168 (0.7513) loss_vfl_dn_0: 0.4519 (0.4480) loss_vfl_dn_1: 0.3943 (0.3824) loss_vfl_dn_2: 0.3807 (0.3667) loss_vfl_dn_3: 0.3705 (0.3596) loss_vfl_dn_4: 0.3687 (0.3568) loss_vfl_dn_5: 0.3665 (0.3562) time: 0.4751 data: 0.0150 max mem: 5654 Epoch: [49] [ 500/7393] eta: 0:57:43 lr: 0.000010 loss: 15.2749 (15.6344) loss_bbox: 0.1614 (0.1545) loss_bbox_aux_0: 0.1770 (0.1670) loss_bbox_aux_1: 0.1566 (0.1589) loss_bbox_aux_2: 0.1599 (0.1566) loss_bbox_aux_3: 0.1666 (0.1547) loss_bbox_aux_4: 0.1614 (0.1545) loss_bbox_aux_5: 0.2076 (0.2019) loss_bbox_dn_0: 0.2705 (0.2661) loss_bbox_dn_1: 0.1829 (0.1953) loss_bbox_dn_2: 0.1623 (0.1748) loss_bbox_dn_3: 0.1567 (0.1687) loss_bbox_dn_4: 0.1575 (0.1673) loss_bbox_dn_5: 0.1576 (0.1673) loss_giou: 0.4283 (0.4697) loss_giou_aux_0: 0.4491 (0.4935) loss_giou_aux_1: 0.4329 (0.4798) loss_giou_aux_2: 0.4296 (0.4748) loss_giou_aux_3: 0.4379 (0.4704) loss_giou_aux_4: 0.4283 (0.4699) loss_giou_aux_5: 0.5095 (0.5542) loss_giou_dn_0: 0.5462 (0.5711) loss_giou_dn_1: 0.4402 (0.4638) loss_giou_dn_2: 0.4133 (0.4335) loss_giou_dn_3: 0.4024 (0.4253) loss_giou_dn_4: 0.3992 (0.4233) loss_giou_dn_5: 0.3991 (0.4234) loss_vfl: 0.6583 (0.6612) loss_vfl_aux_0: 0.7274 (0.7634) loss_vfl_aux_1: 0.6832 (0.7167) loss_vfl_aux_2: 0.6450 (0.6869) loss_vfl_aux_3: 0.6734 (0.6754) loss_vfl_aux_4: 0.6658 (0.6655) loss_vfl_aux_5: 0.7461 (0.7531) loss_vfl_dn_0: 0.4509 (0.4486) loss_vfl_dn_1: 0.3744 (0.3829) loss_vfl_dn_2: 0.3619 (0.3670) loss_vfl_dn_3: 0.3545 (0.3598) loss_vfl_dn_4: 0.3540 (0.3571) loss_vfl_dn_5: 0.3540 (0.3564) time: 0.4826 data: 0.0150 max mem: 5654 Epoch: [49] [ 600/7393] eta: 0:56:38 lr: 0.000010 loss: 15.7066 (15.6141) loss_bbox: 0.1566 (0.1543) loss_bbox_aux_0: 0.1669 (0.1667) loss_bbox_aux_1: 0.1635 (0.1587) loss_bbox_aux_2: 0.1599 (0.1566) loss_bbox_aux_3: 0.1490 (0.1545) loss_bbox_aux_4: 0.1575 (0.1544) loss_bbox_aux_5: 0.2067 (0.2020) loss_bbox_dn_0: 0.2680 (0.2673) loss_bbox_dn_1: 0.2033 (0.1959) loss_bbox_dn_2: 0.1880 (0.1752) loss_bbox_dn_3: 0.1784 (0.1692) loss_bbox_dn_4: 0.1773 (0.1678) loss_bbox_dn_5: 0.1773 (0.1678) loss_giou: 0.4152 (0.4665) loss_giou_aux_0: 0.4379 (0.4903) loss_giou_aux_1: 0.4282 (0.4767) loss_giou_aux_2: 0.4266 (0.4717) loss_giou_aux_3: 0.4193 (0.4673) loss_giou_aux_4: 0.4164 (0.4668) loss_giou_aux_5: 0.4903 (0.5512) loss_giou_dn_0: 0.5536 (0.5698) loss_giou_dn_1: 0.4466 (0.4623) loss_giou_dn_2: 0.4132 (0.4320) loss_giou_dn_3: 0.4008 (0.4238) loss_giou_dn_4: 0.3968 (0.4218) loss_giou_dn_5: 0.3967 (0.4220) loss_vfl: 0.6820 (0.6621) loss_vfl_aux_0: 0.7776 (0.7656) loss_vfl_aux_1: 0.7241 (0.7173) loss_vfl_aux_2: 0.6771 (0.6876) loss_vfl_aux_3: 0.6911 (0.6760) loss_vfl_aux_4: 0.6732 (0.6661) loss_vfl_aux_5: 0.7444 (0.7546) loss_vfl_dn_0: 0.4469 (0.4489) loss_vfl_dn_1: 0.3852 (0.3829) loss_vfl_dn_2: 0.3682 (0.3670) loss_vfl_dn_3: 0.3630 (0.3600) loss_vfl_dn_4: 0.3588 (0.3572) loss_vfl_dn_5: 0.3585 (0.3565) time: 0.4932 data: 0.0143 max mem: 5654 Epoch: [49] [ 700/7393] eta: 0:55:34 lr: 0.000010 loss: 15.8984 (15.6254) loss_bbox: 0.1585 (0.1540) loss_bbox_aux_0: 0.1617 (0.1666) loss_bbox_aux_1: 0.1563 (0.1584) loss_bbox_aux_2: 0.1569 (0.1565) loss_bbox_aux_3: 0.1498 (0.1544) loss_bbox_aux_4: 0.1596 (0.1542) loss_bbox_aux_5: 0.2033 (0.2026) loss_bbox_dn_0: 0.2715 (0.2675) loss_bbox_dn_1: 0.2032 (0.1963) loss_bbox_dn_2: 0.1723 (0.1755) loss_bbox_dn_3: 0.1654 (0.1694) loss_bbox_dn_4: 0.1630 (0.1680) loss_bbox_dn_5: 0.1630 (0.1680) loss_giou: 0.4599 (0.4666) loss_giou_aux_0: 0.4790 (0.4905) loss_giou_aux_1: 0.4687 (0.4770) loss_giou_aux_2: 0.4668 (0.4719) loss_giou_aux_3: 0.4615 (0.4675) loss_giou_aux_4: 0.4622 (0.4668) loss_giou_aux_5: 0.5429 (0.5520) loss_giou_dn_0: 0.5989 (0.5705) loss_giou_dn_1: 0.4847 (0.4633) loss_giou_dn_2: 0.4541 (0.4330) loss_giou_dn_3: 0.4413 (0.4247) loss_giou_dn_4: 0.4365 (0.4227) loss_giou_dn_5: 0.4364 (0.4229) loss_vfl: 0.6661 (0.6627) loss_vfl_aux_0: 0.7445 (0.7656) loss_vfl_aux_1: 0.7158 (0.7181) loss_vfl_aux_2: 0.6846 (0.6884) loss_vfl_aux_3: 0.6740 (0.6760) loss_vfl_aux_4: 0.6606 (0.6665) loss_vfl_aux_5: 0.7515 (0.7539) loss_vfl_dn_0: 0.4436 (0.4488) loss_vfl_dn_1: 0.3906 (0.3831) loss_vfl_dn_2: 0.3763 (0.3671) loss_vfl_dn_3: 0.3721 (0.3601) loss_vfl_dn_4: 0.3701 (0.3574) loss_vfl_dn_5: 0.3692 (0.3567) time: 0.4842 data: 0.0143 max mem: 5654 Epoch: [49] [ 800/7393] eta: 0:54:34 lr: 0.000010 loss: 15.4208 (15.6271) loss_bbox: 0.1495 (0.1534) loss_bbox_aux_0: 0.1600 (0.1660) loss_bbox_aux_1: 0.1510 (0.1582) loss_bbox_aux_2: 0.1515 (0.1560) loss_bbox_aux_3: 0.1460 (0.1539) loss_bbox_aux_4: 0.1520 (0.1537) loss_bbox_aux_5: 0.1869 (0.2022) loss_bbox_dn_0: 0.2381 (0.2673) loss_bbox_dn_1: 0.1756 (0.1959) loss_bbox_dn_2: 0.1528 (0.1749) loss_bbox_dn_3: 0.1458 (0.1689) loss_bbox_dn_4: 0.1431 (0.1675) loss_bbox_dn_5: 0.1431 (0.1675) loss_giou: 0.4629 (0.4643) loss_giou_aux_0: 0.4779 (0.4885) loss_giou_aux_1: 0.4572 (0.4749) loss_giou_aux_2: 0.4581 (0.4696) loss_giou_aux_3: 0.4615 (0.4653) loss_giou_aux_4: 0.4636 (0.4646) loss_giou_aux_5: 0.5336 (0.5501) loss_giou_dn_0: 0.5637 (0.5698) loss_giou_dn_1: 0.4436 (0.4623) loss_giou_dn_2: 0.4205 (0.4320) loss_giou_dn_3: 0.4093 (0.4237) loss_giou_dn_4: 0.4080 (0.4216) loss_giou_dn_5: 0.4080 (0.4218) loss_vfl: 0.6665 (0.6665) loss_vfl_aux_0: 0.7537 (0.7698) loss_vfl_aux_1: 0.7211 (0.7217) loss_vfl_aux_2: 0.6775 (0.6927) loss_vfl_aux_3: 0.6823 (0.6798) loss_vfl_aux_4: 0.6586 (0.6702) loss_vfl_aux_5: 0.7367 (0.7572) loss_vfl_dn_0: 0.4481 (0.4493) loss_vfl_dn_1: 0.3773 (0.3834) loss_vfl_dn_2: 0.3578 (0.3675) loss_vfl_dn_3: 0.3554 (0.3603) loss_vfl_dn_4: 0.3522 (0.3576) loss_vfl_dn_5: 0.3514 (0.3569) time: 0.4753 data: 0.0147 max mem: 5654 Epoch: [49] [ 900/7393] eta: 0:53:29 lr: 0.000010 loss: 15.4711 (15.6153) loss_bbox: 0.1467 (0.1530) loss_bbox_aux_0: 0.1615 (0.1653) loss_bbox_aux_1: 0.1572 (0.1575) loss_bbox_aux_2: 0.1475 (0.1553) loss_bbox_aux_3: 0.1426 (0.1534) loss_bbox_aux_4: 0.1467 (0.1532) loss_bbox_aux_5: 0.1993 (0.2014) loss_bbox_dn_0: 0.2443 (0.2655) loss_bbox_dn_1: 0.1844 (0.1944) loss_bbox_dn_2: 0.1595 (0.1737) loss_bbox_dn_3: 0.1521 (0.1678) loss_bbox_dn_4: 0.1523 (0.1663) loss_bbox_dn_5: 0.1523 (0.1664) loss_giou: 0.4216 (0.4648) loss_giou_aux_0: 0.4516 (0.4888) loss_giou_aux_1: 0.4404 (0.4752) loss_giou_aux_2: 0.4407 (0.4700) loss_giou_aux_3: 0.4241 (0.4657) loss_giou_aux_4: 0.4262 (0.4651) loss_giou_aux_5: 0.5152 (0.5507) loss_giou_dn_0: 0.5449 (0.5694) loss_giou_dn_1: 0.4437 (0.4619) loss_giou_dn_2: 0.4104 (0.4317) loss_giou_dn_3: 0.4012 (0.4235) loss_giou_dn_4: 0.3981 (0.4215) loss_giou_dn_5: 0.3983 (0.4217) loss_vfl: 0.6641 (0.6657) loss_vfl_aux_0: 0.7810 (0.7706) loss_vfl_aux_1: 0.7233 (0.7218) loss_vfl_aux_2: 0.7054 (0.6922) loss_vfl_aux_3: 0.6969 (0.6793) loss_vfl_aux_4: 0.6600 (0.6695) loss_vfl_aux_5: 0.7555 (0.7568) loss_vfl_dn_0: 0.4596 (0.4496) loss_vfl_dn_1: 0.3819 (0.3837) loss_vfl_dn_2: 0.3649 (0.3677) loss_vfl_dn_3: 0.3571 (0.3605) loss_vfl_dn_4: 0.3525 (0.3578) loss_vfl_dn_5: 0.3517 (0.3570) time: 0.4896 data: 0.0138 max mem: 5654 Epoch: [49] [1000/7393] eta: 0:52:32 lr: 0.000010 loss: 15.0872 (15.6073) loss_bbox: 0.1443 (0.1531) loss_bbox_aux_0: 0.1492 (0.1651) loss_bbox_aux_1: 0.1444 (0.1576) loss_bbox_aux_2: 0.1382 (0.1554) loss_bbox_aux_3: 0.1447 (0.1536) loss_bbox_aux_4: 0.1399 (0.1534) loss_bbox_aux_5: 0.1890 (0.2013) loss_bbox_dn_0: 0.2492 (0.2648) loss_bbox_dn_1: 0.1716 (0.1941) loss_bbox_dn_2: 0.1482 (0.1733) loss_bbox_dn_3: 0.1421 (0.1674) loss_bbox_dn_4: 0.1425 (0.1660) loss_bbox_dn_5: 0.1426 (0.1660) loss_giou: 0.4673 (0.4657) loss_giou_aux_0: 0.4847 (0.4894) loss_giou_aux_1: 0.4669 (0.4760) loss_giou_aux_2: 0.4509 (0.4707) loss_giou_aux_3: 0.4681 (0.4667) loss_giou_aux_4: 0.4574 (0.4659) loss_giou_aux_5: 0.5563 (0.5513) loss_giou_dn_0: 0.5652 (0.5694) loss_giou_dn_1: 0.4620 (0.4621) loss_giou_dn_2: 0.4333 (0.4319) loss_giou_dn_3: 0.4244 (0.4237) loss_giou_dn_4: 0.4208 (0.4218) loss_giou_dn_5: 0.4213 (0.4219) loss_vfl: 0.6469 (0.6640) loss_vfl_aux_0: 0.7158 (0.7687) loss_vfl_aux_1: 0.6879 (0.7198) loss_vfl_aux_2: 0.6648 (0.6905) loss_vfl_aux_3: 0.6669 (0.6773) loss_vfl_aux_4: 0.6467 (0.6677) loss_vfl_aux_5: 0.7272 (0.7556) loss_vfl_dn_0: 0.4436 (0.4494) loss_vfl_dn_1: 0.3780 (0.3835) loss_vfl_dn_2: 0.3701 (0.3676) loss_vfl_dn_3: 0.3609 (0.3605) loss_vfl_dn_4: 0.3562 (0.3578) loss_vfl_dn_5: 0.3580 (0.3571) time: 0.4733 data: 0.0147 max mem: 5654 Epoch: [49] [1100/7393] eta: 0:51:33 lr: 0.000010 loss: 15.0957 (15.6171) loss_bbox: 0.1365 (0.1533) loss_bbox_aux_0: 0.1591 (0.1652) loss_bbox_aux_1: 0.1497 (0.1577) loss_bbox_aux_2: 0.1434 (0.1555) loss_bbox_aux_3: 0.1383 (0.1538) loss_bbox_aux_4: 0.1329 (0.1536) loss_bbox_aux_5: 0.2142 (0.2016) loss_bbox_dn_0: 0.2616 (0.2654) loss_bbox_dn_1: 0.1886 (0.1948) loss_bbox_dn_2: 0.1700 (0.1740) loss_bbox_dn_3: 0.1639 (0.1681) loss_bbox_dn_4: 0.1625 (0.1667) loss_bbox_dn_5: 0.1625 (0.1667) loss_giou: 0.4066 (0.4658) loss_giou_aux_0: 0.4252 (0.4893) loss_giou_aux_1: 0.4042 (0.4758) loss_giou_aux_2: 0.4086 (0.4706) loss_giou_aux_3: 0.4021 (0.4668) loss_giou_aux_4: 0.4015 (0.4659) loss_giou_aux_5: 0.4949 (0.5514) loss_giou_dn_0: 0.5505 (0.5695) loss_giou_dn_1: 0.4395 (0.4623) loss_giou_dn_2: 0.4085 (0.4321) loss_giou_dn_3: 0.3998 (0.4239) loss_giou_dn_4: 0.4000 (0.4219) loss_giou_dn_5: 0.4000 (0.4221) loss_vfl: 0.6374 (0.6646) loss_vfl_aux_0: 0.7608 (0.7696) loss_vfl_aux_1: 0.7010 (0.7203) loss_vfl_aux_2: 0.6688 (0.6911) loss_vfl_aux_3: 0.6504 (0.6778) loss_vfl_aux_4: 0.6506 (0.6685) loss_vfl_aux_5: 0.7394 (0.7556) loss_vfl_dn_0: 0.4469 (0.4494) loss_vfl_dn_1: 0.3764 (0.3835) loss_vfl_dn_2: 0.3608 (0.3677) loss_vfl_dn_3: 0.3535 (0.3606) loss_vfl_dn_4: 0.3512 (0.3578) loss_vfl_dn_5: 0.3518 (0.3571) time: 0.4784 data: 0.0141 max mem: 5654 Epoch: [49] [1200/7393] eta: 0:50:36 lr: 0.000010 loss: 15.7150 (15.6444) loss_bbox: 0.1456 (0.1533) loss_bbox_aux_0: 0.1651 (0.1650) loss_bbox_aux_1: 0.1609 (0.1576) loss_bbox_aux_2: 0.1505 (0.1555) loss_bbox_aux_3: 0.1452 (0.1537) loss_bbox_aux_4: 0.1456 (0.1535) loss_bbox_aux_5: 0.1915 (0.2013) loss_bbox_dn_0: 0.2484 (0.2651) loss_bbox_dn_1: 0.1839 (0.1948) loss_bbox_dn_2: 0.1680 (0.1741) loss_bbox_dn_3: 0.1647 (0.1683) loss_bbox_dn_4: 0.1641 (0.1669) loss_bbox_dn_5: 0.1642 (0.1669) loss_giou: 0.4642 (0.4676) loss_giou_aux_0: 0.5032 (0.4910) loss_giou_aux_1: 0.4860 (0.4776) loss_giou_aux_2: 0.4718 (0.4725) loss_giou_aux_3: 0.4694 (0.4686) loss_giou_aux_4: 0.4642 (0.4677) loss_giou_aux_5: 0.5707 (0.5533) loss_giou_dn_0: 0.5750 (0.5710) loss_giou_dn_1: 0.4738 (0.4638) loss_giou_dn_2: 0.4445 (0.4337) loss_giou_dn_3: 0.4392 (0.4256) loss_giou_dn_4: 0.4355 (0.4236) loss_giou_dn_5: 0.4353 (0.4238) loss_vfl: 0.6907 (0.6651) loss_vfl_aux_0: 0.7834 (0.7704) loss_vfl_aux_1: 0.7421 (0.7216) loss_vfl_aux_2: 0.7253 (0.6912) loss_vfl_aux_3: 0.7159 (0.6786) loss_vfl_aux_4: 0.7035 (0.6691) loss_vfl_aux_5: 0.7635 (0.7554) loss_vfl_dn_0: 0.4525 (0.4493) loss_vfl_dn_1: 0.3941 (0.3837) loss_vfl_dn_2: 0.3749 (0.3679) loss_vfl_dn_3: 0.3690 (0.3608) loss_vfl_dn_4: 0.3681 (0.3581) loss_vfl_dn_5: 0.3667 (0.3574) time: 0.4763 data: 0.0143 max mem: 5654 Epoch: [49] [1300/7393] eta: 0:49:44 lr: 0.000010 loss: 15.5153 (15.6456) loss_bbox: 0.1466 (0.1533) loss_bbox_aux_0: 0.1659 (0.1650) loss_bbox_aux_1: 0.1557 (0.1577) loss_bbox_aux_2: 0.1455 (0.1556) loss_bbox_aux_3: 0.1497 (0.1537) loss_bbox_aux_4: 0.1485 (0.1535) loss_bbox_aux_5: 0.2150 (0.2014) loss_bbox_dn_0: 0.3048 (0.2660) loss_bbox_dn_1: 0.2164 (0.1952) loss_bbox_dn_2: 0.1948 (0.1744) loss_bbox_dn_3: 0.1931 (0.1686) loss_bbox_dn_4: 0.1925 (0.1672) loss_bbox_dn_5: 0.1925 (0.1672) loss_giou: 0.4018 (0.4671) loss_giou_aux_0: 0.4318 (0.4906) loss_giou_aux_1: 0.4209 (0.4773) loss_giou_aux_2: 0.4043 (0.4721) loss_giou_aux_3: 0.3971 (0.4681) loss_giou_aux_4: 0.3972 (0.4672) loss_giou_aux_5: 0.4901 (0.5530) loss_giou_dn_0: 0.5407 (0.5707) loss_giou_dn_1: 0.4261 (0.4633) loss_giou_dn_2: 0.3899 (0.4331) loss_giou_dn_3: 0.3770 (0.4249) loss_giou_dn_4: 0.3757 (0.4229) loss_giou_dn_5: 0.3762 (0.4231) loss_vfl: 0.6960 (0.6659) loss_vfl_aux_0: 0.7928 (0.7714) loss_vfl_aux_1: 0.7379 (0.7221) loss_vfl_aux_2: 0.7186 (0.6919) loss_vfl_aux_3: 0.7029 (0.6793) loss_vfl_aux_4: 0.6963 (0.6700) loss_vfl_aux_5: 0.7693 (0.7558) loss_vfl_dn_0: 0.4569 (0.4494) loss_vfl_dn_1: 0.3829 (0.3837) loss_vfl_dn_2: 0.3661 (0.3679) loss_vfl_dn_3: 0.3562 (0.3608) loss_vfl_dn_4: 0.3546 (0.3580) loss_vfl_dn_5: 0.3568 (0.3573) time: 0.4859 data: 0.0135 max mem: 5654 Epoch: [49] [1400/7393] eta: 0:48:50 lr: 0.000010 loss: 15.5506 (15.6448) loss_bbox: 0.1372 (0.1532) loss_bbox_aux_0: 0.1549 (0.1649) loss_bbox_aux_1: 0.1389 (0.1577) loss_bbox_aux_2: 0.1443 (0.1556) loss_bbox_aux_3: 0.1333 (0.1537) loss_bbox_aux_4: 0.1372 (0.1534) loss_bbox_aux_5: 0.1940 (0.2014) loss_bbox_dn_0: 0.2268 (0.2660) loss_bbox_dn_1: 0.1681 (0.1953) loss_bbox_dn_2: 0.1520 (0.1747) loss_bbox_dn_3: 0.1485 (0.1688) loss_bbox_dn_4: 0.1467 (0.1673) loss_bbox_dn_5: 0.1467 (0.1674) loss_giou: 0.4802 (0.4671) loss_giou_aux_0: 0.5061 (0.4905) loss_giou_aux_1: 0.4898 (0.4774) loss_giou_aux_2: 0.4847 (0.4723) loss_giou_aux_3: 0.4781 (0.4681) loss_giou_aux_4: 0.4732 (0.4672) loss_giou_aux_5: 0.5913 (0.5531) loss_giou_dn_0: 0.5954 (0.5706) loss_giou_dn_1: 0.4751 (0.4631) loss_giou_dn_2: 0.4443 (0.4329) loss_giou_dn_3: 0.4378 (0.4247) loss_giou_dn_4: 0.4362 (0.4228) loss_giou_dn_5: 0.4369 (0.4229) loss_vfl: 0.6449 (0.6657) loss_vfl_aux_0: 0.7593 (0.7715) loss_vfl_aux_1: 0.6937 (0.7219) loss_vfl_aux_2: 0.6730 (0.6916) loss_vfl_aux_3: 0.6654 (0.6790) loss_vfl_aux_4: 0.6513 (0.6700) loss_vfl_aux_5: 0.7415 (0.7559) loss_vfl_dn_0: 0.4460 (0.4493) loss_vfl_dn_1: 0.3842 (0.3836) loss_vfl_dn_2: 0.3713 (0.3679) loss_vfl_dn_3: 0.3623 (0.3608) loss_vfl_dn_4: 0.3613 (0.3580) loss_vfl_dn_5: 0.3608 (0.3573) time: 0.4828 data: 0.0136 max mem: 5654 Epoch: [49] [1500/7393] eta: 0:47:57 lr: 0.000010 loss: 15.3719 (15.6513) loss_bbox: 0.1489 (0.1531) loss_bbox_aux_0: 0.1543 (0.1647) loss_bbox_aux_1: 0.1496 (0.1575) loss_bbox_aux_2: 0.1468 (0.1554) loss_bbox_aux_3: 0.1386 (0.1536) loss_bbox_aux_4: 0.1490 (0.1532) loss_bbox_aux_5: 0.1981 (0.2012) loss_bbox_dn_0: 0.2620 (0.2656) loss_bbox_dn_1: 0.1932 (0.1950) loss_bbox_dn_2: 0.1663 (0.1744) loss_bbox_dn_3: 0.1586 (0.1684) loss_bbox_dn_4: 0.1571 (0.1670) loss_bbox_dn_5: 0.1571 (0.1670) loss_giou: 0.4424 (0.4679) loss_giou_aux_0: 0.4722 (0.4913) loss_giou_aux_1: 0.4471 (0.4782) loss_giou_aux_2: 0.4482 (0.4730) loss_giou_aux_3: 0.4439 (0.4689) loss_giou_aux_4: 0.4429 (0.4679) loss_giou_aux_5: 0.5356 (0.5540) loss_giou_dn_0: 0.5495 (0.5714) loss_giou_dn_1: 0.4406 (0.4638) loss_giou_dn_2: 0.4132 (0.4335) loss_giou_dn_3: 0.4054 (0.4253) loss_giou_dn_4: 0.3989 (0.4233) loss_giou_dn_5: 0.3989 (0.4235) loss_vfl: 0.6682 (0.6659) loss_vfl_aux_0: 0.7684 (0.7710) loss_vfl_aux_1: 0.7072 (0.7219) loss_vfl_aux_2: 0.6900 (0.6918) loss_vfl_aux_3: 0.6853 (0.6791) loss_vfl_aux_4: 0.6701 (0.6702) loss_vfl_aux_5: 0.7582 (0.7553) loss_vfl_dn_0: 0.4537 (0.4495) loss_vfl_dn_1: 0.3836 (0.3838) loss_vfl_dn_2: 0.3738 (0.3681) loss_vfl_dn_3: 0.3662 (0.3609) loss_vfl_dn_4: 0.3651 (0.3582) loss_vfl_dn_5: 0.3650 (0.3575) time: 0.4904 data: 0.0136 max mem: 5654 Epoch: [49] [1600/7393] eta: 0:47:05 lr: 0.000010 loss: 15.5842 (15.6453) loss_bbox: 0.1611 (0.1530) loss_bbox_aux_0: 0.1726 (0.1648) loss_bbox_aux_1: 0.1665 (0.1577) loss_bbox_aux_2: 0.1654 (0.1555) loss_bbox_aux_3: 0.1622 (0.1536) loss_bbox_aux_4: 0.1619 (0.1532) loss_bbox_aux_5: 0.2025 (0.2015) loss_bbox_dn_0: 0.2417 (0.2657) loss_bbox_dn_1: 0.1778 (0.1952) loss_bbox_dn_2: 0.1564 (0.1745) loss_bbox_dn_3: 0.1478 (0.1686) loss_bbox_dn_4: 0.1467 (0.1672) loss_bbox_dn_5: 0.1467 (0.1672) loss_giou: 0.4258 (0.4669) loss_giou_aux_0: 0.4473 (0.4903) loss_giou_aux_1: 0.4437 (0.4774) loss_giou_aux_2: 0.4215 (0.4720) loss_giou_aux_3: 0.4264 (0.4679) loss_giou_aux_4: 0.4277 (0.4669) loss_giou_aux_5: 0.5152 (0.5533) loss_giou_dn_0: 0.5834 (0.5709) loss_giou_dn_1: 0.4678 (0.4633) loss_giou_dn_2: 0.4437 (0.4331) loss_giou_dn_3: 0.4321 (0.4248) loss_giou_dn_4: 0.4329 (0.4228) loss_giou_dn_5: 0.4329 (0.4230) loss_vfl: 0.6815 (0.6665) loss_vfl_aux_0: 0.7656 (0.7711) loss_vfl_aux_1: 0.7285 (0.7221) loss_vfl_aux_2: 0.6869 (0.6920) loss_vfl_aux_3: 0.6812 (0.6795) loss_vfl_aux_4: 0.6805 (0.6707) loss_vfl_aux_5: 0.7489 (0.7553) loss_vfl_dn_0: 0.4533 (0.4495) loss_vfl_dn_1: 0.3905 (0.3838) loss_vfl_dn_2: 0.3734 (0.3681) loss_vfl_dn_3: 0.3681 (0.3609) loss_vfl_dn_4: 0.3657 (0.3581) loss_vfl_dn_5: 0.3635 (0.3575) time: 0.4784 data: 0.0140 max mem: 5654 Epoch: [49] [1700/7393] eta: 0:46:13 lr: 0.000010 loss: 15.5016 (15.6466) loss_bbox: 0.1477 (0.1528) loss_bbox_aux_0: 0.1552 (0.1647) loss_bbox_aux_1: 0.1443 (0.1575) loss_bbox_aux_2: 0.1478 (0.1552) loss_bbox_aux_3: 0.1470 (0.1532) loss_bbox_aux_4: 0.1423 (0.1529) loss_bbox_aux_5: 0.1903 (0.2013) loss_bbox_dn_0: 0.2414 (0.2657) loss_bbox_dn_1: 0.1755 (0.1952) loss_bbox_dn_2: 0.1547 (0.1745) loss_bbox_dn_3: 0.1486 (0.1685) loss_bbox_dn_4: 0.1460 (0.1671) loss_bbox_dn_5: 0.1461 (0.1671) loss_giou: 0.4643 (0.4668) loss_giou_aux_0: 0.4806 (0.4905) loss_giou_aux_1: 0.4716 (0.4773) loss_giou_aux_2: 0.4692 (0.4719) loss_giou_aux_3: 0.4685 (0.4678) loss_giou_aux_4: 0.4674 (0.4669) loss_giou_aux_5: 0.5661 (0.5535) loss_giou_dn_0: 0.5856 (0.5711) loss_giou_dn_1: 0.4845 (0.4634) loss_giou_dn_2: 0.4509 (0.4331) loss_giou_dn_3: 0.4399 (0.4248) loss_giou_dn_4: 0.4378 (0.4228) loss_giou_dn_5: 0.4379 (0.4230) loss_vfl: 0.6485 (0.6669) loss_vfl_aux_0: 0.7580 (0.7713) loss_vfl_aux_1: 0.7241 (0.7224) loss_vfl_aux_2: 0.6871 (0.6927) loss_vfl_aux_3: 0.6591 (0.6800) loss_vfl_aux_4: 0.6540 (0.6712) loss_vfl_aux_5: 0.7530 (0.7556) loss_vfl_dn_0: 0.4430 (0.4496) loss_vfl_dn_1: 0.3791 (0.3838) loss_vfl_dn_2: 0.3651 (0.3681) loss_vfl_dn_3: 0.3601 (0.3609) loss_vfl_dn_4: 0.3569 (0.3581) loss_vfl_dn_5: 0.3556 (0.3574) time: 0.4852 data: 0.0139 max mem: 5654 Epoch: [49] [1800/7393] eta: 0:45:22 lr: 0.000010 loss: 15.3188 (15.6543) loss_bbox: 0.1457 (0.1528) loss_bbox_aux_0: 0.1625 (0.1648) loss_bbox_aux_1: 0.1617 (0.1575) loss_bbox_aux_2: 0.1506 (0.1552) loss_bbox_aux_3: 0.1424 (0.1532) loss_bbox_aux_4: 0.1520 (0.1528) loss_bbox_aux_5: 0.1985 (0.2013) loss_bbox_dn_0: 0.2356 (0.2653) loss_bbox_dn_1: 0.1733 (0.1948) loss_bbox_dn_2: 0.1537 (0.1742) loss_bbox_dn_3: 0.1488 (0.1682) loss_bbox_dn_4: 0.1474 (0.1668) loss_bbox_dn_5: 0.1474 (0.1668) loss_giou: 0.4485 (0.4674) loss_giou_aux_0: 0.4693 (0.4912) loss_giou_aux_1: 0.4494 (0.4779) loss_giou_aux_2: 0.4478 (0.4725) loss_giou_aux_3: 0.4486 (0.4686) loss_giou_aux_4: 0.4511 (0.4675) loss_giou_aux_5: 0.5274 (0.5543) loss_giou_dn_0: 0.5659 (0.5716) loss_giou_dn_1: 0.4585 (0.4638) loss_giou_dn_2: 0.4278 (0.4335) loss_giou_dn_3: 0.4188 (0.4252) loss_giou_dn_4: 0.4141 (0.4232) loss_giou_dn_5: 0.4142 (0.4234) loss_vfl: 0.6651 (0.6673) loss_vfl_aux_0: 0.7561 (0.7710) loss_vfl_aux_1: 0.7208 (0.7228) loss_vfl_aux_2: 0.6849 (0.6931) loss_vfl_aux_3: 0.6649 (0.6801) loss_vfl_aux_4: 0.6666 (0.6716) loss_vfl_aux_5: 0.7384 (0.7554) loss_vfl_dn_0: 0.4519 (0.4498) loss_vfl_dn_1: 0.3859 (0.3840) loss_vfl_dn_2: 0.3716 (0.3683) loss_vfl_dn_3: 0.3629 (0.3611) loss_vfl_dn_4: 0.3611 (0.3583) loss_vfl_dn_5: 0.3609 (0.3577) time: 0.4794 data: 0.0136 max mem: 5654 Epoch: [49] [1900/7393] eta: 0:44:31 lr: 0.000010 loss: 15.8571 (15.6516) loss_bbox: 0.1482 (0.1527) loss_bbox_aux_0: 0.1618 (0.1649) loss_bbox_aux_1: 0.1565 (0.1576) loss_bbox_aux_2: 0.1503 (0.1552) loss_bbox_aux_3: 0.1448 (0.1532) loss_bbox_aux_4: 0.1459 (0.1527) loss_bbox_aux_5: 0.2000 (0.2014) loss_bbox_dn_0: 0.2477 (0.2655) loss_bbox_dn_1: 0.1851 (0.1948) loss_bbox_dn_2: 0.1690 (0.1741) loss_bbox_dn_3: 0.1627 (0.1682) loss_bbox_dn_4: 0.1610 (0.1668) loss_bbox_dn_5: 0.1610 (0.1668) loss_giou: 0.4471 (0.4668) loss_giou_aux_0: 0.4913 (0.4907) loss_giou_aux_1: 0.4607 (0.4773) loss_giou_aux_2: 0.4521 (0.4718) loss_giou_aux_3: 0.4472 (0.4679) loss_giou_aux_4: 0.4451 (0.4669) loss_giou_aux_5: 0.5439 (0.5538) loss_giou_dn_0: 0.5648 (0.5713) loss_giou_dn_1: 0.4706 (0.4635) loss_giou_dn_2: 0.4376 (0.4332) loss_giou_dn_3: 0.4257 (0.4249) loss_giou_dn_4: 0.4219 (0.4229) loss_giou_dn_5: 0.4221 (0.4231) loss_vfl: 0.6681 (0.6678) loss_vfl_aux_0: 0.7475 (0.7714) loss_vfl_aux_1: 0.6953 (0.7233) loss_vfl_aux_2: 0.6864 (0.6936) loss_vfl_aux_3: 0.6791 (0.6804) loss_vfl_aux_4: 0.6654 (0.6720) loss_vfl_aux_5: 0.7477 (0.7557) loss_vfl_dn_0: 0.4494 (0.4500) loss_vfl_dn_1: 0.3855 (0.3840) loss_vfl_dn_2: 0.3683 (0.3683) loss_vfl_dn_3: 0.3602 (0.3611) loss_vfl_dn_4: 0.3548 (0.3584) loss_vfl_dn_5: 0.3537 (0.3577) time: 0.4890 data: 0.0139 max mem: 5654 Epoch: [49] [2000/7393] eta: 0:43:42 lr: 0.000010 loss: 14.7031 (15.6510) loss_bbox: 0.1462 (0.1526) loss_bbox_aux_0: 0.1588 (0.1649) loss_bbox_aux_1: 0.1481 (0.1575) loss_bbox_aux_2: 0.1456 (0.1551) loss_bbox_aux_3: 0.1475 (0.1531) loss_bbox_aux_4: 0.1462 (0.1527) loss_bbox_aux_5: 0.1933 (0.2014) loss_bbox_dn_0: 0.2709 (0.2652) loss_bbox_dn_1: 0.1858 (0.1946) loss_bbox_dn_2: 0.1652 (0.1739) loss_bbox_dn_3: 0.1600 (0.1680) loss_bbox_dn_4: 0.1572 (0.1666) loss_bbox_dn_5: 0.1572 (0.1666) loss_giou: 0.3796 (0.4671) loss_giou_aux_0: 0.4256 (0.4910) loss_giou_aux_1: 0.3841 (0.4775) loss_giou_aux_2: 0.3912 (0.4721) loss_giou_aux_3: 0.3953 (0.4682) loss_giou_aux_4: 0.3919 (0.4672) loss_giou_aux_5: 0.5304 (0.5544) loss_giou_dn_0: 0.5123 (0.5712) loss_giou_dn_1: 0.3999 (0.4635) loss_giou_dn_2: 0.3741 (0.4332) loss_giou_dn_3: 0.3700 (0.4249) loss_giou_dn_4: 0.3682 (0.4229) loss_giou_dn_5: 0.3684 (0.4231) loss_vfl: 0.6631 (0.6678) loss_vfl_aux_0: 0.7392 (0.7710) loss_vfl_aux_1: 0.7338 (0.7233) loss_vfl_aux_2: 0.6903 (0.6936) loss_vfl_aux_3: 0.6605 (0.6804) loss_vfl_aux_4: 0.6620 (0.6719) loss_vfl_aux_5: 0.7099 (0.7554) loss_vfl_dn_0: 0.4432 (0.4499) loss_vfl_dn_1: 0.3740 (0.3840) loss_vfl_dn_2: 0.3559 (0.3682) loss_vfl_dn_3: 0.3490 (0.3611) loss_vfl_dn_4: 0.3490 (0.3583) loss_vfl_dn_5: 0.3481 (0.3577) time: 0.4782 data: 0.0140 max mem: 5654 Epoch: [49] [2100/7393] eta: 0:42:53 lr: 0.000010 loss: 15.6381 (15.6600) loss_bbox: 0.1653 (0.1528) loss_bbox_aux_0: 0.1740 (0.1651) loss_bbox_aux_1: 0.1695 (0.1578) loss_bbox_aux_2: 0.1719 (0.1552) loss_bbox_aux_3: 0.1616 (0.1533) loss_bbox_aux_4: 0.1621 (0.1529) loss_bbox_aux_5: 0.2119 (0.2014) loss_bbox_dn_0: 0.2786 (0.2655) loss_bbox_dn_1: 0.1995 (0.1949) loss_bbox_dn_2: 0.1743 (0.1742) loss_bbox_dn_3: 0.1699 (0.1683) loss_bbox_dn_4: 0.1673 (0.1669) loss_bbox_dn_5: 0.1672 (0.1669) loss_giou: 0.4307 (0.4678) loss_giou_aux_0: 0.4602 (0.4917) loss_giou_aux_1: 0.4502 (0.4783) loss_giou_aux_2: 0.4450 (0.4729) loss_giou_aux_3: 0.4423 (0.4690) loss_giou_aux_4: 0.4395 (0.4680) loss_giou_aux_5: 0.5201 (0.5551) loss_giou_dn_0: 0.5436 (0.5718) loss_giou_dn_1: 0.4467 (0.4641) loss_giou_dn_2: 0.4154 (0.4338) loss_giou_dn_3: 0.4087 (0.4255) loss_giou_dn_4: 0.4101 (0.4235) loss_giou_dn_5: 0.4102 (0.4237) loss_vfl: 0.6497 (0.6675) loss_vfl_aux_0: 0.7640 (0.7704) loss_vfl_aux_1: 0.6992 (0.7226) loss_vfl_aux_2: 0.6774 (0.6931) loss_vfl_aux_3: 0.6584 (0.6801) loss_vfl_aux_4: 0.6563 (0.6716) loss_vfl_aux_5: 0.7451 (0.7550) loss_vfl_dn_0: 0.4505 (0.4499) loss_vfl_dn_1: 0.3784 (0.3841) loss_vfl_dn_2: 0.3626 (0.3683) loss_vfl_dn_3: 0.3551 (0.3611) loss_vfl_dn_4: 0.3518 (0.3584) loss_vfl_dn_5: 0.3512 (0.3577) time: 0.4756 data: 0.0140 max mem: 5654 Epoch: [49] [2200/7393] eta: 0:42:02 lr: 0.000010 loss: 15.4596 (15.6493) loss_bbox: 0.1321 (0.1524) loss_bbox_aux_0: 0.1476 (0.1647) loss_bbox_aux_1: 0.1381 (0.1574) loss_bbox_aux_2: 0.1302 (0.1548) loss_bbox_aux_3: 0.1310 (0.1529) loss_bbox_aux_4: 0.1316 (0.1525) loss_bbox_aux_5: 0.1906 (0.2011) loss_bbox_dn_0: 0.2640 (0.2651) loss_bbox_dn_1: 0.1750 (0.1944) loss_bbox_dn_2: 0.1587 (0.1737) loss_bbox_dn_3: 0.1537 (0.1678) loss_bbox_dn_4: 0.1511 (0.1664) loss_bbox_dn_5: 0.1511 (0.1665) loss_giou: 0.4384 (0.4675) loss_giou_aux_0: 0.4738 (0.4916) loss_giou_aux_1: 0.4477 (0.4781) loss_giou_aux_2: 0.4432 (0.4726) loss_giou_aux_3: 0.4383 (0.4687) loss_giou_aux_4: 0.4398 (0.4678) loss_giou_aux_5: 0.5199 (0.5550) loss_giou_dn_0: 0.5699 (0.5718) loss_giou_dn_1: 0.4641 (0.4640) loss_giou_dn_2: 0.4271 (0.4337) loss_giou_dn_3: 0.4158 (0.4254) loss_giou_dn_4: 0.4125 (0.4234) loss_giou_dn_5: 0.4124 (0.4236) loss_vfl: 0.6364 (0.6672) loss_vfl_aux_0: 0.7652 (0.7697) loss_vfl_aux_1: 0.6996 (0.7219) loss_vfl_aux_2: 0.6687 (0.6928) loss_vfl_aux_3: 0.6582 (0.6798) loss_vfl_aux_4: 0.6338 (0.6712) loss_vfl_aux_5: 0.7260 (0.7544) loss_vfl_dn_0: 0.4515 (0.4498) loss_vfl_dn_1: 0.3846 (0.3840) loss_vfl_dn_2: 0.3683 (0.3683) loss_vfl_dn_3: 0.3634 (0.3611) loss_vfl_dn_4: 0.3602 (0.3583) loss_vfl_dn_5: 0.3592 (0.3577) time: 0.4761 data: 0.0140 max mem: 5654 Epoch: [49] [2300/7393] eta: 0:41:13 lr: 0.000010 loss: 15.5228 (15.6493) loss_bbox: 0.1385 (0.1524) loss_bbox_aux_0: 0.1575 (0.1647) loss_bbox_aux_1: 0.1513 (0.1575) loss_bbox_aux_2: 0.1459 (0.1548) loss_bbox_aux_3: 0.1443 (0.1529) loss_bbox_aux_4: 0.1395 (0.1525) loss_bbox_aux_5: 0.1953 (0.2011) loss_bbox_dn_0: 0.2314 (0.2652) loss_bbox_dn_1: 0.1735 (0.1946) loss_bbox_dn_2: 0.1566 (0.1739) loss_bbox_dn_3: 0.1521 (0.1680) loss_bbox_dn_4: 0.1513 (0.1666) loss_bbox_dn_5: 0.1514 (0.1666) loss_giou: 0.4811 (0.4677) loss_giou_aux_0: 0.5064 (0.4916) loss_giou_aux_1: 0.4916 (0.4782) loss_giou_aux_2: 0.4864 (0.4726) loss_giou_aux_3: 0.4805 (0.4688) loss_giou_aux_4: 0.4877 (0.4679) loss_giou_aux_5: 0.5573 (0.5550) loss_giou_dn_0: 0.5806 (0.5717) loss_giou_dn_1: 0.4879 (0.4640) loss_giou_dn_2: 0.4554 (0.4336) loss_giou_dn_3: 0.4388 (0.4254) loss_giou_dn_4: 0.4349 (0.4234) loss_giou_dn_5: 0.4350 (0.4236) loss_vfl: 0.6308 (0.6672) loss_vfl_aux_0: 0.7595 (0.7695) loss_vfl_aux_1: 0.6957 (0.7217) loss_vfl_aux_2: 0.6645 (0.6928) loss_vfl_aux_3: 0.6513 (0.6797) loss_vfl_aux_4: 0.6303 (0.6711) loss_vfl_aux_5: 0.7333 (0.7543) loss_vfl_dn_0: 0.4446 (0.4498) loss_vfl_dn_1: 0.3834 (0.3840) loss_vfl_dn_2: 0.3673 (0.3682) loss_vfl_dn_3: 0.3596 (0.3610) loss_vfl_dn_4: 0.3572 (0.3583) loss_vfl_dn_5: 0.3569 (0.3577) time: 0.4749 data: 0.0142 max mem: 5654 Epoch: [49] [2400/7393] eta: 0:40:21 lr: 0.000010 loss: 15.0427 (15.6427) loss_bbox: 0.1331 (0.1521) loss_bbox_aux_0: 0.1409 (0.1645) loss_bbox_aux_1: 0.1373 (0.1572) loss_bbox_aux_2: 0.1307 (0.1545) loss_bbox_aux_3: 0.1313 (0.1526) loss_bbox_aux_4: 0.1325 (0.1522) loss_bbox_aux_5: 0.1717 (0.2007) loss_bbox_dn_0: 0.2269 (0.2647) loss_bbox_dn_1: 0.1684 (0.1943) loss_bbox_dn_2: 0.1470 (0.1736) loss_bbox_dn_3: 0.1425 (0.1677) loss_bbox_dn_4: 0.1420 (0.1663) loss_bbox_dn_5: 0.1421 (0.1663) loss_giou: 0.4538 (0.4675) loss_giou_aux_0: 0.4799 (0.4915) loss_giou_aux_1: 0.4636 (0.4781) loss_giou_aux_2: 0.4547 (0.4725) loss_giou_aux_3: 0.4615 (0.4686) loss_giou_aux_4: 0.4531 (0.4677) loss_giou_aux_5: 0.5363 (0.5550) loss_giou_dn_0: 0.5695 (0.5716) loss_giou_dn_1: 0.4649 (0.4639) loss_giou_dn_2: 0.4357 (0.4336) loss_giou_dn_3: 0.4289 (0.4253) loss_giou_dn_4: 0.4271 (0.4233) loss_giou_dn_5: 0.4271 (0.4235) loss_vfl: 0.6469 (0.6671) loss_vfl_aux_0: 0.7377 (0.7693) loss_vfl_aux_1: 0.6958 (0.7216) loss_vfl_aux_2: 0.6757 (0.6926) loss_vfl_aux_3: 0.6512 (0.6796) loss_vfl_aux_4: 0.6492 (0.6710) loss_vfl_aux_5: 0.7076 (0.7539) loss_vfl_dn_0: 0.4448 (0.4498) loss_vfl_dn_1: 0.3800 (0.3839) loss_vfl_dn_2: 0.3647 (0.3682) loss_vfl_dn_3: 0.3574 (0.3610) loss_vfl_dn_4: 0.3549 (0.3583) loss_vfl_dn_5: 0.3547 (0.3576) time: 0.4669 data: 0.0139 max mem: 5654 Epoch: [49] [2500/7393] eta: 0:39:33 lr: 0.000010 loss: 15.7591 (15.6450) loss_bbox: 0.1557 (0.1522) loss_bbox_aux_0: 0.1767 (0.1645) loss_bbox_aux_1: 0.1563 (0.1572) loss_bbox_aux_2: 0.1611 (0.1545) loss_bbox_aux_3: 0.1596 (0.1526) loss_bbox_aux_4: 0.1601 (0.1523) loss_bbox_aux_5: 0.2057 (0.2008) loss_bbox_dn_0: 0.2565 (0.2649) loss_bbox_dn_1: 0.2008 (0.1944) loss_bbox_dn_2: 0.1814 (0.1737) loss_bbox_dn_3: 0.1791 (0.1678) loss_bbox_dn_4: 0.1796 (0.1664) loss_bbox_dn_5: 0.1797 (0.1664) loss_giou: 0.4092 (0.4675) loss_giou_aux_0: 0.4571 (0.4914) loss_giou_aux_1: 0.4456 (0.4780) loss_giou_aux_2: 0.4267 (0.4724) loss_giou_aux_3: 0.4097 (0.4685) loss_giou_aux_4: 0.4098 (0.4677) loss_giou_aux_5: 0.5133 (0.5551) loss_giou_dn_0: 0.5685 (0.5716) loss_giou_dn_1: 0.4570 (0.4639) loss_giou_dn_2: 0.4236 (0.4336) loss_giou_dn_3: 0.4159 (0.4253) loss_giou_dn_4: 0.4138 (0.4233) loss_giou_dn_5: 0.4141 (0.4235) loss_vfl: 0.6673 (0.6672) loss_vfl_aux_0: 0.7684 (0.7695) loss_vfl_aux_1: 0.7087 (0.7218) loss_vfl_aux_2: 0.6813 (0.6928) loss_vfl_aux_3: 0.6776 (0.6797) loss_vfl_aux_4: 0.6675 (0.6710) loss_vfl_aux_5: 0.7298 (0.7542) loss_vfl_dn_0: 0.4476 (0.4498) loss_vfl_dn_1: 0.3870 (0.3839) loss_vfl_dn_2: 0.3710 (0.3682) loss_vfl_dn_3: 0.3609 (0.3610) loss_vfl_dn_4: 0.3594 (0.3583) loss_vfl_dn_5: 0.3573 (0.3577) time: 0.4863 data: 0.0144 max mem: 5654 Epoch: [49] [2600/7393] eta: 0:38:44 lr: 0.000010 loss: 15.7450 (15.6400) loss_bbox: 0.1513 (0.1521) loss_bbox_aux_0: 0.1672 (0.1644) loss_bbox_aux_1: 0.1634 (0.1572) loss_bbox_aux_2: 0.1581 (0.1545) loss_bbox_aux_3: 0.1493 (0.1526) loss_bbox_aux_4: 0.1484 (0.1522) loss_bbox_aux_5: 0.2121 (0.2008) loss_bbox_dn_0: 0.2640 (0.2647) loss_bbox_dn_1: 0.1948 (0.1943) loss_bbox_dn_2: 0.1708 (0.1736) loss_bbox_dn_3: 0.1661 (0.1676) loss_bbox_dn_4: 0.1631 (0.1663) loss_bbox_dn_5: 0.1631 (0.1663) loss_giou: 0.4212 (0.4673) loss_giou_aux_0: 0.4314 (0.4913) loss_giou_aux_1: 0.4270 (0.4778) loss_giou_aux_2: 0.4267 (0.4723) loss_giou_aux_3: 0.4213 (0.4683) loss_giou_aux_4: 0.4283 (0.4675) loss_giou_aux_5: 0.5006 (0.5549) loss_giou_dn_0: 0.5425 (0.5712) loss_giou_dn_1: 0.4332 (0.4637) loss_giou_dn_2: 0.4028 (0.4333) loss_giou_dn_3: 0.3968 (0.4250) loss_giou_dn_4: 0.3907 (0.4231) loss_giou_dn_5: 0.3908 (0.4233) loss_vfl: 0.6620 (0.6671) loss_vfl_aux_0: 0.7633 (0.7693) loss_vfl_aux_1: 0.7228 (0.7218) loss_vfl_aux_2: 0.7036 (0.6926) loss_vfl_aux_3: 0.6695 (0.6797) loss_vfl_aux_4: 0.6664 (0.6709) loss_vfl_aux_5: 0.7644 (0.7543) loss_vfl_dn_0: 0.4516 (0.4498) loss_vfl_dn_1: 0.3793 (0.3839) loss_vfl_dn_2: 0.3671 (0.3682) loss_vfl_dn_3: 0.3625 (0.3610) loss_vfl_dn_4: 0.3609 (0.3583) loss_vfl_dn_5: 0.3592 (0.3576) time: 0.4827 data: 0.0140 max mem: 5654 Epoch: [49] [2700/7393] eta: 0:37:55 lr: 0.000010 loss: 15.4095 (15.6441) loss_bbox: 0.1379 (0.1521) loss_bbox_aux_0: 0.1570 (0.1643) loss_bbox_aux_1: 0.1513 (0.1571) loss_bbox_aux_2: 0.1446 (0.1545) loss_bbox_aux_3: 0.1398 (0.1524) loss_bbox_aux_4: 0.1379 (0.1521) loss_bbox_aux_5: 0.1982 (0.2006) loss_bbox_dn_0: 0.2484 (0.2645) loss_bbox_dn_1: 0.1715 (0.1941) loss_bbox_dn_2: 0.1513 (0.1735) loss_bbox_dn_3: 0.1471 (0.1675) loss_bbox_dn_4: 0.1459 (0.1661) loss_bbox_dn_5: 0.1460 (0.1662) loss_giou: 0.4562 (0.4676) loss_giou_aux_0: 0.4893 (0.4916) loss_giou_aux_1: 0.4766 (0.4781) loss_giou_aux_2: 0.4626 (0.4726) loss_giou_aux_3: 0.4549 (0.4686) loss_giou_aux_4: 0.4560 (0.4678) loss_giou_aux_5: 0.5607 (0.5552) loss_giou_dn_0: 0.5669 (0.5716) loss_giou_dn_1: 0.4693 (0.4641) loss_giou_dn_2: 0.4390 (0.4338) loss_giou_dn_3: 0.4322 (0.4255) loss_giou_dn_4: 0.4276 (0.4235) loss_giou_dn_5: 0.4275 (0.4237) loss_vfl: 0.6502 (0.6672) loss_vfl_aux_0: 0.7666 (0.7692) loss_vfl_aux_1: 0.7143 (0.7217) loss_vfl_aux_2: 0.6772 (0.6926) loss_vfl_aux_3: 0.6790 (0.6798) loss_vfl_aux_4: 0.6556 (0.6711) loss_vfl_aux_5: 0.7374 (0.7540) loss_vfl_dn_0: 0.4447 (0.4499) loss_vfl_dn_1: 0.3865 (0.3841) loss_vfl_dn_2: 0.3709 (0.3684) loss_vfl_dn_3: 0.3598 (0.3611) loss_vfl_dn_4: 0.3568 (0.3584) loss_vfl_dn_5: 0.3547 (0.3578) time: 0.4909 data: 0.0141 max mem: 5654 Epoch: [49] [2800/7393] eta: 0:37:18 lr: 0.000010 loss: 15.6629 (15.6411) loss_bbox: 0.1335 (0.1518) loss_bbox_aux_0: 0.1516 (0.1640) loss_bbox_aux_1: 0.1425 (0.1568) loss_bbox_aux_2: 0.1387 (0.1542) loss_bbox_aux_3: 0.1386 (0.1522) loss_bbox_aux_4: 0.1330 (0.1518) loss_bbox_aux_5: 0.1897 (0.2003) loss_bbox_dn_0: 0.2458 (0.2639) loss_bbox_dn_1: 0.1719 (0.1937) loss_bbox_dn_2: 0.1509 (0.1731) loss_bbox_dn_3: 0.1478 (0.1672) loss_bbox_dn_4: 0.1453 (0.1658) loss_bbox_dn_5: 0.1456 (0.1658) loss_giou: 0.4525 (0.4678) loss_giou_aux_0: 0.4800 (0.4917) loss_giou_aux_1: 0.4657 (0.4783) loss_giou_aux_2: 0.4669 (0.4727) loss_giou_aux_3: 0.4616 (0.4688) loss_giou_aux_4: 0.4565 (0.4680) loss_giou_aux_5: 0.5334 (0.5554) loss_giou_dn_0: 0.5642 (0.5717) loss_giou_dn_1: 0.4627 (0.4642) loss_giou_dn_2: 0.4373 (0.4339) loss_giou_dn_3: 0.4245 (0.4256) loss_giou_dn_4: 0.4211 (0.4236) loss_giou_dn_5: 0.4210 (0.4238) loss_vfl: 0.6751 (0.6672) loss_vfl_aux_0: 0.7510 (0.7690) loss_vfl_aux_1: 0.7133 (0.7216) loss_vfl_aux_2: 0.6982 (0.6927) loss_vfl_aux_3: 0.6863 (0.6797) loss_vfl_aux_4: 0.6759 (0.6711) loss_vfl_aux_5: 0.7496 (0.7538) loss_vfl_dn_0: 0.4561 (0.4500) loss_vfl_dn_1: 0.3930 (0.3841) loss_vfl_dn_2: 0.3796 (0.3684) loss_vfl_dn_3: 0.3713 (0.3612) loss_vfl_dn_4: 0.3666 (0.3585) loss_vfl_dn_5: 0.3636 (0.3579) time: 0.4852 data: 0.0139 max mem: 5654 Epoch: [49] [2900/7393] eta: 0:36:39 lr: 0.000010 loss: 15.8732 (15.6474) loss_bbox: 0.1486 (0.1517) loss_bbox_aux_0: 0.1578 (0.1639) loss_bbox_aux_1: 0.1612 (0.1568) loss_bbox_aux_2: 0.1553 (0.1542) loss_bbox_aux_3: 0.1525 (0.1522) loss_bbox_aux_4: 0.1486 (0.1518) loss_bbox_aux_5: 0.1861 (0.2002) loss_bbox_dn_0: 0.2335 (0.2637) loss_bbox_dn_1: 0.1714 (0.1935) loss_bbox_dn_2: 0.1464 (0.1730) loss_bbox_dn_3: 0.1425 (0.1671) loss_bbox_dn_4: 0.1416 (0.1657) loss_bbox_dn_5: 0.1416 (0.1657) loss_giou: 0.4599 (0.4682) loss_giou_aux_0: 0.5018 (0.4921) loss_giou_aux_1: 0.4906 (0.4787) loss_giou_aux_2: 0.4786 (0.4732) loss_giou_aux_3: 0.4732 (0.4693) loss_giou_aux_4: 0.4635 (0.4685) loss_giou_aux_5: 0.5755 (0.5560) loss_giou_dn_0: 0.5713 (0.5719) loss_giou_dn_1: 0.4611 (0.4644) loss_giou_dn_2: 0.4334 (0.4341) loss_giou_dn_3: 0.4261 (0.4258) loss_giou_dn_4: 0.4261 (0.4238) loss_giou_dn_5: 0.4261 (0.4240) loss_vfl: 0.6526 (0.6675) loss_vfl_aux_0: 0.7766 (0.7695) loss_vfl_aux_1: 0.7152 (0.7219) loss_vfl_aux_2: 0.6834 (0.6929) loss_vfl_aux_3: 0.6541 (0.6798) loss_vfl_aux_4: 0.6509 (0.6714) loss_vfl_aux_5: 0.7420 (0.7540) loss_vfl_dn_0: 0.4537 (0.4501) loss_vfl_dn_1: 0.3885 (0.3842) loss_vfl_dn_2: 0.3716 (0.3685) loss_vfl_dn_3: 0.3658 (0.3613) loss_vfl_dn_4: 0.3622 (0.3586) loss_vfl_dn_5: 0.3630 (0.3579) time: 0.4754 data: 0.0136 max mem: 5654 Epoch: [49] [3000/7393] eta: 0:35:49 lr: 0.000010 loss: 15.8660 (15.6459) loss_bbox: 0.1418 (0.1518) loss_bbox_aux_0: 0.1542 (0.1639) loss_bbox_aux_1: 0.1454 (0.1569) loss_bbox_aux_2: 0.1436 (0.1542) loss_bbox_aux_3: 0.1402 (0.1522) loss_bbox_aux_4: 0.1429 (0.1518) loss_bbox_aux_5: 0.1933 (0.2003) loss_bbox_dn_0: 0.2516 (0.2636) loss_bbox_dn_1: 0.1813 (0.1935) loss_bbox_dn_2: 0.1637 (0.1729) loss_bbox_dn_3: 0.1562 (0.1670) loss_bbox_dn_4: 0.1532 (0.1656) loss_bbox_dn_5: 0.1532 (0.1656) loss_giou: 0.5115 (0.4681) loss_giou_aux_0: 0.5229 (0.4919) loss_giou_aux_1: 0.5194 (0.4786) loss_giou_aux_2: 0.5185 (0.4730) loss_giou_aux_3: 0.5175 (0.4692) loss_giou_aux_4: 0.5118 (0.4683) loss_giou_aux_5: 0.5796 (0.5559) loss_giou_dn_0: 0.5952 (0.5718) loss_giou_dn_1: 0.4835 (0.4643) loss_giou_dn_2: 0.4541 (0.4339) loss_giou_dn_3: 0.4426 (0.4257) loss_giou_dn_4: 0.4423 (0.4237) loss_giou_dn_5: 0.4424 (0.4239) loss_vfl: 0.6657 (0.6675) loss_vfl_aux_0: 0.7396 (0.7698) loss_vfl_aux_1: 0.7242 (0.7221) loss_vfl_aux_2: 0.6929 (0.6930) loss_vfl_aux_3: 0.6680 (0.6797) loss_vfl_aux_4: 0.6717 (0.6715) loss_vfl_aux_5: 0.7359 (0.7543) loss_vfl_dn_0: 0.4480 (0.4501) loss_vfl_dn_1: 0.3870 (0.3842) loss_vfl_dn_2: 0.3600 (0.3685) loss_vfl_dn_3: 0.3550 (0.3613) loss_vfl_dn_4: 0.3536 (0.3586) loss_vfl_dn_5: 0.3531 (0.3579) time: 0.4885 data: 0.0137 max mem: 5654 Epoch: [49] [3100/7393] eta: 0:34:59 lr: 0.000010 loss: 15.6936 (15.6484) loss_bbox: 0.1453 (0.1519) loss_bbox_aux_0: 0.1675 (0.1640) loss_bbox_aux_1: 0.1555 (0.1569) loss_bbox_aux_2: 0.1461 (0.1543) loss_bbox_aux_3: 0.1444 (0.1523) loss_bbox_aux_4: 0.1432 (0.1519) loss_bbox_aux_5: 0.2154 (0.2003) loss_bbox_dn_0: 0.2642 (0.2638) loss_bbox_dn_1: 0.1919 (0.1936) loss_bbox_dn_2: 0.1668 (0.1730) loss_bbox_dn_3: 0.1597 (0.1671) loss_bbox_dn_4: 0.1565 (0.1657) loss_bbox_dn_5: 0.1567 (0.1657) loss_giou: 0.4390 (0.4680) loss_giou_aux_0: 0.4767 (0.4918) loss_giou_aux_1: 0.4652 (0.4785) loss_giou_aux_2: 0.4491 (0.4730) loss_giou_aux_3: 0.4467 (0.4691) loss_giou_aux_4: 0.4490 (0.4682) loss_giou_aux_5: 0.5273 (0.5558) loss_giou_dn_0: 0.5711 (0.5719) loss_giou_dn_1: 0.4681 (0.4644) loss_giou_dn_2: 0.4292 (0.4341) loss_giou_dn_3: 0.4220 (0.4258) loss_giou_dn_4: 0.4212 (0.4238) loss_giou_dn_5: 0.4212 (0.4240) loss_vfl: 0.6439 (0.6676) loss_vfl_aux_0: 0.7720 (0.7701) loss_vfl_aux_1: 0.7068 (0.7223) loss_vfl_aux_2: 0.6785 (0.6930) loss_vfl_aux_3: 0.6577 (0.6797) loss_vfl_aux_4: 0.6511 (0.6716) loss_vfl_aux_5: 0.7567 (0.7543) loss_vfl_dn_0: 0.4421 (0.4502) loss_vfl_dn_1: 0.3896 (0.3843) loss_vfl_dn_2: 0.3736 (0.3686) loss_vfl_dn_3: 0.3634 (0.3613) loss_vfl_dn_4: 0.3569 (0.3587) loss_vfl_dn_5: 0.3554 (0.3580) time: 0.4857 data: 0.0149 max mem: 5654 Epoch: [49] [3200/7393] eta: 0:34:09 lr: 0.000010 loss: 15.3104 (15.6503) loss_bbox: 0.1391 (0.1520) loss_bbox_aux_0: 0.1400 (0.1641) loss_bbox_aux_1: 0.1462 (0.1570) loss_bbox_aux_2: 0.1412 (0.1543) loss_bbox_aux_3: 0.1414 (0.1524) loss_bbox_aux_4: 0.1418 (0.1520) loss_bbox_aux_5: 0.1930 (0.2005) loss_bbox_dn_0: 0.2536 (0.2640) loss_bbox_dn_1: 0.1770 (0.1937) loss_bbox_dn_2: 0.1547 (0.1731) loss_bbox_dn_3: 0.1505 (0.1672) loss_bbox_dn_4: 0.1502 (0.1658) loss_bbox_dn_5: 0.1502 (0.1658) loss_giou: 0.4202 (0.4682) loss_giou_aux_0: 0.4555 (0.4919) loss_giou_aux_1: 0.4351 (0.4786) loss_giou_aux_2: 0.4283 (0.4731) loss_giou_aux_3: 0.4260 (0.4693) loss_giou_aux_4: 0.4202 (0.4684) loss_giou_aux_5: 0.5104 (0.5560) loss_giou_dn_0: 0.5441 (0.5720) loss_giou_dn_1: 0.4326 (0.4645) loss_giou_dn_2: 0.3958 (0.4341) loss_giou_dn_3: 0.3873 (0.4258) loss_giou_dn_4: 0.3880 (0.4238) loss_giou_dn_5: 0.3884 (0.4240) loss_vfl: 0.6541 (0.6674) loss_vfl_aux_0: 0.7545 (0.7700) loss_vfl_aux_1: 0.7322 (0.7225) loss_vfl_aux_2: 0.6892 (0.6932) loss_vfl_aux_3: 0.6728 (0.6797) loss_vfl_aux_4: 0.6644 (0.6714) loss_vfl_aux_5: 0.7504 (0.7544) loss_vfl_dn_0: 0.4518 (0.4501) loss_vfl_dn_1: 0.3847 (0.3842) loss_vfl_dn_2: 0.3637 (0.3685) loss_vfl_dn_3: 0.3543 (0.3612) loss_vfl_dn_4: 0.3519 (0.3586) loss_vfl_dn_5: 0.3532 (0.3579) time: 0.4694 data: 0.0143 max mem: 5654 Epoch: [49] [3300/7393] eta: 0:33:27 lr: 0.000010 loss: 15.5374 (15.6463) loss_bbox: 0.1551 (0.1521) loss_bbox_aux_0: 0.1706 (0.1642) loss_bbox_aux_1: 0.1585 (0.1571) loss_bbox_aux_2: 0.1553 (0.1544) loss_bbox_aux_3: 0.1525 (0.1525) loss_bbox_aux_4: 0.1559 (0.1521) loss_bbox_aux_5: 0.2106 (0.2007) loss_bbox_dn_0: 0.2598 (0.2644) loss_bbox_dn_1: 0.1960 (0.1940) loss_bbox_dn_2: 0.1756 (0.1733) loss_bbox_dn_3: 0.1663 (0.1673) loss_bbox_dn_4: 0.1647 (0.1660) loss_bbox_dn_5: 0.1646 (0.1660) loss_giou: 0.4741 (0.4676) loss_giou_aux_0: 0.5023 (0.4913) loss_giou_aux_1: 0.4915 (0.4780) loss_giou_aux_2: 0.4817 (0.4725) loss_giou_aux_3: 0.4802 (0.4687) loss_giou_aux_4: 0.4747 (0.4678) loss_giou_aux_5: 0.5657 (0.5554) loss_giou_dn_0: 0.5697 (0.5717) loss_giou_dn_1: 0.4745 (0.4642) loss_giou_dn_2: 0.4429 (0.4338) loss_giou_dn_3: 0.4370 (0.4255) loss_giou_dn_4: 0.4335 (0.4235) loss_giou_dn_5: 0.4336 (0.4237) loss_vfl: 0.6639 (0.6672) loss_vfl_aux_0: 0.7773 (0.7703) loss_vfl_aux_1: 0.7356 (0.7227) loss_vfl_aux_2: 0.7122 (0.6933) loss_vfl_aux_3: 0.6798 (0.6796) loss_vfl_aux_4: 0.6814 (0.6712) loss_vfl_aux_5: 0.7302 (0.7544) loss_vfl_dn_0: 0.4505 (0.4500) loss_vfl_dn_1: 0.3825 (0.3840) loss_vfl_dn_2: 0.3680 (0.3683) loss_vfl_dn_3: 0.3605 (0.3611) loss_vfl_dn_4: 0.3574 (0.3584) loss_vfl_dn_5: 0.3574 (0.3577) time: 0.4839 data: 0.0139 max mem: 5654 Epoch: [49] [3400/7393] eta: 0:32:36 lr: 0.000010 loss: 15.9969 (15.6446) loss_bbox: 0.1458 (0.1521) loss_bbox_aux_0: 0.1557 (0.1642) loss_bbox_aux_1: 0.1468 (0.1571) loss_bbox_aux_2: 0.1465 (0.1544) loss_bbox_aux_3: 0.1493 (0.1525) loss_bbox_aux_4: 0.1448 (0.1521) loss_bbox_aux_5: 0.1889 (0.2007) loss_bbox_dn_0: 0.2541 (0.2643) loss_bbox_dn_1: 0.1746 (0.1939) loss_bbox_dn_2: 0.1601 (0.1732) loss_bbox_dn_3: 0.1601 (0.1673) loss_bbox_dn_4: 0.1575 (0.1659) loss_bbox_dn_5: 0.1574 (0.1659) loss_giou: 0.4882 (0.4675) loss_giou_aux_0: 0.4934 (0.4911) loss_giou_aux_1: 0.4915 (0.4778) loss_giou_aux_2: 0.4964 (0.4723) loss_giou_aux_3: 0.4872 (0.4685) loss_giou_aux_4: 0.4795 (0.4677) loss_giou_aux_5: 0.5610 (0.5552) loss_giou_dn_0: 0.5959 (0.5716) loss_giou_dn_1: 0.4864 (0.4642) loss_giou_dn_2: 0.4525 (0.4338) loss_giou_dn_3: 0.4495 (0.4255) loss_giou_dn_4: 0.4488 (0.4235) loss_giou_dn_5: 0.4492 (0.4237) loss_vfl: 0.6488 (0.6671) loss_vfl_aux_0: 0.7787 (0.7704) loss_vfl_aux_1: 0.7562 (0.7230) loss_vfl_aux_2: 0.6966 (0.6935) loss_vfl_aux_3: 0.6742 (0.6797) loss_vfl_aux_4: 0.6592 (0.6711) loss_vfl_aux_5: 0.7560 (0.7546) loss_vfl_dn_0: 0.4502 (0.4499) loss_vfl_dn_1: 0.3873 (0.3840) loss_vfl_dn_2: 0.3737 (0.3683) loss_vfl_dn_3: 0.3698 (0.3610) loss_vfl_dn_4: 0.3669 (0.3584) loss_vfl_dn_5: 0.3640 (0.3577) time: 0.4811 data: 0.0135 max mem: 5654 Epoch: [49] [3500/7393] eta: 0:31:46 lr: 0.000010 loss: 15.2408 (15.6496) loss_bbox: 0.1578 (0.1520) loss_bbox_aux_0: 0.1605 (0.1641) loss_bbox_aux_1: 0.1648 (0.1569) loss_bbox_aux_2: 0.1564 (0.1543) loss_bbox_aux_3: 0.1560 (0.1524) loss_bbox_aux_4: 0.1553 (0.1520) loss_bbox_aux_5: 0.2117 (0.2006) loss_bbox_dn_0: 0.2309 (0.2641) loss_bbox_dn_1: 0.1768 (0.1938) loss_bbox_dn_2: 0.1601 (0.1731) loss_bbox_dn_3: 0.1572 (0.1672) loss_bbox_dn_4: 0.1572 (0.1658) loss_bbox_dn_5: 0.1573 (0.1658) loss_giou: 0.4556 (0.4680) loss_giou_aux_0: 0.4749 (0.4916) loss_giou_aux_1: 0.4616 (0.4782) loss_giou_aux_2: 0.4625 (0.4729) loss_giou_aux_3: 0.4706 (0.4691) loss_giou_aux_4: 0.4557 (0.4682) loss_giou_aux_5: 0.5544 (0.5557) loss_giou_dn_0: 0.5287 (0.5720) loss_giou_dn_1: 0.4453 (0.4646) loss_giou_dn_2: 0.4191 (0.4342) loss_giou_dn_3: 0.4098 (0.4260) loss_giou_dn_4: 0.4099 (0.4239) loss_giou_dn_5: 0.4100 (0.4241) loss_vfl: 0.6444 (0.6671) loss_vfl_aux_0: 0.7709 (0.7705) loss_vfl_aux_1: 0.7145 (0.7232) loss_vfl_aux_2: 0.6591 (0.6934) loss_vfl_aux_3: 0.6630 (0.6796) loss_vfl_aux_4: 0.6419 (0.6711) loss_vfl_aux_5: 0.7771 (0.7544) loss_vfl_dn_0: 0.4452 (0.4499) loss_vfl_dn_1: 0.3749 (0.3840) loss_vfl_dn_2: 0.3576 (0.3683) loss_vfl_dn_3: 0.3490 (0.3611) loss_vfl_dn_4: 0.3468 (0.3584) loss_vfl_dn_5: 0.3439 (0.3577) time: 0.4776 data: 0.0137 max mem: 5654 Epoch: [49] [3600/7393] eta: 0:30:57 lr: 0.000010 loss: 15.7158 (15.6487) loss_bbox: 0.1457 (0.1520) loss_bbox_aux_0: 0.1645 (0.1641) loss_bbox_aux_1: 0.1508 (0.1568) loss_bbox_aux_2: 0.1477 (0.1542) loss_bbox_aux_3: 0.1457 (0.1523) loss_bbox_aux_4: 0.1417 (0.1519) loss_bbox_aux_5: 0.2018 (0.2005) loss_bbox_dn_0: 0.2532 (0.2638) loss_bbox_dn_1: 0.1714 (0.1937) loss_bbox_dn_2: 0.1520 (0.1730) loss_bbox_dn_3: 0.1499 (0.1671) loss_bbox_dn_4: 0.1511 (0.1657) loss_bbox_dn_5: 0.1511 (0.1657) loss_giou: 0.4234 (0.4679) loss_giou_aux_0: 0.4646 (0.4915) loss_giou_aux_1: 0.4419 (0.4781) loss_giou_aux_2: 0.4375 (0.4728) loss_giou_aux_3: 0.4223 (0.4691) loss_giou_aux_4: 0.4232 (0.4681) loss_giou_aux_5: 0.5368 (0.5557) loss_giou_dn_0: 0.5697 (0.5721) loss_giou_dn_1: 0.4618 (0.4647) loss_giou_dn_2: 0.4313 (0.4343) loss_giou_dn_3: 0.4250 (0.4260) loss_giou_dn_4: 0.4217 (0.4240) loss_giou_dn_5: 0.4218 (0.4242) loss_vfl: 0.6748 (0.6671) loss_vfl_aux_0: 0.7599 (0.7706) loss_vfl_aux_1: 0.7572 (0.7235) loss_vfl_aux_2: 0.6874 (0.6933) loss_vfl_aux_3: 0.6968 (0.6796) loss_vfl_aux_4: 0.7032 (0.6712) loss_vfl_aux_5: 0.7733 (0.7545) loss_vfl_dn_0: 0.4473 (0.4499) loss_vfl_dn_1: 0.3831 (0.3841) loss_vfl_dn_2: 0.3651 (0.3683) loss_vfl_dn_3: 0.3583 (0.3611) loss_vfl_dn_4: 0.3562 (0.3584) loss_vfl_dn_5: 0.3550 (0.3578) time: 0.4910 data: 0.0143 max mem: 5654 Epoch: [49] [3700/7393] eta: 0:30:15 lr: 0.000010 loss: 15.8868 (15.6480) loss_bbox: 0.1337 (0.1520) loss_bbox_aux_0: 0.1594 (0.1641) loss_bbox_aux_1: 0.1541 (0.1568) loss_bbox_aux_2: 0.1446 (0.1542) loss_bbox_aux_3: 0.1372 (0.1524) loss_bbox_aux_4: 0.1337 (0.1519) loss_bbox_aux_5: 0.2061 (0.2006) loss_bbox_dn_0: 0.2855 (0.2641) loss_bbox_dn_1: 0.2066 (0.1939) loss_bbox_dn_2: 0.1855 (0.1732) loss_bbox_dn_3: 0.1810 (0.1672) loss_bbox_dn_4: 0.1801 (0.1658) loss_bbox_dn_5: 0.1801 (0.1659) loss_giou: 0.4578 (0.4677) loss_giou_aux_0: 0.4686 (0.4913) loss_giou_aux_1: 0.4572 (0.4779) loss_giou_aux_2: 0.4668 (0.4726) loss_giou_aux_3: 0.4615 (0.4688) loss_giou_aux_4: 0.4583 (0.4679) loss_giou_aux_5: 0.5522 (0.5554) loss_giou_dn_0: 0.5818 (0.5720) loss_giou_dn_1: 0.4816 (0.4646) loss_giou_dn_2: 0.4479 (0.4342) loss_giou_dn_3: 0.4406 (0.4259) loss_giou_dn_4: 0.4365 (0.4238) loss_giou_dn_5: 0.4367 (0.4240) loss_vfl: 0.7003 (0.6672) loss_vfl_aux_0: 0.7673 (0.7707) loss_vfl_aux_1: 0.7392 (0.7236) loss_vfl_aux_2: 0.7280 (0.6934) loss_vfl_aux_3: 0.6921 (0.6796) loss_vfl_aux_4: 0.6992 (0.6713) loss_vfl_aux_5: 0.7669 (0.7547) loss_vfl_dn_0: 0.4495 (0.4499) loss_vfl_dn_1: 0.3770 (0.3841) loss_vfl_dn_2: 0.3662 (0.3683) loss_vfl_dn_3: 0.3576 (0.3610) loss_vfl_dn_4: 0.3556 (0.3584) loss_vfl_dn_5: 0.3548 (0.3577) time: 0.5004 data: 0.0140 max mem: 5654 Epoch: [49] [3800/7393] eta: 0:29:25 lr: 0.000010 loss: 15.8339 (15.6526) loss_bbox: 0.1380 (0.1519) loss_bbox_aux_0: 0.1566 (0.1641) loss_bbox_aux_1: 0.1417 (0.1567) loss_bbox_aux_2: 0.1359 (0.1541) loss_bbox_aux_3: 0.1375 (0.1523) loss_bbox_aux_4: 0.1369 (0.1519) loss_bbox_aux_5: 0.1827 (0.2005) loss_bbox_dn_0: 0.2532 (0.2639) loss_bbox_dn_1: 0.1842 (0.1937) loss_bbox_dn_2: 0.1653 (0.1731) loss_bbox_dn_3: 0.1593 (0.1671) loss_bbox_dn_4: 0.1576 (0.1657) loss_bbox_dn_5: 0.1576 (0.1657) loss_giou: 0.4892 (0.4682) loss_giou_aux_0: 0.4972 (0.4918) loss_giou_aux_1: 0.4980 (0.4783) loss_giou_aux_2: 0.4898 (0.4730) loss_giou_aux_3: 0.4828 (0.4693) loss_giou_aux_4: 0.4842 (0.4684) loss_giou_aux_5: 0.5643 (0.5558) loss_giou_dn_0: 0.5792 (0.5724) loss_giou_dn_1: 0.4713 (0.4649) loss_giou_dn_2: 0.4398 (0.4344) loss_giou_dn_3: 0.4295 (0.4261) loss_giou_dn_4: 0.4289 (0.4241) loss_giou_dn_5: 0.4293 (0.4243) loss_vfl: 0.6989 (0.6674) loss_vfl_aux_0: 0.8172 (0.7705) loss_vfl_aux_1: 0.7633 (0.7238) loss_vfl_aux_2: 0.7207 (0.6936) loss_vfl_aux_3: 0.7170 (0.6797) loss_vfl_aux_4: 0.6945 (0.6714) loss_vfl_aux_5: 0.7738 (0.7544) loss_vfl_dn_0: 0.4489 (0.4499) loss_vfl_dn_1: 0.3872 (0.3841) loss_vfl_dn_2: 0.3681 (0.3684) loss_vfl_dn_3: 0.3613 (0.3611) loss_vfl_dn_4: 0.3573 (0.3584) loss_vfl_dn_5: 0.3578 (0.3578) time: 0.4969 data: 0.0138 max mem: 5654 Epoch: [49] [3900/7393] eta: 0:28:34 lr: 0.000010 loss: 15.4896 (15.6561) loss_bbox: 0.1494 (0.1520) loss_bbox_aux_0: 0.1495 (0.1641) loss_bbox_aux_1: 0.1469 (0.1567) loss_bbox_aux_2: 0.1519 (0.1541) loss_bbox_aux_3: 0.1433 (0.1523) loss_bbox_aux_4: 0.1452 (0.1519) loss_bbox_aux_5: 0.1853 (0.2006) loss_bbox_dn_0: 0.2673 (0.2642) loss_bbox_dn_1: 0.1996 (0.1940) loss_bbox_dn_2: 0.1714 (0.1733) loss_bbox_dn_3: 0.1685 (0.1674) loss_bbox_dn_4: 0.1680 (0.1660) loss_bbox_dn_5: 0.1680 (0.1660) loss_giou: 0.4360 (0.4680) loss_giou_aux_0: 0.4726 (0.4915) loss_giou_aux_1: 0.4584 (0.4780) loss_giou_aux_2: 0.4532 (0.4728) loss_giou_aux_3: 0.4350 (0.4690) loss_giou_aux_4: 0.4354 (0.4681) loss_giou_aux_5: 0.5546 (0.5556) loss_giou_dn_0: 0.5584 (0.5725) loss_giou_dn_1: 0.4438 (0.4650) loss_giou_dn_2: 0.4146 (0.4345) loss_giou_dn_3: 0.4032 (0.4262) loss_giou_dn_4: 0.4005 (0.4241) loss_giou_dn_5: 0.4006 (0.4243) loss_vfl: 0.6581 (0.6677) loss_vfl_aux_0: 0.7562 (0.7711) loss_vfl_aux_1: 0.7319 (0.7244) loss_vfl_aux_2: 0.6836 (0.6940) loss_vfl_aux_3: 0.6696 (0.6801) loss_vfl_aux_4: 0.6597 (0.6718) loss_vfl_aux_5: 0.7500 (0.7548) loss_vfl_dn_0: 0.4495 (0.4500) loss_vfl_dn_1: 0.3817 (0.3841) loss_vfl_dn_2: 0.3687 (0.3684) loss_vfl_dn_3: 0.3627 (0.3611) loss_vfl_dn_4: 0.3587 (0.3584) loss_vfl_dn_5: 0.3585 (0.3578) time: 0.4720 data: 0.0141 max mem: 5654 Epoch: [49] [4000/7393] eta: 0:27:44 lr: 0.000010 loss: 15.0649 (15.6566) loss_bbox: 0.1476 (0.1519) loss_bbox_aux_0: 0.1629 (0.1641) loss_bbox_aux_1: 0.1556 (0.1567) loss_bbox_aux_2: 0.1466 (0.1541) loss_bbox_aux_3: 0.1470 (0.1523) loss_bbox_aux_4: 0.1455 (0.1519) loss_bbox_aux_5: 0.2066 (0.2005) loss_bbox_dn_0: 0.2527 (0.2641) loss_bbox_dn_1: 0.1861 (0.1939) loss_bbox_dn_2: 0.1679 (0.1732) loss_bbox_dn_3: 0.1615 (0.1673) loss_bbox_dn_4: 0.1586 (0.1659) loss_bbox_dn_5: 0.1583 (0.1659) loss_giou: 0.4394 (0.4682) loss_giou_aux_0: 0.4620 (0.4919) loss_giou_aux_1: 0.4357 (0.4783) loss_giou_aux_2: 0.4461 (0.4730) loss_giou_aux_3: 0.4386 (0.4693) loss_giou_aux_4: 0.4356 (0.4684) loss_giou_aux_5: 0.5271 (0.5560) loss_giou_dn_0: 0.5624 (0.5726) loss_giou_dn_1: 0.4552 (0.4651) loss_giou_dn_2: 0.4285 (0.4346) loss_giou_dn_3: 0.4197 (0.4263) loss_giou_dn_4: 0.4194 (0.4243) loss_giou_dn_5: 0.4197 (0.4245) loss_vfl: 0.6676 (0.6676) loss_vfl_aux_0: 0.7602 (0.7707) loss_vfl_aux_1: 0.7196 (0.7241) loss_vfl_aux_2: 0.6955 (0.6939) loss_vfl_aux_3: 0.6784 (0.6799) loss_vfl_aux_4: 0.6670 (0.6716) loss_vfl_aux_5: 0.7448 (0.7544) loss_vfl_dn_0: 0.4497 (0.4499) loss_vfl_dn_1: 0.3798 (0.3842) loss_vfl_dn_2: 0.3604 (0.3684) loss_vfl_dn_3: 0.3538 (0.3611) loss_vfl_dn_4: 0.3520 (0.3585) loss_vfl_dn_5: 0.3518 (0.3578) time: 0.4793 data: 0.0140 max mem: 5654 Epoch: [49] [4100/7393] eta: 0:26:54 lr: 0.000010 loss: 15.7343 (15.6531) loss_bbox: 0.1498 (0.1519) loss_bbox_aux_0: 0.1601 (0.1641) loss_bbox_aux_1: 0.1491 (0.1567) loss_bbox_aux_2: 0.1554 (0.1541) loss_bbox_aux_3: 0.1486 (0.1523) loss_bbox_aux_4: 0.1540 (0.1519) loss_bbox_aux_5: 0.1874 (0.2005) loss_bbox_dn_0: 0.2490 (0.2638) loss_bbox_dn_1: 0.1816 (0.1936) loss_bbox_dn_2: 0.1604 (0.1730) loss_bbox_dn_3: 0.1518 (0.1671) loss_bbox_dn_4: 0.1489 (0.1657) loss_bbox_dn_5: 0.1490 (0.1658) loss_giou: 0.4900 (0.4682) loss_giou_aux_0: 0.5346 (0.4919) loss_giou_aux_1: 0.5012 (0.4783) loss_giou_aux_2: 0.4932 (0.4731) loss_giou_aux_3: 0.4842 (0.4693) loss_giou_aux_4: 0.4976 (0.4684) loss_giou_aux_5: 0.5817 (0.5559) loss_giou_dn_0: 0.5893 (0.5726) loss_giou_dn_1: 0.4860 (0.4651) loss_giou_dn_2: 0.4487 (0.4346) loss_giou_dn_3: 0.4381 (0.4263) loss_giou_dn_4: 0.4368 (0.4243) loss_giou_dn_5: 0.4373 (0.4245) loss_vfl: 0.6669 (0.6673) loss_vfl_aux_0: 0.7591 (0.7703) loss_vfl_aux_1: 0.7221 (0.7239) loss_vfl_aux_2: 0.6887 (0.6934) loss_vfl_aux_3: 0.6735 (0.6796) loss_vfl_aux_4: 0.6677 (0.6713) loss_vfl_aux_5: 0.7310 (0.7541) loss_vfl_dn_0: 0.4524 (0.4499) loss_vfl_dn_1: 0.3894 (0.3842) loss_vfl_dn_2: 0.3764 (0.3684) loss_vfl_dn_3: 0.3685 (0.3611) loss_vfl_dn_4: 0.3671 (0.3585) loss_vfl_dn_5: 0.3669 (0.3578) time: 0.4766 data: 0.0142 max mem: 5654 Epoch: [49] [4200/7393] eta: 0:26:05 lr: 0.000010 loss: 14.8483 (15.6541) loss_bbox: 0.1574 (0.1520) loss_bbox_aux_0: 0.1557 (0.1642) loss_bbox_aux_1: 0.1518 (0.1567) loss_bbox_aux_2: 0.1539 (0.1542) loss_bbox_aux_3: 0.1526 (0.1523) loss_bbox_aux_4: 0.1528 (0.1519) loss_bbox_aux_5: 0.1915 (0.2005) loss_bbox_dn_0: 0.2558 (0.2638) loss_bbox_dn_1: 0.1877 (0.1936) loss_bbox_dn_2: 0.1610 (0.1730) loss_bbox_dn_3: 0.1536 (0.1671) loss_bbox_dn_4: 0.1519 (0.1657) loss_bbox_dn_5: 0.1522 (0.1657) loss_giou: 0.4449 (0.4685) loss_giou_aux_0: 0.4550 (0.4922) loss_giou_aux_1: 0.4403 (0.4787) loss_giou_aux_2: 0.4409 (0.4734) loss_giou_aux_3: 0.4386 (0.4697) loss_giou_aux_4: 0.4454 (0.4687) loss_giou_aux_5: 0.5199 (0.5562) loss_giou_dn_0: 0.5623 (0.5727) loss_giou_dn_1: 0.4450 (0.4653) loss_giou_dn_2: 0.4122 (0.4348) loss_giou_dn_3: 0.4035 (0.4265) loss_giou_dn_4: 0.3990 (0.4245) loss_giou_dn_5: 0.3990 (0.4247) loss_vfl: 0.6285 (0.6670) loss_vfl_aux_0: 0.7407 (0.7701) loss_vfl_aux_1: 0.7015 (0.7236) loss_vfl_aux_2: 0.6665 (0.6931) loss_vfl_aux_3: 0.6455 (0.6792) loss_vfl_aux_4: 0.6326 (0.6710) loss_vfl_aux_5: 0.7574 (0.7538) loss_vfl_dn_0: 0.4506 (0.4499) loss_vfl_dn_1: 0.3825 (0.3841) loss_vfl_dn_2: 0.3672 (0.3684) loss_vfl_dn_3: 0.3592 (0.3611) loss_vfl_dn_4: 0.3592 (0.3585) loss_vfl_dn_5: 0.3582 (0.3578) time: 0.4790 data: 0.0138 max mem: 5654 Epoch: [49] [4300/7393] eta: 0:25:15 lr: 0.000010 loss: 15.6251 (15.6550) loss_bbox: 0.1417 (0.1519) loss_bbox_aux_0: 0.1529 (0.1642) loss_bbox_aux_1: 0.1460 (0.1567) loss_bbox_aux_2: 0.1411 (0.1542) loss_bbox_aux_3: 0.1415 (0.1523) loss_bbox_aux_4: 0.1409 (0.1519) loss_bbox_aux_5: 0.1852 (0.2004) loss_bbox_dn_0: 0.2472 (0.2637) loss_bbox_dn_1: 0.1756 (0.1936) loss_bbox_dn_2: 0.1643 (0.1730) loss_bbox_dn_3: 0.1545 (0.1671) loss_bbox_dn_4: 0.1517 (0.1657) loss_bbox_dn_5: 0.1517 (0.1657) loss_giou: 0.4690 (0.4684) loss_giou_aux_0: 0.4967 (0.4920) loss_giou_aux_1: 0.4803 (0.4785) loss_giou_aux_2: 0.4770 (0.4733) loss_giou_aux_3: 0.4883 (0.4696) loss_giou_aux_4: 0.4768 (0.4686) loss_giou_aux_5: 0.5397 (0.5560) loss_giou_dn_0: 0.5789 (0.5726) loss_giou_dn_1: 0.4766 (0.4652) loss_giou_dn_2: 0.4496 (0.4348) loss_giou_dn_3: 0.4409 (0.4265) loss_giou_dn_4: 0.4401 (0.4244) loss_giou_dn_5: 0.4411 (0.4246) loss_vfl: 0.6572 (0.6673) loss_vfl_aux_0: 0.7629 (0.7704) loss_vfl_aux_1: 0.7336 (0.7241) loss_vfl_aux_2: 0.6830 (0.6935) loss_vfl_aux_3: 0.6569 (0.6795) loss_vfl_aux_4: 0.6606 (0.6713) loss_vfl_aux_5: 0.7460 (0.7540) loss_vfl_dn_0: 0.4519 (0.4499) loss_vfl_dn_1: 0.3836 (0.3842) loss_vfl_dn_2: 0.3620 (0.3684) loss_vfl_dn_3: 0.3531 (0.3611) loss_vfl_dn_4: 0.3506 (0.3585) loss_vfl_dn_5: 0.3480 (0.3578) time: 0.4790 data: 0.0148 max mem: 5654 Epoch: [49] [4400/7393] eta: 0:24:26 lr: 0.000010 loss: 15.8897 (15.6586) loss_bbox: 0.1663 (0.1521) loss_bbox_aux_0: 0.1600 (0.1643) loss_bbox_aux_1: 0.1592 (0.1569) loss_bbox_aux_2: 0.1627 (0.1544) loss_bbox_aux_3: 0.1532 (0.1525) loss_bbox_aux_4: 0.1588 (0.1521) loss_bbox_aux_5: 0.2108 (0.2006) loss_bbox_dn_0: 0.3066 (0.2642) loss_bbox_dn_1: 0.2242 (0.1940) loss_bbox_dn_2: 0.2114 (0.1734) loss_bbox_dn_3: 0.2025 (0.1675) loss_bbox_dn_4: 0.1958 (0.1661) loss_bbox_dn_5: 0.1958 (0.1661) loss_giou: 0.4189 (0.4681) loss_giou_aux_0: 0.4453 (0.4917) loss_giou_aux_1: 0.4259 (0.4781) loss_giou_aux_2: 0.4256 (0.4729) loss_giou_aux_3: 0.4217 (0.4693) loss_giou_aux_4: 0.4210 (0.4683) loss_giou_aux_5: 0.4972 (0.5555) loss_giou_dn_0: 0.5584 (0.5724) loss_giou_dn_1: 0.4503 (0.4651) loss_giou_dn_2: 0.4274 (0.4346) loss_giou_dn_3: 0.4195 (0.4263) loss_giou_dn_4: 0.4185 (0.4243) loss_giou_dn_5: 0.4188 (0.4245) loss_vfl: 0.6961 (0.6677) loss_vfl_aux_0: 0.7913 (0.7709) loss_vfl_aux_1: 0.7604 (0.7247) loss_vfl_aux_2: 0.7291 (0.6940) loss_vfl_aux_3: 0.7003 (0.6799) loss_vfl_aux_4: 0.6912 (0.6717) loss_vfl_aux_5: 0.7967 (0.7546) loss_vfl_dn_0: 0.4558 (0.4499) loss_vfl_dn_1: 0.3853 (0.3842) loss_vfl_dn_2: 0.3677 (0.3684) loss_vfl_dn_3: 0.3579 (0.3611) loss_vfl_dn_4: 0.3545 (0.3584) loss_vfl_dn_5: 0.3543 (0.3578) time: 0.4761 data: 0.0139 max mem: 5654 Epoch: [49] [4500/7393] eta: 0:23:36 lr: 0.000010 loss: 15.5764 (15.6572) loss_bbox: 0.1458 (0.1519) loss_bbox_aux_0: 0.1499 (0.1641) loss_bbox_aux_1: 0.1400 (0.1567) loss_bbox_aux_2: 0.1394 (0.1541) loss_bbox_aux_3: 0.1412 (0.1523) loss_bbox_aux_4: 0.1472 (0.1519) loss_bbox_aux_5: 0.1825 (0.2004) loss_bbox_dn_0: 0.2421 (0.2640) loss_bbox_dn_1: 0.1687 (0.1938) loss_bbox_dn_2: 0.1505 (0.1732) loss_bbox_dn_3: 0.1436 (0.1673) loss_bbox_dn_4: 0.1411 (0.1659) loss_bbox_dn_5: 0.1411 (0.1659) loss_giou: 0.4141 (0.4683) loss_giou_aux_0: 0.4372 (0.4919) loss_giou_aux_1: 0.4145 (0.4783) loss_giou_aux_2: 0.4093 (0.4730) loss_giou_aux_3: 0.4186 (0.4694) loss_giou_aux_4: 0.4179 (0.4685) loss_giou_aux_5: 0.5112 (0.5557) loss_giou_dn_0: 0.5650 (0.5725) loss_giou_dn_1: 0.4458 (0.4652) loss_giou_dn_2: 0.4169 (0.4347) loss_giou_dn_3: 0.4165 (0.4263) loss_giou_dn_4: 0.4160 (0.4243) loss_giou_dn_5: 0.4159 (0.4245) loss_vfl: 0.6868 (0.6677) loss_vfl_aux_0: 0.7820 (0.7708) loss_vfl_aux_1: 0.7427 (0.7247) loss_vfl_aux_2: 0.7307 (0.6941) loss_vfl_aux_3: 0.7163 (0.6800) loss_vfl_aux_4: 0.6881 (0.6716) loss_vfl_aux_5: 0.7727 (0.7545) loss_vfl_dn_0: 0.4478 (0.4499) loss_vfl_dn_1: 0.3797 (0.3841) loss_vfl_dn_2: 0.3655 (0.3683) loss_vfl_dn_3: 0.3560 (0.3611) loss_vfl_dn_4: 0.3537 (0.3584) loss_vfl_dn_5: 0.3531 (0.3577) time: 0.4771 data: 0.0141 max mem: 5654 Epoch: [49] [4600/7393] eta: 0:22:46 lr: 0.000010 loss: 15.2790 (15.6573) loss_bbox: 0.1300 (0.1518) loss_bbox_aux_0: 0.1449 (0.1640) loss_bbox_aux_1: 0.1489 (0.1565) loss_bbox_aux_2: 0.1297 (0.1540) loss_bbox_aux_3: 0.1309 (0.1521) loss_bbox_aux_4: 0.1294 (0.1517) loss_bbox_aux_5: 0.1739 (0.2002) loss_bbox_dn_0: 0.2269 (0.2636) loss_bbox_dn_1: 0.1670 (0.1935) loss_bbox_dn_2: 0.1500 (0.1729) loss_bbox_dn_3: 0.1456 (0.1670) loss_bbox_dn_4: 0.1432 (0.1657) loss_bbox_dn_5: 0.1432 (0.1657) loss_giou: 0.4646 (0.4687) loss_giou_aux_0: 0.4931 (0.4923) loss_giou_aux_1: 0.4825 (0.4786) loss_giou_aux_2: 0.4742 (0.4734) loss_giou_aux_3: 0.4690 (0.4697) loss_giou_aux_4: 0.4648 (0.4688) loss_giou_aux_5: 0.5343 (0.5560) loss_giou_dn_0: 0.5662 (0.5727) loss_giou_dn_1: 0.4517 (0.4654) loss_giou_dn_2: 0.4276 (0.4349) loss_giou_dn_3: 0.4155 (0.4266) loss_giou_dn_4: 0.4106 (0.4246) loss_giou_dn_5: 0.4109 (0.4248) loss_vfl: 0.6462 (0.6676) loss_vfl_aux_0: 0.7339 (0.7703) loss_vfl_aux_1: 0.6872 (0.7245) loss_vfl_aux_2: 0.6655 (0.6940) loss_vfl_aux_3: 0.6574 (0.6799) loss_vfl_aux_4: 0.6525 (0.6715) loss_vfl_aux_5: 0.6986 (0.7541) loss_vfl_dn_0: 0.4429 (0.4499) loss_vfl_dn_1: 0.3817 (0.3842) loss_vfl_dn_2: 0.3657 (0.3684) loss_vfl_dn_3: 0.3605 (0.3611) loss_vfl_dn_4: 0.3594 (0.3585) loss_vfl_dn_5: 0.3583 (0.3578) time: 0.4818 data: 0.0142 max mem: 5654 Epoch: [49] [4700/7393] eta: 0:21:57 lr: 0.000010 loss: 15.7832 (15.6586) loss_bbox: 0.1309 (0.1517) loss_bbox_aux_0: 0.1514 (0.1639) loss_bbox_aux_1: 0.1396 (0.1564) loss_bbox_aux_2: 0.1352 (0.1539) loss_bbox_aux_3: 0.1370 (0.1521) loss_bbox_aux_4: 0.1309 (0.1516) loss_bbox_aux_5: 0.1757 (0.2001) loss_bbox_dn_0: 0.2280 (0.2634) loss_bbox_dn_1: 0.1687 (0.1933) loss_bbox_dn_2: 0.1426 (0.1728) loss_bbox_dn_3: 0.1380 (0.1669) loss_bbox_dn_4: 0.1378 (0.1655) loss_bbox_dn_5: 0.1385 (0.1655) loss_giou: 0.4968 (0.4690) loss_giou_aux_0: 0.5373 (0.4926) loss_giou_aux_1: 0.5267 (0.4789) loss_giou_aux_2: 0.5118 (0.4737) loss_giou_aux_3: 0.4972 (0.4700) loss_giou_aux_4: 0.5001 (0.4691) loss_giou_aux_5: 0.6176 (0.5564) loss_giou_dn_0: 0.6051 (0.5729) loss_giou_dn_1: 0.4967 (0.4657) loss_giou_dn_2: 0.4755 (0.4351) loss_giou_dn_3: 0.4650 (0.4268) loss_giou_dn_4: 0.4634 (0.4248) loss_giou_dn_5: 0.4628 (0.4250) loss_vfl: 0.6621 (0.6675) loss_vfl_aux_0: 0.7528 (0.7701) loss_vfl_aux_1: 0.7193 (0.7244) loss_vfl_aux_2: 0.6847 (0.6939) loss_vfl_aux_3: 0.6763 (0.6798) loss_vfl_aux_4: 0.6665 (0.6715) loss_vfl_aux_5: 0.7263 (0.7540) loss_vfl_dn_0: 0.4445 (0.4499) loss_vfl_dn_1: 0.3859 (0.3842) loss_vfl_dn_2: 0.3687 (0.3684) loss_vfl_dn_3: 0.3605 (0.3612) loss_vfl_dn_4: 0.3570 (0.3585) loss_vfl_dn_5: 0.3566 (0.3578) time: 0.4754 data: 0.0133 max mem: 5654 Epoch: [49] [4800/7393] eta: 0:21:08 lr: 0.000010 loss: 15.7850 (15.6613) loss_bbox: 0.1497 (0.1517) loss_bbox_aux_0: 0.1650 (0.1640) loss_bbox_aux_1: 0.1549 (0.1565) loss_bbox_aux_2: 0.1535 (0.1539) loss_bbox_aux_3: 0.1527 (0.1521) loss_bbox_aux_4: 0.1530 (0.1517) loss_bbox_aux_5: 0.1957 (0.2001) loss_bbox_dn_0: 0.2517 (0.2635) loss_bbox_dn_1: 0.1871 (0.1934) loss_bbox_dn_2: 0.1643 (0.1729) loss_bbox_dn_3: 0.1597 (0.1670) loss_bbox_dn_4: 0.1569 (0.1656) loss_bbox_dn_5: 0.1569 (0.1656) loss_giou: 0.4685 (0.4691) loss_giou_aux_0: 0.4912 (0.4928) loss_giou_aux_1: 0.4846 (0.4790) loss_giou_aux_2: 0.4804 (0.4738) loss_giou_aux_3: 0.4730 (0.4701) loss_giou_aux_4: 0.4710 (0.4692) loss_giou_aux_5: 0.5592 (0.5565) loss_giou_dn_0: 0.5799 (0.5731) loss_giou_dn_1: 0.4775 (0.4658) loss_giou_dn_2: 0.4484 (0.4353) loss_giou_dn_3: 0.4410 (0.4270) loss_giou_dn_4: 0.4402 (0.4249) loss_giou_dn_5: 0.4403 (0.4251) loss_vfl: 0.6846 (0.6675) loss_vfl_aux_0: 0.7444 (0.7701) loss_vfl_aux_1: 0.7425 (0.7244) loss_vfl_aux_2: 0.7124 (0.6939) loss_vfl_aux_3: 0.7057 (0.6798) loss_vfl_aux_4: 0.6926 (0.6715) loss_vfl_aux_5: 0.7626 (0.7540) loss_vfl_dn_0: 0.4531 (0.4499) loss_vfl_dn_1: 0.3916 (0.3843) loss_vfl_dn_2: 0.3765 (0.3685) loss_vfl_dn_3: 0.3664 (0.3612) loss_vfl_dn_4: 0.3636 (0.3586) loss_vfl_dn_5: 0.3627 (0.3579) time: 0.4933 data: 0.0143 max mem: 5654 Epoch: [49] [4900/7393] eta: 0:20:18 lr: 0.000010 loss: 15.5209 (15.6634) loss_bbox: 0.1394 (0.1518) loss_bbox_aux_0: 0.1474 (0.1640) loss_bbox_aux_1: 0.1375 (0.1565) loss_bbox_aux_2: 0.1408 (0.1540) loss_bbox_aux_3: 0.1392 (0.1522) loss_bbox_aux_4: 0.1378 (0.1518) loss_bbox_aux_5: 0.1827 (0.2002) loss_bbox_dn_0: 0.2458 (0.2637) loss_bbox_dn_1: 0.1849 (0.1936) loss_bbox_dn_2: 0.1666 (0.1730) loss_bbox_dn_3: 0.1596 (0.1671) loss_bbox_dn_4: 0.1605 (0.1658) loss_bbox_dn_5: 0.1605 (0.1658) loss_giou: 0.4623 (0.4690) loss_giou_aux_0: 0.4512 (0.4926) loss_giou_aux_1: 0.4546 (0.4789) loss_giou_aux_2: 0.4597 (0.4737) loss_giou_aux_3: 0.4662 (0.4701) loss_giou_aux_4: 0.4599 (0.4691) loss_giou_aux_5: 0.5291 (0.5564) loss_giou_dn_0: 0.5568 (0.5730) loss_giou_dn_1: 0.4528 (0.4657) loss_giou_dn_2: 0.4223 (0.4352) loss_giou_dn_3: 0.4122 (0.4269) loss_giou_dn_4: 0.4081 (0.4249) loss_giou_dn_5: 0.4081 (0.4251) loss_vfl: 0.6481 (0.6676) loss_vfl_aux_0: 0.7587 (0.7704) loss_vfl_aux_1: 0.7094 (0.7247) loss_vfl_aux_2: 0.6690 (0.6941) loss_vfl_aux_3: 0.6580 (0.6799) loss_vfl_aux_4: 0.6451 (0.6716) loss_vfl_aux_5: 0.7386 (0.7543) loss_vfl_dn_0: 0.4500 (0.4499) loss_vfl_dn_1: 0.3877 (0.3843) loss_vfl_dn_2: 0.3727 (0.3685) loss_vfl_dn_3: 0.3659 (0.3612) loss_vfl_dn_4: 0.3624 (0.3586) loss_vfl_dn_5: 0.3625 (0.3579) time: 0.4647 data: 0.0140 max mem: 5654 Epoch: [49] [5000/7393] eta: 0:19:29 lr: 0.000010 loss: 15.8027 (15.6666) loss_bbox: 0.1438 (0.1518) loss_bbox_aux_0: 0.1563 (0.1640) loss_bbox_aux_1: 0.1446 (0.1565) loss_bbox_aux_2: 0.1473 (0.1540) loss_bbox_aux_3: 0.1455 (0.1522) loss_bbox_aux_4: 0.1424 (0.1517) loss_bbox_aux_5: 0.1949 (0.2002) loss_bbox_dn_0: 0.2503 (0.2637) loss_bbox_dn_1: 0.1847 (0.1936) loss_bbox_dn_2: 0.1627 (0.1730) loss_bbox_dn_3: 0.1536 (0.1671) loss_bbox_dn_4: 0.1499 (0.1657) loss_bbox_dn_5: 0.1498 (0.1657) loss_giou: 0.4779 (0.4694) loss_giou_aux_0: 0.4914 (0.4931) loss_giou_aux_1: 0.4749 (0.4793) loss_giou_aux_2: 0.4791 (0.4741) loss_giou_aux_3: 0.4790 (0.4705) loss_giou_aux_4: 0.4856 (0.4695) loss_giou_aux_5: 0.5444 (0.5567) loss_giou_dn_0: 0.6083 (0.5732) loss_giou_dn_1: 0.4911 (0.4660) loss_giou_dn_2: 0.4524 (0.4355) loss_giou_dn_3: 0.4412 (0.4272) loss_giou_dn_4: 0.4385 (0.4251) loss_giou_dn_5: 0.4395 (0.4253) loss_vfl: 0.6457 (0.6675) loss_vfl_aux_0: 0.7540 (0.7702) loss_vfl_aux_1: 0.6999 (0.7246) loss_vfl_aux_2: 0.6788 (0.6940) loss_vfl_aux_3: 0.6657 (0.6798) loss_vfl_aux_4: 0.6456 (0.6715) loss_vfl_aux_5: 0.7303 (0.7542) loss_vfl_dn_0: 0.4415 (0.4499) loss_vfl_dn_1: 0.3805 (0.3843) loss_vfl_dn_2: 0.3685 (0.3686) loss_vfl_dn_3: 0.3641 (0.3613) loss_vfl_dn_4: 0.3604 (0.3586) loss_vfl_dn_5: 0.3598 (0.3579) time: 0.4746 data: 0.0139 max mem: 5654 Epoch: [49] [5100/7393] eta: 0:18:40 lr: 0.000010 loss: 16.1724 (15.6684) loss_bbox: 0.1434 (0.1518) loss_bbox_aux_0: 0.1589 (0.1641) loss_bbox_aux_1: 0.1542 (0.1566) loss_bbox_aux_2: 0.1471 (0.1541) loss_bbox_aux_3: 0.1455 (0.1523) loss_bbox_aux_4: 0.1438 (0.1518) loss_bbox_aux_5: 0.1936 (0.2004) loss_bbox_dn_0: 0.2659 (0.2639) loss_bbox_dn_1: 0.1824 (0.1938) loss_bbox_dn_2: 0.1639 (0.1731) loss_bbox_dn_3: 0.1584 (0.1672) loss_bbox_dn_4: 0.1565 (0.1658) loss_bbox_dn_5: 0.1564 (0.1658) loss_giou: 0.4798 (0.4695) loss_giou_aux_0: 0.4976 (0.4932) loss_giou_aux_1: 0.4986 (0.4794) loss_giou_aux_2: 0.4870 (0.4742) loss_giou_aux_3: 0.4833 (0.4706) loss_giou_aux_4: 0.4798 (0.4696) loss_giou_aux_5: 0.5674 (0.5568) loss_giou_dn_0: 0.5801 (0.5733) loss_giou_dn_1: 0.4653 (0.4661) loss_giou_dn_2: 0.4392 (0.4355) loss_giou_dn_3: 0.4293 (0.4272) loss_giou_dn_4: 0.4290 (0.4251) loss_giou_dn_5: 0.4293 (0.4253) loss_vfl: 0.6929 (0.6675) loss_vfl_aux_0: 0.7891 (0.7702) loss_vfl_aux_1: 0.7505 (0.7245) loss_vfl_aux_2: 0.7203 (0.6940) loss_vfl_aux_3: 0.7048 (0.6797) loss_vfl_aux_4: 0.7013 (0.6714) loss_vfl_aux_5: 0.7662 (0.7542) loss_vfl_dn_0: 0.4471 (0.4499) loss_vfl_dn_1: 0.3811 (0.3842) loss_vfl_dn_2: 0.3647 (0.3685) loss_vfl_dn_3: 0.3610 (0.3612) loss_vfl_dn_4: 0.3594 (0.3586) loss_vfl_dn_5: 0.3589 (0.3579) time: 0.4827 data: 0.0143 max mem: 5654 Epoch: [49] [5200/7393] eta: 0:17:51 lr: 0.000010 loss: 15.5802 (15.6674) loss_bbox: 0.1406 (0.1518) loss_bbox_aux_0: 0.1486 (0.1641) loss_bbox_aux_1: 0.1455 (0.1565) loss_bbox_aux_2: 0.1472 (0.1540) loss_bbox_aux_3: 0.1458 (0.1522) loss_bbox_aux_4: 0.1465 (0.1517) loss_bbox_aux_5: 0.2025 (0.2004) loss_bbox_dn_0: 0.2546 (0.2639) loss_bbox_dn_1: 0.1793 (0.1937) loss_bbox_dn_2: 0.1563 (0.1731) loss_bbox_dn_3: 0.1534 (0.1672) loss_bbox_dn_4: 0.1525 (0.1658) loss_bbox_dn_5: 0.1525 (0.1658) loss_giou: 0.4267 (0.4694) loss_giou_aux_0: 0.4772 (0.4931) loss_giou_aux_1: 0.4506 (0.4793) loss_giou_aux_2: 0.4396 (0.4741) loss_giou_aux_3: 0.4236 (0.4706) loss_giou_aux_4: 0.4196 (0.4696) loss_giou_aux_5: 0.5422 (0.5567) loss_giou_dn_0: 0.5691 (0.5734) loss_giou_dn_1: 0.4593 (0.4661) loss_giou_dn_2: 0.4330 (0.4355) loss_giou_dn_3: 0.4226 (0.4272) loss_giou_dn_4: 0.4191 (0.4252) loss_giou_dn_5: 0.4196 (0.4254) loss_vfl: 0.6601 (0.6674) loss_vfl_aux_0: 0.7648 (0.7701) loss_vfl_aux_1: 0.7272 (0.7244) loss_vfl_aux_2: 0.6780 (0.6940) loss_vfl_aux_3: 0.6750 (0.6796) loss_vfl_aux_4: 0.6667 (0.6713) loss_vfl_aux_5: 0.7314 (0.7542) loss_vfl_dn_0: 0.4506 (0.4499) loss_vfl_dn_1: 0.3890 (0.3843) loss_vfl_dn_2: 0.3745 (0.3685) loss_vfl_dn_3: 0.3670 (0.3612) loss_vfl_dn_4: 0.3638 (0.3586) loss_vfl_dn_5: 0.3637 (0.3579) time: 0.4789 data: 0.0142 max mem: 5654 Epoch: [49] [5300/7393] eta: 0:17:02 lr: 0.000010 loss: 16.0281 (15.6692) loss_bbox: 0.1447 (0.1516) loss_bbox_aux_0: 0.1647 (0.1640) loss_bbox_aux_1: 0.1455 (0.1564) loss_bbox_aux_2: 0.1470 (0.1539) loss_bbox_aux_3: 0.1448 (0.1520) loss_bbox_aux_4: 0.1446 (0.1516) loss_bbox_aux_5: 0.1778 (0.2003) loss_bbox_dn_0: 0.2262 (0.2637) loss_bbox_dn_1: 0.1732 (0.1936) loss_bbox_dn_2: 0.1534 (0.1730) loss_bbox_dn_3: 0.1492 (0.1671) loss_bbox_dn_4: 0.1477 (0.1657) loss_bbox_dn_5: 0.1477 (0.1657) loss_giou: 0.5037 (0.4697) loss_giou_aux_0: 0.5383 (0.4934) loss_giou_aux_1: 0.5159 (0.4795) loss_giou_aux_2: 0.5086 (0.4744) loss_giou_aux_3: 0.5054 (0.4708) loss_giou_aux_4: 0.5013 (0.4698) loss_giou_aux_5: 0.6035 (0.5569) loss_giou_dn_0: 0.6100 (0.5736) loss_giou_dn_1: 0.4944 (0.4663) loss_giou_dn_2: 0.4559 (0.4357) loss_giou_dn_3: 0.4485 (0.4274) loss_giou_dn_4: 0.4476 (0.4254) loss_giou_dn_5: 0.4477 (0.4256) loss_vfl: 0.6597 (0.6675) loss_vfl_aux_0: 0.7429 (0.7701) loss_vfl_aux_1: 0.7232 (0.7246) loss_vfl_aux_2: 0.7083 (0.6941) loss_vfl_aux_3: 0.6736 (0.6798) loss_vfl_aux_4: 0.6617 (0.6714) loss_vfl_aux_5: 0.7457 (0.7542) loss_vfl_dn_0: 0.4409 (0.4499) loss_vfl_dn_1: 0.3858 (0.3843) loss_vfl_dn_2: 0.3717 (0.3686) loss_vfl_dn_3: 0.3657 (0.3612) loss_vfl_dn_4: 0.3633 (0.3586) loss_vfl_dn_5: 0.3608 (0.3579) time: 0.4729 data: 0.0142 max mem: 5654 Epoch: [49] [5400/7393] eta: 0:16:12 lr: 0.000010 loss: 15.7693 (15.6715) loss_bbox: 0.1570 (0.1517) loss_bbox_aux_0: 0.1741 (0.1642) loss_bbox_aux_1: 0.1688 (0.1565) loss_bbox_aux_2: 0.1570 (0.1540) loss_bbox_aux_3: 0.1498 (0.1522) loss_bbox_aux_4: 0.1516 (0.1517) loss_bbox_aux_5: 0.2120 (0.2004) loss_bbox_dn_0: 0.2655 (0.2638) loss_bbox_dn_1: 0.1904 (0.1937) loss_bbox_dn_2: 0.1770 (0.1731) loss_bbox_dn_3: 0.1759 (0.1672) loss_bbox_dn_4: 0.1761 (0.1658) loss_bbox_dn_5: 0.1761 (0.1658) loss_giou: 0.4554 (0.4698) loss_giou_aux_0: 0.4958 (0.4935) loss_giou_aux_1: 0.4909 (0.4797) loss_giou_aux_2: 0.4748 (0.4745) loss_giou_aux_3: 0.4723 (0.4710) loss_giou_aux_4: 0.4600 (0.4700) loss_giou_aux_5: 0.5340 (0.5570) loss_giou_dn_0: 0.5924 (0.5737) loss_giou_dn_1: 0.4717 (0.4665) loss_giou_dn_2: 0.4357 (0.4359) loss_giou_dn_3: 0.4299 (0.4276) loss_giou_dn_4: 0.4268 (0.4256) loss_giou_dn_5: 0.4272 (0.4257) loss_vfl: 0.6860 (0.6674) loss_vfl_aux_0: 0.7429 (0.7698) loss_vfl_aux_1: 0.7375 (0.7245) loss_vfl_aux_2: 0.7100 (0.6940) loss_vfl_aux_3: 0.7039 (0.6796) loss_vfl_aux_4: 0.6887 (0.6712) loss_vfl_aux_5: 0.7697 (0.7541) loss_vfl_dn_0: 0.4536 (0.4498) loss_vfl_dn_1: 0.3879 (0.3842) loss_vfl_dn_2: 0.3690 (0.3685) loss_vfl_dn_3: 0.3611 (0.3612) loss_vfl_dn_4: 0.3584 (0.3586) loss_vfl_dn_5: 0.3582 (0.3579) time: 0.4733 data: 0.0140 max mem: 5654 Epoch: [49] [5500/7393] eta: 0:15:23 lr: 0.000010 loss: 15.3525 (15.6675) loss_bbox: 0.1631 (0.1517) loss_bbox_aux_0: 0.1705 (0.1642) loss_bbox_aux_1: 0.1647 (0.1565) loss_bbox_aux_2: 0.1654 (0.1540) loss_bbox_aux_3: 0.1641 (0.1522) loss_bbox_aux_4: 0.1641 (0.1517) loss_bbox_aux_5: 0.1980 (0.2004) loss_bbox_dn_0: 0.2649 (0.2638) loss_bbox_dn_1: 0.1979 (0.1937) loss_bbox_dn_2: 0.1779 (0.1731) loss_bbox_dn_3: 0.1735 (0.1672) loss_bbox_dn_4: 0.1747 (0.1658) loss_bbox_dn_5: 0.1748 (0.1658) loss_giou: 0.4426 (0.4694) loss_giou_aux_0: 0.4587 (0.4932) loss_giou_aux_1: 0.4566 (0.4792) loss_giou_aux_2: 0.4480 (0.4741) loss_giou_aux_3: 0.4374 (0.4705) loss_giou_aux_4: 0.4426 (0.4695) loss_giou_aux_5: 0.5242 (0.5566) loss_giou_dn_0: 0.5585 (0.5735) loss_giou_dn_1: 0.4519 (0.4662) loss_giou_dn_2: 0.4155 (0.4356) loss_giou_dn_3: 0.4041 (0.4273) loss_giou_dn_4: 0.4028 (0.4252) loss_giou_dn_5: 0.4029 (0.4254) loss_vfl: 0.7045 (0.6675) loss_vfl_aux_0: 0.7740 (0.7699) loss_vfl_aux_1: 0.7554 (0.7246) loss_vfl_aux_2: 0.7328 (0.6942) loss_vfl_aux_3: 0.6959 (0.6798) loss_vfl_aux_4: 0.6889 (0.6714) loss_vfl_aux_5: 0.7592 (0.7541) loss_vfl_dn_0: 0.4478 (0.4499) loss_vfl_dn_1: 0.3803 (0.3842) loss_vfl_dn_2: 0.3686 (0.3685) loss_vfl_dn_3: 0.3622 (0.3612) loss_vfl_dn_4: 0.3585 (0.3586) loss_vfl_dn_5: 0.3592 (0.3579) time: 0.4989 data: 0.0137 max mem: 5654 Epoch: [49] [5600/7393] eta: 0:14:36 lr: 0.000010 loss: 16.1168 (15.6682) loss_bbox: 0.1446 (0.1518) loss_bbox_aux_0: 0.1569 (0.1642) loss_bbox_aux_1: 0.1607 (0.1565) loss_bbox_aux_2: 0.1535 (0.1540) loss_bbox_aux_3: 0.1478 (0.1522) loss_bbox_aux_4: 0.1477 (0.1517) loss_bbox_aux_5: 0.1898 (0.2004) loss_bbox_dn_0: 0.2551 (0.2639) loss_bbox_dn_1: 0.1877 (0.1937) loss_bbox_dn_2: 0.1724 (0.1731) loss_bbox_dn_3: 0.1712 (0.1672) loss_bbox_dn_4: 0.1688 (0.1658) loss_bbox_dn_5: 0.1687 (0.1659) loss_giou: 0.4938 (0.4693) loss_giou_aux_0: 0.5171 (0.4932) loss_giou_aux_1: 0.4984 (0.4791) loss_giou_aux_2: 0.4857 (0.4740) loss_giou_aux_3: 0.4852 (0.4705) loss_giou_aux_4: 0.4935 (0.4695) loss_giou_aux_5: 0.5708 (0.5565) loss_giou_dn_0: 0.5817 (0.5734) loss_giou_dn_1: 0.4708 (0.4661) loss_giou_dn_2: 0.4459 (0.4355) loss_giou_dn_3: 0.4385 (0.4272) loss_giou_dn_4: 0.4375 (0.4251) loss_giou_dn_5: 0.4374 (0.4253) loss_vfl: 0.7029 (0.6677) loss_vfl_aux_0: 0.7803 (0.7699) loss_vfl_aux_1: 0.7380 (0.7247) loss_vfl_aux_2: 0.6980 (0.6943) loss_vfl_aux_3: 0.7012 (0.6800) loss_vfl_aux_4: 0.6951 (0.6715) loss_vfl_aux_5: 0.7628 (0.7543) loss_vfl_dn_0: 0.4511 (0.4499) loss_vfl_dn_1: 0.3892 (0.3843) loss_vfl_dn_2: 0.3777 (0.3685) loss_vfl_dn_3: 0.3704 (0.3612) loss_vfl_dn_4: 0.3678 (0.3586) loss_vfl_dn_5: 0.3675 (0.3579) time: 0.4852 data: 0.0145 max mem: 5654 Epoch: [49] [5700/7393] eta: 0:13:49 lr: 0.000010 loss: 15.4065 (15.6644) loss_bbox: 0.1457 (0.1517) loss_bbox_aux_0: 0.1527 (0.1642) loss_bbox_aux_1: 0.1460 (0.1564) loss_bbox_aux_2: 0.1520 (0.1539) loss_bbox_aux_3: 0.1464 (0.1521) loss_bbox_aux_4: 0.1468 (0.1517) loss_bbox_aux_5: 0.1920 (0.2003) loss_bbox_dn_0: 0.2461 (0.2638) loss_bbox_dn_1: 0.1898 (0.1936) loss_bbox_dn_2: 0.1704 (0.1730) loss_bbox_dn_3: 0.1638 (0.1671) loss_bbox_dn_4: 0.1610 (0.1657) loss_bbox_dn_5: 0.1610 (0.1657) loss_giou: 0.4472 (0.4692) loss_giou_aux_0: 0.4620 (0.4930) loss_giou_aux_1: 0.4573 (0.4790) loss_giou_aux_2: 0.4510 (0.4739) loss_giou_aux_3: 0.4494 (0.4703) loss_giou_aux_4: 0.4472 (0.4694) loss_giou_aux_5: 0.5285 (0.5563) loss_giou_dn_0: 0.5765 (0.5733) loss_giou_dn_1: 0.4550 (0.4659) loss_giou_dn_2: 0.4210 (0.4354) loss_giou_dn_3: 0.4112 (0.4271) loss_giou_dn_4: 0.4094 (0.4250) loss_giou_dn_5: 0.4094 (0.4252) loss_vfl: 0.6347 (0.6675) loss_vfl_aux_0: 0.7600 (0.7699) loss_vfl_aux_1: 0.7033 (0.7247) loss_vfl_aux_2: 0.6687 (0.6943) loss_vfl_aux_3: 0.6510 (0.6798) loss_vfl_aux_4: 0.6396 (0.6713) loss_vfl_aux_5: 0.7269 (0.7543) loss_vfl_dn_0: 0.4435 (0.4498) loss_vfl_dn_1: 0.3753 (0.3842) loss_vfl_dn_2: 0.3586 (0.3685) loss_vfl_dn_3: 0.3499 (0.3612) loss_vfl_dn_4: 0.3476 (0.3586) loss_vfl_dn_5: 0.3464 (0.3579) time: 0.4861 data: 0.0140 max mem: 5654 Epoch: [49] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 15.6376 (15.6637) loss_bbox: 0.1444 (0.1517) loss_bbox_aux_0: 0.1645 (0.1641) loss_bbox_aux_1: 0.1492 (0.1564) loss_bbox_aux_2: 0.1488 (0.1539) loss_bbox_aux_3: 0.1497 (0.1521) loss_bbox_aux_4: 0.1534 (0.1517) loss_bbox_aux_5: 0.2056 (0.2003) loss_bbox_dn_0: 0.2805 (0.2638) loss_bbox_dn_1: 0.2047 (0.1936) loss_bbox_dn_2: 0.1770 (0.1730) loss_bbox_dn_3: 0.1692 (0.1671) loss_bbox_dn_4: 0.1670 (0.1657) loss_bbox_dn_5: 0.1670 (0.1657) loss_giou: 0.4737 (0.4691) loss_giou_aux_0: 0.4883 (0.4929) loss_giou_aux_1: 0.4800 (0.4789) loss_giou_aux_2: 0.4743 (0.4738) loss_giou_aux_3: 0.4718 (0.4703) loss_giou_aux_4: 0.4736 (0.4693) loss_giou_aux_5: 0.5445 (0.5562) loss_giou_dn_0: 0.5714 (0.5732) loss_giou_dn_1: 0.4652 (0.4659) loss_giou_dn_2: 0.4367 (0.4353) loss_giou_dn_3: 0.4265 (0.4270) loss_giou_dn_4: 0.4237 (0.4250) loss_giou_dn_5: 0.4239 (0.4251) loss_vfl: 0.6567 (0.6676) loss_vfl_aux_0: 0.7560 (0.7700) loss_vfl_aux_1: 0.7177 (0.7247) loss_vfl_aux_2: 0.6671 (0.6943) loss_vfl_aux_3: 0.6717 (0.6799) loss_vfl_aux_4: 0.6620 (0.6714) loss_vfl_aux_5: 0.7537 (0.7544) loss_vfl_dn_0: 0.4414 (0.4499) loss_vfl_dn_1: 0.3803 (0.3843) loss_vfl_dn_2: 0.3631 (0.3685) loss_vfl_dn_3: 0.3577 (0.3612) loss_vfl_dn_4: 0.3551 (0.3586) loss_vfl_dn_5: 0.3541 (0.3579) time: 0.4851 data: 0.0138 max mem: 5654 Epoch: [49] [5900/7393] eta: 0:12:11 lr: 0.000010 loss: 16.3330 (15.6649) loss_bbox: 0.1331 (0.1516) loss_bbox_aux_0: 0.1473 (0.1641) loss_bbox_aux_1: 0.1363 (0.1563) loss_bbox_aux_2: 0.1414 (0.1538) loss_bbox_aux_3: 0.1379 (0.1520) loss_bbox_aux_4: 0.1335 (0.1516) loss_bbox_aux_5: 0.1873 (0.2002) loss_bbox_dn_0: 0.2359 (0.2636) loss_bbox_dn_1: 0.1811 (0.1935) loss_bbox_dn_2: 0.1578 (0.1729) loss_bbox_dn_3: 0.1504 (0.1670) loss_bbox_dn_4: 0.1476 (0.1656) loss_bbox_dn_5: 0.1476 (0.1656) loss_giou: 0.5050 (0.4694) loss_giou_aux_0: 0.5303 (0.4932) loss_giou_aux_1: 0.5088 (0.4792) loss_giou_aux_2: 0.5083 (0.4741) loss_giou_aux_3: 0.5072 (0.4705) loss_giou_aux_4: 0.5049 (0.4695) loss_giou_aux_5: 0.5780 (0.5566) loss_giou_dn_0: 0.6091 (0.5734) loss_giou_dn_1: 0.5009 (0.4661) loss_giou_dn_2: 0.4725 (0.4355) loss_giou_dn_3: 0.4617 (0.4272) loss_giou_dn_4: 0.4610 (0.4252) loss_giou_dn_5: 0.4611 (0.4253) loss_vfl: 0.6207 (0.6675) loss_vfl_aux_0: 0.7242 (0.7698) loss_vfl_aux_1: 0.6791 (0.7245) loss_vfl_aux_2: 0.6455 (0.6942) loss_vfl_aux_3: 0.6466 (0.6798) loss_vfl_aux_4: 0.6239 (0.6713) loss_vfl_aux_5: 0.7114 (0.7542) loss_vfl_dn_0: 0.4505 (0.4499) loss_vfl_dn_1: 0.3945 (0.3843) loss_vfl_dn_2: 0.3764 (0.3685) loss_vfl_dn_3: 0.3688 (0.3612) loss_vfl_dn_4: 0.3651 (0.3586) loss_vfl_dn_5: 0.3642 (0.3579) time: 0.4942 data: 0.0137 max mem: 5654 Epoch: [49] [6000/7393] eta: 0:11:22 lr: 0.000010 loss: 15.5330 (15.6666) loss_bbox: 0.1451 (0.1516) loss_bbox_aux_0: 0.1498 (0.1640) loss_bbox_aux_1: 0.1416 (0.1563) loss_bbox_aux_2: 0.1425 (0.1538) loss_bbox_aux_3: 0.1453 (0.1520) loss_bbox_aux_4: 0.1422 (0.1516) loss_bbox_aux_5: 0.1873 (0.2001) loss_bbox_dn_0: 0.2379 (0.2635) loss_bbox_dn_1: 0.1746 (0.1935) loss_bbox_dn_2: 0.1559 (0.1729) loss_bbox_dn_3: 0.1524 (0.1670) loss_bbox_dn_4: 0.1512 (0.1656) loss_bbox_dn_5: 0.1513 (0.1656) loss_giou: 0.4816 (0.4695) loss_giou_aux_0: 0.4846 (0.4933) loss_giou_aux_1: 0.4771 (0.4794) loss_giou_aux_2: 0.4771 (0.4743) loss_giou_aux_3: 0.4661 (0.4707) loss_giou_aux_4: 0.4678 (0.4697) loss_giou_aux_5: 0.5425 (0.5566) loss_giou_dn_0: 0.5933 (0.5735) loss_giou_dn_1: 0.4797 (0.4662) loss_giou_dn_2: 0.4482 (0.4356) loss_giou_dn_3: 0.4400 (0.4273) loss_giou_dn_4: 0.4372 (0.4253) loss_giou_dn_5: 0.4375 (0.4254) loss_vfl: 0.6498 (0.6676) loss_vfl_aux_0: 0.7367 (0.7698) loss_vfl_aux_1: 0.7112 (0.7245) loss_vfl_aux_2: 0.6752 (0.6942) loss_vfl_aux_3: 0.6774 (0.6799) loss_vfl_aux_4: 0.6493 (0.6714) loss_vfl_aux_5: 0.7356 (0.7542) loss_vfl_dn_0: 0.4507 (0.4499) loss_vfl_dn_1: 0.3915 (0.3843) loss_vfl_dn_2: 0.3752 (0.3686) loss_vfl_dn_3: 0.3692 (0.3613) loss_vfl_dn_4: 0.3658 (0.3587) loss_vfl_dn_5: 0.3643 (0.3579) time: 0.4899 data: 0.0140 max mem: 5654 Epoch: [49] [6100/7393] eta: 0:10:34 lr: 0.000010 loss: 16.5283 (15.6685) loss_bbox: 0.1564 (0.1516) loss_bbox_aux_0: 0.1759 (0.1640) loss_bbox_aux_1: 0.1634 (0.1563) loss_bbox_aux_2: 0.1630 (0.1538) loss_bbox_aux_3: 0.1617 (0.1520) loss_bbox_aux_4: 0.1614 (0.1516) loss_bbox_aux_5: 0.2003 (0.2001) loss_bbox_dn_0: 0.2743 (0.2636) loss_bbox_dn_1: 0.2165 (0.1935) loss_bbox_dn_2: 0.1964 (0.1729) loss_bbox_dn_3: 0.1907 (0.1670) loss_bbox_dn_4: 0.1872 (0.1656) loss_bbox_dn_5: 0.1872 (0.1656) loss_giou: 0.4732 (0.4698) loss_giou_aux_0: 0.4773 (0.4936) loss_giou_aux_1: 0.4761 (0.4797) loss_giou_aux_2: 0.4806 (0.4745) loss_giou_aux_3: 0.4728 (0.4709) loss_giou_aux_4: 0.4736 (0.4699) loss_giou_aux_5: 0.5343 (0.5569) loss_giou_dn_0: 0.5694 (0.5737) loss_giou_dn_1: 0.4543 (0.4663) loss_giou_dn_2: 0.4300 (0.4358) loss_giou_dn_3: 0.4183 (0.4274) loss_giou_dn_4: 0.4171 (0.4254) loss_giou_dn_5: 0.4180 (0.4256) loss_vfl: 0.6744 (0.6675) loss_vfl_aux_0: 0.7857 (0.7697) loss_vfl_aux_1: 0.7388 (0.7244) loss_vfl_aux_2: 0.6971 (0.6941) loss_vfl_aux_3: 0.6812 (0.6798) loss_vfl_aux_4: 0.6780 (0.6713) loss_vfl_aux_5: 0.7380 (0.7541) loss_vfl_dn_0: 0.4571 (0.4499) loss_vfl_dn_1: 0.3924 (0.3843) loss_vfl_dn_2: 0.3757 (0.3686) loss_vfl_dn_3: 0.3676 (0.3612) loss_vfl_dn_4: 0.3670 (0.3587) loss_vfl_dn_5: 0.3665 (0.3579) time: 0.4779 data: 0.0143 max mem: 5654 Epoch: [49] [6200/7393] eta: 0:09:44 lr: 0.000010 loss: 15.7464 (15.6661) loss_bbox: 0.1472 (0.1516) loss_bbox_aux_0: 0.1691 (0.1640) loss_bbox_aux_1: 0.1578 (0.1563) loss_bbox_aux_2: 0.1518 (0.1538) loss_bbox_aux_3: 0.1517 (0.1520) loss_bbox_aux_4: 0.1476 (0.1516) loss_bbox_aux_5: 0.2049 (0.2002) loss_bbox_dn_0: 0.2998 (0.2637) loss_bbox_dn_1: 0.2215 (0.1935) loss_bbox_dn_2: 0.1989 (0.1729) loss_bbox_dn_3: 0.1956 (0.1670) loss_bbox_dn_4: 0.1946 (0.1656) loss_bbox_dn_5: 0.1946 (0.1657) loss_giou: 0.3882 (0.4693) loss_giou_aux_0: 0.4045 (0.4932) loss_giou_aux_1: 0.4161 (0.4793) loss_giou_aux_2: 0.3930 (0.4741) loss_giou_aux_3: 0.3903 (0.4705) loss_giou_aux_4: 0.3881 (0.4695) loss_giou_aux_5: 0.4676 (0.5565) loss_giou_dn_0: 0.5540 (0.5735) loss_giou_dn_1: 0.4422 (0.4661) loss_giou_dn_2: 0.4062 (0.4355) loss_giou_dn_3: 0.3935 (0.4272) loss_giou_dn_4: 0.3858 (0.4252) loss_giou_dn_5: 0.3856 (0.4254) loss_vfl: 0.6760 (0.6678) loss_vfl_aux_0: 0.8136 (0.7700) loss_vfl_aux_1: 0.7329 (0.7245) loss_vfl_aux_2: 0.7369 (0.6943) loss_vfl_aux_3: 0.7022 (0.6801) loss_vfl_aux_4: 0.6976 (0.6715) loss_vfl_aux_5: 0.8008 (0.7544) loss_vfl_dn_0: 0.4508 (0.4499) loss_vfl_dn_1: 0.3833 (0.3843) loss_vfl_dn_2: 0.3651 (0.3685) loss_vfl_dn_3: 0.3585 (0.3612) loss_vfl_dn_4: 0.3579 (0.3586) loss_vfl_dn_5: 0.3574 (0.3579) time: 0.4874 data: 0.0138 max mem: 5654 Epoch: [49] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 15.3777 (15.6674) loss_bbox: 0.1506 (0.1517) loss_bbox_aux_0: 0.1630 (0.1641) loss_bbox_aux_1: 0.1557 (0.1564) loss_bbox_aux_2: 0.1462 (0.1539) loss_bbox_aux_3: 0.1441 (0.1521) loss_bbox_aux_4: 0.1492 (0.1517) loss_bbox_aux_5: 0.1986 (0.2004) loss_bbox_dn_0: 0.2695 (0.2640) loss_bbox_dn_1: 0.1872 (0.1937) loss_bbox_dn_2: 0.1657 (0.1731) loss_bbox_dn_3: 0.1619 (0.1672) loss_bbox_dn_4: 0.1609 (0.1658) loss_bbox_dn_5: 0.1610 (0.1659) loss_giou: 0.4329 (0.4691) loss_giou_aux_0: 0.4640 (0.4930) loss_giou_aux_1: 0.4482 (0.4791) loss_giou_aux_2: 0.4441 (0.4739) loss_giou_aux_3: 0.4333 (0.4702) loss_giou_aux_4: 0.4299 (0.4692) loss_giou_aux_5: 0.5342 (0.5563) loss_giou_dn_0: 0.5592 (0.5734) loss_giou_dn_1: 0.4608 (0.4660) loss_giou_dn_2: 0.4245 (0.4354) loss_giou_dn_3: 0.4149 (0.4271) loss_giou_dn_4: 0.4127 (0.4251) loss_giou_dn_5: 0.4130 (0.4252) loss_vfl: 0.6861 (0.6680) loss_vfl_aux_0: 0.7671 (0.7702) loss_vfl_aux_1: 0.7104 (0.7247) loss_vfl_aux_2: 0.6995 (0.6945) loss_vfl_aux_3: 0.6931 (0.6803) loss_vfl_aux_4: 0.6923 (0.6718) loss_vfl_aux_5: 0.7500 (0.7546) loss_vfl_dn_0: 0.4511 (0.4499) loss_vfl_dn_1: 0.3870 (0.3843) loss_vfl_dn_2: 0.3734 (0.3685) loss_vfl_dn_3: 0.3673 (0.3612) loss_vfl_dn_4: 0.3638 (0.3586) loss_vfl_dn_5: 0.3623 (0.3579) time: 0.4815 data: 0.0136 max mem: 5654 Epoch: [49] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 15.2095 (15.6668) loss_bbox: 0.1437 (0.1516) loss_bbox_aux_0: 0.1564 (0.1641) loss_bbox_aux_1: 0.1557 (0.1564) loss_bbox_aux_2: 0.1506 (0.1538) loss_bbox_aux_3: 0.1451 (0.1520) loss_bbox_aux_4: 0.1385 (0.1516) loss_bbox_aux_5: 0.1834 (0.2003) loss_bbox_dn_0: 0.2501 (0.2639) loss_bbox_dn_1: 0.1839 (0.1937) loss_bbox_dn_2: 0.1714 (0.1731) loss_bbox_dn_3: 0.1638 (0.1672) loss_bbox_dn_4: 0.1618 (0.1658) loss_bbox_dn_5: 0.1618 (0.1658) loss_giou: 0.4049 (0.4690) loss_giou_aux_0: 0.4346 (0.4929) loss_giou_aux_1: 0.4268 (0.4790) loss_giou_aux_2: 0.4018 (0.4738) loss_giou_aux_3: 0.4035 (0.4702) loss_giou_aux_4: 0.4049 (0.4691) loss_giou_aux_5: 0.4915 (0.5563) loss_giou_dn_0: 0.5425 (0.5734) loss_giou_dn_1: 0.4378 (0.4660) loss_giou_dn_2: 0.4025 (0.4354) loss_giou_dn_3: 0.3923 (0.4271) loss_giou_dn_4: 0.3909 (0.4250) loss_giou_dn_5: 0.3908 (0.4252) loss_vfl: 0.6734 (0.6682) loss_vfl_aux_0: 0.7560 (0.7701) loss_vfl_aux_1: 0.7113 (0.7247) loss_vfl_aux_2: 0.6833 (0.6946) loss_vfl_aux_3: 0.6679 (0.6804) loss_vfl_aux_4: 0.6714 (0.6720) loss_vfl_aux_5: 0.7510 (0.7546) loss_vfl_dn_0: 0.4470 (0.4499) loss_vfl_dn_1: 0.3793 (0.3843) loss_vfl_dn_2: 0.3609 (0.3685) loss_vfl_dn_3: 0.3528 (0.3612) loss_vfl_dn_4: 0.3495 (0.3586) loss_vfl_dn_5: 0.3488 (0.3579) time: 0.4795 data: 0.0140 max mem: 5654 Epoch: [49] [6500/7393] eta: 0:07:18 lr: 0.000010 loss: 15.3295 (15.6670) loss_bbox: 0.1376 (0.1515) loss_bbox_aux_0: 0.1432 (0.1640) loss_bbox_aux_1: 0.1404 (0.1563) loss_bbox_aux_2: 0.1382 (0.1537) loss_bbox_aux_3: 0.1373 (0.1519) loss_bbox_aux_4: 0.1404 (0.1515) loss_bbox_aux_5: 0.1786 (0.2003) loss_bbox_dn_0: 0.2361 (0.2638) loss_bbox_dn_1: 0.1653 (0.1936) loss_bbox_dn_2: 0.1480 (0.1730) loss_bbox_dn_3: 0.1462 (0.1671) loss_bbox_dn_4: 0.1458 (0.1657) loss_bbox_dn_5: 0.1459 (0.1657) loss_giou: 0.4157 (0.4690) loss_giou_aux_0: 0.4238 (0.4930) loss_giou_aux_1: 0.4204 (0.4791) loss_giou_aux_2: 0.4151 (0.4738) loss_giou_aux_3: 0.4104 (0.4702) loss_giou_aux_4: 0.4147 (0.4691) loss_giou_aux_5: 0.5060 (0.5563) loss_giou_dn_0: 0.5471 (0.5734) loss_giou_dn_1: 0.4306 (0.4660) loss_giou_dn_2: 0.4050 (0.4354) loss_giou_dn_3: 0.3932 (0.4271) loss_giou_dn_4: 0.3885 (0.4250) loss_giou_dn_5: 0.3885 (0.4252) loss_vfl: 0.6942 (0.6683) loss_vfl_aux_0: 0.8140 (0.7703) loss_vfl_aux_1: 0.7723 (0.7249) loss_vfl_aux_2: 0.7298 (0.6948) loss_vfl_aux_3: 0.7059 (0.6805) loss_vfl_aux_4: 0.7119 (0.6722) loss_vfl_aux_5: 0.7933 (0.7548) loss_vfl_dn_0: 0.4532 (0.4500) loss_vfl_dn_1: 0.3787 (0.3843) loss_vfl_dn_2: 0.3658 (0.3685) loss_vfl_dn_3: 0.3558 (0.3612) loss_vfl_dn_4: 0.3551 (0.3586) loss_vfl_dn_5: 0.3534 (0.3579) time: 0.7382 data: 0.0139 max mem: 5654 Epoch: [49] [6600/7393] eta: 0:06:29 lr: 0.000010 loss: 15.5249 (15.6659) loss_bbox: 0.1400 (0.1515) loss_bbox_aux_0: 0.1497 (0.1640) loss_bbox_aux_1: 0.1467 (0.1563) loss_bbox_aux_2: 0.1443 (0.1537) loss_bbox_aux_3: 0.1425 (0.1519) loss_bbox_aux_4: 0.1390 (0.1515) loss_bbox_aux_5: 0.1862 (0.2003) loss_bbox_dn_0: 0.2308 (0.2638) loss_bbox_dn_1: 0.1758 (0.1936) loss_bbox_dn_2: 0.1577 (0.1729) loss_bbox_dn_3: 0.1493 (0.1671) loss_bbox_dn_4: 0.1483 (0.1657) loss_bbox_dn_5: 0.1482 (0.1657) loss_giou: 0.4583 (0.4691) loss_giou_aux_0: 0.4912 (0.4931) loss_giou_aux_1: 0.4777 (0.4792) loss_giou_aux_2: 0.4645 (0.4739) loss_giou_aux_3: 0.4539 (0.4703) loss_giou_aux_4: 0.4579 (0.4692) loss_giou_aux_5: 0.5459 (0.5564) loss_giou_dn_0: 0.5848 (0.5734) loss_giou_dn_1: 0.4729 (0.4660) loss_giou_dn_2: 0.4378 (0.4354) loss_giou_dn_3: 0.4249 (0.4271) loss_giou_dn_4: 0.4237 (0.4250) loss_giou_dn_5: 0.4238 (0.4252) loss_vfl: 0.6530 (0.6682) loss_vfl_aux_0: 0.7406 (0.7701) loss_vfl_aux_1: 0.7025 (0.7246) loss_vfl_aux_2: 0.6742 (0.6946) loss_vfl_aux_3: 0.6655 (0.6803) loss_vfl_aux_4: 0.6555 (0.6720) loss_vfl_aux_5: 0.7208 (0.7546) loss_vfl_dn_0: 0.4426 (0.4499) loss_vfl_dn_1: 0.3832 (0.3843) loss_vfl_dn_2: 0.3684 (0.3685) loss_vfl_dn_3: 0.3651 (0.3612) loss_vfl_dn_4: 0.3592 (0.3586) loss_vfl_dn_5: 0.3602 (0.3578) time: 0.4812 data: 0.0140 max mem: 5654 Epoch: [49] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.4028 (15.6637) loss_bbox: 0.1457 (0.1515) loss_bbox_aux_0: 0.1576 (0.1640) loss_bbox_aux_1: 0.1491 (0.1563) loss_bbox_aux_2: 0.1520 (0.1537) loss_bbox_aux_3: 0.1498 (0.1519) loss_bbox_aux_4: 0.1458 (0.1515) loss_bbox_aux_5: 0.1931 (0.2003) loss_bbox_dn_0: 0.2136 (0.2636) loss_bbox_dn_1: 0.1593 (0.1934) loss_bbox_dn_2: 0.1397 (0.1728) loss_bbox_dn_3: 0.1327 (0.1669) loss_bbox_dn_4: 0.1313 (0.1656) loss_bbox_dn_5: 0.1313 (0.1656) loss_giou: 0.4814 (0.4691) loss_giou_aux_0: 0.5075 (0.4931) loss_giou_aux_1: 0.4899 (0.4792) loss_giou_aux_2: 0.4936 (0.4739) loss_giou_aux_3: 0.4788 (0.4703) loss_giou_aux_4: 0.4769 (0.4692) loss_giou_aux_5: 0.5781 (0.5564) loss_giou_dn_0: 0.5689 (0.5734) loss_giou_dn_1: 0.4675 (0.4660) loss_giou_dn_2: 0.4460 (0.4353) loss_giou_dn_3: 0.4436 (0.4270) loss_giou_dn_4: 0.4423 (0.4250) loss_giou_dn_5: 0.4425 (0.4252) loss_vfl: 0.6415 (0.6681) loss_vfl_aux_0: 0.7333 (0.7699) loss_vfl_aux_1: 0.6762 (0.7244) loss_vfl_aux_2: 0.6652 (0.6945) loss_vfl_aux_3: 0.6482 (0.6802) loss_vfl_aux_4: 0.6466 (0.6719) loss_vfl_aux_5: 0.7077 (0.7544) loss_vfl_dn_0: 0.4412 (0.4498) loss_vfl_dn_1: 0.3853 (0.3842) loss_vfl_dn_2: 0.3700 (0.3684) loss_vfl_dn_3: 0.3654 (0.3611) loss_vfl_dn_4: 0.3629 (0.3585) loss_vfl_dn_5: 0.3624 (0.3578) time: 0.4869 data: 0.0140 max mem: 5654 Epoch: [49] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.9468 (15.6644) loss_bbox: 0.1452 (0.1515) loss_bbox_aux_0: 0.1616 (0.1640) loss_bbox_aux_1: 0.1497 (0.1563) loss_bbox_aux_2: 0.1534 (0.1537) loss_bbox_aux_3: 0.1482 (0.1519) loss_bbox_aux_4: 0.1461 (0.1515) loss_bbox_aux_5: 0.2030 (0.2003) loss_bbox_dn_0: 0.2484 (0.2637) loss_bbox_dn_1: 0.1876 (0.1935) loss_bbox_dn_2: 0.1730 (0.1729) loss_bbox_dn_3: 0.1728 (0.1670) loss_bbox_dn_4: 0.1710 (0.1656) loss_bbox_dn_5: 0.1711 (0.1656) loss_giou: 0.4645 (0.4691) loss_giou_aux_0: 0.4851 (0.4931) loss_giou_aux_1: 0.4657 (0.4792) loss_giou_aux_2: 0.4709 (0.4740) loss_giou_aux_3: 0.4644 (0.4704) loss_giou_aux_4: 0.4638 (0.4693) loss_giou_aux_5: 0.5240 (0.5564) loss_giou_dn_0: 0.5722 (0.5735) loss_giou_dn_1: 0.4741 (0.4661) loss_giou_dn_2: 0.4441 (0.4354) loss_giou_dn_3: 0.4329 (0.4271) loss_giou_dn_4: 0.4317 (0.4251) loss_giou_dn_5: 0.4318 (0.4253) loss_vfl: 0.6638 (0.6681) loss_vfl_aux_0: 0.7499 (0.7698) loss_vfl_aux_1: 0.7128 (0.7244) loss_vfl_aux_2: 0.6986 (0.6944) loss_vfl_aux_3: 0.6763 (0.6801) loss_vfl_aux_4: 0.6691 (0.6719) loss_vfl_aux_5: 0.7591 (0.7543) loss_vfl_dn_0: 0.4532 (0.4498) loss_vfl_dn_1: 0.3884 (0.3842) loss_vfl_dn_2: 0.3742 (0.3684) loss_vfl_dn_3: 0.3722 (0.3611) loss_vfl_dn_4: 0.3703 (0.3585) loss_vfl_dn_5: 0.3684 (0.3578) time: 0.4985 data: 0.0144 max mem: 5654 Epoch: [49] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.9009 (15.6683) loss_bbox: 0.1516 (0.1516) loss_bbox_aux_0: 0.1584 (0.1640) loss_bbox_aux_1: 0.1516 (0.1563) loss_bbox_aux_2: 0.1515 (0.1538) loss_bbox_aux_3: 0.1546 (0.1519) loss_bbox_aux_4: 0.1551 (0.1515) loss_bbox_aux_5: 0.1938 (0.2003) loss_bbox_dn_0: 0.2557 (0.2637) loss_bbox_dn_1: 0.1860 (0.1935) loss_bbox_dn_2: 0.1732 (0.1729) loss_bbox_dn_3: 0.1687 (0.1670) loss_bbox_dn_4: 0.1682 (0.1656) loss_bbox_dn_5: 0.1682 (0.1656) loss_giou: 0.5083 (0.4693) loss_giou_aux_0: 0.5318 (0.4933) loss_giou_aux_1: 0.5083 (0.4794) loss_giou_aux_2: 0.5109 (0.4742) loss_giou_aux_3: 0.5090 (0.4706) loss_giou_aux_4: 0.5016 (0.4694) loss_giou_aux_5: 0.5988 (0.5566) loss_giou_dn_0: 0.6058 (0.5736) loss_giou_dn_1: 0.5018 (0.4662) loss_giou_dn_2: 0.4668 (0.4356) loss_giou_dn_3: 0.4583 (0.4273) loss_giou_dn_4: 0.4578 (0.4252) loss_giou_dn_5: 0.4581 (0.4254) loss_vfl: 0.6571 (0.6683) loss_vfl_aux_0: 0.7288 (0.7699) loss_vfl_aux_1: 0.6903 (0.7246) loss_vfl_aux_2: 0.6710 (0.6946) loss_vfl_aux_3: 0.6618 (0.6803) loss_vfl_aux_4: 0.6575 (0.6721) loss_vfl_aux_5: 0.7384 (0.7544) loss_vfl_dn_0: 0.4536 (0.4499) loss_vfl_dn_1: 0.3957 (0.3842) loss_vfl_dn_2: 0.3808 (0.3685) loss_vfl_dn_3: 0.3767 (0.3612) loss_vfl_dn_4: 0.3734 (0.3586) loss_vfl_dn_5: 0.3729 (0.3579) time: 0.4761 data: 0.0138 max mem: 5654 Epoch: [49] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.2745 (15.6680) loss_bbox: 0.1454 (0.1516) loss_bbox_aux_0: 0.1629 (0.1641) loss_bbox_aux_1: 0.1522 (0.1564) loss_bbox_aux_2: 0.1508 (0.1538) loss_bbox_aux_3: 0.1468 (0.1520) loss_bbox_aux_4: 0.1462 (0.1515) loss_bbox_aux_5: 0.1876 (0.2003) loss_bbox_dn_0: 0.2381 (0.2636) loss_bbox_dn_1: 0.1641 (0.1934) loss_bbox_dn_2: 0.1450 (0.1729) loss_bbox_dn_3: 0.1412 (0.1670) loss_bbox_dn_4: 0.1409 (0.1656) loss_bbox_dn_5: 0.1409 (0.1656) loss_giou: 0.4419 (0.4695) loss_giou_aux_0: 0.4774 (0.4935) loss_giou_aux_1: 0.4697 (0.4796) loss_giou_aux_2: 0.4643 (0.4744) loss_giou_aux_3: 0.4498 (0.4708) loss_giou_aux_4: 0.4482 (0.4696) loss_giou_aux_5: 0.5322 (0.5567) loss_giou_dn_0: 0.5711 (0.5736) loss_giou_dn_1: 0.4490 (0.4662) loss_giou_dn_2: 0.4153 (0.4356) loss_giou_dn_3: 0.4047 (0.4273) loss_giou_dn_4: 0.4019 (0.4252) loss_giou_dn_5: 0.4020 (0.4254) loss_vfl: 0.6327 (0.6681) loss_vfl_aux_0: 0.7038 (0.7696) loss_vfl_aux_1: 0.6586 (0.7243) loss_vfl_aux_2: 0.6356 (0.6943) loss_vfl_aux_3: 0.6415 (0.6801) loss_vfl_aux_4: 0.6252 (0.6719) loss_vfl_aux_5: 0.6968 (0.7542) loss_vfl_dn_0: 0.4508 (0.4499) loss_vfl_dn_1: 0.3908 (0.3842) loss_vfl_dn_2: 0.3770 (0.3685) loss_vfl_dn_3: 0.3717 (0.3612) loss_vfl_dn_4: 0.3717 (0.3586) loss_vfl_dn_5: 0.3723 (0.3579) time: 0.4812 data: 0.0139 max mem: 5654 Epoch: [49] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.5036 (15.6675) loss_bbox: 0.1570 (0.1517) loss_bbox_aux_0: 0.1711 (0.1642) loss_bbox_aux_1: 0.1623 (0.1565) loss_bbox_aux_2: 0.1585 (0.1539) loss_bbox_aux_3: 0.1549 (0.1521) loss_bbox_aux_4: 0.1595 (0.1516) loss_bbox_aux_5: 0.2041 (0.2004) loss_bbox_dn_0: 0.2806 (0.2638) loss_bbox_dn_1: 0.2114 (0.1936) loss_bbox_dn_2: 0.1876 (0.1730) loss_bbox_dn_3: 0.1842 (0.1671) loss_bbox_dn_4: 0.1799 (0.1657) loss_bbox_dn_5: 0.1800 (0.1657) loss_giou: 0.4241 (0.4694) loss_giou_aux_0: 0.4507 (0.4934) loss_giou_aux_1: 0.4169 (0.4795) loss_giou_aux_2: 0.4233 (0.4743) loss_giou_aux_3: 0.4215 (0.4706) loss_giou_aux_4: 0.4257 (0.4695) loss_giou_aux_5: 0.5157 (0.5566) loss_giou_dn_0: 0.5467 (0.5735) loss_giou_dn_1: 0.4390 (0.4661) loss_giou_dn_2: 0.4087 (0.4355) loss_giou_dn_3: 0.3979 (0.4272) loss_giou_dn_4: 0.3960 (0.4252) loss_giou_dn_5: 0.3963 (0.4253) loss_vfl: 0.6529 (0.6681) loss_vfl_aux_0: 0.7645 (0.7695) loss_vfl_aux_1: 0.7247 (0.7242) loss_vfl_aux_2: 0.6807 (0.6942) loss_vfl_aux_3: 0.6722 (0.6801) loss_vfl_aux_4: 0.6521 (0.6719) loss_vfl_aux_5: 0.7524 (0.7542) loss_vfl_dn_0: 0.4522 (0.4499) loss_vfl_dn_1: 0.3884 (0.3842) loss_vfl_dn_2: 0.3674 (0.3685) loss_vfl_dn_3: 0.3635 (0.3612) loss_vfl_dn_4: 0.3622 (0.3586) loss_vfl_dn_5: 0.3612 (0.3579) time: 0.4813 data: 0.0143 max mem: 5654 Epoch: [49] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.5630 (15.6684) loss_bbox: 0.1346 (0.1517) loss_bbox_aux_0: 0.1509 (0.1641) loss_bbox_aux_1: 0.1445 (0.1564) loss_bbox_aux_2: 0.1366 (0.1539) loss_bbox_aux_3: 0.1360 (0.1520) loss_bbox_aux_4: 0.1362 (0.1516) loss_bbox_aux_5: 0.1979 (0.2003) loss_bbox_dn_0: 0.2431 (0.2637) loss_bbox_dn_1: 0.1889 (0.1935) loss_bbox_dn_2: 0.1700 (0.1730) loss_bbox_dn_3: 0.1644 (0.1671) loss_bbox_dn_4: 0.1620 (0.1657) loss_bbox_dn_5: 0.1621 (0.1657) loss_giou: 0.4662 (0.4695) loss_giou_aux_0: 0.4995 (0.4935) loss_giou_aux_1: 0.4731 (0.4796) loss_giou_aux_2: 0.4771 (0.4744) loss_giou_aux_3: 0.4694 (0.4707) loss_giou_aux_4: 0.4670 (0.4696) loss_giou_aux_5: 0.5578 (0.5566) loss_giou_dn_0: 0.5804 (0.5736) loss_giou_dn_1: 0.4762 (0.4663) loss_giou_dn_2: 0.4472 (0.4356) loss_giou_dn_3: 0.4422 (0.4273) loss_giou_dn_4: 0.4384 (0.4253) loss_giou_dn_5: 0.4385 (0.4255) loss_vfl: 0.6741 (0.6681) loss_vfl_aux_0: 0.7779 (0.7694) loss_vfl_aux_1: 0.7413 (0.7242) loss_vfl_aux_2: 0.6835 (0.6943) loss_vfl_aux_3: 0.6807 (0.6801) loss_vfl_aux_4: 0.6764 (0.6719) loss_vfl_aux_5: 0.7499 (0.7541) loss_vfl_dn_0: 0.4556 (0.4499) loss_vfl_dn_1: 0.3930 (0.3842) loss_vfl_dn_2: 0.3758 (0.3685) loss_vfl_dn_3: 0.3691 (0.3612) loss_vfl_dn_4: 0.3690 (0.3586) loss_vfl_dn_5: 0.3676 (0.3579) time: 0.4840 data: 0.0140 max mem: 5654 Epoch: [49] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.1857 (15.6693) loss_bbox: 0.1347 (0.1517) loss_bbox_aux_0: 0.1439 (0.1641) loss_bbox_aux_1: 0.1374 (0.1564) loss_bbox_aux_2: 0.1359 (0.1539) loss_bbox_aux_3: 0.1332 (0.1520) loss_bbox_aux_4: 0.1346 (0.1515) loss_bbox_aux_5: 0.1876 (0.2003) loss_bbox_dn_0: 0.2447 (0.2637) loss_bbox_dn_1: 0.1793 (0.1935) loss_bbox_dn_2: 0.1481 (0.1730) loss_bbox_dn_3: 0.1377 (0.1671) loss_bbox_dn_4: 0.1371 (0.1657) loss_bbox_dn_5: 0.1371 (0.1657) loss_giou: 0.4028 (0.4694) loss_giou_aux_0: 0.4320 (0.4934) loss_giou_aux_1: 0.4213 (0.4795) loss_giou_aux_2: 0.4126 (0.4743) loss_giou_aux_3: 0.3957 (0.4707) loss_giou_aux_4: 0.4026 (0.4695) loss_giou_aux_5: 0.4975 (0.5566) loss_giou_dn_0: 0.5287 (0.5737) loss_giou_dn_1: 0.4210 (0.4663) loss_giou_dn_2: 0.3921 (0.4356) loss_giou_dn_3: 0.3850 (0.4273) loss_giou_dn_4: 0.3825 (0.4253) loss_giou_dn_5: 0.3828 (0.4255) loss_vfl: 0.7096 (0.6683) loss_vfl_aux_0: 0.8004 (0.7695) loss_vfl_aux_1: 0.7587 (0.7243) loss_vfl_aux_2: 0.7300 (0.6944) loss_vfl_aux_3: 0.7117 (0.6803) loss_vfl_aux_4: 0.7133 (0.6721) loss_vfl_aux_5: 0.7769 (0.7542) loss_vfl_dn_0: 0.4505 (0.4499) loss_vfl_dn_1: 0.3765 (0.3843) loss_vfl_dn_2: 0.3594 (0.3685) loss_vfl_dn_3: 0.3499 (0.3612) loss_vfl_dn_4: 0.3466 (0.3586) loss_vfl_dn_5: 0.3469 (0.3579) time: 0.4849 data: 0.0135 max mem: 5654 Epoch: [49] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.8270 (15.6676) loss_bbox: 0.1324 (0.1516) loss_bbox_aux_0: 0.1471 (0.1641) loss_bbox_aux_1: 0.1420 (0.1564) loss_bbox_aux_2: 0.1376 (0.1538) loss_bbox_aux_3: 0.1338 (0.1519) loss_bbox_aux_4: 0.1311 (0.1515) loss_bbox_aux_5: 0.1879 (0.2003) loss_bbox_dn_0: 0.2301 (0.2636) loss_bbox_dn_1: 0.1714 (0.1934) loss_bbox_dn_2: 0.1556 (0.1729) loss_bbox_dn_3: 0.1524 (0.1670) loss_bbox_dn_4: 0.1514 (0.1656) loss_bbox_dn_5: 0.1514 (0.1656) loss_giou: 0.4056 (0.4693) loss_giou_aux_0: 0.4474 (0.4934) loss_giou_aux_1: 0.4021 (0.4794) loss_giou_aux_2: 0.3972 (0.4742) loss_giou_aux_3: 0.4106 (0.4706) loss_giou_aux_4: 0.3977 (0.4694) loss_giou_aux_5: 0.5065 (0.5565) loss_giou_dn_0: 0.5369 (0.5736) loss_giou_dn_1: 0.4205 (0.4662) loss_giou_dn_2: 0.3988 (0.4356) loss_giou_dn_3: 0.3859 (0.4272) loss_giou_dn_4: 0.3819 (0.4252) loss_giou_dn_5: 0.3817 (0.4254) loss_vfl: 0.6639 (0.6684) loss_vfl_aux_0: 0.7650 (0.7695) loss_vfl_aux_1: 0.7112 (0.7244) loss_vfl_aux_2: 0.7015 (0.6946) loss_vfl_aux_3: 0.6784 (0.6804) loss_vfl_aux_4: 0.6599 (0.6722) loss_vfl_aux_5: 0.7302 (0.7542) loss_vfl_dn_0: 0.4455 (0.4499) loss_vfl_dn_1: 0.3876 (0.3843) loss_vfl_dn_2: 0.3694 (0.3685) loss_vfl_dn_3: 0.3620 (0.3612) loss_vfl_dn_4: 0.3620 (0.3586) loss_vfl_dn_5: 0.3597 (0.3579) time: 0.4786 data: 0.0139 max mem: 5654 Epoch: [49] Total time: 1:00:21 (0.4898 s / it) Averaged stats: lr: 0.000010 loss: 15.8270 (15.6676) loss_bbox: 0.1324 (0.1516) loss_bbox_aux_0: 0.1471 (0.1641) loss_bbox_aux_1: 0.1420 (0.1564) loss_bbox_aux_2: 0.1376 (0.1538) loss_bbox_aux_3: 0.1338 (0.1519) loss_bbox_aux_4: 0.1311 (0.1515) loss_bbox_aux_5: 0.1879 (0.2003) loss_bbox_dn_0: 0.2301 (0.2636) loss_bbox_dn_1: 0.1714 (0.1934) loss_bbox_dn_2: 0.1556 (0.1729) loss_bbox_dn_3: 0.1524 (0.1670) loss_bbox_dn_4: 0.1514 (0.1656) loss_bbox_dn_5: 0.1514 (0.1656) loss_giou: 0.4056 (0.4693) loss_giou_aux_0: 0.4474 (0.4934) loss_giou_aux_1: 0.4021 (0.4794) loss_giou_aux_2: 0.3972 (0.4742) loss_giou_aux_3: 0.4106 (0.4706) loss_giou_aux_4: 0.3977 (0.4694) loss_giou_aux_5: 0.5065 (0.5565) loss_giou_dn_0: 0.5369 (0.5736) loss_giou_dn_1: 0.4205 (0.4662) loss_giou_dn_2: 0.3988 (0.4356) loss_giou_dn_3: 0.3859 (0.4272) loss_giou_dn_4: 0.3819 (0.4252) loss_giou_dn_5: 0.3817 (0.4254) loss_vfl: 0.6639 (0.6684) loss_vfl_aux_0: 0.7650 (0.7695) loss_vfl_aux_1: 0.7112 (0.7244) loss_vfl_aux_2: 0.7015 (0.6946) loss_vfl_aux_3: 0.6784 (0.6804) loss_vfl_aux_4: 0.6599 (0.6722) loss_vfl_aux_5: 0.7302 (0.7542) loss_vfl_dn_0: 0.4455 (0.4499) loss_vfl_dn_1: 0.3876 (0.3843) loss_vfl_dn_2: 0.3694 (0.3685) loss_vfl_dn_3: 0.3620 (0.3612) loss_vfl_dn_4: 0.3620 (0.3586) loss_vfl_dn_5: 0.3597 (0.3579) Test: [ 0/157] eta: 0:04:19 time: 1.6530 data: 1.2282 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5104 data: 0.1364 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3928 data: 0.0271 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3909 data: 0.0276 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3946 data: 0.0274 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.4053 data: 0.0270 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4150 data: 0.0272 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.7212 data: 0.0270 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.7123 data: 0.0274 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3994 data: 0.0267 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3963 data: 0.0260 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3966 data: 0.0263 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3956 data: 0.0269 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3912 data: 0.0277 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3824 data: 0.0268 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3713 data: 0.0258 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3619 data: 0.0253 max mem: 5654 Test: Total time: 0:01:09 (0.4447 s / it) Averaged stats: Accumulating evaluation results... DONE (t=44.06s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [50] [ 0/7393] eta: 7:37:45 lr: 0.000010 loss: 16.9247 (16.9247) loss_bbox: 0.1452 (0.1452) loss_bbox_aux_0: 0.1835 (0.1835) loss_bbox_aux_1: 0.1844 (0.1844) loss_bbox_aux_2: 0.1599 (0.1599) loss_bbox_aux_3: 0.1495 (0.1495) loss_bbox_aux_4: 0.1498 (0.1498) loss_bbox_aux_5: 0.2238 (0.2238) loss_bbox_dn_0: 0.2955 (0.2955) loss_bbox_dn_1: 0.2213 (0.2213) loss_bbox_dn_2: 0.2036 (0.2036) loss_bbox_dn_3: 0.1965 (0.1965) loss_bbox_dn_4: 0.1962 (0.1962) loss_bbox_dn_5: 0.1962 (0.1962) loss_giou: 0.4974 (0.4974) loss_giou_aux_0: 0.5189 (0.5189) loss_giou_aux_1: 0.5224 (0.5224) loss_giou_aux_2: 0.5062 (0.5062) loss_giou_aux_3: 0.5068 (0.5068) loss_giou_aux_4: 0.5015 (0.5015) loss_giou_aux_5: 0.6163 (0.6163) loss_giou_dn_0: 0.6362 (0.6362) loss_giou_dn_1: 0.5203 (0.5203) loss_giou_dn_2: 0.4806 (0.4806) loss_giou_dn_3: 0.4757 (0.4757) loss_giou_dn_4: 0.4748 (0.4748) loss_giou_dn_5: 0.4748 (0.4748) loss_vfl: 0.7301 (0.7301) loss_vfl_aux_0: 0.8390 (0.8390) loss_vfl_aux_1: 0.7397 (0.7397) loss_vfl_aux_2: 0.7390 (0.7390) loss_vfl_aux_3: 0.7411 (0.7411) loss_vfl_aux_4: 0.7272 (0.7272) loss_vfl_aux_5: 0.7738 (0.7738) loss_vfl_dn_0: 0.4496 (0.4496) loss_vfl_dn_1: 0.4051 (0.4051) loss_vfl_dn_2: 0.3940 (0.3940) loss_vfl_dn_3: 0.3845 (0.3845) loss_vfl_dn_4: 0.3836 (0.3836) loss_vfl_dn_5: 0.3807 (0.3807) time: 3.7150 data: 3.1701 max mem: 5654 Epoch: [50] [ 100/7393] eta: 1:03:43 lr: 0.000010 loss: 15.2077 (15.6595) loss_bbox: 0.1460 (0.1494) loss_bbox_aux_0: 0.1609 (0.1614) loss_bbox_aux_1: 0.1497 (0.1542) loss_bbox_aux_2: 0.1468 (0.1517) loss_bbox_aux_3: 0.1528 (0.1495) loss_bbox_aux_4: 0.1490 (0.1501) loss_bbox_aux_5: 0.1943 (0.1976) loss_bbox_dn_0: 0.2594 (0.2594) loss_bbox_dn_1: 0.1963 (0.1906) loss_bbox_dn_2: 0.1758 (0.1696) loss_bbox_dn_3: 0.1689 (0.1633) loss_bbox_dn_4: 0.1671 (0.1617) loss_bbox_dn_5: 0.1671 (0.1617) loss_giou: 0.4311 (0.4769) loss_giou_aux_0: 0.4681 (0.4991) loss_giou_aux_1: 0.4524 (0.4852) loss_giou_aux_2: 0.4466 (0.4807) loss_giou_aux_3: 0.4393 (0.4766) loss_giou_aux_4: 0.4285 (0.4770) loss_giou_aux_5: 0.5142 (0.5610) loss_giou_dn_0: 0.5647 (0.5810) loss_giou_dn_1: 0.4539 (0.4727) loss_giou_dn_2: 0.4216 (0.4409) loss_giou_dn_3: 0.4130 (0.4331) loss_giou_dn_4: 0.4093 (0.4310) loss_giou_dn_5: 0.4093 (0.4312) loss_vfl: 0.6298 (0.6560) loss_vfl_aux_0: 0.7206 (0.7674) loss_vfl_aux_1: 0.6712 (0.7170) loss_vfl_aux_2: 0.6540 (0.6844) loss_vfl_aux_3: 0.6292 (0.6706) loss_vfl_aux_4: 0.6202 (0.6605) loss_vfl_aux_5: 0.7233 (0.7546) loss_vfl_dn_0: 0.4488 (0.4503) loss_vfl_dn_1: 0.3824 (0.3854) loss_vfl_dn_2: 0.3649 (0.3685) loss_vfl_dn_3: 0.3573 (0.3615) loss_vfl_dn_4: 0.3553 (0.3587) loss_vfl_dn_5: 0.3548 (0.3579) time: 0.4865 data: 0.0146 max mem: 5654 Epoch: [50] [ 200/7393] eta: 1:00:40 lr: 0.000010 loss: 15.0984 (15.6887) loss_bbox: 0.1384 (0.1508) loss_bbox_aux_0: 0.1513 (0.1623) loss_bbox_aux_1: 0.1374 (0.1567) loss_bbox_aux_2: 0.1369 (0.1528) loss_bbox_aux_3: 0.1318 (0.1508) loss_bbox_aux_4: 0.1389 (0.1508) loss_bbox_aux_5: 0.1820 (0.1988) loss_bbox_dn_0: 0.2180 (0.2611) loss_bbox_dn_1: 0.1706 (0.1913) loss_bbox_dn_2: 0.1585 (0.1703) loss_bbox_dn_3: 0.1517 (0.1643) loss_bbox_dn_4: 0.1451 (0.1628) loss_bbox_dn_5: 0.1449 (0.1628) loss_giou: 0.4685 (0.4761) loss_giou_aux_0: 0.4842 (0.4997) loss_giou_aux_1: 0.4757 (0.4857) loss_giou_aux_2: 0.4757 (0.4797) loss_giou_aux_3: 0.4688 (0.4760) loss_giou_aux_4: 0.4719 (0.4763) loss_giou_aux_5: 0.5583 (0.5628) loss_giou_dn_0: 0.5652 (0.5782) loss_giou_dn_1: 0.4525 (0.4707) loss_giou_dn_2: 0.4268 (0.4399) loss_giou_dn_3: 0.4225 (0.4321) loss_giou_dn_4: 0.4212 (0.4301) loss_giou_dn_5: 0.4213 (0.4303) loss_vfl: 0.6610 (0.6606) loss_vfl_aux_0: 0.7541 (0.7671) loss_vfl_aux_1: 0.6985 (0.7170) loss_vfl_aux_2: 0.6719 (0.6920) loss_vfl_aux_3: 0.6554 (0.6746) loss_vfl_aux_4: 0.6523 (0.6649) loss_vfl_aux_5: 0.7488 (0.7555) loss_vfl_dn_0: 0.4474 (0.4504) loss_vfl_dn_1: 0.3828 (0.3852) loss_vfl_dn_2: 0.3684 (0.3690) loss_vfl_dn_3: 0.3642 (0.3618) loss_vfl_dn_4: 0.3610 (0.3589) loss_vfl_dn_5: 0.3609 (0.3584) time: 0.4828 data: 0.0152 max mem: 5654 Epoch: [50] [ 300/7393] eta: 0:58:54 lr: 0.000010 loss: 15.1015 (15.6437) loss_bbox: 0.1501 (0.1505) loss_bbox_aux_0: 0.1424 (0.1626) loss_bbox_aux_1: 0.1498 (0.1564) loss_bbox_aux_2: 0.1502 (0.1520) loss_bbox_aux_3: 0.1506 (0.1506) loss_bbox_aux_4: 0.1466 (0.1503) loss_bbox_aux_5: 0.1951 (0.1987) loss_bbox_dn_0: 0.2455 (0.2601) loss_bbox_dn_1: 0.1772 (0.1903) loss_bbox_dn_2: 0.1646 (0.1693) loss_bbox_dn_3: 0.1576 (0.1632) loss_bbox_dn_4: 0.1579 (0.1617) loss_bbox_dn_5: 0.1579 (0.1618) loss_giou: 0.4689 (0.4747) loss_giou_aux_0: 0.4650 (0.4980) loss_giou_aux_1: 0.4677 (0.4847) loss_giou_aux_2: 0.4618 (0.4782) loss_giou_aux_3: 0.4636 (0.4754) loss_giou_aux_4: 0.4712 (0.4751) loss_giou_aux_5: 0.5271 (0.5603) loss_giou_dn_0: 0.5792 (0.5745) loss_giou_dn_1: 0.4606 (0.4673) loss_giou_dn_2: 0.4248 (0.4367) loss_giou_dn_3: 0.4124 (0.4287) loss_giou_dn_4: 0.4079 (0.4267) loss_giou_dn_5: 0.4081 (0.4269) loss_vfl: 0.6534 (0.6617) loss_vfl_aux_0: 0.7437 (0.7656) loss_vfl_aux_1: 0.7044 (0.7166) loss_vfl_aux_2: 0.6869 (0.6930) loss_vfl_aux_3: 0.6786 (0.6744) loss_vfl_aux_4: 0.6547 (0.6661) loss_vfl_aux_5: 0.7332 (0.7546) loss_vfl_dn_0: 0.4429 (0.4495) loss_vfl_dn_1: 0.3776 (0.3839) loss_vfl_dn_2: 0.3645 (0.3681) loss_vfl_dn_3: 0.3584 (0.3607) loss_vfl_dn_4: 0.3589 (0.3578) loss_vfl_dn_5: 0.3582 (0.3572) time: 0.4886 data: 0.0152 max mem: 5654 Epoch: [50] [ 400/7393] eta: 0:57:37 lr: 0.000010 loss: 15.5856 (15.5926) loss_bbox: 0.1407 (0.1496) loss_bbox_aux_0: 0.1588 (0.1619) loss_bbox_aux_1: 0.1460 (0.1553) loss_bbox_aux_2: 0.1443 (0.1513) loss_bbox_aux_3: 0.1419 (0.1496) loss_bbox_aux_4: 0.1423 (0.1494) loss_bbox_aux_5: 0.1844 (0.1979) loss_bbox_dn_0: 0.2405 (0.2596) loss_bbox_dn_1: 0.1738 (0.1902) loss_bbox_dn_2: 0.1589 (0.1692) loss_bbox_dn_3: 0.1513 (0.1631) loss_bbox_dn_4: 0.1473 (0.1615) loss_bbox_dn_5: 0.1473 (0.1615) loss_giou: 0.4606 (0.4709) loss_giou_aux_0: 0.4664 (0.4936) loss_giou_aux_1: 0.4434 (0.4802) loss_giou_aux_2: 0.4584 (0.4742) loss_giou_aux_3: 0.4467 (0.4714) loss_giou_aux_4: 0.4606 (0.4710) loss_giou_aux_5: 0.5121 (0.5556) loss_giou_dn_0: 0.5494 (0.5726) loss_giou_dn_1: 0.4503 (0.4654) loss_giou_dn_2: 0.4173 (0.4348) loss_giou_dn_3: 0.4058 (0.4266) loss_giou_dn_4: 0.4044 (0.4245) loss_giou_dn_5: 0.4045 (0.4247) loss_vfl: 0.6518 (0.6622) loss_vfl_aux_0: 0.7519 (0.7650) loss_vfl_aux_1: 0.7110 (0.7165) loss_vfl_aux_2: 0.6823 (0.6920) loss_vfl_aux_3: 0.6710 (0.6756) loss_vfl_aux_4: 0.6523 (0.6666) loss_vfl_aux_5: 0.7582 (0.7537) loss_vfl_dn_0: 0.4541 (0.4491) loss_vfl_dn_1: 0.3844 (0.3834) loss_vfl_dn_2: 0.3721 (0.3678) loss_vfl_dn_3: 0.3653 (0.3605) loss_vfl_dn_4: 0.3602 (0.3576) loss_vfl_dn_5: 0.3590 (0.3570) time: 0.4784 data: 0.0152 max mem: 5654 Epoch: [50] [ 500/7393] eta: 0:56:32 lr: 0.000010 loss: 15.2245 (15.5840) loss_bbox: 0.1432 (0.1498) loss_bbox_aux_0: 0.1615 (0.1617) loss_bbox_aux_1: 0.1457 (0.1554) loss_bbox_aux_2: 0.1434 (0.1513) loss_bbox_aux_3: 0.1423 (0.1497) loss_bbox_aux_4: 0.1469 (0.1496) loss_bbox_aux_5: 0.1902 (0.1978) loss_bbox_dn_0: 0.2528 (0.2607) loss_bbox_dn_1: 0.1722 (0.1911) loss_bbox_dn_2: 0.1525 (0.1698) loss_bbox_dn_3: 0.1457 (0.1637) loss_bbox_dn_4: 0.1442 (0.1622) loss_bbox_dn_5: 0.1437 (0.1622) loss_giou: 0.4597 (0.4696) loss_giou_aux_0: 0.4620 (0.4921) loss_giou_aux_1: 0.4518 (0.4787) loss_giou_aux_2: 0.4576 (0.4728) loss_giou_aux_3: 0.4609 (0.4700) loss_giou_aux_4: 0.4602 (0.4697) loss_giou_aux_5: 0.5437 (0.5549) loss_giou_dn_0: 0.5580 (0.5722) loss_giou_dn_1: 0.4541 (0.4651) loss_giou_dn_2: 0.4181 (0.4346) loss_giou_dn_3: 0.4112 (0.4263) loss_giou_dn_4: 0.4085 (0.4242) loss_giou_dn_5: 0.4085 (0.4244) loss_vfl: 0.6457 (0.6618) loss_vfl_aux_0: 0.7436 (0.7656) loss_vfl_aux_1: 0.7000 (0.7164) loss_vfl_aux_2: 0.6794 (0.6919) loss_vfl_aux_3: 0.6661 (0.6755) loss_vfl_aux_4: 0.6520 (0.6660) loss_vfl_aux_5: 0.7496 (0.7527) loss_vfl_dn_0: 0.4467 (0.4490) loss_vfl_dn_1: 0.3775 (0.3832) loss_vfl_dn_2: 0.3650 (0.3676) loss_vfl_dn_3: 0.3592 (0.3601) loss_vfl_dn_4: 0.3575 (0.3573) loss_vfl_dn_5: 0.3564 (0.3567) time: 0.4834 data: 0.0140 max mem: 5654 Epoch: [50] [ 600/7393] eta: 0:55:29 lr: 0.000010 loss: 15.4602 (15.6235) loss_bbox: 0.1489 (0.1510) loss_bbox_aux_0: 0.1610 (0.1629) loss_bbox_aux_1: 0.1485 (0.1562) loss_bbox_aux_2: 0.1488 (0.1524) loss_bbox_aux_3: 0.1481 (0.1508) loss_bbox_aux_4: 0.1514 (0.1509) loss_bbox_aux_5: 0.1930 (0.1983) loss_bbox_dn_0: 0.2591 (0.2601) loss_bbox_dn_1: 0.1927 (0.1910) loss_bbox_dn_2: 0.1708 (0.1702) loss_bbox_dn_3: 0.1620 (0.1640) loss_bbox_dn_4: 0.1610 (0.1625) loss_bbox_dn_5: 0.1611 (0.1625) loss_giou: 0.4767 (0.4742) loss_giou_aux_0: 0.5207 (0.4970) loss_giou_aux_1: 0.4912 (0.4831) loss_giou_aux_2: 0.4829 (0.4778) loss_giou_aux_3: 0.4754 (0.4745) loss_giou_aux_4: 0.4801 (0.4744) loss_giou_aux_5: 0.5696 (0.5594) loss_giou_dn_0: 0.5671 (0.5742) loss_giou_dn_1: 0.4726 (0.4673) loss_giou_dn_2: 0.4413 (0.4368) loss_giou_dn_3: 0.4358 (0.4285) loss_giou_dn_4: 0.4353 (0.4264) loss_giou_dn_5: 0.4357 (0.4266) loss_vfl: 0.6464 (0.6599) loss_vfl_aux_0: 0.7022 (0.7616) loss_vfl_aux_1: 0.6984 (0.7149) loss_vfl_aux_2: 0.6700 (0.6893) loss_vfl_aux_3: 0.6696 (0.6742) loss_vfl_aux_4: 0.6514 (0.6638) loss_vfl_aux_5: 0.7185 (0.7507) loss_vfl_dn_0: 0.4454 (0.4490) loss_vfl_dn_1: 0.3841 (0.3834) loss_vfl_dn_2: 0.3672 (0.3679) loss_vfl_dn_3: 0.3581 (0.3606) loss_vfl_dn_4: 0.3546 (0.3578) loss_vfl_dn_5: 0.3548 (0.3572) time: 0.4824 data: 0.0140 max mem: 5654 Epoch: [50] [ 700/7393] eta: 0:54:32 lr: 0.000010 loss: 15.3104 (15.5985) loss_bbox: 0.1376 (0.1517) loss_bbox_aux_0: 0.1514 (0.1639) loss_bbox_aux_1: 0.1476 (0.1568) loss_bbox_aux_2: 0.1465 (0.1532) loss_bbox_aux_3: 0.1431 (0.1516) loss_bbox_aux_4: 0.1402 (0.1517) loss_bbox_aux_5: 0.1842 (0.1995) loss_bbox_dn_0: 0.2471 (0.2624) loss_bbox_dn_1: 0.1723 (0.1926) loss_bbox_dn_2: 0.1449 (0.1716) loss_bbox_dn_3: 0.1425 (0.1654) loss_bbox_dn_4: 0.1424 (0.1639) loss_bbox_dn_5: 0.1424 (0.1639) loss_giou: 0.4589 (0.4703) loss_giou_aux_0: 0.4706 (0.4934) loss_giou_aux_1: 0.4607 (0.4791) loss_giou_aux_2: 0.4627 (0.4738) loss_giou_aux_3: 0.4622 (0.4705) loss_giou_aux_4: 0.4588 (0.4707) loss_giou_aux_5: 0.5218 (0.5559) loss_giou_dn_0: 0.5637 (0.5717) loss_giou_dn_1: 0.4618 (0.4646) loss_giou_dn_2: 0.4332 (0.4341) loss_giou_dn_3: 0.4270 (0.4257) loss_giou_dn_4: 0.4242 (0.4235) loss_giou_dn_5: 0.4241 (0.4237) loss_vfl: 0.6472 (0.6604) loss_vfl_aux_0: 0.7550 (0.7623) loss_vfl_aux_1: 0.7160 (0.7166) loss_vfl_aux_2: 0.6811 (0.6901) loss_vfl_aux_3: 0.6726 (0.6750) loss_vfl_aux_4: 0.6553 (0.6640) loss_vfl_aux_5: 0.7570 (0.7518) loss_vfl_dn_0: 0.4465 (0.4489) loss_vfl_dn_1: 0.3819 (0.3829) loss_vfl_dn_2: 0.3672 (0.3674) loss_vfl_dn_3: 0.3595 (0.3600) loss_vfl_dn_4: 0.3566 (0.3572) loss_vfl_dn_5: 0.3570 (0.3566) time: 0.4804 data: 0.0137 max mem: 5654 Epoch: [50] [ 800/7393] eta: 0:53:40 lr: 0.000010 loss: 15.5539 (15.6057) loss_bbox: 0.1524 (0.1522) loss_bbox_aux_0: 0.1591 (0.1644) loss_bbox_aux_1: 0.1643 (0.1573) loss_bbox_aux_2: 0.1540 (0.1537) loss_bbox_aux_3: 0.1441 (0.1519) loss_bbox_aux_4: 0.1493 (0.1522) loss_bbox_aux_5: 0.2135 (0.2003) loss_bbox_dn_0: 0.2630 (0.2641) loss_bbox_dn_1: 0.1888 (0.1938) loss_bbox_dn_2: 0.1740 (0.1729) loss_bbox_dn_3: 0.1713 (0.1668) loss_bbox_dn_4: 0.1701 (0.1652) loss_bbox_dn_5: 0.1701 (0.1652) loss_giou: 0.4409 (0.4686) loss_giou_aux_0: 0.4549 (0.4918) loss_giou_aux_1: 0.4506 (0.4776) loss_giou_aux_2: 0.4483 (0.4723) loss_giou_aux_3: 0.4403 (0.4687) loss_giou_aux_4: 0.4415 (0.4691) loss_giou_aux_5: 0.5010 (0.5547) loss_giou_dn_0: 0.5342 (0.5706) loss_giou_dn_1: 0.4275 (0.4635) loss_giou_dn_2: 0.3965 (0.4331) loss_giou_dn_3: 0.3918 (0.4248) loss_giou_dn_4: 0.3897 (0.4227) loss_giou_dn_5: 0.3900 (0.4229) loss_vfl: 0.6817 (0.6619) loss_vfl_aux_0: 0.8155 (0.7643) loss_vfl_aux_1: 0.7618 (0.7183) loss_vfl_aux_2: 0.7184 (0.6913) loss_vfl_aux_3: 0.7112 (0.6766) loss_vfl_aux_4: 0.6989 (0.6655) loss_vfl_aux_5: 0.7927 (0.7537) loss_vfl_dn_0: 0.4506 (0.4493) loss_vfl_dn_1: 0.3809 (0.3831) loss_vfl_dn_2: 0.3666 (0.3674) loss_vfl_dn_3: 0.3593 (0.3601) loss_vfl_dn_4: 0.3561 (0.3572) loss_vfl_dn_5: 0.3548 (0.3566) time: 0.4988 data: 0.0149 max mem: 5654 Epoch: [50] [ 900/7393] eta: 0:52:45 lr: 0.000010 loss: 15.4775 (15.6236) loss_bbox: 0.1568 (0.1523) loss_bbox_aux_0: 0.1786 (0.1645) loss_bbox_aux_1: 0.1666 (0.1574) loss_bbox_aux_2: 0.1514 (0.1538) loss_bbox_aux_3: 0.1594 (0.1522) loss_bbox_aux_4: 0.1567 (0.1523) loss_bbox_aux_5: 0.2076 (0.2004) loss_bbox_dn_0: 0.2717 (0.2646) loss_bbox_dn_1: 0.2083 (0.1942) loss_bbox_dn_2: 0.1909 (0.1733) loss_bbox_dn_3: 0.1869 (0.1672) loss_bbox_dn_4: 0.1838 (0.1657) loss_bbox_dn_5: 0.1837 (0.1657) loss_giou: 0.4156 (0.4687) loss_giou_aux_0: 0.4531 (0.4919) loss_giou_aux_1: 0.4222 (0.4776) loss_giou_aux_2: 0.4137 (0.4724) loss_giou_aux_3: 0.4114 (0.4690) loss_giou_aux_4: 0.4103 (0.4691) loss_giou_aux_5: 0.4986 (0.5551) loss_giou_dn_0: 0.5571 (0.5714) loss_giou_dn_1: 0.4362 (0.4642) loss_giou_dn_2: 0.4047 (0.4339) loss_giou_dn_3: 0.3947 (0.4255) loss_giou_dn_4: 0.3936 (0.4234) loss_giou_dn_5: 0.3938 (0.4236) loss_vfl: 0.6662 (0.6629) loss_vfl_aux_0: 0.7549 (0.7656) loss_vfl_aux_1: 0.6962 (0.7191) loss_vfl_aux_2: 0.6836 (0.6920) loss_vfl_aux_3: 0.6826 (0.6776) loss_vfl_aux_4: 0.6695 (0.6665) loss_vfl_aux_5: 0.7479 (0.7546) loss_vfl_dn_0: 0.4517 (0.4496) loss_vfl_dn_1: 0.3837 (0.3835) loss_vfl_dn_2: 0.3680 (0.3677) loss_vfl_dn_3: 0.3626 (0.3604) loss_vfl_dn_4: 0.3596 (0.3575) loss_vfl_dn_5: 0.3601 (0.3569) time: 0.4717 data: 0.0142 max mem: 5654 Epoch: [50] [1000/7393] eta: 0:51:54 lr: 0.000010 loss: 15.1129 (15.6129) loss_bbox: 0.1358 (0.1521) loss_bbox_aux_0: 0.1453 (0.1645) loss_bbox_aux_1: 0.1377 (0.1573) loss_bbox_aux_2: 0.1375 (0.1537) loss_bbox_aux_3: 0.1375 (0.1520) loss_bbox_aux_4: 0.1372 (0.1522) loss_bbox_aux_5: 0.1746 (0.2006) loss_bbox_dn_0: 0.2318 (0.2650) loss_bbox_dn_1: 0.1680 (0.1945) loss_bbox_dn_2: 0.1559 (0.1735) loss_bbox_dn_3: 0.1506 (0.1673) loss_bbox_dn_4: 0.1499 (0.1658) loss_bbox_dn_5: 0.1499 (0.1658) loss_giou: 0.4498 (0.4669) loss_giou_aux_0: 0.4761 (0.4904) loss_giou_aux_1: 0.4703 (0.4760) loss_giou_aux_2: 0.4553 (0.4708) loss_giou_aux_3: 0.4502 (0.4671) loss_giou_aux_4: 0.4499 (0.4674) loss_giou_aux_5: 0.5472 (0.5537) loss_giou_dn_0: 0.5663 (0.5705) loss_giou_dn_1: 0.4569 (0.4632) loss_giou_dn_2: 0.4275 (0.4329) loss_giou_dn_3: 0.4232 (0.4245) loss_giou_dn_4: 0.4194 (0.4223) loss_giou_dn_5: 0.4196 (0.4225) loss_vfl: 0.6507 (0.6639) loss_vfl_aux_0: 0.7528 (0.7668) loss_vfl_aux_1: 0.7096 (0.7201) loss_vfl_aux_2: 0.6706 (0.6929) loss_vfl_aux_3: 0.6503 (0.6788) loss_vfl_aux_4: 0.6575 (0.6674) loss_vfl_aux_5: 0.7136 (0.7549) loss_vfl_dn_0: 0.4428 (0.4497) loss_vfl_dn_1: 0.3865 (0.3835) loss_vfl_dn_2: 0.3669 (0.3677) loss_vfl_dn_3: 0.3586 (0.3603) loss_vfl_dn_4: 0.3576 (0.3575) loss_vfl_dn_5: 0.3581 (0.3569) time: 0.4853 data: 0.0143 max mem: 5654 Epoch: [50] [1100/7393] eta: 0:50:58 lr: 0.000010 loss: 15.3473 (15.6167) loss_bbox: 0.1526 (0.1519) loss_bbox_aux_0: 0.1761 (0.1643) loss_bbox_aux_1: 0.1661 (0.1571) loss_bbox_aux_2: 0.1505 (0.1535) loss_bbox_aux_3: 0.1544 (0.1518) loss_bbox_aux_4: 0.1516 (0.1520) loss_bbox_aux_5: 0.2163 (0.2006) loss_bbox_dn_0: 0.3086 (0.2645) loss_bbox_dn_1: 0.2334 (0.1942) loss_bbox_dn_2: 0.1961 (0.1733) loss_bbox_dn_3: 0.1892 (0.1671) loss_bbox_dn_4: 0.1868 (0.1656) loss_bbox_dn_5: 0.1868 (0.1656) loss_giou: 0.4173 (0.4671) loss_giou_aux_0: 0.4360 (0.4906) loss_giou_aux_1: 0.4318 (0.4764) loss_giou_aux_2: 0.4249 (0.4710) loss_giou_aux_3: 0.4190 (0.4674) loss_giou_aux_4: 0.4181 (0.4675) loss_giou_aux_5: 0.4971 (0.5540) loss_giou_dn_0: 0.5737 (0.5708) loss_giou_dn_1: 0.4697 (0.4636) loss_giou_dn_2: 0.4382 (0.4331) loss_giou_dn_3: 0.4279 (0.4248) loss_giou_dn_4: 0.4245 (0.4226) loss_giou_dn_5: 0.4245 (0.4228) loss_vfl: 0.6885 (0.6646) loss_vfl_aux_0: 0.7979 (0.7669) loss_vfl_aux_1: 0.7394 (0.7200) loss_vfl_aux_2: 0.7148 (0.6935) loss_vfl_aux_3: 0.7110 (0.6793) loss_vfl_aux_4: 0.6854 (0.6683) loss_vfl_aux_5: 0.7468 (0.7546) loss_vfl_dn_0: 0.4513 (0.4497) loss_vfl_dn_1: 0.3821 (0.3836) loss_vfl_dn_2: 0.3639 (0.3677) loss_vfl_dn_3: 0.3573 (0.3604) loss_vfl_dn_4: 0.3526 (0.3576) loss_vfl_dn_5: 0.3532 (0.3570) time: 0.4737 data: 0.0145 max mem: 5654 Epoch: [50] [1200/7393] eta: 0:50:09 lr: 0.000010 loss: 15.7110 (15.6043) loss_bbox: 0.1478 (0.1516) loss_bbox_aux_0: 0.1724 (0.1639) loss_bbox_aux_1: 0.1672 (0.1568) loss_bbox_aux_2: 0.1487 (0.1531) loss_bbox_aux_3: 0.1457 (0.1515) loss_bbox_aux_4: 0.1457 (0.1517) loss_bbox_aux_5: 0.1973 (0.2002) loss_bbox_dn_0: 0.2903 (0.2638) loss_bbox_dn_1: 0.2129 (0.1936) loss_bbox_dn_2: 0.1951 (0.1727) loss_bbox_dn_3: 0.1886 (0.1667) loss_bbox_dn_4: 0.1875 (0.1652) loss_bbox_dn_5: 0.1875 (0.1652) loss_giou: 0.4213 (0.4667) loss_giou_aux_0: 0.4446 (0.4899) loss_giou_aux_1: 0.4329 (0.4760) loss_giou_aux_2: 0.4244 (0.4704) loss_giou_aux_3: 0.4263 (0.4670) loss_giou_aux_4: 0.4207 (0.4669) loss_giou_aux_5: 0.4937 (0.5533) loss_giou_dn_0: 0.5248 (0.5702) loss_giou_dn_1: 0.4153 (0.4631) loss_giou_dn_2: 0.3871 (0.4326) loss_giou_dn_3: 0.3753 (0.4243) loss_giou_dn_4: 0.3709 (0.4222) loss_giou_dn_5: 0.3709 (0.4223) loss_vfl: 0.6797 (0.6648) loss_vfl_aux_0: 0.7776 (0.7669) loss_vfl_aux_1: 0.7294 (0.7199) loss_vfl_aux_2: 0.7292 (0.6939) loss_vfl_aux_3: 0.6928 (0.6793) loss_vfl_aux_4: 0.6876 (0.6688) loss_vfl_aux_5: 0.7822 (0.7549) loss_vfl_dn_0: 0.4494 (0.4494) loss_vfl_dn_1: 0.3790 (0.3833) loss_vfl_dn_2: 0.3656 (0.3674) loss_vfl_dn_3: 0.3570 (0.3602) loss_vfl_dn_4: 0.3537 (0.3574) loss_vfl_dn_5: 0.3528 (0.3568) time: 0.4968 data: 0.0139 max mem: 5654 Epoch: [50] [1300/7393] eta: 0:49:18 lr: 0.000010 loss: 15.0008 (15.6010) loss_bbox: 0.1481 (0.1509) loss_bbox_aux_0: 0.1592 (0.1633) loss_bbox_aux_1: 0.1485 (0.1561) loss_bbox_aux_2: 0.1481 (0.1524) loss_bbox_aux_3: 0.1491 (0.1509) loss_bbox_aux_4: 0.1456 (0.1509) loss_bbox_aux_5: 0.1881 (0.1993) loss_bbox_dn_0: 0.2343 (0.2625) loss_bbox_dn_1: 0.1822 (0.1926) loss_bbox_dn_2: 0.1707 (0.1719) loss_bbox_dn_3: 0.1637 (0.1658) loss_bbox_dn_4: 0.1607 (0.1644) loss_bbox_dn_5: 0.1607 (0.1644) loss_giou: 0.4134 (0.4674) loss_giou_aux_0: 0.4369 (0.4907) loss_giou_aux_1: 0.4190 (0.4769) loss_giou_aux_2: 0.4244 (0.4713) loss_giou_aux_3: 0.4247 (0.4678) loss_giou_aux_4: 0.4129 (0.4676) loss_giou_aux_5: 0.5108 (0.5542) loss_giou_dn_0: 0.5442 (0.5710) loss_giou_dn_1: 0.4296 (0.4639) loss_giou_dn_2: 0.4038 (0.4334) loss_giou_dn_3: 0.3955 (0.4250) loss_giou_dn_4: 0.3937 (0.4229) loss_giou_dn_5: 0.3940 (0.4231) loss_vfl: 0.6587 (0.6646) loss_vfl_aux_0: 0.7683 (0.7661) loss_vfl_aux_1: 0.7166 (0.7192) loss_vfl_aux_2: 0.6850 (0.6934) loss_vfl_aux_3: 0.6691 (0.6789) loss_vfl_aux_4: 0.6594 (0.6687) loss_vfl_aux_5: 0.7470 (0.7542) loss_vfl_dn_0: 0.4427 (0.4493) loss_vfl_dn_1: 0.3809 (0.3833) loss_vfl_dn_2: 0.3618 (0.3676) loss_vfl_dn_3: 0.3571 (0.3603) loss_vfl_dn_4: 0.3522 (0.3576) loss_vfl_dn_5: 0.3518 (0.3570) time: 0.4831 data: 0.0137 max mem: 5654 Epoch: [50] [1400/7393] eta: 0:48:28 lr: 0.000010 loss: 14.9323 (15.5952) loss_bbox: 0.1509 (0.1509) loss_bbox_aux_0: 0.1601 (0.1631) loss_bbox_aux_1: 0.1480 (0.1560) loss_bbox_aux_2: 0.1460 (0.1523) loss_bbox_aux_3: 0.1468 (0.1509) loss_bbox_aux_4: 0.1522 (0.1509) loss_bbox_aux_5: 0.1951 (0.1992) loss_bbox_dn_0: 0.2592 (0.2625) loss_bbox_dn_1: 0.1813 (0.1926) loss_bbox_dn_2: 0.1627 (0.1720) loss_bbox_dn_3: 0.1556 (0.1659) loss_bbox_dn_4: 0.1547 (0.1644) loss_bbox_dn_5: 0.1547 (0.1644) loss_giou: 0.4294 (0.4668) loss_giou_aux_0: 0.4286 (0.4900) loss_giou_aux_1: 0.4086 (0.4762) loss_giou_aux_2: 0.4218 (0.4706) loss_giou_aux_3: 0.4246 (0.4673) loss_giou_aux_4: 0.4240 (0.4670) loss_giou_aux_5: 0.4853 (0.5537) loss_giou_dn_0: 0.5461 (0.5708) loss_giou_dn_1: 0.4333 (0.4638) loss_giou_dn_2: 0.4010 (0.4333) loss_giou_dn_3: 0.3976 (0.4249) loss_giou_dn_4: 0.3952 (0.4228) loss_giou_dn_5: 0.3957 (0.4230) loss_vfl: 0.6460 (0.6647) loss_vfl_aux_0: 0.7673 (0.7660) loss_vfl_aux_1: 0.7090 (0.7191) loss_vfl_aux_2: 0.6817 (0.6932) loss_vfl_aux_3: 0.6703 (0.6787) loss_vfl_aux_4: 0.6537 (0.6687) loss_vfl_aux_5: 0.7689 (0.7544) loss_vfl_dn_0: 0.4466 (0.4493) loss_vfl_dn_1: 0.3789 (0.3833) loss_vfl_dn_2: 0.3593 (0.3676) loss_vfl_dn_3: 0.3517 (0.3602) loss_vfl_dn_4: 0.3496 (0.3576) loss_vfl_dn_5: 0.3492 (0.3569) time: 0.4866 data: 0.0141 max mem: 5654 Epoch: [50] [1500/7393] eta: 0:47:39 lr: 0.000010 loss: 15.1944 (15.5915) loss_bbox: 0.1374 (0.1505) loss_bbox_aux_0: 0.1590 (0.1630) loss_bbox_aux_1: 0.1432 (0.1557) loss_bbox_aux_2: 0.1417 (0.1521) loss_bbox_aux_3: 0.1420 (0.1505) loss_bbox_aux_4: 0.1386 (0.1505) loss_bbox_aux_5: 0.1867 (0.1992) loss_bbox_dn_0: 0.2648 (0.2631) loss_bbox_dn_1: 0.1872 (0.1929) loss_bbox_dn_2: 0.1595 (0.1722) loss_bbox_dn_3: 0.1569 (0.1662) loss_bbox_dn_4: 0.1569 (0.1647) loss_bbox_dn_5: 0.1569 (0.1647) loss_giou: 0.4310 (0.4661) loss_giou_aux_0: 0.4557 (0.4896) loss_giou_aux_1: 0.4371 (0.4757) loss_giou_aux_2: 0.4453 (0.4701) loss_giou_aux_3: 0.4359 (0.4666) loss_giou_aux_4: 0.4335 (0.4663) loss_giou_aux_5: 0.5399 (0.5534) loss_giou_dn_0: 0.5463 (0.5707) loss_giou_dn_1: 0.4338 (0.4636) loss_giou_dn_2: 0.4026 (0.4330) loss_giou_dn_3: 0.3929 (0.4247) loss_giou_dn_4: 0.3886 (0.4225) loss_giou_dn_5: 0.3888 (0.4227) loss_vfl: 0.6663 (0.6654) loss_vfl_aux_0: 0.7702 (0.7661) loss_vfl_aux_1: 0.7232 (0.7194) loss_vfl_aux_2: 0.6788 (0.6934) loss_vfl_aux_3: 0.6609 (0.6791) loss_vfl_aux_4: 0.6843 (0.6694) loss_vfl_aux_5: 0.7450 (0.7546) loss_vfl_dn_0: 0.4468 (0.4492) loss_vfl_dn_1: 0.3753 (0.3831) loss_vfl_dn_2: 0.3612 (0.3673) loss_vfl_dn_3: 0.3533 (0.3600) loss_vfl_dn_4: 0.3509 (0.3574) loss_vfl_dn_5: 0.3490 (0.3567) time: 0.4842 data: 0.0135 max mem: 5654 Epoch: [50] [1600/7393] eta: 0:46:48 lr: 0.000010 loss: 15.3443 (15.5779) loss_bbox: 0.1343 (0.1502) loss_bbox_aux_0: 0.1472 (0.1628) loss_bbox_aux_1: 0.1416 (0.1555) loss_bbox_aux_2: 0.1346 (0.1519) loss_bbox_aux_3: 0.1326 (0.1502) loss_bbox_aux_4: 0.1343 (0.1502) loss_bbox_aux_5: 0.1832 (0.1989) loss_bbox_dn_0: 0.2462 (0.2627) loss_bbox_dn_1: 0.1719 (0.1926) loss_bbox_dn_2: 0.1477 (0.1718) loss_bbox_dn_3: 0.1429 (0.1658) loss_bbox_dn_4: 0.1413 (0.1643) loss_bbox_dn_5: 0.1413 (0.1643) loss_giou: 0.4437 (0.4655) loss_giou_aux_0: 0.4773 (0.4889) loss_giou_aux_1: 0.4630 (0.4751) loss_giou_aux_2: 0.4602 (0.4695) loss_giou_aux_3: 0.4477 (0.4661) loss_giou_aux_4: 0.4496 (0.4656) loss_giou_aux_5: 0.5347 (0.5528) loss_giou_dn_0: 0.5601 (0.5703) loss_giou_dn_1: 0.4601 (0.4632) loss_giou_dn_2: 0.4263 (0.4326) loss_giou_dn_3: 0.4173 (0.4242) loss_giou_dn_4: 0.4172 (0.4221) loss_giou_dn_5: 0.4171 (0.4223) loss_vfl: 0.6648 (0.6653) loss_vfl_aux_0: 0.7488 (0.7659) loss_vfl_aux_1: 0.7159 (0.7191) loss_vfl_aux_2: 0.6967 (0.6931) loss_vfl_aux_3: 0.6826 (0.6788) loss_vfl_aux_4: 0.6715 (0.6693) loss_vfl_aux_5: 0.7407 (0.7543) loss_vfl_dn_0: 0.4467 (0.4490) loss_vfl_dn_1: 0.3816 (0.3830) loss_vfl_dn_2: 0.3688 (0.3672) loss_vfl_dn_3: 0.3594 (0.3599) loss_vfl_dn_4: 0.3588 (0.3572) loss_vfl_dn_5: 0.3562 (0.3565) time: 0.4836 data: 0.0137 max mem: 5654 Epoch: [50] [1700/7393] eta: 0:45:59 lr: 0.000010 loss: 15.3998 (15.5860) loss_bbox: 0.1513 (0.1501) loss_bbox_aux_0: 0.1544 (0.1628) loss_bbox_aux_1: 0.1505 (0.1555) loss_bbox_aux_2: 0.1526 (0.1519) loss_bbox_aux_3: 0.1422 (0.1501) loss_bbox_aux_4: 0.1441 (0.1501) loss_bbox_aux_5: 0.1979 (0.1989) loss_bbox_dn_0: 0.2331 (0.2622) loss_bbox_dn_1: 0.1741 (0.1922) loss_bbox_dn_2: 0.1546 (0.1716) loss_bbox_dn_3: 0.1521 (0.1655) loss_bbox_dn_4: 0.1514 (0.1641) loss_bbox_dn_5: 0.1515 (0.1641) loss_giou: 0.4774 (0.4669) loss_giou_aux_0: 0.5040 (0.4903) loss_giou_aux_1: 0.4880 (0.4766) loss_giou_aux_2: 0.4651 (0.4709) loss_giou_aux_3: 0.4734 (0.4674) loss_giou_aux_4: 0.4780 (0.4671) loss_giou_aux_5: 0.5619 (0.5541) loss_giou_dn_0: 0.5806 (0.5710) loss_giou_dn_1: 0.4650 (0.4639) loss_giou_dn_2: 0.4477 (0.4334) loss_giou_dn_3: 0.4423 (0.4250) loss_giou_dn_4: 0.4386 (0.4229) loss_giou_dn_5: 0.4389 (0.4230) loss_vfl: 0.6474 (0.6647) loss_vfl_aux_0: 0.7375 (0.7652) loss_vfl_aux_1: 0.6814 (0.7181) loss_vfl_aux_2: 0.6730 (0.6924) loss_vfl_aux_3: 0.6562 (0.6782) loss_vfl_aux_4: 0.6548 (0.6687) loss_vfl_aux_5: 0.7255 (0.7535) loss_vfl_dn_0: 0.4467 (0.4490) loss_vfl_dn_1: 0.3836 (0.3831) loss_vfl_dn_2: 0.3654 (0.3673) loss_vfl_dn_3: 0.3591 (0.3600) loss_vfl_dn_4: 0.3553 (0.3573) loss_vfl_dn_5: 0.3566 (0.3567) time: 0.4831 data: 0.0139 max mem: 5654 Epoch: [50] [1800/7393] eta: 0:45:09 lr: 0.000010 loss: 15.1984 (15.6009) loss_bbox: 0.1548 (0.1504) loss_bbox_aux_0: 0.1708 (0.1632) loss_bbox_aux_1: 0.1510 (0.1559) loss_bbox_aux_2: 0.1534 (0.1523) loss_bbox_aux_3: 0.1563 (0.1504) loss_bbox_aux_4: 0.1547 (0.1505) loss_bbox_aux_5: 0.2057 (0.1993) loss_bbox_dn_0: 0.2561 (0.2624) loss_bbox_dn_1: 0.1867 (0.1924) loss_bbox_dn_2: 0.1618 (0.1717) loss_bbox_dn_3: 0.1546 (0.1657) loss_bbox_dn_4: 0.1553 (0.1642) loss_bbox_dn_5: 0.1553 (0.1643) loss_giou: 0.4648 (0.4681) loss_giou_aux_0: 0.4785 (0.4916) loss_giou_aux_1: 0.4763 (0.4779) loss_giou_aux_2: 0.4632 (0.4722) loss_giou_aux_3: 0.4606 (0.4687) loss_giou_aux_4: 0.4640 (0.4683) loss_giou_aux_5: 0.5380 (0.5554) loss_giou_dn_0: 0.5561 (0.5717) loss_giou_dn_1: 0.4629 (0.4644) loss_giou_dn_2: 0.4330 (0.4339) loss_giou_dn_3: 0.4265 (0.4256) loss_giou_dn_4: 0.4238 (0.4234) loss_giou_dn_5: 0.4240 (0.4236) loss_vfl: 0.6567 (0.6647) loss_vfl_aux_0: 0.7459 (0.7649) loss_vfl_aux_1: 0.7008 (0.7176) loss_vfl_aux_2: 0.6829 (0.6922) loss_vfl_aux_3: 0.6633 (0.6781) loss_vfl_aux_4: 0.6504 (0.6686) loss_vfl_aux_5: 0.7278 (0.7530) loss_vfl_dn_0: 0.4505 (0.4491) loss_vfl_dn_1: 0.3811 (0.3833) loss_vfl_dn_2: 0.3653 (0.3675) loss_vfl_dn_3: 0.3581 (0.3602) loss_vfl_dn_4: 0.3557 (0.3576) loss_vfl_dn_5: 0.3560 (0.3569) time: 0.4856 data: 0.0142 max mem: 5654 Epoch: [50] [1900/7393] eta: 0:44:21 lr: 0.000010 loss: 15.9549 (15.6085) loss_bbox: 0.1472 (0.1505) loss_bbox_aux_0: 0.1621 (0.1631) loss_bbox_aux_1: 0.1505 (0.1558) loss_bbox_aux_2: 0.1472 (0.1524) loss_bbox_aux_3: 0.1492 (0.1505) loss_bbox_aux_4: 0.1467 (0.1505) loss_bbox_aux_5: 0.1885 (0.1992) loss_bbox_dn_0: 0.2459 (0.2622) loss_bbox_dn_1: 0.1819 (0.1922) loss_bbox_dn_2: 0.1681 (0.1717) loss_bbox_dn_3: 0.1645 (0.1657) loss_bbox_dn_4: 0.1648 (0.1642) loss_bbox_dn_5: 0.1647 (0.1642) loss_giou: 0.5101 (0.4687) loss_giou_aux_0: 0.5326 (0.4922) loss_giou_aux_1: 0.5223 (0.4785) loss_giou_aux_2: 0.5137 (0.4728) loss_giou_aux_3: 0.5081 (0.4693) loss_giou_aux_4: 0.5108 (0.4689) loss_giou_aux_5: 0.5923 (0.5559) loss_giou_dn_0: 0.5903 (0.5721) loss_giou_dn_1: 0.4858 (0.4649) loss_giou_dn_2: 0.4509 (0.4343) loss_giou_dn_3: 0.4433 (0.4260) loss_giou_dn_4: 0.4424 (0.4239) loss_giou_dn_5: 0.4428 (0.4240) loss_vfl: 0.6425 (0.6648) loss_vfl_aux_0: 0.7669 (0.7651) loss_vfl_aux_1: 0.7228 (0.7179) loss_vfl_aux_2: 0.6707 (0.6919) loss_vfl_aux_3: 0.6619 (0.6781) loss_vfl_aux_4: 0.6506 (0.6686) loss_vfl_aux_5: 0.7658 (0.7531) loss_vfl_dn_0: 0.4537 (0.4491) loss_vfl_dn_1: 0.3861 (0.3835) loss_vfl_dn_2: 0.3698 (0.3676) loss_vfl_dn_3: 0.3635 (0.3603) loss_vfl_dn_4: 0.3624 (0.3577) loss_vfl_dn_5: 0.3629 (0.3570) time: 0.4814 data: 0.0143 max mem: 5654 Epoch: [50] [2000/7393] eta: 0:43:32 lr: 0.000010 loss: 15.6160 (15.6181) loss_bbox: 0.1509 (0.1503) loss_bbox_aux_0: 0.1634 (0.1631) loss_bbox_aux_1: 0.1509 (0.1557) loss_bbox_aux_2: 0.1509 (0.1523) loss_bbox_aux_3: 0.1459 (0.1504) loss_bbox_aux_4: 0.1496 (0.1504) loss_bbox_aux_5: 0.2062 (0.1990) loss_bbox_dn_0: 0.2414 (0.2618) loss_bbox_dn_1: 0.1823 (0.1921) loss_bbox_dn_2: 0.1659 (0.1716) loss_bbox_dn_3: 0.1594 (0.1656) loss_bbox_dn_4: 0.1534 (0.1641) loss_bbox_dn_5: 0.1531 (0.1641) loss_giou: 0.4358 (0.4695) loss_giou_aux_0: 0.4711 (0.4931) loss_giou_aux_1: 0.4448 (0.4793) loss_giou_aux_2: 0.4462 (0.4737) loss_giou_aux_3: 0.4417 (0.4703) loss_giou_aux_4: 0.4414 (0.4698) loss_giou_aux_5: 0.5455 (0.5568) loss_giou_dn_0: 0.5674 (0.5728) loss_giou_dn_1: 0.4469 (0.4657) loss_giou_dn_2: 0.4139 (0.4351) loss_giou_dn_3: 0.4070 (0.4268) loss_giou_dn_4: 0.4048 (0.4247) loss_giou_dn_5: 0.4063 (0.4249) loss_vfl: 0.6632 (0.6649) loss_vfl_aux_0: 0.7558 (0.7649) loss_vfl_aux_1: 0.7209 (0.7178) loss_vfl_aux_2: 0.6781 (0.6918) loss_vfl_aux_3: 0.6552 (0.6779) loss_vfl_aux_4: 0.6585 (0.6686) loss_vfl_aux_5: 0.7237 (0.7528) loss_vfl_dn_0: 0.4437 (0.4492) loss_vfl_dn_1: 0.3754 (0.3837) loss_vfl_dn_2: 0.3588 (0.3678) loss_vfl_dn_3: 0.3512 (0.3605) loss_vfl_dn_4: 0.3501 (0.3579) loss_vfl_dn_5: 0.3501 (0.3572) time: 0.4811 data: 0.0140 max mem: 5654 Epoch: [50] [2100/7393] eta: 0:42:42 lr: 0.000010 loss: 15.1567 (15.6111) loss_bbox: 0.1324 (0.1502) loss_bbox_aux_0: 0.1467 (0.1630) loss_bbox_aux_1: 0.1423 (0.1556) loss_bbox_aux_2: 0.1350 (0.1522) loss_bbox_aux_3: 0.1349 (0.1504) loss_bbox_aux_4: 0.1337 (0.1503) loss_bbox_aux_5: 0.1942 (0.1991) loss_bbox_dn_0: 0.2450 (0.2619) loss_bbox_dn_1: 0.1802 (0.1921) loss_bbox_dn_2: 0.1536 (0.1716) loss_bbox_dn_3: 0.1463 (0.1656) loss_bbox_dn_4: 0.1434 (0.1641) loss_bbox_dn_5: 0.1434 (0.1642) loss_giou: 0.4100 (0.4689) loss_giou_aux_0: 0.4318 (0.4925) loss_giou_aux_1: 0.4131 (0.4787) loss_giou_aux_2: 0.4106 (0.4731) loss_giou_aux_3: 0.4090 (0.4697) loss_giou_aux_4: 0.4097 (0.4691) loss_giou_aux_5: 0.5084 (0.5562) loss_giou_dn_0: 0.5425 (0.5726) loss_giou_dn_1: 0.4359 (0.4654) loss_giou_dn_2: 0.4020 (0.4348) loss_giou_dn_3: 0.3945 (0.4265) loss_giou_dn_4: 0.3923 (0.4244) loss_giou_dn_5: 0.3923 (0.4245) loss_vfl: 0.6876 (0.6648) loss_vfl_aux_0: 0.7502 (0.7647) loss_vfl_aux_1: 0.7460 (0.7180) loss_vfl_aux_2: 0.6869 (0.6918) loss_vfl_aux_3: 0.6729 (0.6779) loss_vfl_aux_4: 0.6855 (0.6685) loss_vfl_aux_5: 0.7441 (0.7525) loss_vfl_dn_0: 0.4457 (0.4492) loss_vfl_dn_1: 0.3792 (0.3837) loss_vfl_dn_2: 0.3583 (0.3678) loss_vfl_dn_3: 0.3516 (0.3605) loss_vfl_dn_4: 0.3495 (0.3579) loss_vfl_dn_5: 0.3493 (0.3572) time: 0.4750 data: 0.0145 max mem: 5654 Epoch: [50] [2200/7393] eta: 0:41:53 lr: 0.000010 loss: 15.2295 (15.6081) loss_bbox: 0.1328 (0.1502) loss_bbox_aux_0: 0.1497 (0.1629) loss_bbox_aux_1: 0.1392 (0.1555) loss_bbox_aux_2: 0.1342 (0.1521) loss_bbox_aux_3: 0.1352 (0.1503) loss_bbox_aux_4: 0.1379 (0.1503) loss_bbox_aux_5: 0.1927 (0.1989) loss_bbox_dn_0: 0.2626 (0.2618) loss_bbox_dn_1: 0.1866 (0.1920) loss_bbox_dn_2: 0.1672 (0.1715) loss_bbox_dn_3: 0.1629 (0.1656) loss_bbox_dn_4: 0.1616 (0.1641) loss_bbox_dn_5: 0.1616 (0.1641) loss_giou: 0.4303 (0.4686) loss_giou_aux_0: 0.4508 (0.4923) loss_giou_aux_1: 0.4296 (0.4784) loss_giou_aux_2: 0.4262 (0.4728) loss_giou_aux_3: 0.4276 (0.4694) loss_giou_aux_4: 0.4311 (0.4689) loss_giou_aux_5: 0.5233 (0.5558) loss_giou_dn_0: 0.5611 (0.5725) loss_giou_dn_1: 0.4481 (0.4652) loss_giou_dn_2: 0.4146 (0.4346) loss_giou_dn_3: 0.4059 (0.4263) loss_giou_dn_4: 0.4039 (0.4242) loss_giou_dn_5: 0.4038 (0.4244) loss_vfl: 0.6743 (0.6648) loss_vfl_aux_0: 0.7825 (0.7647) loss_vfl_aux_1: 0.7377 (0.7181) loss_vfl_aux_2: 0.7203 (0.6919) loss_vfl_aux_3: 0.6815 (0.6779) loss_vfl_aux_4: 0.6718 (0.6686) loss_vfl_aux_5: 0.7596 (0.7527) loss_vfl_dn_0: 0.4511 (0.4492) loss_vfl_dn_1: 0.3837 (0.3838) loss_vfl_dn_2: 0.3712 (0.3679) loss_vfl_dn_3: 0.3600 (0.3606) loss_vfl_dn_4: 0.3614 (0.3580) loss_vfl_dn_5: 0.3593 (0.3573) time: 0.4832 data: 0.0144 max mem: 5654 Epoch: [50] [2300/7393] eta: 0:41:04 lr: 0.000010 loss: 14.9778 (15.6029) loss_bbox: 0.1377 (0.1499) loss_bbox_aux_0: 0.1503 (0.1627) loss_bbox_aux_1: 0.1457 (0.1551) loss_bbox_aux_2: 0.1404 (0.1518) loss_bbox_aux_3: 0.1395 (0.1500) loss_bbox_aux_4: 0.1384 (0.1500) loss_bbox_aux_5: 0.1934 (0.1987) loss_bbox_dn_0: 0.2713 (0.2615) loss_bbox_dn_1: 0.2026 (0.1917) loss_bbox_dn_2: 0.1709 (0.1712) loss_bbox_dn_3: 0.1627 (0.1653) loss_bbox_dn_4: 0.1616 (0.1638) loss_bbox_dn_5: 0.1614 (0.1639) loss_giou: 0.4268 (0.4689) loss_giou_aux_0: 0.4571 (0.4926) loss_giou_aux_1: 0.4470 (0.4786) loss_giou_aux_2: 0.4400 (0.4731) loss_giou_aux_3: 0.4267 (0.4697) loss_giou_aux_4: 0.4297 (0.4691) loss_giou_aux_5: 0.5196 (0.5559) loss_giou_dn_0: 0.5686 (0.5726) loss_giou_dn_1: 0.4407 (0.4653) loss_giou_dn_2: 0.4091 (0.4347) loss_giou_dn_3: 0.3988 (0.4264) loss_giou_dn_4: 0.3962 (0.4243) loss_giou_dn_5: 0.3961 (0.4244) loss_vfl: 0.6490 (0.6643) loss_vfl_aux_0: 0.7561 (0.7644) loss_vfl_aux_1: 0.7020 (0.7177) loss_vfl_aux_2: 0.6711 (0.6914) loss_vfl_aux_3: 0.6635 (0.6773) loss_vfl_aux_4: 0.6612 (0.6681) loss_vfl_aux_5: 0.7490 (0.7523) loss_vfl_dn_0: 0.4509 (0.4491) loss_vfl_dn_1: 0.3765 (0.3837) loss_vfl_dn_2: 0.3586 (0.3678) loss_vfl_dn_3: 0.3554 (0.3605) loss_vfl_dn_4: 0.3539 (0.3579) loss_vfl_dn_5: 0.3520 (0.3572) time: 0.4854 data: 0.0144 max mem: 5654 Epoch: [50] [2400/7393] eta: 0:40:14 lr: 0.000010 loss: 15.2608 (15.5890) loss_bbox: 0.1434 (0.1497) loss_bbox_aux_0: 0.1523 (0.1625) loss_bbox_aux_1: 0.1477 (0.1549) loss_bbox_aux_2: 0.1436 (0.1516) loss_bbox_aux_3: 0.1416 (0.1497) loss_bbox_aux_4: 0.1451 (0.1497) loss_bbox_aux_5: 0.1778 (0.1984) loss_bbox_dn_0: 0.2404 (0.2611) loss_bbox_dn_1: 0.1787 (0.1913) loss_bbox_dn_2: 0.1515 (0.1708) loss_bbox_dn_3: 0.1448 (0.1649) loss_bbox_dn_4: 0.1433 (0.1635) loss_bbox_dn_5: 0.1434 (0.1635) loss_giou: 0.4396 (0.4681) loss_giou_aux_0: 0.4767 (0.4917) loss_giou_aux_1: 0.4489 (0.4778) loss_giou_aux_2: 0.4521 (0.4723) loss_giou_aux_3: 0.4385 (0.4689) loss_giou_aux_4: 0.4355 (0.4683) loss_giou_aux_5: 0.5134 (0.5551) loss_giou_dn_0: 0.5525 (0.5721) loss_giou_dn_1: 0.4482 (0.4647) loss_giou_dn_2: 0.4128 (0.4341) loss_giou_dn_3: 0.4029 (0.4258) loss_giou_dn_4: 0.3999 (0.4237) loss_giou_dn_5: 0.3999 (0.4239) loss_vfl: 0.6582 (0.6643) loss_vfl_aux_0: 0.7309 (0.7643) loss_vfl_aux_1: 0.7254 (0.7177) loss_vfl_aux_2: 0.6766 (0.6915) loss_vfl_aux_3: 0.6750 (0.6774) loss_vfl_aux_4: 0.6558 (0.6681) loss_vfl_aux_5: 0.7170 (0.7519) loss_vfl_dn_0: 0.4471 (0.4491) loss_vfl_dn_1: 0.3845 (0.3836) loss_vfl_dn_2: 0.3678 (0.3677) loss_vfl_dn_3: 0.3618 (0.3604) loss_vfl_dn_4: 0.3561 (0.3578) loss_vfl_dn_5: 0.3563 (0.3571) time: 0.4838 data: 0.0139 max mem: 5654 Epoch: [50] [2500/7393] eta: 0:39:26 lr: 0.000010 loss: 15.6942 (15.5905) loss_bbox: 0.1315 (0.1496) loss_bbox_aux_0: 0.1416 (0.1624) loss_bbox_aux_1: 0.1388 (0.1549) loss_bbox_aux_2: 0.1355 (0.1515) loss_bbox_aux_3: 0.1303 (0.1497) loss_bbox_aux_4: 0.1329 (0.1497) loss_bbox_aux_5: 0.1913 (0.1985) loss_bbox_dn_0: 0.2438 (0.2614) loss_bbox_dn_1: 0.1769 (0.1915) loss_bbox_dn_2: 0.1492 (0.1710) loss_bbox_dn_3: 0.1436 (0.1651) loss_bbox_dn_4: 0.1412 (0.1637) loss_bbox_dn_5: 0.1413 (0.1637) loss_giou: 0.4638 (0.4678) loss_giou_aux_0: 0.4725 (0.4913) loss_giou_aux_1: 0.4731 (0.4775) loss_giou_aux_2: 0.4605 (0.4719) loss_giou_aux_3: 0.4747 (0.4686) loss_giou_aux_4: 0.4685 (0.4680) loss_giou_aux_5: 0.5617 (0.5547) loss_giou_dn_0: 0.5826 (0.5720) loss_giou_dn_1: 0.4768 (0.4647) loss_giou_dn_2: 0.4470 (0.4340) loss_giou_dn_3: 0.4376 (0.4257) loss_giou_dn_4: 0.4349 (0.4236) loss_giou_dn_5: 0.4350 (0.4238) loss_vfl: 0.6638 (0.6648) loss_vfl_aux_0: 0.7797 (0.7649) loss_vfl_aux_1: 0.7354 (0.7179) loss_vfl_aux_2: 0.7159 (0.6920) loss_vfl_aux_3: 0.6771 (0.6777) loss_vfl_aux_4: 0.6705 (0.6685) loss_vfl_aux_5: 0.7422 (0.7526) loss_vfl_dn_0: 0.4476 (0.4492) loss_vfl_dn_1: 0.3790 (0.3836) loss_vfl_dn_2: 0.3613 (0.3677) loss_vfl_dn_3: 0.3556 (0.3604) loss_vfl_dn_4: 0.3544 (0.3578) loss_vfl_dn_5: 0.3549 (0.3571) time: 0.4824 data: 0.0139 max mem: 5654 Epoch: [50] [2600/7393] eta: 0:38:38 lr: 0.000010 loss: 15.3352 (15.5860) loss_bbox: 0.1473 (0.1497) loss_bbox_aux_0: 0.1578 (0.1625) loss_bbox_aux_1: 0.1544 (0.1550) loss_bbox_aux_2: 0.1527 (0.1516) loss_bbox_aux_3: 0.1481 (0.1498) loss_bbox_aux_4: 0.1484 (0.1497) loss_bbox_aux_5: 0.1910 (0.1986) loss_bbox_dn_0: 0.2514 (0.2616) loss_bbox_dn_1: 0.1728 (0.1917) loss_bbox_dn_2: 0.1551 (0.1712) loss_bbox_dn_3: 0.1501 (0.1653) loss_bbox_dn_4: 0.1512 (0.1639) loss_bbox_dn_5: 0.1512 (0.1639) loss_giou: 0.4552 (0.4673) loss_giou_aux_0: 0.4654 (0.4908) loss_giou_aux_1: 0.4560 (0.4770) loss_giou_aux_2: 0.4585 (0.4714) loss_giou_aux_3: 0.4644 (0.4682) loss_giou_aux_4: 0.4542 (0.4676) loss_giou_aux_5: 0.4826 (0.5542) loss_giou_dn_0: 0.5502 (0.5717) loss_giou_dn_1: 0.4228 (0.4643) loss_giou_dn_2: 0.3938 (0.4336) loss_giou_dn_3: 0.3877 (0.4253) loss_giou_dn_4: 0.3859 (0.4232) loss_giou_dn_5: 0.3859 (0.4234) loss_vfl: 0.6550 (0.6647) loss_vfl_aux_0: 0.7366 (0.7649) loss_vfl_aux_1: 0.7054 (0.7182) loss_vfl_aux_2: 0.6724 (0.6921) loss_vfl_aux_3: 0.6560 (0.6776) loss_vfl_aux_4: 0.6605 (0.6684) loss_vfl_aux_5: 0.7077 (0.7525) loss_vfl_dn_0: 0.4448 (0.4491) loss_vfl_dn_1: 0.3747 (0.3835) loss_vfl_dn_2: 0.3599 (0.3676) loss_vfl_dn_3: 0.3490 (0.3603) loss_vfl_dn_4: 0.3498 (0.3577) loss_vfl_dn_5: 0.3487 (0.3570) time: 0.4709 data: 0.0140 max mem: 5654 Epoch: [50] [2700/7393] eta: 0:38:02 lr: 0.000010 loss: 14.9764 (15.5884) loss_bbox: 0.1521 (0.1499) loss_bbox_aux_0: 0.1566 (0.1626) loss_bbox_aux_1: 0.1508 (0.1551) loss_bbox_aux_2: 0.1526 (0.1518) loss_bbox_aux_3: 0.1489 (0.1500) loss_bbox_aux_4: 0.1490 (0.1499) loss_bbox_aux_5: 0.1755 (0.1987) loss_bbox_dn_0: 0.2440 (0.2617) loss_bbox_dn_1: 0.1736 (0.1918) loss_bbox_dn_2: 0.1646 (0.1713) loss_bbox_dn_3: 0.1587 (0.1654) loss_bbox_dn_4: 0.1590 (0.1640) loss_bbox_dn_5: 0.1589 (0.1640) loss_giou: 0.4591 (0.4673) loss_giou_aux_0: 0.4816 (0.4906) loss_giou_aux_1: 0.4630 (0.4770) loss_giou_aux_2: 0.4544 (0.4714) loss_giou_aux_3: 0.4643 (0.4682) loss_giou_aux_4: 0.4601 (0.4675) loss_giou_aux_5: 0.5197 (0.5541) loss_giou_dn_0: 0.5718 (0.5717) loss_giou_dn_1: 0.4532 (0.4643) loss_giou_dn_2: 0.4298 (0.4337) loss_giou_dn_3: 0.4231 (0.4254) loss_giou_dn_4: 0.4230 (0.4233) loss_giou_dn_5: 0.4229 (0.4235) loss_vfl: 0.6433 (0.6646) loss_vfl_aux_0: 0.7550 (0.7652) loss_vfl_aux_1: 0.7061 (0.7181) loss_vfl_aux_2: 0.6569 (0.6919) loss_vfl_aux_3: 0.6366 (0.6773) loss_vfl_aux_4: 0.6369 (0.6683) loss_vfl_aux_5: 0.7449 (0.7529) loss_vfl_dn_0: 0.4496 (0.4492) loss_vfl_dn_1: 0.3817 (0.3836) loss_vfl_dn_2: 0.3655 (0.3677) loss_vfl_dn_3: 0.3613 (0.3604) loss_vfl_dn_4: 0.3581 (0.3578) loss_vfl_dn_5: 0.3594 (0.3571) time: 0.4841 data: 0.0148 max mem: 5654 Epoch: [50] [2800/7393] eta: 0:37:24 lr: 0.000010 loss: 15.3493 (15.5838) loss_bbox: 0.1352 (0.1497) loss_bbox_aux_0: 0.1404 (0.1625) loss_bbox_aux_1: 0.1324 (0.1550) loss_bbox_aux_2: 0.1299 (0.1516) loss_bbox_aux_3: 0.1292 (0.1499) loss_bbox_aux_4: 0.1376 (0.1497) loss_bbox_aux_5: 0.1851 (0.1986) loss_bbox_dn_0: 0.2123 (0.2612) loss_bbox_dn_1: 0.1578 (0.1914) loss_bbox_dn_2: 0.1368 (0.1709) loss_bbox_dn_3: 0.1332 (0.1650) loss_bbox_dn_4: 0.1322 (0.1636) loss_bbox_dn_5: 0.1324 (0.1636) loss_giou: 0.4941 (0.4677) loss_giou_aux_0: 0.5121 (0.4910) loss_giou_aux_1: 0.4984 (0.4774) loss_giou_aux_2: 0.4928 (0.4719) loss_giou_aux_3: 0.4957 (0.4687) loss_giou_aux_4: 0.4938 (0.4680) loss_giou_aux_5: 0.5687 (0.5544) loss_giou_dn_0: 0.5730 (0.5719) loss_giou_dn_1: 0.4783 (0.4645) loss_giou_dn_2: 0.4479 (0.4338) loss_giou_dn_3: 0.4415 (0.4255) loss_giou_dn_4: 0.4410 (0.4235) loss_giou_dn_5: 0.4409 (0.4237) loss_vfl: 0.6270 (0.6641) loss_vfl_aux_0: 0.7211 (0.7643) loss_vfl_aux_1: 0.6765 (0.7174) loss_vfl_aux_2: 0.6539 (0.6913) loss_vfl_aux_3: 0.6327 (0.6767) loss_vfl_aux_4: 0.6373 (0.6678) loss_vfl_aux_5: 0.7273 (0.7523) loss_vfl_dn_0: 0.4371 (0.4491) loss_vfl_dn_1: 0.3779 (0.3835) loss_vfl_dn_2: 0.3620 (0.3676) loss_vfl_dn_3: 0.3564 (0.3604) loss_vfl_dn_4: 0.3548 (0.3577) loss_vfl_dn_5: 0.3510 (0.3570) time: 0.4759 data: 0.0139 max mem: 5654 Epoch: [50] [2900/7393] eta: 0:36:34 lr: 0.000010 loss: 15.6471 (15.5776) loss_bbox: 0.1393 (0.1498) loss_bbox_aux_0: 0.1555 (0.1627) loss_bbox_aux_1: 0.1458 (0.1551) loss_bbox_aux_2: 0.1410 (0.1518) loss_bbox_aux_3: 0.1367 (0.1500) loss_bbox_aux_4: 0.1365 (0.1498) loss_bbox_aux_5: 0.1744 (0.1988) loss_bbox_dn_0: 0.2277 (0.2616) loss_bbox_dn_1: 0.1562 (0.1916) loss_bbox_dn_2: 0.1399 (0.1711) loss_bbox_dn_3: 0.1352 (0.1652) loss_bbox_dn_4: 0.1356 (0.1637) loss_bbox_dn_5: 0.1356 (0.1637) loss_giou: 0.4531 (0.4674) loss_giou_aux_0: 0.4731 (0.4908) loss_giou_aux_1: 0.4645 (0.4772) loss_giou_aux_2: 0.4606 (0.4716) loss_giou_aux_3: 0.4545 (0.4684) loss_giou_aux_4: 0.4552 (0.4676) loss_giou_aux_5: 0.5348 (0.5541) loss_giou_dn_0: 0.5712 (0.5715) loss_giou_dn_1: 0.4668 (0.4641) loss_giou_dn_2: 0.4309 (0.4335) loss_giou_dn_3: 0.4235 (0.4252) loss_giou_dn_4: 0.4220 (0.4231) loss_giou_dn_5: 0.4220 (0.4233) loss_vfl: 0.6382 (0.6636) loss_vfl_aux_0: 0.7278 (0.7642) loss_vfl_aux_1: 0.6766 (0.7168) loss_vfl_aux_2: 0.6577 (0.6907) loss_vfl_aux_3: 0.6524 (0.6761) loss_vfl_aux_4: 0.6421 (0.6673) loss_vfl_aux_5: 0.7211 (0.7519) loss_vfl_dn_0: 0.4409 (0.4490) loss_vfl_dn_1: 0.3810 (0.3833) loss_vfl_dn_2: 0.3630 (0.3675) loss_vfl_dn_3: 0.3575 (0.3602) loss_vfl_dn_4: 0.3538 (0.3576) loss_vfl_dn_5: 0.3543 (0.3569) time: 0.4899 data: 0.0141 max mem: 5654 Epoch: [50] [3000/7393] eta: 0:35:44 lr: 0.000010 loss: 16.0244 (15.5808) loss_bbox: 0.1525 (0.1499) loss_bbox_aux_0: 0.1627 (0.1628) loss_bbox_aux_1: 0.1613 (0.1553) loss_bbox_aux_2: 0.1559 (0.1520) loss_bbox_aux_3: 0.1558 (0.1502) loss_bbox_aux_4: 0.1525 (0.1500) loss_bbox_aux_5: 0.1977 (0.1989) loss_bbox_dn_0: 0.2421 (0.2619) loss_bbox_dn_1: 0.1891 (0.1919) loss_bbox_dn_2: 0.1672 (0.1714) loss_bbox_dn_3: 0.1602 (0.1654) loss_bbox_dn_4: 0.1608 (0.1640) loss_bbox_dn_5: 0.1608 (0.1640) loss_giou: 0.4278 (0.4674) loss_giou_aux_0: 0.4492 (0.4909) loss_giou_aux_1: 0.4309 (0.4773) loss_giou_aux_2: 0.4202 (0.4717) loss_giou_aux_3: 0.4198 (0.4684) loss_giou_aux_4: 0.4288 (0.4676) loss_giou_aux_5: 0.5235 (0.5541) loss_giou_dn_0: 0.5489 (0.5716) loss_giou_dn_1: 0.4397 (0.4642) loss_giou_dn_2: 0.4139 (0.4336) loss_giou_dn_3: 0.4010 (0.4253) loss_giou_dn_4: 0.3918 (0.4232) loss_giou_dn_5: 0.3924 (0.4234) loss_vfl: 0.6680 (0.6637) loss_vfl_aux_0: 0.7371 (0.7640) loss_vfl_aux_1: 0.6998 (0.7166) loss_vfl_aux_2: 0.7059 (0.6906) loss_vfl_aux_3: 0.6874 (0.6760) loss_vfl_aux_4: 0.6709 (0.6673) loss_vfl_aux_5: 0.7571 (0.7519) loss_vfl_dn_0: 0.4458 (0.4490) loss_vfl_dn_1: 0.3808 (0.3834) loss_vfl_dn_2: 0.3647 (0.3675) loss_vfl_dn_3: 0.3527 (0.3602) loss_vfl_dn_4: 0.3493 (0.3576) loss_vfl_dn_5: 0.3483 (0.3569) time: 0.4679 data: 0.0139 max mem: 5654 Epoch: [50] [3100/7393] eta: 0:34:54 lr: 0.000010 loss: 15.4174 (15.5799) loss_bbox: 0.1345 (0.1500) loss_bbox_aux_0: 0.1512 (0.1630) loss_bbox_aux_1: 0.1419 (0.1554) loss_bbox_aux_2: 0.1372 (0.1521) loss_bbox_aux_3: 0.1342 (0.1503) loss_bbox_aux_4: 0.1345 (0.1500) loss_bbox_aux_5: 0.1914 (0.1990) loss_bbox_dn_0: 0.2389 (0.2619) loss_bbox_dn_1: 0.1657 (0.1918) loss_bbox_dn_2: 0.1513 (0.1713) loss_bbox_dn_3: 0.1445 (0.1654) loss_bbox_dn_4: 0.1436 (0.1639) loss_bbox_dn_5: 0.1436 (0.1639) loss_giou: 0.4387 (0.4673) loss_giou_aux_0: 0.4689 (0.4909) loss_giou_aux_1: 0.4576 (0.4773) loss_giou_aux_2: 0.4430 (0.4716) loss_giou_aux_3: 0.4360 (0.4683) loss_giou_aux_4: 0.4387 (0.4675) loss_giou_aux_5: 0.5317 (0.5541) loss_giou_dn_0: 0.5571 (0.5715) loss_giou_dn_1: 0.4501 (0.4642) loss_giou_dn_2: 0.4156 (0.4336) loss_giou_dn_3: 0.4077 (0.4252) loss_giou_dn_4: 0.4050 (0.4231) loss_giou_dn_5: 0.4050 (0.4233) loss_vfl: 0.6510 (0.6636) loss_vfl_aux_0: 0.7305 (0.7636) loss_vfl_aux_1: 0.7111 (0.7164) loss_vfl_aux_2: 0.6895 (0.6905) loss_vfl_aux_3: 0.6737 (0.6759) loss_vfl_aux_4: 0.6665 (0.6673) loss_vfl_aux_5: 0.7619 (0.7519) loss_vfl_dn_0: 0.4501 (0.4489) loss_vfl_dn_1: 0.3849 (0.3834) loss_vfl_dn_2: 0.3666 (0.3676) loss_vfl_dn_3: 0.3604 (0.3603) loss_vfl_dn_4: 0.3560 (0.3576) loss_vfl_dn_5: 0.3564 (0.3570) time: 0.4831 data: 0.0146 max mem: 5654 Epoch: [50] [3200/7393] eta: 0:34:05 lr: 0.000010 loss: 15.6603 (15.5793) loss_bbox: 0.1423 (0.1499) loss_bbox_aux_0: 0.1745 (0.1629) loss_bbox_aux_1: 0.1440 (0.1554) loss_bbox_aux_2: 0.1528 (0.1520) loss_bbox_aux_3: 0.1388 (0.1503) loss_bbox_aux_4: 0.1412 (0.1500) loss_bbox_aux_5: 0.1988 (0.1988) loss_bbox_dn_0: 0.2689 (0.2616) loss_bbox_dn_1: 0.2003 (0.1916) loss_bbox_dn_2: 0.1822 (0.1711) loss_bbox_dn_3: 0.1771 (0.1652) loss_bbox_dn_4: 0.1755 (0.1637) loss_bbox_dn_5: 0.1755 (0.1638) loss_giou: 0.4360 (0.4676) loss_giou_aux_0: 0.4761 (0.4912) loss_giou_aux_1: 0.4596 (0.4776) loss_giou_aux_2: 0.4453 (0.4719) loss_giou_aux_3: 0.4364 (0.4686) loss_giou_aux_4: 0.4346 (0.4678) loss_giou_aux_5: 0.5151 (0.5544) loss_giou_dn_0: 0.5510 (0.5716) loss_giou_dn_1: 0.4478 (0.4643) loss_giou_dn_2: 0.4154 (0.4336) loss_giou_dn_3: 0.4085 (0.4253) loss_giou_dn_4: 0.4069 (0.4232) loss_giou_dn_5: 0.4069 (0.4234) loss_vfl: 0.7022 (0.6634) loss_vfl_aux_0: 0.7952 (0.7635) loss_vfl_aux_1: 0.7433 (0.7162) loss_vfl_aux_2: 0.7255 (0.6902) loss_vfl_aux_3: 0.7078 (0.6757) loss_vfl_aux_4: 0.7014 (0.6671) loss_vfl_aux_5: 0.7848 (0.7515) loss_vfl_dn_0: 0.4525 (0.4489) loss_vfl_dn_1: 0.3941 (0.3834) loss_vfl_dn_2: 0.3795 (0.3676) loss_vfl_dn_3: 0.3695 (0.3603) loss_vfl_dn_4: 0.3659 (0.3577) loss_vfl_dn_5: 0.3639 (0.3570) time: 0.4779 data: 0.0140 max mem: 5654 Epoch: [50] [3300/7393] eta: 0:33:24 lr: 0.000010 loss: 15.8960 (15.5816) loss_bbox: 0.1295 (0.1500) loss_bbox_aux_0: 0.1470 (0.1629) loss_bbox_aux_1: 0.1340 (0.1554) loss_bbox_aux_2: 0.1396 (0.1521) loss_bbox_aux_3: 0.1324 (0.1503) loss_bbox_aux_4: 0.1328 (0.1500) loss_bbox_aux_5: 0.1911 (0.1989) loss_bbox_dn_0: 0.2398 (0.2616) loss_bbox_dn_1: 0.1645 (0.1917) loss_bbox_dn_2: 0.1496 (0.1713) loss_bbox_dn_3: 0.1422 (0.1653) loss_bbox_dn_4: 0.1406 (0.1639) loss_bbox_dn_5: 0.1406 (0.1639) loss_giou: 0.4771 (0.4676) loss_giou_aux_0: 0.4965 (0.4913) loss_giou_aux_1: 0.4883 (0.4776) loss_giou_aux_2: 0.4747 (0.4720) loss_giou_aux_3: 0.4663 (0.4687) loss_giou_aux_4: 0.4780 (0.4679) loss_giou_aux_5: 0.5641 (0.5545) loss_giou_dn_0: 0.5843 (0.5716) loss_giou_dn_1: 0.4664 (0.4643) loss_giou_dn_2: 0.4288 (0.4337) loss_giou_dn_3: 0.4181 (0.4254) loss_giou_dn_4: 0.4140 (0.4233) loss_giou_dn_5: 0.4147 (0.4235) loss_vfl: 0.6717 (0.6636) loss_vfl_aux_0: 0.7725 (0.7635) loss_vfl_aux_1: 0.7359 (0.7163) loss_vfl_aux_2: 0.7108 (0.6903) loss_vfl_aux_3: 0.6965 (0.6758) loss_vfl_aux_4: 0.6783 (0.6673) loss_vfl_aux_5: 0.7527 (0.7514) loss_vfl_dn_0: 0.4524 (0.4490) loss_vfl_dn_1: 0.3896 (0.3834) loss_vfl_dn_2: 0.3748 (0.3676) loss_vfl_dn_3: 0.3659 (0.3603) loss_vfl_dn_4: 0.3635 (0.3577) loss_vfl_dn_5: 0.3638 (0.3570) time: 0.4800 data: 0.0139 max mem: 5654 Epoch: [50] [3400/7393] eta: 0:32:33 lr: 0.000010 loss: 15.8160 (15.5802) loss_bbox: 0.1542 (0.1499) loss_bbox_aux_0: 0.1735 (0.1628) loss_bbox_aux_1: 0.1645 (0.1552) loss_bbox_aux_2: 0.1544 (0.1520) loss_bbox_aux_3: 0.1557 (0.1502) loss_bbox_aux_4: 0.1564 (0.1499) loss_bbox_aux_5: 0.2048 (0.1988) loss_bbox_dn_0: 0.2737 (0.2616) loss_bbox_dn_1: 0.1944 (0.1917) loss_bbox_dn_2: 0.1696 (0.1713) loss_bbox_dn_3: 0.1644 (0.1653) loss_bbox_dn_4: 0.1627 (0.1639) loss_bbox_dn_5: 0.1627 (0.1639) loss_giou: 0.4449 (0.4676) loss_giou_aux_0: 0.4780 (0.4912) loss_giou_aux_1: 0.4606 (0.4776) loss_giou_aux_2: 0.4577 (0.4719) loss_giou_aux_3: 0.4457 (0.4686) loss_giou_aux_4: 0.4486 (0.4678) loss_giou_aux_5: 0.5499 (0.5546) loss_giou_dn_0: 0.5801 (0.5716) loss_giou_dn_1: 0.4763 (0.4643) loss_giou_dn_2: 0.4411 (0.4337) loss_giou_dn_3: 0.4335 (0.4254) loss_giou_dn_4: 0.4301 (0.4233) loss_giou_dn_5: 0.4300 (0.4235) loss_vfl: 0.6744 (0.6635) loss_vfl_aux_0: 0.7811 (0.7636) loss_vfl_aux_1: 0.7493 (0.7163) loss_vfl_aux_2: 0.7040 (0.6903) loss_vfl_aux_3: 0.7017 (0.6758) loss_vfl_aux_4: 0.6759 (0.6672) loss_vfl_aux_5: 0.7536 (0.7512) loss_vfl_dn_0: 0.4507 (0.4490) loss_vfl_dn_1: 0.3796 (0.3834) loss_vfl_dn_2: 0.3695 (0.3676) loss_vfl_dn_3: 0.3592 (0.3603) loss_vfl_dn_4: 0.3554 (0.3577) loss_vfl_dn_5: 0.3532 (0.3570) time: 0.4808 data: 0.0139 max mem: 5654 Epoch: [50] [3500/7393] eta: 0:31:43 lr: 0.000010 loss: 15.9079 (15.5835) loss_bbox: 0.1513 (0.1500) loss_bbox_aux_0: 0.1516 (0.1629) loss_bbox_aux_1: 0.1544 (0.1553) loss_bbox_aux_2: 0.1533 (0.1521) loss_bbox_aux_3: 0.1541 (0.1503) loss_bbox_aux_4: 0.1513 (0.1500) loss_bbox_aux_5: 0.1892 (0.1989) loss_bbox_dn_0: 0.2463 (0.2615) loss_bbox_dn_1: 0.1896 (0.1916) loss_bbox_dn_2: 0.1713 (0.1712) loss_bbox_dn_3: 0.1663 (0.1652) loss_bbox_dn_4: 0.1653 (0.1638) loss_bbox_dn_5: 0.1653 (0.1638) loss_giou: 0.4929 (0.4681) loss_giou_aux_0: 0.5062 (0.4916) loss_giou_aux_1: 0.4991 (0.4780) loss_giou_aux_2: 0.5066 (0.4724) loss_giou_aux_3: 0.4967 (0.4691) loss_giou_aux_4: 0.4919 (0.4683) loss_giou_aux_5: 0.5667 (0.5550) loss_giou_dn_0: 0.5748 (0.5717) loss_giou_dn_1: 0.4709 (0.4644) loss_giou_dn_2: 0.4400 (0.4338) loss_giou_dn_3: 0.4299 (0.4255) loss_giou_dn_4: 0.4303 (0.4234) loss_giou_dn_5: 0.4305 (0.4236) loss_vfl: 0.6490 (0.6633) loss_vfl_aux_0: 0.7576 (0.7635) loss_vfl_aux_1: 0.7105 (0.7163) loss_vfl_aux_2: 0.6800 (0.6901) loss_vfl_aux_3: 0.6635 (0.6755) loss_vfl_aux_4: 0.6573 (0.6670) loss_vfl_aux_5: 0.7354 (0.7512) loss_vfl_dn_0: 0.4475 (0.4490) loss_vfl_dn_1: 0.3858 (0.3834) loss_vfl_dn_2: 0.3649 (0.3677) loss_vfl_dn_3: 0.3612 (0.3603) loss_vfl_dn_4: 0.3578 (0.3577) loss_vfl_dn_5: 0.3599 (0.3570) time: 0.4792 data: 0.0143 max mem: 5654 Epoch: [50] [3600/7393] eta: 0:30:53 lr: 0.000010 loss: 15.8725 (15.5819) loss_bbox: 0.1552 (0.1499) loss_bbox_aux_0: 0.1646 (0.1628) loss_bbox_aux_1: 0.1559 (0.1553) loss_bbox_aux_2: 0.1588 (0.1521) loss_bbox_aux_3: 0.1549 (0.1503) loss_bbox_aux_4: 0.1551 (0.1500) loss_bbox_aux_5: 0.1938 (0.1988) loss_bbox_dn_0: 0.2917 (0.2615) loss_bbox_dn_1: 0.2123 (0.1916) loss_bbox_dn_2: 0.1937 (0.1712) loss_bbox_dn_3: 0.1878 (0.1653) loss_bbox_dn_4: 0.1885 (0.1638) loss_bbox_dn_5: 0.1884 (0.1638) loss_giou: 0.4377 (0.4679) loss_giou_aux_0: 0.4585 (0.4914) loss_giou_aux_1: 0.4459 (0.4778) loss_giou_aux_2: 0.4462 (0.4723) loss_giou_aux_3: 0.4394 (0.4690) loss_giou_aux_4: 0.4375 (0.4681) loss_giou_aux_5: 0.5252 (0.5548) loss_giou_dn_0: 0.5708 (0.5716) loss_giou_dn_1: 0.4679 (0.4643) loss_giou_dn_2: 0.4395 (0.4336) loss_giou_dn_3: 0.4315 (0.4254) loss_giou_dn_4: 0.4303 (0.4233) loss_giou_dn_5: 0.4300 (0.4235) loss_vfl: 0.6843 (0.6632) loss_vfl_aux_0: 0.7578 (0.7637) loss_vfl_aux_1: 0.7248 (0.7162) loss_vfl_aux_2: 0.7295 (0.6901) loss_vfl_aux_3: 0.7062 (0.6756) loss_vfl_aux_4: 0.6953 (0.6669) loss_vfl_aux_5: 0.7800 (0.7512) loss_vfl_dn_0: 0.4491 (0.4490) loss_vfl_dn_1: 0.3881 (0.3835) loss_vfl_dn_2: 0.3716 (0.3677) loss_vfl_dn_3: 0.3634 (0.3604) loss_vfl_dn_4: 0.3597 (0.3578) loss_vfl_dn_5: 0.3608 (0.3571) time: 0.4777 data: 0.0141 max mem: 5654 Epoch: [50] [3700/7393] eta: 0:30:04 lr: 0.000010 loss: 15.2144 (15.5776) loss_bbox: 0.1479 (0.1499) loss_bbox_aux_0: 0.1683 (0.1629) loss_bbox_aux_1: 0.1539 (0.1553) loss_bbox_aux_2: 0.1504 (0.1521) loss_bbox_aux_3: 0.1502 (0.1503) loss_bbox_aux_4: 0.1478 (0.1500) loss_bbox_aux_5: 0.1986 (0.1988) loss_bbox_dn_0: 0.2474 (0.2614) loss_bbox_dn_1: 0.1809 (0.1915) loss_bbox_dn_2: 0.1674 (0.1711) loss_bbox_dn_3: 0.1608 (0.1652) loss_bbox_dn_4: 0.1571 (0.1637) loss_bbox_dn_5: 0.1571 (0.1638) loss_giou: 0.4324 (0.4678) loss_giou_aux_0: 0.4406 (0.4913) loss_giou_aux_1: 0.4341 (0.4778) loss_giou_aux_2: 0.4243 (0.4722) loss_giou_aux_3: 0.4323 (0.4689) loss_giou_aux_4: 0.4322 (0.4680) loss_giou_aux_5: 0.5237 (0.5548) loss_giou_dn_0: 0.5597 (0.5715) loss_giou_dn_1: 0.4414 (0.4641) loss_giou_dn_2: 0.4127 (0.4335) loss_giou_dn_3: 0.4065 (0.4253) loss_giou_dn_4: 0.4060 (0.4232) loss_giou_dn_5: 0.4062 (0.4234) loss_vfl: 0.6793 (0.6630) loss_vfl_aux_0: 0.7763 (0.7634) loss_vfl_aux_1: 0.7390 (0.7160) loss_vfl_aux_2: 0.7038 (0.6898) loss_vfl_aux_3: 0.6965 (0.6754) loss_vfl_aux_4: 0.6857 (0.6667) loss_vfl_aux_5: 0.7528 (0.7508) loss_vfl_dn_0: 0.4472 (0.4490) loss_vfl_dn_1: 0.3843 (0.3834) loss_vfl_dn_2: 0.3624 (0.3676) loss_vfl_dn_3: 0.3547 (0.3603) loss_vfl_dn_4: 0.3518 (0.3577) loss_vfl_dn_5: 0.3516 (0.3570) time: 0.5013 data: 0.0138 max mem: 5654 Epoch: [50] [3800/7393] eta: 0:29:14 lr: 0.000010 loss: 15.5623 (15.5860) loss_bbox: 0.1467 (0.1502) loss_bbox_aux_0: 0.1554 (0.1632) loss_bbox_aux_1: 0.1493 (0.1556) loss_bbox_aux_2: 0.1497 (0.1524) loss_bbox_aux_3: 0.1485 (0.1506) loss_bbox_aux_4: 0.1467 (0.1502) loss_bbox_aux_5: 0.1910 (0.1990) loss_bbox_dn_0: 0.2522 (0.2616) loss_bbox_dn_1: 0.1846 (0.1917) loss_bbox_dn_2: 0.1631 (0.1713) loss_bbox_dn_3: 0.1569 (0.1653) loss_bbox_dn_4: 0.1551 (0.1639) loss_bbox_dn_5: 0.1551 (0.1639) loss_giou: 0.4592 (0.4682) loss_giou_aux_0: 0.4732 (0.4917) loss_giou_aux_1: 0.4804 (0.4781) loss_giou_aux_2: 0.4754 (0.4725) loss_giou_aux_3: 0.4607 (0.4692) loss_giou_aux_4: 0.4610 (0.4684) loss_giou_aux_5: 0.5767 (0.5551) loss_giou_dn_0: 0.5489 (0.5716) loss_giou_dn_1: 0.4476 (0.4643) loss_giou_dn_2: 0.4234 (0.4337) loss_giou_dn_3: 0.4149 (0.4254) loss_giou_dn_4: 0.4131 (0.4233) loss_giou_dn_5: 0.4133 (0.4235) loss_vfl: 0.6502 (0.6632) loss_vfl_aux_0: 0.7426 (0.7636) loss_vfl_aux_1: 0.6997 (0.7162) loss_vfl_aux_2: 0.6715 (0.6901) loss_vfl_aux_3: 0.6658 (0.6756) loss_vfl_aux_4: 0.6562 (0.6669) loss_vfl_aux_5: 0.7343 (0.7510) loss_vfl_dn_0: 0.4492 (0.4490) loss_vfl_dn_1: 0.3835 (0.3835) loss_vfl_dn_2: 0.3665 (0.3677) loss_vfl_dn_3: 0.3599 (0.3604) loss_vfl_dn_4: 0.3557 (0.3578) loss_vfl_dn_5: 0.3545 (0.3571) time: 0.4768 data: 0.0144 max mem: 5654 Epoch: [50] [3900/7393] eta: 0:28:30 lr: 0.000010 loss: 15.6918 (15.5830) loss_bbox: 0.1370 (0.1501) loss_bbox_aux_0: 0.1543 (0.1630) loss_bbox_aux_1: 0.1425 (0.1554) loss_bbox_aux_2: 0.1428 (0.1523) loss_bbox_aux_3: 0.1374 (0.1505) loss_bbox_aux_4: 0.1367 (0.1501) loss_bbox_aux_5: 0.1810 (0.1988) loss_bbox_dn_0: 0.2429 (0.2613) loss_bbox_dn_1: 0.1763 (0.1915) loss_bbox_dn_2: 0.1512 (0.1711) loss_bbox_dn_3: 0.1454 (0.1651) loss_bbox_dn_4: 0.1447 (0.1637) loss_bbox_dn_5: 0.1447 (0.1637) loss_giou: 0.4515 (0.4684) loss_giou_aux_0: 0.4849 (0.4918) loss_giou_aux_1: 0.4626 (0.4782) loss_giou_aux_2: 0.4523 (0.4727) loss_giou_aux_3: 0.4546 (0.4694) loss_giou_aux_4: 0.4513 (0.4685) loss_giou_aux_5: 0.5542 (0.5553) loss_giou_dn_0: 0.5812 (0.5716) loss_giou_dn_1: 0.4682 (0.4643) loss_giou_dn_2: 0.4372 (0.4336) loss_giou_dn_3: 0.4308 (0.4254) loss_giou_dn_4: 0.4300 (0.4233) loss_giou_dn_5: 0.4300 (0.4235) loss_vfl: 0.6417 (0.6630) loss_vfl_aux_0: 0.7419 (0.7634) loss_vfl_aux_1: 0.6975 (0.7160) loss_vfl_aux_2: 0.6653 (0.6898) loss_vfl_aux_3: 0.6526 (0.6754) loss_vfl_aux_4: 0.6538 (0.6668) loss_vfl_aux_5: 0.7303 (0.7507) loss_vfl_dn_0: 0.4414 (0.4490) loss_vfl_dn_1: 0.3815 (0.3835) loss_vfl_dn_2: 0.3632 (0.3677) loss_vfl_dn_3: 0.3540 (0.3603) loss_vfl_dn_4: 0.3533 (0.3577) loss_vfl_dn_5: 0.3525 (0.3570) time: 0.4688 data: 0.0148 max mem: 5654 Epoch: [50] [4000/7393] eta: 0:27:40 lr: 0.000010 loss: 15.8088 (15.5859) loss_bbox: 0.1464 (0.1502) loss_bbox_aux_0: 0.1610 (0.1632) loss_bbox_aux_1: 0.1485 (0.1555) loss_bbox_aux_2: 0.1464 (0.1524) loss_bbox_aux_3: 0.1440 (0.1506) loss_bbox_aux_4: 0.1464 (0.1502) loss_bbox_aux_5: 0.1872 (0.1990) loss_bbox_dn_0: 0.2587 (0.2615) loss_bbox_dn_1: 0.1834 (0.1917) loss_bbox_dn_2: 0.1700 (0.1713) loss_bbox_dn_3: 0.1651 (0.1654) loss_bbox_dn_4: 0.1633 (0.1639) loss_bbox_dn_5: 0.1633 (0.1639) loss_giou: 0.4516 (0.4683) loss_giou_aux_0: 0.4748 (0.4918) loss_giou_aux_1: 0.4538 (0.4781) loss_giou_aux_2: 0.4665 (0.4726) loss_giou_aux_3: 0.4565 (0.4692) loss_giou_aux_4: 0.4551 (0.4684) loss_giou_aux_5: 0.5308 (0.5552) loss_giou_dn_0: 0.5684 (0.5715) loss_giou_dn_1: 0.4584 (0.4642) loss_giou_dn_2: 0.4296 (0.4335) loss_giou_dn_3: 0.4189 (0.4253) loss_giou_dn_4: 0.4164 (0.4232) loss_giou_dn_5: 0.4165 (0.4234) loss_vfl: 0.6721 (0.6633) loss_vfl_aux_0: 0.7724 (0.7637) loss_vfl_aux_1: 0.7253 (0.7163) loss_vfl_aux_2: 0.6844 (0.6900) loss_vfl_aux_3: 0.6767 (0.6758) loss_vfl_aux_4: 0.6755 (0.6671) loss_vfl_aux_5: 0.7364 (0.7509) loss_vfl_dn_0: 0.4521 (0.4490) loss_vfl_dn_1: 0.3838 (0.3835) loss_vfl_dn_2: 0.3662 (0.3677) loss_vfl_dn_3: 0.3617 (0.3604) loss_vfl_dn_4: 0.3604 (0.3578) loss_vfl_dn_5: 0.3606 (0.3570) time: 0.4784 data: 0.0138 max mem: 5654 Epoch: [50] [4100/7393] eta: 0:26:51 lr: 0.000010 loss: 16.0887 (15.5858) loss_bbox: 0.1484 (0.1501) loss_bbox_aux_0: 0.1654 (0.1631) loss_bbox_aux_1: 0.1578 (0.1554) loss_bbox_aux_2: 0.1527 (0.1523) loss_bbox_aux_3: 0.1487 (0.1505) loss_bbox_aux_4: 0.1488 (0.1501) loss_bbox_aux_5: 0.1964 (0.1989) loss_bbox_dn_0: 0.2572 (0.2614) loss_bbox_dn_1: 0.1910 (0.1917) loss_bbox_dn_2: 0.1701 (0.1713) loss_bbox_dn_3: 0.1671 (0.1653) loss_bbox_dn_4: 0.1647 (0.1639) loss_bbox_dn_5: 0.1650 (0.1639) loss_giou: 0.4465 (0.4684) loss_giou_aux_0: 0.4779 (0.4919) loss_giou_aux_1: 0.4636 (0.4783) loss_giou_aux_2: 0.4503 (0.4728) loss_giou_aux_3: 0.4476 (0.4694) loss_giou_aux_4: 0.4477 (0.4686) loss_giou_aux_5: 0.5215 (0.5552) loss_giou_dn_0: 0.5788 (0.5717) loss_giou_dn_1: 0.4482 (0.4643) loss_giou_dn_2: 0.4136 (0.4337) loss_giou_dn_3: 0.4027 (0.4254) loss_giou_dn_4: 0.4021 (0.4233) loss_giou_dn_5: 0.4022 (0.4235) loss_vfl: 0.6465 (0.6632) loss_vfl_aux_0: 0.7397 (0.7636) loss_vfl_aux_1: 0.7120 (0.7161) loss_vfl_aux_2: 0.6752 (0.6898) loss_vfl_aux_3: 0.6602 (0.6756) loss_vfl_aux_4: 0.6485 (0.6670) loss_vfl_aux_5: 0.7377 (0.7508) loss_vfl_dn_0: 0.4495 (0.4489) loss_vfl_dn_1: 0.3872 (0.3835) loss_vfl_dn_2: 0.3668 (0.3677) loss_vfl_dn_3: 0.3626 (0.3604) loss_vfl_dn_4: 0.3586 (0.3578) loss_vfl_dn_5: 0.3595 (0.3571) time: 0.4858 data: 0.0143 max mem: 5654 Epoch: [50] [4200/7393] eta: 0:26:02 lr: 0.000010 loss: 15.2936 (15.5850) loss_bbox: 0.1515 (0.1500) loss_bbox_aux_0: 0.1570 (0.1630) loss_bbox_aux_1: 0.1572 (0.1554) loss_bbox_aux_2: 0.1525 (0.1523) loss_bbox_aux_3: 0.1479 (0.1504) loss_bbox_aux_4: 0.1524 (0.1500) loss_bbox_aux_5: 0.1898 (0.1988) loss_bbox_dn_0: 0.2471 (0.2614) loss_bbox_dn_1: 0.1866 (0.1917) loss_bbox_dn_2: 0.1612 (0.1712) loss_bbox_dn_3: 0.1578 (0.1653) loss_bbox_dn_4: 0.1564 (0.1639) loss_bbox_dn_5: 0.1564 (0.1639) loss_giou: 0.3980 (0.4684) loss_giou_aux_0: 0.4465 (0.4918) loss_giou_aux_1: 0.4219 (0.4782) loss_giou_aux_2: 0.4263 (0.4727) loss_giou_aux_3: 0.4075 (0.4693) loss_giou_aux_4: 0.3992 (0.4686) loss_giou_aux_5: 0.5274 (0.5552) loss_giou_dn_0: 0.5425 (0.5717) loss_giou_dn_1: 0.4304 (0.4643) loss_giou_dn_2: 0.4026 (0.4337) loss_giou_dn_3: 0.3965 (0.4254) loss_giou_dn_4: 0.3940 (0.4233) loss_giou_dn_5: 0.3943 (0.4235) loss_vfl: 0.6639 (0.6633) loss_vfl_aux_0: 0.7556 (0.7636) loss_vfl_aux_1: 0.7288 (0.7162) loss_vfl_aux_2: 0.6857 (0.6899) loss_vfl_aux_3: 0.6796 (0.6756) loss_vfl_aux_4: 0.6733 (0.6670) loss_vfl_aux_5: 0.7542 (0.7509) loss_vfl_dn_0: 0.4435 (0.4489) loss_vfl_dn_1: 0.3778 (0.3835) loss_vfl_dn_2: 0.3608 (0.3677) loss_vfl_dn_3: 0.3508 (0.3604) loss_vfl_dn_4: 0.3474 (0.3578) loss_vfl_dn_5: 0.3472 (0.3571) time: 0.4933 data: 0.0141 max mem: 5654 Epoch: [50] [4300/7393] eta: 0:25:13 lr: 0.000010 loss: 15.7204 (15.5846) loss_bbox: 0.1483 (0.1500) loss_bbox_aux_0: 0.1607 (0.1630) loss_bbox_aux_1: 0.1623 (0.1555) loss_bbox_aux_2: 0.1511 (0.1523) loss_bbox_aux_3: 0.1536 (0.1504) loss_bbox_aux_4: 0.1496 (0.1501) loss_bbox_aux_5: 0.1929 (0.1989) loss_bbox_dn_0: 0.2512 (0.2613) loss_bbox_dn_1: 0.1831 (0.1915) loss_bbox_dn_2: 0.1628 (0.1711) loss_bbox_dn_3: 0.1593 (0.1652) loss_bbox_dn_4: 0.1599 (0.1638) loss_bbox_dn_5: 0.1600 (0.1638) loss_giou: 0.4490 (0.4685) loss_giou_aux_0: 0.4749 (0.4919) loss_giou_aux_1: 0.4536 (0.4783) loss_giou_aux_2: 0.4658 (0.4728) loss_giou_aux_3: 0.4446 (0.4695) loss_giou_aux_4: 0.4565 (0.4687) loss_giou_aux_5: 0.5267 (0.5552) loss_giou_dn_0: 0.5681 (0.5715) loss_giou_dn_1: 0.4586 (0.4642) loss_giou_dn_2: 0.4281 (0.4335) loss_giou_dn_3: 0.4198 (0.4253) loss_giou_dn_4: 0.4152 (0.4232) loss_giou_dn_5: 0.4154 (0.4234) loss_vfl: 0.6774 (0.6632) loss_vfl_aux_0: 0.7544 (0.7638) loss_vfl_aux_1: 0.7389 (0.7162) loss_vfl_aux_2: 0.7071 (0.6899) loss_vfl_aux_3: 0.6810 (0.6756) loss_vfl_aux_4: 0.6831 (0.6670) loss_vfl_aux_5: 0.7530 (0.7511) loss_vfl_dn_0: 0.4480 (0.4490) loss_vfl_dn_1: 0.3867 (0.3835) loss_vfl_dn_2: 0.3703 (0.3677) loss_vfl_dn_3: 0.3660 (0.3603) loss_vfl_dn_4: 0.3647 (0.3577) loss_vfl_dn_5: 0.3635 (0.3570) time: 0.4852 data: 0.0137 max mem: 5654 Epoch: [50] [4400/7393] eta: 0:24:23 lr: 0.000010 loss: 15.5237 (15.5816) loss_bbox: 0.1417 (0.1500) loss_bbox_aux_0: 0.1549 (0.1629) loss_bbox_aux_1: 0.1487 (0.1554) loss_bbox_aux_2: 0.1424 (0.1523) loss_bbox_aux_3: 0.1390 (0.1504) loss_bbox_aux_4: 0.1434 (0.1501) loss_bbox_aux_5: 0.2133 (0.1989) loss_bbox_dn_0: 0.2613 (0.2614) loss_bbox_dn_1: 0.1824 (0.1916) loss_bbox_dn_2: 0.1661 (0.1712) loss_bbox_dn_3: 0.1611 (0.1653) loss_bbox_dn_4: 0.1608 (0.1639) loss_bbox_dn_5: 0.1608 (0.1639) loss_giou: 0.4261 (0.4682) loss_giou_aux_0: 0.4591 (0.4915) loss_giou_aux_1: 0.4301 (0.4779) loss_giou_aux_2: 0.4214 (0.4724) loss_giou_aux_3: 0.4201 (0.4691) loss_giou_aux_4: 0.4285 (0.4683) loss_giou_aux_5: 0.5434 (0.5549) loss_giou_dn_0: 0.5631 (0.5714) loss_giou_dn_1: 0.4520 (0.4640) loss_giou_dn_2: 0.4200 (0.4334) loss_giou_dn_3: 0.4102 (0.4251) loss_giou_dn_4: 0.4095 (0.4230) loss_giou_dn_5: 0.4095 (0.4232) loss_vfl: 0.6774 (0.6632) loss_vfl_aux_0: 0.7775 (0.7639) loss_vfl_aux_1: 0.7459 (0.7162) loss_vfl_aux_2: 0.7030 (0.6899) loss_vfl_aux_3: 0.6997 (0.6756) loss_vfl_aux_4: 0.6780 (0.6670) loss_vfl_aux_5: 0.7961 (0.7512) loss_vfl_dn_0: 0.4506 (0.4489) loss_vfl_dn_1: 0.3834 (0.3834) loss_vfl_dn_2: 0.3703 (0.3676) loss_vfl_dn_3: 0.3641 (0.3603) loss_vfl_dn_4: 0.3610 (0.3577) loss_vfl_dn_5: 0.3605 (0.3570) time: 0.4767 data: 0.0135 max mem: 5654 Epoch: [50] [4500/7393] eta: 0:23:34 lr: 0.000010 loss: 15.7899 (15.5829) loss_bbox: 0.1522 (0.1502) loss_bbox_aux_0: 0.1692 (0.1631) loss_bbox_aux_1: 0.1604 (0.1556) loss_bbox_aux_2: 0.1548 (0.1524) loss_bbox_aux_3: 0.1486 (0.1506) loss_bbox_aux_4: 0.1523 (0.1502) loss_bbox_aux_5: 0.2060 (0.1991) loss_bbox_dn_0: 0.2447 (0.2616) loss_bbox_dn_1: 0.1787 (0.1918) loss_bbox_dn_2: 0.1524 (0.1714) loss_bbox_dn_3: 0.1481 (0.1654) loss_bbox_dn_4: 0.1477 (0.1640) loss_bbox_dn_5: 0.1476 (0.1640) loss_giou: 0.4502 (0.4680) loss_giou_aux_0: 0.4688 (0.4913) loss_giou_aux_1: 0.4577 (0.4777) loss_giou_aux_2: 0.4509 (0.4722) loss_giou_aux_3: 0.4505 (0.4689) loss_giou_aux_4: 0.4511 (0.4681) loss_giou_aux_5: 0.5482 (0.5547) loss_giou_dn_0: 0.5538 (0.5713) loss_giou_dn_1: 0.4453 (0.4639) loss_giou_dn_2: 0.4192 (0.4333) loss_giou_dn_3: 0.4101 (0.4250) loss_giou_dn_4: 0.4074 (0.4229) loss_giou_dn_5: 0.4072 (0.4231) loss_vfl: 0.6583 (0.6634) loss_vfl_aux_0: 0.7521 (0.7640) loss_vfl_aux_1: 0.7122 (0.7163) loss_vfl_aux_2: 0.6647 (0.6900) loss_vfl_aux_3: 0.6608 (0.6757) loss_vfl_aux_4: 0.6590 (0.6671) loss_vfl_aux_5: 0.7371 (0.7513) loss_vfl_dn_0: 0.4483 (0.4490) loss_vfl_dn_1: 0.3885 (0.3834) loss_vfl_dn_2: 0.3725 (0.3676) loss_vfl_dn_3: 0.3643 (0.3603) loss_vfl_dn_4: 0.3608 (0.3577) loss_vfl_dn_5: 0.3596 (0.3570) time: 0.4770 data: 0.0150 max mem: 5654 Epoch: [50] [4600/7393] eta: 0:22:44 lr: 0.000010 loss: 15.8142 (15.5877) loss_bbox: 0.1437 (0.1502) loss_bbox_aux_0: 0.1604 (0.1631) loss_bbox_aux_1: 0.1467 (0.1556) loss_bbox_aux_2: 0.1421 (0.1524) loss_bbox_aux_3: 0.1470 (0.1506) loss_bbox_aux_4: 0.1461 (0.1502) loss_bbox_aux_5: 0.1915 (0.1991) loss_bbox_dn_0: 0.2610 (0.2615) loss_bbox_dn_1: 0.2056 (0.1917) loss_bbox_dn_2: 0.1858 (0.1713) loss_bbox_dn_3: 0.1729 (0.1654) loss_bbox_dn_4: 0.1689 (0.1640) loss_bbox_dn_5: 0.1689 (0.1640) loss_giou: 0.4560 (0.4684) loss_giou_aux_0: 0.4781 (0.4917) loss_giou_aux_1: 0.4687 (0.4781) loss_giou_aux_2: 0.4730 (0.4726) loss_giou_aux_3: 0.4551 (0.4693) loss_giou_aux_4: 0.4561 (0.4685) loss_giou_aux_5: 0.5576 (0.5552) loss_giou_dn_0: 0.5788 (0.5717) loss_giou_dn_1: 0.4832 (0.4643) loss_giou_dn_2: 0.4458 (0.4336) loss_giou_dn_3: 0.4360 (0.4253) loss_giou_dn_4: 0.4340 (0.4233) loss_giou_dn_5: 0.4342 (0.4235) loss_vfl: 0.6851 (0.6633) loss_vfl_aux_0: 0.7868 (0.7639) loss_vfl_aux_1: 0.7451 (0.7164) loss_vfl_aux_2: 0.7031 (0.6900) loss_vfl_aux_3: 0.6959 (0.6757) loss_vfl_aux_4: 0.6861 (0.6671) loss_vfl_aux_5: 0.7502 (0.7512) loss_vfl_dn_0: 0.4519 (0.4490) loss_vfl_dn_1: 0.3859 (0.3835) loss_vfl_dn_2: 0.3748 (0.3677) loss_vfl_dn_3: 0.3724 (0.3604) loss_vfl_dn_4: 0.3696 (0.3578) loss_vfl_dn_5: 0.3685 (0.3570) time: 0.4852 data: 0.0140 max mem: 5654 Epoch: [50] [4700/7393] eta: 0:21:55 lr: 0.000010 loss: 15.1140 (15.5901) loss_bbox: 0.1431 (0.1502) loss_bbox_aux_0: 0.1481 (0.1631) loss_bbox_aux_1: 0.1437 (0.1556) loss_bbox_aux_2: 0.1425 (0.1524) loss_bbox_aux_3: 0.1395 (0.1506) loss_bbox_aux_4: 0.1351 (0.1502) loss_bbox_aux_5: 0.1864 (0.1990) loss_bbox_dn_0: 0.2432 (0.2614) loss_bbox_dn_1: 0.1692 (0.1917) loss_bbox_dn_2: 0.1558 (0.1713) loss_bbox_dn_3: 0.1511 (0.1654) loss_bbox_dn_4: 0.1491 (0.1640) loss_bbox_dn_5: 0.1491 (0.1640) loss_giou: 0.4548 (0.4686) loss_giou_aux_0: 0.4632 (0.4919) loss_giou_aux_1: 0.4519 (0.4783) loss_giou_aux_2: 0.4516 (0.4729) loss_giou_aux_3: 0.4585 (0.4695) loss_giou_aux_4: 0.4558 (0.4687) loss_giou_aux_5: 0.5220 (0.5554) loss_giou_dn_0: 0.5621 (0.5717) loss_giou_dn_1: 0.4411 (0.4644) loss_giou_dn_2: 0.4061 (0.4338) loss_giou_dn_3: 0.3928 (0.4255) loss_giou_dn_4: 0.3892 (0.4234) loss_giou_dn_5: 0.3893 (0.4236) loss_vfl: 0.6292 (0.6635) loss_vfl_aux_0: 0.7453 (0.7639) loss_vfl_aux_1: 0.6634 (0.7164) loss_vfl_aux_2: 0.6693 (0.6901) loss_vfl_aux_3: 0.6445 (0.6758) loss_vfl_aux_4: 0.6390 (0.6673) loss_vfl_aux_5: 0.6933 (0.7512) loss_vfl_dn_0: 0.4377 (0.4490) loss_vfl_dn_1: 0.3834 (0.3835) loss_vfl_dn_2: 0.3685 (0.3677) loss_vfl_dn_3: 0.3585 (0.3604) loss_vfl_dn_4: 0.3526 (0.3577) loss_vfl_dn_5: 0.3524 (0.3570) time: 0.4844 data: 0.0139 max mem: 5654 Epoch: [50] [4800/7393] eta: 0:21:06 lr: 0.000010 loss: 15.6624 (15.5879) loss_bbox: 0.1405 (0.1501) loss_bbox_aux_0: 0.1400 (0.1630) loss_bbox_aux_1: 0.1329 (0.1555) loss_bbox_aux_2: 0.1356 (0.1523) loss_bbox_aux_3: 0.1417 (0.1505) loss_bbox_aux_4: 0.1472 (0.1501) loss_bbox_aux_5: 0.1792 (0.1989) loss_bbox_dn_0: 0.2161 (0.2613) loss_bbox_dn_1: 0.1657 (0.1915) loss_bbox_dn_2: 0.1409 (0.1712) loss_bbox_dn_3: 0.1357 (0.1652) loss_bbox_dn_4: 0.1340 (0.1638) loss_bbox_dn_5: 0.1340 (0.1638) loss_giou: 0.4463 (0.4684) loss_giou_aux_0: 0.4660 (0.4919) loss_giou_aux_1: 0.4440 (0.4783) loss_giou_aux_2: 0.4443 (0.4728) loss_giou_aux_3: 0.4437 (0.4694) loss_giou_aux_4: 0.4457 (0.4686) loss_giou_aux_5: 0.5188 (0.5553) loss_giou_dn_0: 0.5677 (0.5717) loss_giou_dn_1: 0.4501 (0.4643) loss_giou_dn_2: 0.4139 (0.4337) loss_giou_dn_3: 0.4068 (0.4254) loss_giou_dn_4: 0.4052 (0.4233) loss_giou_dn_5: 0.4052 (0.4235) loss_vfl: 0.6606 (0.6636) loss_vfl_aux_0: 0.7547 (0.7640) loss_vfl_aux_1: 0.7124 (0.7165) loss_vfl_aux_2: 0.6966 (0.6900) loss_vfl_aux_3: 0.6763 (0.6759) loss_vfl_aux_4: 0.6638 (0.6674) loss_vfl_aux_5: 0.7411 (0.7513) loss_vfl_dn_0: 0.4504 (0.4490) loss_vfl_dn_1: 0.3839 (0.3835) loss_vfl_dn_2: 0.3675 (0.3677) loss_vfl_dn_3: 0.3613 (0.3604) loss_vfl_dn_4: 0.3602 (0.3577) loss_vfl_dn_5: 0.3588 (0.3570) time: 0.4793 data: 0.0140 max mem: 5654 Epoch: [50] [4900/7393] eta: 0:20:16 lr: 0.000010 loss: 15.4154 (15.5888) loss_bbox: 0.1434 (0.1501) loss_bbox_aux_0: 0.1608 (0.1629) loss_bbox_aux_1: 0.1515 (0.1555) loss_bbox_aux_2: 0.1527 (0.1524) loss_bbox_aux_3: 0.1446 (0.1505) loss_bbox_aux_4: 0.1434 (0.1501) loss_bbox_aux_5: 0.1942 (0.1989) loss_bbox_dn_0: 0.2438 (0.2614) loss_bbox_dn_1: 0.1873 (0.1916) loss_bbox_dn_2: 0.1702 (0.1712) loss_bbox_dn_3: 0.1645 (0.1653) loss_bbox_dn_4: 0.1639 (0.1639) loss_bbox_dn_5: 0.1639 (0.1639) loss_giou: 0.4204 (0.4683) loss_giou_aux_0: 0.4554 (0.4918) loss_giou_aux_1: 0.4342 (0.4782) loss_giou_aux_2: 0.4256 (0.4728) loss_giou_aux_3: 0.4219 (0.4693) loss_giou_aux_4: 0.4204 (0.4685) loss_giou_aux_5: 0.5103 (0.5553) loss_giou_dn_0: 0.5637 (0.5717) loss_giou_dn_1: 0.4451 (0.4643) loss_giou_dn_2: 0.4119 (0.4337) loss_giou_dn_3: 0.3991 (0.4254) loss_giou_dn_4: 0.3978 (0.4233) loss_giou_dn_5: 0.3980 (0.4235) loss_vfl: 0.6959 (0.6639) loss_vfl_aux_0: 0.7811 (0.7643) loss_vfl_aux_1: 0.7325 (0.7167) loss_vfl_aux_2: 0.7053 (0.6901) loss_vfl_aux_3: 0.7040 (0.6761) loss_vfl_aux_4: 0.6988 (0.6677) loss_vfl_aux_5: 0.7333 (0.7514) loss_vfl_dn_0: 0.4407 (0.4489) loss_vfl_dn_1: 0.3805 (0.3834) loss_vfl_dn_2: 0.3650 (0.3676) loss_vfl_dn_3: 0.3568 (0.3603) loss_vfl_dn_4: 0.3545 (0.3577) loss_vfl_dn_5: 0.3540 (0.3570) time: 0.4641 data: 0.0142 max mem: 5654 Epoch: [50] [5000/7393] eta: 0:19:27 lr: 0.000010 loss: 16.1697 (15.5931) loss_bbox: 0.1498 (0.1500) loss_bbox_aux_0: 0.1598 (0.1629) loss_bbox_aux_1: 0.1587 (0.1554) loss_bbox_aux_2: 0.1544 (0.1524) loss_bbox_aux_3: 0.1550 (0.1505) loss_bbox_aux_4: 0.1439 (0.1500) loss_bbox_aux_5: 0.1994 (0.1988) loss_bbox_dn_0: 0.2739 (0.2613) loss_bbox_dn_1: 0.1949 (0.1916) loss_bbox_dn_2: 0.1751 (0.1712) loss_bbox_dn_3: 0.1635 (0.1653) loss_bbox_dn_4: 0.1624 (0.1638) loss_bbox_dn_5: 0.1624 (0.1639) loss_giou: 0.4779 (0.4685) loss_giou_aux_0: 0.4836 (0.4919) loss_giou_aux_1: 0.4835 (0.4784) loss_giou_aux_2: 0.4795 (0.4730) loss_giou_aux_3: 0.4755 (0.4695) loss_giou_aux_4: 0.4794 (0.4686) loss_giou_aux_5: 0.5742 (0.5556) loss_giou_dn_0: 0.5926 (0.5719) loss_giou_dn_1: 0.4877 (0.4645) loss_giou_dn_2: 0.4558 (0.4339) loss_giou_dn_3: 0.4469 (0.4256) loss_giou_dn_4: 0.4455 (0.4235) loss_giou_dn_5: 0.4458 (0.4237) loss_vfl: 0.6471 (0.6643) loss_vfl_aux_0: 0.7989 (0.7647) loss_vfl_aux_1: 0.7291 (0.7170) loss_vfl_aux_2: 0.6836 (0.6903) loss_vfl_aux_3: 0.6570 (0.6763) loss_vfl_aux_4: 0.6541 (0.6680) loss_vfl_aux_5: 0.7443 (0.7515) loss_vfl_dn_0: 0.4444 (0.4490) loss_vfl_dn_1: 0.3887 (0.3835) loss_vfl_dn_2: 0.3743 (0.3677) loss_vfl_dn_3: 0.3631 (0.3604) loss_vfl_dn_4: 0.3634 (0.3578) loss_vfl_dn_5: 0.3627 (0.3571) time: 0.5020 data: 0.0140 max mem: 5654 Epoch: [50] [5100/7393] eta: 0:18:38 lr: 0.000010 loss: 15.7267 (15.5937) loss_bbox: 0.1479 (0.1500) loss_bbox_aux_0: 0.1571 (0.1628) loss_bbox_aux_1: 0.1500 (0.1554) loss_bbox_aux_2: 0.1508 (0.1523) loss_bbox_aux_3: 0.1467 (0.1504) loss_bbox_aux_4: 0.1493 (0.1500) loss_bbox_aux_5: 0.1817 (0.1987) loss_bbox_dn_0: 0.2344 (0.2612) loss_bbox_dn_1: 0.1659 (0.1915) loss_bbox_dn_2: 0.1522 (0.1711) loss_bbox_dn_3: 0.1490 (0.1652) loss_bbox_dn_4: 0.1484 (0.1638) loss_bbox_dn_5: 0.1484 (0.1638) loss_giou: 0.4749 (0.4686) loss_giou_aux_0: 0.4983 (0.4921) loss_giou_aux_1: 0.4930 (0.4785) loss_giou_aux_2: 0.4771 (0.4731) loss_giou_aux_3: 0.4773 (0.4696) loss_giou_aux_4: 0.4791 (0.4687) loss_giou_aux_5: 0.5619 (0.5557) loss_giou_dn_0: 0.5764 (0.5719) loss_giou_dn_1: 0.4648 (0.4646) loss_giou_dn_2: 0.4339 (0.4339) loss_giou_dn_3: 0.4261 (0.4256) loss_giou_dn_4: 0.4238 (0.4235) loss_giou_dn_5: 0.4233 (0.4237) loss_vfl: 0.6388 (0.6644) loss_vfl_aux_0: 0.7390 (0.7648) loss_vfl_aux_1: 0.6897 (0.7170) loss_vfl_aux_2: 0.6606 (0.6905) loss_vfl_aux_3: 0.6445 (0.6763) loss_vfl_aux_4: 0.6410 (0.6681) loss_vfl_aux_5: 0.7265 (0.7515) loss_vfl_dn_0: 0.4417 (0.4489) loss_vfl_dn_1: 0.3840 (0.3835) loss_vfl_dn_2: 0.3675 (0.3677) loss_vfl_dn_3: 0.3586 (0.3604) loss_vfl_dn_4: 0.3553 (0.3578) loss_vfl_dn_5: 0.3553 (0.3571) time: 0.4788 data: 0.0139 max mem: 5654 Epoch: [50] [5200/7393] eta: 0:17:49 lr: 0.000010 loss: 15.4889 (15.5957) loss_bbox: 0.1553 (0.1500) loss_bbox_aux_0: 0.1686 (0.1628) loss_bbox_aux_1: 0.1634 (0.1554) loss_bbox_aux_2: 0.1635 (0.1523) loss_bbox_aux_3: 0.1576 (0.1505) loss_bbox_aux_4: 0.1581 (0.1500) loss_bbox_aux_5: 0.2125 (0.1988) loss_bbox_dn_0: 0.2941 (0.2612) loss_bbox_dn_1: 0.2010 (0.1915) loss_bbox_dn_2: 0.1777 (0.1711) loss_bbox_dn_3: 0.1705 (0.1652) loss_bbox_dn_4: 0.1678 (0.1638) loss_bbox_dn_5: 0.1678 (0.1638) loss_giou: 0.4118 (0.4688) loss_giou_aux_0: 0.4508 (0.4922) loss_giou_aux_1: 0.4380 (0.4787) loss_giou_aux_2: 0.4370 (0.4734) loss_giou_aux_3: 0.4167 (0.4699) loss_giou_aux_4: 0.4182 (0.4690) loss_giou_aux_5: 0.5158 (0.5559) loss_giou_dn_0: 0.5483 (0.5721) loss_giou_dn_1: 0.4452 (0.4647) loss_giou_dn_2: 0.4172 (0.4341) loss_giou_dn_3: 0.4082 (0.4258) loss_giou_dn_4: 0.4046 (0.4237) loss_giou_dn_5: 0.4044 (0.4239) loss_vfl: 0.6514 (0.6642) loss_vfl_aux_0: 0.7681 (0.7648) loss_vfl_aux_1: 0.7344 (0.7170) loss_vfl_aux_2: 0.6844 (0.6903) loss_vfl_aux_3: 0.6718 (0.6762) loss_vfl_aux_4: 0.6471 (0.6680) loss_vfl_aux_5: 0.7602 (0.7514) loss_vfl_dn_0: 0.4513 (0.4489) loss_vfl_dn_1: 0.3861 (0.3835) loss_vfl_dn_2: 0.3668 (0.3677) loss_vfl_dn_3: 0.3606 (0.3604) loss_vfl_dn_4: 0.3588 (0.3578) loss_vfl_dn_5: 0.3577 (0.3571) time: 0.4860 data: 0.0144 max mem: 5654 Epoch: [50] [5300/7393] eta: 0:17:00 lr: 0.000010 loss: 15.3124 (15.5994) loss_bbox: 0.1389 (0.1501) loss_bbox_aux_0: 0.1599 (0.1628) loss_bbox_aux_1: 0.1474 (0.1554) loss_bbox_aux_2: 0.1398 (0.1524) loss_bbox_aux_3: 0.1382 (0.1505) loss_bbox_aux_4: 0.1418 (0.1501) loss_bbox_aux_5: 0.1987 (0.1988) loss_bbox_dn_0: 0.2524 (0.2612) loss_bbox_dn_1: 0.1850 (0.1915) loss_bbox_dn_2: 0.1643 (0.1711) loss_bbox_dn_3: 0.1613 (0.1652) loss_bbox_dn_4: 0.1574 (0.1637) loss_bbox_dn_5: 0.1571 (0.1638) loss_giou: 0.4364 (0.4691) loss_giou_aux_0: 0.4477 (0.4925) loss_giou_aux_1: 0.4263 (0.4789) loss_giou_aux_2: 0.4407 (0.4736) loss_giou_aux_3: 0.4378 (0.4702) loss_giou_aux_4: 0.4369 (0.4693) loss_giou_aux_5: 0.5272 (0.5562) loss_giou_dn_0: 0.5497 (0.5723) loss_giou_dn_1: 0.4332 (0.4649) loss_giou_dn_2: 0.4072 (0.4342) loss_giou_dn_3: 0.4018 (0.4259) loss_giou_dn_4: 0.4006 (0.4239) loss_giou_dn_5: 0.4005 (0.4241) loss_vfl: 0.6842 (0.6642) loss_vfl_aux_0: 0.7880 (0.7649) loss_vfl_aux_1: 0.7568 (0.7171) loss_vfl_aux_2: 0.7121 (0.6902) loss_vfl_aux_3: 0.7038 (0.6762) loss_vfl_aux_4: 0.6912 (0.6680) loss_vfl_aux_5: 0.7408 (0.7514) loss_vfl_dn_0: 0.4532 (0.4489) loss_vfl_dn_1: 0.3824 (0.3836) loss_vfl_dn_2: 0.3665 (0.3678) loss_vfl_dn_3: 0.3576 (0.3605) loss_vfl_dn_4: 0.3579 (0.3579) loss_vfl_dn_5: 0.3565 (0.3572) time: 0.4882 data: 0.0141 max mem: 5654 Epoch: [50] [5400/7393] eta: 0:16:11 lr: 0.000010 loss: 15.5933 (15.5986) loss_bbox: 0.1415 (0.1501) loss_bbox_aux_0: 0.1537 (0.1628) loss_bbox_aux_1: 0.1411 (0.1554) loss_bbox_aux_2: 0.1421 (0.1524) loss_bbox_aux_3: 0.1430 (0.1505) loss_bbox_aux_4: 0.1414 (0.1501) loss_bbox_aux_5: 0.1867 (0.1988) loss_bbox_dn_0: 0.2475 (0.2613) loss_bbox_dn_1: 0.1770 (0.1915) loss_bbox_dn_2: 0.1600 (0.1711) loss_bbox_dn_3: 0.1478 (0.1652) loss_bbox_dn_4: 0.1435 (0.1638) loss_bbox_dn_5: 0.1434 (0.1638) loss_giou: 0.4540 (0.4691) loss_giou_aux_0: 0.4943 (0.4925) loss_giou_aux_1: 0.4608 (0.4789) loss_giou_aux_2: 0.4693 (0.4736) loss_giou_aux_3: 0.4579 (0.4701) loss_giou_aux_4: 0.4519 (0.4692) loss_giou_aux_5: 0.5460 (0.5562) loss_giou_dn_0: 0.5782 (0.5722) loss_giou_dn_1: 0.4607 (0.4648) loss_giou_dn_2: 0.4270 (0.4342) loss_giou_dn_3: 0.4170 (0.4258) loss_giou_dn_4: 0.4129 (0.4238) loss_giou_dn_5: 0.4128 (0.4240) loss_vfl: 0.6564 (0.6642) loss_vfl_aux_0: 0.7620 (0.7649) loss_vfl_aux_1: 0.7099 (0.7172) loss_vfl_aux_2: 0.6850 (0.6902) loss_vfl_aux_3: 0.6635 (0.6762) loss_vfl_aux_4: 0.6678 (0.6680) loss_vfl_aux_5: 0.7469 (0.7513) loss_vfl_dn_0: 0.4513 (0.4490) loss_vfl_dn_1: 0.3842 (0.3836) loss_vfl_dn_2: 0.3653 (0.3678) loss_vfl_dn_3: 0.3597 (0.3604) loss_vfl_dn_4: 0.3569 (0.3578) loss_vfl_dn_5: 0.3542 (0.3571) time: 0.4848 data: 0.0150 max mem: 5654 Epoch: [50] [5500/7393] eta: 0:15:24 lr: 0.000010 loss: 15.8278 (15.6025) loss_bbox: 0.1473 (0.1501) loss_bbox_aux_0: 0.1571 (0.1628) loss_bbox_aux_1: 0.1514 (0.1554) loss_bbox_aux_2: 0.1525 (0.1524) loss_bbox_aux_3: 0.1543 (0.1506) loss_bbox_aux_4: 0.1534 (0.1501) loss_bbox_aux_5: 0.1885 (0.1988) loss_bbox_dn_0: 0.2238 (0.2612) loss_bbox_dn_1: 0.1878 (0.1914) loss_bbox_dn_2: 0.1664 (0.1710) loss_bbox_dn_3: 0.1561 (0.1651) loss_bbox_dn_4: 0.1537 (0.1637) loss_bbox_dn_5: 0.1538 (0.1637) loss_giou: 0.4763 (0.4695) loss_giou_aux_0: 0.5110 (0.4929) loss_giou_aux_1: 0.4915 (0.4793) loss_giou_aux_2: 0.4891 (0.4741) loss_giou_aux_3: 0.4853 (0.4706) loss_giou_aux_4: 0.4816 (0.4696) loss_giou_aux_5: 0.5697 (0.5566) loss_giou_dn_0: 0.5889 (0.5724) loss_giou_dn_1: 0.4646 (0.4650) loss_giou_dn_2: 0.4284 (0.4343) loss_giou_dn_3: 0.4191 (0.4260) loss_giou_dn_4: 0.4163 (0.4240) loss_giou_dn_5: 0.4163 (0.4242) loss_vfl: 0.6591 (0.6641) loss_vfl_aux_0: 0.7302 (0.7649) loss_vfl_aux_1: 0.6990 (0.7172) loss_vfl_aux_2: 0.6736 (0.6901) loss_vfl_aux_3: 0.6629 (0.6761) loss_vfl_aux_4: 0.6703 (0.6679) loss_vfl_aux_5: 0.7133 (0.7511) loss_vfl_dn_0: 0.4537 (0.4490) loss_vfl_dn_1: 0.3888 (0.3836) loss_vfl_dn_2: 0.3727 (0.3678) loss_vfl_dn_3: 0.3651 (0.3605) loss_vfl_dn_4: 0.3621 (0.3579) loss_vfl_dn_5: 0.3627 (0.3572) time: 0.4749 data: 0.0142 max mem: 5654 Epoch: [50] [5600/7393] eta: 0:14:37 lr: 0.000010 loss: 16.0382 (15.6020) loss_bbox: 0.1459 (0.1501) loss_bbox_aux_0: 0.1658 (0.1628) loss_bbox_aux_1: 0.1580 (0.1554) loss_bbox_aux_2: 0.1475 (0.1524) loss_bbox_aux_3: 0.1418 (0.1506) loss_bbox_aux_4: 0.1459 (0.1501) loss_bbox_aux_5: 0.1998 (0.1988) loss_bbox_dn_0: 0.2432 (0.2611) loss_bbox_dn_1: 0.1694 (0.1913) loss_bbox_dn_2: 0.1479 (0.1709) loss_bbox_dn_3: 0.1421 (0.1650) loss_bbox_dn_4: 0.1427 (0.1636) loss_bbox_dn_5: 0.1427 (0.1636) loss_giou: 0.5024 (0.4697) loss_giou_aux_0: 0.5195 (0.4930) loss_giou_aux_1: 0.5223 (0.4795) loss_giou_aux_2: 0.5204 (0.4743) loss_giou_aux_3: 0.5173 (0.4708) loss_giou_aux_4: 0.5049 (0.4699) loss_giou_aux_5: 0.6011 (0.5567) loss_giou_dn_0: 0.6006 (0.5725) loss_giou_dn_1: 0.5011 (0.4651) loss_giou_dn_2: 0.4688 (0.4344) loss_giou_dn_3: 0.4619 (0.4261) loss_giou_dn_4: 0.4592 (0.4240) loss_giou_dn_5: 0.4594 (0.4242) loss_vfl: 0.6063 (0.6638) loss_vfl_aux_0: 0.6809 (0.7648) loss_vfl_aux_1: 0.6615 (0.7171) loss_vfl_aux_2: 0.6212 (0.6899) loss_vfl_aux_3: 0.6152 (0.6759) loss_vfl_aux_4: 0.6061 (0.6676) loss_vfl_aux_5: 0.6970 (0.7511) loss_vfl_dn_0: 0.4430 (0.4490) loss_vfl_dn_1: 0.3796 (0.3836) loss_vfl_dn_2: 0.3696 (0.3678) loss_vfl_dn_3: 0.3602 (0.3605) loss_vfl_dn_4: 0.3573 (0.3579) loss_vfl_dn_5: 0.3562 (0.3572) time: 0.4910 data: 0.0140 max mem: 5654 Epoch: [50] [5700/7393] eta: 0:13:48 lr: 0.000010 loss: 14.9224 (15.5973) loss_bbox: 0.1337 (0.1501) loss_bbox_aux_0: 0.1437 (0.1627) loss_bbox_aux_1: 0.1368 (0.1554) loss_bbox_aux_2: 0.1338 (0.1524) loss_bbox_aux_3: 0.1330 (0.1505) loss_bbox_aux_4: 0.1333 (0.1501) loss_bbox_aux_5: 0.1835 (0.1988) loss_bbox_dn_0: 0.2394 (0.2612) loss_bbox_dn_1: 0.1669 (0.1913) loss_bbox_dn_2: 0.1432 (0.1709) loss_bbox_dn_3: 0.1416 (0.1650) loss_bbox_dn_4: 0.1408 (0.1636) loss_bbox_dn_5: 0.1409 (0.1636) loss_giou: 0.4456 (0.4693) loss_giou_aux_0: 0.4573 (0.4926) loss_giou_aux_1: 0.4594 (0.4791) loss_giou_aux_2: 0.4427 (0.4739) loss_giou_aux_3: 0.4464 (0.4704) loss_giou_aux_4: 0.4484 (0.4695) loss_giou_aux_5: 0.5232 (0.5563) loss_giou_dn_0: 0.5446 (0.5722) loss_giou_dn_1: 0.4482 (0.4647) loss_giou_dn_2: 0.4193 (0.4341) loss_giou_dn_3: 0.4152 (0.4258) loss_giou_dn_4: 0.4143 (0.4237) loss_giou_dn_5: 0.4144 (0.4239) loss_vfl: 0.6375 (0.6638) loss_vfl_aux_0: 0.7504 (0.7650) loss_vfl_aux_1: 0.7026 (0.7172) loss_vfl_aux_2: 0.6886 (0.6899) loss_vfl_aux_3: 0.6657 (0.6758) loss_vfl_aux_4: 0.6421 (0.6676) loss_vfl_aux_5: 0.7181 (0.7512) loss_vfl_dn_0: 0.4395 (0.4490) loss_vfl_dn_1: 0.3686 (0.3835) loss_vfl_dn_2: 0.3510 (0.3677) loss_vfl_dn_3: 0.3475 (0.3604) loss_vfl_dn_4: 0.3447 (0.3578) loss_vfl_dn_5: 0.3435 (0.3571) time: 0.4866 data: 0.0142 max mem: 5654 Epoch: [50] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.8566 (15.5995) loss_bbox: 0.1371 (0.1502) loss_bbox_aux_0: 0.1511 (0.1628) loss_bbox_aux_1: 0.1503 (0.1554) loss_bbox_aux_2: 0.1413 (0.1525) loss_bbox_aux_3: 0.1394 (0.1506) loss_bbox_aux_4: 0.1377 (0.1502) loss_bbox_aux_5: 0.1795 (0.1989) loss_bbox_dn_0: 0.2455 (0.2613) loss_bbox_dn_1: 0.2032 (0.1914) loss_bbox_dn_2: 0.1805 (0.1710) loss_bbox_dn_3: 0.1730 (0.1651) loss_bbox_dn_4: 0.1716 (0.1637) loss_bbox_dn_5: 0.1717 (0.1637) loss_giou: 0.5209 (0.4693) loss_giou_aux_0: 0.5181 (0.4926) loss_giou_aux_1: 0.5297 (0.4790) loss_giou_aux_2: 0.5294 (0.4738) loss_giou_aux_3: 0.5205 (0.4704) loss_giou_aux_4: 0.5202 (0.4694) loss_giou_aux_5: 0.5841 (0.5562) loss_giou_dn_0: 0.5993 (0.5722) loss_giou_dn_1: 0.4892 (0.4648) loss_giou_dn_2: 0.4615 (0.4341) loss_giou_dn_3: 0.4517 (0.4258) loss_giou_dn_4: 0.4493 (0.4237) loss_giou_dn_5: 0.4493 (0.4239) loss_vfl: 0.6506 (0.6640) loss_vfl_aux_0: 0.7470 (0.7652) loss_vfl_aux_1: 0.6883 (0.7174) loss_vfl_aux_2: 0.6639 (0.6901) loss_vfl_aux_3: 0.6560 (0.6760) loss_vfl_aux_4: 0.6522 (0.6677) loss_vfl_aux_5: 0.7517 (0.7515) loss_vfl_dn_0: 0.4475 (0.4490) loss_vfl_dn_1: 0.3834 (0.3835) loss_vfl_dn_2: 0.3674 (0.3677) loss_vfl_dn_3: 0.3612 (0.3604) loss_vfl_dn_4: 0.3576 (0.3578) loss_vfl_dn_5: 0.3550 (0.3571) time: 0.4919 data: 0.0150 max mem: 5654 Epoch: [50] [5900/7393] eta: 0:12:10 lr: 0.000010 loss: 15.7183 (15.6013) loss_bbox: 0.1373 (0.1503) loss_bbox_aux_0: 0.1443 (0.1628) loss_bbox_aux_1: 0.1437 (0.1555) loss_bbox_aux_2: 0.1392 (0.1525) loss_bbox_aux_3: 0.1347 (0.1506) loss_bbox_aux_4: 0.1369 (0.1502) loss_bbox_aux_5: 0.1754 (0.1989) loss_bbox_dn_0: 0.2361 (0.2613) loss_bbox_dn_1: 0.1781 (0.1915) loss_bbox_dn_2: 0.1589 (0.1710) loss_bbox_dn_3: 0.1527 (0.1651) loss_bbox_dn_4: 0.1502 (0.1637) loss_bbox_dn_5: 0.1500 (0.1637) loss_giou: 0.4552 (0.4693) loss_giou_aux_0: 0.4843 (0.4926) loss_giou_aux_1: 0.4779 (0.4791) loss_giou_aux_2: 0.4618 (0.4739) loss_giou_aux_3: 0.4587 (0.4704) loss_giou_aux_4: 0.4685 (0.4695) loss_giou_aux_5: 0.5417 (0.5562) loss_giou_dn_0: 0.5719 (0.5724) loss_giou_dn_1: 0.4764 (0.4649) loss_giou_dn_2: 0.4414 (0.4343) loss_giou_dn_3: 0.4329 (0.4259) loss_giou_dn_4: 0.4325 (0.4239) loss_giou_dn_5: 0.4337 (0.4241) loss_vfl: 0.6488 (0.6640) loss_vfl_aux_0: 0.7634 (0.7652) loss_vfl_aux_1: 0.7149 (0.7175) loss_vfl_aux_2: 0.6814 (0.6902) loss_vfl_aux_3: 0.6867 (0.6761) loss_vfl_aux_4: 0.6586 (0.6678) loss_vfl_aux_5: 0.7490 (0.7515) loss_vfl_dn_0: 0.4495 (0.4490) loss_vfl_dn_1: 0.3849 (0.3835) loss_vfl_dn_2: 0.3716 (0.3677) loss_vfl_dn_3: 0.3605 (0.3604) loss_vfl_dn_4: 0.3584 (0.3578) loss_vfl_dn_5: 0.3579 (0.3571) time: 0.4861 data: 0.0136 max mem: 5654 Epoch: [50] [6000/7393] eta: 0:11:21 lr: 0.000010 loss: 15.2830 (15.5990) loss_bbox: 0.1477 (0.1503) loss_bbox_aux_0: 0.1660 (0.1629) loss_bbox_aux_1: 0.1548 (0.1555) loss_bbox_aux_2: 0.1499 (0.1525) loss_bbox_aux_3: 0.1501 (0.1507) loss_bbox_aux_4: 0.1455 (0.1503) loss_bbox_aux_5: 0.1939 (0.1989) loss_bbox_dn_0: 0.2518 (0.2612) loss_bbox_dn_1: 0.1782 (0.1915) loss_bbox_dn_2: 0.1638 (0.1711) loss_bbox_dn_3: 0.1607 (0.1651) loss_bbox_dn_4: 0.1592 (0.1637) loss_bbox_dn_5: 0.1592 (0.1637) loss_giou: 0.3913 (0.4692) loss_giou_aux_0: 0.4237 (0.4925) loss_giou_aux_1: 0.4062 (0.4790) loss_giou_aux_2: 0.4176 (0.4737) loss_giou_aux_3: 0.4030 (0.4703) loss_giou_aux_4: 0.3991 (0.4693) loss_giou_aux_5: 0.4968 (0.5561) loss_giou_dn_0: 0.5451 (0.5722) loss_giou_dn_1: 0.4415 (0.4648) loss_giou_dn_2: 0.4016 (0.4341) loss_giou_dn_3: 0.3921 (0.4258) loss_giou_dn_4: 0.3889 (0.4237) loss_giou_dn_5: 0.3889 (0.4239) loss_vfl: 0.6475 (0.6639) loss_vfl_aux_0: 0.7531 (0.7651) loss_vfl_aux_1: 0.7178 (0.7174) loss_vfl_aux_2: 0.6769 (0.6902) loss_vfl_aux_3: 0.6681 (0.6759) loss_vfl_aux_4: 0.6494 (0.6677) loss_vfl_aux_5: 0.7450 (0.7513) loss_vfl_dn_0: 0.4490 (0.4490) loss_vfl_dn_1: 0.3867 (0.3835) loss_vfl_dn_2: 0.3721 (0.3677) loss_vfl_dn_3: 0.3633 (0.3604) loss_vfl_dn_4: 0.3622 (0.3578) loss_vfl_dn_5: 0.3604 (0.3571) time: 0.4866 data: 0.0143 max mem: 5654 Epoch: [50] [6100/7393] eta: 0:10:33 lr: 0.000010 loss: 15.2593 (15.5991) loss_bbox: 0.1463 (0.1503) loss_bbox_aux_0: 0.1639 (0.1629) loss_bbox_aux_1: 0.1641 (0.1555) loss_bbox_aux_2: 0.1559 (0.1526) loss_bbox_aux_3: 0.1473 (0.1507) loss_bbox_aux_4: 0.1485 (0.1503) loss_bbox_aux_5: 0.1972 (0.1990) loss_bbox_dn_0: 0.2643 (0.2613) loss_bbox_dn_1: 0.1959 (0.1915) loss_bbox_dn_2: 0.1698 (0.1711) loss_bbox_dn_3: 0.1666 (0.1652) loss_bbox_dn_4: 0.1642 (0.1637) loss_bbox_dn_5: 0.1642 (0.1637) loss_giou: 0.4432 (0.4692) loss_giou_aux_0: 0.4717 (0.4925) loss_giou_aux_1: 0.4553 (0.4789) loss_giou_aux_2: 0.4441 (0.4737) loss_giou_aux_3: 0.4464 (0.4702) loss_giou_aux_4: 0.4431 (0.4693) loss_giou_aux_5: 0.5177 (0.5561) loss_giou_dn_0: 0.5374 (0.5721) loss_giou_dn_1: 0.4208 (0.4647) loss_giou_dn_2: 0.3892 (0.4340) loss_giou_dn_3: 0.3775 (0.4257) loss_giou_dn_4: 0.3733 (0.4236) loss_giou_dn_5: 0.3733 (0.4238) loss_vfl: 0.6350 (0.6641) loss_vfl_aux_0: 0.7584 (0.7651) loss_vfl_aux_1: 0.7075 (0.7174) loss_vfl_aux_2: 0.6676 (0.6902) loss_vfl_aux_3: 0.6554 (0.6760) loss_vfl_aux_4: 0.6480 (0.6678) loss_vfl_aux_5: 0.7573 (0.7514) loss_vfl_dn_0: 0.4402 (0.4490) loss_vfl_dn_1: 0.3742 (0.3835) loss_vfl_dn_2: 0.3607 (0.3677) loss_vfl_dn_3: 0.3511 (0.3604) loss_vfl_dn_4: 0.3475 (0.3578) loss_vfl_dn_5: 0.3470 (0.3571) time: 0.4833 data: 0.0140 max mem: 5654 Epoch: [50] [6200/7393] eta: 0:09:44 lr: 0.000010 loss: 15.7641 (15.5981) loss_bbox: 0.1378 (0.1503) loss_bbox_aux_0: 0.1466 (0.1628) loss_bbox_aux_1: 0.1351 (0.1554) loss_bbox_aux_2: 0.1380 (0.1525) loss_bbox_aux_3: 0.1337 (0.1507) loss_bbox_aux_4: 0.1344 (0.1503) loss_bbox_aux_5: 0.1841 (0.1989) loss_bbox_dn_0: 0.2321 (0.2613) loss_bbox_dn_1: 0.1647 (0.1915) loss_bbox_dn_2: 0.1465 (0.1711) loss_bbox_dn_3: 0.1409 (0.1652) loss_bbox_dn_4: 0.1400 (0.1638) loss_bbox_dn_5: 0.1400 (0.1638) loss_giou: 0.4566 (0.4691) loss_giou_aux_0: 0.4608 (0.4924) loss_giou_aux_1: 0.4658 (0.4789) loss_giou_aux_2: 0.4535 (0.4736) loss_giou_aux_3: 0.4574 (0.4702) loss_giou_aux_4: 0.4571 (0.4693) loss_giou_aux_5: 0.5130 (0.5560) loss_giou_dn_0: 0.5776 (0.5721) loss_giou_dn_1: 0.4705 (0.4647) loss_giou_dn_2: 0.4519 (0.4340) loss_giou_dn_3: 0.4434 (0.4257) loss_giou_dn_4: 0.4426 (0.4236) loss_giou_dn_5: 0.4426 (0.4238) loss_vfl: 0.6503 (0.6640) loss_vfl_aux_0: 0.7346 (0.7651) loss_vfl_aux_1: 0.7208 (0.7175) loss_vfl_aux_2: 0.6689 (0.6902) loss_vfl_aux_3: 0.6678 (0.6760) loss_vfl_aux_4: 0.6450 (0.6678) loss_vfl_aux_5: 0.7445 (0.7515) loss_vfl_dn_0: 0.4400 (0.4490) loss_vfl_dn_1: 0.3765 (0.3834) loss_vfl_dn_2: 0.3658 (0.3676) loss_vfl_dn_3: 0.3579 (0.3603) loss_vfl_dn_4: 0.3538 (0.3577) loss_vfl_dn_5: 0.3543 (0.3570) time: 0.4784 data: 0.0139 max mem: 5654 Epoch: [50] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 14.9243 (15.6018) loss_bbox: 0.1395 (0.1503) loss_bbox_aux_0: 0.1477 (0.1629) loss_bbox_aux_1: 0.1433 (0.1555) loss_bbox_aux_2: 0.1424 (0.1526) loss_bbox_aux_3: 0.1389 (0.1507) loss_bbox_aux_4: 0.1395 (0.1503) loss_bbox_aux_5: 0.1793 (0.1990) loss_bbox_dn_0: 0.2445 (0.2613) loss_bbox_dn_1: 0.1718 (0.1915) loss_bbox_dn_2: 0.1454 (0.1711) loss_bbox_dn_3: 0.1393 (0.1652) loss_bbox_dn_4: 0.1385 (0.1638) loss_bbox_dn_5: 0.1385 (0.1638) loss_giou: 0.4641 (0.4695) loss_giou_aux_0: 0.4858 (0.4928) loss_giou_aux_1: 0.4694 (0.4792) loss_giou_aux_2: 0.4642 (0.4740) loss_giou_aux_3: 0.4646 (0.4706) loss_giou_aux_4: 0.4641 (0.4696) loss_giou_aux_5: 0.5466 (0.5563) loss_giou_dn_0: 0.5550 (0.5723) loss_giou_dn_1: 0.4610 (0.4649) loss_giou_dn_2: 0.4212 (0.4342) loss_giou_dn_3: 0.4130 (0.4259) loss_giou_dn_4: 0.4102 (0.4238) loss_giou_dn_5: 0.4101 (0.4240) loss_vfl: 0.6308 (0.6639) loss_vfl_aux_0: 0.7231 (0.7649) loss_vfl_aux_1: 0.6839 (0.7174) loss_vfl_aux_2: 0.6585 (0.6901) loss_vfl_aux_3: 0.6381 (0.6760) loss_vfl_aux_4: 0.6472 (0.6677) loss_vfl_aux_5: 0.7209 (0.7514) loss_vfl_dn_0: 0.4453 (0.4490) loss_vfl_dn_1: 0.3748 (0.3835) loss_vfl_dn_2: 0.3579 (0.3677) loss_vfl_dn_3: 0.3499 (0.3603) loss_vfl_dn_4: 0.3480 (0.3578) loss_vfl_dn_5: 0.3483 (0.3571) time: 0.4834 data: 0.0140 max mem: 5654 Epoch: [50] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 16.0331 (15.6015) loss_bbox: 0.1420 (0.1503) loss_bbox_aux_0: 0.1541 (0.1629) loss_bbox_aux_1: 0.1423 (0.1555) loss_bbox_aux_2: 0.1406 (0.1526) loss_bbox_aux_3: 0.1430 (0.1507) loss_bbox_aux_4: 0.1432 (0.1503) loss_bbox_aux_5: 0.1881 (0.1990) loss_bbox_dn_0: 0.2198 (0.2613) loss_bbox_dn_1: 0.1647 (0.1916) loss_bbox_dn_2: 0.1438 (0.1711) loss_bbox_dn_3: 0.1398 (0.1652) loss_bbox_dn_4: 0.1381 (0.1638) loss_bbox_dn_5: 0.1381 (0.1638) loss_giou: 0.5027 (0.4693) loss_giou_aux_0: 0.5202 (0.4926) loss_giou_aux_1: 0.5120 (0.4791) loss_giou_aux_2: 0.5027 (0.4739) loss_giou_aux_3: 0.5037 (0.4704) loss_giou_aux_4: 0.5028 (0.4694) loss_giou_aux_5: 0.5718 (0.5562) loss_giou_dn_0: 0.5771 (0.5722) loss_giou_dn_1: 0.4786 (0.4648) loss_giou_dn_2: 0.4559 (0.4341) loss_giou_dn_3: 0.4476 (0.4258) loss_giou_dn_4: 0.4445 (0.4237) loss_giou_dn_5: 0.4444 (0.4239) loss_vfl: 0.6540 (0.6641) loss_vfl_aux_0: 0.7603 (0.7651) loss_vfl_aux_1: 0.7225 (0.7177) loss_vfl_aux_2: 0.6950 (0.6903) loss_vfl_aux_3: 0.6773 (0.6762) loss_vfl_aux_4: 0.6608 (0.6679) loss_vfl_aux_5: 0.7304 (0.7515) loss_vfl_dn_0: 0.4547 (0.4490) loss_vfl_dn_1: 0.3880 (0.3834) loss_vfl_dn_2: 0.3712 (0.3677) loss_vfl_dn_3: 0.3649 (0.3603) loss_vfl_dn_4: 0.3634 (0.3578) loss_vfl_dn_5: 0.3620 (0.3570) time: 0.4715 data: 0.0145 max mem: 5654 Epoch: [50] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.5169 (15.6023) loss_bbox: 0.1438 (0.1503) loss_bbox_aux_0: 0.1620 (0.1629) loss_bbox_aux_1: 0.1518 (0.1554) loss_bbox_aux_2: 0.1470 (0.1526) loss_bbox_aux_3: 0.1459 (0.1507) loss_bbox_aux_4: 0.1439 (0.1503) loss_bbox_aux_5: 0.1955 (0.1990) loss_bbox_dn_0: 0.2405 (0.2614) loss_bbox_dn_1: 0.1731 (0.1916) loss_bbox_dn_2: 0.1563 (0.1712) loss_bbox_dn_3: 0.1505 (0.1652) loss_bbox_dn_4: 0.1509 (0.1638) loss_bbox_dn_5: 0.1509 (0.1638) loss_giou: 0.4826 (0.4693) loss_giou_aux_0: 0.4847 (0.4926) loss_giou_aux_1: 0.4822 (0.4790) loss_giou_aux_2: 0.4763 (0.4738) loss_giou_aux_3: 0.4885 (0.4704) loss_giou_aux_4: 0.4763 (0.4694) loss_giou_aux_5: 0.5441 (0.5561) loss_giou_dn_0: 0.5880 (0.5721) loss_giou_dn_1: 0.4778 (0.4648) loss_giou_dn_2: 0.4517 (0.4341) loss_giou_dn_3: 0.4450 (0.4258) loss_giou_dn_4: 0.4424 (0.4237) loss_giou_dn_5: 0.4425 (0.4239) loss_vfl: 0.6649 (0.6642) loss_vfl_aux_0: 0.7663 (0.7652) loss_vfl_aux_1: 0.6887 (0.7178) loss_vfl_aux_2: 0.6833 (0.6905) loss_vfl_aux_3: 0.6690 (0.6763) loss_vfl_aux_4: 0.6644 (0.6681) loss_vfl_aux_5: 0.7756 (0.7517) loss_vfl_dn_0: 0.4488 (0.4490) loss_vfl_dn_1: 0.3877 (0.3835) loss_vfl_dn_2: 0.3713 (0.3677) loss_vfl_dn_3: 0.3660 (0.3603) loss_vfl_dn_4: 0.3643 (0.3578) loss_vfl_dn_5: 0.3644 (0.3571) time: 0.4846 data: 0.0138 max mem: 5654 Epoch: [50] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.5431 (15.5997) loss_bbox: 0.1547 (0.1504) loss_bbox_aux_0: 0.1641 (0.1630) loss_bbox_aux_1: 0.1459 (0.1555) loss_bbox_aux_2: 0.1401 (0.1526) loss_bbox_aux_3: 0.1547 (0.1508) loss_bbox_aux_4: 0.1546 (0.1504) loss_bbox_aux_5: 0.2053 (0.1991) loss_bbox_dn_0: 0.2855 (0.2615) loss_bbox_dn_1: 0.1978 (0.1916) loss_bbox_dn_2: 0.1753 (0.1712) loss_bbox_dn_3: 0.1714 (0.1653) loss_bbox_dn_4: 0.1718 (0.1639) loss_bbox_dn_5: 0.1717 (0.1639) loss_giou: 0.4181 (0.4690) loss_giou_aux_0: 0.4486 (0.4922) loss_giou_aux_1: 0.4265 (0.4787) loss_giou_aux_2: 0.4236 (0.4735) loss_giou_aux_3: 0.4166 (0.4701) loss_giou_aux_4: 0.4217 (0.4691) loss_giou_aux_5: 0.5011 (0.5558) loss_giou_dn_0: 0.5274 (0.5719) loss_giou_dn_1: 0.4197 (0.4645) loss_giou_dn_2: 0.4008 (0.4338) loss_giou_dn_3: 0.3927 (0.4255) loss_giou_dn_4: 0.3921 (0.4234) loss_giou_dn_5: 0.3921 (0.4236) loss_vfl: 0.6578 (0.6643) loss_vfl_aux_0: 0.7745 (0.7653) loss_vfl_aux_1: 0.7136 (0.7180) loss_vfl_aux_2: 0.6756 (0.6906) loss_vfl_aux_3: 0.6700 (0.6763) loss_vfl_aux_4: 0.6720 (0.6681) loss_vfl_aux_5: 0.7756 (0.7519) loss_vfl_dn_0: 0.4444 (0.4490) loss_vfl_dn_1: 0.3706 (0.3834) loss_vfl_dn_2: 0.3587 (0.3676) loss_vfl_dn_3: 0.3502 (0.3603) loss_vfl_dn_4: 0.3497 (0.3577) loss_vfl_dn_5: 0.3497 (0.3570) time: 0.4894 data: 0.0137 max mem: 5654 Epoch: [50] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.7197 (15.6014) loss_bbox: 0.1544 (0.1504) loss_bbox_aux_0: 0.1699 (0.1630) loss_bbox_aux_1: 0.1613 (0.1555) loss_bbox_aux_2: 0.1533 (0.1527) loss_bbox_aux_3: 0.1520 (0.1508) loss_bbox_aux_4: 0.1529 (0.1504) loss_bbox_aux_5: 0.2134 (0.1991) loss_bbox_dn_0: 0.2858 (0.2617) loss_bbox_dn_1: 0.2094 (0.1918) loss_bbox_dn_2: 0.1809 (0.1714) loss_bbox_dn_3: 0.1761 (0.1654) loss_bbox_dn_4: 0.1737 (0.1640) loss_bbox_dn_5: 0.1737 (0.1640) loss_giou: 0.4822 (0.4689) loss_giou_aux_0: 0.4977 (0.4921) loss_giou_aux_1: 0.4888 (0.4786) loss_giou_aux_2: 0.4852 (0.4734) loss_giou_aux_3: 0.4919 (0.4700) loss_giou_aux_4: 0.4875 (0.4690) loss_giou_aux_5: 0.5632 (0.5557) loss_giou_dn_0: 0.6143 (0.5719) loss_giou_dn_1: 0.5117 (0.4644) loss_giou_dn_2: 0.4714 (0.4337) loss_giou_dn_3: 0.4625 (0.4254) loss_giou_dn_4: 0.4601 (0.4233) loss_giou_dn_5: 0.4602 (0.4235) loss_vfl: 0.6388 (0.6644) loss_vfl_aux_0: 0.7616 (0.7655) loss_vfl_aux_1: 0.7031 (0.7182) loss_vfl_aux_2: 0.6810 (0.6908) loss_vfl_aux_3: 0.6725 (0.6765) loss_vfl_aux_4: 0.6474 (0.6683) loss_vfl_aux_5: 0.7471 (0.7521) loss_vfl_dn_0: 0.4497 (0.4491) loss_vfl_dn_1: 0.3797 (0.3835) loss_vfl_dn_2: 0.3659 (0.3677) loss_vfl_dn_3: 0.3631 (0.3603) loss_vfl_dn_4: 0.3603 (0.3578) loss_vfl_dn_5: 0.3608 (0.3570) time: 0.4786 data: 0.0142 max mem: 5654 Epoch: [50] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.4429 (15.6021) loss_bbox: 0.1421 (0.1504) loss_bbox_aux_0: 0.1505 (0.1630) loss_bbox_aux_1: 0.1417 (0.1555) loss_bbox_aux_2: 0.1374 (0.1526) loss_bbox_aux_3: 0.1400 (0.1508) loss_bbox_aux_4: 0.1417 (0.1504) loss_bbox_aux_5: 0.1988 (0.1991) loss_bbox_dn_0: 0.2712 (0.2616) loss_bbox_dn_1: 0.1886 (0.1917) loss_bbox_dn_2: 0.1614 (0.1713) loss_bbox_dn_3: 0.1520 (0.1654) loss_bbox_dn_4: 0.1485 (0.1639) loss_bbox_dn_5: 0.1485 (0.1639) loss_giou: 0.4512 (0.4690) loss_giou_aux_0: 0.4509 (0.4922) loss_giou_aux_1: 0.4459 (0.4787) loss_giou_aux_2: 0.4393 (0.4735) loss_giou_aux_3: 0.4505 (0.4701) loss_giou_aux_4: 0.4484 (0.4691) loss_giou_aux_5: 0.5211 (0.5558) loss_giou_dn_0: 0.5407 (0.5719) loss_giou_dn_1: 0.4222 (0.4645) loss_giou_dn_2: 0.3938 (0.4338) loss_giou_dn_3: 0.3799 (0.4255) loss_giou_dn_4: 0.3787 (0.4234) loss_giou_dn_5: 0.3786 (0.4236) loss_vfl: 0.6724 (0.6644) loss_vfl_aux_0: 0.7832 (0.7654) loss_vfl_aux_1: 0.7568 (0.7182) loss_vfl_aux_2: 0.7151 (0.6907) loss_vfl_aux_3: 0.6899 (0.6764) loss_vfl_aux_4: 0.6745 (0.6683) loss_vfl_aux_5: 0.7843 (0.7521) loss_vfl_dn_0: 0.4556 (0.4491) loss_vfl_dn_1: 0.3773 (0.3835) loss_vfl_dn_2: 0.3616 (0.3677) loss_vfl_dn_3: 0.3550 (0.3604) loss_vfl_dn_4: 0.3522 (0.3578) loss_vfl_dn_5: 0.3495 (0.3571) time: 0.4653 data: 0.0140 max mem: 5654 Epoch: [50] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.2711 (15.6000) loss_bbox: 0.1411 (0.1504) loss_bbox_aux_0: 0.1592 (0.1630) loss_bbox_aux_1: 0.1529 (0.1555) loss_bbox_aux_2: 0.1476 (0.1526) loss_bbox_aux_3: 0.1477 (0.1508) loss_bbox_aux_4: 0.1440 (0.1504) loss_bbox_aux_5: 0.1963 (0.1991) loss_bbox_dn_0: 0.2653 (0.2616) loss_bbox_dn_1: 0.1875 (0.1917) loss_bbox_dn_2: 0.1685 (0.1712) loss_bbox_dn_3: 0.1645 (0.1653) loss_bbox_dn_4: 0.1616 (0.1639) loss_bbox_dn_5: 0.1618 (0.1639) loss_giou: 0.4082 (0.4688) loss_giou_aux_0: 0.4686 (0.4921) loss_giou_aux_1: 0.4334 (0.4785) loss_giou_aux_2: 0.4219 (0.4733) loss_giou_aux_3: 0.4098 (0.4699) loss_giou_aux_4: 0.4137 (0.4689) loss_giou_aux_5: 0.5312 (0.5557) loss_giou_dn_0: 0.5508 (0.5718) loss_giou_dn_1: 0.4458 (0.4643) loss_giou_dn_2: 0.4167 (0.4336) loss_giou_dn_3: 0.4097 (0.4253) loss_giou_dn_4: 0.4077 (0.4232) loss_giou_dn_5: 0.4078 (0.4234) loss_vfl: 0.6528 (0.6646) loss_vfl_aux_0: 0.7615 (0.7656) loss_vfl_aux_1: 0.6998 (0.7183) loss_vfl_aux_2: 0.6670 (0.6907) loss_vfl_aux_3: 0.6543 (0.6765) loss_vfl_aux_4: 0.6459 (0.6684) loss_vfl_aux_5: 0.7502 (0.7522) loss_vfl_dn_0: 0.4419 (0.4491) loss_vfl_dn_1: 0.3721 (0.3835) loss_vfl_dn_2: 0.3560 (0.3677) loss_vfl_dn_3: 0.3503 (0.3603) loss_vfl_dn_4: 0.3467 (0.3578) loss_vfl_dn_5: 0.3463 (0.3570) time: 0.4726 data: 0.0145 max mem: 5654 Epoch: [50] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 16.1539 (15.6006) loss_bbox: 0.1501 (0.1504) loss_bbox_aux_0: 0.1597 (0.1629) loss_bbox_aux_1: 0.1586 (0.1555) loss_bbox_aux_2: 0.1515 (0.1526) loss_bbox_aux_3: 0.1515 (0.1508) loss_bbox_aux_4: 0.1520 (0.1503) loss_bbox_aux_5: 0.2043 (0.1991) loss_bbox_dn_0: 0.2639 (0.2617) loss_bbox_dn_1: 0.1870 (0.1917) loss_bbox_dn_2: 0.1670 (0.1713) loss_bbox_dn_3: 0.1616 (0.1653) loss_bbox_dn_4: 0.1599 (0.1639) loss_bbox_dn_5: 0.1599 (0.1639) loss_giou: 0.4676 (0.4687) loss_giou_aux_0: 0.4795 (0.4920) loss_giou_aux_1: 0.4866 (0.4785) loss_giou_aux_2: 0.4806 (0.4733) loss_giou_aux_3: 0.4721 (0.4699) loss_giou_aux_4: 0.4659 (0.4689) loss_giou_aux_5: 0.5446 (0.5556) loss_giou_dn_0: 0.5862 (0.5718) loss_giou_dn_1: 0.4770 (0.4643) loss_giou_dn_2: 0.4395 (0.4336) loss_giou_dn_3: 0.4341 (0.4253) loss_giou_dn_4: 0.4334 (0.4232) loss_giou_dn_5: 0.4337 (0.4234) loss_vfl: 0.6876 (0.6647) loss_vfl_aux_0: 0.8032 (0.7658) loss_vfl_aux_1: 0.7436 (0.7184) loss_vfl_aux_2: 0.7203 (0.6908) loss_vfl_aux_3: 0.7088 (0.6766) loss_vfl_aux_4: 0.6953 (0.6685) loss_vfl_aux_5: 0.7881 (0.7524) loss_vfl_dn_0: 0.4513 (0.4491) loss_vfl_dn_1: 0.3879 (0.3835) loss_vfl_dn_2: 0.3718 (0.3677) loss_vfl_dn_3: 0.3682 (0.3603) loss_vfl_dn_4: 0.3646 (0.3578) loss_vfl_dn_5: 0.3637 (0.3571) time: 0.4824 data: 0.0137 max mem: 5654 Epoch: [50] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 14.8928 (15.5993) loss_bbox: 0.1202 (0.1504) loss_bbox_aux_0: 0.1329 (0.1630) loss_bbox_aux_1: 0.1342 (0.1555) loss_bbox_aux_2: 0.1369 (0.1527) loss_bbox_aux_3: 0.1228 (0.1508) loss_bbox_aux_4: 0.1229 (0.1504) loss_bbox_aux_5: 0.1773 (0.1991) loss_bbox_dn_0: 0.2518 (0.2618) loss_bbox_dn_1: 0.1736 (0.1918) loss_bbox_dn_2: 0.1541 (0.1714) loss_bbox_dn_3: 0.1471 (0.1654) loss_bbox_dn_4: 0.1457 (0.1640) loss_bbox_dn_5: 0.1457 (0.1640) loss_giou: 0.4383 (0.4685) loss_giou_aux_0: 0.4655 (0.4916) loss_giou_aux_1: 0.4401 (0.4782) loss_giou_aux_2: 0.4336 (0.4730) loss_giou_aux_3: 0.4323 (0.4696) loss_giou_aux_4: 0.4320 (0.4686) loss_giou_aux_5: 0.5112 (0.5553) loss_giou_dn_0: 0.5547 (0.5716) loss_giou_dn_1: 0.4508 (0.4642) loss_giou_dn_2: 0.4271 (0.4334) loss_giou_dn_3: 0.4174 (0.4251) loss_giou_dn_4: 0.4170 (0.4231) loss_giou_dn_5: 0.4170 (0.4232) loss_vfl: 0.6492 (0.6647) loss_vfl_aux_0: 0.7591 (0.7661) loss_vfl_aux_1: 0.6911 (0.7185) loss_vfl_aux_2: 0.6673 (0.6910) loss_vfl_aux_3: 0.6461 (0.6767) loss_vfl_aux_4: 0.6537 (0.6686) loss_vfl_aux_5: 0.7479 (0.7526) loss_vfl_dn_0: 0.4404 (0.4491) loss_vfl_dn_1: 0.3778 (0.3835) loss_vfl_dn_2: 0.3624 (0.3676) loss_vfl_dn_3: 0.3566 (0.3603) loss_vfl_dn_4: 0.3542 (0.3577) loss_vfl_dn_5: 0.3531 (0.3570) time: 0.4602 data: 0.0137 max mem: 5654 Epoch: [50] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.5117 (15.5989) loss_bbox: 0.1420 (0.1505) loss_bbox_aux_0: 0.1578 (0.1630) loss_bbox_aux_1: 0.1473 (0.1556) loss_bbox_aux_2: 0.1413 (0.1527) loss_bbox_aux_3: 0.1417 (0.1509) loss_bbox_aux_4: 0.1373 (0.1504) loss_bbox_aux_5: 0.1911 (0.1991) loss_bbox_dn_0: 0.2243 (0.2617) loss_bbox_dn_1: 0.1621 (0.1918) loss_bbox_dn_2: 0.1440 (0.1713) loss_bbox_dn_3: 0.1377 (0.1654) loss_bbox_dn_4: 0.1350 (0.1640) loss_bbox_dn_5: 0.1351 (0.1640) loss_giou: 0.4742 (0.4686) loss_giou_aux_0: 0.5051 (0.4917) loss_giou_aux_1: 0.4779 (0.4783) loss_giou_aux_2: 0.4629 (0.4731) loss_giou_aux_3: 0.4716 (0.4697) loss_giou_aux_4: 0.4704 (0.4687) loss_giou_aux_5: 0.5859 (0.5553) loss_giou_dn_0: 0.5559 (0.5715) loss_giou_dn_1: 0.4484 (0.4641) loss_giou_dn_2: 0.4344 (0.4334) loss_giou_dn_3: 0.4246 (0.4251) loss_giou_dn_4: 0.4229 (0.4230) loss_giou_dn_5: 0.4228 (0.4232) loss_vfl: 0.6390 (0.6646) loss_vfl_aux_0: 0.7415 (0.7661) loss_vfl_aux_1: 0.6699 (0.7185) loss_vfl_aux_2: 0.6607 (0.6908) loss_vfl_aux_3: 0.6475 (0.6765) loss_vfl_aux_4: 0.6431 (0.6684) loss_vfl_aux_5: 0.7339 (0.7527) loss_vfl_dn_0: 0.4448 (0.4491) loss_vfl_dn_1: 0.3803 (0.3835) loss_vfl_dn_2: 0.3668 (0.3677) loss_vfl_dn_3: 0.3624 (0.3603) loss_vfl_dn_4: 0.3621 (0.3578) loss_vfl_dn_5: 0.3616 (0.3570) time: 0.4998 data: 0.0138 max mem: 5654 Epoch: [50] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.7682 (15.6018) loss_bbox: 0.1551 (0.1505) loss_bbox_aux_0: 0.1633 (0.1631) loss_bbox_aux_1: 0.1552 (0.1556) loss_bbox_aux_2: 0.1497 (0.1527) loss_bbox_aux_3: 0.1489 (0.1509) loss_bbox_aux_4: 0.1551 (0.1505) loss_bbox_aux_5: 0.1894 (0.1991) loss_bbox_dn_0: 0.2327 (0.2619) loss_bbox_dn_1: 0.1775 (0.1919) loss_bbox_dn_2: 0.1635 (0.1714) loss_bbox_dn_3: 0.1581 (0.1655) loss_bbox_dn_4: 0.1562 (0.1641) loss_bbox_dn_5: 0.1562 (0.1641) loss_giou: 0.4689 (0.4686) loss_giou_aux_0: 0.4987 (0.4917) loss_giou_aux_1: 0.4839 (0.4784) loss_giou_aux_2: 0.4789 (0.4732) loss_giou_aux_3: 0.4722 (0.4698) loss_giou_aux_4: 0.4695 (0.4688) loss_giou_aux_5: 0.5504 (0.5553) loss_giou_dn_0: 0.5718 (0.5716) loss_giou_dn_1: 0.4762 (0.4642) loss_giou_dn_2: 0.4453 (0.4335) loss_giou_dn_3: 0.4367 (0.4252) loss_giou_dn_4: 0.4338 (0.4232) loss_giou_dn_5: 0.4342 (0.4234) loss_vfl: 0.6677 (0.6646) loss_vfl_aux_0: 0.7696 (0.7662) loss_vfl_aux_1: 0.7301 (0.7185) loss_vfl_aux_2: 0.6988 (0.6909) loss_vfl_aux_3: 0.6847 (0.6765) loss_vfl_aux_4: 0.6726 (0.6685) loss_vfl_aux_5: 0.7627 (0.7527) loss_vfl_dn_0: 0.4530 (0.4492) loss_vfl_dn_1: 0.3903 (0.3835) loss_vfl_dn_2: 0.3744 (0.3677) loss_vfl_dn_3: 0.3661 (0.3603) loss_vfl_dn_4: 0.3638 (0.3578) loss_vfl_dn_5: 0.3627 (0.3571) time: 0.4713 data: 0.0143 max mem: 5654 Epoch: [50] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.0852 (15.6012) loss_bbox: 0.1411 (0.1506) loss_bbox_aux_0: 0.1619 (0.1631) loss_bbox_aux_1: 0.1510 (0.1556) loss_bbox_aux_2: 0.1489 (0.1528) loss_bbox_aux_3: 0.1425 (0.1509) loss_bbox_aux_4: 0.1430 (0.1505) loss_bbox_aux_5: 0.1971 (0.1991) loss_bbox_dn_0: 0.2563 (0.2620) loss_bbox_dn_1: 0.1881 (0.1919) loss_bbox_dn_2: 0.1595 (0.1715) loss_bbox_dn_3: 0.1503 (0.1655) loss_bbox_dn_4: 0.1501 (0.1641) loss_bbox_dn_5: 0.1501 (0.1641) loss_giou: 0.3771 (0.4685) loss_giou_aux_0: 0.4012 (0.4916) loss_giou_aux_1: 0.3923 (0.4782) loss_giou_aux_2: 0.3806 (0.4730) loss_giou_aux_3: 0.3767 (0.4696) loss_giou_aux_4: 0.3773 (0.4686) loss_giou_aux_5: 0.4643 (0.5551) loss_giou_dn_0: 0.5542 (0.5715) loss_giou_dn_1: 0.4379 (0.4641) loss_giou_dn_2: 0.4008 (0.4334) loss_giou_dn_3: 0.3876 (0.4251) loss_giou_dn_4: 0.3837 (0.4231) loss_giou_dn_5: 0.3836 (0.4232) loss_vfl: 0.6632 (0.6647) loss_vfl_aux_0: 0.7465 (0.7663) loss_vfl_aux_1: 0.7118 (0.7186) loss_vfl_aux_2: 0.6850 (0.6910) loss_vfl_aux_3: 0.6812 (0.6766) loss_vfl_aux_4: 0.6574 (0.6686) loss_vfl_aux_5: 0.7481 (0.7529) loss_vfl_dn_0: 0.4486 (0.4492) loss_vfl_dn_1: 0.3810 (0.3835) loss_vfl_dn_2: 0.3677 (0.3677) loss_vfl_dn_3: 0.3608 (0.3604) loss_vfl_dn_4: 0.3572 (0.3578) loss_vfl_dn_5: 0.3545 (0.3571) time: 0.4741 data: 0.0144 max mem: 5654 Epoch: [50] Total time: 1:00:14 (0.4889 s / it) Averaged stats: lr: 0.000010 loss: 15.0852 (15.6012) loss_bbox: 0.1411 (0.1506) loss_bbox_aux_0: 0.1619 (0.1631) loss_bbox_aux_1: 0.1510 (0.1556) loss_bbox_aux_2: 0.1489 (0.1528) loss_bbox_aux_3: 0.1425 (0.1509) loss_bbox_aux_4: 0.1430 (0.1505) loss_bbox_aux_5: 0.1971 (0.1991) loss_bbox_dn_0: 0.2563 (0.2620) loss_bbox_dn_1: 0.1881 (0.1919) loss_bbox_dn_2: 0.1595 (0.1715) loss_bbox_dn_3: 0.1503 (0.1655) loss_bbox_dn_4: 0.1501 (0.1641) loss_bbox_dn_5: 0.1501 (0.1641) loss_giou: 0.3771 (0.4685) loss_giou_aux_0: 0.4012 (0.4916) loss_giou_aux_1: 0.3923 (0.4782) loss_giou_aux_2: 0.3806 (0.4730) loss_giou_aux_3: 0.3767 (0.4696) loss_giou_aux_4: 0.3773 (0.4686) loss_giou_aux_5: 0.4643 (0.5551) loss_giou_dn_0: 0.5542 (0.5715) loss_giou_dn_1: 0.4379 (0.4641) loss_giou_dn_2: 0.4008 (0.4334) loss_giou_dn_3: 0.3876 (0.4251) loss_giou_dn_4: 0.3837 (0.4231) loss_giou_dn_5: 0.3836 (0.4232) loss_vfl: 0.6632 (0.6647) loss_vfl_aux_0: 0.7465 (0.7663) loss_vfl_aux_1: 0.7118 (0.7186) loss_vfl_aux_2: 0.6850 (0.6910) loss_vfl_aux_3: 0.6812 (0.6766) loss_vfl_aux_4: 0.6574 (0.6686) loss_vfl_aux_5: 0.7481 (0.7529) loss_vfl_dn_0: 0.4486 (0.4492) loss_vfl_dn_1: 0.3810 (0.3835) loss_vfl_dn_2: 0.3677 (0.3677) loss_vfl_dn_3: 0.3608 (0.3604) loss_vfl_dn_4: 0.3572 (0.3578) loss_vfl_dn_5: 0.3545 (0.3571) Test: [ 0/157] eta: 0:04:19 time: 1.6548 data: 1.2318 max mem: 5654 Test: [ 10/157] eta: 0:01:14 time: 0.5092 data: 0.1366 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3890 data: 0.0258 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3830 data: 0.0251 max mem: 5654 Test: [ 40/157] eta: 0:00:48 time: 0.3825 data: 0.0255 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3915 data: 0.0256 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4049 data: 0.0261 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.7049 data: 0.0263 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.6977 data: 0.0256 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3902 data: 0.0249 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3839 data: 0.0248 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3888 data: 0.0251 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3879 data: 0.0251 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3854 data: 0.0250 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3800 data: 0.0251 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3646 data: 0.0246 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3541 data: 0.0238 max mem: 5654 Test: Total time: 0:01:08 (0.4349 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.45s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.701 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [51] [ 0/7393] eta: 1 day, 11:40:24 lr: 0.000010 loss: 16.5790 (16.5790) loss_bbox: 0.1606 (0.1606) loss_bbox_aux_0: 0.1679 (0.1679) loss_bbox_aux_1: 0.1672 (0.1672) loss_bbox_aux_2: 0.1764 (0.1764) loss_bbox_aux_3: 0.1562 (0.1562) loss_bbox_aux_4: 0.1555 (0.1555) loss_bbox_aux_5: 0.1699 (0.1699) loss_bbox_dn_0: 0.1851 (0.1851) loss_bbox_dn_1: 0.1459 (0.1459) loss_bbox_dn_2: 0.1321 (0.1321) loss_bbox_dn_3: 0.1289 (0.1289) loss_bbox_dn_4: 0.1287 (0.1287) loss_bbox_dn_5: 0.1287 (0.1287) loss_giou: 0.6609 (0.6609) loss_giou_aux_0: 0.6984 (0.6984) loss_giou_aux_1: 0.6873 (0.6873) loss_giou_aux_2: 0.6716 (0.6716) loss_giou_aux_3: 0.6549 (0.6549) loss_giou_aux_4: 0.6613 (0.6613) loss_giou_aux_5: 0.7337 (0.7337) loss_giou_dn_0: 0.6921 (0.6921) loss_giou_dn_1: 0.5768 (0.5768) loss_giou_dn_2: 0.5290 (0.5290) loss_giou_dn_3: 0.5195 (0.5195) loss_giou_dn_4: 0.5207 (0.5207) loss_giou_dn_5: 0.5210 (0.5210) loss_vfl: 0.5567 (0.5567) loss_vfl_aux_0: 0.6294 (0.6294) loss_vfl_aux_1: 0.5670 (0.5670) loss_vfl_aux_2: 0.5507 (0.5507) loss_vfl_aux_3: 0.5523 (0.5523) loss_vfl_aux_4: 0.5619 (0.5619) loss_vfl_aux_5: 0.6500 (0.6500) loss_vfl_dn_0: 0.4510 (0.4510) loss_vfl_dn_1: 0.3952 (0.3952) loss_vfl_dn_2: 0.3880 (0.3880) loss_vfl_dn_3: 0.3853 (0.3853) loss_vfl_dn_4: 0.3816 (0.3816) loss_vfl_dn_5: 0.3797 (0.3797) time: 17.3711 data: 2.1075 max mem: 5654 Epoch: [51] [ 100/7393] eta: 1:27:21 lr: 0.000010 loss: 15.8135 (15.6777) loss_bbox: 0.1472 (0.1549) loss_bbox_aux_0: 0.1739 (0.1664) loss_bbox_aux_1: 0.1531 (0.1583) loss_bbox_aux_2: 0.1516 (0.1567) loss_bbox_aux_3: 0.1485 (0.1550) loss_bbox_aux_4: 0.1477 (0.1550) loss_bbox_aux_5: 0.2049 (0.2041) loss_bbox_dn_0: 0.2353 (0.2636) loss_bbox_dn_1: 0.1849 (0.1928) loss_bbox_dn_2: 0.1648 (0.1725) loss_bbox_dn_3: 0.1596 (0.1666) loss_bbox_dn_4: 0.1571 (0.1652) loss_bbox_dn_5: 0.1571 (0.1652) loss_giou: 0.4945 (0.4732) loss_giou_aux_0: 0.5182 (0.4957) loss_giou_aux_1: 0.4998 (0.4837) loss_giou_aux_2: 0.4970 (0.4779) loss_giou_aux_3: 0.4944 (0.4744) loss_giou_aux_4: 0.4981 (0.4739) loss_giou_aux_5: 0.5807 (0.5609) loss_giou_dn_0: 0.5800 (0.5769) loss_giou_dn_1: 0.4595 (0.4677) loss_giou_dn_2: 0.4422 (0.4368) loss_giou_dn_3: 0.4379 (0.4281) loss_giou_dn_4: 0.4337 (0.4260) loss_giou_dn_5: 0.4346 (0.4262) loss_vfl: 0.6498 (0.6618) loss_vfl_aux_0: 0.7431 (0.7677) loss_vfl_aux_1: 0.6934 (0.7159) loss_vfl_aux_2: 0.6895 (0.6861) loss_vfl_aux_3: 0.6654 (0.6734) loss_vfl_aux_4: 0.6563 (0.6633) loss_vfl_aux_5: 0.7155 (0.7510) loss_vfl_dn_0: 0.4472 (0.4496) loss_vfl_dn_1: 0.3851 (0.3845) loss_vfl_dn_2: 0.3711 (0.3689) loss_vfl_dn_3: 0.3651 (0.3611) loss_vfl_dn_4: 0.3611 (0.3585) loss_vfl_dn_5: 0.3592 (0.3579) time: 0.4790 data: 0.0145 max mem: 5654 Epoch: [51] [ 200/7393] eta: 1:11:53 lr: 0.000010 loss: 15.0745 (15.4741) loss_bbox: 0.1432 (0.1525) loss_bbox_aux_0: 0.1458 (0.1635) loss_bbox_aux_1: 0.1421 (0.1557) loss_bbox_aux_2: 0.1392 (0.1539) loss_bbox_aux_3: 0.1421 (0.1525) loss_bbox_aux_4: 0.1430 (0.1523) loss_bbox_aux_5: 0.1875 (0.2016) loss_bbox_dn_0: 0.2305 (0.2595) loss_bbox_dn_1: 0.1616 (0.1893) loss_bbox_dn_2: 0.1478 (0.1693) loss_bbox_dn_3: 0.1440 (0.1637) loss_bbox_dn_4: 0.1406 (0.1623) loss_bbox_dn_5: 0.1405 (0.1623) loss_giou: 0.4351 (0.4637) loss_giou_aux_0: 0.4385 (0.4865) loss_giou_aux_1: 0.4457 (0.4738) loss_giou_aux_2: 0.4339 (0.4680) loss_giou_aux_3: 0.4298 (0.4646) loss_giou_aux_4: 0.4340 (0.4639) loss_giou_aux_5: 0.5183 (0.5529) loss_giou_dn_0: 0.5474 (0.5665) loss_giou_dn_1: 0.4281 (0.4582) loss_giou_dn_2: 0.4006 (0.4273) loss_giou_dn_3: 0.3926 (0.4192) loss_giou_dn_4: 0.3919 (0.4170) loss_giou_dn_5: 0.3925 (0.4172) loss_vfl: 0.6257 (0.6557) loss_vfl_aux_0: 0.7367 (0.7641) loss_vfl_aux_1: 0.6695 (0.7142) loss_vfl_aux_2: 0.6635 (0.6825) loss_vfl_aux_3: 0.6491 (0.6707) loss_vfl_aux_4: 0.6282 (0.6593) loss_vfl_aux_5: 0.7027 (0.7461) loss_vfl_dn_0: 0.4429 (0.4477) loss_vfl_dn_1: 0.3746 (0.3815) loss_vfl_dn_2: 0.3634 (0.3659) loss_vfl_dn_3: 0.3556 (0.3584) loss_vfl_dn_4: 0.3541 (0.3559) loss_vfl_dn_5: 0.3532 (0.3552) time: 0.4759 data: 0.0143 max mem: 5654 Epoch: [51] [ 300/7393] eta: 1:06:00 lr: 0.000010 loss: 15.6332 (15.4872) loss_bbox: 0.1500 (0.1506) loss_bbox_aux_0: 0.1607 (0.1622) loss_bbox_aux_1: 0.1521 (0.1545) loss_bbox_aux_2: 0.1553 (0.1526) loss_bbox_aux_3: 0.1454 (0.1504) loss_bbox_aux_4: 0.1492 (0.1502) loss_bbox_aux_5: 0.1970 (0.2004) loss_bbox_dn_0: 0.2716 (0.2598) loss_bbox_dn_1: 0.2168 (0.1898) loss_bbox_dn_2: 0.1939 (0.1700) loss_bbox_dn_3: 0.1857 (0.1643) loss_bbox_dn_4: 0.1838 (0.1629) loss_bbox_dn_5: 0.1838 (0.1629) loss_giou: 0.4458 (0.4635) loss_giou_aux_0: 0.4716 (0.4869) loss_giou_aux_1: 0.4452 (0.4734) loss_giou_aux_2: 0.4523 (0.4681) loss_giou_aux_3: 0.4482 (0.4641) loss_giou_aux_4: 0.4486 (0.4635) loss_giou_aux_5: 0.5474 (0.5526) loss_giou_dn_0: 0.5802 (0.5691) loss_giou_dn_1: 0.4696 (0.4605) loss_giou_dn_2: 0.4363 (0.4295) loss_giou_dn_3: 0.4269 (0.4213) loss_giou_dn_4: 0.4245 (0.4192) loss_giou_dn_5: 0.4246 (0.4194) loss_vfl: 0.6421 (0.6571) loss_vfl_aux_0: 0.7288 (0.7634) loss_vfl_aux_1: 0.6835 (0.7159) loss_vfl_aux_2: 0.6586 (0.6838) loss_vfl_aux_3: 0.6541 (0.6723) loss_vfl_aux_4: 0.6445 (0.6613) loss_vfl_aux_5: 0.7391 (0.7457) loss_vfl_dn_0: 0.4471 (0.4481) loss_vfl_dn_1: 0.3747 (0.3818) loss_vfl_dn_2: 0.3599 (0.3661) loss_vfl_dn_3: 0.3528 (0.3586) loss_vfl_dn_4: 0.3512 (0.3560) loss_vfl_dn_5: 0.3518 (0.3554) time: 0.4758 data: 0.0144 max mem: 5654 Epoch: [51] [ 400/7393] eta: 1:02:45 lr: 0.000010 loss: 15.5466 (15.5353) loss_bbox: 0.1488 (0.1511) loss_bbox_aux_0: 0.1534 (0.1626) loss_bbox_aux_1: 0.1504 (0.1548) loss_bbox_aux_2: 0.1537 (0.1532) loss_bbox_aux_3: 0.1521 (0.1510) loss_bbox_aux_4: 0.1495 (0.1507) loss_bbox_aux_5: 0.1885 (0.2003) loss_bbox_dn_0: 0.2493 (0.2612) loss_bbox_dn_1: 0.1687 (0.1909) loss_bbox_dn_2: 0.1523 (0.1713) loss_bbox_dn_3: 0.1497 (0.1656) loss_bbox_dn_4: 0.1474 (0.1643) loss_bbox_dn_5: 0.1475 (0.1643) loss_giou: 0.4329 (0.4637) loss_giou_aux_0: 0.4533 (0.4879) loss_giou_aux_1: 0.4468 (0.4736) loss_giou_aux_2: 0.4334 (0.4685) loss_giou_aux_3: 0.4269 (0.4645) loss_giou_aux_4: 0.4313 (0.4637) loss_giou_aux_5: 0.5367 (0.5535) loss_giou_dn_0: 0.5639 (0.5694) loss_giou_dn_1: 0.4476 (0.4611) loss_giou_dn_2: 0.4152 (0.4304) loss_giou_dn_3: 0.4067 (0.4223) loss_giou_dn_4: 0.4053 (0.4202) loss_giou_dn_5: 0.4053 (0.4204) loss_vfl: 0.6548 (0.6610) loss_vfl_aux_0: 0.7775 (0.7664) loss_vfl_aux_1: 0.7365 (0.7193) loss_vfl_aux_2: 0.6923 (0.6868) loss_vfl_aux_3: 0.6642 (0.6752) loss_vfl_aux_4: 0.6500 (0.6654) loss_vfl_aux_5: 0.7395 (0.7468) loss_vfl_dn_0: 0.4460 (0.4490) loss_vfl_dn_1: 0.3874 (0.3831) loss_vfl_dn_2: 0.3653 (0.3675) loss_vfl_dn_3: 0.3580 (0.3601) loss_vfl_dn_4: 0.3561 (0.3575) loss_vfl_dn_5: 0.3547 (0.3569) time: 0.4809 data: 0.0136 max mem: 5654 Epoch: [51] [ 500/7393] eta: 1:00:28 lr: 0.000010 loss: 15.9497 (15.5434) loss_bbox: 0.1448 (0.1502) loss_bbox_aux_0: 0.1524 (0.1616) loss_bbox_aux_1: 0.1461 (0.1540) loss_bbox_aux_2: 0.1467 (0.1523) loss_bbox_aux_3: 0.1422 (0.1501) loss_bbox_aux_4: 0.1451 (0.1500) loss_bbox_aux_5: 0.1873 (0.1989) loss_bbox_dn_0: 0.2383 (0.2606) loss_bbox_dn_1: 0.1732 (0.1907) loss_bbox_dn_2: 0.1577 (0.1713) loss_bbox_dn_3: 0.1517 (0.1655) loss_bbox_dn_4: 0.1519 (0.1641) loss_bbox_dn_5: 0.1525 (0.1641) loss_giou: 0.4679 (0.4640) loss_giou_aux_0: 0.4918 (0.4879) loss_giou_aux_1: 0.4845 (0.4741) loss_giou_aux_2: 0.4780 (0.4689) loss_giou_aux_3: 0.4762 (0.4648) loss_giou_aux_4: 0.4708 (0.4641) loss_giou_aux_5: 0.5572 (0.5531) loss_giou_dn_0: 0.5794 (0.5697) loss_giou_dn_1: 0.4763 (0.4619) loss_giou_dn_2: 0.4450 (0.4313) loss_giou_dn_3: 0.4388 (0.4230) loss_giou_dn_4: 0.4362 (0.4209) loss_giou_dn_5: 0.4366 (0.4211) loss_vfl: 0.6737 (0.6623) loss_vfl_aux_0: 0.7466 (0.7675) loss_vfl_aux_1: 0.7059 (0.7205) loss_vfl_aux_2: 0.6648 (0.6885) loss_vfl_aux_3: 0.6812 (0.6761) loss_vfl_aux_4: 0.6622 (0.6665) loss_vfl_aux_5: 0.7276 (0.7476) loss_vfl_dn_0: 0.4510 (0.4496) loss_vfl_dn_1: 0.3955 (0.3833) loss_vfl_dn_2: 0.3800 (0.3678) loss_vfl_dn_3: 0.3757 (0.3604) loss_vfl_dn_4: 0.3728 (0.3579) loss_vfl_dn_5: 0.3698 (0.3572) time: 0.4947 data: 0.0143 max mem: 5654 Epoch: [51] [ 600/7393] eta: 0:58:38 lr: 0.000010 loss: 15.5917 (15.5213) loss_bbox: 0.1536 (0.1505) loss_bbox_aux_0: 0.1714 (0.1623) loss_bbox_aux_1: 0.1540 (0.1545) loss_bbox_aux_2: 0.1606 (0.1527) loss_bbox_aux_3: 0.1591 (0.1506) loss_bbox_aux_4: 0.1542 (0.1504) loss_bbox_aux_5: 0.1986 (0.1997) loss_bbox_dn_0: 0.2465 (0.2608) loss_bbox_dn_1: 0.1761 (0.1908) loss_bbox_dn_2: 0.1552 (0.1710) loss_bbox_dn_3: 0.1479 (0.1652) loss_bbox_dn_4: 0.1454 (0.1638) loss_bbox_dn_5: 0.1454 (0.1638) loss_giou: 0.4251 (0.4632) loss_giou_aux_0: 0.4621 (0.4872) loss_giou_aux_1: 0.4349 (0.4733) loss_giou_aux_2: 0.4343 (0.4681) loss_giou_aux_3: 0.4231 (0.4641) loss_giou_aux_4: 0.4299 (0.4634) loss_giou_aux_5: 0.5105 (0.5523) loss_giou_dn_0: 0.5421 (0.5683) loss_giou_dn_1: 0.4359 (0.4603) loss_giou_dn_2: 0.4043 (0.4298) loss_giou_dn_3: 0.4016 (0.4215) loss_giou_dn_4: 0.3981 (0.4194) loss_giou_dn_5: 0.3982 (0.4196) loss_vfl: 0.6620 (0.6617) loss_vfl_aux_0: 0.7787 (0.7659) loss_vfl_aux_1: 0.7403 (0.7186) loss_vfl_aux_2: 0.6919 (0.6877) loss_vfl_aux_3: 0.6748 (0.6751) loss_vfl_aux_4: 0.6764 (0.6655) loss_vfl_aux_5: 0.7597 (0.7463) loss_vfl_dn_0: 0.4398 (0.4492) loss_vfl_dn_1: 0.3761 (0.3831) loss_vfl_dn_2: 0.3596 (0.3674) loss_vfl_dn_3: 0.3482 (0.3600) loss_vfl_dn_4: 0.3448 (0.3575) loss_vfl_dn_5: 0.3440 (0.3568) time: 0.4763 data: 0.0136 max mem: 5654 Epoch: [51] [ 700/7393] eta: 0:57:04 lr: 0.000010 loss: 15.6777 (15.5298) loss_bbox: 0.1358 (0.1506) loss_bbox_aux_0: 0.1614 (0.1623) loss_bbox_aux_1: 0.1465 (0.1545) loss_bbox_aux_2: 0.1416 (0.1526) loss_bbox_aux_3: 0.1347 (0.1505) loss_bbox_aux_4: 0.1350 (0.1505) loss_bbox_aux_5: 0.1886 (0.1998) loss_bbox_dn_0: 0.2458 (0.2620) loss_bbox_dn_1: 0.1841 (0.1916) loss_bbox_dn_2: 0.1598 (0.1717) loss_bbox_dn_3: 0.1504 (0.1657) loss_bbox_dn_4: 0.1497 (0.1644) loss_bbox_dn_5: 0.1496 (0.1644) loss_giou: 0.4659 (0.4620) loss_giou_aux_0: 0.4865 (0.4860) loss_giou_aux_1: 0.4728 (0.4721) loss_giou_aux_2: 0.4639 (0.4666) loss_giou_aux_3: 0.4639 (0.4628) loss_giou_aux_4: 0.4657 (0.4621) loss_giou_aux_5: 0.5663 (0.5513) loss_giou_dn_0: 0.5684 (0.5680) loss_giou_dn_1: 0.4463 (0.4601) loss_giou_dn_2: 0.4179 (0.4296) loss_giou_dn_3: 0.4096 (0.4212) loss_giou_dn_4: 0.4075 (0.4191) loss_giou_dn_5: 0.4076 (0.4193) loss_vfl: 0.6927 (0.6637) loss_vfl_aux_0: 0.7680 (0.7667) loss_vfl_aux_1: 0.7325 (0.7206) loss_vfl_aux_2: 0.7090 (0.6902) loss_vfl_aux_3: 0.6974 (0.6774) loss_vfl_aux_4: 0.6929 (0.6678) loss_vfl_aux_5: 0.7692 (0.7491) loss_vfl_dn_0: 0.4518 (0.4492) loss_vfl_dn_1: 0.3873 (0.3829) loss_vfl_dn_2: 0.3724 (0.3673) loss_vfl_dn_3: 0.3603 (0.3599) loss_vfl_dn_4: 0.3604 (0.3574) loss_vfl_dn_5: 0.3606 (0.3567) time: 0.4723 data: 0.0144 max mem: 5654 Epoch: [51] [ 800/7393] eta: 0:55:41 lr: 0.000010 loss: 15.7731 (15.5713) loss_bbox: 0.1421 (0.1504) loss_bbox_aux_0: 0.1591 (0.1624) loss_bbox_aux_1: 0.1419 (0.1544) loss_bbox_aux_2: 0.1431 (0.1524) loss_bbox_aux_3: 0.1439 (0.1504) loss_bbox_aux_4: 0.1402 (0.1504) loss_bbox_aux_5: 0.1800 (0.1998) loss_bbox_dn_0: 0.2458 (0.2617) loss_bbox_dn_1: 0.1652 (0.1916) loss_bbox_dn_2: 0.1562 (0.1717) loss_bbox_dn_3: 0.1443 (0.1657) loss_bbox_dn_4: 0.1413 (0.1643) loss_bbox_dn_5: 0.1413 (0.1643) loss_giou: 0.4786 (0.4651) loss_giou_aux_0: 0.4949 (0.4891) loss_giou_aux_1: 0.4760 (0.4753) loss_giou_aux_2: 0.4832 (0.4697) loss_giou_aux_3: 0.4792 (0.4658) loss_giou_aux_4: 0.4807 (0.4651) loss_giou_aux_5: 0.5515 (0.5544) loss_giou_dn_0: 0.5661 (0.5703) loss_giou_dn_1: 0.4624 (0.4624) loss_giou_dn_2: 0.4246 (0.4318) loss_giou_dn_3: 0.4116 (0.4233) loss_giou_dn_4: 0.4091 (0.4212) loss_giou_dn_5: 0.4095 (0.4214) loss_vfl: 0.6635 (0.6644) loss_vfl_aux_0: 0.7457 (0.7675) loss_vfl_aux_1: 0.7317 (0.7215) loss_vfl_aux_2: 0.6936 (0.6912) loss_vfl_aux_3: 0.6795 (0.6780) loss_vfl_aux_4: 0.6747 (0.6685) loss_vfl_aux_5: 0.7360 (0.7503) loss_vfl_dn_0: 0.4462 (0.4492) loss_vfl_dn_1: 0.3863 (0.3833) loss_vfl_dn_2: 0.3713 (0.3676) loss_vfl_dn_3: 0.3691 (0.3603) loss_vfl_dn_4: 0.3689 (0.3579) loss_vfl_dn_5: 0.3666 (0.3571) time: 0.4742 data: 0.0142 max mem: 5654 Epoch: [51] [ 900/7393] eta: 0:54:29 lr: 0.000010 loss: 15.7509 (15.5581) loss_bbox: 0.1461 (0.1503) loss_bbox_aux_0: 0.1603 (0.1624) loss_bbox_aux_1: 0.1571 (0.1545) loss_bbox_aux_2: 0.1558 (0.1524) loss_bbox_aux_3: 0.1477 (0.1504) loss_bbox_aux_4: 0.1462 (0.1502) loss_bbox_aux_5: 0.1874 (0.1995) loss_bbox_dn_0: 0.2306 (0.2612) loss_bbox_dn_1: 0.1693 (0.1914) loss_bbox_dn_2: 0.1545 (0.1715) loss_bbox_dn_3: 0.1497 (0.1655) loss_bbox_dn_4: 0.1497 (0.1642) loss_bbox_dn_5: 0.1498 (0.1642) loss_giou: 0.4806 (0.4648) loss_giou_aux_0: 0.5119 (0.4886) loss_giou_aux_1: 0.4988 (0.4749) loss_giou_aux_2: 0.4883 (0.4692) loss_giou_aux_3: 0.4826 (0.4655) loss_giou_aux_4: 0.4813 (0.4648) loss_giou_aux_5: 0.5850 (0.5535) loss_giou_dn_0: 0.6039 (0.5691) loss_giou_dn_1: 0.5055 (0.4612) loss_giou_dn_2: 0.4717 (0.4307) loss_giou_dn_3: 0.4633 (0.4223) loss_giou_dn_4: 0.4608 (0.4202) loss_giou_dn_5: 0.4609 (0.4204) loss_vfl: 0.6641 (0.6640) loss_vfl_aux_0: 0.7335 (0.7673) loss_vfl_aux_1: 0.7011 (0.7213) loss_vfl_aux_2: 0.6689 (0.6911) loss_vfl_aux_3: 0.6736 (0.6774) loss_vfl_aux_4: 0.6734 (0.6682) loss_vfl_aux_5: 0.7333 (0.7513) loss_vfl_dn_0: 0.4498 (0.4492) loss_vfl_dn_1: 0.3878 (0.3832) loss_vfl_dn_2: 0.3733 (0.3675) loss_vfl_dn_3: 0.3677 (0.3602) loss_vfl_dn_4: 0.3653 (0.3578) loss_vfl_dn_5: 0.3645 (0.3570) time: 0.4859 data: 0.0145 max mem: 5654 Epoch: [51] [1000/7393] eta: 0:53:17 lr: 0.000010 loss: 15.8346 (15.5672) loss_bbox: 0.1520 (0.1506) loss_bbox_aux_0: 0.1534 (0.1625) loss_bbox_aux_1: 0.1525 (0.1548) loss_bbox_aux_2: 0.1484 (0.1527) loss_bbox_aux_3: 0.1482 (0.1507) loss_bbox_aux_4: 0.1472 (0.1506) loss_bbox_aux_5: 0.1899 (0.1995) loss_bbox_dn_0: 0.2649 (0.2613) loss_bbox_dn_1: 0.1929 (0.1914) loss_bbox_dn_2: 0.1796 (0.1714) loss_bbox_dn_3: 0.1721 (0.1656) loss_bbox_dn_4: 0.1675 (0.1643) loss_bbox_dn_5: 0.1675 (0.1643) loss_giou: 0.4548 (0.4656) loss_giou_aux_0: 0.4677 (0.4892) loss_giou_aux_1: 0.4594 (0.4759) loss_giou_aux_2: 0.4600 (0.4702) loss_giou_aux_3: 0.4508 (0.4665) loss_giou_aux_4: 0.4499 (0.4657) loss_giou_aux_5: 0.5279 (0.5539) loss_giou_dn_0: 0.5702 (0.5693) loss_giou_dn_1: 0.4667 (0.4614) loss_giou_dn_2: 0.4389 (0.4310) loss_giou_dn_3: 0.4294 (0.4227) loss_giou_dn_4: 0.4290 (0.4206) loss_giou_dn_5: 0.4290 (0.4208) loss_vfl: 0.6630 (0.6636) loss_vfl_aux_0: 0.7649 (0.7676) loss_vfl_aux_1: 0.7320 (0.7213) loss_vfl_aux_2: 0.6962 (0.6907) loss_vfl_aux_3: 0.6925 (0.6770) loss_vfl_aux_4: 0.6680 (0.6679) loss_vfl_aux_5: 0.7377 (0.7516) loss_vfl_dn_0: 0.4551 (0.4493) loss_vfl_dn_1: 0.3887 (0.3834) loss_vfl_dn_2: 0.3703 (0.3675) loss_vfl_dn_3: 0.3670 (0.3602) loss_vfl_dn_4: 0.3605 (0.3578) loss_vfl_dn_5: 0.3581 (0.3570) time: 0.4759 data: 0.0131 max mem: 5654 Epoch: [51] [1100/7393] eta: 0:52:10 lr: 0.000010 loss: 16.0006 (15.5716) loss_bbox: 0.1498 (0.1507) loss_bbox_aux_0: 0.1516 (0.1626) loss_bbox_aux_1: 0.1447 (0.1548) loss_bbox_aux_2: 0.1528 (0.1527) loss_bbox_aux_3: 0.1525 (0.1507) loss_bbox_aux_4: 0.1520 (0.1506) loss_bbox_aux_5: 0.1904 (0.1996) loss_bbox_dn_0: 0.2435 (0.2614) loss_bbox_dn_1: 0.1875 (0.1916) loss_bbox_dn_2: 0.1657 (0.1716) loss_bbox_dn_3: 0.1627 (0.1657) loss_bbox_dn_4: 0.1567 (0.1644) loss_bbox_dn_5: 0.1567 (0.1644) loss_giou: 0.4244 (0.4660) loss_giou_aux_0: 0.4582 (0.4896) loss_giou_aux_1: 0.4521 (0.4764) loss_giou_aux_2: 0.4320 (0.4706) loss_giou_aux_3: 0.4209 (0.4669) loss_giou_aux_4: 0.4295 (0.4661) loss_giou_aux_5: 0.5410 (0.5543) loss_giou_dn_0: 0.5905 (0.5694) loss_giou_dn_1: 0.4713 (0.4618) loss_giou_dn_2: 0.4266 (0.4313) loss_giou_dn_3: 0.4191 (0.4230) loss_giou_dn_4: 0.4199 (0.4209) loss_giou_dn_5: 0.4201 (0.4211) loss_vfl: 0.6861 (0.6637) loss_vfl_aux_0: 0.7655 (0.7676) loss_vfl_aux_1: 0.7283 (0.7206) loss_vfl_aux_2: 0.7188 (0.6907) loss_vfl_aux_3: 0.6998 (0.6772) loss_vfl_aux_4: 0.6959 (0.6679) loss_vfl_aux_5: 0.7598 (0.7509) loss_vfl_dn_0: 0.4453 (0.4492) loss_vfl_dn_1: 0.3847 (0.3834) loss_vfl_dn_2: 0.3689 (0.3674) loss_vfl_dn_3: 0.3614 (0.3602) loss_vfl_dn_4: 0.3573 (0.3577) loss_vfl_dn_5: 0.3576 (0.3569) time: 0.4751 data: 0.0134 max mem: 5654 Epoch: [51] [1200/7393] eta: 0:51:08 lr: 0.000010 loss: 15.9226 (15.5821) loss_bbox: 0.1461 (0.1505) loss_bbox_aux_0: 0.1617 (0.1627) loss_bbox_aux_1: 0.1527 (0.1548) loss_bbox_aux_2: 0.1595 (0.1527) loss_bbox_aux_3: 0.1502 (0.1507) loss_bbox_aux_4: 0.1461 (0.1505) loss_bbox_aux_5: 0.1910 (0.1996) loss_bbox_dn_0: 0.2502 (0.2611) loss_bbox_dn_1: 0.1911 (0.1914) loss_bbox_dn_2: 0.1680 (0.1714) loss_bbox_dn_3: 0.1624 (0.1655) loss_bbox_dn_4: 0.1609 (0.1641) loss_bbox_dn_5: 0.1609 (0.1641) loss_giou: 0.4302 (0.4672) loss_giou_aux_0: 0.4679 (0.4909) loss_giou_aux_1: 0.4374 (0.4775) loss_giou_aux_2: 0.4403 (0.4717) loss_giou_aux_3: 0.4283 (0.4681) loss_giou_aux_4: 0.4302 (0.4672) loss_giou_aux_5: 0.5372 (0.5555) loss_giou_dn_0: 0.5484 (0.5700) loss_giou_dn_1: 0.4323 (0.4624) loss_giou_dn_2: 0.4067 (0.4318) loss_giou_dn_3: 0.3975 (0.4235) loss_giou_dn_4: 0.3971 (0.4214) loss_giou_dn_5: 0.3972 (0.4216) loss_vfl: 0.6456 (0.6639) loss_vfl_aux_0: 0.7403 (0.7673) loss_vfl_aux_1: 0.7150 (0.7208) loss_vfl_aux_2: 0.6798 (0.6910) loss_vfl_aux_3: 0.6703 (0.6772) loss_vfl_aux_4: 0.6495 (0.6682) loss_vfl_aux_5: 0.7354 (0.7510) loss_vfl_dn_0: 0.4519 (0.4493) loss_vfl_dn_1: 0.3808 (0.3834) loss_vfl_dn_2: 0.3666 (0.3674) loss_vfl_dn_3: 0.3600 (0.3601) loss_vfl_dn_4: 0.3585 (0.3576) loss_vfl_dn_5: 0.3559 (0.3568) time: 0.4720 data: 0.0136 max mem: 5654 Epoch: [51] [1300/7393] eta: 0:50:08 lr: 0.000010 loss: 16.0950 (15.5877) loss_bbox: 0.1465 (0.1505) loss_bbox_aux_0: 0.1621 (0.1629) loss_bbox_aux_1: 0.1490 (0.1549) loss_bbox_aux_2: 0.1476 (0.1527) loss_bbox_aux_3: 0.1503 (0.1508) loss_bbox_aux_4: 0.1481 (0.1506) loss_bbox_aux_5: 0.1952 (0.1994) loss_bbox_dn_0: 0.2345 (0.2604) loss_bbox_dn_1: 0.1739 (0.1907) loss_bbox_dn_2: 0.1632 (0.1707) loss_bbox_dn_3: 0.1571 (0.1649) loss_bbox_dn_4: 0.1568 (0.1635) loss_bbox_dn_5: 0.1568 (0.1635) loss_giou: 0.5113 (0.4682) loss_giou_aux_0: 0.5431 (0.4920) loss_giou_aux_1: 0.5174 (0.4786) loss_giou_aux_2: 0.5160 (0.4727) loss_giou_aux_3: 0.5145 (0.4692) loss_giou_aux_4: 0.5142 (0.4682) loss_giou_aux_5: 0.6147 (0.5563) loss_giou_dn_0: 0.5879 (0.5705) loss_giou_dn_1: 0.4765 (0.4628) loss_giou_dn_2: 0.4457 (0.4323) loss_giou_dn_3: 0.4442 (0.4240) loss_giou_dn_4: 0.4425 (0.4219) loss_giou_dn_5: 0.4427 (0.4221) loss_vfl: 0.6254 (0.6640) loss_vfl_aux_0: 0.7097 (0.7668) loss_vfl_aux_1: 0.6660 (0.7209) loss_vfl_aux_2: 0.6521 (0.6909) loss_vfl_aux_3: 0.6339 (0.6771) loss_vfl_aux_4: 0.6240 (0.6682) loss_vfl_aux_5: 0.7084 (0.7511) loss_vfl_dn_0: 0.4444 (0.4493) loss_vfl_dn_1: 0.3882 (0.3833) loss_vfl_dn_2: 0.3728 (0.3673) loss_vfl_dn_3: 0.3694 (0.3601) loss_vfl_dn_4: 0.3661 (0.3576) loss_vfl_dn_5: 0.3651 (0.3568) time: 0.4831 data: 0.0137 max mem: 5654 Epoch: [51] [1400/7393] eta: 0:49:11 lr: 0.000010 loss: 15.7438 (15.5825) loss_bbox: 0.1333 (0.1507) loss_bbox_aux_0: 0.1518 (0.1630) loss_bbox_aux_1: 0.1379 (0.1550) loss_bbox_aux_2: 0.1349 (0.1529) loss_bbox_aux_3: 0.1364 (0.1510) loss_bbox_aux_4: 0.1322 (0.1507) loss_bbox_aux_5: 0.1861 (0.1995) loss_bbox_dn_0: 0.2273 (0.2608) loss_bbox_dn_1: 0.1599 (0.1911) loss_bbox_dn_2: 0.1476 (0.1711) loss_bbox_dn_3: 0.1445 (0.1652) loss_bbox_dn_4: 0.1417 (0.1638) loss_bbox_dn_5: 0.1417 (0.1638) loss_giou: 0.4799 (0.4672) loss_giou_aux_0: 0.5412 (0.4909) loss_giou_aux_1: 0.5141 (0.4775) loss_giou_aux_2: 0.5131 (0.4717) loss_giou_aux_3: 0.5119 (0.4683) loss_giou_aux_4: 0.4867 (0.4673) loss_giou_aux_5: 0.5942 (0.5554) loss_giou_dn_0: 0.5774 (0.5698) loss_giou_dn_1: 0.4675 (0.4621) loss_giou_dn_2: 0.4366 (0.4316) loss_giou_dn_3: 0.4275 (0.4234) loss_giou_dn_4: 0.4229 (0.4213) loss_giou_dn_5: 0.4232 (0.4215) loss_vfl: 0.6588 (0.6642) loss_vfl_aux_0: 0.7325 (0.7675) loss_vfl_aux_1: 0.7024 (0.7214) loss_vfl_aux_2: 0.6832 (0.6911) loss_vfl_aux_3: 0.6688 (0.6771) loss_vfl_aux_4: 0.6653 (0.6684) loss_vfl_aux_5: 0.7125 (0.7517) loss_vfl_dn_0: 0.4441 (0.4494) loss_vfl_dn_1: 0.3778 (0.3833) loss_vfl_dn_2: 0.3639 (0.3673) loss_vfl_dn_3: 0.3561 (0.3600) loss_vfl_dn_4: 0.3521 (0.3575) loss_vfl_dn_5: 0.3497 (0.3568) time: 0.4708 data: 0.0135 max mem: 5654 Epoch: [51] [1500/7393] eta: 0:48:15 lr: 0.000010 loss: 15.4788 (15.5785) loss_bbox: 0.1376 (0.1505) loss_bbox_aux_0: 0.1648 (0.1629) loss_bbox_aux_1: 0.1568 (0.1548) loss_bbox_aux_2: 0.1484 (0.1527) loss_bbox_aux_3: 0.1466 (0.1508) loss_bbox_aux_4: 0.1423 (0.1505) loss_bbox_aux_5: 0.1965 (0.1994) loss_bbox_dn_0: 0.2582 (0.2613) loss_bbox_dn_1: 0.1870 (0.1914) loss_bbox_dn_2: 0.1682 (0.1714) loss_bbox_dn_3: 0.1579 (0.1655) loss_bbox_dn_4: 0.1580 (0.1641) loss_bbox_dn_5: 0.1579 (0.1641) loss_giou: 0.4707 (0.4666) loss_giou_aux_0: 0.5017 (0.4903) loss_giou_aux_1: 0.4898 (0.4767) loss_giou_aux_2: 0.4831 (0.4710) loss_giou_aux_3: 0.4789 (0.4676) loss_giou_aux_4: 0.4721 (0.4665) loss_giou_aux_5: 0.5766 (0.5546) loss_giou_dn_0: 0.5832 (0.5694) loss_giou_dn_1: 0.4682 (0.4617) loss_giou_dn_2: 0.4371 (0.4312) loss_giou_dn_3: 0.4305 (0.4230) loss_giou_dn_4: 0.4295 (0.4209) loss_giou_dn_5: 0.4295 (0.4211) loss_vfl: 0.6534 (0.6645) loss_vfl_aux_0: 0.7409 (0.7678) loss_vfl_aux_1: 0.6962 (0.7219) loss_vfl_aux_2: 0.6678 (0.6918) loss_vfl_aux_3: 0.6550 (0.6776) loss_vfl_aux_4: 0.6491 (0.6687) loss_vfl_aux_5: 0.7209 (0.7519) loss_vfl_dn_0: 0.4560 (0.4495) loss_vfl_dn_1: 0.3887 (0.3833) loss_vfl_dn_2: 0.3685 (0.3673) loss_vfl_dn_3: 0.3602 (0.3600) loss_vfl_dn_4: 0.3586 (0.3575) loss_vfl_dn_5: 0.3574 (0.3568) time: 0.4751 data: 0.0136 max mem: 5654 Epoch: [51] [1600/7393] eta: 0:47:22 lr: 0.000010 loss: 15.7565 (15.5844) loss_bbox: 0.1744 (0.1506) loss_bbox_aux_0: 0.1794 (0.1629) loss_bbox_aux_1: 0.1793 (0.1550) loss_bbox_aux_2: 0.1780 (0.1528) loss_bbox_aux_3: 0.1800 (0.1509) loss_bbox_aux_4: 0.1756 (0.1506) loss_bbox_aux_5: 0.2066 (0.1994) loss_bbox_dn_0: 0.2649 (0.2613) loss_bbox_dn_1: 0.1989 (0.1914) loss_bbox_dn_2: 0.1755 (0.1713) loss_bbox_dn_3: 0.1683 (0.1654) loss_bbox_dn_4: 0.1674 (0.1640) loss_bbox_dn_5: 0.1672 (0.1640) loss_giou: 0.4493 (0.4671) loss_giou_aux_0: 0.4481 (0.4906) loss_giou_aux_1: 0.4399 (0.4770) loss_giou_aux_2: 0.4460 (0.4714) loss_giou_aux_3: 0.4451 (0.4681) loss_giou_aux_4: 0.4468 (0.4671) loss_giou_aux_5: 0.5079 (0.5549) loss_giou_dn_0: 0.5491 (0.5698) loss_giou_dn_1: 0.4466 (0.4621) loss_giou_dn_2: 0.4198 (0.4316) loss_giou_dn_3: 0.4128 (0.4234) loss_giou_dn_4: 0.4096 (0.4213) loss_giou_dn_5: 0.4096 (0.4215) loss_vfl: 0.6380 (0.6642) loss_vfl_aux_0: 0.7619 (0.7678) loss_vfl_aux_1: 0.7089 (0.7221) loss_vfl_aux_2: 0.6828 (0.6917) loss_vfl_aux_3: 0.6585 (0.6775) loss_vfl_aux_4: 0.6433 (0.6684) loss_vfl_aux_5: 0.7447 (0.7517) loss_vfl_dn_0: 0.4487 (0.4495) loss_vfl_dn_1: 0.3871 (0.3835) loss_vfl_dn_2: 0.3678 (0.3675) loss_vfl_dn_3: 0.3630 (0.3603) loss_vfl_dn_4: 0.3600 (0.3578) loss_vfl_dn_5: 0.3581 (0.3570) time: 0.4737 data: 0.0140 max mem: 5654 Epoch: [51] [1700/7393] eta: 0:46:26 lr: 0.000010 loss: 15.6433 (15.5890) loss_bbox: 0.1439 (0.1507) loss_bbox_aux_0: 0.1493 (0.1630) loss_bbox_aux_1: 0.1473 (0.1551) loss_bbox_aux_2: 0.1456 (0.1530) loss_bbox_aux_3: 0.1445 (0.1511) loss_bbox_aux_4: 0.1428 (0.1507) loss_bbox_aux_5: 0.2040 (0.1994) loss_bbox_dn_0: 0.2648 (0.2615) loss_bbox_dn_1: 0.1840 (0.1916) loss_bbox_dn_2: 0.1667 (0.1715) loss_bbox_dn_3: 0.1608 (0.1657) loss_bbox_dn_4: 0.1586 (0.1643) loss_bbox_dn_5: 0.1587 (0.1643) loss_giou: 0.4396 (0.4668) loss_giou_aux_0: 0.4644 (0.4902) loss_giou_aux_1: 0.4431 (0.4767) loss_giou_aux_2: 0.4380 (0.4712) loss_giou_aux_3: 0.4397 (0.4678) loss_giou_aux_4: 0.4349 (0.4668) loss_giou_aux_5: 0.5276 (0.5542) loss_giou_dn_0: 0.5548 (0.5697) loss_giou_dn_1: 0.4565 (0.4620) loss_giou_dn_2: 0.4291 (0.4315) loss_giou_dn_3: 0.4184 (0.4233) loss_giou_dn_4: 0.4162 (0.4212) loss_giou_dn_5: 0.4162 (0.4214) loss_vfl: 0.6687 (0.6648) loss_vfl_aux_0: 0.7533 (0.7682) loss_vfl_aux_1: 0.7169 (0.7226) loss_vfl_aux_2: 0.7019 (0.6922) loss_vfl_aux_3: 0.6744 (0.6779) loss_vfl_aux_4: 0.6748 (0.6689) loss_vfl_aux_5: 0.7184 (0.7527) loss_vfl_dn_0: 0.4466 (0.4497) loss_vfl_dn_1: 0.3865 (0.3838) loss_vfl_dn_2: 0.3692 (0.3678) loss_vfl_dn_3: 0.3593 (0.3605) loss_vfl_dn_4: 0.3579 (0.3580) loss_vfl_dn_5: 0.3571 (0.3573) time: 0.4719 data: 0.0138 max mem: 5654 Epoch: [51] [1800/7393] eta: 0:45:31 lr: 0.000010 loss: 15.2334 (15.5791) loss_bbox: 0.1546 (0.1505) loss_bbox_aux_0: 0.1721 (0.1630) loss_bbox_aux_1: 0.1559 (0.1550) loss_bbox_aux_2: 0.1581 (0.1529) loss_bbox_aux_3: 0.1501 (0.1510) loss_bbox_aux_4: 0.1505 (0.1505) loss_bbox_aux_5: 0.1891 (0.1994) loss_bbox_dn_0: 0.2439 (0.2616) loss_bbox_dn_1: 0.1798 (0.1916) loss_bbox_dn_2: 0.1606 (0.1715) loss_bbox_dn_3: 0.1586 (0.1657) loss_bbox_dn_4: 0.1565 (0.1643) loss_bbox_dn_5: 0.1565 (0.1643) loss_giou: 0.4655 (0.4665) loss_giou_aux_0: 0.4944 (0.4900) loss_giou_aux_1: 0.4720 (0.4764) loss_giou_aux_2: 0.4709 (0.4710) loss_giou_aux_3: 0.4756 (0.4676) loss_giou_aux_4: 0.4652 (0.4666) loss_giou_aux_5: 0.5560 (0.5540) loss_giou_dn_0: 0.5772 (0.5696) loss_giou_dn_1: 0.4715 (0.4618) loss_giou_dn_2: 0.4296 (0.4313) loss_giou_dn_3: 0.4231 (0.4230) loss_giou_dn_4: 0.4258 (0.4209) loss_giou_dn_5: 0.4257 (0.4211) loss_vfl: 0.6186 (0.6641) loss_vfl_aux_0: 0.7120 (0.7675) loss_vfl_aux_1: 0.6626 (0.7219) loss_vfl_aux_2: 0.6224 (0.6912) loss_vfl_aux_3: 0.6210 (0.6770) loss_vfl_aux_4: 0.6186 (0.6681) loss_vfl_aux_5: 0.7188 (0.7520) loss_vfl_dn_0: 0.4423 (0.4496) loss_vfl_dn_1: 0.3790 (0.3836) loss_vfl_dn_2: 0.3628 (0.3676) loss_vfl_dn_3: 0.3542 (0.3604) loss_vfl_dn_4: 0.3520 (0.3579) loss_vfl_dn_5: 0.3521 (0.3571) time: 0.4787 data: 0.0137 max mem: 5654 Epoch: [51] [1900/7393] eta: 0:44:37 lr: 0.000010 loss: 14.8915 (15.5702) loss_bbox: 0.1400 (0.1504) loss_bbox_aux_0: 0.1484 (0.1630) loss_bbox_aux_1: 0.1414 (0.1549) loss_bbox_aux_2: 0.1374 (0.1528) loss_bbox_aux_3: 0.1410 (0.1509) loss_bbox_aux_4: 0.1400 (0.1505) loss_bbox_aux_5: 0.1791 (0.1993) loss_bbox_dn_0: 0.2242 (0.2617) loss_bbox_dn_1: 0.1691 (0.1915) loss_bbox_dn_2: 0.1488 (0.1714) loss_bbox_dn_3: 0.1402 (0.1655) loss_bbox_dn_4: 0.1397 (0.1641) loss_bbox_dn_5: 0.1397 (0.1641) loss_giou: 0.4597 (0.4661) loss_giou_aux_0: 0.4599 (0.4896) loss_giou_aux_1: 0.4556 (0.4760) loss_giou_aux_2: 0.4660 (0.4706) loss_giou_aux_3: 0.4427 (0.4671) loss_giou_aux_4: 0.4662 (0.4662) loss_giou_aux_5: 0.5206 (0.5534) loss_giou_dn_0: 0.5632 (0.5692) loss_giou_dn_1: 0.4526 (0.4614) loss_giou_dn_2: 0.4201 (0.4308) loss_giou_dn_3: 0.4127 (0.4226) loss_giou_dn_4: 0.4139 (0.4205) loss_giou_dn_5: 0.4138 (0.4207) loss_vfl: 0.6499 (0.6638) loss_vfl_aux_0: 0.7373 (0.7672) loss_vfl_aux_1: 0.6995 (0.7218) loss_vfl_aux_2: 0.6806 (0.6910) loss_vfl_aux_3: 0.6644 (0.6769) loss_vfl_aux_4: 0.6505 (0.6679) loss_vfl_aux_5: 0.7324 (0.7519) loss_vfl_dn_0: 0.4449 (0.4495) loss_vfl_dn_1: 0.3808 (0.3835) loss_vfl_dn_2: 0.3623 (0.3675) loss_vfl_dn_3: 0.3564 (0.3602) loss_vfl_dn_4: 0.3546 (0.3578) loss_vfl_dn_5: 0.3537 (0.3570) time: 0.4673 data: 0.0139 max mem: 5654 Epoch: [51] [2000/7393] eta: 0:43:43 lr: 0.000010 loss: 15.9522 (15.5702) loss_bbox: 0.1552 (0.1505) loss_bbox_aux_0: 0.1640 (0.1631) loss_bbox_aux_1: 0.1523 (0.1551) loss_bbox_aux_2: 0.1522 (0.1529) loss_bbox_aux_3: 0.1525 (0.1510) loss_bbox_aux_4: 0.1537 (0.1505) loss_bbox_aux_5: 0.1911 (0.1994) loss_bbox_dn_0: 0.2421 (0.2616) loss_bbox_dn_1: 0.1830 (0.1915) loss_bbox_dn_2: 0.1656 (0.1714) loss_bbox_dn_3: 0.1575 (0.1655) loss_bbox_dn_4: 0.1560 (0.1641) loss_bbox_dn_5: 0.1560 (0.1641) loss_giou: 0.4755 (0.4660) loss_giou_aux_0: 0.4930 (0.4893) loss_giou_aux_1: 0.4833 (0.4759) loss_giou_aux_2: 0.4634 (0.4704) loss_giou_aux_3: 0.4724 (0.4670) loss_giou_aux_4: 0.4753 (0.4660) loss_giou_aux_5: 0.5520 (0.5532) loss_giou_dn_0: 0.5641 (0.5692) loss_giou_dn_1: 0.4659 (0.4614) loss_giou_dn_2: 0.4335 (0.4309) loss_giou_dn_3: 0.4230 (0.4227) loss_giou_dn_4: 0.4220 (0.4206) loss_giou_dn_5: 0.4220 (0.4208) loss_vfl: 0.6643 (0.6639) loss_vfl_aux_0: 0.7429 (0.7672) loss_vfl_aux_1: 0.6924 (0.7213) loss_vfl_aux_2: 0.6766 (0.6910) loss_vfl_aux_3: 0.6835 (0.6768) loss_vfl_aux_4: 0.6816 (0.6680) loss_vfl_aux_5: 0.7467 (0.7520) loss_vfl_dn_0: 0.4460 (0.4494) loss_vfl_dn_1: 0.3853 (0.3835) loss_vfl_dn_2: 0.3758 (0.3675) loss_vfl_dn_3: 0.3673 (0.3603) loss_vfl_dn_4: 0.3649 (0.3578) loss_vfl_dn_5: 0.3660 (0.3570) time: 0.4666 data: 0.0138 max mem: 5654 Epoch: [51] [2100/7393] eta: 0:42:53 lr: 0.000010 loss: 15.2158 (15.5798) loss_bbox: 0.1406 (0.1505) loss_bbox_aux_0: 0.1480 (0.1631) loss_bbox_aux_1: 0.1376 (0.1550) loss_bbox_aux_2: 0.1385 (0.1528) loss_bbox_aux_3: 0.1380 (0.1510) loss_bbox_aux_4: 0.1391 (0.1505) loss_bbox_aux_5: 0.1787 (0.1995) loss_bbox_dn_0: 0.2459 (0.2616) loss_bbox_dn_1: 0.1780 (0.1915) loss_bbox_dn_2: 0.1533 (0.1714) loss_bbox_dn_3: 0.1437 (0.1655) loss_bbox_dn_4: 0.1424 (0.1641) loss_bbox_dn_5: 0.1424 (0.1641) loss_giou: 0.4243 (0.4665) loss_giou_aux_0: 0.4473 (0.4898) loss_giou_aux_1: 0.4344 (0.4763) loss_giou_aux_2: 0.4203 (0.4709) loss_giou_aux_3: 0.4270 (0.4675) loss_giou_aux_4: 0.4286 (0.4665) loss_giou_aux_5: 0.5127 (0.5539) loss_giou_dn_0: 0.5370 (0.5696) loss_giou_dn_1: 0.4330 (0.4619) loss_giou_dn_2: 0.4030 (0.4314) loss_giou_dn_3: 0.3950 (0.4231) loss_giou_dn_4: 0.3921 (0.4210) loss_giou_dn_5: 0.3919 (0.4212) loss_vfl: 0.6747 (0.6644) loss_vfl_aux_0: 0.7988 (0.7679) loss_vfl_aux_1: 0.7353 (0.7218) loss_vfl_aux_2: 0.7171 (0.6917) loss_vfl_aux_3: 0.7002 (0.6773) loss_vfl_aux_4: 0.6882 (0.6686) loss_vfl_aux_5: 0.7635 (0.7521) loss_vfl_dn_0: 0.4492 (0.4494) loss_vfl_dn_1: 0.3876 (0.3836) loss_vfl_dn_2: 0.3728 (0.3676) loss_vfl_dn_3: 0.3598 (0.3603) loss_vfl_dn_4: 0.3566 (0.3578) loss_vfl_dn_5: 0.3561 (0.3571) time: 0.4876 data: 0.0142 max mem: 5654 Epoch: [51] [2200/7393] eta: 0:42:05 lr: 0.000010 loss: 15.4709 (15.5807) loss_bbox: 0.1432 (0.1504) loss_bbox_aux_0: 0.1505 (0.1630) loss_bbox_aux_1: 0.1424 (0.1549) loss_bbox_aux_2: 0.1431 (0.1528) loss_bbox_aux_3: 0.1420 (0.1509) loss_bbox_aux_4: 0.1415 (0.1504) loss_bbox_aux_5: 0.1736 (0.1993) loss_bbox_dn_0: 0.2410 (0.2612) loss_bbox_dn_1: 0.1712 (0.1913) loss_bbox_dn_2: 0.1475 (0.1712) loss_bbox_dn_3: 0.1443 (0.1653) loss_bbox_dn_4: 0.1423 (0.1639) loss_bbox_dn_5: 0.1422 (0.1639) loss_giou: 0.4469 (0.4667) loss_giou_aux_0: 0.4627 (0.4900) loss_giou_aux_1: 0.4476 (0.4766) loss_giou_aux_2: 0.4507 (0.4713) loss_giou_aux_3: 0.4467 (0.4678) loss_giou_aux_4: 0.4469 (0.4668) loss_giou_aux_5: 0.5286 (0.5541) loss_giou_dn_0: 0.5534 (0.5696) loss_giou_dn_1: 0.4365 (0.4620) loss_giou_dn_2: 0.4098 (0.4315) loss_giou_dn_3: 0.4072 (0.4232) loss_giou_dn_4: 0.4056 (0.4211) loss_giou_dn_5: 0.4057 (0.4213) loss_vfl: 0.6533 (0.6647) loss_vfl_aux_0: 0.7688 (0.7680) loss_vfl_aux_1: 0.7060 (0.7217) loss_vfl_aux_2: 0.6662 (0.6916) loss_vfl_aux_3: 0.6498 (0.6774) loss_vfl_aux_4: 0.6430 (0.6687) loss_vfl_aux_5: 0.7263 (0.7523) loss_vfl_dn_0: 0.4469 (0.4493) loss_vfl_dn_1: 0.3847 (0.3835) loss_vfl_dn_2: 0.3716 (0.3676) loss_vfl_dn_3: 0.3629 (0.3603) loss_vfl_dn_4: 0.3606 (0.3578) loss_vfl_dn_5: 0.3613 (0.3571) time: 0.4862 data: 0.0139 max mem: 5654 Epoch: [51] [2300/7393] eta: 0:41:14 lr: 0.000010 loss: 15.4948 (15.5880) loss_bbox: 0.1408 (0.1504) loss_bbox_aux_0: 0.1510 (0.1631) loss_bbox_aux_1: 0.1428 (0.1550) loss_bbox_aux_2: 0.1443 (0.1529) loss_bbox_aux_3: 0.1398 (0.1509) loss_bbox_aux_4: 0.1411 (0.1505) loss_bbox_aux_5: 0.1883 (0.1994) loss_bbox_dn_0: 0.2452 (0.2612) loss_bbox_dn_1: 0.1819 (0.1913) loss_bbox_dn_2: 0.1660 (0.1712) loss_bbox_dn_3: 0.1646 (0.1653) loss_bbox_dn_4: 0.1628 (0.1639) loss_bbox_dn_5: 0.1629 (0.1639) loss_giou: 0.4476 (0.4672) loss_giou_aux_0: 0.4831 (0.4904) loss_giou_aux_1: 0.4534 (0.4771) loss_giou_aux_2: 0.4485 (0.4717) loss_giou_aux_3: 0.4274 (0.4682) loss_giou_aux_4: 0.4398 (0.4672) loss_giou_aux_5: 0.5493 (0.5546) loss_giou_dn_0: 0.5604 (0.5700) loss_giou_dn_1: 0.4516 (0.4623) loss_giou_dn_2: 0.4235 (0.4318) loss_giou_dn_3: 0.4168 (0.4236) loss_giou_dn_4: 0.4157 (0.4215) loss_giou_dn_5: 0.4165 (0.4217) loss_vfl: 0.6774 (0.6651) loss_vfl_aux_0: 0.7625 (0.7680) loss_vfl_aux_1: 0.7296 (0.7218) loss_vfl_aux_2: 0.7081 (0.6917) loss_vfl_aux_3: 0.6718 (0.6778) loss_vfl_aux_4: 0.6784 (0.6692) loss_vfl_aux_5: 0.7410 (0.7523) loss_vfl_dn_0: 0.4448 (0.4493) loss_vfl_dn_1: 0.3816 (0.3836) loss_vfl_dn_2: 0.3661 (0.3677) loss_vfl_dn_3: 0.3638 (0.3604) loss_vfl_dn_4: 0.3616 (0.3580) loss_vfl_dn_5: 0.3621 (0.3572) time: 0.4750 data: 0.0136 max mem: 5654 Epoch: [51] [2400/7393] eta: 0:40:25 lr: 0.000010 loss: 14.8350 (15.5822) loss_bbox: 0.1405 (0.1504) loss_bbox_aux_0: 0.1543 (0.1631) loss_bbox_aux_1: 0.1455 (0.1549) loss_bbox_aux_2: 0.1470 (0.1528) loss_bbox_aux_3: 0.1394 (0.1509) loss_bbox_aux_4: 0.1396 (0.1504) loss_bbox_aux_5: 0.1958 (0.1994) loss_bbox_dn_0: 0.2507 (0.2611) loss_bbox_dn_1: 0.1820 (0.1911) loss_bbox_dn_2: 0.1686 (0.1710) loss_bbox_dn_3: 0.1646 (0.1651) loss_bbox_dn_4: 0.1646 (0.1637) loss_bbox_dn_5: 0.1647 (0.1637) loss_giou: 0.4488 (0.4671) loss_giou_aux_0: 0.4897 (0.4904) loss_giou_aux_1: 0.4706 (0.4771) loss_giou_aux_2: 0.4626 (0.4717) loss_giou_aux_3: 0.4484 (0.4682) loss_giou_aux_4: 0.4518 (0.4672) loss_giou_aux_5: 0.5177 (0.5546) loss_giou_dn_0: 0.5750 (0.5701) loss_giou_dn_1: 0.4583 (0.4624) loss_giou_dn_2: 0.4319 (0.4318) loss_giou_dn_3: 0.4249 (0.4236) loss_giou_dn_4: 0.4250 (0.4215) loss_giou_dn_5: 0.4250 (0.4217) loss_vfl: 0.6295 (0.6646) loss_vfl_aux_0: 0.7260 (0.7673) loss_vfl_aux_1: 0.6876 (0.7210) loss_vfl_aux_2: 0.6638 (0.6911) loss_vfl_aux_3: 0.6515 (0.6771) loss_vfl_aux_4: 0.6422 (0.6685) loss_vfl_aux_5: 0.7082 (0.7519) loss_vfl_dn_0: 0.4403 (0.4492) loss_vfl_dn_1: 0.3783 (0.3836) loss_vfl_dn_2: 0.3596 (0.3677) loss_vfl_dn_3: 0.3499 (0.3604) loss_vfl_dn_4: 0.3472 (0.3579) loss_vfl_dn_5: 0.3460 (0.3572) time: 0.4750 data: 0.0142 max mem: 5654 Epoch: [51] [2500/7393] eta: 0:39:49 lr: 0.000010 loss: 15.5148 (15.5879) loss_bbox: 0.1413 (0.1506) loss_bbox_aux_0: 0.1589 (0.1633) loss_bbox_aux_1: 0.1535 (0.1552) loss_bbox_aux_2: 0.1449 (0.1531) loss_bbox_aux_3: 0.1390 (0.1511) loss_bbox_aux_4: 0.1435 (0.1507) loss_bbox_aux_5: 0.1943 (0.1995) loss_bbox_dn_0: 0.2563 (0.2614) loss_bbox_dn_1: 0.1968 (0.1914) loss_bbox_dn_2: 0.1842 (0.1713) loss_bbox_dn_3: 0.1783 (0.1654) loss_bbox_dn_4: 0.1772 (0.1640) loss_bbox_dn_5: 0.1772 (0.1640) loss_giou: 0.4526 (0.4675) loss_giou_aux_0: 0.4632 (0.4907) loss_giou_aux_1: 0.4546 (0.4774) loss_giou_aux_2: 0.4532 (0.4720) loss_giou_aux_3: 0.4542 (0.4686) loss_giou_aux_4: 0.4526 (0.4676) loss_giou_aux_5: 0.5151 (0.5548) loss_giou_dn_0: 0.5635 (0.5703) loss_giou_dn_1: 0.4567 (0.4625) loss_giou_dn_2: 0.4382 (0.4320) loss_giou_dn_3: 0.4314 (0.4238) loss_giou_dn_4: 0.4281 (0.4217) loss_giou_dn_5: 0.4281 (0.4219) loss_vfl: 0.6491 (0.6644) loss_vfl_aux_0: 0.7535 (0.7672) loss_vfl_aux_1: 0.6929 (0.7209) loss_vfl_aux_2: 0.6697 (0.6910) loss_vfl_aux_3: 0.6570 (0.6769) loss_vfl_aux_4: 0.6474 (0.6683) loss_vfl_aux_5: 0.7426 (0.7516) loss_vfl_dn_0: 0.4438 (0.4491) loss_vfl_dn_1: 0.3804 (0.3836) loss_vfl_dn_2: 0.3683 (0.3677) loss_vfl_dn_3: 0.3622 (0.3604) loss_vfl_dn_4: 0.3589 (0.3580) loss_vfl_dn_5: 0.3589 (0.3572) time: 0.4753 data: 0.0145 max mem: 5654 Epoch: [51] [2600/7393] eta: 0:39:12 lr: 0.000010 loss: 15.6009 (15.5931) loss_bbox: 0.1397 (0.1505) loss_bbox_aux_0: 0.1531 (0.1632) loss_bbox_aux_1: 0.1464 (0.1552) loss_bbox_aux_2: 0.1549 (0.1530) loss_bbox_aux_3: 0.1374 (0.1510) loss_bbox_aux_4: 0.1445 (0.1505) loss_bbox_aux_5: 0.1918 (0.1993) loss_bbox_dn_0: 0.2526 (0.2611) loss_bbox_dn_1: 0.1872 (0.1912) loss_bbox_dn_2: 0.1663 (0.1711) loss_bbox_dn_3: 0.1584 (0.1652) loss_bbox_dn_4: 0.1575 (0.1638) loss_bbox_dn_5: 0.1574 (0.1638) loss_giou: 0.4076 (0.4682) loss_giou_aux_0: 0.4271 (0.4914) loss_giou_aux_1: 0.4250 (0.4781) loss_giou_aux_2: 0.4193 (0.4728) loss_giou_aux_3: 0.4091 (0.4693) loss_giou_aux_4: 0.4140 (0.4683) loss_giou_aux_5: 0.4971 (0.5554) loss_giou_dn_0: 0.5441 (0.5709) loss_giou_dn_1: 0.4280 (0.4631) loss_giou_dn_2: 0.3975 (0.4326) loss_giou_dn_3: 0.3906 (0.4244) loss_giou_dn_4: 0.3890 (0.4223) loss_giou_dn_5: 0.3890 (0.4224) loss_vfl: 0.6847 (0.6643) loss_vfl_aux_0: 0.7716 (0.7667) loss_vfl_aux_1: 0.7475 (0.7206) loss_vfl_aux_2: 0.6961 (0.6907) loss_vfl_aux_3: 0.6899 (0.6769) loss_vfl_aux_4: 0.6821 (0.6683) loss_vfl_aux_5: 0.7634 (0.7511) loss_vfl_dn_0: 0.4526 (0.4492) loss_vfl_dn_1: 0.3793 (0.3836) loss_vfl_dn_2: 0.3602 (0.3677) loss_vfl_dn_3: 0.3526 (0.3605) loss_vfl_dn_4: 0.3503 (0.3580) loss_vfl_dn_5: 0.3484 (0.3573) time: 0.4788 data: 0.0135 max mem: 5654 Epoch: [51] [2700/7393] eta: 0:38:21 lr: 0.000010 loss: 15.7884 (15.5919) loss_bbox: 0.1523 (0.1506) loss_bbox_aux_0: 0.1670 (0.1633) loss_bbox_aux_1: 0.1533 (0.1553) loss_bbox_aux_2: 0.1581 (0.1531) loss_bbox_aux_3: 0.1550 (0.1511) loss_bbox_aux_4: 0.1462 (0.1506) loss_bbox_aux_5: 0.2236 (0.1996) loss_bbox_dn_0: 0.2684 (0.2613) loss_bbox_dn_1: 0.1984 (0.1914) loss_bbox_dn_2: 0.1747 (0.1712) loss_bbox_dn_3: 0.1673 (0.1654) loss_bbox_dn_4: 0.1660 (0.1640) loss_bbox_dn_5: 0.1659 (0.1640) loss_giou: 0.3972 (0.4680) loss_giou_aux_0: 0.4151 (0.4912) loss_giou_aux_1: 0.4100 (0.4778) loss_giou_aux_2: 0.3932 (0.4725) loss_giou_aux_3: 0.3901 (0.4691) loss_giou_aux_4: 0.3861 (0.4681) loss_giou_aux_5: 0.5308 (0.5553) loss_giou_dn_0: 0.5598 (0.5708) loss_giou_dn_1: 0.4415 (0.4630) loss_giou_dn_2: 0.4079 (0.4325) loss_giou_dn_3: 0.3924 (0.4243) loss_giou_dn_4: 0.3876 (0.4222) loss_giou_dn_5: 0.3874 (0.4223) loss_vfl: 0.6481 (0.6642) loss_vfl_aux_0: 0.7639 (0.7666) loss_vfl_aux_1: 0.6858 (0.7205) loss_vfl_aux_2: 0.6726 (0.6907) loss_vfl_aux_3: 0.6622 (0.6768) loss_vfl_aux_4: 0.6568 (0.6682) loss_vfl_aux_5: 0.7482 (0.7509) loss_vfl_dn_0: 0.4469 (0.4492) loss_vfl_dn_1: 0.3817 (0.3836) loss_vfl_dn_2: 0.3679 (0.3678) loss_vfl_dn_3: 0.3591 (0.3605) loss_vfl_dn_4: 0.3597 (0.3581) loss_vfl_dn_5: 0.3577 (0.3573) time: 0.4760 data: 0.0138 max mem: 5654 Epoch: [51] [2800/7393] eta: 0:37:30 lr: 0.000010 loss: 15.5332 (15.5835) loss_bbox: 0.1483 (0.1506) loss_bbox_aux_0: 0.1614 (0.1633) loss_bbox_aux_1: 0.1564 (0.1554) loss_bbox_aux_2: 0.1552 (0.1531) loss_bbox_aux_3: 0.1491 (0.1511) loss_bbox_aux_4: 0.1486 (0.1506) loss_bbox_aux_5: 0.1917 (0.1996) loss_bbox_dn_0: 0.2485 (0.2612) loss_bbox_dn_1: 0.1841 (0.1913) loss_bbox_dn_2: 0.1712 (0.1712) loss_bbox_dn_3: 0.1670 (0.1653) loss_bbox_dn_4: 0.1635 (0.1639) loss_bbox_dn_5: 0.1636 (0.1639) loss_giou: 0.5076 (0.4675) loss_giou_aux_0: 0.5257 (0.4908) loss_giou_aux_1: 0.5142 (0.4774) loss_giou_aux_2: 0.4977 (0.4721) loss_giou_aux_3: 0.5059 (0.4687) loss_giou_aux_4: 0.5094 (0.4676) loss_giou_aux_5: 0.5733 (0.5548) loss_giou_dn_0: 0.5805 (0.5703) loss_giou_dn_1: 0.4725 (0.4626) loss_giou_dn_2: 0.4456 (0.4321) loss_giou_dn_3: 0.4329 (0.4239) loss_giou_dn_4: 0.4259 (0.4218) loss_giou_dn_5: 0.4258 (0.4220) loss_vfl: 0.6370 (0.6639) loss_vfl_aux_0: 0.7339 (0.7661) loss_vfl_aux_1: 0.7051 (0.7200) loss_vfl_aux_2: 0.6875 (0.6904) loss_vfl_aux_3: 0.6685 (0.6765) loss_vfl_aux_4: 0.6578 (0.6679) loss_vfl_aux_5: 0.7235 (0.7507) loss_vfl_dn_0: 0.4522 (0.4491) loss_vfl_dn_1: 0.3930 (0.3835) loss_vfl_dn_2: 0.3710 (0.3677) loss_vfl_dn_3: 0.3657 (0.3604) loss_vfl_dn_4: 0.3635 (0.3580) loss_vfl_dn_5: 0.3626 (0.3572) time: 0.4790 data: 0.0138 max mem: 5654 Epoch: [51] [2900/7393] eta: 0:36:49 lr: 0.000010 loss: 15.8600 (15.5771) loss_bbox: 0.1584 (0.1507) loss_bbox_aux_0: 0.1839 (0.1635) loss_bbox_aux_1: 0.1592 (0.1555) loss_bbox_aux_2: 0.1546 (0.1533) loss_bbox_aux_3: 0.1570 (0.1512) loss_bbox_aux_4: 0.1584 (0.1507) loss_bbox_aux_5: 0.2184 (0.1998) loss_bbox_dn_0: 0.2638 (0.2617) loss_bbox_dn_1: 0.2034 (0.1916) loss_bbox_dn_2: 0.1843 (0.1715) loss_bbox_dn_3: 0.1807 (0.1656) loss_bbox_dn_4: 0.1787 (0.1642) loss_bbox_dn_5: 0.1789 (0.1642) loss_giou: 0.4512 (0.4665) loss_giou_aux_0: 0.4676 (0.4898) loss_giou_aux_1: 0.4526 (0.4763) loss_giou_aux_2: 0.4506 (0.4710) loss_giou_aux_3: 0.4531 (0.4676) loss_giou_aux_4: 0.4483 (0.4666) loss_giou_aux_5: 0.5468 (0.5538) loss_giou_dn_0: 0.5645 (0.5698) loss_giou_dn_1: 0.4465 (0.4621) loss_giou_dn_2: 0.4133 (0.4315) loss_giou_dn_3: 0.4048 (0.4233) loss_giou_dn_4: 0.4038 (0.4212) loss_giou_dn_5: 0.4038 (0.4214) loss_vfl: 0.6620 (0.6641) loss_vfl_aux_0: 0.7725 (0.7664) loss_vfl_aux_1: 0.7410 (0.7203) loss_vfl_aux_2: 0.6918 (0.6907) loss_vfl_aux_3: 0.6796 (0.6768) loss_vfl_aux_4: 0.6761 (0.6681) loss_vfl_aux_5: 0.7432 (0.7509) loss_vfl_dn_0: 0.4528 (0.4491) loss_vfl_dn_1: 0.3818 (0.3834) loss_vfl_dn_2: 0.3665 (0.3676) loss_vfl_dn_3: 0.3586 (0.3603) loss_vfl_dn_4: 0.3560 (0.3579) loss_vfl_dn_5: 0.3547 (0.3571) time: 0.4795 data: 0.0140 max mem: 5654 Epoch: [51] [3000/7393] eta: 0:35:58 lr: 0.000010 loss: 15.4885 (15.5759) loss_bbox: 0.1515 (0.1506) loss_bbox_aux_0: 0.1536 (0.1634) loss_bbox_aux_1: 0.1451 (0.1554) loss_bbox_aux_2: 0.1476 (0.1532) loss_bbox_aux_3: 0.1402 (0.1511) loss_bbox_aux_4: 0.1499 (0.1507) loss_bbox_aux_5: 0.1807 (0.1998) loss_bbox_dn_0: 0.2334 (0.2615) loss_bbox_dn_1: 0.1646 (0.1915) loss_bbox_dn_2: 0.1461 (0.1714) loss_bbox_dn_3: 0.1438 (0.1655) loss_bbox_dn_4: 0.1433 (0.1641) loss_bbox_dn_5: 0.1433 (0.1641) loss_giou: 0.4186 (0.4665) loss_giou_aux_0: 0.4552 (0.4898) loss_giou_aux_1: 0.4374 (0.4763) loss_giou_aux_2: 0.4325 (0.4710) loss_giou_aux_3: 0.4232 (0.4676) loss_giou_aux_4: 0.4185 (0.4666) loss_giou_aux_5: 0.5071 (0.5539) loss_giou_dn_0: 0.5721 (0.5697) loss_giou_dn_1: 0.4576 (0.4620) loss_giou_dn_2: 0.4282 (0.4315) loss_giou_dn_3: 0.4209 (0.4233) loss_giou_dn_4: 0.4188 (0.4212) loss_giou_dn_5: 0.4195 (0.4213) loss_vfl: 0.6737 (0.6642) loss_vfl_aux_0: 0.7602 (0.7665) loss_vfl_aux_1: 0.7287 (0.7205) loss_vfl_aux_2: 0.6990 (0.6909) loss_vfl_aux_3: 0.6916 (0.6769) loss_vfl_aux_4: 0.6806 (0.6682) loss_vfl_aux_5: 0.7459 (0.7508) loss_vfl_dn_0: 0.4453 (0.4491) loss_vfl_dn_1: 0.3765 (0.3834) loss_vfl_dn_2: 0.3648 (0.3675) loss_vfl_dn_3: 0.3609 (0.3603) loss_vfl_dn_4: 0.3584 (0.3578) loss_vfl_dn_5: 0.3565 (0.3570) time: 0.4900 data: 0.0149 max mem: 5654 Epoch: [51] [3100/7393] eta: 0:35:07 lr: 0.000010 loss: 15.2527 (15.5738) loss_bbox: 0.1361 (0.1506) loss_bbox_aux_0: 0.1538 (0.1633) loss_bbox_aux_1: 0.1414 (0.1553) loss_bbox_aux_2: 0.1386 (0.1532) loss_bbox_aux_3: 0.1414 (0.1510) loss_bbox_aux_4: 0.1372 (0.1506) loss_bbox_aux_5: 0.1820 (0.1997) loss_bbox_dn_0: 0.2423 (0.2616) loss_bbox_dn_1: 0.1663 (0.1915) loss_bbox_dn_2: 0.1580 (0.1714) loss_bbox_dn_3: 0.1532 (0.1655) loss_bbox_dn_4: 0.1526 (0.1641) loss_bbox_dn_5: 0.1527 (0.1641) loss_giou: 0.4583 (0.4664) loss_giou_aux_0: 0.4807 (0.4897) loss_giou_aux_1: 0.4575 (0.4762) loss_giou_aux_2: 0.4654 (0.4709) loss_giou_aux_3: 0.4611 (0.4675) loss_giou_aux_4: 0.4675 (0.4665) loss_giou_aux_5: 0.5554 (0.5539) loss_giou_dn_0: 0.5661 (0.5697) loss_giou_dn_1: 0.4634 (0.4620) loss_giou_dn_2: 0.4363 (0.4315) loss_giou_dn_3: 0.4277 (0.4233) loss_giou_dn_4: 0.4220 (0.4212) loss_giou_dn_5: 0.4224 (0.4213) loss_vfl: 0.6678 (0.6641) loss_vfl_aux_0: 0.7554 (0.7664) loss_vfl_aux_1: 0.7172 (0.7202) loss_vfl_aux_2: 0.6791 (0.6907) loss_vfl_aux_3: 0.6793 (0.6768) loss_vfl_aux_4: 0.6710 (0.6682) loss_vfl_aux_5: 0.7657 (0.7507) loss_vfl_dn_0: 0.4514 (0.4491) loss_vfl_dn_1: 0.3816 (0.3833) loss_vfl_dn_2: 0.3666 (0.3675) loss_vfl_dn_3: 0.3631 (0.3602) loss_vfl_dn_4: 0.3578 (0.3578) loss_vfl_dn_5: 0.3569 (0.3570) time: 0.4873 data: 0.0138 max mem: 5654 Epoch: [51] [3200/7393] eta: 0:34:17 lr: 0.000010 loss: 15.5735 (15.5738) loss_bbox: 0.1577 (0.1507) loss_bbox_aux_0: 0.1579 (0.1634) loss_bbox_aux_1: 0.1507 (0.1554) loss_bbox_aux_2: 0.1587 (0.1533) loss_bbox_aux_3: 0.1568 (0.1511) loss_bbox_aux_4: 0.1581 (0.1507) loss_bbox_aux_5: 0.2004 (0.1998) loss_bbox_dn_0: 0.2555 (0.2617) loss_bbox_dn_1: 0.1964 (0.1916) loss_bbox_dn_2: 0.1727 (0.1715) loss_bbox_dn_3: 0.1672 (0.1656) loss_bbox_dn_4: 0.1640 (0.1642) loss_bbox_dn_5: 0.1640 (0.1642) loss_giou: 0.4511 (0.4663) loss_giou_aux_0: 0.4677 (0.4897) loss_giou_aux_1: 0.4607 (0.4761) loss_giou_aux_2: 0.4595 (0.4708) loss_giou_aux_3: 0.4615 (0.4674) loss_giou_aux_4: 0.4488 (0.4664) loss_giou_aux_5: 0.5433 (0.5538) loss_giou_dn_0: 0.5650 (0.5696) loss_giou_dn_1: 0.4568 (0.4620) loss_giou_dn_2: 0.4277 (0.4315) loss_giou_dn_3: 0.4145 (0.4233) loss_giou_dn_4: 0.4130 (0.4212) loss_giou_dn_5: 0.4130 (0.4214) loss_vfl: 0.6684 (0.6642) loss_vfl_aux_0: 0.7956 (0.7661) loss_vfl_aux_1: 0.7292 (0.7199) loss_vfl_aux_2: 0.6981 (0.6905) loss_vfl_aux_3: 0.6953 (0.6768) loss_vfl_aux_4: 0.6762 (0.6682) loss_vfl_aux_5: 0.7524 (0.7506) loss_vfl_dn_0: 0.4480 (0.4491) loss_vfl_dn_1: 0.3853 (0.3833) loss_vfl_dn_2: 0.3715 (0.3674) loss_vfl_dn_3: 0.3590 (0.3602) loss_vfl_dn_4: 0.3584 (0.3577) loss_vfl_dn_5: 0.3584 (0.3570) time: 0.4901 data: 0.0142 max mem: 5654 Epoch: [51] [3300/7393] eta: 0:33:36 lr: 0.000010 loss: 15.8077 (15.5713) loss_bbox: 0.1670 (0.1506) loss_bbox_aux_0: 0.1619 (0.1633) loss_bbox_aux_1: 0.1597 (0.1554) loss_bbox_aux_2: 0.1544 (0.1532) loss_bbox_aux_3: 0.1551 (0.1511) loss_bbox_aux_4: 0.1521 (0.1506) loss_bbox_aux_5: 0.1961 (0.1997) loss_bbox_dn_0: 0.2295 (0.2619) loss_bbox_dn_1: 0.1721 (0.1917) loss_bbox_dn_2: 0.1526 (0.1715) loss_bbox_dn_3: 0.1501 (0.1657) loss_bbox_dn_4: 0.1502 (0.1642) loss_bbox_dn_5: 0.1500 (0.1642) loss_giou: 0.4603 (0.4662) loss_giou_aux_0: 0.4578 (0.4895) loss_giou_aux_1: 0.4510 (0.4760) loss_giou_aux_2: 0.4546 (0.4707) loss_giou_aux_3: 0.4537 (0.4672) loss_giou_aux_4: 0.4600 (0.4663) loss_giou_aux_5: 0.5319 (0.5536) loss_giou_dn_0: 0.5675 (0.5696) loss_giou_dn_1: 0.4511 (0.4619) loss_giou_dn_2: 0.4272 (0.4314) loss_giou_dn_3: 0.4158 (0.4232) loss_giou_dn_4: 0.4122 (0.4211) loss_giou_dn_5: 0.4121 (0.4212) loss_vfl: 0.6504 (0.6642) loss_vfl_aux_0: 0.7325 (0.7661) loss_vfl_aux_1: 0.6729 (0.7197) loss_vfl_aux_2: 0.6587 (0.6904) loss_vfl_aux_3: 0.6580 (0.6767) loss_vfl_aux_4: 0.6498 (0.6682) loss_vfl_aux_5: 0.7349 (0.7508) loss_vfl_dn_0: 0.4509 (0.4490) loss_vfl_dn_1: 0.3866 (0.3832) loss_vfl_dn_2: 0.3689 (0.3674) loss_vfl_dn_3: 0.3618 (0.3601) loss_vfl_dn_4: 0.3605 (0.3576) loss_vfl_dn_5: 0.3588 (0.3569) time: 0.4813 data: 0.0141 max mem: 5654 Epoch: [51] [3400/7393] eta: 0:32:45 lr: 0.000010 loss: 15.6837 (15.5706) loss_bbox: 0.1482 (0.1505) loss_bbox_aux_0: 0.1667 (0.1632) loss_bbox_aux_1: 0.1629 (0.1554) loss_bbox_aux_2: 0.1591 (0.1532) loss_bbox_aux_3: 0.1532 (0.1510) loss_bbox_aux_4: 0.1467 (0.1505) loss_bbox_aux_5: 0.1992 (0.1996) loss_bbox_dn_0: 0.2462 (0.2617) loss_bbox_dn_1: 0.1858 (0.1917) loss_bbox_dn_2: 0.1709 (0.1715) loss_bbox_dn_3: 0.1659 (0.1656) loss_bbox_dn_4: 0.1639 (0.1642) loss_bbox_dn_5: 0.1639 (0.1642) loss_giou: 0.4613 (0.4662) loss_giou_aux_0: 0.4810 (0.4896) loss_giou_aux_1: 0.4706 (0.4761) loss_giou_aux_2: 0.4593 (0.4708) loss_giou_aux_3: 0.4553 (0.4673) loss_giou_aux_4: 0.4527 (0.4663) loss_giou_aux_5: 0.5338 (0.5537) loss_giou_dn_0: 0.5534 (0.5696) loss_giou_dn_1: 0.4459 (0.4619) loss_giou_dn_2: 0.4220 (0.4314) loss_giou_dn_3: 0.4166 (0.4232) loss_giou_dn_4: 0.4120 (0.4211) loss_giou_dn_5: 0.4125 (0.4213) loss_vfl: 0.6681 (0.6641) loss_vfl_aux_0: 0.7467 (0.7659) loss_vfl_aux_1: 0.6812 (0.7194) loss_vfl_aux_2: 0.6821 (0.6902) loss_vfl_aux_3: 0.6879 (0.6766) loss_vfl_aux_4: 0.6774 (0.6682) loss_vfl_aux_5: 0.7255 (0.7507) loss_vfl_dn_0: 0.4494 (0.4489) loss_vfl_dn_1: 0.3932 (0.3832) loss_vfl_dn_2: 0.3718 (0.3674) loss_vfl_dn_3: 0.3663 (0.3602) loss_vfl_dn_4: 0.3662 (0.3577) loss_vfl_dn_5: 0.3654 (0.3569) time: 0.4812 data: 0.0141 max mem: 5654 Epoch: [51] [3500/7393] eta: 0:31:55 lr: 0.000010 loss: 15.5309 (15.5726) loss_bbox: 0.1389 (0.1505) loss_bbox_aux_0: 0.1524 (0.1632) loss_bbox_aux_1: 0.1459 (0.1553) loss_bbox_aux_2: 0.1345 (0.1532) loss_bbox_aux_3: 0.1366 (0.1510) loss_bbox_aux_4: 0.1363 (0.1504) loss_bbox_aux_5: 0.1812 (0.1995) loss_bbox_dn_0: 0.2243 (0.2615) loss_bbox_dn_1: 0.1658 (0.1915) loss_bbox_dn_2: 0.1470 (0.1713) loss_bbox_dn_3: 0.1393 (0.1655) loss_bbox_dn_4: 0.1342 (0.1640) loss_bbox_dn_5: 0.1342 (0.1640) loss_giou: 0.4714 (0.4665) loss_giou_aux_0: 0.4948 (0.4899) loss_giou_aux_1: 0.4775 (0.4764) loss_giou_aux_2: 0.4736 (0.4710) loss_giou_aux_3: 0.4749 (0.4675) loss_giou_aux_4: 0.4798 (0.4665) loss_giou_aux_5: 0.5620 (0.5539) loss_giou_dn_0: 0.5687 (0.5696) loss_giou_dn_1: 0.4572 (0.4619) loss_giou_dn_2: 0.4299 (0.4315) loss_giou_dn_3: 0.4293 (0.4233) loss_giou_dn_4: 0.4289 (0.4212) loss_giou_dn_5: 0.4295 (0.4214) loss_vfl: 0.6723 (0.6644) loss_vfl_aux_0: 0.7576 (0.7661) loss_vfl_aux_1: 0.7136 (0.7195) loss_vfl_aux_2: 0.6739 (0.6903) loss_vfl_aux_3: 0.6692 (0.6769) loss_vfl_aux_4: 0.6691 (0.6684) loss_vfl_aux_5: 0.7362 (0.7510) loss_vfl_dn_0: 0.4510 (0.4490) loss_vfl_dn_1: 0.3788 (0.3833) loss_vfl_dn_2: 0.3635 (0.3674) loss_vfl_dn_3: 0.3590 (0.3602) loss_vfl_dn_4: 0.3589 (0.3577) loss_vfl_dn_5: 0.3569 (0.3570) time: 0.4761 data: 0.0139 max mem: 5654 Epoch: [51] [3600/7393] eta: 0:31:04 lr: 0.000010 loss: 16.1673 (15.5724) loss_bbox: 0.1394 (0.1505) loss_bbox_aux_0: 0.1577 (0.1632) loss_bbox_aux_1: 0.1435 (0.1553) loss_bbox_aux_2: 0.1429 (0.1531) loss_bbox_aux_3: 0.1391 (0.1509) loss_bbox_aux_4: 0.1408 (0.1505) loss_bbox_aux_5: 0.1899 (0.1995) loss_bbox_dn_0: 0.2399 (0.2616) loss_bbox_dn_1: 0.1697 (0.1916) loss_bbox_dn_2: 0.1551 (0.1715) loss_bbox_dn_3: 0.1465 (0.1656) loss_bbox_dn_4: 0.1468 (0.1641) loss_bbox_dn_5: 0.1469 (0.1641) loss_giou: 0.4283 (0.4662) loss_giou_aux_0: 0.4487 (0.4896) loss_giou_aux_1: 0.4351 (0.4761) loss_giou_aux_2: 0.4303 (0.4708) loss_giou_aux_3: 0.4269 (0.4673) loss_giou_aux_4: 0.4257 (0.4663) loss_giou_aux_5: 0.5164 (0.5536) loss_giou_dn_0: 0.5707 (0.5695) loss_giou_dn_1: 0.4625 (0.4619) loss_giou_dn_2: 0.4315 (0.4314) loss_giou_dn_3: 0.4193 (0.4232) loss_giou_dn_4: 0.4165 (0.4211) loss_giou_dn_5: 0.4165 (0.4213) loss_vfl: 0.6782 (0.6645) loss_vfl_aux_0: 0.7752 (0.7663) loss_vfl_aux_1: 0.7468 (0.7197) loss_vfl_aux_2: 0.7083 (0.6905) loss_vfl_aux_3: 0.6998 (0.6771) loss_vfl_aux_4: 0.6867 (0.6685) loss_vfl_aux_5: 0.7758 (0.7512) loss_vfl_dn_0: 0.4588 (0.4490) loss_vfl_dn_1: 0.3913 (0.3833) loss_vfl_dn_2: 0.3777 (0.3674) loss_vfl_dn_3: 0.3692 (0.3602) loss_vfl_dn_4: 0.3662 (0.3577) loss_vfl_dn_5: 0.3653 (0.3570) time: 0.4742 data: 0.0140 max mem: 5654 Epoch: [51] [3700/7393] eta: 0:30:14 lr: 0.000010 loss: 15.6374 (15.5743) loss_bbox: 0.1593 (0.1506) loss_bbox_aux_0: 0.1682 (0.1633) loss_bbox_aux_1: 0.1685 (0.1554) loss_bbox_aux_2: 0.1632 (0.1533) loss_bbox_aux_3: 0.1562 (0.1510) loss_bbox_aux_4: 0.1589 (0.1506) loss_bbox_aux_5: 0.2152 (0.1994) loss_bbox_dn_0: 0.2716 (0.2617) loss_bbox_dn_1: 0.2023 (0.1917) loss_bbox_dn_2: 0.1812 (0.1715) loss_bbox_dn_3: 0.1762 (0.1656) loss_bbox_dn_4: 0.1719 (0.1642) loss_bbox_dn_5: 0.1719 (0.1642) loss_giou: 0.4390 (0.4662) loss_giou_aux_0: 0.4482 (0.4895) loss_giou_aux_1: 0.4355 (0.4760) loss_giou_aux_2: 0.4353 (0.4707) loss_giou_aux_3: 0.4339 (0.4672) loss_giou_aux_4: 0.4368 (0.4662) loss_giou_aux_5: 0.5003 (0.5534) loss_giou_dn_0: 0.5461 (0.5695) loss_giou_dn_1: 0.4393 (0.4618) loss_giou_dn_2: 0.4038 (0.4313) loss_giou_dn_3: 0.3967 (0.4231) loss_giou_dn_4: 0.3955 (0.4210) loss_giou_dn_5: 0.3956 (0.4212) loss_vfl: 0.6516 (0.6647) loss_vfl_aux_0: 0.7661 (0.7667) loss_vfl_aux_1: 0.7351 (0.7200) loss_vfl_aux_2: 0.6788 (0.6907) loss_vfl_aux_3: 0.6585 (0.6772) loss_vfl_aux_4: 0.6518 (0.6686) loss_vfl_aux_5: 0.7617 (0.7517) loss_vfl_dn_0: 0.4474 (0.4491) loss_vfl_dn_1: 0.3820 (0.3833) loss_vfl_dn_2: 0.3661 (0.3675) loss_vfl_dn_3: 0.3611 (0.3602) loss_vfl_dn_4: 0.3586 (0.3577) loss_vfl_dn_5: 0.3580 (0.3570) time: 0.4653 data: 0.0139 max mem: 5654 Epoch: [51] [3800/7393] eta: 0:29:24 lr: 0.000010 loss: 16.1751 (15.5758) loss_bbox: 0.1435 (0.1507) loss_bbox_aux_0: 0.1608 (0.1634) loss_bbox_aux_1: 0.1450 (0.1554) loss_bbox_aux_2: 0.1407 (0.1533) loss_bbox_aux_3: 0.1389 (0.1511) loss_bbox_aux_4: 0.1422 (0.1506) loss_bbox_aux_5: 0.1839 (0.1995) loss_bbox_dn_0: 0.2272 (0.2619) loss_bbox_dn_1: 0.1745 (0.1918) loss_bbox_dn_2: 0.1596 (0.1716) loss_bbox_dn_3: 0.1558 (0.1658) loss_bbox_dn_4: 0.1530 (0.1643) loss_bbox_dn_5: 0.1531 (0.1643) loss_giou: 0.4971 (0.4663) loss_giou_aux_0: 0.5177 (0.4897) loss_giou_aux_1: 0.5186 (0.4762) loss_giou_aux_2: 0.5155 (0.4709) loss_giou_aux_3: 0.5080 (0.4673) loss_giou_aux_4: 0.4979 (0.4663) loss_giou_aux_5: 0.5743 (0.5536) loss_giou_dn_0: 0.5903 (0.5696) loss_giou_dn_1: 0.4829 (0.4619) loss_giou_dn_2: 0.4658 (0.4314) loss_giou_dn_3: 0.4586 (0.4232) loss_giou_dn_4: 0.4537 (0.4211) loss_giou_dn_5: 0.4543 (0.4213) loss_vfl: 0.6514 (0.6646) loss_vfl_aux_0: 0.7195 (0.7665) loss_vfl_aux_1: 0.6892 (0.7199) loss_vfl_aux_2: 0.6545 (0.6905) loss_vfl_aux_3: 0.6507 (0.6772) loss_vfl_aux_4: 0.6578 (0.6686) loss_vfl_aux_5: 0.7221 (0.7517) loss_vfl_dn_0: 0.4432 (0.4490) loss_vfl_dn_1: 0.3813 (0.3833) loss_vfl_dn_2: 0.3718 (0.3674) loss_vfl_dn_3: 0.3613 (0.3602) loss_vfl_dn_4: 0.3589 (0.3577) loss_vfl_dn_5: 0.3584 (0.3570) time: 0.4938 data: 0.0139 max mem: 5654 Epoch: [51] [3900/7393] eta: 0:28:34 lr: 0.000010 loss: 15.7494 (15.5830) loss_bbox: 0.1351 (0.1507) loss_bbox_aux_0: 0.1594 (0.1633) loss_bbox_aux_1: 0.1453 (0.1555) loss_bbox_aux_2: 0.1368 (0.1533) loss_bbox_aux_3: 0.1437 (0.1511) loss_bbox_aux_4: 0.1365 (0.1506) loss_bbox_aux_5: 0.1917 (0.1995) loss_bbox_dn_0: 0.2417 (0.2618) loss_bbox_dn_1: 0.1823 (0.1918) loss_bbox_dn_2: 0.1612 (0.1717) loss_bbox_dn_3: 0.1580 (0.1658) loss_bbox_dn_4: 0.1574 (0.1644) loss_bbox_dn_5: 0.1574 (0.1644) loss_giou: 0.4611 (0.4667) loss_giou_aux_0: 0.4959 (0.4901) loss_giou_aux_1: 0.4790 (0.4767) loss_giou_aux_2: 0.4662 (0.4714) loss_giou_aux_3: 0.4590 (0.4678) loss_giou_aux_4: 0.4612 (0.4668) loss_giou_aux_5: 0.5506 (0.5540) loss_giou_dn_0: 0.5715 (0.5699) loss_giou_dn_1: 0.4633 (0.4623) loss_giou_dn_2: 0.4335 (0.4318) loss_giou_dn_3: 0.4244 (0.4236) loss_giou_dn_4: 0.4212 (0.4215) loss_giou_dn_5: 0.4221 (0.4217) loss_vfl: 0.6814 (0.6647) loss_vfl_aux_0: 0.7824 (0.7666) loss_vfl_aux_1: 0.7526 (0.7199) loss_vfl_aux_2: 0.7102 (0.6907) loss_vfl_aux_3: 0.7054 (0.6772) loss_vfl_aux_4: 0.6936 (0.6688) loss_vfl_aux_5: 0.7396 (0.7517) loss_vfl_dn_0: 0.4515 (0.4491) loss_vfl_dn_1: 0.3865 (0.3834) loss_vfl_dn_2: 0.3727 (0.3675) loss_vfl_dn_3: 0.3666 (0.3603) loss_vfl_dn_4: 0.3633 (0.3578) loss_vfl_dn_5: 0.3616 (0.3571) time: 0.4756 data: 0.0138 max mem: 5654 Epoch: [51] [4000/7393] eta: 0:27:44 lr: 0.000010 loss: 15.4172 (15.5863) loss_bbox: 0.1342 (0.1506) loss_bbox_aux_0: 0.1496 (0.1633) loss_bbox_aux_1: 0.1413 (0.1555) loss_bbox_aux_2: 0.1376 (0.1533) loss_bbox_aux_3: 0.1351 (0.1511) loss_bbox_aux_4: 0.1347 (0.1506) loss_bbox_aux_5: 0.1845 (0.1994) loss_bbox_dn_0: 0.2548 (0.2616) loss_bbox_dn_1: 0.1773 (0.1916) loss_bbox_dn_2: 0.1558 (0.1715) loss_bbox_dn_3: 0.1507 (0.1656) loss_bbox_dn_4: 0.1505 (0.1642) loss_bbox_dn_5: 0.1505 (0.1642) loss_giou: 0.4113 (0.4670) loss_giou_aux_0: 0.4346 (0.4904) loss_giou_aux_1: 0.4097 (0.4770) loss_giou_aux_2: 0.4200 (0.4717) loss_giou_aux_3: 0.4124 (0.4682) loss_giou_aux_4: 0.4106 (0.4671) loss_giou_aux_5: 0.4977 (0.5543) loss_giou_dn_0: 0.5452 (0.5701) loss_giou_dn_1: 0.4382 (0.4625) loss_giou_dn_2: 0.4145 (0.4320) loss_giou_dn_3: 0.4065 (0.4238) loss_giou_dn_4: 0.4043 (0.4217) loss_giou_dn_5: 0.4045 (0.4219) loss_vfl: 0.6740 (0.6649) loss_vfl_aux_0: 0.7666 (0.7668) loss_vfl_aux_1: 0.7180 (0.7200) loss_vfl_aux_2: 0.7157 (0.6909) loss_vfl_aux_3: 0.6958 (0.6774) loss_vfl_aux_4: 0.6819 (0.6690) loss_vfl_aux_5: 0.7728 (0.7518) loss_vfl_dn_0: 0.4481 (0.4491) loss_vfl_dn_1: 0.3915 (0.3834) loss_vfl_dn_2: 0.3685 (0.3676) loss_vfl_dn_3: 0.3630 (0.3603) loss_vfl_dn_4: 0.3607 (0.3579) loss_vfl_dn_5: 0.3577 (0.3571) time: 0.4811 data: 0.0140 max mem: 5654 Epoch: [51] [4100/7393] eta: 0:26:54 lr: 0.000010 loss: 15.6656 (15.5884) loss_bbox: 0.1475 (0.1507) loss_bbox_aux_0: 0.1574 (0.1633) loss_bbox_aux_1: 0.1533 (0.1555) loss_bbox_aux_2: 0.1466 (0.1533) loss_bbox_aux_3: 0.1496 (0.1512) loss_bbox_aux_4: 0.1475 (0.1506) loss_bbox_aux_5: 0.1906 (0.1994) loss_bbox_dn_0: 0.2393 (0.2617) loss_bbox_dn_1: 0.1778 (0.1917) loss_bbox_dn_2: 0.1623 (0.1716) loss_bbox_dn_3: 0.1565 (0.1657) loss_bbox_dn_4: 0.1539 (0.1643) loss_bbox_dn_5: 0.1535 (0.1643) loss_giou: 0.4806 (0.4670) loss_giou_aux_0: 0.5086 (0.4904) loss_giou_aux_1: 0.5017 (0.4771) loss_giou_aux_2: 0.4950 (0.4717) loss_giou_aux_3: 0.4843 (0.4681) loss_giou_aux_4: 0.4846 (0.4671) loss_giou_aux_5: 0.5620 (0.5543) loss_giou_dn_0: 0.5935 (0.5701) loss_giou_dn_1: 0.4913 (0.4626) loss_giou_dn_2: 0.4690 (0.4321) loss_giou_dn_3: 0.4598 (0.4239) loss_giou_dn_4: 0.4574 (0.4218) loss_giou_dn_5: 0.4578 (0.4219) loss_vfl: 0.6737 (0.6650) loss_vfl_aux_0: 0.7388 (0.7669) loss_vfl_aux_1: 0.7084 (0.7202) loss_vfl_aux_2: 0.7019 (0.6910) loss_vfl_aux_3: 0.6756 (0.6775) loss_vfl_aux_4: 0.6746 (0.6691) loss_vfl_aux_5: 0.7258 (0.7517) loss_vfl_dn_0: 0.4499 (0.4491) loss_vfl_dn_1: 0.3902 (0.3834) loss_vfl_dn_2: 0.3756 (0.3676) loss_vfl_dn_3: 0.3699 (0.3603) loss_vfl_dn_4: 0.3681 (0.3579) loss_vfl_dn_5: 0.3682 (0.3571) time: 0.4725 data: 0.0142 max mem: 5654 Epoch: [51] [4200/7393] eta: 0:26:04 lr: 0.000010 loss: 15.4339 (15.5883) loss_bbox: 0.1255 (0.1506) loss_bbox_aux_0: 0.1438 (0.1632) loss_bbox_aux_1: 0.1381 (0.1554) loss_bbox_aux_2: 0.1313 (0.1532) loss_bbox_aux_3: 0.1270 (0.1510) loss_bbox_aux_4: 0.1262 (0.1505) loss_bbox_aux_5: 0.1774 (0.1993) loss_bbox_dn_0: 0.2517 (0.2614) loss_bbox_dn_1: 0.1731 (0.1915) loss_bbox_dn_2: 0.1549 (0.1714) loss_bbox_dn_3: 0.1471 (0.1655) loss_bbox_dn_4: 0.1470 (0.1641) loss_bbox_dn_5: 0.1470 (0.1641) loss_giou: 0.4533 (0.4673) loss_giou_aux_0: 0.4899 (0.4907) loss_giou_aux_1: 0.4871 (0.4774) loss_giou_aux_2: 0.4735 (0.4720) loss_giou_aux_3: 0.4639 (0.4684) loss_giou_aux_4: 0.4564 (0.4673) loss_giou_aux_5: 0.5765 (0.5546) loss_giou_dn_0: 0.5632 (0.5704) loss_giou_dn_1: 0.4637 (0.4628) loss_giou_dn_2: 0.4298 (0.4323) loss_giou_dn_3: 0.4244 (0.4241) loss_giou_dn_4: 0.4259 (0.4220) loss_giou_dn_5: 0.4270 (0.4222) loss_vfl: 0.6632 (0.6650) loss_vfl_aux_0: 0.7358 (0.7667) loss_vfl_aux_1: 0.6887 (0.7198) loss_vfl_aux_2: 0.6708 (0.6908) loss_vfl_aux_3: 0.6639 (0.6776) loss_vfl_aux_4: 0.6581 (0.6691) loss_vfl_aux_5: 0.7330 (0.7515) loss_vfl_dn_0: 0.4464 (0.4490) loss_vfl_dn_1: 0.3823 (0.3834) loss_vfl_dn_2: 0.3607 (0.3675) loss_vfl_dn_3: 0.3584 (0.3603) loss_vfl_dn_4: 0.3570 (0.3578) loss_vfl_dn_5: 0.3564 (0.3571) time: 0.4736 data: 0.0143 max mem: 5654 Epoch: [51] [4300/7393] eta: 0:25:14 lr: 0.000010 loss: 15.3440 (15.5856) loss_bbox: 0.1518 (0.1506) loss_bbox_aux_0: 0.1580 (0.1633) loss_bbox_aux_1: 0.1490 (0.1556) loss_bbox_aux_2: 0.1442 (0.1533) loss_bbox_aux_3: 0.1444 (0.1511) loss_bbox_aux_4: 0.1518 (0.1506) loss_bbox_aux_5: 0.1905 (0.1994) loss_bbox_dn_0: 0.2172 (0.2615) loss_bbox_dn_1: 0.1582 (0.1916) loss_bbox_dn_2: 0.1448 (0.1715) loss_bbox_dn_3: 0.1425 (0.1656) loss_bbox_dn_4: 0.1422 (0.1642) loss_bbox_dn_5: 0.1423 (0.1642) loss_giou: 0.4450 (0.4670) loss_giou_aux_0: 0.4653 (0.4906) loss_giou_aux_1: 0.4575 (0.4772) loss_giou_aux_2: 0.4417 (0.4717) loss_giou_aux_3: 0.4478 (0.4681) loss_giou_aux_4: 0.4410 (0.4671) loss_giou_aux_5: 0.5325 (0.5544) loss_giou_dn_0: 0.5680 (0.5702) loss_giou_dn_1: 0.4521 (0.4626) loss_giou_dn_2: 0.4165 (0.4321) loss_giou_dn_3: 0.4079 (0.4239) loss_giou_dn_4: 0.4053 (0.4218) loss_giou_dn_5: 0.4056 (0.4220) loss_vfl: 0.6506 (0.6650) loss_vfl_aux_0: 0.7063 (0.7663) loss_vfl_aux_1: 0.6736 (0.7196) loss_vfl_aux_2: 0.6665 (0.6907) loss_vfl_aux_3: 0.6562 (0.6774) loss_vfl_aux_4: 0.6513 (0.6690) loss_vfl_aux_5: 0.7337 (0.7513) loss_vfl_dn_0: 0.4492 (0.4490) loss_vfl_dn_1: 0.3819 (0.3833) loss_vfl_dn_2: 0.3670 (0.3675) loss_vfl_dn_3: 0.3601 (0.3603) loss_vfl_dn_4: 0.3573 (0.3578) loss_vfl_dn_5: 0.3586 (0.3570) time: 0.4807 data: 0.0140 max mem: 5654 Epoch: [51] [4400/7393] eta: 0:24:24 lr: 0.000010 loss: 15.7797 (15.5888) loss_bbox: 0.1448 (0.1507) loss_bbox_aux_0: 0.1496 (0.1634) loss_bbox_aux_1: 0.1465 (0.1556) loss_bbox_aux_2: 0.1458 (0.1533) loss_bbox_aux_3: 0.1425 (0.1511) loss_bbox_aux_4: 0.1427 (0.1506) loss_bbox_aux_5: 0.1856 (0.1995) loss_bbox_dn_0: 0.2288 (0.2617) loss_bbox_dn_1: 0.1734 (0.1918) loss_bbox_dn_2: 0.1538 (0.1717) loss_bbox_dn_3: 0.1516 (0.1658) loss_bbox_dn_4: 0.1501 (0.1644) loss_bbox_dn_5: 0.1501 (0.1644) loss_giou: 0.4633 (0.4671) loss_giou_aux_0: 0.4858 (0.4906) loss_giou_aux_1: 0.4727 (0.4773) loss_giou_aux_2: 0.4674 (0.4718) loss_giou_aux_3: 0.4680 (0.4682) loss_giou_aux_4: 0.4634 (0.4672) loss_giou_aux_5: 0.5650 (0.5545) loss_giou_dn_0: 0.5798 (0.5703) loss_giou_dn_1: 0.4704 (0.4628) loss_giou_dn_2: 0.4442 (0.4323) loss_giou_dn_3: 0.4375 (0.4241) loss_giou_dn_4: 0.4349 (0.4220) loss_giou_dn_5: 0.4349 (0.4222) loss_vfl: 0.6542 (0.6651) loss_vfl_aux_0: 0.7892 (0.7663) loss_vfl_aux_1: 0.6940 (0.7195) loss_vfl_aux_2: 0.6704 (0.6909) loss_vfl_aux_3: 0.6685 (0.6775) loss_vfl_aux_4: 0.6570 (0.6691) loss_vfl_aux_5: 0.7566 (0.7511) loss_vfl_dn_0: 0.4465 (0.4490) loss_vfl_dn_1: 0.3896 (0.3833) loss_vfl_dn_2: 0.3753 (0.3675) loss_vfl_dn_3: 0.3685 (0.3603) loss_vfl_dn_4: 0.3657 (0.3578) loss_vfl_dn_5: 0.3643 (0.3571) time: 0.4853 data: 0.0137 max mem: 5654 Epoch: [51] [4500/7393] eta: 0:23:34 lr: 0.000010 loss: 15.3537 (15.5873) loss_bbox: 0.1594 (0.1507) loss_bbox_aux_0: 0.1649 (0.1634) loss_bbox_aux_1: 0.1576 (0.1557) loss_bbox_aux_2: 0.1522 (0.1533) loss_bbox_aux_3: 0.1542 (0.1512) loss_bbox_aux_4: 0.1545 (0.1506) loss_bbox_aux_5: 0.1951 (0.1995) loss_bbox_dn_0: 0.2503 (0.2618) loss_bbox_dn_1: 0.1810 (0.1918) loss_bbox_dn_2: 0.1609 (0.1717) loss_bbox_dn_3: 0.1517 (0.1658) loss_bbox_dn_4: 0.1505 (0.1644) loss_bbox_dn_5: 0.1505 (0.1644) loss_giou: 0.4259 (0.4669) loss_giou_aux_0: 0.4253 (0.4903) loss_giou_aux_1: 0.4157 (0.4771) loss_giou_aux_2: 0.4043 (0.4715) loss_giou_aux_3: 0.4128 (0.4680) loss_giou_aux_4: 0.4190 (0.4670) loss_giou_aux_5: 0.5245 (0.5542) loss_giou_dn_0: 0.5551 (0.5702) loss_giou_dn_1: 0.4484 (0.4626) loss_giou_dn_2: 0.4149 (0.4322) loss_giou_dn_3: 0.4044 (0.4239) loss_giou_dn_4: 0.4017 (0.4219) loss_giou_dn_5: 0.4022 (0.4220) loss_vfl: 0.7094 (0.6651) loss_vfl_aux_0: 0.7729 (0.7666) loss_vfl_aux_1: 0.7262 (0.7196) loss_vfl_aux_2: 0.7436 (0.6912) loss_vfl_aux_3: 0.7146 (0.6775) loss_vfl_aux_4: 0.7071 (0.6692) loss_vfl_aux_5: 0.7389 (0.7514) loss_vfl_dn_0: 0.4511 (0.4490) loss_vfl_dn_1: 0.3826 (0.3833) loss_vfl_dn_2: 0.3686 (0.3674) loss_vfl_dn_3: 0.3604 (0.3602) loss_vfl_dn_4: 0.3599 (0.3577) loss_vfl_dn_5: 0.3569 (0.3570) time: 0.4700 data: 0.0145 max mem: 5654 Epoch: [51] [4600/7393] eta: 0:22:45 lr: 0.000010 loss: 14.8231 (15.5872) loss_bbox: 0.1442 (0.1507) loss_bbox_aux_0: 0.1518 (0.1633) loss_bbox_aux_1: 0.1439 (0.1556) loss_bbox_aux_2: 0.1422 (0.1532) loss_bbox_aux_3: 0.1434 (0.1511) loss_bbox_aux_4: 0.1433 (0.1506) loss_bbox_aux_5: 0.1789 (0.1994) loss_bbox_dn_0: 0.2548 (0.2616) loss_bbox_dn_1: 0.1704 (0.1917) loss_bbox_dn_2: 0.1504 (0.1715) loss_bbox_dn_3: 0.1439 (0.1656) loss_bbox_dn_4: 0.1422 (0.1642) loss_bbox_dn_5: 0.1421 (0.1642) loss_giou: 0.4022 (0.4671) loss_giou_aux_0: 0.4019 (0.4905) loss_giou_aux_1: 0.4054 (0.4773) loss_giou_aux_2: 0.4116 (0.4716) loss_giou_aux_3: 0.4033 (0.4682) loss_giou_aux_4: 0.3923 (0.4671) loss_giou_aux_5: 0.4855 (0.5544) loss_giou_dn_0: 0.5326 (0.5703) loss_giou_dn_1: 0.4257 (0.4627) loss_giou_dn_2: 0.3896 (0.4322) loss_giou_dn_3: 0.3790 (0.4240) loss_giou_dn_4: 0.3744 (0.4219) loss_giou_dn_5: 0.3748 (0.4221) loss_vfl: 0.6515 (0.6652) loss_vfl_aux_0: 0.7866 (0.7665) loss_vfl_aux_1: 0.7210 (0.7197) loss_vfl_aux_2: 0.6839 (0.6913) loss_vfl_aux_3: 0.6568 (0.6775) loss_vfl_aux_4: 0.6601 (0.6692) loss_vfl_aux_5: 0.7498 (0.7514) loss_vfl_dn_0: 0.4437 (0.4489) loss_vfl_dn_1: 0.3752 (0.3832) loss_vfl_dn_2: 0.3590 (0.3674) loss_vfl_dn_3: 0.3522 (0.3602) loss_vfl_dn_4: 0.3523 (0.3577) loss_vfl_dn_5: 0.3495 (0.3570) time: 0.4835 data: 0.0144 max mem: 5654 Epoch: [51] [4700/7393] eta: 0:21:55 lr: 0.000010 loss: 15.2159 (15.5888) loss_bbox: 0.1332 (0.1507) loss_bbox_aux_0: 0.1493 (0.1633) loss_bbox_aux_1: 0.1424 (0.1556) loss_bbox_aux_2: 0.1389 (0.1532) loss_bbox_aux_3: 0.1346 (0.1512) loss_bbox_aux_4: 0.1333 (0.1506) loss_bbox_aux_5: 0.1728 (0.1994) loss_bbox_dn_0: 0.2285 (0.2616) loss_bbox_dn_1: 0.1625 (0.1917) loss_bbox_dn_2: 0.1499 (0.1716) loss_bbox_dn_3: 0.1454 (0.1656) loss_bbox_dn_4: 0.1436 (0.1643) loss_bbox_dn_5: 0.1436 (0.1643) loss_giou: 0.4667 (0.4672) loss_giou_aux_0: 0.4748 (0.4906) loss_giou_aux_1: 0.4687 (0.4773) loss_giou_aux_2: 0.4772 (0.4717) loss_giou_aux_3: 0.4692 (0.4682) loss_giou_aux_4: 0.4660 (0.4672) loss_giou_aux_5: 0.5123 (0.5544) loss_giou_dn_0: 0.5729 (0.5704) loss_giou_dn_1: 0.4689 (0.4628) loss_giou_dn_2: 0.4526 (0.4323) loss_giou_dn_3: 0.4455 (0.4241) loss_giou_dn_4: 0.4452 (0.4220) loss_giou_dn_5: 0.4453 (0.4222) loss_vfl: 0.6394 (0.6651) loss_vfl_aux_0: 0.7452 (0.7666) loss_vfl_aux_1: 0.6986 (0.7198) loss_vfl_aux_2: 0.6554 (0.6913) loss_vfl_aux_3: 0.6453 (0.6776) loss_vfl_aux_4: 0.6458 (0.6692) loss_vfl_aux_5: 0.7428 (0.7515) loss_vfl_dn_0: 0.4454 (0.4489) loss_vfl_dn_1: 0.3861 (0.3833) loss_vfl_dn_2: 0.3748 (0.3674) loss_vfl_dn_3: 0.3656 (0.3602) loss_vfl_dn_4: 0.3637 (0.3577) loss_vfl_dn_5: 0.3635 (0.3570) time: 0.4739 data: 0.0135 max mem: 5654 Epoch: [51] [4800/7393] eta: 0:21:06 lr: 0.000010 loss: 15.3510 (15.5893) loss_bbox: 0.1269 (0.1507) loss_bbox_aux_0: 0.1540 (0.1633) loss_bbox_aux_1: 0.1301 (0.1555) loss_bbox_aux_2: 0.1266 (0.1531) loss_bbox_aux_3: 0.1270 (0.1511) loss_bbox_aux_4: 0.1278 (0.1506) loss_bbox_aux_5: 0.1739 (0.1993) loss_bbox_dn_0: 0.2369 (0.2615) loss_bbox_dn_1: 0.1705 (0.1916) loss_bbox_dn_2: 0.1455 (0.1715) loss_bbox_dn_3: 0.1440 (0.1656) loss_bbox_dn_4: 0.1438 (0.1642) loss_bbox_dn_5: 0.1439 (0.1642) loss_giou: 0.4671 (0.4671) loss_giou_aux_0: 0.4859 (0.4905) loss_giou_aux_1: 0.4726 (0.4772) loss_giou_aux_2: 0.4723 (0.4716) loss_giou_aux_3: 0.4682 (0.4682) loss_giou_aux_4: 0.4674 (0.4672) loss_giou_aux_5: 0.5226 (0.5543) loss_giou_dn_0: 0.5731 (0.5704) loss_giou_dn_1: 0.4594 (0.4628) loss_giou_dn_2: 0.4377 (0.4323) loss_giou_dn_3: 0.4238 (0.4241) loss_giou_dn_4: 0.4225 (0.4220) loss_giou_dn_5: 0.4225 (0.4222) loss_vfl: 0.6521 (0.6653) loss_vfl_aux_0: 0.7375 (0.7669) loss_vfl_aux_1: 0.7067 (0.7201) loss_vfl_aux_2: 0.6979 (0.6916) loss_vfl_aux_3: 0.6667 (0.6777) loss_vfl_aux_4: 0.6544 (0.6694) loss_vfl_aux_5: 0.7327 (0.7517) loss_vfl_dn_0: 0.4457 (0.4489) loss_vfl_dn_1: 0.3789 (0.3833) loss_vfl_dn_2: 0.3675 (0.3675) loss_vfl_dn_3: 0.3580 (0.3602) loss_vfl_dn_4: 0.3553 (0.3577) loss_vfl_dn_5: 0.3557 (0.3570) time: 0.4825 data: 0.0141 max mem: 5654 Epoch: [51] [4900/7393] eta: 0:20:17 lr: 0.000010 loss: 15.4337 (15.5911) loss_bbox: 0.1452 (0.1507) loss_bbox_aux_0: 0.1478 (0.1633) loss_bbox_aux_1: 0.1515 (0.1556) loss_bbox_aux_2: 0.1470 (0.1532) loss_bbox_aux_3: 0.1488 (0.1512) loss_bbox_aux_4: 0.1484 (0.1506) loss_bbox_aux_5: 0.1706 (0.1993) loss_bbox_dn_0: 0.2212 (0.2615) loss_bbox_dn_1: 0.1631 (0.1916) loss_bbox_dn_2: 0.1416 (0.1715) loss_bbox_dn_3: 0.1376 (0.1656) loss_bbox_dn_4: 0.1383 (0.1642) loss_bbox_dn_5: 0.1382 (0.1642) loss_giou: 0.4579 (0.4673) loss_giou_aux_0: 0.4855 (0.4907) loss_giou_aux_1: 0.4601 (0.4774) loss_giou_aux_2: 0.4640 (0.4718) loss_giou_aux_3: 0.4647 (0.4684) loss_giou_aux_4: 0.4612 (0.4673) loss_giou_aux_5: 0.5382 (0.5545) loss_giou_dn_0: 0.5731 (0.5705) loss_giou_dn_1: 0.4754 (0.4628) loss_giou_dn_2: 0.4497 (0.4323) loss_giou_dn_3: 0.4400 (0.4241) loss_giou_dn_4: 0.4369 (0.4220) loss_giou_dn_5: 0.4371 (0.4222) loss_vfl: 0.6683 (0.6654) loss_vfl_aux_0: 0.7519 (0.7669) loss_vfl_aux_1: 0.7169 (0.7200) loss_vfl_aux_2: 0.7066 (0.6916) loss_vfl_aux_3: 0.6868 (0.6777) loss_vfl_aux_4: 0.6796 (0.6695) loss_vfl_aux_5: 0.7284 (0.7517) loss_vfl_dn_0: 0.4443 (0.4489) loss_vfl_dn_1: 0.3860 (0.3833) loss_vfl_dn_2: 0.3757 (0.3675) loss_vfl_dn_3: 0.3677 (0.3603) loss_vfl_dn_4: 0.3650 (0.3578) loss_vfl_dn_5: 0.3653 (0.3570) time: 0.4718 data: 0.0151 max mem: 5654 Epoch: [51] [5000/7393] eta: 0:19:28 lr: 0.000010 loss: 15.1470 (15.5860) loss_bbox: 0.1502 (0.1506) loss_bbox_aux_0: 0.1528 (0.1632) loss_bbox_aux_1: 0.1527 (0.1555) loss_bbox_aux_2: 0.1505 (0.1531) loss_bbox_aux_3: 0.1501 (0.1511) loss_bbox_aux_4: 0.1544 (0.1505) loss_bbox_aux_5: 0.1857 (0.1992) loss_bbox_dn_0: 0.2435 (0.2615) loss_bbox_dn_1: 0.1736 (0.1915) loss_bbox_dn_2: 0.1595 (0.1714) loss_bbox_dn_3: 0.1568 (0.1655) loss_bbox_dn_4: 0.1577 (0.1641) loss_bbox_dn_5: 0.1578 (0.1641) loss_giou: 0.4171 (0.4669) loss_giou_aux_0: 0.4360 (0.4904) loss_giou_aux_1: 0.4239 (0.4771) loss_giou_aux_2: 0.4308 (0.4715) loss_giou_aux_3: 0.4176 (0.4680) loss_giou_aux_4: 0.4181 (0.4670) loss_giou_aux_5: 0.4934 (0.5541) loss_giou_dn_0: 0.5400 (0.5703) loss_giou_dn_1: 0.4330 (0.4627) loss_giou_dn_2: 0.4118 (0.4322) loss_giou_dn_3: 0.3986 (0.4240) loss_giou_dn_4: 0.4005 (0.4219) loss_giou_dn_5: 0.4005 (0.4221) loss_vfl: 0.6485 (0.6654) loss_vfl_aux_0: 0.7484 (0.7668) loss_vfl_aux_1: 0.7134 (0.7199) loss_vfl_aux_2: 0.6726 (0.6915) loss_vfl_aux_3: 0.6658 (0.6777) loss_vfl_aux_4: 0.6540 (0.6695) loss_vfl_aux_5: 0.7451 (0.7519) loss_vfl_dn_0: 0.4402 (0.4488) loss_vfl_dn_1: 0.3819 (0.3832) loss_vfl_dn_2: 0.3646 (0.3674) loss_vfl_dn_3: 0.3568 (0.3602) loss_vfl_dn_4: 0.3543 (0.3577) loss_vfl_dn_5: 0.3518 (0.3570) time: 0.4840 data: 0.0143 max mem: 5654 Epoch: [51] [5100/7393] eta: 0:18:39 lr: 0.000010 loss: 15.1558 (15.5839) loss_bbox: 0.1352 (0.1505) loss_bbox_aux_0: 0.1443 (0.1631) loss_bbox_aux_1: 0.1349 (0.1554) loss_bbox_aux_2: 0.1352 (0.1530) loss_bbox_aux_3: 0.1362 (0.1510) loss_bbox_aux_4: 0.1359 (0.1504) loss_bbox_aux_5: 0.1718 (0.1991) loss_bbox_dn_0: 0.2305 (0.2614) loss_bbox_dn_1: 0.1599 (0.1915) loss_bbox_dn_2: 0.1465 (0.1713) loss_bbox_dn_3: 0.1435 (0.1654) loss_bbox_dn_4: 0.1421 (0.1640) loss_bbox_dn_5: 0.1421 (0.1640) loss_giou: 0.4364 (0.4668) loss_giou_aux_0: 0.4586 (0.4903) loss_giou_aux_1: 0.4402 (0.4770) loss_giou_aux_2: 0.4338 (0.4714) loss_giou_aux_3: 0.4376 (0.4680) loss_giou_aux_4: 0.4362 (0.4669) loss_giou_aux_5: 0.5426 (0.5541) loss_giou_dn_0: 0.5496 (0.5703) loss_giou_dn_1: 0.4515 (0.4627) loss_giou_dn_2: 0.4133 (0.4322) loss_giou_dn_3: 0.4032 (0.4239) loss_giou_dn_4: 0.4019 (0.4218) loss_giou_dn_5: 0.4025 (0.4220) loss_vfl: 0.6529 (0.6653) loss_vfl_aux_0: 0.7550 (0.7668) loss_vfl_aux_1: 0.7028 (0.7198) loss_vfl_aux_2: 0.6765 (0.6914) loss_vfl_aux_3: 0.6588 (0.6776) loss_vfl_aux_4: 0.6495 (0.6694) loss_vfl_aux_5: 0.7383 (0.7519) loss_vfl_dn_0: 0.4482 (0.4488) loss_vfl_dn_1: 0.3826 (0.3832) loss_vfl_dn_2: 0.3654 (0.3674) loss_vfl_dn_3: 0.3588 (0.3602) loss_vfl_dn_4: 0.3544 (0.3577) loss_vfl_dn_5: 0.3555 (0.3569) time: 0.4803 data: 0.0141 max mem: 5654 Epoch: [51] [5200/7393] eta: 0:17:50 lr: 0.000010 loss: 15.0950 (15.5839) loss_bbox: 0.1330 (0.1505) loss_bbox_aux_0: 0.1596 (0.1631) loss_bbox_aux_1: 0.1475 (0.1554) loss_bbox_aux_2: 0.1429 (0.1529) loss_bbox_aux_3: 0.1435 (0.1510) loss_bbox_aux_4: 0.1346 (0.1504) loss_bbox_aux_5: 0.1858 (0.1990) loss_bbox_dn_0: 0.2264 (0.2613) loss_bbox_dn_1: 0.1614 (0.1915) loss_bbox_dn_2: 0.1425 (0.1713) loss_bbox_dn_3: 0.1357 (0.1654) loss_bbox_dn_4: 0.1369 (0.1640) loss_bbox_dn_5: 0.1368 (0.1640) loss_giou: 0.4564 (0.4668) loss_giou_aux_0: 0.4923 (0.4904) loss_giou_aux_1: 0.4775 (0.4771) loss_giou_aux_2: 0.4644 (0.4714) loss_giou_aux_3: 0.4583 (0.4680) loss_giou_aux_4: 0.4632 (0.4669) loss_giou_aux_5: 0.5276 (0.5541) loss_giou_dn_0: 0.5588 (0.5703) loss_giou_dn_1: 0.4467 (0.4627) loss_giou_dn_2: 0.4132 (0.4322) loss_giou_dn_3: 0.4037 (0.4239) loss_giou_dn_4: 0.3996 (0.4218) loss_giou_dn_5: 0.3998 (0.4220) loss_vfl: 0.6564 (0.6653) loss_vfl_aux_0: 0.7559 (0.7668) loss_vfl_aux_1: 0.6996 (0.7198) loss_vfl_aux_2: 0.6891 (0.6915) loss_vfl_aux_3: 0.6609 (0.6776) loss_vfl_aux_4: 0.6632 (0.6694) loss_vfl_aux_5: 0.7107 (0.7518) loss_vfl_dn_0: 0.4438 (0.4489) loss_vfl_dn_1: 0.3910 (0.3832) loss_vfl_dn_2: 0.3714 (0.3674) loss_vfl_dn_3: 0.3623 (0.3602) loss_vfl_dn_4: 0.3612 (0.3577) loss_vfl_dn_5: 0.3593 (0.3570) time: 0.4800 data: 0.0140 max mem: 5654 Epoch: [51] [5300/7393] eta: 0:17:03 lr: 0.000010 loss: 15.6380 (15.5894) loss_bbox: 0.1531 (0.1505) loss_bbox_aux_0: 0.1722 (0.1631) loss_bbox_aux_1: 0.1583 (0.1555) loss_bbox_aux_2: 0.1434 (0.1530) loss_bbox_aux_3: 0.1552 (0.1510) loss_bbox_aux_4: 0.1530 (0.1504) loss_bbox_aux_5: 0.1984 (0.1991) loss_bbox_dn_0: 0.2665 (0.2612) loss_bbox_dn_1: 0.1830 (0.1914) loss_bbox_dn_2: 0.1686 (0.1713) loss_bbox_dn_3: 0.1589 (0.1654) loss_bbox_dn_4: 0.1578 (0.1640) loss_bbox_dn_5: 0.1578 (0.1640) loss_giou: 0.4709 (0.4672) loss_giou_aux_0: 0.5113 (0.4907) loss_giou_aux_1: 0.4753 (0.4774) loss_giou_aux_2: 0.4690 (0.4717) loss_giou_aux_3: 0.4727 (0.4684) loss_giou_aux_4: 0.4728 (0.4673) loss_giou_aux_5: 0.5390 (0.5545) loss_giou_dn_0: 0.5758 (0.5705) loss_giou_dn_1: 0.4637 (0.4629) loss_giou_dn_2: 0.4388 (0.4324) loss_giou_dn_3: 0.4290 (0.4242) loss_giou_dn_4: 0.4262 (0.4221) loss_giou_dn_5: 0.4266 (0.4223) loss_vfl: 0.6803 (0.6655) loss_vfl_aux_0: 0.7592 (0.7668) loss_vfl_aux_1: 0.7310 (0.7200) loss_vfl_aux_2: 0.7021 (0.6917) loss_vfl_aux_3: 0.7029 (0.6777) loss_vfl_aux_4: 0.6849 (0.6696) loss_vfl_aux_5: 0.7537 (0.7518) loss_vfl_dn_0: 0.4506 (0.4489) loss_vfl_dn_1: 0.3759 (0.3833) loss_vfl_dn_2: 0.3656 (0.3675) loss_vfl_dn_3: 0.3589 (0.3603) loss_vfl_dn_4: 0.3551 (0.3578) loss_vfl_dn_5: 0.3554 (0.3571) time: 0.7732 data: 0.0139 max mem: 5654 Epoch: [51] [5400/7393] eta: 0:16:15 lr: 0.000010 loss: 14.9890 (15.5887) loss_bbox: 0.1465 (0.1505) loss_bbox_aux_0: 0.1658 (0.1632) loss_bbox_aux_1: 0.1536 (0.1555) loss_bbox_aux_2: 0.1532 (0.1530) loss_bbox_aux_3: 0.1495 (0.1511) loss_bbox_aux_4: 0.1470 (0.1504) loss_bbox_aux_5: 0.1981 (0.1991) loss_bbox_dn_0: 0.2654 (0.2612) loss_bbox_dn_1: 0.1848 (0.1914) loss_bbox_dn_2: 0.1613 (0.1713) loss_bbox_dn_3: 0.1554 (0.1653) loss_bbox_dn_4: 0.1538 (0.1639) loss_bbox_dn_5: 0.1538 (0.1640) loss_giou: 0.4382 (0.4673) loss_giou_aux_0: 0.4595 (0.4909) loss_giou_aux_1: 0.4538 (0.4776) loss_giou_aux_2: 0.4364 (0.4719) loss_giou_aux_3: 0.4504 (0.4685) loss_giou_aux_4: 0.4380 (0.4674) loss_giou_aux_5: 0.5054 (0.5545) loss_giou_dn_0: 0.5581 (0.5706) loss_giou_dn_1: 0.4456 (0.4630) loss_giou_dn_2: 0.4180 (0.4324) loss_giou_dn_3: 0.4077 (0.4242) loss_giou_dn_4: 0.4040 (0.4221) loss_giou_dn_5: 0.4041 (0.4223) loss_vfl: 0.6329 (0.6654) loss_vfl_aux_0: 0.7210 (0.7665) loss_vfl_aux_1: 0.6702 (0.7197) loss_vfl_aux_2: 0.6787 (0.6915) loss_vfl_aux_3: 0.6378 (0.6775) loss_vfl_aux_4: 0.6419 (0.6695) loss_vfl_aux_5: 0.7349 (0.7517) loss_vfl_dn_0: 0.4458 (0.4489) loss_vfl_dn_1: 0.3843 (0.3832) loss_vfl_dn_2: 0.3677 (0.3675) loss_vfl_dn_3: 0.3607 (0.3602) loss_vfl_dn_4: 0.3579 (0.3577) loss_vfl_dn_5: 0.3572 (0.3570) time: 0.7305 data: 0.0137 max mem: 5654 Epoch: [51] [5500/7393] eta: 0:15:26 lr: 0.000010 loss: 16.0718 (15.5916) loss_bbox: 0.1350 (0.1504) loss_bbox_aux_0: 0.1361 (0.1631) loss_bbox_aux_1: 0.1380 (0.1555) loss_bbox_aux_2: 0.1342 (0.1529) loss_bbox_aux_3: 0.1338 (0.1510) loss_bbox_aux_4: 0.1285 (0.1503) loss_bbox_aux_5: 0.1790 (0.1989) loss_bbox_dn_0: 0.2414 (0.2611) loss_bbox_dn_1: 0.1741 (0.1913) loss_bbox_dn_2: 0.1563 (0.1711) loss_bbox_dn_3: 0.1533 (0.1652) loss_bbox_dn_4: 0.1515 (0.1638) loss_bbox_dn_5: 0.1515 (0.1638) loss_giou: 0.4656 (0.4675) loss_giou_aux_0: 0.4729 (0.4912) loss_giou_aux_1: 0.4624 (0.4779) loss_giou_aux_2: 0.4597 (0.4722) loss_giou_aux_3: 0.4628 (0.4687) loss_giou_aux_4: 0.4696 (0.4676) loss_giou_aux_5: 0.5309 (0.5546) loss_giou_dn_0: 0.5990 (0.5707) loss_giou_dn_1: 0.4997 (0.4631) loss_giou_dn_2: 0.4616 (0.4326) loss_giou_dn_3: 0.4490 (0.4243) loss_giou_dn_4: 0.4473 (0.4223) loss_giou_dn_5: 0.4472 (0.4224) loss_vfl: 0.6808 (0.6657) loss_vfl_aux_0: 0.7840 (0.7666) loss_vfl_aux_1: 0.7351 (0.7198) loss_vfl_aux_2: 0.7190 (0.6917) loss_vfl_aux_3: 0.7011 (0.6778) loss_vfl_aux_4: 0.6894 (0.6698) loss_vfl_aux_5: 0.8043 (0.7519) loss_vfl_dn_0: 0.4504 (0.4489) loss_vfl_dn_1: 0.3868 (0.3833) loss_vfl_dn_2: 0.3705 (0.3675) loss_vfl_dn_3: 0.3618 (0.3603) loss_vfl_dn_4: 0.3589 (0.3578) loss_vfl_dn_5: 0.3577 (0.3570) time: 0.4985 data: 0.0147 max mem: 5654 Epoch: [51] [5600/7393] eta: 0:14:37 lr: 0.000010 loss: 15.5164 (15.5930) loss_bbox: 0.1492 (0.1505) loss_bbox_aux_0: 0.1631 (0.1632) loss_bbox_aux_1: 0.1592 (0.1555) loss_bbox_aux_2: 0.1568 (0.1529) loss_bbox_aux_3: 0.1553 (0.1510) loss_bbox_aux_4: 0.1492 (0.1503) loss_bbox_aux_5: 0.2089 (0.1990) loss_bbox_dn_0: 0.2550 (0.2611) loss_bbox_dn_1: 0.1896 (0.1914) loss_bbox_dn_2: 0.1729 (0.1712) loss_bbox_dn_3: 0.1691 (0.1653) loss_bbox_dn_4: 0.1691 (0.1639) loss_bbox_dn_5: 0.1691 (0.1639) loss_giou: 0.4285 (0.4675) loss_giou_aux_0: 0.4520 (0.4911) loss_giou_aux_1: 0.4334 (0.4778) loss_giou_aux_2: 0.4310 (0.4721) loss_giou_aux_3: 0.4274 (0.4687) loss_giou_aux_4: 0.4264 (0.4675) loss_giou_aux_5: 0.5203 (0.5545) loss_giou_dn_0: 0.5527 (0.5706) loss_giou_dn_1: 0.4444 (0.4631) loss_giou_dn_2: 0.4161 (0.4326) loss_giou_dn_3: 0.4043 (0.4243) loss_giou_dn_4: 0.4009 (0.4222) loss_giou_dn_5: 0.4009 (0.4224) loss_vfl: 0.6655 (0.6658) loss_vfl_aux_0: 0.7551 (0.7667) loss_vfl_aux_1: 0.7115 (0.7199) loss_vfl_aux_2: 0.6921 (0.6918) loss_vfl_aux_3: 0.6636 (0.6779) loss_vfl_aux_4: 0.6516 (0.6700) loss_vfl_aux_5: 0.7573 (0.7521) loss_vfl_dn_0: 0.4517 (0.4489) loss_vfl_dn_1: 0.3847 (0.3833) loss_vfl_dn_2: 0.3694 (0.3675) loss_vfl_dn_3: 0.3612 (0.3603) loss_vfl_dn_4: 0.3597 (0.3578) loss_vfl_dn_5: 0.3581 (0.3571) time: 0.4814 data: 0.0141 max mem: 5654 Epoch: [51] [5700/7393] eta: 0:13:50 lr: 0.000010 loss: 15.3604 (15.5942) loss_bbox: 0.1239 (0.1504) loss_bbox_aux_0: 0.1425 (0.1631) loss_bbox_aux_1: 0.1360 (0.1554) loss_bbox_aux_2: 0.1351 (0.1529) loss_bbox_aux_3: 0.1245 (0.1510) loss_bbox_aux_4: 0.1238 (0.1503) loss_bbox_aux_5: 0.1751 (0.1989) loss_bbox_dn_0: 0.2272 (0.2612) loss_bbox_dn_1: 0.1582 (0.1914) loss_bbox_dn_2: 0.1414 (0.1713) loss_bbox_dn_3: 0.1348 (0.1654) loss_bbox_dn_4: 0.1338 (0.1640) loss_bbox_dn_5: 0.1338 (0.1640) loss_giou: 0.4736 (0.4675) loss_giou_aux_0: 0.4950 (0.4911) loss_giou_aux_1: 0.4789 (0.4778) loss_giou_aux_2: 0.4680 (0.4721) loss_giou_aux_3: 0.4714 (0.4687) loss_giou_aux_4: 0.4685 (0.4675) loss_giou_aux_5: 0.5517 (0.5545) loss_giou_dn_0: 0.5860 (0.5707) loss_giou_dn_1: 0.4890 (0.4631) loss_giou_dn_2: 0.4545 (0.4326) loss_giou_dn_3: 0.4480 (0.4244) loss_giou_dn_4: 0.4427 (0.4223) loss_giou_dn_5: 0.4426 (0.4225) loss_vfl: 0.6786 (0.6660) loss_vfl_aux_0: 0.7536 (0.7668) loss_vfl_aux_1: 0.7213 (0.7200) loss_vfl_aux_2: 0.7030 (0.6919) loss_vfl_aux_3: 0.6880 (0.6781) loss_vfl_aux_4: 0.6854 (0.6701) loss_vfl_aux_5: 0.7443 (0.7523) loss_vfl_dn_0: 0.4437 (0.4490) loss_vfl_dn_1: 0.3854 (0.3833) loss_vfl_dn_2: 0.3664 (0.3675) loss_vfl_dn_3: 0.3620 (0.3603) loss_vfl_dn_4: 0.3587 (0.3578) loss_vfl_dn_5: 0.3572 (0.3571) time: 0.7517 data: 0.0138 max mem: 5654 Epoch: [51] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 15.3675 (15.5972) loss_bbox: 0.1412 (0.1504) loss_bbox_aux_0: 0.1546 (0.1631) loss_bbox_aux_1: 0.1500 (0.1555) loss_bbox_aux_2: 0.1493 (0.1529) loss_bbox_aux_3: 0.1428 (0.1510) loss_bbox_aux_4: 0.1412 (0.1503) loss_bbox_aux_5: 0.1943 (0.1990) loss_bbox_dn_0: 0.2554 (0.2612) loss_bbox_dn_1: 0.1784 (0.1914) loss_bbox_dn_2: 0.1669 (0.1713) loss_bbox_dn_3: 0.1557 (0.1654) loss_bbox_dn_4: 0.1550 (0.1640) loss_bbox_dn_5: 0.1550 (0.1640) loss_giou: 0.4624 (0.4676) loss_giou_aux_0: 0.4803 (0.4912) loss_giou_aux_1: 0.4773 (0.4779) loss_giou_aux_2: 0.4738 (0.4722) loss_giou_aux_3: 0.4572 (0.4688) loss_giou_aux_4: 0.4645 (0.4677) loss_giou_aux_5: 0.5605 (0.5547) loss_giou_dn_0: 0.5761 (0.5708) loss_giou_dn_1: 0.4642 (0.4633) loss_giou_dn_2: 0.4326 (0.4327) loss_giou_dn_3: 0.4255 (0.4245) loss_giou_dn_4: 0.4253 (0.4224) loss_giou_dn_5: 0.4254 (0.4226) loss_vfl: 0.6842 (0.6661) loss_vfl_aux_0: 0.7817 (0.7669) loss_vfl_aux_1: 0.7493 (0.7202) loss_vfl_aux_2: 0.6974 (0.6921) loss_vfl_aux_3: 0.6922 (0.6782) loss_vfl_aux_4: 0.6882 (0.6702) loss_vfl_aux_5: 0.7501 (0.7523) loss_vfl_dn_0: 0.4493 (0.4489) loss_vfl_dn_1: 0.3760 (0.3833) loss_vfl_dn_2: 0.3614 (0.3675) loss_vfl_dn_3: 0.3526 (0.3603) loss_vfl_dn_4: 0.3504 (0.3578) loss_vfl_dn_5: 0.3505 (0.3571) time: 0.4767 data: 0.0147 max mem: 5654 Epoch: [51] [5900/7393] eta: 0:12:11 lr: 0.000010 loss: 15.0721 (15.5955) loss_bbox: 0.1487 (0.1503) loss_bbox_aux_0: 0.1616 (0.1631) loss_bbox_aux_1: 0.1482 (0.1554) loss_bbox_aux_2: 0.1441 (0.1528) loss_bbox_aux_3: 0.1449 (0.1509) loss_bbox_aux_4: 0.1498 (0.1502) loss_bbox_aux_5: 0.1869 (0.1988) loss_bbox_dn_0: 0.2574 (0.2611) loss_bbox_dn_1: 0.1904 (0.1914) loss_bbox_dn_2: 0.1649 (0.1713) loss_bbox_dn_3: 0.1638 (0.1654) loss_bbox_dn_4: 0.1627 (0.1640) loss_bbox_dn_5: 0.1627 (0.1640) loss_giou: 0.4546 (0.4675) loss_giou_aux_0: 0.5125 (0.4912) loss_giou_aux_1: 0.5021 (0.4778) loss_giou_aux_2: 0.4761 (0.4721) loss_giou_aux_3: 0.4619 (0.4687) loss_giou_aux_4: 0.4597 (0.4675) loss_giou_aux_5: 0.5273 (0.5545) loss_giou_dn_0: 0.5583 (0.5707) loss_giou_dn_1: 0.4520 (0.4632) loss_giou_dn_2: 0.4151 (0.4327) loss_giou_dn_3: 0.4069 (0.4245) loss_giou_dn_4: 0.4044 (0.4224) loss_giou_dn_5: 0.4048 (0.4226) loss_vfl: 0.6521 (0.6662) loss_vfl_aux_0: 0.7332 (0.7669) loss_vfl_aux_1: 0.6913 (0.7202) loss_vfl_aux_2: 0.6704 (0.6922) loss_vfl_aux_3: 0.6669 (0.6783) loss_vfl_aux_4: 0.6508 (0.6704) loss_vfl_aux_5: 0.7320 (0.7523) loss_vfl_dn_0: 0.4462 (0.4489) loss_vfl_dn_1: 0.3744 (0.3833) loss_vfl_dn_2: 0.3540 (0.3675) loss_vfl_dn_3: 0.3481 (0.3603) loss_vfl_dn_4: 0.3471 (0.3578) loss_vfl_dn_5: 0.3443 (0.3571) time: 0.4773 data: 0.0138 max mem: 5654 Epoch: [51] [6000/7393] eta: 0:11:22 lr: 0.000010 loss: 15.6699 (15.5959) loss_bbox: 0.1467 (0.1503) loss_bbox_aux_0: 0.1624 (0.1631) loss_bbox_aux_1: 0.1586 (0.1554) loss_bbox_aux_2: 0.1489 (0.1528) loss_bbox_aux_3: 0.1479 (0.1509) loss_bbox_aux_4: 0.1437 (0.1503) loss_bbox_aux_5: 0.2095 (0.1989) loss_bbox_dn_0: 0.2749 (0.2610) loss_bbox_dn_1: 0.1961 (0.1913) loss_bbox_dn_2: 0.1747 (0.1712) loss_bbox_dn_3: 0.1629 (0.1653) loss_bbox_dn_4: 0.1615 (0.1639) loss_bbox_dn_5: 0.1615 (0.1639) loss_giou: 0.4305 (0.4675) loss_giou_aux_0: 0.4723 (0.4912) loss_giou_aux_1: 0.4522 (0.4779) loss_giou_aux_2: 0.4413 (0.4722) loss_giou_aux_3: 0.4317 (0.4687) loss_giou_aux_4: 0.4242 (0.4676) loss_giou_aux_5: 0.5424 (0.5546) loss_giou_dn_0: 0.5403 (0.5706) loss_giou_dn_1: 0.4291 (0.4632) loss_giou_dn_2: 0.3933 (0.4327) loss_giou_dn_3: 0.3877 (0.4244) loss_giou_dn_4: 0.3862 (0.4224) loss_giou_dn_5: 0.3863 (0.4225) loss_vfl: 0.7016 (0.6663) loss_vfl_aux_0: 0.8244 (0.7671) loss_vfl_aux_1: 0.7526 (0.7203) loss_vfl_aux_2: 0.7341 (0.6923) loss_vfl_aux_3: 0.7114 (0.6783) loss_vfl_aux_4: 0.7102 (0.6704) loss_vfl_aux_5: 0.8080 (0.7524) loss_vfl_dn_0: 0.4470 (0.4489) loss_vfl_dn_1: 0.3848 (0.3833) loss_vfl_dn_2: 0.3678 (0.3675) loss_vfl_dn_3: 0.3569 (0.3603) loss_vfl_dn_4: 0.3553 (0.3578) loss_vfl_dn_5: 0.3549 (0.3571) time: 0.4916 data: 0.0142 max mem: 5654 Epoch: [51] [6100/7393] eta: 0:10:34 lr: 0.000010 loss: 15.6555 (15.6012) loss_bbox: 0.1347 (0.1503) loss_bbox_aux_0: 0.1486 (0.1630) loss_bbox_aux_1: 0.1398 (0.1553) loss_bbox_aux_2: 0.1369 (0.1528) loss_bbox_aux_3: 0.1398 (0.1509) loss_bbox_aux_4: 0.1389 (0.1502) loss_bbox_aux_5: 0.1731 (0.1988) loss_bbox_dn_0: 0.2241 (0.2610) loss_bbox_dn_1: 0.1576 (0.1913) loss_bbox_dn_2: 0.1394 (0.1712) loss_bbox_dn_3: 0.1350 (0.1653) loss_bbox_dn_4: 0.1330 (0.1639) loss_bbox_dn_5: 0.1330 (0.1639) loss_giou: 0.5055 (0.4678) loss_giou_aux_0: 0.5170 (0.4915) loss_giou_aux_1: 0.5211 (0.4782) loss_giou_aux_2: 0.5146 (0.4725) loss_giou_aux_3: 0.4980 (0.4691) loss_giou_aux_4: 0.5052 (0.4679) loss_giou_aux_5: 0.5848 (0.5548) loss_giou_dn_0: 0.6264 (0.5709) loss_giou_dn_1: 0.5101 (0.4635) loss_giou_dn_2: 0.4793 (0.4329) loss_giou_dn_3: 0.4703 (0.4247) loss_giou_dn_4: 0.4681 (0.4227) loss_giou_dn_5: 0.4681 (0.4228) loss_vfl: 0.6357 (0.6664) loss_vfl_aux_0: 0.7307 (0.7673) loss_vfl_aux_1: 0.6951 (0.7206) loss_vfl_aux_2: 0.6689 (0.6925) loss_vfl_aux_3: 0.6436 (0.6784) loss_vfl_aux_4: 0.6370 (0.6705) loss_vfl_aux_5: 0.7247 (0.7526) loss_vfl_dn_0: 0.4503 (0.4489) loss_vfl_dn_1: 0.3830 (0.3834) loss_vfl_dn_2: 0.3687 (0.3676) loss_vfl_dn_3: 0.3629 (0.3604) loss_vfl_dn_4: 0.3600 (0.3579) loss_vfl_dn_5: 0.3590 (0.3572) time: 0.4784 data: 0.0139 max mem: 5654 Epoch: [51] [6200/7393] eta: 0:09:45 lr: 0.000010 loss: 15.7511 (15.5990) loss_bbox: 0.1385 (0.1504) loss_bbox_aux_0: 0.1628 (0.1631) loss_bbox_aux_1: 0.1477 (0.1553) loss_bbox_aux_2: 0.1542 (0.1528) loss_bbox_aux_3: 0.1457 (0.1509) loss_bbox_aux_4: 0.1474 (0.1503) loss_bbox_aux_5: 0.1935 (0.1988) loss_bbox_dn_0: 0.2663 (0.2612) loss_bbox_dn_1: 0.1932 (0.1914) loss_bbox_dn_2: 0.1631 (0.1713) loss_bbox_dn_3: 0.1573 (0.1654) loss_bbox_dn_4: 0.1560 (0.1640) loss_bbox_dn_5: 0.1560 (0.1640) loss_giou: 0.4412 (0.4675) loss_giou_aux_0: 0.4571 (0.4912) loss_giou_aux_1: 0.4276 (0.4779) loss_giou_aux_2: 0.4360 (0.4722) loss_giou_aux_3: 0.4313 (0.4687) loss_giou_aux_4: 0.4326 (0.4676) loss_giou_aux_5: 0.5116 (0.5545) loss_giou_dn_0: 0.5463 (0.5707) loss_giou_dn_1: 0.4216 (0.4633) loss_giou_dn_2: 0.3843 (0.4327) loss_giou_dn_3: 0.3764 (0.4245) loss_giou_dn_4: 0.3738 (0.4224) loss_giou_dn_5: 0.3736 (0.4226) loss_vfl: 0.6672 (0.6665) loss_vfl_aux_0: 0.7701 (0.7675) loss_vfl_aux_1: 0.7289 (0.7208) loss_vfl_aux_2: 0.6750 (0.6926) loss_vfl_aux_3: 0.6840 (0.6785) loss_vfl_aux_4: 0.6674 (0.6706) loss_vfl_aux_5: 0.7403 (0.7528) loss_vfl_dn_0: 0.4440 (0.4489) loss_vfl_dn_1: 0.3702 (0.3833) loss_vfl_dn_2: 0.3526 (0.3675) loss_vfl_dn_3: 0.3447 (0.3603) loss_vfl_dn_4: 0.3429 (0.3578) loss_vfl_dn_5: 0.3409 (0.3571) time: 0.4833 data: 0.0137 max mem: 5654 Epoch: [51] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 15.6369 (15.5993) loss_bbox: 0.1575 (0.1504) loss_bbox_aux_0: 0.1613 (0.1632) loss_bbox_aux_1: 0.1502 (0.1553) loss_bbox_aux_2: 0.1544 (0.1528) loss_bbox_aux_3: 0.1566 (0.1509) loss_bbox_aux_4: 0.1575 (0.1503) loss_bbox_aux_5: 0.1886 (0.1988) loss_bbox_dn_0: 0.2565 (0.2612) loss_bbox_dn_1: 0.1845 (0.1915) loss_bbox_dn_2: 0.1677 (0.1713) loss_bbox_dn_3: 0.1667 (0.1654) loss_bbox_dn_4: 0.1634 (0.1640) loss_bbox_dn_5: 0.1635 (0.1640) loss_giou: 0.4270 (0.4675) loss_giou_aux_0: 0.4224 (0.4912) loss_giou_aux_1: 0.4325 (0.4778) loss_giou_aux_2: 0.4103 (0.4722) loss_giou_aux_3: 0.4244 (0.4687) loss_giou_aux_4: 0.4268 (0.4675) loss_giou_aux_5: 0.5283 (0.5544) loss_giou_dn_0: 0.5373 (0.5707) loss_giou_dn_1: 0.4352 (0.4632) loss_giou_dn_2: 0.4047 (0.4327) loss_giou_dn_3: 0.3996 (0.4244) loss_giou_dn_4: 0.3971 (0.4224) loss_giou_dn_5: 0.3969 (0.4226) loss_vfl: 0.6684 (0.6666) loss_vfl_aux_0: 0.7757 (0.7676) loss_vfl_aux_1: 0.7387 (0.7209) loss_vfl_aux_2: 0.7073 (0.6926) loss_vfl_aux_3: 0.6871 (0.6785) loss_vfl_aux_4: 0.6758 (0.6707) loss_vfl_aux_5: 0.7454 (0.7529) loss_vfl_dn_0: 0.4492 (0.4489) loss_vfl_dn_1: 0.3827 (0.3833) loss_vfl_dn_2: 0.3667 (0.3675) loss_vfl_dn_3: 0.3572 (0.3603) loss_vfl_dn_4: 0.3569 (0.3578) loss_vfl_dn_5: 0.3552 (0.3571) time: 0.4790 data: 0.0140 max mem: 5654 Epoch: [51] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 15.4248 (15.6004) loss_bbox: 0.1509 (0.1504) loss_bbox_aux_0: 0.1582 (0.1632) loss_bbox_aux_1: 0.1570 (0.1554) loss_bbox_aux_2: 0.1512 (0.1528) loss_bbox_aux_3: 0.1552 (0.1510) loss_bbox_aux_4: 0.1508 (0.1503) loss_bbox_aux_5: 0.2027 (0.1988) loss_bbox_dn_0: 0.2321 (0.2612) loss_bbox_dn_1: 0.1734 (0.1915) loss_bbox_dn_2: 0.1476 (0.1713) loss_bbox_dn_3: 0.1447 (0.1654) loss_bbox_dn_4: 0.1434 (0.1640) loss_bbox_dn_5: 0.1435 (0.1640) loss_giou: 0.5180 (0.4676) loss_giou_aux_0: 0.5172 (0.4914) loss_giou_aux_1: 0.5104 (0.4780) loss_giou_aux_2: 0.5075 (0.4723) loss_giou_aux_3: 0.5072 (0.4689) loss_giou_aux_4: 0.5160 (0.4677) loss_giou_aux_5: 0.5864 (0.5546) loss_giou_dn_0: 0.5640 (0.5707) loss_giou_dn_1: 0.4729 (0.4633) loss_giou_dn_2: 0.4476 (0.4327) loss_giou_dn_3: 0.4397 (0.4245) loss_giou_dn_4: 0.4380 (0.4224) loss_giou_dn_5: 0.4381 (0.4226) loss_vfl: 0.6675 (0.6666) loss_vfl_aux_0: 0.7433 (0.7675) loss_vfl_aux_1: 0.7100 (0.7208) loss_vfl_aux_2: 0.6786 (0.6926) loss_vfl_aux_3: 0.6781 (0.6785) loss_vfl_aux_4: 0.6743 (0.6707) loss_vfl_aux_5: 0.7363 (0.7527) loss_vfl_dn_0: 0.4434 (0.4488) loss_vfl_dn_1: 0.3867 (0.3833) loss_vfl_dn_2: 0.3710 (0.3676) loss_vfl_dn_3: 0.3654 (0.3603) loss_vfl_dn_4: 0.3608 (0.3578) loss_vfl_dn_5: 0.3622 (0.3571) time: 0.4730 data: 0.0138 max mem: 5654 Epoch: [51] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 15.8722 (15.6007) loss_bbox: 0.1467 (0.1505) loss_bbox_aux_0: 0.1681 (0.1633) loss_bbox_aux_1: 0.1584 (0.1555) loss_bbox_aux_2: 0.1478 (0.1529) loss_bbox_aux_3: 0.1487 (0.1510) loss_bbox_aux_4: 0.1466 (0.1504) loss_bbox_aux_5: 0.2044 (0.1989) loss_bbox_dn_0: 0.2599 (0.2614) loss_bbox_dn_1: 0.1978 (0.1916) loss_bbox_dn_2: 0.1852 (0.1714) loss_bbox_dn_3: 0.1787 (0.1655) loss_bbox_dn_4: 0.1774 (0.1641) loss_bbox_dn_5: 0.1774 (0.1641) loss_giou: 0.4535 (0.4674) loss_giou_aux_0: 0.4824 (0.4912) loss_giou_aux_1: 0.4726 (0.4778) loss_giou_aux_2: 0.4726 (0.4721) loss_giou_aux_3: 0.4562 (0.4687) loss_giou_aux_4: 0.4537 (0.4675) loss_giou_aux_5: 0.5523 (0.5545) loss_giou_dn_0: 0.5627 (0.5706) loss_giou_dn_1: 0.4591 (0.4632) loss_giou_dn_2: 0.4347 (0.4327) loss_giou_dn_3: 0.4271 (0.4244) loss_giou_dn_4: 0.4239 (0.4224) loss_giou_dn_5: 0.4241 (0.4225) loss_vfl: 0.6637 (0.6667) loss_vfl_aux_0: 0.7865 (0.7676) loss_vfl_aux_1: 0.7130 (0.7208) loss_vfl_aux_2: 0.7071 (0.6927) loss_vfl_aux_3: 0.6721 (0.6785) loss_vfl_aux_4: 0.6694 (0.6708) loss_vfl_aux_5: 0.7491 (0.7529) loss_vfl_dn_0: 0.4470 (0.4489) loss_vfl_dn_1: 0.3804 (0.3833) loss_vfl_dn_2: 0.3688 (0.3675) loss_vfl_dn_3: 0.3614 (0.3603) loss_vfl_dn_4: 0.3578 (0.3578) loss_vfl_dn_5: 0.3580 (0.3571) time: 0.4844 data: 0.0140 max mem: 5654 Epoch: [51] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.2537 (15.6012) loss_bbox: 0.1529 (0.1506) loss_bbox_aux_0: 0.1658 (0.1634) loss_bbox_aux_1: 0.1557 (0.1556) loss_bbox_aux_2: 0.1549 (0.1530) loss_bbox_aux_3: 0.1462 (0.1512) loss_bbox_aux_4: 0.1528 (0.1505) loss_bbox_aux_5: 0.2057 (0.1990) loss_bbox_dn_0: 0.2470 (0.2617) loss_bbox_dn_1: 0.1820 (0.1918) loss_bbox_dn_2: 0.1705 (0.1716) loss_bbox_dn_3: 0.1659 (0.1657) loss_bbox_dn_4: 0.1655 (0.1643) loss_bbox_dn_5: 0.1657 (0.1643) loss_giou: 0.4188 (0.4671) loss_giou_aux_0: 0.4298 (0.4909) loss_giou_aux_1: 0.4258 (0.4774) loss_giou_aux_2: 0.4138 (0.4718) loss_giou_aux_3: 0.4083 (0.4684) loss_giou_aux_4: 0.4192 (0.4671) loss_giou_aux_5: 0.4940 (0.5540) loss_giou_dn_0: 0.5381 (0.5704) loss_giou_dn_1: 0.4288 (0.4630) loss_giou_dn_2: 0.3970 (0.4325) loss_giou_dn_3: 0.3853 (0.4242) loss_giou_dn_4: 0.3823 (0.4221) loss_giou_dn_5: 0.3825 (0.4223) loss_vfl: 0.6611 (0.6669) loss_vfl_aux_0: 0.7622 (0.7679) loss_vfl_aux_1: 0.7151 (0.7211) loss_vfl_aux_2: 0.6872 (0.6929) loss_vfl_aux_3: 0.6782 (0.6787) loss_vfl_aux_4: 0.6599 (0.6710) loss_vfl_aux_5: 0.7803 (0.7533) loss_vfl_dn_0: 0.4457 (0.4489) loss_vfl_dn_1: 0.3781 (0.3833) loss_vfl_dn_2: 0.3618 (0.3676) loss_vfl_dn_3: 0.3578 (0.3603) loss_vfl_dn_4: 0.3537 (0.3578) loss_vfl_dn_5: 0.3531 (0.3571) time: 0.4885 data: 0.0139 max mem: 5654 Epoch: [51] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.7552 (15.6030) loss_bbox: 0.1523 (0.1506) loss_bbox_aux_0: 0.1722 (0.1635) loss_bbox_aux_1: 0.1611 (0.1556) loss_bbox_aux_2: 0.1584 (0.1531) loss_bbox_aux_3: 0.1577 (0.1512) loss_bbox_aux_4: 0.1558 (0.1505) loss_bbox_aux_5: 0.2056 (0.1991) loss_bbox_dn_0: 0.2713 (0.2618) loss_bbox_dn_1: 0.1982 (0.1919) loss_bbox_dn_2: 0.1703 (0.1717) loss_bbox_dn_3: 0.1631 (0.1658) loss_bbox_dn_4: 0.1609 (0.1644) loss_bbox_dn_5: 0.1610 (0.1644) loss_giou: 0.4432 (0.4671) loss_giou_aux_0: 0.4734 (0.4909) loss_giou_aux_1: 0.4722 (0.4774) loss_giou_aux_2: 0.4507 (0.4718) loss_giou_aux_3: 0.4474 (0.4684) loss_giou_aux_4: 0.4473 (0.4671) loss_giou_aux_5: 0.5447 (0.5540) loss_giou_dn_0: 0.5541 (0.5705) loss_giou_dn_1: 0.4376 (0.4630) loss_giou_dn_2: 0.4071 (0.4325) loss_giou_dn_3: 0.4014 (0.4242) loss_giou_dn_4: 0.3984 (0.4222) loss_giou_dn_5: 0.3985 (0.4223) loss_vfl: 0.6670 (0.6671) loss_vfl_aux_0: 0.7776 (0.7681) loss_vfl_aux_1: 0.7223 (0.7212) loss_vfl_aux_2: 0.7084 (0.6931) loss_vfl_aux_3: 0.6842 (0.6788) loss_vfl_aux_4: 0.6701 (0.6712) loss_vfl_aux_5: 0.7639 (0.7535) loss_vfl_dn_0: 0.4467 (0.4490) loss_vfl_dn_1: 0.3832 (0.3833) loss_vfl_dn_2: 0.3716 (0.3676) loss_vfl_dn_3: 0.3613 (0.3604) loss_vfl_dn_4: 0.3594 (0.3579) loss_vfl_dn_5: 0.3592 (0.3571) time: 0.4789 data: 0.0141 max mem: 5654 Epoch: [51] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.2573 (15.6019) loss_bbox: 0.1373 (0.1506) loss_bbox_aux_0: 0.1391 (0.1634) loss_bbox_aux_1: 0.1390 (0.1556) loss_bbox_aux_2: 0.1353 (0.1530) loss_bbox_aux_3: 0.1350 (0.1512) loss_bbox_aux_4: 0.1360 (0.1505) loss_bbox_aux_5: 0.1832 (0.1990) loss_bbox_dn_0: 0.2161 (0.2616) loss_bbox_dn_1: 0.1601 (0.1917) loss_bbox_dn_2: 0.1373 (0.1715) loss_bbox_dn_3: 0.1331 (0.1656) loss_bbox_dn_4: 0.1322 (0.1642) loss_bbox_dn_5: 0.1321 (0.1642) loss_giou: 0.5069 (0.4672) loss_giou_aux_0: 0.5102 (0.4909) loss_giou_aux_1: 0.4996 (0.4775) loss_giou_aux_2: 0.4991 (0.4718) loss_giou_aux_3: 0.5030 (0.4685) loss_giou_aux_4: 0.5020 (0.4672) loss_giou_aux_5: 0.5633 (0.5541) loss_giou_dn_0: 0.5888 (0.5705) loss_giou_dn_1: 0.4806 (0.4630) loss_giou_dn_2: 0.4432 (0.4325) loss_giou_dn_3: 0.4407 (0.4242) loss_giou_dn_4: 0.4380 (0.4221) loss_giou_dn_5: 0.4379 (0.4223) loss_vfl: 0.6598 (0.6670) loss_vfl_aux_0: 0.7659 (0.7680) loss_vfl_aux_1: 0.7135 (0.7211) loss_vfl_aux_2: 0.6881 (0.6931) loss_vfl_aux_3: 0.6639 (0.6788) loss_vfl_aux_4: 0.6657 (0.6711) loss_vfl_aux_5: 0.7209 (0.7533) loss_vfl_dn_0: 0.4498 (0.4490) loss_vfl_dn_1: 0.3842 (0.3834) loss_vfl_dn_2: 0.3678 (0.3676) loss_vfl_dn_3: 0.3588 (0.3604) loss_vfl_dn_4: 0.3581 (0.3579) loss_vfl_dn_5: 0.3571 (0.3571) time: 0.4900 data: 0.0140 max mem: 5654 Epoch: [51] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.2255 (15.6030) loss_bbox: 0.1372 (0.1505) loss_bbox_aux_0: 0.1492 (0.1634) loss_bbox_aux_1: 0.1453 (0.1555) loss_bbox_aux_2: 0.1452 (0.1530) loss_bbox_aux_3: 0.1452 (0.1511) loss_bbox_aux_4: 0.1416 (0.1504) loss_bbox_aux_5: 0.1938 (0.1990) loss_bbox_dn_0: 0.2218 (0.2615) loss_bbox_dn_1: 0.1714 (0.1916) loss_bbox_dn_2: 0.1537 (0.1714) loss_bbox_dn_3: 0.1446 (0.1655) loss_bbox_dn_4: 0.1387 (0.1641) loss_bbox_dn_5: 0.1386 (0.1641) loss_giou: 0.4486 (0.4674) loss_giou_aux_0: 0.4690 (0.4911) loss_giou_aux_1: 0.4541 (0.4777) loss_giou_aux_2: 0.4574 (0.4721) loss_giou_aux_3: 0.4459 (0.4687) loss_giou_aux_4: 0.4579 (0.4675) loss_giou_aux_5: 0.5436 (0.5543) loss_giou_dn_0: 0.5516 (0.5706) loss_giou_dn_1: 0.4322 (0.4632) loss_giou_dn_2: 0.4000 (0.4326) loss_giou_dn_3: 0.3907 (0.4244) loss_giou_dn_4: 0.3894 (0.4223) loss_giou_dn_5: 0.3894 (0.4225) loss_vfl: 0.6583 (0.6669) loss_vfl_aux_0: 0.7441 (0.7679) loss_vfl_aux_1: 0.6891 (0.7211) loss_vfl_aux_2: 0.6653 (0.6930) loss_vfl_aux_3: 0.6611 (0.6787) loss_vfl_aux_4: 0.6441 (0.6710) loss_vfl_aux_5: 0.7240 (0.7532) loss_vfl_dn_0: 0.4430 (0.4490) loss_vfl_dn_1: 0.3865 (0.3834) loss_vfl_dn_2: 0.3733 (0.3676) loss_vfl_dn_3: 0.3654 (0.3604) loss_vfl_dn_4: 0.3638 (0.3579) loss_vfl_dn_5: 0.3630 (0.3572) time: 0.4727 data: 0.0140 max mem: 5654 Epoch: [51] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.4759 (15.6005) loss_bbox: 0.1457 (0.1505) loss_bbox_aux_0: 0.1626 (0.1634) loss_bbox_aux_1: 0.1529 (0.1555) loss_bbox_aux_2: 0.1483 (0.1530) loss_bbox_aux_3: 0.1496 (0.1511) loss_bbox_aux_4: 0.1437 (0.1504) loss_bbox_aux_5: 0.1960 (0.1990) loss_bbox_dn_0: 0.2498 (0.2616) loss_bbox_dn_1: 0.1865 (0.1917) loss_bbox_dn_2: 0.1582 (0.1715) loss_bbox_dn_3: 0.1513 (0.1655) loss_bbox_dn_4: 0.1483 (0.1641) loss_bbox_dn_5: 0.1484 (0.1642) loss_giou: 0.4977 (0.4673) loss_giou_aux_0: 0.5129 (0.4910) loss_giou_aux_1: 0.4888 (0.4775) loss_giou_aux_2: 0.4821 (0.4719) loss_giou_aux_3: 0.5089 (0.4686) loss_giou_aux_4: 0.4970 (0.4674) loss_giou_aux_5: 0.5611 (0.5542) loss_giou_dn_0: 0.5645 (0.5705) loss_giou_dn_1: 0.4650 (0.4631) loss_giou_dn_2: 0.4367 (0.4325) loss_giou_dn_3: 0.4353 (0.4242) loss_giou_dn_4: 0.4348 (0.4222) loss_giou_dn_5: 0.4353 (0.4223) loss_vfl: 0.6101 (0.6667) loss_vfl_aux_0: 0.7336 (0.7678) loss_vfl_aux_1: 0.6817 (0.7210) loss_vfl_aux_2: 0.6462 (0.6929) loss_vfl_aux_3: 0.6110 (0.6785) loss_vfl_aux_4: 0.6059 (0.6708) loss_vfl_aux_5: 0.7159 (0.7531) loss_vfl_dn_0: 0.4424 (0.4490) loss_vfl_dn_1: 0.3849 (0.3834) loss_vfl_dn_2: 0.3687 (0.3676) loss_vfl_dn_3: 0.3613 (0.3604) loss_vfl_dn_4: 0.3590 (0.3579) loss_vfl_dn_5: 0.3589 (0.3571) time: 0.4766 data: 0.0136 max mem: 5654 Epoch: [51] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.1221 (15.5983) loss_bbox: 0.1448 (0.1505) loss_bbox_aux_0: 0.1538 (0.1633) loss_bbox_aux_1: 0.1460 (0.1555) loss_bbox_aux_2: 0.1446 (0.1530) loss_bbox_aux_3: 0.1507 (0.1511) loss_bbox_aux_4: 0.1457 (0.1504) loss_bbox_aux_5: 0.1879 (0.1990) loss_bbox_dn_0: 0.2587 (0.2616) loss_bbox_dn_1: 0.1853 (0.1917) loss_bbox_dn_2: 0.1744 (0.1715) loss_bbox_dn_3: 0.1681 (0.1655) loss_bbox_dn_4: 0.1667 (0.1641) loss_bbox_dn_5: 0.1667 (0.1641) loss_giou: 0.4238 (0.4673) loss_giou_aux_0: 0.4361 (0.4909) loss_giou_aux_1: 0.4213 (0.4775) loss_giou_aux_2: 0.4293 (0.4719) loss_giou_aux_3: 0.4237 (0.4686) loss_giou_aux_4: 0.4257 (0.4674) loss_giou_aux_5: 0.4946 (0.5541) loss_giou_dn_0: 0.5411 (0.5704) loss_giou_dn_1: 0.4331 (0.4630) loss_giou_dn_2: 0.4046 (0.4324) loss_giou_dn_3: 0.3970 (0.4242) loss_giou_dn_4: 0.3962 (0.4221) loss_giou_dn_5: 0.3963 (0.4223) loss_vfl: 0.6701 (0.6665) loss_vfl_aux_0: 0.7595 (0.7677) loss_vfl_aux_1: 0.7204 (0.7208) loss_vfl_aux_2: 0.6878 (0.6927) loss_vfl_aux_3: 0.6713 (0.6783) loss_vfl_aux_4: 0.6633 (0.6706) loss_vfl_aux_5: 0.7302 (0.7529) loss_vfl_dn_0: 0.4476 (0.4489) loss_vfl_dn_1: 0.3829 (0.3834) loss_vfl_dn_2: 0.3664 (0.3676) loss_vfl_dn_3: 0.3575 (0.3603) loss_vfl_dn_4: 0.3553 (0.3578) loss_vfl_dn_5: 0.3547 (0.3571) time: 0.4863 data: 0.0141 max mem: 5654 Epoch: [51] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.8032 (15.5970) loss_bbox: 0.1465 (0.1506) loss_bbox_aux_0: 0.1640 (0.1634) loss_bbox_aux_1: 0.1585 (0.1555) loss_bbox_aux_2: 0.1535 (0.1530) loss_bbox_aux_3: 0.1476 (0.1512) loss_bbox_aux_4: 0.1462 (0.1505) loss_bbox_aux_5: 0.1884 (0.1991) loss_bbox_dn_0: 0.2355 (0.2617) loss_bbox_dn_1: 0.1703 (0.1918) loss_bbox_dn_2: 0.1560 (0.1715) loss_bbox_dn_3: 0.1525 (0.1656) loss_bbox_dn_4: 0.1538 (0.1642) loss_bbox_dn_5: 0.1538 (0.1642) loss_giou: 0.4572 (0.4671) loss_giou_aux_0: 0.4813 (0.4907) loss_giou_aux_1: 0.4619 (0.4773) loss_giou_aux_2: 0.4610 (0.4717) loss_giou_aux_3: 0.4615 (0.4684) loss_giou_aux_4: 0.4566 (0.4672) loss_giou_aux_5: 0.5638 (0.5539) loss_giou_dn_0: 0.5820 (0.5703) loss_giou_dn_1: 0.4740 (0.4628) loss_giou_dn_2: 0.4355 (0.4323) loss_giou_dn_3: 0.4222 (0.4240) loss_giou_dn_4: 0.4202 (0.4220) loss_giou_dn_5: 0.4203 (0.4221) loss_vfl: 0.6892 (0.6665) loss_vfl_aux_0: 0.7810 (0.7678) loss_vfl_aux_1: 0.7480 (0.7210) loss_vfl_aux_2: 0.7233 (0.6927) loss_vfl_aux_3: 0.7013 (0.6782) loss_vfl_aux_4: 0.6950 (0.6706) loss_vfl_aux_5: 0.7655 (0.7529) loss_vfl_dn_0: 0.4518 (0.4489) loss_vfl_dn_1: 0.3891 (0.3834) loss_vfl_dn_2: 0.3773 (0.3676) loss_vfl_dn_3: 0.3679 (0.3603) loss_vfl_dn_4: 0.3660 (0.3578) loss_vfl_dn_5: 0.3642 (0.3571) time: 0.4902 data: 0.0140 max mem: 5654 Epoch: [51] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.5585 (15.5965) loss_bbox: 0.1457 (0.1506) loss_bbox_aux_0: 0.1614 (0.1633) loss_bbox_aux_1: 0.1511 (0.1555) loss_bbox_aux_2: 0.1444 (0.1529) loss_bbox_aux_3: 0.1518 (0.1512) loss_bbox_aux_4: 0.1457 (0.1505) loss_bbox_aux_5: 0.1915 (0.1990) loss_bbox_dn_0: 0.2536 (0.2616) loss_bbox_dn_1: 0.1831 (0.1917) loss_bbox_dn_2: 0.1705 (0.1714) loss_bbox_dn_3: 0.1626 (0.1655) loss_bbox_dn_4: 0.1605 (0.1641) loss_bbox_dn_5: 0.1603 (0.1641) loss_giou: 0.4827 (0.4672) loss_giou_aux_0: 0.4984 (0.4908) loss_giou_aux_1: 0.4806 (0.4774) loss_giou_aux_2: 0.4619 (0.4717) loss_giou_aux_3: 0.4821 (0.4685) loss_giou_aux_4: 0.4827 (0.4673) loss_giou_aux_5: 0.5707 (0.5540) loss_giou_dn_0: 0.5673 (0.5703) loss_giou_dn_1: 0.4454 (0.4628) loss_giou_dn_2: 0.4197 (0.4323) loss_giou_dn_3: 0.4162 (0.4240) loss_giou_dn_4: 0.4143 (0.4219) loss_giou_dn_5: 0.4146 (0.4221) loss_vfl: 0.6580 (0.6664) loss_vfl_aux_0: 0.7270 (0.7678) loss_vfl_aux_1: 0.7011 (0.7210) loss_vfl_aux_2: 0.6738 (0.6928) loss_vfl_aux_3: 0.6697 (0.6781) loss_vfl_aux_4: 0.6619 (0.6705) loss_vfl_aux_5: 0.7135 (0.7529) loss_vfl_dn_0: 0.4493 (0.4489) loss_vfl_dn_1: 0.3873 (0.3834) loss_vfl_dn_2: 0.3697 (0.3676) loss_vfl_dn_3: 0.3619 (0.3603) loss_vfl_dn_4: 0.3612 (0.3578) loss_vfl_dn_5: 0.3617 (0.3571) time: 0.4826 data: 0.0139 max mem: 5654 Epoch: [51] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.7237 (15.5972) loss_bbox: 0.1529 (0.1506) loss_bbox_aux_0: 0.1703 (0.1633) loss_bbox_aux_1: 0.1602 (0.1555) loss_bbox_aux_2: 0.1509 (0.1529) loss_bbox_aux_3: 0.1509 (0.1512) loss_bbox_aux_4: 0.1569 (0.1505) loss_bbox_aux_5: 0.2038 (0.1990) loss_bbox_dn_0: 0.2602 (0.2615) loss_bbox_dn_1: 0.1885 (0.1916) loss_bbox_dn_2: 0.1747 (0.1714) loss_bbox_dn_3: 0.1684 (0.1654) loss_bbox_dn_4: 0.1677 (0.1640) loss_bbox_dn_5: 0.1678 (0.1641) loss_giou: 0.4395 (0.4676) loss_giou_aux_0: 0.4741 (0.4910) loss_giou_aux_1: 0.4716 (0.4776) loss_giou_aux_2: 0.4430 (0.4719) loss_giou_aux_3: 0.4392 (0.4689) loss_giou_aux_4: 0.4396 (0.4677) loss_giou_aux_5: 0.5290 (0.5542) loss_giou_dn_0: 0.5504 (0.5704) loss_giou_dn_1: 0.4498 (0.4629) loss_giou_dn_2: 0.4128 (0.4323) loss_giou_dn_3: 0.4025 (0.4241) loss_giou_dn_4: 0.4001 (0.4220) loss_giou_dn_5: 0.4001 (0.4222) loss_vfl: 0.6509 (0.6661) loss_vfl_aux_0: 0.7600 (0.7677) loss_vfl_aux_1: 0.7129 (0.7209) loss_vfl_aux_2: 0.6876 (0.6927) loss_vfl_aux_3: 0.6779 (0.6779) loss_vfl_aux_4: 0.6519 (0.6702) loss_vfl_aux_5: 0.7264 (0.7528) loss_vfl_dn_0: 0.4449 (0.4489) loss_vfl_dn_1: 0.3790 (0.3833) loss_vfl_dn_2: 0.3626 (0.3675) loss_vfl_dn_3: 0.3552 (0.3603) loss_vfl_dn_4: 0.3526 (0.3578) loss_vfl_dn_5: 0.3522 (0.3571) time: 0.4837 data: 0.0142 max mem: 5654 Epoch: [51] Total time: 1:00:16 (0.4892 s / it) Averaged stats: lr: 0.000010 loss: 15.7237 (15.5972) loss_bbox: 0.1529 (0.1506) loss_bbox_aux_0: 0.1703 (0.1633) loss_bbox_aux_1: 0.1602 (0.1555) loss_bbox_aux_2: 0.1509 (0.1529) loss_bbox_aux_3: 0.1509 (0.1512) loss_bbox_aux_4: 0.1569 (0.1505) loss_bbox_aux_5: 0.2038 (0.1990) loss_bbox_dn_0: 0.2602 (0.2615) loss_bbox_dn_1: 0.1885 (0.1916) loss_bbox_dn_2: 0.1747 (0.1714) loss_bbox_dn_3: 0.1684 (0.1654) loss_bbox_dn_4: 0.1677 (0.1640) loss_bbox_dn_5: 0.1678 (0.1641) loss_giou: 0.4395 (0.4676) loss_giou_aux_0: 0.4741 (0.4910) loss_giou_aux_1: 0.4716 (0.4776) loss_giou_aux_2: 0.4430 (0.4719) loss_giou_aux_3: 0.4392 (0.4689) loss_giou_aux_4: 0.4396 (0.4677) loss_giou_aux_5: 0.5290 (0.5542) loss_giou_dn_0: 0.5504 (0.5704) loss_giou_dn_1: 0.4498 (0.4629) loss_giou_dn_2: 0.4128 (0.4323) loss_giou_dn_3: 0.4025 (0.4241) loss_giou_dn_4: 0.4001 (0.4220) loss_giou_dn_5: 0.4001 (0.4222) loss_vfl: 0.6509 (0.6661) loss_vfl_aux_0: 0.7600 (0.7677) loss_vfl_aux_1: 0.7129 (0.7209) loss_vfl_aux_2: 0.6876 (0.6927) loss_vfl_aux_3: 0.6779 (0.6779) loss_vfl_aux_4: 0.6519 (0.6702) loss_vfl_aux_5: 0.7264 (0.7528) loss_vfl_dn_0: 0.4449 (0.4489) loss_vfl_dn_1: 0.3790 (0.3833) loss_vfl_dn_2: 0.3626 (0.3675) loss_vfl_dn_3: 0.3552 (0.3603) loss_vfl_dn_4: 0.3526 (0.3578) loss_vfl_dn_5: 0.3522 (0.3571) Test: [ 0/157] eta: 0:04:24 time: 1.6862 data: 1.2388 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5182 data: 0.1371 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3961 data: 0.0266 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3905 data: 0.0265 max mem: 5654 Test: [ 40/157] eta: 0:01:08 time: 0.7260 data: 0.0261 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.7326 data: 0.0261 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.4079 data: 0.0270 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3977 data: 0.0266 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3958 data: 0.0269 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4057 data: 0.0271 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3965 data: 0.0263 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.4015 data: 0.0266 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3989 data: 0.0268 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3908 data: 0.0263 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3869 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6643 data: 0.0262 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6527 data: 0.0249 max mem: 5654 Test: Total time: 0:01:15 (0.4834 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.69s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [52] [ 0/7393] eta: 21:29:22 lr: 0.000010 loss: 16.7434 (16.7434) loss_bbox: 0.1545 (0.1545) loss_bbox_aux_0: 0.1795 (0.1795) loss_bbox_aux_1: 0.1643 (0.1643) loss_bbox_aux_2: 0.1581 (0.1581) loss_bbox_aux_3: 0.1582 (0.1582) loss_bbox_aux_4: 0.1568 (0.1568) loss_bbox_aux_5: 0.2195 (0.2195) loss_bbox_dn_0: 0.3222 (0.3222) loss_bbox_dn_1: 0.2557 (0.2557) loss_bbox_dn_2: 0.2194 (0.2194) loss_bbox_dn_3: 0.2136 (0.2136) loss_bbox_dn_4: 0.2097 (0.2097) loss_bbox_dn_5: 0.2109 (0.2109) loss_giou: 0.3918 (0.3918) loss_giou_aux_0: 0.4334 (0.4334) loss_giou_aux_1: 0.4125 (0.4125) loss_giou_aux_2: 0.3965 (0.3965) loss_giou_aux_3: 0.3974 (0.3974) loss_giou_aux_4: 0.3985 (0.3985) loss_giou_aux_5: 0.5178 (0.5178) loss_giou_dn_0: 0.5696 (0.5696) loss_giou_dn_1: 0.4687 (0.4687) loss_giou_dn_2: 0.4339 (0.4339) loss_giou_dn_3: 0.4227 (0.4227) loss_giou_dn_4: 0.4203 (0.4203) loss_giou_dn_5: 0.4205 (0.4205) loss_vfl: 0.8278 (0.8278) loss_vfl_aux_0: 0.9067 (0.9067) loss_vfl_aux_1: 0.8486 (0.8486) loss_vfl_aux_2: 0.8406 (0.8406) loss_vfl_aux_3: 0.8338 (0.8338) loss_vfl_aux_4: 0.8180 (0.8180) loss_vfl_aux_5: 0.8777 (0.8777) loss_vfl_dn_0: 0.4915 (0.4915) loss_vfl_dn_1: 0.4213 (0.4213) loss_vfl_dn_2: 0.4018 (0.4018) loss_vfl_dn_3: 0.3933 (0.3933) loss_vfl_dn_4: 0.3883 (0.3883) loss_vfl_dn_5: 0.3884 (0.3884) time: 10.4643 data: 3.4731 max mem: 5654 Epoch: [52] [ 100/7393] eta: 1:10:27 lr: 0.000010 loss: 15.3366 (15.5522) loss_bbox: 0.1441 (0.1518) loss_bbox_aux_0: 0.1495 (0.1641) loss_bbox_aux_1: 0.1465 (0.1562) loss_bbox_aux_2: 0.1433 (0.1556) loss_bbox_aux_3: 0.1412 (0.1525) loss_bbox_aux_4: 0.1382 (0.1525) loss_bbox_aux_5: 0.1807 (0.1996) loss_bbox_dn_0: 0.2469 (0.2653) loss_bbox_dn_1: 0.1750 (0.1943) loss_bbox_dn_2: 0.1498 (0.1735) loss_bbox_dn_3: 0.1498 (0.1678) loss_bbox_dn_4: 0.1480 (0.1664) loss_bbox_dn_5: 0.1480 (0.1664) loss_giou: 0.4328 (0.4610) loss_giou_aux_0: 0.4615 (0.4839) loss_giou_aux_1: 0.4361 (0.4699) loss_giou_aux_2: 0.4496 (0.4666) loss_giou_aux_3: 0.4353 (0.4620) loss_giou_aux_4: 0.4327 (0.4620) loss_giou_aux_5: 0.5282 (0.5479) loss_giou_dn_0: 0.5479 (0.5647) loss_giou_dn_1: 0.4399 (0.4562) loss_giou_dn_2: 0.4106 (0.4260) loss_giou_dn_3: 0.4039 (0.4178) loss_giou_dn_4: 0.4020 (0.4157) loss_giou_dn_5: 0.4019 (0.4159) loss_vfl: 0.6709 (0.6688) loss_vfl_aux_0: 0.7820 (0.7667) loss_vfl_aux_1: 0.7481 (0.7198) loss_vfl_aux_2: 0.6974 (0.6889) loss_vfl_aux_3: 0.7035 (0.6821) loss_vfl_aux_4: 0.6738 (0.6700) loss_vfl_aux_5: 0.7641 (0.7518) loss_vfl_dn_0: 0.4480 (0.4508) loss_vfl_dn_1: 0.3808 (0.3858) loss_vfl_dn_2: 0.3676 (0.3701) loss_vfl_dn_3: 0.3580 (0.3623) loss_vfl_dn_4: 0.3552 (0.3599) loss_vfl_dn_5: 0.3554 (0.3595) time: 0.4749 data: 0.0151 max mem: 5654 Epoch: [52] [ 200/7393] eta: 1:03:36 lr: 0.000010 loss: 15.2227 (15.5095) loss_bbox: 0.1370 (0.1474) loss_bbox_aux_0: 0.1465 (0.1599) loss_bbox_aux_1: 0.1438 (0.1525) loss_bbox_aux_2: 0.1404 (0.1508) loss_bbox_aux_3: 0.1384 (0.1484) loss_bbox_aux_4: 0.1379 (0.1479) loss_bbox_aux_5: 0.1826 (0.1952) loss_bbox_dn_0: 0.2357 (0.2580) loss_bbox_dn_1: 0.1758 (0.1886) loss_bbox_dn_2: 0.1553 (0.1689) loss_bbox_dn_3: 0.1506 (0.1632) loss_bbox_dn_4: 0.1486 (0.1618) loss_bbox_dn_5: 0.1486 (0.1618) loss_giou: 0.4347 (0.4652) loss_giou_aux_0: 0.4575 (0.4879) loss_giou_aux_1: 0.4550 (0.4745) loss_giou_aux_2: 0.4403 (0.4705) loss_giou_aux_3: 0.4348 (0.4662) loss_giou_aux_4: 0.4377 (0.4661) loss_giou_aux_5: 0.5274 (0.5516) loss_giou_dn_0: 0.5462 (0.5679) loss_giou_dn_1: 0.4415 (0.4593) loss_giou_dn_2: 0.4088 (0.4294) loss_giou_dn_3: 0.4030 (0.4213) loss_giou_dn_4: 0.4015 (0.4192) loss_giou_dn_5: 0.4015 (0.4193) loss_vfl: 0.6611 (0.6650) loss_vfl_aux_0: 0.7550 (0.7633) loss_vfl_aux_1: 0.7020 (0.7156) loss_vfl_aux_2: 0.6752 (0.6856) loss_vfl_aux_3: 0.6772 (0.6778) loss_vfl_aux_4: 0.6655 (0.6664) loss_vfl_aux_5: 0.7247 (0.7502) loss_vfl_dn_0: 0.4523 (0.4495) loss_vfl_dn_1: 0.3894 (0.3844) loss_vfl_dn_2: 0.3713 (0.3690) loss_vfl_dn_3: 0.3644 (0.3619) loss_vfl_dn_4: 0.3635 (0.3592) loss_vfl_dn_5: 0.3631 (0.3586) time: 0.4872 data: 0.0143 max mem: 5654 Epoch: [52] [ 300/7393] eta: 1:00:59 lr: 0.000010 loss: 16.3431 (15.5521) loss_bbox: 0.1668 (0.1491) loss_bbox_aux_0: 0.1711 (0.1618) loss_bbox_aux_1: 0.1673 (0.1549) loss_bbox_aux_2: 0.1732 (0.1527) loss_bbox_aux_3: 0.1654 (0.1500) loss_bbox_aux_4: 0.1673 (0.1492) loss_bbox_aux_5: 0.2225 (0.1967) loss_bbox_dn_0: 0.2641 (0.2572) loss_bbox_dn_1: 0.1978 (0.1885) loss_bbox_dn_2: 0.1808 (0.1685) loss_bbox_dn_3: 0.1759 (0.1628) loss_bbox_dn_4: 0.1734 (0.1615) loss_bbox_dn_5: 0.1736 (0.1615) loss_giou: 0.4527 (0.4682) loss_giou_aux_0: 0.4584 (0.4908) loss_giou_aux_1: 0.4306 (0.4778) loss_giou_aux_2: 0.4128 (0.4728) loss_giou_aux_3: 0.4479 (0.4690) loss_giou_aux_4: 0.4530 (0.4685) loss_giou_aux_5: 0.5268 (0.5540) loss_giou_dn_0: 0.5643 (0.5700) loss_giou_dn_1: 0.4517 (0.4618) loss_giou_dn_2: 0.4218 (0.4317) loss_giou_dn_3: 0.4113 (0.4236) loss_giou_dn_4: 0.4087 (0.4216) loss_giou_dn_5: 0.4086 (0.4217) loss_vfl: 0.6736 (0.6660) loss_vfl_aux_0: 0.7319 (0.7604) loss_vfl_aux_1: 0.7081 (0.7133) loss_vfl_aux_2: 0.6771 (0.6871) loss_vfl_aux_3: 0.6704 (0.6787) loss_vfl_aux_4: 0.6712 (0.6690) loss_vfl_aux_5: 0.7319 (0.7494) loss_vfl_dn_0: 0.4502 (0.4493) loss_vfl_dn_1: 0.3882 (0.3842) loss_vfl_dn_2: 0.3733 (0.3689) loss_vfl_dn_3: 0.3686 (0.3619) loss_vfl_dn_4: 0.3635 (0.3593) loss_vfl_dn_5: 0.3614 (0.3585) time: 0.4773 data: 0.0146 max mem: 5654 Epoch: [52] [ 400/7393] eta: 0:59:08 lr: 0.000010 loss: 15.3711 (15.5576) loss_bbox: 0.1565 (0.1487) loss_bbox_aux_0: 0.1630 (0.1617) loss_bbox_aux_1: 0.1651 (0.1544) loss_bbox_aux_2: 0.1583 (0.1515) loss_bbox_aux_3: 0.1591 (0.1494) loss_bbox_aux_4: 0.1566 (0.1488) loss_bbox_aux_5: 0.1920 (0.1964) loss_bbox_dn_0: 0.2612 (0.2569) loss_bbox_dn_1: 0.1890 (0.1873) loss_bbox_dn_2: 0.1659 (0.1673) loss_bbox_dn_3: 0.1550 (0.1615) loss_bbox_dn_4: 0.1531 (0.1601) loss_bbox_dn_5: 0.1532 (0.1602) loss_giou: 0.4655 (0.4703) loss_giou_aux_0: 0.4759 (0.4931) loss_giou_aux_1: 0.4599 (0.4794) loss_giou_aux_2: 0.4680 (0.4742) loss_giou_aux_3: 0.4650 (0.4714) loss_giou_aux_4: 0.4629 (0.4707) loss_giou_aux_5: 0.5269 (0.5556) loss_giou_dn_0: 0.5594 (0.5718) loss_giou_dn_1: 0.4476 (0.4633) loss_giou_dn_2: 0.4166 (0.4331) loss_giou_dn_3: 0.4130 (0.4250) loss_giou_dn_4: 0.4103 (0.4230) loss_giou_dn_5: 0.4109 (0.4232) loss_vfl: 0.6586 (0.6647) loss_vfl_aux_0: 0.7669 (0.7591) loss_vfl_aux_1: 0.7064 (0.7135) loss_vfl_aux_2: 0.6756 (0.6882) loss_vfl_aux_3: 0.6610 (0.6776) loss_vfl_aux_4: 0.6638 (0.6675) loss_vfl_aux_5: 0.7653 (0.7476) loss_vfl_dn_0: 0.4434 (0.4490) loss_vfl_dn_1: 0.3787 (0.3842) loss_vfl_dn_2: 0.3659 (0.3688) loss_vfl_dn_3: 0.3565 (0.3616) loss_vfl_dn_4: 0.3564 (0.3590) loss_vfl_dn_5: 0.3576 (0.3582) time: 0.4809 data: 0.0149 max mem: 5654 Epoch: [52] [ 500/7393] eta: 0:57:43 lr: 0.000010 loss: 15.6643 (15.5909) loss_bbox: 0.1432 (0.1492) loss_bbox_aux_0: 0.1509 (0.1619) loss_bbox_aux_1: 0.1426 (0.1546) loss_bbox_aux_2: 0.1356 (0.1516) loss_bbox_aux_3: 0.1351 (0.1497) loss_bbox_aux_4: 0.1386 (0.1491) loss_bbox_aux_5: 0.1853 (0.1961) loss_bbox_dn_0: 0.2282 (0.2553) loss_bbox_dn_1: 0.1795 (0.1864) loss_bbox_dn_2: 0.1636 (0.1665) loss_bbox_dn_3: 0.1604 (0.1607) loss_bbox_dn_4: 0.1593 (0.1594) loss_bbox_dn_5: 0.1594 (0.1594) loss_giou: 0.5053 (0.4732) loss_giou_aux_0: 0.5380 (0.4958) loss_giou_aux_1: 0.5231 (0.4823) loss_giou_aux_2: 0.5070 (0.4769) loss_giou_aux_3: 0.4989 (0.4740) loss_giou_aux_4: 0.5063 (0.4733) loss_giou_aux_5: 0.5927 (0.5587) loss_giou_dn_0: 0.5931 (0.5743) loss_giou_dn_1: 0.4822 (0.4659) loss_giou_dn_2: 0.4636 (0.4358) loss_giou_dn_3: 0.4616 (0.4276) loss_giou_dn_4: 0.4591 (0.4257) loss_giou_dn_5: 0.4596 (0.4259) loss_vfl: 0.6679 (0.6653) loss_vfl_aux_0: 0.7518 (0.7579) loss_vfl_aux_1: 0.7009 (0.7137) loss_vfl_aux_2: 0.6920 (0.6884) loss_vfl_aux_3: 0.6755 (0.6785) loss_vfl_aux_4: 0.6698 (0.6685) loss_vfl_aux_5: 0.7284 (0.7455) loss_vfl_dn_0: 0.4436 (0.4493) loss_vfl_dn_1: 0.3904 (0.3845) loss_vfl_dn_2: 0.3769 (0.3692) loss_vfl_dn_3: 0.3734 (0.3622) loss_vfl_dn_4: 0.3697 (0.3597) loss_vfl_dn_5: 0.3693 (0.3589) time: 0.4802 data: 0.0154 max mem: 5654 Epoch: [52] [ 600/7393] eta: 0:56:32 lr: 0.000010 loss: 16.0410 (15.5880) loss_bbox: 0.1441 (0.1483) loss_bbox_aux_0: 0.1621 (0.1611) loss_bbox_aux_1: 0.1579 (0.1538) loss_bbox_aux_2: 0.1595 (0.1509) loss_bbox_aux_3: 0.1438 (0.1489) loss_bbox_aux_4: 0.1431 (0.1483) loss_bbox_aux_5: 0.2035 (0.1952) loss_bbox_dn_0: 0.2630 (0.2540) loss_bbox_dn_1: 0.1956 (0.1856) loss_bbox_dn_2: 0.1722 (0.1659) loss_bbox_dn_3: 0.1649 (0.1601) loss_bbox_dn_4: 0.1610 (0.1589) loss_bbox_dn_5: 0.1612 (0.1589) loss_giou: 0.4941 (0.4747) loss_giou_aux_0: 0.5073 (0.4977) loss_giou_aux_1: 0.5025 (0.4843) loss_giou_aux_2: 0.4884 (0.4790) loss_giou_aux_3: 0.4929 (0.4758) loss_giou_aux_4: 0.4946 (0.4749) loss_giou_aux_5: 0.5746 (0.5609) loss_giou_dn_0: 0.6033 (0.5749) loss_giou_dn_1: 0.4832 (0.4669) loss_giou_dn_2: 0.4466 (0.4368) loss_giou_dn_3: 0.4413 (0.4288) loss_giou_dn_4: 0.4383 (0.4268) loss_giou_dn_5: 0.4383 (0.4270) loss_vfl: 0.6440 (0.6639) loss_vfl_aux_0: 0.7413 (0.7571) loss_vfl_aux_1: 0.6779 (0.7122) loss_vfl_aux_2: 0.6624 (0.6864) loss_vfl_aux_3: 0.6439 (0.6762) loss_vfl_aux_4: 0.6507 (0.6671) loss_vfl_aux_5: 0.7233 (0.7437) loss_vfl_dn_0: 0.4485 (0.4490) loss_vfl_dn_1: 0.3883 (0.3843) loss_vfl_dn_2: 0.3715 (0.3691) loss_vfl_dn_3: 0.3645 (0.3621) loss_vfl_dn_4: 0.3623 (0.3596) loss_vfl_dn_5: 0.3627 (0.3589) time: 0.4842 data: 0.0153 max mem: 5654 Epoch: [52] [ 700/7393] eta: 0:55:20 lr: 0.000010 loss: 16.0145 (15.6289) loss_bbox: 0.1450 (0.1490) loss_bbox_aux_0: 0.1556 (0.1621) loss_bbox_aux_1: 0.1494 (0.1544) loss_bbox_aux_2: 0.1435 (0.1518) loss_bbox_aux_3: 0.1472 (0.1497) loss_bbox_aux_4: 0.1458 (0.1490) loss_bbox_aux_5: 0.2139 (0.1965) loss_bbox_dn_0: 0.2733 (0.2558) loss_bbox_dn_1: 0.2009 (0.1871) loss_bbox_dn_2: 0.1752 (0.1671) loss_bbox_dn_3: 0.1753 (0.1613) loss_bbox_dn_4: 0.1742 (0.1600) loss_bbox_dn_5: 0.1742 (0.1600) loss_giou: 0.4185 (0.4758) loss_giou_aux_0: 0.4542 (0.4994) loss_giou_aux_1: 0.4509 (0.4859) loss_giou_aux_2: 0.4206 (0.4803) loss_giou_aux_3: 0.4209 (0.4771) loss_giou_aux_4: 0.4183 (0.4760) loss_giou_aux_5: 0.5565 (0.5630) loss_giou_dn_0: 0.5495 (0.5766) loss_giou_dn_1: 0.4523 (0.4685) loss_giou_dn_2: 0.4157 (0.4383) loss_giou_dn_3: 0.4041 (0.4302) loss_giou_dn_4: 0.3988 (0.4283) loss_giou_dn_5: 0.3989 (0.4285) loss_vfl: 0.6856 (0.6647) loss_vfl_aux_0: 0.7906 (0.7586) loss_vfl_aux_1: 0.7567 (0.7146) loss_vfl_aux_2: 0.6994 (0.6875) loss_vfl_aux_3: 0.6958 (0.6768) loss_vfl_aux_4: 0.6859 (0.6682) loss_vfl_aux_5: 0.7569 (0.7433) loss_vfl_dn_0: 0.4563 (0.4490) loss_vfl_dn_1: 0.3809 (0.3844) loss_vfl_dn_2: 0.3611 (0.3692) loss_vfl_dn_3: 0.3523 (0.3622) loss_vfl_dn_4: 0.3479 (0.3597) loss_vfl_dn_5: 0.3494 (0.3590) time: 0.4712 data: 0.0147 max mem: 5654 Epoch: [52] [ 800/7393] eta: 0:54:19 lr: 0.000010 loss: 15.8815 (15.6494) loss_bbox: 0.1523 (0.1496) loss_bbox_aux_0: 0.1636 (0.1627) loss_bbox_aux_1: 0.1561 (0.1551) loss_bbox_aux_2: 0.1549 (0.1525) loss_bbox_aux_3: 0.1551 (0.1504) loss_bbox_aux_4: 0.1459 (0.1495) loss_bbox_aux_5: 0.2018 (0.1975) loss_bbox_dn_0: 0.2546 (0.2574) loss_bbox_dn_1: 0.1912 (0.1882) loss_bbox_dn_2: 0.1632 (0.1682) loss_bbox_dn_3: 0.1600 (0.1624) loss_bbox_dn_4: 0.1590 (0.1610) loss_bbox_dn_5: 0.1589 (0.1610) loss_giou: 0.4902 (0.4761) loss_giou_aux_0: 0.5089 (0.4995) loss_giou_aux_1: 0.5148 (0.4863) loss_giou_aux_2: 0.5079 (0.4808) loss_giou_aux_3: 0.4945 (0.4774) loss_giou_aux_4: 0.4904 (0.4763) loss_giou_aux_5: 0.5640 (0.5633) loss_giou_dn_0: 0.5780 (0.5771) loss_giou_dn_1: 0.4614 (0.4689) loss_giou_dn_2: 0.4251 (0.4386) loss_giou_dn_3: 0.4141 (0.4305) loss_giou_dn_4: 0.4132 (0.4284) loss_giou_dn_5: 0.4135 (0.4286) loss_vfl: 0.6350 (0.6651) loss_vfl_aux_0: 0.7271 (0.7604) loss_vfl_aux_1: 0.6720 (0.7153) loss_vfl_aux_2: 0.6687 (0.6879) loss_vfl_aux_3: 0.6411 (0.6770) loss_vfl_aux_4: 0.6442 (0.6688) loss_vfl_aux_5: 0.7367 (0.7441) loss_vfl_dn_0: 0.4422 (0.4491) loss_vfl_dn_1: 0.3855 (0.3845) loss_vfl_dn_2: 0.3628 (0.3692) loss_vfl_dn_3: 0.3527 (0.3622) loss_vfl_dn_4: 0.3495 (0.3597) loss_vfl_dn_5: 0.3501 (0.3589) time: 0.4764 data: 0.0153 max mem: 5654 Epoch: [52] [ 900/7393] eta: 0:53:20 lr: 0.000010 loss: 15.1923 (15.6375) loss_bbox: 0.1304 (0.1493) loss_bbox_aux_0: 0.1464 (0.1625) loss_bbox_aux_1: 0.1344 (0.1547) loss_bbox_aux_2: 0.1350 (0.1523) loss_bbox_aux_3: 0.1316 (0.1501) loss_bbox_aux_4: 0.1301 (0.1491) loss_bbox_aux_5: 0.1722 (0.1969) loss_bbox_dn_0: 0.1898 (0.2566) loss_bbox_dn_1: 0.1382 (0.1876) loss_bbox_dn_2: 0.1258 (0.1677) loss_bbox_dn_3: 0.1230 (0.1619) loss_bbox_dn_4: 0.1216 (0.1606) loss_bbox_dn_5: 0.1216 (0.1606) loss_giou: 0.5001 (0.4758) loss_giou_aux_0: 0.5180 (0.4993) loss_giou_aux_1: 0.5062 (0.4858) loss_giou_aux_2: 0.4952 (0.4806) loss_giou_aux_3: 0.5026 (0.4771) loss_giou_aux_4: 0.5013 (0.4758) loss_giou_aux_5: 0.5866 (0.5629) loss_giou_dn_0: 0.5758 (0.5767) loss_giou_dn_1: 0.4603 (0.4686) loss_giou_dn_2: 0.4306 (0.4382) loss_giou_dn_3: 0.4226 (0.4301) loss_giou_dn_4: 0.4212 (0.4281) loss_giou_dn_5: 0.4226 (0.4283) loss_vfl: 0.6315 (0.6648) loss_vfl_aux_0: 0.7113 (0.7596) loss_vfl_aux_1: 0.6673 (0.7156) loss_vfl_aux_2: 0.6405 (0.6875) loss_vfl_aux_3: 0.6391 (0.6765) loss_vfl_aux_4: 0.6338 (0.6686) loss_vfl_aux_5: 0.7172 (0.7446) loss_vfl_dn_0: 0.4378 (0.4491) loss_vfl_dn_1: 0.3759 (0.3845) loss_vfl_dn_2: 0.3587 (0.3690) loss_vfl_dn_3: 0.3546 (0.3620) loss_vfl_dn_4: 0.3535 (0.3595) loss_vfl_dn_5: 0.3531 (0.3588) time: 0.4818 data: 0.0145 max mem: 5654 Epoch: [52] [1000/7393] eta: 0:52:27 lr: 0.000010 loss: 15.7802 (15.6211) loss_bbox: 0.1280 (0.1485) loss_bbox_aux_0: 0.1533 (0.1617) loss_bbox_aux_1: 0.1400 (0.1541) loss_bbox_aux_2: 0.1339 (0.1514) loss_bbox_aux_3: 0.1306 (0.1493) loss_bbox_aux_4: 0.1315 (0.1483) loss_bbox_aux_5: 0.1813 (0.1957) loss_bbox_dn_0: 0.2207 (0.2549) loss_bbox_dn_1: 0.1671 (0.1862) loss_bbox_dn_2: 0.1455 (0.1664) loss_bbox_dn_3: 0.1419 (0.1607) loss_bbox_dn_4: 0.1405 (0.1593) loss_bbox_dn_5: 0.1405 (0.1594) loss_giou: 0.4873 (0.4766) loss_giou_aux_0: 0.5118 (0.5003) loss_giou_aux_1: 0.4910 (0.4868) loss_giou_aux_2: 0.4802 (0.4816) loss_giou_aux_3: 0.4752 (0.4781) loss_giou_aux_4: 0.4756 (0.4768) loss_giou_aux_5: 0.5725 (0.5639) loss_giou_dn_0: 0.5742 (0.5768) loss_giou_dn_1: 0.4731 (0.4686) loss_giou_dn_2: 0.4380 (0.4382) loss_giou_dn_3: 0.4261 (0.4301) loss_giou_dn_4: 0.4248 (0.4281) loss_giou_dn_5: 0.4248 (0.4283) loss_vfl: 0.6591 (0.6636) loss_vfl_aux_0: 0.7311 (0.7585) loss_vfl_aux_1: 0.7113 (0.7142) loss_vfl_aux_2: 0.6687 (0.6862) loss_vfl_aux_3: 0.6843 (0.6753) loss_vfl_aux_4: 0.6585 (0.6673) loss_vfl_aux_5: 0.7282 (0.7434) loss_vfl_dn_0: 0.4461 (0.4489) loss_vfl_dn_1: 0.3895 (0.3844) loss_vfl_dn_2: 0.3736 (0.3689) loss_vfl_dn_3: 0.3647 (0.3619) loss_vfl_dn_4: 0.3617 (0.3594) loss_vfl_dn_5: 0.3604 (0.3587) time: 0.4984 data: 0.0150 max mem: 5654 Epoch: [52] [1100/7393] eta: 0:51:32 lr: 0.000010 loss: 15.5163 (15.6195) loss_bbox: 0.1432 (0.1486) loss_bbox_aux_0: 0.1602 (0.1620) loss_bbox_aux_1: 0.1474 (0.1542) loss_bbox_aux_2: 0.1441 (0.1515) loss_bbox_aux_3: 0.1427 (0.1493) loss_bbox_aux_4: 0.1421 (0.1484) loss_bbox_aux_5: 0.1985 (0.1961) loss_bbox_dn_0: 0.2507 (0.2552) loss_bbox_dn_1: 0.1859 (0.1864) loss_bbox_dn_2: 0.1625 (0.1665) loss_bbox_dn_3: 0.1563 (0.1607) loss_bbox_dn_4: 0.1578 (0.1594) loss_bbox_dn_5: 0.1578 (0.1594) loss_giou: 0.4466 (0.4767) loss_giou_aux_0: 0.4808 (0.5006) loss_giou_aux_1: 0.4605 (0.4871) loss_giou_aux_2: 0.4569 (0.4817) loss_giou_aux_3: 0.4498 (0.4783) loss_giou_aux_4: 0.4465 (0.4768) loss_giou_aux_5: 0.5475 (0.5640) loss_giou_dn_0: 0.5644 (0.5773) loss_giou_dn_1: 0.4620 (0.4690) loss_giou_dn_2: 0.4261 (0.4384) loss_giou_dn_3: 0.4113 (0.4302) loss_giou_dn_4: 0.4074 (0.4282) loss_giou_dn_5: 0.4074 (0.4284) loss_vfl: 0.6398 (0.6630) loss_vfl_aux_0: 0.7197 (0.7578) loss_vfl_aux_1: 0.6891 (0.7135) loss_vfl_aux_2: 0.6715 (0.6852) loss_vfl_aux_3: 0.6569 (0.6744) loss_vfl_aux_4: 0.6491 (0.6667) loss_vfl_aux_5: 0.7097 (0.7430) loss_vfl_dn_0: 0.4481 (0.4486) loss_vfl_dn_1: 0.3796 (0.3843) loss_vfl_dn_2: 0.3640 (0.3689) loss_vfl_dn_3: 0.3568 (0.3618) loss_vfl_dn_4: 0.3545 (0.3593) loss_vfl_dn_5: 0.3546 (0.3587) time: 0.4879 data: 0.0147 max mem: 5654 Epoch: [52] [1200/7393] eta: 0:50:36 lr: 0.000010 loss: 15.4192 (15.6088) loss_bbox: 0.1486 (0.1487) loss_bbox_aux_0: 0.1502 (0.1620) loss_bbox_aux_1: 0.1380 (0.1544) loss_bbox_aux_2: 0.1497 (0.1518) loss_bbox_aux_3: 0.1488 (0.1496) loss_bbox_aux_4: 0.1478 (0.1486) loss_bbox_aux_5: 0.1868 (0.1965) loss_bbox_dn_0: 0.2347 (0.2555) loss_bbox_dn_1: 0.1681 (0.1865) loss_bbox_dn_2: 0.1488 (0.1666) loss_bbox_dn_3: 0.1427 (0.1607) loss_bbox_dn_4: 0.1419 (0.1594) loss_bbox_dn_5: 0.1419 (0.1594) loss_giou: 0.4544 (0.4757) loss_giou_aux_0: 0.4786 (0.4994) loss_giou_aux_1: 0.4556 (0.4860) loss_giou_aux_2: 0.4530 (0.4808) loss_giou_aux_3: 0.4564 (0.4774) loss_giou_aux_4: 0.4576 (0.4759) loss_giou_aux_5: 0.5322 (0.5629) loss_giou_dn_0: 0.5817 (0.5767) loss_giou_dn_1: 0.4678 (0.4683) loss_giou_dn_2: 0.4348 (0.4376) loss_giou_dn_3: 0.4190 (0.4294) loss_giou_dn_4: 0.4163 (0.4273) loss_giou_dn_5: 0.4163 (0.4275) loss_vfl: 0.6761 (0.6628) loss_vfl_aux_0: 0.7702 (0.7582) loss_vfl_aux_1: 0.7374 (0.7138) loss_vfl_aux_2: 0.6876 (0.6854) loss_vfl_aux_3: 0.6822 (0.6742) loss_vfl_aux_4: 0.6789 (0.6665) loss_vfl_aux_5: 0.7688 (0.7434) loss_vfl_dn_0: 0.4541 (0.4484) loss_vfl_dn_1: 0.3881 (0.3840) loss_vfl_dn_2: 0.3723 (0.3686) loss_vfl_dn_3: 0.3657 (0.3615) loss_vfl_dn_4: 0.3630 (0.3590) loss_vfl_dn_5: 0.3622 (0.3583) time: 0.4721 data: 0.0138 max mem: 5654 Epoch: [52] [1300/7393] eta: 0:49:44 lr: 0.000010 loss: 15.1964 (15.5871) loss_bbox: 0.1363 (0.1483) loss_bbox_aux_0: 0.1484 (0.1616) loss_bbox_aux_1: 0.1388 (0.1539) loss_bbox_aux_2: 0.1408 (0.1515) loss_bbox_aux_3: 0.1488 (0.1492) loss_bbox_aux_4: 0.1359 (0.1482) loss_bbox_aux_5: 0.1855 (0.1961) loss_bbox_dn_0: 0.2809 (0.2552) loss_bbox_dn_1: 0.2044 (0.1863) loss_bbox_dn_2: 0.1776 (0.1664) loss_bbox_dn_3: 0.1685 (0.1606) loss_bbox_dn_4: 0.1673 (0.1592) loss_bbox_dn_5: 0.1673 (0.1592) loss_giou: 0.4294 (0.4746) loss_giou_aux_0: 0.4735 (0.4984) loss_giou_aux_1: 0.4546 (0.4850) loss_giou_aux_2: 0.4407 (0.4798) loss_giou_aux_3: 0.4357 (0.4763) loss_giou_aux_4: 0.4347 (0.4748) loss_giou_aux_5: 0.5441 (0.5619) loss_giou_dn_0: 0.5683 (0.5756) loss_giou_dn_1: 0.4469 (0.4673) loss_giou_dn_2: 0.4161 (0.4367) loss_giou_dn_3: 0.4062 (0.4284) loss_giou_dn_4: 0.4057 (0.4263) loss_giou_dn_5: 0.4057 (0.4265) loss_vfl: 0.6509 (0.6624) loss_vfl_aux_0: 0.7635 (0.7577) loss_vfl_aux_1: 0.7033 (0.7135) loss_vfl_aux_2: 0.6664 (0.6847) loss_vfl_aux_3: 0.6470 (0.6736) loss_vfl_aux_4: 0.6498 (0.6661) loss_vfl_aux_5: 0.7346 (0.7431) loss_vfl_dn_0: 0.4438 (0.4483) loss_vfl_dn_1: 0.3802 (0.3838) loss_vfl_dn_2: 0.3614 (0.3683) loss_vfl_dn_3: 0.3535 (0.3612) loss_vfl_dn_4: 0.3511 (0.3587) loss_vfl_dn_5: 0.3509 (0.3580) time: 0.4954 data: 0.0148 max mem: 5654 Epoch: [52] [1400/7393] eta: 0:48:49 lr: 0.000010 loss: 15.3878 (15.5909) loss_bbox: 0.1431 (0.1485) loss_bbox_aux_0: 0.1568 (0.1617) loss_bbox_aux_1: 0.1489 (0.1539) loss_bbox_aux_2: 0.1449 (0.1516) loss_bbox_aux_3: 0.1515 (0.1494) loss_bbox_aux_4: 0.1431 (0.1484) loss_bbox_aux_5: 0.1851 (0.1963) loss_bbox_dn_0: 0.2498 (0.2556) loss_bbox_dn_1: 0.1922 (0.1867) loss_bbox_dn_2: 0.1593 (0.1667) loss_bbox_dn_3: 0.1551 (0.1610) loss_bbox_dn_4: 0.1574 (0.1596) loss_bbox_dn_5: 0.1574 (0.1596) loss_giou: 0.4411 (0.4747) loss_giou_aux_0: 0.4586 (0.4986) loss_giou_aux_1: 0.4598 (0.4850) loss_giou_aux_2: 0.4496 (0.4798) loss_giou_aux_3: 0.4443 (0.4764) loss_giou_aux_4: 0.4395 (0.4749) loss_giou_aux_5: 0.5278 (0.5620) loss_giou_dn_0: 0.5747 (0.5757) loss_giou_dn_1: 0.4572 (0.4676) loss_giou_dn_2: 0.4260 (0.4369) loss_giou_dn_3: 0.4173 (0.4287) loss_giou_dn_4: 0.4148 (0.4267) loss_giou_dn_5: 0.4148 (0.4269) loss_vfl: 0.6714 (0.6622) loss_vfl_aux_0: 0.7602 (0.7575) loss_vfl_aux_1: 0.7260 (0.7136) loss_vfl_aux_2: 0.6938 (0.6846) loss_vfl_aux_3: 0.6773 (0.6733) loss_vfl_aux_4: 0.6800 (0.6659) loss_vfl_aux_5: 0.7494 (0.7425) loss_vfl_dn_0: 0.4492 (0.4482) loss_vfl_dn_1: 0.3818 (0.3837) loss_vfl_dn_2: 0.3661 (0.3683) loss_vfl_dn_3: 0.3579 (0.3612) loss_vfl_dn_4: 0.3572 (0.3587) loss_vfl_dn_5: 0.3580 (0.3580) time: 0.4750 data: 0.0146 max mem: 5654 Epoch: [52] [1500/7393] eta: 0:47:59 lr: 0.000010 loss: 15.1634 (15.5667) loss_bbox: 0.1270 (0.1484) loss_bbox_aux_0: 0.1462 (0.1616) loss_bbox_aux_1: 0.1382 (0.1537) loss_bbox_aux_2: 0.1331 (0.1516) loss_bbox_aux_3: 0.1297 (0.1494) loss_bbox_aux_4: 0.1270 (0.1483) loss_bbox_aux_5: 0.1897 (0.1963) loss_bbox_dn_0: 0.2389 (0.2559) loss_bbox_dn_1: 0.1714 (0.1869) loss_bbox_dn_2: 0.1540 (0.1668) loss_bbox_dn_3: 0.1391 (0.1611) loss_bbox_dn_4: 0.1358 (0.1598) loss_bbox_dn_5: 0.1359 (0.1598) loss_giou: 0.4201 (0.4725) loss_giou_aux_0: 0.4490 (0.4963) loss_giou_aux_1: 0.4220 (0.4827) loss_giou_aux_2: 0.4278 (0.4777) loss_giou_aux_3: 0.4187 (0.4743) loss_giou_aux_4: 0.4165 (0.4727) loss_giou_aux_5: 0.4992 (0.5597) loss_giou_dn_0: 0.5356 (0.5743) loss_giou_dn_1: 0.4291 (0.4662) loss_giou_dn_2: 0.3997 (0.4355) loss_giou_dn_3: 0.3909 (0.4273) loss_giou_dn_4: 0.3863 (0.4252) loss_giou_dn_5: 0.3860 (0.4254) loss_vfl: 0.6727 (0.6623) loss_vfl_aux_0: 0.7600 (0.7580) loss_vfl_aux_1: 0.7150 (0.7141) loss_vfl_aux_2: 0.6833 (0.6845) loss_vfl_aux_3: 0.6818 (0.6729) loss_vfl_aux_4: 0.6745 (0.6660) loss_vfl_aux_5: 0.7319 (0.7430) loss_vfl_dn_0: 0.4514 (0.4482) loss_vfl_dn_1: 0.3849 (0.3835) loss_vfl_dn_2: 0.3674 (0.3679) loss_vfl_dn_3: 0.3592 (0.3608) loss_vfl_dn_4: 0.3592 (0.3583) loss_vfl_dn_5: 0.3585 (0.3576) time: 0.4734 data: 0.0150 max mem: 5654 Epoch: [52] [1600/7393] eta: 0:47:08 lr: 0.000010 loss: 15.3165 (15.5828) loss_bbox: 0.1343 (0.1484) loss_bbox_aux_0: 0.1493 (0.1614) loss_bbox_aux_1: 0.1392 (0.1536) loss_bbox_aux_2: 0.1352 (0.1514) loss_bbox_aux_3: 0.1346 (0.1494) loss_bbox_aux_4: 0.1351 (0.1483) loss_bbox_aux_5: 0.1926 (0.1964) loss_bbox_dn_0: 0.2500 (0.2553) loss_bbox_dn_1: 0.1887 (0.1866) loss_bbox_dn_2: 0.1688 (0.1666) loss_bbox_dn_3: 0.1605 (0.1609) loss_bbox_dn_4: 0.1529 (0.1595) loss_bbox_dn_5: 0.1528 (0.1595) loss_giou: 0.4409 (0.4744) loss_giou_aux_0: 0.4678 (0.4981) loss_giou_aux_1: 0.4638 (0.4846) loss_giou_aux_2: 0.4512 (0.4795) loss_giou_aux_3: 0.4398 (0.4762) loss_giou_aux_4: 0.4407 (0.4745) loss_giou_aux_5: 0.5435 (0.5618) loss_giou_dn_0: 0.5574 (0.5753) loss_giou_dn_1: 0.4460 (0.4674) loss_giou_dn_2: 0.4143 (0.4367) loss_giou_dn_3: 0.4070 (0.4285) loss_giou_dn_4: 0.4054 (0.4264) loss_giou_dn_5: 0.4054 (0.4266) loss_vfl: 0.6319 (0.6619) loss_vfl_aux_0: 0.7763 (0.7578) loss_vfl_aux_1: 0.7056 (0.7140) loss_vfl_aux_2: 0.6827 (0.6843) loss_vfl_aux_3: 0.6616 (0.6724) loss_vfl_aux_4: 0.6345 (0.6656) loss_vfl_aux_5: 0.7325 (0.7419) loss_vfl_dn_0: 0.4513 (0.4483) loss_vfl_dn_1: 0.3908 (0.3837) loss_vfl_dn_2: 0.3741 (0.3681) loss_vfl_dn_3: 0.3640 (0.3611) loss_vfl_dn_4: 0.3666 (0.3586) loss_vfl_dn_5: 0.3663 (0.3579) time: 0.4884 data: 0.0140 max mem: 5654 Epoch: [52] [1700/7393] eta: 0:46:20 lr: 0.000010 loss: 16.2406 (15.5892) loss_bbox: 0.1543 (0.1487) loss_bbox_aux_0: 0.1609 (0.1616) loss_bbox_aux_1: 0.1565 (0.1539) loss_bbox_aux_2: 0.1603 (0.1517) loss_bbox_aux_3: 0.1553 (0.1497) loss_bbox_aux_4: 0.1497 (0.1487) loss_bbox_aux_5: 0.2016 (0.1969) loss_bbox_dn_0: 0.2779 (0.2559) loss_bbox_dn_1: 0.1982 (0.1871) loss_bbox_dn_2: 0.1790 (0.1671) loss_bbox_dn_3: 0.1633 (0.1613) loss_bbox_dn_4: 0.1635 (0.1599) loss_bbox_dn_5: 0.1636 (0.1600) loss_giou: 0.4609 (0.4745) loss_giou_aux_0: 0.4792 (0.4981) loss_giou_aux_1: 0.4751 (0.4847) loss_giou_aux_2: 0.4742 (0.4796) loss_giou_aux_3: 0.4629 (0.4762) loss_giou_aux_4: 0.4609 (0.4746) loss_giou_aux_5: 0.5400 (0.5617) loss_giou_dn_0: 0.5728 (0.5755) loss_giou_dn_1: 0.4636 (0.4675) loss_giou_dn_2: 0.4366 (0.4367) loss_giou_dn_3: 0.4291 (0.4285) loss_giou_dn_4: 0.4289 (0.4265) loss_giou_dn_5: 0.4287 (0.4267) loss_vfl: 0.6564 (0.6616) loss_vfl_aux_0: 0.7702 (0.7584) loss_vfl_aux_1: 0.7296 (0.7143) loss_vfl_aux_2: 0.6876 (0.6843) loss_vfl_aux_3: 0.6749 (0.6722) loss_vfl_aux_4: 0.6540 (0.6655) loss_vfl_aux_5: 0.7502 (0.7425) loss_vfl_dn_0: 0.4528 (0.4484) loss_vfl_dn_1: 0.3854 (0.3837) loss_vfl_dn_2: 0.3720 (0.3681) loss_vfl_dn_3: 0.3641 (0.3610) loss_vfl_dn_4: 0.3621 (0.3585) loss_vfl_dn_5: 0.3615 (0.3578) time: 0.4847 data: 0.0151 max mem: 5654 Epoch: [52] [1800/7393] eta: 0:45:30 lr: 0.000010 loss: 15.7647 (15.5857) loss_bbox: 0.1439 (0.1487) loss_bbox_aux_0: 0.1530 (0.1616) loss_bbox_aux_1: 0.1473 (0.1539) loss_bbox_aux_2: 0.1448 (0.1517) loss_bbox_aux_3: 0.1447 (0.1497) loss_bbox_aux_4: 0.1445 (0.1487) loss_bbox_aux_5: 0.1776 (0.1969) loss_bbox_dn_0: 0.2274 (0.2559) loss_bbox_dn_1: 0.1734 (0.1872) loss_bbox_dn_2: 0.1558 (0.1671) loss_bbox_dn_3: 0.1522 (0.1614) loss_bbox_dn_4: 0.1512 (0.1600) loss_bbox_dn_5: 0.1512 (0.1600) loss_giou: 0.4499 (0.4740) loss_giou_aux_0: 0.4669 (0.4977) loss_giou_aux_1: 0.4622 (0.4844) loss_giou_aux_2: 0.4590 (0.4791) loss_giou_aux_3: 0.4567 (0.4757) loss_giou_aux_4: 0.4462 (0.4741) loss_giou_aux_5: 0.5266 (0.5614) loss_giou_dn_0: 0.5661 (0.5751) loss_giou_dn_1: 0.4633 (0.4672) loss_giou_dn_2: 0.4353 (0.4365) loss_giou_dn_3: 0.4260 (0.4283) loss_giou_dn_4: 0.4231 (0.4262) loss_giou_dn_5: 0.4230 (0.4264) loss_vfl: 0.6666 (0.6616) loss_vfl_aux_0: 0.7833 (0.7589) loss_vfl_aux_1: 0.7108 (0.7146) loss_vfl_aux_2: 0.6835 (0.6844) loss_vfl_aux_3: 0.6800 (0.6723) loss_vfl_aux_4: 0.6742 (0.6654) loss_vfl_aux_5: 0.7505 (0.7426) loss_vfl_dn_0: 0.4502 (0.4483) loss_vfl_dn_1: 0.3891 (0.3836) loss_vfl_dn_2: 0.3721 (0.3680) loss_vfl_dn_3: 0.3606 (0.3609) loss_vfl_dn_4: 0.3567 (0.3584) loss_vfl_dn_5: 0.3586 (0.3577) time: 0.5003 data: 0.0141 max mem: 5654 Epoch: [52] [1900/7393] eta: 0:44:41 lr: 0.000010 loss: 15.6106 (15.5844) loss_bbox: 0.1499 (0.1490) loss_bbox_aux_0: 0.1649 (0.1618) loss_bbox_aux_1: 0.1451 (0.1540) loss_bbox_aux_2: 0.1474 (0.1519) loss_bbox_aux_3: 0.1620 (0.1499) loss_bbox_aux_4: 0.1499 (0.1489) loss_bbox_aux_5: 0.1943 (0.1971) loss_bbox_dn_0: 0.2899 (0.2566) loss_bbox_dn_1: 0.2132 (0.1877) loss_bbox_dn_2: 0.1953 (0.1676) loss_bbox_dn_3: 0.1884 (0.1618) loss_bbox_dn_4: 0.1864 (0.1605) loss_bbox_dn_5: 0.1864 (0.1605) loss_giou: 0.4245 (0.4734) loss_giou_aux_0: 0.4508 (0.4968) loss_giou_aux_1: 0.4237 (0.4835) loss_giou_aux_2: 0.4186 (0.4784) loss_giou_aux_3: 0.4164 (0.4751) loss_giou_aux_4: 0.4244 (0.4735) loss_giou_aux_5: 0.4919 (0.5604) loss_giou_dn_0: 0.5575 (0.5745) loss_giou_dn_1: 0.4517 (0.4667) loss_giou_dn_2: 0.4238 (0.4359) loss_giou_dn_3: 0.4204 (0.4277) loss_giou_dn_4: 0.4182 (0.4257) loss_giou_dn_5: 0.4183 (0.4259) loss_vfl: 0.6704 (0.6617) loss_vfl_aux_0: 0.7768 (0.7595) loss_vfl_aux_1: 0.7667 (0.7154) loss_vfl_aux_2: 0.6901 (0.6849) loss_vfl_aux_3: 0.6828 (0.6724) loss_vfl_aux_4: 0.6661 (0.6657) loss_vfl_aux_5: 0.7631 (0.7437) loss_vfl_dn_0: 0.4457 (0.4483) loss_vfl_dn_1: 0.3800 (0.3835) loss_vfl_dn_2: 0.3662 (0.3678) loss_vfl_dn_3: 0.3593 (0.3607) loss_vfl_dn_4: 0.3592 (0.3582) loss_vfl_dn_5: 0.3583 (0.3575) time: 0.4905 data: 0.0139 max mem: 5654 Epoch: [52] [2000/7393] eta: 0:43:51 lr: 0.000010 loss: 15.9717 (15.5890) loss_bbox: 0.1338 (0.1490) loss_bbox_aux_0: 0.1589 (0.1618) loss_bbox_aux_1: 0.1411 (0.1540) loss_bbox_aux_2: 0.1407 (0.1519) loss_bbox_aux_3: 0.1374 (0.1500) loss_bbox_aux_4: 0.1470 (0.1490) loss_bbox_aux_5: 0.1871 (0.1971) loss_bbox_dn_0: 0.2505 (0.2570) loss_bbox_dn_1: 0.1800 (0.1881) loss_bbox_dn_2: 0.1574 (0.1680) loss_bbox_dn_3: 0.1509 (0.1622) loss_bbox_dn_4: 0.1493 (0.1608) loss_bbox_dn_5: 0.1493 (0.1609) loss_giou: 0.4783 (0.4735) loss_giou_aux_0: 0.4794 (0.4970) loss_giou_aux_1: 0.4752 (0.4836) loss_giou_aux_2: 0.4699 (0.4787) loss_giou_aux_3: 0.4660 (0.4753) loss_giou_aux_4: 0.4885 (0.4736) loss_giou_aux_5: 0.5510 (0.5607) loss_giou_dn_0: 0.5831 (0.5745) loss_giou_dn_1: 0.4792 (0.4668) loss_giou_dn_2: 0.4437 (0.4361) loss_giou_dn_3: 0.4314 (0.4280) loss_giou_dn_4: 0.4279 (0.4259) loss_giou_dn_5: 0.4278 (0.4261) loss_vfl: 0.6493 (0.6619) loss_vfl_aux_0: 0.7264 (0.7591) loss_vfl_aux_1: 0.7022 (0.7155) loss_vfl_aux_2: 0.6610 (0.6848) loss_vfl_aux_3: 0.6606 (0.6726) loss_vfl_aux_4: 0.6577 (0.6658) loss_vfl_aux_5: 0.7150 (0.7434) loss_vfl_dn_0: 0.4433 (0.4482) loss_vfl_dn_1: 0.3864 (0.3835) loss_vfl_dn_2: 0.3766 (0.3679) loss_vfl_dn_3: 0.3704 (0.3608) loss_vfl_dn_4: 0.3680 (0.3583) loss_vfl_dn_5: 0.3659 (0.3576) time: 0.4897 data: 0.0141 max mem: 5654 Epoch: [52] [2100/7393] eta: 0:43:19 lr: 0.000010 loss: 15.5107 (15.5899) loss_bbox: 0.1493 (0.1491) loss_bbox_aux_0: 0.1499 (0.1618) loss_bbox_aux_1: 0.1443 (0.1540) loss_bbox_aux_2: 0.1402 (0.1519) loss_bbox_aux_3: 0.1490 (0.1499) loss_bbox_aux_4: 0.1492 (0.1490) loss_bbox_aux_5: 0.1836 (0.1969) loss_bbox_dn_0: 0.2391 (0.2572) loss_bbox_dn_1: 0.1689 (0.1883) loss_bbox_dn_2: 0.1511 (0.1683) loss_bbox_dn_3: 0.1448 (0.1625) loss_bbox_dn_4: 0.1469 (0.1612) loss_bbox_dn_5: 0.1469 (0.1612) loss_giou: 0.4367 (0.4734) loss_giou_aux_0: 0.4388 (0.4968) loss_giou_aux_1: 0.4213 (0.4834) loss_giou_aux_2: 0.4196 (0.4785) loss_giou_aux_3: 0.4312 (0.4752) loss_giou_aux_4: 0.4344 (0.4735) loss_giou_aux_5: 0.5291 (0.5605) loss_giou_dn_0: 0.5437 (0.5743) loss_giou_dn_1: 0.4361 (0.4668) loss_giou_dn_2: 0.4083 (0.4361) loss_giou_dn_3: 0.4043 (0.4280) loss_giou_dn_4: 0.4025 (0.4259) loss_giou_dn_5: 0.4025 (0.4261) loss_vfl: 0.6837 (0.6619) loss_vfl_aux_0: 0.7742 (0.7592) loss_vfl_aux_1: 0.7382 (0.7156) loss_vfl_aux_2: 0.7120 (0.6850) loss_vfl_aux_3: 0.6946 (0.6726) loss_vfl_aux_4: 0.6837 (0.6658) loss_vfl_aux_5: 0.7428 (0.7438) loss_vfl_dn_0: 0.4442 (0.4481) loss_vfl_dn_1: 0.3752 (0.3835) loss_vfl_dn_2: 0.3580 (0.3679) loss_vfl_dn_3: 0.3517 (0.3608) loss_vfl_dn_4: 0.3494 (0.3583) loss_vfl_dn_5: 0.3485 (0.3576) time: 0.8503 data: 0.0144 max mem: 5654 Epoch: [52] [2200/7393] eta: 0:42:28 lr: 0.000010 loss: 15.8116 (15.5954) loss_bbox: 0.1380 (0.1492) loss_bbox_aux_0: 0.1434 (0.1619) loss_bbox_aux_1: 0.1356 (0.1540) loss_bbox_aux_2: 0.1330 (0.1519) loss_bbox_aux_3: 0.1321 (0.1500) loss_bbox_aux_4: 0.1409 (0.1491) loss_bbox_aux_5: 0.1810 (0.1970) loss_bbox_dn_0: 0.2222 (0.2574) loss_bbox_dn_1: 0.1671 (0.1885) loss_bbox_dn_2: 0.1421 (0.1685) loss_bbox_dn_3: 0.1342 (0.1627) loss_bbox_dn_4: 0.1345 (0.1613) loss_bbox_dn_5: 0.1344 (0.1613) loss_giou: 0.4573 (0.4738) loss_giou_aux_0: 0.4925 (0.4971) loss_giou_aux_1: 0.4635 (0.4836) loss_giou_aux_2: 0.4639 (0.4787) loss_giou_aux_3: 0.4588 (0.4755) loss_giou_aux_4: 0.4736 (0.4739) loss_giou_aux_5: 0.5674 (0.5609) loss_giou_dn_0: 0.5975 (0.5744) loss_giou_dn_1: 0.4743 (0.4669) loss_giou_dn_2: 0.4295 (0.4362) loss_giou_dn_3: 0.4224 (0.4281) loss_giou_dn_4: 0.4192 (0.4260) loss_giou_dn_5: 0.4193 (0.4262) loss_vfl: 0.6109 (0.6618) loss_vfl_aux_0: 0.7075 (0.7593) loss_vfl_aux_1: 0.6617 (0.7158) loss_vfl_aux_2: 0.6365 (0.6853) loss_vfl_aux_3: 0.6229 (0.6727) loss_vfl_aux_4: 0.6212 (0.6656) loss_vfl_aux_5: 0.7020 (0.7440) loss_vfl_dn_0: 0.4458 (0.4483) loss_vfl_dn_1: 0.3860 (0.3836) loss_vfl_dn_2: 0.3744 (0.3680) loss_vfl_dn_3: 0.3662 (0.3608) loss_vfl_dn_4: 0.3627 (0.3583) loss_vfl_dn_5: 0.3608 (0.3576) time: 0.4809 data: 0.0140 max mem: 5654 Epoch: [52] [2300/7393] eta: 0:41:53 lr: 0.000010 loss: 15.8179 (15.5966) loss_bbox: 0.1440 (0.1493) loss_bbox_aux_0: 0.1531 (0.1622) loss_bbox_aux_1: 0.1502 (0.1543) loss_bbox_aux_2: 0.1499 (0.1521) loss_bbox_aux_3: 0.1458 (0.1502) loss_bbox_aux_4: 0.1449 (0.1493) loss_bbox_aux_5: 0.1772 (0.1973) loss_bbox_dn_0: 0.2298 (0.2580) loss_bbox_dn_1: 0.1599 (0.1889) loss_bbox_dn_2: 0.1407 (0.1688) loss_bbox_dn_3: 0.1376 (0.1630) loss_bbox_dn_4: 0.1365 (0.1617) loss_bbox_dn_5: 0.1365 (0.1617) loss_giou: 0.4382 (0.4734) loss_giou_aux_0: 0.4615 (0.4968) loss_giou_aux_1: 0.4471 (0.4833) loss_giou_aux_2: 0.4352 (0.4784) loss_giou_aux_3: 0.4410 (0.4751) loss_giou_aux_4: 0.4383 (0.4735) loss_giou_aux_5: 0.5205 (0.5604) loss_giou_dn_0: 0.5483 (0.5743) loss_giou_dn_1: 0.4277 (0.4667) loss_giou_dn_2: 0.4006 (0.4360) loss_giou_dn_3: 0.3920 (0.4279) loss_giou_dn_4: 0.3909 (0.4258) loss_giou_dn_5: 0.3909 (0.4260) loss_vfl: 0.6506 (0.6618) loss_vfl_aux_0: 0.7362 (0.7594) loss_vfl_aux_1: 0.6978 (0.7159) loss_vfl_aux_2: 0.6830 (0.6856) loss_vfl_aux_3: 0.6733 (0.6728) loss_vfl_aux_4: 0.6583 (0.6657) loss_vfl_aux_5: 0.7253 (0.7443) loss_vfl_dn_0: 0.4497 (0.4483) loss_vfl_dn_1: 0.3831 (0.3836) loss_vfl_dn_2: 0.3667 (0.3680) loss_vfl_dn_3: 0.3602 (0.3609) loss_vfl_dn_4: 0.3593 (0.3583) loss_vfl_dn_5: 0.3571 (0.3576) time: 0.4818 data: 0.0135 max mem: 5654 Epoch: [52] [2400/7393] eta: 0:41:01 lr: 0.000010 loss: 15.5929 (15.5948) loss_bbox: 0.1312 (0.1493) loss_bbox_aux_0: 0.1456 (0.1621) loss_bbox_aux_1: 0.1411 (0.1542) loss_bbox_aux_2: 0.1314 (0.1521) loss_bbox_aux_3: 0.1376 (0.1502) loss_bbox_aux_4: 0.1312 (0.1493) loss_bbox_aux_5: 0.1893 (0.1973) loss_bbox_dn_0: 0.2464 (0.2580) loss_bbox_dn_1: 0.1672 (0.1889) loss_bbox_dn_2: 0.1531 (0.1688) loss_bbox_dn_3: 0.1522 (0.1629) loss_bbox_dn_4: 0.1553 (0.1616) loss_bbox_dn_5: 0.1552 (0.1616) loss_giou: 0.4526 (0.4733) loss_giou_aux_0: 0.4739 (0.4967) loss_giou_aux_1: 0.4732 (0.4832) loss_giou_aux_2: 0.4594 (0.4783) loss_giou_aux_3: 0.4533 (0.4750) loss_giou_aux_4: 0.4594 (0.4734) loss_giou_aux_5: 0.5495 (0.5604) loss_giou_dn_0: 0.5674 (0.5743) loss_giou_dn_1: 0.4598 (0.4666) loss_giou_dn_2: 0.4301 (0.4359) loss_giou_dn_3: 0.4183 (0.4278) loss_giou_dn_4: 0.4159 (0.4258) loss_giou_dn_5: 0.4159 (0.4259) loss_vfl: 0.6358 (0.6617) loss_vfl_aux_0: 0.7244 (0.7593) loss_vfl_aux_1: 0.6864 (0.7158) loss_vfl_aux_2: 0.6759 (0.6856) loss_vfl_aux_3: 0.6532 (0.6728) loss_vfl_aux_4: 0.6484 (0.6655) loss_vfl_aux_5: 0.7269 (0.7444) loss_vfl_dn_0: 0.4467 (0.4484) loss_vfl_dn_1: 0.3868 (0.3836) loss_vfl_dn_2: 0.3664 (0.3680) loss_vfl_dn_3: 0.3593 (0.3608) loss_vfl_dn_4: 0.3573 (0.3583) loss_vfl_dn_5: 0.3557 (0.3576) time: 0.4863 data: 0.0139 max mem: 5654 Epoch: [52] [2500/7393] eta: 0:40:10 lr: 0.000010 loss: 15.2911 (15.5889) loss_bbox: 0.1305 (0.1490) loss_bbox_aux_0: 0.1451 (0.1618) loss_bbox_aux_1: 0.1368 (0.1539) loss_bbox_aux_2: 0.1320 (0.1517) loss_bbox_aux_3: 0.1327 (0.1498) loss_bbox_aux_4: 0.1314 (0.1490) loss_bbox_aux_5: 0.1838 (0.1969) loss_bbox_dn_0: 0.2258 (0.2573) loss_bbox_dn_1: 0.1604 (0.1882) loss_bbox_dn_2: 0.1399 (0.1681) loss_bbox_dn_3: 0.1369 (0.1624) loss_bbox_dn_4: 0.1359 (0.1611) loss_bbox_dn_5: 0.1358 (0.1611) loss_giou: 0.4753 (0.4736) loss_giou_aux_0: 0.5001 (0.4969) loss_giou_aux_1: 0.4831 (0.4833) loss_giou_aux_2: 0.4748 (0.4784) loss_giou_aux_3: 0.4745 (0.4752) loss_giou_aux_4: 0.4753 (0.4737) loss_giou_aux_5: 0.5666 (0.5607) loss_giou_dn_0: 0.5737 (0.5743) loss_giou_dn_1: 0.4779 (0.4667) loss_giou_dn_2: 0.4558 (0.4360) loss_giou_dn_3: 0.4472 (0.4279) loss_giou_dn_4: 0.4468 (0.4258) loss_giou_dn_5: 0.4467 (0.4260) loss_vfl: 0.6419 (0.6614) loss_vfl_aux_0: 0.7395 (0.7592) loss_vfl_aux_1: 0.6937 (0.7157) loss_vfl_aux_2: 0.6633 (0.6855) loss_vfl_aux_3: 0.6569 (0.6726) loss_vfl_aux_4: 0.6457 (0.6652) loss_vfl_aux_5: 0.7093 (0.7439) loss_vfl_dn_0: 0.4444 (0.4483) loss_vfl_dn_1: 0.3795 (0.3836) loss_vfl_dn_2: 0.3642 (0.3679) loss_vfl_dn_3: 0.3562 (0.3608) loss_vfl_dn_4: 0.3520 (0.3583) loss_vfl_dn_5: 0.3519 (0.3576) time: 0.4844 data: 0.0147 max mem: 5654 Epoch: [52] [2600/7393] eta: 0:39:19 lr: 0.000010 loss: 15.3686 (15.5831) loss_bbox: 0.1406 (0.1491) loss_bbox_aux_0: 0.1463 (0.1618) loss_bbox_aux_1: 0.1434 (0.1538) loss_bbox_aux_2: 0.1457 (0.1517) loss_bbox_aux_3: 0.1401 (0.1499) loss_bbox_aux_4: 0.1410 (0.1491) loss_bbox_aux_5: 0.1882 (0.1969) loss_bbox_dn_0: 0.2229 (0.2576) loss_bbox_dn_1: 0.1662 (0.1885) loss_bbox_dn_2: 0.1443 (0.1684) loss_bbox_dn_3: 0.1391 (0.1626) loss_bbox_dn_4: 0.1362 (0.1613) loss_bbox_dn_5: 0.1362 (0.1613) loss_giou: 0.4482 (0.4728) loss_giou_aux_0: 0.4584 (0.4961) loss_giou_aux_1: 0.4438 (0.4824) loss_giou_aux_2: 0.4426 (0.4776) loss_giou_aux_3: 0.4495 (0.4744) loss_giou_aux_4: 0.4485 (0.4729) loss_giou_aux_5: 0.5195 (0.5598) loss_giou_dn_0: 0.5566 (0.5738) loss_giou_dn_1: 0.4456 (0.4662) loss_giou_dn_2: 0.4161 (0.4355) loss_giou_dn_3: 0.4099 (0.4274) loss_giou_dn_4: 0.4070 (0.4253) loss_giou_dn_5: 0.4077 (0.4255) loss_vfl: 0.6679 (0.6616) loss_vfl_aux_0: 0.7652 (0.7595) loss_vfl_aux_1: 0.7107 (0.7161) loss_vfl_aux_2: 0.6872 (0.6858) loss_vfl_aux_3: 0.6572 (0.6728) loss_vfl_aux_4: 0.6538 (0.6655) loss_vfl_aux_5: 0.7572 (0.7444) loss_vfl_dn_0: 0.4480 (0.4483) loss_vfl_dn_1: 0.3810 (0.3835) loss_vfl_dn_2: 0.3628 (0.3678) loss_vfl_dn_3: 0.3536 (0.3607) loss_vfl_dn_4: 0.3511 (0.3582) loss_vfl_dn_5: 0.3478 (0.3575) time: 0.4765 data: 0.0139 max mem: 5654 Epoch: [52] [2700/7393] eta: 0:38:28 lr: 0.000010 loss: 15.7638 (15.5901) loss_bbox: 0.1453 (0.1491) loss_bbox_aux_0: 0.1577 (0.1619) loss_bbox_aux_1: 0.1483 (0.1539) loss_bbox_aux_2: 0.1411 (0.1518) loss_bbox_aux_3: 0.1433 (0.1499) loss_bbox_aux_4: 0.1455 (0.1491) loss_bbox_aux_5: 0.1970 (0.1970) loss_bbox_dn_0: 0.2434 (0.2578) loss_bbox_dn_1: 0.1839 (0.1886) loss_bbox_dn_2: 0.1558 (0.1685) loss_bbox_dn_3: 0.1529 (0.1627) loss_bbox_dn_4: 0.1520 (0.1614) loss_bbox_dn_5: 0.1521 (0.1614) loss_giou: 0.4481 (0.4729) loss_giou_aux_0: 0.4870 (0.4963) loss_giou_aux_1: 0.4656 (0.4825) loss_giou_aux_2: 0.4499 (0.4777) loss_giou_aux_3: 0.4630 (0.4745) loss_giou_aux_4: 0.4516 (0.4731) loss_giou_aux_5: 0.5544 (0.5600) loss_giou_dn_0: 0.5573 (0.5738) loss_giou_dn_1: 0.4424 (0.4662) loss_giou_dn_2: 0.4092 (0.4355) loss_giou_dn_3: 0.4049 (0.4274) loss_giou_dn_4: 0.4036 (0.4253) loss_giou_dn_5: 0.4036 (0.4255) loss_vfl: 0.6790 (0.6623) loss_vfl_aux_0: 0.7776 (0.7600) loss_vfl_aux_1: 0.7350 (0.7167) loss_vfl_aux_2: 0.6981 (0.6866) loss_vfl_aux_3: 0.6912 (0.6734) loss_vfl_aux_4: 0.6699 (0.6662) loss_vfl_aux_5: 0.7640 (0.7449) loss_vfl_dn_0: 0.4482 (0.4484) loss_vfl_dn_1: 0.3883 (0.3836) loss_vfl_dn_2: 0.3761 (0.3679) loss_vfl_dn_3: 0.3696 (0.3608) loss_vfl_dn_4: 0.3637 (0.3583) loss_vfl_dn_5: 0.3631 (0.3575) time: 0.4744 data: 0.0144 max mem: 5654 Epoch: [52] [2800/7393] eta: 0:37:36 lr: 0.000010 loss: 15.0587 (15.5887) loss_bbox: 0.1448 (0.1492) loss_bbox_aux_0: 0.1552 (0.1621) loss_bbox_aux_1: 0.1474 (0.1541) loss_bbox_aux_2: 0.1479 (0.1520) loss_bbox_aux_3: 0.1446 (0.1501) loss_bbox_aux_4: 0.1442 (0.1493) loss_bbox_aux_5: 0.1863 (0.1972) loss_bbox_dn_0: 0.2335 (0.2580) loss_bbox_dn_1: 0.1699 (0.1887) loss_bbox_dn_2: 0.1595 (0.1686) loss_bbox_dn_3: 0.1545 (0.1628) loss_bbox_dn_4: 0.1520 (0.1615) loss_bbox_dn_5: 0.1520 (0.1615) loss_giou: 0.4136 (0.4728) loss_giou_aux_0: 0.4427 (0.4962) loss_giou_aux_1: 0.4236 (0.4824) loss_giou_aux_2: 0.4245 (0.4776) loss_giou_aux_3: 0.4173 (0.4743) loss_giou_aux_4: 0.4139 (0.4729) loss_giou_aux_5: 0.5031 (0.5598) loss_giou_dn_0: 0.5541 (0.5736) loss_giou_dn_1: 0.4359 (0.4660) loss_giou_dn_2: 0.4060 (0.4353) loss_giou_dn_3: 0.4017 (0.4272) loss_giou_dn_4: 0.4000 (0.4251) loss_giou_dn_5: 0.4000 (0.4253) loss_vfl: 0.6264 (0.6622) loss_vfl_aux_0: 0.6989 (0.7597) loss_vfl_aux_1: 0.6722 (0.7166) loss_vfl_aux_2: 0.6310 (0.6863) loss_vfl_aux_3: 0.6344 (0.6734) loss_vfl_aux_4: 0.6262 (0.6660) loss_vfl_aux_5: 0.7058 (0.7447) loss_vfl_dn_0: 0.4452 (0.4484) loss_vfl_dn_1: 0.3795 (0.3835) loss_vfl_dn_2: 0.3656 (0.3678) loss_vfl_dn_3: 0.3559 (0.3607) loss_vfl_dn_4: 0.3527 (0.3582) loss_vfl_dn_5: 0.3505 (0.3575) time: 0.4862 data: 0.0138 max mem: 5654 Epoch: [52] [2900/7393] eta: 0:36:57 lr: 0.000010 loss: 15.1946 (15.5886) loss_bbox: 0.1307 (0.1492) loss_bbox_aux_0: 0.1502 (0.1621) loss_bbox_aux_1: 0.1438 (0.1541) loss_bbox_aux_2: 0.1358 (0.1519) loss_bbox_aux_3: 0.1371 (0.1500) loss_bbox_aux_4: 0.1373 (0.1492) loss_bbox_aux_5: 0.1890 (0.1972) loss_bbox_dn_0: 0.2775 (0.2581) loss_bbox_dn_1: 0.1869 (0.1888) loss_bbox_dn_2: 0.1677 (0.1687) loss_bbox_dn_3: 0.1632 (0.1628) loss_bbox_dn_4: 0.1622 (0.1615) loss_bbox_dn_5: 0.1623 (0.1615) loss_giou: 0.4168 (0.4726) loss_giou_aux_0: 0.4478 (0.4961) loss_giou_aux_1: 0.4283 (0.4823) loss_giou_aux_2: 0.4232 (0.4774) loss_giou_aux_3: 0.4261 (0.4741) loss_giou_aux_4: 0.4260 (0.4728) loss_giou_aux_5: 0.5039 (0.5597) loss_giou_dn_0: 0.5448 (0.5737) loss_giou_dn_1: 0.4298 (0.4661) loss_giou_dn_2: 0.4033 (0.4353) loss_giou_dn_3: 0.3962 (0.4272) loss_giou_dn_4: 0.3940 (0.4251) loss_giou_dn_5: 0.3942 (0.4253) loss_vfl: 0.6447 (0.6623) loss_vfl_aux_0: 0.7329 (0.7597) loss_vfl_aux_1: 0.6951 (0.7166) loss_vfl_aux_2: 0.6700 (0.6865) loss_vfl_aux_3: 0.6449 (0.6737) loss_vfl_aux_4: 0.6383 (0.6661) loss_vfl_aux_5: 0.7263 (0.7447) loss_vfl_dn_0: 0.4489 (0.4483) loss_vfl_dn_1: 0.3742 (0.3835) loss_vfl_dn_2: 0.3549 (0.3678) loss_vfl_dn_3: 0.3469 (0.3607) loss_vfl_dn_4: 0.3446 (0.3582) loss_vfl_dn_5: 0.3429 (0.3574) time: 0.4883 data: 0.0138 max mem: 5654 Epoch: [52] [3000/7393] eta: 0:36:06 lr: 0.000010 loss: 15.5002 (15.5924) loss_bbox: 0.1438 (0.1492) loss_bbox_aux_0: 0.1663 (0.1622) loss_bbox_aux_1: 0.1388 (0.1541) loss_bbox_aux_2: 0.1460 (0.1519) loss_bbox_aux_3: 0.1457 (0.1500) loss_bbox_aux_4: 0.1441 (0.1492) loss_bbox_aux_5: 0.1915 (0.1972) loss_bbox_dn_0: 0.2568 (0.2581) loss_bbox_dn_1: 0.1894 (0.1888) loss_bbox_dn_2: 0.1675 (0.1687) loss_bbox_dn_3: 0.1612 (0.1629) loss_bbox_dn_4: 0.1580 (0.1615) loss_bbox_dn_5: 0.1581 (0.1615) loss_giou: 0.4509 (0.4729) loss_giou_aux_0: 0.4813 (0.4964) loss_giou_aux_1: 0.4710 (0.4827) loss_giou_aux_2: 0.4608 (0.4777) loss_giou_aux_3: 0.4632 (0.4744) loss_giou_aux_4: 0.4457 (0.4731) loss_giou_aux_5: 0.5392 (0.5599) loss_giou_dn_0: 0.5783 (0.5740) loss_giou_dn_1: 0.4587 (0.4663) loss_giou_dn_2: 0.4181 (0.4356) loss_giou_dn_3: 0.4133 (0.4274) loss_giou_dn_4: 0.4092 (0.4254) loss_giou_dn_5: 0.4094 (0.4255) loss_vfl: 0.6547 (0.6623) loss_vfl_aux_0: 0.7500 (0.7596) loss_vfl_aux_1: 0.7074 (0.7166) loss_vfl_aux_2: 0.6651 (0.6866) loss_vfl_aux_3: 0.6554 (0.6737) loss_vfl_aux_4: 0.6659 (0.6662) loss_vfl_aux_5: 0.7467 (0.7448) loss_vfl_dn_0: 0.4454 (0.4484) loss_vfl_dn_1: 0.3884 (0.3835) loss_vfl_dn_2: 0.3706 (0.3679) loss_vfl_dn_3: 0.3617 (0.3607) loss_vfl_dn_4: 0.3616 (0.3582) loss_vfl_dn_5: 0.3594 (0.3575) time: 0.4827 data: 0.0141 max mem: 5654 Epoch: [52] [3100/7393] eta: 0:35:15 lr: 0.000010 loss: 15.8212 (15.5937) loss_bbox: 0.1457 (0.1492) loss_bbox_aux_0: 0.1615 (0.1622) loss_bbox_aux_1: 0.1492 (0.1541) loss_bbox_aux_2: 0.1434 (0.1519) loss_bbox_aux_3: 0.1442 (0.1500) loss_bbox_aux_4: 0.1454 (0.1492) loss_bbox_aux_5: 0.1918 (0.1972) loss_bbox_dn_0: 0.2372 (0.2582) loss_bbox_dn_1: 0.1674 (0.1888) loss_bbox_dn_2: 0.1458 (0.1687) loss_bbox_dn_3: 0.1385 (0.1629) loss_bbox_dn_4: 0.1376 (0.1616) loss_bbox_dn_5: 0.1376 (0.1616) loss_giou: 0.4500 (0.4729) loss_giou_aux_0: 0.4704 (0.4965) loss_giou_aux_1: 0.4715 (0.4827) loss_giou_aux_2: 0.4653 (0.4778) loss_giou_aux_3: 0.4492 (0.4745) loss_giou_aux_4: 0.4421 (0.4731) loss_giou_aux_5: 0.5336 (0.5599) loss_giou_dn_0: 0.5707 (0.5739) loss_giou_dn_1: 0.4751 (0.4662) loss_giou_dn_2: 0.4512 (0.4355) loss_giou_dn_3: 0.4393 (0.4273) loss_giou_dn_4: 0.4377 (0.4253) loss_giou_dn_5: 0.4377 (0.4255) loss_vfl: 0.6536 (0.6624) loss_vfl_aux_0: 0.7777 (0.7597) loss_vfl_aux_1: 0.7227 (0.7168) loss_vfl_aux_2: 0.6765 (0.6866) loss_vfl_aux_3: 0.6803 (0.6738) loss_vfl_aux_4: 0.6734 (0.6663) loss_vfl_aux_5: 0.7529 (0.7452) loss_vfl_dn_0: 0.4483 (0.4484) loss_vfl_dn_1: 0.3841 (0.3835) loss_vfl_dn_2: 0.3701 (0.3678) loss_vfl_dn_3: 0.3599 (0.3607) loss_vfl_dn_4: 0.3586 (0.3582) loss_vfl_dn_5: 0.3586 (0.3574) time: 0.4797 data: 0.0144 max mem: 5654 Epoch: [52] [3200/7393] eta: 0:34:25 lr: 0.000010 loss: 15.4950 (15.5903) loss_bbox: 0.1436 (0.1492) loss_bbox_aux_0: 0.1642 (0.1623) loss_bbox_aux_1: 0.1504 (0.1542) loss_bbox_aux_2: 0.1448 (0.1520) loss_bbox_aux_3: 0.1398 (0.1501) loss_bbox_aux_4: 0.1439 (0.1493) loss_bbox_aux_5: 0.1940 (0.1973) loss_bbox_dn_0: 0.2521 (0.2583) loss_bbox_dn_1: 0.1783 (0.1889) loss_bbox_dn_2: 0.1620 (0.1688) loss_bbox_dn_3: 0.1600 (0.1630) loss_bbox_dn_4: 0.1573 (0.1616) loss_bbox_dn_5: 0.1573 (0.1616) loss_giou: 0.4914 (0.4730) loss_giou_aux_0: 0.5092 (0.4965) loss_giou_aux_1: 0.4985 (0.4828) loss_giou_aux_2: 0.5010 (0.4779) loss_giou_aux_3: 0.4970 (0.4745) loss_giou_aux_4: 0.4911 (0.4732) loss_giou_aux_5: 0.5686 (0.5598) loss_giou_dn_0: 0.5767 (0.5738) loss_giou_dn_1: 0.4668 (0.4661) loss_giou_dn_2: 0.4259 (0.4354) loss_giou_dn_3: 0.4205 (0.4272) loss_giou_dn_4: 0.4190 (0.4252) loss_giou_dn_5: 0.4189 (0.4254) loss_vfl: 0.6053 (0.6619) loss_vfl_aux_0: 0.7083 (0.7592) loss_vfl_aux_1: 0.6589 (0.7162) loss_vfl_aux_2: 0.6503 (0.6862) loss_vfl_aux_3: 0.6288 (0.6733) loss_vfl_aux_4: 0.6142 (0.6658) loss_vfl_aux_5: 0.6867 (0.7449) loss_vfl_dn_0: 0.4455 (0.4484) loss_vfl_dn_1: 0.3812 (0.3834) loss_vfl_dn_2: 0.3658 (0.3677) loss_vfl_dn_3: 0.3580 (0.3606) loss_vfl_dn_4: 0.3547 (0.3581) loss_vfl_dn_5: 0.3543 (0.3573) time: 0.4987 data: 0.0144 max mem: 5654 Epoch: [52] [3300/7393] eta: 0:33:34 lr: 0.000010 loss: 14.8995 (15.5953) loss_bbox: 0.1479 (0.1494) loss_bbox_aux_0: 0.1573 (0.1624) loss_bbox_aux_1: 0.1534 (0.1544) loss_bbox_aux_2: 0.1445 (0.1521) loss_bbox_aux_3: 0.1487 (0.1502) loss_bbox_aux_4: 0.1480 (0.1494) loss_bbox_aux_5: 0.1900 (0.1975) loss_bbox_dn_0: 0.2682 (0.2586) loss_bbox_dn_1: 0.2032 (0.1892) loss_bbox_dn_2: 0.1858 (0.1691) loss_bbox_dn_3: 0.1819 (0.1633) loss_bbox_dn_4: 0.1793 (0.1619) loss_bbox_dn_5: 0.1793 (0.1619) loss_giou: 0.4058 (0.4728) loss_giou_aux_0: 0.4242 (0.4963) loss_giou_aux_1: 0.4101 (0.4827) loss_giou_aux_2: 0.4071 (0.4777) loss_giou_aux_3: 0.4037 (0.4743) loss_giou_aux_4: 0.4059 (0.4730) loss_giou_aux_5: 0.4767 (0.5596) loss_giou_dn_0: 0.5356 (0.5738) loss_giou_dn_1: 0.4298 (0.4661) loss_giou_dn_2: 0.3986 (0.4355) loss_giou_dn_3: 0.3895 (0.4273) loss_giou_dn_4: 0.3870 (0.4252) loss_giou_dn_5: 0.3872 (0.4254) loss_vfl: 0.7029 (0.6624) loss_vfl_aux_0: 0.7987 (0.7597) loss_vfl_aux_1: 0.7306 (0.7164) loss_vfl_aux_2: 0.7273 (0.6866) loss_vfl_aux_3: 0.6965 (0.6736) loss_vfl_aux_4: 0.6886 (0.6662) loss_vfl_aux_5: 0.7592 (0.7454) loss_vfl_dn_0: 0.4519 (0.4484) loss_vfl_dn_1: 0.3843 (0.3835) loss_vfl_dn_2: 0.3661 (0.3678) loss_vfl_dn_3: 0.3587 (0.3606) loss_vfl_dn_4: 0.3549 (0.3581) loss_vfl_dn_5: 0.3543 (0.3574) time: 0.4995 data: 0.0142 max mem: 5654 Epoch: [52] [3400/7393] eta: 0:32:52 lr: 0.000010 loss: 15.5166 (15.5926) loss_bbox: 0.1495 (0.1494) loss_bbox_aux_0: 0.1597 (0.1624) loss_bbox_aux_1: 0.1524 (0.1544) loss_bbox_aux_2: 0.1529 (0.1522) loss_bbox_aux_3: 0.1500 (0.1503) loss_bbox_aux_4: 0.1490 (0.1495) loss_bbox_aux_5: 0.1738 (0.1975) loss_bbox_dn_0: 0.2713 (0.2586) loss_bbox_dn_1: 0.1936 (0.1893) loss_bbox_dn_2: 0.1691 (0.1691) loss_bbox_dn_3: 0.1602 (0.1633) loss_bbox_dn_4: 0.1573 (0.1620) loss_bbox_dn_5: 0.1572 (0.1620) loss_giou: 0.4331 (0.4723) loss_giou_aux_0: 0.4749 (0.4959) loss_giou_aux_1: 0.4529 (0.4823) loss_giou_aux_2: 0.4338 (0.4772) loss_giou_aux_3: 0.4277 (0.4739) loss_giou_aux_4: 0.4260 (0.4725) loss_giou_aux_5: 0.5209 (0.5592) loss_giou_dn_0: 0.5549 (0.5735) loss_giou_dn_1: 0.4508 (0.4658) loss_giou_dn_2: 0.3994 (0.4351) loss_giou_dn_3: 0.3880 (0.4269) loss_giou_dn_4: 0.3844 (0.4249) loss_giou_dn_5: 0.3844 (0.4251) loss_vfl: 0.6802 (0.6627) loss_vfl_aux_0: 0.7702 (0.7599) loss_vfl_aux_1: 0.7147 (0.7165) loss_vfl_aux_2: 0.7025 (0.6869) loss_vfl_aux_3: 0.6894 (0.6739) loss_vfl_aux_4: 0.6816 (0.6664) loss_vfl_aux_5: 0.7505 (0.7456) loss_vfl_dn_0: 0.4493 (0.4485) loss_vfl_dn_1: 0.3848 (0.3835) loss_vfl_dn_2: 0.3682 (0.3678) loss_vfl_dn_3: 0.3605 (0.3607) loss_vfl_dn_4: 0.3572 (0.3582) loss_vfl_dn_5: 0.3568 (0.3574) time: 0.4777 data: 0.0140 max mem: 5654 Epoch: [52] [3500/7393] eta: 0:32:02 lr: 0.000010 loss: 14.8908 (15.5954) loss_bbox: 0.1525 (0.1493) loss_bbox_aux_0: 0.1531 (0.1623) loss_bbox_aux_1: 0.1429 (0.1543) loss_bbox_aux_2: 0.1444 (0.1520) loss_bbox_aux_3: 0.1522 (0.1501) loss_bbox_aux_4: 0.1525 (0.1493) loss_bbox_aux_5: 0.1867 (0.1974) loss_bbox_dn_0: 0.2411 (0.2584) loss_bbox_dn_1: 0.1669 (0.1890) loss_bbox_dn_2: 0.1475 (0.1689) loss_bbox_dn_3: 0.1423 (0.1631) loss_bbox_dn_4: 0.1429 (0.1618) loss_bbox_dn_5: 0.1429 (0.1618) loss_giou: 0.4263 (0.4726) loss_giou_aux_0: 0.4503 (0.4961) loss_giou_aux_1: 0.4451 (0.4825) loss_giou_aux_2: 0.4360 (0.4775) loss_giou_aux_3: 0.4432 (0.4741) loss_giou_aux_4: 0.4321 (0.4728) loss_giou_aux_5: 0.5135 (0.5595) loss_giou_dn_0: 0.5314 (0.5737) loss_giou_dn_1: 0.4278 (0.4660) loss_giou_dn_2: 0.4018 (0.4353) loss_giou_dn_3: 0.3925 (0.4271) loss_giou_dn_4: 0.3894 (0.4251) loss_giou_dn_5: 0.3893 (0.4253) loss_vfl: 0.6502 (0.6630) loss_vfl_aux_0: 0.7572 (0.7603) loss_vfl_aux_1: 0.7135 (0.7168) loss_vfl_aux_2: 0.6820 (0.6872) loss_vfl_aux_3: 0.6633 (0.6743) loss_vfl_aux_4: 0.6555 (0.6667) loss_vfl_aux_5: 0.7351 (0.7458) loss_vfl_dn_0: 0.4417 (0.4485) loss_vfl_dn_1: 0.3773 (0.3835) loss_vfl_dn_2: 0.3573 (0.3678) loss_vfl_dn_3: 0.3501 (0.3607) loss_vfl_dn_4: 0.3457 (0.3582) loss_vfl_dn_5: 0.3454 (0.3574) time: 0.4772 data: 0.0141 max mem: 5654 Epoch: [52] [3600/7393] eta: 0:31:11 lr: 0.000010 loss: 15.4706 (15.5967) loss_bbox: 0.1435 (0.1492) loss_bbox_aux_0: 0.1456 (0.1622) loss_bbox_aux_1: 0.1442 (0.1542) loss_bbox_aux_2: 0.1409 (0.1520) loss_bbox_aux_3: 0.1411 (0.1501) loss_bbox_aux_4: 0.1379 (0.1493) loss_bbox_aux_5: 0.1845 (0.1972) loss_bbox_dn_0: 0.2329 (0.2580) loss_bbox_dn_1: 0.1656 (0.1889) loss_bbox_dn_2: 0.1480 (0.1688) loss_bbox_dn_3: 0.1479 (0.1630) loss_bbox_dn_4: 0.1463 (0.1616) loss_bbox_dn_5: 0.1463 (0.1616) loss_giou: 0.5061 (0.4732) loss_giou_aux_0: 0.5424 (0.4967) loss_giou_aux_1: 0.5253 (0.4832) loss_giou_aux_2: 0.5193 (0.4781) loss_giou_aux_3: 0.5106 (0.4747) loss_giou_aux_4: 0.5063 (0.4734) loss_giou_aux_5: 0.6198 (0.5601) loss_giou_dn_0: 0.5934 (0.5740) loss_giou_dn_1: 0.4852 (0.4663) loss_giou_dn_2: 0.4474 (0.4355) loss_giou_dn_3: 0.4397 (0.4274) loss_giou_dn_4: 0.4388 (0.4253) loss_giou_dn_5: 0.4389 (0.4255) loss_vfl: 0.6143 (0.6626) loss_vfl_aux_0: 0.7226 (0.7599) loss_vfl_aux_1: 0.6807 (0.7162) loss_vfl_aux_2: 0.6482 (0.6867) loss_vfl_aux_3: 0.6246 (0.6738) loss_vfl_aux_4: 0.6321 (0.6663) loss_vfl_aux_5: 0.7009 (0.7456) loss_vfl_dn_0: 0.4400 (0.4484) loss_vfl_dn_1: 0.3795 (0.3836) loss_vfl_dn_2: 0.3672 (0.3679) loss_vfl_dn_3: 0.3619 (0.3607) loss_vfl_dn_4: 0.3602 (0.3582) loss_vfl_dn_5: 0.3597 (0.3575) time: 0.4937 data: 0.0149 max mem: 5654 Epoch: [52] [3700/7393] eta: 0:30:20 lr: 0.000010 loss: 15.4305 (15.5912) loss_bbox: 0.1442 (0.1494) loss_bbox_aux_0: 0.1634 (0.1623) loss_bbox_aux_1: 0.1530 (0.1544) loss_bbox_aux_2: 0.1509 (0.1521) loss_bbox_aux_3: 0.1463 (0.1502) loss_bbox_aux_4: 0.1419 (0.1495) loss_bbox_aux_5: 0.2053 (0.1975) loss_bbox_dn_0: 0.2686 (0.2585) loss_bbox_dn_1: 0.2083 (0.1892) loss_bbox_dn_2: 0.1888 (0.1691) loss_bbox_dn_3: 0.1808 (0.1632) loss_bbox_dn_4: 0.1801 (0.1619) loss_bbox_dn_5: 0.1801 (0.1619) loss_giou: 0.4506 (0.4726) loss_giou_aux_0: 0.4868 (0.4961) loss_giou_aux_1: 0.4769 (0.4826) loss_giou_aux_2: 0.4581 (0.4776) loss_giou_aux_3: 0.4568 (0.4741) loss_giou_aux_4: 0.4506 (0.4728) loss_giou_aux_5: 0.5287 (0.5596) loss_giou_dn_0: 0.5448 (0.5734) loss_giou_dn_1: 0.4323 (0.4657) loss_giou_dn_2: 0.4136 (0.4349) loss_giou_dn_3: 0.4034 (0.4268) loss_giou_dn_4: 0.4035 (0.4247) loss_giou_dn_5: 0.4036 (0.4249) loss_vfl: 0.6456 (0.6626) loss_vfl_aux_0: 0.7530 (0.7599) loss_vfl_aux_1: 0.6838 (0.7160) loss_vfl_aux_2: 0.6615 (0.6866) loss_vfl_aux_3: 0.6616 (0.6738) loss_vfl_aux_4: 0.6493 (0.6662) loss_vfl_aux_5: 0.7233 (0.7456) loss_vfl_dn_0: 0.4526 (0.4484) loss_vfl_dn_1: 0.3760 (0.3835) loss_vfl_dn_2: 0.3569 (0.3677) loss_vfl_dn_3: 0.3510 (0.3606) loss_vfl_dn_4: 0.3495 (0.3581) loss_vfl_dn_5: 0.3487 (0.3573) time: 0.4708 data: 0.0144 max mem: 5654 Epoch: [52] [3800/7393] eta: 0:29:30 lr: 0.000010 loss: 15.4106 (15.5928) loss_bbox: 0.1377 (0.1494) loss_bbox_aux_0: 0.1539 (0.1623) loss_bbox_aux_1: 0.1522 (0.1545) loss_bbox_aux_2: 0.1438 (0.1521) loss_bbox_aux_3: 0.1429 (0.1502) loss_bbox_aux_4: 0.1384 (0.1495) loss_bbox_aux_5: 0.1924 (0.1975) loss_bbox_dn_0: 0.2404 (0.2584) loss_bbox_dn_1: 0.1781 (0.1892) loss_bbox_dn_2: 0.1588 (0.1690) loss_bbox_dn_3: 0.1510 (0.1632) loss_bbox_dn_4: 0.1506 (0.1619) loss_bbox_dn_5: 0.1506 (0.1619) loss_giou: 0.4706 (0.4725) loss_giou_aux_0: 0.4908 (0.4961) loss_giou_aux_1: 0.4739 (0.4826) loss_giou_aux_2: 0.4736 (0.4776) loss_giou_aux_3: 0.4732 (0.4741) loss_giou_aux_4: 0.4710 (0.4727) loss_giou_aux_5: 0.5419 (0.5595) loss_giou_dn_0: 0.5621 (0.5734) loss_giou_dn_1: 0.4482 (0.4658) loss_giou_dn_2: 0.4199 (0.4350) loss_giou_dn_3: 0.4116 (0.4269) loss_giou_dn_4: 0.4073 (0.4248) loss_giou_dn_5: 0.4074 (0.4250) loss_vfl: 0.6342 (0.6627) loss_vfl_aux_0: 0.7390 (0.7600) loss_vfl_aux_1: 0.6821 (0.7161) loss_vfl_aux_2: 0.6748 (0.6868) loss_vfl_aux_3: 0.6544 (0.6741) loss_vfl_aux_4: 0.6359 (0.6664) loss_vfl_aux_5: 0.7089 (0.7458) loss_vfl_dn_0: 0.4480 (0.4485) loss_vfl_dn_1: 0.3801 (0.3835) loss_vfl_dn_2: 0.3628 (0.3678) loss_vfl_dn_3: 0.3582 (0.3606) loss_vfl_dn_4: 0.3549 (0.3581) loss_vfl_dn_5: 0.3536 (0.3574) time: 0.4849 data: 0.0147 max mem: 5654 Epoch: [52] [3900/7393] eta: 0:28:40 lr: 0.000010 loss: 15.8843 (15.5946) loss_bbox: 0.1454 (0.1495) loss_bbox_aux_0: 0.1550 (0.1625) loss_bbox_aux_1: 0.1494 (0.1546) loss_bbox_aux_2: 0.1406 (0.1522) loss_bbox_aux_3: 0.1434 (0.1503) loss_bbox_aux_4: 0.1442 (0.1496) loss_bbox_aux_5: 0.1888 (0.1976) loss_bbox_dn_0: 0.2496 (0.2587) loss_bbox_dn_1: 0.1863 (0.1894) loss_bbox_dn_2: 0.1637 (0.1693) loss_bbox_dn_3: 0.1550 (0.1634) loss_bbox_dn_4: 0.1547 (0.1621) loss_bbox_dn_5: 0.1549 (0.1621) loss_giou: 0.4768 (0.4724) loss_giou_aux_0: 0.4929 (0.4960) loss_giou_aux_1: 0.4867 (0.4825) loss_giou_aux_2: 0.4784 (0.4774) loss_giou_aux_3: 0.4811 (0.4739) loss_giou_aux_4: 0.4802 (0.4726) loss_giou_aux_5: 0.5655 (0.5592) loss_giou_dn_0: 0.5942 (0.5733) loss_giou_dn_1: 0.4874 (0.4657) loss_giou_dn_2: 0.4615 (0.4350) loss_giou_dn_3: 0.4553 (0.4269) loss_giou_dn_4: 0.4529 (0.4248) loss_giou_dn_5: 0.4530 (0.4250) loss_vfl: 0.6788 (0.6627) loss_vfl_aux_0: 0.7753 (0.7602) loss_vfl_aux_1: 0.7428 (0.7162) loss_vfl_aux_2: 0.7241 (0.6870) loss_vfl_aux_3: 0.6881 (0.6740) loss_vfl_aux_4: 0.6873 (0.6664) loss_vfl_aux_5: 0.7695 (0.7461) loss_vfl_dn_0: 0.4496 (0.4486) loss_vfl_dn_1: 0.3896 (0.3835) loss_vfl_dn_2: 0.3719 (0.3678) loss_vfl_dn_3: 0.3627 (0.3607) loss_vfl_dn_4: 0.3603 (0.3582) loss_vfl_dn_5: 0.3599 (0.3574) time: 0.4779 data: 0.0144 max mem: 5654 Epoch: [52] [4000/7393] eta: 0:27:49 lr: 0.000010 loss: 15.8777 (15.5967) loss_bbox: 0.1448 (0.1497) loss_bbox_aux_0: 0.1630 (0.1626) loss_bbox_aux_1: 0.1449 (0.1547) loss_bbox_aux_2: 0.1477 (0.1524) loss_bbox_aux_3: 0.1462 (0.1504) loss_bbox_aux_4: 0.1447 (0.1497) loss_bbox_aux_5: 0.1939 (0.1977) loss_bbox_dn_0: 0.2366 (0.2589) loss_bbox_dn_1: 0.1714 (0.1896) loss_bbox_dn_2: 0.1533 (0.1695) loss_bbox_dn_3: 0.1411 (0.1636) loss_bbox_dn_4: 0.1405 (0.1623) loss_bbox_dn_5: 0.1405 (0.1623) loss_giou: 0.4603 (0.4724) loss_giou_aux_0: 0.5006 (0.4960) loss_giou_aux_1: 0.4792 (0.4825) loss_giou_aux_2: 0.4728 (0.4774) loss_giou_aux_3: 0.4555 (0.4739) loss_giou_aux_4: 0.4635 (0.4726) loss_giou_aux_5: 0.5477 (0.5592) loss_giou_dn_0: 0.5590 (0.5733) loss_giou_dn_1: 0.4541 (0.4657) loss_giou_dn_2: 0.4227 (0.4349) loss_giou_dn_3: 0.4144 (0.4268) loss_giou_dn_4: 0.4113 (0.4247) loss_giou_dn_5: 0.4113 (0.4249) loss_vfl: 0.6515 (0.6626) loss_vfl_aux_0: 0.7568 (0.7604) loss_vfl_aux_1: 0.7213 (0.7164) loss_vfl_aux_2: 0.6821 (0.6870) loss_vfl_aux_3: 0.6538 (0.6740) loss_vfl_aux_4: 0.6561 (0.6663) loss_vfl_aux_5: 0.7301 (0.7462) loss_vfl_dn_0: 0.4481 (0.4486) loss_vfl_dn_1: 0.3795 (0.3835) loss_vfl_dn_2: 0.3662 (0.3678) loss_vfl_dn_3: 0.3629 (0.3607) loss_vfl_dn_4: 0.3587 (0.3581) loss_vfl_dn_5: 0.3593 (0.3574) time: 0.4828 data: 0.0144 max mem: 5654 Epoch: [52] [4100/7393] eta: 0:27:00 lr: 0.000010 loss: 15.6509 (15.5932) loss_bbox: 0.1569 (0.1499) loss_bbox_aux_0: 0.1741 (0.1628) loss_bbox_aux_1: 0.1704 (0.1549) loss_bbox_aux_2: 0.1575 (0.1526) loss_bbox_aux_3: 0.1532 (0.1506) loss_bbox_aux_4: 0.1569 (0.1499) loss_bbox_aux_5: 0.2127 (0.1980) loss_bbox_dn_0: 0.2956 (0.2594) loss_bbox_dn_1: 0.2001 (0.1898) loss_bbox_dn_2: 0.1844 (0.1696) loss_bbox_dn_3: 0.1801 (0.1638) loss_bbox_dn_4: 0.1782 (0.1625) loss_bbox_dn_5: 0.1782 (0.1625) loss_giou: 0.4375 (0.4717) loss_giou_aux_0: 0.4501 (0.4954) loss_giou_aux_1: 0.4443 (0.4818) loss_giou_aux_2: 0.4397 (0.4767) loss_giou_aux_3: 0.4338 (0.4732) loss_giou_aux_4: 0.4492 (0.4719) loss_giou_aux_5: 0.4983 (0.5586) loss_giou_dn_0: 0.5620 (0.5729) loss_giou_dn_1: 0.4689 (0.4652) loss_giou_dn_2: 0.4342 (0.4345) loss_giou_dn_3: 0.4283 (0.4263) loss_giou_dn_4: 0.4291 (0.4243) loss_giou_dn_5: 0.4287 (0.4244) loss_vfl: 0.6612 (0.6628) loss_vfl_aux_0: 0.7672 (0.7606) loss_vfl_aux_1: 0.7283 (0.7164) loss_vfl_aux_2: 0.7048 (0.6871) loss_vfl_aux_3: 0.6795 (0.6742) loss_vfl_aux_4: 0.6677 (0.6665) loss_vfl_aux_5: 0.7504 (0.7466) loss_vfl_dn_0: 0.4507 (0.4486) loss_vfl_dn_1: 0.3860 (0.3835) loss_vfl_dn_2: 0.3704 (0.3677) loss_vfl_dn_3: 0.3592 (0.3606) loss_vfl_dn_4: 0.3553 (0.3581) loss_vfl_dn_5: 0.3530 (0.3573) time: 0.4803 data: 0.0139 max mem: 5654 Epoch: [52] [4200/7393] eta: 0:26:10 lr: 0.000010 loss: 14.9176 (15.5891) loss_bbox: 0.1505 (0.1499) loss_bbox_aux_0: 0.1600 (0.1629) loss_bbox_aux_1: 0.1475 (0.1550) loss_bbox_aux_2: 0.1454 (0.1526) loss_bbox_aux_3: 0.1341 (0.1506) loss_bbox_aux_4: 0.1344 (0.1499) loss_bbox_aux_5: 0.1825 (0.1980) loss_bbox_dn_0: 0.2374 (0.2595) loss_bbox_dn_1: 0.1806 (0.1899) loss_bbox_dn_2: 0.1539 (0.1696) loss_bbox_dn_3: 0.1492 (0.1638) loss_bbox_dn_4: 0.1475 (0.1624) loss_bbox_dn_5: 0.1475 (0.1624) loss_giou: 0.4031 (0.4713) loss_giou_aux_0: 0.4358 (0.4950) loss_giou_aux_1: 0.4191 (0.4814) loss_giou_aux_2: 0.4224 (0.4763) loss_giou_aux_3: 0.4115 (0.4728) loss_giou_aux_4: 0.4126 (0.4715) loss_giou_aux_5: 0.5099 (0.5582) loss_giou_dn_0: 0.5192 (0.5726) loss_giou_dn_1: 0.4121 (0.4649) loss_giou_dn_2: 0.3881 (0.4341) loss_giou_dn_3: 0.3768 (0.4260) loss_giou_dn_4: 0.3751 (0.4239) loss_giou_dn_5: 0.3750 (0.4241) loss_vfl: 0.6462 (0.6629) loss_vfl_aux_0: 0.7598 (0.7608) loss_vfl_aux_1: 0.6955 (0.7165) loss_vfl_aux_2: 0.6552 (0.6872) loss_vfl_aux_3: 0.6537 (0.6743) loss_vfl_aux_4: 0.6465 (0.6666) loss_vfl_aux_5: 0.7346 (0.7468) loss_vfl_dn_0: 0.4404 (0.4486) loss_vfl_dn_1: 0.3702 (0.3834) loss_vfl_dn_2: 0.3551 (0.3677) loss_vfl_dn_3: 0.3464 (0.3605) loss_vfl_dn_4: 0.3459 (0.3580) loss_vfl_dn_5: 0.3429 (0.3573) time: 0.5013 data: 0.0147 max mem: 5654 Epoch: [52] [4300/7393] eta: 0:25:21 lr: 0.000010 loss: 15.2645 (15.5886) loss_bbox: 0.1334 (0.1498) loss_bbox_aux_0: 0.1534 (0.1628) loss_bbox_aux_1: 0.1426 (0.1549) loss_bbox_aux_2: 0.1339 (0.1526) loss_bbox_aux_3: 0.1433 (0.1506) loss_bbox_aux_4: 0.1329 (0.1499) loss_bbox_aux_5: 0.1779 (0.1980) loss_bbox_dn_0: 0.2247 (0.2594) loss_bbox_dn_1: 0.1710 (0.1898) loss_bbox_dn_2: 0.1507 (0.1696) loss_bbox_dn_3: 0.1483 (0.1638) loss_bbox_dn_4: 0.1483 (0.1624) loss_bbox_dn_5: 0.1483 (0.1624) loss_giou: 0.4443 (0.4711) loss_giou_aux_0: 0.4594 (0.4948) loss_giou_aux_1: 0.4548 (0.4812) loss_giou_aux_2: 0.4556 (0.4761) loss_giou_aux_3: 0.4505 (0.4726) loss_giou_aux_4: 0.4457 (0.4713) loss_giou_aux_5: 0.5206 (0.5579) loss_giou_dn_0: 0.5441 (0.5724) loss_giou_dn_1: 0.4383 (0.4647) loss_giou_dn_2: 0.4137 (0.4340) loss_giou_dn_3: 0.4030 (0.4258) loss_giou_dn_4: 0.4002 (0.4238) loss_giou_dn_5: 0.4001 (0.4240) loss_vfl: 0.6534 (0.6631) loss_vfl_aux_0: 0.7804 (0.7612) loss_vfl_aux_1: 0.7336 (0.7169) loss_vfl_aux_2: 0.6868 (0.6876) loss_vfl_aux_3: 0.6706 (0.6745) loss_vfl_aux_4: 0.6531 (0.6669) loss_vfl_aux_5: 0.7491 (0.7472) loss_vfl_dn_0: 0.4454 (0.4486) loss_vfl_dn_1: 0.3817 (0.3834) loss_vfl_dn_2: 0.3672 (0.3677) loss_vfl_dn_3: 0.3589 (0.3605) loss_vfl_dn_4: 0.3573 (0.3580) loss_vfl_dn_5: 0.3555 (0.3573) time: 0.4932 data: 0.0141 max mem: 5654 Epoch: [52] [4400/7393] eta: 0:24:31 lr: 0.000010 loss: 14.9267 (15.5841) loss_bbox: 0.1324 (0.1498) loss_bbox_aux_0: 0.1475 (0.1627) loss_bbox_aux_1: 0.1384 (0.1549) loss_bbox_aux_2: 0.1365 (0.1525) loss_bbox_aux_3: 0.1342 (0.1505) loss_bbox_aux_4: 0.1305 (0.1498) loss_bbox_aux_5: 0.1790 (0.1979) loss_bbox_dn_0: 0.2261 (0.2595) loss_bbox_dn_1: 0.1634 (0.1898) loss_bbox_dn_2: 0.1533 (0.1696) loss_bbox_dn_3: 0.1513 (0.1638) loss_bbox_dn_4: 0.1500 (0.1624) loss_bbox_dn_5: 0.1501 (0.1624) loss_giou: 0.4158 (0.4706) loss_giou_aux_0: 0.4323 (0.4942) loss_giou_aux_1: 0.4166 (0.4807) loss_giou_aux_2: 0.4203 (0.4756) loss_giou_aux_3: 0.4207 (0.4721) loss_giou_aux_4: 0.4141 (0.4708) loss_giou_aux_5: 0.4786 (0.5574) loss_giou_dn_0: 0.5464 (0.5721) loss_giou_dn_1: 0.4342 (0.4644) loss_giou_dn_2: 0.4024 (0.4337) loss_giou_dn_3: 0.3937 (0.4255) loss_giou_dn_4: 0.3916 (0.4235) loss_giou_dn_5: 0.3916 (0.4237) loss_vfl: 0.6658 (0.6633) loss_vfl_aux_0: 0.7718 (0.7614) loss_vfl_aux_1: 0.7294 (0.7171) loss_vfl_aux_2: 0.7058 (0.6879) loss_vfl_aux_3: 0.6893 (0.6747) loss_vfl_aux_4: 0.6702 (0.6671) loss_vfl_aux_5: 0.7539 (0.7477) loss_vfl_dn_0: 0.4446 (0.4487) loss_vfl_dn_1: 0.3758 (0.3834) loss_vfl_dn_2: 0.3589 (0.3676) loss_vfl_dn_3: 0.3516 (0.3604) loss_vfl_dn_4: 0.3502 (0.3579) loss_vfl_dn_5: 0.3454 (0.3572) time: 0.4791 data: 0.0143 max mem: 5654 Epoch: [52] [4500/7393] eta: 0:23:41 lr: 0.000010 loss: 15.3987 (15.5877) loss_bbox: 0.1345 (0.1500) loss_bbox_aux_0: 0.1424 (0.1628) loss_bbox_aux_1: 0.1382 (0.1550) loss_bbox_aux_2: 0.1390 (0.1526) loss_bbox_aux_3: 0.1368 (0.1507) loss_bbox_aux_4: 0.1365 (0.1500) loss_bbox_aux_5: 0.1822 (0.1980) loss_bbox_dn_0: 0.2427 (0.2597) loss_bbox_dn_1: 0.1735 (0.1900) loss_bbox_dn_2: 0.1466 (0.1698) loss_bbox_dn_3: 0.1396 (0.1639) loss_bbox_dn_4: 0.1355 (0.1626) loss_bbox_dn_5: 0.1353 (0.1626) loss_giou: 0.4449 (0.4707) loss_giou_aux_0: 0.4735 (0.4943) loss_giou_aux_1: 0.4631 (0.4808) loss_giou_aux_2: 0.4531 (0.4757) loss_giou_aux_3: 0.4481 (0.4722) loss_giou_aux_4: 0.4465 (0.4709) loss_giou_aux_5: 0.5417 (0.5575) loss_giou_dn_0: 0.5747 (0.5722) loss_giou_dn_1: 0.4681 (0.4645) loss_giou_dn_2: 0.4271 (0.4337) loss_giou_dn_3: 0.4229 (0.4256) loss_giou_dn_4: 0.4228 (0.4235) loss_giou_dn_5: 0.4227 (0.4237) loss_vfl: 0.6706 (0.6633) loss_vfl_aux_0: 0.7671 (0.7616) loss_vfl_aux_1: 0.7166 (0.7172) loss_vfl_aux_2: 0.6917 (0.6879) loss_vfl_aux_3: 0.6939 (0.6747) loss_vfl_aux_4: 0.6786 (0.6671) loss_vfl_aux_5: 0.7658 (0.7478) loss_vfl_dn_0: 0.4406 (0.4487) loss_vfl_dn_1: 0.3820 (0.3834) loss_vfl_dn_2: 0.3685 (0.3676) loss_vfl_dn_3: 0.3609 (0.3604) loss_vfl_dn_4: 0.3592 (0.3579) loss_vfl_dn_5: 0.3593 (0.3572) time: 0.4830 data: 0.0142 max mem: 5654 Epoch: [52] [4600/7393] eta: 0:22:51 lr: 0.000010 loss: 15.3220 (15.5846) loss_bbox: 0.1479 (0.1500) loss_bbox_aux_0: 0.1644 (0.1628) loss_bbox_aux_1: 0.1620 (0.1550) loss_bbox_aux_2: 0.1627 (0.1526) loss_bbox_aux_3: 0.1460 (0.1507) loss_bbox_aux_4: 0.1452 (0.1500) loss_bbox_aux_5: 0.2053 (0.1980) loss_bbox_dn_0: 0.2636 (0.2598) loss_bbox_dn_1: 0.1955 (0.1900) loss_bbox_dn_2: 0.1665 (0.1698) loss_bbox_dn_3: 0.1588 (0.1640) loss_bbox_dn_4: 0.1577 (0.1626) loss_bbox_dn_5: 0.1577 (0.1626) loss_giou: 0.4112 (0.4704) loss_giou_aux_0: 0.4404 (0.4940) loss_giou_aux_1: 0.4205 (0.4805) loss_giou_aux_2: 0.4169 (0.4753) loss_giou_aux_3: 0.4161 (0.4719) loss_giou_aux_4: 0.4113 (0.4706) loss_giou_aux_5: 0.4974 (0.5571) loss_giou_dn_0: 0.5478 (0.5720) loss_giou_dn_1: 0.4248 (0.4643) loss_giou_dn_2: 0.3867 (0.4335) loss_giou_dn_3: 0.3773 (0.4254) loss_giou_dn_4: 0.3784 (0.4233) loss_giou_dn_5: 0.3785 (0.4235) loss_vfl: 0.6458 (0.6632) loss_vfl_aux_0: 0.7816 (0.7618) loss_vfl_aux_1: 0.7127 (0.7172) loss_vfl_aux_2: 0.6829 (0.6879) loss_vfl_aux_3: 0.6710 (0.6746) loss_vfl_aux_4: 0.6493 (0.6670) loss_vfl_aux_5: 0.7579 (0.7479) loss_vfl_dn_0: 0.4426 (0.4487) loss_vfl_dn_1: 0.3822 (0.3834) loss_vfl_dn_2: 0.3714 (0.3676) loss_vfl_dn_3: 0.3651 (0.3604) loss_vfl_dn_4: 0.3630 (0.3579) loss_vfl_dn_5: 0.3625 (0.3572) time: 0.4837 data: 0.0140 max mem: 5654 Epoch: [52] [4700/7393] eta: 0:22:02 lr: 0.000010 loss: 15.5437 (15.5845) loss_bbox: 0.1467 (0.1500) loss_bbox_aux_0: 0.1453 (0.1627) loss_bbox_aux_1: 0.1452 (0.1550) loss_bbox_aux_2: 0.1502 (0.1527) loss_bbox_aux_3: 0.1502 (0.1507) loss_bbox_aux_4: 0.1515 (0.1500) loss_bbox_aux_5: 0.1881 (0.1980) loss_bbox_dn_0: 0.2600 (0.2598) loss_bbox_dn_1: 0.1749 (0.1900) loss_bbox_dn_2: 0.1557 (0.1697) loss_bbox_dn_3: 0.1499 (0.1639) loss_bbox_dn_4: 0.1497 (0.1626) loss_bbox_dn_5: 0.1497 (0.1626) loss_giou: 0.4436 (0.4705) loss_giou_aux_0: 0.4554 (0.4941) loss_giou_aux_1: 0.4548 (0.4806) loss_giou_aux_2: 0.4402 (0.4755) loss_giou_aux_3: 0.4470 (0.4720) loss_giou_aux_4: 0.4457 (0.4707) loss_giou_aux_5: 0.5114 (0.5572) loss_giou_dn_0: 0.5766 (0.5720) loss_giou_dn_1: 0.4644 (0.4643) loss_giou_dn_2: 0.4312 (0.4335) loss_giou_dn_3: 0.4246 (0.4254) loss_giou_dn_4: 0.4222 (0.4233) loss_giou_dn_5: 0.4228 (0.4235) loss_vfl: 0.6273 (0.6631) loss_vfl_aux_0: 0.7417 (0.7618) loss_vfl_aux_1: 0.6583 (0.7171) loss_vfl_aux_2: 0.6431 (0.6878) loss_vfl_aux_3: 0.6263 (0.6746) loss_vfl_aux_4: 0.6227 (0.6669) loss_vfl_aux_5: 0.7247 (0.7479) loss_vfl_dn_0: 0.4470 (0.4487) loss_vfl_dn_1: 0.3796 (0.3833) loss_vfl_dn_2: 0.3639 (0.3676) loss_vfl_dn_3: 0.3586 (0.3604) loss_vfl_dn_4: 0.3560 (0.3579) loss_vfl_dn_5: 0.3558 (0.3572) time: 0.4850 data: 0.0138 max mem: 5654 Epoch: [52] [4800/7393] eta: 0:21:12 lr: 0.000010 loss: 15.3286 (15.5816) loss_bbox: 0.1434 (0.1499) loss_bbox_aux_0: 0.1602 (0.1626) loss_bbox_aux_1: 0.1541 (0.1549) loss_bbox_aux_2: 0.1519 (0.1526) loss_bbox_aux_3: 0.1413 (0.1506) loss_bbox_aux_4: 0.1384 (0.1499) loss_bbox_aux_5: 0.1933 (0.1979) loss_bbox_dn_0: 0.2720 (0.2597) loss_bbox_dn_1: 0.1843 (0.1899) loss_bbox_dn_2: 0.1642 (0.1697) loss_bbox_dn_3: 0.1630 (0.1639) loss_bbox_dn_4: 0.1615 (0.1625) loss_bbox_dn_5: 0.1616 (0.1625) loss_giou: 0.4414 (0.4702) loss_giou_aux_0: 0.4276 (0.4937) loss_giou_aux_1: 0.4210 (0.4802) loss_giou_aux_2: 0.4252 (0.4752) loss_giou_aux_3: 0.4396 (0.4716) loss_giou_aux_4: 0.4369 (0.4704) loss_giou_aux_5: 0.5119 (0.5569) loss_giou_dn_0: 0.5483 (0.5719) loss_giou_dn_1: 0.4489 (0.4641) loss_giou_dn_2: 0.4162 (0.4333) loss_giou_dn_3: 0.4094 (0.4252) loss_giou_dn_4: 0.4099 (0.4231) loss_giou_dn_5: 0.4098 (0.4233) loss_vfl: 0.6991 (0.6633) loss_vfl_aux_0: 0.7800 (0.7621) loss_vfl_aux_1: 0.7345 (0.7175) loss_vfl_aux_2: 0.6992 (0.6880) loss_vfl_aux_3: 0.7010 (0.6749) loss_vfl_aux_4: 0.6986 (0.6671) loss_vfl_aux_5: 0.7635 (0.7481) loss_vfl_dn_0: 0.4484 (0.4487) loss_vfl_dn_1: 0.3823 (0.3833) loss_vfl_dn_2: 0.3692 (0.3675) loss_vfl_dn_3: 0.3586 (0.3604) loss_vfl_dn_4: 0.3531 (0.3579) loss_vfl_dn_5: 0.3519 (0.3571) time: 0.4936 data: 0.0145 max mem: 5654 Epoch: [52] [4900/7393] eta: 0:20:26 lr: 0.000010 loss: 16.2220 (15.5833) loss_bbox: 0.1401 (0.1499) loss_bbox_aux_0: 0.1458 (0.1626) loss_bbox_aux_1: 0.1414 (0.1548) loss_bbox_aux_2: 0.1428 (0.1526) loss_bbox_aux_3: 0.1405 (0.1506) loss_bbox_aux_4: 0.1370 (0.1499) loss_bbox_aux_5: 0.1849 (0.1978) loss_bbox_dn_0: 0.2287 (0.2596) loss_bbox_dn_1: 0.1701 (0.1899) loss_bbox_dn_2: 0.1523 (0.1696) loss_bbox_dn_3: 0.1473 (0.1638) loss_bbox_dn_4: 0.1466 (0.1625) loss_bbox_dn_5: 0.1464 (0.1625) loss_giou: 0.5232 (0.4705) loss_giou_aux_0: 0.5611 (0.4939) loss_giou_aux_1: 0.5317 (0.4805) loss_giou_aux_2: 0.5233 (0.4754) loss_giou_aux_3: 0.5248 (0.4719) loss_giou_aux_4: 0.5275 (0.4706) loss_giou_aux_5: 0.6141 (0.5572) loss_giou_dn_0: 0.6172 (0.5720) loss_giou_dn_1: 0.5140 (0.4642) loss_giou_dn_2: 0.4739 (0.4334) loss_giou_dn_3: 0.4673 (0.4253) loss_giou_dn_4: 0.4649 (0.4233) loss_giou_dn_5: 0.4649 (0.4234) loss_vfl: 0.6072 (0.6633) loss_vfl_aux_0: 0.7025 (0.7621) loss_vfl_aux_1: 0.6348 (0.7174) loss_vfl_aux_2: 0.6115 (0.6879) loss_vfl_aux_3: 0.6161 (0.6749) loss_vfl_aux_4: 0.6102 (0.6671) loss_vfl_aux_5: 0.6881 (0.7479) loss_vfl_dn_0: 0.4352 (0.4487) loss_vfl_dn_1: 0.3869 (0.3833) loss_vfl_dn_2: 0.3725 (0.3676) loss_vfl_dn_3: 0.3647 (0.3604) loss_vfl_dn_4: 0.3627 (0.3579) loss_vfl_dn_5: 0.3636 (0.3571) time: 0.7842 data: 0.0141 max mem: 5654 Epoch: [52] [5000/7393] eta: 0:19:36 lr: 0.000010 loss: 15.6344 (15.5843) loss_bbox: 0.1584 (0.1499) loss_bbox_aux_0: 0.1731 (0.1626) loss_bbox_aux_1: 0.1568 (0.1548) loss_bbox_aux_2: 0.1506 (0.1526) loss_bbox_aux_3: 0.1537 (0.1506) loss_bbox_aux_4: 0.1542 (0.1499) loss_bbox_aux_5: 0.2288 (0.1979) loss_bbox_dn_0: 0.2631 (0.2595) loss_bbox_dn_1: 0.1975 (0.1898) loss_bbox_dn_2: 0.1709 (0.1696) loss_bbox_dn_3: 0.1645 (0.1638) loss_bbox_dn_4: 0.1634 (0.1625) loss_bbox_dn_5: 0.1634 (0.1625) loss_giou: 0.4572 (0.4705) loss_giou_aux_0: 0.5048 (0.4939) loss_giou_aux_1: 0.4729 (0.4805) loss_giou_aux_2: 0.4676 (0.4755) loss_giou_aux_3: 0.4554 (0.4720) loss_giou_aux_4: 0.4620 (0.4707) loss_giou_aux_5: 0.5437 (0.5573) loss_giou_dn_0: 0.5726 (0.5720) loss_giou_dn_1: 0.4606 (0.4643) loss_giou_dn_2: 0.4268 (0.4335) loss_giou_dn_3: 0.4194 (0.4254) loss_giou_dn_4: 0.4182 (0.4233) loss_giou_dn_5: 0.4182 (0.4235) loss_vfl: 0.6721 (0.6634) loss_vfl_aux_0: 0.7732 (0.7622) loss_vfl_aux_1: 0.7518 (0.7175) loss_vfl_aux_2: 0.7064 (0.6880) loss_vfl_aux_3: 0.6765 (0.6749) loss_vfl_aux_4: 0.6725 (0.6672) loss_vfl_aux_5: 0.7300 (0.7478) loss_vfl_dn_0: 0.4445 (0.4487) loss_vfl_dn_1: 0.3804 (0.3833) loss_vfl_dn_2: 0.3648 (0.3676) loss_vfl_dn_3: 0.3541 (0.3604) loss_vfl_dn_4: 0.3509 (0.3579) loss_vfl_dn_5: 0.3508 (0.3571) time: 0.4845 data: 0.0139 max mem: 5654 Epoch: [52] [5100/7393] eta: 0:18:49 lr: 0.000010 loss: 15.4402 (15.5813) loss_bbox: 0.1388 (0.1499) loss_bbox_aux_0: 0.1571 (0.1625) loss_bbox_aux_1: 0.1470 (0.1548) loss_bbox_aux_2: 0.1402 (0.1526) loss_bbox_aux_3: 0.1355 (0.1506) loss_bbox_aux_4: 0.1387 (0.1499) loss_bbox_aux_5: 0.1855 (0.1979) loss_bbox_dn_0: 0.2504 (0.2596) loss_bbox_dn_1: 0.1870 (0.1899) loss_bbox_dn_2: 0.1689 (0.1697) loss_bbox_dn_3: 0.1517 (0.1639) loss_bbox_dn_4: 0.1496 (0.1626) loss_bbox_dn_5: 0.1496 (0.1626) loss_giou: 0.4892 (0.4701) loss_giou_aux_0: 0.5042 (0.4936) loss_giou_aux_1: 0.4902 (0.4802) loss_giou_aux_2: 0.4893 (0.4752) loss_giou_aux_3: 0.4932 (0.4716) loss_giou_aux_4: 0.4912 (0.4704) loss_giou_aux_5: 0.5550 (0.5569) loss_giou_dn_0: 0.5783 (0.5719) loss_giou_dn_1: 0.4621 (0.4641) loss_giou_dn_2: 0.4373 (0.4333) loss_giou_dn_3: 0.4282 (0.4252) loss_giou_dn_4: 0.4260 (0.4231) loss_giou_dn_5: 0.4262 (0.4233) loss_vfl: 0.6247 (0.6633) loss_vfl_aux_0: 0.7200 (0.7624) loss_vfl_aux_1: 0.6729 (0.7177) loss_vfl_aux_2: 0.6581 (0.6880) loss_vfl_aux_3: 0.6408 (0.6749) loss_vfl_aux_4: 0.6336 (0.6671) loss_vfl_aux_5: 0.7222 (0.7478) loss_vfl_dn_0: 0.4409 (0.4486) loss_vfl_dn_1: 0.3783 (0.3833) loss_vfl_dn_2: 0.3605 (0.3675) loss_vfl_dn_3: 0.3593 (0.3604) loss_vfl_dn_4: 0.3577 (0.3579) loss_vfl_dn_5: 0.3566 (0.3571) time: 0.4814 data: 0.0144 max mem: 5654 Epoch: [52] [5200/7393] eta: 0:18:00 lr: 0.000010 loss: 15.8582 (15.5820) loss_bbox: 0.1388 (0.1499) loss_bbox_aux_0: 0.1571 (0.1626) loss_bbox_aux_1: 0.1481 (0.1548) loss_bbox_aux_2: 0.1421 (0.1526) loss_bbox_aux_3: 0.1428 (0.1507) loss_bbox_aux_4: 0.1387 (0.1500) loss_bbox_aux_5: 0.1920 (0.1979) loss_bbox_dn_0: 0.2654 (0.2597) loss_bbox_dn_1: 0.1951 (0.1900) loss_bbox_dn_2: 0.1725 (0.1698) loss_bbox_dn_3: 0.1683 (0.1640) loss_bbox_dn_4: 0.1655 (0.1626) loss_bbox_dn_5: 0.1655 (0.1626) loss_giou: 0.5019 (0.4702) loss_giou_aux_0: 0.4989 (0.4937) loss_giou_aux_1: 0.4937 (0.4802) loss_giou_aux_2: 0.5096 (0.4753) loss_giou_aux_3: 0.5090 (0.4717) loss_giou_aux_4: 0.5032 (0.4704) loss_giou_aux_5: 0.5565 (0.5570) loss_giou_dn_0: 0.5682 (0.5719) loss_giou_dn_1: 0.4694 (0.4641) loss_giou_dn_2: 0.4432 (0.4333) loss_giou_dn_3: 0.4325 (0.4252) loss_giou_dn_4: 0.4294 (0.4231) loss_giou_dn_5: 0.4295 (0.4233) loss_vfl: 0.6848 (0.6632) loss_vfl_aux_0: 0.7790 (0.7624) loss_vfl_aux_1: 0.7234 (0.7177) loss_vfl_aux_2: 0.6962 (0.6879) loss_vfl_aux_3: 0.6890 (0.6747) loss_vfl_aux_4: 0.6883 (0.6670) loss_vfl_aux_5: 0.7517 (0.7479) loss_vfl_dn_0: 0.4444 (0.4486) loss_vfl_dn_1: 0.3753 (0.3832) loss_vfl_dn_2: 0.3630 (0.3675) loss_vfl_dn_3: 0.3531 (0.3603) loss_vfl_dn_4: 0.3552 (0.3578) loss_vfl_dn_5: 0.3541 (0.3571) time: 0.4832 data: 0.0142 max mem: 5654 Epoch: [52] [5300/7393] eta: 0:17:10 lr: 0.000010 loss: 15.8326 (15.5810) loss_bbox: 0.1307 (0.1499) loss_bbox_aux_0: 0.1566 (0.1626) loss_bbox_aux_1: 0.1435 (0.1549) loss_bbox_aux_2: 0.1330 (0.1526) loss_bbox_aux_3: 0.1335 (0.1507) loss_bbox_aux_4: 0.1326 (0.1499) loss_bbox_aux_5: 0.1825 (0.1980) loss_bbox_dn_0: 0.2182 (0.2597) loss_bbox_dn_1: 0.1638 (0.1900) loss_bbox_dn_2: 0.1505 (0.1698) loss_bbox_dn_3: 0.1411 (0.1639) loss_bbox_dn_4: 0.1370 (0.1626) loss_bbox_dn_5: 0.1370 (0.1626) loss_giou: 0.4790 (0.4702) loss_giou_aux_0: 0.4936 (0.4936) loss_giou_aux_1: 0.4878 (0.4802) loss_giou_aux_2: 0.4977 (0.4752) loss_giou_aux_3: 0.4834 (0.4717) loss_giou_aux_4: 0.4833 (0.4704) loss_giou_aux_5: 0.5654 (0.5571) loss_giou_dn_0: 0.5811 (0.5719) loss_giou_dn_1: 0.4833 (0.4642) loss_giou_dn_2: 0.4480 (0.4334) loss_giou_dn_3: 0.4344 (0.4252) loss_giou_dn_4: 0.4300 (0.4231) loss_giou_dn_5: 0.4297 (0.4233) loss_vfl: 0.6598 (0.6631) loss_vfl_aux_0: 0.7546 (0.7622) loss_vfl_aux_1: 0.7144 (0.7176) loss_vfl_aux_2: 0.6905 (0.6878) loss_vfl_aux_3: 0.6641 (0.6746) loss_vfl_aux_4: 0.6539 (0.6668) loss_vfl_aux_5: 0.7149 (0.7476) loss_vfl_dn_0: 0.4527 (0.4486) loss_vfl_dn_1: 0.3877 (0.3832) loss_vfl_dn_2: 0.3765 (0.3675) loss_vfl_dn_3: 0.3705 (0.3603) loss_vfl_dn_4: 0.3703 (0.3578) loss_vfl_dn_5: 0.3733 (0.3571) time: 0.5006 data: 0.0143 max mem: 5654 Epoch: [52] [5400/7393] eta: 0:16:21 lr: 0.000010 loss: 15.2821 (15.5784) loss_bbox: 0.1393 (0.1499) loss_bbox_aux_0: 0.1531 (0.1626) loss_bbox_aux_1: 0.1422 (0.1549) loss_bbox_aux_2: 0.1462 (0.1526) loss_bbox_aux_3: 0.1412 (0.1506) loss_bbox_aux_4: 0.1382 (0.1499) loss_bbox_aux_5: 0.1881 (0.1980) loss_bbox_dn_0: 0.2362 (0.2597) loss_bbox_dn_1: 0.1843 (0.1900) loss_bbox_dn_2: 0.1648 (0.1698) loss_bbox_dn_3: 0.1611 (0.1639) loss_bbox_dn_4: 0.1615 (0.1626) loss_bbox_dn_5: 0.1614 (0.1626) loss_giou: 0.4245 (0.4698) loss_giou_aux_0: 0.4446 (0.4933) loss_giou_aux_1: 0.4317 (0.4799) loss_giou_aux_2: 0.4339 (0.4749) loss_giou_aux_3: 0.4246 (0.4714) loss_giou_aux_4: 0.4231 (0.4701) loss_giou_aux_5: 0.5046 (0.5568) loss_giou_dn_0: 0.5659 (0.5717) loss_giou_dn_1: 0.4290 (0.4640) loss_giou_dn_2: 0.3957 (0.4332) loss_giou_dn_3: 0.3890 (0.4250) loss_giou_dn_4: 0.3880 (0.4229) loss_giou_dn_5: 0.3882 (0.4231) loss_vfl: 0.6858 (0.6633) loss_vfl_aux_0: 0.7953 (0.7624) loss_vfl_aux_1: 0.7292 (0.7177) loss_vfl_aux_2: 0.7198 (0.6880) loss_vfl_aux_3: 0.7093 (0.6748) loss_vfl_aux_4: 0.7020 (0.6670) loss_vfl_aux_5: 0.7696 (0.7477) loss_vfl_dn_0: 0.4434 (0.4485) loss_vfl_dn_1: 0.3862 (0.3832) loss_vfl_dn_2: 0.3699 (0.3675) loss_vfl_dn_3: 0.3632 (0.3603) loss_vfl_dn_4: 0.3574 (0.3578) loss_vfl_dn_5: 0.3554 (0.3571) time: 0.4798 data: 0.0137 max mem: 5654 Epoch: [52] [5500/7393] eta: 0:15:31 lr: 0.000010 loss: 15.0747 (15.5774) loss_bbox: 0.1320 (0.1499) loss_bbox_aux_0: 0.1361 (0.1626) loss_bbox_aux_1: 0.1334 (0.1549) loss_bbox_aux_2: 0.1332 (0.1526) loss_bbox_aux_3: 0.1368 (0.1507) loss_bbox_aux_4: 0.1321 (0.1499) loss_bbox_aux_5: 0.1755 (0.1980) loss_bbox_dn_0: 0.2228 (0.2597) loss_bbox_dn_1: 0.1677 (0.1900) loss_bbox_dn_2: 0.1461 (0.1698) loss_bbox_dn_3: 0.1406 (0.1639) loss_bbox_dn_4: 0.1405 (0.1626) loss_bbox_dn_5: 0.1405 (0.1626) loss_giou: 0.4691 (0.4699) loss_giou_aux_0: 0.4731 (0.4934) loss_giou_aux_1: 0.4739 (0.4799) loss_giou_aux_2: 0.4670 (0.4749) loss_giou_aux_3: 0.4597 (0.4714) loss_giou_aux_4: 0.4693 (0.4701) loss_giou_aux_5: 0.5348 (0.5569) loss_giou_dn_0: 0.5471 (0.5717) loss_giou_dn_1: 0.4444 (0.4640) loss_giou_dn_2: 0.4130 (0.4332) loss_giou_dn_3: 0.4048 (0.4250) loss_giou_dn_4: 0.4036 (0.4230) loss_giou_dn_5: 0.4040 (0.4232) loss_vfl: 0.6470 (0.6631) loss_vfl_aux_0: 0.7112 (0.7621) loss_vfl_aux_1: 0.6965 (0.7174) loss_vfl_aux_2: 0.6711 (0.6878) loss_vfl_aux_3: 0.6645 (0.6746) loss_vfl_aux_4: 0.6581 (0.6669) loss_vfl_aux_5: 0.7158 (0.7474) loss_vfl_dn_0: 0.4455 (0.4485) loss_vfl_dn_1: 0.3805 (0.3832) loss_vfl_dn_2: 0.3630 (0.3675) loss_vfl_dn_3: 0.3575 (0.3603) loss_vfl_dn_4: 0.3554 (0.3578) loss_vfl_dn_5: 0.3551 (0.3571) time: 0.4826 data: 0.0141 max mem: 5654 Epoch: [52] [5600/7393] eta: 0:14:42 lr: 0.000010 loss: 16.1525 (15.5754) loss_bbox: 0.1404 (0.1499) loss_bbox_aux_0: 0.1523 (0.1626) loss_bbox_aux_1: 0.1425 (0.1548) loss_bbox_aux_2: 0.1416 (0.1526) loss_bbox_aux_3: 0.1397 (0.1506) loss_bbox_aux_4: 0.1413 (0.1499) loss_bbox_aux_5: 0.1836 (0.1980) loss_bbox_dn_0: 0.2419 (0.2595) loss_bbox_dn_1: 0.1704 (0.1899) loss_bbox_dn_2: 0.1527 (0.1696) loss_bbox_dn_3: 0.1443 (0.1638) loss_bbox_dn_4: 0.1418 (0.1625) loss_bbox_dn_5: 0.1417 (0.1625) loss_giou: 0.4554 (0.4698) loss_giou_aux_0: 0.4853 (0.4933) loss_giou_aux_1: 0.4657 (0.4799) loss_giou_aux_2: 0.4529 (0.4749) loss_giou_aux_3: 0.4555 (0.4714) loss_giou_aux_4: 0.4573 (0.4700) loss_giou_aux_5: 0.5679 (0.5568) loss_giou_dn_0: 0.5655 (0.5717) loss_giou_dn_1: 0.4560 (0.4639) loss_giou_dn_2: 0.4220 (0.4331) loss_giou_dn_3: 0.4134 (0.4250) loss_giou_dn_4: 0.4121 (0.4229) loss_giou_dn_5: 0.4130 (0.4231) loss_vfl: 0.6537 (0.6631) loss_vfl_aux_0: 0.7358 (0.7620) loss_vfl_aux_1: 0.7056 (0.7174) loss_vfl_aux_2: 0.6906 (0.6879) loss_vfl_aux_3: 0.6531 (0.6746) loss_vfl_aux_4: 0.6566 (0.6670) loss_vfl_aux_5: 0.7213 (0.7473) loss_vfl_dn_0: 0.4486 (0.4485) loss_vfl_dn_1: 0.3859 (0.3832) loss_vfl_dn_2: 0.3640 (0.3675) loss_vfl_dn_3: 0.3571 (0.3603) loss_vfl_dn_4: 0.3537 (0.3578) loss_vfl_dn_5: 0.3514 (0.3570) time: 0.4751 data: 0.0140 max mem: 5654 Epoch: [52] [5700/7393] eta: 0:13:54 lr: 0.000010 loss: 15.5278 (15.5743) loss_bbox: 0.1396 (0.1499) loss_bbox_aux_0: 0.1541 (0.1625) loss_bbox_aux_1: 0.1467 (0.1548) loss_bbox_aux_2: 0.1419 (0.1526) loss_bbox_aux_3: 0.1378 (0.1506) loss_bbox_aux_4: 0.1396 (0.1498) loss_bbox_aux_5: 0.1890 (0.1980) loss_bbox_dn_0: 0.2408 (0.2594) loss_bbox_dn_1: 0.1793 (0.1898) loss_bbox_dn_2: 0.1536 (0.1696) loss_bbox_dn_3: 0.1471 (0.1638) loss_bbox_dn_4: 0.1492 (0.1624) loss_bbox_dn_5: 0.1492 (0.1624) loss_giou: 0.4322 (0.4698) loss_giou_aux_0: 0.4722 (0.4933) loss_giou_aux_1: 0.4550 (0.4798) loss_giou_aux_2: 0.4485 (0.4748) loss_giou_aux_3: 0.4403 (0.4713) loss_giou_aux_4: 0.4325 (0.4700) loss_giou_aux_5: 0.5268 (0.5568) loss_giou_dn_0: 0.5606 (0.5716) loss_giou_dn_1: 0.4486 (0.4638) loss_giou_dn_2: 0.4233 (0.4331) loss_giou_dn_3: 0.4195 (0.4249) loss_giou_dn_4: 0.4159 (0.4228) loss_giou_dn_5: 0.4161 (0.4230) loss_vfl: 0.6610 (0.6631) loss_vfl_aux_0: 0.7468 (0.7620) loss_vfl_aux_1: 0.7027 (0.7173) loss_vfl_aux_2: 0.6880 (0.6879) loss_vfl_aux_3: 0.6552 (0.6746) loss_vfl_aux_4: 0.6587 (0.6669) loss_vfl_aux_5: 0.7362 (0.7474) loss_vfl_dn_0: 0.4506 (0.4486) loss_vfl_dn_1: 0.3880 (0.3832) loss_vfl_dn_2: 0.3748 (0.3675) loss_vfl_dn_3: 0.3697 (0.3603) loss_vfl_dn_4: 0.3678 (0.3578) loss_vfl_dn_5: 0.3659 (0.3571) time: 0.4836 data: 0.0143 max mem: 5654 Epoch: [52] [5800/7393] eta: 0:13:04 lr: 0.000010 loss: 15.4111 (15.5719) loss_bbox: 0.1420 (0.1499) loss_bbox_aux_0: 0.1519 (0.1625) loss_bbox_aux_1: 0.1457 (0.1548) loss_bbox_aux_2: 0.1447 (0.1526) loss_bbox_aux_3: 0.1456 (0.1506) loss_bbox_aux_4: 0.1441 (0.1499) loss_bbox_aux_5: 0.1996 (0.1980) loss_bbox_dn_0: 0.2375 (0.2595) loss_bbox_dn_1: 0.1761 (0.1898) loss_bbox_dn_2: 0.1624 (0.1696) loss_bbox_dn_3: 0.1519 (0.1638) loss_bbox_dn_4: 0.1517 (0.1624) loss_bbox_dn_5: 0.1516 (0.1624) loss_giou: 0.4600 (0.4696) loss_giou_aux_0: 0.4894 (0.4930) loss_giou_aux_1: 0.4831 (0.4796) loss_giou_aux_2: 0.4678 (0.4746) loss_giou_aux_3: 0.4658 (0.4711) loss_giou_aux_4: 0.4568 (0.4698) loss_giou_aux_5: 0.5661 (0.5565) loss_giou_dn_0: 0.5643 (0.5714) loss_giou_dn_1: 0.4564 (0.4636) loss_giou_dn_2: 0.4245 (0.4328) loss_giou_dn_3: 0.4202 (0.4247) loss_giou_dn_4: 0.4207 (0.4226) loss_giou_dn_5: 0.4213 (0.4228) loss_vfl: 0.6658 (0.6632) loss_vfl_aux_0: 0.7834 (0.7622) loss_vfl_aux_1: 0.7424 (0.7174) loss_vfl_aux_2: 0.7073 (0.6880) loss_vfl_aux_3: 0.6793 (0.6746) loss_vfl_aux_4: 0.6655 (0.6670) loss_vfl_aux_5: 0.7645 (0.7476) loss_vfl_dn_0: 0.4473 (0.4486) loss_vfl_dn_1: 0.3766 (0.3832) loss_vfl_dn_2: 0.3553 (0.3674) loss_vfl_dn_3: 0.3478 (0.3603) loss_vfl_dn_4: 0.3466 (0.3577) loss_vfl_dn_5: 0.3442 (0.3570) time: 0.4832 data: 0.0138 max mem: 5654 Epoch: [52] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 15.6779 (15.5742) loss_bbox: 0.1369 (0.1498) loss_bbox_aux_0: 0.1502 (0.1625) loss_bbox_aux_1: 0.1451 (0.1548) loss_bbox_aux_2: 0.1402 (0.1526) loss_bbox_aux_3: 0.1445 (0.1506) loss_bbox_aux_4: 0.1366 (0.1498) loss_bbox_aux_5: 0.1814 (0.1980) loss_bbox_dn_0: 0.2576 (0.2594) loss_bbox_dn_1: 0.1744 (0.1898) loss_bbox_dn_2: 0.1515 (0.1696) loss_bbox_dn_3: 0.1525 (0.1637) loss_bbox_dn_4: 0.1528 (0.1624) loss_bbox_dn_5: 0.1529 (0.1624) loss_giou: 0.4566 (0.4697) loss_giou_aux_0: 0.4960 (0.4932) loss_giou_aux_1: 0.4745 (0.4797) loss_giou_aux_2: 0.4739 (0.4747) loss_giou_aux_3: 0.4746 (0.4713) loss_giou_aux_4: 0.4551 (0.4699) loss_giou_aux_5: 0.5523 (0.5567) loss_giou_dn_0: 0.5824 (0.5715) loss_giou_dn_1: 0.4748 (0.4638) loss_giou_dn_2: 0.4455 (0.4330) loss_giou_dn_3: 0.4305 (0.4248) loss_giou_dn_4: 0.4279 (0.4228) loss_giou_dn_5: 0.4279 (0.4230) loss_vfl: 0.6993 (0.6633) loss_vfl_aux_0: 0.7779 (0.7622) loss_vfl_aux_1: 0.7286 (0.7175) loss_vfl_aux_2: 0.6998 (0.6880) loss_vfl_aux_3: 0.6830 (0.6747) loss_vfl_aux_4: 0.6957 (0.6671) loss_vfl_aux_5: 0.7468 (0.7476) loss_vfl_dn_0: 0.4499 (0.4485) loss_vfl_dn_1: 0.3906 (0.3832) loss_vfl_dn_2: 0.3741 (0.3674) loss_vfl_dn_3: 0.3674 (0.3603) loss_vfl_dn_4: 0.3643 (0.3577) loss_vfl_dn_5: 0.3645 (0.3570) time: 0.4804 data: 0.0134 max mem: 5654 Epoch: [52] [6000/7393] eta: 0:11:25 lr: 0.000010 loss: 15.7993 (15.5744) loss_bbox: 0.1487 (0.1498) loss_bbox_aux_0: 0.1717 (0.1625) loss_bbox_aux_1: 0.1556 (0.1548) loss_bbox_aux_2: 0.1574 (0.1525) loss_bbox_aux_3: 0.1559 (0.1506) loss_bbox_aux_4: 0.1485 (0.1498) loss_bbox_aux_5: 0.2028 (0.1979) loss_bbox_dn_0: 0.2682 (0.2593) loss_bbox_dn_1: 0.1814 (0.1897) loss_bbox_dn_2: 0.1615 (0.1695) loss_bbox_dn_3: 0.1545 (0.1637) loss_bbox_dn_4: 0.1529 (0.1623) loss_bbox_dn_5: 0.1529 (0.1624) loss_giou: 0.4734 (0.4699) loss_giou_aux_0: 0.4951 (0.4933) loss_giou_aux_1: 0.4888 (0.4798) loss_giou_aux_2: 0.4778 (0.4748) loss_giou_aux_3: 0.4695 (0.4714) loss_giou_aux_4: 0.4736 (0.4701) loss_giou_aux_5: 0.5482 (0.5568) loss_giou_dn_0: 0.5708 (0.5716) loss_giou_dn_1: 0.4649 (0.4638) loss_giou_dn_2: 0.4272 (0.4330) loss_giou_dn_3: 0.4123 (0.4248) loss_giou_dn_4: 0.4073 (0.4228) loss_giou_dn_5: 0.4080 (0.4229) loss_vfl: 0.6518 (0.6633) loss_vfl_aux_0: 0.7631 (0.7622) loss_vfl_aux_1: 0.7288 (0.7175) loss_vfl_aux_2: 0.6729 (0.6882) loss_vfl_aux_3: 0.6631 (0.6747) loss_vfl_aux_4: 0.6486 (0.6671) loss_vfl_aux_5: 0.7484 (0.7474) loss_vfl_dn_0: 0.4424 (0.4485) loss_vfl_dn_1: 0.3777 (0.3832) loss_vfl_dn_2: 0.3614 (0.3674) loss_vfl_dn_3: 0.3527 (0.3603) loss_vfl_dn_4: 0.3475 (0.3577) loss_vfl_dn_5: 0.3476 (0.3570) time: 0.4804 data: 0.0141 max mem: 5654 Epoch: [52] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 15.2891 (15.5707) loss_bbox: 0.1343 (0.1498) loss_bbox_aux_0: 0.1417 (0.1624) loss_bbox_aux_1: 0.1343 (0.1547) loss_bbox_aux_2: 0.1387 (0.1525) loss_bbox_aux_3: 0.1356 (0.1506) loss_bbox_aux_4: 0.1348 (0.1498) loss_bbox_aux_5: 0.1766 (0.1979) loss_bbox_dn_0: 0.2309 (0.2593) loss_bbox_dn_1: 0.1622 (0.1897) loss_bbox_dn_2: 0.1480 (0.1695) loss_bbox_dn_3: 0.1451 (0.1636) loss_bbox_dn_4: 0.1434 (0.1623) loss_bbox_dn_5: 0.1434 (0.1623) loss_giou: 0.4961 (0.4696) loss_giou_aux_0: 0.5147 (0.4930) loss_giou_aux_1: 0.5005 (0.4795) loss_giou_aux_2: 0.5017 (0.4745) loss_giou_aux_3: 0.5008 (0.4711) loss_giou_aux_4: 0.4971 (0.4698) loss_giou_aux_5: 0.5835 (0.5565) loss_giou_dn_0: 0.5823 (0.5714) loss_giou_dn_1: 0.4681 (0.4636) loss_giou_dn_2: 0.4274 (0.4328) loss_giou_dn_3: 0.4178 (0.4246) loss_giou_dn_4: 0.4150 (0.4226) loss_giou_dn_5: 0.4152 (0.4228) loss_vfl: 0.6561 (0.6633) loss_vfl_aux_0: 0.7625 (0.7622) loss_vfl_aux_1: 0.7205 (0.7176) loss_vfl_aux_2: 0.6704 (0.6882) loss_vfl_aux_3: 0.6458 (0.6746) loss_vfl_aux_4: 0.6499 (0.6671) loss_vfl_aux_5: 0.7105 (0.7475) loss_vfl_dn_0: 0.4447 (0.4485) loss_vfl_dn_1: 0.3766 (0.3832) loss_vfl_dn_2: 0.3657 (0.3674) loss_vfl_dn_3: 0.3582 (0.3602) loss_vfl_dn_4: 0.3560 (0.3577) loss_vfl_dn_5: 0.3557 (0.3570) time: 0.4785 data: 0.0149 max mem: 5654 Epoch: [52] [6200/7393] eta: 0:09:46 lr: 0.000010 loss: 15.1566 (15.5695) loss_bbox: 0.1415 (0.1497) loss_bbox_aux_0: 0.1527 (0.1623) loss_bbox_aux_1: 0.1478 (0.1546) loss_bbox_aux_2: 0.1465 (0.1524) loss_bbox_aux_3: 0.1463 (0.1505) loss_bbox_aux_4: 0.1410 (0.1497) loss_bbox_aux_5: 0.1947 (0.1978) loss_bbox_dn_0: 0.2420 (0.2593) loss_bbox_dn_1: 0.1774 (0.1896) loss_bbox_dn_2: 0.1556 (0.1694) loss_bbox_dn_3: 0.1497 (0.1636) loss_bbox_dn_4: 0.1504 (0.1622) loss_bbox_dn_5: 0.1504 (0.1622) loss_giou: 0.4845 (0.4695) loss_giou_aux_0: 0.5179 (0.4929) loss_giou_aux_1: 0.5119 (0.4793) loss_giou_aux_2: 0.5069 (0.4744) loss_giou_aux_3: 0.4887 (0.4710) loss_giou_aux_4: 0.4845 (0.4697) loss_giou_aux_5: 0.5579 (0.5564) loss_giou_dn_0: 0.5742 (0.5713) loss_giou_dn_1: 0.4577 (0.4635) loss_giou_dn_2: 0.4235 (0.4328) loss_giou_dn_3: 0.4145 (0.4246) loss_giou_dn_4: 0.4136 (0.4225) loss_giou_dn_5: 0.4137 (0.4227) loss_vfl: 0.6947 (0.6635) loss_vfl_aux_0: 0.7839 (0.7625) loss_vfl_aux_1: 0.7365 (0.7179) loss_vfl_aux_2: 0.7076 (0.6884) loss_vfl_aux_3: 0.7135 (0.6748) loss_vfl_aux_4: 0.6990 (0.6673) loss_vfl_aux_5: 0.7117 (0.7476) loss_vfl_dn_0: 0.4444 (0.4485) loss_vfl_dn_1: 0.3792 (0.3831) loss_vfl_dn_2: 0.3644 (0.3673) loss_vfl_dn_3: 0.3543 (0.3602) loss_vfl_dn_4: 0.3517 (0.3576) loss_vfl_dn_5: 0.3519 (0.3569) time: 0.4723 data: 0.0142 max mem: 5654 Epoch: [52] [6300/7393] eta: 0:08:58 lr: 0.000010 loss: 15.4873 (15.5691) loss_bbox: 0.1335 (0.1497) loss_bbox_aux_0: 0.1478 (0.1623) loss_bbox_aux_1: 0.1390 (0.1546) loss_bbox_aux_2: 0.1377 (0.1524) loss_bbox_aux_3: 0.1336 (0.1504) loss_bbox_aux_4: 0.1328 (0.1496) loss_bbox_aux_5: 0.1940 (0.1978) loss_bbox_dn_0: 0.2469 (0.2594) loss_bbox_dn_1: 0.1821 (0.1897) loss_bbox_dn_2: 0.1614 (0.1695) loss_bbox_dn_3: 0.1558 (0.1636) loss_bbox_dn_4: 0.1536 (0.1623) loss_bbox_dn_5: 0.1537 (0.1623) loss_giou: 0.4333 (0.4693) loss_giou_aux_0: 0.4440 (0.4927) loss_giou_aux_1: 0.4342 (0.4791) loss_giou_aux_2: 0.4424 (0.4742) loss_giou_aux_3: 0.4271 (0.4708) loss_giou_aux_4: 0.4332 (0.4695) loss_giou_aux_5: 0.5128 (0.5562) loss_giou_dn_0: 0.5640 (0.5712) loss_giou_dn_1: 0.4617 (0.4634) loss_giou_dn_2: 0.4183 (0.4327) loss_giou_dn_3: 0.4101 (0.4245) loss_giou_dn_4: 0.4078 (0.4224) loss_giou_dn_5: 0.4079 (0.4226) loss_vfl: 0.6764 (0.6636) loss_vfl_aux_0: 0.7852 (0.7627) loss_vfl_aux_1: 0.7499 (0.7181) loss_vfl_aux_2: 0.7164 (0.6886) loss_vfl_aux_3: 0.7024 (0.6751) loss_vfl_aux_4: 0.6845 (0.6674) loss_vfl_aux_5: 0.7452 (0.7479) loss_vfl_dn_0: 0.4520 (0.4485) loss_vfl_dn_1: 0.3878 (0.3831) loss_vfl_dn_2: 0.3738 (0.3673) loss_vfl_dn_3: 0.3676 (0.3601) loss_vfl_dn_4: 0.3645 (0.3576) loss_vfl_dn_5: 0.3638 (0.3569) time: 0.4833 data: 0.0137 max mem: 5654 Epoch: [52] [6400/7393] eta: 0:08:09 lr: 0.000010 loss: 15.5906 (15.5682) loss_bbox: 0.1488 (0.1497) loss_bbox_aux_0: 0.1644 (0.1623) loss_bbox_aux_1: 0.1508 (0.1546) loss_bbox_aux_2: 0.1472 (0.1523) loss_bbox_aux_3: 0.1524 (0.1504) loss_bbox_aux_4: 0.1500 (0.1496) loss_bbox_aux_5: 0.2029 (0.1978) loss_bbox_dn_0: 0.2549 (0.2594) loss_bbox_dn_1: 0.1845 (0.1897) loss_bbox_dn_2: 0.1633 (0.1695) loss_bbox_dn_3: 0.1600 (0.1636) loss_bbox_dn_4: 0.1587 (0.1623) loss_bbox_dn_5: 0.1587 (0.1623) loss_giou: 0.4321 (0.4691) loss_giou_aux_0: 0.4480 (0.4924) loss_giou_aux_1: 0.4298 (0.4789) loss_giou_aux_2: 0.4330 (0.4740) loss_giou_aux_3: 0.4301 (0.4706) loss_giou_aux_4: 0.4298 (0.4692) loss_giou_aux_5: 0.5038 (0.5560) loss_giou_dn_0: 0.5377 (0.5711) loss_giou_dn_1: 0.4263 (0.4633) loss_giou_dn_2: 0.3941 (0.4326) loss_giou_dn_3: 0.3882 (0.4244) loss_giou_dn_4: 0.3862 (0.4223) loss_giou_dn_5: 0.3863 (0.4225) loss_vfl: 0.6816 (0.6637) loss_vfl_aux_0: 0.7848 (0.7630) loss_vfl_aux_1: 0.7443 (0.7184) loss_vfl_aux_2: 0.7261 (0.6888) loss_vfl_aux_3: 0.6902 (0.6751) loss_vfl_aux_4: 0.6939 (0.6675) loss_vfl_aux_5: 0.7855 (0.7482) loss_vfl_dn_0: 0.4552 (0.4485) loss_vfl_dn_1: 0.3746 (0.3831) loss_vfl_dn_2: 0.3612 (0.3673) loss_vfl_dn_3: 0.3539 (0.3601) loss_vfl_dn_4: 0.3506 (0.3576) loss_vfl_dn_5: 0.3495 (0.3569) time: 0.4775 data: 0.0137 max mem: 5654 Epoch: [52] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.6913 (15.5705) loss_bbox: 0.1445 (0.1497) loss_bbox_aux_0: 0.1643 (0.1623) loss_bbox_aux_1: 0.1558 (0.1546) loss_bbox_aux_2: 0.1458 (0.1524) loss_bbox_aux_3: 0.1459 (0.1505) loss_bbox_aux_4: 0.1386 (0.1497) loss_bbox_aux_5: 0.1927 (0.1979) loss_bbox_dn_0: 0.2442 (0.2594) loss_bbox_dn_1: 0.1743 (0.1897) loss_bbox_dn_2: 0.1564 (0.1695) loss_bbox_dn_3: 0.1505 (0.1636) loss_bbox_dn_4: 0.1502 (0.1623) loss_bbox_dn_5: 0.1503 (0.1623) loss_giou: 0.4554 (0.4691) loss_giou_aux_0: 0.4822 (0.4924) loss_giou_aux_1: 0.4620 (0.4789) loss_giou_aux_2: 0.4444 (0.4740) loss_giou_aux_3: 0.4538 (0.4706) loss_giou_aux_4: 0.4405 (0.4693) loss_giou_aux_5: 0.5606 (0.5560) loss_giou_dn_0: 0.5520 (0.5711) loss_giou_dn_1: 0.4342 (0.4634) loss_giou_dn_2: 0.4038 (0.4326) loss_giou_dn_3: 0.3986 (0.4244) loss_giou_dn_4: 0.3968 (0.4224) loss_giou_dn_5: 0.3970 (0.4225) loss_vfl: 0.7004 (0.6639) loss_vfl_aux_0: 0.7968 (0.7632) loss_vfl_aux_1: 0.7522 (0.7186) loss_vfl_aux_2: 0.7186 (0.6891) loss_vfl_aux_3: 0.7037 (0.6753) loss_vfl_aux_4: 0.6978 (0.6677) loss_vfl_aux_5: 0.7792 (0.7483) loss_vfl_dn_0: 0.4575 (0.4486) loss_vfl_dn_1: 0.3889 (0.3831) loss_vfl_dn_2: 0.3722 (0.3673) loss_vfl_dn_3: 0.3632 (0.3602) loss_vfl_dn_4: 0.3563 (0.3576) loss_vfl_dn_5: 0.3533 (0.3569) time: 0.4911 data: 0.0142 max mem: 5654 Epoch: [52] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 15.9700 (15.5730) loss_bbox: 0.1444 (0.1497) loss_bbox_aux_0: 0.1596 (0.1623) loss_bbox_aux_1: 0.1457 (0.1546) loss_bbox_aux_2: 0.1480 (0.1524) loss_bbox_aux_3: 0.1404 (0.1505) loss_bbox_aux_4: 0.1445 (0.1497) loss_bbox_aux_5: 0.1816 (0.1978) loss_bbox_dn_0: 0.2450 (0.2593) loss_bbox_dn_1: 0.1747 (0.1897) loss_bbox_dn_2: 0.1535 (0.1695) loss_bbox_dn_3: 0.1505 (0.1637) loss_bbox_dn_4: 0.1491 (0.1623) loss_bbox_dn_5: 0.1491 (0.1623) loss_giou: 0.4952 (0.4693) loss_giou_aux_0: 0.5111 (0.4926) loss_giou_aux_1: 0.5008 (0.4791) loss_giou_aux_2: 0.4996 (0.4742) loss_giou_aux_3: 0.4961 (0.4708) loss_giou_aux_4: 0.4946 (0.4695) loss_giou_aux_5: 0.5865 (0.5561) loss_giou_dn_0: 0.6025 (0.5712) loss_giou_dn_1: 0.5005 (0.4635) loss_giou_dn_2: 0.4656 (0.4328) loss_giou_dn_3: 0.4620 (0.4246) loss_giou_dn_4: 0.4617 (0.4225) loss_giou_dn_5: 0.4617 (0.4227) loss_vfl: 0.6910 (0.6640) loss_vfl_aux_0: 0.8008 (0.7631) loss_vfl_aux_1: 0.7629 (0.7187) loss_vfl_aux_2: 0.7356 (0.6891) loss_vfl_aux_3: 0.7278 (0.6754) loss_vfl_aux_4: 0.7046 (0.6678) loss_vfl_aux_5: 0.7628 (0.7483) loss_vfl_dn_0: 0.4490 (0.4486) loss_vfl_dn_1: 0.3889 (0.3832) loss_vfl_dn_2: 0.3743 (0.3674) loss_vfl_dn_3: 0.3678 (0.3602) loss_vfl_dn_4: 0.3665 (0.3577) loss_vfl_dn_5: 0.3642 (0.3569) time: 0.4842 data: 0.0140 max mem: 5654 Epoch: [52] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.5513 (15.5720) loss_bbox: 0.1425 (0.1497) loss_bbox_aux_0: 0.1579 (0.1623) loss_bbox_aux_1: 0.1521 (0.1546) loss_bbox_aux_2: 0.1465 (0.1524) loss_bbox_aux_3: 0.1425 (0.1505) loss_bbox_aux_4: 0.1456 (0.1497) loss_bbox_aux_5: 0.1894 (0.1978) loss_bbox_dn_0: 0.2290 (0.2592) loss_bbox_dn_1: 0.1640 (0.1896) loss_bbox_dn_2: 0.1499 (0.1694) loss_bbox_dn_3: 0.1395 (0.1636) loss_bbox_dn_4: 0.1378 (0.1622) loss_bbox_dn_5: 0.1377 (0.1622) loss_giou: 0.4701 (0.4696) loss_giou_aux_0: 0.5017 (0.4929) loss_giou_aux_1: 0.4860 (0.4793) loss_giou_aux_2: 0.4742 (0.4744) loss_giou_aux_3: 0.4757 (0.4710) loss_giou_aux_4: 0.4671 (0.4697) loss_giou_aux_5: 0.5611 (0.5564) loss_giou_dn_0: 0.5729 (0.5713) loss_giou_dn_1: 0.4680 (0.4636) loss_giou_dn_2: 0.4443 (0.4329) loss_giou_dn_3: 0.4383 (0.4247) loss_giou_dn_4: 0.4373 (0.4226) loss_giou_dn_5: 0.4377 (0.4228) loss_vfl: 0.6374 (0.6636) loss_vfl_aux_0: 0.7341 (0.7628) loss_vfl_aux_1: 0.6834 (0.7183) loss_vfl_aux_2: 0.6688 (0.6888) loss_vfl_aux_3: 0.6409 (0.6750) loss_vfl_aux_4: 0.6357 (0.6675) loss_vfl_aux_5: 0.7315 (0.7480) loss_vfl_dn_0: 0.4455 (0.4485) loss_vfl_dn_1: 0.3862 (0.3831) loss_vfl_dn_2: 0.3683 (0.3673) loss_vfl_dn_3: 0.3605 (0.3602) loss_vfl_dn_4: 0.3589 (0.3576) loss_vfl_dn_5: 0.3586 (0.3569) time: 0.4664 data: 0.0141 max mem: 5654 Epoch: [52] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.5986 (15.5727) loss_bbox: 0.1479 (0.1497) loss_bbox_aux_0: 0.1658 (0.1623) loss_bbox_aux_1: 0.1584 (0.1546) loss_bbox_aux_2: 0.1505 (0.1524) loss_bbox_aux_3: 0.1525 (0.1505) loss_bbox_aux_4: 0.1498 (0.1497) loss_bbox_aux_5: 0.2044 (0.1978) loss_bbox_dn_0: 0.2693 (0.2592) loss_bbox_dn_1: 0.2033 (0.1896) loss_bbox_dn_2: 0.1804 (0.1695) loss_bbox_dn_3: 0.1735 (0.1636) loss_bbox_dn_4: 0.1705 (0.1623) loss_bbox_dn_5: 0.1705 (0.1623) loss_giou: 0.4444 (0.4695) loss_giou_aux_0: 0.4587 (0.4928) loss_giou_aux_1: 0.4474 (0.4793) loss_giou_aux_2: 0.4411 (0.4743) loss_giou_aux_3: 0.4523 (0.4709) loss_giou_aux_4: 0.4463 (0.4696) loss_giou_aux_5: 0.5358 (0.5563) loss_giou_dn_0: 0.5492 (0.5713) loss_giou_dn_1: 0.4521 (0.4636) loss_giou_dn_2: 0.4351 (0.4329) loss_giou_dn_3: 0.4254 (0.4247) loss_giou_dn_4: 0.4246 (0.4226) loss_giou_dn_5: 0.4247 (0.4228) loss_vfl: 0.6751 (0.6637) loss_vfl_aux_0: 0.7720 (0.7629) loss_vfl_aux_1: 0.7324 (0.7184) loss_vfl_aux_2: 0.7059 (0.6889) loss_vfl_aux_3: 0.6857 (0.6751) loss_vfl_aux_4: 0.6718 (0.6675) loss_vfl_aux_5: 0.7903 (0.7481) loss_vfl_dn_0: 0.4514 (0.4485) loss_vfl_dn_1: 0.3810 (0.3832) loss_vfl_dn_2: 0.3724 (0.3674) loss_vfl_dn_3: 0.3648 (0.3602) loss_vfl_dn_4: 0.3605 (0.3577) loss_vfl_dn_5: 0.3577 (0.3570) time: 0.4792 data: 0.0144 max mem: 5654 Epoch: [52] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.2582 (15.5716) loss_bbox: 0.1461 (0.1497) loss_bbox_aux_0: 0.1654 (0.1624) loss_bbox_aux_1: 0.1492 (0.1546) loss_bbox_aux_2: 0.1516 (0.1523) loss_bbox_aux_3: 0.1441 (0.1505) loss_bbox_aux_4: 0.1437 (0.1497) loss_bbox_aux_5: 0.1980 (0.1979) loss_bbox_dn_0: 0.2459 (0.2593) loss_bbox_dn_1: 0.1751 (0.1897) loss_bbox_dn_2: 0.1632 (0.1695) loss_bbox_dn_3: 0.1601 (0.1637) loss_bbox_dn_4: 0.1600 (0.1624) loss_bbox_dn_5: 0.1601 (0.1624) loss_giou: 0.4059 (0.4693) loss_giou_aux_0: 0.4598 (0.4927) loss_giou_aux_1: 0.4097 (0.4790) loss_giou_aux_2: 0.4151 (0.4741) loss_giou_aux_3: 0.4072 (0.4708) loss_giou_aux_4: 0.4057 (0.4694) loss_giou_aux_5: 0.5098 (0.5561) loss_giou_dn_0: 0.5362 (0.5713) loss_giou_dn_1: 0.4295 (0.4635) loss_giou_dn_2: 0.3992 (0.4327) loss_giou_dn_3: 0.3922 (0.4246) loss_giou_dn_4: 0.3902 (0.4225) loss_giou_dn_5: 0.3903 (0.4227) loss_vfl: 0.6427 (0.6638) loss_vfl_aux_0: 0.7276 (0.7629) loss_vfl_aux_1: 0.6955 (0.7186) loss_vfl_aux_2: 0.6509 (0.6891) loss_vfl_aux_3: 0.6587 (0.6752) loss_vfl_aux_4: 0.6473 (0.6676) loss_vfl_aux_5: 0.7185 (0.7482) loss_vfl_dn_0: 0.4438 (0.4485) loss_vfl_dn_1: 0.3737 (0.3831) loss_vfl_dn_2: 0.3604 (0.3673) loss_vfl_dn_3: 0.3563 (0.3602) loss_vfl_dn_4: 0.3507 (0.3576) loss_vfl_dn_5: 0.3479 (0.3569) time: 0.4855 data: 0.0138 max mem: 5654 Epoch: [52] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.6567 (15.5750) loss_bbox: 0.1285 (0.1498) loss_bbox_aux_0: 0.1477 (0.1624) loss_bbox_aux_1: 0.1362 (0.1547) loss_bbox_aux_2: 0.1340 (0.1524) loss_bbox_aux_3: 0.1305 (0.1505) loss_bbox_aux_4: 0.1268 (0.1497) loss_bbox_aux_5: 0.1969 (0.1980) loss_bbox_dn_0: 0.2666 (0.2595) loss_bbox_dn_1: 0.1882 (0.1899) loss_bbox_dn_2: 0.1666 (0.1697) loss_bbox_dn_3: 0.1534 (0.1638) loss_bbox_dn_4: 0.1544 (0.1625) loss_bbox_dn_5: 0.1544 (0.1625) loss_giou: 0.4454 (0.4693) loss_giou_aux_0: 0.4561 (0.4927) loss_giou_aux_1: 0.4496 (0.4791) loss_giou_aux_2: 0.4580 (0.4742) loss_giou_aux_3: 0.4519 (0.4708) loss_giou_aux_4: 0.4517 (0.4695) loss_giou_aux_5: 0.5142 (0.5561) loss_giou_dn_0: 0.5698 (0.5713) loss_giou_dn_1: 0.4722 (0.4636) loss_giou_dn_2: 0.4381 (0.4328) loss_giou_dn_3: 0.4275 (0.4246) loss_giou_dn_4: 0.4256 (0.4226) loss_giou_dn_5: 0.4263 (0.4227) loss_vfl: 0.6627 (0.6640) loss_vfl_aux_0: 0.7829 (0.7631) loss_vfl_aux_1: 0.7184 (0.7188) loss_vfl_aux_2: 0.6928 (0.6893) loss_vfl_aux_3: 0.6776 (0.6754) loss_vfl_aux_4: 0.6747 (0.6678) loss_vfl_aux_5: 0.7598 (0.7484) loss_vfl_dn_0: 0.4539 (0.4485) loss_vfl_dn_1: 0.3850 (0.3831) loss_vfl_dn_2: 0.3647 (0.3673) loss_vfl_dn_3: 0.3555 (0.3602) loss_vfl_dn_4: 0.3514 (0.3576) loss_vfl_dn_5: 0.3497 (0.3569) time: 0.4877 data: 0.0139 max mem: 5654 Epoch: [52] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 14.9992 (15.5736) loss_bbox: 0.1322 (0.1497) loss_bbox_aux_0: 0.1429 (0.1624) loss_bbox_aux_1: 0.1372 (0.1547) loss_bbox_aux_2: 0.1320 (0.1524) loss_bbox_aux_3: 0.1319 (0.1505) loss_bbox_aux_4: 0.1322 (0.1497) loss_bbox_aux_5: 0.1783 (0.1980) loss_bbox_dn_0: 0.2284 (0.2595) loss_bbox_dn_1: 0.1601 (0.1899) loss_bbox_dn_2: 0.1380 (0.1697) loss_bbox_dn_3: 0.1332 (0.1639) loss_bbox_dn_4: 0.1317 (0.1625) loss_bbox_dn_5: 0.1317 (0.1625) loss_giou: 0.4193 (0.4691) loss_giou_aux_0: 0.4462 (0.4924) loss_giou_aux_1: 0.4232 (0.4788) loss_giou_aux_2: 0.4282 (0.4739) loss_giou_aux_3: 0.4112 (0.4705) loss_giou_aux_4: 0.4014 (0.4692) loss_giou_aux_5: 0.4985 (0.5559) loss_giou_dn_0: 0.5492 (0.5712) loss_giou_dn_1: 0.4358 (0.4634) loss_giou_dn_2: 0.4033 (0.4327) loss_giou_dn_3: 0.3969 (0.4245) loss_giou_dn_4: 0.3950 (0.4224) loss_giou_dn_5: 0.3951 (0.4226) loss_vfl: 0.6683 (0.6642) loss_vfl_aux_0: 0.7765 (0.7633) loss_vfl_aux_1: 0.7390 (0.7190) loss_vfl_aux_2: 0.6815 (0.6895) loss_vfl_aux_3: 0.6724 (0.6756) loss_vfl_aux_4: 0.6732 (0.6680) loss_vfl_aux_5: 0.7537 (0.7485) loss_vfl_dn_0: 0.4455 (0.4486) loss_vfl_dn_1: 0.3826 (0.3831) loss_vfl_dn_2: 0.3658 (0.3673) loss_vfl_dn_3: 0.3584 (0.3602) loss_vfl_dn_4: 0.3537 (0.3576) loss_vfl_dn_5: 0.3529 (0.3569) time: 0.4832 data: 0.0156 max mem: 5654 Epoch: [52] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.3927 (15.5748) loss_bbox: 0.1392 (0.1498) loss_bbox_aux_0: 0.1688 (0.1624) loss_bbox_aux_1: 0.1471 (0.1547) loss_bbox_aux_2: 0.1410 (0.1524) loss_bbox_aux_3: 0.1372 (0.1505) loss_bbox_aux_4: 0.1389 (0.1497) loss_bbox_aux_5: 0.1943 (0.1981) loss_bbox_dn_0: 0.2718 (0.2597) loss_bbox_dn_1: 0.1879 (0.1900) loss_bbox_dn_2: 0.1734 (0.1698) loss_bbox_dn_3: 0.1656 (0.1640) loss_bbox_dn_4: 0.1648 (0.1626) loss_bbox_dn_5: 0.1648 (0.1626) loss_giou: 0.4448 (0.4690) loss_giou_aux_0: 0.4641 (0.4924) loss_giou_aux_1: 0.4507 (0.4788) loss_giou_aux_2: 0.4548 (0.4739) loss_giou_aux_3: 0.4390 (0.4705) loss_giou_aux_4: 0.4465 (0.4691) loss_giou_aux_5: 0.5280 (0.5559) loss_giou_dn_0: 0.5661 (0.5712) loss_giou_dn_1: 0.4609 (0.4634) loss_giou_dn_2: 0.4265 (0.4327) loss_giou_dn_3: 0.4189 (0.4245) loss_giou_dn_4: 0.4152 (0.4224) loss_giou_dn_5: 0.4155 (0.4226) loss_vfl: 0.6616 (0.6643) loss_vfl_aux_0: 0.7456 (0.7633) loss_vfl_aux_1: 0.7076 (0.7190) loss_vfl_aux_2: 0.6873 (0.6895) loss_vfl_aux_3: 0.6739 (0.6757) loss_vfl_aux_4: 0.6662 (0.6681) loss_vfl_aux_5: 0.7274 (0.7485) loss_vfl_dn_0: 0.4423 (0.4486) loss_vfl_dn_1: 0.3824 (0.3831) loss_vfl_dn_2: 0.3642 (0.3673) loss_vfl_dn_3: 0.3584 (0.3601) loss_vfl_dn_4: 0.3547 (0.3576) loss_vfl_dn_5: 0.3541 (0.3569) time: 0.4764 data: 0.0138 max mem: 5654 Epoch: [52] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6988 (15.5766) loss_bbox: 0.1418 (0.1498) loss_bbox_aux_0: 0.1696 (0.1625) loss_bbox_aux_1: 0.1601 (0.1547) loss_bbox_aux_2: 0.1512 (0.1524) loss_bbox_aux_3: 0.1469 (0.1505) loss_bbox_aux_4: 0.1467 (0.1497) loss_bbox_aux_5: 0.2034 (0.1981) loss_bbox_dn_0: 0.2677 (0.2598) loss_bbox_dn_1: 0.1931 (0.1900) loss_bbox_dn_2: 0.1717 (0.1699) loss_bbox_dn_3: 0.1639 (0.1640) loss_bbox_dn_4: 0.1637 (0.1627) loss_bbox_dn_5: 0.1637 (0.1627) loss_giou: 0.4659 (0.4691) loss_giou_aux_0: 0.5003 (0.4926) loss_giou_aux_1: 0.4812 (0.4790) loss_giou_aux_2: 0.4717 (0.4740) loss_giou_aux_3: 0.4700 (0.4706) loss_giou_aux_4: 0.4710 (0.4693) loss_giou_aux_5: 0.5661 (0.5561) loss_giou_dn_0: 0.5979 (0.5713) loss_giou_dn_1: 0.4878 (0.4635) loss_giou_dn_2: 0.4611 (0.4328) loss_giou_dn_3: 0.4533 (0.4246) loss_giou_dn_4: 0.4494 (0.4225) loss_giou_dn_5: 0.4494 (0.4227) loss_vfl: 0.6830 (0.6643) loss_vfl_aux_0: 0.7569 (0.7632) loss_vfl_aux_1: 0.7292 (0.7189) loss_vfl_aux_2: 0.7095 (0.6895) loss_vfl_aux_3: 0.6868 (0.6757) loss_vfl_aux_4: 0.6855 (0.6680) loss_vfl_aux_5: 0.7420 (0.7484) loss_vfl_dn_0: 0.4510 (0.4486) loss_vfl_dn_1: 0.3842 (0.3831) loss_vfl_dn_2: 0.3663 (0.3673) loss_vfl_dn_3: 0.3578 (0.3601) loss_vfl_dn_4: 0.3551 (0.3576) loss_vfl_dn_5: 0.3540 (0.3569) time: 0.4724 data: 0.0149 max mem: 5654 Epoch: [52] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.4578 (15.5753) loss_bbox: 0.1428 (0.1497) loss_bbox_aux_0: 0.1646 (0.1625) loss_bbox_aux_1: 0.1502 (0.1548) loss_bbox_aux_2: 0.1480 (0.1524) loss_bbox_aux_3: 0.1415 (0.1505) loss_bbox_aux_4: 0.1428 (0.1497) loss_bbox_aux_5: 0.1974 (0.1981) loss_bbox_dn_0: 0.2519 (0.2597) loss_bbox_dn_1: 0.1739 (0.1900) loss_bbox_dn_2: 0.1507 (0.1698) loss_bbox_dn_3: 0.1421 (0.1639) loss_bbox_dn_4: 0.1387 (0.1626) loss_bbox_dn_5: 0.1387 (0.1626) loss_giou: 0.4694 (0.4693) loss_giou_aux_0: 0.4904 (0.4927) loss_giou_aux_1: 0.4903 (0.4791) loss_giou_aux_2: 0.4768 (0.4742) loss_giou_aux_3: 0.4756 (0.4707) loss_giou_aux_4: 0.4754 (0.4694) loss_giou_aux_5: 0.5434 (0.5562) loss_giou_dn_0: 0.5664 (0.5713) loss_giou_dn_1: 0.4664 (0.4635) loss_giou_dn_2: 0.4354 (0.4327) loss_giou_dn_3: 0.4268 (0.4245) loss_giou_dn_4: 0.4268 (0.4224) loss_giou_dn_5: 0.4273 (0.4226) loss_vfl: 0.6205 (0.6641) loss_vfl_aux_0: 0.7449 (0.7630) loss_vfl_aux_1: 0.7026 (0.7188) loss_vfl_aux_2: 0.6635 (0.6893) loss_vfl_aux_3: 0.6398 (0.6755) loss_vfl_aux_4: 0.6214 (0.6679) loss_vfl_aux_5: 0.7190 (0.7482) loss_vfl_dn_0: 0.4383 (0.4485) loss_vfl_dn_1: 0.3779 (0.3831) loss_vfl_dn_2: 0.3624 (0.3672) loss_vfl_dn_3: 0.3536 (0.3601) loss_vfl_dn_4: 0.3525 (0.3575) loss_vfl_dn_5: 0.3513 (0.3568) time: 0.4756 data: 0.0140 max mem: 5654 Epoch: [52] Total time: 1:00:32 (0.4913 s / it) Averaged stats: lr: 0.000010 loss: 15.4578 (15.5753) loss_bbox: 0.1428 (0.1497) loss_bbox_aux_0: 0.1646 (0.1625) loss_bbox_aux_1: 0.1502 (0.1548) loss_bbox_aux_2: 0.1480 (0.1524) loss_bbox_aux_3: 0.1415 (0.1505) loss_bbox_aux_4: 0.1428 (0.1497) loss_bbox_aux_5: 0.1974 (0.1981) loss_bbox_dn_0: 0.2519 (0.2597) loss_bbox_dn_1: 0.1739 (0.1900) loss_bbox_dn_2: 0.1507 (0.1698) loss_bbox_dn_3: 0.1421 (0.1639) loss_bbox_dn_4: 0.1387 (0.1626) loss_bbox_dn_5: 0.1387 (0.1626) loss_giou: 0.4694 (0.4693) loss_giou_aux_0: 0.4904 (0.4927) loss_giou_aux_1: 0.4903 (0.4791) loss_giou_aux_2: 0.4768 (0.4742) loss_giou_aux_3: 0.4756 (0.4707) loss_giou_aux_4: 0.4754 (0.4694) loss_giou_aux_5: 0.5434 (0.5562) loss_giou_dn_0: 0.5664 (0.5713) loss_giou_dn_1: 0.4664 (0.4635) loss_giou_dn_2: 0.4354 (0.4327) loss_giou_dn_3: 0.4268 (0.4245) loss_giou_dn_4: 0.4268 (0.4224) loss_giou_dn_5: 0.4273 (0.4226) loss_vfl: 0.6205 (0.6641) loss_vfl_aux_0: 0.7449 (0.7630) loss_vfl_aux_1: 0.7026 (0.7188) loss_vfl_aux_2: 0.6635 (0.6893) loss_vfl_aux_3: 0.6398 (0.6755) loss_vfl_aux_4: 0.6214 (0.6679) loss_vfl_aux_5: 0.7190 (0.7482) loss_vfl_dn_0: 0.4383 (0.4485) loss_vfl_dn_1: 0.3779 (0.3831) loss_vfl_dn_2: 0.3624 (0.3672) loss_vfl_dn_3: 0.3536 (0.3601) loss_vfl_dn_4: 0.3525 (0.3575) loss_vfl_dn_5: 0.3513 (0.3568) Test: [ 0/157] eta: 0:04:19 time: 1.6500 data: 1.2359 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5126 data: 0.1374 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3934 data: 0.0270 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3892 data: 0.0272 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.7424 data: 0.0270 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.7464 data: 0.0265 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.4031 data: 0.0269 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.4013 data: 0.0271 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.4000 data: 0.0270 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4040 data: 0.0266 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3925 data: 0.0260 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3929 data: 0.0257 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3962 data: 0.0263 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3917 data: 0.0267 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3874 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6673 data: 0.0260 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6560 data: 0.0256 max mem: 5654 Test: Total time: 0:01:16 (0.4844 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.01s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [53] [ 0/7393] eta: 1 day, 2:18:35 lr: 0.000010 loss: 15.2212 (15.2212) loss_bbox: 0.1956 (0.1956) loss_bbox_aux_0: 0.2175 (0.2175) loss_bbox_aux_1: 0.2052 (0.2052) loss_bbox_aux_2: 0.2093 (0.2093) loss_bbox_aux_3: 0.2043 (0.2043) loss_bbox_aux_4: 0.2067 (0.2067) loss_bbox_aux_5: 0.2218 (0.2218) loss_bbox_dn_0: 0.3898 (0.3898) loss_bbox_dn_1: 0.2948 (0.2948) loss_bbox_dn_2: 0.2481 (0.2481) loss_bbox_dn_3: 0.2332 (0.2332) loss_bbox_dn_4: 0.2294 (0.2294) loss_bbox_dn_5: 0.2295 (0.2295) loss_giou: 0.3715 (0.3715) loss_giou_aux_0: 0.3818 (0.3818) loss_giou_aux_1: 0.3696 (0.3696) loss_giou_aux_2: 0.3756 (0.3756) loss_giou_aux_3: 0.3728 (0.3728) loss_giou_aux_4: 0.3913 (0.3913) loss_giou_aux_5: 0.4336 (0.4336) loss_giou_dn_0: 0.5295 (0.5295) loss_giou_dn_1: 0.4180 (0.4180) loss_giou_dn_2: 0.3667 (0.3667) loss_giou_dn_3: 0.3504 (0.3504) loss_giou_dn_4: 0.3463 (0.3463) loss_giou_dn_5: 0.3467 (0.3467) loss_vfl: 0.6104 (0.6104) loss_vfl_aux_0: 0.7631 (0.7631) loss_vfl_aux_1: 0.7023 (0.7023) loss_vfl_aux_2: 0.6253 (0.6253) loss_vfl_aux_3: 0.6223 (0.6223) loss_vfl_aux_4: 0.5952 (0.5952) loss_vfl_aux_5: 0.7948 (0.7948) loss_vfl_dn_0: 0.4671 (0.4671) loss_vfl_dn_1: 0.4075 (0.4075) loss_vfl_dn_2: 0.3877 (0.3877) loss_vfl_dn_3: 0.3728 (0.3728) loss_vfl_dn_4: 0.3680 (0.3680) loss_vfl_dn_5: 0.3658 (0.3658) time: 12.8115 data: 3.4473 max mem: 5654 Epoch: [53] [ 100/7393] eta: 1:13:08 lr: 0.000010 loss: 15.3908 (15.5053) loss_bbox: 0.1564 (0.1466) loss_bbox_aux_0: 0.1606 (0.1607) loss_bbox_aux_1: 0.1593 (0.1507) loss_bbox_aux_2: 0.1539 (0.1497) loss_bbox_aux_3: 0.1577 (0.1467) loss_bbox_aux_4: 0.1511 (0.1466) loss_bbox_aux_5: 0.1963 (0.1951) loss_bbox_dn_0: 0.2596 (0.2526) loss_bbox_dn_1: 0.1914 (0.1840) loss_bbox_dn_2: 0.1649 (0.1646) loss_bbox_dn_3: 0.1604 (0.1586) loss_bbox_dn_4: 0.1601 (0.1573) loss_bbox_dn_5: 0.1602 (0.1573) loss_giou: 0.4370 (0.4770) loss_giou_aux_0: 0.4623 (0.5048) loss_giou_aux_1: 0.4269 (0.4876) loss_giou_aux_2: 0.4346 (0.4848) loss_giou_aux_3: 0.4319 (0.4783) loss_giou_aux_4: 0.4378 (0.4781) loss_giou_aux_5: 0.5335 (0.5648) loss_giou_dn_0: 0.5712 (0.5734) loss_giou_dn_1: 0.4230 (0.4650) loss_giou_dn_2: 0.3961 (0.4342) loss_giou_dn_3: 0.3916 (0.4258) loss_giou_dn_4: 0.3904 (0.4237) loss_giou_dn_5: 0.3905 (0.4240) loss_vfl: 0.6440 (0.6516) loss_vfl_aux_0: 0.7598 (0.7503) loss_vfl_aux_1: 0.7139 (0.7130) loss_vfl_aux_2: 0.6786 (0.6764) loss_vfl_aux_3: 0.6538 (0.6660) loss_vfl_aux_4: 0.6460 (0.6550) loss_vfl_aux_5: 0.7563 (0.7341) loss_vfl_dn_0: 0.4496 (0.4485) loss_vfl_dn_1: 0.3765 (0.3821) loss_vfl_dn_2: 0.3627 (0.3664) loss_vfl_dn_3: 0.3563 (0.3587) loss_vfl_dn_4: 0.3534 (0.3561) loss_vfl_dn_5: 0.3512 (0.3552) time: 0.4747 data: 0.0146 max mem: 5654 Epoch: [53] [ 200/7393] eta: 1:04:56 lr: 0.000010 loss: 14.8222 (15.4481) loss_bbox: 0.1328 (0.1447) loss_bbox_aux_0: 0.1354 (0.1585) loss_bbox_aux_1: 0.1273 (0.1494) loss_bbox_aux_2: 0.1299 (0.1470) loss_bbox_aux_3: 0.1281 (0.1448) loss_bbox_aux_4: 0.1266 (0.1442) loss_bbox_aux_5: 0.1780 (0.1940) loss_bbox_dn_0: 0.2384 (0.2524) loss_bbox_dn_1: 0.1696 (0.1828) loss_bbox_dn_2: 0.1461 (0.1635) loss_bbox_dn_3: 0.1426 (0.1575) loss_bbox_dn_4: 0.1428 (0.1562) loss_bbox_dn_5: 0.1428 (0.1563) loss_giou: 0.4119 (0.4741) loss_giou_aux_0: 0.4387 (0.4992) loss_giou_aux_1: 0.4251 (0.4849) loss_giou_aux_2: 0.4176 (0.4799) loss_giou_aux_3: 0.4131 (0.4750) loss_giou_aux_4: 0.4099 (0.4744) loss_giou_aux_5: 0.5240 (0.5610) loss_giou_dn_0: 0.5340 (0.5743) loss_giou_dn_1: 0.4199 (0.4640) loss_giou_dn_2: 0.3843 (0.4326) loss_giou_dn_3: 0.3758 (0.4242) loss_giou_dn_4: 0.3738 (0.4220) loss_giou_dn_5: 0.3739 (0.4223) loss_vfl: 0.6319 (0.6519) loss_vfl_aux_0: 0.7389 (0.7508) loss_vfl_aux_1: 0.6853 (0.7085) loss_vfl_aux_2: 0.6690 (0.6791) loss_vfl_aux_3: 0.6385 (0.6659) loss_vfl_aux_4: 0.6455 (0.6569) loss_vfl_aux_5: 0.7117 (0.7367) loss_vfl_dn_0: 0.4459 (0.4473) loss_vfl_dn_1: 0.3733 (0.3801) loss_vfl_dn_2: 0.3545 (0.3649) loss_vfl_dn_3: 0.3511 (0.3575) loss_vfl_dn_4: 0.3474 (0.3550) loss_vfl_dn_5: 0.3469 (0.3542) time: 0.4798 data: 0.0148 max mem: 5654 Epoch: [53] [ 300/7393] eta: 1:01:29 lr: 0.000010 loss: 15.6889 (15.5367) loss_bbox: 0.1354 (0.1463) loss_bbox_aux_0: 0.1626 (0.1595) loss_bbox_aux_1: 0.1560 (0.1518) loss_bbox_aux_2: 0.1580 (0.1486) loss_bbox_aux_3: 0.1392 (0.1466) loss_bbox_aux_4: 0.1356 (0.1462) loss_bbox_aux_5: 0.1953 (0.1958) loss_bbox_dn_0: 0.2580 (0.2534) loss_bbox_dn_1: 0.1855 (0.1841) loss_bbox_dn_2: 0.1530 (0.1646) loss_bbox_dn_3: 0.1477 (0.1586) loss_bbox_dn_4: 0.1462 (0.1571) loss_bbox_dn_5: 0.1461 (0.1572) loss_giou: 0.4915 (0.4786) loss_giou_aux_0: 0.5191 (0.5040) loss_giou_aux_1: 0.5315 (0.4901) loss_giou_aux_2: 0.5189 (0.4841) loss_giou_aux_3: 0.5026 (0.4797) loss_giou_aux_4: 0.4996 (0.4788) loss_giou_aux_5: 0.5853 (0.5679) loss_giou_dn_0: 0.5878 (0.5785) loss_giou_dn_1: 0.4745 (0.4688) loss_giou_dn_2: 0.4321 (0.4375) loss_giou_dn_3: 0.4209 (0.4291) loss_giou_dn_4: 0.4147 (0.4269) loss_giou_dn_5: 0.4148 (0.4272) loss_vfl: 0.6134 (0.6530) loss_vfl_aux_0: 0.7193 (0.7507) loss_vfl_aux_1: 0.6611 (0.7062) loss_vfl_aux_2: 0.6364 (0.6811) loss_vfl_aux_3: 0.6251 (0.6666) loss_vfl_aux_4: 0.6361 (0.6581) loss_vfl_aux_5: 0.7093 (0.7342) loss_vfl_dn_0: 0.4451 (0.4476) loss_vfl_dn_1: 0.3825 (0.3816) loss_vfl_dn_2: 0.3689 (0.3661) loss_vfl_dn_3: 0.3612 (0.3587) loss_vfl_dn_4: 0.3565 (0.3562) loss_vfl_dn_5: 0.3575 (0.3555) time: 0.4728 data: 0.0148 max mem: 5654 Epoch: [53] [ 400/7393] eta: 0:59:33 lr: 0.000010 loss: 15.1472 (15.5018) loss_bbox: 0.1482 (0.1483) loss_bbox_aux_0: 0.1648 (0.1614) loss_bbox_aux_1: 0.1589 (0.1535) loss_bbox_aux_2: 0.1567 (0.1505) loss_bbox_aux_3: 0.1500 (0.1486) loss_bbox_aux_4: 0.1481 (0.1479) loss_bbox_aux_5: 0.2073 (0.1975) loss_bbox_dn_0: 0.2692 (0.2568) loss_bbox_dn_1: 0.1997 (0.1869) loss_bbox_dn_2: 0.1758 (0.1669) loss_bbox_dn_3: 0.1639 (0.1608) loss_bbox_dn_4: 0.1613 (0.1594) loss_bbox_dn_5: 0.1613 (0.1594) loss_giou: 0.3901 (0.4716) loss_giou_aux_0: 0.4027 (0.4961) loss_giou_aux_1: 0.3923 (0.4824) loss_giou_aux_2: 0.3897 (0.4771) loss_giou_aux_3: 0.3871 (0.4729) loss_giou_aux_4: 0.3863 (0.4717) loss_giou_aux_5: 0.4802 (0.5599) loss_giou_dn_0: 0.5104 (0.5727) loss_giou_dn_1: 0.4060 (0.4636) loss_giou_dn_2: 0.3771 (0.4325) loss_giou_dn_3: 0.3731 (0.4240) loss_giou_dn_4: 0.3716 (0.4219) loss_giou_dn_5: 0.3716 (0.4221) loss_vfl: 0.6495 (0.6552) loss_vfl_aux_0: 0.7354 (0.7556) loss_vfl_aux_1: 0.7059 (0.7095) loss_vfl_aux_2: 0.6743 (0.6824) loss_vfl_aux_3: 0.6640 (0.6682) loss_vfl_aux_4: 0.6426 (0.6602) loss_vfl_aux_5: 0.7368 (0.7402) loss_vfl_dn_0: 0.4401 (0.4477) loss_vfl_dn_1: 0.3719 (0.3812) loss_vfl_dn_2: 0.3638 (0.3657) loss_vfl_dn_3: 0.3604 (0.3583) loss_vfl_dn_4: 0.3561 (0.3559) loss_vfl_dn_5: 0.3584 (0.3552) time: 0.4760 data: 0.0137 max mem: 5654 Epoch: [53] [ 500/7393] eta: 0:57:51 lr: 0.000010 loss: 15.4486 (15.5415) loss_bbox: 0.1402 (0.1489) loss_bbox_aux_0: 0.1512 (0.1619) loss_bbox_aux_1: 0.1520 (0.1540) loss_bbox_aux_2: 0.1417 (0.1512) loss_bbox_aux_3: 0.1409 (0.1492) loss_bbox_aux_4: 0.1402 (0.1487) loss_bbox_aux_5: 0.1954 (0.1976) loss_bbox_dn_0: 0.2503 (0.2590) loss_bbox_dn_1: 0.1835 (0.1888) loss_bbox_dn_2: 0.1598 (0.1690) loss_bbox_dn_3: 0.1536 (0.1630) loss_bbox_dn_4: 0.1571 (0.1615) loss_bbox_dn_5: 0.1571 (0.1615) loss_giou: 0.4771 (0.4705) loss_giou_aux_0: 0.4896 (0.4947) loss_giou_aux_1: 0.4854 (0.4815) loss_giou_aux_2: 0.4800 (0.4764) loss_giou_aux_3: 0.4771 (0.4720) loss_giou_aux_4: 0.4727 (0.4709) loss_giou_aux_5: 0.5557 (0.5583) loss_giou_dn_0: 0.5849 (0.5729) loss_giou_dn_1: 0.4830 (0.4642) loss_giou_dn_2: 0.4501 (0.4332) loss_giou_dn_3: 0.4468 (0.4247) loss_giou_dn_4: 0.4448 (0.4226) loss_giou_dn_5: 0.4448 (0.4228) loss_vfl: 0.6580 (0.6589) loss_vfl_aux_0: 0.7404 (0.7602) loss_vfl_aux_1: 0.6803 (0.7134) loss_vfl_aux_2: 0.6760 (0.6851) loss_vfl_aux_3: 0.6690 (0.6713) loss_vfl_aux_4: 0.6573 (0.6635) loss_vfl_aux_5: 0.7411 (0.7448) loss_vfl_dn_0: 0.4432 (0.4477) loss_vfl_dn_1: 0.3834 (0.3814) loss_vfl_dn_2: 0.3699 (0.3660) loss_vfl_dn_3: 0.3593 (0.3586) loss_vfl_dn_4: 0.3566 (0.3561) loss_vfl_dn_5: 0.3550 (0.3554) time: 0.4724 data: 0.0144 max mem: 5654 Epoch: [53] [ 600/7393] eta: 0:56:46 lr: 0.000010 loss: 15.2905 (15.5566) loss_bbox: 0.1507 (0.1494) loss_bbox_aux_0: 0.1633 (0.1631) loss_bbox_aux_1: 0.1560 (0.1548) loss_bbox_aux_2: 0.1551 (0.1518) loss_bbox_aux_3: 0.1508 (0.1496) loss_bbox_aux_4: 0.1505 (0.1492) loss_bbox_aux_5: 0.2001 (0.1988) loss_bbox_dn_0: 0.2649 (0.2604) loss_bbox_dn_1: 0.1907 (0.1896) loss_bbox_dn_2: 0.1638 (0.1694) loss_bbox_dn_3: 0.1609 (0.1633) loss_bbox_dn_4: 0.1603 (0.1618) loss_bbox_dn_5: 0.1608 (0.1618) loss_giou: 0.4639 (0.4707) loss_giou_aux_0: 0.4925 (0.4956) loss_giou_aux_1: 0.4820 (0.4818) loss_giou_aux_2: 0.4727 (0.4765) loss_giou_aux_3: 0.4621 (0.4721) loss_giou_aux_4: 0.4680 (0.4710) loss_giou_aux_5: 0.5444 (0.5590) loss_giou_dn_0: 0.5970 (0.5729) loss_giou_dn_1: 0.4716 (0.4642) loss_giou_dn_2: 0.4339 (0.4331) loss_giou_dn_3: 0.4193 (0.4245) loss_giou_dn_4: 0.4164 (0.4224) loss_giou_dn_5: 0.4166 (0.4226) loss_vfl: 0.6702 (0.6603) loss_vfl_aux_0: 0.7342 (0.7596) loss_vfl_aux_1: 0.7086 (0.7139) loss_vfl_aux_2: 0.6843 (0.6863) loss_vfl_aux_3: 0.6631 (0.6726) loss_vfl_aux_4: 0.6705 (0.6648) loss_vfl_aux_5: 0.7332 (0.7447) loss_vfl_dn_0: 0.4438 (0.4477) loss_vfl_dn_1: 0.3834 (0.3815) loss_vfl_dn_2: 0.3630 (0.3659) loss_vfl_dn_3: 0.3566 (0.3585) loss_vfl_dn_4: 0.3563 (0.3560) loss_vfl_dn_5: 0.3536 (0.3553) time: 0.4849 data: 0.0147 max mem: 5654 Epoch: [53] [ 700/7393] eta: 0:55:40 lr: 0.000010 loss: 15.2078 (15.5564) loss_bbox: 0.1352 (0.1491) loss_bbox_aux_0: 0.1509 (0.1627) loss_bbox_aux_1: 0.1396 (0.1544) loss_bbox_aux_2: 0.1403 (0.1515) loss_bbox_aux_3: 0.1352 (0.1492) loss_bbox_aux_4: 0.1355 (0.1489) loss_bbox_aux_5: 0.1859 (0.1982) loss_bbox_dn_0: 0.2335 (0.2596) loss_bbox_dn_1: 0.1735 (0.1893) loss_bbox_dn_2: 0.1593 (0.1691) loss_bbox_dn_3: 0.1568 (0.1631) loss_bbox_dn_4: 0.1561 (0.1616) loss_bbox_dn_5: 0.1562 (0.1616) loss_giou: 0.4498 (0.4708) loss_giou_aux_0: 0.4907 (0.4956) loss_giou_aux_1: 0.4565 (0.4817) loss_giou_aux_2: 0.4485 (0.4765) loss_giou_aux_3: 0.4569 (0.4724) loss_giou_aux_4: 0.4487 (0.4711) loss_giou_aux_5: 0.5395 (0.5588) loss_giou_dn_0: 0.5806 (0.5723) loss_giou_dn_1: 0.4706 (0.4640) loss_giou_dn_2: 0.4360 (0.4330) loss_giou_dn_3: 0.4304 (0.4246) loss_giou_dn_4: 0.4289 (0.4224) loss_giou_dn_5: 0.4289 (0.4226) loss_vfl: 0.6834 (0.6614) loss_vfl_aux_0: 0.7518 (0.7594) loss_vfl_aux_1: 0.7327 (0.7144) loss_vfl_aux_2: 0.6976 (0.6865) loss_vfl_aux_3: 0.6856 (0.6731) loss_vfl_aux_4: 0.6841 (0.6654) loss_vfl_aux_5: 0.7298 (0.7443) loss_vfl_dn_0: 0.4555 (0.4481) loss_vfl_dn_1: 0.3872 (0.3819) loss_vfl_dn_2: 0.3741 (0.3664) loss_vfl_dn_3: 0.3629 (0.3589) loss_vfl_dn_4: 0.3593 (0.3565) loss_vfl_dn_5: 0.3607 (0.3557) time: 0.4890 data: 0.0145 max mem: 5654 Epoch: [53] [ 800/7393] eta: 0:54:35 lr: 0.000010 loss: 15.9887 (15.5558) loss_bbox: 0.1586 (0.1489) loss_bbox_aux_0: 0.1732 (0.1628) loss_bbox_aux_1: 0.1590 (0.1543) loss_bbox_aux_2: 0.1637 (0.1514) loss_bbox_aux_3: 0.1588 (0.1491) loss_bbox_aux_4: 0.1575 (0.1488) loss_bbox_aux_5: 0.2044 (0.1982) loss_bbox_dn_0: 0.2605 (0.2592) loss_bbox_dn_1: 0.1866 (0.1891) loss_bbox_dn_2: 0.1651 (0.1690) loss_bbox_dn_3: 0.1604 (0.1629) loss_bbox_dn_4: 0.1577 (0.1614) loss_bbox_dn_5: 0.1577 (0.1615) loss_giou: 0.4976 (0.4709) loss_giou_aux_0: 0.5258 (0.4954) loss_giou_aux_1: 0.5190 (0.4816) loss_giou_aux_2: 0.5048 (0.4765) loss_giou_aux_3: 0.5009 (0.4726) loss_giou_aux_4: 0.5056 (0.4712) loss_giou_aux_5: 0.5841 (0.5589) loss_giou_dn_0: 0.5855 (0.5721) loss_giou_dn_1: 0.4818 (0.4638) loss_giou_dn_2: 0.4511 (0.4327) loss_giou_dn_3: 0.4431 (0.4243) loss_giou_dn_4: 0.4401 (0.4222) loss_giou_dn_5: 0.4405 (0.4224) loss_vfl: 0.6484 (0.6618) loss_vfl_aux_0: 0.7493 (0.7598) loss_vfl_aux_1: 0.7130 (0.7150) loss_vfl_aux_2: 0.6739 (0.6872) loss_vfl_aux_3: 0.6548 (0.6733) loss_vfl_aux_4: 0.6565 (0.6659) loss_vfl_aux_5: 0.7109 (0.7445) loss_vfl_dn_0: 0.4457 (0.4480) loss_vfl_dn_1: 0.3816 (0.3818) loss_vfl_dn_2: 0.3669 (0.3663) loss_vfl_dn_3: 0.3589 (0.3589) loss_vfl_dn_4: 0.3585 (0.3565) loss_vfl_dn_5: 0.3575 (0.3557) time: 0.4776 data: 0.0140 max mem: 5654 Epoch: [53] [ 900/7393] eta: 0:53:37 lr: 0.000010 loss: 16.0679 (15.5695) loss_bbox: 0.1408 (0.1491) loss_bbox_aux_0: 0.1477 (0.1628) loss_bbox_aux_1: 0.1430 (0.1545) loss_bbox_aux_2: 0.1402 (0.1516) loss_bbox_aux_3: 0.1395 (0.1493) loss_bbox_aux_4: 0.1407 (0.1491) loss_bbox_aux_5: 0.2049 (0.1981) loss_bbox_dn_0: 0.2430 (0.2580) loss_bbox_dn_1: 0.1750 (0.1884) loss_bbox_dn_2: 0.1569 (0.1684) loss_bbox_dn_3: 0.1496 (0.1625) loss_bbox_dn_4: 0.1459 (0.1610) loss_bbox_dn_5: 0.1459 (0.1610) loss_giou: 0.5208 (0.4736) loss_giou_aux_0: 0.5474 (0.4981) loss_giou_aux_1: 0.5397 (0.4844) loss_giou_aux_2: 0.5234 (0.4791) loss_giou_aux_3: 0.5202 (0.4752) loss_giou_aux_4: 0.5211 (0.4739) loss_giou_aux_5: 0.6199 (0.5617) loss_giou_dn_0: 0.5772 (0.5736) loss_giou_dn_1: 0.4724 (0.4655) loss_giou_dn_2: 0.4399 (0.4344) loss_giou_dn_3: 0.4314 (0.4261) loss_giou_dn_4: 0.4298 (0.4239) loss_giou_dn_5: 0.4301 (0.4242) loss_vfl: 0.6409 (0.6600) loss_vfl_aux_0: 0.7483 (0.7576) loss_vfl_aux_1: 0.6760 (0.7123) loss_vfl_aux_2: 0.6703 (0.6853) loss_vfl_aux_3: 0.6640 (0.6716) loss_vfl_aux_4: 0.6543 (0.6639) loss_vfl_aux_5: 0.7124 (0.7427) loss_vfl_dn_0: 0.4475 (0.4479) loss_vfl_dn_1: 0.3842 (0.3820) loss_vfl_dn_2: 0.3690 (0.3665) loss_vfl_dn_3: 0.3622 (0.3592) loss_vfl_dn_4: 0.3618 (0.3567) loss_vfl_dn_5: 0.3606 (0.3560) time: 0.4874 data: 0.0137 max mem: 5654 Epoch: [53] [1000/7393] eta: 0:52:32 lr: 0.000010 loss: 15.8513 (15.5460) loss_bbox: 0.1563 (0.1491) loss_bbox_aux_0: 0.1736 (0.1627) loss_bbox_aux_1: 0.1594 (0.1545) loss_bbox_aux_2: 0.1546 (0.1516) loss_bbox_aux_3: 0.1582 (0.1492) loss_bbox_aux_4: 0.1599 (0.1490) loss_bbox_aux_5: 0.2090 (0.1983) loss_bbox_dn_0: 0.2630 (0.2577) loss_bbox_dn_1: 0.1873 (0.1882) loss_bbox_dn_2: 0.1662 (0.1681) loss_bbox_dn_3: 0.1612 (0.1622) loss_bbox_dn_4: 0.1604 (0.1607) loss_bbox_dn_5: 0.1604 (0.1607) loss_giou: 0.4290 (0.4724) loss_giou_aux_0: 0.4465 (0.4968) loss_giou_aux_1: 0.4386 (0.4831) loss_giou_aux_2: 0.4441 (0.4776) loss_giou_aux_3: 0.4311 (0.4738) loss_giou_aux_4: 0.4252 (0.4727) loss_giou_aux_5: 0.5205 (0.5606) loss_giou_dn_0: 0.5740 (0.5722) loss_giou_dn_1: 0.4595 (0.4641) loss_giou_dn_2: 0.4194 (0.4331) loss_giou_dn_3: 0.4070 (0.4247) loss_giou_dn_4: 0.4026 (0.4226) loss_giou_dn_5: 0.4030 (0.4228) loss_vfl: 0.6773 (0.6591) loss_vfl_aux_0: 0.7837 (0.7573) loss_vfl_aux_1: 0.7437 (0.7119) loss_vfl_aux_2: 0.7018 (0.6849) loss_vfl_aux_3: 0.6939 (0.6713) loss_vfl_aux_4: 0.6882 (0.6629) loss_vfl_aux_5: 0.7635 (0.7421) loss_vfl_dn_0: 0.4541 (0.4477) loss_vfl_dn_1: 0.3908 (0.3820) loss_vfl_dn_2: 0.3736 (0.3665) loss_vfl_dn_3: 0.3666 (0.3591) loss_vfl_dn_4: 0.3642 (0.3567) loss_vfl_dn_5: 0.3611 (0.3559) time: 0.4630 data: 0.0143 max mem: 5654 Epoch: [53] [1100/7393] eta: 0:51:31 lr: 0.000010 loss: 15.8174 (15.5583) loss_bbox: 0.1457 (0.1494) loss_bbox_aux_0: 0.1580 (0.1631) loss_bbox_aux_1: 0.1519 (0.1548) loss_bbox_aux_2: 0.1473 (0.1520) loss_bbox_aux_3: 0.1443 (0.1495) loss_bbox_aux_4: 0.1457 (0.1493) loss_bbox_aux_5: 0.1942 (0.1983) loss_bbox_dn_0: 0.2085 (0.2579) loss_bbox_dn_1: 0.1628 (0.1886) loss_bbox_dn_2: 0.1516 (0.1685) loss_bbox_dn_3: 0.1448 (0.1626) loss_bbox_dn_4: 0.1439 (0.1611) loss_bbox_dn_5: 0.1439 (0.1612) loss_giou: 0.4618 (0.4724) loss_giou_aux_0: 0.4836 (0.4969) loss_giou_aux_1: 0.4728 (0.4832) loss_giou_aux_2: 0.4671 (0.4777) loss_giou_aux_3: 0.4506 (0.4737) loss_giou_aux_4: 0.4545 (0.4727) loss_giou_aux_5: 0.5346 (0.5603) loss_giou_dn_0: 0.5644 (0.5721) loss_giou_dn_1: 0.4449 (0.4641) loss_giou_dn_2: 0.4212 (0.4332) loss_giou_dn_3: 0.4161 (0.4249) loss_giou_dn_4: 0.4150 (0.4227) loss_giou_dn_5: 0.4152 (0.4229) loss_vfl: 0.6471 (0.6601) loss_vfl_aux_0: 0.7273 (0.7579) loss_vfl_aux_1: 0.7081 (0.7126) loss_vfl_aux_2: 0.6749 (0.6857) loss_vfl_aux_3: 0.6825 (0.6722) loss_vfl_aux_4: 0.6469 (0.6639) loss_vfl_aux_5: 0.7373 (0.7433) loss_vfl_dn_0: 0.4449 (0.4481) loss_vfl_dn_1: 0.3742 (0.3823) loss_vfl_dn_2: 0.3580 (0.3667) loss_vfl_dn_3: 0.3520 (0.3593) loss_vfl_dn_4: 0.3503 (0.3569) loss_vfl_dn_5: 0.3494 (0.3562) time: 0.4715 data: 0.0135 max mem: 5654 Epoch: [53] [1200/7393] eta: 0:50:34 lr: 0.000010 loss: 15.5599 (15.5541) loss_bbox: 0.1504 (0.1490) loss_bbox_aux_0: 0.1686 (0.1628) loss_bbox_aux_1: 0.1565 (0.1545) loss_bbox_aux_2: 0.1500 (0.1517) loss_bbox_aux_3: 0.1471 (0.1492) loss_bbox_aux_4: 0.1499 (0.1489) loss_bbox_aux_5: 0.2012 (0.1979) loss_bbox_dn_0: 0.2697 (0.2572) loss_bbox_dn_1: 0.2038 (0.1881) loss_bbox_dn_2: 0.1805 (0.1681) loss_bbox_dn_3: 0.1745 (0.1623) loss_bbox_dn_4: 0.1733 (0.1608) loss_bbox_dn_5: 0.1734 (0.1608) loss_giou: 0.4142 (0.4724) loss_giou_aux_0: 0.4435 (0.4970) loss_giou_aux_1: 0.4330 (0.4832) loss_giou_aux_2: 0.4285 (0.4775) loss_giou_aux_3: 0.4150 (0.4737) loss_giou_aux_4: 0.4081 (0.4726) loss_giou_aux_5: 0.4951 (0.5603) loss_giou_dn_0: 0.5477 (0.5720) loss_giou_dn_1: 0.4445 (0.4642) loss_giou_dn_2: 0.4180 (0.4333) loss_giou_dn_3: 0.4127 (0.4249) loss_giou_dn_4: 0.4114 (0.4228) loss_giou_dn_5: 0.4115 (0.4230) loss_vfl: 0.6834 (0.6605) loss_vfl_aux_0: 0.8023 (0.7577) loss_vfl_aux_1: 0.7266 (0.7127) loss_vfl_aux_2: 0.6882 (0.6860) loss_vfl_aux_3: 0.6987 (0.6726) loss_vfl_aux_4: 0.6813 (0.6643) loss_vfl_aux_5: 0.7790 (0.7431) loss_vfl_dn_0: 0.4440 (0.4477) loss_vfl_dn_1: 0.3782 (0.3821) loss_vfl_dn_2: 0.3672 (0.3667) loss_vfl_dn_3: 0.3593 (0.3593) loss_vfl_dn_4: 0.3579 (0.3569) loss_vfl_dn_5: 0.3573 (0.3561) time: 0.4807 data: 0.0135 max mem: 5654 Epoch: [53] [1300/7393] eta: 0:49:39 lr: 0.000010 loss: 15.2565 (15.5546) loss_bbox: 0.1357 (0.1491) loss_bbox_aux_0: 0.1448 (0.1628) loss_bbox_aux_1: 0.1439 (0.1546) loss_bbox_aux_2: 0.1286 (0.1518) loss_bbox_aux_3: 0.1339 (0.1493) loss_bbox_aux_4: 0.1325 (0.1490) loss_bbox_aux_5: 0.1785 (0.1980) loss_bbox_dn_0: 0.2249 (0.2576) loss_bbox_dn_1: 0.1663 (0.1884) loss_bbox_dn_2: 0.1455 (0.1685) loss_bbox_dn_3: 0.1420 (0.1626) loss_bbox_dn_4: 0.1367 (0.1611) loss_bbox_dn_5: 0.1367 (0.1612) loss_giou: 0.4463 (0.4717) loss_giou_aux_0: 0.4531 (0.4961) loss_giou_aux_1: 0.4419 (0.4824) loss_giou_aux_2: 0.4509 (0.4768) loss_giou_aux_3: 0.4487 (0.4731) loss_giou_aux_4: 0.4427 (0.4720) loss_giou_aux_5: 0.5156 (0.5595) loss_giou_dn_0: 0.5572 (0.5715) loss_giou_dn_1: 0.4551 (0.4637) loss_giou_dn_2: 0.4219 (0.4329) loss_giou_dn_3: 0.4115 (0.4245) loss_giou_dn_4: 0.4085 (0.4224) loss_giou_dn_5: 0.4085 (0.4226) loss_vfl: 0.6591 (0.6613) loss_vfl_aux_0: 0.7412 (0.7584) loss_vfl_aux_1: 0.7029 (0.7133) loss_vfl_aux_2: 0.6866 (0.6869) loss_vfl_aux_3: 0.6663 (0.6733) loss_vfl_aux_4: 0.6568 (0.6651) loss_vfl_aux_5: 0.7163 (0.7438) loss_vfl_dn_0: 0.4393 (0.4478) loss_vfl_dn_1: 0.3861 (0.3823) loss_vfl_dn_2: 0.3695 (0.3668) loss_vfl_dn_3: 0.3620 (0.3594) loss_vfl_dn_4: 0.3608 (0.3570) loss_vfl_dn_5: 0.3604 (0.3562) time: 0.4856 data: 0.0137 max mem: 5654 Epoch: [53] [1400/7393] eta: 0:48:44 lr: 0.000010 loss: 15.5420 (15.5466) loss_bbox: 0.1313 (0.1489) loss_bbox_aux_0: 0.1466 (0.1625) loss_bbox_aux_1: 0.1434 (0.1543) loss_bbox_aux_2: 0.1348 (0.1514) loss_bbox_aux_3: 0.1366 (0.1491) loss_bbox_aux_4: 0.1353 (0.1488) loss_bbox_aux_5: 0.1725 (0.1977) loss_bbox_dn_0: 0.2357 (0.2571) loss_bbox_dn_1: 0.1654 (0.1882) loss_bbox_dn_2: 0.1485 (0.1683) loss_bbox_dn_3: 0.1446 (0.1625) loss_bbox_dn_4: 0.1434 (0.1610) loss_bbox_dn_5: 0.1435 (0.1610) loss_giou: 0.4881 (0.4708) loss_giou_aux_0: 0.5107 (0.4953) loss_giou_aux_1: 0.4969 (0.4815) loss_giou_aux_2: 0.4940 (0.4759) loss_giou_aux_3: 0.4895 (0.4722) loss_giou_aux_4: 0.4826 (0.4710) loss_giou_aux_5: 0.5786 (0.5588) loss_giou_dn_0: 0.5904 (0.5709) loss_giou_dn_1: 0.4820 (0.4632) loss_giou_dn_2: 0.4442 (0.4324) loss_giou_dn_3: 0.4393 (0.4241) loss_giou_dn_4: 0.4348 (0.4220) loss_giou_dn_5: 0.4349 (0.4222) loss_vfl: 0.6730 (0.6620) loss_vfl_aux_0: 0.7639 (0.7593) loss_vfl_aux_1: 0.7188 (0.7141) loss_vfl_aux_2: 0.6946 (0.6873) loss_vfl_aux_3: 0.6820 (0.6736) loss_vfl_aux_4: 0.6756 (0.6657) loss_vfl_aux_5: 0.7565 (0.7442) loss_vfl_dn_0: 0.4441 (0.4477) loss_vfl_dn_1: 0.3833 (0.3822) loss_vfl_dn_2: 0.3660 (0.3667) loss_vfl_dn_3: 0.3602 (0.3594) loss_vfl_dn_4: 0.3572 (0.3569) loss_vfl_dn_5: 0.3559 (0.3562) time: 0.4831 data: 0.0135 max mem: 5654 Epoch: [53] [1500/7393] eta: 0:47:55 lr: 0.000010 loss: 15.8082 (15.5412) loss_bbox: 0.1460 (0.1489) loss_bbox_aux_0: 0.1537 (0.1624) loss_bbox_aux_1: 0.1428 (0.1542) loss_bbox_aux_2: 0.1384 (0.1514) loss_bbox_aux_3: 0.1460 (0.1491) loss_bbox_aux_4: 0.1461 (0.1488) loss_bbox_aux_5: 0.1925 (0.1974) loss_bbox_dn_0: 0.2282 (0.2568) loss_bbox_dn_1: 0.1653 (0.1879) loss_bbox_dn_2: 0.1603 (0.1680) loss_bbox_dn_3: 0.1552 (0.1621) loss_bbox_dn_4: 0.1531 (0.1607) loss_bbox_dn_5: 0.1529 (0.1607) loss_giou: 0.4610 (0.4711) loss_giou_aux_0: 0.4859 (0.4955) loss_giou_aux_1: 0.4622 (0.4818) loss_giou_aux_2: 0.4575 (0.4763) loss_giou_aux_3: 0.4670 (0.4726) loss_giou_aux_4: 0.4608 (0.4714) loss_giou_aux_5: 0.5537 (0.5592) loss_giou_dn_0: 0.5687 (0.5709) loss_giou_dn_1: 0.4639 (0.4631) loss_giou_dn_2: 0.4251 (0.4324) loss_giou_dn_3: 0.4189 (0.4241) loss_giou_dn_4: 0.4140 (0.4220) loss_giou_dn_5: 0.4139 (0.4221) loss_vfl: 0.6102 (0.6613) loss_vfl_aux_0: 0.7375 (0.7588) loss_vfl_aux_1: 0.6881 (0.7136) loss_vfl_aux_2: 0.6409 (0.6866) loss_vfl_aux_3: 0.6290 (0.6727) loss_vfl_aux_4: 0.6113 (0.6651) loss_vfl_aux_5: 0.7409 (0.7439) loss_vfl_dn_0: 0.4456 (0.4476) loss_vfl_dn_1: 0.3804 (0.3820) loss_vfl_dn_2: 0.3691 (0.3665) loss_vfl_dn_3: 0.3628 (0.3592) loss_vfl_dn_4: 0.3594 (0.3567) loss_vfl_dn_5: 0.3575 (0.3560) time: 0.4900 data: 0.0134 max mem: 5654 Epoch: [53] [1600/7393] eta: 0:47:24 lr: 0.000010 loss: 15.5205 (15.5362) loss_bbox: 0.1448 (0.1489) loss_bbox_aux_0: 0.1636 (0.1621) loss_bbox_aux_1: 0.1565 (0.1541) loss_bbox_aux_2: 0.1480 (0.1513) loss_bbox_aux_3: 0.1478 (0.1492) loss_bbox_aux_4: 0.1474 (0.1488) loss_bbox_aux_5: 0.2019 (0.1974) loss_bbox_dn_0: 0.2423 (0.2569) loss_bbox_dn_1: 0.1749 (0.1878) loss_bbox_dn_2: 0.1584 (0.1678) loss_bbox_dn_3: 0.1507 (0.1620) loss_bbox_dn_4: 0.1532 (0.1605) loss_bbox_dn_5: 0.1532 (0.1606) loss_giou: 0.4493 (0.4707) loss_giou_aux_0: 0.4780 (0.4950) loss_giou_aux_1: 0.4613 (0.4814) loss_giou_aux_2: 0.4512 (0.4760) loss_giou_aux_3: 0.4490 (0.4723) loss_giou_aux_4: 0.4358 (0.4709) loss_giou_aux_5: 0.5354 (0.5589) loss_giou_dn_0: 0.5489 (0.5707) loss_giou_dn_1: 0.4381 (0.4629) loss_giou_dn_2: 0.4108 (0.4321) loss_giou_dn_3: 0.4009 (0.4238) loss_giou_dn_4: 0.3980 (0.4217) loss_giou_dn_5: 0.3992 (0.4219) loss_vfl: 0.6850 (0.6613) loss_vfl_aux_0: 0.7708 (0.7591) loss_vfl_aux_1: 0.7371 (0.7138) loss_vfl_aux_2: 0.7227 (0.6865) loss_vfl_aux_3: 0.6900 (0.6727) loss_vfl_aux_4: 0.6870 (0.6652) loss_vfl_aux_5: 0.7697 (0.7441) loss_vfl_dn_0: 0.4448 (0.4475) loss_vfl_dn_1: 0.3848 (0.3819) loss_vfl_dn_2: 0.3670 (0.3665) loss_vfl_dn_3: 0.3615 (0.3591) loss_vfl_dn_4: 0.3603 (0.3566) loss_vfl_dn_5: 0.3566 (0.3559) time: 0.4716 data: 0.0135 max mem: 5654 Epoch: [53] [1700/7393] eta: 0:46:30 lr: 0.000010 loss: 15.0227 (15.5407) loss_bbox: 0.1368 (0.1491) loss_bbox_aux_0: 0.1496 (0.1622) loss_bbox_aux_1: 0.1397 (0.1541) loss_bbox_aux_2: 0.1348 (0.1514) loss_bbox_aux_3: 0.1328 (0.1493) loss_bbox_aux_4: 0.1328 (0.1489) loss_bbox_aux_5: 0.1777 (0.1974) loss_bbox_dn_0: 0.2490 (0.2570) loss_bbox_dn_1: 0.1811 (0.1879) loss_bbox_dn_2: 0.1637 (0.1681) loss_bbox_dn_3: 0.1599 (0.1622) loss_bbox_dn_4: 0.1576 (0.1608) loss_bbox_dn_5: 0.1576 (0.1608) loss_giou: 0.4332 (0.4705) loss_giou_aux_0: 0.4572 (0.4947) loss_giou_aux_1: 0.4370 (0.4811) loss_giou_aux_2: 0.4455 (0.4757) loss_giou_aux_3: 0.4368 (0.4720) loss_giou_aux_4: 0.4344 (0.4706) loss_giou_aux_5: 0.5257 (0.5587) loss_giou_dn_0: 0.5499 (0.5708) loss_giou_dn_1: 0.4437 (0.4630) loss_giou_dn_2: 0.4146 (0.4323) loss_giou_dn_3: 0.4065 (0.4240) loss_giou_dn_4: 0.4042 (0.4219) loss_giou_dn_5: 0.4041 (0.4221) loss_vfl: 0.6564 (0.6618) loss_vfl_aux_0: 0.7455 (0.7593) loss_vfl_aux_1: 0.7134 (0.7141) loss_vfl_aux_2: 0.6654 (0.6869) loss_vfl_aux_3: 0.6562 (0.6731) loss_vfl_aux_4: 0.6676 (0.6658) loss_vfl_aux_5: 0.7458 (0.7443) loss_vfl_dn_0: 0.4427 (0.4477) loss_vfl_dn_1: 0.3728 (0.3821) loss_vfl_dn_2: 0.3588 (0.3666) loss_vfl_dn_3: 0.3517 (0.3593) loss_vfl_dn_4: 0.3488 (0.3568) loss_vfl_dn_5: 0.3478 (0.3561) time: 0.4819 data: 0.0135 max mem: 5654 Epoch: [53] [1800/7393] eta: 0:45:34 lr: 0.000010 loss: 15.7841 (15.5526) loss_bbox: 0.1421 (0.1491) loss_bbox_aux_0: 0.1544 (0.1623) loss_bbox_aux_1: 0.1445 (0.1541) loss_bbox_aux_2: 0.1394 (0.1514) loss_bbox_aux_3: 0.1417 (0.1494) loss_bbox_aux_4: 0.1405 (0.1489) loss_bbox_aux_5: 0.1925 (0.1975) loss_bbox_dn_0: 0.2319 (0.2574) loss_bbox_dn_1: 0.1621 (0.1883) loss_bbox_dn_2: 0.1476 (0.1683) loss_bbox_dn_3: 0.1418 (0.1624) loss_bbox_dn_4: 0.1397 (0.1610) loss_bbox_dn_5: 0.1397 (0.1610) loss_giou: 0.4954 (0.4709) loss_giou_aux_0: 0.5136 (0.4952) loss_giou_aux_1: 0.5031 (0.4816) loss_giou_aux_2: 0.4964 (0.4762) loss_giou_aux_3: 0.4926 (0.4725) loss_giou_aux_4: 0.4935 (0.4711) loss_giou_aux_5: 0.5916 (0.5591) loss_giou_dn_0: 0.5989 (0.5715) loss_giou_dn_1: 0.4824 (0.4637) loss_giou_dn_2: 0.4516 (0.4329) loss_giou_dn_3: 0.4460 (0.4246) loss_giou_dn_4: 0.4435 (0.4225) loss_giou_dn_5: 0.4435 (0.4226) loss_vfl: 0.6470 (0.6621) loss_vfl_aux_0: 0.7511 (0.7596) loss_vfl_aux_1: 0.7101 (0.7145) loss_vfl_aux_2: 0.6748 (0.6873) loss_vfl_aux_3: 0.6565 (0.6736) loss_vfl_aux_4: 0.6532 (0.6660) loss_vfl_aux_5: 0.7304 (0.7448) loss_vfl_dn_0: 0.4510 (0.4478) loss_vfl_dn_1: 0.3923 (0.3822) loss_vfl_dn_2: 0.3754 (0.3668) loss_vfl_dn_3: 0.3717 (0.3594) loss_vfl_dn_4: 0.3712 (0.3570) loss_vfl_dn_5: 0.3691 (0.3562) time: 0.4765 data: 0.0138 max mem: 5654 Epoch: [53] [1900/7393] eta: 0:44:43 lr: 0.000010 loss: 15.4303 (15.5480) loss_bbox: 0.1574 (0.1490) loss_bbox_aux_0: 0.1580 (0.1620) loss_bbox_aux_1: 0.1564 (0.1540) loss_bbox_aux_2: 0.1546 (0.1513) loss_bbox_aux_3: 0.1555 (0.1493) loss_bbox_aux_4: 0.1462 (0.1489) loss_bbox_aux_5: 0.1913 (0.1971) loss_bbox_dn_0: 0.2704 (0.2569) loss_bbox_dn_1: 0.1966 (0.1879) loss_bbox_dn_2: 0.1758 (0.1680) loss_bbox_dn_3: 0.1695 (0.1621) loss_bbox_dn_4: 0.1685 (0.1607) loss_bbox_dn_5: 0.1685 (0.1607) loss_giou: 0.4233 (0.4711) loss_giou_aux_0: 0.4461 (0.4950) loss_giou_aux_1: 0.4300 (0.4816) loss_giou_aux_2: 0.4278 (0.4763) loss_giou_aux_3: 0.4214 (0.4727) loss_giou_aux_4: 0.4239 (0.4713) loss_giou_aux_5: 0.5054 (0.5590) loss_giou_dn_0: 0.5573 (0.5715) loss_giou_dn_1: 0.4450 (0.4638) loss_giou_dn_2: 0.4136 (0.4330) loss_giou_dn_3: 0.4066 (0.4247) loss_giou_dn_4: 0.4041 (0.4226) loss_giou_dn_5: 0.4044 (0.4228) loss_vfl: 0.6693 (0.6616) loss_vfl_aux_0: 0.7547 (0.7595) loss_vfl_aux_1: 0.7141 (0.7142) loss_vfl_aux_2: 0.6961 (0.6867) loss_vfl_aux_3: 0.6645 (0.6730) loss_vfl_aux_4: 0.6708 (0.6656) loss_vfl_aux_5: 0.7446 (0.7447) loss_vfl_dn_0: 0.4466 (0.4477) loss_vfl_dn_1: 0.3736 (0.3822) loss_vfl_dn_2: 0.3615 (0.3668) loss_vfl_dn_3: 0.3556 (0.3594) loss_vfl_dn_4: 0.3530 (0.3570) loss_vfl_dn_5: 0.3525 (0.3563) time: 0.4779 data: 0.0135 max mem: 5654 Epoch: [53] [2000/7393] eta: 0:44:08 lr: 0.000010 loss: 15.6195 (15.5462) loss_bbox: 0.1358 (0.1491) loss_bbox_aux_0: 0.1554 (0.1619) loss_bbox_aux_1: 0.1414 (0.1539) loss_bbox_aux_2: 0.1382 (0.1514) loss_bbox_aux_3: 0.1360 (0.1493) loss_bbox_aux_4: 0.1357 (0.1489) loss_bbox_aux_5: 0.1898 (0.1971) loss_bbox_dn_0: 0.2409 (0.2568) loss_bbox_dn_1: 0.1785 (0.1877) loss_bbox_dn_2: 0.1537 (0.1678) loss_bbox_dn_3: 0.1573 (0.1620) loss_bbox_dn_4: 0.1558 (0.1605) loss_bbox_dn_5: 0.1558 (0.1606) loss_giou: 0.4864 (0.4709) loss_giou_aux_0: 0.5072 (0.4948) loss_giou_aux_1: 0.4964 (0.4814) loss_giou_aux_2: 0.4947 (0.4762) loss_giou_aux_3: 0.4843 (0.4725) loss_giou_aux_4: 0.4863 (0.4711) loss_giou_aux_5: 0.5860 (0.5588) loss_giou_dn_0: 0.5662 (0.5715) loss_giou_dn_1: 0.4650 (0.4637) loss_giou_dn_2: 0.4315 (0.4329) loss_giou_dn_3: 0.4231 (0.4246) loss_giou_dn_4: 0.4195 (0.4225) loss_giou_dn_5: 0.4205 (0.4227) loss_vfl: 0.6597 (0.6618) loss_vfl_aux_0: 0.7511 (0.7594) loss_vfl_aux_1: 0.7003 (0.7143) loss_vfl_aux_2: 0.6605 (0.6866) loss_vfl_aux_3: 0.6658 (0.6732) loss_vfl_aux_4: 0.6513 (0.6657) loss_vfl_aux_5: 0.7280 (0.7447) loss_vfl_dn_0: 0.4468 (0.4477) loss_vfl_dn_1: 0.3875 (0.3823) loss_vfl_dn_2: 0.3739 (0.3668) loss_vfl_dn_3: 0.3642 (0.3595) loss_vfl_dn_4: 0.3623 (0.3570) loss_vfl_dn_5: 0.3613 (0.3563) time: 0.4749 data: 0.0137 max mem: 5654 Epoch: [53] [2100/7393] eta: 0:43:16 lr: 0.000010 loss: 15.4546 (15.5536) loss_bbox: 0.1421 (0.1493) loss_bbox_aux_0: 0.1611 (0.1622) loss_bbox_aux_1: 0.1474 (0.1543) loss_bbox_aux_2: 0.1448 (0.1516) loss_bbox_aux_3: 0.1359 (0.1496) loss_bbox_aux_4: 0.1420 (0.1492) loss_bbox_aux_5: 0.1973 (0.1972) loss_bbox_dn_0: 0.2647 (0.2569) loss_bbox_dn_1: 0.2132 (0.1879) loss_bbox_dn_2: 0.1802 (0.1680) loss_bbox_dn_3: 0.1779 (0.1621) loss_bbox_dn_4: 0.1720 (0.1607) loss_bbox_dn_5: 0.1721 (0.1607) loss_giou: 0.4318 (0.4712) loss_giou_aux_0: 0.4544 (0.4950) loss_giou_aux_1: 0.4379 (0.4815) loss_giou_aux_2: 0.4173 (0.4763) loss_giou_aux_3: 0.4263 (0.4727) loss_giou_aux_4: 0.4264 (0.4713) loss_giou_aux_5: 0.5333 (0.5589) loss_giou_dn_0: 0.5511 (0.5714) loss_giou_dn_1: 0.4477 (0.4637) loss_giou_dn_2: 0.4190 (0.4330) loss_giou_dn_3: 0.4051 (0.4246) loss_giou_dn_4: 0.4021 (0.4225) loss_giou_dn_5: 0.4022 (0.4227) loss_vfl: 0.6717 (0.6623) loss_vfl_aux_0: 0.7366 (0.7595) loss_vfl_aux_1: 0.6915 (0.7146) loss_vfl_aux_2: 0.6847 (0.6871) loss_vfl_aux_3: 0.6773 (0.6737) loss_vfl_aux_4: 0.6689 (0.6662) loss_vfl_aux_5: 0.7220 (0.7449) loss_vfl_dn_0: 0.4531 (0.4479) loss_vfl_dn_1: 0.3826 (0.3824) loss_vfl_dn_2: 0.3696 (0.3670) loss_vfl_dn_3: 0.3614 (0.3596) loss_vfl_dn_4: 0.3610 (0.3572) loss_vfl_dn_5: 0.3592 (0.3564) time: 0.4779 data: 0.0133 max mem: 5654 Epoch: [53] [2200/7393] eta: 0:42:23 lr: 0.000010 loss: 15.5916 (15.5497) loss_bbox: 0.1527 (0.1494) loss_bbox_aux_0: 0.1637 (0.1624) loss_bbox_aux_1: 0.1651 (0.1544) loss_bbox_aux_2: 0.1561 (0.1517) loss_bbox_aux_3: 0.1510 (0.1497) loss_bbox_aux_4: 0.1527 (0.1492) loss_bbox_aux_5: 0.1980 (0.1975) loss_bbox_dn_0: 0.2816 (0.2569) loss_bbox_dn_1: 0.2078 (0.1880) loss_bbox_dn_2: 0.1786 (0.1680) loss_bbox_dn_3: 0.1714 (0.1622) loss_bbox_dn_4: 0.1667 (0.1608) loss_bbox_dn_5: 0.1668 (0.1608) loss_giou: 0.4504 (0.4708) loss_giou_aux_0: 0.4791 (0.4946) loss_giou_aux_1: 0.4636 (0.4812) loss_giou_aux_2: 0.4577 (0.4760) loss_giou_aux_3: 0.4477 (0.4723) loss_giou_aux_4: 0.4503 (0.4709) loss_giou_aux_5: 0.5518 (0.5585) loss_giou_dn_0: 0.5828 (0.5712) loss_giou_dn_1: 0.4630 (0.4635) loss_giou_dn_2: 0.4241 (0.4327) loss_giou_dn_3: 0.4155 (0.4244) loss_giou_dn_4: 0.4146 (0.4223) loss_giou_dn_5: 0.4148 (0.4225) loss_vfl: 0.6629 (0.6624) loss_vfl_aux_0: 0.7447 (0.7590) loss_vfl_aux_1: 0.7058 (0.7143) loss_vfl_aux_2: 0.6775 (0.6869) loss_vfl_aux_3: 0.6749 (0.6738) loss_vfl_aux_4: 0.6656 (0.6662) loss_vfl_aux_5: 0.7337 (0.7448) loss_vfl_dn_0: 0.4525 (0.4479) loss_vfl_dn_1: 0.3865 (0.3823) loss_vfl_dn_2: 0.3690 (0.3669) loss_vfl_dn_3: 0.3609 (0.3596) loss_vfl_dn_4: 0.3587 (0.3571) loss_vfl_dn_5: 0.3573 (0.3564) time: 0.4773 data: 0.0132 max mem: 5654 Epoch: [53] [2300/7393] eta: 0:41:30 lr: 0.000010 loss: 16.2045 (15.5643) loss_bbox: 0.1421 (0.1494) loss_bbox_aux_0: 0.1549 (0.1624) loss_bbox_aux_1: 0.1466 (0.1545) loss_bbox_aux_2: 0.1440 (0.1518) loss_bbox_aux_3: 0.1464 (0.1497) loss_bbox_aux_4: 0.1441 (0.1493) loss_bbox_aux_5: 0.1898 (0.1976) loss_bbox_dn_0: 0.2461 (0.2569) loss_bbox_dn_1: 0.1753 (0.1879) loss_bbox_dn_2: 0.1543 (0.1680) loss_bbox_dn_3: 0.1487 (0.1622) loss_bbox_dn_4: 0.1487 (0.1607) loss_bbox_dn_5: 0.1488 (0.1607) loss_giou: 0.4537 (0.4720) loss_giou_aux_0: 0.4798 (0.4958) loss_giou_aux_1: 0.4709 (0.4824) loss_giou_aux_2: 0.4593 (0.4773) loss_giou_aux_3: 0.4544 (0.4735) loss_giou_aux_4: 0.4522 (0.4721) loss_giou_aux_5: 0.5472 (0.5598) loss_giou_dn_0: 0.5846 (0.5721) loss_giou_dn_1: 0.4738 (0.4644) loss_giou_dn_2: 0.4480 (0.4336) loss_giou_dn_3: 0.4361 (0.4252) loss_giou_dn_4: 0.4334 (0.4231) loss_giou_dn_5: 0.4337 (0.4233) loss_vfl: 0.6508 (0.6625) loss_vfl_aux_0: 0.7369 (0.7588) loss_vfl_aux_1: 0.6934 (0.7143) loss_vfl_aux_2: 0.6630 (0.6868) loss_vfl_aux_3: 0.6571 (0.6738) loss_vfl_aux_4: 0.6485 (0.6663) loss_vfl_aux_5: 0.7305 (0.7446) loss_vfl_dn_0: 0.4432 (0.4480) loss_vfl_dn_1: 0.3892 (0.3825) loss_vfl_dn_2: 0.3726 (0.3671) loss_vfl_dn_3: 0.3655 (0.3598) loss_vfl_dn_4: 0.3623 (0.3573) loss_vfl_dn_5: 0.3594 (0.3566) time: 0.4632 data: 0.0133 max mem: 5654 Epoch: [53] [2400/7393] eta: 0:40:39 lr: 0.000010 loss: 15.8963 (15.5664) loss_bbox: 0.1421 (0.1492) loss_bbox_aux_0: 0.1589 (0.1621) loss_bbox_aux_1: 0.1475 (0.1543) loss_bbox_aux_2: 0.1485 (0.1516) loss_bbox_aux_3: 0.1441 (0.1496) loss_bbox_aux_4: 0.1452 (0.1492) loss_bbox_aux_5: 0.1905 (0.1975) loss_bbox_dn_0: 0.2382 (0.2566) loss_bbox_dn_1: 0.1782 (0.1877) loss_bbox_dn_2: 0.1541 (0.1678) loss_bbox_dn_3: 0.1484 (0.1620) loss_bbox_dn_4: 0.1478 (0.1605) loss_bbox_dn_5: 0.1478 (0.1605) loss_giou: 0.4737 (0.4724) loss_giou_aux_0: 0.4989 (0.4962) loss_giou_aux_1: 0.4914 (0.4829) loss_giou_aux_2: 0.4828 (0.4777) loss_giou_aux_3: 0.4781 (0.4740) loss_giou_aux_4: 0.4821 (0.4726) loss_giou_aux_5: 0.5751 (0.5602) loss_giou_dn_0: 0.5870 (0.5723) loss_giou_dn_1: 0.4742 (0.4646) loss_giou_dn_2: 0.4367 (0.4338) loss_giou_dn_3: 0.4284 (0.4254) loss_giou_dn_4: 0.4271 (0.4234) loss_giou_dn_5: 0.4276 (0.4235) loss_vfl: 0.6593 (0.6626) loss_vfl_aux_0: 0.7237 (0.7588) loss_vfl_aux_1: 0.7076 (0.7142) loss_vfl_aux_2: 0.6674 (0.6869) loss_vfl_aux_3: 0.6736 (0.6738) loss_vfl_aux_4: 0.6520 (0.6663) loss_vfl_aux_5: 0.7243 (0.7445) loss_vfl_dn_0: 0.4423 (0.4480) loss_vfl_dn_1: 0.3840 (0.3826) loss_vfl_dn_2: 0.3721 (0.3672) loss_vfl_dn_3: 0.3630 (0.3599) loss_vfl_dn_4: 0.3572 (0.3574) loss_vfl_dn_5: 0.3571 (0.3567) time: 0.4680 data: 0.0136 max mem: 5654 Epoch: [53] [2500/7393] eta: 0:39:47 lr: 0.000010 loss: 15.3609 (15.5726) loss_bbox: 0.1650 (0.1491) loss_bbox_aux_0: 0.1636 (0.1620) loss_bbox_aux_1: 0.1638 (0.1542) loss_bbox_aux_2: 0.1636 (0.1515) loss_bbox_aux_3: 0.1648 (0.1495) loss_bbox_aux_4: 0.1619 (0.1490) loss_bbox_aux_5: 0.1978 (0.1973) loss_bbox_dn_0: 0.2443 (0.2563) loss_bbox_dn_1: 0.1693 (0.1876) loss_bbox_dn_2: 0.1520 (0.1677) loss_bbox_dn_3: 0.1475 (0.1619) loss_bbox_dn_4: 0.1462 (0.1605) loss_bbox_dn_5: 0.1462 (0.1605) loss_giou: 0.4636 (0.4730) loss_giou_aux_0: 0.4731 (0.4966) loss_giou_aux_1: 0.4627 (0.4833) loss_giou_aux_2: 0.4678 (0.4782) loss_giou_aux_3: 0.4615 (0.4744) loss_giou_aux_4: 0.4628 (0.4731) loss_giou_aux_5: 0.5239 (0.5607) loss_giou_dn_0: 0.5469 (0.5728) loss_giou_dn_1: 0.4449 (0.4650) loss_giou_dn_2: 0.4107 (0.4342) loss_giou_dn_3: 0.4028 (0.4258) loss_giou_dn_4: 0.4006 (0.4238) loss_giou_dn_5: 0.4006 (0.4239) loss_vfl: 0.6307 (0.6628) loss_vfl_aux_0: 0.7430 (0.7589) loss_vfl_aux_1: 0.6903 (0.7144) loss_vfl_aux_2: 0.6455 (0.6870) loss_vfl_aux_3: 0.6409 (0.6740) loss_vfl_aux_4: 0.6344 (0.6665) loss_vfl_aux_5: 0.7218 (0.7443) loss_vfl_dn_0: 0.4454 (0.4480) loss_vfl_dn_1: 0.3792 (0.3828) loss_vfl_dn_2: 0.3638 (0.3674) loss_vfl_dn_3: 0.3572 (0.3601) loss_vfl_dn_4: 0.3559 (0.3576) loss_vfl_dn_5: 0.3544 (0.3569) time: 0.4712 data: 0.0135 max mem: 5654 Epoch: [53] [2600/7393] eta: 0:38:56 lr: 0.000010 loss: 15.9267 (15.5762) loss_bbox: 0.1539 (0.1493) loss_bbox_aux_0: 0.1684 (0.1621) loss_bbox_aux_1: 0.1599 (0.1544) loss_bbox_aux_2: 0.1511 (0.1517) loss_bbox_aux_3: 0.1527 (0.1497) loss_bbox_aux_4: 0.1519 (0.1492) loss_bbox_aux_5: 0.2036 (0.1976) loss_bbox_dn_0: 0.2337 (0.2567) loss_bbox_dn_1: 0.1663 (0.1879) loss_bbox_dn_2: 0.1511 (0.1680) loss_bbox_dn_3: 0.1470 (0.1622) loss_bbox_dn_4: 0.1460 (0.1607) loss_bbox_dn_5: 0.1459 (0.1607) loss_giou: 0.4845 (0.4731) loss_giou_aux_0: 0.5216 (0.4967) loss_giou_aux_1: 0.5175 (0.4835) loss_giou_aux_2: 0.5031 (0.4783) loss_giou_aux_3: 0.4866 (0.4746) loss_giou_aux_4: 0.4909 (0.4732) loss_giou_aux_5: 0.5884 (0.5608) loss_giou_dn_0: 0.5887 (0.5728) loss_giou_dn_1: 0.4789 (0.4651) loss_giou_dn_2: 0.4407 (0.4342) loss_giou_dn_3: 0.4368 (0.4258) loss_giou_dn_4: 0.4346 (0.4238) loss_giou_dn_5: 0.4350 (0.4239) loss_vfl: 0.6300 (0.6627) loss_vfl_aux_0: 0.7220 (0.7588) loss_vfl_aux_1: 0.6884 (0.7144) loss_vfl_aux_2: 0.6451 (0.6870) loss_vfl_aux_3: 0.6264 (0.6738) loss_vfl_aux_4: 0.6239 (0.6663) loss_vfl_aux_5: 0.7116 (0.7440) loss_vfl_dn_0: 0.4427 (0.4480) loss_vfl_dn_1: 0.3833 (0.3828) loss_vfl_dn_2: 0.3724 (0.3674) loss_vfl_dn_3: 0.3637 (0.3601) loss_vfl_dn_4: 0.3613 (0.3577) loss_vfl_dn_5: 0.3609 (0.3570) time: 0.4645 data: 0.0141 max mem: 5654 Epoch: [53] [2700/7393] eta: 0:38:17 lr: 0.000010 loss: 15.0610 (15.5768) loss_bbox: 0.1371 (0.1496) loss_bbox_aux_0: 0.1516 (0.1623) loss_bbox_aux_1: 0.1439 (0.1546) loss_bbox_aux_2: 0.1361 (0.1519) loss_bbox_aux_3: 0.1347 (0.1500) loss_bbox_aux_4: 0.1377 (0.1495) loss_bbox_aux_5: 0.1872 (0.1979) loss_bbox_dn_0: 0.2773 (0.2571) loss_bbox_dn_1: 0.1919 (0.1882) loss_bbox_dn_2: 0.1664 (0.1683) loss_bbox_dn_3: 0.1618 (0.1625) loss_bbox_dn_4: 0.1598 (0.1610) loss_bbox_dn_5: 0.1598 (0.1610) loss_giou: 0.3943 (0.4727) loss_giou_aux_0: 0.4191 (0.4962) loss_giou_aux_1: 0.4054 (0.4830) loss_giou_aux_2: 0.3929 (0.4779) loss_giou_aux_3: 0.3891 (0.4742) loss_giou_aux_4: 0.4009 (0.4728) loss_giou_aux_5: 0.5048 (0.5604) loss_giou_dn_0: 0.5520 (0.5728) loss_giou_dn_1: 0.4381 (0.4650) loss_giou_dn_2: 0.4094 (0.4341) loss_giou_dn_3: 0.4017 (0.4257) loss_giou_dn_4: 0.3989 (0.4237) loss_giou_dn_5: 0.3996 (0.4238) loss_vfl: 0.6768 (0.6628) loss_vfl_aux_0: 0.7666 (0.7592) loss_vfl_aux_1: 0.7138 (0.7144) loss_vfl_aux_2: 0.6886 (0.6869) loss_vfl_aux_3: 0.6772 (0.6739) loss_vfl_aux_4: 0.6779 (0.6665) loss_vfl_aux_5: 0.7179 (0.7442) loss_vfl_dn_0: 0.4444 (0.4480) loss_vfl_dn_1: 0.3836 (0.3828) loss_vfl_dn_2: 0.3610 (0.3674) loss_vfl_dn_3: 0.3563 (0.3601) loss_vfl_dn_4: 0.3546 (0.3576) loss_vfl_dn_5: 0.3526 (0.3569) time: 0.4896 data: 0.0141 max mem: 5654 Epoch: [53] [2800/7393] eta: 0:37:26 lr: 0.000010 loss: 15.1922 (15.5700) loss_bbox: 0.1527 (0.1496) loss_bbox_aux_0: 0.1510 (0.1621) loss_bbox_aux_1: 0.1498 (0.1546) loss_bbox_aux_2: 0.1499 (0.1519) loss_bbox_aux_3: 0.1477 (0.1500) loss_bbox_aux_4: 0.1544 (0.1495) loss_bbox_aux_5: 0.1784 (0.1977) loss_bbox_dn_0: 0.2496 (0.2571) loss_bbox_dn_1: 0.1773 (0.1881) loss_bbox_dn_2: 0.1569 (0.1682) loss_bbox_dn_3: 0.1492 (0.1624) loss_bbox_dn_4: 0.1494 (0.1609) loss_bbox_dn_5: 0.1494 (0.1609) loss_giou: 0.4446 (0.4724) loss_giou_aux_0: 0.4715 (0.4956) loss_giou_aux_1: 0.4578 (0.4825) loss_giou_aux_2: 0.4399 (0.4774) loss_giou_aux_3: 0.4481 (0.4737) loss_giou_aux_4: 0.4445 (0.4724) loss_giou_aux_5: 0.5144 (0.5598) loss_giou_dn_0: 0.5490 (0.5724) loss_giou_dn_1: 0.4313 (0.4645) loss_giou_dn_2: 0.4104 (0.4337) loss_giou_dn_3: 0.4007 (0.4253) loss_giou_dn_4: 0.3964 (0.4232) loss_giou_dn_5: 0.3964 (0.4234) loss_vfl: 0.6315 (0.6625) loss_vfl_aux_0: 0.7497 (0.7595) loss_vfl_aux_1: 0.6996 (0.7145) loss_vfl_aux_2: 0.6759 (0.6870) loss_vfl_aux_3: 0.6504 (0.6737) loss_vfl_aux_4: 0.6473 (0.6663) loss_vfl_aux_5: 0.7428 (0.7444) loss_vfl_dn_0: 0.4526 (0.4480) loss_vfl_dn_1: 0.3829 (0.3828) loss_vfl_dn_2: 0.3681 (0.3673) loss_vfl_dn_3: 0.3639 (0.3600) loss_vfl_dn_4: 0.3624 (0.3576) loss_vfl_dn_5: 0.3631 (0.3569) time: 0.4872 data: 0.0135 max mem: 5654 Epoch: [53] [2900/7393] eta: 0:36:35 lr: 0.000010 loss: 15.7646 (15.5683) loss_bbox: 0.1507 (0.1496) loss_bbox_aux_0: 0.1569 (0.1620) loss_bbox_aux_1: 0.1482 (0.1545) loss_bbox_aux_2: 0.1504 (0.1519) loss_bbox_aux_3: 0.1505 (0.1500) loss_bbox_aux_4: 0.1506 (0.1495) loss_bbox_aux_5: 0.1826 (0.1976) loss_bbox_dn_0: 0.2557 (0.2572) loss_bbox_dn_1: 0.1873 (0.1882) loss_bbox_dn_2: 0.1624 (0.1681) loss_bbox_dn_3: 0.1512 (0.1623) loss_bbox_dn_4: 0.1515 (0.1609) loss_bbox_dn_5: 0.1515 (0.1609) loss_giou: 0.4495 (0.4720) loss_giou_aux_0: 0.4612 (0.4952) loss_giou_aux_1: 0.4585 (0.4821) loss_giou_aux_2: 0.4448 (0.4771) loss_giou_aux_3: 0.4469 (0.4734) loss_giou_aux_4: 0.4436 (0.4721) loss_giou_aux_5: 0.5385 (0.5593) loss_giou_dn_0: 0.5657 (0.5721) loss_giou_dn_1: 0.4587 (0.4642) loss_giou_dn_2: 0.4137 (0.4333) loss_giou_dn_3: 0.4038 (0.4250) loss_giou_dn_4: 0.4019 (0.4229) loss_giou_dn_5: 0.4023 (0.4231) loss_vfl: 0.6759 (0.6629) loss_vfl_aux_0: 0.7565 (0.7601) loss_vfl_aux_1: 0.7168 (0.7150) loss_vfl_aux_2: 0.6939 (0.6875) loss_vfl_aux_3: 0.6814 (0.6741) loss_vfl_aux_4: 0.6903 (0.6667) loss_vfl_aux_5: 0.7630 (0.7451) loss_vfl_dn_0: 0.4533 (0.4481) loss_vfl_dn_1: 0.3882 (0.3829) loss_vfl_dn_2: 0.3732 (0.3674) loss_vfl_dn_3: 0.3668 (0.3601) loss_vfl_dn_4: 0.3654 (0.3576) loss_vfl_dn_5: 0.3650 (0.3569) time: 0.4808 data: 0.0142 max mem: 5654 Epoch: [53] [3000/7393] eta: 0:35:45 lr: 0.000010 loss: 15.5180 (15.5680) loss_bbox: 0.1479 (0.1495) loss_bbox_aux_0: 0.1600 (0.1620) loss_bbox_aux_1: 0.1569 (0.1544) loss_bbox_aux_2: 0.1513 (0.1517) loss_bbox_aux_3: 0.1475 (0.1500) loss_bbox_aux_4: 0.1464 (0.1495) loss_bbox_aux_5: 0.1987 (0.1976) loss_bbox_dn_0: 0.2526 (0.2572) loss_bbox_dn_1: 0.1793 (0.1881) loss_bbox_dn_2: 0.1631 (0.1681) loss_bbox_dn_3: 0.1588 (0.1623) loss_bbox_dn_4: 0.1592 (0.1609) loss_bbox_dn_5: 0.1592 (0.1609) loss_giou: 0.4541 (0.4719) loss_giou_aux_0: 0.4676 (0.4951) loss_giou_aux_1: 0.4552 (0.4820) loss_giou_aux_2: 0.4487 (0.4769) loss_giou_aux_3: 0.4509 (0.4733) loss_giou_aux_4: 0.4516 (0.4720) loss_giou_aux_5: 0.5147 (0.5593) loss_giou_dn_0: 0.5450 (0.5721) loss_giou_dn_1: 0.4337 (0.4642) loss_giou_dn_2: 0.4038 (0.4333) loss_giou_dn_3: 0.3967 (0.4250) loss_giou_dn_4: 0.3932 (0.4229) loss_giou_dn_5: 0.3933 (0.4231) loss_vfl: 0.6370 (0.6630) loss_vfl_aux_0: 0.7481 (0.7601) loss_vfl_aux_1: 0.6917 (0.7153) loss_vfl_aux_2: 0.6759 (0.6876) loss_vfl_aux_3: 0.6562 (0.6741) loss_vfl_aux_4: 0.6503 (0.6668) loss_vfl_aux_5: 0.7611 (0.7451) loss_vfl_dn_0: 0.4444 (0.4481) loss_vfl_dn_1: 0.3785 (0.3828) loss_vfl_dn_2: 0.3642 (0.3673) loss_vfl_dn_3: 0.3581 (0.3600) loss_vfl_dn_4: 0.3572 (0.3575) loss_vfl_dn_5: 0.3570 (0.3568) time: 0.4905 data: 0.0139 max mem: 5654 Epoch: [53] [3100/7393] eta: 0:34:55 lr: 0.000010 loss: 15.6505 (15.5660) loss_bbox: 0.1576 (0.1495) loss_bbox_aux_0: 0.1746 (0.1619) loss_bbox_aux_1: 0.1679 (0.1544) loss_bbox_aux_2: 0.1507 (0.1516) loss_bbox_aux_3: 0.1490 (0.1499) loss_bbox_aux_4: 0.1578 (0.1494) loss_bbox_aux_5: 0.2130 (0.1975) loss_bbox_dn_0: 0.2967 (0.2572) loss_bbox_dn_1: 0.2090 (0.1881) loss_bbox_dn_2: 0.1793 (0.1681) loss_bbox_dn_3: 0.1706 (0.1623) loss_bbox_dn_4: 0.1695 (0.1609) loss_bbox_dn_5: 0.1695 (0.1609) loss_giou: 0.4340 (0.4718) loss_giou_aux_0: 0.4420 (0.4949) loss_giou_aux_1: 0.4395 (0.4818) loss_giou_aux_2: 0.4411 (0.4768) loss_giou_aux_3: 0.4372 (0.4732) loss_giou_aux_4: 0.4321 (0.4719) loss_giou_aux_5: 0.5195 (0.5591) loss_giou_dn_0: 0.5473 (0.5719) loss_giou_dn_1: 0.4456 (0.4641) loss_giou_dn_2: 0.4197 (0.4332) loss_giou_dn_3: 0.4129 (0.4249) loss_giou_dn_4: 0.4078 (0.4228) loss_giou_dn_5: 0.4078 (0.4230) loss_vfl: 0.6692 (0.6630) loss_vfl_aux_0: 0.7732 (0.7603) loss_vfl_aux_1: 0.7345 (0.7152) loss_vfl_aux_2: 0.7043 (0.6876) loss_vfl_aux_3: 0.6688 (0.6741) loss_vfl_aux_4: 0.6780 (0.6668) loss_vfl_aux_5: 0.7714 (0.7453) loss_vfl_dn_0: 0.4475 (0.4481) loss_vfl_dn_1: 0.3759 (0.3828) loss_vfl_dn_2: 0.3589 (0.3672) loss_vfl_dn_3: 0.3525 (0.3599) loss_vfl_dn_4: 0.3505 (0.3575) loss_vfl_dn_5: 0.3521 (0.3568) time: 0.4676 data: 0.0135 max mem: 5654 Epoch: [53] [3200/7393] eta: 0:34:04 lr: 0.000010 loss: 14.8163 (15.5585) loss_bbox: 0.1344 (0.1494) loss_bbox_aux_0: 0.1483 (0.1617) loss_bbox_aux_1: 0.1376 (0.1542) loss_bbox_aux_2: 0.1381 (0.1515) loss_bbox_aux_3: 0.1344 (0.1498) loss_bbox_aux_4: 0.1329 (0.1493) loss_bbox_aux_5: 0.1928 (0.1975) loss_bbox_dn_0: 0.2378 (0.2570) loss_bbox_dn_1: 0.1736 (0.1879) loss_bbox_dn_2: 0.1514 (0.1679) loss_bbox_dn_3: 0.1467 (0.1621) loss_bbox_dn_4: 0.1462 (0.1607) loss_bbox_dn_5: 0.1462 (0.1607) loss_giou: 0.3907 (0.4713) loss_giou_aux_0: 0.4190 (0.4943) loss_giou_aux_1: 0.3833 (0.4813) loss_giou_aux_2: 0.3835 (0.4762) loss_giou_aux_3: 0.3876 (0.4727) loss_giou_aux_4: 0.3906 (0.4714) loss_giou_aux_5: 0.4848 (0.5586) loss_giou_dn_0: 0.5368 (0.5715) loss_giou_dn_1: 0.4141 (0.4637) loss_giou_dn_2: 0.3841 (0.4328) loss_giou_dn_3: 0.3760 (0.4245) loss_giou_dn_4: 0.3750 (0.4224) loss_giou_dn_5: 0.3750 (0.4226) loss_vfl: 0.6499 (0.6632) loss_vfl_aux_0: 0.7456 (0.7605) loss_vfl_aux_1: 0.7027 (0.7154) loss_vfl_aux_2: 0.6790 (0.6878) loss_vfl_aux_3: 0.6603 (0.6742) loss_vfl_aux_4: 0.6536 (0.6669) loss_vfl_aux_5: 0.7132 (0.7452) loss_vfl_dn_0: 0.4402 (0.4481) loss_vfl_dn_1: 0.3736 (0.3827) loss_vfl_dn_2: 0.3552 (0.3672) loss_vfl_dn_3: 0.3512 (0.3599) loss_vfl_dn_4: 0.3467 (0.3574) loss_vfl_dn_5: 0.3459 (0.3567) time: 0.4646 data: 0.0135 max mem: 5654 Epoch: [53] [3300/7393] eta: 0:33:13 lr: 0.000010 loss: 15.6928 (15.5592) loss_bbox: 0.1379 (0.1494) loss_bbox_aux_0: 0.1577 (0.1618) loss_bbox_aux_1: 0.1583 (0.1543) loss_bbox_aux_2: 0.1530 (0.1516) loss_bbox_aux_3: 0.1499 (0.1499) loss_bbox_aux_4: 0.1442 (0.1494) loss_bbox_aux_5: 0.1976 (0.1976) loss_bbox_dn_0: 0.2493 (0.2570) loss_bbox_dn_1: 0.1869 (0.1880) loss_bbox_dn_2: 0.1704 (0.1680) loss_bbox_dn_3: 0.1644 (0.1622) loss_bbox_dn_4: 0.1621 (0.1608) loss_bbox_dn_5: 0.1621 (0.1608) loss_giou: 0.4109 (0.4712) loss_giou_aux_0: 0.4407 (0.4942) loss_giou_aux_1: 0.4267 (0.4812) loss_giou_aux_2: 0.4254 (0.4761) loss_giou_aux_3: 0.4164 (0.4726) loss_giou_aux_4: 0.4160 (0.4713) loss_giou_aux_5: 0.5081 (0.5585) loss_giou_dn_0: 0.5414 (0.5715) loss_giou_dn_1: 0.4304 (0.4637) loss_giou_dn_2: 0.4095 (0.4327) loss_giou_dn_3: 0.4028 (0.4245) loss_giou_dn_4: 0.3996 (0.4224) loss_giou_dn_5: 0.3995 (0.4226) loss_vfl: 0.6870 (0.6632) loss_vfl_aux_0: 0.7698 (0.7607) loss_vfl_aux_1: 0.7377 (0.7156) loss_vfl_aux_2: 0.7217 (0.6880) loss_vfl_aux_3: 0.7036 (0.6743) loss_vfl_aux_4: 0.6879 (0.6670) loss_vfl_aux_5: 0.7511 (0.7455) loss_vfl_dn_0: 0.4508 (0.4481) loss_vfl_dn_1: 0.3805 (0.3826) loss_vfl_dn_2: 0.3676 (0.3671) loss_vfl_dn_3: 0.3605 (0.3598) loss_vfl_dn_4: 0.3559 (0.3574) loss_vfl_dn_5: 0.3544 (0.3566) time: 0.4678 data: 0.0134 max mem: 5654 Epoch: [53] [3400/7393] eta: 0:32:23 lr: 0.000010 loss: 15.1640 (15.5522) loss_bbox: 0.1435 (0.1494) loss_bbox_aux_0: 0.1577 (0.1618) loss_bbox_aux_1: 0.1599 (0.1543) loss_bbox_aux_2: 0.1499 (0.1516) loss_bbox_aux_3: 0.1498 (0.1498) loss_bbox_aux_4: 0.1458 (0.1493) loss_bbox_aux_5: 0.1984 (0.1976) loss_bbox_dn_0: 0.2605 (0.2571) loss_bbox_dn_1: 0.1833 (0.1879) loss_bbox_dn_2: 0.1656 (0.1680) loss_bbox_dn_3: 0.1600 (0.1622) loss_bbox_dn_4: 0.1620 (0.1608) loss_bbox_dn_5: 0.1620 (0.1608) loss_giou: 0.4275 (0.4706) loss_giou_aux_0: 0.4480 (0.4937) loss_giou_aux_1: 0.4527 (0.4806) loss_giou_aux_2: 0.4262 (0.4755) loss_giou_aux_3: 0.4282 (0.4720) loss_giou_aux_4: 0.4276 (0.4707) loss_giou_aux_5: 0.5172 (0.5578) loss_giou_dn_0: 0.5510 (0.5710) loss_giou_dn_1: 0.4348 (0.4632) loss_giou_dn_2: 0.4009 (0.4323) loss_giou_dn_3: 0.3924 (0.4240) loss_giou_dn_4: 0.3910 (0.4219) loss_giou_dn_5: 0.3921 (0.4221) loss_vfl: 0.6637 (0.6633) loss_vfl_aux_0: 0.7734 (0.7609) loss_vfl_aux_1: 0.7244 (0.7157) loss_vfl_aux_2: 0.6740 (0.6880) loss_vfl_aux_3: 0.6776 (0.6744) loss_vfl_aux_4: 0.6701 (0.6670) loss_vfl_aux_5: 0.7594 (0.7458) loss_vfl_dn_0: 0.4480 (0.4481) loss_vfl_dn_1: 0.3873 (0.3826) loss_vfl_dn_2: 0.3688 (0.3671) loss_vfl_dn_3: 0.3630 (0.3598) loss_vfl_dn_4: 0.3609 (0.3573) loss_vfl_dn_5: 0.3605 (0.3566) time: 0.4731 data: 0.0135 max mem: 5654 Epoch: [53] [3500/7393] eta: 0:31:40 lr: 0.000010 loss: 15.3558 (15.5430) loss_bbox: 0.1542 (0.1494) loss_bbox_aux_0: 0.1623 (0.1618) loss_bbox_aux_1: 0.1609 (0.1543) loss_bbox_aux_2: 0.1594 (0.1516) loss_bbox_aux_3: 0.1607 (0.1498) loss_bbox_aux_4: 0.1555 (0.1493) loss_bbox_aux_5: 0.2076 (0.1975) loss_bbox_dn_0: 0.2544 (0.2571) loss_bbox_dn_1: 0.1794 (0.1879) loss_bbox_dn_2: 0.1532 (0.1679) loss_bbox_dn_3: 0.1536 (0.1621) loss_bbox_dn_4: 0.1520 (0.1607) loss_bbox_dn_5: 0.1519 (0.1607) loss_giou: 0.4280 (0.4699) loss_giou_aux_0: 0.4554 (0.4930) loss_giou_aux_1: 0.4407 (0.4800) loss_giou_aux_2: 0.4279 (0.4748) loss_giou_aux_3: 0.4285 (0.4713) loss_giou_aux_4: 0.4275 (0.4700) loss_giou_aux_5: 0.5158 (0.5571) loss_giou_dn_0: 0.5352 (0.5706) loss_giou_dn_1: 0.4255 (0.4628) loss_giou_dn_2: 0.3997 (0.4318) loss_giou_dn_3: 0.3904 (0.4236) loss_giou_dn_4: 0.3882 (0.4215) loss_giou_dn_5: 0.3884 (0.4217) loss_vfl: 0.6249 (0.6630) loss_vfl_aux_0: 0.7467 (0.7608) loss_vfl_aux_1: 0.6568 (0.7153) loss_vfl_aux_2: 0.6358 (0.6877) loss_vfl_aux_3: 0.6370 (0.6741) loss_vfl_aux_4: 0.6202 (0.6668) loss_vfl_aux_5: 0.7198 (0.7459) loss_vfl_dn_0: 0.4443 (0.4481) loss_vfl_dn_1: 0.3805 (0.3826) loss_vfl_dn_2: 0.3640 (0.3670) loss_vfl_dn_3: 0.3584 (0.3597) loss_vfl_dn_4: 0.3573 (0.3572) loss_vfl_dn_5: 0.3560 (0.3565) time: 0.4690 data: 0.0135 max mem: 5654 Epoch: [53] [3600/7393] eta: 0:30:49 lr: 0.000010 loss: 15.3910 (15.5444) loss_bbox: 0.1592 (0.1495) loss_bbox_aux_0: 0.1574 (0.1619) loss_bbox_aux_1: 0.1511 (0.1544) loss_bbox_aux_2: 0.1562 (0.1517) loss_bbox_aux_3: 0.1615 (0.1499) loss_bbox_aux_4: 0.1611 (0.1495) loss_bbox_aux_5: 0.1918 (0.1976) loss_bbox_dn_0: 0.2514 (0.2572) loss_bbox_dn_1: 0.1815 (0.1879) loss_bbox_dn_2: 0.1606 (0.1680) loss_bbox_dn_3: 0.1565 (0.1622) loss_bbox_dn_4: 0.1548 (0.1608) loss_bbox_dn_5: 0.1548 (0.1608) loss_giou: 0.4221 (0.4698) loss_giou_aux_0: 0.4477 (0.4929) loss_giou_aux_1: 0.4478 (0.4799) loss_giou_aux_2: 0.4212 (0.4748) loss_giou_aux_3: 0.4269 (0.4712) loss_giou_aux_4: 0.4257 (0.4700) loss_giou_aux_5: 0.5440 (0.5570) loss_giou_dn_0: 0.5505 (0.5705) loss_giou_dn_1: 0.4491 (0.4626) loss_giou_dn_2: 0.4214 (0.4317) loss_giou_dn_3: 0.4165 (0.4234) loss_giou_dn_4: 0.4142 (0.4213) loss_giou_dn_5: 0.4146 (0.4215) loss_vfl: 0.6742 (0.6632) loss_vfl_aux_0: 0.7693 (0.7610) loss_vfl_aux_1: 0.7273 (0.7157) loss_vfl_aux_2: 0.6906 (0.6878) loss_vfl_aux_3: 0.6896 (0.6743) loss_vfl_aux_4: 0.6752 (0.6669) loss_vfl_aux_5: 0.7467 (0.7461) loss_vfl_dn_0: 0.4528 (0.4482) loss_vfl_dn_1: 0.3868 (0.3826) loss_vfl_dn_2: 0.3730 (0.3670) loss_vfl_dn_3: 0.3658 (0.3597) loss_vfl_dn_4: 0.3633 (0.3572) loss_vfl_dn_5: 0.3628 (0.3565) time: 0.4719 data: 0.0133 max mem: 5654 Epoch: [53] [3700/7393] eta: 0:29:59 lr: 0.000010 loss: 15.4144 (15.5430) loss_bbox: 0.1389 (0.1494) loss_bbox_aux_0: 0.1560 (0.1618) loss_bbox_aux_1: 0.1410 (0.1543) loss_bbox_aux_2: 0.1419 (0.1517) loss_bbox_aux_3: 0.1379 (0.1498) loss_bbox_aux_4: 0.1388 (0.1494) loss_bbox_aux_5: 0.1937 (0.1976) loss_bbox_dn_0: 0.2497 (0.2571) loss_bbox_dn_1: 0.1782 (0.1878) loss_bbox_dn_2: 0.1561 (0.1679) loss_bbox_dn_3: 0.1508 (0.1621) loss_bbox_dn_4: 0.1495 (0.1607) loss_bbox_dn_5: 0.1495 (0.1607) loss_giou: 0.4555 (0.4697) loss_giou_aux_0: 0.4514 (0.4928) loss_giou_aux_1: 0.4537 (0.4798) loss_giou_aux_2: 0.4527 (0.4747) loss_giou_aux_3: 0.4456 (0.4712) loss_giou_aux_4: 0.4555 (0.4699) loss_giou_aux_5: 0.5200 (0.5569) loss_giou_dn_0: 0.5567 (0.5705) loss_giou_dn_1: 0.4635 (0.4626) loss_giou_dn_2: 0.4165 (0.4317) loss_giou_dn_3: 0.4140 (0.4234) loss_giou_dn_4: 0.4150 (0.4214) loss_giou_dn_5: 0.4150 (0.4215) loss_vfl: 0.6529 (0.6632) loss_vfl_aux_0: 0.7659 (0.7610) loss_vfl_aux_1: 0.7323 (0.7159) loss_vfl_aux_2: 0.6947 (0.6879) loss_vfl_aux_3: 0.6699 (0.6743) loss_vfl_aux_4: 0.6736 (0.6669) loss_vfl_aux_5: 0.7571 (0.7461) loss_vfl_dn_0: 0.4437 (0.4481) loss_vfl_dn_1: 0.3854 (0.3826) loss_vfl_dn_2: 0.3694 (0.3670) loss_vfl_dn_3: 0.3608 (0.3597) loss_vfl_dn_4: 0.3583 (0.3573) loss_vfl_dn_5: 0.3597 (0.3565) time: 0.4724 data: 0.0138 max mem: 5654 Epoch: [53] [3800/7393] eta: 0:29:09 lr: 0.000010 loss: 15.7649 (15.5422) loss_bbox: 0.1520 (0.1493) loss_bbox_aux_0: 0.1736 (0.1618) loss_bbox_aux_1: 0.1635 (0.1543) loss_bbox_aux_2: 0.1606 (0.1516) loss_bbox_aux_3: 0.1554 (0.1498) loss_bbox_aux_4: 0.1567 (0.1494) loss_bbox_aux_5: 0.2055 (0.1976) loss_bbox_dn_0: 0.2557 (0.2569) loss_bbox_dn_1: 0.1919 (0.1876) loss_bbox_dn_2: 0.1735 (0.1677) loss_bbox_dn_3: 0.1674 (0.1619) loss_bbox_dn_4: 0.1650 (0.1605) loss_bbox_dn_5: 0.1650 (0.1605) loss_giou: 0.4635 (0.4700) loss_giou_aux_0: 0.4897 (0.4931) loss_giou_aux_1: 0.4739 (0.4800) loss_giou_aux_2: 0.4602 (0.4749) loss_giou_aux_3: 0.4615 (0.4714) loss_giou_aux_4: 0.4647 (0.4701) loss_giou_aux_5: 0.5648 (0.5571) loss_giou_dn_0: 0.5816 (0.5707) loss_giou_dn_1: 0.4743 (0.4627) loss_giou_dn_2: 0.4357 (0.4318) loss_giou_dn_3: 0.4269 (0.4235) loss_giou_dn_4: 0.4249 (0.4215) loss_giou_dn_5: 0.4250 (0.4216) loss_vfl: 0.6625 (0.6630) loss_vfl_aux_0: 0.7357 (0.7607) loss_vfl_aux_1: 0.7086 (0.7158) loss_vfl_aux_2: 0.6781 (0.6877) loss_vfl_aux_3: 0.6676 (0.6741) loss_vfl_aux_4: 0.6675 (0.6667) loss_vfl_aux_5: 0.7228 (0.7457) loss_vfl_dn_0: 0.4442 (0.4481) loss_vfl_dn_1: 0.3914 (0.3826) loss_vfl_dn_2: 0.3744 (0.3670) loss_vfl_dn_3: 0.3664 (0.3597) loss_vfl_dn_4: 0.3623 (0.3572) loss_vfl_dn_5: 0.3623 (0.3565) time: 0.4769 data: 0.0139 max mem: 5654 Epoch: [53] [3900/7393] eta: 0:28:20 lr: 0.000010 loss: 15.2908 (15.5437) loss_bbox: 0.1545 (0.1492) loss_bbox_aux_0: 0.1597 (0.1617) loss_bbox_aux_1: 0.1496 (0.1542) loss_bbox_aux_2: 0.1484 (0.1516) loss_bbox_aux_3: 0.1572 (0.1497) loss_bbox_aux_4: 0.1554 (0.1493) loss_bbox_aux_5: 0.1930 (0.1975) loss_bbox_dn_0: 0.2449 (0.2568) loss_bbox_dn_1: 0.1785 (0.1875) loss_bbox_dn_2: 0.1576 (0.1676) loss_bbox_dn_3: 0.1522 (0.1618) loss_bbox_dn_4: 0.1512 (0.1604) loss_bbox_dn_5: 0.1511 (0.1604) loss_giou: 0.4476 (0.4700) loss_giou_aux_0: 0.4664 (0.4931) loss_giou_aux_1: 0.4559 (0.4800) loss_giou_aux_2: 0.4541 (0.4749) loss_giou_aux_3: 0.4424 (0.4714) loss_giou_aux_4: 0.4419 (0.4701) loss_giou_aux_5: 0.5259 (0.5572) loss_giou_dn_0: 0.5656 (0.5708) loss_giou_dn_1: 0.4544 (0.4628) loss_giou_dn_2: 0.4225 (0.4319) loss_giou_dn_3: 0.4136 (0.4236) loss_giou_dn_4: 0.4097 (0.4215) loss_giou_dn_5: 0.4097 (0.4217) loss_vfl: 0.6792 (0.6633) loss_vfl_aux_0: 0.7672 (0.7609) loss_vfl_aux_1: 0.7330 (0.7160) loss_vfl_aux_2: 0.6850 (0.6879) loss_vfl_aux_3: 0.6791 (0.6743) loss_vfl_aux_4: 0.6749 (0.6670) loss_vfl_aux_5: 0.7782 (0.7458) loss_vfl_dn_0: 0.4472 (0.4481) loss_vfl_dn_1: 0.3802 (0.3827) loss_vfl_dn_2: 0.3632 (0.3671) loss_vfl_dn_3: 0.3584 (0.3598) loss_vfl_dn_4: 0.3543 (0.3573) loss_vfl_dn_5: 0.3521 (0.3566) time: 0.4893 data: 0.0140 max mem: 5654 Epoch: [53] [4000/7393] eta: 0:27:32 lr: 0.000010 loss: 15.4185 (15.5402) loss_bbox: 0.1304 (0.1491) loss_bbox_aux_0: 0.1493 (0.1616) loss_bbox_aux_1: 0.1364 (0.1541) loss_bbox_aux_2: 0.1316 (0.1514) loss_bbox_aux_3: 0.1306 (0.1496) loss_bbox_aux_4: 0.1307 (0.1492) loss_bbox_aux_5: 0.1872 (0.1974) loss_bbox_dn_0: 0.2563 (0.2568) loss_bbox_dn_1: 0.1748 (0.1875) loss_bbox_dn_2: 0.1563 (0.1676) loss_bbox_dn_3: 0.1502 (0.1618) loss_bbox_dn_4: 0.1490 (0.1604) loss_bbox_dn_5: 0.1490 (0.1604) loss_giou: 0.4270 (0.4696) loss_giou_aux_0: 0.4696 (0.4927) loss_giou_aux_1: 0.4448 (0.4795) loss_giou_aux_2: 0.4372 (0.4744) loss_giou_aux_3: 0.4311 (0.4710) loss_giou_aux_4: 0.4298 (0.4697) loss_giou_aux_5: 0.5333 (0.5567) loss_giou_dn_0: 0.5694 (0.5706) loss_giou_dn_1: 0.4710 (0.4627) loss_giou_dn_2: 0.4291 (0.4317) loss_giou_dn_3: 0.4178 (0.4234) loss_giou_dn_4: 0.4155 (0.4213) loss_giou_dn_5: 0.4155 (0.4215) loss_vfl: 0.6598 (0.6636) loss_vfl_aux_0: 0.7779 (0.7612) loss_vfl_aux_1: 0.7316 (0.7163) loss_vfl_aux_2: 0.7007 (0.6882) loss_vfl_aux_3: 0.6943 (0.6746) loss_vfl_aux_4: 0.6577 (0.6672) loss_vfl_aux_5: 0.7691 (0.7460) loss_vfl_dn_0: 0.4546 (0.4481) loss_vfl_dn_1: 0.3861 (0.3827) loss_vfl_dn_2: 0.3691 (0.3671) loss_vfl_dn_3: 0.3612 (0.3598) loss_vfl_dn_4: 0.3591 (0.3573) loss_vfl_dn_5: 0.3596 (0.3565) time: 0.4756 data: 0.0142 max mem: 5654 Epoch: [53] [4100/7393] eta: 0:26:42 lr: 0.000010 loss: 15.0892 (15.5377) loss_bbox: 0.1469 (0.1490) loss_bbox_aux_0: 0.1539 (0.1615) loss_bbox_aux_1: 0.1511 (0.1540) loss_bbox_aux_2: 0.1497 (0.1514) loss_bbox_aux_3: 0.1477 (0.1495) loss_bbox_aux_4: 0.1459 (0.1491) loss_bbox_aux_5: 0.1995 (0.1974) loss_bbox_dn_0: 0.2451 (0.2568) loss_bbox_dn_1: 0.1636 (0.1876) loss_bbox_dn_2: 0.1477 (0.1676) loss_bbox_dn_3: 0.1408 (0.1618) loss_bbox_dn_4: 0.1404 (0.1605) loss_bbox_dn_5: 0.1404 (0.1605) loss_giou: 0.4470 (0.4692) loss_giou_aux_0: 0.4645 (0.4924) loss_giou_aux_1: 0.4499 (0.4792) loss_giou_aux_2: 0.4524 (0.4741) loss_giou_aux_3: 0.4571 (0.4706) loss_giou_aux_4: 0.4542 (0.4693) loss_giou_aux_5: 0.5150 (0.5565) loss_giou_dn_0: 0.5434 (0.5703) loss_giou_dn_1: 0.4342 (0.4624) loss_giou_dn_2: 0.4051 (0.4315) loss_giou_dn_3: 0.3929 (0.4232) loss_giou_dn_4: 0.3909 (0.4212) loss_giou_dn_5: 0.3918 (0.4213) loss_vfl: 0.6626 (0.6638) loss_vfl_aux_0: 0.7596 (0.7612) loss_vfl_aux_1: 0.7212 (0.7166) loss_vfl_aux_2: 0.6716 (0.6884) loss_vfl_aux_3: 0.6693 (0.6748) loss_vfl_aux_4: 0.6687 (0.6674) loss_vfl_aux_5: 0.7550 (0.7461) loss_vfl_dn_0: 0.4529 (0.4482) loss_vfl_dn_1: 0.3857 (0.3826) loss_vfl_dn_2: 0.3687 (0.3670) loss_vfl_dn_3: 0.3602 (0.3597) loss_vfl_dn_4: 0.3607 (0.3572) loss_vfl_dn_5: 0.3616 (0.3565) time: 0.4751 data: 0.0138 max mem: 5654 Epoch: [53] [4200/7393] eta: 0:25:53 lr: 0.000010 loss: 15.8569 (15.5398) loss_bbox: 0.1318 (0.1490) loss_bbox_aux_0: 0.1526 (0.1615) loss_bbox_aux_1: 0.1491 (0.1540) loss_bbox_aux_2: 0.1409 (0.1514) loss_bbox_aux_3: 0.1373 (0.1495) loss_bbox_aux_4: 0.1320 (0.1490) loss_bbox_aux_5: 0.1950 (0.1974) loss_bbox_dn_0: 0.2290 (0.2566) loss_bbox_dn_1: 0.1644 (0.1874) loss_bbox_dn_2: 0.1501 (0.1674) loss_bbox_dn_3: 0.1458 (0.1616) loss_bbox_dn_4: 0.1449 (0.1603) loss_bbox_dn_5: 0.1449 (0.1603) loss_giou: 0.4750 (0.4699) loss_giou_aux_0: 0.4941 (0.4932) loss_giou_aux_1: 0.4714 (0.4799) loss_giou_aux_2: 0.4608 (0.4748) loss_giou_aux_3: 0.4651 (0.4713) loss_giou_aux_4: 0.4665 (0.4700) loss_giou_aux_5: 0.5572 (0.5572) loss_giou_dn_0: 0.5865 (0.5707) loss_giou_dn_1: 0.4862 (0.4628) loss_giou_dn_2: 0.4588 (0.4319) loss_giou_dn_3: 0.4497 (0.4236) loss_giou_dn_4: 0.4474 (0.4215) loss_giou_dn_5: 0.4473 (0.4217) loss_vfl: 0.6394 (0.6632) loss_vfl_aux_0: 0.7297 (0.7605) loss_vfl_aux_1: 0.6810 (0.7160) loss_vfl_aux_2: 0.6769 (0.6878) loss_vfl_aux_3: 0.6568 (0.6743) loss_vfl_aux_4: 0.6464 (0.6669) loss_vfl_aux_5: 0.7413 (0.7456) loss_vfl_dn_0: 0.4495 (0.4481) loss_vfl_dn_1: 0.3812 (0.3827) loss_vfl_dn_2: 0.3687 (0.3671) loss_vfl_dn_3: 0.3616 (0.3598) loss_vfl_dn_4: 0.3587 (0.3573) loss_vfl_dn_5: 0.3581 (0.3566) time: 0.4828 data: 0.0144 max mem: 5654 Epoch: [53] [4300/7393] eta: 0:25:05 lr: 0.000010 loss: 15.8533 (15.5403) loss_bbox: 0.1376 (0.1490) loss_bbox_aux_0: 0.1530 (0.1616) loss_bbox_aux_1: 0.1380 (0.1540) loss_bbox_aux_2: 0.1388 (0.1514) loss_bbox_aux_3: 0.1382 (0.1495) loss_bbox_aux_4: 0.1362 (0.1490) loss_bbox_aux_5: 0.1826 (0.1975) loss_bbox_dn_0: 0.2175 (0.2565) loss_bbox_dn_1: 0.1613 (0.1873) loss_bbox_dn_2: 0.1416 (0.1674) loss_bbox_dn_3: 0.1373 (0.1616) loss_bbox_dn_4: 0.1351 (0.1602) loss_bbox_dn_5: 0.1351 (0.1602) loss_giou: 0.4624 (0.4699) loss_giou_aux_0: 0.4970 (0.4932) loss_giou_aux_1: 0.4875 (0.4798) loss_giou_aux_2: 0.4736 (0.4748) loss_giou_aux_3: 0.4596 (0.4713) loss_giou_aux_4: 0.4618 (0.4700) loss_giou_aux_5: 0.5508 (0.5571) loss_giou_dn_0: 0.5767 (0.5707) loss_giou_dn_1: 0.4726 (0.4628) loss_giou_dn_2: 0.4334 (0.4319) loss_giou_dn_3: 0.4311 (0.4236) loss_giou_dn_4: 0.4315 (0.4215) loss_giou_dn_5: 0.4315 (0.4217) loss_vfl: 0.6655 (0.6633) loss_vfl_aux_0: 0.7597 (0.7605) loss_vfl_aux_1: 0.7396 (0.7161) loss_vfl_aux_2: 0.7004 (0.6879) loss_vfl_aux_3: 0.6821 (0.6744) loss_vfl_aux_4: 0.6752 (0.6671) loss_vfl_aux_5: 0.7479 (0.7457) loss_vfl_dn_0: 0.4494 (0.4481) loss_vfl_dn_1: 0.3896 (0.3827) loss_vfl_dn_2: 0.3778 (0.3671) loss_vfl_dn_3: 0.3726 (0.3598) loss_vfl_dn_4: 0.3663 (0.3573) loss_vfl_dn_5: 0.3672 (0.3566) time: 0.4988 data: 0.0141 max mem: 5654 Epoch: [53] [4400/7393] eta: 0:24:20 lr: 0.000010 loss: 15.2058 (15.5387) loss_bbox: 0.1451 (0.1491) loss_bbox_aux_0: 0.1575 (0.1616) loss_bbox_aux_1: 0.1474 (0.1540) loss_bbox_aux_2: 0.1496 (0.1514) loss_bbox_aux_3: 0.1472 (0.1496) loss_bbox_aux_4: 0.1474 (0.1491) loss_bbox_aux_5: 0.1865 (0.1975) loss_bbox_dn_0: 0.2570 (0.2567) loss_bbox_dn_1: 0.1894 (0.1875) loss_bbox_dn_2: 0.1717 (0.1675) loss_bbox_dn_3: 0.1642 (0.1617) loss_bbox_dn_4: 0.1614 (0.1603) loss_bbox_dn_5: 0.1613 (0.1604) loss_giou: 0.4487 (0.4695) loss_giou_aux_0: 0.4772 (0.4927) loss_giou_aux_1: 0.4554 (0.4793) loss_giou_aux_2: 0.4576 (0.4744) loss_giou_aux_3: 0.4514 (0.4709) loss_giou_aux_4: 0.4499 (0.4696) loss_giou_aux_5: 0.5298 (0.5567) loss_giou_dn_0: 0.5615 (0.5705) loss_giou_dn_1: 0.4414 (0.4626) loss_giou_dn_2: 0.4171 (0.4316) loss_giou_dn_3: 0.4104 (0.4233) loss_giou_dn_4: 0.4069 (0.4213) loss_giou_dn_5: 0.4067 (0.4214) loss_vfl: 0.6413 (0.6635) loss_vfl_aux_0: 0.7554 (0.7608) loss_vfl_aux_1: 0.7141 (0.7164) loss_vfl_aux_2: 0.6654 (0.6880) loss_vfl_aux_3: 0.6494 (0.6745) loss_vfl_aux_4: 0.6495 (0.6673) loss_vfl_aux_5: 0.7422 (0.7462) loss_vfl_dn_0: 0.4547 (0.4482) loss_vfl_dn_1: 0.3843 (0.3827) loss_vfl_dn_2: 0.3665 (0.3671) loss_vfl_dn_3: 0.3596 (0.3598) loss_vfl_dn_4: 0.3562 (0.3573) loss_vfl_dn_5: 0.3556 (0.3566) time: 0.7785 data: 0.0141 max mem: 5654 Epoch: [53] [4500/7393] eta: 0:23:30 lr: 0.000010 loss: 15.5182 (15.5403) loss_bbox: 0.1581 (0.1492) loss_bbox_aux_0: 0.1643 (0.1617) loss_bbox_aux_1: 0.1646 (0.1541) loss_bbox_aux_2: 0.1527 (0.1516) loss_bbox_aux_3: 0.1573 (0.1497) loss_bbox_aux_4: 0.1581 (0.1492) loss_bbox_aux_5: 0.1962 (0.1976) loss_bbox_dn_0: 0.2627 (0.2569) loss_bbox_dn_1: 0.1985 (0.1876) loss_bbox_dn_2: 0.1828 (0.1677) loss_bbox_dn_3: 0.1792 (0.1619) loss_bbox_dn_4: 0.1759 (0.1605) loss_bbox_dn_5: 0.1759 (0.1605) loss_giou: 0.4549 (0.4695) loss_giou_aux_0: 0.4910 (0.4928) loss_giou_aux_1: 0.4741 (0.4794) loss_giou_aux_2: 0.4698 (0.4744) loss_giou_aux_3: 0.4582 (0.4710) loss_giou_aux_4: 0.4585 (0.4696) loss_giou_aux_5: 0.5683 (0.5567) loss_giou_dn_0: 0.5764 (0.5706) loss_giou_dn_1: 0.4553 (0.4627) loss_giou_dn_2: 0.4335 (0.4318) loss_giou_dn_3: 0.4245 (0.4235) loss_giou_dn_4: 0.4229 (0.4214) loss_giou_dn_5: 0.4231 (0.4216) loss_vfl: 0.6301 (0.6634) loss_vfl_aux_0: 0.7206 (0.7606) loss_vfl_aux_1: 0.7019 (0.7162) loss_vfl_aux_2: 0.6623 (0.6879) loss_vfl_aux_3: 0.6382 (0.6743) loss_vfl_aux_4: 0.6375 (0.6671) loss_vfl_aux_5: 0.6866 (0.7459) loss_vfl_dn_0: 0.4377 (0.4481) loss_vfl_dn_1: 0.3750 (0.3827) loss_vfl_dn_2: 0.3614 (0.3671) loss_vfl_dn_3: 0.3537 (0.3598) loss_vfl_dn_4: 0.3514 (0.3573) loss_vfl_dn_5: 0.3511 (0.3566) time: 0.4849 data: 0.0139 max mem: 5654 Epoch: [53] [4600/7393] eta: 0:22:41 lr: 0.000010 loss: 15.3953 (15.5425) loss_bbox: 0.1460 (0.1493) loss_bbox_aux_0: 0.1540 (0.1619) loss_bbox_aux_1: 0.1499 (0.1542) loss_bbox_aux_2: 0.1533 (0.1517) loss_bbox_aux_3: 0.1533 (0.1498) loss_bbox_aux_4: 0.1479 (0.1493) loss_bbox_aux_5: 0.1976 (0.1977) loss_bbox_dn_0: 0.2475 (0.2570) loss_bbox_dn_1: 0.1715 (0.1877) loss_bbox_dn_2: 0.1517 (0.1677) loss_bbox_dn_3: 0.1484 (0.1619) loss_bbox_dn_4: 0.1488 (0.1605) loss_bbox_dn_5: 0.1488 (0.1606) loss_giou: 0.4159 (0.4695) loss_giou_aux_0: 0.4417 (0.4929) loss_giou_aux_1: 0.4157 (0.4794) loss_giou_aux_2: 0.4077 (0.4744) loss_giou_aux_3: 0.4235 (0.4710) loss_giou_aux_4: 0.4154 (0.4696) loss_giou_aux_5: 0.5060 (0.5567) loss_giou_dn_0: 0.5398 (0.5706) loss_giou_dn_1: 0.4238 (0.4627) loss_giou_dn_2: 0.3876 (0.4318) loss_giou_dn_3: 0.3842 (0.4235) loss_giou_dn_4: 0.3784 (0.4214) loss_giou_dn_5: 0.3789 (0.4216) loss_vfl: 0.6822 (0.6635) loss_vfl_aux_0: 0.7573 (0.7606) loss_vfl_aux_1: 0.7372 (0.7163) loss_vfl_aux_2: 0.7073 (0.6881) loss_vfl_aux_3: 0.6913 (0.6745) loss_vfl_aux_4: 0.6806 (0.6673) loss_vfl_aux_5: 0.7650 (0.7460) loss_vfl_dn_0: 0.4548 (0.4481) loss_vfl_dn_1: 0.3843 (0.3827) loss_vfl_dn_2: 0.3650 (0.3671) loss_vfl_dn_3: 0.3599 (0.3598) loss_vfl_dn_4: 0.3567 (0.3573) loss_vfl_dn_5: 0.3564 (0.3566) time: 0.4874 data: 0.0141 max mem: 5654 Epoch: [53] [4700/7393] eta: 0:21:53 lr: 0.000010 loss: 15.5714 (15.5447) loss_bbox: 0.1661 (0.1494) loss_bbox_aux_0: 0.1689 (0.1620) loss_bbox_aux_1: 0.1642 (0.1544) loss_bbox_aux_2: 0.1658 (0.1518) loss_bbox_aux_3: 0.1618 (0.1500) loss_bbox_aux_4: 0.1671 (0.1494) loss_bbox_aux_5: 0.2027 (0.1979) loss_bbox_dn_0: 0.2969 (0.2573) loss_bbox_dn_1: 0.2240 (0.1879) loss_bbox_dn_2: 0.2041 (0.1679) loss_bbox_dn_3: 0.1952 (0.1621) loss_bbox_dn_4: 0.1914 (0.1608) loss_bbox_dn_5: 0.1915 (0.1608) loss_giou: 0.4147 (0.4694) loss_giou_aux_0: 0.4407 (0.4928) loss_giou_aux_1: 0.4243 (0.4793) loss_giou_aux_2: 0.4227 (0.4743) loss_giou_aux_3: 0.4165 (0.4709) loss_giou_aux_4: 0.4147 (0.4695) loss_giou_aux_5: 0.4910 (0.5565) loss_giou_dn_0: 0.5556 (0.5706) loss_giou_dn_1: 0.4444 (0.4627) loss_giou_dn_2: 0.4035 (0.4318) loss_giou_dn_3: 0.3966 (0.4235) loss_giou_dn_4: 0.3923 (0.4214) loss_giou_dn_5: 0.3924 (0.4216) loss_vfl: 0.6763 (0.6636) loss_vfl_aux_0: 0.7794 (0.7608) loss_vfl_aux_1: 0.7240 (0.7165) loss_vfl_aux_2: 0.6978 (0.6881) loss_vfl_aux_3: 0.6979 (0.6745) loss_vfl_aux_4: 0.6739 (0.6674) loss_vfl_aux_5: 0.7553 (0.7462) loss_vfl_dn_0: 0.4527 (0.4481) loss_vfl_dn_1: 0.3816 (0.3827) loss_vfl_dn_2: 0.3641 (0.3671) loss_vfl_dn_3: 0.3565 (0.3598) loss_vfl_dn_4: 0.3508 (0.3573) loss_vfl_dn_5: 0.3506 (0.3566) time: 0.4860 data: 0.0143 max mem: 5654 Epoch: [53] [4800/7393] eta: 0:21:07 lr: 0.000010 loss: 16.0851 (15.5491) loss_bbox: 0.1503 (0.1495) loss_bbox_aux_0: 0.1663 (0.1621) loss_bbox_aux_1: 0.1536 (0.1545) loss_bbox_aux_2: 0.1553 (0.1518) loss_bbox_aux_3: 0.1534 (0.1501) loss_bbox_aux_4: 0.1455 (0.1495) loss_bbox_aux_5: 0.1928 (0.1979) loss_bbox_dn_0: 0.2454 (0.2574) loss_bbox_dn_1: 0.1773 (0.1880) loss_bbox_dn_2: 0.1638 (0.1680) loss_bbox_dn_3: 0.1598 (0.1622) loss_bbox_dn_4: 0.1578 (0.1608) loss_bbox_dn_5: 0.1578 (0.1608) loss_giou: 0.4949 (0.4698) loss_giou_aux_0: 0.5222 (0.4932) loss_giou_aux_1: 0.5170 (0.4798) loss_giou_aux_2: 0.5060 (0.4747) loss_giou_aux_3: 0.4982 (0.4713) loss_giou_aux_4: 0.4996 (0.4699) loss_giou_aux_5: 0.5985 (0.5570) loss_giou_dn_0: 0.5765 (0.5709) loss_giou_dn_1: 0.4669 (0.4630) loss_giou_dn_2: 0.4317 (0.4321) loss_giou_dn_3: 0.4240 (0.4237) loss_giou_dn_4: 0.4211 (0.4217) loss_giou_dn_5: 0.4211 (0.4219) loss_vfl: 0.6296 (0.6634) loss_vfl_aux_0: 0.7260 (0.7606) loss_vfl_aux_1: 0.6754 (0.7162) loss_vfl_aux_2: 0.6526 (0.6880) loss_vfl_aux_3: 0.6406 (0.6743) loss_vfl_aux_4: 0.6356 (0.6672) loss_vfl_aux_5: 0.7040 (0.7460) loss_vfl_dn_0: 0.4422 (0.4481) loss_vfl_dn_1: 0.3856 (0.3827) loss_vfl_dn_2: 0.3710 (0.3671) loss_vfl_dn_3: 0.3616 (0.3598) loss_vfl_dn_4: 0.3613 (0.3573) loss_vfl_dn_5: 0.3610 (0.3566) time: 0.7575 data: 0.0140 max mem: 5654 Epoch: [53] [4900/7393] eta: 0:20:18 lr: 0.000010 loss: 15.4361 (15.5514) loss_bbox: 0.1450 (0.1495) loss_bbox_aux_0: 0.1461 (0.1621) loss_bbox_aux_1: 0.1482 (0.1545) loss_bbox_aux_2: 0.1434 (0.1519) loss_bbox_aux_3: 0.1454 (0.1501) loss_bbox_aux_4: 0.1449 (0.1495) loss_bbox_aux_5: 0.1843 (0.1980) loss_bbox_dn_0: 0.2596 (0.2574) loss_bbox_dn_1: 0.1813 (0.1881) loss_bbox_dn_2: 0.1614 (0.1680) loss_bbox_dn_3: 0.1560 (0.1622) loss_bbox_dn_4: 0.1568 (0.1609) loss_bbox_dn_5: 0.1568 (0.1609) loss_giou: 0.4597 (0.4698) loss_giou_aux_0: 0.4840 (0.4933) loss_giou_aux_1: 0.4652 (0.4798) loss_giou_aux_2: 0.4764 (0.4748) loss_giou_aux_3: 0.4517 (0.4713) loss_giou_aux_4: 0.4595 (0.4699) loss_giou_aux_5: 0.5437 (0.5570) loss_giou_dn_0: 0.5530 (0.5709) loss_giou_dn_1: 0.4378 (0.4630) loss_giou_dn_2: 0.3965 (0.4320) loss_giou_dn_3: 0.3909 (0.4237) loss_giou_dn_4: 0.3918 (0.4217) loss_giou_dn_5: 0.3919 (0.4218) loss_vfl: 0.6637 (0.6636) loss_vfl_aux_0: 0.7501 (0.7609) loss_vfl_aux_1: 0.7138 (0.7164) loss_vfl_aux_2: 0.6739 (0.6881) loss_vfl_aux_3: 0.6720 (0.6746) loss_vfl_aux_4: 0.6700 (0.6673) loss_vfl_aux_5: 0.7356 (0.7463) loss_vfl_dn_0: 0.4400 (0.4481) loss_vfl_dn_1: 0.3703 (0.3827) loss_vfl_dn_2: 0.3597 (0.3671) loss_vfl_dn_3: 0.3538 (0.3599) loss_vfl_dn_4: 0.3513 (0.3573) loss_vfl_dn_5: 0.3503 (0.3566) time: 0.4780 data: 0.0140 max mem: 5654 Epoch: [53] [5000/7393] eta: 0:19:28 lr: 0.000010 loss: 15.4300 (15.5491) loss_bbox: 0.1503 (0.1495) loss_bbox_aux_0: 0.1639 (0.1621) loss_bbox_aux_1: 0.1518 (0.1545) loss_bbox_aux_2: 0.1538 (0.1519) loss_bbox_aux_3: 0.1382 (0.1501) loss_bbox_aux_4: 0.1422 (0.1495) loss_bbox_aux_5: 0.1937 (0.1980) loss_bbox_dn_0: 0.2346 (0.2575) loss_bbox_dn_1: 0.1583 (0.1881) loss_bbox_dn_2: 0.1369 (0.1681) loss_bbox_dn_3: 0.1333 (0.1623) loss_bbox_dn_4: 0.1333 (0.1609) loss_bbox_dn_5: 0.1333 (0.1609) loss_giou: 0.4360 (0.4694) loss_giou_aux_0: 0.4816 (0.4928) loss_giou_aux_1: 0.4667 (0.4794) loss_giou_aux_2: 0.4593 (0.4744) loss_giou_aux_3: 0.4412 (0.4709) loss_giou_aux_4: 0.4425 (0.4695) loss_giou_aux_5: 0.5246 (0.5566) loss_giou_dn_0: 0.5448 (0.5706) loss_giou_dn_1: 0.4497 (0.4627) loss_giou_dn_2: 0.4217 (0.4318) loss_giou_dn_3: 0.4107 (0.4235) loss_giou_dn_4: 0.4077 (0.4214) loss_giou_dn_5: 0.4076 (0.4216) loss_vfl: 0.6590 (0.6639) loss_vfl_aux_0: 0.7508 (0.7612) loss_vfl_aux_1: 0.7195 (0.7167) loss_vfl_aux_2: 0.6754 (0.6883) loss_vfl_aux_3: 0.6783 (0.6749) loss_vfl_aux_4: 0.6570 (0.6677) loss_vfl_aux_5: 0.7400 (0.7466) loss_vfl_dn_0: 0.4407 (0.4480) loss_vfl_dn_1: 0.3764 (0.3827) loss_vfl_dn_2: 0.3633 (0.3671) loss_vfl_dn_3: 0.3575 (0.3598) loss_vfl_dn_4: 0.3527 (0.3573) loss_vfl_dn_5: 0.3517 (0.3566) time: 0.4756 data: 0.0145 max mem: 5654 Epoch: [53] [5100/7393] eta: 0:18:39 lr: 0.000010 loss: 14.9268 (15.5476) loss_bbox: 0.1188 (0.1495) loss_bbox_aux_0: 0.1340 (0.1621) loss_bbox_aux_1: 0.1248 (0.1545) loss_bbox_aux_2: 0.1224 (0.1519) loss_bbox_aux_3: 0.1252 (0.1500) loss_bbox_aux_4: 0.1238 (0.1495) loss_bbox_aux_5: 0.1743 (0.1980) loss_bbox_dn_0: 0.2485 (0.2576) loss_bbox_dn_1: 0.1740 (0.1882) loss_bbox_dn_2: 0.1426 (0.1681) loss_bbox_dn_3: 0.1346 (0.1623) loss_bbox_dn_4: 0.1321 (0.1610) loss_bbox_dn_5: 0.1321 (0.1610) loss_giou: 0.4527 (0.4693) loss_giou_aux_0: 0.4886 (0.4927) loss_giou_aux_1: 0.4611 (0.4793) loss_giou_aux_2: 0.4705 (0.4743) loss_giou_aux_3: 0.4568 (0.4707) loss_giou_aux_4: 0.4523 (0.4694) loss_giou_aux_5: 0.5548 (0.5565) loss_giou_dn_0: 0.5477 (0.5705) loss_giou_dn_1: 0.4332 (0.4626) loss_giou_dn_2: 0.3927 (0.4317) loss_giou_dn_3: 0.3826 (0.4234) loss_giou_dn_4: 0.3811 (0.4213) loss_giou_dn_5: 0.3812 (0.4215) loss_vfl: 0.6633 (0.6639) loss_vfl_aux_0: 0.7495 (0.7613) loss_vfl_aux_1: 0.7073 (0.7167) loss_vfl_aux_2: 0.6820 (0.6884) loss_vfl_aux_3: 0.6732 (0.6750) loss_vfl_aux_4: 0.6581 (0.6677) loss_vfl_aux_5: 0.7349 (0.7466) loss_vfl_dn_0: 0.4474 (0.4480) loss_vfl_dn_1: 0.3786 (0.3826) loss_vfl_dn_2: 0.3635 (0.3670) loss_vfl_dn_3: 0.3551 (0.3598) loss_vfl_dn_4: 0.3530 (0.3572) loss_vfl_dn_5: 0.3533 (0.3565) time: 0.4795 data: 0.0140 max mem: 5654 Epoch: [53] [5200/7393] eta: 0:17:50 lr: 0.000010 loss: 15.6724 (15.5486) loss_bbox: 0.1472 (0.1494) loss_bbox_aux_0: 0.1717 (0.1621) loss_bbox_aux_1: 0.1565 (0.1545) loss_bbox_aux_2: 0.1487 (0.1519) loss_bbox_aux_3: 0.1473 (0.1499) loss_bbox_aux_4: 0.1469 (0.1494) loss_bbox_aux_5: 0.1981 (0.1980) loss_bbox_dn_0: 0.2394 (0.2575) loss_bbox_dn_1: 0.1686 (0.1881) loss_bbox_dn_2: 0.1564 (0.1681) loss_bbox_dn_3: 0.1467 (0.1623) loss_bbox_dn_4: 0.1463 (0.1609) loss_bbox_dn_5: 0.1463 (0.1609) loss_giou: 0.4713 (0.4692) loss_giou_aux_0: 0.4956 (0.4927) loss_giou_aux_1: 0.4759 (0.4792) loss_giou_aux_2: 0.4684 (0.4743) loss_giou_aux_3: 0.4713 (0.4707) loss_giou_aux_4: 0.4722 (0.4693) loss_giou_aux_5: 0.5602 (0.5565) loss_giou_dn_0: 0.5649 (0.5706) loss_giou_dn_1: 0.4732 (0.4627) loss_giou_dn_2: 0.4452 (0.4318) loss_giou_dn_3: 0.4390 (0.4235) loss_giou_dn_4: 0.4372 (0.4214) loss_giou_dn_5: 0.4373 (0.4216) loss_vfl: 0.6343 (0.6641) loss_vfl_aux_0: 0.7328 (0.7614) loss_vfl_aux_1: 0.6989 (0.7168) loss_vfl_aux_2: 0.6558 (0.6885) loss_vfl_aux_3: 0.6481 (0.6752) loss_vfl_aux_4: 0.6331 (0.6679) loss_vfl_aux_5: 0.7457 (0.7468) loss_vfl_dn_0: 0.4524 (0.4480) loss_vfl_dn_1: 0.3853 (0.3827) loss_vfl_dn_2: 0.3683 (0.3671) loss_vfl_dn_3: 0.3603 (0.3598) loss_vfl_dn_4: 0.3575 (0.3573) loss_vfl_dn_5: 0.3580 (0.3566) time: 0.4755 data: 0.0137 max mem: 5654 Epoch: [53] [5300/7393] eta: 0:17:01 lr: 0.000010 loss: 15.6109 (15.5496) loss_bbox: 0.1385 (0.1493) loss_bbox_aux_0: 0.1532 (0.1620) loss_bbox_aux_1: 0.1422 (0.1544) loss_bbox_aux_2: 0.1404 (0.1518) loss_bbox_aux_3: 0.1383 (0.1499) loss_bbox_aux_4: 0.1370 (0.1494) loss_bbox_aux_5: 0.1858 (0.1979) loss_bbox_dn_0: 0.2371 (0.2574) loss_bbox_dn_1: 0.1735 (0.1881) loss_bbox_dn_2: 0.1540 (0.1680) loss_bbox_dn_3: 0.1446 (0.1622) loss_bbox_dn_4: 0.1429 (0.1609) loss_bbox_dn_5: 0.1429 (0.1609) loss_giou: 0.4726 (0.4692) loss_giou_aux_0: 0.4655 (0.4927) loss_giou_aux_1: 0.4534 (0.4792) loss_giou_aux_2: 0.4668 (0.4742) loss_giou_aux_3: 0.4680 (0.4707) loss_giou_aux_4: 0.4728 (0.4693) loss_giou_aux_5: 0.5230 (0.5565) loss_giou_dn_0: 0.5579 (0.5705) loss_giou_dn_1: 0.4510 (0.4627) loss_giou_dn_2: 0.4230 (0.4317) loss_giou_dn_3: 0.4169 (0.4234) loss_giou_dn_4: 0.4161 (0.4214) loss_giou_dn_5: 0.4166 (0.4216) loss_vfl: 0.6268 (0.6643) loss_vfl_aux_0: 0.7238 (0.7618) loss_vfl_aux_1: 0.6803 (0.7170) loss_vfl_aux_2: 0.6700 (0.6887) loss_vfl_aux_3: 0.6355 (0.6754) loss_vfl_aux_4: 0.6236 (0.6681) loss_vfl_aux_5: 0.7312 (0.7470) loss_vfl_dn_0: 0.4505 (0.4481) loss_vfl_dn_1: 0.3772 (0.3828) loss_vfl_dn_2: 0.3685 (0.3672) loss_vfl_dn_3: 0.3598 (0.3599) loss_vfl_dn_4: 0.3550 (0.3574) loss_vfl_dn_5: 0.3542 (0.3567) time: 0.4720 data: 0.0142 max mem: 5654 Epoch: [53] [5400/7393] eta: 0:16:12 lr: 0.000010 loss: 15.9973 (15.5488) loss_bbox: 0.1453 (0.1493) loss_bbox_aux_0: 0.1530 (0.1619) loss_bbox_aux_1: 0.1437 (0.1543) loss_bbox_aux_2: 0.1499 (0.1517) loss_bbox_aux_3: 0.1460 (0.1498) loss_bbox_aux_4: 0.1438 (0.1493) loss_bbox_aux_5: 0.1946 (0.1979) loss_bbox_dn_0: 0.2537 (0.2574) loss_bbox_dn_1: 0.1760 (0.1881) loss_bbox_dn_2: 0.1537 (0.1680) loss_bbox_dn_3: 0.1469 (0.1622) loss_bbox_dn_4: 0.1466 (0.1609) loss_bbox_dn_5: 0.1466 (0.1609) loss_giou: 0.5224 (0.4691) loss_giou_aux_0: 0.5459 (0.4925) loss_giou_aux_1: 0.5336 (0.4790) loss_giou_aux_2: 0.5323 (0.4741) loss_giou_aux_3: 0.5276 (0.4705) loss_giou_aux_4: 0.5233 (0.4692) loss_giou_aux_5: 0.6075 (0.5563) loss_giou_dn_0: 0.6319 (0.5704) loss_giou_dn_1: 0.5130 (0.4626) loss_giou_dn_2: 0.4813 (0.4316) loss_giou_dn_3: 0.4756 (0.4233) loss_giou_dn_4: 0.4720 (0.4213) loss_giou_dn_5: 0.4719 (0.4215) loss_vfl: 0.6235 (0.6644) loss_vfl_aux_0: 0.7081 (0.7622) loss_vfl_aux_1: 0.6784 (0.7173) loss_vfl_aux_2: 0.6499 (0.6888) loss_vfl_aux_3: 0.6353 (0.6756) loss_vfl_aux_4: 0.6288 (0.6683) loss_vfl_aux_5: 0.7168 (0.7472) loss_vfl_dn_0: 0.4526 (0.4481) loss_vfl_dn_1: 0.3947 (0.3828) loss_vfl_dn_2: 0.3816 (0.3672) loss_vfl_dn_3: 0.3697 (0.3599) loss_vfl_dn_4: 0.3671 (0.3574) loss_vfl_dn_5: 0.3666 (0.3566) time: 0.4740 data: 0.0142 max mem: 5654 Epoch: [53] [5500/7393] eta: 0:15:25 lr: 0.000010 loss: 15.5219 (15.5476) loss_bbox: 0.1291 (0.1492) loss_bbox_aux_0: 0.1370 (0.1618) loss_bbox_aux_1: 0.1326 (0.1542) loss_bbox_aux_2: 0.1297 (0.1517) loss_bbox_aux_3: 0.1304 (0.1498) loss_bbox_aux_4: 0.1301 (0.1492) loss_bbox_aux_5: 0.1825 (0.1978) loss_bbox_dn_0: 0.2485 (0.2575) loss_bbox_dn_1: 0.1803 (0.1881) loss_bbox_dn_2: 0.1556 (0.1681) loss_bbox_dn_3: 0.1505 (0.1623) loss_bbox_dn_4: 0.1489 (0.1609) loss_bbox_dn_5: 0.1489 (0.1609) loss_giou: 0.4478 (0.4688) loss_giou_aux_0: 0.4695 (0.4922) loss_giou_aux_1: 0.4495 (0.4787) loss_giou_aux_2: 0.4581 (0.4738) loss_giou_aux_3: 0.4475 (0.4702) loss_giou_aux_4: 0.4463 (0.4689) loss_giou_aux_5: 0.5186 (0.5560) loss_giou_dn_0: 0.5776 (0.5704) loss_giou_dn_1: 0.4609 (0.4624) loss_giou_dn_2: 0.4254 (0.4315) loss_giou_dn_3: 0.4156 (0.4232) loss_giou_dn_4: 0.4117 (0.4212) loss_giou_dn_5: 0.4124 (0.4214) loss_vfl: 0.6704 (0.6647) loss_vfl_aux_0: 0.7554 (0.7624) loss_vfl_aux_1: 0.7272 (0.7176) loss_vfl_aux_2: 0.7008 (0.6890) loss_vfl_aux_3: 0.6828 (0.6757) loss_vfl_aux_4: 0.6688 (0.6685) loss_vfl_aux_5: 0.7459 (0.7475) loss_vfl_dn_0: 0.4505 (0.4482) loss_vfl_dn_1: 0.3803 (0.3828) loss_vfl_dn_2: 0.3635 (0.3672) loss_vfl_dn_3: 0.3585 (0.3599) loss_vfl_dn_4: 0.3530 (0.3574) loss_vfl_dn_5: 0.3536 (0.3566) time: 0.4913 data: 0.0143 max mem: 5654 Epoch: [53] [5600/7393] eta: 0:14:36 lr: 0.000010 loss: 15.3535 (15.5467) loss_bbox: 0.1427 (0.1492) loss_bbox_aux_0: 0.1535 (0.1619) loss_bbox_aux_1: 0.1484 (0.1543) loss_bbox_aux_2: 0.1393 (0.1518) loss_bbox_aux_3: 0.1439 (0.1498) loss_bbox_aux_4: 0.1428 (0.1492) loss_bbox_aux_5: 0.2002 (0.1979) loss_bbox_dn_0: 0.2634 (0.2577) loss_bbox_dn_1: 0.1817 (0.1882) loss_bbox_dn_2: 0.1661 (0.1681) loss_bbox_dn_3: 0.1595 (0.1624) loss_bbox_dn_4: 0.1542 (0.1610) loss_bbox_dn_5: 0.1540 (0.1610) loss_giou: 0.4388 (0.4686) loss_giou_aux_0: 0.4575 (0.4920) loss_giou_aux_1: 0.4469 (0.4785) loss_giou_aux_2: 0.4435 (0.4737) loss_giou_aux_3: 0.4400 (0.4701) loss_giou_aux_4: 0.4402 (0.4687) loss_giou_aux_5: 0.5188 (0.5559) loss_giou_dn_0: 0.5504 (0.5703) loss_giou_dn_1: 0.4463 (0.4623) loss_giou_dn_2: 0.4129 (0.4314) loss_giou_dn_3: 0.4079 (0.4231) loss_giou_dn_4: 0.4054 (0.4211) loss_giou_dn_5: 0.4054 (0.4213) loss_vfl: 0.6864 (0.6646) loss_vfl_aux_0: 0.7556 (0.7623) loss_vfl_aux_1: 0.7332 (0.7175) loss_vfl_aux_2: 0.6905 (0.6890) loss_vfl_aux_3: 0.6817 (0.6757) loss_vfl_aux_4: 0.6877 (0.6685) loss_vfl_aux_5: 0.7743 (0.7475) loss_vfl_dn_0: 0.4450 (0.4482) loss_vfl_dn_1: 0.3811 (0.3828) loss_vfl_dn_2: 0.3649 (0.3672) loss_vfl_dn_3: 0.3587 (0.3599) loss_vfl_dn_4: 0.3550 (0.3574) loss_vfl_dn_5: 0.3532 (0.3566) time: 0.4884 data: 0.0139 max mem: 5654 Epoch: [53] [5700/7393] eta: 0:13:46 lr: 0.000010 loss: 15.4482 (15.5474) loss_bbox: 0.1477 (0.1493) loss_bbox_aux_0: 0.1612 (0.1619) loss_bbox_aux_1: 0.1596 (0.1543) loss_bbox_aux_2: 0.1626 (0.1518) loss_bbox_aux_3: 0.1535 (0.1498) loss_bbox_aux_4: 0.1479 (0.1493) loss_bbox_aux_5: 0.2028 (0.1979) loss_bbox_dn_0: 0.2637 (0.2577) loss_bbox_dn_1: 0.1960 (0.1882) loss_bbox_dn_2: 0.1731 (0.1682) loss_bbox_dn_3: 0.1649 (0.1624) loss_bbox_dn_4: 0.1612 (0.1610) loss_bbox_dn_5: 0.1612 (0.1610) loss_giou: 0.4509 (0.4688) loss_giou_aux_0: 0.4749 (0.4922) loss_giou_aux_1: 0.4515 (0.4786) loss_giou_aux_2: 0.4508 (0.4738) loss_giou_aux_3: 0.4489 (0.4703) loss_giou_aux_4: 0.4485 (0.4689) loss_giou_aux_5: 0.5519 (0.5560) loss_giou_dn_0: 0.5723 (0.5704) loss_giou_dn_1: 0.4712 (0.4624) loss_giou_dn_2: 0.4332 (0.4315) loss_giou_dn_3: 0.4205 (0.4232) loss_giou_dn_4: 0.4191 (0.4211) loss_giou_dn_5: 0.4192 (0.4213) loss_vfl: 0.6496 (0.6645) loss_vfl_aux_0: 0.7465 (0.7623) loss_vfl_aux_1: 0.6955 (0.7174) loss_vfl_aux_2: 0.6471 (0.6889) loss_vfl_aux_3: 0.6486 (0.6755) loss_vfl_aux_4: 0.6478 (0.6683) loss_vfl_aux_5: 0.7446 (0.7474) loss_vfl_dn_0: 0.4422 (0.4481) loss_vfl_dn_1: 0.3773 (0.3828) loss_vfl_dn_2: 0.3642 (0.3672) loss_vfl_dn_3: 0.3526 (0.3599) loss_vfl_dn_4: 0.3502 (0.3574) loss_vfl_dn_5: 0.3492 (0.3566) time: 0.4834 data: 0.0140 max mem: 5654 Epoch: [53] [5800/7393] eta: 0:12:58 lr: 0.000010 loss: 16.2071 (15.5502) loss_bbox: 0.1467 (0.1493) loss_bbox_aux_0: 0.1552 (0.1619) loss_bbox_aux_1: 0.1505 (0.1544) loss_bbox_aux_2: 0.1487 (0.1519) loss_bbox_aux_3: 0.1471 (0.1499) loss_bbox_aux_4: 0.1462 (0.1493) loss_bbox_aux_5: 0.1988 (0.1980) loss_bbox_dn_0: 0.2491 (0.2580) loss_bbox_dn_1: 0.1811 (0.1885) loss_bbox_dn_2: 0.1605 (0.1683) loss_bbox_dn_3: 0.1546 (0.1625) loss_bbox_dn_4: 0.1531 (0.1612) loss_bbox_dn_5: 0.1531 (0.1612) loss_giou: 0.4787 (0.4688) loss_giou_aux_0: 0.5083 (0.4921) loss_giou_aux_1: 0.4839 (0.4787) loss_giou_aux_2: 0.4945 (0.4739) loss_giou_aux_3: 0.4829 (0.4703) loss_giou_aux_4: 0.4777 (0.4689) loss_giou_aux_5: 0.5664 (0.5560) loss_giou_dn_0: 0.5861 (0.5704) loss_giou_dn_1: 0.4804 (0.4625) loss_giou_dn_2: 0.4509 (0.4315) loss_giou_dn_3: 0.4451 (0.4233) loss_giou_dn_4: 0.4422 (0.4212) loss_giou_dn_5: 0.4422 (0.4214) loss_vfl: 0.6676 (0.6646) loss_vfl_aux_0: 0.7483 (0.7624) loss_vfl_aux_1: 0.7032 (0.7174) loss_vfl_aux_2: 0.6819 (0.6889) loss_vfl_aux_3: 0.6640 (0.6755) loss_vfl_aux_4: 0.6666 (0.6684) loss_vfl_aux_5: 0.7382 (0.7475) loss_vfl_dn_0: 0.4532 (0.4482) loss_vfl_dn_1: 0.3856 (0.3828) loss_vfl_dn_2: 0.3707 (0.3672) loss_vfl_dn_3: 0.3653 (0.3599) loss_vfl_dn_4: 0.3593 (0.3574) loss_vfl_dn_5: 0.3568 (0.3567) time: 0.4899 data: 0.0141 max mem: 5654 Epoch: [53] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 15.6338 (15.5492) loss_bbox: 0.1733 (0.1494) loss_bbox_aux_0: 0.1685 (0.1620) loss_bbox_aux_1: 0.1706 (0.1544) loss_bbox_aux_2: 0.1789 (0.1519) loss_bbox_aux_3: 0.1658 (0.1500) loss_bbox_aux_4: 0.1792 (0.1494) loss_bbox_aux_5: 0.2093 (0.1981) loss_bbox_dn_0: 0.2620 (0.2582) loss_bbox_dn_1: 0.2032 (0.1886) loss_bbox_dn_2: 0.1831 (0.1685) loss_bbox_dn_3: 0.1795 (0.1627) loss_bbox_dn_4: 0.1753 (0.1613) loss_bbox_dn_5: 0.1754 (0.1613) loss_giou: 0.4133 (0.4685) loss_giou_aux_0: 0.4179 (0.4919) loss_giou_aux_1: 0.4145 (0.4783) loss_giou_aux_2: 0.4132 (0.4736) loss_giou_aux_3: 0.4177 (0.4700) loss_giou_aux_4: 0.4096 (0.4686) loss_giou_aux_5: 0.5108 (0.5557) loss_giou_dn_0: 0.5439 (0.5703) loss_giou_dn_1: 0.4211 (0.4623) loss_giou_dn_2: 0.3830 (0.4314) loss_giou_dn_3: 0.3765 (0.4231) loss_giou_dn_4: 0.3742 (0.4210) loss_giou_dn_5: 0.3742 (0.4212) loss_vfl: 0.6728 (0.6646) loss_vfl_aux_0: 0.7700 (0.7625) loss_vfl_aux_1: 0.7302 (0.7175) loss_vfl_aux_2: 0.6963 (0.6890) loss_vfl_aux_3: 0.6940 (0.6755) loss_vfl_aux_4: 0.6734 (0.6684) loss_vfl_aux_5: 0.7584 (0.7477) loss_vfl_dn_0: 0.4562 (0.4482) loss_vfl_dn_1: 0.3880 (0.3828) loss_vfl_dn_2: 0.3717 (0.3672) loss_vfl_dn_3: 0.3656 (0.3599) loss_vfl_dn_4: 0.3604 (0.3574) loss_vfl_dn_5: 0.3615 (0.3566) time: 0.4843 data: 0.0144 max mem: 5654 Epoch: [53] [6000/7393] eta: 0:11:20 lr: 0.000010 loss: 15.8359 (15.5462) loss_bbox: 0.1510 (0.1494) loss_bbox_aux_0: 0.1655 (0.1620) loss_bbox_aux_1: 0.1591 (0.1544) loss_bbox_aux_2: 0.1558 (0.1519) loss_bbox_aux_3: 0.1559 (0.1500) loss_bbox_aux_4: 0.1510 (0.1494) loss_bbox_aux_5: 0.1947 (0.1981) loss_bbox_dn_0: 0.2393 (0.2582) loss_bbox_dn_1: 0.1832 (0.1886) loss_bbox_dn_2: 0.1602 (0.1685) loss_bbox_dn_3: 0.1559 (0.1626) loss_bbox_dn_4: 0.1548 (0.1613) loss_bbox_dn_5: 0.1548 (0.1613) loss_giou: 0.4631 (0.4684) loss_giou_aux_0: 0.4806 (0.4917) loss_giou_aux_1: 0.4642 (0.4782) loss_giou_aux_2: 0.4731 (0.4734) loss_giou_aux_3: 0.4612 (0.4699) loss_giou_aux_4: 0.4564 (0.4685) loss_giou_aux_5: 0.5540 (0.5555) loss_giou_dn_0: 0.5903 (0.5701) loss_giou_dn_1: 0.4727 (0.4622) loss_giou_dn_2: 0.4466 (0.4312) loss_giou_dn_3: 0.4393 (0.4230) loss_giou_dn_4: 0.4369 (0.4209) loss_giou_dn_5: 0.4367 (0.4211) loss_vfl: 0.6590 (0.6645) loss_vfl_aux_0: 0.7582 (0.7624) loss_vfl_aux_1: 0.7101 (0.7175) loss_vfl_aux_2: 0.6884 (0.6889) loss_vfl_aux_3: 0.6838 (0.6754) loss_vfl_aux_4: 0.6730 (0.6683) loss_vfl_aux_5: 0.7300 (0.7476) loss_vfl_dn_0: 0.4503 (0.4482) loss_vfl_dn_1: 0.3881 (0.3828) loss_vfl_dn_2: 0.3745 (0.3671) loss_vfl_dn_3: 0.3658 (0.3599) loss_vfl_dn_4: 0.3618 (0.3573) loss_vfl_dn_5: 0.3604 (0.3566) time: 0.4809 data: 0.0144 max mem: 5654 Epoch: [53] [6100/7393] eta: 0:10:31 lr: 0.000010 loss: 15.2065 (15.5427) loss_bbox: 0.1441 (0.1494) loss_bbox_aux_0: 0.1576 (0.1620) loss_bbox_aux_1: 0.1430 (0.1544) loss_bbox_aux_2: 0.1412 (0.1519) loss_bbox_aux_3: 0.1416 (0.1500) loss_bbox_aux_4: 0.1464 (0.1494) loss_bbox_aux_5: 0.1843 (0.1981) loss_bbox_dn_0: 0.2564 (0.2581) loss_bbox_dn_1: 0.1901 (0.1886) loss_bbox_dn_2: 0.1659 (0.1684) loss_bbox_dn_3: 0.1607 (0.1626) loss_bbox_dn_4: 0.1573 (0.1612) loss_bbox_dn_5: 0.1573 (0.1612) loss_giou: 0.3883 (0.4682) loss_giou_aux_0: 0.4026 (0.4915) loss_giou_aux_1: 0.3933 (0.4780) loss_giou_aux_2: 0.3792 (0.4732) loss_giou_aux_3: 0.3835 (0.4697) loss_giou_aux_4: 0.3858 (0.4683) loss_giou_aux_5: 0.4768 (0.5554) loss_giou_dn_0: 0.5180 (0.5699) loss_giou_dn_1: 0.4200 (0.4620) loss_giou_dn_2: 0.3869 (0.4311) loss_giou_dn_3: 0.3803 (0.4228) loss_giou_dn_4: 0.3801 (0.4207) loss_giou_dn_5: 0.3801 (0.4209) loss_vfl: 0.6666 (0.6644) loss_vfl_aux_0: 0.7931 (0.7623) loss_vfl_aux_1: 0.7462 (0.7175) loss_vfl_aux_2: 0.7105 (0.6889) loss_vfl_aux_3: 0.6705 (0.6753) loss_vfl_aux_4: 0.6669 (0.6682) loss_vfl_aux_5: 0.7861 (0.7475) loss_vfl_dn_0: 0.4491 (0.4482) loss_vfl_dn_1: 0.3818 (0.3828) loss_vfl_dn_2: 0.3602 (0.3671) loss_vfl_dn_3: 0.3539 (0.3599) loss_vfl_dn_4: 0.3503 (0.3573) loss_vfl_dn_5: 0.3486 (0.3566) time: 0.4835 data: 0.0141 max mem: 5654 Epoch: [53] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 15.3690 (15.5420) loss_bbox: 0.1397 (0.1493) loss_bbox_aux_0: 0.1467 (0.1619) loss_bbox_aux_1: 0.1478 (0.1544) loss_bbox_aux_2: 0.1448 (0.1518) loss_bbox_aux_3: 0.1412 (0.1499) loss_bbox_aux_4: 0.1401 (0.1494) loss_bbox_aux_5: 0.1785 (0.1981) loss_bbox_dn_0: 0.2390 (0.2581) loss_bbox_dn_1: 0.1704 (0.1885) loss_bbox_dn_2: 0.1508 (0.1684) loss_bbox_dn_3: 0.1472 (0.1626) loss_bbox_dn_4: 0.1475 (0.1612) loss_bbox_dn_5: 0.1475 (0.1612) loss_giou: 0.4798 (0.4681) loss_giou_aux_0: 0.4951 (0.4914) loss_giou_aux_1: 0.5017 (0.4779) loss_giou_aux_2: 0.4908 (0.4731) loss_giou_aux_3: 0.4876 (0.4696) loss_giou_aux_4: 0.4800 (0.4682) loss_giou_aux_5: 0.5628 (0.5553) loss_giou_dn_0: 0.5886 (0.5700) loss_giou_dn_1: 0.4808 (0.4620) loss_giou_dn_2: 0.4527 (0.4311) loss_giou_dn_3: 0.4468 (0.4228) loss_giou_dn_4: 0.4465 (0.4208) loss_giou_dn_5: 0.4465 (0.4209) loss_vfl: 0.6309 (0.6644) loss_vfl_aux_0: 0.7212 (0.7623) loss_vfl_aux_1: 0.6909 (0.7175) loss_vfl_aux_2: 0.6663 (0.6889) loss_vfl_aux_3: 0.6444 (0.6753) loss_vfl_aux_4: 0.6408 (0.6683) loss_vfl_aux_5: 0.7247 (0.7474) loss_vfl_dn_0: 0.4455 (0.4481) loss_vfl_dn_1: 0.3840 (0.3828) loss_vfl_dn_2: 0.3732 (0.3671) loss_vfl_dn_3: 0.3643 (0.3599) loss_vfl_dn_4: 0.3639 (0.3573) loss_vfl_dn_5: 0.3626 (0.3566) time: 0.4741 data: 0.0140 max mem: 5654 Epoch: [53] [6300/7393] eta: 0:08:53 lr: 0.000010 loss: 14.9853 (15.5400) loss_bbox: 0.1310 (0.1493) loss_bbox_aux_0: 0.1387 (0.1619) loss_bbox_aux_1: 0.1319 (0.1543) loss_bbox_aux_2: 0.1305 (0.1518) loss_bbox_aux_3: 0.1296 (0.1499) loss_bbox_aux_4: 0.1332 (0.1494) loss_bbox_aux_5: 0.1760 (0.1980) loss_bbox_dn_0: 0.2357 (0.2581) loss_bbox_dn_1: 0.1556 (0.1885) loss_bbox_dn_2: 0.1373 (0.1684) loss_bbox_dn_3: 0.1334 (0.1626) loss_bbox_dn_4: 0.1338 (0.1612) loss_bbox_dn_5: 0.1338 (0.1612) loss_giou: 0.4156 (0.4679) loss_giou_aux_0: 0.4318 (0.4912) loss_giou_aux_1: 0.4220 (0.4777) loss_giou_aux_2: 0.4193 (0.4729) loss_giou_aux_3: 0.4191 (0.4694) loss_giou_aux_4: 0.4144 (0.4680) loss_giou_aux_5: 0.5062 (0.5551) loss_giou_dn_0: 0.5478 (0.5699) loss_giou_dn_1: 0.4385 (0.4619) loss_giou_dn_2: 0.4047 (0.4310) loss_giou_dn_3: 0.4014 (0.4227) loss_giou_dn_4: 0.4002 (0.4207) loss_giou_dn_5: 0.4003 (0.4208) loss_vfl: 0.6747 (0.6645) loss_vfl_aux_0: 0.7618 (0.7624) loss_vfl_aux_1: 0.7210 (0.7175) loss_vfl_aux_2: 0.6919 (0.6889) loss_vfl_aux_3: 0.6760 (0.6753) loss_vfl_aux_4: 0.6750 (0.6683) loss_vfl_aux_5: 0.7568 (0.7475) loss_vfl_dn_0: 0.4406 (0.4481) loss_vfl_dn_1: 0.3761 (0.3827) loss_vfl_dn_2: 0.3621 (0.3671) loss_vfl_dn_3: 0.3541 (0.3598) loss_vfl_dn_4: 0.3545 (0.3573) loss_vfl_dn_5: 0.3529 (0.3565) time: 0.4788 data: 0.0137 max mem: 5654 Epoch: [53] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 15.5806 (15.5389) loss_bbox: 0.1480 (0.1494) loss_bbox_aux_0: 0.1557 (0.1619) loss_bbox_aux_1: 0.1480 (0.1544) loss_bbox_aux_2: 0.1454 (0.1519) loss_bbox_aux_3: 0.1483 (0.1500) loss_bbox_aux_4: 0.1479 (0.1494) loss_bbox_aux_5: 0.1858 (0.1980) loss_bbox_dn_0: 0.2609 (0.2581) loss_bbox_dn_1: 0.1859 (0.1885) loss_bbox_dn_2: 0.1630 (0.1684) loss_bbox_dn_3: 0.1568 (0.1626) loss_bbox_dn_4: 0.1560 (0.1612) loss_bbox_dn_5: 0.1560 (0.1612) loss_giou: 0.4278 (0.4677) loss_giou_aux_0: 0.4540 (0.4909) loss_giou_aux_1: 0.4332 (0.4774) loss_giou_aux_2: 0.4332 (0.4727) loss_giou_aux_3: 0.4377 (0.4692) loss_giou_aux_4: 0.4224 (0.4678) loss_giou_aux_5: 0.5249 (0.5549) loss_giou_dn_0: 0.5809 (0.5697) loss_giou_dn_1: 0.4376 (0.4618) loss_giou_dn_2: 0.4073 (0.4308) loss_giou_dn_3: 0.4001 (0.4226) loss_giou_dn_4: 0.3962 (0.4205) loss_giou_dn_5: 0.3962 (0.4207) loss_vfl: 0.6622 (0.6646) loss_vfl_aux_0: 0.7669 (0.7627) loss_vfl_aux_1: 0.7221 (0.7177) loss_vfl_aux_2: 0.6990 (0.6891) loss_vfl_aux_3: 0.6740 (0.6754) loss_vfl_aux_4: 0.6797 (0.6683) loss_vfl_aux_5: 0.7549 (0.7477) loss_vfl_dn_0: 0.4495 (0.4482) loss_vfl_dn_1: 0.3914 (0.3827) loss_vfl_dn_2: 0.3698 (0.3671) loss_vfl_dn_3: 0.3659 (0.3598) loss_vfl_dn_4: 0.3642 (0.3573) loss_vfl_dn_5: 0.3619 (0.3565) time: 0.4958 data: 0.0138 max mem: 5654 Epoch: [53] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.7684 (15.5405) loss_bbox: 0.1508 (0.1494) loss_bbox_aux_0: 0.1630 (0.1619) loss_bbox_aux_1: 0.1520 (0.1544) loss_bbox_aux_2: 0.1522 (0.1519) loss_bbox_aux_3: 0.1535 (0.1500) loss_bbox_aux_4: 0.1513 (0.1494) loss_bbox_aux_5: 0.1885 (0.1980) loss_bbox_dn_0: 0.2261 (0.2581) loss_bbox_dn_1: 0.1752 (0.1886) loss_bbox_dn_2: 0.1627 (0.1684) loss_bbox_dn_3: 0.1502 (0.1626) loss_bbox_dn_4: 0.1493 (0.1612) loss_bbox_dn_5: 0.1493 (0.1612) loss_giou: 0.4831 (0.4678) loss_giou_aux_0: 0.5105 (0.4910) loss_giou_aux_1: 0.4842 (0.4775) loss_giou_aux_2: 0.4912 (0.4728) loss_giou_aux_3: 0.4835 (0.4693) loss_giou_aux_4: 0.4831 (0.4679) loss_giou_aux_5: 0.5685 (0.5550) loss_giou_dn_0: 0.5821 (0.5698) loss_giou_dn_1: 0.4709 (0.4618) loss_giou_dn_2: 0.4414 (0.4309) loss_giou_dn_3: 0.4314 (0.4227) loss_giou_dn_4: 0.4292 (0.4206) loss_giou_dn_5: 0.4293 (0.4208) loss_vfl: 0.6288 (0.6646) loss_vfl_aux_0: 0.7136 (0.7627) loss_vfl_aux_1: 0.6882 (0.7178) loss_vfl_aux_2: 0.6606 (0.6892) loss_vfl_aux_3: 0.6387 (0.6754) loss_vfl_aux_4: 0.6235 (0.6683) loss_vfl_aux_5: 0.6806 (0.7477) loss_vfl_dn_0: 0.4512 (0.4482) loss_vfl_dn_1: 0.3828 (0.3828) loss_vfl_dn_2: 0.3748 (0.3671) loss_vfl_dn_3: 0.3610 (0.3599) loss_vfl_dn_4: 0.3585 (0.3573) loss_vfl_dn_5: 0.3582 (0.3566) time: 0.4743 data: 0.0156 max mem: 5654 Epoch: [53] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 16.1626 (15.5415) loss_bbox: 0.1327 (0.1494) loss_bbox_aux_0: 0.1439 (0.1618) loss_bbox_aux_1: 0.1329 (0.1543) loss_bbox_aux_2: 0.1337 (0.1519) loss_bbox_aux_3: 0.1346 (0.1500) loss_bbox_aux_4: 0.1311 (0.1494) loss_bbox_aux_5: 0.1797 (0.1981) loss_bbox_dn_0: 0.2110 (0.2582) loss_bbox_dn_1: 0.1513 (0.1886) loss_bbox_dn_2: 0.1382 (0.1684) loss_bbox_dn_3: 0.1352 (0.1626) loss_bbox_dn_4: 0.1320 (0.1612) loss_bbox_dn_5: 0.1320 (0.1612) loss_giou: 0.4876 (0.4678) loss_giou_aux_0: 0.4849 (0.4910) loss_giou_aux_1: 0.4770 (0.4775) loss_giou_aux_2: 0.4900 (0.4727) loss_giou_aux_3: 0.4874 (0.4693) loss_giou_aux_4: 0.4759 (0.4679) loss_giou_aux_5: 0.5629 (0.5549) loss_giou_dn_0: 0.5862 (0.5699) loss_giou_dn_1: 0.4641 (0.4619) loss_giou_dn_2: 0.4395 (0.4309) loss_giou_dn_3: 0.4337 (0.4227) loss_giou_dn_4: 0.4319 (0.4206) loss_giou_dn_5: 0.4319 (0.4208) loss_vfl: 0.6556 (0.6647) loss_vfl_aux_0: 0.7422 (0.7629) loss_vfl_aux_1: 0.7073 (0.7180) loss_vfl_aux_2: 0.6951 (0.6894) loss_vfl_aux_3: 0.6674 (0.6756) loss_vfl_aux_4: 0.6599 (0.6684) loss_vfl_aux_5: 0.7290 (0.7479) loss_vfl_dn_0: 0.4375 (0.4482) loss_vfl_dn_1: 0.3740 (0.3828) loss_vfl_dn_2: 0.3607 (0.3671) loss_vfl_dn_3: 0.3529 (0.3599) loss_vfl_dn_4: 0.3525 (0.3573) loss_vfl_dn_5: 0.3533 (0.3566) time: 0.5039 data: 0.0141 max mem: 5654 Epoch: [53] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 15.2543 (15.5438) loss_bbox: 0.1361 (0.1495) loss_bbox_aux_0: 0.1535 (0.1619) loss_bbox_aux_1: 0.1424 (0.1544) loss_bbox_aux_2: 0.1392 (0.1519) loss_bbox_aux_3: 0.1368 (0.1501) loss_bbox_aux_4: 0.1392 (0.1495) loss_bbox_aux_5: 0.1966 (0.1982) loss_bbox_dn_0: 0.2602 (0.2583) loss_bbox_dn_1: 0.1910 (0.1887) loss_bbox_dn_2: 0.1638 (0.1685) loss_bbox_dn_3: 0.1533 (0.1627) loss_bbox_dn_4: 0.1487 (0.1613) loss_bbox_dn_5: 0.1488 (0.1613) loss_giou: 0.4452 (0.4678) loss_giou_aux_0: 0.4677 (0.4910) loss_giou_aux_1: 0.4554 (0.4775) loss_giou_aux_2: 0.4507 (0.4727) loss_giou_aux_3: 0.4516 (0.4693) loss_giou_aux_4: 0.4416 (0.4679) loss_giou_aux_5: 0.5454 (0.5549) loss_giou_dn_0: 0.5556 (0.5700) loss_giou_dn_1: 0.4394 (0.4619) loss_giou_dn_2: 0.4046 (0.4310) loss_giou_dn_3: 0.4002 (0.4227) loss_giou_dn_4: 0.3998 (0.4206) loss_giou_dn_5: 0.4000 (0.4208) loss_vfl: 0.6782 (0.6647) loss_vfl_aux_0: 0.7900 (0.7630) loss_vfl_aux_1: 0.7144 (0.7181) loss_vfl_aux_2: 0.6930 (0.6895) loss_vfl_aux_3: 0.6617 (0.6756) loss_vfl_aux_4: 0.6778 (0.6685) loss_vfl_aux_5: 0.7459 (0.7479) loss_vfl_dn_0: 0.4506 (0.4482) loss_vfl_dn_1: 0.3803 (0.3828) loss_vfl_dn_2: 0.3676 (0.3671) loss_vfl_dn_3: 0.3609 (0.3599) loss_vfl_dn_4: 0.3581 (0.3573) loss_vfl_dn_5: 0.3559 (0.3566) time: 0.4972 data: 0.0139 max mem: 5654 Epoch: [53] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 15.7447 (15.5403) loss_bbox: 0.1417 (0.1494) loss_bbox_aux_0: 0.1418 (0.1618) loss_bbox_aux_1: 0.1438 (0.1543) loss_bbox_aux_2: 0.1427 (0.1519) loss_bbox_aux_3: 0.1393 (0.1500) loss_bbox_aux_4: 0.1423 (0.1495) loss_bbox_aux_5: 0.1921 (0.1982) loss_bbox_dn_0: 0.2578 (0.2585) loss_bbox_dn_1: 0.1768 (0.1888) loss_bbox_dn_2: 0.1551 (0.1686) loss_bbox_dn_3: 0.1494 (0.1628) loss_bbox_dn_4: 0.1480 (0.1614) loss_bbox_dn_5: 0.1480 (0.1614) loss_giou: 0.4285 (0.4675) loss_giou_aux_0: 0.4513 (0.4907) loss_giou_aux_1: 0.4377 (0.4771) loss_giou_aux_2: 0.4277 (0.4724) loss_giou_aux_3: 0.4242 (0.4690) loss_giou_aux_4: 0.4224 (0.4676) loss_giou_aux_5: 0.5307 (0.5546) loss_giou_dn_0: 0.5436 (0.5697) loss_giou_dn_1: 0.4447 (0.4617) loss_giou_dn_2: 0.4131 (0.4308) loss_giou_dn_3: 0.4065 (0.4225) loss_giou_dn_4: 0.3999 (0.4204) loss_giou_dn_5: 0.3999 (0.4206) loss_vfl: 0.6622 (0.6647) loss_vfl_aux_0: 0.7712 (0.7631) loss_vfl_aux_1: 0.7444 (0.7182) loss_vfl_aux_2: 0.6944 (0.6895) loss_vfl_aux_3: 0.6853 (0.6756) loss_vfl_aux_4: 0.6735 (0.6685) loss_vfl_aux_5: 0.7626 (0.7481) loss_vfl_dn_0: 0.4442 (0.4482) loss_vfl_dn_1: 0.3852 (0.3827) loss_vfl_dn_2: 0.3651 (0.3670) loss_vfl_dn_3: 0.3623 (0.3598) loss_vfl_dn_4: 0.3601 (0.3573) loss_vfl_dn_5: 0.3577 (0.3565) time: 0.4919 data: 0.0140 max mem: 5654 Epoch: [53] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 15.0745 (15.5395) loss_bbox: 0.1409 (0.1493) loss_bbox_aux_0: 0.1521 (0.1618) loss_bbox_aux_1: 0.1474 (0.1543) loss_bbox_aux_2: 0.1442 (0.1518) loss_bbox_aux_3: 0.1398 (0.1500) loss_bbox_aux_4: 0.1410 (0.1494) loss_bbox_aux_5: 0.1884 (0.1981) loss_bbox_dn_0: 0.2377 (0.2583) loss_bbox_dn_1: 0.1534 (0.1887) loss_bbox_dn_2: 0.1358 (0.1685) loss_bbox_dn_3: 0.1329 (0.1627) loss_bbox_dn_4: 0.1321 (0.1613) loss_bbox_dn_5: 0.1321 (0.1613) loss_giou: 0.3914 (0.4677) loss_giou_aux_0: 0.4519 (0.4909) loss_giou_aux_1: 0.4159 (0.4773) loss_giou_aux_2: 0.3958 (0.4726) loss_giou_aux_3: 0.3960 (0.4692) loss_giou_aux_4: 0.3958 (0.4678) loss_giou_aux_5: 0.5419 (0.5549) loss_giou_dn_0: 0.5298 (0.5698) loss_giou_dn_1: 0.4185 (0.4618) loss_giou_dn_2: 0.3848 (0.4308) loss_giou_dn_3: 0.3756 (0.4226) loss_giou_dn_4: 0.3713 (0.4205) loss_giou_dn_5: 0.3713 (0.4206) loss_vfl: 0.6693 (0.6644) loss_vfl_aux_0: 0.7412 (0.7629) loss_vfl_aux_1: 0.7356 (0.7180) loss_vfl_aux_2: 0.6807 (0.6893) loss_vfl_aux_3: 0.6659 (0.6754) loss_vfl_aux_4: 0.6607 (0.6682) loss_vfl_aux_5: 0.7555 (0.7480) loss_vfl_dn_0: 0.4485 (0.4482) loss_vfl_dn_1: 0.3807 (0.3827) loss_vfl_dn_2: 0.3642 (0.3670) loss_vfl_dn_3: 0.3557 (0.3598) loss_vfl_dn_4: 0.3526 (0.3573) loss_vfl_dn_5: 0.3508 (0.3565) time: 0.4787 data: 0.0139 max mem: 5654 Epoch: [53] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.8380 (15.5396) loss_bbox: 0.1301 (0.1493) loss_bbox_aux_0: 0.1463 (0.1617) loss_bbox_aux_1: 0.1395 (0.1542) loss_bbox_aux_2: 0.1310 (0.1518) loss_bbox_aux_3: 0.1317 (0.1499) loss_bbox_aux_4: 0.1302 (0.1493) loss_bbox_aux_5: 0.1836 (0.1981) loss_bbox_dn_0: 0.2180 (0.2583) loss_bbox_dn_1: 0.1627 (0.1887) loss_bbox_dn_2: 0.1453 (0.1685) loss_bbox_dn_3: 0.1391 (0.1627) loss_bbox_dn_4: 0.1373 (0.1613) loss_bbox_dn_5: 0.1373 (0.1613) loss_giou: 0.4361 (0.4677) loss_giou_aux_0: 0.4877 (0.4909) loss_giou_aux_1: 0.4763 (0.4773) loss_giou_aux_2: 0.4620 (0.4726) loss_giou_aux_3: 0.4404 (0.4692) loss_giou_aux_4: 0.4361 (0.4678) loss_giou_aux_5: 0.5421 (0.5549) loss_giou_dn_0: 0.5903 (0.5698) loss_giou_dn_1: 0.4798 (0.4618) loss_giou_dn_2: 0.4497 (0.4309) loss_giou_dn_3: 0.4382 (0.4226) loss_giou_dn_4: 0.4375 (0.4205) loss_giou_dn_5: 0.4374 (0.4207) loss_vfl: 0.6678 (0.6645) loss_vfl_aux_0: 0.7508 (0.7629) loss_vfl_aux_1: 0.7175 (0.7180) loss_vfl_aux_2: 0.7091 (0.6894) loss_vfl_aux_3: 0.6912 (0.6755) loss_vfl_aux_4: 0.6646 (0.6683) loss_vfl_aux_5: 0.7299 (0.7479) loss_vfl_dn_0: 0.4431 (0.4482) loss_vfl_dn_1: 0.3781 (0.3827) loss_vfl_dn_2: 0.3635 (0.3670) loss_vfl_dn_3: 0.3528 (0.3598) loss_vfl_dn_4: 0.3497 (0.3572) loss_vfl_dn_5: 0.3490 (0.3565) time: 0.4830 data: 0.0138 max mem: 5654 Epoch: [53] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.5212 (15.5397) loss_bbox: 0.1528 (0.1493) loss_bbox_aux_0: 0.1688 (0.1618) loss_bbox_aux_1: 0.1546 (0.1543) loss_bbox_aux_2: 0.1527 (0.1518) loss_bbox_aux_3: 0.1559 (0.1500) loss_bbox_aux_4: 0.1492 (0.1494) loss_bbox_aux_5: 0.2025 (0.1982) loss_bbox_dn_0: 0.2424 (0.2585) loss_bbox_dn_1: 0.1861 (0.1888) loss_bbox_dn_2: 0.1599 (0.1686) loss_bbox_dn_3: 0.1514 (0.1627) loss_bbox_dn_4: 0.1477 (0.1613) loss_bbox_dn_5: 0.1476 (0.1613) loss_giou: 0.4568 (0.4674) loss_giou_aux_0: 0.4787 (0.4906) loss_giou_aux_1: 0.4749 (0.4771) loss_giou_aux_2: 0.4857 (0.4723) loss_giou_aux_3: 0.4623 (0.4689) loss_giou_aux_4: 0.4561 (0.4675) loss_giou_aux_5: 0.5559 (0.5547) loss_giou_dn_0: 0.5874 (0.5697) loss_giou_dn_1: 0.4739 (0.4617) loss_giou_dn_2: 0.4420 (0.4307) loss_giou_dn_3: 0.4322 (0.4225) loss_giou_dn_4: 0.4284 (0.4204) loss_giou_dn_5: 0.4286 (0.4205) loss_vfl: 0.6685 (0.6648) loss_vfl_aux_0: 0.7584 (0.7631) loss_vfl_aux_1: 0.7018 (0.7183) loss_vfl_aux_2: 0.6789 (0.6896) loss_vfl_aux_3: 0.6872 (0.6758) loss_vfl_aux_4: 0.6724 (0.6686) loss_vfl_aux_5: 0.7644 (0.7482) loss_vfl_dn_0: 0.4506 (0.4482) loss_vfl_dn_1: 0.3851 (0.3827) loss_vfl_dn_2: 0.3690 (0.3670) loss_vfl_dn_3: 0.3641 (0.3598) loss_vfl_dn_4: 0.3599 (0.3572) loss_vfl_dn_5: 0.3604 (0.3565) time: 0.5040 data: 0.0143 max mem: 5654 Epoch: [53] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.4689 (15.5416) loss_bbox: 0.1316 (0.1493) loss_bbox_aux_0: 0.1526 (0.1618) loss_bbox_aux_1: 0.1456 (0.1543) loss_bbox_aux_2: 0.1436 (0.1518) loss_bbox_aux_3: 0.1376 (0.1500) loss_bbox_aux_4: 0.1306 (0.1493) loss_bbox_aux_5: 0.1866 (0.1981) loss_bbox_dn_0: 0.2188 (0.2584) loss_bbox_dn_1: 0.1664 (0.1887) loss_bbox_dn_2: 0.1381 (0.1686) loss_bbox_dn_3: 0.1341 (0.1627) loss_bbox_dn_4: 0.1351 (0.1613) loss_bbox_dn_5: 0.1351 (0.1613) loss_giou: 0.4669 (0.4675) loss_giou_aux_0: 0.4877 (0.4907) loss_giou_aux_1: 0.4858 (0.4772) loss_giou_aux_2: 0.4729 (0.4724) loss_giou_aux_3: 0.4678 (0.4690) loss_giou_aux_4: 0.4583 (0.4676) loss_giou_aux_5: 0.5595 (0.5547) loss_giou_dn_0: 0.5711 (0.5698) loss_giou_dn_1: 0.4635 (0.4618) loss_giou_dn_2: 0.4338 (0.4308) loss_giou_dn_3: 0.4250 (0.4225) loss_giou_dn_4: 0.4229 (0.4205) loss_giou_dn_5: 0.4230 (0.4206) loss_vfl: 0.6390 (0.6649) loss_vfl_aux_0: 0.7224 (0.7632) loss_vfl_aux_1: 0.6882 (0.7184) loss_vfl_aux_2: 0.6616 (0.6898) loss_vfl_aux_3: 0.6570 (0.6759) loss_vfl_aux_4: 0.6478 (0.6687) loss_vfl_aux_5: 0.7471 (0.7483) loss_vfl_dn_0: 0.4456 (0.4482) loss_vfl_dn_1: 0.3906 (0.3827) loss_vfl_dn_2: 0.3707 (0.3670) loss_vfl_dn_3: 0.3640 (0.3598) loss_vfl_dn_4: 0.3606 (0.3573) loss_vfl_dn_5: 0.3620 (0.3565) time: 0.4822 data: 0.0139 max mem: 5654 Epoch: [53] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.4516 (15.5399) loss_bbox: 0.1336 (0.1493) loss_bbox_aux_0: 0.1528 (0.1618) loss_bbox_aux_1: 0.1424 (0.1543) loss_bbox_aux_2: 0.1354 (0.1518) loss_bbox_aux_3: 0.1372 (0.1499) loss_bbox_aux_4: 0.1410 (0.1493) loss_bbox_aux_5: 0.1800 (0.1981) loss_bbox_dn_0: 0.2191 (0.2584) loss_bbox_dn_1: 0.1635 (0.1887) loss_bbox_dn_2: 0.1460 (0.1686) loss_bbox_dn_3: 0.1411 (0.1627) loss_bbox_dn_4: 0.1406 (0.1613) loss_bbox_dn_5: 0.1406 (0.1613) loss_giou: 0.4610 (0.4673) loss_giou_aux_0: 0.4974 (0.4906) loss_giou_aux_1: 0.4823 (0.4770) loss_giou_aux_2: 0.4731 (0.4722) loss_giou_aux_3: 0.4707 (0.4687) loss_giou_aux_4: 0.4767 (0.4674) loss_giou_aux_5: 0.5624 (0.5545) loss_giou_dn_0: 0.5761 (0.5697) loss_giou_dn_1: 0.4771 (0.4617) loss_giou_dn_2: 0.4417 (0.4307) loss_giou_dn_3: 0.4395 (0.4225) loss_giou_dn_4: 0.4377 (0.4204) loss_giou_dn_5: 0.4382 (0.4205) loss_vfl: 0.6324 (0.6649) loss_vfl_aux_0: 0.7403 (0.7632) loss_vfl_aux_1: 0.6987 (0.7185) loss_vfl_aux_2: 0.6681 (0.6898) loss_vfl_aux_3: 0.6651 (0.6760) loss_vfl_aux_4: 0.6391 (0.6687) loss_vfl_aux_5: 0.7132 (0.7484) loss_vfl_dn_0: 0.4392 (0.4482) loss_vfl_dn_1: 0.3812 (0.3827) loss_vfl_dn_2: 0.3663 (0.3670) loss_vfl_dn_3: 0.3600 (0.3598) loss_vfl_dn_4: 0.3585 (0.3573) loss_vfl_dn_5: 0.3584 (0.3565) time: 0.4723 data: 0.0147 max mem: 5654 Epoch: [53] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 14.9217 (15.5404) loss_bbox: 0.1364 (0.1493) loss_bbox_aux_0: 0.1500 (0.1618) loss_bbox_aux_1: 0.1467 (0.1543) loss_bbox_aux_2: 0.1431 (0.1518) loss_bbox_aux_3: 0.1406 (0.1500) loss_bbox_aux_4: 0.1351 (0.1493) loss_bbox_aux_5: 0.1942 (0.1981) loss_bbox_dn_0: 0.2477 (0.2584) loss_bbox_dn_1: 0.1656 (0.1887) loss_bbox_dn_2: 0.1403 (0.1686) loss_bbox_dn_3: 0.1394 (0.1627) loss_bbox_dn_4: 0.1393 (0.1613) loss_bbox_dn_5: 0.1393 (0.1613) loss_giou: 0.4337 (0.4675) loss_giou_aux_0: 0.4420 (0.4907) loss_giou_aux_1: 0.4229 (0.4771) loss_giou_aux_2: 0.4266 (0.4724) loss_giou_aux_3: 0.4328 (0.4689) loss_giou_aux_4: 0.4331 (0.4676) loss_giou_aux_5: 0.5412 (0.5547) loss_giou_dn_0: 0.5449 (0.5697) loss_giou_dn_1: 0.4302 (0.4617) loss_giou_dn_2: 0.3989 (0.4308) loss_giou_dn_3: 0.3914 (0.4225) loss_giou_dn_4: 0.3898 (0.4204) loss_giou_dn_5: 0.3900 (0.4206) loss_vfl: 0.6443 (0.6648) loss_vfl_aux_0: 0.7305 (0.7630) loss_vfl_aux_1: 0.7124 (0.7184) loss_vfl_aux_2: 0.6641 (0.6897) loss_vfl_aux_3: 0.6549 (0.6759) loss_vfl_aux_4: 0.6484 (0.6686) loss_vfl_aux_5: 0.7331 (0.7483) loss_vfl_dn_0: 0.4520 (0.4482) loss_vfl_dn_1: 0.3791 (0.3827) loss_vfl_dn_2: 0.3657 (0.3670) loss_vfl_dn_3: 0.3583 (0.3598) loss_vfl_dn_4: 0.3556 (0.3573) loss_vfl_dn_5: 0.3531 (0.3565) time: 0.4811 data: 0.0141 max mem: 5654 Epoch: [53] Total time: 1:00:15 (0.4891 s / it) Averaged stats: lr: 0.000010 loss: 14.9217 (15.5404) loss_bbox: 0.1364 (0.1493) loss_bbox_aux_0: 0.1500 (0.1618) loss_bbox_aux_1: 0.1467 (0.1543) loss_bbox_aux_2: 0.1431 (0.1518) loss_bbox_aux_3: 0.1406 (0.1500) loss_bbox_aux_4: 0.1351 (0.1493) loss_bbox_aux_5: 0.1942 (0.1981) loss_bbox_dn_0: 0.2477 (0.2584) loss_bbox_dn_1: 0.1656 (0.1887) loss_bbox_dn_2: 0.1403 (0.1686) loss_bbox_dn_3: 0.1394 (0.1627) loss_bbox_dn_4: 0.1393 (0.1613) loss_bbox_dn_5: 0.1393 (0.1613) loss_giou: 0.4337 (0.4675) loss_giou_aux_0: 0.4420 (0.4907) loss_giou_aux_1: 0.4229 (0.4771) loss_giou_aux_2: 0.4266 (0.4724) loss_giou_aux_3: 0.4328 (0.4689) loss_giou_aux_4: 0.4331 (0.4676) loss_giou_aux_5: 0.5412 (0.5547) loss_giou_dn_0: 0.5449 (0.5697) loss_giou_dn_1: 0.4302 (0.4617) loss_giou_dn_2: 0.3989 (0.4308) loss_giou_dn_3: 0.3914 (0.4225) loss_giou_dn_4: 0.3898 (0.4204) loss_giou_dn_5: 0.3900 (0.4206) loss_vfl: 0.6443 (0.6648) loss_vfl_aux_0: 0.7305 (0.7630) loss_vfl_aux_1: 0.7124 (0.7184) loss_vfl_aux_2: 0.6641 (0.6897) loss_vfl_aux_3: 0.6549 (0.6759) loss_vfl_aux_4: 0.6484 (0.6686) loss_vfl_aux_5: 0.7331 (0.7483) loss_vfl_dn_0: 0.4520 (0.4482) loss_vfl_dn_1: 0.3791 (0.3827) loss_vfl_dn_2: 0.3657 (0.3670) loss_vfl_dn_3: 0.3583 (0.3598) loss_vfl_dn_4: 0.3556 (0.3573) loss_vfl_dn_5: 0.3531 (0.3565) Test: [ 0/157] eta: 0:04:21 time: 1.6647 data: 1.2488 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5137 data: 0.1385 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3938 data: 0.0268 max mem: 5654 Test: [ 30/157] eta: 0:01:25 time: 0.7651 data: 0.0260 max mem: 5654 Test: [ 40/157] eta: 0:01:10 time: 0.7638 data: 0.0257 max mem: 5654 Test: [ 50/157] eta: 0:01:00 time: 0.3931 data: 0.0262 max mem: 5654 Test: [ 60/157] eta: 0:00:52 time: 0.4046 data: 0.0264 max mem: 5654 Test: [ 70/157] eta: 0:00:45 time: 0.3983 data: 0.0261 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3952 data: 0.0260 max mem: 5654 Test: [ 90/157] eta: 0:00:33 time: 0.4023 data: 0.0269 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3897 data: 0.0273 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3902 data: 0.0259 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3946 data: 0.0252 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3886 data: 0.0253 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6876 data: 0.0253 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6738 data: 0.0260 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6612 data: 0.0250 max mem: 5654 Test: Total time: 0:01:16 (0.4865 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [54] [ 0/7393] eta: 20:23:51 lr: 0.000010 loss: 15.8333 (15.8333) loss_bbox: 0.1230 (0.1230) loss_bbox_aux_0: 0.1486 (0.1486) loss_bbox_aux_1: 0.1403 (0.1403) loss_bbox_aux_2: 0.1308 (0.1308) loss_bbox_aux_3: 0.1393 (0.1393) loss_bbox_aux_4: 0.1230 (0.1230) loss_bbox_aux_5: 0.1798 (0.1798) loss_bbox_dn_0: 0.2466 (0.2466) loss_bbox_dn_1: 0.1849 (0.1849) loss_bbox_dn_2: 0.1737 (0.1737) loss_bbox_dn_3: 0.1720 (0.1720) loss_bbox_dn_4: 0.1719 (0.1719) loss_bbox_dn_5: 0.1719 (0.1719) loss_giou: 0.4911 (0.4911) loss_giou_aux_0: 0.5320 (0.5320) loss_giou_aux_1: 0.5152 (0.5152) loss_giou_aux_2: 0.5058 (0.5058) loss_giou_aux_3: 0.5030 (0.5030) loss_giou_aux_4: 0.4914 (0.4914) loss_giou_aux_5: 0.5819 (0.5819) loss_giou_dn_0: 0.6246 (0.6246) loss_giou_dn_1: 0.5163 (0.5163) loss_giou_dn_2: 0.4968 (0.4968) loss_giou_dn_3: 0.4911 (0.4911) loss_giou_dn_4: 0.4898 (0.4898) loss_giou_dn_5: 0.4899 (0.4899) loss_vfl: 0.6295 (0.6295) loss_vfl_aux_0: 0.7199 (0.7199) loss_vfl_aux_1: 0.6873 (0.6873) loss_vfl_aux_2: 0.6632 (0.6632) loss_vfl_aux_3: 0.6347 (0.6347) loss_vfl_aux_4: 0.6415 (0.6415) loss_vfl_aux_5: 0.7201 (0.7201) loss_vfl_dn_0: 0.4480 (0.4480) loss_vfl_dn_1: 0.3882 (0.3882) loss_vfl_dn_2: 0.3700 (0.3700) loss_vfl_dn_3: 0.3666 (0.3666) loss_vfl_dn_4: 0.3648 (0.3648) loss_vfl_dn_5: 0.3648 (0.3648) time: 9.9326 data: 3.3477 max mem: 5654 Epoch: [54] [ 100/7393] eta: 1:11:25 lr: 0.000010 loss: 15.0444 (15.6015) loss_bbox: 0.1503 (0.1508) loss_bbox_aux_0: 0.1523 (0.1624) loss_bbox_aux_1: 0.1430 (0.1560) loss_bbox_aux_2: 0.1557 (0.1530) loss_bbox_aux_3: 0.1483 (0.1516) loss_bbox_aux_4: 0.1480 (0.1511) loss_bbox_aux_5: 0.1860 (0.1988) loss_bbox_dn_0: 0.2369 (0.2651) loss_bbox_dn_1: 0.1746 (0.1945) loss_bbox_dn_2: 0.1528 (0.1729) loss_bbox_dn_3: 0.1504 (0.1665) loss_bbox_dn_4: 0.1510 (0.1649) loss_bbox_dn_5: 0.1510 (0.1649) loss_giou: 0.4894 (0.4594) loss_giou_aux_0: 0.5044 (0.4867) loss_giou_aux_1: 0.4894 (0.4721) loss_giou_aux_2: 0.4974 (0.4648) loss_giou_aux_3: 0.4897 (0.4614) loss_giou_aux_4: 0.4893 (0.4600) loss_giou_aux_5: 0.5668 (0.5526) loss_giou_dn_0: 0.5447 (0.5725) loss_giou_dn_1: 0.4478 (0.4614) loss_giou_dn_2: 0.4255 (0.4299) loss_giou_dn_3: 0.4180 (0.4215) loss_giou_dn_4: 0.4163 (0.4196) loss_giou_dn_5: 0.4169 (0.4197) loss_vfl: 0.6229 (0.6729) loss_vfl_aux_0: 0.7168 (0.7686) loss_vfl_aux_1: 0.6822 (0.7308) loss_vfl_aux_2: 0.6533 (0.7010) loss_vfl_aux_3: 0.6352 (0.6859) loss_vfl_aux_4: 0.6223 (0.6774) loss_vfl_aux_5: 0.6979 (0.7525) loss_vfl_dn_0: 0.4427 (0.4491) loss_vfl_dn_1: 0.3765 (0.3843) loss_vfl_dn_2: 0.3622 (0.3685) loss_vfl_dn_3: 0.3598 (0.3609) loss_vfl_dn_4: 0.3583 (0.3584) loss_vfl_dn_5: 0.3562 (0.3573) time: 0.4801 data: 0.0158 max mem: 5654 Epoch: [54] [ 200/7393] eta: 1:03:57 lr: 0.000010 loss: 15.2080 (15.5861) loss_bbox: 0.1461 (0.1508) loss_bbox_aux_0: 0.1570 (0.1623) loss_bbox_aux_1: 0.1455 (0.1560) loss_bbox_aux_2: 0.1509 (0.1536) loss_bbox_aux_3: 0.1416 (0.1515) loss_bbox_aux_4: 0.1453 (0.1513) loss_bbox_aux_5: 0.2018 (0.2001) loss_bbox_dn_0: 0.2608 (0.2646) loss_bbox_dn_1: 0.1909 (0.1950) loss_bbox_dn_2: 0.1788 (0.1736) loss_bbox_dn_3: 0.1681 (0.1674) loss_bbox_dn_4: 0.1631 (0.1658) loss_bbox_dn_5: 0.1631 (0.1658) loss_giou: 0.4666 (0.4594) loss_giou_aux_0: 0.4685 (0.4842) loss_giou_aux_1: 0.4546 (0.4705) loss_giou_aux_2: 0.4622 (0.4647) loss_giou_aux_3: 0.4639 (0.4608) loss_giou_aux_4: 0.4597 (0.4600) loss_giou_aux_5: 0.5358 (0.5501) loss_giou_dn_0: 0.5834 (0.5685) loss_giou_dn_1: 0.4699 (0.4610) loss_giou_dn_2: 0.4355 (0.4298) loss_giou_dn_3: 0.4249 (0.4213) loss_giou_dn_4: 0.4224 (0.4192) loss_giou_dn_5: 0.4239 (0.4194) loss_vfl: 0.6810 (0.6706) loss_vfl_aux_0: 0.7939 (0.7724) loss_vfl_aux_1: 0.7425 (0.7277) loss_vfl_aux_2: 0.7049 (0.6970) loss_vfl_aux_3: 0.6931 (0.6839) loss_vfl_aux_4: 0.6785 (0.6745) loss_vfl_aux_5: 0.7486 (0.7542) loss_vfl_dn_0: 0.4535 (0.4500) loss_vfl_dn_1: 0.3916 (0.3843) loss_vfl_dn_2: 0.3762 (0.3684) loss_vfl_dn_3: 0.3657 (0.3608) loss_vfl_dn_4: 0.3618 (0.3582) loss_vfl_dn_5: 0.3611 (0.3573) time: 0.4793 data: 0.0152 max mem: 5654 Epoch: [54] [ 300/7393] eta: 1:00:54 lr: 0.000010 loss: 15.2201 (15.5145) loss_bbox: 0.1543 (0.1502) loss_bbox_aux_0: 0.1621 (0.1618) loss_bbox_aux_1: 0.1660 (0.1555) loss_bbox_aux_2: 0.1587 (0.1530) loss_bbox_aux_3: 0.1570 (0.1508) loss_bbox_aux_4: 0.1528 (0.1505) loss_bbox_aux_5: 0.1975 (0.1993) loss_bbox_dn_0: 0.2300 (0.2633) loss_bbox_dn_1: 0.1746 (0.1936) loss_bbox_dn_2: 0.1570 (0.1724) loss_bbox_dn_3: 0.1525 (0.1663) loss_bbox_dn_4: 0.1519 (0.1648) loss_bbox_dn_5: 0.1520 (0.1648) loss_giou: 0.4659 (0.4582) loss_giou_aux_0: 0.4892 (0.4829) loss_giou_aux_1: 0.4699 (0.4695) loss_giou_aux_2: 0.4705 (0.4639) loss_giou_aux_3: 0.4655 (0.4596) loss_giou_aux_4: 0.4561 (0.4588) loss_giou_aux_5: 0.5679 (0.5489) loss_giou_dn_0: 0.5659 (0.5662) loss_giou_dn_1: 0.4544 (0.4586) loss_giou_dn_2: 0.4276 (0.4276) loss_giou_dn_3: 0.4147 (0.4192) loss_giou_dn_4: 0.4126 (0.4171) loss_giou_dn_5: 0.4125 (0.4173) loss_vfl: 0.6254 (0.6666) loss_vfl_aux_0: 0.7315 (0.7669) loss_vfl_aux_1: 0.6979 (0.7215) loss_vfl_aux_2: 0.6434 (0.6907) loss_vfl_aux_3: 0.6524 (0.6788) loss_vfl_aux_4: 0.6366 (0.6706) loss_vfl_aux_5: 0.7156 (0.7508) loss_vfl_dn_0: 0.4487 (0.4495) loss_vfl_dn_1: 0.3746 (0.3836) loss_vfl_dn_2: 0.3548 (0.3676) loss_vfl_dn_3: 0.3467 (0.3600) loss_vfl_dn_4: 0.3440 (0.3573) loss_vfl_dn_5: 0.3437 (0.3566) time: 0.4797 data: 0.0145 max mem: 5654 Epoch: [54] [ 400/7393] eta: 0:59:04 lr: 0.000010 loss: 15.2776 (15.4800) loss_bbox: 0.1296 (0.1487) loss_bbox_aux_0: 0.1458 (0.1611) loss_bbox_aux_1: 0.1401 (0.1541) loss_bbox_aux_2: 0.1319 (0.1515) loss_bbox_aux_3: 0.1309 (0.1495) loss_bbox_aux_4: 0.1310 (0.1490) loss_bbox_aux_5: 0.1775 (0.1980) loss_bbox_dn_0: 0.2383 (0.2610) loss_bbox_dn_1: 0.1690 (0.1912) loss_bbox_dn_2: 0.1535 (0.1703) loss_bbox_dn_3: 0.1461 (0.1643) loss_bbox_dn_4: 0.1449 (0.1628) loss_bbox_dn_5: 0.1448 (0.1628) loss_giou: 0.4180 (0.4590) loss_giou_aux_0: 0.4414 (0.4838) loss_giou_aux_1: 0.4463 (0.4696) loss_giou_aux_2: 0.4215 (0.4641) loss_giou_aux_3: 0.4257 (0.4607) loss_giou_aux_4: 0.4239 (0.4595) loss_giou_aux_5: 0.5341 (0.5488) loss_giou_dn_0: 0.5671 (0.5651) loss_giou_dn_1: 0.4610 (0.4575) loss_giou_dn_2: 0.4223 (0.4266) loss_giou_dn_3: 0.4128 (0.4182) loss_giou_dn_4: 0.4103 (0.4161) loss_giou_dn_5: 0.4103 (0.4163) loss_vfl: 0.6388 (0.6655) loss_vfl_aux_0: 0.7238 (0.7656) loss_vfl_aux_1: 0.7053 (0.7209) loss_vfl_aux_2: 0.6844 (0.6908) loss_vfl_aux_3: 0.6503 (0.6774) loss_vfl_aux_4: 0.6516 (0.6692) loss_vfl_aux_5: 0.7194 (0.7508) loss_vfl_dn_0: 0.4435 (0.4488) loss_vfl_dn_1: 0.3802 (0.3828) loss_vfl_dn_2: 0.3685 (0.3668) loss_vfl_dn_3: 0.3565 (0.3593) loss_vfl_dn_4: 0.3541 (0.3567) loss_vfl_dn_5: 0.3539 (0.3559) time: 0.4789 data: 0.0148 max mem: 5654 Epoch: [54] [ 500/7393] eta: 0:57:45 lr: 0.000010 loss: 15.5659 (15.4927) loss_bbox: 0.1366 (0.1474) loss_bbox_aux_0: 0.1558 (0.1599) loss_bbox_aux_1: 0.1396 (0.1529) loss_bbox_aux_2: 0.1449 (0.1501) loss_bbox_aux_3: 0.1457 (0.1480) loss_bbox_aux_4: 0.1403 (0.1476) loss_bbox_aux_5: 0.1828 (0.1964) loss_bbox_dn_0: 0.2254 (0.2596) loss_bbox_dn_1: 0.1695 (0.1899) loss_bbox_dn_2: 0.1577 (0.1690) loss_bbox_dn_3: 0.1491 (0.1631) loss_bbox_dn_4: 0.1482 (0.1617) loss_bbox_dn_5: 0.1485 (0.1617) loss_giou: 0.4518 (0.4623) loss_giou_aux_0: 0.4794 (0.4873) loss_giou_aux_1: 0.4658 (0.4733) loss_giou_aux_2: 0.4606 (0.4675) loss_giou_aux_3: 0.4592 (0.4639) loss_giou_aux_4: 0.4497 (0.4627) loss_giou_aux_5: 0.5348 (0.5521) loss_giou_dn_0: 0.5594 (0.5673) loss_giou_dn_1: 0.4536 (0.4598) loss_giou_dn_2: 0.4259 (0.4289) loss_giou_dn_3: 0.4172 (0.4206) loss_giou_dn_4: 0.4155 (0.4186) loss_giou_dn_5: 0.4159 (0.4188) loss_vfl: 0.6517 (0.6652) loss_vfl_aux_0: 0.7533 (0.7638) loss_vfl_aux_1: 0.6919 (0.7195) loss_vfl_aux_2: 0.6755 (0.6903) loss_vfl_aux_3: 0.6535 (0.6772) loss_vfl_aux_4: 0.6571 (0.6687) loss_vfl_aux_5: 0.7512 (0.7496) loss_vfl_dn_0: 0.4429 (0.4482) loss_vfl_dn_1: 0.3803 (0.3823) loss_vfl_dn_2: 0.3641 (0.3664) loss_vfl_dn_3: 0.3572 (0.3589) loss_vfl_dn_4: 0.3559 (0.3564) loss_vfl_dn_5: 0.3533 (0.3556) time: 0.4977 data: 0.0149 max mem: 5654 Epoch: [54] [ 600/7393] eta: 0:56:40 lr: 0.000010 loss: 14.9994 (15.5205) loss_bbox: 0.1499 (0.1474) loss_bbox_aux_0: 0.1547 (0.1600) loss_bbox_aux_1: 0.1482 (0.1531) loss_bbox_aux_2: 0.1466 (0.1502) loss_bbox_aux_3: 0.1525 (0.1482) loss_bbox_aux_4: 0.1499 (0.1478) loss_bbox_aux_5: 0.1797 (0.1959) loss_bbox_dn_0: 0.2340 (0.2578) loss_bbox_dn_1: 0.1734 (0.1889) loss_bbox_dn_2: 0.1617 (0.1683) loss_bbox_dn_3: 0.1596 (0.1625) loss_bbox_dn_4: 0.1594 (0.1612) loss_bbox_dn_5: 0.1594 (0.1612) loss_giou: 0.4771 (0.4657) loss_giou_aux_0: 0.4719 (0.4905) loss_giou_aux_1: 0.4825 (0.4767) loss_giou_aux_2: 0.4784 (0.4709) loss_giou_aux_3: 0.4766 (0.4673) loss_giou_aux_4: 0.4774 (0.4662) loss_giou_aux_5: 0.5450 (0.5551) loss_giou_dn_0: 0.5526 (0.5691) loss_giou_dn_1: 0.4559 (0.4616) loss_giou_dn_2: 0.4346 (0.4309) loss_giou_dn_3: 0.4213 (0.4226) loss_giou_dn_4: 0.4186 (0.4206) loss_giou_dn_5: 0.4187 (0.4208) loss_vfl: 0.6376 (0.6647) loss_vfl_aux_0: 0.7491 (0.7622) loss_vfl_aux_1: 0.6889 (0.7183) loss_vfl_aux_2: 0.6527 (0.6897) loss_vfl_aux_3: 0.6454 (0.6765) loss_vfl_aux_4: 0.6463 (0.6681) loss_vfl_aux_5: 0.7505 (0.7488) loss_vfl_dn_0: 0.4486 (0.4484) loss_vfl_dn_1: 0.3820 (0.3830) loss_vfl_dn_2: 0.3643 (0.3671) loss_vfl_dn_3: 0.3575 (0.3598) loss_vfl_dn_4: 0.3524 (0.3572) loss_vfl_dn_5: 0.3505 (0.3563) time: 0.4970 data: 0.0148 max mem: 5654 Epoch: [54] [ 700/7393] eta: 0:55:37 lr: 0.000010 loss: 15.3527 (15.5212) loss_bbox: 0.1345 (0.1471) loss_bbox_aux_0: 0.1497 (0.1598) loss_bbox_aux_1: 0.1433 (0.1528) loss_bbox_aux_2: 0.1399 (0.1499) loss_bbox_aux_3: 0.1357 (0.1479) loss_bbox_aux_4: 0.1374 (0.1475) loss_bbox_aux_5: 0.1776 (0.1954) loss_bbox_dn_0: 0.2161 (0.2567) loss_bbox_dn_1: 0.1556 (0.1882) loss_bbox_dn_2: 0.1466 (0.1680) loss_bbox_dn_3: 0.1446 (0.1623) loss_bbox_dn_4: 0.1443 (0.1610) loss_bbox_dn_5: 0.1443 (0.1610) loss_giou: 0.4518 (0.4682) loss_giou_aux_0: 0.4692 (0.4925) loss_giou_aux_1: 0.4562 (0.4792) loss_giou_aux_2: 0.4510 (0.4733) loss_giou_aux_3: 0.4440 (0.4698) loss_giou_aux_4: 0.4495 (0.4685) loss_giou_aux_5: 0.5287 (0.5571) loss_giou_dn_0: 0.5828 (0.5703) loss_giou_dn_1: 0.4709 (0.4630) loss_giou_dn_2: 0.4327 (0.4323) loss_giou_dn_3: 0.4192 (0.4241) loss_giou_dn_4: 0.4163 (0.4221) loss_giou_dn_5: 0.4168 (0.4223) loss_vfl: 0.6628 (0.6622) loss_vfl_aux_0: 0.7727 (0.7599) loss_vfl_aux_1: 0.7198 (0.7150) loss_vfl_aux_2: 0.6973 (0.6877) loss_vfl_aux_3: 0.6840 (0.6740) loss_vfl_aux_4: 0.6690 (0.6658) loss_vfl_aux_5: 0.7294 (0.7456) loss_vfl_dn_0: 0.4428 (0.4478) loss_vfl_dn_1: 0.3819 (0.3828) loss_vfl_dn_2: 0.3623 (0.3670) loss_vfl_dn_3: 0.3546 (0.3598) loss_vfl_dn_4: 0.3510 (0.3571) loss_vfl_dn_5: 0.3509 (0.3563) time: 0.4731 data: 0.0144 max mem: 5654 Epoch: [54] [ 800/7393] eta: 0:54:31 lr: 0.000010 loss: 15.5170 (15.4853) loss_bbox: 0.1531 (0.1467) loss_bbox_aux_0: 0.1676 (0.1597) loss_bbox_aux_1: 0.1518 (0.1522) loss_bbox_aux_2: 0.1484 (0.1495) loss_bbox_aux_3: 0.1542 (0.1475) loss_bbox_aux_4: 0.1427 (0.1471) loss_bbox_aux_5: 0.1949 (0.1951) loss_bbox_dn_0: 0.2457 (0.2567) loss_bbox_dn_1: 0.1826 (0.1880) loss_bbox_dn_2: 0.1645 (0.1677) loss_bbox_dn_3: 0.1577 (0.1620) loss_bbox_dn_4: 0.1586 (0.1607) loss_bbox_dn_5: 0.1587 (0.1607) loss_giou: 0.4389 (0.4655) loss_giou_aux_0: 0.4680 (0.4898) loss_giou_aux_1: 0.4444 (0.4764) loss_giou_aux_2: 0.4378 (0.4703) loss_giou_aux_3: 0.4384 (0.4670) loss_giou_aux_4: 0.4390 (0.4657) loss_giou_aux_5: 0.5274 (0.5542) loss_giou_dn_0: 0.5553 (0.5686) loss_giou_dn_1: 0.4543 (0.4613) loss_giou_dn_2: 0.4282 (0.4305) loss_giou_dn_3: 0.4196 (0.4222) loss_giou_dn_4: 0.4186 (0.4203) loss_giou_dn_5: 0.4188 (0.4205) loss_vfl: 0.6773 (0.6623) loss_vfl_aux_0: 0.7760 (0.7597) loss_vfl_aux_1: 0.7319 (0.7147) loss_vfl_aux_2: 0.7204 (0.6873) loss_vfl_aux_3: 0.6978 (0.6741) loss_vfl_aux_4: 0.6818 (0.6661) loss_vfl_aux_5: 0.7538 (0.7458) loss_vfl_dn_0: 0.4477 (0.4476) loss_vfl_dn_1: 0.3890 (0.3826) loss_vfl_dn_2: 0.3711 (0.3668) loss_vfl_dn_3: 0.3611 (0.3595) loss_vfl_dn_4: 0.3581 (0.3569) loss_vfl_dn_5: 0.3574 (0.3561) time: 0.4608 data: 0.0142 max mem: 5654 Epoch: [54] [ 900/7393] eta: 0:54:18 lr: 0.000010 loss: 15.3870 (15.4896) loss_bbox: 0.1344 (0.1463) loss_bbox_aux_0: 0.1494 (0.1596) loss_bbox_aux_1: 0.1387 (0.1520) loss_bbox_aux_2: 0.1328 (0.1491) loss_bbox_aux_3: 0.1343 (0.1472) loss_bbox_aux_4: 0.1336 (0.1467) loss_bbox_aux_5: 0.1774 (0.1944) loss_bbox_dn_0: 0.2146 (0.2555) loss_bbox_dn_1: 0.1604 (0.1870) loss_bbox_dn_2: 0.1398 (0.1668) loss_bbox_dn_3: 0.1386 (0.1612) loss_bbox_dn_4: 0.1387 (0.1598) loss_bbox_dn_5: 0.1387 (0.1598) loss_giou: 0.4944 (0.4667) loss_giou_aux_0: 0.5250 (0.4912) loss_giou_aux_1: 0.5147 (0.4778) loss_giou_aux_2: 0.5092 (0.4715) loss_giou_aux_3: 0.4934 (0.4683) loss_giou_aux_4: 0.4953 (0.4670) loss_giou_aux_5: 0.5808 (0.5550) loss_giou_dn_0: 0.5799 (0.5695) loss_giou_dn_1: 0.4773 (0.4618) loss_giou_dn_2: 0.4483 (0.4310) loss_giou_dn_3: 0.4397 (0.4227) loss_giou_dn_4: 0.4380 (0.4207) loss_giou_dn_5: 0.4384 (0.4210) loss_vfl: 0.6580 (0.6626) loss_vfl_aux_0: 0.7347 (0.7591) loss_vfl_aux_1: 0.7173 (0.7140) loss_vfl_aux_2: 0.6957 (0.6880) loss_vfl_aux_3: 0.6758 (0.6742) loss_vfl_aux_4: 0.6662 (0.6663) loss_vfl_aux_5: 0.7361 (0.7461) loss_vfl_dn_0: 0.4473 (0.4476) loss_vfl_dn_1: 0.3839 (0.3827) loss_vfl_dn_2: 0.3696 (0.3669) loss_vfl_dn_3: 0.3638 (0.3596) loss_vfl_dn_4: 0.3645 (0.3570) loss_vfl_dn_5: 0.3635 (0.3562) time: 0.4767 data: 0.0140 max mem: 5654 Epoch: [54] [1000/7393] eta: 0:53:16 lr: 0.000010 loss: 15.7286 (15.4759) loss_bbox: 0.1386 (0.1459) loss_bbox_aux_0: 0.1598 (0.1593) loss_bbox_aux_1: 0.1493 (0.1516) loss_bbox_aux_2: 0.1432 (0.1486) loss_bbox_aux_3: 0.1411 (0.1468) loss_bbox_aux_4: 0.1391 (0.1462) loss_bbox_aux_5: 0.1943 (0.1941) loss_bbox_dn_0: 0.2475 (0.2544) loss_bbox_dn_1: 0.1811 (0.1861) loss_bbox_dn_2: 0.1564 (0.1660) loss_bbox_dn_3: 0.1477 (0.1604) loss_bbox_dn_4: 0.1486 (0.1590) loss_bbox_dn_5: 0.1487 (0.1590) loss_giou: 0.4469 (0.4664) loss_giou_aux_0: 0.4472 (0.4912) loss_giou_aux_1: 0.4484 (0.4777) loss_giou_aux_2: 0.4391 (0.4712) loss_giou_aux_3: 0.4429 (0.4681) loss_giou_aux_4: 0.4471 (0.4667) loss_giou_aux_5: 0.5362 (0.5551) loss_giou_dn_0: 0.5525 (0.5694) loss_giou_dn_1: 0.4606 (0.4618) loss_giou_dn_2: 0.4244 (0.4308) loss_giou_dn_3: 0.4153 (0.4225) loss_giou_dn_4: 0.4100 (0.4205) loss_giou_dn_5: 0.4102 (0.4207) loss_vfl: 0.6674 (0.6623) loss_vfl_aux_0: 0.7808 (0.7586) loss_vfl_aux_1: 0.7021 (0.7133) loss_vfl_aux_2: 0.7055 (0.6877) loss_vfl_aux_3: 0.6863 (0.6736) loss_vfl_aux_4: 0.6763 (0.6660) loss_vfl_aux_5: 0.7760 (0.7452) loss_vfl_dn_0: 0.4550 (0.4478) loss_vfl_dn_1: 0.3824 (0.3827) loss_vfl_dn_2: 0.3636 (0.3668) loss_vfl_dn_3: 0.3596 (0.3595) loss_vfl_dn_4: 0.3567 (0.3568) loss_vfl_dn_5: 0.3570 (0.3560) time: 0.4867 data: 0.0139 max mem: 5654 Epoch: [54] [1100/7393] eta: 0:52:17 lr: 0.000010 loss: 15.4331 (15.4654) loss_bbox: 0.1424 (0.1466) loss_bbox_aux_0: 0.1502 (0.1599) loss_bbox_aux_1: 0.1491 (0.1521) loss_bbox_aux_2: 0.1429 (0.1491) loss_bbox_aux_3: 0.1392 (0.1475) loss_bbox_aux_4: 0.1382 (0.1468) loss_bbox_aux_5: 0.1876 (0.1947) loss_bbox_dn_0: 0.2643 (0.2557) loss_bbox_dn_1: 0.1740 (0.1871) loss_bbox_dn_2: 0.1576 (0.1669) loss_bbox_dn_3: 0.1525 (0.1612) loss_bbox_dn_4: 0.1492 (0.1598) loss_bbox_dn_5: 0.1491 (0.1598) loss_giou: 0.4302 (0.4638) loss_giou_aux_0: 0.4336 (0.4886) loss_giou_aux_1: 0.4383 (0.4749) loss_giou_aux_2: 0.4423 (0.4684) loss_giou_aux_3: 0.4319 (0.4656) loss_giou_aux_4: 0.4300 (0.4640) loss_giou_aux_5: 0.5200 (0.5522) loss_giou_dn_0: 0.5616 (0.5680) loss_giou_dn_1: 0.4334 (0.4603) loss_giou_dn_2: 0.3901 (0.4293) loss_giou_dn_3: 0.3778 (0.4210) loss_giou_dn_4: 0.3751 (0.4189) loss_giou_dn_5: 0.3752 (0.4192) loss_vfl: 0.6782 (0.6633) loss_vfl_aux_0: 0.7737 (0.7600) loss_vfl_aux_1: 0.7296 (0.7145) loss_vfl_aux_2: 0.6933 (0.6892) loss_vfl_aux_3: 0.6737 (0.6745) loss_vfl_aux_4: 0.6741 (0.6672) loss_vfl_aux_5: 0.7750 (0.7471) loss_vfl_dn_0: 0.4428 (0.4477) loss_vfl_dn_1: 0.3797 (0.3824) loss_vfl_dn_2: 0.3637 (0.3665) loss_vfl_dn_3: 0.3574 (0.3592) loss_vfl_dn_4: 0.3549 (0.3565) loss_vfl_dn_5: 0.3557 (0.3557) time: 0.4861 data: 0.0136 max mem: 5654 Epoch: [54] [1200/7393] eta: 0:51:20 lr: 0.000010 loss: 16.1255 (15.4854) loss_bbox: 0.1468 (0.1473) loss_bbox_aux_0: 0.1664 (0.1603) loss_bbox_aux_1: 0.1552 (0.1527) loss_bbox_aux_2: 0.1603 (0.1496) loss_bbox_aux_3: 0.1498 (0.1481) loss_bbox_aux_4: 0.1520 (0.1475) loss_bbox_aux_5: 0.2142 (0.1951) loss_bbox_dn_0: 0.2411 (0.2561) loss_bbox_dn_1: 0.1721 (0.1875) loss_bbox_dn_2: 0.1558 (0.1673) loss_bbox_dn_3: 0.1549 (0.1616) loss_bbox_dn_4: 0.1537 (0.1602) loss_bbox_dn_5: 0.1537 (0.1602) loss_giou: 0.4610 (0.4649) loss_giou_aux_0: 0.5082 (0.4898) loss_giou_aux_1: 0.4944 (0.4760) loss_giou_aux_2: 0.4888 (0.4695) loss_giou_aux_3: 0.4708 (0.4668) loss_giou_aux_4: 0.4726 (0.4651) loss_giou_aux_5: 0.5805 (0.5535) loss_giou_dn_0: 0.5852 (0.5687) loss_giou_dn_1: 0.4792 (0.4610) loss_giou_dn_2: 0.4473 (0.4300) loss_giou_dn_3: 0.4412 (0.4217) loss_giou_dn_4: 0.4379 (0.4197) loss_giou_dn_5: 0.4381 (0.4199) loss_vfl: 0.6727 (0.6634) loss_vfl_aux_0: 0.7734 (0.7598) loss_vfl_aux_1: 0.7278 (0.7144) loss_vfl_aux_2: 0.6932 (0.6894) loss_vfl_aux_3: 0.6908 (0.6745) loss_vfl_aux_4: 0.6759 (0.6673) loss_vfl_aux_5: 0.7346 (0.7469) loss_vfl_dn_0: 0.4460 (0.4479) loss_vfl_dn_1: 0.3866 (0.3826) loss_vfl_dn_2: 0.3733 (0.3668) loss_vfl_dn_3: 0.3670 (0.3595) loss_vfl_dn_4: 0.3645 (0.3568) loss_vfl_dn_5: 0.3658 (0.3561) time: 0.4810 data: 0.0141 max mem: 5654 Epoch: [54] [1300/7393] eta: 0:50:23 lr: 0.000010 loss: 15.0021 (15.4806) loss_bbox: 0.1478 (0.1474) loss_bbox_aux_0: 0.1531 (0.1604) loss_bbox_aux_1: 0.1452 (0.1528) loss_bbox_aux_2: 0.1457 (0.1498) loss_bbox_aux_3: 0.1469 (0.1482) loss_bbox_aux_4: 0.1458 (0.1475) loss_bbox_aux_5: 0.1794 (0.1953) loss_bbox_dn_0: 0.2561 (0.2563) loss_bbox_dn_1: 0.1924 (0.1876) loss_bbox_dn_2: 0.1700 (0.1674) loss_bbox_dn_3: 0.1592 (0.1617) loss_bbox_dn_4: 0.1578 (0.1603) loss_bbox_dn_5: 0.1578 (0.1603) loss_giou: 0.4272 (0.4643) loss_giou_aux_0: 0.4335 (0.4890) loss_giou_aux_1: 0.4304 (0.4753) loss_giou_aux_2: 0.4305 (0.4690) loss_giou_aux_3: 0.4311 (0.4662) loss_giou_aux_4: 0.4306 (0.4645) loss_giou_aux_5: 0.4997 (0.5528) loss_giou_dn_0: 0.5397 (0.5678) loss_giou_dn_1: 0.4374 (0.4603) loss_giou_dn_2: 0.4062 (0.4294) loss_giou_dn_3: 0.3974 (0.4210) loss_giou_dn_4: 0.3958 (0.4190) loss_giou_dn_5: 0.3959 (0.4192) loss_vfl: 0.6567 (0.6638) loss_vfl_aux_0: 0.7476 (0.7603) loss_vfl_aux_1: 0.7022 (0.7148) loss_vfl_aux_2: 0.6686 (0.6895) loss_vfl_aux_3: 0.6618 (0.6748) loss_vfl_aux_4: 0.6433 (0.6676) loss_vfl_aux_5: 0.7581 (0.7481) loss_vfl_dn_0: 0.4538 (0.4480) loss_vfl_dn_1: 0.3788 (0.3824) loss_vfl_dn_2: 0.3631 (0.3666) loss_vfl_dn_3: 0.3556 (0.3593) loss_vfl_dn_4: 0.3541 (0.3567) loss_vfl_dn_5: 0.3539 (0.3560) time: 0.4822 data: 0.0140 max mem: 5654 Epoch: [54] [1400/7393] eta: 0:49:29 lr: 0.000010 loss: 15.2925 (15.4984) loss_bbox: 0.1437 (0.1477) loss_bbox_aux_0: 0.1542 (0.1608) loss_bbox_aux_1: 0.1469 (0.1531) loss_bbox_aux_2: 0.1447 (0.1502) loss_bbox_aux_3: 0.1412 (0.1485) loss_bbox_aux_4: 0.1438 (0.1478) loss_bbox_aux_5: 0.1962 (0.1957) loss_bbox_dn_0: 0.2393 (0.2569) loss_bbox_dn_1: 0.1563 (0.1881) loss_bbox_dn_2: 0.1391 (0.1678) loss_bbox_dn_3: 0.1342 (0.1621) loss_bbox_dn_4: 0.1326 (0.1607) loss_bbox_dn_5: 0.1327 (0.1607) loss_giou: 0.4199 (0.4651) loss_giou_aux_0: 0.4538 (0.4900) loss_giou_aux_1: 0.4357 (0.4761) loss_giou_aux_2: 0.4329 (0.4699) loss_giou_aux_3: 0.4178 (0.4671) loss_giou_aux_4: 0.4172 (0.4653) loss_giou_aux_5: 0.5252 (0.5535) loss_giou_dn_0: 0.5568 (0.5683) loss_giou_dn_1: 0.4692 (0.4607) loss_giou_dn_2: 0.4279 (0.4298) loss_giou_dn_3: 0.4127 (0.4214) loss_giou_dn_4: 0.4069 (0.4194) loss_giou_dn_5: 0.4072 (0.4196) loss_vfl: 0.6504 (0.6639) loss_vfl_aux_0: 0.7685 (0.7610) loss_vfl_aux_1: 0.6981 (0.7154) loss_vfl_aux_2: 0.6799 (0.6899) loss_vfl_aux_3: 0.6608 (0.6751) loss_vfl_aux_4: 0.6607 (0.6680) loss_vfl_aux_5: 0.7245 (0.7487) loss_vfl_dn_0: 0.4484 (0.4481) loss_vfl_dn_1: 0.3853 (0.3826) loss_vfl_dn_2: 0.3719 (0.3667) loss_vfl_dn_3: 0.3617 (0.3595) loss_vfl_dn_4: 0.3584 (0.3568) loss_vfl_dn_5: 0.3583 (0.3561) time: 0.4783 data: 0.0139 max mem: 5654 Epoch: [54] [1500/7393] eta: 0:48:35 lr: 0.000010 loss: 15.5752 (15.5062) loss_bbox: 0.1413 (0.1479) loss_bbox_aux_0: 0.1579 (0.1608) loss_bbox_aux_1: 0.1497 (0.1532) loss_bbox_aux_2: 0.1445 (0.1502) loss_bbox_aux_3: 0.1414 (0.1486) loss_bbox_aux_4: 0.1409 (0.1480) loss_bbox_aux_5: 0.1854 (0.1956) loss_bbox_dn_0: 0.2469 (0.2567) loss_bbox_dn_1: 0.1785 (0.1880) loss_bbox_dn_2: 0.1576 (0.1678) loss_bbox_dn_3: 0.1529 (0.1620) loss_bbox_dn_4: 0.1511 (0.1606) loss_bbox_dn_5: 0.1511 (0.1607) loss_giou: 0.4765 (0.4664) loss_giou_aux_0: 0.5029 (0.4912) loss_giou_aux_1: 0.4796 (0.4773) loss_giou_aux_2: 0.4811 (0.4712) loss_giou_aux_3: 0.4736 (0.4682) loss_giou_aux_4: 0.4737 (0.4666) loss_giou_aux_5: 0.5624 (0.5547) loss_giou_dn_0: 0.6011 (0.5692) loss_giou_dn_1: 0.4833 (0.4615) loss_giou_dn_2: 0.4555 (0.4305) loss_giou_dn_3: 0.4536 (0.4221) loss_giou_dn_4: 0.4505 (0.4201) loss_giou_dn_5: 0.4507 (0.4203) loss_vfl: 0.6572 (0.6633) loss_vfl_aux_0: 0.7336 (0.7605) loss_vfl_aux_1: 0.6891 (0.7146) loss_vfl_aux_2: 0.6740 (0.6891) loss_vfl_aux_3: 0.6497 (0.6745) loss_vfl_aux_4: 0.6536 (0.6673) loss_vfl_aux_5: 0.7435 (0.7479) loss_vfl_dn_0: 0.4488 (0.4479) loss_vfl_dn_1: 0.3887 (0.3826) loss_vfl_dn_2: 0.3713 (0.3667) loss_vfl_dn_3: 0.3634 (0.3595) loss_vfl_dn_4: 0.3588 (0.3568) loss_vfl_dn_5: 0.3603 (0.3561) time: 0.4748 data: 0.0136 max mem: 5654 Epoch: [54] [1600/7393] eta: 0:48:04 lr: 0.000010 loss: 15.2094 (15.5071) loss_bbox: 0.1435 (0.1481) loss_bbox_aux_0: 0.1602 (0.1609) loss_bbox_aux_1: 0.1481 (0.1534) loss_bbox_aux_2: 0.1516 (0.1504) loss_bbox_aux_3: 0.1410 (0.1487) loss_bbox_aux_4: 0.1435 (0.1482) loss_bbox_aux_5: 0.1946 (0.1956) loss_bbox_dn_0: 0.2761 (0.2571) loss_bbox_dn_1: 0.1939 (0.1883) loss_bbox_dn_2: 0.1630 (0.1680) loss_bbox_dn_3: 0.1564 (0.1622) loss_bbox_dn_4: 0.1519 (0.1608) loss_bbox_dn_5: 0.1519 (0.1609) loss_giou: 0.4392 (0.4662) loss_giou_aux_0: 0.4751 (0.4909) loss_giou_aux_1: 0.4538 (0.4770) loss_giou_aux_2: 0.4382 (0.4709) loss_giou_aux_3: 0.4371 (0.4679) loss_giou_aux_4: 0.4391 (0.4665) loss_giou_aux_5: 0.5326 (0.5543) loss_giou_dn_0: 0.5641 (0.5690) loss_giou_dn_1: 0.4345 (0.4613) loss_giou_dn_2: 0.4110 (0.4304) loss_giou_dn_3: 0.4020 (0.4220) loss_giou_dn_4: 0.4013 (0.4200) loss_giou_dn_5: 0.4014 (0.4202) loss_vfl: 0.6259 (0.6635) loss_vfl_aux_0: 0.7081 (0.7604) loss_vfl_aux_1: 0.6859 (0.7147) loss_vfl_aux_2: 0.6699 (0.6894) loss_vfl_aux_3: 0.6376 (0.6749) loss_vfl_aux_4: 0.6336 (0.6675) loss_vfl_aux_5: 0.7261 (0.7482) loss_vfl_dn_0: 0.4451 (0.4479) loss_vfl_dn_1: 0.3835 (0.3825) loss_vfl_dn_2: 0.3657 (0.3666) loss_vfl_dn_3: 0.3590 (0.3594) loss_vfl_dn_4: 0.3561 (0.3568) loss_vfl_dn_5: 0.3544 (0.3561) time: 0.4828 data: 0.0147 max mem: 5654 Epoch: [54] [1700/7393] eta: 0:47:07 lr: 0.000010 loss: 15.0624 (15.5021) loss_bbox: 0.1389 (0.1482) loss_bbox_aux_0: 0.1467 (0.1610) loss_bbox_aux_1: 0.1368 (0.1534) loss_bbox_aux_2: 0.1379 (0.1504) loss_bbox_aux_3: 0.1363 (0.1488) loss_bbox_aux_4: 0.1376 (0.1482) loss_bbox_aux_5: 0.1765 (0.1959) loss_bbox_dn_0: 0.2224 (0.2574) loss_bbox_dn_1: 0.1567 (0.1884) loss_bbox_dn_2: 0.1412 (0.1680) loss_bbox_dn_3: 0.1368 (0.1623) loss_bbox_dn_4: 0.1312 (0.1609) loss_bbox_dn_5: 0.1312 (0.1609) loss_giou: 0.4377 (0.4653) loss_giou_aux_0: 0.4409 (0.4900) loss_giou_aux_1: 0.4408 (0.4761) loss_giou_aux_2: 0.4486 (0.4700) loss_giou_aux_3: 0.4491 (0.4671) loss_giou_aux_4: 0.4368 (0.4656) loss_giou_aux_5: 0.5324 (0.5534) loss_giou_dn_0: 0.5260 (0.5685) loss_giou_dn_1: 0.4382 (0.4608) loss_giou_dn_2: 0.4077 (0.4298) loss_giou_dn_3: 0.3993 (0.4215) loss_giou_dn_4: 0.3978 (0.4194) loss_giou_dn_5: 0.3978 (0.4196) loss_vfl: 0.6632 (0.6639) loss_vfl_aux_0: 0.7559 (0.7613) loss_vfl_aux_1: 0.7033 (0.7153) loss_vfl_aux_2: 0.6916 (0.6898) loss_vfl_aux_3: 0.6736 (0.6754) loss_vfl_aux_4: 0.6752 (0.6680) loss_vfl_aux_5: 0.7390 (0.7487) loss_vfl_dn_0: 0.4418 (0.4478) loss_vfl_dn_1: 0.3819 (0.3824) loss_vfl_dn_2: 0.3602 (0.3665) loss_vfl_dn_3: 0.3492 (0.3593) loss_vfl_dn_4: 0.3489 (0.3567) loss_vfl_dn_5: 0.3476 (0.3560) time: 0.4894 data: 0.0150 max mem: 5654 Epoch: [54] [1800/7393] eta: 0:46:11 lr: 0.000010 loss: 15.1330 (15.4996) loss_bbox: 0.1484 (0.1483) loss_bbox_aux_0: 0.1554 (0.1610) loss_bbox_aux_1: 0.1490 (0.1536) loss_bbox_aux_2: 0.1456 (0.1506) loss_bbox_aux_3: 0.1446 (0.1489) loss_bbox_aux_4: 0.1435 (0.1484) loss_bbox_aux_5: 0.1964 (0.1961) loss_bbox_dn_0: 0.2538 (0.2580) loss_bbox_dn_1: 0.1850 (0.1889) loss_bbox_dn_2: 0.1610 (0.1684) loss_bbox_dn_3: 0.1528 (0.1626) loss_bbox_dn_4: 0.1498 (0.1613) loss_bbox_dn_5: 0.1498 (0.1613) loss_giou: 0.5066 (0.4648) loss_giou_aux_0: 0.5141 (0.4892) loss_giou_aux_1: 0.5101 (0.4755) loss_giou_aux_2: 0.5054 (0.4694) loss_giou_aux_3: 0.5001 (0.4665) loss_giou_aux_4: 0.5093 (0.4650) loss_giou_aux_5: 0.5866 (0.5528) loss_giou_dn_0: 0.5812 (0.5682) loss_giou_dn_1: 0.4685 (0.4604) loss_giou_dn_2: 0.4448 (0.4294) loss_giou_dn_3: 0.4335 (0.4211) loss_giou_dn_4: 0.4326 (0.4190) loss_giou_dn_5: 0.4331 (0.4192) loss_vfl: 0.6229 (0.6640) loss_vfl_aux_0: 0.7487 (0.7617) loss_vfl_aux_1: 0.6971 (0.7154) loss_vfl_aux_2: 0.6602 (0.6898) loss_vfl_aux_3: 0.6480 (0.6754) loss_vfl_aux_4: 0.6247 (0.6680) loss_vfl_aux_5: 0.7429 (0.7489) loss_vfl_dn_0: 0.4384 (0.4479) loss_vfl_dn_1: 0.3711 (0.3823) loss_vfl_dn_2: 0.3632 (0.3665) loss_vfl_dn_3: 0.3555 (0.3592) loss_vfl_dn_4: 0.3550 (0.3566) loss_vfl_dn_5: 0.3550 (0.3559) time: 0.4642 data: 0.0142 max mem: 5654 Epoch: [54] [1900/7393] eta: 0:45:18 lr: 0.000010 loss: 15.3123 (15.4985) loss_bbox: 0.1359 (0.1486) loss_bbox_aux_0: 0.1477 (0.1614) loss_bbox_aux_1: 0.1380 (0.1539) loss_bbox_aux_2: 0.1417 (0.1509) loss_bbox_aux_3: 0.1361 (0.1492) loss_bbox_aux_4: 0.1345 (0.1487) loss_bbox_aux_5: 0.1893 (0.1966) loss_bbox_dn_0: 0.2236 (0.2584) loss_bbox_dn_1: 0.1621 (0.1892) loss_bbox_dn_2: 0.1530 (0.1687) loss_bbox_dn_3: 0.1455 (0.1629) loss_bbox_dn_4: 0.1449 (0.1615) loss_bbox_dn_5: 0.1449 (0.1615) loss_giou: 0.4542 (0.4646) loss_giou_aux_0: 0.4874 (0.4891) loss_giou_aux_1: 0.4566 (0.4754) loss_giou_aux_2: 0.4567 (0.4694) loss_giou_aux_3: 0.4575 (0.4664) loss_giou_aux_4: 0.4476 (0.4649) loss_giou_aux_5: 0.5368 (0.5526) loss_giou_dn_0: 0.5583 (0.5680) loss_giou_dn_1: 0.4561 (0.4601) loss_giou_dn_2: 0.4268 (0.4291) loss_giou_dn_3: 0.4162 (0.4208) loss_giou_dn_4: 0.4141 (0.4187) loss_giou_dn_5: 0.4140 (0.4189) loss_vfl: 0.6482 (0.6636) loss_vfl_aux_0: 0.7810 (0.7614) loss_vfl_aux_1: 0.7201 (0.7150) loss_vfl_aux_2: 0.6703 (0.6892) loss_vfl_aux_3: 0.6668 (0.6750) loss_vfl_aux_4: 0.6513 (0.6676) loss_vfl_aux_5: 0.7594 (0.7489) loss_vfl_dn_0: 0.4474 (0.4478) loss_vfl_dn_1: 0.3780 (0.3822) loss_vfl_dn_2: 0.3682 (0.3664) loss_vfl_dn_3: 0.3597 (0.3592) loss_vfl_dn_4: 0.3591 (0.3566) loss_vfl_dn_5: 0.3581 (0.3559) time: 0.4762 data: 0.0138 max mem: 5654 Epoch: [54] [2000/7393] eta: 0:44:24 lr: 0.000010 loss: 15.9092 (15.5088) loss_bbox: 0.1401 (0.1487) loss_bbox_aux_0: 0.1551 (0.1613) loss_bbox_aux_1: 0.1454 (0.1539) loss_bbox_aux_2: 0.1435 (0.1510) loss_bbox_aux_3: 0.1415 (0.1492) loss_bbox_aux_4: 0.1451 (0.1487) loss_bbox_aux_5: 0.2000 (0.1965) loss_bbox_dn_0: 0.2558 (0.2585) loss_bbox_dn_1: 0.1751 (0.1892) loss_bbox_dn_2: 0.1530 (0.1688) loss_bbox_dn_3: 0.1476 (0.1630) loss_bbox_dn_4: 0.1471 (0.1617) loss_bbox_dn_5: 0.1471 (0.1617) loss_giou: 0.4603 (0.4651) loss_giou_aux_0: 0.4624 (0.4895) loss_giou_aux_1: 0.4662 (0.4758) loss_giou_aux_2: 0.4562 (0.4699) loss_giou_aux_3: 0.4494 (0.4668) loss_giou_aux_4: 0.4577 (0.4653) loss_giou_aux_5: 0.5271 (0.5530) loss_giou_dn_0: 0.5695 (0.5685) loss_giou_dn_1: 0.4489 (0.4605) loss_giou_dn_2: 0.4130 (0.4295) loss_giou_dn_3: 0.4050 (0.4212) loss_giou_dn_4: 0.4023 (0.4191) loss_giou_dn_5: 0.4024 (0.4193) loss_vfl: 0.6469 (0.6640) loss_vfl_aux_0: 0.7648 (0.7618) loss_vfl_aux_1: 0.7106 (0.7156) loss_vfl_aux_2: 0.6633 (0.6897) loss_vfl_aux_3: 0.6633 (0.6754) loss_vfl_aux_4: 0.6460 (0.6681) loss_vfl_aux_5: 0.7400 (0.7493) loss_vfl_dn_0: 0.4524 (0.4479) loss_vfl_dn_1: 0.3742 (0.3824) loss_vfl_dn_2: 0.3597 (0.3666) loss_vfl_dn_3: 0.3539 (0.3594) loss_vfl_dn_4: 0.3509 (0.3568) loss_vfl_dn_5: 0.3507 (0.3561) time: 0.4833 data: 0.0139 max mem: 5654 Epoch: [54] [2100/7393] eta: 0:43:32 lr: 0.000010 loss: 15.4669 (15.5045) loss_bbox: 0.1451 (0.1488) loss_bbox_aux_0: 0.1633 (0.1614) loss_bbox_aux_1: 0.1520 (0.1540) loss_bbox_aux_2: 0.1473 (0.1511) loss_bbox_aux_3: 0.1479 (0.1494) loss_bbox_aux_4: 0.1477 (0.1488) loss_bbox_aux_5: 0.2064 (0.1967) loss_bbox_dn_0: 0.2598 (0.2584) loss_bbox_dn_1: 0.1855 (0.1890) loss_bbox_dn_2: 0.1651 (0.1687) loss_bbox_dn_3: 0.1566 (0.1629) loss_bbox_dn_4: 0.1546 (0.1616) loss_bbox_dn_5: 0.1546 (0.1616) loss_giou: 0.4313 (0.4651) loss_giou_aux_0: 0.4380 (0.4895) loss_giou_aux_1: 0.4265 (0.4757) loss_giou_aux_2: 0.4267 (0.4699) loss_giou_aux_3: 0.4316 (0.4669) loss_giou_aux_4: 0.4310 (0.4653) loss_giou_aux_5: 0.5183 (0.5531) loss_giou_dn_0: 0.5402 (0.5683) loss_giou_dn_1: 0.4283 (0.4603) loss_giou_dn_2: 0.3993 (0.4294) loss_giou_dn_3: 0.3905 (0.4210) loss_giou_dn_4: 0.3883 (0.4190) loss_giou_dn_5: 0.3886 (0.4192) loss_vfl: 0.6649 (0.6635) loss_vfl_aux_0: 0.7372 (0.7617) loss_vfl_aux_1: 0.7226 (0.7152) loss_vfl_aux_2: 0.7051 (0.6893) loss_vfl_aux_3: 0.6691 (0.6749) loss_vfl_aux_4: 0.6742 (0.6676) loss_vfl_aux_5: 0.7476 (0.7488) loss_vfl_dn_0: 0.4476 (0.4479) loss_vfl_dn_1: 0.3798 (0.3823) loss_vfl_dn_2: 0.3660 (0.3665) loss_vfl_dn_3: 0.3577 (0.3593) loss_vfl_dn_4: 0.3540 (0.3567) loss_vfl_dn_5: 0.3531 (0.3560) time: 0.4982 data: 0.0144 max mem: 5654 Epoch: [54] [2200/7393] eta: 0:42:40 lr: 0.000010 loss: 14.9208 (15.5115) loss_bbox: 0.1537 (0.1491) loss_bbox_aux_0: 0.1621 (0.1618) loss_bbox_aux_1: 0.1544 (0.1544) loss_bbox_aux_2: 0.1530 (0.1514) loss_bbox_aux_3: 0.1565 (0.1497) loss_bbox_aux_4: 0.1519 (0.1490) loss_bbox_aux_5: 0.1979 (0.1971) loss_bbox_dn_0: 0.2620 (0.2588) loss_bbox_dn_1: 0.1891 (0.1893) loss_bbox_dn_2: 0.1734 (0.1690) loss_bbox_dn_3: 0.1695 (0.1632) loss_bbox_dn_4: 0.1669 (0.1618) loss_bbox_dn_5: 0.1669 (0.1618) loss_giou: 0.4153 (0.4656) loss_giou_aux_0: 0.4203 (0.4901) loss_giou_aux_1: 0.4087 (0.4764) loss_giou_aux_2: 0.4037 (0.4704) loss_giou_aux_3: 0.4147 (0.4674) loss_giou_aux_4: 0.4088 (0.4658) loss_giou_aux_5: 0.4832 (0.5536) loss_giou_dn_0: 0.5251 (0.5685) loss_giou_dn_1: 0.4215 (0.4605) loss_giou_dn_2: 0.3895 (0.4296) loss_giou_dn_3: 0.3811 (0.4212) loss_giou_dn_4: 0.3783 (0.4192) loss_giou_dn_5: 0.3783 (0.4194) loss_vfl: 0.6600 (0.6632) loss_vfl_aux_0: 0.7709 (0.7612) loss_vfl_aux_1: 0.7066 (0.7146) loss_vfl_aux_2: 0.6809 (0.6890) loss_vfl_aux_3: 0.6568 (0.6745) loss_vfl_aux_4: 0.6564 (0.6673) loss_vfl_aux_5: 0.7566 (0.7486) loss_vfl_dn_0: 0.4466 (0.4480) loss_vfl_dn_1: 0.3809 (0.3823) loss_vfl_dn_2: 0.3678 (0.3666) loss_vfl_dn_3: 0.3633 (0.3594) loss_vfl_dn_4: 0.3587 (0.3568) loss_vfl_dn_5: 0.3581 (0.3561) time: 0.4832 data: 0.0147 max mem: 5654 Epoch: [54] [2300/7393] eta: 0:41:48 lr: 0.000010 loss: 14.9002 (15.5022) loss_bbox: 0.1389 (0.1490) loss_bbox_aux_0: 0.1440 (0.1617) loss_bbox_aux_1: 0.1404 (0.1543) loss_bbox_aux_2: 0.1359 (0.1514) loss_bbox_aux_3: 0.1395 (0.1497) loss_bbox_aux_4: 0.1395 (0.1490) loss_bbox_aux_5: 0.1861 (0.1971) loss_bbox_dn_0: 0.2293 (0.2586) loss_bbox_dn_1: 0.1740 (0.1893) loss_bbox_dn_2: 0.1541 (0.1689) loss_bbox_dn_3: 0.1485 (0.1632) loss_bbox_dn_4: 0.1488 (0.1618) loss_bbox_dn_5: 0.1488 (0.1618) loss_giou: 0.3957 (0.4653) loss_giou_aux_0: 0.4132 (0.4897) loss_giou_aux_1: 0.3962 (0.4760) loss_giou_aux_2: 0.4017 (0.4701) loss_giou_aux_3: 0.3948 (0.4671) loss_giou_aux_4: 0.3956 (0.4655) loss_giou_aux_5: 0.4834 (0.5533) loss_giou_dn_0: 0.5168 (0.5680) loss_giou_dn_1: 0.4038 (0.4602) loss_giou_dn_2: 0.3755 (0.4293) loss_giou_dn_3: 0.3685 (0.4210) loss_giou_dn_4: 0.3651 (0.4190) loss_giou_dn_5: 0.3652 (0.4192) loss_vfl: 0.6956 (0.6627) loss_vfl_aux_0: 0.7798 (0.7606) loss_vfl_aux_1: 0.7267 (0.7142) loss_vfl_aux_2: 0.6918 (0.6884) loss_vfl_aux_3: 0.6856 (0.6739) loss_vfl_aux_4: 0.6681 (0.6667) loss_vfl_aux_5: 0.7615 (0.7481) loss_vfl_dn_0: 0.4396 (0.4478) loss_vfl_dn_1: 0.3754 (0.3822) loss_vfl_dn_2: 0.3571 (0.3665) loss_vfl_dn_3: 0.3492 (0.3592) loss_vfl_dn_4: 0.3460 (0.3566) loss_vfl_dn_5: 0.3471 (0.3559) time: 0.4995 data: 0.0138 max mem: 5654 Epoch: [54] [2400/7393] eta: 0:40:58 lr: 0.000010 loss: 15.1650 (15.5026) loss_bbox: 0.1353 (0.1491) loss_bbox_aux_0: 0.1436 (0.1617) loss_bbox_aux_1: 0.1383 (0.1542) loss_bbox_aux_2: 0.1326 (0.1514) loss_bbox_aux_3: 0.1347 (0.1497) loss_bbox_aux_4: 0.1370 (0.1491) loss_bbox_aux_5: 0.1938 (0.1971) loss_bbox_dn_0: 0.2556 (0.2585) loss_bbox_dn_1: 0.1798 (0.1892) loss_bbox_dn_2: 0.1619 (0.1688) loss_bbox_dn_3: 0.1552 (0.1631) loss_bbox_dn_4: 0.1532 (0.1618) loss_bbox_dn_5: 0.1532 (0.1618) loss_giou: 0.4134 (0.4656) loss_giou_aux_0: 0.4592 (0.4900) loss_giou_aux_1: 0.4172 (0.4761) loss_giou_aux_2: 0.4207 (0.4703) loss_giou_aux_3: 0.4182 (0.4674) loss_giou_aux_4: 0.4134 (0.4658) loss_giou_aux_5: 0.5141 (0.5535) loss_giou_dn_0: 0.5622 (0.5680) loss_giou_dn_1: 0.4446 (0.4603) loss_giou_dn_2: 0.4099 (0.4294) loss_giou_dn_3: 0.4042 (0.4211) loss_giou_dn_4: 0.4034 (0.4191) loss_giou_dn_5: 0.4033 (0.4193) loss_vfl: 0.6612 (0.6625) loss_vfl_aux_0: 0.7746 (0.7603) loss_vfl_aux_1: 0.7122 (0.7141) loss_vfl_aux_2: 0.6806 (0.6882) loss_vfl_aux_3: 0.6687 (0.6736) loss_vfl_aux_4: 0.6638 (0.6665) loss_vfl_aux_5: 0.7416 (0.7478) loss_vfl_dn_0: 0.4372 (0.4477) loss_vfl_dn_1: 0.3739 (0.3822) loss_vfl_dn_2: 0.3580 (0.3664) loss_vfl_dn_3: 0.3505 (0.3592) loss_vfl_dn_4: 0.3484 (0.3566) loss_vfl_dn_5: 0.3489 (0.3559) time: 0.4936 data: 0.0139 max mem: 5654 Epoch: [54] [2500/7393] eta: 0:40:21 lr: 0.000010 loss: 14.5659 (15.5021) loss_bbox: 0.1347 (0.1491) loss_bbox_aux_0: 0.1547 (0.1616) loss_bbox_aux_1: 0.1445 (0.1542) loss_bbox_aux_2: 0.1422 (0.1513) loss_bbox_aux_3: 0.1394 (0.1497) loss_bbox_aux_4: 0.1380 (0.1491) loss_bbox_aux_5: 0.1886 (0.1971) loss_bbox_dn_0: 0.2535 (0.2585) loss_bbox_dn_1: 0.1712 (0.1892) loss_bbox_dn_2: 0.1556 (0.1688) loss_bbox_dn_3: 0.1503 (0.1631) loss_bbox_dn_4: 0.1508 (0.1618) loss_bbox_dn_5: 0.1508 (0.1618) loss_giou: 0.4014 (0.4657) loss_giou_aux_0: 0.4231 (0.4900) loss_giou_aux_1: 0.4188 (0.4763) loss_giou_aux_2: 0.4208 (0.4704) loss_giou_aux_3: 0.4082 (0.4675) loss_giou_aux_4: 0.4022 (0.4660) loss_giou_aux_5: 0.4962 (0.5537) loss_giou_dn_0: 0.5242 (0.5681) loss_giou_dn_1: 0.4125 (0.4604) loss_giou_dn_2: 0.3841 (0.4295) loss_giou_dn_3: 0.3745 (0.4212) loss_giou_dn_4: 0.3726 (0.4192) loss_giou_dn_5: 0.3727 (0.4194) loss_vfl: 0.6096 (0.6623) loss_vfl_aux_0: 0.7132 (0.7601) loss_vfl_aux_1: 0.6570 (0.7137) loss_vfl_aux_2: 0.6497 (0.6883) loss_vfl_aux_3: 0.6231 (0.6735) loss_vfl_aux_4: 0.6084 (0.6663) loss_vfl_aux_5: 0.7279 (0.7473) loss_vfl_dn_0: 0.4427 (0.4477) loss_vfl_dn_1: 0.3748 (0.3822) loss_vfl_dn_2: 0.3556 (0.3664) loss_vfl_dn_3: 0.3474 (0.3592) loss_vfl_dn_4: 0.3457 (0.3566) loss_vfl_dn_5: 0.3445 (0.3559) time: 0.4913 data: 0.0144 max mem: 5654 Epoch: [54] [2600/7393] eta: 0:39:30 lr: 0.000010 loss: 15.3519 (15.4989) loss_bbox: 0.1352 (0.1490) loss_bbox_aux_0: 0.1434 (0.1614) loss_bbox_aux_1: 0.1390 (0.1542) loss_bbox_aux_2: 0.1350 (0.1512) loss_bbox_aux_3: 0.1390 (0.1497) loss_bbox_aux_4: 0.1339 (0.1490) loss_bbox_aux_5: 0.1888 (0.1969) loss_bbox_dn_0: 0.2325 (0.2584) loss_bbox_dn_1: 0.1648 (0.1891) loss_bbox_dn_2: 0.1369 (0.1688) loss_bbox_dn_3: 0.1344 (0.1631) loss_bbox_dn_4: 0.1343 (0.1617) loss_bbox_dn_5: 0.1344 (0.1617) loss_giou: 0.4506 (0.4652) loss_giou_aux_0: 0.4836 (0.4894) loss_giou_aux_1: 0.4552 (0.4758) loss_giou_aux_2: 0.4466 (0.4698) loss_giou_aux_3: 0.4590 (0.4670) loss_giou_aux_4: 0.4506 (0.4655) loss_giou_aux_5: 0.5400 (0.5532) loss_giou_dn_0: 0.5590 (0.5677) loss_giou_dn_1: 0.4296 (0.4600) loss_giou_dn_2: 0.4060 (0.4292) loss_giou_dn_3: 0.3976 (0.4209) loss_giou_dn_4: 0.3944 (0.4189) loss_giou_dn_5: 0.3943 (0.4191) loss_vfl: 0.6695 (0.6627) loss_vfl_aux_0: 0.7554 (0.7609) loss_vfl_aux_1: 0.7111 (0.7143) loss_vfl_aux_2: 0.6880 (0.6887) loss_vfl_aux_3: 0.6722 (0.6737) loss_vfl_aux_4: 0.6745 (0.6666) loss_vfl_aux_5: 0.7496 (0.7478) loss_vfl_dn_0: 0.4466 (0.4478) loss_vfl_dn_1: 0.3820 (0.3822) loss_vfl_dn_2: 0.3670 (0.3664) loss_vfl_dn_3: 0.3588 (0.3592) loss_vfl_dn_4: 0.3563 (0.3566) loss_vfl_dn_5: 0.3536 (0.3559) time: 0.4834 data: 0.0139 max mem: 5654 Epoch: [54] [2700/7393] eta: 0:38:39 lr: 0.000010 loss: 15.2385 (15.5027) loss_bbox: 0.1272 (0.1489) loss_bbox_aux_0: 0.1364 (0.1613) loss_bbox_aux_1: 0.1351 (0.1541) loss_bbox_aux_2: 0.1311 (0.1512) loss_bbox_aux_3: 0.1308 (0.1497) loss_bbox_aux_4: 0.1298 (0.1489) loss_bbox_aux_5: 0.1813 (0.1968) loss_bbox_dn_0: 0.1934 (0.2584) loss_bbox_dn_1: 0.1454 (0.1891) loss_bbox_dn_2: 0.1335 (0.1687) loss_bbox_dn_3: 0.1281 (0.1630) loss_bbox_dn_4: 0.1279 (0.1616) loss_bbox_dn_5: 0.1279 (0.1616) loss_giou: 0.4726 (0.4654) loss_giou_aux_0: 0.5035 (0.4895) loss_giou_aux_1: 0.4888 (0.4758) loss_giou_aux_2: 0.4625 (0.4700) loss_giou_aux_3: 0.4672 (0.4672) loss_giou_aux_4: 0.4709 (0.4656) loss_giou_aux_5: 0.5715 (0.5532) loss_giou_dn_0: 0.5843 (0.5678) loss_giou_dn_1: 0.4855 (0.4602) loss_giou_dn_2: 0.4594 (0.4293) loss_giou_dn_3: 0.4545 (0.4210) loss_giou_dn_4: 0.4520 (0.4190) loss_giou_dn_5: 0.4521 (0.4192) loss_vfl: 0.6417 (0.6629) loss_vfl_aux_0: 0.7381 (0.7613) loss_vfl_aux_1: 0.7357 (0.7152) loss_vfl_aux_2: 0.6796 (0.6893) loss_vfl_aux_3: 0.6420 (0.6739) loss_vfl_aux_4: 0.6481 (0.6669) loss_vfl_aux_5: 0.7182 (0.7482) loss_vfl_dn_0: 0.4557 (0.4478) loss_vfl_dn_1: 0.3894 (0.3823) loss_vfl_dn_2: 0.3749 (0.3664) loss_vfl_dn_3: 0.3684 (0.3592) loss_vfl_dn_4: 0.3644 (0.3566) loss_vfl_dn_5: 0.3651 (0.3559) time: 0.4941 data: 0.0140 max mem: 5654 Epoch: [54] [2800/7393] eta: 0:37:49 lr: 0.000010 loss: 14.9750 (15.5007) loss_bbox: 0.1470 (0.1489) loss_bbox_aux_0: 0.1519 (0.1612) loss_bbox_aux_1: 0.1555 (0.1539) loss_bbox_aux_2: 0.1469 (0.1510) loss_bbox_aux_3: 0.1481 (0.1496) loss_bbox_aux_4: 0.1478 (0.1488) loss_bbox_aux_5: 0.1985 (0.1968) loss_bbox_dn_0: 0.2468 (0.2585) loss_bbox_dn_1: 0.1819 (0.1891) loss_bbox_dn_2: 0.1597 (0.1687) loss_bbox_dn_3: 0.1578 (0.1630) loss_bbox_dn_4: 0.1573 (0.1616) loss_bbox_dn_5: 0.1573 (0.1616) loss_giou: 0.4199 (0.4655) loss_giou_aux_0: 0.4383 (0.4894) loss_giou_aux_1: 0.4168 (0.4758) loss_giou_aux_2: 0.4316 (0.4700) loss_giou_aux_3: 0.4350 (0.4674) loss_giou_aux_4: 0.4203 (0.4657) loss_giou_aux_5: 0.4932 (0.5532) loss_giou_dn_0: 0.5439 (0.5678) loss_giou_dn_1: 0.4291 (0.4601) loss_giou_dn_2: 0.3970 (0.4292) loss_giou_dn_3: 0.3880 (0.4210) loss_giou_dn_4: 0.3867 (0.4190) loss_giou_dn_5: 0.3867 (0.4192) loss_vfl: 0.6352 (0.6627) loss_vfl_aux_0: 0.7479 (0.7615) loss_vfl_aux_1: 0.7035 (0.7152) loss_vfl_aux_2: 0.6884 (0.6892) loss_vfl_aux_3: 0.6480 (0.6737) loss_vfl_aux_4: 0.6500 (0.6667) loss_vfl_aux_5: 0.7500 (0.7480) loss_vfl_dn_0: 0.4441 (0.4478) loss_vfl_dn_1: 0.3776 (0.3822) loss_vfl_dn_2: 0.3631 (0.3663) loss_vfl_dn_3: 0.3539 (0.3591) loss_vfl_dn_4: 0.3533 (0.3565) loss_vfl_dn_5: 0.3516 (0.3558) time: 0.4875 data: 0.0136 max mem: 5654 Epoch: [54] [2900/7393] eta: 0:36:58 lr: 0.000010 loss: 15.0814 (15.5042) loss_bbox: 0.1596 (0.1491) loss_bbox_aux_0: 0.1591 (0.1614) loss_bbox_aux_1: 0.1580 (0.1541) loss_bbox_aux_2: 0.1563 (0.1512) loss_bbox_aux_3: 0.1572 (0.1498) loss_bbox_aux_4: 0.1598 (0.1491) loss_bbox_aux_5: 0.2152 (0.1971) loss_bbox_dn_0: 0.2727 (0.2590) loss_bbox_dn_1: 0.2156 (0.1895) loss_bbox_dn_2: 0.1900 (0.1690) loss_bbox_dn_3: 0.1768 (0.1633) loss_bbox_dn_4: 0.1726 (0.1619) loss_bbox_dn_5: 0.1726 (0.1619) loss_giou: 0.4486 (0.4655) loss_giou_aux_0: 0.4664 (0.4892) loss_giou_aux_1: 0.4554 (0.4757) loss_giou_aux_2: 0.4486 (0.4699) loss_giou_aux_3: 0.4489 (0.4673) loss_giou_aux_4: 0.4461 (0.4657) loss_giou_aux_5: 0.5315 (0.5530) loss_giou_dn_0: 0.5437 (0.5678) loss_giou_dn_1: 0.4499 (0.4601) loss_giou_dn_2: 0.4130 (0.4292) loss_giou_dn_3: 0.4073 (0.4209) loss_giou_dn_4: 0.4053 (0.4189) loss_giou_dn_5: 0.4056 (0.4191) loss_vfl: 0.6231 (0.6626) loss_vfl_aux_0: 0.7510 (0.7617) loss_vfl_aux_1: 0.7057 (0.7153) loss_vfl_aux_2: 0.6714 (0.6893) loss_vfl_aux_3: 0.6412 (0.6738) loss_vfl_aux_4: 0.6288 (0.6666) loss_vfl_aux_5: 0.7306 (0.7482) loss_vfl_dn_0: 0.4550 (0.4478) loss_vfl_dn_1: 0.3841 (0.3822) loss_vfl_dn_2: 0.3676 (0.3663) loss_vfl_dn_3: 0.3580 (0.3591) loss_vfl_dn_4: 0.3548 (0.3565) loss_vfl_dn_5: 0.3546 (0.3558) time: 0.4895 data: 0.0142 max mem: 5654 Epoch: [54] [3000/7393] eta: 0:36:08 lr: 0.000010 loss: 14.6620 (15.4963) loss_bbox: 0.1328 (0.1491) loss_bbox_aux_0: 0.1455 (0.1613) loss_bbox_aux_1: 0.1351 (0.1540) loss_bbox_aux_2: 0.1353 (0.1511) loss_bbox_aux_3: 0.1344 (0.1497) loss_bbox_aux_4: 0.1336 (0.1490) loss_bbox_aux_5: 0.1884 (0.1971) loss_bbox_dn_0: 0.2408 (0.2590) loss_bbox_dn_1: 0.1623 (0.1894) loss_bbox_dn_2: 0.1430 (0.1690) loss_bbox_dn_3: 0.1372 (0.1632) loss_bbox_dn_4: 0.1356 (0.1618) loss_bbox_dn_5: 0.1357 (0.1618) loss_giou: 0.4412 (0.4650) loss_giou_aux_0: 0.4505 (0.4888) loss_giou_aux_1: 0.4388 (0.4753) loss_giou_aux_2: 0.4356 (0.4694) loss_giou_aux_3: 0.4381 (0.4668) loss_giou_aux_4: 0.4425 (0.4653) loss_giou_aux_5: 0.5179 (0.5527) loss_giou_dn_0: 0.5358 (0.5675) loss_giou_dn_1: 0.4430 (0.4598) loss_giou_dn_2: 0.4055 (0.4290) loss_giou_dn_3: 0.3984 (0.4207) loss_giou_dn_4: 0.3978 (0.4186) loss_giou_dn_5: 0.3978 (0.4188) loss_vfl: 0.6466 (0.6623) loss_vfl_aux_0: 0.7192 (0.7612) loss_vfl_aux_1: 0.6870 (0.7152) loss_vfl_aux_2: 0.6602 (0.6890) loss_vfl_aux_3: 0.6562 (0.6737) loss_vfl_aux_4: 0.6427 (0.6662) loss_vfl_aux_5: 0.7273 (0.7480) loss_vfl_dn_0: 0.4440 (0.4478) loss_vfl_dn_1: 0.3752 (0.3821) loss_vfl_dn_2: 0.3631 (0.3663) loss_vfl_dn_3: 0.3565 (0.3590) loss_vfl_dn_4: 0.3522 (0.3564) loss_vfl_dn_5: 0.3490 (0.3557) time: 0.4889 data: 0.0142 max mem: 5654 Epoch: [54] [3100/7393] eta: 0:35:17 lr: 0.000010 loss: 15.9457 (15.5031) loss_bbox: 0.1654 (0.1491) loss_bbox_aux_0: 0.1660 (0.1613) loss_bbox_aux_1: 0.1629 (0.1541) loss_bbox_aux_2: 0.1706 (0.1512) loss_bbox_aux_3: 0.1617 (0.1498) loss_bbox_aux_4: 0.1643 (0.1491) loss_bbox_aux_5: 0.2022 (0.1971) loss_bbox_dn_0: 0.2750 (0.2590) loss_bbox_dn_1: 0.2065 (0.1895) loss_bbox_dn_2: 0.1860 (0.1690) loss_bbox_dn_3: 0.1796 (0.1633) loss_bbox_dn_4: 0.1770 (0.1619) loss_bbox_dn_5: 0.1770 (0.1619) loss_giou: 0.4272 (0.4654) loss_giou_aux_0: 0.4347 (0.4890) loss_giou_aux_1: 0.4353 (0.4755) loss_giou_aux_2: 0.4295 (0.4697) loss_giou_aux_3: 0.4327 (0.4671) loss_giou_aux_4: 0.4323 (0.4656) loss_giou_aux_5: 0.5035 (0.5529) loss_giou_dn_0: 0.5395 (0.5678) loss_giou_dn_1: 0.4403 (0.4601) loss_giou_dn_2: 0.4121 (0.4292) loss_giou_dn_3: 0.4016 (0.4209) loss_giou_dn_4: 0.4013 (0.4189) loss_giou_dn_5: 0.4017 (0.4191) loss_vfl: 0.6564 (0.6625) loss_vfl_aux_0: 0.7625 (0.7616) loss_vfl_aux_1: 0.6959 (0.7154) loss_vfl_aux_2: 0.6869 (0.6893) loss_vfl_aux_3: 0.6827 (0.6740) loss_vfl_aux_4: 0.6776 (0.6664) loss_vfl_aux_5: 0.7288 (0.7482) loss_vfl_dn_0: 0.4567 (0.4479) loss_vfl_dn_1: 0.3855 (0.3823) loss_vfl_dn_2: 0.3748 (0.3664) loss_vfl_dn_3: 0.3623 (0.3592) loss_vfl_dn_4: 0.3621 (0.3566) loss_vfl_dn_5: 0.3605 (0.3559) time: 0.4788 data: 0.0142 max mem: 5654 Epoch: [54] [3200/7393] eta: 0:34:26 lr: 0.000010 loss: 16.2111 (15.5075) loss_bbox: 0.1349 (0.1491) loss_bbox_aux_0: 0.1511 (0.1613) loss_bbox_aux_1: 0.1516 (0.1541) loss_bbox_aux_2: 0.1487 (0.1512) loss_bbox_aux_3: 0.1409 (0.1498) loss_bbox_aux_4: 0.1415 (0.1490) loss_bbox_aux_5: 0.1943 (0.1973) loss_bbox_dn_0: 0.2631 (0.2591) loss_bbox_dn_1: 0.1916 (0.1895) loss_bbox_dn_2: 0.1758 (0.1691) loss_bbox_dn_3: 0.1635 (0.1633) loss_bbox_dn_4: 0.1628 (0.1619) loss_bbox_dn_5: 0.1628 (0.1619) loss_giou: 0.4947 (0.4657) loss_giou_aux_0: 0.5247 (0.4894) loss_giou_aux_1: 0.5001 (0.4760) loss_giou_aux_2: 0.5054 (0.4701) loss_giou_aux_3: 0.4996 (0.4674) loss_giou_aux_4: 0.4997 (0.4659) loss_giou_aux_5: 0.5938 (0.5534) loss_giou_dn_0: 0.6026 (0.5681) loss_giou_dn_1: 0.4961 (0.4604) loss_giou_dn_2: 0.4652 (0.4294) loss_giou_dn_3: 0.4582 (0.4212) loss_giou_dn_4: 0.4580 (0.4191) loss_giou_dn_5: 0.4583 (0.4193) loss_vfl: 0.6513 (0.6625) loss_vfl_aux_0: 0.7401 (0.7615) loss_vfl_aux_1: 0.7107 (0.7154) loss_vfl_aux_2: 0.6666 (0.6893) loss_vfl_aux_3: 0.6676 (0.6741) loss_vfl_aux_4: 0.6519 (0.6665) loss_vfl_aux_5: 0.7320 (0.7482) loss_vfl_dn_0: 0.4444 (0.4479) loss_vfl_dn_1: 0.3868 (0.3822) loss_vfl_dn_2: 0.3736 (0.3664) loss_vfl_dn_3: 0.3682 (0.3591) loss_vfl_dn_4: 0.3661 (0.3566) loss_vfl_dn_5: 0.3674 (0.3558) time: 0.4751 data: 0.0140 max mem: 5654 Epoch: [54] [3300/7393] eta: 0:33:35 lr: 0.000010 loss: 15.3452 (15.5050) loss_bbox: 0.1271 (0.1490) loss_bbox_aux_0: 0.1410 (0.1613) loss_bbox_aux_1: 0.1387 (0.1540) loss_bbox_aux_2: 0.1338 (0.1512) loss_bbox_aux_3: 0.1292 (0.1498) loss_bbox_aux_4: 0.1283 (0.1490) loss_bbox_aux_5: 0.1720 (0.1973) loss_bbox_dn_0: 0.2224 (0.2589) loss_bbox_dn_1: 0.1593 (0.1893) loss_bbox_dn_2: 0.1427 (0.1689) loss_bbox_dn_3: 0.1341 (0.1632) loss_bbox_dn_4: 0.1326 (0.1618) loss_bbox_dn_5: 0.1327 (0.1618) loss_giou: 0.4906 (0.4657) loss_giou_aux_0: 0.5165 (0.4894) loss_giou_aux_1: 0.5091 (0.4760) loss_giou_aux_2: 0.4948 (0.4701) loss_giou_aux_3: 0.4975 (0.4674) loss_giou_aux_4: 0.4898 (0.4660) loss_giou_aux_5: 0.5838 (0.5534) loss_giou_dn_0: 0.5762 (0.5679) loss_giou_dn_1: 0.4727 (0.4603) loss_giou_dn_2: 0.4409 (0.4294) loss_giou_dn_3: 0.4345 (0.4211) loss_giou_dn_4: 0.4316 (0.4191) loss_giou_dn_5: 0.4326 (0.4193) loss_vfl: 0.6449 (0.6625) loss_vfl_aux_0: 0.7344 (0.7614) loss_vfl_aux_1: 0.6860 (0.7153) loss_vfl_aux_2: 0.6591 (0.6891) loss_vfl_aux_3: 0.6457 (0.6740) loss_vfl_aux_4: 0.6474 (0.6664) loss_vfl_aux_5: 0.7314 (0.7479) loss_vfl_dn_0: 0.4459 (0.4479) loss_vfl_dn_1: 0.3812 (0.3822) loss_vfl_dn_2: 0.3678 (0.3664) loss_vfl_dn_3: 0.3593 (0.3591) loss_vfl_dn_4: 0.3564 (0.3565) loss_vfl_dn_5: 0.3564 (0.3558) time: 0.4846 data: 0.0140 max mem: 5654 Epoch: [54] [3400/7393] eta: 0:32:46 lr: 0.000010 loss: 15.8565 (15.5092) loss_bbox: 0.1498 (0.1491) loss_bbox_aux_0: 0.1657 (0.1613) loss_bbox_aux_1: 0.1501 (0.1540) loss_bbox_aux_2: 0.1481 (0.1512) loss_bbox_aux_3: 0.1518 (0.1499) loss_bbox_aux_4: 0.1495 (0.1491) loss_bbox_aux_5: 0.1925 (0.1973) loss_bbox_dn_0: 0.2402 (0.2590) loss_bbox_dn_1: 0.1816 (0.1894) loss_bbox_dn_2: 0.1628 (0.1689) loss_bbox_dn_3: 0.1579 (0.1632) loss_bbox_dn_4: 0.1537 (0.1618) loss_bbox_dn_5: 0.1537 (0.1618) loss_giou: 0.4695 (0.4659) loss_giou_aux_0: 0.4876 (0.4895) loss_giou_aux_1: 0.4839 (0.4761) loss_giou_aux_2: 0.4784 (0.4703) loss_giou_aux_3: 0.4698 (0.4676) loss_giou_aux_4: 0.4738 (0.4661) loss_giou_aux_5: 0.5720 (0.5535) loss_giou_dn_0: 0.6009 (0.5681) loss_giou_dn_1: 0.5038 (0.4604) loss_giou_dn_2: 0.4596 (0.4294) loss_giou_dn_3: 0.4512 (0.4212) loss_giou_dn_4: 0.4477 (0.4192) loss_giou_dn_5: 0.4489 (0.4194) loss_vfl: 0.6543 (0.6627) loss_vfl_aux_0: 0.7311 (0.7617) loss_vfl_aux_1: 0.6924 (0.7156) loss_vfl_aux_2: 0.6820 (0.6893) loss_vfl_aux_3: 0.6579 (0.6741) loss_vfl_aux_4: 0.6584 (0.6665) loss_vfl_aux_5: 0.7155 (0.7482) loss_vfl_dn_0: 0.4467 (0.4479) loss_vfl_dn_1: 0.3827 (0.3823) loss_vfl_dn_2: 0.3668 (0.3664) loss_vfl_dn_3: 0.3606 (0.3592) loss_vfl_dn_4: 0.3566 (0.3566) loss_vfl_dn_5: 0.3562 (0.3559) time: 0.4976 data: 0.0145 max mem: 5654 Epoch: [54] [3500/7393] eta: 0:31:56 lr: 0.000010 loss: 15.4165 (15.5048) loss_bbox: 0.1421 (0.1491) loss_bbox_aux_0: 0.1567 (0.1613) loss_bbox_aux_1: 0.1562 (0.1541) loss_bbox_aux_2: 0.1450 (0.1513) loss_bbox_aux_3: 0.1416 (0.1499) loss_bbox_aux_4: 0.1403 (0.1491) loss_bbox_aux_5: 0.1850 (0.1973) loss_bbox_dn_0: 0.2495 (0.2590) loss_bbox_dn_1: 0.1845 (0.1893) loss_bbox_dn_2: 0.1615 (0.1688) loss_bbox_dn_3: 0.1572 (0.1631) loss_bbox_dn_4: 0.1582 (0.1617) loss_bbox_dn_5: 0.1582 (0.1617) loss_giou: 0.4648 (0.4656) loss_giou_aux_0: 0.4581 (0.4892) loss_giou_aux_1: 0.4457 (0.4759) loss_giou_aux_2: 0.4469 (0.4700) loss_giou_aux_3: 0.4568 (0.4673) loss_giou_aux_4: 0.4639 (0.4659) loss_giou_aux_5: 0.5217 (0.5533) loss_giou_dn_0: 0.5804 (0.5680) loss_giou_dn_1: 0.4587 (0.4603) loss_giou_dn_2: 0.4236 (0.4293) loss_giou_dn_3: 0.4106 (0.4210) loss_giou_dn_4: 0.4072 (0.4190) loss_giou_dn_5: 0.4072 (0.4192) loss_vfl: 0.6478 (0.6625) loss_vfl_aux_0: 0.7630 (0.7616) loss_vfl_aux_1: 0.7045 (0.7154) loss_vfl_aux_2: 0.6643 (0.6891) loss_vfl_aux_3: 0.6623 (0.6738) loss_vfl_aux_4: 0.6524 (0.6663) loss_vfl_aux_5: 0.7488 (0.7482) loss_vfl_dn_0: 0.4481 (0.4479) loss_vfl_dn_1: 0.3839 (0.3822) loss_vfl_dn_2: 0.3647 (0.3664) loss_vfl_dn_3: 0.3583 (0.3592) loss_vfl_dn_4: 0.3546 (0.3566) loss_vfl_dn_5: 0.3542 (0.3559) time: 0.4785 data: 0.0139 max mem: 5654 Epoch: [54] [3600/7393] eta: 0:31:05 lr: 0.000010 loss: 14.9999 (15.4991) loss_bbox: 0.1291 (0.1490) loss_bbox_aux_0: 0.1466 (0.1612) loss_bbox_aux_1: 0.1400 (0.1540) loss_bbox_aux_2: 0.1328 (0.1512) loss_bbox_aux_3: 0.1326 (0.1498) loss_bbox_aux_4: 0.1288 (0.1491) loss_bbox_aux_5: 0.1863 (0.1973) loss_bbox_dn_0: 0.2468 (0.2589) loss_bbox_dn_1: 0.1758 (0.1892) loss_bbox_dn_2: 0.1492 (0.1687) loss_bbox_dn_3: 0.1445 (0.1630) loss_bbox_dn_4: 0.1412 (0.1616) loss_bbox_dn_5: 0.1412 (0.1616) loss_giou: 0.4199 (0.4654) loss_giou_aux_0: 0.4321 (0.4890) loss_giou_aux_1: 0.4327 (0.4757) loss_giou_aux_2: 0.4270 (0.4699) loss_giou_aux_3: 0.4281 (0.4672) loss_giou_aux_4: 0.4201 (0.4657) loss_giou_aux_5: 0.5001 (0.5532) loss_giou_dn_0: 0.5463 (0.5679) loss_giou_dn_1: 0.4320 (0.4601) loss_giou_dn_2: 0.4042 (0.4291) loss_giou_dn_3: 0.3967 (0.4209) loss_giou_dn_4: 0.3941 (0.4188) loss_giou_dn_5: 0.3942 (0.4190) loss_vfl: 0.6359 (0.6623) loss_vfl_aux_0: 0.7360 (0.7613) loss_vfl_aux_1: 0.6808 (0.7151) loss_vfl_aux_2: 0.6712 (0.6888) loss_vfl_aux_3: 0.6460 (0.6737) loss_vfl_aux_4: 0.6453 (0.6661) loss_vfl_aux_5: 0.7407 (0.7479) loss_vfl_dn_0: 0.4482 (0.4478) loss_vfl_dn_1: 0.3819 (0.3821) loss_vfl_dn_2: 0.3631 (0.3663) loss_vfl_dn_3: 0.3569 (0.3590) loss_vfl_dn_4: 0.3538 (0.3565) loss_vfl_dn_5: 0.3515 (0.3557) time: 0.4884 data: 0.0141 max mem: 5654 Epoch: [54] [3700/7393] eta: 0:30:21 lr: 0.000010 loss: 15.5010 (15.4920) loss_bbox: 0.1527 (0.1489) loss_bbox_aux_0: 0.1653 (0.1611) loss_bbox_aux_1: 0.1675 (0.1539) loss_bbox_aux_2: 0.1573 (0.1511) loss_bbox_aux_3: 0.1579 (0.1497) loss_bbox_aux_4: 0.1547 (0.1490) loss_bbox_aux_5: 0.2094 (0.1972) loss_bbox_dn_0: 0.2651 (0.2588) loss_bbox_dn_1: 0.1918 (0.1891) loss_bbox_dn_2: 0.1758 (0.1686) loss_bbox_dn_3: 0.1700 (0.1628) loss_bbox_dn_4: 0.1693 (0.1614) loss_bbox_dn_5: 0.1693 (0.1614) loss_giou: 0.4283 (0.4651) loss_giou_aux_0: 0.4621 (0.4887) loss_giou_aux_1: 0.4389 (0.4755) loss_giou_aux_2: 0.4357 (0.4696) loss_giou_aux_3: 0.4329 (0.4669) loss_giou_aux_4: 0.4343 (0.4655) loss_giou_aux_5: 0.5170 (0.5528) loss_giou_dn_0: 0.5407 (0.5675) loss_giou_dn_1: 0.4348 (0.4598) loss_giou_dn_2: 0.4096 (0.4288) loss_giou_dn_3: 0.4000 (0.4206) loss_giou_dn_4: 0.3969 (0.4185) loss_giou_dn_5: 0.3969 (0.4187) loss_vfl: 0.6614 (0.6622) loss_vfl_aux_0: 0.7694 (0.7611) loss_vfl_aux_1: 0.7188 (0.7148) loss_vfl_aux_2: 0.6770 (0.6886) loss_vfl_aux_3: 0.6608 (0.6735) loss_vfl_aux_4: 0.6638 (0.6659) loss_vfl_aux_5: 0.7496 (0.7478) loss_vfl_dn_0: 0.4435 (0.4477) loss_vfl_dn_1: 0.3703 (0.3820) loss_vfl_dn_2: 0.3559 (0.3662) loss_vfl_dn_3: 0.3485 (0.3589) loss_vfl_dn_4: 0.3473 (0.3563) loss_vfl_dn_5: 0.3487 (0.3556) time: 0.7634 data: 0.0140 max mem: 5654 Epoch: [54] [3800/7393] eta: 0:29:31 lr: 0.000010 loss: 15.3491 (15.4898) loss_bbox: 0.1425 (0.1489) loss_bbox_aux_0: 0.1554 (0.1611) loss_bbox_aux_1: 0.1509 (0.1539) loss_bbox_aux_2: 0.1437 (0.1511) loss_bbox_aux_3: 0.1453 (0.1497) loss_bbox_aux_4: 0.1471 (0.1490) loss_bbox_aux_5: 0.1948 (0.1972) loss_bbox_dn_0: 0.2564 (0.2588) loss_bbox_dn_1: 0.1882 (0.1890) loss_bbox_dn_2: 0.1697 (0.1686) loss_bbox_dn_3: 0.1667 (0.1629) loss_bbox_dn_4: 0.1655 (0.1614) loss_bbox_dn_5: 0.1655 (0.1614) loss_giou: 0.4334 (0.4649) loss_giou_aux_0: 0.4559 (0.4884) loss_giou_aux_1: 0.4355 (0.4752) loss_giou_aux_2: 0.4363 (0.4694) loss_giou_aux_3: 0.4324 (0.4666) loss_giou_aux_4: 0.4425 (0.4652) loss_giou_aux_5: 0.5124 (0.5525) loss_giou_dn_0: 0.5547 (0.5673) loss_giou_dn_1: 0.4479 (0.4596) loss_giou_dn_2: 0.4151 (0.4286) loss_giou_dn_3: 0.4095 (0.4204) loss_giou_dn_4: 0.4044 (0.4184) loss_giou_dn_5: 0.4048 (0.4185) loss_vfl: 0.6820 (0.6624) loss_vfl_aux_0: 0.7962 (0.7614) loss_vfl_aux_1: 0.7280 (0.7150) loss_vfl_aux_2: 0.7059 (0.6887) loss_vfl_aux_3: 0.6970 (0.6737) loss_vfl_aux_4: 0.6766 (0.6661) loss_vfl_aux_5: 0.7728 (0.7479) loss_vfl_dn_0: 0.4475 (0.4477) loss_vfl_dn_1: 0.3793 (0.3820) loss_vfl_dn_2: 0.3627 (0.3661) loss_vfl_dn_3: 0.3570 (0.3589) loss_vfl_dn_4: 0.3558 (0.3563) loss_vfl_dn_5: 0.3545 (0.3556) time: 0.4843 data: 0.0138 max mem: 5654 Epoch: [54] [3900/7393] eta: 0:28:47 lr: 0.000010 loss: 15.5151 (15.4894) loss_bbox: 0.1540 (0.1490) loss_bbox_aux_0: 0.1790 (0.1611) loss_bbox_aux_1: 0.1671 (0.1540) loss_bbox_aux_2: 0.1588 (0.1511) loss_bbox_aux_3: 0.1568 (0.1498) loss_bbox_aux_4: 0.1600 (0.1490) loss_bbox_aux_5: 0.1941 (0.1973) loss_bbox_dn_0: 0.2860 (0.2588) loss_bbox_dn_1: 0.1910 (0.1891) loss_bbox_dn_2: 0.1591 (0.1686) loss_bbox_dn_3: 0.1458 (0.1629) loss_bbox_dn_4: 0.1433 (0.1615) loss_bbox_dn_5: 0.1434 (0.1615) loss_giou: 0.4186 (0.4646) loss_giou_aux_0: 0.4477 (0.4881) loss_giou_aux_1: 0.4356 (0.4750) loss_giou_aux_2: 0.4307 (0.4692) loss_giou_aux_3: 0.4172 (0.4664) loss_giou_aux_4: 0.4198 (0.4650) loss_giou_aux_5: 0.5368 (0.5522) loss_giou_dn_0: 0.5542 (0.5672) loss_giou_dn_1: 0.4485 (0.4594) loss_giou_dn_2: 0.4274 (0.4285) loss_giou_dn_3: 0.4150 (0.4203) loss_giou_dn_4: 0.4120 (0.4182) loss_giou_dn_5: 0.4123 (0.4184) loss_vfl: 0.6575 (0.6626) loss_vfl_aux_0: 0.7728 (0.7617) loss_vfl_aux_1: 0.7135 (0.7151) loss_vfl_aux_2: 0.6659 (0.6890) loss_vfl_aux_3: 0.6543 (0.6738) loss_vfl_aux_4: 0.6614 (0.6663) loss_vfl_aux_5: 0.7547 (0.7483) loss_vfl_dn_0: 0.4565 (0.4477) loss_vfl_dn_1: 0.3847 (0.3819) loss_vfl_dn_2: 0.3651 (0.3661) loss_vfl_dn_3: 0.3602 (0.3589) loss_vfl_dn_4: 0.3579 (0.3563) loss_vfl_dn_5: 0.3572 (0.3556) time: 0.4750 data: 0.0145 max mem: 5654 Epoch: [54] [4000/7393] eta: 0:27:56 lr: 0.000010 loss: 15.6257 (15.4902) loss_bbox: 0.1380 (0.1489) loss_bbox_aux_0: 0.1567 (0.1611) loss_bbox_aux_1: 0.1404 (0.1539) loss_bbox_aux_2: 0.1359 (0.1511) loss_bbox_aux_3: 0.1419 (0.1498) loss_bbox_aux_4: 0.1409 (0.1490) loss_bbox_aux_5: 0.1866 (0.1972) loss_bbox_dn_0: 0.2458 (0.2588) loss_bbox_dn_1: 0.1867 (0.1891) loss_bbox_dn_2: 0.1731 (0.1686) loss_bbox_dn_3: 0.1674 (0.1629) loss_bbox_dn_4: 0.1671 (0.1615) loss_bbox_dn_5: 0.1667 (0.1615) loss_giou: 0.4703 (0.4648) loss_giou_aux_0: 0.5043 (0.4883) loss_giou_aux_1: 0.4871 (0.4751) loss_giou_aux_2: 0.4809 (0.4693) loss_giou_aux_3: 0.4773 (0.4667) loss_giou_aux_4: 0.4656 (0.4652) loss_giou_aux_5: 0.5581 (0.5523) loss_giou_dn_0: 0.5574 (0.5673) loss_giou_dn_1: 0.4439 (0.4596) loss_giou_dn_2: 0.4189 (0.4286) loss_giou_dn_3: 0.4082 (0.4204) loss_giou_dn_4: 0.4075 (0.4183) loss_giou_dn_5: 0.4076 (0.4185) loss_vfl: 0.6666 (0.6624) loss_vfl_aux_0: 0.7625 (0.7616) loss_vfl_aux_1: 0.7050 (0.7152) loss_vfl_aux_2: 0.6792 (0.6889) loss_vfl_aux_3: 0.6662 (0.6734) loss_vfl_aux_4: 0.6714 (0.6661) loss_vfl_aux_5: 0.7611 (0.7483) loss_vfl_dn_0: 0.4517 (0.4477) loss_vfl_dn_1: 0.3824 (0.3819) loss_vfl_dn_2: 0.3648 (0.3661) loss_vfl_dn_3: 0.3596 (0.3589) loss_vfl_dn_4: 0.3574 (0.3563) loss_vfl_dn_5: 0.3557 (0.3556) time: 0.4861 data: 0.0136 max mem: 5654 Epoch: [54] [4100/7393] eta: 0:27:06 lr: 0.000010 loss: 15.5315 (15.4926) loss_bbox: 0.1529 (0.1492) loss_bbox_aux_0: 0.1571 (0.1612) loss_bbox_aux_1: 0.1480 (0.1540) loss_bbox_aux_2: 0.1542 (0.1512) loss_bbox_aux_3: 0.1498 (0.1500) loss_bbox_aux_4: 0.1516 (0.1492) loss_bbox_aux_5: 0.1945 (0.1973) loss_bbox_dn_0: 0.2594 (0.2590) loss_bbox_dn_1: 0.1921 (0.1892) loss_bbox_dn_2: 0.1707 (0.1688) loss_bbox_dn_3: 0.1619 (0.1631) loss_bbox_dn_4: 0.1605 (0.1616) loss_bbox_dn_5: 0.1606 (0.1617) loss_giou: 0.4373 (0.4653) loss_giou_aux_0: 0.4516 (0.4884) loss_giou_aux_1: 0.4256 (0.4753) loss_giou_aux_2: 0.4167 (0.4696) loss_giou_aux_3: 0.4334 (0.4672) loss_giou_aux_4: 0.4364 (0.4657) loss_giou_aux_5: 0.5299 (0.5524) loss_giou_dn_0: 0.5519 (0.5675) loss_giou_dn_1: 0.4427 (0.4597) loss_giou_dn_2: 0.4239 (0.4288) loss_giou_dn_3: 0.4134 (0.4206) loss_giou_dn_4: 0.4130 (0.4185) loss_giou_dn_5: 0.4132 (0.4187) loss_vfl: 0.6375 (0.6618) loss_vfl_aux_0: 0.7758 (0.7614) loss_vfl_aux_1: 0.7314 (0.7149) loss_vfl_aux_2: 0.6924 (0.6886) loss_vfl_aux_3: 0.6523 (0.6729) loss_vfl_aux_4: 0.6473 (0.6654) loss_vfl_aux_5: 0.7325 (0.7480) loss_vfl_dn_0: 0.4447 (0.4476) loss_vfl_dn_1: 0.3829 (0.3819) loss_vfl_dn_2: 0.3664 (0.3661) loss_vfl_dn_3: 0.3614 (0.3589) loss_vfl_dn_4: 0.3606 (0.3563) loss_vfl_dn_5: 0.3603 (0.3556) time: 0.4733 data: 0.0139 max mem: 5654 Epoch: [54] [4200/7393] eta: 0:26:15 lr: 0.000010 loss: 15.0514 (15.4955) loss_bbox: 0.1525 (0.1492) loss_bbox_aux_0: 0.1631 (0.1611) loss_bbox_aux_1: 0.1513 (0.1540) loss_bbox_aux_2: 0.1524 (0.1513) loss_bbox_aux_3: 0.1527 (0.1500) loss_bbox_aux_4: 0.1532 (0.1493) loss_bbox_aux_5: 0.1969 (0.1973) loss_bbox_dn_0: 0.2648 (0.2590) loss_bbox_dn_1: 0.1891 (0.1892) loss_bbox_dn_2: 0.1824 (0.1688) loss_bbox_dn_3: 0.1757 (0.1631) loss_bbox_dn_4: 0.1715 (0.1617) loss_bbox_dn_5: 0.1715 (0.1617) loss_giou: 0.4385 (0.4656) loss_giou_aux_0: 0.4472 (0.4886) loss_giou_aux_1: 0.4453 (0.4755) loss_giou_aux_2: 0.4478 (0.4699) loss_giou_aux_3: 0.4391 (0.4674) loss_giou_aux_4: 0.4470 (0.4659) loss_giou_aux_5: 0.5116 (0.5525) loss_giou_dn_0: 0.5477 (0.5676) loss_giou_dn_1: 0.4332 (0.4599) loss_giou_dn_2: 0.4047 (0.4290) loss_giou_dn_3: 0.4002 (0.4207) loss_giou_dn_4: 0.3990 (0.4187) loss_giou_dn_5: 0.3990 (0.4189) loss_vfl: 0.6643 (0.6618) loss_vfl_aux_0: 0.7468 (0.7614) loss_vfl_aux_1: 0.7105 (0.7149) loss_vfl_aux_2: 0.7009 (0.6885) loss_vfl_aux_3: 0.6735 (0.6731) loss_vfl_aux_4: 0.6701 (0.6655) loss_vfl_aux_5: 0.7345 (0.7479) loss_vfl_dn_0: 0.4445 (0.4476) loss_vfl_dn_1: 0.3839 (0.3820) loss_vfl_dn_2: 0.3688 (0.3661) loss_vfl_dn_3: 0.3622 (0.3589) loss_vfl_dn_4: 0.3578 (0.3563) loss_vfl_dn_5: 0.3561 (0.3556) time: 0.4796 data: 0.0140 max mem: 5654 Epoch: [54] [4300/7393] eta: 0:25:25 lr: 0.000010 loss: 15.3234 (15.4988) loss_bbox: 0.1327 (0.1492) loss_bbox_aux_0: 0.1483 (0.1611) loss_bbox_aux_1: 0.1399 (0.1540) loss_bbox_aux_2: 0.1417 (0.1512) loss_bbox_aux_3: 0.1357 (0.1500) loss_bbox_aux_4: 0.1324 (0.1492) loss_bbox_aux_5: 0.1844 (0.1973) loss_bbox_dn_0: 0.2354 (0.2590) loss_bbox_dn_1: 0.1752 (0.1892) loss_bbox_dn_2: 0.1574 (0.1688) loss_bbox_dn_3: 0.1525 (0.1631) loss_bbox_dn_4: 0.1526 (0.1617) loss_bbox_dn_5: 0.1526 (0.1617) loss_giou: 0.4714 (0.4657) loss_giou_aux_0: 0.4943 (0.4886) loss_giou_aux_1: 0.4863 (0.4756) loss_giou_aux_2: 0.4703 (0.4700) loss_giou_aux_3: 0.4679 (0.4675) loss_giou_aux_4: 0.4690 (0.4660) loss_giou_aux_5: 0.5592 (0.5526) loss_giou_dn_0: 0.5708 (0.5677) loss_giou_dn_1: 0.4585 (0.4600) loss_giou_dn_2: 0.4272 (0.4291) loss_giou_dn_3: 0.4217 (0.4208) loss_giou_dn_4: 0.4189 (0.4188) loss_giou_dn_5: 0.4193 (0.4190) loss_vfl: 0.6605 (0.6620) loss_vfl_aux_0: 0.7422 (0.7619) loss_vfl_aux_1: 0.7082 (0.7153) loss_vfl_aux_2: 0.6772 (0.6888) loss_vfl_aux_3: 0.6704 (0.6734) loss_vfl_aux_4: 0.6667 (0.6657) loss_vfl_aux_5: 0.7422 (0.7481) loss_vfl_dn_0: 0.4445 (0.4476) loss_vfl_dn_1: 0.3813 (0.3819) loss_vfl_dn_2: 0.3671 (0.3661) loss_vfl_dn_3: 0.3607 (0.3589) loss_vfl_dn_4: 0.3592 (0.3563) loss_vfl_dn_5: 0.3595 (0.3556) time: 0.4884 data: 0.0142 max mem: 5654 Epoch: [54] [4400/7393] eta: 0:24:39 lr: 0.000010 loss: 14.9995 (15.4974) loss_bbox: 0.1290 (0.1492) loss_bbox_aux_0: 0.1400 (0.1610) loss_bbox_aux_1: 0.1338 (0.1539) loss_bbox_aux_2: 0.1313 (0.1512) loss_bbox_aux_3: 0.1287 (0.1500) loss_bbox_aux_4: 0.1318 (0.1492) loss_bbox_aux_5: 0.1813 (0.1973) loss_bbox_dn_0: 0.2210 (0.2588) loss_bbox_dn_1: 0.1649 (0.1892) loss_bbox_dn_2: 0.1452 (0.1688) loss_bbox_dn_3: 0.1402 (0.1631) loss_bbox_dn_4: 0.1393 (0.1617) loss_bbox_dn_5: 0.1393 (0.1617) loss_giou: 0.4452 (0.4655) loss_giou_aux_0: 0.4626 (0.4884) loss_giou_aux_1: 0.4453 (0.4754) loss_giou_aux_2: 0.4424 (0.4698) loss_giou_aux_3: 0.4479 (0.4672) loss_giou_aux_4: 0.4509 (0.4658) loss_giou_aux_5: 0.5117 (0.5523) loss_giou_dn_0: 0.5525 (0.5676) loss_giou_dn_1: 0.4510 (0.4599) loss_giou_dn_2: 0.4241 (0.4290) loss_giou_dn_3: 0.4142 (0.4208) loss_giou_dn_4: 0.4125 (0.4187) loss_giou_dn_5: 0.4123 (0.4189) loss_vfl: 0.6368 (0.6622) loss_vfl_aux_0: 0.7348 (0.7621) loss_vfl_aux_1: 0.6866 (0.7154) loss_vfl_aux_2: 0.6606 (0.6890) loss_vfl_aux_3: 0.6414 (0.6736) loss_vfl_aux_4: 0.6405 (0.6659) loss_vfl_aux_5: 0.7500 (0.7483) loss_vfl_dn_0: 0.4441 (0.4476) loss_vfl_dn_1: 0.3770 (0.3820) loss_vfl_dn_2: 0.3621 (0.3661) loss_vfl_dn_3: 0.3577 (0.3589) loss_vfl_dn_4: 0.3559 (0.3564) loss_vfl_dn_5: 0.3554 (0.3556) time: 0.4820 data: 0.0147 max mem: 5654 Epoch: [54] [4500/7393] eta: 0:23:49 lr: 0.000010 loss: 15.5443 (15.5002) loss_bbox: 0.1507 (0.1493) loss_bbox_aux_0: 0.1598 (0.1611) loss_bbox_aux_1: 0.1589 (0.1540) loss_bbox_aux_2: 0.1564 (0.1513) loss_bbox_aux_3: 0.1458 (0.1500) loss_bbox_aux_4: 0.1508 (0.1493) loss_bbox_aux_5: 0.1788 (0.1974) loss_bbox_dn_0: 0.2560 (0.2592) loss_bbox_dn_1: 0.1874 (0.1895) loss_bbox_dn_2: 0.1737 (0.1690) loss_bbox_dn_3: 0.1682 (0.1633) loss_bbox_dn_4: 0.1671 (0.1619) loss_bbox_dn_5: 0.1672 (0.1619) loss_giou: 0.4540 (0.4653) loss_giou_aux_0: 0.4855 (0.4882) loss_giou_aux_1: 0.4749 (0.4751) loss_giou_aux_2: 0.4676 (0.4696) loss_giou_aux_3: 0.4539 (0.4670) loss_giou_aux_4: 0.4543 (0.4656) loss_giou_aux_5: 0.5544 (0.5521) loss_giou_dn_0: 0.5707 (0.5675) loss_giou_dn_1: 0.4585 (0.4598) loss_giou_dn_2: 0.4264 (0.4290) loss_giou_dn_3: 0.4135 (0.4207) loss_giou_dn_4: 0.4107 (0.4186) loss_giou_dn_5: 0.4106 (0.4188) loss_vfl: 0.6587 (0.6624) loss_vfl_aux_0: 0.7712 (0.7626) loss_vfl_aux_1: 0.7047 (0.7159) loss_vfl_aux_2: 0.6838 (0.6894) loss_vfl_aux_3: 0.6679 (0.6739) loss_vfl_aux_4: 0.6644 (0.6661) loss_vfl_aux_5: 0.7585 (0.7486) loss_vfl_dn_0: 0.4485 (0.4476) loss_vfl_dn_1: 0.3868 (0.3820) loss_vfl_dn_2: 0.3728 (0.3661) loss_vfl_dn_3: 0.3687 (0.3589) loss_vfl_dn_4: 0.3680 (0.3564) loss_vfl_dn_5: 0.3673 (0.3557) time: 0.4915 data: 0.0139 max mem: 5654 Epoch: [54] [4600/7393] eta: 0:22:59 lr: 0.000010 loss: 15.7170 (15.4995) loss_bbox: 0.1345 (0.1493) loss_bbox_aux_0: 0.1432 (0.1611) loss_bbox_aux_1: 0.1369 (0.1540) loss_bbox_aux_2: 0.1373 (0.1513) loss_bbox_aux_3: 0.1342 (0.1500) loss_bbox_aux_4: 0.1354 (0.1493) loss_bbox_aux_5: 0.1715 (0.1974) loss_bbox_dn_0: 0.2487 (0.2592) loss_bbox_dn_1: 0.1755 (0.1895) loss_bbox_dn_2: 0.1561 (0.1691) loss_bbox_dn_3: 0.1493 (0.1633) loss_bbox_dn_4: 0.1461 (0.1619) loss_bbox_dn_5: 0.1460 (0.1619) loss_giou: 0.4833 (0.4652) loss_giou_aux_0: 0.5235 (0.4880) loss_giou_aux_1: 0.5101 (0.4750) loss_giou_aux_2: 0.4888 (0.4695) loss_giou_aux_3: 0.4842 (0.4669) loss_giou_aux_4: 0.4837 (0.4655) loss_giou_aux_5: 0.5750 (0.5520) loss_giou_dn_0: 0.5783 (0.5674) loss_giou_dn_1: 0.4770 (0.4597) loss_giou_dn_2: 0.4471 (0.4288) loss_giou_dn_3: 0.4378 (0.4206) loss_giou_dn_4: 0.4342 (0.4185) loss_giou_dn_5: 0.4341 (0.4187) loss_vfl: 0.6305 (0.6625) loss_vfl_aux_0: 0.7448 (0.7628) loss_vfl_aux_1: 0.7111 (0.7161) loss_vfl_aux_2: 0.6477 (0.6894) loss_vfl_aux_3: 0.6527 (0.6740) loss_vfl_aux_4: 0.6377 (0.6662) loss_vfl_aux_5: 0.7263 (0.7487) loss_vfl_dn_0: 0.4496 (0.4477) loss_vfl_dn_1: 0.3903 (0.3820) loss_vfl_dn_2: 0.3754 (0.3661) loss_vfl_dn_3: 0.3661 (0.3589) loss_vfl_dn_4: 0.3607 (0.3563) loss_vfl_dn_5: 0.3617 (0.3556) time: 0.4747 data: 0.0144 max mem: 5654 Epoch: [54] [4700/7393] eta: 0:22:08 lr: 0.000010 loss: 16.3909 (15.4988) loss_bbox: 0.1409 (0.1491) loss_bbox_aux_0: 0.1573 (0.1609) loss_bbox_aux_1: 0.1473 (0.1537) loss_bbox_aux_2: 0.1504 (0.1511) loss_bbox_aux_3: 0.1446 (0.1498) loss_bbox_aux_4: 0.1409 (0.1491) loss_bbox_aux_5: 0.1791 (0.1972) loss_bbox_dn_0: 0.2475 (0.2589) loss_bbox_dn_1: 0.1777 (0.1892) loss_bbox_dn_2: 0.1582 (0.1688) loss_bbox_dn_3: 0.1519 (0.1631) loss_bbox_dn_4: 0.1522 (0.1617) loss_bbox_dn_5: 0.1523 (0.1617) loss_giou: 0.5403 (0.4655) loss_giou_aux_0: 0.5526 (0.4883) loss_giou_aux_1: 0.5494 (0.4753) loss_giou_aux_2: 0.5424 (0.4698) loss_giou_aux_3: 0.5420 (0.4672) loss_giou_aux_4: 0.5405 (0.4658) loss_giou_aux_5: 0.6053 (0.5523) loss_giou_dn_0: 0.6033 (0.5675) loss_giou_dn_1: 0.5121 (0.4598) loss_giou_dn_2: 0.4741 (0.4289) loss_giou_dn_3: 0.4601 (0.4207) loss_giou_dn_4: 0.4570 (0.4186) loss_giou_dn_5: 0.4571 (0.4188) loss_vfl: 0.6567 (0.6625) loss_vfl_aux_0: 0.7404 (0.7628) loss_vfl_aux_1: 0.6996 (0.7160) loss_vfl_aux_2: 0.6739 (0.6893) loss_vfl_aux_3: 0.6656 (0.6740) loss_vfl_aux_4: 0.6622 (0.6662) loss_vfl_aux_5: 0.7250 (0.7486) loss_vfl_dn_0: 0.4479 (0.4476) loss_vfl_dn_1: 0.3772 (0.3820) loss_vfl_dn_2: 0.3655 (0.3661) loss_vfl_dn_3: 0.3556 (0.3589) loss_vfl_dn_4: 0.3524 (0.3563) loss_vfl_dn_5: 0.3512 (0.3556) time: 0.4864 data: 0.0144 max mem: 5654 Epoch: [54] [4800/7393] eta: 0:21:18 lr: 0.000010 loss: 16.0219 (15.5017) loss_bbox: 0.1362 (0.1490) loss_bbox_aux_0: 0.1422 (0.1609) loss_bbox_aux_1: 0.1465 (0.1537) loss_bbox_aux_2: 0.1437 (0.1510) loss_bbox_aux_3: 0.1366 (0.1498) loss_bbox_aux_4: 0.1363 (0.1491) loss_bbox_aux_5: 0.1760 (0.1971) loss_bbox_dn_0: 0.2293 (0.2589) loss_bbox_dn_1: 0.1689 (0.1892) loss_bbox_dn_2: 0.1503 (0.1688) loss_bbox_dn_3: 0.1433 (0.1631) loss_bbox_dn_4: 0.1397 (0.1617) loss_bbox_dn_5: 0.1398 (0.1617) loss_giou: 0.4990 (0.4656) loss_giou_aux_0: 0.5187 (0.4884) loss_giou_aux_1: 0.5124 (0.4754) loss_giou_aux_2: 0.5025 (0.4700) loss_giou_aux_3: 0.4953 (0.4673) loss_giou_aux_4: 0.5023 (0.4659) loss_giou_aux_5: 0.5838 (0.5524) loss_giou_dn_0: 0.6061 (0.5677) loss_giou_dn_1: 0.5004 (0.4600) loss_giou_dn_2: 0.4668 (0.4291) loss_giou_dn_3: 0.4603 (0.4209) loss_giou_dn_4: 0.4574 (0.4188) loss_giou_dn_5: 0.4577 (0.4190) loss_vfl: 0.6558 (0.6628) loss_vfl_aux_0: 0.7665 (0.7630) loss_vfl_aux_1: 0.7049 (0.7162) loss_vfl_aux_2: 0.6745 (0.6894) loss_vfl_aux_3: 0.6624 (0.6742) loss_vfl_aux_4: 0.6543 (0.6664) loss_vfl_aux_5: 0.7246 (0.7486) loss_vfl_dn_0: 0.4483 (0.4476) loss_vfl_dn_1: 0.3905 (0.3820) loss_vfl_dn_2: 0.3748 (0.3662) loss_vfl_dn_3: 0.3654 (0.3589) loss_vfl_dn_4: 0.3626 (0.3564) loss_vfl_dn_5: 0.3618 (0.3556) time: 0.4735 data: 0.0138 max mem: 5654 Epoch: [54] [4900/7393] eta: 0:20:28 lr: 0.000010 loss: 15.4806 (15.4990) loss_bbox: 0.1537 (0.1491) loss_bbox_aux_0: 0.1544 (0.1609) loss_bbox_aux_1: 0.1532 (0.1538) loss_bbox_aux_2: 0.1531 (0.1511) loss_bbox_aux_3: 0.1508 (0.1498) loss_bbox_aux_4: 0.1538 (0.1491) loss_bbox_aux_5: 0.1929 (0.1971) loss_bbox_dn_0: 0.2576 (0.2591) loss_bbox_dn_1: 0.1860 (0.1894) loss_bbox_dn_2: 0.1645 (0.1690) loss_bbox_dn_3: 0.1594 (0.1632) loss_bbox_dn_4: 0.1579 (0.1618) loss_bbox_dn_5: 0.1579 (0.1618) loss_giou: 0.3999 (0.4652) loss_giou_aux_0: 0.4230 (0.4880) loss_giou_aux_1: 0.4002 (0.4751) loss_giou_aux_2: 0.3931 (0.4696) loss_giou_aux_3: 0.3974 (0.4669) loss_giou_aux_4: 0.3899 (0.4655) loss_giou_aux_5: 0.4822 (0.5519) loss_giou_dn_0: 0.5502 (0.5676) loss_giou_dn_1: 0.4434 (0.4599) loss_giou_dn_2: 0.4056 (0.4289) loss_giou_dn_3: 0.3973 (0.4207) loss_giou_dn_4: 0.3963 (0.4186) loss_giou_dn_5: 0.3965 (0.4188) loss_vfl: 0.6359 (0.6627) loss_vfl_aux_0: 0.7639 (0.7631) loss_vfl_aux_1: 0.7034 (0.7162) loss_vfl_aux_2: 0.6560 (0.6894) loss_vfl_aux_3: 0.6331 (0.6742) loss_vfl_aux_4: 0.6280 (0.6664) loss_vfl_aux_5: 0.7459 (0.7487) loss_vfl_dn_0: 0.4487 (0.4476) loss_vfl_dn_1: 0.3800 (0.3820) loss_vfl_dn_2: 0.3644 (0.3661) loss_vfl_dn_3: 0.3553 (0.3589) loss_vfl_dn_4: 0.3539 (0.3563) loss_vfl_dn_5: 0.3540 (0.3556) time: 0.4928 data: 0.0144 max mem: 5654 Epoch: [54] [5000/7393] eta: 0:19:39 lr: 0.000010 loss: 15.3631 (15.4984) loss_bbox: 0.1487 (0.1491) loss_bbox_aux_0: 0.1583 (0.1609) loss_bbox_aux_1: 0.1525 (0.1537) loss_bbox_aux_2: 0.1541 (0.1511) loss_bbox_aux_3: 0.1488 (0.1498) loss_bbox_aux_4: 0.1503 (0.1491) loss_bbox_aux_5: 0.1913 (0.1971) loss_bbox_dn_0: 0.2434 (0.2592) loss_bbox_dn_1: 0.1731 (0.1894) loss_bbox_dn_2: 0.1570 (0.1690) loss_bbox_dn_3: 0.1506 (0.1632) loss_bbox_dn_4: 0.1509 (0.1618) loss_bbox_dn_5: 0.1510 (0.1618) loss_giou: 0.4044 (0.4649) loss_giou_aux_0: 0.4368 (0.4878) loss_giou_aux_1: 0.4221 (0.4748) loss_giou_aux_2: 0.4109 (0.4694) loss_giou_aux_3: 0.3971 (0.4667) loss_giou_aux_4: 0.3980 (0.4652) loss_giou_aux_5: 0.4977 (0.5517) loss_giou_dn_0: 0.5480 (0.5675) loss_giou_dn_1: 0.4467 (0.4597) loss_giou_dn_2: 0.4216 (0.4288) loss_giou_dn_3: 0.4105 (0.4205) loss_giou_dn_4: 0.4081 (0.4184) loss_giou_dn_5: 0.4081 (0.4186) loss_vfl: 0.6613 (0.6630) loss_vfl_aux_0: 0.7488 (0.7634) loss_vfl_aux_1: 0.7165 (0.7165) loss_vfl_aux_2: 0.6864 (0.6896) loss_vfl_aux_3: 0.6709 (0.6744) loss_vfl_aux_4: 0.6588 (0.6667) loss_vfl_aux_5: 0.7358 (0.7489) loss_vfl_dn_0: 0.4461 (0.4476) loss_vfl_dn_1: 0.3768 (0.3820) loss_vfl_dn_2: 0.3630 (0.3661) loss_vfl_dn_3: 0.3561 (0.3589) loss_vfl_dn_4: 0.3547 (0.3563) loss_vfl_dn_5: 0.3534 (0.3556) time: 0.4800 data: 0.0137 max mem: 5654 Epoch: [54] [5100/7393] eta: 0:18:49 lr: 0.000010 loss: 14.9831 (15.4986) loss_bbox: 0.1442 (0.1491) loss_bbox_aux_0: 0.1596 (0.1610) loss_bbox_aux_1: 0.1482 (0.1538) loss_bbox_aux_2: 0.1426 (0.1511) loss_bbox_aux_3: 0.1392 (0.1499) loss_bbox_aux_4: 0.1440 (0.1492) loss_bbox_aux_5: 0.1807 (0.1972) loss_bbox_dn_0: 0.2713 (0.2593) loss_bbox_dn_1: 0.1950 (0.1895) loss_bbox_dn_2: 0.1796 (0.1691) loss_bbox_dn_3: 0.1773 (0.1633) loss_bbox_dn_4: 0.1770 (0.1619) loss_bbox_dn_5: 0.1768 (0.1619) loss_giou: 0.4320 (0.4649) loss_giou_aux_0: 0.4489 (0.4877) loss_giou_aux_1: 0.4280 (0.4747) loss_giou_aux_2: 0.4405 (0.4693) loss_giou_aux_3: 0.4467 (0.4666) loss_giou_aux_4: 0.4331 (0.4652) loss_giou_aux_5: 0.5356 (0.5516) loss_giou_dn_0: 0.5483 (0.5674) loss_giou_dn_1: 0.4406 (0.4597) loss_giou_dn_2: 0.4096 (0.4287) loss_giou_dn_3: 0.4012 (0.4204) loss_giou_dn_4: 0.3975 (0.4184) loss_giou_dn_5: 0.3980 (0.4186) loss_vfl: 0.6420 (0.6631) loss_vfl_aux_0: 0.7643 (0.7634) loss_vfl_aux_1: 0.7113 (0.7164) loss_vfl_aux_2: 0.6810 (0.6896) loss_vfl_aux_3: 0.6501 (0.6744) loss_vfl_aux_4: 0.6447 (0.6668) loss_vfl_aux_5: 0.7550 (0.7490) loss_vfl_dn_0: 0.4530 (0.4476) loss_vfl_dn_1: 0.3826 (0.3820) loss_vfl_dn_2: 0.3652 (0.3661) loss_vfl_dn_3: 0.3590 (0.3589) loss_vfl_dn_4: 0.3555 (0.3563) loss_vfl_dn_5: 0.3554 (0.3556) time: 0.4715 data: 0.0136 max mem: 5654 Epoch: [54] [5200/7393] eta: 0:17:59 lr: 0.000010 loss: 15.4845 (15.5016) loss_bbox: 0.1321 (0.1491) loss_bbox_aux_0: 0.1439 (0.1610) loss_bbox_aux_1: 0.1373 (0.1537) loss_bbox_aux_2: 0.1301 (0.1511) loss_bbox_aux_3: 0.1342 (0.1498) loss_bbox_aux_4: 0.1322 (0.1491) loss_bbox_aux_5: 0.1787 (0.1970) loss_bbox_dn_0: 0.2108 (0.2592) loss_bbox_dn_1: 0.1585 (0.1895) loss_bbox_dn_2: 0.1378 (0.1691) loss_bbox_dn_3: 0.1304 (0.1633) loss_bbox_dn_4: 0.1296 (0.1619) loss_bbox_dn_5: 0.1297 (0.1619) loss_giou: 0.4704 (0.4650) loss_giou_aux_0: 0.4856 (0.4879) loss_giou_aux_1: 0.4619 (0.4749) loss_giou_aux_2: 0.4705 (0.4695) loss_giou_aux_3: 0.4683 (0.4667) loss_giou_aux_4: 0.4657 (0.4653) loss_giou_aux_5: 0.5451 (0.5517) loss_giou_dn_0: 0.5868 (0.5676) loss_giou_dn_1: 0.4836 (0.4598) loss_giou_dn_2: 0.4493 (0.4289) loss_giou_dn_3: 0.4463 (0.4206) loss_giou_dn_4: 0.4433 (0.4185) loss_giou_dn_5: 0.4437 (0.4187) loss_vfl: 0.6545 (0.6633) loss_vfl_aux_0: 0.7228 (0.7634) loss_vfl_aux_1: 0.6989 (0.7166) loss_vfl_aux_2: 0.6940 (0.6896) loss_vfl_aux_3: 0.6636 (0.6747) loss_vfl_aux_4: 0.6641 (0.6670) loss_vfl_aux_5: 0.7083 (0.7492) loss_vfl_dn_0: 0.4446 (0.4476) loss_vfl_dn_1: 0.3891 (0.3820) loss_vfl_dn_2: 0.3753 (0.3662) loss_vfl_dn_3: 0.3674 (0.3590) loss_vfl_dn_4: 0.3662 (0.3564) loss_vfl_dn_5: 0.3673 (0.3557) time: 0.4865 data: 0.0141 max mem: 5654 Epoch: [54] [5300/7393] eta: 0:17:12 lr: 0.000010 loss: 15.8228 (15.5019) loss_bbox: 0.1589 (0.1491) loss_bbox_aux_0: 0.1669 (0.1610) loss_bbox_aux_1: 0.1612 (0.1537) loss_bbox_aux_2: 0.1638 (0.1511) loss_bbox_aux_3: 0.1574 (0.1498) loss_bbox_aux_4: 0.1589 (0.1491) loss_bbox_aux_5: 0.2086 (0.1970) loss_bbox_dn_0: 0.2532 (0.2592) loss_bbox_dn_1: 0.1848 (0.1895) loss_bbox_dn_2: 0.1616 (0.1691) loss_bbox_dn_3: 0.1561 (0.1633) loss_bbox_dn_4: 0.1561 (0.1619) loss_bbox_dn_5: 0.1561 (0.1619) loss_giou: 0.4626 (0.4653) loss_giou_aux_0: 0.4646 (0.4881) loss_giou_aux_1: 0.4637 (0.4751) loss_giou_aux_2: 0.4716 (0.4698) loss_giou_aux_3: 0.4610 (0.4670) loss_giou_aux_4: 0.4664 (0.4656) loss_giou_aux_5: 0.5407 (0.5519) loss_giou_dn_0: 0.5857 (0.5677) loss_giou_dn_1: 0.4804 (0.4599) loss_giou_dn_2: 0.4424 (0.4290) loss_giou_dn_3: 0.4283 (0.4207) loss_giou_dn_4: 0.4222 (0.4187) loss_giou_dn_5: 0.4224 (0.4188) loss_vfl: 0.6640 (0.6630) loss_vfl_aux_0: 0.7273 (0.7631) loss_vfl_aux_1: 0.6980 (0.7164) loss_vfl_aux_2: 0.6899 (0.6892) loss_vfl_aux_3: 0.6827 (0.6744) loss_vfl_aux_4: 0.6571 (0.6667) loss_vfl_aux_5: 0.7266 (0.7489) loss_vfl_dn_0: 0.4493 (0.4476) loss_vfl_dn_1: 0.3914 (0.3820) loss_vfl_dn_2: 0.3724 (0.3662) loss_vfl_dn_3: 0.3620 (0.3590) loss_vfl_dn_4: 0.3589 (0.3564) loss_vfl_dn_5: 0.3566 (0.3557) time: 0.7471 data: 0.0142 max mem: 5654 Epoch: [54] [5400/7393] eta: 0:16:22 lr: 0.000010 loss: 15.1085 (15.5055) loss_bbox: 0.1272 (0.1491) loss_bbox_aux_0: 0.1521 (0.1610) loss_bbox_aux_1: 0.1455 (0.1538) loss_bbox_aux_2: 0.1324 (0.1512) loss_bbox_aux_3: 0.1305 (0.1498) loss_bbox_aux_4: 0.1272 (0.1491) loss_bbox_aux_5: 0.1736 (0.1970) loss_bbox_dn_0: 0.2266 (0.2591) loss_bbox_dn_1: 0.1586 (0.1894) loss_bbox_dn_2: 0.1448 (0.1690) loss_bbox_dn_3: 0.1378 (0.1633) loss_bbox_dn_4: 0.1358 (0.1618) loss_bbox_dn_5: 0.1358 (0.1619) loss_giou: 0.4276 (0.4655) loss_giou_aux_0: 0.4677 (0.4884) loss_giou_aux_1: 0.4504 (0.4754) loss_giou_aux_2: 0.4467 (0.4701) loss_giou_aux_3: 0.4356 (0.4672) loss_giou_aux_4: 0.4326 (0.4658) loss_giou_aux_5: 0.5317 (0.5520) loss_giou_dn_0: 0.5553 (0.5680) loss_giou_dn_1: 0.4589 (0.4602) loss_giou_dn_2: 0.4331 (0.4293) loss_giou_dn_3: 0.4240 (0.4210) loss_giou_dn_4: 0.4223 (0.4189) loss_giou_dn_5: 0.4223 (0.4191) loss_vfl: 0.6405 (0.6631) loss_vfl_aux_0: 0.7229 (0.7631) loss_vfl_aux_1: 0.6780 (0.7164) loss_vfl_aux_2: 0.6539 (0.6892) loss_vfl_aux_3: 0.6448 (0.6744) loss_vfl_aux_4: 0.6398 (0.6668) loss_vfl_aux_5: 0.7143 (0.7490) loss_vfl_dn_0: 0.4423 (0.4476) loss_vfl_dn_1: 0.3760 (0.3821) loss_vfl_dn_2: 0.3595 (0.3663) loss_vfl_dn_3: 0.3561 (0.3590) loss_vfl_dn_4: 0.3535 (0.3565) loss_vfl_dn_5: 0.3543 (0.3558) time: 0.4802 data: 0.0140 max mem: 5654 Epoch: [54] [5500/7393] eta: 0:15:33 lr: 0.000010 loss: 15.1904 (15.5013) loss_bbox: 0.1572 (0.1492) loss_bbox_aux_0: 0.1655 (0.1611) loss_bbox_aux_1: 0.1572 (0.1539) loss_bbox_aux_2: 0.1563 (0.1513) loss_bbox_aux_3: 0.1572 (0.1499) loss_bbox_aux_4: 0.1586 (0.1492) loss_bbox_aux_5: 0.1996 (0.1970) loss_bbox_dn_0: 0.2755 (0.2590) loss_bbox_dn_1: 0.1844 (0.1893) loss_bbox_dn_2: 0.1647 (0.1690) loss_bbox_dn_3: 0.1585 (0.1632) loss_bbox_dn_4: 0.1577 (0.1618) loss_bbox_dn_5: 0.1578 (0.1618) loss_giou: 0.4202 (0.4654) loss_giou_aux_0: 0.4496 (0.4883) loss_giou_aux_1: 0.4315 (0.4753) loss_giou_aux_2: 0.4312 (0.4700) loss_giou_aux_3: 0.4179 (0.4671) loss_giou_aux_4: 0.4200 (0.4657) loss_giou_aux_5: 0.5068 (0.5519) loss_giou_dn_0: 0.5418 (0.5678) loss_giou_dn_1: 0.4250 (0.4600) loss_giou_dn_2: 0.3831 (0.4291) loss_giou_dn_3: 0.3760 (0.4208) loss_giou_dn_4: 0.3734 (0.4188) loss_giou_dn_5: 0.3735 (0.4190) loss_vfl: 0.6477 (0.6627) loss_vfl_aux_0: 0.7396 (0.7627) loss_vfl_aux_1: 0.6960 (0.7160) loss_vfl_aux_2: 0.6705 (0.6888) loss_vfl_aux_3: 0.6571 (0.6741) loss_vfl_aux_4: 0.6427 (0.6665) loss_vfl_aux_5: 0.7247 (0.7487) loss_vfl_dn_0: 0.4433 (0.4476) loss_vfl_dn_1: 0.3792 (0.3820) loss_vfl_dn_2: 0.3584 (0.3662) loss_vfl_dn_3: 0.3523 (0.3590) loss_vfl_dn_4: 0.3508 (0.3564) loss_vfl_dn_5: 0.3493 (0.3557) time: 0.4940 data: 0.0140 max mem: 5654 Epoch: [54] [5600/7393] eta: 0:14:43 lr: 0.000010 loss: 15.1731 (15.5015) loss_bbox: 0.1453 (0.1492) loss_bbox_aux_0: 0.1530 (0.1613) loss_bbox_aux_1: 0.1458 (0.1539) loss_bbox_aux_2: 0.1472 (0.1513) loss_bbox_aux_3: 0.1460 (0.1499) loss_bbox_aux_4: 0.1473 (0.1493) loss_bbox_aux_5: 0.1937 (0.1971) loss_bbox_dn_0: 0.2532 (0.2592) loss_bbox_dn_1: 0.1848 (0.1894) loss_bbox_dn_2: 0.1695 (0.1690) loss_bbox_dn_3: 0.1673 (0.1633) loss_bbox_dn_4: 0.1670 (0.1619) loss_bbox_dn_5: 0.1670 (0.1619) loss_giou: 0.4154 (0.4652) loss_giou_aux_0: 0.4300 (0.4881) loss_giou_aux_1: 0.4332 (0.4751) loss_giou_aux_2: 0.4200 (0.4698) loss_giou_aux_3: 0.4183 (0.4669) loss_giou_aux_4: 0.4164 (0.4655) loss_giou_aux_5: 0.4827 (0.5517) loss_giou_dn_0: 0.5644 (0.5677) loss_giou_dn_1: 0.4493 (0.4599) loss_giou_dn_2: 0.4187 (0.4290) loss_giou_dn_3: 0.4101 (0.4207) loss_giou_dn_4: 0.4100 (0.4186) loss_giou_dn_5: 0.4101 (0.4188) loss_vfl: 0.6676 (0.6629) loss_vfl_aux_0: 0.7851 (0.7629) loss_vfl_aux_1: 0.7416 (0.7162) loss_vfl_aux_2: 0.7106 (0.6890) loss_vfl_aux_3: 0.6977 (0.6742) loss_vfl_aux_4: 0.6893 (0.6666) loss_vfl_aux_5: 0.7659 (0.7490) loss_vfl_dn_0: 0.4512 (0.4476) loss_vfl_dn_1: 0.3791 (0.3820) loss_vfl_dn_2: 0.3642 (0.3662) loss_vfl_dn_3: 0.3573 (0.3590) loss_vfl_dn_4: 0.3570 (0.3564) loss_vfl_dn_5: 0.3539 (0.3557) time: 0.4925 data: 0.0146 max mem: 5654 Epoch: [54] [5700/7393] eta: 0:13:54 lr: 0.000010 loss: 16.3561 (15.5040) loss_bbox: 0.1439 (0.1492) loss_bbox_aux_0: 0.1664 (0.1612) loss_bbox_aux_1: 0.1713 (0.1539) loss_bbox_aux_2: 0.1611 (0.1513) loss_bbox_aux_3: 0.1447 (0.1499) loss_bbox_aux_4: 0.1517 (0.1493) loss_bbox_aux_5: 0.2000 (0.1971) loss_bbox_dn_0: 0.2462 (0.2592) loss_bbox_dn_1: 0.1802 (0.1894) loss_bbox_dn_2: 0.1748 (0.1690) loss_bbox_dn_3: 0.1620 (0.1633) loss_bbox_dn_4: 0.1604 (0.1618) loss_bbox_dn_5: 0.1604 (0.1619) loss_giou: 0.5691 (0.4655) loss_giou_aux_0: 0.5932 (0.4883) loss_giou_aux_1: 0.5776 (0.4753) loss_giou_aux_2: 0.5756 (0.4701) loss_giou_aux_3: 0.5673 (0.4672) loss_giou_aux_4: 0.5666 (0.4658) loss_giou_aux_5: 0.6342 (0.5520) loss_giou_dn_0: 0.6242 (0.5679) loss_giou_dn_1: 0.4994 (0.4601) loss_giou_dn_2: 0.4763 (0.4292) loss_giou_dn_3: 0.4675 (0.4210) loss_giou_dn_4: 0.4673 (0.4189) loss_giou_dn_5: 0.4680 (0.4191) loss_vfl: 0.6436 (0.6627) loss_vfl_aux_0: 0.7551 (0.7630) loss_vfl_aux_1: 0.7140 (0.7162) loss_vfl_aux_2: 0.6819 (0.6888) loss_vfl_aux_3: 0.6601 (0.6741) loss_vfl_aux_4: 0.6460 (0.6665) loss_vfl_aux_5: 0.7190 (0.7489) loss_vfl_dn_0: 0.4412 (0.4476) loss_vfl_dn_1: 0.3923 (0.3820) loss_vfl_dn_2: 0.3749 (0.3662) loss_vfl_dn_3: 0.3675 (0.3590) loss_vfl_dn_4: 0.3645 (0.3564) loss_vfl_dn_5: 0.3643 (0.3557) time: 0.4945 data: 0.0140 max mem: 5654 Epoch: [54] [5800/7393] eta: 0:13:04 lr: 0.000010 loss: 15.5038 (15.5010) loss_bbox: 0.1401 (0.1492) loss_bbox_aux_0: 0.1444 (0.1612) loss_bbox_aux_1: 0.1450 (0.1538) loss_bbox_aux_2: 0.1363 (0.1513) loss_bbox_aux_3: 0.1393 (0.1499) loss_bbox_aux_4: 0.1387 (0.1492) loss_bbox_aux_5: 0.1860 (0.1971) loss_bbox_dn_0: 0.2410 (0.2591) loss_bbox_dn_1: 0.1647 (0.1893) loss_bbox_dn_2: 0.1513 (0.1689) loss_bbox_dn_3: 0.1476 (0.1632) loss_bbox_dn_4: 0.1485 (0.1618) loss_bbox_dn_5: 0.1485 (0.1618) loss_giou: 0.4495 (0.4654) loss_giou_aux_0: 0.4805 (0.4882) loss_giou_aux_1: 0.4641 (0.4751) loss_giou_aux_2: 0.4563 (0.4699) loss_giou_aux_3: 0.4508 (0.4671) loss_giou_aux_4: 0.4504 (0.4657) loss_giou_aux_5: 0.5414 (0.5520) loss_giou_dn_0: 0.5619 (0.5678) loss_giou_dn_1: 0.4496 (0.4600) loss_giou_dn_2: 0.4130 (0.4290) loss_giou_dn_3: 0.4080 (0.4208) loss_giou_dn_4: 0.4091 (0.4187) loss_giou_dn_5: 0.4091 (0.4189) loss_vfl: 0.6852 (0.6627) loss_vfl_aux_0: 0.8004 (0.7630) loss_vfl_aux_1: 0.7436 (0.7162) loss_vfl_aux_2: 0.7101 (0.6888) loss_vfl_aux_3: 0.7023 (0.6741) loss_vfl_aux_4: 0.6865 (0.6664) loss_vfl_aux_5: 0.7692 (0.7488) loss_vfl_dn_0: 0.4475 (0.4476) loss_vfl_dn_1: 0.3806 (0.3820) loss_vfl_dn_2: 0.3649 (0.3661) loss_vfl_dn_3: 0.3548 (0.3589) loss_vfl_dn_4: 0.3548 (0.3564) loss_vfl_dn_5: 0.3530 (0.3556) time: 0.4860 data: 0.0144 max mem: 5654 Epoch: [54] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 15.9337 (15.5024) loss_bbox: 0.1363 (0.1492) loss_bbox_aux_0: 0.1447 (0.1612) loss_bbox_aux_1: 0.1373 (0.1538) loss_bbox_aux_2: 0.1382 (0.1513) loss_bbox_aux_3: 0.1336 (0.1499) loss_bbox_aux_4: 0.1363 (0.1492) loss_bbox_aux_5: 0.1871 (0.1972) loss_bbox_dn_0: 0.2429 (0.2592) loss_bbox_dn_1: 0.1735 (0.1894) loss_bbox_dn_2: 0.1498 (0.1690) loss_bbox_dn_3: 0.1473 (0.1633) loss_bbox_dn_4: 0.1455 (0.1618) loss_bbox_dn_5: 0.1452 (0.1619) loss_giou: 0.4728 (0.4653) loss_giou_aux_0: 0.4930 (0.4881) loss_giou_aux_1: 0.4801 (0.4750) loss_giou_aux_2: 0.4744 (0.4698) loss_giou_aux_3: 0.4763 (0.4670) loss_giou_aux_4: 0.4787 (0.4656) loss_giou_aux_5: 0.5514 (0.5519) loss_giou_dn_0: 0.5855 (0.5678) loss_giou_dn_1: 0.4746 (0.4599) loss_giou_dn_2: 0.4446 (0.4290) loss_giou_dn_3: 0.4416 (0.4207) loss_giou_dn_4: 0.4373 (0.4187) loss_giou_dn_5: 0.4374 (0.4189) loss_vfl: 0.6885 (0.6629) loss_vfl_aux_0: 0.7631 (0.7632) loss_vfl_aux_1: 0.7375 (0.7166) loss_vfl_aux_2: 0.7165 (0.6890) loss_vfl_aux_3: 0.6977 (0.6743) loss_vfl_aux_4: 0.6856 (0.6666) loss_vfl_aux_5: 0.7382 (0.7490) loss_vfl_dn_0: 0.4514 (0.4477) loss_vfl_dn_1: 0.3801 (0.3820) loss_vfl_dn_2: 0.3659 (0.3662) loss_vfl_dn_3: 0.3619 (0.3590) loss_vfl_dn_4: 0.3604 (0.3564) loss_vfl_dn_5: 0.3603 (0.3557) time: 0.4797 data: 0.0143 max mem: 5654 Epoch: [54] [6000/7393] eta: 0:11:25 lr: 0.000010 loss: 15.0885 (15.5014) loss_bbox: 0.1555 (0.1493) loss_bbox_aux_0: 0.1722 (0.1613) loss_bbox_aux_1: 0.1569 (0.1539) loss_bbox_aux_2: 0.1564 (0.1514) loss_bbox_aux_3: 0.1480 (0.1499) loss_bbox_aux_4: 0.1572 (0.1493) loss_bbox_aux_5: 0.2147 (0.1974) loss_bbox_dn_0: 0.2805 (0.2594) loss_bbox_dn_1: 0.1950 (0.1895) loss_bbox_dn_2: 0.1784 (0.1690) loss_bbox_dn_3: 0.1704 (0.1633) loss_bbox_dn_4: 0.1703 (0.1619) loss_bbox_dn_5: 0.1704 (0.1619) loss_giou: 0.4052 (0.4650) loss_giou_aux_0: 0.4378 (0.4879) loss_giou_aux_1: 0.4110 (0.4748) loss_giou_aux_2: 0.4039 (0.4696) loss_giou_aux_3: 0.4030 (0.4667) loss_giou_aux_4: 0.4052 (0.4653) loss_giou_aux_5: 0.4850 (0.5517) loss_giou_dn_0: 0.5321 (0.5676) loss_giou_dn_1: 0.4249 (0.4598) loss_giou_dn_2: 0.4005 (0.4288) loss_giou_dn_3: 0.3961 (0.4205) loss_giou_dn_4: 0.3924 (0.4185) loss_giou_dn_5: 0.3924 (0.4187) loss_vfl: 0.6480 (0.6630) loss_vfl_aux_0: 0.7323 (0.7634) loss_vfl_aux_1: 0.7059 (0.7169) loss_vfl_aux_2: 0.6663 (0.6892) loss_vfl_aux_3: 0.6534 (0.6744) loss_vfl_aux_4: 0.6524 (0.6667) loss_vfl_aux_5: 0.7387 (0.7491) loss_vfl_dn_0: 0.4483 (0.4477) loss_vfl_dn_1: 0.3786 (0.3820) loss_vfl_dn_2: 0.3634 (0.3661) loss_vfl_dn_3: 0.3556 (0.3589) loss_vfl_dn_4: 0.3538 (0.3564) loss_vfl_dn_5: 0.3534 (0.3556) time: 0.4881 data: 0.0138 max mem: 5654 Epoch: [54] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 15.5419 (15.4983) loss_bbox: 0.1458 (0.1493) loss_bbox_aux_0: 0.1629 (0.1613) loss_bbox_aux_1: 0.1516 (0.1540) loss_bbox_aux_2: 0.1496 (0.1514) loss_bbox_aux_3: 0.1487 (0.1499) loss_bbox_aux_4: 0.1474 (0.1493) loss_bbox_aux_5: 0.2058 (0.1974) loss_bbox_dn_0: 0.2445 (0.2593) loss_bbox_dn_1: 0.1775 (0.1894) loss_bbox_dn_2: 0.1587 (0.1690) loss_bbox_dn_3: 0.1516 (0.1632) loss_bbox_dn_4: 0.1480 (0.1618) loss_bbox_dn_5: 0.1481 (0.1618) loss_giou: 0.4329 (0.4649) loss_giou_aux_0: 0.4666 (0.4878) loss_giou_aux_1: 0.4457 (0.4747) loss_giou_aux_2: 0.4420 (0.4694) loss_giou_aux_3: 0.4419 (0.4666) loss_giou_aux_4: 0.4321 (0.4652) loss_giou_aux_5: 0.5303 (0.5515) loss_giou_dn_0: 0.5437 (0.5675) loss_giou_dn_1: 0.4411 (0.4596) loss_giou_dn_2: 0.4128 (0.4287) loss_giou_dn_3: 0.4038 (0.4204) loss_giou_dn_4: 0.4005 (0.4184) loss_giou_dn_5: 0.4006 (0.4185) loss_vfl: 0.6789 (0.6629) loss_vfl_aux_0: 0.7116 (0.7632) loss_vfl_aux_1: 0.6996 (0.7168) loss_vfl_aux_2: 0.6799 (0.6890) loss_vfl_aux_3: 0.6757 (0.6743) loss_vfl_aux_4: 0.6670 (0.6666) loss_vfl_aux_5: 0.7401 (0.7491) loss_vfl_dn_0: 0.4394 (0.4476) loss_vfl_dn_1: 0.3714 (0.3819) loss_vfl_dn_2: 0.3535 (0.3661) loss_vfl_dn_3: 0.3469 (0.3588) loss_vfl_dn_4: 0.3459 (0.3563) loss_vfl_dn_5: 0.3435 (0.3555) time: 0.4989 data: 0.0140 max mem: 5654 Epoch: [54] [6200/7393] eta: 0:09:47 lr: 0.000010 loss: 16.1425 (15.4998) loss_bbox: 0.1690 (0.1493) loss_bbox_aux_0: 0.1771 (0.1614) loss_bbox_aux_1: 0.1740 (0.1540) loss_bbox_aux_2: 0.1734 (0.1514) loss_bbox_aux_3: 0.1684 (0.1500) loss_bbox_aux_4: 0.1689 (0.1494) loss_bbox_aux_5: 0.2186 (0.1975) loss_bbox_dn_0: 0.2918 (0.2593) loss_bbox_dn_1: 0.2286 (0.1894) loss_bbox_dn_2: 0.2041 (0.1690) loss_bbox_dn_3: 0.1974 (0.1632) loss_bbox_dn_4: 0.1972 (0.1618) loss_bbox_dn_5: 0.1972 (0.1618) loss_giou: 0.4356 (0.4650) loss_giou_aux_0: 0.4625 (0.4879) loss_giou_aux_1: 0.4397 (0.4748) loss_giou_aux_2: 0.4452 (0.4695) loss_giou_aux_3: 0.4459 (0.4667) loss_giou_aux_4: 0.4315 (0.4653) loss_giou_aux_5: 0.5408 (0.5516) loss_giou_dn_0: 0.5644 (0.5674) loss_giou_dn_1: 0.4597 (0.4596) loss_giou_dn_2: 0.4439 (0.4287) loss_giou_dn_3: 0.4362 (0.4204) loss_giou_dn_4: 0.4327 (0.4183) loss_giou_dn_5: 0.4330 (0.4185) loss_vfl: 0.6824 (0.6630) loss_vfl_aux_0: 0.7722 (0.7632) loss_vfl_aux_1: 0.7159 (0.7168) loss_vfl_aux_2: 0.6990 (0.6891) loss_vfl_aux_3: 0.6864 (0.6744) loss_vfl_aux_4: 0.6941 (0.6667) loss_vfl_aux_5: 0.7412 (0.7490) loss_vfl_dn_0: 0.4547 (0.4477) loss_vfl_dn_1: 0.3865 (0.3819) loss_vfl_dn_2: 0.3719 (0.3661) loss_vfl_dn_3: 0.3636 (0.3589) loss_vfl_dn_4: 0.3620 (0.3563) loss_vfl_dn_5: 0.3606 (0.3556) time: 0.4784 data: 0.0140 max mem: 5654 Epoch: [54] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 15.3200 (15.5017) loss_bbox: 0.1417 (0.1493) loss_bbox_aux_0: 0.1573 (0.1614) loss_bbox_aux_1: 0.1451 (0.1540) loss_bbox_aux_2: 0.1482 (0.1514) loss_bbox_aux_3: 0.1390 (0.1499) loss_bbox_aux_4: 0.1417 (0.1493) loss_bbox_aux_5: 0.1898 (0.1974) loss_bbox_dn_0: 0.2462 (0.2592) loss_bbox_dn_1: 0.1930 (0.1893) loss_bbox_dn_2: 0.1648 (0.1689) loss_bbox_dn_3: 0.1612 (0.1632) loss_bbox_dn_4: 0.1574 (0.1617) loss_bbox_dn_5: 0.1574 (0.1618) loss_giou: 0.4559 (0.4652) loss_giou_aux_0: 0.4597 (0.4881) loss_giou_aux_1: 0.4545 (0.4750) loss_giou_aux_2: 0.4457 (0.4697) loss_giou_aux_3: 0.4576 (0.4669) loss_giou_aux_4: 0.4530 (0.4655) loss_giou_aux_5: 0.5120 (0.5518) loss_giou_dn_0: 0.5691 (0.5676) loss_giou_dn_1: 0.4628 (0.4598) loss_giou_dn_2: 0.4288 (0.4289) loss_giou_dn_3: 0.4198 (0.4206) loss_giou_dn_4: 0.4176 (0.4185) loss_giou_dn_5: 0.4175 (0.4187) loss_vfl: 0.6562 (0.6631) loss_vfl_aux_0: 0.7725 (0.7632) loss_vfl_aux_1: 0.7255 (0.7168) loss_vfl_aux_2: 0.6713 (0.6892) loss_vfl_aux_3: 0.6697 (0.6745) loss_vfl_aux_4: 0.6586 (0.6668) loss_vfl_aux_5: 0.7447 (0.7489) loss_vfl_dn_0: 0.4403 (0.4476) loss_vfl_dn_1: 0.3782 (0.3820) loss_vfl_dn_2: 0.3664 (0.3661) loss_vfl_dn_3: 0.3603 (0.3589) loss_vfl_dn_4: 0.3571 (0.3563) loss_vfl_dn_5: 0.3569 (0.3556) time: 0.4885 data: 0.0141 max mem: 5654 Epoch: [54] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 15.6391 (15.5012) loss_bbox: 0.1337 (0.1493) loss_bbox_aux_0: 0.1548 (0.1614) loss_bbox_aux_1: 0.1391 (0.1539) loss_bbox_aux_2: 0.1413 (0.1513) loss_bbox_aux_3: 0.1372 (0.1499) loss_bbox_aux_4: 0.1360 (0.1493) loss_bbox_aux_5: 0.1873 (0.1974) loss_bbox_dn_0: 0.2352 (0.2591) loss_bbox_dn_1: 0.1731 (0.1892) loss_bbox_dn_2: 0.1535 (0.1688) loss_bbox_dn_3: 0.1490 (0.1631) loss_bbox_dn_4: 0.1475 (0.1617) loss_bbox_dn_5: 0.1476 (0.1617) loss_giou: 0.4987 (0.4653) loss_giou_aux_0: 0.5038 (0.4882) loss_giou_aux_1: 0.4958 (0.4750) loss_giou_aux_2: 0.4993 (0.4698) loss_giou_aux_3: 0.4987 (0.4669) loss_giou_aux_4: 0.4973 (0.4655) loss_giou_aux_5: 0.5676 (0.5518) loss_giou_dn_0: 0.5701 (0.5677) loss_giou_dn_1: 0.4561 (0.4598) loss_giou_dn_2: 0.4283 (0.4289) loss_giou_dn_3: 0.4234 (0.4206) loss_giou_dn_4: 0.4208 (0.4186) loss_giou_dn_5: 0.4209 (0.4188) loss_vfl: 0.6495 (0.6631) loss_vfl_aux_0: 0.7423 (0.7630) loss_vfl_aux_1: 0.7075 (0.7168) loss_vfl_aux_2: 0.6728 (0.6891) loss_vfl_aux_3: 0.6587 (0.6745) loss_vfl_aux_4: 0.6528 (0.6668) loss_vfl_aux_5: 0.7213 (0.7487) loss_vfl_dn_0: 0.4434 (0.4476) loss_vfl_dn_1: 0.3835 (0.3820) loss_vfl_dn_2: 0.3693 (0.3661) loss_vfl_dn_3: 0.3561 (0.3589) loss_vfl_dn_4: 0.3561 (0.3563) loss_vfl_dn_5: 0.3535 (0.3556) time: 0.4730 data: 0.0142 max mem: 5654 Epoch: [54] [6500/7393] eta: 0:07:18 lr: 0.000010 loss: 15.0923 (15.5015) loss_bbox: 0.1498 (0.1492) loss_bbox_aux_0: 0.1544 (0.1613) loss_bbox_aux_1: 0.1405 (0.1539) loss_bbox_aux_2: 0.1385 (0.1513) loss_bbox_aux_3: 0.1403 (0.1499) loss_bbox_aux_4: 0.1497 (0.1493) loss_bbox_aux_5: 0.1899 (0.1974) loss_bbox_dn_0: 0.2647 (0.2590) loss_bbox_dn_1: 0.1850 (0.1891) loss_bbox_dn_2: 0.1687 (0.1687) loss_bbox_dn_3: 0.1622 (0.1630) loss_bbox_dn_4: 0.1607 (0.1616) loss_bbox_dn_5: 0.1606 (0.1616) loss_giou: 0.4253 (0.4654) loss_giou_aux_0: 0.4335 (0.4883) loss_giou_aux_1: 0.4248 (0.4751) loss_giou_aux_2: 0.4171 (0.4699) loss_giou_aux_3: 0.4221 (0.4670) loss_giou_aux_4: 0.4199 (0.4657) loss_giou_aux_5: 0.4963 (0.5519) loss_giou_dn_0: 0.5285 (0.5678) loss_giou_dn_1: 0.4228 (0.4599) loss_giou_dn_2: 0.3845 (0.4290) loss_giou_dn_3: 0.3809 (0.4207) loss_giou_dn_4: 0.3777 (0.4187) loss_giou_dn_5: 0.3779 (0.4189) loss_vfl: 0.6487 (0.6630) loss_vfl_aux_0: 0.7346 (0.7629) loss_vfl_aux_1: 0.7079 (0.7167) loss_vfl_aux_2: 0.6793 (0.6890) loss_vfl_aux_3: 0.6626 (0.6744) loss_vfl_aux_4: 0.6478 (0.6667) loss_vfl_aux_5: 0.7437 (0.7486) loss_vfl_dn_0: 0.4439 (0.4476) loss_vfl_dn_1: 0.3828 (0.3820) loss_vfl_dn_2: 0.3670 (0.3661) loss_vfl_dn_3: 0.3578 (0.3589) loss_vfl_dn_4: 0.3518 (0.3564) loss_vfl_dn_5: 0.3520 (0.3556) time: 0.4829 data: 0.0139 max mem: 5654 Epoch: [54] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 15.7267 (15.5034) loss_bbox: 0.1492 (0.1493) loss_bbox_aux_0: 0.1668 (0.1614) loss_bbox_aux_1: 0.1554 (0.1540) loss_bbox_aux_2: 0.1537 (0.1514) loss_bbox_aux_3: 0.1494 (0.1499) loss_bbox_aux_4: 0.1476 (0.1493) loss_bbox_aux_5: 0.2079 (0.1975) loss_bbox_dn_0: 0.2786 (0.2591) loss_bbox_dn_1: 0.1935 (0.1892) loss_bbox_dn_2: 0.1671 (0.1688) loss_bbox_dn_3: 0.1602 (0.1630) loss_bbox_dn_4: 0.1610 (0.1616) loss_bbox_dn_5: 0.1610 (0.1616) loss_giou: 0.4594 (0.4655) loss_giou_aux_0: 0.4755 (0.4884) loss_giou_aux_1: 0.4632 (0.4752) loss_giou_aux_2: 0.4805 (0.4700) loss_giou_aux_3: 0.4597 (0.4671) loss_giou_aux_4: 0.4556 (0.4658) loss_giou_aux_5: 0.5447 (0.5521) loss_giou_dn_0: 0.5539 (0.5678) loss_giou_dn_1: 0.4553 (0.4599) loss_giou_dn_2: 0.4261 (0.4290) loss_giou_dn_3: 0.4205 (0.4207) loss_giou_dn_4: 0.4173 (0.4187) loss_giou_dn_5: 0.4173 (0.4189) loss_vfl: 0.6666 (0.6630) loss_vfl_aux_0: 0.7673 (0.7628) loss_vfl_aux_1: 0.7200 (0.7168) loss_vfl_aux_2: 0.7020 (0.6891) loss_vfl_aux_3: 0.6816 (0.6744) loss_vfl_aux_4: 0.6842 (0.6667) loss_vfl_aux_5: 0.7473 (0.7486) loss_vfl_dn_0: 0.4520 (0.4476) loss_vfl_dn_1: 0.3807 (0.3820) loss_vfl_dn_2: 0.3654 (0.3661) loss_vfl_dn_3: 0.3569 (0.3589) loss_vfl_dn_4: 0.3558 (0.3564) loss_vfl_dn_5: 0.3566 (0.3556) time: 0.4664 data: 0.0143 max mem: 5654 Epoch: [54] [6700/7393] eta: 0:05:41 lr: 0.000010 loss: 14.8823 (15.5012) loss_bbox: 0.1414 (0.1493) loss_bbox_aux_0: 0.1562 (0.1614) loss_bbox_aux_1: 0.1455 (0.1540) loss_bbox_aux_2: 0.1422 (0.1513) loss_bbox_aux_3: 0.1403 (0.1499) loss_bbox_aux_4: 0.1419 (0.1493) loss_bbox_aux_5: 0.1908 (0.1975) loss_bbox_dn_0: 0.2565 (0.2590) loss_bbox_dn_1: 0.1841 (0.1891) loss_bbox_dn_2: 0.1653 (0.1687) loss_bbox_dn_3: 0.1607 (0.1630) loss_bbox_dn_4: 0.1590 (0.1615) loss_bbox_dn_5: 0.1589 (0.1615) loss_giou: 0.4252 (0.4654) loss_giou_aux_0: 0.4616 (0.4884) loss_giou_aux_1: 0.4437 (0.4751) loss_giou_aux_2: 0.4333 (0.4699) loss_giou_aux_3: 0.4363 (0.4671) loss_giou_aux_4: 0.4196 (0.4657) loss_giou_aux_5: 0.5123 (0.5520) loss_giou_dn_0: 0.5315 (0.5677) loss_giou_dn_1: 0.4245 (0.4599) loss_giou_dn_2: 0.3982 (0.4289) loss_giou_dn_3: 0.3910 (0.4207) loss_giou_dn_4: 0.3905 (0.4186) loss_giou_dn_5: 0.3906 (0.4188) loss_vfl: 0.6497 (0.6629) loss_vfl_aux_0: 0.7461 (0.7627) loss_vfl_aux_1: 0.7044 (0.7167) loss_vfl_aux_2: 0.6772 (0.6891) loss_vfl_aux_3: 0.6553 (0.6744) loss_vfl_aux_4: 0.6553 (0.6666) loss_vfl_aux_5: 0.7289 (0.7485) loss_vfl_dn_0: 0.4481 (0.4476) loss_vfl_dn_1: 0.3771 (0.3820) loss_vfl_dn_2: 0.3624 (0.3661) loss_vfl_dn_3: 0.3538 (0.3589) loss_vfl_dn_4: 0.3507 (0.3563) loss_vfl_dn_5: 0.3499 (0.3556) time: 0.4720 data: 0.0139 max mem: 5654 Epoch: [54] [6800/7393] eta: 0:04:52 lr: 0.000010 loss: 15.1697 (15.5047) loss_bbox: 0.1453 (0.1492) loss_bbox_aux_0: 0.1564 (0.1614) loss_bbox_aux_1: 0.1476 (0.1539) loss_bbox_aux_2: 0.1480 (0.1513) loss_bbox_aux_3: 0.1460 (0.1499) loss_bbox_aux_4: 0.1469 (0.1493) loss_bbox_aux_5: 0.2046 (0.1975) loss_bbox_dn_0: 0.2772 (0.2589) loss_bbox_dn_1: 0.1903 (0.1891) loss_bbox_dn_2: 0.1603 (0.1687) loss_bbox_dn_3: 0.1587 (0.1629) loss_bbox_dn_4: 0.1569 (0.1615) loss_bbox_dn_5: 0.1569 (0.1615) loss_giou: 0.4161 (0.4657) loss_giou_aux_0: 0.4467 (0.4886) loss_giou_aux_1: 0.4283 (0.4754) loss_giou_aux_2: 0.4163 (0.4702) loss_giou_aux_3: 0.4211 (0.4674) loss_giou_aux_4: 0.4207 (0.4660) loss_giou_aux_5: 0.5015 (0.5523) loss_giou_dn_0: 0.5343 (0.5680) loss_giou_dn_1: 0.4316 (0.4601) loss_giou_dn_2: 0.3850 (0.4292) loss_giou_dn_3: 0.3755 (0.4209) loss_giou_dn_4: 0.3749 (0.4189) loss_giou_dn_5: 0.3748 (0.4191) loss_vfl: 0.6626 (0.6630) loss_vfl_aux_0: 0.7229 (0.7627) loss_vfl_aux_1: 0.7045 (0.7167) loss_vfl_aux_2: 0.6933 (0.6892) loss_vfl_aux_3: 0.6793 (0.6744) loss_vfl_aux_4: 0.6584 (0.6667) loss_vfl_aux_5: 0.7328 (0.7484) loss_vfl_dn_0: 0.4445 (0.4477) loss_vfl_dn_1: 0.3806 (0.3821) loss_vfl_dn_2: 0.3654 (0.3662) loss_vfl_dn_3: 0.3563 (0.3590) loss_vfl_dn_4: 0.3547 (0.3564) loss_vfl_dn_5: 0.3555 (0.3557) time: 0.5014 data: 0.0143 max mem: 5654 Epoch: [54] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.3146 (15.5052) loss_bbox: 0.1516 (0.1492) loss_bbox_aux_0: 0.1655 (0.1614) loss_bbox_aux_1: 0.1588 (0.1539) loss_bbox_aux_2: 0.1544 (0.1513) loss_bbox_aux_3: 0.1513 (0.1499) loss_bbox_aux_4: 0.1516 (0.1493) loss_bbox_aux_5: 0.1957 (0.1975) loss_bbox_dn_0: 0.2498 (0.2590) loss_bbox_dn_1: 0.1636 (0.1891) loss_bbox_dn_2: 0.1438 (0.1687) loss_bbox_dn_3: 0.1395 (0.1630) loss_bbox_dn_4: 0.1398 (0.1615) loss_bbox_dn_5: 0.1398 (0.1616) loss_giou: 0.4143 (0.4657) loss_giou_aux_0: 0.4393 (0.4887) loss_giou_aux_1: 0.4362 (0.4755) loss_giou_aux_2: 0.4322 (0.4702) loss_giou_aux_3: 0.4216 (0.4674) loss_giou_aux_4: 0.4234 (0.4660) loss_giou_aux_5: 0.5021 (0.5523) loss_giou_dn_0: 0.5515 (0.5680) loss_giou_dn_1: 0.4142 (0.4601) loss_giou_dn_2: 0.3790 (0.4292) loss_giou_dn_3: 0.3715 (0.4210) loss_giou_dn_4: 0.3701 (0.4189) loss_giou_dn_5: 0.3705 (0.4191) loss_vfl: 0.6420 (0.6630) loss_vfl_aux_0: 0.7278 (0.7626) loss_vfl_aux_1: 0.6838 (0.7166) loss_vfl_aux_2: 0.6672 (0.6891) loss_vfl_aux_3: 0.6440 (0.6744) loss_vfl_aux_4: 0.6488 (0.6666) loss_vfl_aux_5: 0.7196 (0.7484) loss_vfl_dn_0: 0.4452 (0.4477) loss_vfl_dn_1: 0.3765 (0.3821) loss_vfl_dn_2: 0.3582 (0.3662) loss_vfl_dn_3: 0.3513 (0.3590) loss_vfl_dn_4: 0.3495 (0.3564) loss_vfl_dn_5: 0.3489 (0.3557) time: 0.4814 data: 0.0150 max mem: 5654 Epoch: [54] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.6344 (15.5083) loss_bbox: 0.1542 (0.1493) loss_bbox_aux_0: 0.1526 (0.1614) loss_bbox_aux_1: 0.1507 (0.1540) loss_bbox_aux_2: 0.1460 (0.1513) loss_bbox_aux_3: 0.1428 (0.1499) loss_bbox_aux_4: 0.1546 (0.1493) loss_bbox_aux_5: 0.1911 (0.1975) loss_bbox_dn_0: 0.2404 (0.2590) loss_bbox_dn_1: 0.1765 (0.1891) loss_bbox_dn_2: 0.1605 (0.1687) loss_bbox_dn_3: 0.1532 (0.1630) loss_bbox_dn_4: 0.1504 (0.1616) loss_bbox_dn_5: 0.1503 (0.1616) loss_giou: 0.4553 (0.4659) loss_giou_aux_0: 0.4927 (0.4888) loss_giou_aux_1: 0.4866 (0.4756) loss_giou_aux_2: 0.4639 (0.4703) loss_giou_aux_3: 0.4619 (0.4675) loss_giou_aux_4: 0.4531 (0.4662) loss_giou_aux_5: 0.5443 (0.5525) loss_giou_dn_0: 0.5603 (0.5682) loss_giou_dn_1: 0.4528 (0.4602) loss_giou_dn_2: 0.4188 (0.4293) loss_giou_dn_3: 0.4111 (0.4211) loss_giou_dn_4: 0.4099 (0.4190) loss_giou_dn_5: 0.4099 (0.4192) loss_vfl: 0.6574 (0.6631) loss_vfl_aux_0: 0.7686 (0.7627) loss_vfl_aux_1: 0.7361 (0.7167) loss_vfl_aux_2: 0.7027 (0.6892) loss_vfl_aux_3: 0.6715 (0.6746) loss_vfl_aux_4: 0.6640 (0.6668) loss_vfl_aux_5: 0.7639 (0.7485) loss_vfl_dn_0: 0.4551 (0.4477) loss_vfl_dn_1: 0.3798 (0.3821) loss_vfl_dn_2: 0.3668 (0.3662) loss_vfl_dn_3: 0.3610 (0.3590) loss_vfl_dn_4: 0.3595 (0.3565) loss_vfl_dn_5: 0.3595 (0.3558) time: 0.4969 data: 0.0147 max mem: 5654 Epoch: [54] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.5910 (15.5091) loss_bbox: 0.1326 (0.1492) loss_bbox_aux_0: 0.1445 (0.1613) loss_bbox_aux_1: 0.1398 (0.1539) loss_bbox_aux_2: 0.1351 (0.1513) loss_bbox_aux_3: 0.1304 (0.1498) loss_bbox_aux_4: 0.1334 (0.1492) loss_bbox_aux_5: 0.1802 (0.1974) loss_bbox_dn_0: 0.2141 (0.2589) loss_bbox_dn_1: 0.1575 (0.1891) loss_bbox_dn_2: 0.1424 (0.1687) loss_bbox_dn_3: 0.1345 (0.1629) loss_bbox_dn_4: 0.1327 (0.1615) loss_bbox_dn_5: 0.1327 (0.1615) loss_giou: 0.5006 (0.4660) loss_giou_aux_0: 0.5143 (0.4889) loss_giou_aux_1: 0.5055 (0.4757) loss_giou_aux_2: 0.5022 (0.4705) loss_giou_aux_3: 0.4959 (0.4676) loss_giou_aux_4: 0.5006 (0.4662) loss_giou_aux_5: 0.6045 (0.5525) loss_giou_dn_0: 0.5805 (0.5683) loss_giou_dn_1: 0.4700 (0.4603) loss_giou_dn_2: 0.4417 (0.4294) loss_giou_dn_3: 0.4356 (0.4212) loss_giou_dn_4: 0.4327 (0.4191) loss_giou_dn_5: 0.4326 (0.4193) loss_vfl: 0.6233 (0.6632) loss_vfl_aux_0: 0.7450 (0.7629) loss_vfl_aux_1: 0.7023 (0.7168) loss_vfl_aux_2: 0.6550 (0.6893) loss_vfl_aux_3: 0.6387 (0.6746) loss_vfl_aux_4: 0.6323 (0.6669) loss_vfl_aux_5: 0.7175 (0.7485) loss_vfl_dn_0: 0.4418 (0.4477) loss_vfl_dn_1: 0.3860 (0.3821) loss_vfl_dn_2: 0.3697 (0.3663) loss_vfl_dn_3: 0.3609 (0.3591) loss_vfl_dn_4: 0.3583 (0.3565) loss_vfl_dn_5: 0.3573 (0.3558) time: 0.4855 data: 0.0143 max mem: 5654 Epoch: [54] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 15.7906 (15.5083) loss_bbox: 0.1443 (0.1492) loss_bbox_aux_0: 0.1554 (0.1613) loss_bbox_aux_1: 0.1504 (0.1539) loss_bbox_aux_2: 0.1454 (0.1513) loss_bbox_aux_3: 0.1442 (0.1498) loss_bbox_aux_4: 0.1417 (0.1492) loss_bbox_aux_5: 0.2046 (0.1974) loss_bbox_dn_0: 0.2383 (0.2589) loss_bbox_dn_1: 0.1844 (0.1890) loss_bbox_dn_2: 0.1677 (0.1686) loss_bbox_dn_3: 0.1610 (0.1629) loss_bbox_dn_4: 0.1591 (0.1615) loss_bbox_dn_5: 0.1591 (0.1615) loss_giou: 0.4669 (0.4660) loss_giou_aux_0: 0.5001 (0.4889) loss_giou_aux_1: 0.4829 (0.4757) loss_giou_aux_2: 0.4830 (0.4705) loss_giou_aux_3: 0.4741 (0.4676) loss_giou_aux_4: 0.4663 (0.4663) loss_giou_aux_5: 0.5740 (0.5526) loss_giou_dn_0: 0.5865 (0.5683) loss_giou_dn_1: 0.4751 (0.4603) loss_giou_dn_2: 0.4446 (0.4294) loss_giou_dn_3: 0.4340 (0.4211) loss_giou_dn_4: 0.4298 (0.4191) loss_giou_dn_5: 0.4298 (0.4193) loss_vfl: 0.6791 (0.6631) loss_vfl_aux_0: 0.7733 (0.7629) loss_vfl_aux_1: 0.7167 (0.7167) loss_vfl_aux_2: 0.6887 (0.6892) loss_vfl_aux_3: 0.6752 (0.6745) loss_vfl_aux_4: 0.6777 (0.6668) loss_vfl_aux_5: 0.7386 (0.7483) loss_vfl_dn_0: 0.4527 (0.4477) loss_vfl_dn_1: 0.3869 (0.3821) loss_vfl_dn_2: 0.3722 (0.3662) loss_vfl_dn_3: 0.3687 (0.3590) loss_vfl_dn_4: 0.3650 (0.3565) loss_vfl_dn_5: 0.3641 (0.3558) time: 0.4766 data: 0.0136 max mem: 5654 Epoch: [54] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.2661 (15.5072) loss_bbox: 0.1349 (0.1492) loss_bbox_aux_0: 0.1453 (0.1613) loss_bbox_aux_1: 0.1383 (0.1539) loss_bbox_aux_2: 0.1343 (0.1513) loss_bbox_aux_3: 0.1309 (0.1498) loss_bbox_aux_4: 0.1330 (0.1492) loss_bbox_aux_5: 0.1789 (0.1974) loss_bbox_dn_0: 0.2255 (0.2589) loss_bbox_dn_1: 0.1668 (0.1890) loss_bbox_dn_2: 0.1552 (0.1686) loss_bbox_dn_3: 0.1492 (0.1629) loss_bbox_dn_4: 0.1491 (0.1615) loss_bbox_dn_5: 0.1492 (0.1615) loss_giou: 0.4206 (0.4658) loss_giou_aux_0: 0.4444 (0.4887) loss_giou_aux_1: 0.4304 (0.4755) loss_giou_aux_2: 0.4243 (0.4703) loss_giou_aux_3: 0.4245 (0.4674) loss_giou_aux_4: 0.4204 (0.4661) loss_giou_aux_5: 0.5103 (0.5525) loss_giou_dn_0: 0.5332 (0.5682) loss_giou_dn_1: 0.4231 (0.4602) loss_giou_dn_2: 0.3946 (0.4293) loss_giou_dn_3: 0.3827 (0.4210) loss_giou_dn_4: 0.3812 (0.4190) loss_giou_dn_5: 0.3813 (0.4192) loss_vfl: 0.6590 (0.6631) loss_vfl_aux_0: 0.7751 (0.7630) loss_vfl_aux_1: 0.7300 (0.7169) loss_vfl_aux_2: 0.6902 (0.6892) loss_vfl_aux_3: 0.6731 (0.6745) loss_vfl_aux_4: 0.6651 (0.6668) loss_vfl_aux_5: 0.7465 (0.7483) loss_vfl_dn_0: 0.4515 (0.4478) loss_vfl_dn_1: 0.3866 (0.3821) loss_vfl_dn_2: 0.3691 (0.3662) loss_vfl_dn_3: 0.3603 (0.3591) loss_vfl_dn_4: 0.3568 (0.3565) loss_vfl_dn_5: 0.3562 (0.3558) time: 0.4972 data: 0.0140 max mem: 5654 Epoch: [54] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.5707 (15.5075) loss_bbox: 0.1473 (0.1492) loss_bbox_aux_0: 0.1630 (0.1613) loss_bbox_aux_1: 0.1574 (0.1539) loss_bbox_aux_2: 0.1549 (0.1513) loss_bbox_aux_3: 0.1508 (0.1497) loss_bbox_aux_4: 0.1477 (0.1492) loss_bbox_aux_5: 0.1929 (0.1974) loss_bbox_dn_0: 0.2401 (0.2588) loss_bbox_dn_1: 0.1787 (0.1890) loss_bbox_dn_2: 0.1613 (0.1686) loss_bbox_dn_3: 0.1583 (0.1629) loss_bbox_dn_4: 0.1587 (0.1614) loss_bbox_dn_5: 0.1586 (0.1615) loss_giou: 0.4495 (0.4660) loss_giou_aux_0: 0.4920 (0.4889) loss_giou_aux_1: 0.4819 (0.4757) loss_giou_aux_2: 0.4914 (0.4705) loss_giou_aux_3: 0.4462 (0.4676) loss_giou_aux_4: 0.4586 (0.4663) loss_giou_aux_5: 0.5430 (0.5526) loss_giou_dn_0: 0.5621 (0.5683) loss_giou_dn_1: 0.4682 (0.4603) loss_giou_dn_2: 0.4366 (0.4294) loss_giou_dn_3: 0.4254 (0.4211) loss_giou_dn_4: 0.4200 (0.4191) loss_giou_dn_5: 0.4200 (0.4193) loss_vfl: 0.6767 (0.6630) loss_vfl_aux_0: 0.7634 (0.7628) loss_vfl_aux_1: 0.7074 (0.7167) loss_vfl_aux_2: 0.6593 (0.6890) loss_vfl_aux_3: 0.6775 (0.6744) loss_vfl_aux_4: 0.6716 (0.6667) loss_vfl_aux_5: 0.7424 (0.7481) loss_vfl_dn_0: 0.4556 (0.4478) loss_vfl_dn_1: 0.3821 (0.3822) loss_vfl_dn_2: 0.3685 (0.3663) loss_vfl_dn_3: 0.3599 (0.3591) loss_vfl_dn_4: 0.3576 (0.3565) loss_vfl_dn_5: 0.3569 (0.3558) time: 0.4893 data: 0.0142 max mem: 5654 Epoch: [54] Total time: 1:00:45 (0.4930 s / it) Averaged stats: lr: 0.000010 loss: 15.5707 (15.5075) loss_bbox: 0.1473 (0.1492) loss_bbox_aux_0: 0.1630 (0.1613) loss_bbox_aux_1: 0.1574 (0.1539) loss_bbox_aux_2: 0.1549 (0.1513) loss_bbox_aux_3: 0.1508 (0.1497) loss_bbox_aux_4: 0.1477 (0.1492) loss_bbox_aux_5: 0.1929 (0.1974) loss_bbox_dn_0: 0.2401 (0.2588) loss_bbox_dn_1: 0.1787 (0.1890) loss_bbox_dn_2: 0.1613 (0.1686) loss_bbox_dn_3: 0.1583 (0.1629) loss_bbox_dn_4: 0.1587 (0.1614) loss_bbox_dn_5: 0.1586 (0.1615) loss_giou: 0.4495 (0.4660) loss_giou_aux_0: 0.4920 (0.4889) loss_giou_aux_1: 0.4819 (0.4757) loss_giou_aux_2: 0.4914 (0.4705) loss_giou_aux_3: 0.4462 (0.4676) loss_giou_aux_4: 0.4586 (0.4663) loss_giou_aux_5: 0.5430 (0.5526) loss_giou_dn_0: 0.5621 (0.5683) loss_giou_dn_1: 0.4682 (0.4603) loss_giou_dn_2: 0.4366 (0.4294) loss_giou_dn_3: 0.4254 (0.4211) loss_giou_dn_4: 0.4200 (0.4191) loss_giou_dn_5: 0.4200 (0.4193) loss_vfl: 0.6767 (0.6630) loss_vfl_aux_0: 0.7634 (0.7628) loss_vfl_aux_1: 0.7074 (0.7167) loss_vfl_aux_2: 0.6593 (0.6890) loss_vfl_aux_3: 0.6775 (0.6744) loss_vfl_aux_4: 0.6716 (0.6667) loss_vfl_aux_5: 0.7424 (0.7481) loss_vfl_dn_0: 0.4556 (0.4478) loss_vfl_dn_1: 0.3821 (0.3822) loss_vfl_dn_2: 0.3685 (0.3663) loss_vfl_dn_3: 0.3599 (0.3591) loss_vfl_dn_4: 0.3576 (0.3565) loss_vfl_dn_5: 0.3569 (0.3558) Test: [ 0/157] eta: 0:04:24 time: 1.6826 data: 1.2374 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5164 data: 0.1351 max mem: 5654 Test: [ 20/157] eta: 0:01:43 time: 0.7086 data: 0.0255 max mem: 5654 Test: [ 30/157] eta: 0:01:20 time: 0.7040 data: 0.0262 max mem: 5654 Test: [ 40/157] eta: 0:01:07 time: 0.3904 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.3936 data: 0.0266 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4031 data: 0.0272 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.4015 data: 0.0272 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3962 data: 0.0266 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3964 data: 0.0263 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3899 data: 0.0262 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3899 data: 0.0260 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3889 data: 0.0260 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3880 data: 0.0259 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6954 data: 0.0261 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6847 data: 0.0265 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3654 data: 0.0251 max mem: 5654 Test: Total time: 0:01:15 (0.4805 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.76s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5287010443147385} Epoch: [55] [ 0/7393] eta: 1 day, 1:09:34 lr: 0.000010 loss: 16.8883 (16.8883) loss_bbox: 0.1687 (0.1687) loss_bbox_aux_0: 0.1765 (0.1765) loss_bbox_aux_1: 0.1912 (0.1912) loss_bbox_aux_2: 0.1842 (0.1842) loss_bbox_aux_3: 0.1774 (0.1774) loss_bbox_aux_4: 0.1742 (0.1742) loss_bbox_aux_5: 0.2073 (0.2073) loss_bbox_dn_0: 0.2092 (0.2092) loss_bbox_dn_1: 0.1529 (0.1529) loss_bbox_dn_2: 0.1412 (0.1412) loss_bbox_dn_3: 0.1390 (0.1390) loss_bbox_dn_4: 0.1395 (0.1395) loss_bbox_dn_5: 0.1396 (0.1396) loss_giou: 0.6992 (0.6992) loss_giou_aux_0: 0.7099 (0.7099) loss_giou_aux_1: 0.6900 (0.6900) loss_giou_aux_2: 0.7218 (0.7218) loss_giou_aux_3: 0.7178 (0.7178) loss_giou_aux_4: 0.7138 (0.7138) loss_giou_aux_5: 0.7727 (0.7727) loss_giou_dn_0: 0.6792 (0.6792) loss_giou_dn_1: 0.5708 (0.5708) loss_giou_dn_2: 0.5551 (0.5551) loss_giou_dn_3: 0.5466 (0.5466) loss_giou_dn_4: 0.5458 (0.5458) loss_giou_dn_5: 0.5488 (0.5488) loss_vfl: 0.5310 (0.5310) loss_vfl_aux_0: 0.6333 (0.6333) loss_vfl_aux_1: 0.5810 (0.5810) loss_vfl_aux_2: 0.5330 (0.5330) loss_vfl_aux_3: 0.5374 (0.5374) loss_vfl_aux_4: 0.5226 (0.5226) loss_vfl_aux_5: 0.6364 (0.6364) loss_vfl_dn_0: 0.4218 (0.4218) loss_vfl_dn_1: 0.3736 (0.3736) loss_vfl_dn_2: 0.3648 (0.3648) loss_vfl_dn_3: 0.3600 (0.3600) loss_vfl_dn_4: 0.3590 (0.3590) loss_vfl_dn_5: 0.3623 (0.3623) time: 12.2514 data: 3.2341 max mem: 5654 Epoch: [55] [ 100/7393] eta: 1:21:45 lr: 0.000010 loss: 15.5200 (15.3762) loss_bbox: 0.1395 (0.1464) loss_bbox_aux_0: 0.1575 (0.1617) loss_bbox_aux_1: 0.1463 (0.1530) loss_bbox_aux_2: 0.1407 (0.1492) loss_bbox_aux_3: 0.1412 (0.1473) loss_bbox_aux_4: 0.1414 (0.1455) loss_bbox_aux_5: 0.1959 (0.1982) loss_bbox_dn_0: 0.2497 (0.2560) loss_bbox_dn_1: 0.1913 (0.1869) loss_bbox_dn_2: 0.1661 (0.1663) loss_bbox_dn_3: 0.1597 (0.1600) loss_bbox_dn_4: 0.1573 (0.1586) loss_bbox_dn_5: 0.1574 (0.1586) loss_giou: 0.4410 (0.4587) loss_giou_aux_0: 0.4691 (0.4837) loss_giou_aux_1: 0.4432 (0.4685) loss_giou_aux_2: 0.4483 (0.4630) loss_giou_aux_3: 0.4445 (0.4601) loss_giou_aux_4: 0.4423 (0.4586) loss_giou_aux_5: 0.5353 (0.5475) loss_giou_dn_0: 0.5646 (0.5629) loss_giou_dn_1: 0.4537 (0.4542) loss_giou_dn_2: 0.4228 (0.4232) loss_giou_dn_3: 0.4139 (0.4151) loss_giou_dn_4: 0.4120 (0.4133) loss_giou_dn_5: 0.4121 (0.4135) loss_vfl: 0.6483 (0.6633) loss_vfl_aux_0: 0.7660 (0.7604) loss_vfl_aux_1: 0.7299 (0.7155) loss_vfl_aux_2: 0.6795 (0.6885) loss_vfl_aux_3: 0.6663 (0.6737) loss_vfl_aux_4: 0.6643 (0.6674) loss_vfl_aux_5: 0.7605 (0.7447) loss_vfl_dn_0: 0.4470 (0.4481) loss_vfl_dn_1: 0.3827 (0.3799) loss_vfl_dn_2: 0.3632 (0.3631) loss_vfl_dn_3: 0.3567 (0.3555) loss_vfl_dn_4: 0.3540 (0.3535) loss_vfl_dn_5: 0.3529 (0.3525) time: 0.4922 data: 0.0152 max mem: 5654 Epoch: [55] [ 200/7393] eta: 1:09:23 lr: 0.000010 loss: 14.9693 (15.4443) loss_bbox: 0.1392 (0.1475) loss_bbox_aux_0: 0.1482 (0.1614) loss_bbox_aux_1: 0.1337 (0.1535) loss_bbox_aux_2: 0.1354 (0.1504) loss_bbox_aux_3: 0.1395 (0.1484) loss_bbox_aux_4: 0.1395 (0.1473) loss_bbox_aux_5: 0.1783 (0.1964) loss_bbox_dn_0: 0.2121 (0.2565) loss_bbox_dn_1: 0.1582 (0.1880) loss_bbox_dn_2: 0.1422 (0.1678) loss_bbox_dn_3: 0.1421 (0.1617) loss_bbox_dn_4: 0.1417 (0.1605) loss_bbox_dn_5: 0.1418 (0.1605) loss_giou: 0.4705 (0.4612) loss_giou_aux_0: 0.4887 (0.4848) loss_giou_aux_1: 0.4851 (0.4714) loss_giou_aux_2: 0.4769 (0.4658) loss_giou_aux_3: 0.4736 (0.4621) loss_giou_aux_4: 0.4714 (0.4610) loss_giou_aux_5: 0.5710 (0.5473) loss_giou_dn_0: 0.5734 (0.5654) loss_giou_dn_1: 0.4665 (0.4575) loss_giou_dn_2: 0.4457 (0.4260) loss_giou_dn_3: 0.4387 (0.4179) loss_giou_dn_4: 0.4367 (0.4160) loss_giou_dn_5: 0.4370 (0.4162) loss_vfl: 0.6448 (0.6648) loss_vfl_aux_0: 0.7357 (0.7622) loss_vfl_aux_1: 0.6962 (0.7156) loss_vfl_aux_2: 0.6727 (0.6900) loss_vfl_aux_3: 0.6578 (0.6762) loss_vfl_aux_4: 0.6563 (0.6690) loss_vfl_aux_5: 0.7136 (0.7486) loss_vfl_dn_0: 0.4538 (0.4491) loss_vfl_dn_1: 0.3850 (0.3818) loss_vfl_dn_2: 0.3731 (0.3653) loss_vfl_dn_3: 0.3705 (0.3581) loss_vfl_dn_4: 0.3672 (0.3559) loss_vfl_dn_5: 0.3668 (0.3551) time: 0.4988 data: 0.0154 max mem: 5654 Epoch: [55] [ 300/7393] eta: 1:04:33 lr: 0.000010 loss: 15.8631 (15.5095) loss_bbox: 0.1445 (0.1475) loss_bbox_aux_0: 0.1654 (0.1620) loss_bbox_aux_1: 0.1480 (0.1536) loss_bbox_aux_2: 0.1490 (0.1503) loss_bbox_aux_3: 0.1401 (0.1485) loss_bbox_aux_4: 0.1444 (0.1476) loss_bbox_aux_5: 0.1929 (0.1959) loss_bbox_dn_0: 0.2388 (0.2531) loss_bbox_dn_1: 0.1853 (0.1856) loss_bbox_dn_2: 0.1617 (0.1658) loss_bbox_dn_3: 0.1466 (0.1599) loss_bbox_dn_4: 0.1439 (0.1588) loss_bbox_dn_5: 0.1439 (0.1588) loss_giou: 0.5372 (0.4700) loss_giou_aux_0: 0.5616 (0.4942) loss_giou_aux_1: 0.5525 (0.4803) loss_giou_aux_2: 0.5459 (0.4751) loss_giou_aux_3: 0.5415 (0.4712) loss_giou_aux_4: 0.5376 (0.4704) loss_giou_aux_5: 0.6235 (0.5553) loss_giou_dn_0: 0.6098 (0.5703) loss_giou_dn_1: 0.4936 (0.4634) loss_giou_dn_2: 0.4622 (0.4322) loss_giou_dn_3: 0.4506 (0.4241) loss_giou_dn_4: 0.4471 (0.4221) loss_giou_dn_5: 0.4473 (0.4223) loss_vfl: 0.6442 (0.6621) loss_vfl_aux_0: 0.7414 (0.7555) loss_vfl_aux_1: 0.7038 (0.7130) loss_vfl_aux_2: 0.6786 (0.6865) loss_vfl_aux_3: 0.6599 (0.6732) loss_vfl_aux_4: 0.6365 (0.6659) loss_vfl_aux_5: 0.7087 (0.7447) loss_vfl_dn_0: 0.4482 (0.4487) loss_vfl_dn_1: 0.3902 (0.3826) loss_vfl_dn_2: 0.3718 (0.3665) loss_vfl_dn_3: 0.3664 (0.3593) loss_vfl_dn_4: 0.3655 (0.3571) loss_vfl_dn_5: 0.3622 (0.3563) time: 0.4751 data: 0.0150 max mem: 5654 Epoch: [55] [ 400/7393] eta: 1:01:51 lr: 0.000010 loss: 15.2815 (15.4933) loss_bbox: 0.1391 (0.1465) loss_bbox_aux_0: 0.1599 (0.1605) loss_bbox_aux_1: 0.1449 (0.1518) loss_bbox_aux_2: 0.1404 (0.1489) loss_bbox_aux_3: 0.1350 (0.1476) loss_bbox_aux_4: 0.1408 (0.1468) loss_bbox_aux_5: 0.1891 (0.1944) loss_bbox_dn_0: 0.2255 (0.2499) loss_bbox_dn_1: 0.1620 (0.1833) loss_bbox_dn_2: 0.1485 (0.1637) loss_bbox_dn_3: 0.1439 (0.1581) loss_bbox_dn_4: 0.1440 (0.1570) loss_bbox_dn_5: 0.1440 (0.1570) loss_giou: 0.4606 (0.4738) loss_giou_aux_0: 0.4626 (0.4976) loss_giou_aux_1: 0.4619 (0.4836) loss_giou_aux_2: 0.4568 (0.4786) loss_giou_aux_3: 0.4545 (0.4753) loss_giou_aux_4: 0.4605 (0.4747) loss_giou_aux_5: 0.5312 (0.5591) loss_giou_dn_0: 0.5645 (0.5722) loss_giou_dn_1: 0.4486 (0.4651) loss_giou_dn_2: 0.4149 (0.4339) loss_giou_dn_3: 0.4084 (0.4259) loss_giou_dn_4: 0.4046 (0.4240) loss_giou_dn_5: 0.4051 (0.4241) loss_vfl: 0.6502 (0.6576) loss_vfl_aux_0: 0.7033 (0.7508) loss_vfl_aux_1: 0.6873 (0.7094) loss_vfl_aux_2: 0.6814 (0.6825) loss_vfl_aux_3: 0.6667 (0.6682) loss_vfl_aux_4: 0.6452 (0.6606) loss_vfl_aux_5: 0.7205 (0.7404) loss_vfl_dn_0: 0.4430 (0.4481) loss_vfl_dn_1: 0.3809 (0.3825) loss_vfl_dn_2: 0.3681 (0.3667) loss_vfl_dn_3: 0.3606 (0.3595) loss_vfl_dn_4: 0.3578 (0.3573) loss_vfl_dn_5: 0.3527 (0.3565) time: 0.4864 data: 0.0147 max mem: 5654 Epoch: [55] [ 500/7393] eta: 0:59:50 lr: 0.000010 loss: 15.9342 (15.4920) loss_bbox: 0.1654 (0.1474) loss_bbox_aux_0: 0.1680 (0.1612) loss_bbox_aux_1: 0.1651 (0.1526) loss_bbox_aux_2: 0.1568 (0.1499) loss_bbox_aux_3: 0.1603 (0.1486) loss_bbox_aux_4: 0.1654 (0.1479) loss_bbox_aux_5: 0.2071 (0.1956) loss_bbox_dn_0: 0.2883 (0.2529) loss_bbox_dn_1: 0.2119 (0.1853) loss_bbox_dn_2: 0.1855 (0.1655) loss_bbox_dn_3: 0.1751 (0.1599) loss_bbox_dn_4: 0.1752 (0.1587) loss_bbox_dn_5: 0.1752 (0.1587) loss_giou: 0.4280 (0.4711) loss_giou_aux_0: 0.4411 (0.4948) loss_giou_aux_1: 0.4393 (0.4806) loss_giou_aux_2: 0.4379 (0.4756) loss_giou_aux_3: 0.4295 (0.4726) loss_giou_aux_4: 0.4240 (0.4718) loss_giou_aux_5: 0.5274 (0.5563) loss_giou_dn_0: 0.5674 (0.5704) loss_giou_dn_1: 0.4604 (0.4633) loss_giou_dn_2: 0.4320 (0.4323) loss_giou_dn_3: 0.4222 (0.4242) loss_giou_dn_4: 0.4197 (0.4223) loss_giou_dn_5: 0.4198 (0.4225) loss_vfl: 0.6474 (0.6592) loss_vfl_aux_0: 0.7553 (0.7532) loss_vfl_aux_1: 0.7069 (0.7110) loss_vfl_aux_2: 0.6913 (0.6849) loss_vfl_aux_3: 0.6616 (0.6696) loss_vfl_aux_4: 0.6481 (0.6619) loss_vfl_aux_5: 0.7521 (0.7428) loss_vfl_dn_0: 0.4434 (0.4476) loss_vfl_dn_1: 0.3811 (0.3822) loss_vfl_dn_2: 0.3670 (0.3661) loss_vfl_dn_3: 0.3638 (0.3589) loss_vfl_dn_4: 0.3601 (0.3567) loss_vfl_dn_5: 0.3568 (0.3559) time: 0.4929 data: 0.0149 max mem: 5654 Epoch: [55] [ 600/7393] eta: 0:58:10 lr: 0.000010 loss: 15.4339 (15.5039) loss_bbox: 0.1270 (0.1471) loss_bbox_aux_0: 0.1530 (0.1609) loss_bbox_aux_1: 0.1452 (0.1525) loss_bbox_aux_2: 0.1379 (0.1497) loss_bbox_aux_3: 0.1329 (0.1483) loss_bbox_aux_4: 0.1265 (0.1475) loss_bbox_aux_5: 0.1926 (0.1957) loss_bbox_dn_0: 0.2379 (0.2527) loss_bbox_dn_1: 0.1656 (0.1850) loss_bbox_dn_2: 0.1435 (0.1651) loss_bbox_dn_3: 0.1410 (0.1595) loss_bbox_dn_4: 0.1378 (0.1583) loss_bbox_dn_5: 0.1379 (0.1583) loss_giou: 0.4724 (0.4725) loss_giou_aux_0: 0.5073 (0.4963) loss_giou_aux_1: 0.4943 (0.4823) loss_giou_aux_2: 0.4777 (0.4771) loss_giou_aux_3: 0.4884 (0.4740) loss_giou_aux_4: 0.4709 (0.4730) loss_giou_aux_5: 0.5621 (0.5580) loss_giou_dn_0: 0.5752 (0.5713) loss_giou_dn_1: 0.4680 (0.4640) loss_giou_dn_2: 0.4377 (0.4328) loss_giou_dn_3: 0.4331 (0.4247) loss_giou_dn_4: 0.4311 (0.4228) loss_giou_dn_5: 0.4315 (0.4229) loss_vfl: 0.6471 (0.6592) loss_vfl_aux_0: 0.7475 (0.7544) loss_vfl_aux_1: 0.6926 (0.7107) loss_vfl_aux_2: 0.6856 (0.6848) loss_vfl_aux_3: 0.6621 (0.6698) loss_vfl_aux_4: 0.6501 (0.6622) loss_vfl_aux_5: 0.7389 (0.7422) loss_vfl_dn_0: 0.4449 (0.4478) loss_vfl_dn_1: 0.3791 (0.3823) loss_vfl_dn_2: 0.3661 (0.3663) loss_vfl_dn_3: 0.3597 (0.3591) loss_vfl_dn_4: 0.3560 (0.3567) loss_vfl_dn_5: 0.3546 (0.3560) time: 0.4814 data: 0.0147 max mem: 5654 Epoch: [55] [ 700/7393] eta: 0:56:48 lr: 0.000010 loss: 15.5110 (15.5031) loss_bbox: 0.1458 (0.1479) loss_bbox_aux_0: 0.1550 (0.1614) loss_bbox_aux_1: 0.1517 (0.1532) loss_bbox_aux_2: 0.1495 (0.1504) loss_bbox_aux_3: 0.1482 (0.1491) loss_bbox_aux_4: 0.1463 (0.1483) loss_bbox_aux_5: 0.1960 (0.1962) loss_bbox_dn_0: 0.2423 (0.2541) loss_bbox_dn_1: 0.1744 (0.1860) loss_bbox_dn_2: 0.1556 (0.1661) loss_bbox_dn_3: 0.1559 (0.1605) loss_bbox_dn_4: 0.1580 (0.1593) loss_bbox_dn_5: 0.1579 (0.1593) loss_giou: 0.4914 (0.4721) loss_giou_aux_0: 0.4958 (0.4952) loss_giou_aux_1: 0.4980 (0.4816) loss_giou_aux_2: 0.4929 (0.4766) loss_giou_aux_3: 0.4836 (0.4736) loss_giou_aux_4: 0.4867 (0.4726) loss_giou_aux_5: 0.5509 (0.5570) loss_giou_dn_0: 0.5737 (0.5709) loss_giou_dn_1: 0.4755 (0.4635) loss_giou_dn_2: 0.4434 (0.4326) loss_giou_dn_3: 0.4375 (0.4244) loss_giou_dn_4: 0.4360 (0.4224) loss_giou_dn_5: 0.4360 (0.4226) loss_vfl: 0.6508 (0.6582) loss_vfl_aux_0: 0.7282 (0.7542) loss_vfl_aux_1: 0.6837 (0.7097) loss_vfl_aux_2: 0.6641 (0.6839) loss_vfl_aux_3: 0.6496 (0.6688) loss_vfl_aux_4: 0.6551 (0.6613) loss_vfl_aux_5: 0.7245 (0.7409) loss_vfl_dn_0: 0.4539 (0.4477) loss_vfl_dn_1: 0.3908 (0.3824) loss_vfl_dn_2: 0.3752 (0.3666) loss_vfl_dn_3: 0.3682 (0.3593) loss_vfl_dn_4: 0.3668 (0.3569) loss_vfl_dn_5: 0.3665 (0.3562) time: 0.4773 data: 0.0140 max mem: 5654 Epoch: [55] [ 800/7393] eta: 0:55:37 lr: 0.000010 loss: 15.3891 (15.5167) loss_bbox: 0.1452 (0.1484) loss_bbox_aux_0: 0.1603 (0.1617) loss_bbox_aux_1: 0.1503 (0.1535) loss_bbox_aux_2: 0.1448 (0.1509) loss_bbox_aux_3: 0.1486 (0.1495) loss_bbox_aux_4: 0.1452 (0.1487) loss_bbox_aux_5: 0.2042 (0.1969) loss_bbox_dn_0: 0.2489 (0.2556) loss_bbox_dn_1: 0.1858 (0.1873) loss_bbox_dn_2: 0.1666 (0.1673) loss_bbox_dn_3: 0.1586 (0.1616) loss_bbox_dn_4: 0.1543 (0.1604) loss_bbox_dn_5: 0.1542 (0.1604) loss_giou: 0.4367 (0.4721) loss_giou_aux_0: 0.4495 (0.4946) loss_giou_aux_1: 0.4417 (0.4811) loss_giou_aux_2: 0.4291 (0.4761) loss_giou_aux_3: 0.4363 (0.4735) loss_giou_aux_4: 0.4346 (0.4724) loss_giou_aux_5: 0.5261 (0.5570) loss_giou_dn_0: 0.5417 (0.5708) loss_giou_dn_1: 0.4432 (0.4634) loss_giou_dn_2: 0.4131 (0.4326) loss_giou_dn_3: 0.3994 (0.4245) loss_giou_dn_4: 0.3972 (0.4225) loss_giou_dn_5: 0.3979 (0.4227) loss_vfl: 0.6562 (0.6580) loss_vfl_aux_0: 0.7603 (0.7564) loss_vfl_aux_1: 0.7247 (0.7113) loss_vfl_aux_2: 0.6967 (0.6847) loss_vfl_aux_3: 0.6955 (0.6694) loss_vfl_aux_4: 0.6568 (0.6613) loss_vfl_aux_5: 0.7475 (0.7419) loss_vfl_dn_0: 0.4424 (0.4477) loss_vfl_dn_1: 0.3786 (0.3823) loss_vfl_dn_2: 0.3609 (0.3665) loss_vfl_dn_3: 0.3546 (0.3592) loss_vfl_dn_4: 0.3513 (0.3568) loss_vfl_dn_5: 0.3512 (0.3560) time: 0.4799 data: 0.0138 max mem: 5654 Epoch: [55] [ 900/7393] eta: 0:55:16 lr: 0.000010 loss: 15.5214 (15.5185) loss_bbox: 0.1457 (0.1489) loss_bbox_aux_0: 0.1662 (0.1622) loss_bbox_aux_1: 0.1611 (0.1540) loss_bbox_aux_2: 0.1488 (0.1513) loss_bbox_aux_3: 0.1389 (0.1498) loss_bbox_aux_4: 0.1392 (0.1492) loss_bbox_aux_5: 0.2053 (0.1977) loss_bbox_dn_0: 0.2619 (0.2559) loss_bbox_dn_1: 0.1936 (0.1874) loss_bbox_dn_2: 0.1719 (0.1673) loss_bbox_dn_3: 0.1636 (0.1616) loss_bbox_dn_4: 0.1626 (0.1604) loss_bbox_dn_5: 0.1626 (0.1604) loss_giou: 0.4466 (0.4712) loss_giou_aux_0: 0.4767 (0.4939) loss_giou_aux_1: 0.4433 (0.4802) loss_giou_aux_2: 0.4509 (0.4753) loss_giou_aux_3: 0.4434 (0.4724) loss_giou_aux_4: 0.4492 (0.4714) loss_giou_aux_5: 0.5173 (0.5563) loss_giou_dn_0: 0.5589 (0.5699) loss_giou_dn_1: 0.4639 (0.4625) loss_giou_dn_2: 0.4210 (0.4318) loss_giou_dn_3: 0.4111 (0.4236) loss_giou_dn_4: 0.4086 (0.4216) loss_giou_dn_5: 0.4084 (0.4218) loss_vfl: 0.6966 (0.6585) loss_vfl_aux_0: 0.7885 (0.7583) loss_vfl_aux_1: 0.7463 (0.7137) loss_vfl_aux_2: 0.7268 (0.6858) loss_vfl_aux_3: 0.7025 (0.6713) loss_vfl_aux_4: 0.7095 (0.6622) loss_vfl_aux_5: 0.7756 (0.7438) loss_vfl_dn_0: 0.4417 (0.4477) loss_vfl_dn_1: 0.3762 (0.3819) loss_vfl_dn_2: 0.3635 (0.3661) loss_vfl_dn_3: 0.3561 (0.3588) loss_vfl_dn_4: 0.3526 (0.3563) loss_vfl_dn_5: 0.3523 (0.3556) time: 0.4799 data: 0.0148 max mem: 5654 Epoch: [55] [1000/7393] eta: 0:54:05 lr: 0.000010 loss: 15.8001 (15.4957) loss_bbox: 0.1436 (0.1484) loss_bbox_aux_0: 0.1539 (0.1620) loss_bbox_aux_1: 0.1478 (0.1537) loss_bbox_aux_2: 0.1406 (0.1508) loss_bbox_aux_3: 0.1443 (0.1493) loss_bbox_aux_4: 0.1425 (0.1487) loss_bbox_aux_5: 0.1887 (0.1972) loss_bbox_dn_0: 0.2407 (0.2556) loss_bbox_dn_1: 0.1764 (0.1868) loss_bbox_dn_2: 0.1517 (0.1667) loss_bbox_dn_3: 0.1458 (0.1610) loss_bbox_dn_4: 0.1453 (0.1597) loss_bbox_dn_5: 0.1453 (0.1597) loss_giou: 0.4677 (0.4698) loss_giou_aux_0: 0.4973 (0.4926) loss_giou_aux_1: 0.4946 (0.4790) loss_giou_aux_2: 0.4749 (0.4741) loss_giou_aux_3: 0.4670 (0.4709) loss_giou_aux_4: 0.4629 (0.4700) loss_giou_aux_5: 0.6014 (0.5555) loss_giou_dn_0: 0.5693 (0.5692) loss_giou_dn_1: 0.4791 (0.4615) loss_giou_dn_2: 0.4465 (0.4308) loss_giou_dn_3: 0.4363 (0.4226) loss_giou_dn_4: 0.4357 (0.4207) loss_giou_dn_5: 0.4358 (0.4209) loss_vfl: 0.6460 (0.6587) loss_vfl_aux_0: 0.7405 (0.7579) loss_vfl_aux_1: 0.7122 (0.7133) loss_vfl_aux_2: 0.6689 (0.6858) loss_vfl_aux_3: 0.6503 (0.6716) loss_vfl_aux_4: 0.6563 (0.6625) loss_vfl_aux_5: 0.7360 (0.7439) loss_vfl_dn_0: 0.4465 (0.4474) loss_vfl_dn_1: 0.3922 (0.3817) loss_vfl_dn_2: 0.3715 (0.3658) loss_vfl_dn_3: 0.3669 (0.3585) loss_vfl_dn_4: 0.3640 (0.3560) loss_vfl_dn_5: 0.3633 (0.3552) time: 0.4903 data: 0.0139 max mem: 5654 Epoch: [55] [1100/7393] eta: 0:52:59 lr: 0.000010 loss: 14.9519 (15.4946) loss_bbox: 0.1345 (0.1480) loss_bbox_aux_0: 0.1509 (0.1616) loss_bbox_aux_1: 0.1424 (0.1532) loss_bbox_aux_2: 0.1437 (0.1504) loss_bbox_aux_3: 0.1351 (0.1489) loss_bbox_aux_4: 0.1345 (0.1483) loss_bbox_aux_5: 0.1850 (0.1965) loss_bbox_dn_0: 0.2507 (0.2557) loss_bbox_dn_1: 0.1866 (0.1869) loss_bbox_dn_2: 0.1686 (0.1668) loss_bbox_dn_3: 0.1643 (0.1610) loss_bbox_dn_4: 0.1627 (0.1598) loss_bbox_dn_5: 0.1627 (0.1598) loss_giou: 0.3865 (0.4691) loss_giou_aux_0: 0.4152 (0.4920) loss_giou_aux_1: 0.4019 (0.4784) loss_giou_aux_2: 0.4004 (0.4735) loss_giou_aux_3: 0.4028 (0.4702) loss_giou_aux_4: 0.3877 (0.4694) loss_giou_aux_5: 0.4794 (0.5545) loss_giou_dn_0: 0.5106 (0.5687) loss_giou_dn_1: 0.3990 (0.4611) loss_giou_dn_2: 0.3711 (0.4305) loss_giou_dn_3: 0.3619 (0.4223) loss_giou_dn_4: 0.3610 (0.4203) loss_giou_dn_5: 0.3610 (0.4205) loss_vfl: 0.6525 (0.6603) loss_vfl_aux_0: 0.7551 (0.7589) loss_vfl_aux_1: 0.7180 (0.7145) loss_vfl_aux_2: 0.6487 (0.6869) loss_vfl_aux_3: 0.6648 (0.6733) loss_vfl_aux_4: 0.6541 (0.6639) loss_vfl_aux_5: 0.7704 (0.7456) loss_vfl_dn_0: 0.4417 (0.4473) loss_vfl_dn_1: 0.3801 (0.3816) loss_vfl_dn_2: 0.3634 (0.3657) loss_vfl_dn_3: 0.3532 (0.3584) loss_vfl_dn_4: 0.3474 (0.3559) loss_vfl_dn_5: 0.3461 (0.3552) time: 0.4835 data: 0.0139 max mem: 5654 Epoch: [55] [1200/7393] eta: 0:51:58 lr: 0.000010 loss: 14.7897 (15.4769) loss_bbox: 0.1398 (0.1481) loss_bbox_aux_0: 0.1568 (0.1616) loss_bbox_aux_1: 0.1485 (0.1532) loss_bbox_aux_2: 0.1422 (0.1504) loss_bbox_aux_3: 0.1352 (0.1489) loss_bbox_aux_4: 0.1406 (0.1484) loss_bbox_aux_5: 0.1917 (0.1965) loss_bbox_dn_0: 0.2473 (0.2562) loss_bbox_dn_1: 0.1860 (0.1872) loss_bbox_dn_2: 0.1659 (0.1670) loss_bbox_dn_3: 0.1540 (0.1612) loss_bbox_dn_4: 0.1525 (0.1600) loss_bbox_dn_5: 0.1525 (0.1600) loss_giou: 0.4030 (0.4677) loss_giou_aux_0: 0.4144 (0.4907) loss_giou_aux_1: 0.4027 (0.4769) loss_giou_aux_2: 0.4065 (0.4722) loss_giou_aux_3: 0.3968 (0.4687) loss_giou_aux_4: 0.4038 (0.4680) loss_giou_aux_5: 0.4715 (0.5531) loss_giou_dn_0: 0.5355 (0.5678) loss_giou_dn_1: 0.4202 (0.4601) loss_giou_dn_2: 0.3891 (0.4294) loss_giou_dn_3: 0.3809 (0.4212) loss_giou_dn_4: 0.3772 (0.4193) loss_giou_dn_5: 0.3773 (0.4195) loss_vfl: 0.6563 (0.6600) loss_vfl_aux_0: 0.7429 (0.7584) loss_vfl_aux_1: 0.6844 (0.7141) loss_vfl_aux_2: 0.6608 (0.6864) loss_vfl_aux_3: 0.6580 (0.6731) loss_vfl_aux_4: 0.6572 (0.6637) loss_vfl_aux_5: 0.7130 (0.7452) loss_vfl_dn_0: 0.4391 (0.4472) loss_vfl_dn_1: 0.3751 (0.3814) loss_vfl_dn_2: 0.3618 (0.3655) loss_vfl_dn_3: 0.3508 (0.3581) loss_vfl_dn_4: 0.3459 (0.3556) loss_vfl_dn_5: 0.3433 (0.3549) time: 0.4831 data: 0.0137 max mem: 5654 Epoch: [55] [1300/7393] eta: 0:50:57 lr: 0.000010 loss: 15.8986 (15.4860) loss_bbox: 0.1525 (0.1486) loss_bbox_aux_0: 0.1504 (0.1620) loss_bbox_aux_1: 0.1597 (0.1536) loss_bbox_aux_2: 0.1561 (0.1508) loss_bbox_aux_3: 0.1556 (0.1494) loss_bbox_aux_4: 0.1537 (0.1488) loss_bbox_aux_5: 0.1939 (0.1969) loss_bbox_dn_0: 0.2494 (0.2572) loss_bbox_dn_1: 0.1908 (0.1880) loss_bbox_dn_2: 0.1624 (0.1677) loss_bbox_dn_3: 0.1578 (0.1619) loss_bbox_dn_4: 0.1527 (0.1607) loss_bbox_dn_5: 0.1527 (0.1607) loss_giou: 0.4510 (0.4668) loss_giou_aux_0: 0.4724 (0.4898) loss_giou_aux_1: 0.4646 (0.4760) loss_giou_aux_2: 0.4623 (0.4712) loss_giou_aux_3: 0.4586 (0.4678) loss_giou_aux_4: 0.4500 (0.4671) loss_giou_aux_5: 0.5662 (0.5524) loss_giou_dn_0: 0.5820 (0.5675) loss_giou_dn_1: 0.4670 (0.4597) loss_giou_dn_2: 0.4368 (0.4289) loss_giou_dn_3: 0.4282 (0.4207) loss_giou_dn_4: 0.4244 (0.4187) loss_giou_dn_5: 0.4245 (0.4189) loss_vfl: 0.6694 (0.6610) loss_vfl_aux_0: 0.8065 (0.7600) loss_vfl_aux_1: 0.7298 (0.7153) loss_vfl_aux_2: 0.7015 (0.6876) loss_vfl_aux_3: 0.6898 (0.6743) loss_vfl_aux_4: 0.6722 (0.6648) loss_vfl_aux_5: 0.7791 (0.7469) loss_vfl_dn_0: 0.4478 (0.4474) loss_vfl_dn_1: 0.3871 (0.3817) loss_vfl_dn_2: 0.3739 (0.3657) loss_vfl_dn_3: 0.3657 (0.3584) loss_vfl_dn_4: 0.3632 (0.3559) loss_vfl_dn_5: 0.3647 (0.3551) time: 0.4800 data: 0.0146 max mem: 5654 Epoch: [55] [1400/7393] eta: 0:50:01 lr: 0.000010 loss: 15.5835 (15.5149) loss_bbox: 0.1377 (0.1485) loss_bbox_aux_0: 0.1543 (0.1617) loss_bbox_aux_1: 0.1463 (0.1536) loss_bbox_aux_2: 0.1422 (0.1508) loss_bbox_aux_3: 0.1386 (0.1493) loss_bbox_aux_4: 0.1391 (0.1487) loss_bbox_aux_5: 0.1811 (0.1967) loss_bbox_dn_0: 0.2068 (0.2567) loss_bbox_dn_1: 0.1514 (0.1878) loss_bbox_dn_2: 0.1398 (0.1676) loss_bbox_dn_3: 0.1397 (0.1619) loss_bbox_dn_4: 0.1405 (0.1606) loss_bbox_dn_5: 0.1406 (0.1606) loss_giou: 0.4992 (0.4694) loss_giou_aux_0: 0.5221 (0.4924) loss_giou_aux_1: 0.5115 (0.4787) loss_giou_aux_2: 0.5014 (0.4741) loss_giou_aux_3: 0.5043 (0.4704) loss_giou_aux_4: 0.5000 (0.4696) loss_giou_aux_5: 0.5977 (0.5551) loss_giou_dn_0: 0.5994 (0.5693) loss_giou_dn_1: 0.4914 (0.4616) loss_giou_dn_2: 0.4636 (0.4308) loss_giou_dn_3: 0.4626 (0.4226) loss_giou_dn_4: 0.4606 (0.4206) loss_giou_dn_5: 0.4606 (0.4208) loss_vfl: 0.6402 (0.6609) loss_vfl_aux_0: 0.7309 (0.7601) loss_vfl_aux_1: 0.6767 (0.7151) loss_vfl_aux_2: 0.6537 (0.6872) loss_vfl_aux_3: 0.6474 (0.6741) loss_vfl_aux_4: 0.6411 (0.6649) loss_vfl_aux_5: 0.7199 (0.7465) loss_vfl_dn_0: 0.4422 (0.4475) loss_vfl_dn_1: 0.3819 (0.3819) loss_vfl_dn_2: 0.3701 (0.3660) loss_vfl_dn_3: 0.3603 (0.3587) loss_vfl_dn_4: 0.3590 (0.3562) loss_vfl_dn_5: 0.3597 (0.3555) time: 0.4901 data: 0.0140 max mem: 5654 Epoch: [55] [1500/7393] eta: 0:49:06 lr: 0.000010 loss: 15.6397 (15.5113) loss_bbox: 0.1386 (0.1484) loss_bbox_aux_0: 0.1605 (0.1616) loss_bbox_aux_1: 0.1478 (0.1535) loss_bbox_aux_2: 0.1439 (0.1508) loss_bbox_aux_3: 0.1384 (0.1492) loss_bbox_aux_4: 0.1374 (0.1485) loss_bbox_aux_5: 0.1984 (0.1969) loss_bbox_dn_0: 0.2677 (0.2564) loss_bbox_dn_1: 0.1856 (0.1873) loss_bbox_dn_2: 0.1697 (0.1671) loss_bbox_dn_3: 0.1579 (0.1614) loss_bbox_dn_4: 0.1536 (0.1601) loss_bbox_dn_5: 0.1535 (0.1601) loss_giou: 0.4769 (0.4698) loss_giou_aux_0: 0.4937 (0.4926) loss_giou_aux_1: 0.4833 (0.4791) loss_giou_aux_2: 0.4861 (0.4744) loss_giou_aux_3: 0.4798 (0.4708) loss_giou_aux_4: 0.4789 (0.4700) loss_giou_aux_5: 0.5675 (0.5555) loss_giou_dn_0: 0.5667 (0.5692) loss_giou_dn_1: 0.4497 (0.4615) loss_giou_dn_2: 0.4139 (0.4307) loss_giou_dn_3: 0.4037 (0.4224) loss_giou_dn_4: 0.4036 (0.4204) loss_giou_dn_5: 0.4036 (0.4206) loss_vfl: 0.6494 (0.6607) loss_vfl_aux_0: 0.7628 (0.7602) loss_vfl_aux_1: 0.7105 (0.7147) loss_vfl_aux_2: 0.6759 (0.6872) loss_vfl_aux_3: 0.6651 (0.6741) loss_vfl_aux_4: 0.6563 (0.6648) loss_vfl_aux_5: 0.7328 (0.7462) loss_vfl_dn_0: 0.4481 (0.4475) loss_vfl_dn_1: 0.3863 (0.3818) loss_vfl_dn_2: 0.3721 (0.3659) loss_vfl_dn_3: 0.3638 (0.3586) loss_vfl_dn_4: 0.3621 (0.3561) loss_vfl_dn_5: 0.3629 (0.3553) time: 0.4868 data: 0.0136 max mem: 5654 Epoch: [55] [1600/7393] eta: 0:48:09 lr: 0.000010 loss: 15.8233 (15.5102) loss_bbox: 0.1447 (0.1486) loss_bbox_aux_0: 0.1659 (0.1618) loss_bbox_aux_1: 0.1573 (0.1537) loss_bbox_aux_2: 0.1425 (0.1511) loss_bbox_aux_3: 0.1441 (0.1494) loss_bbox_aux_4: 0.1443 (0.1488) loss_bbox_aux_5: 0.2097 (0.1973) loss_bbox_dn_0: 0.2500 (0.2568) loss_bbox_dn_1: 0.1649 (0.1876) loss_bbox_dn_2: 0.1479 (0.1674) loss_bbox_dn_3: 0.1435 (0.1616) loss_bbox_dn_4: 0.1433 (0.1604) loss_bbox_dn_5: 0.1433 (0.1604) loss_giou: 0.4411 (0.4693) loss_giou_aux_0: 0.4732 (0.4922) loss_giou_aux_1: 0.4604 (0.4787) loss_giou_aux_2: 0.4562 (0.4740) loss_giou_aux_3: 0.4430 (0.4703) loss_giou_aux_4: 0.4343 (0.4695) loss_giou_aux_5: 0.5379 (0.5552) loss_giou_dn_0: 0.5657 (0.5692) loss_giou_dn_1: 0.4509 (0.4614) loss_giou_dn_2: 0.4175 (0.4306) loss_giou_dn_3: 0.4120 (0.4224) loss_giou_dn_4: 0.4108 (0.4203) loss_giou_dn_5: 0.4107 (0.4205) loss_vfl: 0.6951 (0.6606) loss_vfl_aux_0: 0.7915 (0.7602) loss_vfl_aux_1: 0.7292 (0.7146) loss_vfl_aux_2: 0.7030 (0.6868) loss_vfl_aux_3: 0.7068 (0.6741) loss_vfl_aux_4: 0.7020 (0.6647) loss_vfl_aux_5: 0.7474 (0.7458) loss_vfl_dn_0: 0.4467 (0.4475) loss_vfl_dn_1: 0.3823 (0.3817) loss_vfl_dn_2: 0.3704 (0.3658) loss_vfl_dn_3: 0.3633 (0.3585) loss_vfl_dn_4: 0.3635 (0.3560) loss_vfl_dn_5: 0.3631 (0.3552) time: 0.4845 data: 0.0155 max mem: 5654 Epoch: [55] [1700/7393] eta: 0:47:11 lr: 0.000010 loss: 15.2820 (15.5149) loss_bbox: 0.1420 (0.1488) loss_bbox_aux_0: 0.1573 (0.1619) loss_bbox_aux_1: 0.1520 (0.1539) loss_bbox_aux_2: 0.1476 (0.1513) loss_bbox_aux_3: 0.1433 (0.1496) loss_bbox_aux_4: 0.1420 (0.1490) loss_bbox_aux_5: 0.1889 (0.1975) loss_bbox_dn_0: 0.2233 (0.2567) loss_bbox_dn_1: 0.1589 (0.1876) loss_bbox_dn_2: 0.1424 (0.1674) loss_bbox_dn_3: 0.1368 (0.1617) loss_bbox_dn_4: 0.1362 (0.1604) loss_bbox_dn_5: 0.1362 (0.1605) loss_giou: 0.4604 (0.4696) loss_giou_aux_0: 0.4872 (0.4927) loss_giou_aux_1: 0.4687 (0.4791) loss_giou_aux_2: 0.4694 (0.4744) loss_giou_aux_3: 0.4628 (0.4706) loss_giou_aux_4: 0.4594 (0.4698) loss_giou_aux_5: 0.5501 (0.5557) loss_giou_dn_0: 0.5696 (0.5694) loss_giou_dn_1: 0.4555 (0.4616) loss_giou_dn_2: 0.4213 (0.4309) loss_giou_dn_3: 0.4179 (0.4227) loss_giou_dn_4: 0.4187 (0.4207) loss_giou_dn_5: 0.4188 (0.4208) loss_vfl: 0.6464 (0.6608) loss_vfl_aux_0: 0.7214 (0.7595) loss_vfl_aux_1: 0.6841 (0.7145) loss_vfl_aux_2: 0.6613 (0.6867) loss_vfl_aux_3: 0.6539 (0.6741) loss_vfl_aux_4: 0.6562 (0.6649) loss_vfl_aux_5: 0.6796 (0.7452) loss_vfl_dn_0: 0.4438 (0.4474) loss_vfl_dn_1: 0.3831 (0.3817) loss_vfl_dn_2: 0.3719 (0.3658) loss_vfl_dn_3: 0.3652 (0.3586) loss_vfl_dn_4: 0.3618 (0.3561) loss_vfl_dn_5: 0.3613 (0.3553) time: 0.4696 data: 0.0142 max mem: 5654 Epoch: [55] [1800/7393] eta: 0:46:16 lr: 0.000010 loss: 15.2278 (15.5029) loss_bbox: 0.1531 (0.1490) loss_bbox_aux_0: 0.1746 (0.1619) loss_bbox_aux_1: 0.1608 (0.1540) loss_bbox_aux_2: 0.1566 (0.1514) loss_bbox_aux_3: 0.1518 (0.1497) loss_bbox_aux_4: 0.1531 (0.1491) loss_bbox_aux_5: 0.2084 (0.1976) loss_bbox_dn_0: 0.2682 (0.2573) loss_bbox_dn_1: 0.1995 (0.1880) loss_bbox_dn_2: 0.1819 (0.1677) loss_bbox_dn_3: 0.1780 (0.1620) loss_bbox_dn_4: 0.1787 (0.1607) loss_bbox_dn_5: 0.1787 (0.1607) loss_giou: 0.4129 (0.4685) loss_giou_aux_0: 0.4313 (0.4915) loss_giou_aux_1: 0.4193 (0.4779) loss_giou_aux_2: 0.4188 (0.4733) loss_giou_aux_3: 0.4122 (0.4696) loss_giou_aux_4: 0.4123 (0.4687) loss_giou_aux_5: 0.4877 (0.5545) loss_giou_dn_0: 0.5354 (0.5684) loss_giou_dn_1: 0.4290 (0.4606) loss_giou_dn_2: 0.3910 (0.4298) loss_giou_dn_3: 0.3826 (0.4216) loss_giou_dn_4: 0.3796 (0.4196) loss_giou_dn_5: 0.3800 (0.4198) loss_vfl: 0.6552 (0.6605) loss_vfl_aux_0: 0.7847 (0.7605) loss_vfl_aux_1: 0.7222 (0.7145) loss_vfl_aux_2: 0.7033 (0.6865) loss_vfl_aux_3: 0.6893 (0.6738) loss_vfl_aux_4: 0.6748 (0.6646) loss_vfl_aux_5: 0.7601 (0.7457) loss_vfl_dn_0: 0.4427 (0.4472) loss_vfl_dn_1: 0.3772 (0.3815) loss_vfl_dn_2: 0.3607 (0.3655) loss_vfl_dn_3: 0.3517 (0.3583) loss_vfl_dn_4: 0.3481 (0.3558) loss_vfl_dn_5: 0.3480 (0.3550) time: 0.4755 data: 0.0138 max mem: 5654 Epoch: [55] [1900/7393] eta: 0:45:23 lr: 0.000010 loss: 15.4013 (15.4952) loss_bbox: 0.1430 (0.1489) loss_bbox_aux_0: 0.1592 (0.1619) loss_bbox_aux_1: 0.1461 (0.1540) loss_bbox_aux_2: 0.1520 (0.1514) loss_bbox_aux_3: 0.1505 (0.1497) loss_bbox_aux_4: 0.1453 (0.1490) loss_bbox_aux_5: 0.1935 (0.1976) loss_bbox_dn_0: 0.2489 (0.2573) loss_bbox_dn_1: 0.1801 (0.1880) loss_bbox_dn_2: 0.1618 (0.1677) loss_bbox_dn_3: 0.1590 (0.1620) loss_bbox_dn_4: 0.1594 (0.1607) loss_bbox_dn_5: 0.1594 (0.1607) loss_giou: 0.4073 (0.4682) loss_giou_aux_0: 0.4317 (0.4913) loss_giou_aux_1: 0.4282 (0.4776) loss_giou_aux_2: 0.4160 (0.4730) loss_giou_aux_3: 0.4199 (0.4693) loss_giou_aux_4: 0.4141 (0.4683) loss_giou_aux_5: 0.4919 (0.5542) loss_giou_dn_0: 0.5351 (0.5683) loss_giou_dn_1: 0.4435 (0.4606) loss_giou_dn_2: 0.4059 (0.4297) loss_giou_dn_3: 0.3943 (0.4215) loss_giou_dn_4: 0.3908 (0.4195) loss_giou_dn_5: 0.3911 (0.4197) loss_vfl: 0.6646 (0.6602) loss_vfl_aux_0: 0.7572 (0.7596) loss_vfl_aux_1: 0.7151 (0.7138) loss_vfl_aux_2: 0.6937 (0.6861) loss_vfl_aux_3: 0.6588 (0.6731) loss_vfl_aux_4: 0.6659 (0.6644) loss_vfl_aux_5: 0.7353 (0.7451) loss_vfl_dn_0: 0.4428 (0.4471) loss_vfl_dn_1: 0.3694 (0.3813) loss_vfl_dn_2: 0.3564 (0.3654) loss_vfl_dn_3: 0.3487 (0.3582) loss_vfl_dn_4: 0.3459 (0.3557) loss_vfl_dn_5: 0.3456 (0.3549) time: 0.4995 data: 0.0137 max mem: 5654 Epoch: [55] [2000/7393] eta: 0:44:28 lr: 0.000010 loss: 15.5284 (15.4873) loss_bbox: 0.1540 (0.1489) loss_bbox_aux_0: 0.1715 (0.1618) loss_bbox_aux_1: 0.1674 (0.1539) loss_bbox_aux_2: 0.1577 (0.1513) loss_bbox_aux_3: 0.1554 (0.1497) loss_bbox_aux_4: 0.1531 (0.1490) loss_bbox_aux_5: 0.1983 (0.1974) loss_bbox_dn_0: 0.2519 (0.2571) loss_bbox_dn_1: 0.1822 (0.1878) loss_bbox_dn_2: 0.1649 (0.1675) loss_bbox_dn_3: 0.1584 (0.1618) loss_bbox_dn_4: 0.1550 (0.1605) loss_bbox_dn_5: 0.1550 (0.1605) loss_giou: 0.4673 (0.4680) loss_giou_aux_0: 0.4851 (0.4911) loss_giou_aux_1: 0.4698 (0.4774) loss_giou_aux_2: 0.4689 (0.4728) loss_giou_aux_3: 0.4637 (0.4692) loss_giou_aux_4: 0.4610 (0.4681) loss_giou_aux_5: 0.5423 (0.5539) loss_giou_dn_0: 0.5691 (0.5681) loss_giou_dn_1: 0.4567 (0.4604) loss_giou_dn_2: 0.4407 (0.4296) loss_giou_dn_3: 0.4305 (0.4214) loss_giou_dn_4: 0.4258 (0.4194) loss_giou_dn_5: 0.4259 (0.4196) loss_vfl: 0.6399 (0.6596) loss_vfl_aux_0: 0.7435 (0.7589) loss_vfl_aux_1: 0.6836 (0.7132) loss_vfl_aux_2: 0.6831 (0.6857) loss_vfl_aux_3: 0.6407 (0.6725) loss_vfl_aux_4: 0.6412 (0.6638) loss_vfl_aux_5: 0.7037 (0.7445) loss_vfl_dn_0: 0.4507 (0.4470) loss_vfl_dn_1: 0.3859 (0.3813) loss_vfl_dn_2: 0.3691 (0.3655) loss_vfl_dn_3: 0.3628 (0.3582) loss_vfl_dn_4: 0.3616 (0.3557) loss_vfl_dn_5: 0.3605 (0.3549) time: 0.4700 data: 0.0138 max mem: 5654 Epoch: [55] [2100/7393] eta: 0:43:35 lr: 0.000010 loss: 14.5211 (15.4812) loss_bbox: 0.1339 (0.1487) loss_bbox_aux_0: 0.1509 (0.1616) loss_bbox_aux_1: 0.1464 (0.1537) loss_bbox_aux_2: 0.1372 (0.1512) loss_bbox_aux_3: 0.1355 (0.1495) loss_bbox_aux_4: 0.1339 (0.1488) loss_bbox_aux_5: 0.1957 (0.1972) loss_bbox_dn_0: 0.2279 (0.2568) loss_bbox_dn_1: 0.1567 (0.1875) loss_bbox_dn_2: 0.1421 (0.1672) loss_bbox_dn_3: 0.1327 (0.1614) loss_bbox_dn_4: 0.1296 (0.1601) loss_bbox_dn_5: 0.1296 (0.1602) loss_giou: 0.4364 (0.4678) loss_giou_aux_0: 0.4786 (0.4909) loss_giou_aux_1: 0.4662 (0.4774) loss_giou_aux_2: 0.4549 (0.4727) loss_giou_aux_3: 0.4477 (0.4690) loss_giou_aux_4: 0.4366 (0.4679) loss_giou_aux_5: 0.5528 (0.5537) loss_giou_dn_0: 0.5442 (0.5679) loss_giou_dn_1: 0.4255 (0.4601) loss_giou_dn_2: 0.3948 (0.4293) loss_giou_dn_3: 0.3827 (0.4210) loss_giou_dn_4: 0.3787 (0.4191) loss_giou_dn_5: 0.3788 (0.4192) loss_vfl: 0.6224 (0.6596) loss_vfl_aux_0: 0.7333 (0.7592) loss_vfl_aux_1: 0.6870 (0.7134) loss_vfl_aux_2: 0.6471 (0.6858) loss_vfl_aux_3: 0.6313 (0.6725) loss_vfl_aux_4: 0.6264 (0.6638) loss_vfl_aux_5: 0.7142 (0.7446) loss_vfl_dn_0: 0.4504 (0.4471) loss_vfl_dn_1: 0.3734 (0.3813) loss_vfl_dn_2: 0.3606 (0.3654) loss_vfl_dn_3: 0.3540 (0.3582) loss_vfl_dn_4: 0.3492 (0.3557) loss_vfl_dn_5: 0.3491 (0.3549) time: 0.4779 data: 0.0140 max mem: 5654 Epoch: [55] [2200/7393] eta: 0:42:59 lr: 0.000010 loss: 14.9768 (15.4891) loss_bbox: 0.1428 (0.1490) loss_bbox_aux_0: 0.1558 (0.1619) loss_bbox_aux_1: 0.1456 (0.1540) loss_bbox_aux_2: 0.1420 (0.1514) loss_bbox_aux_3: 0.1433 (0.1497) loss_bbox_aux_4: 0.1421 (0.1490) loss_bbox_aux_5: 0.1994 (0.1976) loss_bbox_dn_0: 0.2651 (0.2574) loss_bbox_dn_1: 0.1891 (0.1880) loss_bbox_dn_2: 0.1599 (0.1676) loss_bbox_dn_3: 0.1546 (0.1618) loss_bbox_dn_4: 0.1509 (0.1606) loss_bbox_dn_5: 0.1508 (0.1606) loss_giou: 0.4356 (0.4678) loss_giou_aux_0: 0.4515 (0.4910) loss_giou_aux_1: 0.4411 (0.4773) loss_giou_aux_2: 0.4299 (0.4726) loss_giou_aux_3: 0.4285 (0.4689) loss_giou_aux_4: 0.4319 (0.4679) loss_giou_aux_5: 0.5173 (0.5539) loss_giou_dn_0: 0.5262 (0.5679) loss_giou_dn_1: 0.4207 (0.4601) loss_giou_dn_2: 0.3910 (0.4292) loss_giou_dn_3: 0.3833 (0.4209) loss_giou_dn_4: 0.3831 (0.4189) loss_giou_dn_5: 0.3831 (0.4191) loss_vfl: 0.6319 (0.6600) loss_vfl_aux_0: 0.7243 (0.7593) loss_vfl_aux_1: 0.6893 (0.7138) loss_vfl_aux_2: 0.6627 (0.6862) loss_vfl_aux_3: 0.6411 (0.6730) loss_vfl_aux_4: 0.6292 (0.6642) loss_vfl_aux_5: 0.7328 (0.7449) loss_vfl_dn_0: 0.4414 (0.4473) loss_vfl_dn_1: 0.3795 (0.3815) loss_vfl_dn_2: 0.3626 (0.3656) loss_vfl_dn_3: 0.3599 (0.3583) loss_vfl_dn_4: 0.3566 (0.3558) loss_vfl_dn_5: 0.3568 (0.3550) time: 0.4883 data: 0.0138 max mem: 5654 Epoch: [55] [2300/7393] eta: 0:42:07 lr: 0.000010 loss: 15.4832 (15.4875) loss_bbox: 0.1315 (0.1489) loss_bbox_aux_0: 0.1475 (0.1619) loss_bbox_aux_1: 0.1339 (0.1540) loss_bbox_aux_2: 0.1282 (0.1513) loss_bbox_aux_3: 0.1299 (0.1496) loss_bbox_aux_4: 0.1251 (0.1489) loss_bbox_aux_5: 0.1813 (0.1975) loss_bbox_dn_0: 0.2223 (0.2574) loss_bbox_dn_1: 0.1696 (0.1880) loss_bbox_dn_2: 0.1534 (0.1677) loss_bbox_dn_3: 0.1491 (0.1619) loss_bbox_dn_4: 0.1471 (0.1606) loss_bbox_dn_5: 0.1471 (0.1606) loss_giou: 0.4922 (0.4676) loss_giou_aux_0: 0.5224 (0.4909) loss_giou_aux_1: 0.5002 (0.4773) loss_giou_aux_2: 0.4883 (0.4724) loss_giou_aux_3: 0.4862 (0.4687) loss_giou_aux_4: 0.4908 (0.4676) loss_giou_aux_5: 0.5641 (0.5538) loss_giou_dn_0: 0.5821 (0.5678) loss_giou_dn_1: 0.4853 (0.4600) loss_giou_dn_2: 0.4587 (0.4291) loss_giou_dn_3: 0.4477 (0.4209) loss_giou_dn_4: 0.4443 (0.4189) loss_giou_dn_5: 0.4449 (0.4191) loss_vfl: 0.6424 (0.6602) loss_vfl_aux_0: 0.7094 (0.7591) loss_vfl_aux_1: 0.6594 (0.7137) loss_vfl_aux_2: 0.6285 (0.6861) loss_vfl_aux_3: 0.6361 (0.6732) loss_vfl_aux_4: 0.6532 (0.6645) loss_vfl_aux_5: 0.6809 (0.7449) loss_vfl_dn_0: 0.4382 (0.4473) loss_vfl_dn_1: 0.3832 (0.3814) loss_vfl_dn_2: 0.3736 (0.3656) loss_vfl_dn_3: 0.3667 (0.3583) loss_vfl_dn_4: 0.3641 (0.3558) loss_vfl_dn_5: 0.3620 (0.3550) time: 0.4867 data: 0.0142 max mem: 5654 Epoch: [55] [2400/7393] eta: 0:41:15 lr: 0.000010 loss: 15.2399 (15.4828) loss_bbox: 0.1379 (0.1490) loss_bbox_aux_0: 0.1527 (0.1619) loss_bbox_aux_1: 0.1442 (0.1540) loss_bbox_aux_2: 0.1443 (0.1515) loss_bbox_aux_3: 0.1429 (0.1497) loss_bbox_aux_4: 0.1386 (0.1490) loss_bbox_aux_5: 0.1851 (0.1975) loss_bbox_dn_0: 0.2373 (0.2576) loss_bbox_dn_1: 0.1699 (0.1881) loss_bbox_dn_2: 0.1564 (0.1678) loss_bbox_dn_3: 0.1486 (0.1620) loss_bbox_dn_4: 0.1461 (0.1607) loss_bbox_dn_5: 0.1461 (0.1607) loss_giou: 0.4531 (0.4671) loss_giou_aux_0: 0.4756 (0.4905) loss_giou_aux_1: 0.4646 (0.4769) loss_giou_aux_2: 0.4549 (0.4720) loss_giou_aux_3: 0.4561 (0.4683) loss_giou_aux_4: 0.4541 (0.4672) loss_giou_aux_5: 0.5306 (0.5532) loss_giou_dn_0: 0.5823 (0.5675) loss_giou_dn_1: 0.4747 (0.4598) loss_giou_dn_2: 0.4218 (0.4288) loss_giou_dn_3: 0.4151 (0.4206) loss_giou_dn_4: 0.4171 (0.4186) loss_giou_dn_5: 0.4172 (0.4188) loss_vfl: 0.6497 (0.6601) loss_vfl_aux_0: 0.7244 (0.7587) loss_vfl_aux_1: 0.6883 (0.7134) loss_vfl_aux_2: 0.6715 (0.6858) loss_vfl_aux_3: 0.6480 (0.6728) loss_vfl_aux_4: 0.6519 (0.6643) loss_vfl_aux_5: 0.7285 (0.7448) loss_vfl_dn_0: 0.4465 (0.4474) loss_vfl_dn_1: 0.3824 (0.3815) loss_vfl_dn_2: 0.3702 (0.3656) loss_vfl_dn_3: 0.3636 (0.3584) loss_vfl_dn_4: 0.3607 (0.3559) loss_vfl_dn_5: 0.3595 (0.3551) time: 0.4655 data: 0.0139 max mem: 5654 Epoch: [55] [2500/7393] eta: 0:40:21 lr: 0.000010 loss: 15.6314 (15.4741) loss_bbox: 0.1485 (0.1488) loss_bbox_aux_0: 0.1626 (0.1619) loss_bbox_aux_1: 0.1570 (0.1539) loss_bbox_aux_2: 0.1532 (0.1514) loss_bbox_aux_3: 0.1516 (0.1496) loss_bbox_aux_4: 0.1509 (0.1489) loss_bbox_aux_5: 0.1940 (0.1974) loss_bbox_dn_0: 0.2562 (0.2577) loss_bbox_dn_1: 0.1836 (0.1881) loss_bbox_dn_2: 0.1627 (0.1677) loss_bbox_dn_3: 0.1574 (0.1619) loss_bbox_dn_4: 0.1556 (0.1606) loss_bbox_dn_5: 0.1556 (0.1606) loss_giou: 0.4652 (0.4667) loss_giou_aux_0: 0.4823 (0.4901) loss_giou_aux_1: 0.4792 (0.4765) loss_giou_aux_2: 0.4681 (0.4716) loss_giou_aux_3: 0.4703 (0.4678) loss_giou_aux_4: 0.4611 (0.4667) loss_giou_aux_5: 0.5377 (0.5526) loss_giou_dn_0: 0.5682 (0.5673) loss_giou_dn_1: 0.4519 (0.4595) loss_giou_dn_2: 0.4188 (0.4285) loss_giou_dn_3: 0.4132 (0.4203) loss_giou_dn_4: 0.4120 (0.4183) loss_giou_dn_5: 0.4126 (0.4184) loss_vfl: 0.6647 (0.6598) loss_vfl_aux_0: 0.7560 (0.7584) loss_vfl_aux_1: 0.7113 (0.7129) loss_vfl_aux_2: 0.6806 (0.6853) loss_vfl_aux_3: 0.6640 (0.6724) loss_vfl_aux_4: 0.6631 (0.6640) loss_vfl_aux_5: 0.7409 (0.7448) loss_vfl_dn_0: 0.4441 (0.4474) loss_vfl_dn_1: 0.3808 (0.3814) loss_vfl_dn_2: 0.3678 (0.3656) loss_vfl_dn_3: 0.3609 (0.3583) loss_vfl_dn_4: 0.3565 (0.3558) loss_vfl_dn_5: 0.3550 (0.3550) time: 0.4715 data: 0.0137 max mem: 5654 Epoch: [55] [2600/7393] eta: 0:39:28 lr: 0.000010 loss: 15.6521 (15.4758) loss_bbox: 0.1351 (0.1489) loss_bbox_aux_0: 0.1497 (0.1619) loss_bbox_aux_1: 0.1402 (0.1540) loss_bbox_aux_2: 0.1401 (0.1515) loss_bbox_aux_3: 0.1403 (0.1497) loss_bbox_aux_4: 0.1382 (0.1490) loss_bbox_aux_5: 0.1817 (0.1974) loss_bbox_dn_0: 0.2595 (0.2576) loss_bbox_dn_1: 0.1855 (0.1881) loss_bbox_dn_2: 0.1565 (0.1677) loss_bbox_dn_3: 0.1468 (0.1619) loss_bbox_dn_4: 0.1439 (0.1606) loss_bbox_dn_5: 0.1439 (0.1606) loss_giou: 0.4670 (0.4668) loss_giou_aux_0: 0.4920 (0.4903) loss_giou_aux_1: 0.4885 (0.4767) loss_giou_aux_2: 0.4815 (0.4718) loss_giou_aux_3: 0.4705 (0.4681) loss_giou_aux_4: 0.4730 (0.4669) loss_giou_aux_5: 0.5775 (0.5528) loss_giou_dn_0: 0.5752 (0.5675) loss_giou_dn_1: 0.4695 (0.4597) loss_giou_dn_2: 0.4458 (0.4287) loss_giou_dn_3: 0.4430 (0.4204) loss_giou_dn_4: 0.4424 (0.4184) loss_giou_dn_5: 0.4425 (0.4186) loss_vfl: 0.6323 (0.6596) loss_vfl_aux_0: 0.7225 (0.7582) loss_vfl_aux_1: 0.6793 (0.7129) loss_vfl_aux_2: 0.6378 (0.6851) loss_vfl_aux_3: 0.6316 (0.6722) loss_vfl_aux_4: 0.6308 (0.6638) loss_vfl_aux_5: 0.7234 (0.7448) loss_vfl_dn_0: 0.4479 (0.4475) loss_vfl_dn_1: 0.3848 (0.3815) loss_vfl_dn_2: 0.3678 (0.3657) loss_vfl_dn_3: 0.3582 (0.3584) loss_vfl_dn_4: 0.3553 (0.3559) loss_vfl_dn_5: 0.3544 (0.3551) time: 0.4705 data: 0.0137 max mem: 5654 Epoch: [55] [2700/7393] eta: 0:38:35 lr: 0.000010 loss: 15.8586 (15.4795) loss_bbox: 0.1406 (0.1489) loss_bbox_aux_0: 0.1627 (0.1620) loss_bbox_aux_1: 0.1511 (0.1541) loss_bbox_aux_2: 0.1434 (0.1515) loss_bbox_aux_3: 0.1468 (0.1497) loss_bbox_aux_4: 0.1466 (0.1490) loss_bbox_aux_5: 0.1919 (0.1975) loss_bbox_dn_0: 0.2579 (0.2577) loss_bbox_dn_1: 0.1795 (0.1881) loss_bbox_dn_2: 0.1545 (0.1677) loss_bbox_dn_3: 0.1511 (0.1619) loss_bbox_dn_4: 0.1507 (0.1606) loss_bbox_dn_5: 0.1507 (0.1606) loss_giou: 0.4603 (0.4670) loss_giou_aux_0: 0.5022 (0.4908) loss_giou_aux_1: 0.4750 (0.4771) loss_giou_aux_2: 0.4731 (0.4721) loss_giou_aux_3: 0.4624 (0.4682) loss_giou_aux_4: 0.4634 (0.4671) loss_giou_aux_5: 0.5868 (0.5532) loss_giou_dn_0: 0.5903 (0.5678) loss_giou_dn_1: 0.4796 (0.4600) loss_giou_dn_2: 0.4470 (0.4289) loss_giou_dn_3: 0.4397 (0.4207) loss_giou_dn_4: 0.4379 (0.4187) loss_giou_dn_5: 0.4378 (0.4188) loss_vfl: 0.6726 (0.6597) loss_vfl_aux_0: 0.7564 (0.7578) loss_vfl_aux_1: 0.7236 (0.7128) loss_vfl_aux_2: 0.6853 (0.6851) loss_vfl_aux_3: 0.6630 (0.6723) loss_vfl_aux_4: 0.6717 (0.6639) loss_vfl_aux_5: 0.7350 (0.7444) loss_vfl_dn_0: 0.4488 (0.4474) loss_vfl_dn_1: 0.3770 (0.3815) loss_vfl_dn_2: 0.3622 (0.3656) loss_vfl_dn_3: 0.3544 (0.3584) loss_vfl_dn_4: 0.3503 (0.3558) loss_vfl_dn_5: 0.3492 (0.3551) time: 0.4680 data: 0.0136 max mem: 5654 Epoch: [55] [2800/7393] eta: 0:37:42 lr: 0.000010 loss: 15.8233 (15.4869) loss_bbox: 0.1398 (0.1488) loss_bbox_aux_0: 0.1592 (0.1620) loss_bbox_aux_1: 0.1568 (0.1540) loss_bbox_aux_2: 0.1471 (0.1514) loss_bbox_aux_3: 0.1423 (0.1496) loss_bbox_aux_4: 0.1436 (0.1489) loss_bbox_aux_5: 0.1913 (0.1974) loss_bbox_dn_0: 0.2309 (0.2575) loss_bbox_dn_1: 0.1708 (0.1879) loss_bbox_dn_2: 0.1506 (0.1675) loss_bbox_dn_3: 0.1388 (0.1617) loss_bbox_dn_4: 0.1379 (0.1604) loss_bbox_dn_5: 0.1379 (0.1604) loss_giou: 0.4721 (0.4678) loss_giou_aux_0: 0.4946 (0.4916) loss_giou_aux_1: 0.4794 (0.4778) loss_giou_aux_2: 0.4764 (0.4728) loss_giou_aux_3: 0.4737 (0.4690) loss_giou_aux_4: 0.4726 (0.4679) loss_giou_aux_5: 0.5733 (0.5542) loss_giou_dn_0: 0.5781 (0.5685) loss_giou_dn_1: 0.4753 (0.4606) loss_giou_dn_2: 0.4394 (0.4296) loss_giou_dn_3: 0.4332 (0.4213) loss_giou_dn_4: 0.4322 (0.4193) loss_giou_dn_5: 0.4322 (0.4195) loss_vfl: 0.6719 (0.6597) loss_vfl_aux_0: 0.7517 (0.7573) loss_vfl_aux_1: 0.7387 (0.7128) loss_vfl_aux_2: 0.7004 (0.6851) loss_vfl_aux_3: 0.6845 (0.6723) loss_vfl_aux_4: 0.6674 (0.6637) loss_vfl_aux_5: 0.7438 (0.7439) loss_vfl_dn_0: 0.4460 (0.4474) loss_vfl_dn_1: 0.3837 (0.3816) loss_vfl_dn_2: 0.3676 (0.3658) loss_vfl_dn_3: 0.3629 (0.3585) loss_vfl_dn_4: 0.3636 (0.3560) loss_vfl_dn_5: 0.3627 (0.3552) time: 0.4737 data: 0.0133 max mem: 5654 Epoch: [55] [2900/7393] eta: 0:36:59 lr: 0.000010 loss: 15.3561 (15.4877) loss_bbox: 0.1424 (0.1491) loss_bbox_aux_0: 0.1614 (0.1622) loss_bbox_aux_1: 0.1477 (0.1542) loss_bbox_aux_2: 0.1473 (0.1516) loss_bbox_aux_3: 0.1439 (0.1498) loss_bbox_aux_4: 0.1437 (0.1492) loss_bbox_aux_5: 0.1959 (0.1977) loss_bbox_dn_0: 0.2401 (0.2580) loss_bbox_dn_1: 0.1746 (0.1883) loss_bbox_dn_2: 0.1625 (0.1679) loss_bbox_dn_3: 0.1597 (0.1620) loss_bbox_dn_4: 0.1588 (0.1607) loss_bbox_dn_5: 0.1589 (0.1608) loss_giou: 0.4399 (0.4675) loss_giou_aux_0: 0.4648 (0.4913) loss_giou_aux_1: 0.4605 (0.4776) loss_giou_aux_2: 0.4528 (0.4725) loss_giou_aux_3: 0.4409 (0.4687) loss_giou_aux_4: 0.4386 (0.4677) loss_giou_aux_5: 0.5156 (0.5539) loss_giou_dn_0: 0.5525 (0.5684) loss_giou_dn_1: 0.4443 (0.4605) loss_giou_dn_2: 0.4009 (0.4294) loss_giou_dn_3: 0.3951 (0.4211) loss_giou_dn_4: 0.3928 (0.4191) loss_giou_dn_5: 0.3928 (0.4193) loss_vfl: 0.6523 (0.6594) loss_vfl_aux_0: 0.7283 (0.7573) loss_vfl_aux_1: 0.6971 (0.7129) loss_vfl_aux_2: 0.6755 (0.6852) loss_vfl_aux_3: 0.6586 (0.6721) loss_vfl_aux_4: 0.6519 (0.6634) loss_vfl_aux_5: 0.7289 (0.7440) loss_vfl_dn_0: 0.4421 (0.4473) loss_vfl_dn_1: 0.3833 (0.3816) loss_vfl_dn_2: 0.3665 (0.3658) loss_vfl_dn_3: 0.3542 (0.3585) loss_vfl_dn_4: 0.3525 (0.3560) loss_vfl_dn_5: 0.3513 (0.3552) time: 0.4619 data: 0.0136 max mem: 5654 Epoch: [55] [3000/7393] eta: 0:36:07 lr: 0.000010 loss: 15.8872 (15.4928) loss_bbox: 0.1496 (0.1492) loss_bbox_aux_0: 0.1555 (0.1624) loss_bbox_aux_1: 0.1534 (0.1543) loss_bbox_aux_2: 0.1564 (0.1518) loss_bbox_aux_3: 0.1512 (0.1500) loss_bbox_aux_4: 0.1483 (0.1493) loss_bbox_aux_5: 0.1977 (0.1978) loss_bbox_dn_0: 0.2541 (0.2583) loss_bbox_dn_1: 0.1917 (0.1885) loss_bbox_dn_2: 0.1700 (0.1680) loss_bbox_dn_3: 0.1674 (0.1622) loss_bbox_dn_4: 0.1632 (0.1609) loss_bbox_dn_5: 0.1632 (0.1609) loss_giou: 0.4573 (0.4675) loss_giou_aux_0: 0.4693 (0.4914) loss_giou_aux_1: 0.4564 (0.4776) loss_giou_aux_2: 0.4597 (0.4725) loss_giou_aux_3: 0.4455 (0.4687) loss_giou_aux_4: 0.4577 (0.4677) loss_giou_aux_5: 0.5425 (0.5541) loss_giou_dn_0: 0.5803 (0.5685) loss_giou_dn_1: 0.4664 (0.4605) loss_giou_dn_2: 0.4315 (0.4294) loss_giou_dn_3: 0.4227 (0.4212) loss_giou_dn_4: 0.4214 (0.4192) loss_giou_dn_5: 0.4215 (0.4193) loss_vfl: 0.6717 (0.6597) loss_vfl_aux_0: 0.7796 (0.7577) loss_vfl_aux_1: 0.7458 (0.7137) loss_vfl_aux_2: 0.7031 (0.6856) loss_vfl_aux_3: 0.6815 (0.6724) loss_vfl_aux_4: 0.6702 (0.6637) loss_vfl_aux_5: 0.7413 (0.7440) loss_vfl_dn_0: 0.4533 (0.4474) loss_vfl_dn_1: 0.3927 (0.3817) loss_vfl_dn_2: 0.3744 (0.3658) loss_vfl_dn_3: 0.3672 (0.3586) loss_vfl_dn_4: 0.3624 (0.3560) loss_vfl_dn_5: 0.3613 (0.3553) time: 0.4700 data: 0.0135 max mem: 5654 Epoch: [55] [3100/7393] eta: 0:35:15 lr: 0.000010 loss: 16.1224 (15.4985) loss_bbox: 0.1566 (0.1494) loss_bbox_aux_0: 0.1666 (0.1626) loss_bbox_aux_1: 0.1557 (0.1546) loss_bbox_aux_2: 0.1563 (0.1520) loss_bbox_aux_3: 0.1610 (0.1502) loss_bbox_aux_4: 0.1555 (0.1495) loss_bbox_aux_5: 0.1966 (0.1980) loss_bbox_dn_0: 0.2483 (0.2586) loss_bbox_dn_1: 0.1957 (0.1888) loss_bbox_dn_2: 0.1700 (0.1683) loss_bbox_dn_3: 0.1646 (0.1625) loss_bbox_dn_4: 0.1632 (0.1611) loss_bbox_dn_5: 0.1632 (0.1612) loss_giou: 0.4450 (0.4676) loss_giou_aux_0: 0.4740 (0.4915) loss_giou_aux_1: 0.4659 (0.4777) loss_giou_aux_2: 0.4654 (0.4726) loss_giou_aux_3: 0.4496 (0.4688) loss_giou_aux_4: 0.4501 (0.4678) loss_giou_aux_5: 0.5303 (0.5540) loss_giou_dn_0: 0.5693 (0.5683) loss_giou_dn_1: 0.4705 (0.4605) loss_giou_dn_2: 0.4447 (0.4294) loss_giou_dn_3: 0.4335 (0.4211) loss_giou_dn_4: 0.4322 (0.4191) loss_giou_dn_5: 0.4324 (0.4193) loss_vfl: 0.6504 (0.6599) loss_vfl_aux_0: 0.7588 (0.7582) loss_vfl_aux_1: 0.7062 (0.7140) loss_vfl_aux_2: 0.6700 (0.6861) loss_vfl_aux_3: 0.6688 (0.6725) loss_vfl_aux_4: 0.6594 (0.6639) loss_vfl_aux_5: 0.7565 (0.7443) loss_vfl_dn_0: 0.4460 (0.4474) loss_vfl_dn_1: 0.3800 (0.3817) loss_vfl_dn_2: 0.3651 (0.3659) loss_vfl_dn_3: 0.3614 (0.3586) loss_vfl_dn_4: 0.3558 (0.3561) loss_vfl_dn_5: 0.3556 (0.3553) time: 0.4696 data: 0.0133 max mem: 5654 Epoch: [55] [3200/7393] eta: 0:34:23 lr: 0.000010 loss: 15.1689 (15.4998) loss_bbox: 0.1335 (0.1494) loss_bbox_aux_0: 0.1495 (0.1626) loss_bbox_aux_1: 0.1345 (0.1545) loss_bbox_aux_2: 0.1402 (0.1520) loss_bbox_aux_3: 0.1332 (0.1503) loss_bbox_aux_4: 0.1293 (0.1495) loss_bbox_aux_5: 0.1720 (0.1978) loss_bbox_dn_0: 0.2439 (0.2584) loss_bbox_dn_1: 0.1710 (0.1886) loss_bbox_dn_2: 0.1517 (0.1681) loss_bbox_dn_3: 0.1415 (0.1623) loss_bbox_dn_4: 0.1403 (0.1610) loss_bbox_dn_5: 0.1403 (0.1610) loss_giou: 0.4099 (0.4676) loss_giou_aux_0: 0.4479 (0.4915) loss_giou_aux_1: 0.4265 (0.4777) loss_giou_aux_2: 0.4195 (0.4726) loss_giou_aux_3: 0.4157 (0.4690) loss_giou_aux_4: 0.4131 (0.4678) loss_giou_aux_5: 0.5057 (0.5539) loss_giou_dn_0: 0.5541 (0.5684) loss_giou_dn_1: 0.4540 (0.4606) loss_giou_dn_2: 0.4242 (0.4295) loss_giou_dn_3: 0.4198 (0.4212) loss_giou_dn_4: 0.4172 (0.4192) loss_giou_dn_5: 0.4172 (0.4194) loss_vfl: 0.6672 (0.6602) loss_vfl_aux_0: 0.7928 (0.7586) loss_vfl_aux_1: 0.7270 (0.7143) loss_vfl_aux_2: 0.7074 (0.6865) loss_vfl_aux_3: 0.6808 (0.6726) loss_vfl_aux_4: 0.6742 (0.6642) loss_vfl_aux_5: 0.7388 (0.7446) loss_vfl_dn_0: 0.4454 (0.4474) loss_vfl_dn_1: 0.3834 (0.3817) loss_vfl_dn_2: 0.3741 (0.3658) loss_vfl_dn_3: 0.3665 (0.3586) loss_vfl_dn_4: 0.3621 (0.3561) loss_vfl_dn_5: 0.3613 (0.3553) time: 0.4735 data: 0.0140 max mem: 5654 Epoch: [55] [3300/7393] eta: 0:33:31 lr: 0.000010 loss: 16.1528 (15.4984) loss_bbox: 0.1536 (0.1494) loss_bbox_aux_0: 0.1628 (0.1625) loss_bbox_aux_1: 0.1637 (0.1545) loss_bbox_aux_2: 0.1611 (0.1521) loss_bbox_aux_3: 0.1550 (0.1503) loss_bbox_aux_4: 0.1560 (0.1495) loss_bbox_aux_5: 0.1867 (0.1977) loss_bbox_dn_0: 0.2560 (0.2583) loss_bbox_dn_1: 0.1891 (0.1885) loss_bbox_dn_2: 0.1715 (0.1681) loss_bbox_dn_3: 0.1655 (0.1623) loss_bbox_dn_4: 0.1656 (0.1610) loss_bbox_dn_5: 0.1656 (0.1610) loss_giou: 0.4891 (0.4675) loss_giou_aux_0: 0.4991 (0.4913) loss_giou_aux_1: 0.4899 (0.4777) loss_giou_aux_2: 0.4890 (0.4726) loss_giou_aux_3: 0.4919 (0.4690) loss_giou_aux_4: 0.4870 (0.4678) loss_giou_aux_5: 0.5520 (0.5538) loss_giou_dn_0: 0.5884 (0.5684) loss_giou_dn_1: 0.4839 (0.4605) loss_giou_dn_2: 0.4576 (0.4295) loss_giou_dn_3: 0.4464 (0.4212) loss_giou_dn_4: 0.4443 (0.4192) loss_giou_dn_5: 0.4445 (0.4194) loss_vfl: 0.6598 (0.6600) loss_vfl_aux_0: 0.7830 (0.7587) loss_vfl_aux_1: 0.7369 (0.7141) loss_vfl_aux_2: 0.6966 (0.6862) loss_vfl_aux_3: 0.6736 (0.6723) loss_vfl_aux_4: 0.6751 (0.6640) loss_vfl_aux_5: 0.7749 (0.7447) loss_vfl_dn_0: 0.4517 (0.4475) loss_vfl_dn_1: 0.3798 (0.3818) loss_vfl_dn_2: 0.3675 (0.3659) loss_vfl_dn_3: 0.3590 (0.3586) loss_vfl_dn_4: 0.3561 (0.3561) loss_vfl_dn_5: 0.3557 (0.3553) time: 0.4828 data: 0.0136 max mem: 5654 Epoch: [55] [3400/7393] eta: 0:32:41 lr: 0.000010 loss: 15.7950 (15.5007) loss_bbox: 0.1523 (0.1495) loss_bbox_aux_0: 0.1586 (0.1625) loss_bbox_aux_1: 0.1534 (0.1546) loss_bbox_aux_2: 0.1476 (0.1521) loss_bbox_aux_3: 0.1487 (0.1504) loss_bbox_aux_4: 0.1474 (0.1496) loss_bbox_aux_5: 0.1936 (0.1978) loss_bbox_dn_0: 0.2521 (0.2582) loss_bbox_dn_1: 0.1921 (0.1885) loss_bbox_dn_2: 0.1682 (0.1681) loss_bbox_dn_3: 0.1608 (0.1623) loss_bbox_dn_4: 0.1625 (0.1610) loss_bbox_dn_5: 0.1626 (0.1610) loss_giou: 0.4561 (0.4678) loss_giou_aux_0: 0.4843 (0.4913) loss_giou_aux_1: 0.4712 (0.4778) loss_giou_aux_2: 0.4722 (0.4727) loss_giou_aux_3: 0.4566 (0.4693) loss_giou_aux_4: 0.4509 (0.4680) loss_giou_aux_5: 0.5455 (0.5539) loss_giou_dn_0: 0.5700 (0.5685) loss_giou_dn_1: 0.4726 (0.4606) loss_giou_dn_2: 0.4330 (0.4296) loss_giou_dn_3: 0.4194 (0.4213) loss_giou_dn_4: 0.4174 (0.4193) loss_giou_dn_5: 0.4175 (0.4195) loss_vfl: 0.6629 (0.6599) loss_vfl_aux_0: 0.7520 (0.7589) loss_vfl_aux_1: 0.7089 (0.7143) loss_vfl_aux_2: 0.6699 (0.6862) loss_vfl_aux_3: 0.6651 (0.6721) loss_vfl_aux_4: 0.6656 (0.6639) loss_vfl_aux_5: 0.7377 (0.7448) loss_vfl_dn_0: 0.4484 (0.4475) loss_vfl_dn_1: 0.3894 (0.3818) loss_vfl_dn_2: 0.3736 (0.3659) loss_vfl_dn_3: 0.3647 (0.3587) loss_vfl_dn_4: 0.3575 (0.3562) loss_vfl_dn_5: 0.3580 (0.3554) time: 0.5036 data: 0.0142 max mem: 5654 Epoch: [55] [3500/7393] eta: 0:31:50 lr: 0.000010 loss: 15.2711 (15.5028) loss_bbox: 0.1482 (0.1497) loss_bbox_aux_0: 0.1528 (0.1625) loss_bbox_aux_1: 0.1424 (0.1547) loss_bbox_aux_2: 0.1449 (0.1522) loss_bbox_aux_3: 0.1468 (0.1506) loss_bbox_aux_4: 0.1468 (0.1498) loss_bbox_aux_5: 0.1849 (0.1979) loss_bbox_dn_0: 0.2434 (0.2585) loss_bbox_dn_1: 0.1826 (0.1887) loss_bbox_dn_2: 0.1579 (0.1683) loss_bbox_dn_3: 0.1531 (0.1625) loss_bbox_dn_4: 0.1523 (0.1611) loss_bbox_dn_5: 0.1523 (0.1612) loss_giou: 0.4498 (0.4678) loss_giou_aux_0: 0.4690 (0.4912) loss_giou_aux_1: 0.4630 (0.4778) loss_giou_aux_2: 0.4479 (0.4727) loss_giou_aux_3: 0.4512 (0.4693) loss_giou_aux_4: 0.4525 (0.4680) loss_giou_aux_5: 0.5162 (0.5538) loss_giou_dn_0: 0.5465 (0.5685) loss_giou_dn_1: 0.4417 (0.4607) loss_giou_dn_2: 0.4176 (0.4296) loss_giou_dn_3: 0.4147 (0.4214) loss_giou_dn_4: 0.4122 (0.4193) loss_giou_dn_5: 0.4123 (0.4195) loss_vfl: 0.6247 (0.6598) loss_vfl_aux_0: 0.7356 (0.7591) loss_vfl_aux_1: 0.6883 (0.7142) loss_vfl_aux_2: 0.6657 (0.6862) loss_vfl_aux_3: 0.6226 (0.6720) loss_vfl_aux_4: 0.6321 (0.6638) loss_vfl_aux_5: 0.7354 (0.7447) loss_vfl_dn_0: 0.4477 (0.4475) loss_vfl_dn_1: 0.3772 (0.3818) loss_vfl_dn_2: 0.3651 (0.3660) loss_vfl_dn_3: 0.3600 (0.3587) loss_vfl_dn_4: 0.3504 (0.3562) loss_vfl_dn_5: 0.3518 (0.3554) time: 0.4731 data: 0.0134 max mem: 5654 Epoch: [55] [3600/7393] eta: 0:30:59 lr: 0.000010 loss: 15.9495 (15.5003) loss_bbox: 0.1339 (0.1497) loss_bbox_aux_0: 0.1437 (0.1625) loss_bbox_aux_1: 0.1336 (0.1547) loss_bbox_aux_2: 0.1356 (0.1522) loss_bbox_aux_3: 0.1364 (0.1506) loss_bbox_aux_4: 0.1354 (0.1498) loss_bbox_aux_5: 0.1776 (0.1979) loss_bbox_dn_0: 0.2257 (0.2586) loss_bbox_dn_1: 0.1637 (0.1888) loss_bbox_dn_2: 0.1460 (0.1683) loss_bbox_dn_3: 0.1431 (0.1625) loss_bbox_dn_4: 0.1414 (0.1612) loss_bbox_dn_5: 0.1414 (0.1612) loss_giou: 0.5096 (0.4678) loss_giou_aux_0: 0.5236 (0.4911) loss_giou_aux_1: 0.5147 (0.4778) loss_giou_aux_2: 0.5039 (0.4726) loss_giou_aux_3: 0.5026 (0.4693) loss_giou_aux_4: 0.5095 (0.4681) loss_giou_aux_5: 0.5512 (0.5537) loss_giou_dn_0: 0.5680 (0.5684) loss_giou_dn_1: 0.4777 (0.4605) loss_giou_dn_2: 0.4542 (0.4295) loss_giou_dn_3: 0.4448 (0.4213) loss_giou_dn_4: 0.4435 (0.4192) loss_giou_dn_5: 0.4439 (0.4194) loss_vfl: 0.6397 (0.6595) loss_vfl_aux_0: 0.7504 (0.7591) loss_vfl_aux_1: 0.6749 (0.7140) loss_vfl_aux_2: 0.6658 (0.6862) loss_vfl_aux_3: 0.6315 (0.6716) loss_vfl_aux_4: 0.6455 (0.6634) loss_vfl_aux_5: 0.7568 (0.7447) loss_vfl_dn_0: 0.4480 (0.4474) loss_vfl_dn_1: 0.3876 (0.3818) loss_vfl_dn_2: 0.3705 (0.3659) loss_vfl_dn_3: 0.3636 (0.3587) loss_vfl_dn_4: 0.3622 (0.3562) loss_vfl_dn_5: 0.3622 (0.3554) time: 0.4680 data: 0.0135 max mem: 5654 Epoch: [55] [3700/7393] eta: 0:30:08 lr: 0.000010 loss: 15.2317 (15.4966) loss_bbox: 0.1515 (0.1498) loss_bbox_aux_0: 0.1585 (0.1625) loss_bbox_aux_1: 0.1515 (0.1547) loss_bbox_aux_2: 0.1523 (0.1522) loss_bbox_aux_3: 0.1527 (0.1507) loss_bbox_aux_4: 0.1523 (0.1499) loss_bbox_aux_5: 0.1993 (0.1979) loss_bbox_dn_0: 0.2764 (0.2588) loss_bbox_dn_1: 0.1859 (0.1889) loss_bbox_dn_2: 0.1611 (0.1684) loss_bbox_dn_3: 0.1548 (0.1626) loss_bbox_dn_4: 0.1538 (0.1612) loss_bbox_dn_5: 0.1540 (0.1612) loss_giou: 0.4221 (0.4676) loss_giou_aux_0: 0.4085 (0.4906) loss_giou_aux_1: 0.4102 (0.4774) loss_giou_aux_2: 0.3991 (0.4722) loss_giou_aux_3: 0.4099 (0.4691) loss_giou_aux_4: 0.4261 (0.4678) loss_giou_aux_5: 0.4628 (0.5532) loss_giou_dn_0: 0.5367 (0.5682) loss_giou_dn_1: 0.4236 (0.4604) loss_giou_dn_2: 0.3907 (0.4293) loss_giou_dn_3: 0.3803 (0.4210) loss_giou_dn_4: 0.3757 (0.4190) loss_giou_dn_5: 0.3757 (0.4192) loss_vfl: 0.6352 (0.6592) loss_vfl_aux_0: 0.7529 (0.7591) loss_vfl_aux_1: 0.7010 (0.7139) loss_vfl_aux_2: 0.6811 (0.6860) loss_vfl_aux_3: 0.6468 (0.6714) loss_vfl_aux_4: 0.6467 (0.6632) loss_vfl_aux_5: 0.7448 (0.7447) loss_vfl_dn_0: 0.4502 (0.4474) loss_vfl_dn_1: 0.3854 (0.3817) loss_vfl_dn_2: 0.3686 (0.3659) loss_vfl_dn_3: 0.3629 (0.3587) loss_vfl_dn_4: 0.3593 (0.3561) loss_vfl_dn_5: 0.3591 (0.3553) time: 0.4677 data: 0.0134 max mem: 5654 Epoch: [55] [3800/7393] eta: 0:29:23 lr: 0.000010 loss: 15.3292 (15.4943) loss_bbox: 0.1594 (0.1500) loss_bbox_aux_0: 0.1650 (0.1626) loss_bbox_aux_1: 0.1609 (0.1548) loss_bbox_aux_2: 0.1640 (0.1524) loss_bbox_aux_3: 0.1664 (0.1509) loss_bbox_aux_4: 0.1561 (0.1501) loss_bbox_aux_5: 0.2132 (0.1980) loss_bbox_dn_0: 0.2603 (0.2590) loss_bbox_dn_1: 0.1870 (0.1891) loss_bbox_dn_2: 0.1740 (0.1686) loss_bbox_dn_3: 0.1697 (0.1627) loss_bbox_dn_4: 0.1675 (0.1614) loss_bbox_dn_5: 0.1675 (0.1614) loss_giou: 0.4158 (0.4672) loss_giou_aux_0: 0.4411 (0.4901) loss_giou_aux_1: 0.4304 (0.4770) loss_giou_aux_2: 0.4211 (0.4718) loss_giou_aux_3: 0.4223 (0.4687) loss_giou_aux_4: 0.4156 (0.4674) loss_giou_aux_5: 0.5144 (0.5527) loss_giou_dn_0: 0.5319 (0.5680) loss_giou_dn_1: 0.4157 (0.4601) loss_giou_dn_2: 0.3900 (0.4291) loss_giou_dn_3: 0.3816 (0.4208) loss_giou_dn_4: 0.3783 (0.4187) loss_giou_dn_5: 0.3785 (0.4189) loss_vfl: 0.6680 (0.6591) loss_vfl_aux_0: 0.7704 (0.7593) loss_vfl_aux_1: 0.7174 (0.7139) loss_vfl_aux_2: 0.6912 (0.6860) loss_vfl_aux_3: 0.6713 (0.6713) loss_vfl_aux_4: 0.6775 (0.6631) loss_vfl_aux_5: 0.7486 (0.7450) loss_vfl_dn_0: 0.4483 (0.4474) loss_vfl_dn_1: 0.3824 (0.3817) loss_vfl_dn_2: 0.3619 (0.3659) loss_vfl_dn_3: 0.3544 (0.3586) loss_vfl_dn_4: 0.3503 (0.3561) loss_vfl_dn_5: 0.3479 (0.3553) time: 0.4733 data: 0.0135 max mem: 5654 Epoch: [55] [3900/7393] eta: 0:28:32 lr: 0.000010 loss: 15.2226 (15.4909) loss_bbox: 0.1403 (0.1500) loss_bbox_aux_0: 0.1496 (0.1625) loss_bbox_aux_1: 0.1457 (0.1548) loss_bbox_aux_2: 0.1446 (0.1523) loss_bbox_aux_3: 0.1388 (0.1509) loss_bbox_aux_4: 0.1394 (0.1501) loss_bbox_aux_5: 0.1895 (0.1979) loss_bbox_dn_0: 0.2407 (0.2589) loss_bbox_dn_1: 0.1862 (0.1890) loss_bbox_dn_2: 0.1662 (0.1685) loss_bbox_dn_3: 0.1560 (0.1626) loss_bbox_dn_4: 0.1496 (0.1613) loss_bbox_dn_5: 0.1495 (0.1613) loss_giou: 0.4320 (0.4669) loss_giou_aux_0: 0.4692 (0.4898) loss_giou_aux_1: 0.4516 (0.4767) loss_giou_aux_2: 0.4344 (0.4716) loss_giou_aux_3: 0.4351 (0.4684) loss_giou_aux_4: 0.4344 (0.4671) loss_giou_aux_5: 0.5119 (0.5524) loss_giou_dn_0: 0.5362 (0.5679) loss_giou_dn_1: 0.4431 (0.4600) loss_giou_dn_2: 0.4212 (0.4289) loss_giou_dn_3: 0.4137 (0.4206) loss_giou_dn_4: 0.4108 (0.4186) loss_giou_dn_5: 0.4111 (0.4188) loss_vfl: 0.6257 (0.6591) loss_vfl_aux_0: 0.7100 (0.7594) loss_vfl_aux_1: 0.6717 (0.7140) loss_vfl_aux_2: 0.6531 (0.6861) loss_vfl_aux_3: 0.6497 (0.6714) loss_vfl_aux_4: 0.6313 (0.6632) loss_vfl_aux_5: 0.6985 (0.7450) loss_vfl_dn_0: 0.4388 (0.4474) loss_vfl_dn_1: 0.3831 (0.3817) loss_vfl_dn_2: 0.3671 (0.3659) loss_vfl_dn_3: 0.3582 (0.3586) loss_vfl_dn_4: 0.3566 (0.3561) loss_vfl_dn_5: 0.3571 (0.3553) time: 0.4918 data: 0.0135 max mem: 5654 Epoch: [55] [4000/7393] eta: 0:27:47 lr: 0.000010 loss: 15.1073 (15.4873) loss_bbox: 0.1479 (0.1499) loss_bbox_aux_0: 0.1577 (0.1624) loss_bbox_aux_1: 0.1456 (0.1547) loss_bbox_aux_2: 0.1500 (0.1523) loss_bbox_aux_3: 0.1482 (0.1508) loss_bbox_aux_4: 0.1506 (0.1500) loss_bbox_aux_5: 0.1991 (0.1979) loss_bbox_dn_0: 0.2647 (0.2591) loss_bbox_dn_1: 0.1880 (0.1891) loss_bbox_dn_2: 0.1629 (0.1686) loss_bbox_dn_3: 0.1555 (0.1627) loss_bbox_dn_4: 0.1532 (0.1614) loss_bbox_dn_5: 0.1531 (0.1614) loss_giou: 0.3752 (0.4664) loss_giou_aux_0: 0.4108 (0.4892) loss_giou_aux_1: 0.3890 (0.4762) loss_giou_aux_2: 0.3873 (0.4711) loss_giou_aux_3: 0.3762 (0.4679) loss_giou_aux_4: 0.3753 (0.4666) loss_giou_aux_5: 0.4732 (0.5518) loss_giou_dn_0: 0.5394 (0.5676) loss_giou_dn_1: 0.4254 (0.4597) loss_giou_dn_2: 0.3902 (0.4286) loss_giou_dn_3: 0.3779 (0.4203) loss_giou_dn_4: 0.3753 (0.4183) loss_giou_dn_5: 0.3754 (0.4185) loss_vfl: 0.6369 (0.6591) loss_vfl_aux_0: 0.7926 (0.7600) loss_vfl_aux_1: 0.7006 (0.7141) loss_vfl_aux_2: 0.6735 (0.6862) loss_vfl_aux_3: 0.6587 (0.6715) loss_vfl_aux_4: 0.6297 (0.6632) loss_vfl_aux_5: 0.7668 (0.7454) loss_vfl_dn_0: 0.4395 (0.4474) loss_vfl_dn_1: 0.3771 (0.3817) loss_vfl_dn_2: 0.3652 (0.3658) loss_vfl_dn_3: 0.3555 (0.3586) loss_vfl_dn_4: 0.3515 (0.3561) loss_vfl_dn_5: 0.3513 (0.3553) time: 0.4715 data: 0.0135 max mem: 5654 Epoch: [55] [4100/7393] eta: 0:26:57 lr: 0.000010 loss: 14.7117 (15.4833) loss_bbox: 0.1305 (0.1498) loss_bbox_aux_0: 0.1439 (0.1622) loss_bbox_aux_1: 0.1310 (0.1546) loss_bbox_aux_2: 0.1368 (0.1521) loss_bbox_aux_3: 0.1422 (0.1507) loss_bbox_aux_4: 0.1335 (0.1499) loss_bbox_aux_5: 0.1747 (0.1978) loss_bbox_dn_0: 0.2111 (0.2589) loss_bbox_dn_1: 0.1533 (0.1889) loss_bbox_dn_2: 0.1404 (0.1684) loss_bbox_dn_3: 0.1344 (0.1625) loss_bbox_dn_4: 0.1320 (0.1612) loss_bbox_dn_5: 0.1320 (0.1612) loss_giou: 0.4534 (0.4664) loss_giou_aux_0: 0.4956 (0.4892) loss_giou_aux_1: 0.4704 (0.4761) loss_giou_aux_2: 0.4550 (0.4709) loss_giou_aux_3: 0.4655 (0.4678) loss_giou_aux_4: 0.4557 (0.4666) loss_giou_aux_5: 0.5378 (0.5517) loss_giou_dn_0: 0.5586 (0.5675) loss_giou_dn_1: 0.4504 (0.4596) loss_giou_dn_2: 0.4163 (0.4285) loss_giou_dn_3: 0.4077 (0.4202) loss_giou_dn_4: 0.4055 (0.4182) loss_giou_dn_5: 0.4058 (0.4184) loss_vfl: 0.6466 (0.6591) loss_vfl_aux_0: 0.7314 (0.7598) loss_vfl_aux_1: 0.6855 (0.7141) loss_vfl_aux_2: 0.6678 (0.6862) loss_vfl_aux_3: 0.6481 (0.6715) loss_vfl_aux_4: 0.6457 (0.6631) loss_vfl_aux_5: 0.7018 (0.7453) loss_vfl_dn_0: 0.4380 (0.4474) loss_vfl_dn_1: 0.3790 (0.3817) loss_vfl_dn_2: 0.3607 (0.3658) loss_vfl_dn_3: 0.3537 (0.3586) loss_vfl_dn_4: 0.3522 (0.3561) loss_vfl_dn_5: 0.3525 (0.3553) time: 0.4668 data: 0.0137 max mem: 5654 Epoch: [55] [4200/7393] eta: 0:26:06 lr: 0.000010 loss: 15.6484 (15.4865) loss_bbox: 0.1429 (0.1498) loss_bbox_aux_0: 0.1500 (0.1622) loss_bbox_aux_1: 0.1427 (0.1546) loss_bbox_aux_2: 0.1555 (0.1521) loss_bbox_aux_3: 0.1436 (0.1506) loss_bbox_aux_4: 0.1466 (0.1499) loss_bbox_aux_5: 0.1842 (0.1977) loss_bbox_dn_0: 0.2435 (0.2587) loss_bbox_dn_1: 0.1854 (0.1888) loss_bbox_dn_2: 0.1642 (0.1684) loss_bbox_dn_3: 0.1546 (0.1625) loss_bbox_dn_4: 0.1496 (0.1611) loss_bbox_dn_5: 0.1496 (0.1612) loss_giou: 0.4816 (0.4665) loss_giou_aux_0: 0.4912 (0.4893) loss_giou_aux_1: 0.4928 (0.4762) loss_giou_aux_2: 0.4944 (0.4710) loss_giou_aux_3: 0.4857 (0.4679) loss_giou_aux_4: 0.4817 (0.4667) loss_giou_aux_5: 0.5489 (0.5518) loss_giou_dn_0: 0.5742 (0.5676) loss_giou_dn_1: 0.4652 (0.4597) loss_giou_dn_2: 0.4343 (0.4286) loss_giou_dn_3: 0.4287 (0.4204) loss_giou_dn_4: 0.4243 (0.4183) loss_giou_dn_5: 0.4244 (0.4185) loss_vfl: 0.6766 (0.6594) loss_vfl_aux_0: 0.7975 (0.7601) loss_vfl_aux_1: 0.7349 (0.7144) loss_vfl_aux_2: 0.6863 (0.6865) loss_vfl_aux_3: 0.6918 (0.6718) loss_vfl_aux_4: 0.6690 (0.6633) loss_vfl_aux_5: 0.7616 (0.7455) loss_vfl_dn_0: 0.4585 (0.4475) loss_vfl_dn_1: 0.3901 (0.3818) loss_vfl_dn_2: 0.3724 (0.3659) loss_vfl_dn_3: 0.3640 (0.3587) loss_vfl_dn_4: 0.3627 (0.3562) loss_vfl_dn_5: 0.3622 (0.3554) time: 0.4696 data: 0.0134 max mem: 5654 Epoch: [55] [4300/7393] eta: 0:25:17 lr: 0.000010 loss: 15.1390 (15.4878) loss_bbox: 0.1375 (0.1498) loss_bbox_aux_0: 0.1469 (0.1622) loss_bbox_aux_1: 0.1435 (0.1546) loss_bbox_aux_2: 0.1420 (0.1521) loss_bbox_aux_3: 0.1388 (0.1506) loss_bbox_aux_4: 0.1425 (0.1500) loss_bbox_aux_5: 0.1873 (0.1977) loss_bbox_dn_0: 0.2160 (0.2587) loss_bbox_dn_1: 0.1589 (0.1888) loss_bbox_dn_2: 0.1477 (0.1683) loss_bbox_dn_3: 0.1428 (0.1625) loss_bbox_dn_4: 0.1388 (0.1611) loss_bbox_dn_5: 0.1388 (0.1611) loss_giou: 0.4799 (0.4668) loss_giou_aux_0: 0.5088 (0.4895) loss_giou_aux_1: 0.5042 (0.4764) loss_giou_aux_2: 0.4943 (0.4713) loss_giou_aux_3: 0.4872 (0.4682) loss_giou_aux_4: 0.4859 (0.4670) loss_giou_aux_5: 0.5555 (0.5520) loss_giou_dn_0: 0.5772 (0.5678) loss_giou_dn_1: 0.4704 (0.4599) loss_giou_dn_2: 0.4367 (0.4288) loss_giou_dn_3: 0.4275 (0.4205) loss_giou_dn_4: 0.4240 (0.4185) loss_giou_dn_5: 0.4243 (0.4186) loss_vfl: 0.6236 (0.6591) loss_vfl_aux_0: 0.7137 (0.7599) loss_vfl_aux_1: 0.6574 (0.7142) loss_vfl_aux_2: 0.6450 (0.6863) loss_vfl_aux_3: 0.6380 (0.6716) loss_vfl_aux_4: 0.6281 (0.6630) loss_vfl_aux_5: 0.6780 (0.7453) loss_vfl_dn_0: 0.4379 (0.4475) loss_vfl_dn_1: 0.3862 (0.3818) loss_vfl_dn_2: 0.3761 (0.3660) loss_vfl_dn_3: 0.3648 (0.3587) loss_vfl_dn_4: 0.3636 (0.3562) loss_vfl_dn_5: 0.3626 (0.3554) time: 0.4767 data: 0.0137 max mem: 5654 Epoch: [55] [4400/7393] eta: 0:24:27 lr: 0.000010 loss: 15.1764 (15.4877) loss_bbox: 0.1462 (0.1498) loss_bbox_aux_0: 0.1585 (0.1622) loss_bbox_aux_1: 0.1463 (0.1545) loss_bbox_aux_2: 0.1433 (0.1520) loss_bbox_aux_3: 0.1429 (0.1506) loss_bbox_aux_4: 0.1451 (0.1499) loss_bbox_aux_5: 0.1811 (0.1977) loss_bbox_dn_0: 0.2244 (0.2585) loss_bbox_dn_1: 0.1706 (0.1887) loss_bbox_dn_2: 0.1555 (0.1682) loss_bbox_dn_3: 0.1543 (0.1624) loss_bbox_dn_4: 0.1538 (0.1610) loss_bbox_dn_5: 0.1537 (0.1610) loss_giou: 0.4364 (0.4668) loss_giou_aux_0: 0.4673 (0.4896) loss_giou_aux_1: 0.4467 (0.4765) loss_giou_aux_2: 0.4362 (0.4713) loss_giou_aux_3: 0.4383 (0.4682) loss_giou_aux_4: 0.4416 (0.4670) loss_giou_aux_5: 0.5452 (0.5520) loss_giou_dn_0: 0.5557 (0.5677) loss_giou_dn_1: 0.4619 (0.4599) loss_giou_dn_2: 0.4246 (0.4288) loss_giou_dn_3: 0.4139 (0.4205) loss_giou_dn_4: 0.4110 (0.4184) loss_giou_dn_5: 0.4110 (0.4186) loss_vfl: 0.6408 (0.6593) loss_vfl_aux_0: 0.7472 (0.7598) loss_vfl_aux_1: 0.6941 (0.7142) loss_vfl_aux_2: 0.6865 (0.6865) loss_vfl_aux_3: 0.6463 (0.6718) loss_vfl_aux_4: 0.6450 (0.6632) loss_vfl_aux_5: 0.7231 (0.7453) loss_vfl_dn_0: 0.4414 (0.4475) loss_vfl_dn_1: 0.3826 (0.3818) loss_vfl_dn_2: 0.3603 (0.3660) loss_vfl_dn_3: 0.3542 (0.3588) loss_vfl_dn_4: 0.3523 (0.3562) loss_vfl_dn_5: 0.3506 (0.3555) time: 0.4838 data: 0.0135 max mem: 5654 Epoch: [55] [4500/7393] eta: 0:23:37 lr: 0.000010 loss: 15.1301 (15.4840) loss_bbox: 0.1411 (0.1498) loss_bbox_aux_0: 0.1537 (0.1622) loss_bbox_aux_1: 0.1386 (0.1545) loss_bbox_aux_2: 0.1396 (0.1520) loss_bbox_aux_3: 0.1445 (0.1505) loss_bbox_aux_4: 0.1402 (0.1499) loss_bbox_aux_5: 0.1942 (0.1976) loss_bbox_dn_0: 0.2546 (0.2585) loss_bbox_dn_1: 0.1735 (0.1887) loss_bbox_dn_2: 0.1486 (0.1682) loss_bbox_dn_3: 0.1441 (0.1624) loss_bbox_dn_4: 0.1434 (0.1610) loss_bbox_dn_5: 0.1434 (0.1610) loss_giou: 0.4208 (0.4664) loss_giou_aux_0: 0.4441 (0.4891) loss_giou_aux_1: 0.4280 (0.4761) loss_giou_aux_2: 0.4190 (0.4709) loss_giou_aux_3: 0.4195 (0.4677) loss_giou_aux_4: 0.4214 (0.4666) loss_giou_aux_5: 0.4932 (0.5516) loss_giou_dn_0: 0.5441 (0.5675) loss_giou_dn_1: 0.4465 (0.4596) loss_giou_dn_2: 0.4111 (0.4285) loss_giou_dn_3: 0.3911 (0.4202) loss_giou_dn_4: 0.3878 (0.4181) loss_giou_dn_5: 0.3877 (0.4183) loss_vfl: 0.6685 (0.6595) loss_vfl_aux_0: 0.7549 (0.7600) loss_vfl_aux_1: 0.7093 (0.7143) loss_vfl_aux_2: 0.6787 (0.6867) loss_vfl_aux_3: 0.6660 (0.6719) loss_vfl_aux_4: 0.6650 (0.6634) loss_vfl_aux_5: 0.7486 (0.7455) loss_vfl_dn_0: 0.4465 (0.4475) loss_vfl_dn_1: 0.3807 (0.3818) loss_vfl_dn_2: 0.3592 (0.3660) loss_vfl_dn_3: 0.3527 (0.3588) loss_vfl_dn_4: 0.3505 (0.3562) loss_vfl_dn_5: 0.3501 (0.3555) time: 0.4767 data: 0.0143 max mem: 5654 Epoch: [55] [4600/7393] eta: 0:22:47 lr: 0.000010 loss: 15.5330 (15.4868) loss_bbox: 0.1338 (0.1497) loss_bbox_aux_0: 0.1501 (0.1622) loss_bbox_aux_1: 0.1376 (0.1545) loss_bbox_aux_2: 0.1323 (0.1520) loss_bbox_aux_3: 0.1329 (0.1505) loss_bbox_aux_4: 0.1261 (0.1498) loss_bbox_aux_5: 0.1760 (0.1976) loss_bbox_dn_0: 0.2218 (0.2585) loss_bbox_dn_1: 0.1620 (0.1887) loss_bbox_dn_2: 0.1430 (0.1683) loss_bbox_dn_3: 0.1377 (0.1624) loss_bbox_dn_4: 0.1360 (0.1611) loss_bbox_dn_5: 0.1360 (0.1611) loss_giou: 0.4864 (0.4666) loss_giou_aux_0: 0.5141 (0.4893) loss_giou_aux_1: 0.5050 (0.4763) loss_giou_aux_2: 0.4974 (0.4711) loss_giou_aux_3: 0.4926 (0.4679) loss_giou_aux_4: 0.4895 (0.4668) loss_giou_aux_5: 0.5896 (0.5517) loss_giou_dn_0: 0.5807 (0.5676) loss_giou_dn_1: 0.4667 (0.4597) loss_giou_dn_2: 0.4407 (0.4286) loss_giou_dn_3: 0.4346 (0.4204) loss_giou_dn_4: 0.4318 (0.4183) loss_giou_dn_5: 0.4320 (0.4185) loss_vfl: 0.6369 (0.6594) loss_vfl_aux_0: 0.7390 (0.7600) loss_vfl_aux_1: 0.7016 (0.7144) loss_vfl_aux_2: 0.6605 (0.6866) loss_vfl_aux_3: 0.6595 (0.6719) loss_vfl_aux_4: 0.6439 (0.6634) loss_vfl_aux_5: 0.7127 (0.7455) loss_vfl_dn_0: 0.4434 (0.4476) loss_vfl_dn_1: 0.3849 (0.3819) loss_vfl_dn_2: 0.3738 (0.3661) loss_vfl_dn_3: 0.3639 (0.3588) loss_vfl_dn_4: 0.3619 (0.3563) loss_vfl_dn_5: 0.3616 (0.3556) time: 0.4746 data: 0.0134 max mem: 5654 Epoch: [55] [4700/7393] eta: 0:21:57 lr: 0.000010 loss: 14.9553 (15.4849) loss_bbox: 0.1429 (0.1497) loss_bbox_aux_0: 0.1599 (0.1622) loss_bbox_aux_1: 0.1514 (0.1545) loss_bbox_aux_2: 0.1447 (0.1520) loss_bbox_aux_3: 0.1441 (0.1505) loss_bbox_aux_4: 0.1449 (0.1498) loss_bbox_aux_5: 0.1832 (0.1975) loss_bbox_dn_0: 0.2216 (0.2585) loss_bbox_dn_1: 0.1615 (0.1887) loss_bbox_dn_2: 0.1420 (0.1682) loss_bbox_dn_3: 0.1374 (0.1624) loss_bbox_dn_4: 0.1356 (0.1610) loss_bbox_dn_5: 0.1356 (0.1610) loss_giou: 0.4391 (0.4666) loss_giou_aux_0: 0.4664 (0.4893) loss_giou_aux_1: 0.4460 (0.4762) loss_giou_aux_2: 0.4447 (0.4711) loss_giou_aux_3: 0.4418 (0.4679) loss_giou_aux_4: 0.4451 (0.4668) loss_giou_aux_5: 0.5146 (0.5517) loss_giou_dn_0: 0.5459 (0.5676) loss_giou_dn_1: 0.4359 (0.4597) loss_giou_dn_2: 0.4034 (0.4286) loss_giou_dn_3: 0.3958 (0.4203) loss_giou_dn_4: 0.3927 (0.4183) loss_giou_dn_5: 0.3929 (0.4184) loss_vfl: 0.6449 (0.6593) loss_vfl_aux_0: 0.7416 (0.7598) loss_vfl_aux_1: 0.7035 (0.7143) loss_vfl_aux_2: 0.6854 (0.6865) loss_vfl_aux_3: 0.6621 (0.6717) loss_vfl_aux_4: 0.6503 (0.6633) loss_vfl_aux_5: 0.7439 (0.7455) loss_vfl_dn_0: 0.4444 (0.4475) loss_vfl_dn_1: 0.3790 (0.3819) loss_vfl_dn_2: 0.3629 (0.3661) loss_vfl_dn_3: 0.3570 (0.3588) loss_vfl_dn_4: 0.3519 (0.3563) loss_vfl_dn_5: 0.3510 (0.3555) time: 0.4750 data: 0.0136 max mem: 5654 Epoch: [55] [4800/7393] eta: 0:21:08 lr: 0.000010 loss: 15.5537 (15.4828) loss_bbox: 0.1437 (0.1497) loss_bbox_aux_0: 0.1561 (0.1622) loss_bbox_aux_1: 0.1459 (0.1545) loss_bbox_aux_2: 0.1392 (0.1520) loss_bbox_aux_3: 0.1448 (0.1505) loss_bbox_aux_4: 0.1436 (0.1498) loss_bbox_aux_5: 0.1896 (0.1975) loss_bbox_dn_0: 0.2566 (0.2586) loss_bbox_dn_1: 0.1904 (0.1887) loss_bbox_dn_2: 0.1568 (0.1683) loss_bbox_dn_3: 0.1505 (0.1624) loss_bbox_dn_4: 0.1468 (0.1611) loss_bbox_dn_5: 0.1468 (0.1611) loss_giou: 0.4336 (0.4665) loss_giou_aux_0: 0.4634 (0.4892) loss_giou_aux_1: 0.4451 (0.4762) loss_giou_aux_2: 0.4298 (0.4710) loss_giou_aux_3: 0.4311 (0.4679) loss_giou_aux_4: 0.4301 (0.4667) loss_giou_aux_5: 0.5283 (0.5516) loss_giou_dn_0: 0.5852 (0.5675) loss_giou_dn_1: 0.4580 (0.4596) loss_giou_dn_2: 0.4228 (0.4285) loss_giou_dn_3: 0.4126 (0.4202) loss_giou_dn_4: 0.4120 (0.4182) loss_giou_dn_5: 0.4121 (0.4184) loss_vfl: 0.6539 (0.6591) loss_vfl_aux_0: 0.7730 (0.7596) loss_vfl_aux_1: 0.7340 (0.7141) loss_vfl_aux_2: 0.6971 (0.6863) loss_vfl_aux_3: 0.6666 (0.6715) loss_vfl_aux_4: 0.6686 (0.6630) loss_vfl_aux_5: 0.7290 (0.7453) loss_vfl_dn_0: 0.4518 (0.4475) loss_vfl_dn_1: 0.3884 (0.3818) loss_vfl_dn_2: 0.3690 (0.3660) loss_vfl_dn_3: 0.3621 (0.3588) loss_vfl_dn_4: 0.3561 (0.3562) loss_vfl_dn_5: 0.3552 (0.3555) time: 0.4845 data: 0.0135 max mem: 5654 Epoch: [55] [4900/7393] eta: 0:20:18 lr: 0.000010 loss: 15.5563 (15.4833) loss_bbox: 0.1308 (0.1498) loss_bbox_aux_0: 0.1446 (0.1623) loss_bbox_aux_1: 0.1348 (0.1546) loss_bbox_aux_2: 0.1329 (0.1520) loss_bbox_aux_3: 0.1316 (0.1505) loss_bbox_aux_4: 0.1318 (0.1499) loss_bbox_aux_5: 0.1758 (0.1976) loss_bbox_dn_0: 0.2182 (0.2587) loss_bbox_dn_1: 0.1580 (0.1888) loss_bbox_dn_2: 0.1478 (0.1683) loss_bbox_dn_3: 0.1437 (0.1625) loss_bbox_dn_4: 0.1410 (0.1611) loss_bbox_dn_5: 0.1410 (0.1611) loss_giou: 0.4736 (0.4666) loss_giou_aux_0: 0.5015 (0.4893) loss_giou_aux_1: 0.4906 (0.4762) loss_giou_aux_2: 0.4780 (0.4710) loss_giou_aux_3: 0.4727 (0.4679) loss_giou_aux_4: 0.4740 (0.4668) loss_giou_aux_5: 0.5670 (0.5517) loss_giou_dn_0: 0.5653 (0.5676) loss_giou_dn_1: 0.4614 (0.4596) loss_giou_dn_2: 0.4254 (0.4286) loss_giou_dn_3: 0.4193 (0.4203) loss_giou_dn_4: 0.4157 (0.4183) loss_giou_dn_5: 0.4159 (0.4185) loss_vfl: 0.6319 (0.6590) loss_vfl_aux_0: 0.7416 (0.7594) loss_vfl_aux_1: 0.7018 (0.7139) loss_vfl_aux_2: 0.6752 (0.6862) loss_vfl_aux_3: 0.6552 (0.6714) loss_vfl_aux_4: 0.6315 (0.6628) loss_vfl_aux_5: 0.7473 (0.7451) loss_vfl_dn_0: 0.4471 (0.4475) loss_vfl_dn_1: 0.3834 (0.3818) loss_vfl_dn_2: 0.3705 (0.3660) loss_vfl_dn_3: 0.3594 (0.3587) loss_vfl_dn_4: 0.3562 (0.3562) loss_vfl_dn_5: 0.3564 (0.3555) time: 0.4870 data: 0.0133 max mem: 5654 Epoch: [55] [5000/7393] eta: 0:19:29 lr: 0.000010 loss: 15.3851 (15.4841) loss_bbox: 0.1418 (0.1498) loss_bbox_aux_0: 0.1646 (0.1623) loss_bbox_aux_1: 0.1603 (0.1546) loss_bbox_aux_2: 0.1532 (0.1519) loss_bbox_aux_3: 0.1431 (0.1505) loss_bbox_aux_4: 0.1418 (0.1498) loss_bbox_aux_5: 0.2048 (0.1975) loss_bbox_dn_0: 0.2185 (0.2584) loss_bbox_dn_1: 0.1639 (0.1886) loss_bbox_dn_2: 0.1497 (0.1682) loss_bbox_dn_3: 0.1454 (0.1623) loss_bbox_dn_4: 0.1448 (0.1609) loss_bbox_dn_5: 0.1448 (0.1610) loss_giou: 0.4743 (0.4669) loss_giou_aux_0: 0.5117 (0.4896) loss_giou_aux_1: 0.4807 (0.4765) loss_giou_aux_2: 0.4769 (0.4713) loss_giou_aux_3: 0.4758 (0.4681) loss_giou_aux_4: 0.4658 (0.4670) loss_giou_aux_5: 0.5671 (0.5520) loss_giou_dn_0: 0.5770 (0.5678) loss_giou_dn_1: 0.4670 (0.4599) loss_giou_dn_2: 0.4264 (0.4288) loss_giou_dn_3: 0.4161 (0.4205) loss_giou_dn_4: 0.4159 (0.4185) loss_giou_dn_5: 0.4163 (0.4187) loss_vfl: 0.6327 (0.6589) loss_vfl_aux_0: 0.6940 (0.7592) loss_vfl_aux_1: 0.6618 (0.7136) loss_vfl_aux_2: 0.6570 (0.6862) loss_vfl_aux_3: 0.6378 (0.6714) loss_vfl_aux_4: 0.6347 (0.6628) loss_vfl_aux_5: 0.6885 (0.7448) loss_vfl_dn_0: 0.4478 (0.4475) loss_vfl_dn_1: 0.3845 (0.3819) loss_vfl_dn_2: 0.3690 (0.3661) loss_vfl_dn_3: 0.3600 (0.3588) loss_vfl_dn_4: 0.3599 (0.3563) loss_vfl_dn_5: 0.3573 (0.3555) time: 0.4786 data: 0.0134 max mem: 5654 Epoch: [55] [5100/7393] eta: 0:18:42 lr: 0.000010 loss: 14.9755 (15.4815) loss_bbox: 0.1358 (0.1497) loss_bbox_aux_0: 0.1615 (0.1623) loss_bbox_aux_1: 0.1454 (0.1545) loss_bbox_aux_2: 0.1424 (0.1519) loss_bbox_aux_3: 0.1347 (0.1504) loss_bbox_aux_4: 0.1359 (0.1498) loss_bbox_aux_5: 0.2041 (0.1974) loss_bbox_dn_0: 0.2410 (0.2584) loss_bbox_dn_1: 0.1789 (0.1886) loss_bbox_dn_2: 0.1522 (0.1682) loss_bbox_dn_3: 0.1462 (0.1623) loss_bbox_dn_4: 0.1441 (0.1609) loss_bbox_dn_5: 0.1442 (0.1610) loss_giou: 0.4422 (0.4667) loss_giou_aux_0: 0.4592 (0.4894) loss_giou_aux_1: 0.4507 (0.4763) loss_giou_aux_2: 0.4475 (0.4711) loss_giou_aux_3: 0.4398 (0.4680) loss_giou_aux_4: 0.4357 (0.4668) loss_giou_aux_5: 0.5292 (0.5518) loss_giou_dn_0: 0.5579 (0.5677) loss_giou_dn_1: 0.4423 (0.4597) loss_giou_dn_2: 0.4194 (0.4287) loss_giou_dn_3: 0.4085 (0.4204) loss_giou_dn_4: 0.4070 (0.4183) loss_giou_dn_5: 0.4070 (0.4185) loss_vfl: 0.6430 (0.6590) loss_vfl_aux_0: 0.7465 (0.7591) loss_vfl_aux_1: 0.6972 (0.7136) loss_vfl_aux_2: 0.6701 (0.6861) loss_vfl_aux_3: 0.6657 (0.6713) loss_vfl_aux_4: 0.6390 (0.6628) loss_vfl_aux_5: 0.7478 (0.7449) loss_vfl_dn_0: 0.4380 (0.4475) loss_vfl_dn_1: 0.3735 (0.3819) loss_vfl_dn_2: 0.3586 (0.3660) loss_vfl_dn_3: 0.3572 (0.3588) loss_vfl_dn_4: 0.3537 (0.3563) loss_vfl_dn_5: 0.3522 (0.3555) time: 0.4734 data: 0.0133 max mem: 5654 Epoch: [55] [5200/7393] eta: 0:17:52 lr: 0.000010 loss: 15.0831 (15.4816) loss_bbox: 0.1339 (0.1497) loss_bbox_aux_0: 0.1478 (0.1624) loss_bbox_aux_1: 0.1533 (0.1546) loss_bbox_aux_2: 0.1344 (0.1519) loss_bbox_aux_3: 0.1316 (0.1504) loss_bbox_aux_4: 0.1335 (0.1498) loss_bbox_aux_5: 0.1937 (0.1975) loss_bbox_dn_0: 0.2373 (0.2585) loss_bbox_dn_1: 0.1659 (0.1887) loss_bbox_dn_2: 0.1476 (0.1683) loss_bbox_dn_3: 0.1436 (0.1624) loss_bbox_dn_4: 0.1413 (0.1610) loss_bbox_dn_5: 0.1413 (0.1610) loss_giou: 0.4426 (0.4666) loss_giou_aux_0: 0.4786 (0.4894) loss_giou_aux_1: 0.4479 (0.4762) loss_giou_aux_2: 0.4500 (0.4710) loss_giou_aux_3: 0.4457 (0.4679) loss_giou_aux_4: 0.4420 (0.4667) loss_giou_aux_5: 0.5290 (0.5518) loss_giou_dn_0: 0.5450 (0.5675) loss_giou_dn_1: 0.4414 (0.4596) loss_giou_dn_2: 0.4099 (0.4286) loss_giou_dn_3: 0.4005 (0.4203) loss_giou_dn_4: 0.4001 (0.4183) loss_giou_dn_5: 0.4002 (0.4184) loss_vfl: 0.6601 (0.6591) loss_vfl_aux_0: 0.7610 (0.7589) loss_vfl_aux_1: 0.7219 (0.7136) loss_vfl_aux_2: 0.6915 (0.6863) loss_vfl_aux_3: 0.6748 (0.6715) loss_vfl_aux_4: 0.6784 (0.6630) loss_vfl_aux_5: 0.7270 (0.7448) loss_vfl_dn_0: 0.4423 (0.4474) loss_vfl_dn_1: 0.3775 (0.3818) loss_vfl_dn_2: 0.3582 (0.3660) loss_vfl_dn_3: 0.3499 (0.3587) loss_vfl_dn_4: 0.3465 (0.3562) loss_vfl_dn_5: 0.3458 (0.3555) time: 0.4852 data: 0.0145 max mem: 5654 Epoch: [55] [5300/7393] eta: 0:17:03 lr: 0.000010 loss: 15.7323 (15.4798) loss_bbox: 0.1284 (0.1497) loss_bbox_aux_0: 0.1557 (0.1623) loss_bbox_aux_1: 0.1413 (0.1546) loss_bbox_aux_2: 0.1346 (0.1519) loss_bbox_aux_3: 0.1299 (0.1504) loss_bbox_aux_4: 0.1293 (0.1498) loss_bbox_aux_5: 0.1838 (0.1975) loss_bbox_dn_0: 0.2305 (0.2585) loss_bbox_dn_1: 0.1684 (0.1887) loss_bbox_dn_2: 0.1452 (0.1683) loss_bbox_dn_3: 0.1383 (0.1624) loss_bbox_dn_4: 0.1369 (0.1610) loss_bbox_dn_5: 0.1369 (0.1610) loss_giou: 0.4417 (0.4662) loss_giou_aux_0: 0.4444 (0.4891) loss_giou_aux_1: 0.4247 (0.4759) loss_giou_aux_2: 0.4292 (0.4706) loss_giou_aux_3: 0.4400 (0.4675) loss_giou_aux_4: 0.4431 (0.4664) loss_giou_aux_5: 0.5217 (0.5515) loss_giou_dn_0: 0.5518 (0.5674) loss_giou_dn_1: 0.4400 (0.4594) loss_giou_dn_2: 0.4015 (0.4284) loss_giou_dn_3: 0.3941 (0.4201) loss_giou_dn_4: 0.3925 (0.4181) loss_giou_dn_5: 0.3929 (0.4183) loss_vfl: 0.6822 (0.6595) loss_vfl_aux_0: 0.7746 (0.7591) loss_vfl_aux_1: 0.7080 (0.7138) loss_vfl_aux_2: 0.6996 (0.6866) loss_vfl_aux_3: 0.6913 (0.6718) loss_vfl_aux_4: 0.6880 (0.6633) loss_vfl_aux_5: 0.7564 (0.7450) loss_vfl_dn_0: 0.4514 (0.4475) loss_vfl_dn_1: 0.3888 (0.3818) loss_vfl_dn_2: 0.3733 (0.3660) loss_vfl_dn_3: 0.3680 (0.3587) loss_vfl_dn_4: 0.3667 (0.3562) loss_vfl_dn_5: 0.3666 (0.3555) time: 0.4848 data: 0.0139 max mem: 5654 Epoch: [55] [5400/7393] eta: 0:16:14 lr: 0.000010 loss: 15.9816 (15.4851) loss_bbox: 0.1496 (0.1498) loss_bbox_aux_0: 0.1646 (0.1624) loss_bbox_aux_1: 0.1504 (0.1546) loss_bbox_aux_2: 0.1534 (0.1520) loss_bbox_aux_3: 0.1522 (0.1504) loss_bbox_aux_4: 0.1517 (0.1499) loss_bbox_aux_5: 0.2094 (0.1975) loss_bbox_dn_0: 0.2472 (0.2585) loss_bbox_dn_1: 0.1787 (0.1887) loss_bbox_dn_2: 0.1660 (0.1683) loss_bbox_dn_3: 0.1634 (0.1624) loss_bbox_dn_4: 0.1627 (0.1611) loss_bbox_dn_5: 0.1627 (0.1611) loss_giou: 0.4723 (0.4665) loss_giou_aux_0: 0.4931 (0.4894) loss_giou_aux_1: 0.4754 (0.4762) loss_giou_aux_2: 0.4797 (0.4709) loss_giou_aux_3: 0.4738 (0.4678) loss_giou_aux_4: 0.4716 (0.4667) loss_giou_aux_5: 0.5506 (0.5517) loss_giou_dn_0: 0.5784 (0.5675) loss_giou_dn_1: 0.4642 (0.4596) loss_giou_dn_2: 0.4288 (0.4286) loss_giou_dn_3: 0.4218 (0.4203) loss_giou_dn_4: 0.4211 (0.4182) loss_giou_dn_5: 0.4211 (0.4184) loss_vfl: 0.6506 (0.6598) loss_vfl_aux_0: 0.7719 (0.7592) loss_vfl_aux_1: 0.7079 (0.7139) loss_vfl_aux_2: 0.7017 (0.6867) loss_vfl_aux_3: 0.6737 (0.6721) loss_vfl_aux_4: 0.6673 (0.6636) loss_vfl_aux_5: 0.7467 (0.7452) loss_vfl_dn_0: 0.4515 (0.4475) loss_vfl_dn_1: 0.3875 (0.3819) loss_vfl_dn_2: 0.3717 (0.3661) loss_vfl_dn_3: 0.3638 (0.3588) loss_vfl_dn_4: 0.3623 (0.3563) loss_vfl_dn_5: 0.3611 (0.3556) time: 0.4845 data: 0.0143 max mem: 5654 Epoch: [55] [5500/7393] eta: 0:15:25 lr: 0.000010 loss: 15.7347 (15.4841) loss_bbox: 0.1453 (0.1498) loss_bbox_aux_0: 0.1644 (0.1624) loss_bbox_aux_1: 0.1579 (0.1546) loss_bbox_aux_2: 0.1449 (0.1520) loss_bbox_aux_3: 0.1482 (0.1504) loss_bbox_aux_4: 0.1485 (0.1499) loss_bbox_aux_5: 0.1877 (0.1975) loss_bbox_dn_0: 0.2535 (0.2586) loss_bbox_dn_1: 0.1822 (0.1887) loss_bbox_dn_2: 0.1580 (0.1683) loss_bbox_dn_3: 0.1450 (0.1625) loss_bbox_dn_4: 0.1438 (0.1611) loss_bbox_dn_5: 0.1438 (0.1611) loss_giou: 0.4717 (0.4663) loss_giou_aux_0: 0.4955 (0.4892) loss_giou_aux_1: 0.4857 (0.4760) loss_giou_aux_2: 0.4825 (0.4708) loss_giou_aux_3: 0.4775 (0.4677) loss_giou_aux_4: 0.4720 (0.4665) loss_giou_aux_5: 0.5608 (0.5515) loss_giou_dn_0: 0.5952 (0.5675) loss_giou_dn_1: 0.4750 (0.4595) loss_giou_dn_2: 0.4474 (0.4285) loss_giou_dn_3: 0.4358 (0.4202) loss_giou_dn_4: 0.4316 (0.4182) loss_giou_dn_5: 0.4315 (0.4184) loss_vfl: 0.6438 (0.6598) loss_vfl_aux_0: 0.7462 (0.7592) loss_vfl_aux_1: 0.7131 (0.7139) loss_vfl_aux_2: 0.6755 (0.6868) loss_vfl_aux_3: 0.6579 (0.6721) loss_vfl_aux_4: 0.6409 (0.6636) loss_vfl_aux_5: 0.7148 (0.7452) loss_vfl_dn_0: 0.4437 (0.4475) loss_vfl_dn_1: 0.3814 (0.3819) loss_vfl_dn_2: 0.3655 (0.3661) loss_vfl_dn_3: 0.3578 (0.3588) loss_vfl_dn_4: 0.3554 (0.3563) loss_vfl_dn_5: 0.3553 (0.3555) time: 0.4857 data: 0.0139 max mem: 5654 Epoch: [55] [5600/7393] eta: 0:14:36 lr: 0.000010 loss: 14.3390 (15.4805) loss_bbox: 0.1383 (0.1498) loss_bbox_aux_0: 0.1564 (0.1624) loss_bbox_aux_1: 0.1415 (0.1546) loss_bbox_aux_2: 0.1402 (0.1519) loss_bbox_aux_3: 0.1380 (0.1504) loss_bbox_aux_4: 0.1383 (0.1498) loss_bbox_aux_5: 0.1805 (0.1976) loss_bbox_dn_0: 0.2421 (0.2586) loss_bbox_dn_1: 0.1744 (0.1888) loss_bbox_dn_2: 0.1523 (0.1684) loss_bbox_dn_3: 0.1465 (0.1625) loss_bbox_dn_4: 0.1477 (0.1611) loss_bbox_dn_5: 0.1478 (0.1611) loss_giou: 0.3976 (0.4661) loss_giou_aux_0: 0.4224 (0.4890) loss_giou_aux_1: 0.4112 (0.4758) loss_giou_aux_2: 0.4010 (0.4705) loss_giou_aux_3: 0.3968 (0.4674) loss_giou_aux_4: 0.3974 (0.4662) loss_giou_aux_5: 0.4577 (0.5514) loss_giou_dn_0: 0.5018 (0.5672) loss_giou_dn_1: 0.3870 (0.4593) loss_giou_dn_2: 0.3585 (0.4283) loss_giou_dn_3: 0.3481 (0.4200) loss_giou_dn_4: 0.3470 (0.4179) loss_giou_dn_5: 0.3471 (0.4181) loss_vfl: 0.6207 (0.6598) loss_vfl_aux_0: 0.7293 (0.7591) loss_vfl_aux_1: 0.6902 (0.7139) loss_vfl_aux_2: 0.6519 (0.6868) loss_vfl_aux_3: 0.6363 (0.6721) loss_vfl_aux_4: 0.6277 (0.6636) loss_vfl_aux_5: 0.7316 (0.7452) loss_vfl_dn_0: 0.4381 (0.4476) loss_vfl_dn_1: 0.3717 (0.3819) loss_vfl_dn_2: 0.3541 (0.3660) loss_vfl_dn_3: 0.3467 (0.3587) loss_vfl_dn_4: 0.3424 (0.3562) loss_vfl_dn_5: 0.3423 (0.3555) time: 0.4852 data: 0.0138 max mem: 5654 Epoch: [55] [5700/7393] eta: 0:13:49 lr: 0.000010 loss: 15.5560 (15.4795) loss_bbox: 0.1421 (0.1497) loss_bbox_aux_0: 0.1558 (0.1624) loss_bbox_aux_1: 0.1493 (0.1545) loss_bbox_aux_2: 0.1451 (0.1519) loss_bbox_aux_3: 0.1453 (0.1503) loss_bbox_aux_4: 0.1421 (0.1498) loss_bbox_aux_5: 0.1832 (0.1975) loss_bbox_dn_0: 0.2443 (0.2587) loss_bbox_dn_1: 0.1723 (0.1888) loss_bbox_dn_2: 0.1473 (0.1684) loss_bbox_dn_3: 0.1468 (0.1625) loss_bbox_dn_4: 0.1491 (0.1611) loss_bbox_dn_5: 0.1493 (0.1611) loss_giou: 0.4320 (0.4660) loss_giou_aux_0: 0.4545 (0.4889) loss_giou_aux_1: 0.4455 (0.4756) loss_giou_aux_2: 0.4341 (0.4703) loss_giou_aux_3: 0.4387 (0.4673) loss_giou_aux_4: 0.4371 (0.4661) loss_giou_aux_5: 0.5022 (0.5511) loss_giou_dn_0: 0.5625 (0.5672) loss_giou_dn_1: 0.4396 (0.4592) loss_giou_dn_2: 0.4048 (0.4282) loss_giou_dn_3: 0.3944 (0.4199) loss_giou_dn_4: 0.3950 (0.4178) loss_giou_dn_5: 0.3959 (0.4180) loss_vfl: 0.6456 (0.6599) loss_vfl_aux_0: 0.7209 (0.7591) loss_vfl_aux_1: 0.7207 (0.7141) loss_vfl_aux_2: 0.6895 (0.6871) loss_vfl_aux_3: 0.6551 (0.6722) loss_vfl_aux_4: 0.6534 (0.6638) loss_vfl_aux_5: 0.7272 (0.7454) loss_vfl_dn_0: 0.4398 (0.4476) loss_vfl_dn_1: 0.3823 (0.3819) loss_vfl_dn_2: 0.3622 (0.3660) loss_vfl_dn_3: 0.3569 (0.3587) loss_vfl_dn_4: 0.3542 (0.3562) loss_vfl_dn_5: 0.3529 (0.3554) time: 0.7723 data: 0.0138 max mem: 5654 Epoch: [55] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.1584 (15.4822) loss_bbox: 0.1438 (0.1497) loss_bbox_aux_0: 0.1621 (0.1624) loss_bbox_aux_1: 0.1496 (0.1545) loss_bbox_aux_2: 0.1402 (0.1518) loss_bbox_aux_3: 0.1406 (0.1503) loss_bbox_aux_4: 0.1438 (0.1498) loss_bbox_aux_5: 0.2071 (0.1976) loss_bbox_dn_0: 0.2516 (0.2587) loss_bbox_dn_1: 0.1767 (0.1887) loss_bbox_dn_2: 0.1589 (0.1683) loss_bbox_dn_3: 0.1495 (0.1624) loss_bbox_dn_4: 0.1477 (0.1610) loss_bbox_dn_5: 0.1477 (0.1610) loss_giou: 0.4778 (0.4663) loss_giou_aux_0: 0.4977 (0.4892) loss_giou_aux_1: 0.4817 (0.4759) loss_giou_aux_2: 0.4769 (0.4706) loss_giou_aux_3: 0.4708 (0.4676) loss_giou_aux_4: 0.4801 (0.4664) loss_giou_aux_5: 0.5492 (0.5515) loss_giou_dn_0: 0.5706 (0.5674) loss_giou_dn_1: 0.4497 (0.4594) loss_giou_dn_2: 0.4165 (0.4284) loss_giou_dn_3: 0.4046 (0.4201) loss_giou_dn_4: 0.3993 (0.4180) loss_giou_dn_5: 0.3993 (0.4182) loss_vfl: 0.6389 (0.6598) loss_vfl_aux_0: 0.7535 (0.7590) loss_vfl_aux_1: 0.7026 (0.7141) loss_vfl_aux_2: 0.6846 (0.6870) loss_vfl_aux_3: 0.6481 (0.6722) loss_vfl_aux_4: 0.6432 (0.6637) loss_vfl_aux_5: 0.7246 (0.7454) loss_vfl_dn_0: 0.4492 (0.4476) loss_vfl_dn_1: 0.3851 (0.3819) loss_vfl_dn_2: 0.3671 (0.3660) loss_vfl_dn_3: 0.3613 (0.3587) loss_vfl_dn_4: 0.3584 (0.3562) loss_vfl_dn_5: 0.3565 (0.3555) time: 0.4951 data: 0.0138 max mem: 5654 Epoch: [55] [5900/7393] eta: 0:12:10 lr: 0.000010 loss: 15.1876 (15.4820) loss_bbox: 0.1560 (0.1497) loss_bbox_aux_0: 0.1647 (0.1623) loss_bbox_aux_1: 0.1583 (0.1544) loss_bbox_aux_2: 0.1515 (0.1518) loss_bbox_aux_3: 0.1526 (0.1503) loss_bbox_aux_4: 0.1517 (0.1497) loss_bbox_aux_5: 0.2058 (0.1975) loss_bbox_dn_0: 0.2572 (0.2588) loss_bbox_dn_1: 0.1912 (0.1888) loss_bbox_dn_2: 0.1696 (0.1684) loss_bbox_dn_3: 0.1672 (0.1625) loss_bbox_dn_4: 0.1664 (0.1611) loss_bbox_dn_5: 0.1665 (0.1611) loss_giou: 0.4171 (0.4662) loss_giou_aux_0: 0.4575 (0.4891) loss_giou_aux_1: 0.4493 (0.4758) loss_giou_aux_2: 0.4311 (0.4705) loss_giou_aux_3: 0.4179 (0.4675) loss_giou_aux_4: 0.4163 (0.4664) loss_giou_aux_5: 0.5300 (0.5513) loss_giou_dn_0: 0.5483 (0.5673) loss_giou_dn_1: 0.4261 (0.4593) loss_giou_dn_2: 0.3829 (0.4282) loss_giou_dn_3: 0.3752 (0.4199) loss_giou_dn_4: 0.3723 (0.4179) loss_giou_dn_5: 0.3725 (0.4181) loss_vfl: 0.6595 (0.6599) loss_vfl_aux_0: 0.7473 (0.7592) loss_vfl_aux_1: 0.7055 (0.7141) loss_vfl_aux_2: 0.6732 (0.6873) loss_vfl_aux_3: 0.6565 (0.6723) loss_vfl_aux_4: 0.6398 (0.6638) loss_vfl_aux_5: 0.7305 (0.7456) loss_vfl_dn_0: 0.4430 (0.4476) loss_vfl_dn_1: 0.3793 (0.3819) loss_vfl_dn_2: 0.3609 (0.3660) loss_vfl_dn_3: 0.3517 (0.3587) loss_vfl_dn_4: 0.3499 (0.3562) loss_vfl_dn_5: 0.3500 (0.3555) time: 0.4813 data: 0.0138 max mem: 5654 Epoch: [55] [6000/7393] eta: 0:11:21 lr: 0.000010 loss: 15.8470 (15.4845) loss_bbox: 0.1613 (0.1498) loss_bbox_aux_0: 0.1709 (0.1624) loss_bbox_aux_1: 0.1703 (0.1545) loss_bbox_aux_2: 0.1616 (0.1519) loss_bbox_aux_3: 0.1645 (0.1504) loss_bbox_aux_4: 0.1611 (0.1498) loss_bbox_aux_5: 0.2200 (0.1976) loss_bbox_dn_0: 0.2586 (0.2589) loss_bbox_dn_1: 0.1920 (0.1889) loss_bbox_dn_2: 0.1706 (0.1685) loss_bbox_dn_3: 0.1669 (0.1626) loss_bbox_dn_4: 0.1657 (0.1612) loss_bbox_dn_5: 0.1658 (0.1612) loss_giou: 0.4683 (0.4662) loss_giou_aux_0: 0.4694 (0.4891) loss_giou_aux_1: 0.4573 (0.4758) loss_giou_aux_2: 0.4695 (0.4705) loss_giou_aux_3: 0.4662 (0.4676) loss_giou_aux_4: 0.4680 (0.4664) loss_giou_aux_5: 0.5400 (0.5514) loss_giou_dn_0: 0.5615 (0.5673) loss_giou_dn_1: 0.4519 (0.4593) loss_giou_dn_2: 0.4156 (0.4283) loss_giou_dn_3: 0.4083 (0.4200) loss_giou_dn_4: 0.4062 (0.4179) loss_giou_dn_5: 0.4068 (0.4181) loss_vfl: 0.6544 (0.6600) loss_vfl_aux_0: 0.7608 (0.7594) loss_vfl_aux_1: 0.7160 (0.7143) loss_vfl_aux_2: 0.6812 (0.6874) loss_vfl_aux_3: 0.6606 (0.6723) loss_vfl_aux_4: 0.6623 (0.6639) loss_vfl_aux_5: 0.7515 (0.7457) loss_vfl_dn_0: 0.4438 (0.4476) loss_vfl_dn_1: 0.3817 (0.3820) loss_vfl_dn_2: 0.3690 (0.3660) loss_vfl_dn_3: 0.3621 (0.3588) loss_vfl_dn_4: 0.3604 (0.3562) loss_vfl_dn_5: 0.3591 (0.3555) time: 0.4850 data: 0.0137 max mem: 5654 Epoch: [55] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 15.0198 (15.4822) loss_bbox: 0.1395 (0.1497) loss_bbox_aux_0: 0.1493 (0.1623) loss_bbox_aux_1: 0.1334 (0.1544) loss_bbox_aux_2: 0.1345 (0.1518) loss_bbox_aux_3: 0.1387 (0.1504) loss_bbox_aux_4: 0.1418 (0.1498) loss_bbox_aux_5: 0.1751 (0.1975) loss_bbox_dn_0: 0.2233 (0.2588) loss_bbox_dn_1: 0.1635 (0.1888) loss_bbox_dn_2: 0.1444 (0.1684) loss_bbox_dn_3: 0.1408 (0.1625) loss_bbox_dn_4: 0.1393 (0.1611) loss_bbox_dn_5: 0.1393 (0.1611) loss_giou: 0.4463 (0.4663) loss_giou_aux_0: 0.4714 (0.4890) loss_giou_aux_1: 0.4476 (0.4757) loss_giou_aux_2: 0.4507 (0.4704) loss_giou_aux_3: 0.4533 (0.4676) loss_giou_aux_4: 0.4484 (0.4664) loss_giou_aux_5: 0.5172 (0.5513) loss_giou_dn_0: 0.5434 (0.5672) loss_giou_dn_1: 0.4372 (0.4592) loss_giou_dn_2: 0.4104 (0.4282) loss_giou_dn_3: 0.4053 (0.4198) loss_giou_dn_4: 0.4030 (0.4178) loss_giou_dn_5: 0.4033 (0.4179) loss_vfl: 0.6402 (0.6598) loss_vfl_aux_0: 0.7595 (0.7595) loss_vfl_aux_1: 0.7222 (0.7144) loss_vfl_aux_2: 0.6723 (0.6873) loss_vfl_aux_3: 0.6530 (0.6721) loss_vfl_aux_4: 0.6449 (0.6637) loss_vfl_aux_5: 0.7453 (0.7457) loss_vfl_dn_0: 0.4553 (0.4476) loss_vfl_dn_1: 0.3797 (0.3820) loss_vfl_dn_2: 0.3686 (0.3660) loss_vfl_dn_3: 0.3603 (0.3588) loss_vfl_dn_4: 0.3593 (0.3562) loss_vfl_dn_5: 0.3577 (0.3555) time: 0.4836 data: 0.0143 max mem: 5654 Epoch: [55] [6200/7393] eta: 0:09:43 lr: 0.000010 loss: 14.9481 (15.4819) loss_bbox: 0.1302 (0.1497) loss_bbox_aux_0: 0.1473 (0.1622) loss_bbox_aux_1: 0.1312 (0.1544) loss_bbox_aux_2: 0.1340 (0.1518) loss_bbox_aux_3: 0.1273 (0.1504) loss_bbox_aux_4: 0.1268 (0.1498) loss_bbox_aux_5: 0.1730 (0.1974) loss_bbox_dn_0: 0.2173 (0.2586) loss_bbox_dn_1: 0.1660 (0.1887) loss_bbox_dn_2: 0.1442 (0.1683) loss_bbox_dn_3: 0.1419 (0.1624) loss_bbox_dn_4: 0.1414 (0.1610) loss_bbox_dn_5: 0.1414 (0.1610) loss_giou: 0.4500 (0.4663) loss_giou_aux_0: 0.4771 (0.4890) loss_giou_aux_1: 0.4519 (0.4758) loss_giou_aux_2: 0.4526 (0.4705) loss_giou_aux_3: 0.4567 (0.4677) loss_giou_aux_4: 0.4482 (0.4665) loss_giou_aux_5: 0.5454 (0.5513) loss_giou_dn_0: 0.5533 (0.5672) loss_giou_dn_1: 0.4477 (0.4592) loss_giou_dn_2: 0.4117 (0.4282) loss_giou_dn_3: 0.4044 (0.4199) loss_giou_dn_4: 0.4025 (0.4178) loss_giou_dn_5: 0.4029 (0.4180) loss_vfl: 0.6384 (0.6598) loss_vfl_aux_0: 0.7473 (0.7596) loss_vfl_aux_1: 0.6879 (0.7145) loss_vfl_aux_2: 0.6682 (0.6874) loss_vfl_aux_3: 0.6409 (0.6721) loss_vfl_aux_4: 0.6298 (0.6637) loss_vfl_aux_5: 0.7161 (0.7458) loss_vfl_dn_0: 0.4396 (0.4476) loss_vfl_dn_1: 0.3741 (0.3819) loss_vfl_dn_2: 0.3608 (0.3660) loss_vfl_dn_3: 0.3561 (0.3588) loss_vfl_dn_4: 0.3531 (0.3562) loss_vfl_dn_5: 0.3526 (0.3555) time: 0.4710 data: 0.0144 max mem: 5654 Epoch: [55] [6300/7393] eta: 0:08:54 lr: 0.000010 loss: 15.4520 (15.4832) loss_bbox: 0.1497 (0.1497) loss_bbox_aux_0: 0.1557 (0.1622) loss_bbox_aux_1: 0.1492 (0.1544) loss_bbox_aux_2: 0.1394 (0.1518) loss_bbox_aux_3: 0.1483 (0.1503) loss_bbox_aux_4: 0.1497 (0.1497) loss_bbox_aux_5: 0.1849 (0.1974) loss_bbox_dn_0: 0.2405 (0.2585) loss_bbox_dn_1: 0.1687 (0.1887) loss_bbox_dn_2: 0.1493 (0.1683) loss_bbox_dn_3: 0.1447 (0.1624) loss_bbox_dn_4: 0.1410 (0.1610) loss_bbox_dn_5: 0.1410 (0.1610) loss_giou: 0.4275 (0.4665) loss_giou_aux_0: 0.4625 (0.4891) loss_giou_aux_1: 0.4503 (0.4759) loss_giou_aux_2: 0.4351 (0.4706) loss_giou_aux_3: 0.4312 (0.4679) loss_giou_aux_4: 0.4323 (0.4666) loss_giou_aux_5: 0.5238 (0.5515) loss_giou_dn_0: 0.5548 (0.5672) loss_giou_dn_1: 0.4429 (0.4592) loss_giou_dn_2: 0.4080 (0.4282) loss_giou_dn_3: 0.3990 (0.4200) loss_giou_dn_4: 0.3976 (0.4179) loss_giou_dn_5: 0.3977 (0.4181) loss_vfl: 0.6684 (0.6599) loss_vfl_aux_0: 0.7742 (0.7596) loss_vfl_aux_1: 0.7270 (0.7146) loss_vfl_aux_2: 0.7077 (0.6875) loss_vfl_aux_3: 0.6769 (0.6721) loss_vfl_aux_4: 0.6742 (0.6637) loss_vfl_aux_5: 0.7553 (0.7458) loss_vfl_dn_0: 0.4383 (0.4476) loss_vfl_dn_1: 0.3869 (0.3820) loss_vfl_dn_2: 0.3695 (0.3661) loss_vfl_dn_3: 0.3634 (0.3588) loss_vfl_dn_4: 0.3577 (0.3563) loss_vfl_dn_5: 0.3575 (0.3555) time: 0.4701 data: 0.0140 max mem: 5654 Epoch: [55] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 15.6098 (15.4855) loss_bbox: 0.1524 (0.1498) loss_bbox_aux_0: 0.1667 (0.1623) loss_bbox_aux_1: 0.1535 (0.1544) loss_bbox_aux_2: 0.1517 (0.1519) loss_bbox_aux_3: 0.1536 (0.1505) loss_bbox_aux_4: 0.1530 (0.1498) loss_bbox_aux_5: 0.1924 (0.1975) loss_bbox_dn_0: 0.2407 (0.2586) loss_bbox_dn_1: 0.1804 (0.1887) loss_bbox_dn_2: 0.1577 (0.1683) loss_bbox_dn_3: 0.1530 (0.1624) loss_bbox_dn_4: 0.1516 (0.1611) loss_bbox_dn_5: 0.1516 (0.1611) loss_giou: 0.4698 (0.4667) loss_giou_aux_0: 0.4885 (0.4893) loss_giou_aux_1: 0.4672 (0.4760) loss_giou_aux_2: 0.4651 (0.4708) loss_giou_aux_3: 0.4837 (0.4680) loss_giou_aux_4: 0.4627 (0.4668) loss_giou_aux_5: 0.5429 (0.5517) loss_giou_dn_0: 0.5564 (0.5673) loss_giou_dn_1: 0.4527 (0.4593) loss_giou_dn_2: 0.4321 (0.4283) loss_giou_dn_3: 0.4257 (0.4200) loss_giou_dn_4: 0.4225 (0.4179) loss_giou_dn_5: 0.4225 (0.4181) loss_vfl: 0.6279 (0.6598) loss_vfl_aux_0: 0.7274 (0.7596) loss_vfl_aux_1: 0.6917 (0.7145) loss_vfl_aux_2: 0.6455 (0.6875) loss_vfl_aux_3: 0.6306 (0.6720) loss_vfl_aux_4: 0.6263 (0.6636) loss_vfl_aux_5: 0.6977 (0.7456) loss_vfl_dn_0: 0.4470 (0.4476) loss_vfl_dn_1: 0.3836 (0.3820) loss_vfl_dn_2: 0.3680 (0.3661) loss_vfl_dn_3: 0.3602 (0.3588) loss_vfl_dn_4: 0.3565 (0.3563) loss_vfl_dn_5: 0.3559 (0.3555) time: 0.4823 data: 0.0142 max mem: 5654 Epoch: [55] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 15.8960 (15.4868) loss_bbox: 0.1524 (0.1498) loss_bbox_aux_0: 0.1748 (0.1624) loss_bbox_aux_1: 0.1595 (0.1545) loss_bbox_aux_2: 0.1504 (0.1519) loss_bbox_aux_3: 0.1484 (0.1505) loss_bbox_aux_4: 0.1532 (0.1499) loss_bbox_aux_5: 0.2017 (0.1975) loss_bbox_dn_0: 0.2532 (0.2586) loss_bbox_dn_1: 0.1791 (0.1888) loss_bbox_dn_2: 0.1557 (0.1684) loss_bbox_dn_3: 0.1516 (0.1625) loss_bbox_dn_4: 0.1524 (0.1611) loss_bbox_dn_5: 0.1524 (0.1611) loss_giou: 0.4655 (0.4666) loss_giou_aux_0: 0.4992 (0.4893) loss_giou_aux_1: 0.4831 (0.4760) loss_giou_aux_2: 0.4774 (0.4708) loss_giou_aux_3: 0.4666 (0.4680) loss_giou_aux_4: 0.4646 (0.4668) loss_giou_aux_5: 0.5633 (0.5516) loss_giou_dn_0: 0.6060 (0.5674) loss_giou_dn_1: 0.4921 (0.4594) loss_giou_dn_2: 0.4599 (0.4284) loss_giou_dn_3: 0.4514 (0.4201) loss_giou_dn_4: 0.4460 (0.4180) loss_giou_dn_5: 0.4458 (0.4182) loss_vfl: 0.6469 (0.6599) loss_vfl_aux_0: 0.7475 (0.7596) loss_vfl_aux_1: 0.6848 (0.7145) loss_vfl_aux_2: 0.6676 (0.6875) loss_vfl_aux_3: 0.6640 (0.6720) loss_vfl_aux_4: 0.6534 (0.6637) loss_vfl_aux_5: 0.7292 (0.7456) loss_vfl_dn_0: 0.4489 (0.4476) loss_vfl_dn_1: 0.3880 (0.3820) loss_vfl_dn_2: 0.3784 (0.3661) loss_vfl_dn_3: 0.3714 (0.3588) loss_vfl_dn_4: 0.3677 (0.3563) loss_vfl_dn_5: 0.3664 (0.3555) time: 0.4909 data: 0.0140 max mem: 5654 Epoch: [55] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.6621 (15.4904) loss_bbox: 0.1556 (0.1499) loss_bbox_aux_0: 0.1635 (0.1624) loss_bbox_aux_1: 0.1604 (0.1545) loss_bbox_aux_2: 0.1511 (0.1519) loss_bbox_aux_3: 0.1499 (0.1505) loss_bbox_aux_4: 0.1563 (0.1499) loss_bbox_aux_5: 0.1962 (0.1975) loss_bbox_dn_0: 0.2441 (0.2586) loss_bbox_dn_1: 0.1862 (0.1887) loss_bbox_dn_2: 0.1681 (0.1684) loss_bbox_dn_3: 0.1630 (0.1625) loss_bbox_dn_4: 0.1592 (0.1611) loss_bbox_dn_5: 0.1592 (0.1611) loss_giou: 0.4889 (0.4669) loss_giou_aux_0: 0.5185 (0.4896) loss_giou_aux_1: 0.4984 (0.4763) loss_giou_aux_2: 0.4945 (0.4710) loss_giou_aux_3: 0.4928 (0.4683) loss_giou_aux_4: 0.4923 (0.4670) loss_giou_aux_5: 0.5373 (0.5519) loss_giou_dn_0: 0.5718 (0.5675) loss_giou_dn_1: 0.4656 (0.4595) loss_giou_dn_2: 0.4243 (0.4285) loss_giou_dn_3: 0.4183 (0.4202) loss_giou_dn_4: 0.4169 (0.4181) loss_giou_dn_5: 0.4172 (0.4183) loss_vfl: 0.6631 (0.6600) loss_vfl_aux_0: 0.7605 (0.7596) loss_vfl_aux_1: 0.7182 (0.7146) loss_vfl_aux_2: 0.6953 (0.6877) loss_vfl_aux_3: 0.6804 (0.6722) loss_vfl_aux_4: 0.6683 (0.6638) loss_vfl_aux_5: 0.7352 (0.7457) loss_vfl_dn_0: 0.4514 (0.4476) loss_vfl_dn_1: 0.3862 (0.3821) loss_vfl_dn_2: 0.3728 (0.3662) loss_vfl_dn_3: 0.3622 (0.3589) loss_vfl_dn_4: 0.3601 (0.3563) loss_vfl_dn_5: 0.3601 (0.3556) time: 0.4899 data: 0.0138 max mem: 5654 Epoch: [55] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.0379 (15.4898) loss_bbox: 0.1520 (0.1499) loss_bbox_aux_0: 0.1574 (0.1624) loss_bbox_aux_1: 0.1499 (0.1546) loss_bbox_aux_2: 0.1520 (0.1519) loss_bbox_aux_3: 0.1518 (0.1505) loss_bbox_aux_4: 0.1520 (0.1499) loss_bbox_aux_5: 0.2050 (0.1976) loss_bbox_dn_0: 0.2769 (0.2586) loss_bbox_dn_1: 0.2037 (0.1888) loss_bbox_dn_2: 0.1748 (0.1684) loss_bbox_dn_3: 0.1667 (0.1625) loss_bbox_dn_4: 0.1683 (0.1611) loss_bbox_dn_5: 0.1683 (0.1611) loss_giou: 0.4109 (0.4668) loss_giou_aux_0: 0.4521 (0.4895) loss_giou_aux_1: 0.4119 (0.4762) loss_giou_aux_2: 0.4121 (0.4709) loss_giou_aux_3: 0.4091 (0.4682) loss_giou_aux_4: 0.4084 (0.4669) loss_giou_aux_5: 0.4950 (0.5518) loss_giou_dn_0: 0.5486 (0.5674) loss_giou_dn_1: 0.4439 (0.4595) loss_giou_dn_2: 0.4022 (0.4284) loss_giou_dn_3: 0.3912 (0.4201) loss_giou_dn_4: 0.3893 (0.4181) loss_giou_dn_5: 0.3893 (0.4182) loss_vfl: 0.6525 (0.6600) loss_vfl_aux_0: 0.7650 (0.7596) loss_vfl_aux_1: 0.7151 (0.7146) loss_vfl_aux_2: 0.6928 (0.6877) loss_vfl_aux_3: 0.6850 (0.6722) loss_vfl_aux_4: 0.6620 (0.6639) loss_vfl_aux_5: 0.7459 (0.7457) loss_vfl_dn_0: 0.4492 (0.4477) loss_vfl_dn_1: 0.3767 (0.3821) loss_vfl_dn_2: 0.3591 (0.3662) loss_vfl_dn_3: 0.3541 (0.3589) loss_vfl_dn_4: 0.3528 (0.3564) loss_vfl_dn_5: 0.3528 (0.3556) time: 0.4650 data: 0.0136 max mem: 5654 Epoch: [55] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.8103 (15.4885) loss_bbox: 0.1429 (0.1499) loss_bbox_aux_0: 0.1536 (0.1624) loss_bbox_aux_1: 0.1431 (0.1545) loss_bbox_aux_2: 0.1427 (0.1519) loss_bbox_aux_3: 0.1434 (0.1505) loss_bbox_aux_4: 0.1430 (0.1499) loss_bbox_aux_5: 0.1875 (0.1975) loss_bbox_dn_0: 0.2272 (0.2585) loss_bbox_dn_1: 0.1503 (0.1887) loss_bbox_dn_2: 0.1308 (0.1683) loss_bbox_dn_3: 0.1272 (0.1624) loss_bbox_dn_4: 0.1263 (0.1610) loss_bbox_dn_5: 0.1263 (0.1610) loss_giou: 0.4820 (0.4669) loss_giou_aux_0: 0.5243 (0.4896) loss_giou_aux_1: 0.4952 (0.4762) loss_giou_aux_2: 0.4946 (0.4709) loss_giou_aux_3: 0.4915 (0.4682) loss_giou_aux_4: 0.4806 (0.4670) loss_giou_aux_5: 0.5723 (0.5519) loss_giou_dn_0: 0.6021 (0.5675) loss_giou_dn_1: 0.4806 (0.4595) loss_giou_dn_2: 0.4538 (0.4285) loss_giou_dn_3: 0.4455 (0.4202) loss_giou_dn_4: 0.4423 (0.4181) loss_giou_dn_5: 0.4426 (0.4183) loss_vfl: 0.6381 (0.6599) loss_vfl_aux_0: 0.7306 (0.7594) loss_vfl_aux_1: 0.6883 (0.7145) loss_vfl_aux_2: 0.6738 (0.6876) loss_vfl_aux_3: 0.6669 (0.6722) loss_vfl_aux_4: 0.6498 (0.6638) loss_vfl_aux_5: 0.7194 (0.7454) loss_vfl_dn_0: 0.4396 (0.4476) loss_vfl_dn_1: 0.3890 (0.3821) loss_vfl_dn_2: 0.3758 (0.3662) loss_vfl_dn_3: 0.3673 (0.3589) loss_vfl_dn_4: 0.3630 (0.3564) loss_vfl_dn_5: 0.3626 (0.3556) time: 0.7572 data: 0.0140 max mem: 5654 Epoch: [55] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.5560 (15.4888) loss_bbox: 0.1437 (0.1499) loss_bbox_aux_0: 0.1632 (0.1624) loss_bbox_aux_1: 0.1531 (0.1546) loss_bbox_aux_2: 0.1551 (0.1520) loss_bbox_aux_3: 0.1408 (0.1505) loss_bbox_aux_4: 0.1423 (0.1499) loss_bbox_aux_5: 0.1979 (0.1976) loss_bbox_dn_0: 0.2582 (0.2586) loss_bbox_dn_1: 0.1873 (0.1887) loss_bbox_dn_2: 0.1709 (0.1684) loss_bbox_dn_3: 0.1656 (0.1624) loss_bbox_dn_4: 0.1641 (0.1611) loss_bbox_dn_5: 0.1641 (0.1611) loss_giou: 0.4702 (0.4667) loss_giou_aux_0: 0.4982 (0.4894) loss_giou_aux_1: 0.4721 (0.4761) loss_giou_aux_2: 0.4710 (0.4708) loss_giou_aux_3: 0.4767 (0.4681) loss_giou_aux_4: 0.4702 (0.4668) loss_giou_aux_5: 0.5778 (0.5517) loss_giou_dn_0: 0.5796 (0.5674) loss_giou_dn_1: 0.4667 (0.4595) loss_giou_dn_2: 0.4393 (0.4285) loss_giou_dn_3: 0.4275 (0.4202) loss_giou_dn_4: 0.4241 (0.4181) loss_giou_dn_5: 0.4242 (0.4182) loss_vfl: 0.6825 (0.6600) loss_vfl_aux_0: 0.7678 (0.7595) loss_vfl_aux_1: 0.7292 (0.7146) loss_vfl_aux_2: 0.7042 (0.6876) loss_vfl_aux_3: 0.6881 (0.6723) loss_vfl_aux_4: 0.6860 (0.6639) loss_vfl_aux_5: 0.7347 (0.7454) loss_vfl_dn_0: 0.4476 (0.4476) loss_vfl_dn_1: 0.3801 (0.3821) loss_vfl_dn_2: 0.3626 (0.3662) loss_vfl_dn_3: 0.3556 (0.3589) loss_vfl_dn_4: 0.3535 (0.3564) loss_vfl_dn_5: 0.3528 (0.3556) time: 0.4795 data: 0.0137 max mem: 5654 Epoch: [55] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.9170 (15.4889) loss_bbox: 0.1353 (0.1500) loss_bbox_aux_0: 0.1526 (0.1625) loss_bbox_aux_1: 0.1484 (0.1546) loss_bbox_aux_2: 0.1389 (0.1520) loss_bbox_aux_3: 0.1364 (0.1506) loss_bbox_aux_4: 0.1353 (0.1500) loss_bbox_aux_5: 0.1945 (0.1977) loss_bbox_dn_0: 0.2291 (0.2587) loss_bbox_dn_1: 0.1699 (0.1888) loss_bbox_dn_2: 0.1608 (0.1684) loss_bbox_dn_3: 0.1570 (0.1625) loss_bbox_dn_4: 0.1565 (0.1611) loss_bbox_dn_5: 0.1564 (0.1611) loss_giou: 0.4766 (0.4666) loss_giou_aux_0: 0.5112 (0.4894) loss_giou_aux_1: 0.4963 (0.4760) loss_giou_aux_2: 0.4845 (0.4707) loss_giou_aux_3: 0.4709 (0.4679) loss_giou_aux_4: 0.4758 (0.4667) loss_giou_aux_5: 0.5784 (0.5516) loss_giou_dn_0: 0.5904 (0.5675) loss_giou_dn_1: 0.4909 (0.4595) loss_giou_dn_2: 0.4610 (0.4285) loss_giou_dn_3: 0.4513 (0.4202) loss_giou_dn_4: 0.4471 (0.4181) loss_giou_dn_5: 0.4472 (0.4183) loss_vfl: 0.6477 (0.6600) loss_vfl_aux_0: 0.7418 (0.7594) loss_vfl_aux_1: 0.6815 (0.7145) loss_vfl_aux_2: 0.6672 (0.6876) loss_vfl_aux_3: 0.6702 (0.6723) loss_vfl_aux_4: 0.6521 (0.6639) loss_vfl_aux_5: 0.6992 (0.7454) loss_vfl_dn_0: 0.4402 (0.4476) loss_vfl_dn_1: 0.3789 (0.3821) loss_vfl_dn_2: 0.3663 (0.3662) loss_vfl_dn_3: 0.3622 (0.3589) loss_vfl_dn_4: 0.3626 (0.3564) loss_vfl_dn_5: 0.3621 (0.3556) time: 0.4771 data: 0.0141 max mem: 5654 Epoch: [55] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 14.9595 (15.4850) loss_bbox: 0.1368 (0.1500) loss_bbox_aux_0: 0.1531 (0.1625) loss_bbox_aux_1: 0.1389 (0.1546) loss_bbox_aux_2: 0.1356 (0.1520) loss_bbox_aux_3: 0.1362 (0.1506) loss_bbox_aux_4: 0.1354 (0.1500) loss_bbox_aux_5: 0.1856 (0.1976) loss_bbox_dn_0: 0.2528 (0.2586) loss_bbox_dn_1: 0.1890 (0.1888) loss_bbox_dn_2: 0.1636 (0.1684) loss_bbox_dn_3: 0.1602 (0.1625) loss_bbox_dn_4: 0.1559 (0.1611) loss_bbox_dn_5: 0.1560 (0.1611) loss_giou: 0.4237 (0.4663) loss_giou_aux_0: 0.4619 (0.4890) loss_giou_aux_1: 0.4361 (0.4757) loss_giou_aux_2: 0.4387 (0.4704) loss_giou_aux_3: 0.4272 (0.4676) loss_giou_aux_4: 0.4147 (0.4664) loss_giou_aux_5: 0.5112 (0.5512) loss_giou_dn_0: 0.5674 (0.5672) loss_giou_dn_1: 0.4572 (0.4593) loss_giou_dn_2: 0.4267 (0.4282) loss_giou_dn_3: 0.4182 (0.4199) loss_giou_dn_4: 0.4153 (0.4178) loss_giou_dn_5: 0.4153 (0.4180) loss_vfl: 0.6299 (0.6600) loss_vfl_aux_0: 0.7245 (0.7595) loss_vfl_aux_1: 0.6854 (0.7146) loss_vfl_aux_2: 0.6640 (0.6876) loss_vfl_aux_3: 0.6618 (0.6723) loss_vfl_aux_4: 0.6296 (0.6639) loss_vfl_aux_5: 0.7282 (0.7454) loss_vfl_dn_0: 0.4484 (0.4476) loss_vfl_dn_1: 0.3789 (0.3821) loss_vfl_dn_2: 0.3653 (0.3662) loss_vfl_dn_3: 0.3563 (0.3589) loss_vfl_dn_4: 0.3551 (0.3563) loss_vfl_dn_5: 0.3566 (0.3556) time: 0.4785 data: 0.0141 max mem: 5654 Epoch: [55] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.6375 (15.4878) loss_bbox: 0.1624 (0.1500) loss_bbox_aux_0: 0.1616 (0.1625) loss_bbox_aux_1: 0.1668 (0.1547) loss_bbox_aux_2: 0.1634 (0.1521) loss_bbox_aux_3: 0.1640 (0.1506) loss_bbox_aux_4: 0.1635 (0.1500) loss_bbox_aux_5: 0.2048 (0.1976) loss_bbox_dn_0: 0.2660 (0.2586) loss_bbox_dn_1: 0.1903 (0.1888) loss_bbox_dn_2: 0.1724 (0.1685) loss_bbox_dn_3: 0.1697 (0.1626) loss_bbox_dn_4: 0.1688 (0.1612) loss_bbox_dn_5: 0.1689 (0.1612) loss_giou: 0.4708 (0.4664) loss_giou_aux_0: 0.4981 (0.4891) loss_giou_aux_1: 0.4917 (0.4758) loss_giou_aux_2: 0.4680 (0.4706) loss_giou_aux_3: 0.4704 (0.4677) loss_giou_aux_4: 0.4763 (0.4665) loss_giou_aux_5: 0.5648 (0.5513) loss_giou_dn_0: 0.5820 (0.5673) loss_giou_dn_1: 0.4786 (0.4594) loss_giou_dn_2: 0.4455 (0.4284) loss_giou_dn_3: 0.4380 (0.4201) loss_giou_dn_4: 0.4352 (0.4180) loss_giou_dn_5: 0.4356 (0.4181) loss_vfl: 0.6546 (0.6602) loss_vfl_aux_0: 0.7408 (0.7596) loss_vfl_aux_1: 0.6898 (0.7146) loss_vfl_aux_2: 0.6633 (0.6876) loss_vfl_aux_3: 0.6598 (0.6725) loss_vfl_aux_4: 0.6544 (0.6641) loss_vfl_aux_5: 0.7302 (0.7454) loss_vfl_dn_0: 0.4484 (0.4476) loss_vfl_dn_1: 0.3843 (0.3821) loss_vfl_dn_2: 0.3690 (0.3662) loss_vfl_dn_3: 0.3638 (0.3589) loss_vfl_dn_4: 0.3618 (0.3564) loss_vfl_dn_5: 0.3615 (0.3556) time: 0.4654 data: 0.0141 max mem: 5654 Epoch: [55] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.8290 (15.4899) loss_bbox: 0.1472 (0.1500) loss_bbox_aux_0: 0.1691 (0.1626) loss_bbox_aux_1: 0.1560 (0.1547) loss_bbox_aux_2: 0.1562 (0.1521) loss_bbox_aux_3: 0.1496 (0.1507) loss_bbox_aux_4: 0.1534 (0.1500) loss_bbox_aux_5: 0.2082 (0.1976) loss_bbox_dn_0: 0.2805 (0.2587) loss_bbox_dn_1: 0.2087 (0.1889) loss_bbox_dn_2: 0.1755 (0.1685) loss_bbox_dn_3: 0.1689 (0.1626) loss_bbox_dn_4: 0.1695 (0.1612) loss_bbox_dn_5: 0.1696 (0.1612) loss_giou: 0.4114 (0.4664) loss_giou_aux_0: 0.4470 (0.4892) loss_giou_aux_1: 0.4222 (0.4759) loss_giou_aux_2: 0.4102 (0.4706) loss_giou_aux_3: 0.4075 (0.4678) loss_giou_aux_4: 0.4002 (0.4666) loss_giou_aux_5: 0.5009 (0.5514) loss_giou_dn_0: 0.5774 (0.5674) loss_giou_dn_1: 0.4551 (0.4595) loss_giou_dn_2: 0.4127 (0.4284) loss_giou_dn_3: 0.4055 (0.4201) loss_giou_dn_4: 0.4027 (0.4180) loss_giou_dn_5: 0.4028 (0.4182) loss_vfl: 0.6757 (0.6602) loss_vfl_aux_0: 0.7576 (0.7596) loss_vfl_aux_1: 0.7316 (0.7147) loss_vfl_aux_2: 0.7004 (0.6877) loss_vfl_aux_3: 0.6854 (0.6725) loss_vfl_aux_4: 0.6753 (0.6641) loss_vfl_aux_5: 0.7326 (0.7454) loss_vfl_dn_0: 0.4502 (0.4477) loss_vfl_dn_1: 0.3818 (0.3821) loss_vfl_dn_2: 0.3658 (0.3662) loss_vfl_dn_3: 0.3610 (0.3589) loss_vfl_dn_4: 0.3570 (0.3564) loss_vfl_dn_5: 0.3575 (0.3556) time: 0.4809 data: 0.0137 max mem: 5654 Epoch: [55] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.0784 (15.4876) loss_bbox: 0.1417 (0.1500) loss_bbox_aux_0: 0.1563 (0.1625) loss_bbox_aux_1: 0.1469 (0.1547) loss_bbox_aux_2: 0.1435 (0.1521) loss_bbox_aux_3: 0.1393 (0.1506) loss_bbox_aux_4: 0.1404 (0.1500) loss_bbox_aux_5: 0.1917 (0.1976) loss_bbox_dn_0: 0.2425 (0.2587) loss_bbox_dn_1: 0.1811 (0.1889) loss_bbox_dn_2: 0.1585 (0.1685) loss_bbox_dn_3: 0.1507 (0.1626) loss_bbox_dn_4: 0.1502 (0.1612) loss_bbox_dn_5: 0.1501 (0.1612) loss_giou: 0.4440 (0.4664) loss_giou_aux_0: 0.4555 (0.4892) loss_giou_aux_1: 0.4388 (0.4758) loss_giou_aux_2: 0.4581 (0.4706) loss_giou_aux_3: 0.4388 (0.4678) loss_giou_aux_4: 0.4282 (0.4665) loss_giou_aux_5: 0.5053 (0.5513) loss_giou_dn_0: 0.5431 (0.5673) loss_giou_dn_1: 0.4236 (0.4594) loss_giou_dn_2: 0.3944 (0.4283) loss_giou_dn_3: 0.3833 (0.4200) loss_giou_dn_4: 0.3815 (0.4179) loss_giou_dn_5: 0.3815 (0.4181) loss_vfl: 0.6415 (0.6602) loss_vfl_aux_0: 0.7437 (0.7594) loss_vfl_aux_1: 0.6980 (0.7147) loss_vfl_aux_2: 0.6798 (0.6876) loss_vfl_aux_3: 0.6624 (0.6724) loss_vfl_aux_4: 0.6487 (0.6641) loss_vfl_aux_5: 0.7236 (0.7453) loss_vfl_dn_0: 0.4434 (0.4476) loss_vfl_dn_1: 0.3707 (0.3821) loss_vfl_dn_2: 0.3529 (0.3662) loss_vfl_dn_3: 0.3467 (0.3589) loss_vfl_dn_4: 0.3457 (0.3564) loss_vfl_dn_5: 0.3445 (0.3556) time: 0.4819 data: 0.0138 max mem: 5654 Epoch: [55] Total time: 1:00:16 (0.4892 s / it) Averaged stats: lr: 0.000010 loss: 15.0784 (15.4876) loss_bbox: 0.1417 (0.1500) loss_bbox_aux_0: 0.1563 (0.1625) loss_bbox_aux_1: 0.1469 (0.1547) loss_bbox_aux_2: 0.1435 (0.1521) loss_bbox_aux_3: 0.1393 (0.1506) loss_bbox_aux_4: 0.1404 (0.1500) loss_bbox_aux_5: 0.1917 (0.1976) loss_bbox_dn_0: 0.2425 (0.2587) loss_bbox_dn_1: 0.1811 (0.1889) loss_bbox_dn_2: 0.1585 (0.1685) loss_bbox_dn_3: 0.1507 (0.1626) loss_bbox_dn_4: 0.1502 (0.1612) loss_bbox_dn_5: 0.1501 (0.1612) loss_giou: 0.4440 (0.4664) loss_giou_aux_0: 0.4555 (0.4892) loss_giou_aux_1: 0.4388 (0.4758) loss_giou_aux_2: 0.4581 (0.4706) loss_giou_aux_3: 0.4388 (0.4678) loss_giou_aux_4: 0.4282 (0.4665) loss_giou_aux_5: 0.5053 (0.5513) loss_giou_dn_0: 0.5431 (0.5673) loss_giou_dn_1: 0.4236 (0.4594) loss_giou_dn_2: 0.3944 (0.4283) loss_giou_dn_3: 0.3833 (0.4200) loss_giou_dn_4: 0.3815 (0.4179) loss_giou_dn_5: 0.3815 (0.4181) loss_vfl: 0.6415 (0.6602) loss_vfl_aux_0: 0.7437 (0.7594) loss_vfl_aux_1: 0.6980 (0.7147) loss_vfl_aux_2: 0.6798 (0.6876) loss_vfl_aux_3: 0.6624 (0.6724) loss_vfl_aux_4: 0.6487 (0.6641) loss_vfl_aux_5: 0.7236 (0.7453) loss_vfl_dn_0: 0.4434 (0.4476) loss_vfl_dn_1: 0.3707 (0.3821) loss_vfl_dn_2: 0.3529 (0.3662) loss_vfl_dn_3: 0.3467 (0.3589) loss_vfl_dn_4: 0.3457 (0.3564) loss_vfl_dn_5: 0.3445 (0.3556) Test: [ 0/157] eta: 0:04:17 time: 1.6404 data: 1.2274 max mem: 5654 Test: [ 10/157] eta: 0:02:47 time: 1.1388 data: 0.1346 max mem: 5654 Test: [ 20/157] eta: 0:01:47 time: 0.7388 data: 0.0254 max mem: 5654 Test: [ 30/157] eta: 0:01:23 time: 0.3889 data: 0.0269 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.3889 data: 0.0269 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.3951 data: 0.0260 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.4023 data: 0.0263 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3996 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.4008 data: 0.0266 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4040 data: 0.0272 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3926 data: 0.0269 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3916 data: 0.0262 max mem: 5654 Test: [120/157] eta: 0:00:18 time: 0.6865 data: 0.0261 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6852 data: 0.0262 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.3886 data: 0.0260 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3751 data: 0.0269 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3643 data: 0.0261 max mem: 5654 Test: Total time: 0:01:15 (0.4833 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.02s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.710 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 55, 'coco_eval_bbox': 0.5308058637257101} Epoch: [56] [ 0/7393] eta: 11:20:13 lr: 0.000010 loss: 14.9722 (14.9722) loss_bbox: 0.1519 (0.1519) loss_bbox_aux_0: 0.1596 (0.1596) loss_bbox_aux_1: 0.1520 (0.1520) loss_bbox_aux_2: 0.1452 (0.1452) loss_bbox_aux_3: 0.1550 (0.1550) loss_bbox_aux_4: 0.1510 (0.1510) loss_bbox_aux_5: 0.2376 (0.2376) loss_bbox_dn_0: 0.3450 (0.3450) loss_bbox_dn_1: 0.2462 (0.2462) loss_bbox_dn_2: 0.2111 (0.2111) loss_bbox_dn_3: 0.2078 (0.2078) loss_bbox_dn_4: 0.2069 (0.2069) loss_bbox_dn_5: 0.2070 (0.2070) loss_giou: 0.3553 (0.3553) loss_giou_aux_0: 0.3924 (0.3924) loss_giou_aux_1: 0.3618 (0.3618) loss_giou_aux_2: 0.3828 (0.3828) loss_giou_aux_3: 0.3620 (0.3620) loss_giou_aux_4: 0.3522 (0.3522) loss_giou_aux_5: 0.4552 (0.4552) loss_giou_dn_0: 0.5190 (0.5190) loss_giou_dn_1: 0.4248 (0.4248) loss_giou_dn_2: 0.3945 (0.3945) loss_giou_dn_3: 0.3854 (0.3854) loss_giou_dn_4: 0.3793 (0.3793) loss_giou_dn_5: 0.3794 (0.3794) loss_vfl: 0.6832 (0.6832) loss_vfl_aux_0: 0.7730 (0.7730) loss_vfl_aux_1: 0.7398 (0.7398) loss_vfl_aux_2: 0.6901 (0.6901) loss_vfl_aux_3: 0.6643 (0.6643) loss_vfl_aux_4: 0.6917 (0.6917) loss_vfl_aux_5: 0.7620 (0.7620) loss_vfl_dn_0: 0.4509 (0.4509) loss_vfl_dn_1: 0.3753 (0.3753) loss_vfl_dn_2: 0.3599 (0.3599) loss_vfl_dn_3: 0.3565 (0.3565) loss_vfl_dn_4: 0.3525 (0.3525) loss_vfl_dn_5: 0.3528 (0.3528) time: 5.5205 data: 3.5323 max mem: 5654 Epoch: [56] [ 100/7393] eta: 1:13:07 lr: 0.000010 loss: 15.1486 (15.3159) loss_bbox: 0.1379 (0.1500) loss_bbox_aux_0: 0.1520 (0.1610) loss_bbox_aux_1: 0.1472 (0.1537) loss_bbox_aux_2: 0.1344 (0.1515) loss_bbox_aux_3: 0.1397 (0.1499) loss_bbox_aux_4: 0.1347 (0.1491) loss_bbox_aux_5: 0.1833 (0.1952) loss_bbox_dn_0: 0.2383 (0.2621) loss_bbox_dn_1: 0.1706 (0.1913) loss_bbox_dn_2: 0.1590 (0.1715) loss_bbox_dn_3: 0.1565 (0.1660) loss_bbox_dn_4: 0.1554 (0.1647) loss_bbox_dn_5: 0.1554 (0.1646) loss_giou: 0.4528 (0.4483) loss_giou_aux_0: 0.4503 (0.4712) loss_giou_aux_1: 0.4351 (0.4568) loss_giou_aux_2: 0.4430 (0.4527) loss_giou_aux_3: 0.4482 (0.4490) loss_giou_aux_4: 0.4451 (0.4477) loss_giou_aux_5: 0.5190 (0.5323) loss_giou_dn_0: 0.5626 (0.5570) loss_giou_dn_1: 0.4495 (0.4469) loss_giou_dn_2: 0.4250 (0.4158) loss_giou_dn_3: 0.4172 (0.4079) loss_giou_dn_4: 0.4130 (0.4057) loss_giou_dn_5: 0.4132 (0.4058) loss_vfl: 0.6574 (0.6622) loss_vfl_aux_0: 0.7454 (0.7632) loss_vfl_aux_1: 0.7020 (0.7171) loss_vfl_aux_2: 0.6532 (0.6866) loss_vfl_aux_3: 0.6466 (0.6750) loss_vfl_aux_4: 0.6459 (0.6671) loss_vfl_aux_5: 0.7377 (0.7549) loss_vfl_dn_0: 0.4461 (0.4462) loss_vfl_dn_1: 0.3835 (0.3821) loss_vfl_dn_2: 0.3625 (0.3656) loss_vfl_dn_3: 0.3574 (0.3580) loss_vfl_dn_4: 0.3550 (0.3555) loss_vfl_dn_5: 0.3561 (0.3549) time: 0.4895 data: 0.0137 max mem: 5654 Epoch: [56] [ 200/7393] eta: 1:04:56 lr: 0.000010 loss: 14.9988 (15.3785) loss_bbox: 0.1387 (0.1486) loss_bbox_aux_0: 0.1527 (0.1611) loss_bbox_aux_1: 0.1472 (0.1536) loss_bbox_aux_2: 0.1419 (0.1504) loss_bbox_aux_3: 0.1373 (0.1489) loss_bbox_aux_4: 0.1386 (0.1480) loss_bbox_aux_5: 0.1923 (0.1969) loss_bbox_dn_0: 0.2298 (0.2616) loss_bbox_dn_1: 0.1703 (0.1905) loss_bbox_dn_2: 0.1544 (0.1704) loss_bbox_dn_3: 0.1523 (0.1645) loss_bbox_dn_4: 0.1515 (0.1629) loss_bbox_dn_5: 0.1511 (0.1629) loss_giou: 0.4477 (0.4577) loss_giou_aux_0: 0.4562 (0.4813) loss_giou_aux_1: 0.4458 (0.4674) loss_giou_aux_2: 0.4333 (0.4626) loss_giou_aux_3: 0.4507 (0.4596) loss_giou_aux_4: 0.4425 (0.4576) loss_giou_aux_5: 0.5397 (0.5429) loss_giou_dn_0: 0.5436 (0.5614) loss_giou_dn_1: 0.4468 (0.4525) loss_giou_dn_2: 0.4203 (0.4218) loss_giou_dn_3: 0.4105 (0.4138) loss_giou_dn_4: 0.4078 (0.4115) loss_giou_dn_5: 0.4077 (0.4117) loss_vfl: 0.6444 (0.6599) loss_vfl_aux_0: 0.7394 (0.7612) loss_vfl_aux_1: 0.6874 (0.7108) loss_vfl_aux_2: 0.6530 (0.6834) loss_vfl_aux_3: 0.6491 (0.6692) loss_vfl_aux_4: 0.6486 (0.6642) loss_vfl_aux_5: 0.7248 (0.7489) loss_vfl_dn_0: 0.4443 (0.4465) loss_vfl_dn_1: 0.3838 (0.3812) loss_vfl_dn_2: 0.3663 (0.3649) loss_vfl_dn_3: 0.3573 (0.3574) loss_vfl_dn_4: 0.3557 (0.3547) loss_vfl_dn_5: 0.3548 (0.3540) time: 0.4881 data: 0.0139 max mem: 5654 Epoch: [56] [ 300/7393] eta: 1:01:48 lr: 0.000010 loss: 15.2502 (15.3819) loss_bbox: 0.1368 (0.1488) loss_bbox_aux_0: 0.1467 (0.1610) loss_bbox_aux_1: 0.1415 (0.1535) loss_bbox_aux_2: 0.1387 (0.1507) loss_bbox_aux_3: 0.1388 (0.1491) loss_bbox_aux_4: 0.1366 (0.1481) loss_bbox_aux_5: 0.1821 (0.1957) loss_bbox_dn_0: 0.2448 (0.2587) loss_bbox_dn_1: 0.1730 (0.1881) loss_bbox_dn_2: 0.1490 (0.1680) loss_bbox_dn_3: 0.1409 (0.1621) loss_bbox_dn_4: 0.1418 (0.1607) loss_bbox_dn_5: 0.1418 (0.1608) loss_giou: 0.4352 (0.4602) loss_giou_aux_0: 0.4513 (0.4829) loss_giou_aux_1: 0.4461 (0.4697) loss_giou_aux_2: 0.4310 (0.4648) loss_giou_aux_3: 0.4342 (0.4616) loss_giou_aux_4: 0.4368 (0.4600) loss_giou_aux_5: 0.5239 (0.5445) loss_giou_dn_0: 0.5566 (0.5623) loss_giou_dn_1: 0.4404 (0.4530) loss_giou_dn_2: 0.4137 (0.4221) loss_giou_dn_3: 0.4078 (0.4141) loss_giou_dn_4: 0.4084 (0.4120) loss_giou_dn_5: 0.4097 (0.4121) loss_vfl: 0.6554 (0.6584) loss_vfl_aux_0: 0.7579 (0.7614) loss_vfl_aux_1: 0.7194 (0.7115) loss_vfl_aux_2: 0.6836 (0.6847) loss_vfl_aux_3: 0.6643 (0.6693) loss_vfl_aux_4: 0.6669 (0.6634) loss_vfl_aux_5: 0.7270 (0.7489) loss_vfl_dn_0: 0.4411 (0.4469) loss_vfl_dn_1: 0.3819 (0.3814) loss_vfl_dn_2: 0.3661 (0.3650) loss_vfl_dn_3: 0.3601 (0.3574) loss_vfl_dn_4: 0.3563 (0.3548) loss_vfl_dn_5: 0.3570 (0.3541) time: 0.4877 data: 0.0138 max mem: 5654 Epoch: [56] [ 400/7393] eta: 1:02:10 lr: 0.000010 loss: 15.8653 (15.4451) loss_bbox: 0.1389 (0.1489) loss_bbox_aux_0: 0.1516 (0.1609) loss_bbox_aux_1: 0.1445 (0.1535) loss_bbox_aux_2: 0.1398 (0.1507) loss_bbox_aux_3: 0.1379 (0.1492) loss_bbox_aux_4: 0.1391 (0.1482) loss_bbox_aux_5: 0.1811 (0.1955) loss_bbox_dn_0: 0.2411 (0.2569) loss_bbox_dn_1: 0.1646 (0.1873) loss_bbox_dn_2: 0.1449 (0.1672) loss_bbox_dn_3: 0.1404 (0.1613) loss_bbox_dn_4: 0.1381 (0.1599) loss_bbox_dn_5: 0.1385 (0.1599) loss_giou: 0.4869 (0.4667) loss_giou_aux_0: 0.5230 (0.4890) loss_giou_aux_1: 0.5010 (0.4768) loss_giou_aux_2: 0.4924 (0.4715) loss_giou_aux_3: 0.4888 (0.4683) loss_giou_aux_4: 0.4868 (0.4666) loss_giou_aux_5: 0.5667 (0.5511) loss_giou_dn_0: 0.5967 (0.5666) loss_giou_dn_1: 0.4893 (0.4579) loss_giou_dn_2: 0.4594 (0.4269) loss_giou_dn_3: 0.4468 (0.4189) loss_giou_dn_4: 0.4415 (0.4168) loss_giou_dn_5: 0.4417 (0.4170) loss_vfl: 0.6388 (0.6577) loss_vfl_aux_0: 0.7541 (0.7606) loss_vfl_aux_1: 0.6886 (0.7087) loss_vfl_aux_2: 0.6867 (0.6837) loss_vfl_aux_3: 0.6659 (0.6685) loss_vfl_aux_4: 0.6533 (0.6625) loss_vfl_aux_5: 0.7254 (0.7469) loss_vfl_dn_0: 0.4470 (0.4464) loss_vfl_dn_1: 0.3867 (0.3817) loss_vfl_dn_2: 0.3686 (0.3657) loss_vfl_dn_3: 0.3647 (0.3583) loss_vfl_dn_4: 0.3619 (0.3558) loss_vfl_dn_5: 0.3610 (0.3550) time: 0.5008 data: 0.0143 max mem: 5654 Epoch: [56] [ 500/7393] eta: 1:00:02 lr: 0.000010 loss: 15.8590 (15.4710) loss_bbox: 0.1486 (0.1503) loss_bbox_aux_0: 0.1651 (0.1622) loss_bbox_aux_1: 0.1520 (0.1553) loss_bbox_aux_2: 0.1545 (0.1524) loss_bbox_aux_3: 0.1494 (0.1507) loss_bbox_aux_4: 0.1486 (0.1496) loss_bbox_aux_5: 0.1959 (0.1967) loss_bbox_dn_0: 0.2306 (0.2577) loss_bbox_dn_1: 0.1731 (0.1883) loss_bbox_dn_2: 0.1545 (0.1682) loss_bbox_dn_3: 0.1525 (0.1622) loss_bbox_dn_4: 0.1509 (0.1609) loss_bbox_dn_5: 0.1509 (0.1609) loss_giou: 0.4828 (0.4680) loss_giou_aux_0: 0.5209 (0.4902) loss_giou_aux_1: 0.4918 (0.4783) loss_giou_aux_2: 0.5001 (0.4728) loss_giou_aux_3: 0.4875 (0.4694) loss_giou_aux_4: 0.4827 (0.4678) loss_giou_aux_5: 0.5766 (0.5517) loss_giou_dn_0: 0.5783 (0.5672) loss_giou_dn_1: 0.4823 (0.4589) loss_giou_dn_2: 0.4585 (0.4280) loss_giou_dn_3: 0.4474 (0.4199) loss_giou_dn_4: 0.4458 (0.4179) loss_giou_dn_5: 0.4458 (0.4180) loss_vfl: 0.6696 (0.6572) loss_vfl_aux_0: 0.7535 (0.7593) loss_vfl_aux_1: 0.7036 (0.7076) loss_vfl_aux_2: 0.7013 (0.6825) loss_vfl_aux_3: 0.6868 (0.6677) loss_vfl_aux_4: 0.6751 (0.6619) loss_vfl_aux_5: 0.7510 (0.7473) loss_vfl_dn_0: 0.4453 (0.4467) loss_vfl_dn_1: 0.3824 (0.3817) loss_vfl_dn_2: 0.3687 (0.3659) loss_vfl_dn_3: 0.3637 (0.3585) loss_vfl_dn_4: 0.3602 (0.3559) loss_vfl_dn_5: 0.3599 (0.3551) time: 0.4808 data: 0.0137 max mem: 5654 Epoch: [56] [ 600/7393] eta: 0:58:26 lr: 0.000010 loss: 14.9925 (15.4558) loss_bbox: 0.1396 (0.1498) loss_bbox_aux_0: 0.1680 (0.1619) loss_bbox_aux_1: 0.1491 (0.1549) loss_bbox_aux_2: 0.1477 (0.1521) loss_bbox_aux_3: 0.1403 (0.1504) loss_bbox_aux_4: 0.1398 (0.1492) loss_bbox_aux_5: 0.2022 (0.1967) loss_bbox_dn_0: 0.2522 (0.2586) loss_bbox_dn_1: 0.1818 (0.1888) loss_bbox_dn_2: 0.1634 (0.1685) loss_bbox_dn_3: 0.1567 (0.1625) loss_bbox_dn_4: 0.1557 (0.1612) loss_bbox_dn_5: 0.1557 (0.1612) loss_giou: 0.4233 (0.4652) loss_giou_aux_0: 0.4613 (0.4880) loss_giou_aux_1: 0.4389 (0.4755) loss_giou_aux_2: 0.4265 (0.4702) loss_giou_aux_3: 0.4264 (0.4667) loss_giou_aux_4: 0.4246 (0.4649) loss_giou_aux_5: 0.5179 (0.5498) loss_giou_dn_0: 0.5552 (0.5661) loss_giou_dn_1: 0.4592 (0.4583) loss_giou_dn_2: 0.4268 (0.4273) loss_giou_dn_3: 0.4147 (0.4191) loss_giou_dn_4: 0.4129 (0.4169) loss_giou_dn_5: 0.4132 (0.4171) loss_vfl: 0.6496 (0.6583) loss_vfl_aux_0: 0.7442 (0.7598) loss_vfl_aux_1: 0.7202 (0.7101) loss_vfl_aux_2: 0.6890 (0.6844) loss_vfl_aux_3: 0.6668 (0.6695) loss_vfl_aux_4: 0.6655 (0.6632) loss_vfl_aux_5: 0.7484 (0.7480) loss_vfl_dn_0: 0.4448 (0.4464) loss_vfl_dn_1: 0.3719 (0.3813) loss_vfl_dn_2: 0.3552 (0.3656) loss_vfl_dn_3: 0.3504 (0.3582) loss_vfl_dn_4: 0.3469 (0.3556) loss_vfl_dn_5: 0.3480 (0.3548) time: 0.4767 data: 0.0137 max mem: 5654 Epoch: [56] [ 700/7393] eta: 0:57:01 lr: 0.000010 loss: 14.8809 (15.3935) loss_bbox: 0.1429 (0.1489) loss_bbox_aux_0: 0.1554 (0.1614) loss_bbox_aux_1: 0.1469 (0.1540) loss_bbox_aux_2: 0.1464 (0.1515) loss_bbox_aux_3: 0.1455 (0.1497) loss_bbox_aux_4: 0.1367 (0.1484) loss_bbox_aux_5: 0.1889 (0.1965) loss_bbox_dn_0: 0.2486 (0.2587) loss_bbox_dn_1: 0.1769 (0.1886) loss_bbox_dn_2: 0.1574 (0.1683) loss_bbox_dn_3: 0.1550 (0.1623) loss_bbox_dn_4: 0.1539 (0.1609) loss_bbox_dn_5: 0.1539 (0.1609) loss_giou: 0.4059 (0.4612) loss_giou_aux_0: 0.4237 (0.4845) loss_giou_aux_1: 0.4119 (0.4714) loss_giou_aux_2: 0.4092 (0.4659) loss_giou_aux_3: 0.4122 (0.4626) loss_giou_aux_4: 0.4012 (0.4609) loss_giou_aux_5: 0.4709 (0.5459) loss_giou_dn_0: 0.5515 (0.5630) loss_giou_dn_1: 0.4248 (0.4554) loss_giou_dn_2: 0.3911 (0.4246) loss_giou_dn_3: 0.3820 (0.4164) loss_giou_dn_4: 0.3820 (0.4142) loss_giou_dn_5: 0.3822 (0.4144) loss_vfl: 0.6494 (0.6574) loss_vfl_aux_0: 0.7476 (0.7579) loss_vfl_aux_1: 0.6861 (0.7093) loss_vfl_aux_2: 0.6710 (0.6830) loss_vfl_aux_3: 0.6574 (0.6682) loss_vfl_aux_4: 0.6526 (0.6621) loss_vfl_aux_5: 0.7328 (0.7472) loss_vfl_dn_0: 0.4504 (0.4462) loss_vfl_dn_1: 0.3835 (0.3805) loss_vfl_dn_2: 0.3647 (0.3648) loss_vfl_dn_3: 0.3612 (0.3574) loss_vfl_dn_4: 0.3574 (0.3549) loss_vfl_dn_5: 0.3560 (0.3541) time: 0.4862 data: 0.0142 max mem: 5654 Epoch: [56] [ 800/7393] eta: 0:55:48 lr: 0.000010 loss: 14.7443 (15.3736) loss_bbox: 0.1417 (0.1488) loss_bbox_aux_0: 0.1620 (0.1613) loss_bbox_aux_1: 0.1500 (0.1538) loss_bbox_aux_2: 0.1432 (0.1511) loss_bbox_aux_3: 0.1474 (0.1494) loss_bbox_aux_4: 0.1455 (0.1483) loss_bbox_aux_5: 0.2051 (0.1966) loss_bbox_dn_0: 0.2506 (0.2588) loss_bbox_dn_1: 0.1745 (0.1887) loss_bbox_dn_2: 0.1521 (0.1683) loss_bbox_dn_3: 0.1470 (0.1622) loss_bbox_dn_4: 0.1456 (0.1608) loss_bbox_dn_5: 0.1456 (0.1608) loss_giou: 0.4044 (0.4599) loss_giou_aux_0: 0.4120 (0.4832) loss_giou_aux_1: 0.4122 (0.4700) loss_giou_aux_2: 0.4047 (0.4644) loss_giou_aux_3: 0.3995 (0.4612) loss_giou_aux_4: 0.4037 (0.4596) loss_giou_aux_5: 0.4763 (0.5445) loss_giou_dn_0: 0.5092 (0.5618) loss_giou_dn_1: 0.4188 (0.4543) loss_giou_dn_2: 0.3881 (0.4235) loss_giou_dn_3: 0.3799 (0.4152) loss_giou_dn_4: 0.3789 (0.4131) loss_giou_dn_5: 0.3791 (0.4132) loss_vfl: 0.6149 (0.6569) loss_vfl_aux_0: 0.7317 (0.7573) loss_vfl_aux_1: 0.7010 (0.7096) loss_vfl_aux_2: 0.6535 (0.6833) loss_vfl_aux_3: 0.6312 (0.6684) loss_vfl_aux_4: 0.6205 (0.6619) loss_vfl_aux_5: 0.7122 (0.7468) loss_vfl_dn_0: 0.4425 (0.4461) loss_vfl_dn_1: 0.3861 (0.3803) loss_vfl_dn_2: 0.3665 (0.3645) loss_vfl_dn_3: 0.3541 (0.3572) loss_vfl_dn_4: 0.3525 (0.3546) loss_vfl_dn_5: 0.3517 (0.3538) time: 0.4835 data: 0.0139 max mem: 5654 Epoch: [56] [ 900/7393] eta: 0:54:48 lr: 0.000010 loss: 15.3718 (15.3677) loss_bbox: 0.1365 (0.1485) loss_bbox_aux_0: 0.1458 (0.1612) loss_bbox_aux_1: 0.1385 (0.1537) loss_bbox_aux_2: 0.1370 (0.1511) loss_bbox_aux_3: 0.1357 (0.1492) loss_bbox_aux_4: 0.1346 (0.1481) loss_bbox_aux_5: 0.1805 (0.1965) loss_bbox_dn_0: 0.2304 (0.2590) loss_bbox_dn_1: 0.1742 (0.1888) loss_bbox_dn_2: 0.1528 (0.1684) loss_bbox_dn_3: 0.1522 (0.1624) loss_bbox_dn_4: 0.1522 (0.1610) loss_bbox_dn_5: 0.1522 (0.1610) loss_giou: 0.4765 (0.4592) loss_giou_aux_0: 0.4959 (0.4826) loss_giou_aux_1: 0.4785 (0.4696) loss_giou_aux_2: 0.4859 (0.4640) loss_giou_aux_3: 0.4751 (0.4605) loss_giou_aux_4: 0.4735 (0.4589) loss_giou_aux_5: 0.5599 (0.5439) loss_giou_dn_0: 0.5550 (0.5615) loss_giou_dn_1: 0.4540 (0.4540) loss_giou_dn_2: 0.4182 (0.4231) loss_giou_dn_3: 0.4117 (0.4148) loss_giou_dn_4: 0.4113 (0.4127) loss_giou_dn_5: 0.4121 (0.4129) loss_vfl: 0.6601 (0.6576) loss_vfl_aux_0: 0.7407 (0.7570) loss_vfl_aux_1: 0.6937 (0.7092) loss_vfl_aux_2: 0.6700 (0.6831) loss_vfl_aux_3: 0.6647 (0.6691) loss_vfl_aux_4: 0.6619 (0.6624) loss_vfl_aux_5: 0.7115 (0.7468) loss_vfl_dn_0: 0.4399 (0.4461) loss_vfl_dn_1: 0.3766 (0.3802) loss_vfl_dn_2: 0.3591 (0.3644) loss_vfl_dn_3: 0.3523 (0.3571) loss_vfl_dn_4: 0.3492 (0.3546) loss_vfl_dn_5: 0.3489 (0.3538) time: 0.4879 data: 0.0141 max mem: 5654 Epoch: [56] [1000/7393] eta: 0:53:42 lr: 0.000010 loss: 15.7674 (15.3635) loss_bbox: 0.1227 (0.1484) loss_bbox_aux_0: 0.1378 (0.1611) loss_bbox_aux_1: 0.1384 (0.1537) loss_bbox_aux_2: 0.1304 (0.1511) loss_bbox_aux_3: 0.1299 (0.1493) loss_bbox_aux_4: 0.1227 (0.1480) loss_bbox_aux_5: 0.1738 (0.1967) loss_bbox_dn_0: 0.2389 (0.2587) loss_bbox_dn_1: 0.1597 (0.1885) loss_bbox_dn_2: 0.1344 (0.1679) loss_bbox_dn_3: 0.1283 (0.1619) loss_bbox_dn_4: 0.1285 (0.1605) loss_bbox_dn_5: 0.1285 (0.1605) loss_giou: 0.4794 (0.4590) loss_giou_aux_0: 0.4993 (0.4824) loss_giou_aux_1: 0.4848 (0.4695) loss_giou_aux_2: 0.4786 (0.4638) loss_giou_aux_3: 0.4725 (0.4605) loss_giou_aux_4: 0.4791 (0.4587) loss_giou_aux_5: 0.5714 (0.5442) loss_giou_dn_0: 0.5592 (0.5614) loss_giou_dn_1: 0.4530 (0.4538) loss_giou_dn_2: 0.4222 (0.4229) loss_giou_dn_3: 0.4153 (0.4146) loss_giou_dn_4: 0.4121 (0.4124) loss_giou_dn_5: 0.4120 (0.4126) loss_vfl: 0.6388 (0.6576) loss_vfl_aux_0: 0.7265 (0.7573) loss_vfl_aux_1: 0.6870 (0.7096) loss_vfl_aux_2: 0.6570 (0.6835) loss_vfl_aux_3: 0.6243 (0.6689) loss_vfl_aux_4: 0.6379 (0.6624) loss_vfl_aux_5: 0.7168 (0.7463) loss_vfl_dn_0: 0.4409 (0.4461) loss_vfl_dn_1: 0.3759 (0.3802) loss_vfl_dn_2: 0.3653 (0.3645) loss_vfl_dn_3: 0.3581 (0.3571) loss_vfl_dn_4: 0.3549 (0.3546) loss_vfl_dn_5: 0.3537 (0.3537) time: 0.4807 data: 0.0138 max mem: 5654 Epoch: [56] [1100/7393] eta: 0:52:37 lr: 0.000010 loss: 15.1430 (15.3577) loss_bbox: 0.1153 (0.1478) loss_bbox_aux_0: 0.1256 (0.1603) loss_bbox_aux_1: 0.1243 (0.1529) loss_bbox_aux_2: 0.1213 (0.1504) loss_bbox_aux_3: 0.1166 (0.1486) loss_bbox_aux_4: 0.1148 (0.1474) loss_bbox_aux_5: 0.1639 (0.1958) loss_bbox_dn_0: 0.2070 (0.2576) loss_bbox_dn_1: 0.1526 (0.1877) loss_bbox_dn_2: 0.1265 (0.1672) loss_bbox_dn_3: 0.1237 (0.1612) loss_bbox_dn_4: 0.1258 (0.1598) loss_bbox_dn_5: 0.1258 (0.1598) loss_giou: 0.4220 (0.4591) loss_giou_aux_0: 0.4424 (0.4824) loss_giou_aux_1: 0.4418 (0.4698) loss_giou_aux_2: 0.4279 (0.4641) loss_giou_aux_3: 0.4335 (0.4607) loss_giou_aux_4: 0.4224 (0.4588) loss_giou_aux_5: 0.5047 (0.5444) loss_giou_dn_0: 0.5860 (0.5617) loss_giou_dn_1: 0.4863 (0.4542) loss_giou_dn_2: 0.4577 (0.4233) loss_giou_dn_3: 0.4444 (0.4151) loss_giou_dn_4: 0.4397 (0.4129) loss_giou_dn_5: 0.4398 (0.4131) loss_vfl: 0.6542 (0.6577) loss_vfl_aux_0: 0.7376 (0.7574) loss_vfl_aux_1: 0.6925 (0.7094) loss_vfl_aux_2: 0.6593 (0.6834) loss_vfl_aux_3: 0.6584 (0.6689) loss_vfl_aux_4: 0.6623 (0.6624) loss_vfl_aux_5: 0.7304 (0.7456) loss_vfl_dn_0: 0.4420 (0.4462) loss_vfl_dn_1: 0.3728 (0.3803) loss_vfl_dn_2: 0.3590 (0.3646) loss_vfl_dn_3: 0.3529 (0.3572) loss_vfl_dn_4: 0.3498 (0.3547) loss_vfl_dn_5: 0.3480 (0.3538) time: 0.4725 data: 0.0139 max mem: 5654 Epoch: [56] [1200/7393] eta: 0:51:36 lr: 0.000010 loss: 15.7766 (15.3548) loss_bbox: 0.1471 (0.1476) loss_bbox_aux_0: 0.1529 (0.1599) loss_bbox_aux_1: 0.1506 (0.1527) loss_bbox_aux_2: 0.1476 (0.1503) loss_bbox_aux_3: 0.1463 (0.1483) loss_bbox_aux_4: 0.1476 (0.1472) loss_bbox_aux_5: 0.1990 (0.1955) loss_bbox_dn_0: 0.2424 (0.2570) loss_bbox_dn_1: 0.1795 (0.1871) loss_bbox_dn_2: 0.1591 (0.1666) loss_bbox_dn_3: 0.1484 (0.1606) loss_bbox_dn_4: 0.1445 (0.1592) loss_bbox_dn_5: 0.1445 (0.1592) loss_giou: 0.4675 (0.4593) loss_giou_aux_0: 0.4900 (0.4825) loss_giou_aux_1: 0.4850 (0.4701) loss_giou_aux_2: 0.4781 (0.4644) loss_giou_aux_3: 0.4705 (0.4610) loss_giou_aux_4: 0.4644 (0.4591) loss_giou_aux_5: 0.5441 (0.5447) loss_giou_dn_0: 0.5669 (0.5620) loss_giou_dn_1: 0.4641 (0.4544) loss_giou_dn_2: 0.4356 (0.4236) loss_giou_dn_3: 0.4300 (0.4154) loss_giou_dn_4: 0.4249 (0.4132) loss_giou_dn_5: 0.4250 (0.4134) loss_vfl: 0.6315 (0.6578) loss_vfl_aux_0: 0.7403 (0.7569) loss_vfl_aux_1: 0.6982 (0.7090) loss_vfl_aux_2: 0.6596 (0.6830) loss_vfl_aux_3: 0.6657 (0.6690) loss_vfl_aux_4: 0.6470 (0.6623) loss_vfl_aux_5: 0.7191 (0.7447) loss_vfl_dn_0: 0.4485 (0.4465) loss_vfl_dn_1: 0.3909 (0.3805) loss_vfl_dn_2: 0.3699 (0.3647) loss_vfl_dn_3: 0.3642 (0.3574) loss_vfl_dn_4: 0.3607 (0.3548) loss_vfl_dn_5: 0.3581 (0.3540) time: 0.4828 data: 0.0141 max mem: 5654 Epoch: [56] [1300/7393] eta: 0:50:38 lr: 0.000010 loss: 15.3518 (15.3631) loss_bbox: 0.1637 (0.1478) loss_bbox_aux_0: 0.1651 (0.1602) loss_bbox_aux_1: 0.1523 (0.1530) loss_bbox_aux_2: 0.1507 (0.1505) loss_bbox_aux_3: 0.1574 (0.1486) loss_bbox_aux_4: 0.1614 (0.1474) loss_bbox_aux_5: 0.2006 (0.1957) loss_bbox_dn_0: 0.2265 (0.2577) loss_bbox_dn_1: 0.1630 (0.1875) loss_bbox_dn_2: 0.1484 (0.1670) loss_bbox_dn_3: 0.1436 (0.1610) loss_bbox_dn_4: 0.1438 (0.1596) loss_bbox_dn_5: 0.1438 (0.1596) loss_giou: 0.4514 (0.4591) loss_giou_aux_0: 0.4907 (0.4823) loss_giou_aux_1: 0.4647 (0.4700) loss_giou_aux_2: 0.4554 (0.4641) loss_giou_aux_3: 0.4580 (0.4608) loss_giou_aux_4: 0.4500 (0.4589) loss_giou_aux_5: 0.5649 (0.5445) loss_giou_dn_0: 0.5663 (0.5620) loss_giou_dn_1: 0.4656 (0.4543) loss_giou_dn_2: 0.4360 (0.4235) loss_giou_dn_3: 0.4264 (0.4153) loss_giou_dn_4: 0.4260 (0.4132) loss_giou_dn_5: 0.4261 (0.4134) loss_vfl: 0.6424 (0.6585) loss_vfl_aux_0: 0.7435 (0.7575) loss_vfl_aux_1: 0.6616 (0.7095) loss_vfl_aux_2: 0.6614 (0.6840) loss_vfl_aux_3: 0.6382 (0.6696) loss_vfl_aux_4: 0.6323 (0.6631) loss_vfl_aux_5: 0.7240 (0.7455) loss_vfl_dn_0: 0.4457 (0.4468) loss_vfl_dn_1: 0.3764 (0.3806) loss_vfl_dn_2: 0.3592 (0.3646) loss_vfl_dn_3: 0.3554 (0.3574) loss_vfl_dn_4: 0.3544 (0.3548) loss_vfl_dn_5: 0.3543 (0.3540) time: 0.4866 data: 0.0144 max mem: 5654 Epoch: [56] [1400/7393] eta: 0:49:45 lr: 0.000010 loss: 14.9220 (15.3836) loss_bbox: 0.1409 (0.1481) loss_bbox_aux_0: 0.1530 (0.1604) loss_bbox_aux_1: 0.1384 (0.1532) loss_bbox_aux_2: 0.1378 (0.1507) loss_bbox_aux_3: 0.1372 (0.1488) loss_bbox_aux_4: 0.1361 (0.1477) loss_bbox_aux_5: 0.1813 (0.1959) loss_bbox_dn_0: 0.2426 (0.2574) loss_bbox_dn_1: 0.1769 (0.1874) loss_bbox_dn_2: 0.1527 (0.1669) loss_bbox_dn_3: 0.1499 (0.1610) loss_bbox_dn_4: 0.1494 (0.1596) loss_bbox_dn_5: 0.1493 (0.1596) loss_giou: 0.4712 (0.4610) loss_giou_aux_0: 0.4815 (0.4843) loss_giou_aux_1: 0.4547 (0.4720) loss_giou_aux_2: 0.4742 (0.4660) loss_giou_aux_3: 0.4652 (0.4627) loss_giou_aux_4: 0.4614 (0.4607) loss_giou_aux_5: 0.5425 (0.5463) loss_giou_dn_0: 0.5574 (0.5632) loss_giou_dn_1: 0.4423 (0.4555) loss_giou_dn_2: 0.4189 (0.4247) loss_giou_dn_3: 0.4077 (0.4165) loss_giou_dn_4: 0.4076 (0.4143) loss_giou_dn_5: 0.4075 (0.4145) loss_vfl: 0.6662 (0.6585) loss_vfl_aux_0: 0.7697 (0.7571) loss_vfl_aux_1: 0.7044 (0.7092) loss_vfl_aux_2: 0.6776 (0.6838) loss_vfl_aux_3: 0.6740 (0.6694) loss_vfl_aux_4: 0.6469 (0.6629) loss_vfl_aux_5: 0.7605 (0.7449) loss_vfl_dn_0: 0.4453 (0.4468) loss_vfl_dn_1: 0.3772 (0.3808) loss_vfl_dn_2: 0.3593 (0.3649) loss_vfl_dn_3: 0.3544 (0.3577) loss_vfl_dn_4: 0.3515 (0.3551) loss_vfl_dn_5: 0.3511 (0.3543) time: 0.4833 data: 0.0135 max mem: 5654 Epoch: [56] [1500/7393] eta: 0:48:49 lr: 0.000010 loss: 15.1427 (15.3849) loss_bbox: 0.1483 (0.1479) loss_bbox_aux_0: 0.1469 (0.1603) loss_bbox_aux_1: 0.1406 (0.1532) loss_bbox_aux_2: 0.1466 (0.1506) loss_bbox_aux_3: 0.1510 (0.1487) loss_bbox_aux_4: 0.1460 (0.1476) loss_bbox_aux_5: 0.1813 (0.1959) loss_bbox_dn_0: 0.2538 (0.2575) loss_bbox_dn_1: 0.1843 (0.1874) loss_bbox_dn_2: 0.1642 (0.1670) loss_bbox_dn_3: 0.1588 (0.1610) loss_bbox_dn_4: 0.1576 (0.1596) loss_bbox_dn_5: 0.1575 (0.1596) loss_giou: 0.4405 (0.4611) loss_giou_aux_0: 0.4541 (0.4842) loss_giou_aux_1: 0.4460 (0.4720) loss_giou_aux_2: 0.4302 (0.4660) loss_giou_aux_3: 0.4368 (0.4628) loss_giou_aux_4: 0.4410 (0.4608) loss_giou_aux_5: 0.5245 (0.5464) loss_giou_dn_0: 0.5522 (0.5632) loss_giou_dn_1: 0.4466 (0.4556) loss_giou_dn_2: 0.4139 (0.4248) loss_giou_dn_3: 0.4034 (0.4166) loss_giou_dn_4: 0.4010 (0.4145) loss_giou_dn_5: 0.4016 (0.4147) loss_vfl: 0.6429 (0.6583) loss_vfl_aux_0: 0.7612 (0.7577) loss_vfl_aux_1: 0.6927 (0.7095) loss_vfl_aux_2: 0.6863 (0.6839) loss_vfl_aux_3: 0.6647 (0.6691) loss_vfl_aux_4: 0.6367 (0.6627) loss_vfl_aux_5: 0.7226 (0.7452) loss_vfl_dn_0: 0.4483 (0.4470) loss_vfl_dn_1: 0.3823 (0.3807) loss_vfl_dn_2: 0.3681 (0.3648) loss_vfl_dn_3: 0.3633 (0.3576) loss_vfl_dn_4: 0.3594 (0.3550) loss_vfl_dn_5: 0.3576 (0.3542) time: 0.4822 data: 0.0138 max mem: 5654 Epoch: [56] [1600/7393] eta: 0:47:53 lr: 0.000010 loss: 15.8600 (15.3908) loss_bbox: 0.1389 (0.1479) loss_bbox_aux_0: 0.1503 (0.1599) loss_bbox_aux_1: 0.1377 (0.1529) loss_bbox_aux_2: 0.1430 (0.1505) loss_bbox_aux_3: 0.1448 (0.1486) loss_bbox_aux_4: 0.1428 (0.1476) loss_bbox_aux_5: 0.1762 (0.1957) loss_bbox_dn_0: 0.2257 (0.2569) loss_bbox_dn_1: 0.1506 (0.1871) loss_bbox_dn_2: 0.1390 (0.1666) loss_bbox_dn_3: 0.1379 (0.1608) loss_bbox_dn_4: 0.1380 (0.1594) loss_bbox_dn_5: 0.1382 (0.1594) loss_giou: 0.4888 (0.4620) loss_giou_aux_0: 0.5051 (0.4849) loss_giou_aux_1: 0.4862 (0.4728) loss_giou_aux_2: 0.4835 (0.4668) loss_giou_aux_3: 0.4944 (0.4637) loss_giou_aux_4: 0.4877 (0.4618) loss_giou_aux_5: 0.5408 (0.5472) loss_giou_dn_0: 0.5948 (0.5637) loss_giou_dn_1: 0.4785 (0.4562) loss_giou_dn_2: 0.4493 (0.4253) loss_giou_dn_3: 0.4405 (0.4172) loss_giou_dn_4: 0.4404 (0.4150) loss_giou_dn_5: 0.4400 (0.4152) loss_vfl: 0.6126 (0.6581) loss_vfl_aux_0: 0.7160 (0.7578) loss_vfl_aux_1: 0.6881 (0.7097) loss_vfl_aux_2: 0.6660 (0.6840) loss_vfl_aux_3: 0.6399 (0.6692) loss_vfl_aux_4: 0.6184 (0.6624) loss_vfl_aux_5: 0.6913 (0.7446) loss_vfl_dn_0: 0.4493 (0.4468) loss_vfl_dn_1: 0.3839 (0.3808) loss_vfl_dn_2: 0.3672 (0.3649) loss_vfl_dn_3: 0.3591 (0.3577) loss_vfl_dn_4: 0.3560 (0.3551) loss_vfl_dn_5: 0.3541 (0.3543) time: 0.4769 data: 0.0138 max mem: 5654 Epoch: [56] [1700/7393] eta: 0:46:58 lr: 0.000010 loss: 15.0149 (15.3783) loss_bbox: 0.1530 (0.1482) loss_bbox_aux_0: 0.1642 (0.1602) loss_bbox_aux_1: 0.1573 (0.1531) loss_bbox_aux_2: 0.1574 (0.1507) loss_bbox_aux_3: 0.1525 (0.1488) loss_bbox_aux_4: 0.1541 (0.1479) loss_bbox_aux_5: 0.1967 (0.1960) loss_bbox_dn_0: 0.2588 (0.2572) loss_bbox_dn_1: 0.1851 (0.1872) loss_bbox_dn_2: 0.1601 (0.1667) loss_bbox_dn_3: 0.1570 (0.1609) loss_bbox_dn_4: 0.1571 (0.1594) loss_bbox_dn_5: 0.1572 (0.1595) loss_giou: 0.4274 (0.4611) loss_giou_aux_0: 0.4408 (0.4840) loss_giou_aux_1: 0.4217 (0.4718) loss_giou_aux_2: 0.4214 (0.4659) loss_giou_aux_3: 0.4167 (0.4627) loss_giou_aux_4: 0.4196 (0.4609) loss_giou_aux_5: 0.5125 (0.5464) loss_giou_dn_0: 0.5365 (0.5631) loss_giou_dn_1: 0.4237 (0.4554) loss_giou_dn_2: 0.3913 (0.4245) loss_giou_dn_3: 0.3827 (0.4163) loss_giou_dn_4: 0.3809 (0.4142) loss_giou_dn_5: 0.3813 (0.4144) loss_vfl: 0.6765 (0.6577) loss_vfl_aux_0: 0.7693 (0.7571) loss_vfl_aux_1: 0.7408 (0.7095) loss_vfl_aux_2: 0.7041 (0.6836) loss_vfl_aux_3: 0.6798 (0.6687) loss_vfl_aux_4: 0.6765 (0.6617) loss_vfl_aux_5: 0.7575 (0.7439) loss_vfl_dn_0: 0.4475 (0.4468) loss_vfl_dn_1: 0.3782 (0.3808) loss_vfl_dn_2: 0.3556 (0.3649) loss_vfl_dn_3: 0.3517 (0.3576) loss_vfl_dn_4: 0.3492 (0.3551) loss_vfl_dn_5: 0.3486 (0.3543) time: 0.4798 data: 0.0139 max mem: 5654 Epoch: [56] [1800/7393] eta: 0:46:01 lr: 0.000010 loss: 15.1149 (15.3841) loss_bbox: 0.1455 (0.1482) loss_bbox_aux_0: 0.1552 (0.1603) loss_bbox_aux_1: 0.1418 (0.1531) loss_bbox_aux_2: 0.1473 (0.1508) loss_bbox_aux_3: 0.1474 (0.1489) loss_bbox_aux_4: 0.1445 (0.1479) loss_bbox_aux_5: 0.1809 (0.1962) loss_bbox_dn_0: 0.2398 (0.2573) loss_bbox_dn_1: 0.1712 (0.1873) loss_bbox_dn_2: 0.1495 (0.1669) loss_bbox_dn_3: 0.1432 (0.1610) loss_bbox_dn_4: 0.1438 (0.1596) loss_bbox_dn_5: 0.1438 (0.1596) loss_giou: 0.4645 (0.4614) loss_giou_aux_0: 0.4824 (0.4842) loss_giou_aux_1: 0.4730 (0.4720) loss_giou_aux_2: 0.4727 (0.4662) loss_giou_aux_3: 0.4701 (0.4630) loss_giou_aux_4: 0.4645 (0.4613) loss_giou_aux_5: 0.5376 (0.5464) loss_giou_dn_0: 0.5690 (0.5633) loss_giou_dn_1: 0.4642 (0.4556) loss_giou_dn_2: 0.4294 (0.4248) loss_giou_dn_3: 0.4166 (0.4166) loss_giou_dn_4: 0.4146 (0.4145) loss_giou_dn_5: 0.4147 (0.4147) loss_vfl: 0.6223 (0.6579) loss_vfl_aux_0: 0.7337 (0.7571) loss_vfl_aux_1: 0.6900 (0.7096) loss_vfl_aux_2: 0.6468 (0.6836) loss_vfl_aux_3: 0.6378 (0.6689) loss_vfl_aux_4: 0.6215 (0.6619) loss_vfl_aux_5: 0.7317 (0.7440) loss_vfl_dn_0: 0.4399 (0.4468) loss_vfl_dn_1: 0.3846 (0.3808) loss_vfl_dn_2: 0.3653 (0.3649) loss_vfl_dn_3: 0.3616 (0.3577) loss_vfl_dn_4: 0.3581 (0.3552) loss_vfl_dn_5: 0.3573 (0.3544) time: 0.4703 data: 0.0143 max mem: 5654 Epoch: [56] [1900/7393] eta: 0:45:28 lr: 0.000010 loss: 15.9898 (15.3893) loss_bbox: 0.1559 (0.1481) loss_bbox_aux_0: 0.1719 (0.1604) loss_bbox_aux_1: 0.1647 (0.1531) loss_bbox_aux_2: 0.1595 (0.1508) loss_bbox_aux_3: 0.1579 (0.1489) loss_bbox_aux_4: 0.1563 (0.1479) loss_bbox_aux_5: 0.2075 (0.1962) loss_bbox_dn_0: 0.2479 (0.2571) loss_bbox_dn_1: 0.1825 (0.1872) loss_bbox_dn_2: 0.1608 (0.1667) loss_bbox_dn_3: 0.1538 (0.1609) loss_bbox_dn_4: 0.1537 (0.1595) loss_bbox_dn_5: 0.1537 (0.1595) loss_giou: 0.4633 (0.4621) loss_giou_aux_0: 0.4992 (0.4853) loss_giou_aux_1: 0.4781 (0.4729) loss_giou_aux_2: 0.4609 (0.4670) loss_giou_aux_3: 0.4688 (0.4638) loss_giou_aux_4: 0.4632 (0.4620) loss_giou_aux_5: 0.5452 (0.5474) loss_giou_dn_0: 0.5850 (0.5638) loss_giou_dn_1: 0.4779 (0.4561) loss_giou_dn_2: 0.4472 (0.4253) loss_giou_dn_3: 0.4356 (0.4171) loss_giou_dn_4: 0.4318 (0.4149) loss_giou_dn_5: 0.4316 (0.4151) loss_vfl: 0.6364 (0.6578) loss_vfl_aux_0: 0.7412 (0.7561) loss_vfl_aux_1: 0.6953 (0.7091) loss_vfl_aux_2: 0.6658 (0.6833) loss_vfl_aux_3: 0.6573 (0.6685) loss_vfl_aux_4: 0.6402 (0.6617) loss_vfl_aux_5: 0.7304 (0.7432) loss_vfl_dn_0: 0.4519 (0.4468) loss_vfl_dn_1: 0.3840 (0.3809) loss_vfl_dn_2: 0.3708 (0.3650) loss_vfl_dn_3: 0.3628 (0.3578) loss_vfl_dn_4: 0.3630 (0.3553) loss_vfl_dn_5: 0.3611 (0.3545) time: 0.4829 data: 0.0143 max mem: 5654 Epoch: [56] [2000/7393] eta: 0:44:34 lr: 0.000010 loss: 15.5818 (15.3954) loss_bbox: 0.1587 (0.1483) loss_bbox_aux_0: 0.1620 (0.1605) loss_bbox_aux_1: 0.1512 (0.1533) loss_bbox_aux_2: 0.1538 (0.1509) loss_bbox_aux_3: 0.1511 (0.1491) loss_bbox_aux_4: 0.1588 (0.1481) loss_bbox_aux_5: 0.2105 (0.1963) loss_bbox_dn_0: 0.2627 (0.2572) loss_bbox_dn_1: 0.1860 (0.1874) loss_bbox_dn_2: 0.1701 (0.1669) loss_bbox_dn_3: 0.1674 (0.1610) loss_bbox_dn_4: 0.1679 (0.1596) loss_bbox_dn_5: 0.1680 (0.1596) loss_giou: 0.4488 (0.4624) loss_giou_aux_0: 0.4663 (0.4854) loss_giou_aux_1: 0.4670 (0.4730) loss_giou_aux_2: 0.4624 (0.4671) loss_giou_aux_3: 0.4580 (0.4641) loss_giou_aux_4: 0.4400 (0.4622) loss_giou_aux_5: 0.5313 (0.5476) loss_giou_dn_0: 0.5550 (0.5641) loss_giou_dn_1: 0.4517 (0.4565) loss_giou_dn_2: 0.4244 (0.4256) loss_giou_dn_3: 0.4132 (0.4174) loss_giou_dn_4: 0.4080 (0.4153) loss_giou_dn_5: 0.4081 (0.4155) loss_vfl: 0.6381 (0.6579) loss_vfl_aux_0: 0.7456 (0.7561) loss_vfl_aux_1: 0.7041 (0.7092) loss_vfl_aux_2: 0.6981 (0.6837) loss_vfl_aux_3: 0.6667 (0.6686) loss_vfl_aux_4: 0.6521 (0.6618) loss_vfl_aux_5: 0.7316 (0.7431) loss_vfl_dn_0: 0.4458 (0.4467) loss_vfl_dn_1: 0.3848 (0.3810) loss_vfl_dn_2: 0.3723 (0.3651) loss_vfl_dn_3: 0.3654 (0.3579) loss_vfl_dn_4: 0.3618 (0.3554) loss_vfl_dn_5: 0.3610 (0.3546) time: 0.4824 data: 0.0140 max mem: 5654 Epoch: [56] [2100/7393] eta: 0:43:42 lr: 0.000010 loss: 15.6364 (15.4037) loss_bbox: 0.1603 (0.1484) loss_bbox_aux_0: 0.1687 (0.1606) loss_bbox_aux_1: 0.1643 (0.1534) loss_bbox_aux_2: 0.1659 (0.1509) loss_bbox_aux_3: 0.1658 (0.1492) loss_bbox_aux_4: 0.1614 (0.1482) loss_bbox_aux_5: 0.2036 (0.1964) loss_bbox_dn_0: 0.2473 (0.2574) loss_bbox_dn_1: 0.1838 (0.1876) loss_bbox_dn_2: 0.1637 (0.1671) loss_bbox_dn_3: 0.1641 (0.1612) loss_bbox_dn_4: 0.1629 (0.1598) loss_bbox_dn_5: 0.1629 (0.1598) loss_giou: 0.4875 (0.4629) loss_giou_aux_0: 0.5041 (0.4859) loss_giou_aux_1: 0.4902 (0.4735) loss_giou_aux_2: 0.4884 (0.4675) loss_giou_aux_3: 0.4913 (0.4645) loss_giou_aux_4: 0.4933 (0.4628) loss_giou_aux_5: 0.5747 (0.5481) loss_giou_dn_0: 0.5720 (0.5645) loss_giou_dn_1: 0.4703 (0.4569) loss_giou_dn_2: 0.4343 (0.4260) loss_giou_dn_3: 0.4233 (0.4178) loss_giou_dn_4: 0.4203 (0.4156) loss_giou_dn_5: 0.4207 (0.4158) loss_vfl: 0.6612 (0.6579) loss_vfl_aux_0: 0.7532 (0.7563) loss_vfl_aux_1: 0.7045 (0.7093) loss_vfl_aux_2: 0.6877 (0.6838) loss_vfl_aux_3: 0.6766 (0.6687) loss_vfl_aux_4: 0.6645 (0.6619) loss_vfl_aux_5: 0.7554 (0.7431) loss_vfl_dn_0: 0.4452 (0.4468) loss_vfl_dn_1: 0.3774 (0.3810) loss_vfl_dn_2: 0.3665 (0.3652) loss_vfl_dn_3: 0.3595 (0.3579) loss_vfl_dn_4: 0.3570 (0.3554) loss_vfl_dn_5: 0.3572 (0.3546) time: 0.5044 data: 0.0150 max mem: 5654 Epoch: [56] [2200/7393] eta: 0:42:50 lr: 0.000010 loss: 15.7472 (15.4061) loss_bbox: 0.1444 (0.1484) loss_bbox_aux_0: 0.1507 (0.1606) loss_bbox_aux_1: 0.1436 (0.1534) loss_bbox_aux_2: 0.1380 (0.1507) loss_bbox_aux_3: 0.1453 (0.1492) loss_bbox_aux_4: 0.1428 (0.1483) loss_bbox_aux_5: 0.1867 (0.1965) loss_bbox_dn_0: 0.2349 (0.2575) loss_bbox_dn_1: 0.1703 (0.1875) loss_bbox_dn_2: 0.1549 (0.1669) loss_bbox_dn_3: 0.1516 (0.1611) loss_bbox_dn_4: 0.1528 (0.1597) loss_bbox_dn_5: 0.1528 (0.1597) loss_giou: 0.4802 (0.4632) loss_giou_aux_0: 0.4846 (0.4862) loss_giou_aux_1: 0.4821 (0.4738) loss_giou_aux_2: 0.4701 (0.4678) loss_giou_aux_3: 0.4789 (0.4649) loss_giou_aux_4: 0.4783 (0.4631) loss_giou_aux_5: 0.5458 (0.5486) loss_giou_dn_0: 0.5845 (0.5646) loss_giou_dn_1: 0.4841 (0.4570) loss_giou_dn_2: 0.4476 (0.4261) loss_giou_dn_3: 0.4410 (0.4179) loss_giou_dn_4: 0.4390 (0.4158) loss_giou_dn_5: 0.4392 (0.4160) loss_vfl: 0.6298 (0.6577) loss_vfl_aux_0: 0.7600 (0.7565) loss_vfl_aux_1: 0.6881 (0.7094) loss_vfl_aux_2: 0.6611 (0.6841) loss_vfl_aux_3: 0.6311 (0.6685) loss_vfl_aux_4: 0.6290 (0.6617) loss_vfl_aux_5: 0.7526 (0.7432) loss_vfl_dn_0: 0.4438 (0.4468) loss_vfl_dn_1: 0.3797 (0.3810) loss_vfl_dn_2: 0.3676 (0.3651) loss_vfl_dn_3: 0.3620 (0.3579) loss_vfl_dn_4: 0.3563 (0.3553) loss_vfl_dn_5: 0.3542 (0.3545) time: 0.4782 data: 0.0138 max mem: 5654 Epoch: [56] [2300/7393] eta: 0:41:58 lr: 0.000010 loss: 14.9323 (15.4069) loss_bbox: 0.1397 (0.1487) loss_bbox_aux_0: 0.1442 (0.1609) loss_bbox_aux_1: 0.1468 (0.1537) loss_bbox_aux_2: 0.1364 (0.1509) loss_bbox_aux_3: 0.1430 (0.1494) loss_bbox_aux_4: 0.1397 (0.1485) loss_bbox_aux_5: 0.1680 (0.1966) loss_bbox_dn_0: 0.2191 (0.2578) loss_bbox_dn_1: 0.1612 (0.1877) loss_bbox_dn_2: 0.1470 (0.1671) loss_bbox_dn_3: 0.1456 (0.1613) loss_bbox_dn_4: 0.1436 (0.1599) loss_bbox_dn_5: 0.1437 (0.1599) loss_giou: 0.4351 (0.4629) loss_giou_aux_0: 0.4635 (0.4858) loss_giou_aux_1: 0.4441 (0.4733) loss_giou_aux_2: 0.4323 (0.4673) loss_giou_aux_3: 0.4351 (0.4644) loss_giou_aux_4: 0.4350 (0.4627) loss_giou_aux_5: 0.5211 (0.5481) loss_giou_dn_0: 0.5620 (0.5644) loss_giou_dn_1: 0.4526 (0.4568) loss_giou_dn_2: 0.4171 (0.4259) loss_giou_dn_3: 0.4058 (0.4176) loss_giou_dn_4: 0.4021 (0.4155) loss_giou_dn_5: 0.4022 (0.4157) loss_vfl: 0.6317 (0.6578) loss_vfl_aux_0: 0.7205 (0.7570) loss_vfl_aux_1: 0.6668 (0.7098) loss_vfl_aux_2: 0.6537 (0.6844) loss_vfl_aux_3: 0.6406 (0.6688) loss_vfl_aux_4: 0.6320 (0.6619) loss_vfl_aux_5: 0.7119 (0.7439) loss_vfl_dn_0: 0.4391 (0.4468) loss_vfl_dn_1: 0.3769 (0.3810) loss_vfl_dn_2: 0.3670 (0.3651) loss_vfl_dn_3: 0.3595 (0.3579) loss_vfl_dn_4: 0.3574 (0.3553) loss_vfl_dn_5: 0.3556 (0.3545) time: 0.4791 data: 0.0136 max mem: 5654 Epoch: [56] [2400/7393] eta: 0:41:06 lr: 0.000010 loss: 14.9619 (15.4201) loss_bbox: 0.1463 (0.1486) loss_bbox_aux_0: 0.1587 (0.1608) loss_bbox_aux_1: 0.1489 (0.1536) loss_bbox_aux_2: 0.1483 (0.1509) loss_bbox_aux_3: 0.1443 (0.1493) loss_bbox_aux_4: 0.1440 (0.1485) loss_bbox_aux_5: 0.1947 (0.1965) loss_bbox_dn_0: 0.2603 (0.2578) loss_bbox_dn_1: 0.1894 (0.1878) loss_bbox_dn_2: 0.1660 (0.1673) loss_bbox_dn_3: 0.1603 (0.1613) loss_bbox_dn_4: 0.1609 (0.1599) loss_bbox_dn_5: 0.1609 (0.1600) loss_giou: 0.3904 (0.4637) loss_giou_aux_0: 0.3973 (0.4867) loss_giou_aux_1: 0.3946 (0.4742) loss_giou_aux_2: 0.3966 (0.4682) loss_giou_aux_3: 0.3875 (0.4653) loss_giou_aux_4: 0.3897 (0.4636) loss_giou_aux_5: 0.4790 (0.5489) loss_giou_dn_0: 0.5251 (0.5651) loss_giou_dn_1: 0.4167 (0.4575) loss_giou_dn_2: 0.3814 (0.4266) loss_giou_dn_3: 0.3730 (0.4183) loss_giou_dn_4: 0.3717 (0.4162) loss_giou_dn_5: 0.3717 (0.4164) loss_vfl: 0.6567 (0.6582) loss_vfl_aux_0: 0.7530 (0.7569) loss_vfl_aux_1: 0.7062 (0.7101) loss_vfl_aux_2: 0.6829 (0.6846) loss_vfl_aux_3: 0.6735 (0.6692) loss_vfl_aux_4: 0.6743 (0.6624) loss_vfl_aux_5: 0.7628 (0.7440) loss_vfl_dn_0: 0.4533 (0.4469) loss_vfl_dn_1: 0.3850 (0.3812) loss_vfl_dn_2: 0.3632 (0.3653) loss_vfl_dn_3: 0.3535 (0.3581) loss_vfl_dn_4: 0.3517 (0.3555) loss_vfl_dn_5: 0.3513 (0.3547) time: 0.4868 data: 0.0147 max mem: 5654 Epoch: [56] [2500/7393] eta: 0:40:14 lr: 0.000010 loss: 15.2630 (15.4204) loss_bbox: 0.1308 (0.1485) loss_bbox_aux_0: 0.1405 (0.1605) loss_bbox_aux_1: 0.1351 (0.1533) loss_bbox_aux_2: 0.1321 (0.1507) loss_bbox_aux_3: 0.1264 (0.1490) loss_bbox_aux_4: 0.1308 (0.1483) loss_bbox_aux_5: 0.1745 (0.1963) loss_bbox_dn_0: 0.2293 (0.2572) loss_bbox_dn_1: 0.1541 (0.1873) loss_bbox_dn_2: 0.1386 (0.1668) loss_bbox_dn_3: 0.1351 (0.1609) loss_bbox_dn_4: 0.1345 (0.1595) loss_bbox_dn_5: 0.1345 (0.1595) loss_giou: 0.4542 (0.4644) loss_giou_aux_0: 0.4759 (0.4872) loss_giou_aux_1: 0.4569 (0.4748) loss_giou_aux_2: 0.4617 (0.4688) loss_giou_aux_3: 0.4587 (0.4660) loss_giou_aux_4: 0.4593 (0.4643) loss_giou_aux_5: 0.5370 (0.5496) loss_giou_dn_0: 0.5810 (0.5655) loss_giou_dn_1: 0.4603 (0.4578) loss_giou_dn_2: 0.4320 (0.4269) loss_giou_dn_3: 0.4298 (0.4186) loss_giou_dn_4: 0.4256 (0.4165) loss_giou_dn_5: 0.4258 (0.4167) loss_vfl: 0.6317 (0.6578) loss_vfl_aux_0: 0.7330 (0.7567) loss_vfl_aux_1: 0.6735 (0.7101) loss_vfl_aux_2: 0.6492 (0.6843) loss_vfl_aux_3: 0.6385 (0.6690) loss_vfl_aux_4: 0.6259 (0.6619) loss_vfl_aux_5: 0.7109 (0.7436) loss_vfl_dn_0: 0.4457 (0.4470) loss_vfl_dn_1: 0.3874 (0.3813) loss_vfl_dn_2: 0.3733 (0.3654) loss_vfl_dn_3: 0.3636 (0.3581) loss_vfl_dn_4: 0.3621 (0.3556) loss_vfl_dn_5: 0.3608 (0.3548) time: 0.4755 data: 0.0140 max mem: 5654 Epoch: [56] [2600/7393] eta: 0:39:23 lr: 0.000010 loss: 15.8233 (15.4289) loss_bbox: 0.1377 (0.1485) loss_bbox_aux_0: 0.1504 (0.1606) loss_bbox_aux_1: 0.1546 (0.1535) loss_bbox_aux_2: 0.1430 (0.1507) loss_bbox_aux_3: 0.1411 (0.1491) loss_bbox_aux_4: 0.1419 (0.1483) loss_bbox_aux_5: 0.1897 (0.1963) loss_bbox_dn_0: 0.2512 (0.2571) loss_bbox_dn_1: 0.1905 (0.1873) loss_bbox_dn_2: 0.1687 (0.1668) loss_bbox_dn_3: 0.1627 (0.1609) loss_bbox_dn_4: 0.1601 (0.1595) loss_bbox_dn_5: 0.1601 (0.1595) loss_giou: 0.5017 (0.4650) loss_giou_aux_0: 0.5194 (0.4878) loss_giou_aux_1: 0.5046 (0.4754) loss_giou_aux_2: 0.5097 (0.4694) loss_giou_aux_3: 0.5025 (0.4666) loss_giou_aux_4: 0.5020 (0.4648) loss_giou_aux_5: 0.5770 (0.5502) loss_giou_dn_0: 0.6043 (0.5658) loss_giou_dn_1: 0.4833 (0.4582) loss_giou_dn_2: 0.4549 (0.4273) loss_giou_dn_3: 0.4473 (0.4191) loss_giou_dn_4: 0.4469 (0.4170) loss_giou_dn_5: 0.4469 (0.4172) loss_vfl: 0.6490 (0.6580) loss_vfl_aux_0: 0.7348 (0.7569) loss_vfl_aux_1: 0.6858 (0.7100) loss_vfl_aux_2: 0.6739 (0.6843) loss_vfl_aux_3: 0.6647 (0.6692) loss_vfl_aux_4: 0.6611 (0.6623) loss_vfl_aux_5: 0.7298 (0.7436) loss_vfl_dn_0: 0.4470 (0.4470) loss_vfl_dn_1: 0.3875 (0.3814) loss_vfl_dn_2: 0.3693 (0.3655) loss_vfl_dn_3: 0.3624 (0.3583) loss_vfl_dn_4: 0.3610 (0.3557) loss_vfl_dn_5: 0.3611 (0.3549) time: 0.4850 data: 0.0142 max mem: 5654 Epoch: [56] [2700/7393] eta: 0:38:32 lr: 0.000010 loss: 15.1618 (15.4306) loss_bbox: 0.1354 (0.1486) loss_bbox_aux_0: 0.1469 (0.1606) loss_bbox_aux_1: 0.1342 (0.1535) loss_bbox_aux_2: 0.1386 (0.1508) loss_bbox_aux_3: 0.1376 (0.1492) loss_bbox_aux_4: 0.1375 (0.1484) loss_bbox_aux_5: 0.1787 (0.1962) loss_bbox_dn_0: 0.2326 (0.2569) loss_bbox_dn_1: 0.1638 (0.1871) loss_bbox_dn_2: 0.1450 (0.1667) loss_bbox_dn_3: 0.1386 (0.1608) loss_bbox_dn_4: 0.1360 (0.1594) loss_bbox_dn_5: 0.1360 (0.1594) loss_giou: 0.4295 (0.4655) loss_giou_aux_0: 0.4578 (0.4882) loss_giou_aux_1: 0.4528 (0.4759) loss_giou_aux_2: 0.4456 (0.4700) loss_giou_aux_3: 0.4356 (0.4671) loss_giou_aux_4: 0.4337 (0.4653) loss_giou_aux_5: 0.5344 (0.5506) loss_giou_dn_0: 0.5630 (0.5660) loss_giou_dn_1: 0.4571 (0.4584) loss_giou_dn_2: 0.4252 (0.4275) loss_giou_dn_3: 0.4198 (0.4192) loss_giou_dn_4: 0.4188 (0.4171) loss_giou_dn_5: 0.4188 (0.4173) loss_vfl: 0.6371 (0.6576) loss_vfl_aux_0: 0.7136 (0.7567) loss_vfl_aux_1: 0.7037 (0.7098) loss_vfl_aux_2: 0.6459 (0.6839) loss_vfl_aux_3: 0.6526 (0.6690) loss_vfl_aux_4: 0.6390 (0.6619) loss_vfl_aux_5: 0.7093 (0.7432) loss_vfl_dn_0: 0.4397 (0.4469) loss_vfl_dn_1: 0.3831 (0.3814) loss_vfl_dn_2: 0.3646 (0.3655) loss_vfl_dn_3: 0.3606 (0.3582) loss_vfl_dn_4: 0.3576 (0.3557) loss_vfl_dn_5: 0.3537 (0.3549) time: 0.4916 data: 0.0140 max mem: 5654 Epoch: [56] [2800/7393] eta: 0:37:53 lr: 0.000010 loss: 15.1036 (15.4256) loss_bbox: 0.1381 (0.1485) loss_bbox_aux_0: 0.1454 (0.1606) loss_bbox_aux_1: 0.1411 (0.1535) loss_bbox_aux_2: 0.1402 (0.1507) loss_bbox_aux_3: 0.1371 (0.1491) loss_bbox_aux_4: 0.1387 (0.1483) loss_bbox_aux_5: 0.1882 (0.1962) loss_bbox_dn_0: 0.2440 (0.2570) loss_bbox_dn_1: 0.1812 (0.1872) loss_bbox_dn_2: 0.1620 (0.1668) loss_bbox_dn_3: 0.1530 (0.1609) loss_bbox_dn_4: 0.1534 (0.1595) loss_bbox_dn_5: 0.1535 (0.1595) loss_giou: 0.4339 (0.4650) loss_giou_aux_0: 0.4465 (0.4877) loss_giou_aux_1: 0.4401 (0.4754) loss_giou_aux_2: 0.4409 (0.4695) loss_giou_aux_3: 0.4364 (0.4665) loss_giou_aux_4: 0.4345 (0.4648) loss_giou_aux_5: 0.5178 (0.5502) loss_giou_dn_0: 0.5628 (0.5657) loss_giou_dn_1: 0.4585 (0.4581) loss_giou_dn_2: 0.4224 (0.4271) loss_giou_dn_3: 0.4109 (0.4189) loss_giou_dn_4: 0.4075 (0.4168) loss_giou_dn_5: 0.4077 (0.4170) loss_vfl: 0.6671 (0.6577) loss_vfl_aux_0: 0.8017 (0.7568) loss_vfl_aux_1: 0.7106 (0.7098) loss_vfl_aux_2: 0.6979 (0.6840) loss_vfl_aux_3: 0.6735 (0.6692) loss_vfl_aux_4: 0.6682 (0.6619) loss_vfl_aux_5: 0.7961 (0.7435) loss_vfl_dn_0: 0.4422 (0.4469) loss_vfl_dn_1: 0.3785 (0.3814) loss_vfl_dn_2: 0.3620 (0.3654) loss_vfl_dn_3: 0.3549 (0.3582) loss_vfl_dn_4: 0.3534 (0.3557) loss_vfl_dn_5: 0.3507 (0.3548) time: 0.8377 data: 0.0149 max mem: 5654 Epoch: [56] [2900/7393] eta: 0:37:12 lr: 0.000010 loss: 15.3515 (15.4202) loss_bbox: 0.1413 (0.1485) loss_bbox_aux_0: 0.1513 (0.1606) loss_bbox_aux_1: 0.1459 (0.1535) loss_bbox_aux_2: 0.1473 (0.1508) loss_bbox_aux_3: 0.1432 (0.1492) loss_bbox_aux_4: 0.1404 (0.1484) loss_bbox_aux_5: 0.1817 (0.1963) loss_bbox_dn_0: 0.2416 (0.2568) loss_bbox_dn_1: 0.1803 (0.1871) loss_bbox_dn_2: 0.1651 (0.1666) loss_bbox_dn_3: 0.1594 (0.1608) loss_bbox_dn_4: 0.1539 (0.1594) loss_bbox_dn_5: 0.1539 (0.1594) loss_giou: 0.4466 (0.4645) loss_giou_aux_0: 0.4572 (0.4874) loss_giou_aux_1: 0.4438 (0.4749) loss_giou_aux_2: 0.4468 (0.4691) loss_giou_aux_3: 0.4517 (0.4661) loss_giou_aux_4: 0.4493 (0.4644) loss_giou_aux_5: 0.5368 (0.5498) loss_giou_dn_0: 0.5487 (0.5653) loss_giou_dn_1: 0.4326 (0.4578) loss_giou_dn_2: 0.4059 (0.4268) loss_giou_dn_3: 0.4021 (0.4186) loss_giou_dn_4: 0.4011 (0.4165) loss_giou_dn_5: 0.4013 (0.4167) loss_vfl: 0.6250 (0.6576) loss_vfl_aux_0: 0.7305 (0.7568) loss_vfl_aux_1: 0.6747 (0.7098) loss_vfl_aux_2: 0.6653 (0.6839) loss_vfl_aux_3: 0.6344 (0.6691) loss_vfl_aux_4: 0.6285 (0.6618) loss_vfl_aux_5: 0.7409 (0.7435) loss_vfl_dn_0: 0.4537 (0.4470) loss_vfl_dn_1: 0.3844 (0.3813) loss_vfl_dn_2: 0.3654 (0.3654) loss_vfl_dn_3: 0.3555 (0.3582) loss_vfl_dn_4: 0.3525 (0.3556) loss_vfl_dn_5: 0.3517 (0.3548) time: 0.4995 data: 0.0141 max mem: 5654 Epoch: [56] [3000/7393] eta: 0:36:20 lr: 0.000010 loss: 15.4322 (15.4212) loss_bbox: 0.1359 (0.1487) loss_bbox_aux_0: 0.1650 (0.1608) loss_bbox_aux_1: 0.1565 (0.1537) loss_bbox_aux_2: 0.1411 (0.1509) loss_bbox_aux_3: 0.1382 (0.1493) loss_bbox_aux_4: 0.1356 (0.1485) loss_bbox_aux_5: 0.1907 (0.1965) loss_bbox_dn_0: 0.2378 (0.2570) loss_bbox_dn_1: 0.1678 (0.1872) loss_bbox_dn_2: 0.1539 (0.1668) loss_bbox_dn_3: 0.1504 (0.1609) loss_bbox_dn_4: 0.1471 (0.1595) loss_bbox_dn_5: 0.1470 (0.1595) loss_giou: 0.4586 (0.4644) loss_giou_aux_0: 0.4966 (0.4872) loss_giou_aux_1: 0.4801 (0.4748) loss_giou_aux_2: 0.4683 (0.4689) loss_giou_aux_3: 0.4652 (0.4659) loss_giou_aux_4: 0.4740 (0.4643) loss_giou_aux_5: 0.5371 (0.5497) loss_giou_dn_0: 0.5729 (0.5653) loss_giou_dn_1: 0.4536 (0.4577) loss_giou_dn_2: 0.4245 (0.4268) loss_giou_dn_3: 0.4172 (0.4186) loss_giou_dn_4: 0.4153 (0.4164) loss_giou_dn_5: 0.4153 (0.4166) loss_vfl: 0.6683 (0.6577) loss_vfl_aux_0: 0.7564 (0.7566) loss_vfl_aux_1: 0.7170 (0.7098) loss_vfl_aux_2: 0.6986 (0.6840) loss_vfl_aux_3: 0.6781 (0.6693) loss_vfl_aux_4: 0.6693 (0.6620) loss_vfl_aux_5: 0.7683 (0.7436) loss_vfl_dn_0: 0.4506 (0.4470) loss_vfl_dn_1: 0.3832 (0.3813) loss_vfl_dn_2: 0.3697 (0.3654) loss_vfl_dn_3: 0.3619 (0.3581) loss_vfl_dn_4: 0.3592 (0.3556) loss_vfl_dn_5: 0.3593 (0.3548) time: 0.4804 data: 0.0140 max mem: 5654 Epoch: [56] [3100/7393] eta: 0:35:28 lr: 0.000010 loss: 14.9820 (15.4236) loss_bbox: 0.1354 (0.1488) loss_bbox_aux_0: 0.1512 (0.1609) loss_bbox_aux_1: 0.1466 (0.1539) loss_bbox_aux_2: 0.1399 (0.1511) loss_bbox_aux_3: 0.1387 (0.1494) loss_bbox_aux_4: 0.1352 (0.1486) loss_bbox_aux_5: 0.1773 (0.1965) loss_bbox_dn_0: 0.2318 (0.2570) loss_bbox_dn_1: 0.1688 (0.1873) loss_bbox_dn_2: 0.1524 (0.1668) loss_bbox_dn_3: 0.1492 (0.1610) loss_bbox_dn_4: 0.1478 (0.1596) loss_bbox_dn_5: 0.1478 (0.1596) loss_giou: 0.4360 (0.4645) loss_giou_aux_0: 0.4782 (0.4874) loss_giou_aux_1: 0.4521 (0.4749) loss_giou_aux_2: 0.4413 (0.4691) loss_giou_aux_3: 0.4378 (0.4660) loss_giou_aux_4: 0.4347 (0.4644) loss_giou_aux_5: 0.5347 (0.5498) loss_giou_dn_0: 0.5565 (0.5653) loss_giou_dn_1: 0.4498 (0.4577) loss_giou_dn_2: 0.4174 (0.4268) loss_giou_dn_3: 0.4071 (0.4186) loss_giou_dn_4: 0.4045 (0.4165) loss_giou_dn_5: 0.4045 (0.4167) loss_vfl: 0.6413 (0.6577) loss_vfl_aux_0: 0.7206 (0.7566) loss_vfl_aux_1: 0.6970 (0.7097) loss_vfl_aux_2: 0.6675 (0.6839) loss_vfl_aux_3: 0.6560 (0.6693) loss_vfl_aux_4: 0.6592 (0.6619) loss_vfl_aux_5: 0.7336 (0.7437) loss_vfl_dn_0: 0.4440 (0.4470) loss_vfl_dn_1: 0.3821 (0.3814) loss_vfl_dn_2: 0.3633 (0.3654) loss_vfl_dn_3: 0.3575 (0.3582) loss_vfl_dn_4: 0.3560 (0.3556) loss_vfl_dn_5: 0.3547 (0.3549) time: 0.4808 data: 0.0142 max mem: 5654 Epoch: [56] [3200/7393] eta: 0:34:45 lr: 0.000010 loss: 15.3326 (15.4221) loss_bbox: 0.1409 (0.1487) loss_bbox_aux_0: 0.1565 (0.1608) loss_bbox_aux_1: 0.1403 (0.1537) loss_bbox_aux_2: 0.1375 (0.1510) loss_bbox_aux_3: 0.1438 (0.1493) loss_bbox_aux_4: 0.1436 (0.1485) loss_bbox_aux_5: 0.1849 (0.1964) loss_bbox_dn_0: 0.2079 (0.2565) loss_bbox_dn_1: 0.1608 (0.1869) loss_bbox_dn_2: 0.1406 (0.1665) loss_bbox_dn_3: 0.1344 (0.1606) loss_bbox_dn_4: 0.1294 (0.1592) loss_bbox_dn_5: 0.1294 (0.1592) loss_giou: 0.4450 (0.4650) loss_giou_aux_0: 0.4661 (0.4879) loss_giou_aux_1: 0.4496 (0.4753) loss_giou_aux_2: 0.4471 (0.4695) loss_giou_aux_3: 0.4515 (0.4665) loss_giou_aux_4: 0.4449 (0.4649) loss_giou_aux_5: 0.5320 (0.5503) loss_giou_dn_0: 0.5386 (0.5654) loss_giou_dn_1: 0.4331 (0.4579) loss_giou_dn_2: 0.4072 (0.4270) loss_giou_dn_3: 0.4050 (0.4188) loss_giou_dn_4: 0.4041 (0.4167) loss_giou_dn_5: 0.4039 (0.4169) loss_vfl: 0.6667 (0.6574) loss_vfl_aux_0: 0.7434 (0.7561) loss_vfl_aux_1: 0.7130 (0.7095) loss_vfl_aux_2: 0.6826 (0.6835) loss_vfl_aux_3: 0.6765 (0.6689) loss_vfl_aux_4: 0.6735 (0.6616) loss_vfl_aux_5: 0.7220 (0.7432) loss_vfl_dn_0: 0.4511 (0.4470) loss_vfl_dn_1: 0.3858 (0.3814) loss_vfl_dn_2: 0.3713 (0.3655) loss_vfl_dn_3: 0.3641 (0.3582) loss_vfl_dn_4: 0.3613 (0.3557) loss_vfl_dn_5: 0.3585 (0.3549) time: 0.7773 data: 0.0144 max mem: 5654 Epoch: [56] [3300/7393] eta: 0:33:53 lr: 0.000010 loss: 15.2845 (15.4159) loss_bbox: 0.1308 (0.1487) loss_bbox_aux_0: 0.1356 (0.1609) loss_bbox_aux_1: 0.1256 (0.1536) loss_bbox_aux_2: 0.1229 (0.1509) loss_bbox_aux_3: 0.1285 (0.1493) loss_bbox_aux_4: 0.1308 (0.1485) loss_bbox_aux_5: 0.1729 (0.1964) loss_bbox_dn_0: 0.2525 (0.2566) loss_bbox_dn_1: 0.1664 (0.1870) loss_bbox_dn_2: 0.1448 (0.1665) loss_bbox_dn_3: 0.1423 (0.1607) loss_bbox_dn_4: 0.1412 (0.1593) loss_bbox_dn_5: 0.1412 (0.1593) loss_giou: 0.4674 (0.4645) loss_giou_aux_0: 0.4869 (0.4874) loss_giou_aux_1: 0.4724 (0.4747) loss_giou_aux_2: 0.4668 (0.4689) loss_giou_aux_3: 0.4674 (0.4659) loss_giou_aux_4: 0.4713 (0.4643) loss_giou_aux_5: 0.5460 (0.5498) loss_giou_dn_0: 0.5410 (0.5650) loss_giou_dn_1: 0.4415 (0.4574) loss_giou_dn_2: 0.4090 (0.4265) loss_giou_dn_3: 0.4043 (0.4183) loss_giou_dn_4: 0.4036 (0.4162) loss_giou_dn_5: 0.4036 (0.4164) loss_vfl: 0.6295 (0.6574) loss_vfl_aux_0: 0.7242 (0.7560) loss_vfl_aux_1: 0.6827 (0.7096) loss_vfl_aux_2: 0.6515 (0.6839) loss_vfl_aux_3: 0.6546 (0.6691) loss_vfl_aux_4: 0.6296 (0.6617) loss_vfl_aux_5: 0.7312 (0.7432) loss_vfl_dn_0: 0.4351 (0.4470) loss_vfl_dn_1: 0.3781 (0.3813) loss_vfl_dn_2: 0.3630 (0.3654) loss_vfl_dn_3: 0.3569 (0.3581) loss_vfl_dn_4: 0.3552 (0.3556) loss_vfl_dn_5: 0.3549 (0.3548) time: 0.4775 data: 0.0140 max mem: 5654 Epoch: [56] [3400/7393] eta: 0:33:02 lr: 0.000010 loss: 15.5625 (15.4160) loss_bbox: 0.1429 (0.1486) loss_bbox_aux_0: 0.1640 (0.1609) loss_bbox_aux_1: 0.1519 (0.1536) loss_bbox_aux_2: 0.1486 (0.1509) loss_bbox_aux_3: 0.1430 (0.1492) loss_bbox_aux_4: 0.1429 (0.1485) loss_bbox_aux_5: 0.1978 (0.1964) loss_bbox_dn_0: 0.2731 (0.2567) loss_bbox_dn_1: 0.1879 (0.1870) loss_bbox_dn_2: 0.1652 (0.1665) loss_bbox_dn_3: 0.1624 (0.1607) loss_bbox_dn_4: 0.1610 (0.1593) loss_bbox_dn_5: 0.1611 (0.1593) loss_giou: 0.4758 (0.4643) loss_giou_aux_0: 0.5061 (0.4874) loss_giou_aux_1: 0.4868 (0.4746) loss_giou_aux_2: 0.4769 (0.4688) loss_giou_aux_3: 0.4808 (0.4658) loss_giou_aux_4: 0.4741 (0.4642) loss_giou_aux_5: 0.5525 (0.5499) loss_giou_dn_0: 0.5835 (0.5651) loss_giou_dn_1: 0.4689 (0.4575) loss_giou_dn_2: 0.4510 (0.4265) loss_giou_dn_3: 0.4435 (0.4183) loss_giou_dn_4: 0.4410 (0.4162) loss_giou_dn_5: 0.4411 (0.4164) loss_vfl: 0.6467 (0.6575) loss_vfl_aux_0: 0.7432 (0.7557) loss_vfl_aux_1: 0.7136 (0.7098) loss_vfl_aux_2: 0.6873 (0.6839) loss_vfl_aux_3: 0.6622 (0.6693) loss_vfl_aux_4: 0.6565 (0.6619) loss_vfl_aux_5: 0.7118 (0.7430) loss_vfl_dn_0: 0.4411 (0.4470) loss_vfl_dn_1: 0.3809 (0.3813) loss_vfl_dn_2: 0.3664 (0.3654) loss_vfl_dn_3: 0.3606 (0.3582) loss_vfl_dn_4: 0.3578 (0.3556) loss_vfl_dn_5: 0.3565 (0.3548) time: 0.4797 data: 0.0141 max mem: 5654 Epoch: [56] [3500/7393] eta: 0:32:11 lr: 0.000010 loss: 15.1173 (15.4221) loss_bbox: 0.1476 (0.1488) loss_bbox_aux_0: 0.1567 (0.1611) loss_bbox_aux_1: 0.1524 (0.1538) loss_bbox_aux_2: 0.1522 (0.1511) loss_bbox_aux_3: 0.1494 (0.1494) loss_bbox_aux_4: 0.1466 (0.1486) loss_bbox_aux_5: 0.1972 (0.1966) loss_bbox_dn_0: 0.2590 (0.2569) loss_bbox_dn_1: 0.1900 (0.1872) loss_bbox_dn_2: 0.1668 (0.1667) loss_bbox_dn_3: 0.1597 (0.1609) loss_bbox_dn_4: 0.1613 (0.1595) loss_bbox_dn_5: 0.1614 (0.1595) loss_giou: 0.4317 (0.4646) loss_giou_aux_0: 0.4652 (0.4877) loss_giou_aux_1: 0.4594 (0.4749) loss_giou_aux_2: 0.4368 (0.4691) loss_giou_aux_3: 0.4491 (0.4661) loss_giou_aux_4: 0.4303 (0.4645) loss_giou_aux_5: 0.5182 (0.5502) loss_giou_dn_0: 0.5438 (0.5653) loss_giou_dn_1: 0.4546 (0.4577) loss_giou_dn_2: 0.4283 (0.4267) loss_giou_dn_3: 0.4163 (0.4185) loss_giou_dn_4: 0.4142 (0.4164) loss_giou_dn_5: 0.4142 (0.4166) loss_vfl: 0.6415 (0.6577) loss_vfl_aux_0: 0.7243 (0.7555) loss_vfl_aux_1: 0.6876 (0.7097) loss_vfl_aux_2: 0.6752 (0.6840) loss_vfl_aux_3: 0.6663 (0.6695) loss_vfl_aux_4: 0.6483 (0.6621) loss_vfl_aux_5: 0.7210 (0.7428) loss_vfl_dn_0: 0.4413 (0.4470) loss_vfl_dn_1: 0.3751 (0.3814) loss_vfl_dn_2: 0.3619 (0.3655) loss_vfl_dn_3: 0.3515 (0.3582) loss_vfl_dn_4: 0.3532 (0.3556) loss_vfl_dn_5: 0.3533 (0.3549) time: 0.4700 data: 0.0140 max mem: 5654 Epoch: [56] [3600/7393] eta: 0:31:20 lr: 0.000010 loss: 15.8356 (15.4190) loss_bbox: 0.1379 (0.1487) loss_bbox_aux_0: 0.1541 (0.1611) loss_bbox_aux_1: 0.1438 (0.1537) loss_bbox_aux_2: 0.1456 (0.1510) loss_bbox_aux_3: 0.1401 (0.1493) loss_bbox_aux_4: 0.1366 (0.1485) loss_bbox_aux_5: 0.1818 (0.1965) loss_bbox_dn_0: 0.2267 (0.2567) loss_bbox_dn_1: 0.1553 (0.1871) loss_bbox_dn_2: 0.1384 (0.1666) loss_bbox_dn_3: 0.1339 (0.1608) loss_bbox_dn_4: 0.1349 (0.1594) loss_bbox_dn_5: 0.1349 (0.1594) loss_giou: 0.4960 (0.4645) loss_giou_aux_0: 0.5122 (0.4876) loss_giou_aux_1: 0.4963 (0.4748) loss_giou_aux_2: 0.4951 (0.4690) loss_giou_aux_3: 0.4889 (0.4660) loss_giou_aux_4: 0.4925 (0.4643) loss_giou_aux_5: 0.5869 (0.5501) loss_giou_dn_0: 0.5797 (0.5652) loss_giou_dn_1: 0.4661 (0.4576) loss_giou_dn_2: 0.4367 (0.4267) loss_giou_dn_3: 0.4264 (0.4185) loss_giou_dn_4: 0.4222 (0.4163) loss_giou_dn_5: 0.4223 (0.4165) loss_vfl: 0.6724 (0.6576) loss_vfl_aux_0: 0.7543 (0.7553) loss_vfl_aux_1: 0.7204 (0.7095) loss_vfl_aux_2: 0.6867 (0.6838) loss_vfl_aux_3: 0.6730 (0.6694) loss_vfl_aux_4: 0.6674 (0.6620) loss_vfl_aux_5: 0.7506 (0.7426) loss_vfl_dn_0: 0.4499 (0.4470) loss_vfl_dn_1: 0.3862 (0.3813) loss_vfl_dn_2: 0.3772 (0.3654) loss_vfl_dn_3: 0.3695 (0.3582) loss_vfl_dn_4: 0.3676 (0.3556) loss_vfl_dn_5: 0.3676 (0.3549) time: 0.4878 data: 0.0139 max mem: 5654 Epoch: [56] [3700/7393] eta: 0:30:30 lr: 0.000010 loss: 14.5030 (15.4156) loss_bbox: 0.1420 (0.1488) loss_bbox_aux_0: 0.1573 (0.1612) loss_bbox_aux_1: 0.1473 (0.1538) loss_bbox_aux_2: 0.1326 (0.1511) loss_bbox_aux_3: 0.1382 (0.1494) loss_bbox_aux_4: 0.1460 (0.1486) loss_bbox_aux_5: 0.1860 (0.1966) loss_bbox_dn_0: 0.2326 (0.2570) loss_bbox_dn_1: 0.1641 (0.1873) loss_bbox_dn_2: 0.1463 (0.1668) loss_bbox_dn_3: 0.1422 (0.1610) loss_bbox_dn_4: 0.1409 (0.1596) loss_bbox_dn_5: 0.1418 (0.1596) loss_giou: 0.4011 (0.4641) loss_giou_aux_0: 0.4502 (0.4873) loss_giou_aux_1: 0.4142 (0.4745) loss_giou_aux_2: 0.4101 (0.4686) loss_giou_aux_3: 0.4112 (0.4656) loss_giou_aux_4: 0.4057 (0.4639) loss_giou_aux_5: 0.5025 (0.5497) loss_giou_dn_0: 0.5097 (0.5649) loss_giou_dn_1: 0.4056 (0.4573) loss_giou_dn_2: 0.3676 (0.4264) loss_giou_dn_3: 0.3626 (0.4182) loss_giou_dn_4: 0.3595 (0.4161) loss_giou_dn_5: 0.3597 (0.4163) loss_vfl: 0.6184 (0.6576) loss_vfl_aux_0: 0.7224 (0.7553) loss_vfl_aux_1: 0.7001 (0.7095) loss_vfl_aux_2: 0.6637 (0.6838) loss_vfl_aux_3: 0.6353 (0.6694) loss_vfl_aux_4: 0.6219 (0.6620) loss_vfl_aux_5: 0.7373 (0.7427) loss_vfl_dn_0: 0.4374 (0.4469) loss_vfl_dn_1: 0.3671 (0.3813) loss_vfl_dn_2: 0.3532 (0.3653) loss_vfl_dn_3: 0.3450 (0.3581) loss_vfl_dn_4: 0.3421 (0.3555) loss_vfl_dn_5: 0.3406 (0.3548) time: 0.4872 data: 0.0140 max mem: 5654 Epoch: [56] [3800/7393] eta: 0:29:39 lr: 0.000010 loss: 15.7457 (15.4175) loss_bbox: 0.1352 (0.1488) loss_bbox_aux_0: 0.1502 (0.1613) loss_bbox_aux_1: 0.1422 (0.1539) loss_bbox_aux_2: 0.1378 (0.1511) loss_bbox_aux_3: 0.1396 (0.1494) loss_bbox_aux_4: 0.1367 (0.1486) loss_bbox_aux_5: 0.1902 (0.1968) loss_bbox_dn_0: 0.2445 (0.2573) loss_bbox_dn_1: 0.1776 (0.1875) loss_bbox_dn_2: 0.1557 (0.1670) loss_bbox_dn_3: 0.1541 (0.1612) loss_bbox_dn_4: 0.1527 (0.1597) loss_bbox_dn_5: 0.1528 (0.1598) loss_giou: 0.4356 (0.4639) loss_giou_aux_0: 0.4516 (0.4871) loss_giou_aux_1: 0.4406 (0.4742) loss_giou_aux_2: 0.4318 (0.4684) loss_giou_aux_3: 0.4335 (0.4654) loss_giou_aux_4: 0.4353 (0.4637) loss_giou_aux_5: 0.5280 (0.5495) loss_giou_dn_0: 0.5590 (0.5649) loss_giou_dn_1: 0.4616 (0.4573) loss_giou_dn_2: 0.4289 (0.4263) loss_giou_dn_3: 0.4183 (0.4181) loss_giou_dn_4: 0.4141 (0.4160) loss_giou_dn_5: 0.4148 (0.4162) loss_vfl: 0.6195 (0.6577) loss_vfl_aux_0: 0.7099 (0.7555) loss_vfl_aux_1: 0.6691 (0.7097) loss_vfl_aux_2: 0.6432 (0.6840) loss_vfl_aux_3: 0.6295 (0.6696) loss_vfl_aux_4: 0.6300 (0.6622) loss_vfl_aux_5: 0.7026 (0.7432) loss_vfl_dn_0: 0.4446 (0.4470) loss_vfl_dn_1: 0.3843 (0.3813) loss_vfl_dn_2: 0.3639 (0.3654) loss_vfl_dn_3: 0.3597 (0.3582) loss_vfl_dn_4: 0.3546 (0.3556) loss_vfl_dn_5: 0.3549 (0.3548) time: 0.4707 data: 0.0142 max mem: 5654 Epoch: [56] [3900/7393] eta: 0:28:48 lr: 0.000010 loss: 15.3413 (15.4232) loss_bbox: 0.1421 (0.1489) loss_bbox_aux_0: 0.1564 (0.1614) loss_bbox_aux_1: 0.1545 (0.1540) loss_bbox_aux_2: 0.1496 (0.1512) loss_bbox_aux_3: 0.1528 (0.1496) loss_bbox_aux_4: 0.1452 (0.1487) loss_bbox_aux_5: 0.1945 (0.1968) loss_bbox_dn_0: 0.2623 (0.2572) loss_bbox_dn_1: 0.2013 (0.1875) loss_bbox_dn_2: 0.1752 (0.1670) loss_bbox_dn_3: 0.1707 (0.1612) loss_bbox_dn_4: 0.1701 (0.1598) loss_bbox_dn_5: 0.1703 (0.1598) loss_giou: 0.4568 (0.4643) loss_giou_aux_0: 0.4764 (0.4874) loss_giou_aux_1: 0.4625 (0.4745) loss_giou_aux_2: 0.4663 (0.4688) loss_giou_aux_3: 0.4640 (0.4658) loss_giou_aux_4: 0.4570 (0.4641) loss_giou_aux_5: 0.5322 (0.5498) loss_giou_dn_0: 0.5529 (0.5651) loss_giou_dn_1: 0.4510 (0.4575) loss_giou_dn_2: 0.4238 (0.4266) loss_giou_dn_3: 0.4126 (0.4183) loss_giou_dn_4: 0.4091 (0.4162) loss_giou_dn_5: 0.4092 (0.4164) loss_vfl: 0.6401 (0.6578) loss_vfl_aux_0: 0.7395 (0.7557) loss_vfl_aux_1: 0.7035 (0.7099) loss_vfl_aux_2: 0.6756 (0.6841) loss_vfl_aux_3: 0.6575 (0.6697) loss_vfl_aux_4: 0.6491 (0.6623) loss_vfl_aux_5: 0.7385 (0.7432) loss_vfl_dn_0: 0.4508 (0.4470) loss_vfl_dn_1: 0.3867 (0.3814) loss_vfl_dn_2: 0.3700 (0.3655) loss_vfl_dn_3: 0.3615 (0.3582) loss_vfl_dn_4: 0.3589 (0.3557) loss_vfl_dn_5: 0.3598 (0.3549) time: 0.4962 data: 0.0140 max mem: 5654 Epoch: [56] [4000/7393] eta: 0:27:58 lr: 0.000010 loss: 15.0750 (15.4257) loss_bbox: 0.1350 (0.1491) loss_bbox_aux_0: 0.1443 (0.1616) loss_bbox_aux_1: 0.1329 (0.1541) loss_bbox_aux_2: 0.1279 (0.1514) loss_bbox_aux_3: 0.1269 (0.1497) loss_bbox_aux_4: 0.1283 (0.1489) loss_bbox_aux_5: 0.1716 (0.1969) loss_bbox_dn_0: 0.2327 (0.2576) loss_bbox_dn_1: 0.1638 (0.1877) loss_bbox_dn_2: 0.1431 (0.1672) loss_bbox_dn_3: 0.1411 (0.1614) loss_bbox_dn_4: 0.1409 (0.1600) loss_bbox_dn_5: 0.1409 (0.1600) loss_giou: 0.4658 (0.4641) loss_giou_aux_0: 0.4933 (0.4873) loss_giou_aux_1: 0.4734 (0.4744) loss_giou_aux_2: 0.4698 (0.4687) loss_giou_aux_3: 0.4700 (0.4656) loss_giou_aux_4: 0.4694 (0.4639) loss_giou_aux_5: 0.5640 (0.5496) loss_giou_dn_0: 0.5766 (0.5650) loss_giou_dn_1: 0.4589 (0.4573) loss_giou_dn_2: 0.4288 (0.4264) loss_giou_dn_3: 0.4223 (0.4182) loss_giou_dn_4: 0.4212 (0.4160) loss_giou_dn_5: 0.4217 (0.4162) loss_vfl: 0.6578 (0.6581) loss_vfl_aux_0: 0.7479 (0.7560) loss_vfl_aux_1: 0.7021 (0.7101) loss_vfl_aux_2: 0.6789 (0.6844) loss_vfl_aux_3: 0.6618 (0.6700) loss_vfl_aux_4: 0.6595 (0.6626) loss_vfl_aux_5: 0.7323 (0.7437) loss_vfl_dn_0: 0.4476 (0.4470) loss_vfl_dn_1: 0.3822 (0.3814) loss_vfl_dn_2: 0.3693 (0.3655) loss_vfl_dn_3: 0.3638 (0.3582) loss_vfl_dn_4: 0.3588 (0.3557) loss_vfl_dn_5: 0.3569 (0.3549) time: 0.4783 data: 0.0138 max mem: 5654 Epoch: [56] [4100/7393] eta: 0:27:08 lr: 0.000010 loss: 15.2194 (15.4285) loss_bbox: 0.1442 (0.1491) loss_bbox_aux_0: 0.1605 (0.1616) loss_bbox_aux_1: 0.1471 (0.1541) loss_bbox_aux_2: 0.1498 (0.1513) loss_bbox_aux_3: 0.1451 (0.1496) loss_bbox_aux_4: 0.1464 (0.1489) loss_bbox_aux_5: 0.2013 (0.1969) loss_bbox_dn_0: 0.2657 (0.2576) loss_bbox_dn_1: 0.1888 (0.1878) loss_bbox_dn_2: 0.1743 (0.1673) loss_bbox_dn_3: 0.1681 (0.1615) loss_bbox_dn_4: 0.1665 (0.1600) loss_bbox_dn_5: 0.1665 (0.1601) loss_giou: 0.4476 (0.4641) loss_giou_aux_0: 0.4691 (0.4873) loss_giou_aux_1: 0.4515 (0.4744) loss_giou_aux_2: 0.4420 (0.4686) loss_giou_aux_3: 0.4405 (0.4656) loss_giou_aux_4: 0.4472 (0.4639) loss_giou_aux_5: 0.5111 (0.5496) loss_giou_dn_0: 0.5641 (0.5650) loss_giou_dn_1: 0.4522 (0.4574) loss_giou_dn_2: 0.4102 (0.4265) loss_giou_dn_3: 0.4011 (0.4183) loss_giou_dn_4: 0.4007 (0.4162) loss_giou_dn_5: 0.4007 (0.4163) loss_vfl: 0.6509 (0.6583) loss_vfl_aux_0: 0.7548 (0.7562) loss_vfl_aux_1: 0.7206 (0.7104) loss_vfl_aux_2: 0.6832 (0.6846) loss_vfl_aux_3: 0.6716 (0.6702) loss_vfl_aux_4: 0.6552 (0.6628) loss_vfl_aux_5: 0.7477 (0.7440) loss_vfl_dn_0: 0.4484 (0.4471) loss_vfl_dn_1: 0.3768 (0.3815) loss_vfl_dn_2: 0.3596 (0.3655) loss_vfl_dn_3: 0.3534 (0.3583) loss_vfl_dn_4: 0.3501 (0.3557) loss_vfl_dn_5: 0.3511 (0.3550) time: 0.4778 data: 0.0138 max mem: 5654 Epoch: [56] [4200/7393] eta: 0:26:17 lr: 0.000010 loss: 15.2778 (15.4287) loss_bbox: 0.1368 (0.1491) loss_bbox_aux_0: 0.1531 (0.1617) loss_bbox_aux_1: 0.1486 (0.1541) loss_bbox_aux_2: 0.1366 (0.1514) loss_bbox_aux_3: 0.1350 (0.1497) loss_bbox_aux_4: 0.1368 (0.1489) loss_bbox_aux_5: 0.1819 (0.1971) loss_bbox_dn_0: 0.2342 (0.2578) loss_bbox_dn_1: 0.1748 (0.1879) loss_bbox_dn_2: 0.1578 (0.1675) loss_bbox_dn_3: 0.1422 (0.1616) loss_bbox_dn_4: 0.1389 (0.1602) loss_bbox_dn_5: 0.1389 (0.1602) loss_giou: 0.4486 (0.4639) loss_giou_aux_0: 0.4779 (0.4872) loss_giou_aux_1: 0.4694 (0.4742) loss_giou_aux_2: 0.4535 (0.4685) loss_giou_aux_3: 0.4503 (0.4654) loss_giou_aux_4: 0.4513 (0.4637) loss_giou_aux_5: 0.5452 (0.5494) loss_giou_dn_0: 0.5631 (0.5649) loss_giou_dn_1: 0.4478 (0.4573) loss_giou_dn_2: 0.4243 (0.4264) loss_giou_dn_3: 0.4182 (0.4182) loss_giou_dn_4: 0.4153 (0.4161) loss_giou_dn_5: 0.4152 (0.4163) loss_vfl: 0.6751 (0.6584) loss_vfl_aux_0: 0.7882 (0.7563) loss_vfl_aux_1: 0.7648 (0.7105) loss_vfl_aux_2: 0.7326 (0.6846) loss_vfl_aux_3: 0.7052 (0.6703) loss_vfl_aux_4: 0.6725 (0.6629) loss_vfl_aux_5: 0.7463 (0.7441) loss_vfl_dn_0: 0.4552 (0.4471) loss_vfl_dn_1: 0.3860 (0.3814) loss_vfl_dn_2: 0.3714 (0.3655) loss_vfl_dn_3: 0.3630 (0.3582) loss_vfl_dn_4: 0.3602 (0.3557) loss_vfl_dn_5: 0.3594 (0.3549) time: 0.4889 data: 0.0145 max mem: 5654 Epoch: [56] [4300/7393] eta: 0:25:27 lr: 0.000010 loss: 15.0834 (15.4229) loss_bbox: 0.1469 (0.1491) loss_bbox_aux_0: 0.1565 (0.1617) loss_bbox_aux_1: 0.1411 (0.1541) loss_bbox_aux_2: 0.1408 (0.1514) loss_bbox_aux_3: 0.1475 (0.1497) loss_bbox_aux_4: 0.1469 (0.1490) loss_bbox_aux_5: 0.1875 (0.1971) loss_bbox_dn_0: 0.2366 (0.2579) loss_bbox_dn_1: 0.1793 (0.1880) loss_bbox_dn_2: 0.1609 (0.1675) loss_bbox_dn_3: 0.1571 (0.1616) loss_bbox_dn_4: 0.1552 (0.1602) loss_bbox_dn_5: 0.1552 (0.1602) loss_giou: 0.4377 (0.4635) loss_giou_aux_0: 0.4669 (0.4868) loss_giou_aux_1: 0.4562 (0.4738) loss_giou_aux_2: 0.4523 (0.4681) loss_giou_aux_3: 0.4435 (0.4650) loss_giou_aux_4: 0.4418 (0.4634) loss_giou_aux_5: 0.5295 (0.5491) loss_giou_dn_0: 0.5593 (0.5646) loss_giou_dn_1: 0.4513 (0.4571) loss_giou_dn_2: 0.4210 (0.4262) loss_giou_dn_3: 0.4146 (0.4179) loss_giou_dn_4: 0.4120 (0.4158) loss_giou_dn_5: 0.4128 (0.4160) loss_vfl: 0.6557 (0.6581) loss_vfl_aux_0: 0.7580 (0.7562) loss_vfl_aux_1: 0.6995 (0.7103) loss_vfl_aux_2: 0.6939 (0.6844) loss_vfl_aux_3: 0.6698 (0.6700) loss_vfl_aux_4: 0.6444 (0.6625) loss_vfl_aux_5: 0.7421 (0.7440) loss_vfl_dn_0: 0.4427 (0.4471) loss_vfl_dn_1: 0.3817 (0.3813) loss_vfl_dn_2: 0.3665 (0.3654) loss_vfl_dn_3: 0.3612 (0.3582) loss_vfl_dn_4: 0.3585 (0.3556) loss_vfl_dn_5: 0.3598 (0.3548) time: 0.4762 data: 0.0140 max mem: 5654 Epoch: [56] [4400/7393] eta: 0:24:36 lr: 0.000010 loss: 15.4772 (15.4242) loss_bbox: 0.1582 (0.1493) loss_bbox_aux_0: 0.1493 (0.1617) loss_bbox_aux_1: 0.1555 (0.1542) loss_bbox_aux_2: 0.1463 (0.1515) loss_bbox_aux_3: 0.1557 (0.1499) loss_bbox_aux_4: 0.1558 (0.1491) loss_bbox_aux_5: 0.1994 (0.1973) loss_bbox_dn_0: 0.2476 (0.2579) loss_bbox_dn_1: 0.1848 (0.1880) loss_bbox_dn_2: 0.1685 (0.1676) loss_bbox_dn_3: 0.1599 (0.1617) loss_bbox_dn_4: 0.1568 (0.1602) loss_bbox_dn_5: 0.1568 (0.1602) loss_giou: 0.4484 (0.4636) loss_giou_aux_0: 0.4584 (0.4867) loss_giou_aux_1: 0.4566 (0.4738) loss_giou_aux_2: 0.4445 (0.4681) loss_giou_aux_3: 0.4467 (0.4650) loss_giou_aux_4: 0.4475 (0.4634) loss_giou_aux_5: 0.5444 (0.5491) loss_giou_dn_0: 0.5592 (0.5645) loss_giou_dn_1: 0.4455 (0.4569) loss_giou_dn_2: 0.4103 (0.4261) loss_giou_dn_3: 0.3985 (0.4178) loss_giou_dn_4: 0.3956 (0.4157) loss_giou_dn_5: 0.3962 (0.4159) loss_vfl: 0.6552 (0.6582) loss_vfl_aux_0: 0.7726 (0.7563) loss_vfl_aux_1: 0.7287 (0.7104) loss_vfl_aux_2: 0.7087 (0.6846) loss_vfl_aux_3: 0.6752 (0.6702) loss_vfl_aux_4: 0.6626 (0.6626) loss_vfl_aux_5: 0.7295 (0.7441) loss_vfl_dn_0: 0.4457 (0.4470) loss_vfl_dn_1: 0.3858 (0.3813) loss_vfl_dn_2: 0.3646 (0.3654) loss_vfl_dn_3: 0.3561 (0.3581) loss_vfl_dn_4: 0.3538 (0.3556) loss_vfl_dn_5: 0.3540 (0.3548) time: 0.4763 data: 0.0143 max mem: 5654 Epoch: [56] [4500/7393] eta: 0:23:46 lr: 0.000010 loss: 15.9149 (15.4238) loss_bbox: 0.1393 (0.1494) loss_bbox_aux_0: 0.1572 (0.1618) loss_bbox_aux_1: 0.1446 (0.1543) loss_bbox_aux_2: 0.1411 (0.1516) loss_bbox_aux_3: 0.1426 (0.1499) loss_bbox_aux_4: 0.1401 (0.1492) loss_bbox_aux_5: 0.2016 (0.1973) loss_bbox_dn_0: 0.2542 (0.2579) loss_bbox_dn_1: 0.1837 (0.1880) loss_bbox_dn_2: 0.1622 (0.1676) loss_bbox_dn_3: 0.1549 (0.1617) loss_bbox_dn_4: 0.1459 (0.1603) loss_bbox_dn_5: 0.1460 (0.1603) loss_giou: 0.4747 (0.4635) loss_giou_aux_0: 0.5068 (0.4867) loss_giou_aux_1: 0.4891 (0.4738) loss_giou_aux_2: 0.4787 (0.4681) loss_giou_aux_3: 0.4820 (0.4650) loss_giou_aux_4: 0.4759 (0.4633) loss_giou_aux_5: 0.5835 (0.5491) loss_giou_dn_0: 0.5893 (0.5645) loss_giou_dn_1: 0.4805 (0.4568) loss_giou_dn_2: 0.4513 (0.4260) loss_giou_dn_3: 0.4418 (0.4177) loss_giou_dn_4: 0.4394 (0.4156) loss_giou_dn_5: 0.4397 (0.4158) loss_vfl: 0.6644 (0.6583) loss_vfl_aux_0: 0.7339 (0.7564) loss_vfl_aux_1: 0.7062 (0.7103) loss_vfl_aux_2: 0.6852 (0.6845) loss_vfl_aux_3: 0.6707 (0.6701) loss_vfl_aux_4: 0.6775 (0.6627) loss_vfl_aux_5: 0.7366 (0.7440) loss_vfl_dn_0: 0.4433 (0.4470) loss_vfl_dn_1: 0.3874 (0.3813) loss_vfl_dn_2: 0.3695 (0.3654) loss_vfl_dn_3: 0.3628 (0.3581) loss_vfl_dn_4: 0.3632 (0.3556) loss_vfl_dn_5: 0.3634 (0.3548) time: 0.4809 data: 0.0142 max mem: 5654 Epoch: [56] [4600/7393] eta: 0:22:56 lr: 0.000010 loss: 15.0552 (15.4296) loss_bbox: 0.1474 (0.1494) loss_bbox_aux_0: 0.1606 (0.1619) loss_bbox_aux_1: 0.1466 (0.1544) loss_bbox_aux_2: 0.1489 (0.1517) loss_bbox_aux_3: 0.1449 (0.1500) loss_bbox_aux_4: 0.1474 (0.1493) loss_bbox_aux_5: 0.2069 (0.1974) loss_bbox_dn_0: 0.2549 (0.2579) loss_bbox_dn_1: 0.1802 (0.1880) loss_bbox_dn_2: 0.1584 (0.1676) loss_bbox_dn_3: 0.1530 (0.1617) loss_bbox_dn_4: 0.1516 (0.1603) loss_bbox_dn_5: 0.1516 (0.1603) loss_giou: 0.4217 (0.4638) loss_giou_aux_0: 0.4397 (0.4870) loss_giou_aux_1: 0.4338 (0.4741) loss_giou_aux_2: 0.4161 (0.4684) loss_giou_aux_3: 0.4177 (0.4653) loss_giou_aux_4: 0.4221 (0.4637) loss_giou_aux_5: 0.5061 (0.5494) loss_giou_dn_0: 0.5520 (0.5647) loss_giou_dn_1: 0.4382 (0.4571) loss_giou_dn_2: 0.3957 (0.4262) loss_giou_dn_3: 0.3872 (0.4180) loss_giou_dn_4: 0.3858 (0.4159) loss_giou_dn_5: 0.3859 (0.4161) loss_vfl: 0.6499 (0.6585) loss_vfl_aux_0: 0.7590 (0.7564) loss_vfl_aux_1: 0.7243 (0.7104) loss_vfl_aux_2: 0.6861 (0.6847) loss_vfl_aux_3: 0.6702 (0.6703) loss_vfl_aux_4: 0.6543 (0.6629) loss_vfl_aux_5: 0.7489 (0.7440) loss_vfl_dn_0: 0.4476 (0.4470) loss_vfl_dn_1: 0.3748 (0.3814) loss_vfl_dn_2: 0.3578 (0.3654) loss_vfl_dn_3: 0.3509 (0.3582) loss_vfl_dn_4: 0.3445 (0.3556) loss_vfl_dn_5: 0.3440 (0.3549) time: 0.4873 data: 0.0140 max mem: 5654 Epoch: [56] [4700/7393] eta: 0:22:10 lr: 0.000010 loss: 15.4698 (15.4296) loss_bbox: 0.1476 (0.1493) loss_bbox_aux_0: 0.1613 (0.1618) loss_bbox_aux_1: 0.1458 (0.1543) loss_bbox_aux_2: 0.1519 (0.1516) loss_bbox_aux_3: 0.1509 (0.1499) loss_bbox_aux_4: 0.1486 (0.1492) loss_bbox_aux_5: 0.1935 (0.1974) loss_bbox_dn_0: 0.2632 (0.2578) loss_bbox_dn_1: 0.1898 (0.1880) loss_bbox_dn_2: 0.1778 (0.1676) loss_bbox_dn_3: 0.1764 (0.1617) loss_bbox_dn_4: 0.1721 (0.1603) loss_bbox_dn_5: 0.1721 (0.1603) loss_giou: 0.4124 (0.4638) loss_giou_aux_0: 0.4283 (0.4869) loss_giou_aux_1: 0.4241 (0.4741) loss_giou_aux_2: 0.4169 (0.4684) loss_giou_aux_3: 0.4128 (0.4653) loss_giou_aux_4: 0.4082 (0.4636) loss_giou_aux_5: 0.4901 (0.5494) loss_giou_dn_0: 0.5524 (0.5648) loss_giou_dn_1: 0.4414 (0.4572) loss_giou_dn_2: 0.3966 (0.4263) loss_giou_dn_3: 0.3908 (0.4181) loss_giou_dn_4: 0.3905 (0.4160) loss_giou_dn_5: 0.3907 (0.4162) loss_vfl: 0.6816 (0.6586) loss_vfl_aux_0: 0.7615 (0.7565) loss_vfl_aux_1: 0.6948 (0.7104) loss_vfl_aux_2: 0.6931 (0.6848) loss_vfl_aux_3: 0.6792 (0.6704) loss_vfl_aux_4: 0.6849 (0.6630) loss_vfl_aux_5: 0.7611 (0.7440) loss_vfl_dn_0: 0.4508 (0.4470) loss_vfl_dn_1: 0.3890 (0.3814) loss_vfl_dn_2: 0.3725 (0.3655) loss_vfl_dn_3: 0.3637 (0.3583) loss_vfl_dn_4: 0.3637 (0.3557) loss_vfl_dn_5: 0.3643 (0.3550) time: 0.7906 data: 0.0139 max mem: 5654 Epoch: [56] [4800/7393] eta: 0:21:20 lr: 0.000010 loss: 15.4070 (15.4331) loss_bbox: 0.1520 (0.1494) loss_bbox_aux_0: 0.1651 (0.1618) loss_bbox_aux_1: 0.1569 (0.1544) loss_bbox_aux_2: 0.1551 (0.1517) loss_bbox_aux_3: 0.1525 (0.1500) loss_bbox_aux_4: 0.1502 (0.1493) loss_bbox_aux_5: 0.1982 (0.1975) loss_bbox_dn_0: 0.2437 (0.2579) loss_bbox_dn_1: 0.1805 (0.1880) loss_bbox_dn_2: 0.1595 (0.1676) loss_bbox_dn_3: 0.1541 (0.1618) loss_bbox_dn_4: 0.1526 (0.1603) loss_bbox_dn_5: 0.1527 (0.1604) loss_giou: 0.4553 (0.4640) loss_giou_aux_0: 0.4683 (0.4871) loss_giou_aux_1: 0.4571 (0.4743) loss_giou_aux_2: 0.4660 (0.4686) loss_giou_aux_3: 0.4509 (0.4655) loss_giou_aux_4: 0.4560 (0.4639) loss_giou_aux_5: 0.5540 (0.5496) loss_giou_dn_0: 0.5535 (0.5650) loss_giou_dn_1: 0.4526 (0.4573) loss_giou_dn_2: 0.4145 (0.4265) loss_giou_dn_3: 0.4077 (0.4182) loss_giou_dn_4: 0.4098 (0.4161) loss_giou_dn_5: 0.4104 (0.4163) loss_vfl: 0.6427 (0.6586) loss_vfl_aux_0: 0.7407 (0.7566) loss_vfl_aux_1: 0.6844 (0.7104) loss_vfl_aux_2: 0.6712 (0.6847) loss_vfl_aux_3: 0.6633 (0.6704) loss_vfl_aux_4: 0.6554 (0.6630) loss_vfl_aux_5: 0.7258 (0.7441) loss_vfl_dn_0: 0.4420 (0.4470) loss_vfl_dn_1: 0.3740 (0.3815) loss_vfl_dn_2: 0.3561 (0.3655) loss_vfl_dn_3: 0.3499 (0.3583) loss_vfl_dn_4: 0.3468 (0.3557) loss_vfl_dn_5: 0.3451 (0.3550) time: 0.4755 data: 0.0141 max mem: 5654 Epoch: [56] [4900/7393] eta: 0:20:30 lr: 0.000010 loss: 15.5040 (15.4305) loss_bbox: 0.1506 (0.1495) loss_bbox_aux_0: 0.1644 (0.1619) loss_bbox_aux_1: 0.1570 (0.1544) loss_bbox_aux_2: 0.1517 (0.1517) loss_bbox_aux_3: 0.1525 (0.1501) loss_bbox_aux_4: 0.1509 (0.1493) loss_bbox_aux_5: 0.1992 (0.1975) loss_bbox_dn_0: 0.2516 (0.2580) loss_bbox_dn_1: 0.1899 (0.1881) loss_bbox_dn_2: 0.1618 (0.1677) loss_bbox_dn_3: 0.1464 (0.1619) loss_bbox_dn_4: 0.1454 (0.1604) loss_bbox_dn_5: 0.1453 (0.1605) loss_giou: 0.4424 (0.4637) loss_giou_aux_0: 0.4894 (0.4868) loss_giou_aux_1: 0.4754 (0.4739) loss_giou_aux_2: 0.4490 (0.4682) loss_giou_aux_3: 0.4408 (0.4651) loss_giou_aux_4: 0.4426 (0.4635) loss_giou_aux_5: 0.5478 (0.5492) loss_giou_dn_0: 0.5759 (0.5646) loss_giou_dn_1: 0.4629 (0.4570) loss_giou_dn_2: 0.4246 (0.4262) loss_giou_dn_3: 0.4191 (0.4180) loss_giou_dn_4: 0.4148 (0.4159) loss_giou_dn_5: 0.4147 (0.4161) loss_vfl: 0.6711 (0.6587) loss_vfl_aux_0: 0.7430 (0.7566) loss_vfl_aux_1: 0.7238 (0.7105) loss_vfl_aux_2: 0.6954 (0.6848) loss_vfl_aux_3: 0.6795 (0.6705) loss_vfl_aux_4: 0.6776 (0.6631) loss_vfl_aux_5: 0.7477 (0.7442) loss_vfl_dn_0: 0.4386 (0.4471) loss_vfl_dn_1: 0.3793 (0.3814) loss_vfl_dn_2: 0.3671 (0.3655) loss_vfl_dn_3: 0.3609 (0.3583) loss_vfl_dn_4: 0.3582 (0.3557) loss_vfl_dn_5: 0.3576 (0.3549) time: 0.4876 data: 0.0144 max mem: 5654 Epoch: [56] [5000/7393] eta: 0:19:40 lr: 0.000010 loss: 15.3800 (15.4342) loss_bbox: 0.1534 (0.1495) loss_bbox_aux_0: 0.1646 (0.1620) loss_bbox_aux_1: 0.1548 (0.1545) loss_bbox_aux_2: 0.1536 (0.1518) loss_bbox_aux_3: 0.1524 (0.1501) loss_bbox_aux_4: 0.1535 (0.1494) loss_bbox_aux_5: 0.2009 (0.1976) loss_bbox_dn_0: 0.2743 (0.2580) loss_bbox_dn_1: 0.1971 (0.1882) loss_bbox_dn_2: 0.1773 (0.1678) loss_bbox_dn_3: 0.1711 (0.1619) loss_bbox_dn_4: 0.1706 (0.1605) loss_bbox_dn_5: 0.1706 (0.1605) loss_giou: 0.4703 (0.4639) loss_giou_aux_0: 0.4993 (0.4870) loss_giou_aux_1: 0.4876 (0.4741) loss_giou_aux_2: 0.4770 (0.4684) loss_giou_aux_3: 0.4679 (0.4653) loss_giou_aux_4: 0.4641 (0.4637) loss_giou_aux_5: 0.5605 (0.5494) loss_giou_dn_0: 0.5733 (0.5648) loss_giou_dn_1: 0.4430 (0.4572) loss_giou_dn_2: 0.4292 (0.4263) loss_giou_dn_3: 0.4249 (0.4181) loss_giou_dn_4: 0.4258 (0.4160) loss_giou_dn_5: 0.4261 (0.4162) loss_vfl: 0.6365 (0.6589) loss_vfl_aux_0: 0.7671 (0.7566) loss_vfl_aux_1: 0.6969 (0.7106) loss_vfl_aux_2: 0.6728 (0.6850) loss_vfl_aux_3: 0.6490 (0.6707) loss_vfl_aux_4: 0.6449 (0.6633) loss_vfl_aux_5: 0.7473 (0.7441) loss_vfl_dn_0: 0.4479 (0.4471) loss_vfl_dn_1: 0.3863 (0.3814) loss_vfl_dn_2: 0.3695 (0.3655) loss_vfl_dn_3: 0.3625 (0.3583) loss_vfl_dn_4: 0.3610 (0.3557) loss_vfl_dn_5: 0.3586 (0.3550) time: 0.4942 data: 0.0143 max mem: 5654 Epoch: [56] [5100/7393] eta: 0:18:51 lr: 0.000010 loss: 15.3238 (15.4370) loss_bbox: 0.1548 (0.1497) loss_bbox_aux_0: 0.1625 (0.1621) loss_bbox_aux_1: 0.1576 (0.1546) loss_bbox_aux_2: 0.1551 (0.1519) loss_bbox_aux_3: 0.1531 (0.1502) loss_bbox_aux_4: 0.1540 (0.1495) loss_bbox_aux_5: 0.1951 (0.1978) loss_bbox_dn_0: 0.2714 (0.2583) loss_bbox_dn_1: 0.2046 (0.1884) loss_bbox_dn_2: 0.1813 (0.1680) loss_bbox_dn_3: 0.1821 (0.1622) loss_bbox_dn_4: 0.1822 (0.1607) loss_bbox_dn_5: 0.1822 (0.1607) loss_giou: 0.4475 (0.4637) loss_giou_aux_0: 0.4674 (0.4868) loss_giou_aux_1: 0.4505 (0.4740) loss_giou_aux_2: 0.4403 (0.4682) loss_giou_aux_3: 0.4493 (0.4652) loss_giou_aux_4: 0.4399 (0.4636) loss_giou_aux_5: 0.5282 (0.5494) loss_giou_dn_0: 0.5585 (0.5647) loss_giou_dn_1: 0.4519 (0.4571) loss_giou_dn_2: 0.4160 (0.4262) loss_giou_dn_3: 0.4043 (0.4180) loss_giou_dn_4: 0.4031 (0.4159) loss_giou_dn_5: 0.4032 (0.4161) loss_vfl: 0.6481 (0.6591) loss_vfl_aux_0: 0.7609 (0.7570) loss_vfl_aux_1: 0.7339 (0.7109) loss_vfl_aux_2: 0.6852 (0.6853) loss_vfl_aux_3: 0.6593 (0.6709) loss_vfl_aux_4: 0.6537 (0.6635) loss_vfl_aux_5: 0.7485 (0.7443) loss_vfl_dn_0: 0.4521 (0.4471) loss_vfl_dn_1: 0.3896 (0.3814) loss_vfl_dn_2: 0.3696 (0.3655) loss_vfl_dn_3: 0.3659 (0.3583) loss_vfl_dn_4: 0.3620 (0.3557) loss_vfl_dn_5: 0.3610 (0.3550) time: 0.4832 data: 0.0141 max mem: 5654 Epoch: [56] [5200/7393] eta: 0:18:01 lr: 0.000010 loss: 15.7181 (15.4394) loss_bbox: 0.1421 (0.1498) loss_bbox_aux_0: 0.1543 (0.1621) loss_bbox_aux_1: 0.1531 (0.1547) loss_bbox_aux_2: 0.1473 (0.1520) loss_bbox_aux_3: 0.1486 (0.1504) loss_bbox_aux_4: 0.1491 (0.1496) loss_bbox_aux_5: 0.1929 (0.1977) loss_bbox_dn_0: 0.2495 (0.2583) loss_bbox_dn_1: 0.1903 (0.1885) loss_bbox_dn_2: 0.1641 (0.1681) loss_bbox_dn_3: 0.1604 (0.1622) loss_bbox_dn_4: 0.1591 (0.1608) loss_bbox_dn_5: 0.1591 (0.1608) loss_giou: 0.4323 (0.4639) loss_giou_aux_0: 0.4497 (0.4869) loss_giou_aux_1: 0.4405 (0.4742) loss_giou_aux_2: 0.4506 (0.4684) loss_giou_aux_3: 0.4293 (0.4653) loss_giou_aux_4: 0.4312 (0.4637) loss_giou_aux_5: 0.5078 (0.5495) loss_giou_dn_0: 0.5645 (0.5647) loss_giou_dn_1: 0.4571 (0.4571) loss_giou_dn_2: 0.4226 (0.4263) loss_giou_dn_3: 0.4135 (0.4181) loss_giou_dn_4: 0.4103 (0.4159) loss_giou_dn_5: 0.4104 (0.4161) loss_vfl: 0.6767 (0.6592) loss_vfl_aux_0: 0.7479 (0.7570) loss_vfl_aux_1: 0.7307 (0.7110) loss_vfl_aux_2: 0.6982 (0.6854) loss_vfl_aux_3: 0.6950 (0.6709) loss_vfl_aux_4: 0.6784 (0.6636) loss_vfl_aux_5: 0.7755 (0.7443) loss_vfl_dn_0: 0.4493 (0.4471) loss_vfl_dn_1: 0.3854 (0.3814) loss_vfl_dn_2: 0.3706 (0.3655) loss_vfl_dn_3: 0.3601 (0.3583) loss_vfl_dn_4: 0.3575 (0.3557) loss_vfl_dn_5: 0.3556 (0.3550) time: 0.4827 data: 0.0139 max mem: 5654 Epoch: [56] [5300/7393] eta: 0:17:11 lr: 0.000010 loss: 15.3117 (15.4360) loss_bbox: 0.1461 (0.1497) loss_bbox_aux_0: 0.1644 (0.1620) loss_bbox_aux_1: 0.1548 (0.1546) loss_bbox_aux_2: 0.1515 (0.1520) loss_bbox_aux_3: 0.1456 (0.1503) loss_bbox_aux_4: 0.1461 (0.1496) loss_bbox_aux_5: 0.2043 (0.1976) loss_bbox_dn_0: 0.2502 (0.2581) loss_bbox_dn_1: 0.1764 (0.1884) loss_bbox_dn_2: 0.1518 (0.1680) loss_bbox_dn_3: 0.1433 (0.1621) loss_bbox_dn_4: 0.1430 (0.1607) loss_bbox_dn_5: 0.1431 (0.1607) loss_giou: 0.4796 (0.4638) loss_giou_aux_0: 0.4957 (0.4868) loss_giou_aux_1: 0.4804 (0.4740) loss_giou_aux_2: 0.4805 (0.4683) loss_giou_aux_3: 0.4818 (0.4652) loss_giou_aux_4: 0.4808 (0.4636) loss_giou_aux_5: 0.5603 (0.5494) loss_giou_dn_0: 0.5725 (0.5647) loss_giou_dn_1: 0.4703 (0.4571) loss_giou_dn_2: 0.4388 (0.4262) loss_giou_dn_3: 0.4314 (0.4180) loss_giou_dn_4: 0.4286 (0.4159) loss_giou_dn_5: 0.4286 (0.4160) loss_vfl: 0.6699 (0.6591) loss_vfl_aux_0: 0.7678 (0.7568) loss_vfl_aux_1: 0.7293 (0.7109) loss_vfl_aux_2: 0.6893 (0.6853) loss_vfl_aux_3: 0.6762 (0.6708) loss_vfl_aux_4: 0.6649 (0.6634) loss_vfl_aux_5: 0.7372 (0.7442) loss_vfl_dn_0: 0.4452 (0.4470) loss_vfl_dn_1: 0.3870 (0.3814) loss_vfl_dn_2: 0.3751 (0.3655) loss_vfl_dn_3: 0.3694 (0.3582) loss_vfl_dn_4: 0.3667 (0.3557) loss_vfl_dn_5: 0.3640 (0.3549) time: 0.4819 data: 0.0141 max mem: 5654 Epoch: [56] [5400/7393] eta: 0:16:22 lr: 0.000010 loss: 15.4298 (15.4373) loss_bbox: 0.1379 (0.1498) loss_bbox_aux_0: 0.1422 (0.1620) loss_bbox_aux_1: 0.1418 (0.1547) loss_bbox_aux_2: 0.1411 (0.1520) loss_bbox_aux_3: 0.1409 (0.1504) loss_bbox_aux_4: 0.1361 (0.1497) loss_bbox_aux_5: 0.1875 (0.1976) loss_bbox_dn_0: 0.2243 (0.2581) loss_bbox_dn_1: 0.1749 (0.1883) loss_bbox_dn_2: 0.1507 (0.1680) loss_bbox_dn_3: 0.1449 (0.1621) loss_bbox_dn_4: 0.1441 (0.1607) loss_bbox_dn_5: 0.1442 (0.1607) loss_giou: 0.4861 (0.4640) loss_giou_aux_0: 0.5109 (0.4869) loss_giou_aux_1: 0.5013 (0.4742) loss_giou_aux_2: 0.4869 (0.4685) loss_giou_aux_3: 0.4890 (0.4654) loss_giou_aux_4: 0.4871 (0.4639) loss_giou_aux_5: 0.5730 (0.5495) loss_giou_dn_0: 0.5710 (0.5647) loss_giou_dn_1: 0.4574 (0.4572) loss_giou_dn_2: 0.4304 (0.4263) loss_giou_dn_3: 0.4253 (0.4181) loss_giou_dn_4: 0.4248 (0.4160) loss_giou_dn_5: 0.4249 (0.4162) loss_vfl: 0.6277 (0.6589) loss_vfl_aux_0: 0.7178 (0.7567) loss_vfl_aux_1: 0.6850 (0.7108) loss_vfl_aux_2: 0.6731 (0.6851) loss_vfl_aux_3: 0.6410 (0.6706) loss_vfl_aux_4: 0.6370 (0.6632) loss_vfl_aux_5: 0.7336 (0.7441) loss_vfl_dn_0: 0.4452 (0.4470) loss_vfl_dn_1: 0.3896 (0.3814) loss_vfl_dn_2: 0.3710 (0.3655) loss_vfl_dn_3: 0.3663 (0.3583) loss_vfl_dn_4: 0.3637 (0.3557) loss_vfl_dn_5: 0.3615 (0.3550) time: 0.4789 data: 0.0139 max mem: 5654 Epoch: [56] [5500/7393] eta: 0:15:32 lr: 0.000010 loss: 15.4514 (15.4337) loss_bbox: 0.1436 (0.1498) loss_bbox_aux_0: 0.1598 (0.1620) loss_bbox_aux_1: 0.1587 (0.1547) loss_bbox_aux_2: 0.1537 (0.1520) loss_bbox_aux_3: 0.1432 (0.1504) loss_bbox_aux_4: 0.1382 (0.1497) loss_bbox_aux_5: 0.1941 (0.1976) loss_bbox_dn_0: 0.2667 (0.2583) loss_bbox_dn_1: 0.1972 (0.1885) loss_bbox_dn_2: 0.1761 (0.1681) loss_bbox_dn_3: 0.1656 (0.1622) loss_bbox_dn_4: 0.1630 (0.1608) loss_bbox_dn_5: 0.1633 (0.1608) loss_giou: 0.4458 (0.4636) loss_giou_aux_0: 0.4465 (0.4865) loss_giou_aux_1: 0.4413 (0.4738) loss_giou_aux_2: 0.4392 (0.4680) loss_giou_aux_3: 0.4515 (0.4650) loss_giou_aux_4: 0.4458 (0.4635) loss_giou_aux_5: 0.5161 (0.5491) loss_giou_dn_0: 0.5325 (0.5645) loss_giou_dn_1: 0.4252 (0.4569) loss_giou_dn_2: 0.3870 (0.4260) loss_giou_dn_3: 0.3778 (0.4178) loss_giou_dn_4: 0.3743 (0.4157) loss_giou_dn_5: 0.3746 (0.4159) loss_vfl: 0.6363 (0.6588) loss_vfl_aux_0: 0.7408 (0.7568) loss_vfl_aux_1: 0.6748 (0.7109) loss_vfl_aux_2: 0.6701 (0.6852) loss_vfl_aux_3: 0.6457 (0.6705) loss_vfl_aux_4: 0.6419 (0.6631) loss_vfl_aux_5: 0.7530 (0.7443) loss_vfl_dn_0: 0.4505 (0.4471) loss_vfl_dn_1: 0.3799 (0.3814) loss_vfl_dn_2: 0.3632 (0.3654) loss_vfl_dn_3: 0.3567 (0.3582) loss_vfl_dn_4: 0.3543 (0.3556) loss_vfl_dn_5: 0.3539 (0.3549) time: 0.4872 data: 0.0138 max mem: 5654 Epoch: [56] [5600/7393] eta: 0:14:42 lr: 0.000010 loss: 15.8344 (15.4325) loss_bbox: 0.1371 (0.1498) loss_bbox_aux_0: 0.1515 (0.1620) loss_bbox_aux_1: 0.1464 (0.1547) loss_bbox_aux_2: 0.1441 (0.1520) loss_bbox_aux_3: 0.1410 (0.1504) loss_bbox_aux_4: 0.1370 (0.1497) loss_bbox_aux_5: 0.1934 (0.1976) loss_bbox_dn_0: 0.2252 (0.2582) loss_bbox_dn_1: 0.1635 (0.1884) loss_bbox_dn_2: 0.1483 (0.1680) loss_bbox_dn_3: 0.1444 (0.1621) loss_bbox_dn_4: 0.1438 (0.1607) loss_bbox_dn_5: 0.1438 (0.1607) loss_giou: 0.4987 (0.4638) loss_giou_aux_0: 0.5296 (0.4866) loss_giou_aux_1: 0.4920 (0.4739) loss_giou_aux_2: 0.4864 (0.4681) loss_giou_aux_3: 0.5008 (0.4652) loss_giou_aux_4: 0.4996 (0.4636) loss_giou_aux_5: 0.5754 (0.5491) loss_giou_dn_0: 0.5846 (0.5645) loss_giou_dn_1: 0.4740 (0.4569) loss_giou_dn_2: 0.4361 (0.4260) loss_giou_dn_3: 0.4298 (0.4178) loss_giou_dn_4: 0.4262 (0.4157) loss_giou_dn_5: 0.4265 (0.4159) loss_vfl: 0.6267 (0.6587) loss_vfl_aux_0: 0.7256 (0.7568) loss_vfl_aux_1: 0.6802 (0.7107) loss_vfl_aux_2: 0.6512 (0.6850) loss_vfl_aux_3: 0.6476 (0.6704) loss_vfl_aux_4: 0.6408 (0.6630) loss_vfl_aux_5: 0.7110 (0.7443) loss_vfl_dn_0: 0.4388 (0.4470) loss_vfl_dn_1: 0.3804 (0.3813) loss_vfl_dn_2: 0.3667 (0.3654) loss_vfl_dn_3: 0.3576 (0.3582) loss_vfl_dn_4: 0.3554 (0.3556) loss_vfl_dn_5: 0.3558 (0.3549) time: 0.4768 data: 0.0140 max mem: 5654 Epoch: [56] [5700/7393] eta: 0:13:54 lr: 0.000010 loss: 15.0314 (15.4346) loss_bbox: 0.1207 (0.1498) loss_bbox_aux_0: 0.1438 (0.1620) loss_bbox_aux_1: 0.1312 (0.1546) loss_bbox_aux_2: 0.1249 (0.1520) loss_bbox_aux_3: 0.1202 (0.1504) loss_bbox_aux_4: 0.1215 (0.1497) loss_bbox_aux_5: 0.1734 (0.1975) loss_bbox_dn_0: 0.2073 (0.2581) loss_bbox_dn_1: 0.1528 (0.1883) loss_bbox_dn_2: 0.1369 (0.1680) loss_bbox_dn_3: 0.1352 (0.1621) loss_bbox_dn_4: 0.1347 (0.1607) loss_bbox_dn_5: 0.1347 (0.1607) loss_giou: 0.4135 (0.4640) loss_giou_aux_0: 0.4637 (0.4868) loss_giou_aux_1: 0.4372 (0.4741) loss_giou_aux_2: 0.4307 (0.4684) loss_giou_aux_3: 0.4226 (0.4654) loss_giou_aux_4: 0.4213 (0.4638) loss_giou_aux_5: 0.5242 (0.5493) loss_giou_dn_0: 0.5414 (0.5646) loss_giou_dn_1: 0.4370 (0.4569) loss_giou_dn_2: 0.4061 (0.4261) loss_giou_dn_3: 0.3948 (0.4179) loss_giou_dn_4: 0.3925 (0.4158) loss_giou_dn_5: 0.3925 (0.4160) loss_vfl: 0.6398 (0.6586) loss_vfl_aux_0: 0.7453 (0.7568) loss_vfl_aux_1: 0.6965 (0.7109) loss_vfl_aux_2: 0.6816 (0.6851) loss_vfl_aux_3: 0.6525 (0.6704) loss_vfl_aux_4: 0.6422 (0.6630) loss_vfl_aux_5: 0.7259 (0.7443) loss_vfl_dn_0: 0.4438 (0.4471) loss_vfl_dn_1: 0.3809 (0.3813) loss_vfl_dn_2: 0.3674 (0.3654) loss_vfl_dn_3: 0.3591 (0.3582) loss_vfl_dn_4: 0.3568 (0.3556) loss_vfl_dn_5: 0.3536 (0.3549) time: 0.4767 data: 0.0141 max mem: 5654 Epoch: [56] [5800/7393] eta: 0:13:06 lr: 0.000010 loss: 15.2896 (15.4351) loss_bbox: 0.1388 (0.1498) loss_bbox_aux_0: 0.1586 (0.1620) loss_bbox_aux_1: 0.1467 (0.1546) loss_bbox_aux_2: 0.1407 (0.1520) loss_bbox_aux_3: 0.1417 (0.1504) loss_bbox_aux_4: 0.1387 (0.1497) loss_bbox_aux_5: 0.1935 (0.1975) loss_bbox_dn_0: 0.2461 (0.2582) loss_bbox_dn_1: 0.1832 (0.1884) loss_bbox_dn_2: 0.1673 (0.1680) loss_bbox_dn_3: 0.1596 (0.1621) loss_bbox_dn_4: 0.1574 (0.1607) loss_bbox_dn_5: 0.1574 (0.1607) loss_giou: 0.4339 (0.4638) loss_giou_aux_0: 0.4276 (0.4867) loss_giou_aux_1: 0.4276 (0.4739) loss_giou_aux_2: 0.4359 (0.4682) loss_giou_aux_3: 0.4241 (0.4652) loss_giou_aux_4: 0.4296 (0.4637) loss_giou_aux_5: 0.4954 (0.5491) loss_giou_dn_0: 0.5358 (0.5646) loss_giou_dn_1: 0.4351 (0.4569) loss_giou_dn_2: 0.4132 (0.4261) loss_giou_dn_3: 0.4045 (0.4179) loss_giou_dn_4: 0.4049 (0.4157) loss_giou_dn_5: 0.4048 (0.4159) loss_vfl: 0.6584 (0.6588) loss_vfl_aux_0: 0.7745 (0.7570) loss_vfl_aux_1: 0.7028 (0.7111) loss_vfl_aux_2: 0.6790 (0.6852) loss_vfl_aux_3: 0.6692 (0.6707) loss_vfl_aux_4: 0.6643 (0.6632) loss_vfl_aux_5: 0.7491 (0.7445) loss_vfl_dn_0: 0.4480 (0.4471) loss_vfl_dn_1: 0.3809 (0.3814) loss_vfl_dn_2: 0.3622 (0.3655) loss_vfl_dn_3: 0.3550 (0.3582) loss_vfl_dn_4: 0.3518 (0.3557) loss_vfl_dn_5: 0.3514 (0.3549) time: 0.4765 data: 0.0141 max mem: 5654 Epoch: [56] [5900/7393] eta: 0:12:17 lr: 0.000010 loss: 14.7470 (15.4340) loss_bbox: 0.1264 (0.1497) loss_bbox_aux_0: 0.1332 (0.1618) loss_bbox_aux_1: 0.1268 (0.1545) loss_bbox_aux_2: 0.1234 (0.1518) loss_bbox_aux_3: 0.1264 (0.1502) loss_bbox_aux_4: 0.1263 (0.1495) loss_bbox_aux_5: 0.1764 (0.1974) loss_bbox_dn_0: 0.2094 (0.2578) loss_bbox_dn_1: 0.1548 (0.1881) loss_bbox_dn_2: 0.1374 (0.1678) loss_bbox_dn_3: 0.1313 (0.1619) loss_bbox_dn_4: 0.1307 (0.1605) loss_bbox_dn_5: 0.1307 (0.1605) loss_giou: 0.4154 (0.4641) loss_giou_aux_0: 0.4583 (0.4869) loss_giou_aux_1: 0.4398 (0.4742) loss_giou_aux_2: 0.4321 (0.4685) loss_giou_aux_3: 0.4166 (0.4655) loss_giou_aux_4: 0.4153 (0.4639) loss_giou_aux_5: 0.5329 (0.5495) loss_giou_dn_0: 0.5470 (0.5647) loss_giou_dn_1: 0.4412 (0.4571) loss_giou_dn_2: 0.4097 (0.4262) loss_giou_dn_3: 0.4010 (0.4180) loss_giou_dn_4: 0.3981 (0.4159) loss_giou_dn_5: 0.3981 (0.4161) loss_vfl: 0.6463 (0.6587) loss_vfl_aux_0: 0.7114 (0.7567) loss_vfl_aux_1: 0.6861 (0.7108) loss_vfl_aux_2: 0.6620 (0.6850) loss_vfl_aux_3: 0.6502 (0.6705) loss_vfl_aux_4: 0.6501 (0.6631) loss_vfl_aux_5: 0.7003 (0.7441) loss_vfl_dn_0: 0.4436 (0.4471) loss_vfl_dn_1: 0.3747 (0.3814) loss_vfl_dn_2: 0.3606 (0.3655) loss_vfl_dn_3: 0.3544 (0.3582) loss_vfl_dn_4: 0.3515 (0.3557) loss_vfl_dn_5: 0.3508 (0.3550) time: 0.4737 data: 0.0136 max mem: 5654 Epoch: [56] [6000/7393] eta: 0:11:27 lr: 0.000010 loss: 14.8262 (15.4339) loss_bbox: 0.1364 (0.1497) loss_bbox_aux_0: 0.1486 (0.1618) loss_bbox_aux_1: 0.1328 (0.1545) loss_bbox_aux_2: 0.1392 (0.1519) loss_bbox_aux_3: 0.1306 (0.1502) loss_bbox_aux_4: 0.1363 (0.1496) loss_bbox_aux_5: 0.1865 (0.1975) loss_bbox_dn_0: 0.2338 (0.2580) loss_bbox_dn_1: 0.1701 (0.1883) loss_bbox_dn_2: 0.1577 (0.1679) loss_bbox_dn_3: 0.1525 (0.1621) loss_bbox_dn_4: 0.1504 (0.1606) loss_bbox_dn_5: 0.1504 (0.1607) loss_giou: 0.4374 (0.4640) loss_giou_aux_0: 0.4579 (0.4868) loss_giou_aux_1: 0.4444 (0.4741) loss_giou_aux_2: 0.4384 (0.4684) loss_giou_aux_3: 0.4381 (0.4654) loss_giou_aux_4: 0.4376 (0.4638) loss_giou_aux_5: 0.4992 (0.5493) loss_giou_dn_0: 0.5366 (0.5647) loss_giou_dn_1: 0.4230 (0.4571) loss_giou_dn_2: 0.3957 (0.4262) loss_giou_dn_3: 0.3859 (0.4180) loss_giou_dn_4: 0.3817 (0.4159) loss_giou_dn_5: 0.3818 (0.4161) loss_vfl: 0.6035 (0.6587) loss_vfl_aux_0: 0.7056 (0.7566) loss_vfl_aux_1: 0.6619 (0.7109) loss_vfl_aux_2: 0.6425 (0.6850) loss_vfl_aux_3: 0.6453 (0.6705) loss_vfl_aux_4: 0.6143 (0.6631) loss_vfl_aux_5: 0.7011 (0.7441) loss_vfl_dn_0: 0.4430 (0.4471) loss_vfl_dn_1: 0.3778 (0.3814) loss_vfl_dn_2: 0.3671 (0.3655) loss_vfl_dn_3: 0.3617 (0.3582) loss_vfl_dn_4: 0.3592 (0.3557) loss_vfl_dn_5: 0.3582 (0.3549) time: 0.4882 data: 0.0141 max mem: 5654 Epoch: [56] [6100/7393] eta: 0:10:39 lr: 0.000010 loss: 15.2721 (15.4322) loss_bbox: 0.1441 (0.1496) loss_bbox_aux_0: 0.1496 (0.1618) loss_bbox_aux_1: 0.1531 (0.1544) loss_bbox_aux_2: 0.1494 (0.1518) loss_bbox_aux_3: 0.1459 (0.1502) loss_bbox_aux_4: 0.1464 (0.1495) loss_bbox_aux_5: 0.1764 (0.1973) loss_bbox_dn_0: 0.2458 (0.2579) loss_bbox_dn_1: 0.1754 (0.1882) loss_bbox_dn_2: 0.1608 (0.1679) loss_bbox_dn_3: 0.1553 (0.1620) loss_bbox_dn_4: 0.1545 (0.1606) loss_bbox_dn_5: 0.1545 (0.1606) loss_giou: 0.4237 (0.4638) loss_giou_aux_0: 0.4333 (0.4866) loss_giou_aux_1: 0.4255 (0.4739) loss_giou_aux_2: 0.4239 (0.4682) loss_giou_aux_3: 0.4219 (0.4652) loss_giou_aux_4: 0.4253 (0.4637) loss_giou_aux_5: 0.5068 (0.5492) loss_giou_dn_0: 0.5499 (0.5645) loss_giou_dn_1: 0.4377 (0.4569) loss_giou_dn_2: 0.4148 (0.4261) loss_giou_dn_3: 0.3973 (0.4179) loss_giou_dn_4: 0.3899 (0.4157) loss_giou_dn_5: 0.3899 (0.4159) loss_vfl: 0.6718 (0.6589) loss_vfl_aux_0: 0.7651 (0.7567) loss_vfl_aux_1: 0.7117 (0.7111) loss_vfl_aux_2: 0.6999 (0.6852) loss_vfl_aux_3: 0.6976 (0.6707) loss_vfl_aux_4: 0.6863 (0.6633) loss_vfl_aux_5: 0.7427 (0.7442) loss_vfl_dn_0: 0.4370 (0.4471) loss_vfl_dn_1: 0.3799 (0.3814) loss_vfl_dn_2: 0.3676 (0.3655) loss_vfl_dn_3: 0.3581 (0.3582) loss_vfl_dn_4: 0.3546 (0.3557) loss_vfl_dn_5: 0.3536 (0.3550) time: 0.4825 data: 0.0140 max mem: 5654 Epoch: [56] [6200/7393] eta: 0:09:49 lr: 0.000010 loss: 15.1049 (15.4306) loss_bbox: 0.1387 (0.1495) loss_bbox_aux_0: 0.1453 (0.1617) loss_bbox_aux_1: 0.1404 (0.1543) loss_bbox_aux_2: 0.1396 (0.1517) loss_bbox_aux_3: 0.1357 (0.1500) loss_bbox_aux_4: 0.1402 (0.1494) loss_bbox_aux_5: 0.1810 (0.1972) loss_bbox_dn_0: 0.2305 (0.2577) loss_bbox_dn_1: 0.1652 (0.1881) loss_bbox_dn_2: 0.1503 (0.1678) loss_bbox_dn_3: 0.1468 (0.1619) loss_bbox_dn_4: 0.1442 (0.1605) loss_bbox_dn_5: 0.1442 (0.1605) loss_giou: 0.4560 (0.4638) loss_giou_aux_0: 0.4685 (0.4867) loss_giou_aux_1: 0.4547 (0.4738) loss_giou_aux_2: 0.4636 (0.4682) loss_giou_aux_3: 0.4614 (0.4652) loss_giou_aux_4: 0.4564 (0.4636) loss_giou_aux_5: 0.5367 (0.5493) loss_giou_dn_0: 0.5725 (0.5645) loss_giou_dn_1: 0.4660 (0.4569) loss_giou_dn_2: 0.4226 (0.4261) loss_giou_dn_3: 0.4126 (0.4178) loss_giou_dn_4: 0.4080 (0.4157) loss_giou_dn_5: 0.4080 (0.4159) loss_vfl: 0.6604 (0.6589) loss_vfl_aux_0: 0.7261 (0.7566) loss_vfl_aux_1: 0.7038 (0.7111) loss_vfl_aux_2: 0.6854 (0.6852) loss_vfl_aux_3: 0.6778 (0.6707) loss_vfl_aux_4: 0.6570 (0.6634) loss_vfl_aux_5: 0.7110 (0.7441) loss_vfl_dn_0: 0.4466 (0.4471) loss_vfl_dn_1: 0.3833 (0.3813) loss_vfl_dn_2: 0.3598 (0.3654) loss_vfl_dn_3: 0.3532 (0.3582) loss_vfl_dn_4: 0.3510 (0.3556) loss_vfl_dn_5: 0.3510 (0.3549) time: 0.4751 data: 0.0137 max mem: 5654 Epoch: [56] [6300/7393] eta: 0:08:59 lr: 0.000010 loss: 15.6143 (15.4320) loss_bbox: 0.1437 (0.1495) loss_bbox_aux_0: 0.1502 (0.1617) loss_bbox_aux_1: 0.1407 (0.1543) loss_bbox_aux_2: 0.1443 (0.1517) loss_bbox_aux_3: 0.1422 (0.1501) loss_bbox_aux_4: 0.1427 (0.1494) loss_bbox_aux_5: 0.1805 (0.1972) loss_bbox_dn_0: 0.2175 (0.2576) loss_bbox_dn_1: 0.1476 (0.1880) loss_bbox_dn_2: 0.1349 (0.1677) loss_bbox_dn_3: 0.1322 (0.1619) loss_bbox_dn_4: 0.1319 (0.1604) loss_bbox_dn_5: 0.1319 (0.1605) loss_giou: 0.5033 (0.4641) loss_giou_aux_0: 0.5097 (0.4869) loss_giou_aux_1: 0.5012 (0.4741) loss_giou_aux_2: 0.5220 (0.4685) loss_giou_aux_3: 0.5064 (0.4654) loss_giou_aux_4: 0.5053 (0.4639) loss_giou_aux_5: 0.5913 (0.5494) loss_giou_dn_0: 0.5883 (0.5645) loss_giou_dn_1: 0.4869 (0.4570) loss_giou_dn_2: 0.4600 (0.4262) loss_giou_dn_3: 0.4520 (0.4179) loss_giou_dn_4: 0.4485 (0.4158) loss_giou_dn_5: 0.4488 (0.4160) loss_vfl: 0.6086 (0.6588) loss_vfl_aux_0: 0.7107 (0.7564) loss_vfl_aux_1: 0.6755 (0.7109) loss_vfl_aux_2: 0.6377 (0.6851) loss_vfl_aux_3: 0.6263 (0.6706) loss_vfl_aux_4: 0.6301 (0.6633) loss_vfl_aux_5: 0.7026 (0.7440) loss_vfl_dn_0: 0.4535 (0.4471) loss_vfl_dn_1: 0.3863 (0.3814) loss_vfl_dn_2: 0.3714 (0.3655) loss_vfl_dn_3: 0.3653 (0.3582) loss_vfl_dn_4: 0.3623 (0.3557) loss_vfl_dn_5: 0.3622 (0.3550) time: 0.4868 data: 0.0148 max mem: 5654 Epoch: [56] [6400/7393] eta: 0:08:10 lr: 0.000010 loss: 16.0175 (15.4312) loss_bbox: 0.1290 (0.1495) loss_bbox_aux_0: 0.1384 (0.1617) loss_bbox_aux_1: 0.1315 (0.1543) loss_bbox_aux_2: 0.1332 (0.1517) loss_bbox_aux_3: 0.1325 (0.1500) loss_bbox_aux_4: 0.1324 (0.1494) loss_bbox_aux_5: 0.1757 (0.1972) loss_bbox_dn_0: 0.2292 (0.2576) loss_bbox_dn_1: 0.1618 (0.1880) loss_bbox_dn_2: 0.1508 (0.1677) loss_bbox_dn_3: 0.1432 (0.1618) loss_bbox_dn_4: 0.1408 (0.1604) loss_bbox_dn_5: 0.1408 (0.1604) loss_giou: 0.4789 (0.4640) loss_giou_aux_0: 0.5096 (0.4869) loss_giou_aux_1: 0.4797 (0.4741) loss_giou_aux_2: 0.4780 (0.4684) loss_giou_aux_3: 0.4876 (0.4654) loss_giou_aux_4: 0.4805 (0.4638) loss_giou_aux_5: 0.5651 (0.5494) loss_giou_dn_0: 0.6076 (0.5645) loss_giou_dn_1: 0.4965 (0.4570) loss_giou_dn_2: 0.4647 (0.4261) loss_giou_dn_3: 0.4540 (0.4179) loss_giou_dn_4: 0.4496 (0.4158) loss_giou_dn_5: 0.4499 (0.4160) loss_vfl: 0.6624 (0.6588) loss_vfl_aux_0: 0.7526 (0.7564) loss_vfl_aux_1: 0.7156 (0.7109) loss_vfl_aux_2: 0.6949 (0.6851) loss_vfl_aux_3: 0.6751 (0.6706) loss_vfl_aux_4: 0.6663 (0.6633) loss_vfl_aux_5: 0.7446 (0.7440) loss_vfl_dn_0: 0.4510 (0.4471) loss_vfl_dn_1: 0.3866 (0.3814) loss_vfl_dn_2: 0.3694 (0.3655) loss_vfl_dn_3: 0.3627 (0.3582) loss_vfl_dn_4: 0.3579 (0.3557) loss_vfl_dn_5: 0.3563 (0.3550) time: 0.4779 data: 0.0136 max mem: 5654 Epoch: [56] [6500/7393] eta: 0:07:20 lr: 0.000010 loss: 15.4822 (15.4319) loss_bbox: 0.1268 (0.1495) loss_bbox_aux_0: 0.1365 (0.1616) loss_bbox_aux_1: 0.1335 (0.1542) loss_bbox_aux_2: 0.1293 (0.1516) loss_bbox_aux_3: 0.1293 (0.1500) loss_bbox_aux_4: 0.1304 (0.1493) loss_bbox_aux_5: 0.1722 (0.1972) loss_bbox_dn_0: 0.2264 (0.2575) loss_bbox_dn_1: 0.1661 (0.1880) loss_bbox_dn_2: 0.1466 (0.1676) loss_bbox_dn_3: 0.1427 (0.1618) loss_bbox_dn_4: 0.1404 (0.1604) loss_bbox_dn_5: 0.1403 (0.1604) loss_giou: 0.4570 (0.4642) loss_giou_aux_0: 0.4727 (0.4870) loss_giou_aux_1: 0.4678 (0.4741) loss_giou_aux_2: 0.4619 (0.4686) loss_giou_aux_3: 0.4519 (0.4655) loss_giou_aux_4: 0.4583 (0.4640) loss_giou_aux_5: 0.5599 (0.5495) loss_giou_dn_0: 0.5454 (0.5646) loss_giou_dn_1: 0.4359 (0.4571) loss_giou_dn_2: 0.4172 (0.4262) loss_giou_dn_3: 0.4108 (0.4180) loss_giou_dn_4: 0.4099 (0.4159) loss_giou_dn_5: 0.4103 (0.4161) loss_vfl: 0.6620 (0.6588) loss_vfl_aux_0: 0.7602 (0.7564) loss_vfl_aux_1: 0.6964 (0.7109) loss_vfl_aux_2: 0.6885 (0.6850) loss_vfl_aux_3: 0.6810 (0.6706) loss_vfl_aux_4: 0.6719 (0.6633) loss_vfl_aux_5: 0.7491 (0.7439) loss_vfl_dn_0: 0.4485 (0.4471) loss_vfl_dn_1: 0.3865 (0.3814) loss_vfl_dn_2: 0.3687 (0.3655) loss_vfl_dn_3: 0.3593 (0.3583) loss_vfl_dn_4: 0.3548 (0.3557) loss_vfl_dn_5: 0.3530 (0.3550) time: 0.4828 data: 0.0140 max mem: 5654 Epoch: [56] [6600/7393] eta: 0:06:31 lr: 0.000010 loss: 15.2389 (15.4317) loss_bbox: 0.1328 (0.1495) loss_bbox_aux_0: 0.1445 (0.1616) loss_bbox_aux_1: 0.1337 (0.1542) loss_bbox_aux_2: 0.1343 (0.1516) loss_bbox_aux_3: 0.1324 (0.1500) loss_bbox_aux_4: 0.1325 (0.1493) loss_bbox_aux_5: 0.1736 (0.1972) loss_bbox_dn_0: 0.2140 (0.2575) loss_bbox_dn_1: 0.1464 (0.1879) loss_bbox_dn_2: 0.1375 (0.1676) loss_bbox_dn_3: 0.1352 (0.1618) loss_bbox_dn_4: 0.1335 (0.1604) loss_bbox_dn_5: 0.1335 (0.1604) loss_giou: 0.4389 (0.4641) loss_giou_aux_0: 0.4684 (0.4870) loss_giou_aux_1: 0.4502 (0.4741) loss_giou_aux_2: 0.4517 (0.4686) loss_giou_aux_3: 0.4408 (0.4655) loss_giou_aux_4: 0.4389 (0.4640) loss_giou_aux_5: 0.5358 (0.5495) loss_giou_dn_0: 0.5496 (0.5645) loss_giou_dn_1: 0.4525 (0.4571) loss_giou_dn_2: 0.4206 (0.4262) loss_giou_dn_3: 0.4115 (0.4180) loss_giou_dn_4: 0.4106 (0.4159) loss_giou_dn_5: 0.4107 (0.4161) loss_vfl: 0.6325 (0.6588) loss_vfl_aux_0: 0.7203 (0.7565) loss_vfl_aux_1: 0.6891 (0.7109) loss_vfl_aux_2: 0.6586 (0.6850) loss_vfl_aux_3: 0.6500 (0.6707) loss_vfl_aux_4: 0.6408 (0.6633) loss_vfl_aux_5: 0.7121 (0.7439) loss_vfl_dn_0: 0.4433 (0.4471) loss_vfl_dn_1: 0.3831 (0.3814) loss_vfl_dn_2: 0.3667 (0.3655) loss_vfl_dn_3: 0.3597 (0.3583) loss_vfl_dn_4: 0.3567 (0.3558) loss_vfl_dn_5: 0.3566 (0.3550) time: 0.4862 data: 0.0141 max mem: 5654 Epoch: [56] [6700/7393] eta: 0:05:41 lr: 0.000010 loss: 15.3704 (15.4288) loss_bbox: 0.1448 (0.1494) loss_bbox_aux_0: 0.1609 (0.1616) loss_bbox_aux_1: 0.1570 (0.1542) loss_bbox_aux_2: 0.1546 (0.1516) loss_bbox_aux_3: 0.1579 (0.1499) loss_bbox_aux_4: 0.1448 (0.1492) loss_bbox_aux_5: 0.1990 (0.1971) loss_bbox_dn_0: 0.2812 (0.2573) loss_bbox_dn_1: 0.1993 (0.1878) loss_bbox_dn_2: 0.1741 (0.1676) loss_bbox_dn_3: 0.1686 (0.1617) loss_bbox_dn_4: 0.1669 (0.1603) loss_bbox_dn_5: 0.1669 (0.1603) loss_giou: 0.4436 (0.4641) loss_giou_aux_0: 0.4569 (0.4869) loss_giou_aux_1: 0.4525 (0.4740) loss_giou_aux_2: 0.4449 (0.4685) loss_giou_aux_3: 0.4520 (0.4654) loss_giou_aux_4: 0.4435 (0.4639) loss_giou_aux_5: 0.5285 (0.5495) loss_giou_dn_0: 0.5614 (0.5644) loss_giou_dn_1: 0.4546 (0.4570) loss_giou_dn_2: 0.4232 (0.4262) loss_giou_dn_3: 0.4113 (0.4179) loss_giou_dn_4: 0.4022 (0.4158) loss_giou_dn_5: 0.4023 (0.4160) loss_vfl: 0.6619 (0.6587) loss_vfl_aux_0: 0.7694 (0.7563) loss_vfl_aux_1: 0.7078 (0.7108) loss_vfl_aux_2: 0.6914 (0.6849) loss_vfl_aux_3: 0.6720 (0.6706) loss_vfl_aux_4: 0.6690 (0.6632) loss_vfl_aux_5: 0.7582 (0.7437) loss_vfl_dn_0: 0.4426 (0.4471) loss_vfl_dn_1: 0.3810 (0.3814) loss_vfl_dn_2: 0.3646 (0.3655) loss_vfl_dn_3: 0.3568 (0.3583) loss_vfl_dn_4: 0.3544 (0.3558) loss_vfl_dn_5: 0.3545 (0.3551) time: 0.4829 data: 0.0136 max mem: 5654 Epoch: [56] [6800/7393] eta: 0:04:52 lr: 0.000010 loss: 15.5009 (15.4277) loss_bbox: 0.1484 (0.1494) loss_bbox_aux_0: 0.1732 (0.1616) loss_bbox_aux_1: 0.1558 (0.1541) loss_bbox_aux_2: 0.1623 (0.1515) loss_bbox_aux_3: 0.1553 (0.1499) loss_bbox_aux_4: 0.1478 (0.1492) loss_bbox_aux_5: 0.2020 (0.1971) loss_bbox_dn_0: 0.2719 (0.2574) loss_bbox_dn_1: 0.1969 (0.1879) loss_bbox_dn_2: 0.1727 (0.1676) loss_bbox_dn_3: 0.1668 (0.1617) loss_bbox_dn_4: 0.1646 (0.1603) loss_bbox_dn_5: 0.1646 (0.1603) loss_giou: 0.4248 (0.4639) loss_giou_aux_0: 0.4751 (0.4867) loss_giou_aux_1: 0.4522 (0.4739) loss_giou_aux_2: 0.4340 (0.4684) loss_giou_aux_3: 0.4297 (0.4653) loss_giou_aux_4: 0.4247 (0.4637) loss_giou_aux_5: 0.5370 (0.5493) loss_giou_dn_0: 0.5462 (0.5644) loss_giou_dn_1: 0.4373 (0.4569) loss_giou_dn_2: 0.4094 (0.4261) loss_giou_dn_3: 0.4009 (0.4179) loss_giou_dn_4: 0.4007 (0.4158) loss_giou_dn_5: 0.4013 (0.4159) loss_vfl: 0.6409 (0.6587) loss_vfl_aux_0: 0.7301 (0.7564) loss_vfl_aux_1: 0.6809 (0.7108) loss_vfl_aux_2: 0.6661 (0.6849) loss_vfl_aux_3: 0.6435 (0.6705) loss_vfl_aux_4: 0.6492 (0.6632) loss_vfl_aux_5: 0.7307 (0.7438) loss_vfl_dn_0: 0.4378 (0.4471) loss_vfl_dn_1: 0.3741 (0.3814) loss_vfl_dn_2: 0.3554 (0.3655) loss_vfl_dn_3: 0.3478 (0.3583) loss_vfl_dn_4: 0.3464 (0.3558) loss_vfl_dn_5: 0.3456 (0.3550) time: 0.4930 data: 0.0151 max mem: 5654 Epoch: [56] [6900/7393] eta: 0:04:03 lr: 0.000010 loss: 15.1949 (15.4237) loss_bbox: 0.1376 (0.1493) loss_bbox_aux_0: 0.1518 (0.1615) loss_bbox_aux_1: 0.1349 (0.1541) loss_bbox_aux_2: 0.1358 (0.1515) loss_bbox_aux_3: 0.1338 (0.1498) loss_bbox_aux_4: 0.1376 (0.1491) loss_bbox_aux_5: 0.1847 (0.1970) loss_bbox_dn_0: 0.2462 (0.2573) loss_bbox_dn_1: 0.1836 (0.1878) loss_bbox_dn_2: 0.1574 (0.1675) loss_bbox_dn_3: 0.1519 (0.1616) loss_bbox_dn_4: 0.1502 (0.1602) loss_bbox_dn_5: 0.1502 (0.1602) loss_giou: 0.4099 (0.4639) loss_giou_aux_0: 0.4424 (0.4866) loss_giou_aux_1: 0.4131 (0.4738) loss_giou_aux_2: 0.4075 (0.4683) loss_giou_aux_3: 0.4045 (0.4652) loss_giou_aux_4: 0.4120 (0.4637) loss_giou_aux_5: 0.4845 (0.5492) loss_giou_dn_0: 0.5158 (0.5642) loss_giou_dn_1: 0.4126 (0.4568) loss_giou_dn_2: 0.3807 (0.4259) loss_giou_dn_3: 0.3732 (0.4177) loss_giou_dn_4: 0.3716 (0.4156) loss_giou_dn_5: 0.3717 (0.4158) loss_vfl: 0.6561 (0.6585) loss_vfl_aux_0: 0.7302 (0.7562) loss_vfl_aux_1: 0.7049 (0.7106) loss_vfl_aux_2: 0.6772 (0.6847) loss_vfl_aux_3: 0.6691 (0.6703) loss_vfl_aux_4: 0.6598 (0.6630) loss_vfl_aux_5: 0.7334 (0.7436) loss_vfl_dn_0: 0.4358 (0.4471) loss_vfl_dn_1: 0.3767 (0.3814) loss_vfl_dn_2: 0.3597 (0.3655) loss_vfl_dn_3: 0.3518 (0.3582) loss_vfl_dn_4: 0.3489 (0.3557) loss_vfl_dn_5: 0.3492 (0.3550) time: 0.4855 data: 0.0142 max mem: 5654 Epoch: [56] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 14.8230 (15.4247) loss_bbox: 0.1438 (0.1494) loss_bbox_aux_0: 0.1554 (0.1616) loss_bbox_aux_1: 0.1511 (0.1541) loss_bbox_aux_2: 0.1461 (0.1516) loss_bbox_aux_3: 0.1415 (0.1499) loss_bbox_aux_4: 0.1446 (0.1492) loss_bbox_aux_5: 0.1864 (0.1971) loss_bbox_dn_0: 0.2484 (0.2575) loss_bbox_dn_1: 0.1729 (0.1879) loss_bbox_dn_2: 0.1574 (0.1676) loss_bbox_dn_3: 0.1495 (0.1617) loss_bbox_dn_4: 0.1477 (0.1603) loss_bbox_dn_5: 0.1478 (0.1603) loss_giou: 0.4487 (0.4639) loss_giou_aux_0: 0.4752 (0.4867) loss_giou_aux_1: 0.4647 (0.4738) loss_giou_aux_2: 0.4623 (0.4683) loss_giou_aux_3: 0.4510 (0.4652) loss_giou_aux_4: 0.4477 (0.4637) loss_giou_aux_5: 0.5440 (0.5492) loss_giou_dn_0: 0.5431 (0.5643) loss_giou_dn_1: 0.4223 (0.4569) loss_giou_dn_2: 0.3999 (0.4260) loss_giou_dn_3: 0.3913 (0.4178) loss_giou_dn_4: 0.3899 (0.4157) loss_giou_dn_5: 0.3912 (0.4159) loss_vfl: 0.6436 (0.6585) loss_vfl_aux_0: 0.7303 (0.7561) loss_vfl_aux_1: 0.6836 (0.7105) loss_vfl_aux_2: 0.6692 (0.6846) loss_vfl_aux_3: 0.6572 (0.6703) loss_vfl_aux_4: 0.6459 (0.6630) loss_vfl_aux_5: 0.6959 (0.7436) loss_vfl_dn_0: 0.4456 (0.4471) loss_vfl_dn_1: 0.3808 (0.3814) loss_vfl_dn_2: 0.3648 (0.3654) loss_vfl_dn_3: 0.3567 (0.3582) loss_vfl_dn_4: 0.3565 (0.3557) loss_vfl_dn_5: 0.3561 (0.3550) time: 0.4676 data: 0.0140 max mem: 5654 Epoch: [56] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.5593 (15.4222) loss_bbox: 0.1434 (0.1494) loss_bbox_aux_0: 0.1522 (0.1615) loss_bbox_aux_1: 0.1437 (0.1541) loss_bbox_aux_2: 0.1443 (0.1515) loss_bbox_aux_3: 0.1416 (0.1499) loss_bbox_aux_4: 0.1449 (0.1492) loss_bbox_aux_5: 0.1859 (0.1971) loss_bbox_dn_0: 0.2488 (0.2576) loss_bbox_dn_1: 0.1784 (0.1879) loss_bbox_dn_2: 0.1528 (0.1676) loss_bbox_dn_3: 0.1407 (0.1617) loss_bbox_dn_4: 0.1388 (0.1603) loss_bbox_dn_5: 0.1389 (0.1603) loss_giou: 0.4722 (0.4637) loss_giou_aux_0: 0.4887 (0.4865) loss_giou_aux_1: 0.4788 (0.4736) loss_giou_aux_2: 0.4721 (0.4681) loss_giou_aux_3: 0.4599 (0.4650) loss_giou_aux_4: 0.4723 (0.4635) loss_giou_aux_5: 0.5564 (0.5491) loss_giou_dn_0: 0.5771 (0.5642) loss_giou_dn_1: 0.4860 (0.4567) loss_giou_dn_2: 0.4489 (0.4259) loss_giou_dn_3: 0.4282 (0.4176) loss_giou_dn_4: 0.4225 (0.4155) loss_giou_dn_5: 0.4229 (0.4157) loss_vfl: 0.6352 (0.6584) loss_vfl_aux_0: 0.7357 (0.7561) loss_vfl_aux_1: 0.6848 (0.7105) loss_vfl_aux_2: 0.6672 (0.6846) loss_vfl_aux_3: 0.6555 (0.6702) loss_vfl_aux_4: 0.6375 (0.6629) loss_vfl_aux_5: 0.7000 (0.7436) loss_vfl_dn_0: 0.4432 (0.4471) loss_vfl_dn_1: 0.3867 (0.3813) loss_vfl_dn_2: 0.3732 (0.3654) loss_vfl_dn_3: 0.3670 (0.3582) loss_vfl_dn_4: 0.3656 (0.3556) loss_vfl_dn_5: 0.3634 (0.3549) time: 0.5015 data: 0.0142 max mem: 5654 Epoch: [56] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 16.0420 (15.4229) loss_bbox: 0.1466 (0.1493) loss_bbox_aux_0: 0.1468 (0.1615) loss_bbox_aux_1: 0.1519 (0.1541) loss_bbox_aux_2: 0.1402 (0.1515) loss_bbox_aux_3: 0.1487 (0.1498) loss_bbox_aux_4: 0.1499 (0.1491) loss_bbox_aux_5: 0.1873 (0.1970) loss_bbox_dn_0: 0.2574 (0.2575) loss_bbox_dn_1: 0.1924 (0.1878) loss_bbox_dn_2: 0.1701 (0.1675) loss_bbox_dn_3: 0.1637 (0.1616) loss_bbox_dn_4: 0.1645 (0.1602) loss_bbox_dn_5: 0.1645 (0.1602) loss_giou: 0.4451 (0.4638) loss_giou_aux_0: 0.4709 (0.4865) loss_giou_aux_1: 0.4539 (0.4737) loss_giou_aux_2: 0.4401 (0.4681) loss_giou_aux_3: 0.4428 (0.4651) loss_giou_aux_4: 0.4422 (0.4636) loss_giou_aux_5: 0.5238 (0.5491) loss_giou_dn_0: 0.5715 (0.5642) loss_giou_dn_1: 0.4608 (0.4567) loss_giou_dn_2: 0.4319 (0.4259) loss_giou_dn_3: 0.4211 (0.4176) loss_giou_dn_4: 0.4198 (0.4155) loss_giou_dn_5: 0.4198 (0.4157) loss_vfl: 0.6998 (0.6586) loss_vfl_aux_0: 0.8038 (0.7562) loss_vfl_aux_1: 0.7432 (0.7107) loss_vfl_aux_2: 0.7293 (0.6847) loss_vfl_aux_3: 0.6981 (0.6704) loss_vfl_aux_4: 0.7009 (0.6631) loss_vfl_aux_5: 0.7636 (0.7437) loss_vfl_dn_0: 0.4506 (0.4471) loss_vfl_dn_1: 0.3849 (0.3814) loss_vfl_dn_2: 0.3700 (0.3654) loss_vfl_dn_3: 0.3635 (0.3582) loss_vfl_dn_4: 0.3589 (0.3557) loss_vfl_dn_5: 0.3589 (0.3549) time: 0.5012 data: 0.0142 max mem: 5654 Epoch: [56] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.1355 (15.4233) loss_bbox: 0.1381 (0.1492) loss_bbox_aux_0: 0.1620 (0.1614) loss_bbox_aux_1: 0.1493 (0.1540) loss_bbox_aux_2: 0.1452 (0.1514) loss_bbox_aux_3: 0.1407 (0.1497) loss_bbox_aux_4: 0.1410 (0.1491) loss_bbox_aux_5: 0.1981 (0.1970) loss_bbox_dn_0: 0.2668 (0.2574) loss_bbox_dn_1: 0.1874 (0.1878) loss_bbox_dn_2: 0.1698 (0.1675) loss_bbox_dn_3: 0.1637 (0.1616) loss_bbox_dn_4: 0.1626 (0.1602) loss_bbox_dn_5: 0.1626 (0.1602) loss_giou: 0.4147 (0.4638) loss_giou_aux_0: 0.4402 (0.4865) loss_giou_aux_1: 0.4231 (0.4736) loss_giou_aux_2: 0.4198 (0.4681) loss_giou_aux_3: 0.4111 (0.4651) loss_giou_aux_4: 0.4148 (0.4635) loss_giou_aux_5: 0.5143 (0.5491) loss_giou_dn_0: 0.5312 (0.5642) loss_giou_dn_1: 0.4260 (0.4567) loss_giou_dn_2: 0.3999 (0.4258) loss_giou_dn_3: 0.3924 (0.4176) loss_giou_dn_4: 0.3908 (0.4155) loss_giou_dn_5: 0.3905 (0.4157) loss_vfl: 0.6972 (0.6588) loss_vfl_aux_0: 0.7728 (0.7564) loss_vfl_aux_1: 0.7451 (0.7109) loss_vfl_aux_2: 0.7261 (0.6849) loss_vfl_aux_3: 0.7130 (0.6707) loss_vfl_aux_4: 0.7101 (0.6633) loss_vfl_aux_5: 0.7587 (0.7438) loss_vfl_dn_0: 0.4522 (0.4471) loss_vfl_dn_1: 0.3817 (0.3813) loss_vfl_dn_2: 0.3697 (0.3654) loss_vfl_dn_3: 0.3597 (0.3582) loss_vfl_dn_4: 0.3546 (0.3557) loss_vfl_dn_5: 0.3548 (0.3549) time: 0.4834 data: 0.0139 max mem: 5654 Epoch: [56] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.6601 (15.4223) loss_bbox: 0.1403 (0.1492) loss_bbox_aux_0: 0.1521 (0.1613) loss_bbox_aux_1: 0.1437 (0.1539) loss_bbox_aux_2: 0.1459 (0.1513) loss_bbox_aux_3: 0.1402 (0.1497) loss_bbox_aux_4: 0.1374 (0.1490) loss_bbox_aux_5: 0.1897 (0.1969) loss_bbox_dn_0: 0.2372 (0.2573) loss_bbox_dn_1: 0.1814 (0.1877) loss_bbox_dn_2: 0.1654 (0.1674) loss_bbox_dn_3: 0.1600 (0.1616) loss_bbox_dn_4: 0.1583 (0.1602) loss_bbox_dn_5: 0.1583 (0.1602) loss_giou: 0.4666 (0.4638) loss_giou_aux_0: 0.4720 (0.4865) loss_giou_aux_1: 0.4787 (0.4736) loss_giou_aux_2: 0.4673 (0.4681) loss_giou_aux_3: 0.4625 (0.4651) loss_giou_aux_4: 0.4558 (0.4636) loss_giou_aux_5: 0.5326 (0.5491) loss_giou_dn_0: 0.5785 (0.5642) loss_giou_dn_1: 0.4699 (0.4567) loss_giou_dn_2: 0.4446 (0.4259) loss_giou_dn_3: 0.4326 (0.4177) loss_giou_dn_4: 0.4299 (0.4156) loss_giou_dn_5: 0.4303 (0.4158) loss_vfl: 0.6809 (0.6587) loss_vfl_aux_0: 0.7333 (0.7562) loss_vfl_aux_1: 0.7213 (0.7108) loss_vfl_aux_2: 0.6921 (0.6849) loss_vfl_aux_3: 0.6892 (0.6706) loss_vfl_aux_4: 0.6821 (0.6632) loss_vfl_aux_5: 0.7381 (0.7437) loss_vfl_dn_0: 0.4522 (0.4471) loss_vfl_dn_1: 0.3871 (0.3813) loss_vfl_dn_2: 0.3728 (0.3654) loss_vfl_dn_3: 0.3628 (0.3582) loss_vfl_dn_4: 0.3606 (0.3557) loss_vfl_dn_5: 0.3594 (0.3550) time: 0.5023 data: 0.0142 max mem: 5654 Epoch: [56] Total time: 1:00:42 (0.4927 s / it) Averaged stats: lr: 0.000010 loss: 15.6601 (15.4223) loss_bbox: 0.1403 (0.1492) loss_bbox_aux_0: 0.1521 (0.1613) loss_bbox_aux_1: 0.1437 (0.1539) loss_bbox_aux_2: 0.1459 (0.1513) loss_bbox_aux_3: 0.1402 (0.1497) loss_bbox_aux_4: 0.1374 (0.1490) loss_bbox_aux_5: 0.1897 (0.1969) loss_bbox_dn_0: 0.2372 (0.2573) loss_bbox_dn_1: 0.1814 (0.1877) loss_bbox_dn_2: 0.1654 (0.1674) loss_bbox_dn_3: 0.1600 (0.1616) loss_bbox_dn_4: 0.1583 (0.1602) loss_bbox_dn_5: 0.1583 (0.1602) loss_giou: 0.4666 (0.4638) loss_giou_aux_0: 0.4720 (0.4865) loss_giou_aux_1: 0.4787 (0.4736) loss_giou_aux_2: 0.4673 (0.4681) loss_giou_aux_3: 0.4625 (0.4651) loss_giou_aux_4: 0.4558 (0.4636) loss_giou_aux_5: 0.5326 (0.5491) loss_giou_dn_0: 0.5785 (0.5642) loss_giou_dn_1: 0.4699 (0.4567) loss_giou_dn_2: 0.4446 (0.4259) loss_giou_dn_3: 0.4326 (0.4177) loss_giou_dn_4: 0.4299 (0.4156) loss_giou_dn_5: 0.4303 (0.4158) loss_vfl: 0.6809 (0.6587) loss_vfl_aux_0: 0.7333 (0.7562) loss_vfl_aux_1: 0.7213 (0.7108) loss_vfl_aux_2: 0.6921 (0.6849) loss_vfl_aux_3: 0.6892 (0.6706) loss_vfl_aux_4: 0.6821 (0.6632) loss_vfl_aux_5: 0.7381 (0.7437) loss_vfl_dn_0: 0.4522 (0.4471) loss_vfl_dn_1: 0.3871 (0.3813) loss_vfl_dn_2: 0.3728 (0.3654) loss_vfl_dn_3: 0.3628 (0.3582) loss_vfl_dn_4: 0.3606 (0.3557) loss_vfl_dn_5: 0.3594 (0.3550) Test: [ 0/157] eta: 0:04:23 time: 1.6791 data: 1.2500 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5117 data: 0.1367 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3914 data: 0.0264 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3854 data: 0.0261 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3872 data: 0.0254 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3956 data: 0.0264 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.3998 data: 0.0265 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3975 data: 0.0266 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.4010 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:27 time: 0.4028 data: 0.0256 max mem: 5654 Test: [100/157] eta: 0:00:23 time: 0.3929 data: 0.0253 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.6960 data: 0.0251 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.6960 data: 0.0257 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3890 data: 0.0257 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3839 data: 0.0257 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3712 data: 0.0261 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3600 data: 0.0248 max mem: 5654 Test: Total time: 0:01:08 (0.4390 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.14s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 56, 'coco_eval_bbox': 0.5316288688767281} Epoch: [57] [ 0/7393] eta: 1 day, 4:18:43 lr: 0.000010 loss: 16.0527 (16.0527) loss_bbox: 0.1186 (0.1186) loss_bbox_aux_0: 0.1129 (0.1129) loss_bbox_aux_1: 0.1048 (0.1048) loss_bbox_aux_2: 0.1062 (0.1062) loss_bbox_aux_3: 0.1115 (0.1115) loss_bbox_aux_4: 0.1185 (0.1185) loss_bbox_aux_5: 0.1435 (0.1435) loss_bbox_dn_0: 0.1626 (0.1626) loss_bbox_dn_1: 0.1195 (0.1195) loss_bbox_dn_2: 0.1097 (0.1097) loss_bbox_dn_3: 0.1083 (0.1083) loss_bbox_dn_4: 0.1085 (0.1085) loss_bbox_dn_5: 0.1085 (0.1085) loss_giou: 0.5950 (0.5950) loss_giou_aux_0: 0.6005 (0.6005) loss_giou_aux_1: 0.5868 (0.5868) loss_giou_aux_2: 0.5817 (0.5817) loss_giou_aux_3: 0.5961 (0.5961) loss_giou_aux_4: 0.5948 (0.5948) loss_giou_aux_5: 0.6638 (0.6638) loss_giou_dn_0: 0.6536 (0.6536) loss_giou_dn_1: 0.5503 (0.5503) loss_giou_dn_2: 0.5202 (0.5202) loss_giou_dn_3: 0.5160 (0.5160) loss_giou_dn_4: 0.5149 (0.5149) loss_giou_dn_5: 0.5150 (0.5150) loss_vfl: 0.6301 (0.6301) loss_vfl_aux_0: 0.7178 (0.7178) loss_vfl_aux_1: 0.6814 (0.6814) loss_vfl_aux_2: 0.6741 (0.6741) loss_vfl_aux_3: 0.6410 (0.6410) loss_vfl_aux_4: 0.6334 (0.6334) loss_vfl_aux_5: 0.7086 (0.7086) loss_vfl_dn_0: 0.4410 (0.4410) loss_vfl_dn_1: 0.3847 (0.3847) loss_vfl_dn_2: 0.3852 (0.3852) loss_vfl_dn_3: 0.3786 (0.3786) loss_vfl_dn_4: 0.3776 (0.3776) loss_vfl_dn_5: 0.3776 (0.3776) time: 13.7865 data: 3.5664 max mem: 5654 Epoch: [57] [ 100/7393] eta: 1:17:16 lr: 0.000010 loss: 15.2498 (15.3382) loss_bbox: 0.1509 (0.1537) loss_bbox_aux_0: 0.1535 (0.1639) loss_bbox_aux_1: 0.1557 (0.1547) loss_bbox_aux_2: 0.1485 (0.1536) loss_bbox_aux_3: 0.1471 (0.1520) loss_bbox_aux_4: 0.1489 (0.1530) loss_bbox_aux_5: 0.2030 (0.2037) loss_bbox_dn_0: 0.2708 (0.2697) loss_bbox_dn_1: 0.1966 (0.1963) loss_bbox_dn_2: 0.1682 (0.1751) loss_bbox_dn_3: 0.1620 (0.1688) loss_bbox_dn_4: 0.1574 (0.1672) loss_bbox_dn_5: 0.1574 (0.1672) loss_giou: 0.4381 (0.4533) loss_giou_aux_0: 0.4459 (0.4722) loss_giou_aux_1: 0.4440 (0.4605) loss_giou_aux_2: 0.4457 (0.4569) loss_giou_aux_3: 0.4389 (0.4531) loss_giou_aux_4: 0.4380 (0.4528) loss_giou_aux_5: 0.5075 (0.5360) loss_giou_dn_0: 0.5555 (0.5551) loss_giou_dn_1: 0.4348 (0.4471) loss_giou_dn_2: 0.4130 (0.4169) loss_giou_dn_3: 0.4069 (0.4086) loss_giou_dn_4: 0.4035 (0.4065) loss_giou_dn_5: 0.4037 (0.4068) loss_vfl: 0.6385 (0.6518) loss_vfl_aux_0: 0.7304 (0.7617) loss_vfl_aux_1: 0.6995 (0.7171) loss_vfl_aux_2: 0.6594 (0.6828) loss_vfl_aux_3: 0.6710 (0.6705) loss_vfl_aux_4: 0.6521 (0.6574) loss_vfl_aux_5: 0.7291 (0.7450) loss_vfl_dn_0: 0.4414 (0.4461) loss_vfl_dn_1: 0.3788 (0.3791) loss_vfl_dn_2: 0.3642 (0.3624) loss_vfl_dn_3: 0.3609 (0.3549) loss_vfl_dn_4: 0.3583 (0.3526) loss_vfl_dn_5: 0.3574 (0.3517) time: 0.4978 data: 0.0144 max mem: 5654 Epoch: [57] [ 200/7393] eta: 1:07:18 lr: 0.000010 loss: 15.3439 (15.4464) loss_bbox: 0.1354 (0.1496) loss_bbox_aux_0: 0.1480 (0.1605) loss_bbox_aux_1: 0.1387 (0.1523) loss_bbox_aux_2: 0.1384 (0.1509) loss_bbox_aux_3: 0.1423 (0.1491) loss_bbox_aux_4: 0.1350 (0.1495) loss_bbox_aux_5: 0.1894 (0.1973) loss_bbox_dn_0: 0.2548 (0.2590) loss_bbox_dn_1: 0.1830 (0.1885) loss_bbox_dn_2: 0.1591 (0.1683) loss_bbox_dn_3: 0.1565 (0.1627) loss_bbox_dn_4: 0.1517 (0.1611) loss_bbox_dn_5: 0.1517 (0.1611) loss_giou: 0.4374 (0.4680) loss_giou_aux_0: 0.4574 (0.4888) loss_giou_aux_1: 0.4406 (0.4768) loss_giou_aux_2: 0.4241 (0.4726) loss_giou_aux_3: 0.4177 (0.4682) loss_giou_aux_4: 0.4147 (0.4680) loss_giou_aux_5: 0.5192 (0.5503) loss_giou_dn_0: 0.5650 (0.5656) loss_giou_dn_1: 0.4522 (0.4581) loss_giou_dn_2: 0.4245 (0.4275) loss_giou_dn_3: 0.4163 (0.4191) loss_giou_dn_4: 0.4118 (0.4169) loss_giou_dn_5: 0.4121 (0.4172) loss_vfl: 0.6621 (0.6532) loss_vfl_aux_0: 0.7312 (0.7574) loss_vfl_aux_1: 0.7071 (0.7150) loss_vfl_aux_2: 0.6775 (0.6833) loss_vfl_aux_3: 0.6694 (0.6704) loss_vfl_aux_4: 0.6575 (0.6585) loss_vfl_aux_5: 0.7341 (0.7431) loss_vfl_dn_0: 0.4459 (0.4470) loss_vfl_dn_1: 0.3845 (0.3812) loss_vfl_dn_2: 0.3683 (0.3646) loss_vfl_dn_3: 0.3617 (0.3572) loss_vfl_dn_4: 0.3586 (0.3547) loss_vfl_dn_5: 0.3591 (0.3539) time: 0.4890 data: 0.0147 max mem: 5654 Epoch: [57] [ 300/7393] eta: 1:03:17 lr: 0.000010 loss: 15.3470 (15.4118) loss_bbox: 0.1347 (0.1492) loss_bbox_aux_0: 0.1573 (0.1605) loss_bbox_aux_1: 0.1450 (0.1518) loss_bbox_aux_2: 0.1379 (0.1506) loss_bbox_aux_3: 0.1372 (0.1487) loss_bbox_aux_4: 0.1395 (0.1488) loss_bbox_aux_5: 0.2014 (0.1973) loss_bbox_dn_0: 0.2596 (0.2575) loss_bbox_dn_1: 0.1802 (0.1880) loss_bbox_dn_2: 0.1545 (0.1677) loss_bbox_dn_3: 0.1503 (0.1621) loss_bbox_dn_4: 0.1472 (0.1606) loss_bbox_dn_5: 0.1472 (0.1606) loss_giou: 0.4516 (0.4651) loss_giou_aux_0: 0.4804 (0.4866) loss_giou_aux_1: 0.4673 (0.4732) loss_giou_aux_2: 0.4538 (0.4694) loss_giou_aux_3: 0.4529 (0.4655) loss_giou_aux_4: 0.4513 (0.4649) loss_giou_aux_5: 0.5413 (0.5486) loss_giou_dn_0: 0.5663 (0.5642) loss_giou_dn_1: 0.4416 (0.4564) loss_giou_dn_2: 0.4079 (0.4259) loss_giou_dn_3: 0.4034 (0.4177) loss_giou_dn_4: 0.4003 (0.4155) loss_giou_dn_5: 0.4005 (0.4157) loss_vfl: 0.6586 (0.6539) loss_vfl_aux_0: 0.7247 (0.7564) loss_vfl_aux_1: 0.7071 (0.7159) loss_vfl_aux_2: 0.6625 (0.6831) loss_vfl_aux_3: 0.6518 (0.6690) loss_vfl_aux_4: 0.6540 (0.6592) loss_vfl_aux_5: 0.7298 (0.7426) loss_vfl_dn_0: 0.4486 (0.4471) loss_vfl_dn_1: 0.3831 (0.3814) loss_vfl_dn_2: 0.3612 (0.3646) loss_vfl_dn_3: 0.3510 (0.3575) loss_vfl_dn_4: 0.3460 (0.3548) loss_vfl_dn_5: 0.3454 (0.3541) time: 0.4822 data: 0.0149 max mem: 5654 Epoch: [57] [ 400/7393] eta: 1:00:56 lr: 0.000010 loss: 15.4298 (15.4014) loss_bbox: 0.1430 (0.1486) loss_bbox_aux_0: 0.1665 (0.1605) loss_bbox_aux_1: 0.1511 (0.1517) loss_bbox_aux_2: 0.1560 (0.1503) loss_bbox_aux_3: 0.1435 (0.1482) loss_bbox_aux_4: 0.1430 (0.1483) loss_bbox_aux_5: 0.1933 (0.1971) loss_bbox_dn_0: 0.2727 (0.2584) loss_bbox_dn_1: 0.1993 (0.1889) loss_bbox_dn_2: 0.1790 (0.1685) loss_bbox_dn_3: 0.1695 (0.1628) loss_bbox_dn_4: 0.1687 (0.1613) loss_bbox_dn_5: 0.1687 (0.1613) loss_giou: 0.4385 (0.4620) loss_giou_aux_0: 0.4562 (0.4838) loss_giou_aux_1: 0.4396 (0.4701) loss_giou_aux_2: 0.4404 (0.4663) loss_giou_aux_3: 0.4392 (0.4625) loss_giou_aux_4: 0.4384 (0.4620) loss_giou_aux_5: 0.5217 (0.5458) loss_giou_dn_0: 0.5405 (0.5635) loss_giou_dn_1: 0.4356 (0.4561) loss_giou_dn_2: 0.3984 (0.4254) loss_giou_dn_3: 0.3913 (0.4171) loss_giou_dn_4: 0.3886 (0.4150) loss_giou_dn_5: 0.3886 (0.4152) loss_vfl: 0.6783 (0.6569) loss_vfl_aux_0: 0.7791 (0.7580) loss_vfl_aux_1: 0.7163 (0.7172) loss_vfl_aux_2: 0.6946 (0.6848) loss_vfl_aux_3: 0.6661 (0.6699) loss_vfl_aux_4: 0.6795 (0.6614) loss_vfl_aux_5: 0.7634 (0.7454) loss_vfl_dn_0: 0.4450 (0.4465) loss_vfl_dn_1: 0.3789 (0.3807) loss_vfl_dn_2: 0.3605 (0.3642) loss_vfl_dn_3: 0.3549 (0.3571) loss_vfl_dn_4: 0.3530 (0.3545) loss_vfl_dn_5: 0.3535 (0.3537) time: 0.4895 data: 0.0145 max mem: 5654 Epoch: [57] [ 500/7393] eta: 0:59:07 lr: 0.000010 loss: 15.1659 (15.4555) loss_bbox: 0.1489 (0.1492) loss_bbox_aux_0: 0.1569 (0.1610) loss_bbox_aux_1: 0.1507 (0.1525) loss_bbox_aux_2: 0.1520 (0.1513) loss_bbox_aux_3: 0.1498 (0.1490) loss_bbox_aux_4: 0.1489 (0.1489) loss_bbox_aux_5: 0.1900 (0.1969) loss_bbox_dn_0: 0.2449 (0.2578) loss_bbox_dn_1: 0.1685 (0.1886) loss_bbox_dn_2: 0.1537 (0.1683) loss_bbox_dn_3: 0.1444 (0.1627) loss_bbox_dn_4: 0.1444 (0.1612) loss_bbox_dn_5: 0.1444 (0.1612) loss_giou: 0.4611 (0.4656) loss_giou_aux_0: 0.4812 (0.4880) loss_giou_aux_1: 0.4701 (0.4742) loss_giou_aux_2: 0.4655 (0.4702) loss_giou_aux_3: 0.4623 (0.4666) loss_giou_aux_4: 0.4611 (0.4659) loss_giou_aux_5: 0.5446 (0.5498) loss_giou_dn_0: 0.5542 (0.5666) loss_giou_dn_1: 0.4494 (0.4592) loss_giou_dn_2: 0.4164 (0.4285) loss_giou_dn_3: 0.4028 (0.4202) loss_giou_dn_4: 0.4001 (0.4181) loss_giou_dn_5: 0.4003 (0.4183) loss_vfl: 0.6301 (0.6582) loss_vfl_aux_0: 0.7207 (0.7576) loss_vfl_aux_1: 0.6957 (0.7158) loss_vfl_aux_2: 0.6534 (0.6852) loss_vfl_aux_3: 0.6387 (0.6708) loss_vfl_aux_4: 0.6422 (0.6626) loss_vfl_aux_5: 0.7323 (0.7439) loss_vfl_dn_0: 0.4384 (0.4464) loss_vfl_dn_1: 0.3784 (0.3813) loss_vfl_dn_2: 0.3607 (0.3652) loss_vfl_dn_3: 0.3560 (0.3581) loss_vfl_dn_4: 0.3551 (0.3555) loss_vfl_dn_5: 0.3554 (0.3548) time: 0.4992 data: 0.0142 max mem: 5654 Epoch: [57] [ 600/7393] eta: 0:57:38 lr: 0.000010 loss: 15.4245 (15.4374) loss_bbox: 0.1355 (0.1486) loss_bbox_aux_0: 0.1413 (0.1606) loss_bbox_aux_1: 0.1373 (0.1521) loss_bbox_aux_2: 0.1378 (0.1507) loss_bbox_aux_3: 0.1303 (0.1486) loss_bbox_aux_4: 0.1374 (0.1484) loss_bbox_aux_5: 0.1765 (0.1966) loss_bbox_dn_0: 0.2391 (0.2577) loss_bbox_dn_1: 0.1714 (0.1883) loss_bbox_dn_2: 0.1491 (0.1678) loss_bbox_dn_3: 0.1412 (0.1622) loss_bbox_dn_4: 0.1414 (0.1608) loss_bbox_dn_5: 0.1414 (0.1608) loss_giou: 0.4798 (0.4644) loss_giou_aux_0: 0.4926 (0.4867) loss_giou_aux_1: 0.4913 (0.4730) loss_giou_aux_2: 0.4814 (0.4688) loss_giou_aux_3: 0.4822 (0.4653) loss_giou_aux_4: 0.4832 (0.4645) loss_giou_aux_5: 0.5544 (0.5493) loss_giou_dn_0: 0.5563 (0.5660) loss_giou_dn_1: 0.4638 (0.4584) loss_giou_dn_2: 0.4302 (0.4274) loss_giou_dn_3: 0.4212 (0.4191) loss_giou_dn_4: 0.4189 (0.4171) loss_giou_dn_5: 0.4189 (0.4173) loss_vfl: 0.6288 (0.6586) loss_vfl_aux_0: 0.7303 (0.7591) loss_vfl_aux_1: 0.6938 (0.7164) loss_vfl_aux_2: 0.6581 (0.6858) loss_vfl_aux_3: 0.6418 (0.6717) loss_vfl_aux_4: 0.6351 (0.6635) loss_vfl_aux_5: 0.7215 (0.7439) loss_vfl_dn_0: 0.4455 (0.4459) loss_vfl_dn_1: 0.3775 (0.3806) loss_vfl_dn_2: 0.3648 (0.3647) loss_vfl_dn_3: 0.3567 (0.3576) loss_vfl_dn_4: 0.3530 (0.3550) loss_vfl_dn_5: 0.3522 (0.3543) time: 0.4787 data: 0.0144 max mem: 5654 Epoch: [57] [ 700/7393] eta: 0:56:22 lr: 0.000010 loss: 14.9995 (15.4466) loss_bbox: 0.1283 (0.1478) loss_bbox_aux_0: 0.1477 (0.1603) loss_bbox_aux_1: 0.1391 (0.1517) loss_bbox_aux_2: 0.1302 (0.1500) loss_bbox_aux_3: 0.1302 (0.1479) loss_bbox_aux_4: 0.1322 (0.1477) loss_bbox_aux_5: 0.2044 (0.1965) loss_bbox_dn_0: 0.2509 (0.2576) loss_bbox_dn_1: 0.1830 (0.1883) loss_bbox_dn_2: 0.1593 (0.1678) loss_bbox_dn_3: 0.1488 (0.1622) loss_bbox_dn_4: 0.1484 (0.1608) loss_bbox_dn_5: 0.1486 (0.1608) loss_giou: 0.3893 (0.4636) loss_giou_aux_0: 0.4117 (0.4864) loss_giou_aux_1: 0.3981 (0.4729) loss_giou_aux_2: 0.4010 (0.4682) loss_giou_aux_3: 0.3879 (0.4646) loss_giou_aux_4: 0.3872 (0.4638) loss_giou_aux_5: 0.4701 (0.5493) loss_giou_dn_0: 0.5373 (0.5666) loss_giou_dn_1: 0.4353 (0.4587) loss_giou_dn_2: 0.3971 (0.4277) loss_giou_dn_3: 0.3882 (0.4193) loss_giou_dn_4: 0.3863 (0.4173) loss_giou_dn_5: 0.3876 (0.4175) loss_vfl: 0.6485 (0.6609) loss_vfl_aux_0: 0.7638 (0.7605) loss_vfl_aux_1: 0.7033 (0.7173) loss_vfl_aux_2: 0.6783 (0.6882) loss_vfl_aux_3: 0.6751 (0.6739) loss_vfl_aux_4: 0.6598 (0.6655) loss_vfl_aux_5: 0.7373 (0.7442) loss_vfl_dn_0: 0.4481 (0.4464) loss_vfl_dn_1: 0.3785 (0.3811) loss_vfl_dn_2: 0.3676 (0.3651) loss_vfl_dn_3: 0.3587 (0.3580) loss_vfl_dn_4: 0.3539 (0.3555) loss_vfl_dn_5: 0.3550 (0.3547) time: 0.4752 data: 0.0145 max mem: 5654 Epoch: [57] [ 800/7393] eta: 0:55:07 lr: 0.000010 loss: 15.0282 (15.4324) loss_bbox: 0.1375 (0.1481) loss_bbox_aux_0: 0.1502 (0.1607) loss_bbox_aux_1: 0.1417 (0.1523) loss_bbox_aux_2: 0.1385 (0.1502) loss_bbox_aux_3: 0.1371 (0.1480) loss_bbox_aux_4: 0.1375 (0.1480) loss_bbox_aux_5: 0.1928 (0.1975) loss_bbox_dn_0: 0.2167 (0.2585) loss_bbox_dn_1: 0.1630 (0.1890) loss_bbox_dn_2: 0.1545 (0.1685) loss_bbox_dn_3: 0.1479 (0.1628) loss_bbox_dn_4: 0.1472 (0.1614) loss_bbox_dn_5: 0.1472 (0.1614) loss_giou: 0.4563 (0.4622) loss_giou_aux_0: 0.4644 (0.4848) loss_giou_aux_1: 0.4556 (0.4717) loss_giou_aux_2: 0.4533 (0.4667) loss_giou_aux_3: 0.4452 (0.4632) loss_giou_aux_4: 0.4441 (0.4624) loss_giou_aux_5: 0.5143 (0.5481) loss_giou_dn_0: 0.5680 (0.5657) loss_giou_dn_1: 0.4432 (0.4579) loss_giou_dn_2: 0.4104 (0.4269) loss_giou_dn_3: 0.4028 (0.4185) loss_giou_dn_4: 0.3985 (0.4165) loss_giou_dn_5: 0.3985 (0.4166) loss_vfl: 0.6493 (0.6600) loss_vfl_aux_0: 0.7633 (0.7596) loss_vfl_aux_1: 0.7010 (0.7159) loss_vfl_aux_2: 0.6750 (0.6876) loss_vfl_aux_3: 0.6804 (0.6733) loss_vfl_aux_4: 0.6502 (0.6644) loss_vfl_aux_5: 0.7496 (0.7435) loss_vfl_dn_0: 0.4417 (0.4465) loss_vfl_dn_1: 0.3745 (0.3810) loss_vfl_dn_2: 0.3609 (0.3652) loss_vfl_dn_3: 0.3544 (0.3580) loss_vfl_dn_4: 0.3492 (0.3554) loss_vfl_dn_5: 0.3478 (0.3547) time: 0.4787 data: 0.0139 max mem: 5654 Epoch: [57] [ 900/7393] eta: 0:54:04 lr: 0.000010 loss: 15.5415 (15.4294) loss_bbox: 0.1374 (0.1480) loss_bbox_aux_0: 0.1461 (0.1606) loss_bbox_aux_1: 0.1408 (0.1523) loss_bbox_aux_2: 0.1361 (0.1501) loss_bbox_aux_3: 0.1340 (0.1480) loss_bbox_aux_4: 0.1357 (0.1480) loss_bbox_aux_5: 0.1716 (0.1971) loss_bbox_dn_0: 0.2035 (0.2575) loss_bbox_dn_1: 0.1581 (0.1882) loss_bbox_dn_2: 0.1412 (0.1678) loss_bbox_dn_3: 0.1311 (0.1621) loss_bbox_dn_4: 0.1314 (0.1607) loss_bbox_dn_5: 0.1315 (0.1607) loss_giou: 0.4718 (0.4635) loss_giou_aux_0: 0.5017 (0.4861) loss_giou_aux_1: 0.4823 (0.4729) loss_giou_aux_2: 0.4820 (0.4680) loss_giou_aux_3: 0.4777 (0.4646) loss_giou_aux_4: 0.4716 (0.4638) loss_giou_aux_5: 0.5457 (0.5494) loss_giou_dn_0: 0.5791 (0.5660) loss_giou_dn_1: 0.4817 (0.4582) loss_giou_dn_2: 0.4500 (0.4272) loss_giou_dn_3: 0.4379 (0.4189) loss_giou_dn_4: 0.4342 (0.4169) loss_giou_dn_5: 0.4338 (0.4170) loss_vfl: 0.6111 (0.6587) loss_vfl_aux_0: 0.7129 (0.7583) loss_vfl_aux_1: 0.6769 (0.7143) loss_vfl_aux_2: 0.6352 (0.6862) loss_vfl_aux_3: 0.6258 (0.6718) loss_vfl_aux_4: 0.6140 (0.6630) loss_vfl_aux_5: 0.6871 (0.7417) loss_vfl_dn_0: 0.4424 (0.4466) loss_vfl_dn_1: 0.3810 (0.3812) loss_vfl_dn_2: 0.3614 (0.3653) loss_vfl_dn_3: 0.3536 (0.3582) loss_vfl_dn_4: 0.3524 (0.3556) loss_vfl_dn_5: 0.3512 (0.3549) time: 0.4845 data: 0.0140 max mem: 5654 Epoch: [57] [1000/7393] eta: 0:53:10 lr: 0.000010 loss: 15.2098 (15.4107) loss_bbox: 0.1386 (0.1479) loss_bbox_aux_0: 0.1571 (0.1605) loss_bbox_aux_1: 0.1429 (0.1523) loss_bbox_aux_2: 0.1336 (0.1502) loss_bbox_aux_3: 0.1382 (0.1480) loss_bbox_aux_4: 0.1363 (0.1479) loss_bbox_aux_5: 0.1816 (0.1970) loss_bbox_dn_0: 0.2085 (0.2576) loss_bbox_dn_1: 0.1526 (0.1884) loss_bbox_dn_2: 0.1433 (0.1679) loss_bbox_dn_3: 0.1409 (0.1622) loss_bbox_dn_4: 0.1391 (0.1608) loss_bbox_dn_5: 0.1391 (0.1608) loss_giou: 0.4392 (0.4622) loss_giou_aux_0: 0.4558 (0.4848) loss_giou_aux_1: 0.4619 (0.4715) loss_giou_aux_2: 0.4592 (0.4667) loss_giou_aux_3: 0.4514 (0.4633) loss_giou_aux_4: 0.4391 (0.4625) loss_giou_aux_5: 0.5212 (0.5481) loss_giou_dn_0: 0.5788 (0.5651) loss_giou_dn_1: 0.4714 (0.4574) loss_giou_dn_2: 0.4420 (0.4264) loss_giou_dn_3: 0.4351 (0.4180) loss_giou_dn_4: 0.4314 (0.4160) loss_giou_dn_5: 0.4315 (0.4162) loss_vfl: 0.6589 (0.6585) loss_vfl_aux_0: 0.7431 (0.7575) loss_vfl_aux_1: 0.6821 (0.7139) loss_vfl_aux_2: 0.6684 (0.6856) loss_vfl_aux_3: 0.6531 (0.6714) loss_vfl_aux_4: 0.6585 (0.6627) loss_vfl_aux_5: 0.7409 (0.7413) loss_vfl_dn_0: 0.4387 (0.4464) loss_vfl_dn_1: 0.3791 (0.3809) loss_vfl_dn_2: 0.3621 (0.3650) loss_vfl_dn_3: 0.3580 (0.3578) loss_vfl_dn_4: 0.3548 (0.3553) loss_vfl_dn_5: 0.3541 (0.3545) time: 0.4851 data: 0.0141 max mem: 5654 Epoch: [57] [1100/7393] eta: 0:52:10 lr: 0.000010 loss: 15.1484 (15.4222) loss_bbox: 0.1355 (0.1481) loss_bbox_aux_0: 0.1503 (0.1607) loss_bbox_aux_1: 0.1507 (0.1525) loss_bbox_aux_2: 0.1398 (0.1503) loss_bbox_aux_3: 0.1351 (0.1482) loss_bbox_aux_4: 0.1316 (0.1481) loss_bbox_aux_5: 0.1732 (0.1968) loss_bbox_dn_0: 0.2168 (0.2573) loss_bbox_dn_1: 0.1497 (0.1884) loss_bbox_dn_2: 0.1363 (0.1680) loss_bbox_dn_3: 0.1315 (0.1623) loss_bbox_dn_4: 0.1319 (0.1610) loss_bbox_dn_5: 0.1319 (0.1610) loss_giou: 0.4490 (0.4638) loss_giou_aux_0: 0.4627 (0.4865) loss_giou_aux_1: 0.4521 (0.4732) loss_giou_aux_2: 0.4243 (0.4683) loss_giou_aux_3: 0.4347 (0.4650) loss_giou_aux_4: 0.4358 (0.4641) loss_giou_aux_5: 0.5034 (0.5492) loss_giou_dn_0: 0.5528 (0.5658) loss_giou_dn_1: 0.4552 (0.4582) loss_giou_dn_2: 0.4246 (0.4273) loss_giou_dn_3: 0.4163 (0.4190) loss_giou_dn_4: 0.4127 (0.4170) loss_giou_dn_5: 0.4128 (0.4172) loss_vfl: 0.6246 (0.6581) loss_vfl_aux_0: 0.7123 (0.7562) loss_vfl_aux_1: 0.6582 (0.7125) loss_vfl_aux_2: 0.6358 (0.6848) loss_vfl_aux_3: 0.6300 (0.6706) loss_vfl_aux_4: 0.6238 (0.6621) loss_vfl_aux_5: 0.7016 (0.7402) loss_vfl_dn_0: 0.4477 (0.4463) loss_vfl_dn_1: 0.3786 (0.3809) loss_vfl_dn_2: 0.3645 (0.3651) loss_vfl_dn_3: 0.3600 (0.3579) loss_vfl_dn_4: 0.3573 (0.3554) loss_vfl_dn_5: 0.3578 (0.3547) time: 0.4763 data: 0.0139 max mem: 5654 Epoch: [57] [1200/7393] eta: 0:51:48 lr: 0.000010 loss: 15.3321 (15.4285) loss_bbox: 0.1530 (0.1484) loss_bbox_aux_0: 0.1569 (0.1608) loss_bbox_aux_1: 0.1587 (0.1528) loss_bbox_aux_2: 0.1511 (0.1505) loss_bbox_aux_3: 0.1543 (0.1483) loss_bbox_aux_4: 0.1530 (0.1484) loss_bbox_aux_5: 0.1860 (0.1967) loss_bbox_dn_0: 0.2282 (0.2573) loss_bbox_dn_1: 0.1680 (0.1884) loss_bbox_dn_2: 0.1525 (0.1680) loss_bbox_dn_3: 0.1500 (0.1623) loss_bbox_dn_4: 0.1500 (0.1609) loss_bbox_dn_5: 0.1500 (0.1609) loss_giou: 0.4942 (0.4644) loss_giou_aux_0: 0.5151 (0.4869) loss_giou_aux_1: 0.5039 (0.4740) loss_giou_aux_2: 0.4929 (0.4689) loss_giou_aux_3: 0.4876 (0.4656) loss_giou_aux_4: 0.4939 (0.4648) loss_giou_aux_5: 0.5804 (0.5497) loss_giou_dn_0: 0.5773 (0.5661) loss_giou_dn_1: 0.4568 (0.4586) loss_giou_dn_2: 0.4341 (0.4276) loss_giou_dn_3: 0.4310 (0.4193) loss_giou_dn_4: 0.4306 (0.4173) loss_giou_dn_5: 0.4322 (0.4175) loss_vfl: 0.6229 (0.6580) loss_vfl_aux_0: 0.7303 (0.7562) loss_vfl_aux_1: 0.6593 (0.7118) loss_vfl_aux_2: 0.6637 (0.6849) loss_vfl_aux_3: 0.6435 (0.6708) loss_vfl_aux_4: 0.6285 (0.6619) loss_vfl_aux_5: 0.7090 (0.7399) loss_vfl_dn_0: 0.4432 (0.4463) loss_vfl_dn_1: 0.3806 (0.3810) loss_vfl_dn_2: 0.3606 (0.3651) loss_vfl_dn_3: 0.3556 (0.3580) loss_vfl_dn_4: 0.3544 (0.3555) loss_vfl_dn_5: 0.3531 (0.3548) time: 0.4840 data: 0.0136 max mem: 5654 Epoch: [57] [1300/7393] eta: 0:50:47 lr: 0.000010 loss: 15.2858 (15.4407) loss_bbox: 0.1357 (0.1483) loss_bbox_aux_0: 0.1409 (0.1605) loss_bbox_aux_1: 0.1412 (0.1527) loss_bbox_aux_2: 0.1393 (0.1503) loss_bbox_aux_3: 0.1352 (0.1482) loss_bbox_aux_4: 0.1357 (0.1483) loss_bbox_aux_5: 0.1874 (0.1964) loss_bbox_dn_0: 0.2342 (0.2565) loss_bbox_dn_1: 0.1672 (0.1878) loss_bbox_dn_2: 0.1396 (0.1675) loss_bbox_dn_3: 0.1341 (0.1618) loss_bbox_dn_4: 0.1312 (0.1605) loss_bbox_dn_5: 0.1312 (0.1605) loss_giou: 0.4536 (0.4664) loss_giou_aux_0: 0.4869 (0.4887) loss_giou_aux_1: 0.4746 (0.4758) loss_giou_aux_2: 0.4681 (0.4708) loss_giou_aux_3: 0.4590 (0.4675) loss_giou_aux_4: 0.4539 (0.4668) loss_giou_aux_5: 0.5483 (0.5513) loss_giou_dn_0: 0.5471 (0.5674) loss_giou_dn_1: 0.4564 (0.4598) loss_giou_dn_2: 0.4263 (0.4288) loss_giou_dn_3: 0.4127 (0.4206) loss_giou_dn_4: 0.4084 (0.4186) loss_giou_dn_5: 0.4084 (0.4187) loss_vfl: 0.6490 (0.6574) loss_vfl_aux_0: 0.7343 (0.7552) loss_vfl_aux_1: 0.6906 (0.7108) loss_vfl_aux_2: 0.6803 (0.6842) loss_vfl_aux_3: 0.6564 (0.6703) loss_vfl_aux_4: 0.6476 (0.6612) loss_vfl_aux_5: 0.7300 (0.7391) loss_vfl_dn_0: 0.4391 (0.4462) loss_vfl_dn_1: 0.3833 (0.3813) loss_vfl_dn_2: 0.3669 (0.3654) loss_vfl_dn_3: 0.3577 (0.3584) loss_vfl_dn_4: 0.3546 (0.3558) loss_vfl_dn_5: 0.3554 (0.3551) time: 0.4870 data: 0.0136 max mem: 5654 Epoch: [57] [1400/7393] eta: 0:49:50 lr: 0.000010 loss: 15.0496 (15.4329) loss_bbox: 0.1313 (0.1480) loss_bbox_aux_0: 0.1488 (0.1604) loss_bbox_aux_1: 0.1408 (0.1526) loss_bbox_aux_2: 0.1315 (0.1501) loss_bbox_aux_3: 0.1314 (0.1480) loss_bbox_aux_4: 0.1276 (0.1481) loss_bbox_aux_5: 0.1900 (0.1964) loss_bbox_dn_0: 0.2508 (0.2561) loss_bbox_dn_1: 0.1826 (0.1874) loss_bbox_dn_2: 0.1609 (0.1671) loss_bbox_dn_3: 0.1553 (0.1615) loss_bbox_dn_4: 0.1514 (0.1601) loss_bbox_dn_5: 0.1513 (0.1601) loss_giou: 0.4355 (0.4659) loss_giou_aux_0: 0.4441 (0.4883) loss_giou_aux_1: 0.4420 (0.4756) loss_giou_aux_2: 0.4379 (0.4703) loss_giou_aux_3: 0.4373 (0.4670) loss_giou_aux_4: 0.4354 (0.4663) loss_giou_aux_5: 0.4973 (0.5508) loss_giou_dn_0: 0.5389 (0.5669) loss_giou_dn_1: 0.4387 (0.4594) loss_giou_dn_2: 0.3963 (0.4284) loss_giou_dn_3: 0.3920 (0.4202) loss_giou_dn_4: 0.3922 (0.4182) loss_giou_dn_5: 0.3926 (0.4183) loss_vfl: 0.6759 (0.6575) loss_vfl_aux_0: 0.7494 (0.7557) loss_vfl_aux_1: 0.6995 (0.7105) loss_vfl_aux_2: 0.7032 (0.6844) loss_vfl_aux_3: 0.6858 (0.6704) loss_vfl_aux_4: 0.6748 (0.6613) loss_vfl_aux_5: 0.7156 (0.7396) loss_vfl_dn_0: 0.4397 (0.4463) loss_vfl_dn_1: 0.3795 (0.3813) loss_vfl_dn_2: 0.3614 (0.3654) loss_vfl_dn_3: 0.3512 (0.3583) loss_vfl_dn_4: 0.3496 (0.3558) loss_vfl_dn_5: 0.3485 (0.3551) time: 0.4890 data: 0.0138 max mem: 5654 Epoch: [57] [1500/7393] eta: 0:48:54 lr: 0.000010 loss: 15.6998 (15.4241) loss_bbox: 0.1391 (0.1480) loss_bbox_aux_0: 0.1558 (0.1605) loss_bbox_aux_1: 0.1437 (0.1527) loss_bbox_aux_2: 0.1514 (0.1502) loss_bbox_aux_3: 0.1404 (0.1481) loss_bbox_aux_4: 0.1393 (0.1481) loss_bbox_aux_5: 0.1861 (0.1966) loss_bbox_dn_0: 0.2301 (0.2563) loss_bbox_dn_1: 0.1636 (0.1875) loss_bbox_dn_2: 0.1432 (0.1672) loss_bbox_dn_3: 0.1403 (0.1615) loss_bbox_dn_4: 0.1390 (0.1601) loss_bbox_dn_5: 0.1391 (0.1601) loss_giou: 0.4425 (0.4652) loss_giou_aux_0: 0.4642 (0.4878) loss_giou_aux_1: 0.4426 (0.4750) loss_giou_aux_2: 0.4429 (0.4696) loss_giou_aux_3: 0.4438 (0.4662) loss_giou_aux_4: 0.4466 (0.4655) loss_giou_aux_5: 0.5417 (0.5504) loss_giou_dn_0: 0.5765 (0.5666) loss_giou_dn_1: 0.4642 (0.4590) loss_giou_dn_2: 0.4340 (0.4280) loss_giou_dn_3: 0.4283 (0.4198) loss_giou_dn_4: 0.4269 (0.4177) loss_giou_dn_5: 0.4270 (0.4179) loss_vfl: 0.6665 (0.6572) loss_vfl_aux_0: 0.7618 (0.7554) loss_vfl_aux_1: 0.7197 (0.7102) loss_vfl_aux_2: 0.6942 (0.6839) loss_vfl_aux_3: 0.6928 (0.6700) loss_vfl_aux_4: 0.6663 (0.6609) loss_vfl_aux_5: 0.7617 (0.7393) loss_vfl_dn_0: 0.4509 (0.4464) loss_vfl_dn_1: 0.3861 (0.3812) loss_vfl_dn_2: 0.3708 (0.3653) loss_vfl_dn_3: 0.3621 (0.3582) loss_vfl_dn_4: 0.3581 (0.3557) loss_vfl_dn_5: 0.3574 (0.3550) time: 0.4814 data: 0.0141 max mem: 5654 Epoch: [57] [1600/7393] eta: 0:48:00 lr: 0.000010 loss: 15.9692 (15.4223) loss_bbox: 0.1462 (0.1482) loss_bbox_aux_0: 0.1601 (0.1608) loss_bbox_aux_1: 0.1525 (0.1529) loss_bbox_aux_2: 0.1440 (0.1503) loss_bbox_aux_3: 0.1450 (0.1483) loss_bbox_aux_4: 0.1448 (0.1482) loss_bbox_aux_5: 0.1943 (0.1969) loss_bbox_dn_0: 0.2452 (0.2567) loss_bbox_dn_1: 0.1852 (0.1877) loss_bbox_dn_2: 0.1685 (0.1673) loss_bbox_dn_3: 0.1602 (0.1615) loss_bbox_dn_4: 0.1593 (0.1601) loss_bbox_dn_5: 0.1594 (0.1601) loss_giou: 0.4959 (0.4651) loss_giou_aux_0: 0.5070 (0.4878) loss_giou_aux_1: 0.4922 (0.4750) loss_giou_aux_2: 0.4958 (0.4696) loss_giou_aux_3: 0.4918 (0.4662) loss_giou_aux_4: 0.4912 (0.4655) loss_giou_aux_5: 0.5852 (0.5504) loss_giou_dn_0: 0.5778 (0.5664) loss_giou_dn_1: 0.4820 (0.4588) loss_giou_dn_2: 0.4606 (0.4277) loss_giou_dn_3: 0.4492 (0.4195) loss_giou_dn_4: 0.4460 (0.4174) loss_giou_dn_5: 0.4459 (0.4176) loss_vfl: 0.6440 (0.6567) loss_vfl_aux_0: 0.7806 (0.7553) loss_vfl_aux_1: 0.7148 (0.7099) loss_vfl_aux_2: 0.6993 (0.6835) loss_vfl_aux_3: 0.6759 (0.6695) loss_vfl_aux_4: 0.6699 (0.6605) loss_vfl_aux_5: 0.7679 (0.7397) loss_vfl_dn_0: 0.4459 (0.4464) loss_vfl_dn_1: 0.3832 (0.3812) loss_vfl_dn_2: 0.3695 (0.3652) loss_vfl_dn_3: 0.3660 (0.3581) loss_vfl_dn_4: 0.3630 (0.3556) loss_vfl_dn_5: 0.3629 (0.3549) time: 0.4827 data: 0.0143 max mem: 5654 Epoch: [57] [1700/7393] eta: 0:47:06 lr: 0.000010 loss: 15.6430 (15.4192) loss_bbox: 0.1639 (0.1482) loss_bbox_aux_0: 0.1670 (0.1608) loss_bbox_aux_1: 0.1624 (0.1530) loss_bbox_aux_2: 0.1662 (0.1504) loss_bbox_aux_3: 0.1627 (0.1484) loss_bbox_aux_4: 0.1627 (0.1483) loss_bbox_aux_5: 0.1989 (0.1969) loss_bbox_dn_0: 0.2691 (0.2569) loss_bbox_dn_1: 0.1903 (0.1878) loss_bbox_dn_2: 0.1683 (0.1675) loss_bbox_dn_3: 0.1694 (0.1618) loss_bbox_dn_4: 0.1674 (0.1604) loss_bbox_dn_5: 0.1674 (0.1604) loss_giou: 0.4691 (0.4649) loss_giou_aux_0: 0.5097 (0.4876) loss_giou_aux_1: 0.4885 (0.4748) loss_giou_aux_2: 0.4754 (0.4694) loss_giou_aux_3: 0.4724 (0.4660) loss_giou_aux_4: 0.4716 (0.4653) loss_giou_aux_5: 0.5411 (0.5500) loss_giou_dn_0: 0.5712 (0.5660) loss_giou_dn_1: 0.4570 (0.4585) loss_giou_dn_2: 0.4365 (0.4276) loss_giou_dn_3: 0.4267 (0.4193) loss_giou_dn_4: 0.4246 (0.4173) loss_giou_dn_5: 0.4247 (0.4175) loss_vfl: 0.6548 (0.6564) loss_vfl_aux_0: 0.7442 (0.7552) loss_vfl_aux_1: 0.7039 (0.7095) loss_vfl_aux_2: 0.6781 (0.6831) loss_vfl_aux_3: 0.6620 (0.6691) loss_vfl_aux_4: 0.6553 (0.6601) loss_vfl_aux_5: 0.7455 (0.7397) loss_vfl_dn_0: 0.4448 (0.4464) loss_vfl_dn_1: 0.3770 (0.3811) loss_vfl_dn_2: 0.3643 (0.3652) loss_vfl_dn_3: 0.3573 (0.3580) loss_vfl_dn_4: 0.3558 (0.3555) loss_vfl_dn_5: 0.3557 (0.3548) time: 0.4838 data: 0.0141 max mem: 5654 Epoch: [57] [1800/7393] eta: 0:46:12 lr: 0.000010 loss: 16.0912 (15.4184) loss_bbox: 0.1527 (0.1483) loss_bbox_aux_0: 0.1609 (0.1608) loss_bbox_aux_1: 0.1605 (0.1531) loss_bbox_aux_2: 0.1541 (0.1503) loss_bbox_aux_3: 0.1540 (0.1484) loss_bbox_aux_4: 0.1528 (0.1483) loss_bbox_aux_5: 0.1952 (0.1971) loss_bbox_dn_0: 0.2275 (0.2571) loss_bbox_dn_1: 0.1667 (0.1879) loss_bbox_dn_2: 0.1556 (0.1676) loss_bbox_dn_3: 0.1497 (0.1618) loss_bbox_dn_4: 0.1478 (0.1604) loss_bbox_dn_5: 0.1478 (0.1604) loss_giou: 0.4973 (0.4647) loss_giou_aux_0: 0.5248 (0.4873) loss_giou_aux_1: 0.5108 (0.4745) loss_giou_aux_2: 0.5034 (0.4691) loss_giou_aux_3: 0.4967 (0.4658) loss_giou_aux_4: 0.4978 (0.4651) loss_giou_aux_5: 0.5980 (0.5498) loss_giou_dn_0: 0.5778 (0.5658) loss_giou_dn_1: 0.4727 (0.4581) loss_giou_dn_2: 0.4452 (0.4272) loss_giou_dn_3: 0.4398 (0.4190) loss_giou_dn_4: 0.4388 (0.4169) loss_giou_dn_5: 0.4387 (0.4171) loss_vfl: 0.6613 (0.6565) loss_vfl_aux_0: 0.7207 (0.7555) loss_vfl_aux_1: 0.6946 (0.7101) loss_vfl_aux_2: 0.6879 (0.6833) loss_vfl_aux_3: 0.6706 (0.6693) loss_vfl_aux_4: 0.6542 (0.6603) loss_vfl_aux_5: 0.7081 (0.7401) loss_vfl_dn_0: 0.4426 (0.4465) loss_vfl_dn_1: 0.3836 (0.3811) loss_vfl_dn_2: 0.3680 (0.3652) loss_vfl_dn_3: 0.3611 (0.3581) loss_vfl_dn_4: 0.3581 (0.3556) loss_vfl_dn_5: 0.3573 (0.3549) time: 0.4794 data: 0.0140 max mem: 5654 Epoch: [57] [1900/7393] eta: 0:45:18 lr: 0.000010 loss: 14.4345 (15.4191) loss_bbox: 0.1232 (0.1481) loss_bbox_aux_0: 0.1432 (0.1605) loss_bbox_aux_1: 0.1309 (0.1528) loss_bbox_aux_2: 0.1275 (0.1501) loss_bbox_aux_3: 0.1246 (0.1483) loss_bbox_aux_4: 0.1283 (0.1481) loss_bbox_aux_5: 0.1690 (0.1967) loss_bbox_dn_0: 0.2254 (0.2565) loss_bbox_dn_1: 0.1619 (0.1874) loss_bbox_dn_2: 0.1410 (0.1671) loss_bbox_dn_3: 0.1339 (0.1614) loss_bbox_dn_4: 0.1332 (0.1599) loss_bbox_dn_5: 0.1332 (0.1599) loss_giou: 0.4270 (0.4652) loss_giou_aux_0: 0.4574 (0.4878) loss_giou_aux_1: 0.4381 (0.4749) loss_giou_aux_2: 0.4385 (0.4696) loss_giou_aux_3: 0.4312 (0.4663) loss_giou_aux_4: 0.4269 (0.4655) loss_giou_aux_5: 0.5165 (0.5504) loss_giou_dn_0: 0.5118 (0.5661) loss_giou_dn_1: 0.4171 (0.4585) loss_giou_dn_2: 0.3923 (0.4275) loss_giou_dn_3: 0.3831 (0.4193) loss_giou_dn_4: 0.3811 (0.4173) loss_giou_dn_5: 0.3810 (0.4174) loss_vfl: 0.6494 (0.6566) loss_vfl_aux_0: 0.7419 (0.7555) loss_vfl_aux_1: 0.6966 (0.7102) loss_vfl_aux_2: 0.6701 (0.6831) loss_vfl_aux_3: 0.6597 (0.6691) loss_vfl_aux_4: 0.6503 (0.6603) loss_vfl_aux_5: 0.7151 (0.7397) loss_vfl_dn_0: 0.4418 (0.4465) loss_vfl_dn_1: 0.3806 (0.3813) loss_vfl_dn_2: 0.3603 (0.3654) loss_vfl_dn_3: 0.3572 (0.3583) loss_vfl_dn_4: 0.3557 (0.3557) loss_vfl_dn_5: 0.3558 (0.3550) time: 0.4702 data: 0.0142 max mem: 5654 Epoch: [57] [2000/7393] eta: 0:44:26 lr: 0.000010 loss: 15.6978 (15.4288) loss_bbox: 0.1466 (0.1483) loss_bbox_aux_0: 0.1645 (0.1606) loss_bbox_aux_1: 0.1502 (0.1529) loss_bbox_aux_2: 0.1489 (0.1503) loss_bbox_aux_3: 0.1486 (0.1485) loss_bbox_aux_4: 0.1465 (0.1483) loss_bbox_aux_5: 0.2036 (0.1969) loss_bbox_dn_0: 0.2737 (0.2567) loss_bbox_dn_1: 0.1915 (0.1875) loss_bbox_dn_2: 0.1746 (0.1672) loss_bbox_dn_3: 0.1658 (0.1615) loss_bbox_dn_4: 0.1612 (0.1601) loss_bbox_dn_5: 0.1611 (0.1601) loss_giou: 0.4480 (0.4656) loss_giou_aux_0: 0.4760 (0.4881) loss_giou_aux_1: 0.4524 (0.4752) loss_giou_aux_2: 0.4505 (0.4700) loss_giou_aux_3: 0.4405 (0.4667) loss_giou_aux_4: 0.4369 (0.4659) loss_giou_aux_5: 0.5372 (0.5509) loss_giou_dn_0: 0.5380 (0.5663) loss_giou_dn_1: 0.4400 (0.4587) loss_giou_dn_2: 0.4115 (0.4277) loss_giou_dn_3: 0.4038 (0.4195) loss_giou_dn_4: 0.4035 (0.4175) loss_giou_dn_5: 0.4035 (0.4176) loss_vfl: 0.6880 (0.6567) loss_vfl_aux_0: 0.7931 (0.7561) loss_vfl_aux_1: 0.7519 (0.7107) loss_vfl_aux_2: 0.7113 (0.6836) loss_vfl_aux_3: 0.6997 (0.6693) loss_vfl_aux_4: 0.6929 (0.6605) loss_vfl_aux_5: 0.7770 (0.7401) loss_vfl_dn_0: 0.4544 (0.4467) loss_vfl_dn_1: 0.3911 (0.3814) loss_vfl_dn_2: 0.3761 (0.3655) loss_vfl_dn_3: 0.3705 (0.3584) loss_vfl_dn_4: 0.3671 (0.3559) loss_vfl_dn_5: 0.3651 (0.3552) time: 0.4965 data: 0.0142 max mem: 5654 Epoch: [57] [2100/7393] eta: 0:43:34 lr: 0.000010 loss: 15.3011 (15.4304) loss_bbox: 0.1382 (0.1483) loss_bbox_aux_0: 0.1497 (0.1607) loss_bbox_aux_1: 0.1395 (0.1530) loss_bbox_aux_2: 0.1423 (0.1504) loss_bbox_aux_3: 0.1431 (0.1485) loss_bbox_aux_4: 0.1400 (0.1483) loss_bbox_aux_5: 0.1955 (0.1968) loss_bbox_dn_0: 0.2749 (0.2569) loss_bbox_dn_1: 0.2012 (0.1877) loss_bbox_dn_2: 0.1738 (0.1673) loss_bbox_dn_3: 0.1749 (0.1615) loss_bbox_dn_4: 0.1722 (0.1601) loss_bbox_dn_5: 0.1723 (0.1601) loss_giou: 0.4438 (0.4657) loss_giou_aux_0: 0.4611 (0.4883) loss_giou_aux_1: 0.4444 (0.4754) loss_giou_aux_2: 0.4395 (0.4702) loss_giou_aux_3: 0.4430 (0.4669) loss_giou_aux_4: 0.4477 (0.4661) loss_giou_aux_5: 0.5082 (0.5507) loss_giou_dn_0: 0.5423 (0.5662) loss_giou_dn_1: 0.4233 (0.4586) loss_giou_dn_2: 0.3980 (0.4277) loss_giou_dn_3: 0.3900 (0.4194) loss_giou_dn_4: 0.3880 (0.4173) loss_giou_dn_5: 0.3882 (0.4175) loss_vfl: 0.6631 (0.6568) loss_vfl_aux_0: 0.7419 (0.7559) loss_vfl_aux_1: 0.7068 (0.7105) loss_vfl_aux_2: 0.6674 (0.6834) loss_vfl_aux_3: 0.6615 (0.6691) loss_vfl_aux_4: 0.6597 (0.6605) loss_vfl_aux_5: 0.7297 (0.7406) loss_vfl_dn_0: 0.4451 (0.4468) loss_vfl_dn_1: 0.3833 (0.3815) loss_vfl_dn_2: 0.3688 (0.3656) loss_vfl_dn_3: 0.3635 (0.3585) loss_vfl_dn_4: 0.3608 (0.3560) loss_vfl_dn_5: 0.3599 (0.3552) time: 0.4855 data: 0.0141 max mem: 5654 Epoch: [57] [2200/7393] eta: 0:42:43 lr: 0.000010 loss: 15.2919 (15.4243) loss_bbox: 0.1255 (0.1480) loss_bbox_aux_0: 0.1322 (0.1603) loss_bbox_aux_1: 0.1311 (0.1527) loss_bbox_aux_2: 0.1301 (0.1501) loss_bbox_aux_3: 0.1265 (0.1483) loss_bbox_aux_4: 0.1253 (0.1480) loss_bbox_aux_5: 0.1731 (0.1965) loss_bbox_dn_0: 0.2188 (0.2563) loss_bbox_dn_1: 0.1582 (0.1872) loss_bbox_dn_2: 0.1353 (0.1669) loss_bbox_dn_3: 0.1336 (0.1612) loss_bbox_dn_4: 0.1315 (0.1598) loss_bbox_dn_5: 0.1315 (0.1598) loss_giou: 0.4900 (0.4656) loss_giou_aux_0: 0.5180 (0.4882) loss_giou_aux_1: 0.4880 (0.4753) loss_giou_aux_2: 0.4859 (0.4702) loss_giou_aux_3: 0.5027 (0.4669) loss_giou_aux_4: 0.5055 (0.4659) loss_giou_aux_5: 0.5626 (0.5507) loss_giou_dn_0: 0.5724 (0.5661) loss_giou_dn_1: 0.4669 (0.4585) loss_giou_dn_2: 0.4356 (0.4276) loss_giou_dn_3: 0.4235 (0.4193) loss_giou_dn_4: 0.4211 (0.4172) loss_giou_dn_5: 0.4211 (0.4174) loss_vfl: 0.6416 (0.6568) loss_vfl_aux_0: 0.7319 (0.7560) loss_vfl_aux_1: 0.6960 (0.7106) loss_vfl_aux_2: 0.6618 (0.6834) loss_vfl_aux_3: 0.6421 (0.6691) loss_vfl_aux_4: 0.6389 (0.6605) loss_vfl_aux_5: 0.7118 (0.7407) loss_vfl_dn_0: 0.4409 (0.4467) loss_vfl_dn_1: 0.3742 (0.3814) loss_vfl_dn_2: 0.3604 (0.3655) loss_vfl_dn_3: 0.3533 (0.3584) loss_vfl_dn_4: 0.3519 (0.3559) loss_vfl_dn_5: 0.3512 (0.3551) time: 0.4751 data: 0.0140 max mem: 5654 Epoch: [57] [2300/7393] eta: 0:41:51 lr: 0.000010 loss: 15.2937 (15.4224) loss_bbox: 0.1386 (0.1482) loss_bbox_aux_0: 0.1507 (0.1604) loss_bbox_aux_1: 0.1463 (0.1528) loss_bbox_aux_2: 0.1444 (0.1503) loss_bbox_aux_3: 0.1390 (0.1485) loss_bbox_aux_4: 0.1386 (0.1482) loss_bbox_aux_5: 0.1843 (0.1966) loss_bbox_dn_0: 0.2275 (0.2569) loss_bbox_dn_1: 0.1610 (0.1876) loss_bbox_dn_2: 0.1482 (0.1673) loss_bbox_dn_3: 0.1435 (0.1615) loss_bbox_dn_4: 0.1440 (0.1600) loss_bbox_dn_5: 0.1440 (0.1600) loss_giou: 0.4794 (0.4654) loss_giou_aux_0: 0.5003 (0.4879) loss_giou_aux_1: 0.4926 (0.4750) loss_giou_aux_2: 0.4867 (0.4699) loss_giou_aux_3: 0.4712 (0.4666) loss_giou_aux_4: 0.4793 (0.4657) loss_giou_aux_5: 0.5556 (0.5505) loss_giou_dn_0: 0.5656 (0.5659) loss_giou_dn_1: 0.4564 (0.4582) loss_giou_dn_2: 0.4104 (0.4272) loss_giou_dn_3: 0.3992 (0.4190) loss_giou_dn_4: 0.3984 (0.4169) loss_giou_dn_5: 0.3984 (0.4171) loss_vfl: 0.6285 (0.6566) loss_vfl_aux_0: 0.7172 (0.7561) loss_vfl_aux_1: 0.6728 (0.7106) loss_vfl_aux_2: 0.6423 (0.6831) loss_vfl_aux_3: 0.6317 (0.6688) loss_vfl_aux_4: 0.6308 (0.6602) loss_vfl_aux_5: 0.6866 (0.7407) loss_vfl_dn_0: 0.4419 (0.4468) loss_vfl_dn_1: 0.3797 (0.3814) loss_vfl_dn_2: 0.3614 (0.3654) loss_vfl_dn_3: 0.3545 (0.3583) loss_vfl_dn_4: 0.3538 (0.3558) loss_vfl_dn_5: 0.3537 (0.3551) time: 0.4899 data: 0.0140 max mem: 5654 Epoch: [57] [2400/7393] eta: 0:40:59 lr: 0.000010 loss: 15.8191 (15.4297) loss_bbox: 0.1534 (0.1484) loss_bbox_aux_0: 0.1664 (0.1606) loss_bbox_aux_1: 0.1556 (0.1530) loss_bbox_aux_2: 0.1540 (0.1505) loss_bbox_aux_3: 0.1562 (0.1487) loss_bbox_aux_4: 0.1560 (0.1485) loss_bbox_aux_5: 0.2006 (0.1969) loss_bbox_dn_0: 0.2599 (0.2574) loss_bbox_dn_1: 0.1849 (0.1881) loss_bbox_dn_2: 0.1645 (0.1677) loss_bbox_dn_3: 0.1641 (0.1619) loss_bbox_dn_4: 0.1652 (0.1604) loss_bbox_dn_5: 0.1653 (0.1604) loss_giou: 0.4586 (0.4651) loss_giou_aux_0: 0.4731 (0.4875) loss_giou_aux_1: 0.4678 (0.4747) loss_giou_aux_2: 0.4574 (0.4696) loss_giou_aux_3: 0.4585 (0.4662) loss_giou_aux_4: 0.4574 (0.4653) loss_giou_aux_5: 0.5178 (0.5502) loss_giou_dn_0: 0.5634 (0.5658) loss_giou_dn_1: 0.4711 (0.4582) loss_giou_dn_2: 0.4407 (0.4272) loss_giou_dn_3: 0.4352 (0.4189) loss_giou_dn_4: 0.4337 (0.4168) loss_giou_dn_5: 0.4338 (0.4170) loss_vfl: 0.6650 (0.6573) loss_vfl_aux_0: 0.7518 (0.7567) loss_vfl_aux_1: 0.7215 (0.7117) loss_vfl_aux_2: 0.6737 (0.6839) loss_vfl_aux_3: 0.6704 (0.6698) loss_vfl_aux_4: 0.6599 (0.6610) loss_vfl_aux_5: 0.7431 (0.7414) loss_vfl_dn_0: 0.4461 (0.4468) loss_vfl_dn_1: 0.3837 (0.3814) loss_vfl_dn_2: 0.3673 (0.3655) loss_vfl_dn_3: 0.3608 (0.3583) loss_vfl_dn_4: 0.3595 (0.3558) loss_vfl_dn_5: 0.3572 (0.3551) time: 0.4775 data: 0.0144 max mem: 5654 Epoch: [57] [2500/7393] eta: 0:40:08 lr: 0.000010 loss: 15.3884 (15.4220) loss_bbox: 0.1433 (0.1484) loss_bbox_aux_0: 0.1651 (0.1608) loss_bbox_aux_1: 0.1481 (0.1531) loss_bbox_aux_2: 0.1475 (0.1506) loss_bbox_aux_3: 0.1417 (0.1487) loss_bbox_aux_4: 0.1437 (0.1485) loss_bbox_aux_5: 0.1971 (0.1971) loss_bbox_dn_0: 0.2774 (0.2577) loss_bbox_dn_1: 0.1964 (0.1884) loss_bbox_dn_2: 0.1742 (0.1679) loss_bbox_dn_3: 0.1687 (0.1621) loss_bbox_dn_4: 0.1696 (0.1607) loss_bbox_dn_5: 0.1696 (0.1607) loss_giou: 0.4395 (0.4643) loss_giou_aux_0: 0.4708 (0.4868) loss_giou_aux_1: 0.4585 (0.4739) loss_giou_aux_2: 0.4474 (0.4688) loss_giou_aux_3: 0.4437 (0.4654) loss_giou_aux_4: 0.4401 (0.4645) loss_giou_aux_5: 0.5232 (0.5495) loss_giou_dn_0: 0.5647 (0.5652) loss_giou_dn_1: 0.4464 (0.4576) loss_giou_dn_2: 0.4105 (0.4266) loss_giou_dn_3: 0.4061 (0.4183) loss_giou_dn_4: 0.4064 (0.4163) loss_giou_dn_5: 0.4066 (0.4165) loss_vfl: 0.6619 (0.6573) loss_vfl_aux_0: 0.7701 (0.7564) loss_vfl_aux_1: 0.7284 (0.7115) loss_vfl_aux_2: 0.6973 (0.6838) loss_vfl_aux_3: 0.6918 (0.6699) loss_vfl_aux_4: 0.6688 (0.6609) loss_vfl_aux_5: 0.7678 (0.7414) loss_vfl_dn_0: 0.4491 (0.4467) loss_vfl_dn_1: 0.3819 (0.3812) loss_vfl_dn_2: 0.3641 (0.3654) loss_vfl_dn_3: 0.3548 (0.3582) loss_vfl_dn_4: 0.3514 (0.3556) loss_vfl_dn_5: 0.3519 (0.3549) time: 0.4822 data: 0.0144 max mem: 5654 Epoch: [57] [2600/7393] eta: 0:39:17 lr: 0.000010 loss: 14.6025 (15.4218) loss_bbox: 0.1434 (0.1485) loss_bbox_aux_0: 0.1500 (0.1609) loss_bbox_aux_1: 0.1503 (0.1531) loss_bbox_aux_2: 0.1417 (0.1506) loss_bbox_aux_3: 0.1440 (0.1487) loss_bbox_aux_4: 0.1433 (0.1485) loss_bbox_aux_5: 0.1987 (0.1972) loss_bbox_dn_0: 0.2599 (0.2581) loss_bbox_dn_1: 0.1802 (0.1886) loss_bbox_dn_2: 0.1546 (0.1682) loss_bbox_dn_3: 0.1442 (0.1624) loss_bbox_dn_4: 0.1434 (0.1609) loss_bbox_dn_5: 0.1435 (0.1609) loss_giou: 0.4112 (0.4638) loss_giou_aux_0: 0.4202 (0.4864) loss_giou_aux_1: 0.4116 (0.4734) loss_giou_aux_2: 0.4095 (0.4683) loss_giou_aux_3: 0.4117 (0.4649) loss_giou_aux_4: 0.4146 (0.4641) loss_giou_aux_5: 0.5011 (0.5491) loss_giou_dn_0: 0.5151 (0.5649) loss_giou_dn_1: 0.4084 (0.4573) loss_giou_dn_2: 0.3781 (0.4263) loss_giou_dn_3: 0.3723 (0.4181) loss_giou_dn_4: 0.3701 (0.4160) loss_giou_dn_5: 0.3701 (0.4162) loss_vfl: 0.6439 (0.6578) loss_vfl_aux_0: 0.7557 (0.7568) loss_vfl_aux_1: 0.7235 (0.7122) loss_vfl_aux_2: 0.6613 (0.6843) loss_vfl_aux_3: 0.6551 (0.6704) loss_vfl_aux_4: 0.6448 (0.6615) loss_vfl_aux_5: 0.7292 (0.7418) loss_vfl_dn_0: 0.4418 (0.4468) loss_vfl_dn_1: 0.3708 (0.3812) loss_vfl_dn_2: 0.3514 (0.3653) loss_vfl_dn_3: 0.3433 (0.3581) loss_vfl_dn_4: 0.3407 (0.3556) loss_vfl_dn_5: 0.3391 (0.3549) time: 0.4755 data: 0.0142 max mem: 5654 Epoch: [57] [2700/7393] eta: 0:38:39 lr: 0.000010 loss: 15.9511 (15.4179) loss_bbox: 0.1606 (0.1484) loss_bbox_aux_0: 0.1813 (0.1608) loss_bbox_aux_1: 0.1678 (0.1531) loss_bbox_aux_2: 0.1616 (0.1506) loss_bbox_aux_3: 0.1630 (0.1488) loss_bbox_aux_4: 0.1620 (0.1485) loss_bbox_aux_5: 0.2038 (0.1970) loss_bbox_dn_0: 0.2547 (0.2579) loss_bbox_dn_1: 0.1842 (0.1885) loss_bbox_dn_2: 0.1674 (0.1681) loss_bbox_dn_3: 0.1632 (0.1622) loss_bbox_dn_4: 0.1622 (0.1608) loss_bbox_dn_5: 0.1622 (0.1608) loss_giou: 0.4719 (0.4635) loss_giou_aux_0: 0.4887 (0.4862) loss_giou_aux_1: 0.4750 (0.4732) loss_giou_aux_2: 0.4710 (0.4681) loss_giou_aux_3: 0.4705 (0.4647) loss_giou_aux_4: 0.4718 (0.4639) loss_giou_aux_5: 0.5578 (0.5488) loss_giou_dn_0: 0.5790 (0.5647) loss_giou_dn_1: 0.4837 (0.4571) loss_giou_dn_2: 0.4544 (0.4261) loss_giou_dn_3: 0.4442 (0.4178) loss_giou_dn_4: 0.4408 (0.4158) loss_giou_dn_5: 0.4408 (0.4159) loss_vfl: 0.6860 (0.6579) loss_vfl_aux_0: 0.7730 (0.7568) loss_vfl_aux_1: 0.7300 (0.7121) loss_vfl_aux_2: 0.7040 (0.6842) loss_vfl_aux_3: 0.6844 (0.6704) loss_vfl_aux_4: 0.6727 (0.6616) loss_vfl_aux_5: 0.7574 (0.7416) loss_vfl_dn_0: 0.4526 (0.4468) loss_vfl_dn_1: 0.3891 (0.3812) loss_vfl_dn_2: 0.3741 (0.3653) loss_vfl_dn_3: 0.3676 (0.3581) loss_vfl_dn_4: 0.3655 (0.3556) loss_vfl_dn_5: 0.3648 (0.3549) time: 0.4779 data: 0.0139 max mem: 5654 Epoch: [57] [2800/7393] eta: 0:37:48 lr: 0.000010 loss: 15.6592 (15.4183) loss_bbox: 0.1596 (0.1484) loss_bbox_aux_0: 0.1727 (0.1608) loss_bbox_aux_1: 0.1633 (0.1531) loss_bbox_aux_2: 0.1588 (0.1506) loss_bbox_aux_3: 0.1592 (0.1488) loss_bbox_aux_4: 0.1619 (0.1485) loss_bbox_aux_5: 0.2073 (0.1970) loss_bbox_dn_0: 0.2639 (0.2578) loss_bbox_dn_1: 0.1942 (0.1883) loss_bbox_dn_2: 0.1740 (0.1679) loss_bbox_dn_3: 0.1725 (0.1621) loss_bbox_dn_4: 0.1718 (0.1607) loss_bbox_dn_5: 0.1718 (0.1607) loss_giou: 0.4545 (0.4639) loss_giou_aux_0: 0.4796 (0.4864) loss_giou_aux_1: 0.4593 (0.4735) loss_giou_aux_2: 0.4515 (0.4684) loss_giou_aux_3: 0.4469 (0.4651) loss_giou_aux_4: 0.4554 (0.4642) loss_giou_aux_5: 0.5400 (0.5491) loss_giou_dn_0: 0.5638 (0.5648) loss_giou_dn_1: 0.4506 (0.4571) loss_giou_dn_2: 0.4214 (0.4261) loss_giou_dn_3: 0.4102 (0.4179) loss_giou_dn_4: 0.4080 (0.4158) loss_giou_dn_5: 0.4083 (0.4160) loss_vfl: 0.6458 (0.6577) loss_vfl_aux_0: 0.7503 (0.7567) loss_vfl_aux_1: 0.7047 (0.7119) loss_vfl_aux_2: 0.6924 (0.6842) loss_vfl_aux_3: 0.6560 (0.6702) loss_vfl_aux_4: 0.6387 (0.6614) loss_vfl_aux_5: 0.7407 (0.7415) loss_vfl_dn_0: 0.4402 (0.4468) loss_vfl_dn_1: 0.3746 (0.3811) loss_vfl_dn_2: 0.3535 (0.3652) loss_vfl_dn_3: 0.3484 (0.3581) loss_vfl_dn_4: 0.3471 (0.3555) loss_vfl_dn_5: 0.3481 (0.3548) time: 0.4812 data: 0.0136 max mem: 5654 Epoch: [57] [2900/7393] eta: 0:37:08 lr: 0.000010 loss: 15.9892 (15.4146) loss_bbox: 0.1363 (0.1482) loss_bbox_aux_0: 0.1496 (0.1606) loss_bbox_aux_1: 0.1298 (0.1529) loss_bbox_aux_2: 0.1305 (0.1504) loss_bbox_aux_3: 0.1329 (0.1485) loss_bbox_aux_4: 0.1366 (0.1483) loss_bbox_aux_5: 0.1792 (0.1968) loss_bbox_dn_0: 0.2312 (0.2574) loss_bbox_dn_1: 0.1664 (0.1880) loss_bbox_dn_2: 0.1501 (0.1676) loss_bbox_dn_3: 0.1480 (0.1619) loss_bbox_dn_4: 0.1472 (0.1605) loss_bbox_dn_5: 0.1472 (0.1605) loss_giou: 0.4844 (0.4638) loss_giou_aux_0: 0.4977 (0.4863) loss_giou_aux_1: 0.4915 (0.4734) loss_giou_aux_2: 0.4775 (0.4682) loss_giou_aux_3: 0.4805 (0.4649) loss_giou_aux_4: 0.4887 (0.4641) loss_giou_aux_5: 0.5643 (0.5490) loss_giou_dn_0: 0.5823 (0.5646) loss_giou_dn_1: 0.4805 (0.4570) loss_giou_dn_2: 0.4395 (0.4260) loss_giou_dn_3: 0.4274 (0.4178) loss_giou_dn_4: 0.4240 (0.4157) loss_giou_dn_5: 0.4239 (0.4159) loss_vfl: 0.6633 (0.6579) loss_vfl_aux_0: 0.7693 (0.7569) loss_vfl_aux_1: 0.7295 (0.7120) loss_vfl_aux_2: 0.6959 (0.6844) loss_vfl_aux_3: 0.6747 (0.6705) loss_vfl_aux_4: 0.6555 (0.6616) loss_vfl_aux_5: 0.7485 (0.7417) loss_vfl_dn_0: 0.4495 (0.4468) loss_vfl_dn_1: 0.3891 (0.3811) loss_vfl_dn_2: 0.3699 (0.3651) loss_vfl_dn_3: 0.3660 (0.3580) loss_vfl_dn_4: 0.3629 (0.3554) loss_vfl_dn_5: 0.3607 (0.3547) time: 0.4847 data: 0.0139 max mem: 5654 Epoch: [57] [3000/7393] eta: 0:36:16 lr: 0.000010 loss: 14.7395 (15.4145) loss_bbox: 0.1340 (0.1480) loss_bbox_aux_0: 0.1518 (0.1605) loss_bbox_aux_1: 0.1399 (0.1527) loss_bbox_aux_2: 0.1376 (0.1502) loss_bbox_aux_3: 0.1370 (0.1484) loss_bbox_aux_4: 0.1323 (0.1481) loss_bbox_aux_5: 0.1810 (0.1967) loss_bbox_dn_0: 0.2485 (0.2573) loss_bbox_dn_1: 0.1827 (0.1879) loss_bbox_dn_2: 0.1566 (0.1675) loss_bbox_dn_3: 0.1510 (0.1617) loss_bbox_dn_4: 0.1512 (0.1603) loss_bbox_dn_5: 0.1513 (0.1604) loss_giou: 0.4159 (0.4634) loss_giou_aux_0: 0.4340 (0.4861) loss_giou_aux_1: 0.4148 (0.4731) loss_giou_aux_2: 0.4163 (0.4679) loss_giou_aux_3: 0.4117 (0.4646) loss_giou_aux_4: 0.4104 (0.4638) loss_giou_aux_5: 0.4908 (0.5488) loss_giou_dn_0: 0.5519 (0.5647) loss_giou_dn_1: 0.4474 (0.4570) loss_giou_dn_2: 0.4173 (0.4260) loss_giou_dn_3: 0.4096 (0.4177) loss_giou_dn_4: 0.4055 (0.4157) loss_giou_dn_5: 0.4056 (0.4159) loss_vfl: 0.6283 (0.6584) loss_vfl_aux_0: 0.7412 (0.7575) loss_vfl_aux_1: 0.7108 (0.7129) loss_vfl_aux_2: 0.6777 (0.6849) loss_vfl_aux_3: 0.6567 (0.6711) loss_vfl_aux_4: 0.6291 (0.6621) loss_vfl_aux_5: 0.7190 (0.7420) loss_vfl_dn_0: 0.4401 (0.4468) loss_vfl_dn_1: 0.3776 (0.3810) loss_vfl_dn_2: 0.3606 (0.3651) loss_vfl_dn_3: 0.3541 (0.3580) loss_vfl_dn_4: 0.3520 (0.3554) loss_vfl_dn_5: 0.3523 (0.3547) time: 0.4759 data: 0.0140 max mem: 5654 Epoch: [57] [3100/7393] eta: 0:35:25 lr: 0.000010 loss: 15.0372 (15.4075) loss_bbox: 0.1276 (0.1479) loss_bbox_aux_0: 0.1480 (0.1604) loss_bbox_aux_1: 0.1366 (0.1526) loss_bbox_aux_2: 0.1267 (0.1501) loss_bbox_aux_3: 0.1284 (0.1483) loss_bbox_aux_4: 0.1276 (0.1480) loss_bbox_aux_5: 0.1840 (0.1966) loss_bbox_dn_0: 0.2126 (0.2573) loss_bbox_dn_1: 0.1540 (0.1879) loss_bbox_dn_2: 0.1358 (0.1675) loss_bbox_dn_3: 0.1318 (0.1617) loss_bbox_dn_4: 0.1314 (0.1603) loss_bbox_dn_5: 0.1314 (0.1603) loss_giou: 0.4531 (0.4629) loss_giou_aux_0: 0.4929 (0.4857) loss_giou_aux_1: 0.4726 (0.4726) loss_giou_aux_2: 0.4609 (0.4674) loss_giou_aux_3: 0.4590 (0.4641) loss_giou_aux_4: 0.4530 (0.4633) loss_giou_aux_5: 0.5623 (0.5484) loss_giou_dn_0: 0.5555 (0.5644) loss_giou_dn_1: 0.4578 (0.4567) loss_giou_dn_2: 0.4329 (0.4257) loss_giou_dn_3: 0.4238 (0.4175) loss_giou_dn_4: 0.4198 (0.4154) loss_giou_dn_5: 0.4200 (0.4156) loss_vfl: 0.6323 (0.6584) loss_vfl_aux_0: 0.7028 (0.7572) loss_vfl_aux_1: 0.6766 (0.7129) loss_vfl_aux_2: 0.6617 (0.6849) loss_vfl_aux_3: 0.6415 (0.6710) loss_vfl_aux_4: 0.6387 (0.6621) loss_vfl_aux_5: 0.7131 (0.7418) loss_vfl_dn_0: 0.4379 (0.4466) loss_vfl_dn_1: 0.3750 (0.3809) loss_vfl_dn_2: 0.3601 (0.3649) loss_vfl_dn_3: 0.3538 (0.3578) loss_vfl_dn_4: 0.3520 (0.3553) loss_vfl_dn_5: 0.3503 (0.3545) time: 0.4769 data: 0.0142 max mem: 5654 Epoch: [57] [3200/7393] eta: 0:34:33 lr: 0.000010 loss: 15.4221 (15.4104) loss_bbox: 0.1257 (0.1479) loss_bbox_aux_0: 0.1463 (0.1605) loss_bbox_aux_1: 0.1405 (0.1526) loss_bbox_aux_2: 0.1348 (0.1501) loss_bbox_aux_3: 0.1317 (0.1483) loss_bbox_aux_4: 0.1291 (0.1480) loss_bbox_aux_5: 0.1846 (0.1966) loss_bbox_dn_0: 0.2210 (0.2571) loss_bbox_dn_1: 0.1706 (0.1878) loss_bbox_dn_2: 0.1459 (0.1674) loss_bbox_dn_3: 0.1452 (0.1616) loss_bbox_dn_4: 0.1434 (0.1602) loss_bbox_dn_5: 0.1434 (0.1603) loss_giou: 0.4725 (0.4633) loss_giou_aux_0: 0.5082 (0.4861) loss_giou_aux_1: 0.4840 (0.4730) loss_giou_aux_2: 0.4732 (0.4678) loss_giou_aux_3: 0.4730 (0.4645) loss_giou_aux_4: 0.4725 (0.4636) loss_giou_aux_5: 0.5614 (0.5488) loss_giou_dn_0: 0.5711 (0.5646) loss_giou_dn_1: 0.4706 (0.4569) loss_giou_dn_2: 0.4408 (0.4259) loss_giou_dn_3: 0.4334 (0.4177) loss_giou_dn_4: 0.4296 (0.4156) loss_giou_dn_5: 0.4300 (0.4158) loss_vfl: 0.6339 (0.6585) loss_vfl_aux_0: 0.7434 (0.7571) loss_vfl_aux_1: 0.6911 (0.7128) loss_vfl_aux_2: 0.6662 (0.6849) loss_vfl_aux_3: 0.6472 (0.6710) loss_vfl_aux_4: 0.6384 (0.6622) loss_vfl_aux_5: 0.7281 (0.7415) loss_vfl_dn_0: 0.4439 (0.4467) loss_vfl_dn_1: 0.3852 (0.3809) loss_vfl_dn_2: 0.3682 (0.3650) loss_vfl_dn_3: 0.3654 (0.3579) loss_vfl_dn_4: 0.3623 (0.3553) loss_vfl_dn_5: 0.3612 (0.3546) time: 0.4820 data: 0.0148 max mem: 5654 Epoch: [57] [3300/7393] eta: 0:33:51 lr: 0.000010 loss: 15.3425 (15.4145) loss_bbox: 0.1269 (0.1478) loss_bbox_aux_0: 0.1462 (0.1604) loss_bbox_aux_1: 0.1373 (0.1526) loss_bbox_aux_2: 0.1318 (0.1500) loss_bbox_aux_3: 0.1274 (0.1482) loss_bbox_aux_4: 0.1268 (0.1479) loss_bbox_aux_5: 0.1861 (0.1965) loss_bbox_dn_0: 0.2243 (0.2570) loss_bbox_dn_1: 0.1655 (0.1877) loss_bbox_dn_2: 0.1386 (0.1673) loss_bbox_dn_3: 0.1322 (0.1615) loss_bbox_dn_4: 0.1303 (0.1602) loss_bbox_dn_5: 0.1303 (0.1602) loss_giou: 0.4392 (0.4636) loss_giou_aux_0: 0.4648 (0.4864) loss_giou_aux_1: 0.4519 (0.4733) loss_giou_aux_2: 0.4541 (0.4681) loss_giou_aux_3: 0.4443 (0.4649) loss_giou_aux_4: 0.4379 (0.4640) loss_giou_aux_5: 0.5575 (0.5493) loss_giou_dn_0: 0.5396 (0.5649) loss_giou_dn_1: 0.4359 (0.4571) loss_giou_dn_2: 0.4111 (0.4261) loss_giou_dn_3: 0.4050 (0.4179) loss_giou_dn_4: 0.4039 (0.4158) loss_giou_dn_5: 0.4041 (0.4160) loss_vfl: 0.6648 (0.6587) loss_vfl_aux_0: 0.7334 (0.7573) loss_vfl_aux_1: 0.6924 (0.7130) loss_vfl_aux_2: 0.6755 (0.6851) loss_vfl_aux_3: 0.6660 (0.6713) loss_vfl_aux_4: 0.6661 (0.6625) loss_vfl_aux_5: 0.7135 (0.7414) loss_vfl_dn_0: 0.4398 (0.4467) loss_vfl_dn_1: 0.3758 (0.3809) loss_vfl_dn_2: 0.3643 (0.3650) loss_vfl_dn_3: 0.3555 (0.3579) loss_vfl_dn_4: 0.3531 (0.3554) loss_vfl_dn_5: 0.3519 (0.3546) time: 0.4834 data: 0.0143 max mem: 5654 Epoch: [57] [3400/7393] eta: 0:33:00 lr: 0.000010 loss: 15.2700 (15.4207) loss_bbox: 0.1444 (0.1478) loss_bbox_aux_0: 0.1574 (0.1605) loss_bbox_aux_1: 0.1550 (0.1526) loss_bbox_aux_2: 0.1489 (0.1501) loss_bbox_aux_3: 0.1490 (0.1482) loss_bbox_aux_4: 0.1473 (0.1479) loss_bbox_aux_5: 0.1834 (0.1965) loss_bbox_dn_0: 0.2344 (0.2567) loss_bbox_dn_1: 0.1705 (0.1875) loss_bbox_dn_2: 0.1503 (0.1671) loss_bbox_dn_3: 0.1406 (0.1613) loss_bbox_dn_4: 0.1389 (0.1599) loss_bbox_dn_5: 0.1390 (0.1599) loss_giou: 0.4661 (0.4643) loss_giou_aux_0: 0.4849 (0.4872) loss_giou_aux_1: 0.4557 (0.4740) loss_giou_aux_2: 0.4463 (0.4689) loss_giou_aux_3: 0.4500 (0.4656) loss_giou_aux_4: 0.4492 (0.4646) loss_giou_aux_5: 0.5775 (0.5501) loss_giou_dn_0: 0.5563 (0.5652) loss_giou_dn_1: 0.4432 (0.4574) loss_giou_dn_2: 0.3994 (0.4264) loss_giou_dn_3: 0.3894 (0.4181) loss_giou_dn_4: 0.3884 (0.4161) loss_giou_dn_5: 0.3915 (0.4162) loss_vfl: 0.6448 (0.6589) loss_vfl_aux_0: 0.7513 (0.7571) loss_vfl_aux_1: 0.7254 (0.7131) loss_vfl_aux_2: 0.6718 (0.6851) loss_vfl_aux_3: 0.6549 (0.6714) loss_vfl_aux_4: 0.6431 (0.6626) loss_vfl_aux_5: 0.7246 (0.7413) loss_vfl_dn_0: 0.4453 (0.4467) loss_vfl_dn_1: 0.3829 (0.3810) loss_vfl_dn_2: 0.3691 (0.3651) loss_vfl_dn_3: 0.3615 (0.3580) loss_vfl_dn_4: 0.3563 (0.3554) loss_vfl_dn_5: 0.3564 (0.3547) time: 0.4948 data: 0.0140 max mem: 5654 Epoch: [57] [3500/7393] eta: 0:32:10 lr: 0.000010 loss: 14.9104 (15.4191) loss_bbox: 0.1347 (0.1477) loss_bbox_aux_0: 0.1480 (0.1604) loss_bbox_aux_1: 0.1408 (0.1525) loss_bbox_aux_2: 0.1435 (0.1500) loss_bbox_aux_3: 0.1349 (0.1481) loss_bbox_aux_4: 0.1345 (0.1478) loss_bbox_aux_5: 0.1772 (0.1964) loss_bbox_dn_0: 0.2139 (0.2564) loss_bbox_dn_1: 0.1648 (0.1872) loss_bbox_dn_2: 0.1443 (0.1669) loss_bbox_dn_3: 0.1409 (0.1612) loss_bbox_dn_4: 0.1396 (0.1598) loss_bbox_dn_5: 0.1396 (0.1598) loss_giou: 0.4705 (0.4646) loss_giou_aux_0: 0.4848 (0.4875) loss_giou_aux_1: 0.4935 (0.4743) loss_giou_aux_2: 0.4701 (0.4692) loss_giou_aux_3: 0.4838 (0.4658) loss_giou_aux_4: 0.4699 (0.4649) loss_giou_aux_5: 0.5449 (0.5504) loss_giou_dn_0: 0.5561 (0.5653) loss_giou_dn_1: 0.4481 (0.4575) loss_giou_dn_2: 0.4128 (0.4266) loss_giou_dn_3: 0.4039 (0.4183) loss_giou_dn_4: 0.4021 (0.4163) loss_giou_dn_5: 0.4024 (0.4164) loss_vfl: 0.6143 (0.6586) loss_vfl_aux_0: 0.7307 (0.7567) loss_vfl_aux_1: 0.6754 (0.7128) loss_vfl_aux_2: 0.6382 (0.6847) loss_vfl_aux_3: 0.6278 (0.6710) loss_vfl_aux_4: 0.6308 (0.6624) loss_vfl_aux_5: 0.7250 (0.7409) loss_vfl_dn_0: 0.4420 (0.4466) loss_vfl_dn_1: 0.3783 (0.3810) loss_vfl_dn_2: 0.3646 (0.3651) loss_vfl_dn_3: 0.3617 (0.3580) loss_vfl_dn_4: 0.3562 (0.3554) loss_vfl_dn_5: 0.3545 (0.3547) time: 0.4878 data: 0.0148 max mem: 5654 Epoch: [57] [3600/7393] eta: 0:31:19 lr: 0.000010 loss: 15.8744 (15.4234) loss_bbox: 0.1428 (0.1477) loss_bbox_aux_0: 0.1496 (0.1604) loss_bbox_aux_1: 0.1469 (0.1525) loss_bbox_aux_2: 0.1414 (0.1500) loss_bbox_aux_3: 0.1403 (0.1481) loss_bbox_aux_4: 0.1426 (0.1478) loss_bbox_aux_5: 0.1881 (0.1963) loss_bbox_dn_0: 0.2262 (0.2562) loss_bbox_dn_1: 0.1650 (0.1871) loss_bbox_dn_2: 0.1506 (0.1668) loss_bbox_dn_3: 0.1441 (0.1610) loss_bbox_dn_4: 0.1431 (0.1596) loss_bbox_dn_5: 0.1431 (0.1597) loss_giou: 0.4973 (0.4648) loss_giou_aux_0: 0.5372 (0.4878) loss_giou_aux_1: 0.5120 (0.4745) loss_giou_aux_2: 0.5137 (0.4694) loss_giou_aux_3: 0.5055 (0.4661) loss_giou_aux_4: 0.4942 (0.4651) loss_giou_aux_5: 0.5967 (0.5507) loss_giou_dn_0: 0.5851 (0.5655) loss_giou_dn_1: 0.4766 (0.4577) loss_giou_dn_2: 0.4457 (0.4268) loss_giou_dn_3: 0.4405 (0.4185) loss_giou_dn_4: 0.4395 (0.4165) loss_giou_dn_5: 0.4394 (0.4166) loss_vfl: 0.6545 (0.6588) loss_vfl_aux_0: 0.7336 (0.7569) loss_vfl_aux_1: 0.7127 (0.7131) loss_vfl_aux_2: 0.6749 (0.6848) loss_vfl_aux_3: 0.6643 (0.6712) loss_vfl_aux_4: 0.6613 (0.6626) loss_vfl_aux_5: 0.7168 (0.7412) loss_vfl_dn_0: 0.4464 (0.4468) loss_vfl_dn_1: 0.3855 (0.3811) loss_vfl_dn_2: 0.3751 (0.3652) loss_vfl_dn_3: 0.3720 (0.3581) loss_vfl_dn_4: 0.3694 (0.3555) loss_vfl_dn_5: 0.3682 (0.3548) time: 0.4821 data: 0.0135 max mem: 5654 Epoch: [57] [3700/7393] eta: 0:30:29 lr: 0.000010 loss: 15.1086 (15.4248) loss_bbox: 0.1393 (0.1477) loss_bbox_aux_0: 0.1555 (0.1604) loss_bbox_aux_1: 0.1509 (0.1525) loss_bbox_aux_2: 0.1428 (0.1501) loss_bbox_aux_3: 0.1388 (0.1481) loss_bbox_aux_4: 0.1397 (0.1477) loss_bbox_aux_5: 0.1873 (0.1963) loss_bbox_dn_0: 0.2536 (0.2561) loss_bbox_dn_1: 0.1783 (0.1870) loss_bbox_dn_2: 0.1575 (0.1667) loss_bbox_dn_3: 0.1503 (0.1610) loss_bbox_dn_4: 0.1483 (0.1596) loss_bbox_dn_5: 0.1483 (0.1596) loss_giou: 0.4299 (0.4652) loss_giou_aux_0: 0.4409 (0.4880) loss_giou_aux_1: 0.4364 (0.4748) loss_giou_aux_2: 0.4343 (0.4698) loss_giou_aux_3: 0.4285 (0.4664) loss_giou_aux_4: 0.4297 (0.4654) loss_giou_aux_5: 0.4984 (0.5509) loss_giou_dn_0: 0.5433 (0.5656) loss_giou_dn_1: 0.4445 (0.4578) loss_giou_dn_2: 0.4059 (0.4269) loss_giou_dn_3: 0.4011 (0.4186) loss_giou_dn_4: 0.3986 (0.4166) loss_giou_dn_5: 0.3986 (0.4168) loss_vfl: 0.6414 (0.6586) loss_vfl_aux_0: 0.7459 (0.7569) loss_vfl_aux_1: 0.6945 (0.7130) loss_vfl_aux_2: 0.6649 (0.6846) loss_vfl_aux_3: 0.6617 (0.6711) loss_vfl_aux_4: 0.6434 (0.6624) loss_vfl_aux_5: 0.7382 (0.7412) loss_vfl_dn_0: 0.4403 (0.4467) loss_vfl_dn_1: 0.3801 (0.3811) loss_vfl_dn_2: 0.3628 (0.3652) loss_vfl_dn_3: 0.3564 (0.3581) loss_vfl_dn_4: 0.3544 (0.3555) loss_vfl_dn_5: 0.3542 (0.3548) time: 0.4855 data: 0.0147 max mem: 5654 Epoch: [57] [3800/7393] eta: 0:29:38 lr: 0.000010 loss: 15.5466 (15.4224) loss_bbox: 0.1355 (0.1476) loss_bbox_aux_0: 0.1401 (0.1603) loss_bbox_aux_1: 0.1329 (0.1525) loss_bbox_aux_2: 0.1370 (0.1500) loss_bbox_aux_3: 0.1352 (0.1480) loss_bbox_aux_4: 0.1387 (0.1477) loss_bbox_aux_5: 0.1794 (0.1962) loss_bbox_dn_0: 0.2235 (0.2559) loss_bbox_dn_1: 0.1693 (0.1869) loss_bbox_dn_2: 0.1509 (0.1666) loss_bbox_dn_3: 0.1411 (0.1609) loss_bbox_dn_4: 0.1388 (0.1595) loss_bbox_dn_5: 0.1387 (0.1595) loss_giou: 0.4791 (0.4650) loss_giou_aux_0: 0.5101 (0.4878) loss_giou_aux_1: 0.4900 (0.4746) loss_giou_aux_2: 0.4897 (0.4696) loss_giou_aux_3: 0.4800 (0.4662) loss_giou_aux_4: 0.4791 (0.4653) loss_giou_aux_5: 0.5709 (0.5507) loss_giou_dn_0: 0.5804 (0.5655) loss_giou_dn_1: 0.4634 (0.4578) loss_giou_dn_2: 0.4310 (0.4268) loss_giou_dn_3: 0.4205 (0.4186) loss_giou_dn_4: 0.4188 (0.4165) loss_giou_dn_5: 0.4191 (0.4167) loss_vfl: 0.6424 (0.6587) loss_vfl_aux_0: 0.7416 (0.7570) loss_vfl_aux_1: 0.7008 (0.7130) loss_vfl_aux_2: 0.6601 (0.6847) loss_vfl_aux_3: 0.6438 (0.6711) loss_vfl_aux_4: 0.6528 (0.6624) loss_vfl_aux_5: 0.7225 (0.7413) loss_vfl_dn_0: 0.4415 (0.4466) loss_vfl_dn_1: 0.3824 (0.3811) loss_vfl_dn_2: 0.3659 (0.3652) loss_vfl_dn_3: 0.3569 (0.3581) loss_vfl_dn_4: 0.3565 (0.3555) loss_vfl_dn_5: 0.3557 (0.3548) time: 0.4892 data: 0.0141 max mem: 5654 Epoch: [57] [3900/7393] eta: 0:28:47 lr: 0.000010 loss: 14.9718 (15.4213) loss_bbox: 0.1295 (0.1476) loss_bbox_aux_0: 0.1331 (0.1602) loss_bbox_aux_1: 0.1366 (0.1525) loss_bbox_aux_2: 0.1406 (0.1500) loss_bbox_aux_3: 0.1301 (0.1480) loss_bbox_aux_4: 0.1303 (0.1476) loss_bbox_aux_5: 0.1705 (0.1961) loss_bbox_dn_0: 0.2231 (0.2558) loss_bbox_dn_1: 0.1687 (0.1869) loss_bbox_dn_2: 0.1542 (0.1666) loss_bbox_dn_3: 0.1490 (0.1608) loss_bbox_dn_4: 0.1463 (0.1595) loss_bbox_dn_5: 0.1461 (0.1595) loss_giou: 0.4443 (0.4650) loss_giou_aux_0: 0.4605 (0.4878) loss_giou_aux_1: 0.4432 (0.4746) loss_giou_aux_2: 0.4413 (0.4696) loss_giou_aux_3: 0.4428 (0.4662) loss_giou_aux_4: 0.4472 (0.4652) loss_giou_aux_5: 0.5167 (0.5507) loss_giou_dn_0: 0.5558 (0.5655) loss_giou_dn_1: 0.4504 (0.4578) loss_giou_dn_2: 0.4188 (0.4268) loss_giou_dn_3: 0.4086 (0.4186) loss_giou_dn_4: 0.4056 (0.4165) loss_giou_dn_5: 0.4052 (0.4167) loss_vfl: 0.6127 (0.6586) loss_vfl_aux_0: 0.7119 (0.7570) loss_vfl_aux_1: 0.6947 (0.7131) loss_vfl_aux_2: 0.6610 (0.6847) loss_vfl_aux_3: 0.6297 (0.6711) loss_vfl_aux_4: 0.6261 (0.6624) loss_vfl_aux_5: 0.7108 (0.7411) loss_vfl_dn_0: 0.4454 (0.4466) loss_vfl_dn_1: 0.3825 (0.3811) loss_vfl_dn_2: 0.3695 (0.3652) loss_vfl_dn_3: 0.3636 (0.3581) loss_vfl_dn_4: 0.3620 (0.3555) loss_vfl_dn_5: 0.3600 (0.3548) time: 0.4914 data: 0.0139 max mem: 5654 Epoch: [57] [4000/7393] eta: 0:28:01 lr: 0.000010 loss: 15.0665 (15.4199) loss_bbox: 0.1383 (0.1475) loss_bbox_aux_0: 0.1477 (0.1602) loss_bbox_aux_1: 0.1423 (0.1524) loss_bbox_aux_2: 0.1399 (0.1499) loss_bbox_aux_3: 0.1413 (0.1479) loss_bbox_aux_4: 0.1379 (0.1476) loss_bbox_aux_5: 0.1867 (0.1960) loss_bbox_dn_0: 0.2289 (0.2557) loss_bbox_dn_1: 0.1649 (0.1867) loss_bbox_dn_2: 0.1455 (0.1665) loss_bbox_dn_3: 0.1390 (0.1607) loss_bbox_dn_4: 0.1392 (0.1594) loss_bbox_dn_5: 0.1392 (0.1594) loss_giou: 0.4447 (0.4650) loss_giou_aux_0: 0.4544 (0.4879) loss_giou_aux_1: 0.4570 (0.4746) loss_giou_aux_2: 0.4478 (0.4696) loss_giou_aux_3: 0.4426 (0.4663) loss_giou_aux_4: 0.4447 (0.4652) loss_giou_aux_5: 0.5443 (0.5507) loss_giou_dn_0: 0.5703 (0.5655) loss_giou_dn_1: 0.4565 (0.4577) loss_giou_dn_2: 0.4251 (0.4268) loss_giou_dn_3: 0.4255 (0.4185) loss_giou_dn_4: 0.4232 (0.4165) loss_giou_dn_5: 0.4230 (0.4167) loss_vfl: 0.6475 (0.6585) loss_vfl_aux_0: 0.7471 (0.7568) loss_vfl_aux_1: 0.7097 (0.7130) loss_vfl_aux_2: 0.6774 (0.6846) loss_vfl_aux_3: 0.6546 (0.6709) loss_vfl_aux_4: 0.6571 (0.6623) loss_vfl_aux_5: 0.7308 (0.7410) loss_vfl_dn_0: 0.4421 (0.4466) loss_vfl_dn_1: 0.3762 (0.3811) loss_vfl_dn_2: 0.3627 (0.3653) loss_vfl_dn_3: 0.3553 (0.3582) loss_vfl_dn_4: 0.3529 (0.3556) loss_vfl_dn_5: 0.3532 (0.3549) time: 0.4802 data: 0.0135 max mem: 5654 Epoch: [57] [4100/7393] eta: 0:27:10 lr: 0.000010 loss: 14.8186 (15.4147) loss_bbox: 0.1314 (0.1475) loss_bbox_aux_0: 0.1597 (0.1601) loss_bbox_aux_1: 0.1406 (0.1524) loss_bbox_aux_2: 0.1380 (0.1499) loss_bbox_aux_3: 0.1353 (0.1479) loss_bbox_aux_4: 0.1297 (0.1475) loss_bbox_aux_5: 0.1904 (0.1960) loss_bbox_dn_0: 0.2364 (0.2557) loss_bbox_dn_1: 0.1774 (0.1867) loss_bbox_dn_2: 0.1585 (0.1665) loss_bbox_dn_3: 0.1528 (0.1607) loss_bbox_dn_4: 0.1502 (0.1593) loss_bbox_dn_5: 0.1504 (0.1593) loss_giou: 0.4066 (0.4647) loss_giou_aux_0: 0.4252 (0.4876) loss_giou_aux_1: 0.4218 (0.4743) loss_giou_aux_2: 0.4192 (0.4694) loss_giou_aux_3: 0.4169 (0.4660) loss_giou_aux_4: 0.4051 (0.4649) loss_giou_aux_5: 0.4791 (0.5504) loss_giou_dn_0: 0.5125 (0.5653) loss_giou_dn_1: 0.4116 (0.4575) loss_giou_dn_2: 0.3822 (0.4266) loss_giou_dn_3: 0.3739 (0.4183) loss_giou_dn_4: 0.3727 (0.4163) loss_giou_dn_5: 0.3729 (0.4164) loss_vfl: 0.6474 (0.6584) loss_vfl_aux_0: 0.7166 (0.7566) loss_vfl_aux_1: 0.6956 (0.7128) loss_vfl_aux_2: 0.6651 (0.6843) loss_vfl_aux_3: 0.6452 (0.6707) loss_vfl_aux_4: 0.6511 (0.6623) loss_vfl_aux_5: 0.7253 (0.7410) loss_vfl_dn_0: 0.4417 (0.4466) loss_vfl_dn_1: 0.3809 (0.3811) loss_vfl_dn_2: 0.3640 (0.3652) loss_vfl_dn_3: 0.3565 (0.3581) loss_vfl_dn_4: 0.3552 (0.3556) loss_vfl_dn_5: 0.3531 (0.3548) time: 0.4748 data: 0.0137 max mem: 5654 Epoch: [57] [4200/7393] eta: 0:26:19 lr: 0.000010 loss: 15.1676 (15.4178) loss_bbox: 0.1474 (0.1474) loss_bbox_aux_0: 0.1483 (0.1600) loss_bbox_aux_1: 0.1491 (0.1522) loss_bbox_aux_2: 0.1483 (0.1499) loss_bbox_aux_3: 0.1424 (0.1479) loss_bbox_aux_4: 0.1395 (0.1475) loss_bbox_aux_5: 0.1895 (0.1957) loss_bbox_dn_0: 0.2395 (0.2554) loss_bbox_dn_1: 0.1706 (0.1866) loss_bbox_dn_2: 0.1496 (0.1663) loss_bbox_dn_3: 0.1436 (0.1606) loss_bbox_dn_4: 0.1424 (0.1592) loss_bbox_dn_5: 0.1424 (0.1592) loss_giou: 0.4586 (0.4650) loss_giou_aux_0: 0.4786 (0.4878) loss_giou_aux_1: 0.4712 (0.4746) loss_giou_aux_2: 0.4743 (0.4697) loss_giou_aux_3: 0.4653 (0.4663) loss_giou_aux_4: 0.4588 (0.4652) loss_giou_aux_5: 0.5589 (0.5505) loss_giou_dn_0: 0.5729 (0.5655) loss_giou_dn_1: 0.4608 (0.4578) loss_giou_dn_2: 0.4294 (0.4268) loss_giou_dn_3: 0.4234 (0.4186) loss_giou_dn_4: 0.4212 (0.4165) loss_giou_dn_5: 0.4214 (0.4167) loss_vfl: 0.6156 (0.6584) loss_vfl_aux_0: 0.7163 (0.7569) loss_vfl_aux_1: 0.6629 (0.7131) loss_vfl_aux_2: 0.6454 (0.6844) loss_vfl_aux_3: 0.6284 (0.6708) loss_vfl_aux_4: 0.6180 (0.6623) loss_vfl_aux_5: 0.6969 (0.7411) loss_vfl_dn_0: 0.4416 (0.4467) loss_vfl_dn_1: 0.3812 (0.3812) loss_vfl_dn_2: 0.3675 (0.3653) loss_vfl_dn_3: 0.3638 (0.3582) loss_vfl_dn_4: 0.3622 (0.3556) loss_vfl_dn_5: 0.3611 (0.3549) time: 0.4777 data: 0.0137 max mem: 5654 Epoch: [57] [4300/7393] eta: 0:25:28 lr: 0.000010 loss: 15.4876 (15.4177) loss_bbox: 0.1501 (0.1475) loss_bbox_aux_0: 0.1633 (0.1601) loss_bbox_aux_1: 0.1473 (0.1523) loss_bbox_aux_2: 0.1520 (0.1499) loss_bbox_aux_3: 0.1481 (0.1479) loss_bbox_aux_4: 0.1548 (0.1475) loss_bbox_aux_5: 0.2022 (0.1958) loss_bbox_dn_0: 0.3035 (0.2556) loss_bbox_dn_1: 0.2072 (0.1867) loss_bbox_dn_2: 0.1802 (0.1665) loss_bbox_dn_3: 0.1705 (0.1607) loss_bbox_dn_4: 0.1697 (0.1593) loss_bbox_dn_5: 0.1697 (0.1593) loss_giou: 0.4223 (0.4648) loss_giou_aux_0: 0.4540 (0.4876) loss_giou_aux_1: 0.4388 (0.4744) loss_giou_aux_2: 0.4316 (0.4694) loss_giou_aux_3: 0.4222 (0.4661) loss_giou_aux_4: 0.4240 (0.4650) loss_giou_aux_5: 0.5138 (0.5503) loss_giou_dn_0: 0.5528 (0.5654) loss_giou_dn_1: 0.4497 (0.4577) loss_giou_dn_2: 0.4165 (0.4267) loss_giou_dn_3: 0.4026 (0.4184) loss_giou_dn_4: 0.4018 (0.4164) loss_giou_dn_5: 0.4019 (0.4166) loss_vfl: 0.6436 (0.6586) loss_vfl_aux_0: 0.7554 (0.7570) loss_vfl_aux_1: 0.7161 (0.7132) loss_vfl_aux_2: 0.6936 (0.6846) loss_vfl_aux_3: 0.6718 (0.6709) loss_vfl_aux_4: 0.6410 (0.6624) loss_vfl_aux_5: 0.7256 (0.7414) loss_vfl_dn_0: 0.4426 (0.4466) loss_vfl_dn_1: 0.3776 (0.3812) loss_vfl_dn_2: 0.3625 (0.3653) loss_vfl_dn_3: 0.3571 (0.3581) loss_vfl_dn_4: 0.3545 (0.3556) loss_vfl_dn_5: 0.3526 (0.3549) time: 0.4769 data: 0.0137 max mem: 5654 Epoch: [57] [4400/7393] eta: 0:24:37 lr: 0.000010 loss: 14.9131 (15.4218) loss_bbox: 0.1318 (0.1475) loss_bbox_aux_0: 0.1455 (0.1601) loss_bbox_aux_1: 0.1390 (0.1523) loss_bbox_aux_2: 0.1352 (0.1500) loss_bbox_aux_3: 0.1316 (0.1480) loss_bbox_aux_4: 0.1333 (0.1475) loss_bbox_aux_5: 0.1682 (0.1959) loss_bbox_dn_0: 0.2211 (0.2557) loss_bbox_dn_1: 0.1563 (0.1868) loss_bbox_dn_2: 0.1386 (0.1665) loss_bbox_dn_3: 0.1305 (0.1608) loss_bbox_dn_4: 0.1268 (0.1594) loss_bbox_dn_5: 0.1269 (0.1594) loss_giou: 0.4613 (0.4648) loss_giou_aux_0: 0.4799 (0.4876) loss_giou_aux_1: 0.4692 (0.4744) loss_giou_aux_2: 0.4693 (0.4694) loss_giou_aux_3: 0.4695 (0.4661) loss_giou_aux_4: 0.4536 (0.4650) loss_giou_aux_5: 0.5486 (0.5503) loss_giou_dn_0: 0.5627 (0.5655) loss_giou_dn_1: 0.4542 (0.4578) loss_giou_dn_2: 0.4095 (0.4267) loss_giou_dn_3: 0.3984 (0.4185) loss_giou_dn_4: 0.3954 (0.4164) loss_giou_dn_5: 0.3966 (0.4166) loss_vfl: 0.6691 (0.6590) loss_vfl_aux_0: 0.7365 (0.7574) loss_vfl_aux_1: 0.6985 (0.7136) loss_vfl_aux_2: 0.6905 (0.6849) loss_vfl_aux_3: 0.6736 (0.6713) loss_vfl_aux_4: 0.6668 (0.6629) loss_vfl_aux_5: 0.7241 (0.7417) loss_vfl_dn_0: 0.4436 (0.4467) loss_vfl_dn_1: 0.3837 (0.3812) loss_vfl_dn_2: 0.3671 (0.3654) loss_vfl_dn_3: 0.3606 (0.3582) loss_vfl_dn_4: 0.3577 (0.3557) loss_vfl_dn_5: 0.3574 (0.3549) time: 0.4787 data: 0.0136 max mem: 5654 Epoch: [57] [4500/7393] eta: 0:23:46 lr: 0.000010 loss: 15.0891 (15.4177) loss_bbox: 0.1406 (0.1474) loss_bbox_aux_0: 0.1487 (0.1600) loss_bbox_aux_1: 0.1501 (0.1522) loss_bbox_aux_2: 0.1489 (0.1498) loss_bbox_aux_3: 0.1390 (0.1478) loss_bbox_aux_4: 0.1405 (0.1474) loss_bbox_aux_5: 0.1848 (0.1957) loss_bbox_dn_0: 0.2135 (0.2554) loss_bbox_dn_1: 0.1508 (0.1866) loss_bbox_dn_2: 0.1402 (0.1663) loss_bbox_dn_3: 0.1345 (0.1606) loss_bbox_dn_4: 0.1327 (0.1592) loss_bbox_dn_5: 0.1327 (0.1592) loss_giou: 0.4419 (0.4647) loss_giou_aux_0: 0.4754 (0.4876) loss_giou_aux_1: 0.4576 (0.4743) loss_giou_aux_2: 0.4422 (0.4694) loss_giou_aux_3: 0.4399 (0.4660) loss_giou_aux_4: 0.4420 (0.4649) loss_giou_aux_5: 0.5498 (0.5503) loss_giou_dn_0: 0.5662 (0.5654) loss_giou_dn_1: 0.4605 (0.4576) loss_giou_dn_2: 0.4393 (0.4266) loss_giou_dn_3: 0.4272 (0.4184) loss_giou_dn_4: 0.4254 (0.4163) loss_giou_dn_5: 0.4256 (0.4165) loss_vfl: 0.6258 (0.6591) loss_vfl_aux_0: 0.7042 (0.7572) loss_vfl_aux_1: 0.6842 (0.7135) loss_vfl_aux_2: 0.6560 (0.6848) loss_vfl_aux_3: 0.6383 (0.6713) loss_vfl_aux_4: 0.6338 (0.6630) loss_vfl_aux_5: 0.7139 (0.7416) loss_vfl_dn_0: 0.4399 (0.4466) loss_vfl_dn_1: 0.3771 (0.3811) loss_vfl_dn_2: 0.3664 (0.3653) loss_vfl_dn_3: 0.3607 (0.3581) loss_vfl_dn_4: 0.3588 (0.3556) loss_vfl_dn_5: 0.3577 (0.3549) time: 0.4670 data: 0.0135 max mem: 5654 Epoch: [57] [4600/7393] eta: 0:22:56 lr: 0.000010 loss: 15.3164 (15.4187) loss_bbox: 0.1580 (0.1474) loss_bbox_aux_0: 0.1618 (0.1601) loss_bbox_aux_1: 0.1544 (0.1523) loss_bbox_aux_2: 0.1482 (0.1499) loss_bbox_aux_3: 0.1509 (0.1479) loss_bbox_aux_4: 0.1556 (0.1475) loss_bbox_aux_5: 0.2033 (0.1958) loss_bbox_dn_0: 0.2623 (0.2556) loss_bbox_dn_1: 0.1957 (0.1866) loss_bbox_dn_2: 0.1802 (0.1664) loss_bbox_dn_3: 0.1754 (0.1606) loss_bbox_dn_4: 0.1766 (0.1592) loss_bbox_dn_5: 0.1766 (0.1592) loss_giou: 0.4446 (0.4647) loss_giou_aux_0: 0.4748 (0.4877) loss_giou_aux_1: 0.4435 (0.4744) loss_giou_aux_2: 0.4382 (0.4694) loss_giou_aux_3: 0.4325 (0.4661) loss_giou_aux_4: 0.4410 (0.4649) loss_giou_aux_5: 0.5120 (0.5504) loss_giou_dn_0: 0.5500 (0.5655) loss_giou_dn_1: 0.4436 (0.4577) loss_giou_dn_2: 0.4113 (0.4266) loss_giou_dn_3: 0.4078 (0.4184) loss_giou_dn_4: 0.4043 (0.4164) loss_giou_dn_5: 0.4055 (0.4165) loss_vfl: 0.6492 (0.6590) loss_vfl_aux_0: 0.7730 (0.7571) loss_vfl_aux_1: 0.7182 (0.7134) loss_vfl_aux_2: 0.6894 (0.6848) loss_vfl_aux_3: 0.6606 (0.6712) loss_vfl_aux_4: 0.6557 (0.6629) loss_vfl_aux_5: 0.7669 (0.7417) loss_vfl_dn_0: 0.4450 (0.4465) loss_vfl_dn_1: 0.3774 (0.3811) loss_vfl_dn_2: 0.3646 (0.3652) loss_vfl_dn_3: 0.3584 (0.3581) loss_vfl_dn_4: 0.3560 (0.3556) loss_vfl_dn_5: 0.3540 (0.3549) time: 0.4904 data: 0.0135 max mem: 5654 Epoch: [57] [4700/7393] eta: 0:22:06 lr: 0.000010 loss: 14.8429 (15.4167) loss_bbox: 0.1424 (0.1475) loss_bbox_aux_0: 0.1626 (0.1601) loss_bbox_aux_1: 0.1482 (0.1524) loss_bbox_aux_2: 0.1462 (0.1500) loss_bbox_aux_3: 0.1418 (0.1480) loss_bbox_aux_4: 0.1404 (0.1475) loss_bbox_aux_5: 0.1937 (0.1958) loss_bbox_dn_0: 0.2395 (0.2556) loss_bbox_dn_1: 0.1777 (0.1867) loss_bbox_dn_2: 0.1471 (0.1665) loss_bbox_dn_3: 0.1404 (0.1607) loss_bbox_dn_4: 0.1382 (0.1593) loss_bbox_dn_5: 0.1382 (0.1594) loss_giou: 0.4265 (0.4645) loss_giou_aux_0: 0.4543 (0.4875) loss_giou_aux_1: 0.4462 (0.4742) loss_giou_aux_2: 0.4413 (0.4693) loss_giou_aux_3: 0.4264 (0.4659) loss_giou_aux_4: 0.4250 (0.4648) loss_giou_aux_5: 0.5324 (0.5502) loss_giou_dn_0: 0.5516 (0.5653) loss_giou_dn_1: 0.4513 (0.4575) loss_giou_dn_2: 0.4196 (0.4265) loss_giou_dn_3: 0.4109 (0.4183) loss_giou_dn_4: 0.4101 (0.4162) loss_giou_dn_5: 0.4100 (0.4164) loss_vfl: 0.6544 (0.6589) loss_vfl_aux_0: 0.7801 (0.7570) loss_vfl_aux_1: 0.7123 (0.7132) loss_vfl_aux_2: 0.6689 (0.6847) loss_vfl_aux_3: 0.6527 (0.6710) loss_vfl_aux_4: 0.6493 (0.6627) loss_vfl_aux_5: 0.7505 (0.7416) loss_vfl_dn_0: 0.4452 (0.4465) loss_vfl_dn_1: 0.3797 (0.3811) loss_vfl_dn_2: 0.3643 (0.3652) loss_vfl_dn_3: 0.3574 (0.3581) loss_vfl_dn_4: 0.3551 (0.3555) loss_vfl_dn_5: 0.3538 (0.3548) time: 0.4795 data: 0.0135 max mem: 5654 Epoch: [57] [4800/7393] eta: 0:21:16 lr: 0.000010 loss: 15.5440 (15.4248) loss_bbox: 0.1443 (0.1478) loss_bbox_aux_0: 0.1654 (0.1604) loss_bbox_aux_1: 0.1536 (0.1526) loss_bbox_aux_2: 0.1484 (0.1502) loss_bbox_aux_3: 0.1436 (0.1482) loss_bbox_aux_4: 0.1434 (0.1478) loss_bbox_aux_5: 0.2139 (0.1961) loss_bbox_dn_0: 0.2650 (0.2559) loss_bbox_dn_1: 0.1950 (0.1870) loss_bbox_dn_2: 0.1779 (0.1667) loss_bbox_dn_3: 0.1733 (0.1609) loss_bbox_dn_4: 0.1712 (0.1596) loss_bbox_dn_5: 0.1715 (0.1596) loss_giou: 0.4332 (0.4648) loss_giou_aux_0: 0.4759 (0.4878) loss_giou_aux_1: 0.4635 (0.4746) loss_giou_aux_2: 0.4474 (0.4696) loss_giou_aux_3: 0.4417 (0.4662) loss_giou_aux_4: 0.4411 (0.4650) loss_giou_aux_5: 0.5327 (0.5506) loss_giou_dn_0: 0.5606 (0.5656) loss_giou_dn_1: 0.4464 (0.4578) loss_giou_dn_2: 0.4077 (0.4268) loss_giou_dn_3: 0.4043 (0.4185) loss_giou_dn_4: 0.4032 (0.4165) loss_giou_dn_5: 0.4036 (0.4166) loss_vfl: 0.6994 (0.6591) loss_vfl_aux_0: 0.7943 (0.7571) loss_vfl_aux_1: 0.7485 (0.7135) loss_vfl_aux_2: 0.7211 (0.6848) loss_vfl_aux_3: 0.6989 (0.6712) loss_vfl_aux_4: 0.6947 (0.6629) loss_vfl_aux_5: 0.7728 (0.7417) loss_vfl_dn_0: 0.4468 (0.4465) loss_vfl_dn_1: 0.3856 (0.3811) loss_vfl_dn_2: 0.3692 (0.3653) loss_vfl_dn_3: 0.3648 (0.3582) loss_vfl_dn_4: 0.3611 (0.3556) loss_vfl_dn_5: 0.3597 (0.3549) time: 0.4686 data: 0.0140 max mem: 5654 Epoch: [57] [4900/7393] eta: 0:20:26 lr: 0.000010 loss: 14.9966 (15.4226) loss_bbox: 0.1356 (0.1477) loss_bbox_aux_0: 0.1524 (0.1603) loss_bbox_aux_1: 0.1362 (0.1525) loss_bbox_aux_2: 0.1338 (0.1502) loss_bbox_aux_3: 0.1324 (0.1482) loss_bbox_aux_4: 0.1343 (0.1477) loss_bbox_aux_5: 0.1984 (0.1961) loss_bbox_dn_0: 0.2683 (0.2560) loss_bbox_dn_1: 0.1885 (0.1870) loss_bbox_dn_2: 0.1645 (0.1667) loss_bbox_dn_3: 0.1619 (0.1610) loss_bbox_dn_4: 0.1606 (0.1596) loss_bbox_dn_5: 0.1607 (0.1596) loss_giou: 0.4035 (0.4643) loss_giou_aux_0: 0.4300 (0.4874) loss_giou_aux_1: 0.4120 (0.4741) loss_giou_aux_2: 0.4013 (0.4691) loss_giou_aux_3: 0.4042 (0.4657) loss_giou_aux_4: 0.4068 (0.4645) loss_giou_aux_5: 0.4895 (0.5502) loss_giou_dn_0: 0.5220 (0.5654) loss_giou_dn_1: 0.4134 (0.4576) loss_giou_dn_2: 0.3796 (0.4265) loss_giou_dn_3: 0.3778 (0.4183) loss_giou_dn_4: 0.3744 (0.4162) loss_giou_dn_5: 0.3745 (0.4164) loss_vfl: 0.6587 (0.6594) loss_vfl_aux_0: 0.7664 (0.7576) loss_vfl_aux_1: 0.7192 (0.7140) loss_vfl_aux_2: 0.6775 (0.6851) loss_vfl_aux_3: 0.6731 (0.6714) loss_vfl_aux_4: 0.6667 (0.6632) loss_vfl_aux_5: 0.7583 (0.7420) loss_vfl_dn_0: 0.4453 (0.4465) loss_vfl_dn_1: 0.3740 (0.3811) loss_vfl_dn_2: 0.3612 (0.3653) loss_vfl_dn_3: 0.3555 (0.3581) loss_vfl_dn_4: 0.3504 (0.3556) loss_vfl_dn_5: 0.3522 (0.3549) time: 0.4858 data: 0.0138 max mem: 5654 Epoch: [57] [5000/7393] eta: 0:19:36 lr: 0.000010 loss: 15.8704 (15.4194) loss_bbox: 0.1352 (0.1478) loss_bbox_aux_0: 0.1463 (0.1603) loss_bbox_aux_1: 0.1452 (0.1525) loss_bbox_aux_2: 0.1425 (0.1503) loss_bbox_aux_3: 0.1385 (0.1482) loss_bbox_aux_4: 0.1322 (0.1478) loss_bbox_aux_5: 0.1699 (0.1961) loss_bbox_dn_0: 0.2408 (0.2561) loss_bbox_dn_1: 0.1710 (0.1870) loss_bbox_dn_2: 0.1590 (0.1667) loss_bbox_dn_3: 0.1550 (0.1610) loss_bbox_dn_4: 0.1507 (0.1596) loss_bbox_dn_5: 0.1507 (0.1596) loss_giou: 0.4709 (0.4639) loss_giou_aux_0: 0.5053 (0.4869) loss_giou_aux_1: 0.4755 (0.4737) loss_giou_aux_2: 0.4741 (0.4687) loss_giou_aux_3: 0.4660 (0.4653) loss_giou_aux_4: 0.4684 (0.4641) loss_giou_aux_5: 0.5659 (0.5497) loss_giou_dn_0: 0.5871 (0.5652) loss_giou_dn_1: 0.4846 (0.4574) loss_giou_dn_2: 0.4518 (0.4263) loss_giou_dn_3: 0.4419 (0.4181) loss_giou_dn_4: 0.4388 (0.4160) loss_giou_dn_5: 0.4388 (0.4162) loss_vfl: 0.6827 (0.6594) loss_vfl_aux_0: 0.7876 (0.7578) loss_vfl_aux_1: 0.7337 (0.7142) loss_vfl_aux_2: 0.6905 (0.6851) loss_vfl_aux_3: 0.7061 (0.6715) loss_vfl_aux_4: 0.6840 (0.6632) loss_vfl_aux_5: 0.7425 (0.7423) loss_vfl_dn_0: 0.4453 (0.4465) loss_vfl_dn_1: 0.3744 (0.3810) loss_vfl_dn_2: 0.3626 (0.3652) loss_vfl_dn_3: 0.3533 (0.3581) loss_vfl_dn_4: 0.3498 (0.3555) loss_vfl_dn_5: 0.3506 (0.3548) time: 0.4618 data: 0.0133 max mem: 5654 Epoch: [57] [5100/7393] eta: 0:18:46 lr: 0.000010 loss: 15.4091 (15.4205) loss_bbox: 0.1451 (0.1477) loss_bbox_aux_0: 0.1665 (0.1603) loss_bbox_aux_1: 0.1512 (0.1525) loss_bbox_aux_2: 0.1477 (0.1502) loss_bbox_aux_3: 0.1450 (0.1482) loss_bbox_aux_4: 0.1451 (0.1477) loss_bbox_aux_5: 0.1961 (0.1960) loss_bbox_dn_0: 0.2327 (0.2559) loss_bbox_dn_1: 0.1614 (0.1869) loss_bbox_dn_2: 0.1463 (0.1667) loss_bbox_dn_3: 0.1392 (0.1609) loss_bbox_dn_4: 0.1379 (0.1595) loss_bbox_dn_5: 0.1379 (0.1596) loss_giou: 0.4571 (0.4641) loss_giou_aux_0: 0.4722 (0.4872) loss_giou_aux_1: 0.4630 (0.4739) loss_giou_aux_2: 0.4476 (0.4690) loss_giou_aux_3: 0.4492 (0.4656) loss_giou_aux_4: 0.4574 (0.4644) loss_giou_aux_5: 0.5325 (0.5500) loss_giou_dn_0: 0.5707 (0.5652) loss_giou_dn_1: 0.4647 (0.4575) loss_giou_dn_2: 0.4248 (0.4264) loss_giou_dn_3: 0.4144 (0.4182) loss_giou_dn_4: 0.4121 (0.4161) loss_giou_dn_5: 0.4121 (0.4163) loss_vfl: 0.6536 (0.6594) loss_vfl_aux_0: 0.7642 (0.7578) loss_vfl_aux_1: 0.7068 (0.7142) loss_vfl_aux_2: 0.6684 (0.6850) loss_vfl_aux_3: 0.6630 (0.6714) loss_vfl_aux_4: 0.6523 (0.6632) loss_vfl_aux_5: 0.7240 (0.7422) loss_vfl_dn_0: 0.4483 (0.4465) loss_vfl_dn_1: 0.3811 (0.3810) loss_vfl_dn_2: 0.3673 (0.3652) loss_vfl_dn_3: 0.3616 (0.3581) loss_vfl_dn_4: 0.3577 (0.3555) loss_vfl_dn_5: 0.3571 (0.3548) time: 0.4727 data: 0.0143 max mem: 5654 Epoch: [57] [5200/7393] eta: 0:17:56 lr: 0.000010 loss: 15.4499 (15.4221) loss_bbox: 0.1536 (0.1478) loss_bbox_aux_0: 0.1631 (0.1603) loss_bbox_aux_1: 0.1575 (0.1525) loss_bbox_aux_2: 0.1568 (0.1503) loss_bbox_aux_3: 0.1539 (0.1482) loss_bbox_aux_4: 0.1545 (0.1478) loss_bbox_aux_5: 0.1900 (0.1960) loss_bbox_dn_0: 0.2531 (0.2559) loss_bbox_dn_1: 0.1851 (0.1869) loss_bbox_dn_2: 0.1636 (0.1667) loss_bbox_dn_3: 0.1545 (0.1609) loss_bbox_dn_4: 0.1523 (0.1595) loss_bbox_dn_5: 0.1523 (0.1595) loss_giou: 0.4504 (0.4644) loss_giou_aux_0: 0.4694 (0.4873) loss_giou_aux_1: 0.4529 (0.4741) loss_giou_aux_2: 0.4483 (0.4692) loss_giou_aux_3: 0.4517 (0.4658) loss_giou_aux_4: 0.4571 (0.4646) loss_giou_aux_5: 0.5357 (0.5502) loss_giou_dn_0: 0.5568 (0.5653) loss_giou_dn_1: 0.4522 (0.4576) loss_giou_dn_2: 0.4217 (0.4265) loss_giou_dn_3: 0.4124 (0.4183) loss_giou_dn_4: 0.4117 (0.4162) loss_giou_dn_5: 0.4116 (0.4164) loss_vfl: 0.6548 (0.6593) loss_vfl_aux_0: 0.7689 (0.7579) loss_vfl_aux_1: 0.7247 (0.7142) loss_vfl_aux_2: 0.6898 (0.6850) loss_vfl_aux_3: 0.6714 (0.6713) loss_vfl_aux_4: 0.6555 (0.6631) loss_vfl_aux_5: 0.7425 (0.7422) loss_vfl_dn_0: 0.4539 (0.4465) loss_vfl_dn_1: 0.3827 (0.3810) loss_vfl_dn_2: 0.3669 (0.3652) loss_vfl_dn_3: 0.3600 (0.3580) loss_vfl_dn_4: 0.3590 (0.3555) loss_vfl_dn_5: 0.3583 (0.3548) time: 0.4817 data: 0.0135 max mem: 5654 Epoch: [57] [5300/7393] eta: 0:17:06 lr: 0.000010 loss: 15.7533 (15.4241) loss_bbox: 0.1585 (0.1479) loss_bbox_aux_0: 0.1796 (0.1604) loss_bbox_aux_1: 0.1712 (0.1526) loss_bbox_aux_2: 0.1635 (0.1504) loss_bbox_aux_3: 0.1591 (0.1483) loss_bbox_aux_4: 0.1583 (0.1479) loss_bbox_aux_5: 0.2145 (0.1961) loss_bbox_dn_0: 0.2508 (0.2559) loss_bbox_dn_1: 0.1846 (0.1870) loss_bbox_dn_2: 0.1627 (0.1667) loss_bbox_dn_3: 0.1557 (0.1609) loss_bbox_dn_4: 0.1522 (0.1596) loss_bbox_dn_5: 0.1523 (0.1596) loss_giou: 0.4410 (0.4645) loss_giou_aux_0: 0.4618 (0.4874) loss_giou_aux_1: 0.4642 (0.4742) loss_giou_aux_2: 0.4462 (0.4693) loss_giou_aux_3: 0.4453 (0.4659) loss_giou_aux_4: 0.4456 (0.4647) loss_giou_aux_5: 0.5199 (0.5502) loss_giou_dn_0: 0.5655 (0.5654) loss_giou_dn_1: 0.4525 (0.4576) loss_giou_dn_2: 0.4216 (0.4265) loss_giou_dn_3: 0.4223 (0.4183) loss_giou_dn_4: 0.4185 (0.4162) loss_giou_dn_5: 0.4184 (0.4164) loss_vfl: 0.6459 (0.6593) loss_vfl_aux_0: 0.7519 (0.7580) loss_vfl_aux_1: 0.7243 (0.7143) loss_vfl_aux_2: 0.6943 (0.6850) loss_vfl_aux_3: 0.6706 (0.6714) loss_vfl_aux_4: 0.6637 (0.6632) loss_vfl_aux_5: 0.7384 (0.7422) loss_vfl_dn_0: 0.4481 (0.4465) loss_vfl_dn_1: 0.3777 (0.3810) loss_vfl_dn_2: 0.3634 (0.3652) loss_vfl_dn_3: 0.3568 (0.3580) loss_vfl_dn_4: 0.3536 (0.3555) loss_vfl_dn_5: 0.3541 (0.3548) time: 0.4805 data: 0.0135 max mem: 5654 Epoch: [57] [5400/7393] eta: 0:16:17 lr: 0.000010 loss: 15.7736 (15.4272) loss_bbox: 0.1455 (0.1478) loss_bbox_aux_0: 0.1572 (0.1603) loss_bbox_aux_1: 0.1499 (0.1525) loss_bbox_aux_2: 0.1472 (0.1503) loss_bbox_aux_3: 0.1458 (0.1483) loss_bbox_aux_4: 0.1454 (0.1478) loss_bbox_aux_5: 0.1805 (0.1961) loss_bbox_dn_0: 0.2249 (0.2558) loss_bbox_dn_1: 0.1687 (0.1869) loss_bbox_dn_2: 0.1498 (0.1666) loss_bbox_dn_3: 0.1476 (0.1608) loss_bbox_dn_4: 0.1474 (0.1595) loss_bbox_dn_5: 0.1474 (0.1595) loss_giou: 0.4841 (0.4647) loss_giou_aux_0: 0.5186 (0.4876) loss_giou_aux_1: 0.5097 (0.4744) loss_giou_aux_2: 0.5045 (0.4696) loss_giou_aux_3: 0.4924 (0.4662) loss_giou_aux_4: 0.4859 (0.4649) loss_giou_aux_5: 0.5726 (0.5505) loss_giou_dn_0: 0.5634 (0.5655) loss_giou_dn_1: 0.4692 (0.4578) loss_giou_dn_2: 0.4431 (0.4267) loss_giou_dn_3: 0.4374 (0.4184) loss_giou_dn_4: 0.4379 (0.4164) loss_giou_dn_5: 0.4382 (0.4165) loss_vfl: 0.6372 (0.6594) loss_vfl_aux_0: 0.7533 (0.7583) loss_vfl_aux_1: 0.7052 (0.7146) loss_vfl_aux_2: 0.6736 (0.6851) loss_vfl_aux_3: 0.6451 (0.6715) loss_vfl_aux_4: 0.6357 (0.6633) loss_vfl_aux_5: 0.7336 (0.7423) loss_vfl_dn_0: 0.4460 (0.4465) loss_vfl_dn_1: 0.3821 (0.3810) loss_vfl_dn_2: 0.3651 (0.3652) loss_vfl_dn_3: 0.3590 (0.3581) loss_vfl_dn_4: 0.3573 (0.3555) loss_vfl_dn_5: 0.3579 (0.3548) time: 0.4869 data: 0.0134 max mem: 5654 Epoch: [57] [5500/7393] eta: 0:15:29 lr: 0.000010 loss: 15.4175 (15.4280) loss_bbox: 0.1457 (0.1479) loss_bbox_aux_0: 0.1601 (0.1604) loss_bbox_aux_1: 0.1535 (0.1526) loss_bbox_aux_2: 0.1538 (0.1504) loss_bbox_aux_3: 0.1497 (0.1484) loss_bbox_aux_4: 0.1494 (0.1479) loss_bbox_aux_5: 0.1970 (0.1962) loss_bbox_dn_0: 0.2647 (0.2560) loss_bbox_dn_1: 0.1804 (0.1870) loss_bbox_dn_2: 0.1649 (0.1667) loss_bbox_dn_3: 0.1552 (0.1609) loss_bbox_dn_4: 0.1535 (0.1595) loss_bbox_dn_5: 0.1535 (0.1595) loss_giou: 0.4261 (0.4645) loss_giou_aux_0: 0.4386 (0.4873) loss_giou_aux_1: 0.4301 (0.4741) loss_giou_aux_2: 0.4253 (0.4693) loss_giou_aux_3: 0.4152 (0.4659) loss_giou_aux_4: 0.4226 (0.4647) loss_giou_aux_5: 0.5006 (0.5503) loss_giou_dn_0: 0.5477 (0.5654) loss_giou_dn_1: 0.4358 (0.4577) loss_giou_dn_2: 0.4013 (0.4266) loss_giou_dn_3: 0.3922 (0.4183) loss_giou_dn_4: 0.3914 (0.4162) loss_giou_dn_5: 0.3914 (0.4164) loss_vfl: 0.6454 (0.6597) loss_vfl_aux_0: 0.7458 (0.7587) loss_vfl_aux_1: 0.7279 (0.7150) loss_vfl_aux_2: 0.6686 (0.6855) loss_vfl_aux_3: 0.6572 (0.6718) loss_vfl_aux_4: 0.6448 (0.6636) loss_vfl_aux_5: 0.7172 (0.7425) loss_vfl_dn_0: 0.4499 (0.4465) loss_vfl_dn_1: 0.3813 (0.3811) loss_vfl_dn_2: 0.3666 (0.3652) loss_vfl_dn_3: 0.3568 (0.3581) loss_vfl_dn_4: 0.3532 (0.3555) loss_vfl_dn_5: 0.3498 (0.3548) time: 0.4554 data: 0.0142 max mem: 5654 Epoch: [57] [5600/7393] eta: 0:14:40 lr: 0.000010 loss: 15.6802 (15.4309) loss_bbox: 0.1464 (0.1480) loss_bbox_aux_0: 0.1507 (0.1604) loss_bbox_aux_1: 0.1528 (0.1526) loss_bbox_aux_2: 0.1438 (0.1505) loss_bbox_aux_3: 0.1473 (0.1484) loss_bbox_aux_4: 0.1460 (0.1479) loss_bbox_aux_5: 0.1886 (0.1962) loss_bbox_dn_0: 0.2470 (0.2560) loss_bbox_dn_1: 0.1817 (0.1870) loss_bbox_dn_2: 0.1594 (0.1667) loss_bbox_dn_3: 0.1543 (0.1610) loss_bbox_dn_4: 0.1531 (0.1596) loss_bbox_dn_5: 0.1531 (0.1596) loss_giou: 0.4418 (0.4646) loss_giou_aux_0: 0.4742 (0.4874) loss_giou_aux_1: 0.4491 (0.4742) loss_giou_aux_2: 0.4456 (0.4694) loss_giou_aux_3: 0.4424 (0.4660) loss_giou_aux_4: 0.4351 (0.4648) loss_giou_aux_5: 0.5509 (0.5503) loss_giou_dn_0: 0.5642 (0.5655) loss_giou_dn_1: 0.4573 (0.4578) loss_giou_dn_2: 0.4214 (0.4266) loss_giou_dn_3: 0.4121 (0.4184) loss_giou_dn_4: 0.4114 (0.4163) loss_giou_dn_5: 0.4116 (0.4165) loss_vfl: 0.6507 (0.6598) loss_vfl_aux_0: 0.7434 (0.7589) loss_vfl_aux_1: 0.7052 (0.7153) loss_vfl_aux_2: 0.6743 (0.6857) loss_vfl_aux_3: 0.6594 (0.6719) loss_vfl_aux_4: 0.6539 (0.6637) loss_vfl_aux_5: 0.7259 (0.7426) loss_vfl_dn_0: 0.4415 (0.4465) loss_vfl_dn_1: 0.3804 (0.3811) loss_vfl_dn_2: 0.3680 (0.3652) loss_vfl_dn_3: 0.3630 (0.3581) loss_vfl_dn_4: 0.3601 (0.3556) loss_vfl_dn_5: 0.3598 (0.3549) time: 0.4808 data: 0.0136 max mem: 5654 Epoch: [57] [5700/7393] eta: 0:13:50 lr: 0.000010 loss: 15.0004 (15.4331) loss_bbox: 0.1334 (0.1480) loss_bbox_aux_0: 0.1473 (0.1604) loss_bbox_aux_1: 0.1387 (0.1527) loss_bbox_aux_2: 0.1355 (0.1505) loss_bbox_aux_3: 0.1342 (0.1485) loss_bbox_aux_4: 0.1322 (0.1480) loss_bbox_aux_5: 0.1877 (0.1962) loss_bbox_dn_0: 0.2487 (0.2562) loss_bbox_dn_1: 0.1804 (0.1872) loss_bbox_dn_2: 0.1636 (0.1669) loss_bbox_dn_3: 0.1551 (0.1611) loss_bbox_dn_4: 0.1531 (0.1597) loss_bbox_dn_5: 0.1531 (0.1598) loss_giou: 0.4270 (0.4645) loss_giou_aux_0: 0.4508 (0.4873) loss_giou_aux_1: 0.4418 (0.4741) loss_giou_aux_2: 0.4369 (0.4693) loss_giou_aux_3: 0.4429 (0.4659) loss_giou_aux_4: 0.4362 (0.4647) loss_giou_aux_5: 0.5270 (0.5502) loss_giou_dn_0: 0.5504 (0.5656) loss_giou_dn_1: 0.4451 (0.4578) loss_giou_dn_2: 0.4126 (0.4267) loss_giou_dn_3: 0.4109 (0.4184) loss_giou_dn_4: 0.4114 (0.4163) loss_giou_dn_5: 0.4114 (0.4165) loss_vfl: 0.6484 (0.6600) loss_vfl_aux_0: 0.7476 (0.7592) loss_vfl_aux_1: 0.6953 (0.7155) loss_vfl_aux_2: 0.6750 (0.6858) loss_vfl_aux_3: 0.6726 (0.6721) loss_vfl_aux_4: 0.6526 (0.6639) loss_vfl_aux_5: 0.7154 (0.7428) loss_vfl_dn_0: 0.4496 (0.4465) loss_vfl_dn_1: 0.3850 (0.3811) loss_vfl_dn_2: 0.3641 (0.3653) loss_vfl_dn_3: 0.3576 (0.3581) loss_vfl_dn_4: 0.3552 (0.3556) loss_vfl_dn_5: 0.3550 (0.3549) time: 0.4736 data: 0.0135 max mem: 5654 Epoch: [57] [5800/7393] eta: 0:13:02 lr: 0.000010 loss: 15.1369 (15.4337) loss_bbox: 0.1336 (0.1481) loss_bbox_aux_0: 0.1598 (0.1605) loss_bbox_aux_1: 0.1382 (0.1527) loss_bbox_aux_2: 0.1420 (0.1506) loss_bbox_aux_3: 0.1332 (0.1485) loss_bbox_aux_4: 0.1337 (0.1480) loss_bbox_aux_5: 0.1952 (0.1963) loss_bbox_dn_0: 0.2374 (0.2563) loss_bbox_dn_1: 0.1677 (0.1872) loss_bbox_dn_2: 0.1500 (0.1670) loss_bbox_dn_3: 0.1444 (0.1612) loss_bbox_dn_4: 0.1428 (0.1598) loss_bbox_dn_5: 0.1428 (0.1598) loss_giou: 0.4159 (0.4644) loss_giou_aux_0: 0.4455 (0.4872) loss_giou_aux_1: 0.4342 (0.4740) loss_giou_aux_2: 0.4160 (0.4692) loss_giou_aux_3: 0.4152 (0.4658) loss_giou_aux_4: 0.4155 (0.4646) loss_giou_aux_5: 0.5144 (0.5501) loss_giou_dn_0: 0.5325 (0.5655) loss_giou_dn_1: 0.4294 (0.4578) loss_giou_dn_2: 0.4037 (0.4266) loss_giou_dn_3: 0.3945 (0.4183) loss_giou_dn_4: 0.3946 (0.4162) loss_giou_dn_5: 0.3945 (0.4164) loss_vfl: 0.6505 (0.6601) loss_vfl_aux_0: 0.7686 (0.7592) loss_vfl_aux_1: 0.7108 (0.7155) loss_vfl_aux_2: 0.6887 (0.6859) loss_vfl_aux_3: 0.6674 (0.6721) loss_vfl_aux_4: 0.6548 (0.6640) loss_vfl_aux_5: 0.7639 (0.7429) loss_vfl_dn_0: 0.4511 (0.4466) loss_vfl_dn_1: 0.3780 (0.3811) loss_vfl_dn_2: 0.3636 (0.3653) loss_vfl_dn_3: 0.3551 (0.3581) loss_vfl_dn_4: 0.3511 (0.3556) loss_vfl_dn_5: 0.3508 (0.3549) time: 0.4697 data: 0.0136 max mem: 5654 Epoch: [57] [5900/7393] eta: 0:12:12 lr: 0.000010 loss: 15.3942 (15.4335) loss_bbox: 0.1310 (0.1481) loss_bbox_aux_0: 0.1506 (0.1605) loss_bbox_aux_1: 0.1421 (0.1527) loss_bbox_aux_2: 0.1495 (0.1506) loss_bbox_aux_3: 0.1347 (0.1486) loss_bbox_aux_4: 0.1318 (0.1480) loss_bbox_aux_5: 0.1899 (0.1963) loss_bbox_dn_0: 0.2351 (0.2562) loss_bbox_dn_1: 0.1766 (0.1872) loss_bbox_dn_2: 0.1496 (0.1669) loss_bbox_dn_3: 0.1402 (0.1611) loss_bbox_dn_4: 0.1352 (0.1597) loss_bbox_dn_5: 0.1348 (0.1598) loss_giou: 0.4607 (0.4645) loss_giou_aux_0: 0.4812 (0.4872) loss_giou_aux_1: 0.4547 (0.4740) loss_giou_aux_2: 0.4576 (0.4693) loss_giou_aux_3: 0.4606 (0.4658) loss_giou_aux_4: 0.4643 (0.4646) loss_giou_aux_5: 0.5375 (0.5501) loss_giou_dn_0: 0.5566 (0.5655) loss_giou_dn_1: 0.4783 (0.4578) loss_giou_dn_2: 0.4500 (0.4266) loss_giou_dn_3: 0.4379 (0.4183) loss_giou_dn_4: 0.4387 (0.4163) loss_giou_dn_5: 0.4388 (0.4164) loss_vfl: 0.6353 (0.6601) loss_vfl_aux_0: 0.7502 (0.7593) loss_vfl_aux_1: 0.7049 (0.7156) loss_vfl_aux_2: 0.6607 (0.6859) loss_vfl_aux_3: 0.6516 (0.6721) loss_vfl_aux_4: 0.6422 (0.6640) loss_vfl_aux_5: 0.7306 (0.7430) loss_vfl_dn_0: 0.4471 (0.4465) loss_vfl_dn_1: 0.3863 (0.3811) loss_vfl_dn_2: 0.3685 (0.3653) loss_vfl_dn_3: 0.3578 (0.3581) loss_vfl_dn_4: 0.3554 (0.3556) loss_vfl_dn_5: 0.3540 (0.3549) time: 0.4663 data: 0.0136 max mem: 5654 Epoch: [57] [6000/7393] eta: 0:11:23 lr: 0.000010 loss: 15.4724 (15.4338) loss_bbox: 0.1524 (0.1482) loss_bbox_aux_0: 0.1663 (0.1607) loss_bbox_aux_1: 0.1618 (0.1529) loss_bbox_aux_2: 0.1579 (0.1507) loss_bbox_aux_3: 0.1528 (0.1487) loss_bbox_aux_4: 0.1496 (0.1482) loss_bbox_aux_5: 0.2022 (0.1965) loss_bbox_dn_0: 0.2737 (0.2565) loss_bbox_dn_1: 0.1933 (0.1874) loss_bbox_dn_2: 0.1741 (0.1670) loss_bbox_dn_3: 0.1686 (0.1613) loss_bbox_dn_4: 0.1677 (0.1599) loss_bbox_dn_5: 0.1675 (0.1599) loss_giou: 0.4025 (0.4642) loss_giou_aux_0: 0.4224 (0.4869) loss_giou_aux_1: 0.4205 (0.4738) loss_giou_aux_2: 0.4223 (0.4690) loss_giou_aux_3: 0.4052 (0.4656) loss_giou_aux_4: 0.4026 (0.4644) loss_giou_aux_5: 0.4817 (0.5498) loss_giou_dn_0: 0.5459 (0.5653) loss_giou_dn_1: 0.4202 (0.4576) loss_giou_dn_2: 0.3895 (0.4264) loss_giou_dn_3: 0.3855 (0.4181) loss_giou_dn_4: 0.3835 (0.4161) loss_giou_dn_5: 0.3840 (0.4162) loss_vfl: 0.6605 (0.6601) loss_vfl_aux_0: 0.7940 (0.7596) loss_vfl_aux_1: 0.7268 (0.7157) loss_vfl_aux_2: 0.6814 (0.6861) loss_vfl_aux_3: 0.6587 (0.6722) loss_vfl_aux_4: 0.6572 (0.6640) loss_vfl_aux_5: 0.8030 (0.7433) loss_vfl_dn_0: 0.4530 (0.4466) loss_vfl_dn_1: 0.3751 (0.3811) loss_vfl_dn_2: 0.3560 (0.3652) loss_vfl_dn_3: 0.3456 (0.3581) loss_vfl_dn_4: 0.3429 (0.3556) loss_vfl_dn_5: 0.3408 (0.3548) time: 0.4869 data: 0.0136 max mem: 5654 Epoch: [57] [6100/7393] eta: 0:10:35 lr: 0.000010 loss: 15.2437 (15.4314) loss_bbox: 0.1375 (0.1482) loss_bbox_aux_0: 0.1537 (0.1606) loss_bbox_aux_1: 0.1392 (0.1528) loss_bbox_aux_2: 0.1408 (0.1506) loss_bbox_aux_3: 0.1371 (0.1487) loss_bbox_aux_4: 0.1365 (0.1481) loss_bbox_aux_5: 0.1859 (0.1964) loss_bbox_dn_0: 0.2358 (0.2564) loss_bbox_dn_1: 0.1732 (0.1873) loss_bbox_dn_2: 0.1506 (0.1669) loss_bbox_dn_3: 0.1401 (0.1612) loss_bbox_dn_4: 0.1380 (0.1598) loss_bbox_dn_5: 0.1376 (0.1598) loss_giou: 0.4579 (0.4641) loss_giou_aux_0: 0.4636 (0.4868) loss_giou_aux_1: 0.4524 (0.4737) loss_giou_aux_2: 0.4580 (0.4689) loss_giou_aux_3: 0.4568 (0.4654) loss_giou_aux_4: 0.4517 (0.4642) loss_giou_aux_5: 0.5222 (0.5497) loss_giou_dn_0: 0.5564 (0.5653) loss_giou_dn_1: 0.4535 (0.4575) loss_giou_dn_2: 0.4266 (0.4263) loss_giou_dn_3: 0.4184 (0.4181) loss_giou_dn_4: 0.4173 (0.4160) loss_giou_dn_5: 0.4180 (0.4162) loss_vfl: 0.6430 (0.6602) loss_vfl_aux_0: 0.7429 (0.7596) loss_vfl_aux_1: 0.7007 (0.7159) loss_vfl_aux_2: 0.6614 (0.6862) loss_vfl_aux_3: 0.6547 (0.6722) loss_vfl_aux_4: 0.6518 (0.6641) loss_vfl_aux_5: 0.7014 (0.7434) loss_vfl_dn_0: 0.4363 (0.4465) loss_vfl_dn_1: 0.3763 (0.3810) loss_vfl_dn_2: 0.3635 (0.3652) loss_vfl_dn_3: 0.3606 (0.3581) loss_vfl_dn_4: 0.3583 (0.3555) loss_vfl_dn_5: 0.3556 (0.3548) time: 0.4696 data: 0.0135 max mem: 5654 Epoch: [57] [6200/7393] eta: 0:09:45 lr: 0.000010 loss: 14.8662 (15.4325) loss_bbox: 0.1419 (0.1482) loss_bbox_aux_0: 0.1567 (0.1607) loss_bbox_aux_1: 0.1470 (0.1529) loss_bbox_aux_2: 0.1440 (0.1507) loss_bbox_aux_3: 0.1416 (0.1487) loss_bbox_aux_4: 0.1441 (0.1482) loss_bbox_aux_5: 0.1919 (0.1965) loss_bbox_dn_0: 0.2493 (0.2565) loss_bbox_dn_1: 0.1864 (0.1874) loss_bbox_dn_2: 0.1580 (0.1670) loss_bbox_dn_3: 0.1527 (0.1613) loss_bbox_dn_4: 0.1509 (0.1599) loss_bbox_dn_5: 0.1510 (0.1599) loss_giou: 0.4250 (0.4640) loss_giou_aux_0: 0.4430 (0.4867) loss_giou_aux_1: 0.4235 (0.4735) loss_giou_aux_2: 0.4296 (0.4688) loss_giou_aux_3: 0.4277 (0.4654) loss_giou_aux_4: 0.4247 (0.4642) loss_giou_aux_5: 0.5004 (0.5495) loss_giou_dn_0: 0.5261 (0.5652) loss_giou_dn_1: 0.4383 (0.4575) loss_giou_dn_2: 0.3981 (0.4263) loss_giou_dn_3: 0.3930 (0.4180) loss_giou_dn_4: 0.3921 (0.4159) loss_giou_dn_5: 0.3927 (0.4161) loss_vfl: 0.6513 (0.6602) loss_vfl_aux_0: 0.7595 (0.7597) loss_vfl_aux_1: 0.7378 (0.7161) loss_vfl_aux_2: 0.6647 (0.6863) loss_vfl_aux_3: 0.6510 (0.6722) loss_vfl_aux_4: 0.6532 (0.6641) loss_vfl_aux_5: 0.7257 (0.7434) loss_vfl_dn_0: 0.4441 (0.4466) loss_vfl_dn_1: 0.3757 (0.3811) loss_vfl_dn_2: 0.3640 (0.3652) loss_vfl_dn_3: 0.3539 (0.3581) loss_vfl_dn_4: 0.3527 (0.3555) loss_vfl_dn_5: 0.3498 (0.3548) time: 0.4681 data: 0.0134 max mem: 5654 Epoch: [57] [6300/7393] eta: 0:08:56 lr: 0.000010 loss: 15.6137 (15.4320) loss_bbox: 0.1459 (0.1483) loss_bbox_aux_0: 0.1575 (0.1607) loss_bbox_aux_1: 0.1556 (0.1530) loss_bbox_aux_2: 0.1504 (0.1507) loss_bbox_aux_3: 0.1478 (0.1488) loss_bbox_aux_4: 0.1457 (0.1482) loss_bbox_aux_5: 0.1782 (0.1965) loss_bbox_dn_0: 0.2279 (0.2565) loss_bbox_dn_1: 0.1620 (0.1874) loss_bbox_dn_2: 0.1473 (0.1671) loss_bbox_dn_3: 0.1451 (0.1613) loss_bbox_dn_4: 0.1437 (0.1599) loss_bbox_dn_5: 0.1437 (0.1599) loss_giou: 0.4715 (0.4639) loss_giou_aux_0: 0.4830 (0.4866) loss_giou_aux_1: 0.4690 (0.4734) loss_giou_aux_2: 0.4712 (0.4686) loss_giou_aux_3: 0.4734 (0.4653) loss_giou_aux_4: 0.4705 (0.4641) loss_giou_aux_5: 0.5470 (0.5494) loss_giou_dn_0: 0.5690 (0.5651) loss_giou_dn_1: 0.4643 (0.4574) loss_giou_dn_2: 0.4383 (0.4262) loss_giou_dn_3: 0.4299 (0.4180) loss_giou_dn_4: 0.4283 (0.4159) loss_giou_dn_5: 0.4285 (0.4160) loss_vfl: 0.6602 (0.6602) loss_vfl_aux_0: 0.7476 (0.7597) loss_vfl_aux_1: 0.7147 (0.7162) loss_vfl_aux_2: 0.6919 (0.6864) loss_vfl_aux_3: 0.6734 (0.6723) loss_vfl_aux_4: 0.6646 (0.6641) loss_vfl_aux_5: 0.7278 (0.7435) loss_vfl_dn_0: 0.4432 (0.4466) loss_vfl_dn_1: 0.3870 (0.3811) loss_vfl_dn_2: 0.3666 (0.3652) loss_vfl_dn_3: 0.3564 (0.3581) loss_vfl_dn_4: 0.3564 (0.3555) loss_vfl_dn_5: 0.3575 (0.3548) time: 0.4791 data: 0.0134 max mem: 5654 Epoch: [57] [6400/7393] eta: 0:08:07 lr: 0.000010 loss: 15.4100 (15.4323) loss_bbox: 0.1536 (0.1483) loss_bbox_aux_0: 0.1671 (0.1608) loss_bbox_aux_1: 0.1512 (0.1530) loss_bbox_aux_2: 0.1485 (0.1508) loss_bbox_aux_3: 0.1480 (0.1488) loss_bbox_aux_4: 0.1535 (0.1483) loss_bbox_aux_5: 0.1980 (0.1965) loss_bbox_dn_0: 0.2667 (0.2566) loss_bbox_dn_1: 0.1985 (0.1875) loss_bbox_dn_2: 0.1765 (0.1671) loss_bbox_dn_3: 0.1706 (0.1614) loss_bbox_dn_4: 0.1686 (0.1600) loss_bbox_dn_5: 0.1687 (0.1600) loss_giou: 0.4361 (0.4639) loss_giou_aux_0: 0.5008 (0.4865) loss_giou_aux_1: 0.4689 (0.4734) loss_giou_aux_2: 0.4558 (0.4686) loss_giou_aux_3: 0.4364 (0.4652) loss_giou_aux_4: 0.4383 (0.4641) loss_giou_aux_5: 0.5496 (0.5493) loss_giou_dn_0: 0.5632 (0.5651) loss_giou_dn_1: 0.4760 (0.4573) loss_giou_dn_2: 0.4400 (0.4262) loss_giou_dn_3: 0.4317 (0.4179) loss_giou_dn_4: 0.4294 (0.4158) loss_giou_dn_5: 0.4297 (0.4160) loss_vfl: 0.6669 (0.6602) loss_vfl_aux_0: 0.7409 (0.7598) loss_vfl_aux_1: 0.7351 (0.7163) loss_vfl_aux_2: 0.6989 (0.6864) loss_vfl_aux_3: 0.6802 (0.6723) loss_vfl_aux_4: 0.6678 (0.6640) loss_vfl_aux_5: 0.7377 (0.7436) loss_vfl_dn_0: 0.4512 (0.4466) loss_vfl_dn_1: 0.3896 (0.3811) loss_vfl_dn_2: 0.3754 (0.3652) loss_vfl_dn_3: 0.3651 (0.3581) loss_vfl_dn_4: 0.3603 (0.3555) loss_vfl_dn_5: 0.3593 (0.3548) time: 0.4650 data: 0.0135 max mem: 5654 Epoch: [57] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 15.0897 (15.4315) loss_bbox: 0.1398 (0.1483) loss_bbox_aux_0: 0.1505 (0.1608) loss_bbox_aux_1: 0.1428 (0.1529) loss_bbox_aux_2: 0.1387 (0.1507) loss_bbox_aux_3: 0.1440 (0.1488) loss_bbox_aux_4: 0.1398 (0.1483) loss_bbox_aux_5: 0.1873 (0.1965) loss_bbox_dn_0: 0.2548 (0.2567) loss_bbox_dn_1: 0.1924 (0.1875) loss_bbox_dn_2: 0.1646 (0.1672) loss_bbox_dn_3: 0.1530 (0.1614) loss_bbox_dn_4: 0.1525 (0.1600) loss_bbox_dn_5: 0.1525 (0.1600) loss_giou: 0.4349 (0.4638) loss_giou_aux_0: 0.4270 (0.4865) loss_giou_aux_1: 0.4194 (0.4733) loss_giou_aux_2: 0.4253 (0.4685) loss_giou_aux_3: 0.4181 (0.4652) loss_giou_aux_4: 0.4310 (0.4640) loss_giou_aux_5: 0.4929 (0.5493) loss_giou_dn_0: 0.5512 (0.5651) loss_giou_dn_1: 0.4443 (0.4573) loss_giou_dn_2: 0.4158 (0.4262) loss_giou_dn_3: 0.4077 (0.4179) loss_giou_dn_4: 0.4061 (0.4158) loss_giou_dn_5: 0.4067 (0.4160) loss_vfl: 0.6537 (0.6601) loss_vfl_aux_0: 0.7552 (0.7597) loss_vfl_aux_1: 0.7048 (0.7163) loss_vfl_aux_2: 0.6919 (0.6865) loss_vfl_aux_3: 0.6553 (0.6723) loss_vfl_aux_4: 0.6604 (0.6640) loss_vfl_aux_5: 0.7257 (0.7436) loss_vfl_dn_0: 0.4349 (0.4466) loss_vfl_dn_1: 0.3777 (0.3811) loss_vfl_dn_2: 0.3598 (0.3652) loss_vfl_dn_3: 0.3508 (0.3581) loss_vfl_dn_4: 0.3504 (0.3555) loss_vfl_dn_5: 0.3525 (0.3548) time: 0.4799 data: 0.0136 max mem: 5654 Epoch: [57] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.3704 (15.4311) loss_bbox: 0.1349 (0.1484) loss_bbox_aux_0: 0.1441 (0.1608) loss_bbox_aux_1: 0.1414 (0.1530) loss_bbox_aux_2: 0.1406 (0.1508) loss_bbox_aux_3: 0.1378 (0.1488) loss_bbox_aux_4: 0.1317 (0.1483) loss_bbox_aux_5: 0.1844 (0.1966) loss_bbox_dn_0: 0.2245 (0.2567) loss_bbox_dn_1: 0.1717 (0.1875) loss_bbox_dn_2: 0.1490 (0.1672) loss_bbox_dn_3: 0.1435 (0.1614) loss_bbox_dn_4: 0.1432 (0.1600) loss_bbox_dn_5: 0.1433 (0.1600) loss_giou: 0.4699 (0.4638) loss_giou_aux_0: 0.4872 (0.4865) loss_giou_aux_1: 0.4784 (0.4733) loss_giou_aux_2: 0.4769 (0.4685) loss_giou_aux_3: 0.4664 (0.4652) loss_giou_aux_4: 0.4692 (0.4640) loss_giou_aux_5: 0.5558 (0.5493) loss_giou_dn_0: 0.5596 (0.5650) loss_giou_dn_1: 0.4567 (0.4573) loss_giou_dn_2: 0.4313 (0.4261) loss_giou_dn_3: 0.4264 (0.4178) loss_giou_dn_4: 0.4261 (0.4158) loss_giou_dn_5: 0.4262 (0.4159) loss_vfl: 0.6441 (0.6600) loss_vfl_aux_0: 0.7368 (0.7597) loss_vfl_aux_1: 0.7041 (0.7163) loss_vfl_aux_2: 0.6669 (0.6864) loss_vfl_aux_3: 0.6594 (0.6721) loss_vfl_aux_4: 0.6450 (0.6638) loss_vfl_aux_5: 0.7217 (0.7435) loss_vfl_dn_0: 0.4412 (0.4466) loss_vfl_dn_1: 0.3819 (0.3810) loss_vfl_dn_2: 0.3647 (0.3652) loss_vfl_dn_3: 0.3597 (0.3580) loss_vfl_dn_4: 0.3563 (0.3555) loss_vfl_dn_5: 0.3582 (0.3547) time: 0.4608 data: 0.0135 max mem: 5654 Epoch: [57] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.0429 (15.4307) loss_bbox: 0.1375 (0.1483) loss_bbox_aux_0: 0.1508 (0.1608) loss_bbox_aux_1: 0.1446 (0.1529) loss_bbox_aux_2: 0.1420 (0.1507) loss_bbox_aux_3: 0.1433 (0.1488) loss_bbox_aux_4: 0.1406 (0.1483) loss_bbox_aux_5: 0.1923 (0.1965) loss_bbox_dn_0: 0.2280 (0.2567) loss_bbox_dn_1: 0.1589 (0.1875) loss_bbox_dn_2: 0.1402 (0.1672) loss_bbox_dn_3: 0.1369 (0.1614) loss_bbox_dn_4: 0.1356 (0.1600) loss_bbox_dn_5: 0.1356 (0.1600) loss_giou: 0.4970 (0.4639) loss_giou_aux_0: 0.5025 (0.4866) loss_giou_aux_1: 0.4950 (0.4734) loss_giou_aux_2: 0.4873 (0.4686) loss_giou_aux_3: 0.4982 (0.4652) loss_giou_aux_4: 0.4999 (0.4641) loss_giou_aux_5: 0.5799 (0.5494) loss_giou_dn_0: 0.5545 (0.5651) loss_giou_dn_1: 0.4567 (0.4573) loss_giou_dn_2: 0.4269 (0.4262) loss_giou_dn_3: 0.4207 (0.4179) loss_giou_dn_4: 0.4201 (0.4158) loss_giou_dn_5: 0.4201 (0.4159) loss_vfl: 0.6459 (0.6599) loss_vfl_aux_0: 0.7404 (0.7596) loss_vfl_aux_1: 0.6956 (0.7163) loss_vfl_aux_2: 0.6622 (0.6864) loss_vfl_aux_3: 0.6560 (0.6721) loss_vfl_aux_4: 0.6485 (0.6638) loss_vfl_aux_5: 0.7223 (0.7434) loss_vfl_dn_0: 0.4431 (0.4465) loss_vfl_dn_1: 0.3827 (0.3810) loss_vfl_dn_2: 0.3689 (0.3652) loss_vfl_dn_3: 0.3620 (0.3580) loss_vfl_dn_4: 0.3615 (0.3555) loss_vfl_dn_5: 0.3657 (0.3548) time: 0.4731 data: 0.0134 max mem: 5654 Epoch: [57] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.2973 (15.4314) loss_bbox: 0.1560 (0.1483) loss_bbox_aux_0: 0.1661 (0.1607) loss_bbox_aux_1: 0.1553 (0.1529) loss_bbox_aux_2: 0.1593 (0.1507) loss_bbox_aux_3: 0.1526 (0.1487) loss_bbox_aux_4: 0.1569 (0.1482) loss_bbox_aux_5: 0.2011 (0.1964) loss_bbox_dn_0: 0.2520 (0.2564) loss_bbox_dn_1: 0.1773 (0.1873) loss_bbox_dn_2: 0.1538 (0.1670) loss_bbox_dn_3: 0.1497 (0.1612) loss_bbox_dn_4: 0.1504 (0.1599) loss_bbox_dn_5: 0.1505 (0.1599) loss_giou: 0.4372 (0.4641) loss_giou_aux_0: 0.4622 (0.4868) loss_giou_aux_1: 0.4437 (0.4736) loss_giou_aux_2: 0.4420 (0.4688) loss_giou_aux_3: 0.4362 (0.4655) loss_giou_aux_4: 0.4374 (0.4644) loss_giou_aux_5: 0.5193 (0.5496) loss_giou_dn_0: 0.5399 (0.5651) loss_giou_dn_1: 0.4311 (0.4574) loss_giou_dn_2: 0.3996 (0.4263) loss_giou_dn_3: 0.3865 (0.4180) loss_giou_dn_4: 0.3866 (0.4159) loss_giou_dn_5: 0.3869 (0.4160) loss_vfl: 0.6561 (0.6598) loss_vfl_aux_0: 0.7456 (0.7595) loss_vfl_aux_1: 0.7014 (0.7162) loss_vfl_aux_2: 0.6859 (0.6863) loss_vfl_aux_3: 0.6618 (0.6721) loss_vfl_aux_4: 0.6509 (0.6637) loss_vfl_aux_5: 0.7366 (0.7433) loss_vfl_dn_0: 0.4495 (0.4466) loss_vfl_dn_1: 0.3781 (0.3811) loss_vfl_dn_2: 0.3577 (0.3652) loss_vfl_dn_3: 0.3488 (0.3581) loss_vfl_dn_4: 0.3485 (0.3555) loss_vfl_dn_5: 0.3479 (0.3548) time: 0.4759 data: 0.0143 max mem: 5654 Epoch: [57] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.7096 (15.4284) loss_bbox: 0.1324 (0.1482) loss_bbox_aux_0: 0.1472 (0.1607) loss_bbox_aux_1: 0.1393 (0.1529) loss_bbox_aux_2: 0.1368 (0.1506) loss_bbox_aux_3: 0.1289 (0.1487) loss_bbox_aux_4: 0.1323 (0.1482) loss_bbox_aux_5: 0.1747 (0.1964) loss_bbox_dn_0: 0.2090 (0.2563) loss_bbox_dn_1: 0.1553 (0.1873) loss_bbox_dn_2: 0.1331 (0.1670) loss_bbox_dn_3: 0.1303 (0.1612) loss_bbox_dn_4: 0.1292 (0.1598) loss_bbox_dn_5: 0.1292 (0.1598) loss_giou: 0.5097 (0.4640) loss_giou_aux_0: 0.5208 (0.4867) loss_giou_aux_1: 0.5112 (0.4734) loss_giou_aux_2: 0.5090 (0.4686) loss_giou_aux_3: 0.5020 (0.4653) loss_giou_aux_4: 0.4996 (0.4642) loss_giou_aux_5: 0.5714 (0.5494) loss_giou_dn_0: 0.5870 (0.5650) loss_giou_dn_1: 0.4662 (0.4573) loss_giou_dn_2: 0.4369 (0.4262) loss_giou_dn_3: 0.4336 (0.4179) loss_giou_dn_4: 0.4305 (0.4158) loss_giou_dn_5: 0.4305 (0.4160) loss_vfl: 0.6371 (0.6597) loss_vfl_aux_0: 0.6950 (0.7593) loss_vfl_aux_1: 0.6791 (0.7161) loss_vfl_aux_2: 0.6592 (0.6862) loss_vfl_aux_3: 0.6571 (0.6720) loss_vfl_aux_4: 0.6418 (0.6636) loss_vfl_aux_5: 0.7117 (0.7433) loss_vfl_dn_0: 0.4477 (0.4466) loss_vfl_dn_1: 0.3877 (0.3811) loss_vfl_dn_2: 0.3748 (0.3652) loss_vfl_dn_3: 0.3652 (0.3581) loss_vfl_dn_4: 0.3645 (0.3555) loss_vfl_dn_5: 0.3639 (0.3548) time: 0.4854 data: 0.0141 max mem: 5654 Epoch: [57] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.5902 (15.4290) loss_bbox: 0.1513 (0.1483) loss_bbox_aux_0: 0.1648 (0.1607) loss_bbox_aux_1: 0.1546 (0.1529) loss_bbox_aux_2: 0.1515 (0.1507) loss_bbox_aux_3: 0.1529 (0.1487) loss_bbox_aux_4: 0.1508 (0.1482) loss_bbox_aux_5: 0.2001 (0.1964) loss_bbox_dn_0: 0.2767 (0.2564) loss_bbox_dn_1: 0.1875 (0.1874) loss_bbox_dn_2: 0.1745 (0.1671) loss_bbox_dn_3: 0.1685 (0.1613) loss_bbox_dn_4: 0.1677 (0.1599) loss_bbox_dn_5: 0.1677 (0.1599) loss_giou: 0.4074 (0.4638) loss_giou_aux_0: 0.4547 (0.4865) loss_giou_aux_1: 0.4140 (0.4733) loss_giou_aux_2: 0.4250 (0.4685) loss_giou_aux_3: 0.4090 (0.4651) loss_giou_aux_4: 0.4306 (0.4640) loss_giou_aux_5: 0.5187 (0.5492) loss_giou_dn_0: 0.5539 (0.5649) loss_giou_dn_1: 0.4534 (0.4572) loss_giou_dn_2: 0.4219 (0.4260) loss_giou_dn_3: 0.4122 (0.4178) loss_giou_dn_4: 0.4078 (0.4157) loss_giou_dn_5: 0.4078 (0.4158) loss_vfl: 0.6784 (0.6600) loss_vfl_aux_0: 0.7752 (0.7595) loss_vfl_aux_1: 0.7231 (0.7163) loss_vfl_aux_2: 0.7119 (0.6865) loss_vfl_aux_3: 0.6864 (0.6722) loss_vfl_aux_4: 0.6830 (0.6639) loss_vfl_aux_5: 0.7541 (0.7435) loss_vfl_dn_0: 0.4471 (0.4466) loss_vfl_dn_1: 0.3797 (0.3811) loss_vfl_dn_2: 0.3617 (0.3652) loss_vfl_dn_3: 0.3560 (0.3581) loss_vfl_dn_4: 0.3544 (0.3555) loss_vfl_dn_5: 0.3539 (0.3548) time: 0.4913 data: 0.0137 max mem: 5654 Epoch: [57] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 14.9365 (15.4294) loss_bbox: 0.1427 (0.1483) loss_bbox_aux_0: 0.1612 (0.1608) loss_bbox_aux_1: 0.1528 (0.1529) loss_bbox_aux_2: 0.1534 (0.1507) loss_bbox_aux_3: 0.1443 (0.1488) loss_bbox_aux_4: 0.1408 (0.1482) loss_bbox_aux_5: 0.1907 (0.1964) loss_bbox_dn_0: 0.2436 (0.2564) loss_bbox_dn_1: 0.1673 (0.1874) loss_bbox_dn_2: 0.1539 (0.1671) loss_bbox_dn_3: 0.1454 (0.1613) loss_bbox_dn_4: 0.1436 (0.1599) loss_bbox_dn_5: 0.1437 (0.1599) loss_giou: 0.4289 (0.4638) loss_giou_aux_0: 0.4535 (0.4865) loss_giou_aux_1: 0.4444 (0.4732) loss_giou_aux_2: 0.4318 (0.4684) loss_giou_aux_3: 0.4308 (0.4652) loss_giou_aux_4: 0.4314 (0.4640) loss_giou_aux_5: 0.5259 (0.5492) loss_giou_dn_0: 0.5444 (0.5649) loss_giou_dn_1: 0.4457 (0.4572) loss_giou_dn_2: 0.4143 (0.4260) loss_giou_dn_3: 0.4096 (0.4178) loss_giou_dn_4: 0.4081 (0.4157) loss_giou_dn_5: 0.4092 (0.4158) loss_vfl: 0.6430 (0.6600) loss_vfl_aux_0: 0.7311 (0.7595) loss_vfl_aux_1: 0.6832 (0.7164) loss_vfl_aux_2: 0.6666 (0.6866) loss_vfl_aux_3: 0.6552 (0.6723) loss_vfl_aux_4: 0.6422 (0.6639) loss_vfl_aux_5: 0.7212 (0.7434) loss_vfl_dn_0: 0.4429 (0.4466) loss_vfl_dn_1: 0.3822 (0.3811) loss_vfl_dn_2: 0.3621 (0.3652) loss_vfl_dn_3: 0.3539 (0.3581) loss_vfl_dn_4: 0.3499 (0.3555) loss_vfl_dn_5: 0.3486 (0.3548) time: 0.4942 data: 0.0139 max mem: 5654 Epoch: [57] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 14.8576 (15.4282) loss_bbox: 0.1460 (0.1482) loss_bbox_aux_0: 0.1587 (0.1607) loss_bbox_aux_1: 0.1547 (0.1528) loss_bbox_aux_2: 0.1513 (0.1506) loss_bbox_aux_3: 0.1464 (0.1487) loss_bbox_aux_4: 0.1457 (0.1482) loss_bbox_aux_5: 0.1942 (0.1963) loss_bbox_dn_0: 0.2447 (0.2563) loss_bbox_dn_1: 0.1761 (0.1873) loss_bbox_dn_2: 0.1610 (0.1670) loss_bbox_dn_3: 0.1525 (0.1612) loss_bbox_dn_4: 0.1512 (0.1598) loss_bbox_dn_5: 0.1512 (0.1598) loss_giou: 0.4010 (0.4638) loss_giou_aux_0: 0.4372 (0.4865) loss_giou_aux_1: 0.4259 (0.4732) loss_giou_aux_2: 0.4054 (0.4684) loss_giou_aux_3: 0.4167 (0.4651) loss_giou_aux_4: 0.3987 (0.4640) loss_giou_aux_5: 0.4917 (0.5492) loss_giou_dn_0: 0.5396 (0.5649) loss_giou_dn_1: 0.4334 (0.4572) loss_giou_dn_2: 0.4030 (0.4260) loss_giou_dn_3: 0.3988 (0.4177) loss_giou_dn_4: 0.3985 (0.4156) loss_giou_dn_5: 0.3988 (0.4158) loss_vfl: 0.6656 (0.6601) loss_vfl_aux_0: 0.7535 (0.7594) loss_vfl_aux_1: 0.7121 (0.7164) loss_vfl_aux_2: 0.6861 (0.6866) loss_vfl_aux_3: 0.6797 (0.6723) loss_vfl_aux_4: 0.6603 (0.6640) loss_vfl_aux_5: 0.7537 (0.7435) loss_vfl_dn_0: 0.4448 (0.4466) loss_vfl_dn_1: 0.3760 (0.3811) loss_vfl_dn_2: 0.3621 (0.3652) loss_vfl_dn_3: 0.3535 (0.3581) loss_vfl_dn_4: 0.3500 (0.3555) loss_vfl_dn_5: 0.3511 (0.3548) time: 0.4846 data: 0.0141 max mem: 5654 Epoch: [57] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.2964 (15.4256) loss_bbox: 0.1417 (0.1482) loss_bbox_aux_0: 0.1539 (0.1608) loss_bbox_aux_1: 0.1454 (0.1529) loss_bbox_aux_2: 0.1415 (0.1507) loss_bbox_aux_3: 0.1436 (0.1487) loss_bbox_aux_4: 0.1406 (0.1482) loss_bbox_aux_5: 0.1895 (0.1963) loss_bbox_dn_0: 0.2500 (0.2563) loss_bbox_dn_1: 0.1740 (0.1873) loss_bbox_dn_2: 0.1614 (0.1670) loss_bbox_dn_3: 0.1601 (0.1612) loss_bbox_dn_4: 0.1540 (0.1598) loss_bbox_dn_5: 0.1540 (0.1598) loss_giou: 0.3966 (0.4637) loss_giou_aux_0: 0.4240 (0.4864) loss_giou_aux_1: 0.4246 (0.4731) loss_giou_aux_2: 0.4143 (0.4683) loss_giou_aux_3: 0.4031 (0.4650) loss_giou_aux_4: 0.4097 (0.4639) loss_giou_aux_5: 0.4997 (0.5491) loss_giou_dn_0: 0.5295 (0.5648) loss_giou_dn_1: 0.4326 (0.4571) loss_giou_dn_2: 0.4047 (0.4259) loss_giou_dn_3: 0.4023 (0.4176) loss_giou_dn_4: 0.4014 (0.4155) loss_giou_dn_5: 0.4015 (0.4157) loss_vfl: 0.6587 (0.6599) loss_vfl_aux_0: 0.7609 (0.7592) loss_vfl_aux_1: 0.7005 (0.7161) loss_vfl_aux_2: 0.6865 (0.6863) loss_vfl_aux_3: 0.6754 (0.6722) loss_vfl_aux_4: 0.6655 (0.6638) loss_vfl_aux_5: 0.7443 (0.7434) loss_vfl_dn_0: 0.4557 (0.4466) loss_vfl_dn_1: 0.3879 (0.3811) loss_vfl_dn_2: 0.3741 (0.3652) loss_vfl_dn_3: 0.3662 (0.3581) loss_vfl_dn_4: 0.3623 (0.3555) loss_vfl_dn_5: 0.3597 (0.3548) time: 0.4824 data: 0.0141 max mem: 5654 Epoch: [57] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.3617 (15.4280) loss_bbox: 0.1454 (0.1483) loss_bbox_aux_0: 0.1597 (0.1609) loss_bbox_aux_1: 0.1494 (0.1530) loss_bbox_aux_2: 0.1456 (0.1507) loss_bbox_aux_3: 0.1507 (0.1488) loss_bbox_aux_4: 0.1444 (0.1482) loss_bbox_aux_5: 0.1919 (0.1964) loss_bbox_dn_0: 0.2513 (0.2563) loss_bbox_dn_1: 0.1799 (0.1873) loss_bbox_dn_2: 0.1614 (0.1670) loss_bbox_dn_3: 0.1569 (0.1612) loss_bbox_dn_4: 0.1552 (0.1598) loss_bbox_dn_5: 0.1552 (0.1598) loss_giou: 0.4360 (0.4638) loss_giou_aux_0: 0.4517 (0.4866) loss_giou_aux_1: 0.4402 (0.4733) loss_giou_aux_2: 0.4349 (0.4684) loss_giou_aux_3: 0.4294 (0.4651) loss_giou_aux_4: 0.4350 (0.4640) loss_giou_aux_5: 0.5283 (0.5492) loss_giou_dn_0: 0.5503 (0.5649) loss_giou_dn_1: 0.4443 (0.4571) loss_giou_dn_2: 0.4112 (0.4260) loss_giou_dn_3: 0.4057 (0.4177) loss_giou_dn_4: 0.4011 (0.4156) loss_giou_dn_5: 0.4010 (0.4158) loss_vfl: 0.6473 (0.6600) loss_vfl_aux_0: 0.7656 (0.7592) loss_vfl_aux_1: 0.7197 (0.7161) loss_vfl_aux_2: 0.6825 (0.6864) loss_vfl_aux_3: 0.6604 (0.6723) loss_vfl_aux_4: 0.6480 (0.6639) loss_vfl_aux_5: 0.7455 (0.7434) loss_vfl_dn_0: 0.4427 (0.4466) loss_vfl_dn_1: 0.3820 (0.3811) loss_vfl_dn_2: 0.3641 (0.3653) loss_vfl_dn_3: 0.3615 (0.3581) loss_vfl_dn_4: 0.3596 (0.3555) loss_vfl_dn_5: 0.3586 (0.3548) time: 0.4924 data: 0.0140 max mem: 5654 Epoch: [57] Total time: 1:00:24 (0.4902 s / it) Averaged stats: lr: 0.000010 loss: 15.3617 (15.4280) loss_bbox: 0.1454 (0.1483) loss_bbox_aux_0: 0.1597 (0.1609) loss_bbox_aux_1: 0.1494 (0.1530) loss_bbox_aux_2: 0.1456 (0.1507) loss_bbox_aux_3: 0.1507 (0.1488) loss_bbox_aux_4: 0.1444 (0.1482) loss_bbox_aux_5: 0.1919 (0.1964) loss_bbox_dn_0: 0.2513 (0.2563) loss_bbox_dn_1: 0.1799 (0.1873) loss_bbox_dn_2: 0.1614 (0.1670) loss_bbox_dn_3: 0.1569 (0.1612) loss_bbox_dn_4: 0.1552 (0.1598) loss_bbox_dn_5: 0.1552 (0.1598) loss_giou: 0.4360 (0.4638) loss_giou_aux_0: 0.4517 (0.4866) loss_giou_aux_1: 0.4402 (0.4733) loss_giou_aux_2: 0.4349 (0.4684) loss_giou_aux_3: 0.4294 (0.4651) loss_giou_aux_4: 0.4350 (0.4640) loss_giou_aux_5: 0.5283 (0.5492) loss_giou_dn_0: 0.5503 (0.5649) loss_giou_dn_1: 0.4443 (0.4571) loss_giou_dn_2: 0.4112 (0.4260) loss_giou_dn_3: 0.4057 (0.4177) loss_giou_dn_4: 0.4011 (0.4156) loss_giou_dn_5: 0.4010 (0.4158) loss_vfl: 0.6473 (0.6600) loss_vfl_aux_0: 0.7656 (0.7592) loss_vfl_aux_1: 0.7197 (0.7161) loss_vfl_aux_2: 0.6825 (0.6864) loss_vfl_aux_3: 0.6604 (0.6723) loss_vfl_aux_4: 0.6480 (0.6639) loss_vfl_aux_5: 0.7455 (0.7434) loss_vfl_dn_0: 0.4427 (0.4466) loss_vfl_dn_1: 0.3820 (0.3811) loss_vfl_dn_2: 0.3641 (0.3653) loss_vfl_dn_3: 0.3615 (0.3581) loss_vfl_dn_4: 0.3596 (0.3555) loss_vfl_dn_5: 0.3586 (0.3548) Test: [ 0/157] eta: 0:04:24 time: 1.6857 data: 1.2642 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5179 data: 0.1380 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3944 data: 0.0257 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3896 data: 0.0264 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3906 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3969 data: 0.0262 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4025 data: 0.0263 max mem: 5654 Test: [ 70/157] eta: 0:00:36 time: 0.4013 data: 0.0265 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.7699 data: 0.0270 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.7664 data: 0.0269 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3931 data: 0.0260 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3963 data: 0.0258 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3957 data: 0.0265 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3939 data: 0.0267 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3894 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3761 data: 0.0261 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3663 data: 0.0255 max mem: 5654 Test: Total time: 0:01:10 (0.4503 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.92s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5317733536715519} Epoch: [58] [ 0/7393] eta: 1 day, 0:01:43 lr: 0.000010 loss: 15.8523 (15.8523) loss_bbox: 0.1530 (0.1530) loss_bbox_aux_0: 0.1580 (0.1580) loss_bbox_aux_1: 0.1550 (0.1550) loss_bbox_aux_2: 0.1518 (0.1518) loss_bbox_aux_3: 0.1497 (0.1497) loss_bbox_aux_4: 0.1495 (0.1495) loss_bbox_aux_5: 0.2034 (0.2034) loss_bbox_dn_0: 0.2813 (0.2813) loss_bbox_dn_1: 0.2117 (0.2117) loss_bbox_dn_2: 0.1852 (0.1852) loss_bbox_dn_3: 0.1793 (0.1793) loss_bbox_dn_4: 0.1776 (0.1776) loss_bbox_dn_5: 0.1776 (0.1776) loss_giou: 0.4578 (0.4578) loss_giou_aux_0: 0.4574 (0.4574) loss_giou_aux_1: 0.4644 (0.4644) loss_giou_aux_2: 0.4520 (0.4520) loss_giou_aux_3: 0.4528 (0.4528) loss_giou_aux_4: 0.4593 (0.4593) loss_giou_aux_5: 0.5246 (0.5246) loss_giou_dn_0: 0.5784 (0.5784) loss_giou_dn_1: 0.4778 (0.4778) loss_giou_dn_2: 0.4478 (0.4478) loss_giou_dn_3: 0.4373 (0.4373) loss_giou_dn_4: 0.4341 (0.4341) loss_giou_dn_5: 0.4342 (0.4342) loss_vfl: 0.6711 (0.6711) loss_vfl_aux_0: 0.8475 (0.8475) loss_vfl_aux_1: 0.7156 (0.7156) loss_vfl_aux_2: 0.7278 (0.7278) loss_vfl_aux_3: 0.6848 (0.6848) loss_vfl_aux_4: 0.6759 (0.6759) loss_vfl_aux_5: 0.8064 (0.8064) loss_vfl_dn_0: 0.4533 (0.4533) loss_vfl_dn_1: 0.3912 (0.3912) loss_vfl_dn_2: 0.3726 (0.3726) loss_vfl_dn_3: 0.3659 (0.3659) loss_vfl_dn_4: 0.3648 (0.3648) loss_vfl_dn_5: 0.3642 (0.3642) time: 11.7007 data: 3.6124 max mem: 5654 Epoch: [58] [ 100/7393] eta: 1:14:15 lr: 0.000010 loss: 14.6888 (15.1948) loss_bbox: 0.1295 (0.1431) loss_bbox_aux_0: 0.1323 (0.1559) loss_bbox_aux_1: 0.1270 (0.1480) loss_bbox_aux_2: 0.1311 (0.1442) loss_bbox_aux_3: 0.1271 (0.1420) loss_bbox_aux_4: 0.1290 (0.1427) loss_bbox_aux_5: 0.1752 (0.1920) loss_bbox_dn_0: 0.2213 (0.2508) loss_bbox_dn_1: 0.1555 (0.1826) loss_bbox_dn_2: 0.1386 (0.1627) loss_bbox_dn_3: 0.1346 (0.1567) loss_bbox_dn_4: 0.1340 (0.1550) loss_bbox_dn_5: 0.1340 (0.1550) loss_giou: 0.4342 (0.4601) loss_giou_aux_0: 0.4454 (0.4838) loss_giou_aux_1: 0.4561 (0.4714) loss_giou_aux_2: 0.4359 (0.4633) loss_giou_aux_3: 0.4367 (0.4592) loss_giou_aux_4: 0.4311 (0.4599) loss_giou_aux_5: 0.5173 (0.5487) loss_giou_dn_0: 0.5419 (0.5604) loss_giou_dn_1: 0.4252 (0.4534) loss_giou_dn_2: 0.3992 (0.4219) loss_giou_dn_3: 0.3892 (0.4135) loss_giou_dn_4: 0.3894 (0.4113) loss_giou_dn_5: 0.3896 (0.4115) loss_vfl: 0.6310 (0.6445) loss_vfl_aux_0: 0.7363 (0.7426) loss_vfl_aux_1: 0.6844 (0.6979) loss_vfl_aux_2: 0.6715 (0.6758) loss_vfl_aux_3: 0.6551 (0.6622) loss_vfl_aux_4: 0.6332 (0.6483) loss_vfl_aux_5: 0.7035 (0.7268) loss_vfl_dn_0: 0.4432 (0.4448) loss_vfl_dn_1: 0.3672 (0.3791) loss_vfl_dn_2: 0.3553 (0.3632) loss_vfl_dn_3: 0.3494 (0.3554) loss_vfl_dn_4: 0.3444 (0.3529) loss_vfl_dn_5: 0.3431 (0.3522) time: 0.4912 data: 0.0152 max mem: 5654 Epoch: [58] [ 200/7393] eta: 1:10:19 lr: 0.000010 loss: 15.6828 (15.2735) loss_bbox: 0.1481 (0.1470) loss_bbox_aux_0: 0.1567 (0.1591) loss_bbox_aux_1: 0.1519 (0.1519) loss_bbox_aux_2: 0.1530 (0.1488) loss_bbox_aux_3: 0.1495 (0.1465) loss_bbox_aux_4: 0.1442 (0.1465) loss_bbox_aux_5: 0.2025 (0.1938) loss_bbox_dn_0: 0.2591 (0.2535) loss_bbox_dn_1: 0.1918 (0.1856) loss_bbox_dn_2: 0.1734 (0.1658) loss_bbox_dn_3: 0.1683 (0.1598) loss_bbox_dn_4: 0.1671 (0.1581) loss_bbox_dn_5: 0.1671 (0.1581) loss_giou: 0.4487 (0.4598) loss_giou_aux_0: 0.4817 (0.4842) loss_giou_aux_1: 0.4666 (0.4709) loss_giou_aux_2: 0.4635 (0.4639) loss_giou_aux_3: 0.4542 (0.4597) loss_giou_aux_4: 0.4549 (0.4594) loss_giou_aux_5: 0.5451 (0.5472) loss_giou_dn_0: 0.5771 (0.5621) loss_giou_dn_1: 0.4711 (0.4547) loss_giou_dn_2: 0.4336 (0.4234) loss_giou_dn_3: 0.4250 (0.4150) loss_giou_dn_4: 0.4225 (0.4127) loss_giou_dn_5: 0.4223 (0.4129) loss_vfl: 0.6456 (0.6478) loss_vfl_aux_0: 0.7119 (0.7420) loss_vfl_aux_1: 0.6776 (0.6996) loss_vfl_aux_2: 0.6602 (0.6760) loss_vfl_aux_3: 0.6570 (0.6650) loss_vfl_aux_4: 0.6596 (0.6533) loss_vfl_aux_5: 0.7049 (0.7291) loss_vfl_dn_0: 0.4427 (0.4458) loss_vfl_dn_1: 0.3807 (0.3811) loss_vfl_dn_2: 0.3655 (0.3652) loss_vfl_dn_3: 0.3615 (0.3578) loss_vfl_dn_4: 0.3594 (0.3555) loss_vfl_dn_5: 0.3595 (0.3546) time: 0.8193 data: 0.0151 max mem: 5654 Epoch: [58] [ 300/7393] eta: 1:05:11 lr: 0.000010 loss: 15.5230 (15.2673) loss_bbox: 0.1432 (0.1464) loss_bbox_aux_0: 0.1501 (0.1586) loss_bbox_aux_1: 0.1446 (0.1511) loss_bbox_aux_2: 0.1459 (0.1484) loss_bbox_aux_3: 0.1420 (0.1464) loss_bbox_aux_4: 0.1431 (0.1459) loss_bbox_aux_5: 0.1807 (0.1930) loss_bbox_dn_0: 0.2153 (0.2540) loss_bbox_dn_1: 0.1619 (0.1857) loss_bbox_dn_2: 0.1449 (0.1655) loss_bbox_dn_3: 0.1430 (0.1594) loss_bbox_dn_4: 0.1425 (0.1577) loss_bbox_dn_5: 0.1425 (0.1577) loss_giou: 0.4387 (0.4579) loss_giou_aux_0: 0.4654 (0.4814) loss_giou_aux_1: 0.4533 (0.4678) loss_giou_aux_2: 0.4426 (0.4619) loss_giou_aux_3: 0.4386 (0.4579) loss_giou_aux_4: 0.4383 (0.4575) loss_giou_aux_5: 0.5408 (0.5431) loss_giou_dn_0: 0.5443 (0.5607) loss_giou_dn_1: 0.4331 (0.4533) loss_giou_dn_2: 0.4143 (0.4221) loss_giou_dn_3: 0.4028 (0.4137) loss_giou_dn_4: 0.3988 (0.4114) loss_giou_dn_5: 0.3991 (0.4116) loss_vfl: 0.6592 (0.6493) loss_vfl_aux_0: 0.7484 (0.7484) loss_vfl_aux_1: 0.7079 (0.7046) loss_vfl_aux_2: 0.6794 (0.6778) loss_vfl_aux_3: 0.6832 (0.6662) loss_vfl_aux_4: 0.6662 (0.6553) loss_vfl_aux_5: 0.7507 (0.7373) loss_vfl_dn_0: 0.4471 (0.4462) loss_vfl_dn_1: 0.3790 (0.3807) loss_vfl_dn_2: 0.3686 (0.3648) loss_vfl_dn_3: 0.3630 (0.3574) loss_vfl_dn_4: 0.3616 (0.3551) loss_vfl_dn_5: 0.3620 (0.3543) time: 0.4812 data: 0.0151 max mem: 5654 Epoch: [58] [ 400/7393] eta: 1:02:16 lr: 0.000010 loss: 15.2576 (15.2588) loss_bbox: 0.1411 (0.1480) loss_bbox_aux_0: 0.1556 (0.1604) loss_bbox_aux_1: 0.1483 (0.1529) loss_bbox_aux_2: 0.1480 (0.1500) loss_bbox_aux_3: 0.1513 (0.1483) loss_bbox_aux_4: 0.1413 (0.1476) loss_bbox_aux_5: 0.2002 (0.1949) loss_bbox_dn_0: 0.2392 (0.2535) loss_bbox_dn_1: 0.1659 (0.1853) loss_bbox_dn_2: 0.1493 (0.1653) loss_bbox_dn_3: 0.1410 (0.1593) loss_bbox_dn_4: 0.1365 (0.1576) loss_bbox_dn_5: 0.1365 (0.1576) loss_giou: 0.4541 (0.4576) loss_giou_aux_0: 0.4802 (0.4808) loss_giou_aux_1: 0.4588 (0.4676) loss_giou_aux_2: 0.4526 (0.4619) loss_giou_aux_3: 0.4535 (0.4579) loss_giou_aux_4: 0.4539 (0.4574) loss_giou_aux_5: 0.5278 (0.5428) loss_giou_dn_0: 0.5307 (0.5597) loss_giou_dn_1: 0.4294 (0.4525) loss_giou_dn_2: 0.3963 (0.4213) loss_giou_dn_3: 0.3854 (0.4129) loss_giou_dn_4: 0.3835 (0.4107) loss_giou_dn_5: 0.3834 (0.4109) loss_vfl: 0.6250 (0.6482) loss_vfl_aux_0: 0.7364 (0.7472) loss_vfl_aux_1: 0.6910 (0.7024) loss_vfl_aux_2: 0.6642 (0.6767) loss_vfl_aux_3: 0.6313 (0.6641) loss_vfl_aux_4: 0.6287 (0.6539) loss_vfl_aux_5: 0.7036 (0.7366) loss_vfl_dn_0: 0.4428 (0.4456) loss_vfl_dn_1: 0.3745 (0.3801) loss_vfl_dn_2: 0.3612 (0.3642) loss_vfl_dn_3: 0.3531 (0.3569) loss_vfl_dn_4: 0.3491 (0.3545) loss_vfl_dn_5: 0.3493 (0.3537) time: 0.4771 data: 0.0148 max mem: 5654 Epoch: [58] [ 500/7393] eta: 1:00:22 lr: 0.000010 loss: 15.4696 (15.2822) loss_bbox: 0.1360 (0.1481) loss_bbox_aux_0: 0.1591 (0.1606) loss_bbox_aux_1: 0.1480 (0.1531) loss_bbox_aux_2: 0.1428 (0.1504) loss_bbox_aux_3: 0.1358 (0.1483) loss_bbox_aux_4: 0.1393 (0.1479) loss_bbox_aux_5: 0.1905 (0.1951) loss_bbox_dn_0: 0.2282 (0.2531) loss_bbox_dn_1: 0.1755 (0.1852) loss_bbox_dn_2: 0.1620 (0.1651) loss_bbox_dn_3: 0.1569 (0.1591) loss_bbox_dn_4: 0.1568 (0.1575) loss_bbox_dn_5: 0.1566 (0.1575) loss_giou: 0.4795 (0.4577) loss_giou_aux_0: 0.5082 (0.4811) loss_giou_aux_1: 0.4821 (0.4677) loss_giou_aux_2: 0.4870 (0.4620) loss_giou_aux_3: 0.4775 (0.4582) loss_giou_aux_4: 0.4792 (0.4575) loss_giou_aux_5: 0.5671 (0.5430) loss_giou_dn_0: 0.5952 (0.5605) loss_giou_dn_1: 0.4829 (0.4534) loss_giou_dn_2: 0.4448 (0.4224) loss_giou_dn_3: 0.4329 (0.4140) loss_giou_dn_4: 0.4337 (0.4118) loss_giou_dn_5: 0.4337 (0.4120) loss_vfl: 0.6333 (0.6503) loss_vfl_aux_0: 0.7171 (0.7491) loss_vfl_aux_1: 0.6840 (0.7050) loss_vfl_aux_2: 0.6685 (0.6788) loss_vfl_aux_3: 0.6494 (0.6655) loss_vfl_aux_4: 0.6327 (0.6553) loss_vfl_aux_5: 0.7187 (0.7371) loss_vfl_dn_0: 0.4478 (0.4461) loss_vfl_dn_1: 0.3846 (0.3807) loss_vfl_dn_2: 0.3705 (0.3648) loss_vfl_dn_3: 0.3651 (0.3576) loss_vfl_dn_4: 0.3624 (0.3551) loss_vfl_dn_5: 0.3622 (0.3543) time: 0.4882 data: 0.0136 max mem: 5654 Epoch: [58] [ 600/7393] eta: 0:58:38 lr: 0.000010 loss: 15.2649 (15.3067) loss_bbox: 0.1368 (0.1483) loss_bbox_aux_0: 0.1570 (0.1605) loss_bbox_aux_1: 0.1499 (0.1531) loss_bbox_aux_2: 0.1401 (0.1504) loss_bbox_aux_3: 0.1355 (0.1485) loss_bbox_aux_4: 0.1367 (0.1480) loss_bbox_aux_5: 0.1916 (0.1957) loss_bbox_dn_0: 0.2366 (0.2531) loss_bbox_dn_1: 0.1698 (0.1849) loss_bbox_dn_2: 0.1538 (0.1648) loss_bbox_dn_3: 0.1494 (0.1587) loss_bbox_dn_4: 0.1501 (0.1573) loss_bbox_dn_5: 0.1501 (0.1573) loss_giou: 0.4844 (0.4597) loss_giou_aux_0: 0.4985 (0.4830) loss_giou_aux_1: 0.4873 (0.4697) loss_giou_aux_2: 0.4852 (0.4636) loss_giou_aux_3: 0.4852 (0.4603) loss_giou_aux_4: 0.4847 (0.4595) loss_giou_aux_5: 0.5574 (0.5449) loss_giou_dn_0: 0.5740 (0.5614) loss_giou_dn_1: 0.4616 (0.4544) loss_giou_dn_2: 0.4331 (0.4233) loss_giou_dn_3: 0.4253 (0.4150) loss_giou_dn_4: 0.4235 (0.4128) loss_giou_dn_5: 0.4233 (0.4130) loss_vfl: 0.6534 (0.6509) loss_vfl_aux_0: 0.7505 (0.7503) loss_vfl_aux_1: 0.7004 (0.7062) loss_vfl_aux_2: 0.6776 (0.6793) loss_vfl_aux_3: 0.6704 (0.6658) loss_vfl_aux_4: 0.6762 (0.6560) loss_vfl_aux_5: 0.7304 (0.7375) loss_vfl_dn_0: 0.4478 (0.4462) loss_vfl_dn_1: 0.3846 (0.3808) loss_vfl_dn_2: 0.3692 (0.3650) loss_vfl_dn_3: 0.3633 (0.3577) loss_vfl_dn_4: 0.3607 (0.3553) loss_vfl_dn_5: 0.3592 (0.3545) time: 0.4967 data: 0.0153 max mem: 5654 Epoch: [58] [ 700/7393] eta: 0:57:13 lr: 0.000010 loss: 15.1954 (15.3044) loss_bbox: 0.1333 (0.1479) loss_bbox_aux_0: 0.1462 (0.1602) loss_bbox_aux_1: 0.1437 (0.1528) loss_bbox_aux_2: 0.1363 (0.1499) loss_bbox_aux_3: 0.1295 (0.1480) loss_bbox_aux_4: 0.1292 (0.1476) loss_bbox_aux_5: 0.1734 (0.1955) loss_bbox_dn_0: 0.2308 (0.2532) loss_bbox_dn_1: 0.1734 (0.1847) loss_bbox_dn_2: 0.1490 (0.1646) loss_bbox_dn_3: 0.1448 (0.1587) loss_bbox_dn_4: 0.1438 (0.1573) loss_bbox_dn_5: 0.1441 (0.1573) loss_giou: 0.4714 (0.4600) loss_giou_aux_0: 0.5140 (0.4832) loss_giou_aux_1: 0.4906 (0.4699) loss_giou_aux_2: 0.4884 (0.4639) loss_giou_aux_3: 0.4708 (0.4605) loss_giou_aux_4: 0.4768 (0.4598) loss_giou_aux_5: 0.5675 (0.5454) loss_giou_dn_0: 0.5664 (0.5614) loss_giou_dn_1: 0.4504 (0.4540) loss_giou_dn_2: 0.4202 (0.4231) loss_giou_dn_3: 0.4095 (0.4148) loss_giou_dn_4: 0.4053 (0.4127) loss_giou_dn_5: 0.4055 (0.4129) loss_vfl: 0.6487 (0.6510) loss_vfl_aux_0: 0.6980 (0.7500) loss_vfl_aux_1: 0.6744 (0.7056) loss_vfl_aux_2: 0.6709 (0.6802) loss_vfl_aux_3: 0.6570 (0.6661) loss_vfl_aux_4: 0.6440 (0.6563) loss_vfl_aux_5: 0.6875 (0.7362) loss_vfl_dn_0: 0.4410 (0.4462) loss_vfl_dn_1: 0.3816 (0.3807) loss_vfl_dn_2: 0.3633 (0.3650) loss_vfl_dn_3: 0.3545 (0.3578) loss_vfl_dn_4: 0.3537 (0.3554) loss_vfl_dn_5: 0.3543 (0.3546) time: 0.4877 data: 0.0150 max mem: 5654 Epoch: [58] [ 800/7393] eta: 0:55:59 lr: 0.000010 loss: 15.4509 (15.3161) loss_bbox: 0.1441 (0.1474) loss_bbox_aux_0: 0.1584 (0.1597) loss_bbox_aux_1: 0.1520 (0.1524) loss_bbox_aux_2: 0.1477 (0.1493) loss_bbox_aux_3: 0.1439 (0.1475) loss_bbox_aux_4: 0.1447 (0.1470) loss_bbox_aux_5: 0.1795 (0.1950) loss_bbox_dn_0: 0.2235 (0.2528) loss_bbox_dn_1: 0.1697 (0.1845) loss_bbox_dn_2: 0.1508 (0.1643) loss_bbox_dn_3: 0.1498 (0.1584) loss_bbox_dn_4: 0.1488 (0.1570) loss_bbox_dn_5: 0.1488 (0.1570) loss_giou: 0.4571 (0.4606) loss_giou_aux_0: 0.4731 (0.4839) loss_giou_aux_1: 0.4586 (0.4708) loss_giou_aux_2: 0.4559 (0.4645) loss_giou_aux_3: 0.4594 (0.4611) loss_giou_aux_4: 0.4583 (0.4603) loss_giou_aux_5: 0.5291 (0.5465) loss_giou_dn_0: 0.5579 (0.5620) loss_giou_dn_1: 0.4452 (0.4547) loss_giou_dn_2: 0.4111 (0.4236) loss_giou_dn_3: 0.4078 (0.4153) loss_giou_dn_4: 0.4052 (0.4131) loss_giou_dn_5: 0.4049 (0.4133) loss_vfl: 0.6468 (0.6522) loss_vfl_aux_0: 0.7337 (0.7507) loss_vfl_aux_1: 0.6951 (0.7062) loss_vfl_aux_2: 0.6753 (0.6810) loss_vfl_aux_3: 0.6621 (0.6673) loss_vfl_aux_4: 0.6496 (0.6574) loss_vfl_aux_5: 0.7388 (0.7371) loss_vfl_dn_0: 0.4442 (0.4464) loss_vfl_dn_1: 0.3816 (0.3812) loss_vfl_dn_2: 0.3659 (0.3655) loss_vfl_dn_3: 0.3601 (0.3582) loss_vfl_dn_4: 0.3576 (0.3558) loss_vfl_dn_5: 0.3555 (0.3550) time: 0.4843 data: 0.0143 max mem: 5654 Epoch: [58] [ 900/7393] eta: 0:54:49 lr: 0.000010 loss: 15.0134 (15.3234) loss_bbox: 0.1475 (0.1473) loss_bbox_aux_0: 0.1501 (0.1595) loss_bbox_aux_1: 0.1456 (0.1522) loss_bbox_aux_2: 0.1499 (0.1492) loss_bbox_aux_3: 0.1398 (0.1474) loss_bbox_aux_4: 0.1405 (0.1471) loss_bbox_aux_5: 0.1887 (0.1950) loss_bbox_dn_0: 0.2506 (0.2537) loss_bbox_dn_1: 0.1850 (0.1851) loss_bbox_dn_2: 0.1671 (0.1648) loss_bbox_dn_3: 0.1601 (0.1588) loss_bbox_dn_4: 0.1589 (0.1574) loss_bbox_dn_5: 0.1584 (0.1574) loss_giou: 0.4723 (0.4600) loss_giou_aux_0: 0.4833 (0.4833) loss_giou_aux_1: 0.4703 (0.4701) loss_giou_aux_2: 0.4633 (0.4639) loss_giou_aux_3: 0.4656 (0.4606) loss_giou_aux_4: 0.4699 (0.4599) loss_giou_aux_5: 0.5380 (0.5460) loss_giou_dn_0: 0.5490 (0.5619) loss_giou_dn_1: 0.4435 (0.4546) loss_giou_dn_2: 0.4193 (0.4235) loss_giou_dn_3: 0.4148 (0.4151) loss_giou_dn_4: 0.4129 (0.4130) loss_giou_dn_5: 0.4130 (0.4131) loss_vfl: 0.6454 (0.6537) loss_vfl_aux_0: 0.7558 (0.7528) loss_vfl_aux_1: 0.7137 (0.7080) loss_vfl_aux_2: 0.6802 (0.6824) loss_vfl_aux_3: 0.6619 (0.6684) loss_vfl_aux_4: 0.6406 (0.6583) loss_vfl_aux_5: 0.7282 (0.7388) loss_vfl_dn_0: 0.4438 (0.4463) loss_vfl_dn_1: 0.3809 (0.3811) loss_vfl_dn_2: 0.3595 (0.3653) loss_vfl_dn_3: 0.3491 (0.3580) loss_vfl_dn_4: 0.3472 (0.3556) loss_vfl_dn_5: 0.3467 (0.3548) time: 0.4958 data: 0.0133 max mem: 5654 Epoch: [58] [1000/7393] eta: 0:53:48 lr: 0.000010 loss: 15.5049 (15.3384) loss_bbox: 0.1341 (0.1471) loss_bbox_aux_0: 0.1505 (0.1595) loss_bbox_aux_1: 0.1415 (0.1521) loss_bbox_aux_2: 0.1348 (0.1491) loss_bbox_aux_3: 0.1339 (0.1472) loss_bbox_aux_4: 0.1334 (0.1468) loss_bbox_aux_5: 0.1841 (0.1951) loss_bbox_dn_0: 0.2143 (0.2538) loss_bbox_dn_1: 0.1581 (0.1851) loss_bbox_dn_2: 0.1346 (0.1648) loss_bbox_dn_3: 0.1266 (0.1589) loss_bbox_dn_4: 0.1281 (0.1574) loss_bbox_dn_5: 0.1281 (0.1574) loss_giou: 0.4803 (0.4601) loss_giou_aux_0: 0.5168 (0.4834) loss_giou_aux_1: 0.4859 (0.4700) loss_giou_aux_2: 0.4859 (0.4639) loss_giou_aux_3: 0.4878 (0.4607) loss_giou_aux_4: 0.4824 (0.4599) loss_giou_aux_5: 0.5901 (0.5462) loss_giou_dn_0: 0.5754 (0.5619) loss_giou_dn_1: 0.4740 (0.4544) loss_giou_dn_2: 0.4496 (0.4234) loss_giou_dn_3: 0.4441 (0.4151) loss_giou_dn_4: 0.4413 (0.4129) loss_giou_dn_5: 0.4413 (0.4131) loss_vfl: 0.6649 (0.6556) loss_vfl_aux_0: 0.7686 (0.7552) loss_vfl_aux_1: 0.7236 (0.7107) loss_vfl_aux_2: 0.6960 (0.6846) loss_vfl_aux_3: 0.6747 (0.6698) loss_vfl_aux_4: 0.6801 (0.6602) loss_vfl_aux_5: 0.7357 (0.7408) loss_vfl_dn_0: 0.4417 (0.4466) loss_vfl_dn_1: 0.3870 (0.3813) loss_vfl_dn_2: 0.3695 (0.3654) loss_vfl_dn_3: 0.3626 (0.3581) loss_vfl_dn_4: 0.3606 (0.3557) loss_vfl_dn_5: 0.3598 (0.3549) time: 0.4830 data: 0.0139 max mem: 5654 Epoch: [58] [1100/7393] eta: 0:52:46 lr: 0.000010 loss: 15.4273 (15.3615) loss_bbox: 0.1375 (0.1475) loss_bbox_aux_0: 0.1524 (0.1600) loss_bbox_aux_1: 0.1482 (0.1525) loss_bbox_aux_2: 0.1401 (0.1495) loss_bbox_aux_3: 0.1449 (0.1477) loss_bbox_aux_4: 0.1411 (0.1472) loss_bbox_aux_5: 0.1815 (0.1957) loss_bbox_dn_0: 0.2537 (0.2542) loss_bbox_dn_1: 0.1873 (0.1854) loss_bbox_dn_2: 0.1758 (0.1651) loss_bbox_dn_3: 0.1732 (0.1592) loss_bbox_dn_4: 0.1722 (0.1577) loss_bbox_dn_5: 0.1722 (0.1577) loss_giou: 0.4083 (0.4604) loss_giou_aux_0: 0.4366 (0.4838) loss_giou_aux_1: 0.4108 (0.4705) loss_giou_aux_2: 0.4140 (0.4643) loss_giou_aux_3: 0.4112 (0.4613) loss_giou_aux_4: 0.4081 (0.4603) loss_giou_aux_5: 0.5114 (0.5468) loss_giou_dn_0: 0.5613 (0.5627) loss_giou_dn_1: 0.4486 (0.4550) loss_giou_dn_2: 0.4102 (0.4240) loss_giou_dn_3: 0.4067 (0.4157) loss_giou_dn_4: 0.4039 (0.4135) loss_giou_dn_5: 0.4038 (0.4137) loss_vfl: 0.6614 (0.6573) loss_vfl_aux_0: 0.7904 (0.7572) loss_vfl_aux_1: 0.7038 (0.7122) loss_vfl_aux_2: 0.6981 (0.6864) loss_vfl_aux_3: 0.6760 (0.6711) loss_vfl_aux_4: 0.6679 (0.6619) loss_vfl_aux_5: 0.7735 (0.7415) loss_vfl_dn_0: 0.4494 (0.4466) loss_vfl_dn_1: 0.3834 (0.3814) loss_vfl_dn_2: 0.3615 (0.3655) loss_vfl_dn_3: 0.3565 (0.3582) loss_vfl_dn_4: 0.3563 (0.3557) loss_vfl_dn_5: 0.3542 (0.3550) time: 0.4874 data: 0.0138 max mem: 5654 Epoch: [58] [1200/7393] eta: 0:51:47 lr: 0.000010 loss: 15.1353 (15.3642) loss_bbox: 0.1421 (0.1476) loss_bbox_aux_0: 0.1507 (0.1600) loss_bbox_aux_1: 0.1409 (0.1525) loss_bbox_aux_2: 0.1408 (0.1495) loss_bbox_aux_3: 0.1407 (0.1479) loss_bbox_aux_4: 0.1389 (0.1473) loss_bbox_aux_5: 0.1826 (0.1956) loss_bbox_dn_0: 0.2393 (0.2545) loss_bbox_dn_1: 0.1731 (0.1855) loss_bbox_dn_2: 0.1531 (0.1652) loss_bbox_dn_3: 0.1462 (0.1593) loss_bbox_dn_4: 0.1449 (0.1578) loss_bbox_dn_5: 0.1449 (0.1578) loss_giou: 0.4384 (0.4604) loss_giou_aux_0: 0.4635 (0.4837) loss_giou_aux_1: 0.4420 (0.4702) loss_giou_aux_2: 0.4400 (0.4642) loss_giou_aux_3: 0.4362 (0.4613) loss_giou_aux_4: 0.4387 (0.4603) loss_giou_aux_5: 0.5155 (0.5467) loss_giou_dn_0: 0.5534 (0.5630) loss_giou_dn_1: 0.4509 (0.4551) loss_giou_dn_2: 0.4183 (0.4240) loss_giou_dn_3: 0.4096 (0.4156) loss_giou_dn_4: 0.4069 (0.4134) loss_giou_dn_5: 0.4072 (0.4136) loss_vfl: 0.6289 (0.6579) loss_vfl_aux_0: 0.7196 (0.7572) loss_vfl_aux_1: 0.7111 (0.7129) loss_vfl_aux_2: 0.6595 (0.6868) loss_vfl_aux_3: 0.6402 (0.6716) loss_vfl_aux_4: 0.6333 (0.6625) loss_vfl_aux_5: 0.7205 (0.7417) loss_vfl_dn_0: 0.4418 (0.4465) loss_vfl_dn_1: 0.3712 (0.3812) loss_vfl_dn_2: 0.3581 (0.3654) loss_vfl_dn_3: 0.3497 (0.3581) loss_vfl_dn_4: 0.3475 (0.3556) loss_vfl_dn_5: 0.3478 (0.3548) time: 0.4981 data: 0.0153 max mem: 5654 Epoch: [58] [1300/7393] eta: 0:50:50 lr: 0.000010 loss: 15.9465 (15.3678) loss_bbox: 0.1504 (0.1475) loss_bbox_aux_0: 0.1597 (0.1598) loss_bbox_aux_1: 0.1528 (0.1522) loss_bbox_aux_2: 0.1434 (0.1494) loss_bbox_aux_3: 0.1481 (0.1478) loss_bbox_aux_4: 0.1492 (0.1471) loss_bbox_aux_5: 0.1972 (0.1953) loss_bbox_dn_0: 0.2429 (0.2543) loss_bbox_dn_1: 0.1798 (0.1855) loss_bbox_dn_2: 0.1630 (0.1652) loss_bbox_dn_3: 0.1610 (0.1593) loss_bbox_dn_4: 0.1596 (0.1579) loss_bbox_dn_5: 0.1598 (0.1579) loss_giou: 0.4759 (0.4611) loss_giou_aux_0: 0.4947 (0.4842) loss_giou_aux_1: 0.4860 (0.4707) loss_giou_aux_2: 0.4872 (0.4648) loss_giou_aux_3: 0.4721 (0.4620) loss_giou_aux_4: 0.4809 (0.4610) loss_giou_aux_5: 0.5621 (0.5473) loss_giou_dn_0: 0.5734 (0.5632) loss_giou_dn_1: 0.4610 (0.4554) loss_giou_dn_2: 0.4336 (0.4242) loss_giou_dn_3: 0.4271 (0.4159) loss_giou_dn_4: 0.4264 (0.4137) loss_giou_dn_5: 0.4270 (0.4139) loss_vfl: 0.6448 (0.6578) loss_vfl_aux_0: 0.7538 (0.7570) loss_vfl_aux_1: 0.7101 (0.7131) loss_vfl_aux_2: 0.6663 (0.6868) loss_vfl_aux_3: 0.6491 (0.6714) loss_vfl_aux_4: 0.6574 (0.6625) loss_vfl_aux_5: 0.7310 (0.7411) loss_vfl_dn_0: 0.4457 (0.4464) loss_vfl_dn_1: 0.3888 (0.3811) loss_vfl_dn_2: 0.3739 (0.3653) loss_vfl_dn_3: 0.3653 (0.3581) loss_vfl_dn_4: 0.3625 (0.3555) loss_vfl_dn_5: 0.3625 (0.3548) time: 0.4880 data: 0.0137 max mem: 5654 Epoch: [58] [1400/7393] eta: 0:49:52 lr: 0.000010 loss: 15.1523 (15.3808) loss_bbox: 0.1397 (0.1477) loss_bbox_aux_0: 0.1523 (0.1600) loss_bbox_aux_1: 0.1530 (0.1525) loss_bbox_aux_2: 0.1453 (0.1496) loss_bbox_aux_3: 0.1440 (0.1479) loss_bbox_aux_4: 0.1410 (0.1473) loss_bbox_aux_5: 0.1792 (0.1952) loss_bbox_dn_0: 0.2492 (0.2545) loss_bbox_dn_1: 0.1885 (0.1858) loss_bbox_dn_2: 0.1618 (0.1655) loss_bbox_dn_3: 0.1566 (0.1596) loss_bbox_dn_4: 0.1578 (0.1581) loss_bbox_dn_5: 0.1581 (0.1581) loss_giou: 0.4552 (0.4619) loss_giou_aux_0: 0.4611 (0.4849) loss_giou_aux_1: 0.4602 (0.4715) loss_giou_aux_2: 0.4595 (0.4658) loss_giou_aux_3: 0.4575 (0.4629) loss_giou_aux_4: 0.4532 (0.4618) loss_giou_aux_5: 0.5392 (0.5479) loss_giou_dn_0: 0.5446 (0.5640) loss_giou_dn_1: 0.4427 (0.4562) loss_giou_dn_2: 0.4096 (0.4250) loss_giou_dn_3: 0.4031 (0.4166) loss_giou_dn_4: 0.4023 (0.4144) loss_giou_dn_5: 0.4033 (0.4147) loss_vfl: 0.6688 (0.6578) loss_vfl_aux_0: 0.8168 (0.7572) loss_vfl_aux_1: 0.7621 (0.7131) loss_vfl_aux_2: 0.7347 (0.6866) loss_vfl_aux_3: 0.6981 (0.6711) loss_vfl_aux_4: 0.6786 (0.6624) loss_vfl_aux_5: 0.7590 (0.7410) loss_vfl_dn_0: 0.4480 (0.4466) loss_vfl_dn_1: 0.3930 (0.3814) loss_vfl_dn_2: 0.3743 (0.3655) loss_vfl_dn_3: 0.3641 (0.3582) loss_vfl_dn_4: 0.3617 (0.3557) loss_vfl_dn_5: 0.3618 (0.3549) time: 0.4735 data: 0.0143 max mem: 5654 Epoch: [58] [1500/7393] eta: 0:48:54 lr: 0.000010 loss: 15.1734 (15.3890) loss_bbox: 0.1421 (0.1483) loss_bbox_aux_0: 0.1585 (0.1605) loss_bbox_aux_1: 0.1461 (0.1531) loss_bbox_aux_2: 0.1442 (0.1502) loss_bbox_aux_3: 0.1426 (0.1486) loss_bbox_aux_4: 0.1416 (0.1479) loss_bbox_aux_5: 0.1943 (0.1958) loss_bbox_dn_0: 0.2387 (0.2555) loss_bbox_dn_1: 0.1676 (0.1865) loss_bbox_dn_2: 0.1570 (0.1661) loss_bbox_dn_3: 0.1525 (0.1601) loss_bbox_dn_4: 0.1497 (0.1587) loss_bbox_dn_5: 0.1497 (0.1587) loss_giou: 0.4264 (0.4616) loss_giou_aux_0: 0.4385 (0.4845) loss_giou_aux_1: 0.4266 (0.4712) loss_giou_aux_2: 0.4252 (0.4654) loss_giou_aux_3: 0.4252 (0.4626) loss_giou_aux_4: 0.4204 (0.4615) loss_giou_aux_5: 0.5312 (0.5474) loss_giou_dn_0: 0.5460 (0.5638) loss_giou_dn_1: 0.4574 (0.4560) loss_giou_dn_2: 0.4186 (0.4248) loss_giou_dn_3: 0.4054 (0.4164) loss_giou_dn_4: 0.4010 (0.4142) loss_giou_dn_5: 0.4012 (0.4144) loss_vfl: 0.6377 (0.6581) loss_vfl_aux_0: 0.7549 (0.7580) loss_vfl_aux_1: 0.7081 (0.7136) loss_vfl_aux_2: 0.6579 (0.6870) loss_vfl_aux_3: 0.6333 (0.6713) loss_vfl_aux_4: 0.6468 (0.6627) loss_vfl_aux_5: 0.7431 (0.7418) loss_vfl_dn_0: 0.4442 (0.4468) loss_vfl_dn_1: 0.3803 (0.3815) loss_vfl_dn_2: 0.3623 (0.3656) loss_vfl_dn_3: 0.3574 (0.3582) loss_vfl_dn_4: 0.3562 (0.3557) loss_vfl_dn_5: 0.3559 (0.3550) time: 0.4802 data: 0.0137 max mem: 5654 Epoch: [58] [1600/7393] eta: 0:47:58 lr: 0.000010 loss: 14.8804 (15.3836) loss_bbox: 0.1377 (0.1482) loss_bbox_aux_0: 0.1435 (0.1604) loss_bbox_aux_1: 0.1308 (0.1530) loss_bbox_aux_2: 0.1364 (0.1501) loss_bbox_aux_3: 0.1336 (0.1485) loss_bbox_aux_4: 0.1341 (0.1479) loss_bbox_aux_5: 0.1723 (0.1957) loss_bbox_dn_0: 0.2270 (0.2553) loss_bbox_dn_1: 0.1600 (0.1863) loss_bbox_dn_2: 0.1460 (0.1660) loss_bbox_dn_3: 0.1400 (0.1600) loss_bbox_dn_4: 0.1401 (0.1586) loss_bbox_dn_5: 0.1400 (0.1586) loss_giou: 0.4482 (0.4616) loss_giou_aux_0: 0.4621 (0.4845) loss_giou_aux_1: 0.4450 (0.4711) loss_giou_aux_2: 0.4374 (0.4653) loss_giou_aux_3: 0.4537 (0.4626) loss_giou_aux_4: 0.4513 (0.4615) loss_giou_aux_5: 0.5198 (0.5472) loss_giou_dn_0: 0.5365 (0.5636) loss_giou_dn_1: 0.4472 (0.4558) loss_giou_dn_2: 0.4205 (0.4247) loss_giou_dn_3: 0.4038 (0.4163) loss_giou_dn_4: 0.4020 (0.4141) loss_giou_dn_5: 0.4024 (0.4143) loss_vfl: 0.6316 (0.6576) loss_vfl_aux_0: 0.7347 (0.7575) loss_vfl_aux_1: 0.6841 (0.7132) loss_vfl_aux_2: 0.6567 (0.6866) loss_vfl_aux_3: 0.6458 (0.6709) loss_vfl_aux_4: 0.6469 (0.6622) loss_vfl_aux_5: 0.7416 (0.7418) loss_vfl_dn_0: 0.4446 (0.4467) loss_vfl_dn_1: 0.3820 (0.3814) loss_vfl_dn_2: 0.3661 (0.3655) loss_vfl_dn_3: 0.3602 (0.3582) loss_vfl_dn_4: 0.3556 (0.3557) loss_vfl_dn_5: 0.3550 (0.3549) time: 0.4781 data: 0.0143 max mem: 5654 Epoch: [58] [1700/7393] eta: 0:47:04 lr: 0.000010 loss: 15.6631 (15.3961) loss_bbox: 0.1524 (0.1485) loss_bbox_aux_0: 0.1658 (0.1606) loss_bbox_aux_1: 0.1530 (0.1532) loss_bbox_aux_2: 0.1512 (0.1505) loss_bbox_aux_3: 0.1517 (0.1489) loss_bbox_aux_4: 0.1521 (0.1482) loss_bbox_aux_5: 0.1998 (0.1958) loss_bbox_dn_0: 0.2700 (0.2556) loss_bbox_dn_1: 0.1955 (0.1866) loss_bbox_dn_2: 0.1718 (0.1663) loss_bbox_dn_3: 0.1639 (0.1603) loss_bbox_dn_4: 0.1607 (0.1589) loss_bbox_dn_5: 0.1607 (0.1589) loss_giou: 0.4255 (0.4624) loss_giou_aux_0: 0.4680 (0.4852) loss_giou_aux_1: 0.4409 (0.4720) loss_giou_aux_2: 0.4377 (0.4663) loss_giou_aux_3: 0.4331 (0.4635) loss_giou_aux_4: 0.4301 (0.4623) loss_giou_aux_5: 0.5235 (0.5478) loss_giou_dn_0: 0.5573 (0.5643) loss_giou_dn_1: 0.4386 (0.4564) loss_giou_dn_2: 0.3983 (0.4252) loss_giou_dn_3: 0.3852 (0.4168) loss_giou_dn_4: 0.3876 (0.4146) loss_giou_dn_5: 0.3876 (0.4148) loss_vfl: 0.6501 (0.6576) loss_vfl_aux_0: 0.7876 (0.7577) loss_vfl_aux_1: 0.7246 (0.7130) loss_vfl_aux_2: 0.6856 (0.6864) loss_vfl_aux_3: 0.6734 (0.6707) loss_vfl_aux_4: 0.6504 (0.6621) loss_vfl_aux_5: 0.7605 (0.7423) loss_vfl_dn_0: 0.4394 (0.4468) loss_vfl_dn_1: 0.3779 (0.3814) loss_vfl_dn_2: 0.3554 (0.3655) loss_vfl_dn_3: 0.3547 (0.3582) loss_vfl_dn_4: 0.3505 (0.3557) loss_vfl_dn_5: 0.3481 (0.3549) time: 0.4849 data: 0.0137 max mem: 5654 Epoch: [58] [1800/7393] eta: 0:46:11 lr: 0.000010 loss: 15.4187 (15.4024) loss_bbox: 0.1419 (0.1485) loss_bbox_aux_0: 0.1585 (0.1606) loss_bbox_aux_1: 0.1393 (0.1533) loss_bbox_aux_2: 0.1401 (0.1506) loss_bbox_aux_3: 0.1380 (0.1489) loss_bbox_aux_4: 0.1419 (0.1482) loss_bbox_aux_5: 0.1849 (0.1958) loss_bbox_dn_0: 0.2586 (0.2560) loss_bbox_dn_1: 0.1846 (0.1869) loss_bbox_dn_2: 0.1595 (0.1666) loss_bbox_dn_3: 0.1515 (0.1606) loss_bbox_dn_4: 0.1512 (0.1592) loss_bbox_dn_5: 0.1512 (0.1592) loss_giou: 0.4432 (0.4629) loss_giou_aux_0: 0.4636 (0.4857) loss_giou_aux_1: 0.4614 (0.4725) loss_giou_aux_2: 0.4565 (0.4669) loss_giou_aux_3: 0.4446 (0.4640) loss_giou_aux_4: 0.4431 (0.4628) loss_giou_aux_5: 0.5313 (0.5482) loss_giou_dn_0: 0.5547 (0.5645) loss_giou_dn_1: 0.4552 (0.4567) loss_giou_dn_2: 0.4292 (0.4256) loss_giou_dn_3: 0.4182 (0.4171) loss_giou_dn_4: 0.4160 (0.4150) loss_giou_dn_5: 0.4160 (0.4152) loss_vfl: 0.6291 (0.6574) loss_vfl_aux_0: 0.7462 (0.7577) loss_vfl_aux_1: 0.6945 (0.7131) loss_vfl_aux_2: 0.6596 (0.6859) loss_vfl_aux_3: 0.6468 (0.6705) loss_vfl_aux_4: 0.6291 (0.6620) loss_vfl_aux_5: 0.7273 (0.7424) loss_vfl_dn_0: 0.4427 (0.4466) loss_vfl_dn_1: 0.3858 (0.3812) loss_vfl_dn_2: 0.3667 (0.3653) loss_vfl_dn_3: 0.3615 (0.3581) loss_vfl_dn_4: 0.3609 (0.3556) loss_vfl_dn_5: 0.3613 (0.3548) time: 0.4874 data: 0.0136 max mem: 5654 Epoch: [58] [1900/7393] eta: 0:45:18 lr: 0.000010 loss: 15.5235 (15.4067) loss_bbox: 0.1498 (0.1484) loss_bbox_aux_0: 0.1613 (0.1605) loss_bbox_aux_1: 0.1453 (0.1530) loss_bbox_aux_2: 0.1541 (0.1505) loss_bbox_aux_3: 0.1529 (0.1488) loss_bbox_aux_4: 0.1532 (0.1482) loss_bbox_aux_5: 0.1975 (0.1957) loss_bbox_dn_0: 0.2486 (0.2556) loss_bbox_dn_1: 0.1886 (0.1866) loss_bbox_dn_2: 0.1691 (0.1663) loss_bbox_dn_3: 0.1606 (0.1604) loss_bbox_dn_4: 0.1579 (0.1590) loss_bbox_dn_5: 0.1580 (0.1590) loss_giou: 0.4476 (0.4637) loss_giou_aux_0: 0.4975 (0.4865) loss_giou_aux_1: 0.4597 (0.4732) loss_giou_aux_2: 0.4611 (0.4679) loss_giou_aux_3: 0.4501 (0.4649) loss_giou_aux_4: 0.4472 (0.4637) loss_giou_aux_5: 0.5354 (0.5492) loss_giou_dn_0: 0.5722 (0.5648) loss_giou_dn_1: 0.4668 (0.4571) loss_giou_dn_2: 0.4351 (0.4260) loss_giou_dn_3: 0.4263 (0.4176) loss_giou_dn_4: 0.4269 (0.4154) loss_giou_dn_5: 0.4278 (0.4157) loss_vfl: 0.6800 (0.6572) loss_vfl_aux_0: 0.7591 (0.7578) loss_vfl_aux_1: 0.7345 (0.7134) loss_vfl_aux_2: 0.6988 (0.6857) loss_vfl_aux_3: 0.6927 (0.6702) loss_vfl_aux_4: 0.6881 (0.6618) loss_vfl_aux_5: 0.7520 (0.7419) loss_vfl_dn_0: 0.4444 (0.4465) loss_vfl_dn_1: 0.3837 (0.3811) loss_vfl_dn_2: 0.3710 (0.3652) loss_vfl_dn_3: 0.3662 (0.3580) loss_vfl_dn_4: 0.3648 (0.3555) loss_vfl_dn_5: 0.3644 (0.3548) time: 0.4787 data: 0.0135 max mem: 5654 Epoch: [58] [2000/7393] eta: 0:44:25 lr: 0.000010 loss: 14.8348 (15.4084) loss_bbox: 0.1631 (0.1484) loss_bbox_aux_0: 0.1704 (0.1604) loss_bbox_aux_1: 0.1563 (0.1529) loss_bbox_aux_2: 0.1597 (0.1504) loss_bbox_aux_3: 0.1645 (0.1488) loss_bbox_aux_4: 0.1630 (0.1482) loss_bbox_aux_5: 0.2019 (0.1957) loss_bbox_dn_0: 0.2706 (0.2556) loss_bbox_dn_1: 0.1955 (0.1867) loss_bbox_dn_2: 0.1746 (0.1664) loss_bbox_dn_3: 0.1678 (0.1604) loss_bbox_dn_4: 0.1670 (0.1590) loss_bbox_dn_5: 0.1671 (0.1590) loss_giou: 0.4247 (0.4639) loss_giou_aux_0: 0.4236 (0.4863) loss_giou_aux_1: 0.4172 (0.4732) loss_giou_aux_2: 0.4234 (0.4681) loss_giou_aux_3: 0.4172 (0.4652) loss_giou_aux_4: 0.4187 (0.4639) loss_giou_aux_5: 0.4959 (0.5493) loss_giou_dn_0: 0.5289 (0.5649) loss_giou_dn_1: 0.4141 (0.4572) loss_giou_dn_2: 0.3834 (0.4261) loss_giou_dn_3: 0.3741 (0.4177) loss_giou_dn_4: 0.3729 (0.4156) loss_giou_dn_5: 0.3729 (0.4158) loss_vfl: 0.6666 (0.6569) loss_vfl_aux_0: 0.8017 (0.7585) loss_vfl_aux_1: 0.7558 (0.7138) loss_vfl_aux_2: 0.7111 (0.6856) loss_vfl_aux_3: 0.6784 (0.6698) loss_vfl_aux_4: 0.6643 (0.6614) loss_vfl_aux_5: 0.7668 (0.7420) loss_vfl_dn_0: 0.4474 (0.4465) loss_vfl_dn_1: 0.3800 (0.3811) loss_vfl_dn_2: 0.3615 (0.3652) loss_vfl_dn_3: 0.3536 (0.3580) loss_vfl_dn_4: 0.3531 (0.3555) loss_vfl_dn_5: 0.3517 (0.3548) time: 0.4992 data: 0.0143 max mem: 5654 Epoch: [58] [2100/7393] eta: 0:43:31 lr: 0.000010 loss: 15.5862 (15.4165) loss_bbox: 0.1557 (0.1486) loss_bbox_aux_0: 0.1793 (0.1606) loss_bbox_aux_1: 0.1719 (0.1531) loss_bbox_aux_2: 0.1704 (0.1507) loss_bbox_aux_3: 0.1609 (0.1490) loss_bbox_aux_4: 0.1584 (0.1485) loss_bbox_aux_5: 0.1887 (0.1958) loss_bbox_dn_0: 0.2465 (0.2557) loss_bbox_dn_1: 0.1877 (0.1867) loss_bbox_dn_2: 0.1688 (0.1664) loss_bbox_dn_3: 0.1649 (0.1604) loss_bbox_dn_4: 0.1648 (0.1590) loss_bbox_dn_5: 0.1652 (0.1590) loss_giou: 0.4940 (0.4646) loss_giou_aux_0: 0.5216 (0.4867) loss_giou_aux_1: 0.5064 (0.4738) loss_giou_aux_2: 0.4971 (0.4687) loss_giou_aux_3: 0.5017 (0.4658) loss_giou_aux_4: 0.4972 (0.4645) loss_giou_aux_5: 0.5635 (0.5498) loss_giou_dn_0: 0.5787 (0.5652) loss_giou_dn_1: 0.4781 (0.4576) loss_giou_dn_2: 0.4522 (0.4264) loss_giou_dn_3: 0.4460 (0.4180) loss_giou_dn_4: 0.4469 (0.4159) loss_giou_dn_5: 0.4471 (0.4161) loss_vfl: 0.6565 (0.6570) loss_vfl_aux_0: 0.7588 (0.7584) loss_vfl_aux_1: 0.6952 (0.7137) loss_vfl_aux_2: 0.6757 (0.6855) loss_vfl_aux_3: 0.6648 (0.6698) loss_vfl_aux_4: 0.6549 (0.6613) loss_vfl_aux_5: 0.7196 (0.7421) loss_vfl_dn_0: 0.4446 (0.4466) loss_vfl_dn_1: 0.3841 (0.3813) loss_vfl_dn_2: 0.3696 (0.3654) loss_vfl_dn_3: 0.3625 (0.3582) loss_vfl_dn_4: 0.3597 (0.3557) loss_vfl_dn_5: 0.3584 (0.3549) time: 0.4730 data: 0.0142 max mem: 5654 Epoch: [58] [2200/7393] eta: 0:42:39 lr: 0.000010 loss: 15.1956 (15.4191) loss_bbox: 0.1455 (0.1487) loss_bbox_aux_0: 0.1530 (0.1606) loss_bbox_aux_1: 0.1418 (0.1531) loss_bbox_aux_2: 0.1460 (0.1508) loss_bbox_aux_3: 0.1459 (0.1491) loss_bbox_aux_4: 0.1454 (0.1486) loss_bbox_aux_5: 0.1748 (0.1958) loss_bbox_dn_0: 0.2175 (0.2558) loss_bbox_dn_1: 0.1587 (0.1868) loss_bbox_dn_2: 0.1479 (0.1666) loss_bbox_dn_3: 0.1438 (0.1606) loss_bbox_dn_4: 0.1436 (0.1592) loss_bbox_dn_5: 0.1436 (0.1593) loss_giou: 0.4679 (0.4647) loss_giou_aux_0: 0.4785 (0.4868) loss_giou_aux_1: 0.4680 (0.4738) loss_giou_aux_2: 0.4677 (0.4688) loss_giou_aux_3: 0.4710 (0.4660) loss_giou_aux_4: 0.4671 (0.4647) loss_giou_aux_5: 0.5367 (0.5497) loss_giou_dn_0: 0.5569 (0.5653) loss_giou_dn_1: 0.4595 (0.4576) loss_giou_dn_2: 0.4284 (0.4265) loss_giou_dn_3: 0.4217 (0.4181) loss_giou_dn_4: 0.4186 (0.4160) loss_giou_dn_5: 0.4187 (0.4162) loss_vfl: 0.6490 (0.6568) loss_vfl_aux_0: 0.7521 (0.7581) loss_vfl_aux_1: 0.7224 (0.7140) loss_vfl_aux_2: 0.6838 (0.6855) loss_vfl_aux_3: 0.6570 (0.6697) loss_vfl_aux_4: 0.6540 (0.6611) loss_vfl_aux_5: 0.7284 (0.7419) loss_vfl_dn_0: 0.4425 (0.4466) loss_vfl_dn_1: 0.3821 (0.3813) loss_vfl_dn_2: 0.3657 (0.3654) loss_vfl_dn_3: 0.3596 (0.3582) loss_vfl_dn_4: 0.3579 (0.3557) loss_vfl_dn_5: 0.3559 (0.3549) time: 0.4710 data: 0.0141 max mem: 5654 Epoch: [58] [2300/7393] eta: 0:41:47 lr: 0.000010 loss: 14.9057 (15.4177) loss_bbox: 0.1352 (0.1486) loss_bbox_aux_0: 0.1521 (0.1607) loss_bbox_aux_1: 0.1395 (0.1531) loss_bbox_aux_2: 0.1396 (0.1508) loss_bbox_aux_3: 0.1396 (0.1491) loss_bbox_aux_4: 0.1381 (0.1485) loss_bbox_aux_5: 0.1888 (0.1960) loss_bbox_dn_0: 0.2320 (0.2560) loss_bbox_dn_1: 0.1689 (0.1869) loss_bbox_dn_2: 0.1450 (0.1667) loss_bbox_dn_3: 0.1419 (0.1607) loss_bbox_dn_4: 0.1403 (0.1593) loss_bbox_dn_5: 0.1402 (0.1594) loss_giou: 0.4374 (0.4643) loss_giou_aux_0: 0.4560 (0.4866) loss_giou_aux_1: 0.4382 (0.4735) loss_giou_aux_2: 0.4445 (0.4685) loss_giou_aux_3: 0.4461 (0.4656) loss_giou_aux_4: 0.4277 (0.4643) loss_giou_aux_5: 0.5281 (0.5496) loss_giou_dn_0: 0.5426 (0.5652) loss_giou_dn_1: 0.4363 (0.4575) loss_giou_dn_2: 0.4112 (0.4263) loss_giou_dn_3: 0.3979 (0.4179) loss_giou_dn_4: 0.3932 (0.4158) loss_giou_dn_5: 0.3932 (0.4160) loss_vfl: 0.6601 (0.6571) loss_vfl_aux_0: 0.7632 (0.7581) loss_vfl_aux_1: 0.7206 (0.7148) loss_vfl_aux_2: 0.6768 (0.6860) loss_vfl_aux_3: 0.6704 (0.6700) loss_vfl_aux_4: 0.6666 (0.6614) loss_vfl_aux_5: 0.7290 (0.7417) loss_vfl_dn_0: 0.4368 (0.4466) loss_vfl_dn_1: 0.3764 (0.3812) loss_vfl_dn_2: 0.3613 (0.3653) loss_vfl_dn_3: 0.3500 (0.3581) loss_vfl_dn_4: 0.3464 (0.3555) loss_vfl_dn_5: 0.3447 (0.3548) time: 0.4891 data: 0.0147 max mem: 5654 Epoch: [58] [2400/7393] eta: 0:40:56 lr: 0.000010 loss: 15.4796 (15.4171) loss_bbox: 0.1496 (0.1486) loss_bbox_aux_0: 0.1620 (0.1607) loss_bbox_aux_1: 0.1544 (0.1530) loss_bbox_aux_2: 0.1542 (0.1507) loss_bbox_aux_3: 0.1530 (0.1489) loss_bbox_aux_4: 0.1508 (0.1484) loss_bbox_aux_5: 0.1940 (0.1960) loss_bbox_dn_0: 0.2440 (0.2558) loss_bbox_dn_1: 0.1779 (0.1868) loss_bbox_dn_2: 0.1533 (0.1666) loss_bbox_dn_3: 0.1489 (0.1606) loss_bbox_dn_4: 0.1486 (0.1592) loss_bbox_dn_5: 0.1486 (0.1592) loss_giou: 0.4442 (0.4642) loss_giou_aux_0: 0.4808 (0.4865) loss_giou_aux_1: 0.4608 (0.4734) loss_giou_aux_2: 0.4564 (0.4683) loss_giou_aux_3: 0.4440 (0.4654) loss_giou_aux_4: 0.4321 (0.4642) loss_giou_aux_5: 0.5482 (0.5496) loss_giou_dn_0: 0.5442 (0.5650) loss_giou_dn_1: 0.4441 (0.4573) loss_giou_dn_2: 0.4203 (0.4262) loss_giou_dn_3: 0.4106 (0.4178) loss_giou_dn_4: 0.4090 (0.4157) loss_giou_dn_5: 0.4091 (0.4159) loss_vfl: 0.6728 (0.6575) loss_vfl_aux_0: 0.7549 (0.7585) loss_vfl_aux_1: 0.7271 (0.7152) loss_vfl_aux_2: 0.6861 (0.6866) loss_vfl_aux_3: 0.6887 (0.6705) loss_vfl_aux_4: 0.6722 (0.6619) loss_vfl_aux_5: 0.7295 (0.7417) loss_vfl_dn_0: 0.4436 (0.4466) loss_vfl_dn_1: 0.3779 (0.3811) loss_vfl_dn_2: 0.3648 (0.3652) loss_vfl_dn_3: 0.3591 (0.3580) loss_vfl_dn_4: 0.3561 (0.3554) loss_vfl_dn_5: 0.3568 (0.3547) time: 0.4882 data: 0.0140 max mem: 5654 Epoch: [58] [2500/7393] eta: 0:40:05 lr: 0.000010 loss: 14.9523 (15.4069) loss_bbox: 0.1280 (0.1483) loss_bbox_aux_0: 0.1494 (0.1605) loss_bbox_aux_1: 0.1314 (0.1528) loss_bbox_aux_2: 0.1294 (0.1505) loss_bbox_aux_3: 0.1288 (0.1486) loss_bbox_aux_4: 0.1280 (0.1481) loss_bbox_aux_5: 0.1697 (0.1957) loss_bbox_dn_0: 0.2349 (0.2554) loss_bbox_dn_1: 0.1638 (0.1864) loss_bbox_dn_2: 0.1388 (0.1662) loss_bbox_dn_3: 0.1359 (0.1603) loss_bbox_dn_4: 0.1339 (0.1589) loss_bbox_dn_5: 0.1339 (0.1589) loss_giou: 0.4068 (0.4639) loss_giou_aux_0: 0.4452 (0.4862) loss_giou_aux_1: 0.4185 (0.4731) loss_giou_aux_2: 0.4126 (0.4680) loss_giou_aux_3: 0.4090 (0.4650) loss_giou_aux_4: 0.4047 (0.4638) loss_giou_aux_5: 0.5203 (0.5492) loss_giou_dn_0: 0.5319 (0.5647) loss_giou_dn_1: 0.4267 (0.4570) loss_giou_dn_2: 0.3987 (0.4259) loss_giou_dn_3: 0.3862 (0.4175) loss_giou_dn_4: 0.3819 (0.4154) loss_giou_dn_5: 0.3827 (0.4156) loss_vfl: 0.6620 (0.6574) loss_vfl_aux_0: 0.7613 (0.7580) loss_vfl_aux_1: 0.6687 (0.7148) loss_vfl_aux_2: 0.6637 (0.6863) loss_vfl_aux_3: 0.6715 (0.6705) loss_vfl_aux_4: 0.6626 (0.6619) loss_vfl_aux_5: 0.7297 (0.7415) loss_vfl_dn_0: 0.4469 (0.4466) loss_vfl_dn_1: 0.3773 (0.3810) loss_vfl_dn_2: 0.3616 (0.3651) loss_vfl_dn_3: 0.3554 (0.3578) loss_vfl_dn_4: 0.3489 (0.3553) loss_vfl_dn_5: 0.3459 (0.3546) time: 0.4778 data: 0.0140 max mem: 5654 Epoch: [58] [2600/7393] eta: 0:39:26 lr: 0.000010 loss: 15.2667 (15.4075) loss_bbox: 0.1523 (0.1482) loss_bbox_aux_0: 0.1555 (0.1603) loss_bbox_aux_1: 0.1461 (0.1527) loss_bbox_aux_2: 0.1477 (0.1503) loss_bbox_aux_3: 0.1501 (0.1485) loss_bbox_aux_4: 0.1497 (0.1480) loss_bbox_aux_5: 0.1789 (0.1957) loss_bbox_dn_0: 0.2614 (0.2552) loss_bbox_dn_1: 0.1895 (0.1862) loss_bbox_dn_2: 0.1722 (0.1660) loss_bbox_dn_3: 0.1680 (0.1601) loss_bbox_dn_4: 0.1657 (0.1587) loss_bbox_dn_5: 0.1657 (0.1587) loss_giou: 0.4217 (0.4640) loss_giou_aux_0: 0.4511 (0.4864) loss_giou_aux_1: 0.4319 (0.4733) loss_giou_aux_2: 0.4278 (0.4682) loss_giou_aux_3: 0.4275 (0.4653) loss_giou_aux_4: 0.4214 (0.4640) loss_giou_aux_5: 0.5179 (0.5495) loss_giou_dn_0: 0.5405 (0.5650) loss_giou_dn_1: 0.4415 (0.4572) loss_giou_dn_2: 0.4052 (0.4261) loss_giou_dn_3: 0.3955 (0.4178) loss_giou_dn_4: 0.3936 (0.4156) loss_giou_dn_5: 0.3938 (0.4158) loss_vfl: 0.6506 (0.6574) loss_vfl_aux_0: 0.7495 (0.7579) loss_vfl_aux_1: 0.7153 (0.7148) loss_vfl_aux_2: 0.6850 (0.6863) loss_vfl_aux_3: 0.6698 (0.6704) loss_vfl_aux_4: 0.6540 (0.6619) loss_vfl_aux_5: 0.7447 (0.7414) loss_vfl_dn_0: 0.4476 (0.4465) loss_vfl_dn_1: 0.3797 (0.3810) loss_vfl_dn_2: 0.3663 (0.3651) loss_vfl_dn_3: 0.3558 (0.3578) loss_vfl_dn_4: 0.3545 (0.3553) loss_vfl_dn_5: 0.3532 (0.3546) time: 0.4839 data: 0.0139 max mem: 5654 Epoch: [58] [2700/7393] eta: 0:38:35 lr: 0.000010 loss: 14.9876 (15.4021) loss_bbox: 0.1384 (0.1483) loss_bbox_aux_0: 0.1430 (0.1604) loss_bbox_aux_1: 0.1396 (0.1527) loss_bbox_aux_2: 0.1412 (0.1504) loss_bbox_aux_3: 0.1385 (0.1486) loss_bbox_aux_4: 0.1326 (0.1481) loss_bbox_aux_5: 0.1761 (0.1957) loss_bbox_dn_0: 0.2216 (0.2550) loss_bbox_dn_1: 0.1508 (0.1860) loss_bbox_dn_2: 0.1380 (0.1658) loss_bbox_dn_3: 0.1352 (0.1599) loss_bbox_dn_4: 0.1343 (0.1585) loss_bbox_dn_5: 0.1342 (0.1585) loss_giou: 0.4879 (0.4641) loss_giou_aux_0: 0.4940 (0.4864) loss_giou_aux_1: 0.4823 (0.4734) loss_giou_aux_2: 0.4802 (0.4683) loss_giou_aux_3: 0.4792 (0.4653) loss_giou_aux_4: 0.4892 (0.4640) loss_giou_aux_5: 0.5555 (0.5494) loss_giou_dn_0: 0.5525 (0.5647) loss_giou_dn_1: 0.4393 (0.4569) loss_giou_dn_2: 0.4132 (0.4259) loss_giou_dn_3: 0.3995 (0.4175) loss_giou_dn_4: 0.3965 (0.4154) loss_giou_dn_5: 0.3964 (0.4156) loss_vfl: 0.6243 (0.6569) loss_vfl_aux_0: 0.7143 (0.7576) loss_vfl_aux_1: 0.6768 (0.7144) loss_vfl_aux_2: 0.6517 (0.6859) loss_vfl_aux_3: 0.6273 (0.6699) loss_vfl_aux_4: 0.6200 (0.6614) loss_vfl_aux_5: 0.7261 (0.7414) loss_vfl_dn_0: 0.4437 (0.4465) loss_vfl_dn_1: 0.3853 (0.3810) loss_vfl_dn_2: 0.3732 (0.3650) loss_vfl_dn_3: 0.3663 (0.3578) loss_vfl_dn_4: 0.3619 (0.3552) loss_vfl_dn_5: 0.3628 (0.3545) time: 0.4922 data: 0.0137 max mem: 5654 Epoch: [58] [2800/7393] eta: 0:37:44 lr: 0.000010 loss: 15.3610 (15.4089) loss_bbox: 0.1353 (0.1482) loss_bbox_aux_0: 0.1498 (0.1602) loss_bbox_aux_1: 0.1407 (0.1526) loss_bbox_aux_2: 0.1397 (0.1502) loss_bbox_aux_3: 0.1368 (0.1485) loss_bbox_aux_4: 0.1346 (0.1480) loss_bbox_aux_5: 0.1777 (0.1955) loss_bbox_dn_0: 0.2237 (0.2546) loss_bbox_dn_1: 0.1531 (0.1857) loss_bbox_dn_2: 0.1413 (0.1655) loss_bbox_dn_3: 0.1347 (0.1596) loss_bbox_dn_4: 0.1321 (0.1582) loss_bbox_dn_5: 0.1321 (0.1582) loss_giou: 0.4796 (0.4649) loss_giou_aux_0: 0.5176 (0.4871) loss_giou_aux_1: 0.4984 (0.4742) loss_giou_aux_2: 0.4945 (0.4690) loss_giou_aux_3: 0.4845 (0.4662) loss_giou_aux_4: 0.4797 (0.4648) loss_giou_aux_5: 0.5964 (0.5503) loss_giou_dn_0: 0.5889 (0.5654) loss_giou_dn_1: 0.4808 (0.4576) loss_giou_dn_2: 0.4507 (0.4265) loss_giou_dn_3: 0.4419 (0.4181) loss_giou_dn_4: 0.4355 (0.4159) loss_giou_dn_5: 0.4354 (0.4162) loss_vfl: 0.6370 (0.6569) loss_vfl_aux_0: 0.7576 (0.7576) loss_vfl_aux_1: 0.6893 (0.7145) loss_vfl_aux_2: 0.6697 (0.6860) loss_vfl_aux_3: 0.6465 (0.6699) loss_vfl_aux_4: 0.6498 (0.6614) loss_vfl_aux_5: 0.6971 (0.7413) loss_vfl_dn_0: 0.4441 (0.4465) loss_vfl_dn_1: 0.3851 (0.3811) loss_vfl_dn_2: 0.3670 (0.3651) loss_vfl_dn_3: 0.3593 (0.3578) loss_vfl_dn_4: 0.3574 (0.3553) loss_vfl_dn_5: 0.3570 (0.3545) time: 0.4783 data: 0.0136 max mem: 5654 Epoch: [58] [2900/7393] eta: 0:37:03 lr: 0.000010 loss: 15.0876 (15.4095) loss_bbox: 0.1440 (0.1482) loss_bbox_aux_0: 0.1503 (0.1602) loss_bbox_aux_1: 0.1530 (0.1526) loss_bbox_aux_2: 0.1427 (0.1503) loss_bbox_aux_3: 0.1421 (0.1485) loss_bbox_aux_4: 0.1396 (0.1480) loss_bbox_aux_5: 0.1833 (0.1954) loss_bbox_dn_0: 0.2549 (0.2547) loss_bbox_dn_1: 0.1960 (0.1858) loss_bbox_dn_2: 0.1696 (0.1656) loss_bbox_dn_3: 0.1603 (0.1597) loss_bbox_dn_4: 0.1571 (0.1583) loss_bbox_dn_5: 0.1579 (0.1583) loss_giou: 0.4420 (0.4649) loss_giou_aux_0: 0.4799 (0.4871) loss_giou_aux_1: 0.4598 (0.4741) loss_giou_aux_2: 0.4563 (0.4690) loss_giou_aux_3: 0.4406 (0.4661) loss_giou_aux_4: 0.4416 (0.4648) loss_giou_aux_5: 0.5310 (0.5502) loss_giou_dn_0: 0.5628 (0.5654) loss_giou_dn_1: 0.4502 (0.4577) loss_giou_dn_2: 0.4186 (0.4266) loss_giou_dn_3: 0.4044 (0.4182) loss_giou_dn_4: 0.4046 (0.4161) loss_giou_dn_5: 0.4072 (0.4163) loss_vfl: 0.6721 (0.6568) loss_vfl_aux_0: 0.7636 (0.7575) loss_vfl_aux_1: 0.7456 (0.7144) loss_vfl_aux_2: 0.7116 (0.6860) loss_vfl_aux_3: 0.6829 (0.6698) loss_vfl_aux_4: 0.6729 (0.6614) loss_vfl_aux_5: 0.7475 (0.7412) loss_vfl_dn_0: 0.4456 (0.4465) loss_vfl_dn_1: 0.3753 (0.3810) loss_vfl_dn_2: 0.3621 (0.3651) loss_vfl_dn_3: 0.3531 (0.3578) loss_vfl_dn_4: 0.3509 (0.3552) loss_vfl_dn_5: 0.3497 (0.3545) time: 0.8110 data: 0.0148 max mem: 5654 Epoch: [58] [3000/7393] eta: 0:36:13 lr: 0.000010 loss: 15.2745 (15.4131) loss_bbox: 0.1426 (0.1482) loss_bbox_aux_0: 0.1727 (0.1604) loss_bbox_aux_1: 0.1480 (0.1528) loss_bbox_aux_2: 0.1505 (0.1503) loss_bbox_aux_3: 0.1428 (0.1485) loss_bbox_aux_4: 0.1451 (0.1480) loss_bbox_aux_5: 0.2068 (0.1957) loss_bbox_dn_0: 0.2882 (0.2552) loss_bbox_dn_1: 0.2013 (0.1861) loss_bbox_dn_2: 0.1808 (0.1659) loss_bbox_dn_3: 0.1757 (0.1600) loss_bbox_dn_4: 0.1712 (0.1586) loss_bbox_dn_5: 0.1712 (0.1586) loss_giou: 0.4266 (0.4647) loss_giou_aux_0: 0.4208 (0.4870) loss_giou_aux_1: 0.4127 (0.4740) loss_giou_aux_2: 0.4102 (0.4688) loss_giou_aux_3: 0.4299 (0.4659) loss_giou_aux_4: 0.4264 (0.4646) loss_giou_aux_5: 0.5155 (0.5501) loss_giou_dn_0: 0.5252 (0.5653) loss_giou_dn_1: 0.4200 (0.4576) loss_giou_dn_2: 0.3881 (0.4265) loss_giou_dn_3: 0.3825 (0.4182) loss_giou_dn_4: 0.3798 (0.4161) loss_giou_dn_5: 0.3800 (0.4163) loss_vfl: 0.6652 (0.6573) loss_vfl_aux_0: 0.7562 (0.7578) loss_vfl_aux_1: 0.7119 (0.7146) loss_vfl_aux_2: 0.6959 (0.6864) loss_vfl_aux_3: 0.6784 (0.6703) loss_vfl_aux_4: 0.6719 (0.6618) loss_vfl_aux_5: 0.7416 (0.7412) loss_vfl_dn_0: 0.4457 (0.4466) loss_vfl_dn_1: 0.3737 (0.3810) loss_vfl_dn_2: 0.3623 (0.3651) loss_vfl_dn_3: 0.3480 (0.3578) loss_vfl_dn_4: 0.3453 (0.3552) loss_vfl_dn_5: 0.3436 (0.3545) time: 0.4872 data: 0.0136 max mem: 5654 Epoch: [58] [3100/7393] eta: 0:35:30 lr: 0.000010 loss: 15.0508 (15.4138) loss_bbox: 0.1404 (0.1484) loss_bbox_aux_0: 0.1551 (0.1605) loss_bbox_aux_1: 0.1521 (0.1529) loss_bbox_aux_2: 0.1451 (0.1504) loss_bbox_aux_3: 0.1449 (0.1487) loss_bbox_aux_4: 0.1410 (0.1481) loss_bbox_aux_5: 0.1788 (0.1958) loss_bbox_dn_0: 0.2317 (0.2553) loss_bbox_dn_1: 0.1595 (0.1861) loss_bbox_dn_2: 0.1356 (0.1659) loss_bbox_dn_3: 0.1300 (0.1599) loss_bbox_dn_4: 0.1285 (0.1585) loss_bbox_dn_5: 0.1285 (0.1586) loss_giou: 0.4433 (0.4647) loss_giou_aux_0: 0.4584 (0.4870) loss_giou_aux_1: 0.4567 (0.4740) loss_giou_aux_2: 0.4468 (0.4688) loss_giou_aux_3: 0.4380 (0.4660) loss_giou_aux_4: 0.4432 (0.4647) loss_giou_aux_5: 0.5413 (0.5501) loss_giou_dn_0: 0.5609 (0.5654) loss_giou_dn_1: 0.4480 (0.4576) loss_giou_dn_2: 0.4210 (0.4265) loss_giou_dn_3: 0.4127 (0.4181) loss_giou_dn_4: 0.4115 (0.4160) loss_giou_dn_5: 0.4117 (0.4162) loss_vfl: 0.6398 (0.6573) loss_vfl_aux_0: 0.7661 (0.7580) loss_vfl_aux_1: 0.6953 (0.7145) loss_vfl_aux_2: 0.6717 (0.6864) loss_vfl_aux_3: 0.6623 (0.6703) loss_vfl_aux_4: 0.6601 (0.6618) loss_vfl_aux_5: 0.7324 (0.7414) loss_vfl_dn_0: 0.4429 (0.4467) loss_vfl_dn_1: 0.3721 (0.3810) loss_vfl_dn_2: 0.3550 (0.3651) loss_vfl_dn_3: 0.3478 (0.3578) loss_vfl_dn_4: 0.3461 (0.3552) loss_vfl_dn_5: 0.3443 (0.3545) time: 0.4881 data: 0.0135 max mem: 5654 Epoch: [58] [3200/7393] eta: 0:34:38 lr: 0.000010 loss: 14.9665 (15.4123) loss_bbox: 0.1372 (0.1485) loss_bbox_aux_0: 0.1491 (0.1605) loss_bbox_aux_1: 0.1407 (0.1529) loss_bbox_aux_2: 0.1392 (0.1505) loss_bbox_aux_3: 0.1315 (0.1487) loss_bbox_aux_4: 0.1354 (0.1482) loss_bbox_aux_5: 0.1814 (0.1959) loss_bbox_dn_0: 0.2377 (0.2555) loss_bbox_dn_1: 0.1663 (0.1863) loss_bbox_dn_2: 0.1512 (0.1660) loss_bbox_dn_3: 0.1468 (0.1601) loss_bbox_dn_4: 0.1449 (0.1587) loss_bbox_dn_5: 0.1449 (0.1587) loss_giou: 0.4474 (0.4644) loss_giou_aux_0: 0.4729 (0.4867) loss_giou_aux_1: 0.4547 (0.4737) loss_giou_aux_2: 0.4450 (0.4685) loss_giou_aux_3: 0.4462 (0.4657) loss_giou_aux_4: 0.4474 (0.4644) loss_giou_aux_5: 0.5523 (0.5498) loss_giou_dn_0: 0.5560 (0.5651) loss_giou_dn_1: 0.4341 (0.4573) loss_giou_dn_2: 0.4086 (0.4262) loss_giou_dn_3: 0.4016 (0.4178) loss_giou_dn_4: 0.3986 (0.4157) loss_giou_dn_5: 0.3987 (0.4159) loss_vfl: 0.6552 (0.6574) loss_vfl_aux_0: 0.7675 (0.7582) loss_vfl_aux_1: 0.7342 (0.7148) loss_vfl_aux_2: 0.6842 (0.6866) loss_vfl_aux_3: 0.6766 (0.6705) loss_vfl_aux_4: 0.6676 (0.6619) loss_vfl_aux_5: 0.7306 (0.7412) loss_vfl_dn_0: 0.4418 (0.4467) loss_vfl_dn_1: 0.3787 (0.3810) loss_vfl_dn_2: 0.3642 (0.3650) loss_vfl_dn_3: 0.3568 (0.3577) loss_vfl_dn_4: 0.3568 (0.3551) loss_vfl_dn_5: 0.3552 (0.3544) time: 0.4769 data: 0.0148 max mem: 5654 Epoch: [58] [3300/7393] eta: 0:33:47 lr: 0.000010 loss: 15.3800 (15.4123) loss_bbox: 0.1334 (0.1485) loss_bbox_aux_0: 0.1564 (0.1606) loss_bbox_aux_1: 0.1400 (0.1530) loss_bbox_aux_2: 0.1398 (0.1506) loss_bbox_aux_3: 0.1330 (0.1488) loss_bbox_aux_4: 0.1340 (0.1483) loss_bbox_aux_5: 0.1836 (0.1960) loss_bbox_dn_0: 0.2590 (0.2558) loss_bbox_dn_1: 0.1838 (0.1865) loss_bbox_dn_2: 0.1709 (0.1662) loss_bbox_dn_3: 0.1621 (0.1603) loss_bbox_dn_4: 0.1594 (0.1589) loss_bbox_dn_5: 0.1594 (0.1590) loss_giou: 0.4065 (0.4642) loss_giou_aux_0: 0.4238 (0.4865) loss_giou_aux_1: 0.4183 (0.4735) loss_giou_aux_2: 0.4093 (0.4683) loss_giou_aux_3: 0.4068 (0.4656) loss_giou_aux_4: 0.4059 (0.4642) loss_giou_aux_5: 0.4826 (0.5496) loss_giou_dn_0: 0.5449 (0.5650) loss_giou_dn_1: 0.4275 (0.4571) loss_giou_dn_2: 0.3910 (0.4260) loss_giou_dn_3: 0.3785 (0.4177) loss_giou_dn_4: 0.3740 (0.4156) loss_giou_dn_5: 0.3744 (0.4158) loss_vfl: 0.6559 (0.6574) loss_vfl_aux_0: 0.7512 (0.7582) loss_vfl_aux_1: 0.7264 (0.7147) loss_vfl_aux_2: 0.7018 (0.6868) loss_vfl_aux_3: 0.6655 (0.6704) loss_vfl_aux_4: 0.6569 (0.6619) loss_vfl_aux_5: 0.7502 (0.7413) loss_vfl_dn_0: 0.4516 (0.4467) loss_vfl_dn_1: 0.3849 (0.3810) loss_vfl_dn_2: 0.3669 (0.3650) loss_vfl_dn_3: 0.3578 (0.3577) loss_vfl_dn_4: 0.3569 (0.3552) loss_vfl_dn_5: 0.3549 (0.3544) time: 0.4759 data: 0.0140 max mem: 5654 Epoch: [58] [3400/7393] eta: 0:33:04 lr: 0.000010 loss: 15.2553 (15.4168) loss_bbox: 0.1446 (0.1486) loss_bbox_aux_0: 0.1486 (0.1607) loss_bbox_aux_1: 0.1408 (0.1531) loss_bbox_aux_2: 0.1379 (0.1507) loss_bbox_aux_3: 0.1356 (0.1489) loss_bbox_aux_4: 0.1464 (0.1484) loss_bbox_aux_5: 0.1892 (0.1960) loss_bbox_dn_0: 0.2397 (0.2558) loss_bbox_dn_1: 0.1785 (0.1865) loss_bbox_dn_2: 0.1603 (0.1662) loss_bbox_dn_3: 0.1542 (0.1603) loss_bbox_dn_4: 0.1538 (0.1589) loss_bbox_dn_5: 0.1538 (0.1589) loss_giou: 0.4397 (0.4645) loss_giou_aux_0: 0.4627 (0.4868) loss_giou_aux_1: 0.4371 (0.4738) loss_giou_aux_2: 0.4407 (0.4686) loss_giou_aux_3: 0.4389 (0.4658) loss_giou_aux_4: 0.4396 (0.4646) loss_giou_aux_5: 0.5422 (0.5499) loss_giou_dn_0: 0.5760 (0.5652) loss_giou_dn_1: 0.4556 (0.4572) loss_giou_dn_2: 0.4172 (0.4262) loss_giou_dn_3: 0.4056 (0.4178) loss_giou_dn_4: 0.4036 (0.4157) loss_giou_dn_5: 0.4037 (0.4159) loss_vfl: 0.6347 (0.6576) loss_vfl_aux_0: 0.7560 (0.7583) loss_vfl_aux_1: 0.7154 (0.7149) loss_vfl_aux_2: 0.6807 (0.6869) loss_vfl_aux_3: 0.6646 (0.6706) loss_vfl_aux_4: 0.6350 (0.6620) loss_vfl_aux_5: 0.7477 (0.7414) loss_vfl_dn_0: 0.4414 (0.4467) loss_vfl_dn_1: 0.3656 (0.3810) loss_vfl_dn_2: 0.3598 (0.3651) loss_vfl_dn_3: 0.3519 (0.3578) loss_vfl_dn_4: 0.3467 (0.3552) loss_vfl_dn_5: 0.3505 (0.3545) time: 0.4873 data: 0.0139 max mem: 5654 Epoch: [58] [3500/7393] eta: 0:32:12 lr: 0.000010 loss: 16.1568 (15.4185) loss_bbox: 0.1496 (0.1486) loss_bbox_aux_0: 0.1614 (0.1608) loss_bbox_aux_1: 0.1495 (0.1531) loss_bbox_aux_2: 0.1437 (0.1507) loss_bbox_aux_3: 0.1470 (0.1489) loss_bbox_aux_4: 0.1480 (0.1484) loss_bbox_aux_5: 0.1925 (0.1961) loss_bbox_dn_0: 0.2420 (0.2559) loss_bbox_dn_1: 0.1823 (0.1866) loss_bbox_dn_2: 0.1609 (0.1663) loss_bbox_dn_3: 0.1577 (0.1604) loss_bbox_dn_4: 0.1546 (0.1590) loss_bbox_dn_5: 0.1542 (0.1590) loss_giou: 0.4836 (0.4645) loss_giou_aux_0: 0.5151 (0.4870) loss_giou_aux_1: 0.5016 (0.4738) loss_giou_aux_2: 0.4817 (0.4686) loss_giou_aux_3: 0.4798 (0.4658) loss_giou_aux_4: 0.4864 (0.4646) loss_giou_aux_5: 0.5739 (0.5499) loss_giou_dn_0: 0.5891 (0.5651) loss_giou_dn_1: 0.4847 (0.4573) loss_giou_dn_2: 0.4597 (0.4262) loss_giou_dn_3: 0.4510 (0.4178) loss_giou_dn_4: 0.4490 (0.4157) loss_giou_dn_5: 0.4491 (0.4159) loss_vfl: 0.6893 (0.6578) loss_vfl_aux_0: 0.7560 (0.7582) loss_vfl_aux_1: 0.7181 (0.7149) loss_vfl_aux_2: 0.7175 (0.6870) loss_vfl_aux_3: 0.7088 (0.6708) loss_vfl_aux_4: 0.6789 (0.6621) loss_vfl_aux_5: 0.7221 (0.7414) loss_vfl_dn_0: 0.4492 (0.4467) loss_vfl_dn_1: 0.3892 (0.3810) loss_vfl_dn_2: 0.3771 (0.3650) loss_vfl_dn_3: 0.3685 (0.3578) loss_vfl_dn_4: 0.3666 (0.3552) loss_vfl_dn_5: 0.3652 (0.3545) time: 0.4822 data: 0.0137 max mem: 5654 Epoch: [58] [3600/7393] eta: 0:31:20 lr: 0.000010 loss: 15.1886 (15.4127) loss_bbox: 0.1303 (0.1486) loss_bbox_aux_0: 0.1382 (0.1607) loss_bbox_aux_1: 0.1385 (0.1531) loss_bbox_aux_2: 0.1326 (0.1506) loss_bbox_aux_3: 0.1330 (0.1488) loss_bbox_aux_4: 0.1319 (0.1483) loss_bbox_aux_5: 0.1800 (0.1960) loss_bbox_dn_0: 0.2431 (0.2559) loss_bbox_dn_1: 0.1779 (0.1866) loss_bbox_dn_2: 0.1612 (0.1663) loss_bbox_dn_3: 0.1523 (0.1604) loss_bbox_dn_4: 0.1535 (0.1590) loss_bbox_dn_5: 0.1537 (0.1590) loss_giou: 0.4227 (0.4639) loss_giou_aux_0: 0.4416 (0.4863) loss_giou_aux_1: 0.4311 (0.4731) loss_giou_aux_2: 0.4137 (0.4679) loss_giou_aux_3: 0.4184 (0.4651) loss_giou_aux_4: 0.4205 (0.4639) loss_giou_aux_5: 0.5195 (0.5492) loss_giou_dn_0: 0.5543 (0.5646) loss_giou_dn_1: 0.4448 (0.4568) loss_giou_dn_2: 0.4136 (0.4257) loss_giou_dn_3: 0.4040 (0.4174) loss_giou_dn_4: 0.4047 (0.4153) loss_giou_dn_5: 0.4047 (0.4155) loss_vfl: 0.6535 (0.6583) loss_vfl_aux_0: 0.7482 (0.7585) loss_vfl_aux_1: 0.7267 (0.7154) loss_vfl_aux_2: 0.6932 (0.6876) loss_vfl_aux_3: 0.6897 (0.6714) loss_vfl_aux_4: 0.6619 (0.6626) loss_vfl_aux_5: 0.7375 (0.7418) loss_vfl_dn_0: 0.4455 (0.4466) loss_vfl_dn_1: 0.3809 (0.3809) loss_vfl_dn_2: 0.3650 (0.3649) loss_vfl_dn_3: 0.3568 (0.3577) loss_vfl_dn_4: 0.3539 (0.3551) loss_vfl_dn_5: 0.3537 (0.3543) time: 0.4753 data: 0.0137 max mem: 5654 Epoch: [58] [3700/7393] eta: 0:30:30 lr: 0.000010 loss: 14.3856 (15.4110) loss_bbox: 0.1411 (0.1485) loss_bbox_aux_0: 0.1624 (0.1607) loss_bbox_aux_1: 0.1475 (0.1531) loss_bbox_aux_2: 0.1381 (0.1506) loss_bbox_aux_3: 0.1370 (0.1488) loss_bbox_aux_4: 0.1411 (0.1483) loss_bbox_aux_5: 0.1980 (0.1960) loss_bbox_dn_0: 0.2602 (0.2559) loss_bbox_dn_1: 0.1866 (0.1866) loss_bbox_dn_2: 0.1666 (0.1663) loss_bbox_dn_3: 0.1582 (0.1604) loss_bbox_dn_4: 0.1571 (0.1590) loss_bbox_dn_5: 0.1572 (0.1590) loss_giou: 0.3865 (0.4638) loss_giou_aux_0: 0.3992 (0.4863) loss_giou_aux_1: 0.3915 (0.4731) loss_giou_aux_2: 0.3843 (0.4678) loss_giou_aux_3: 0.3836 (0.4650) loss_giou_aux_4: 0.3854 (0.4639) loss_giou_aux_5: 0.4597 (0.5492) loss_giou_dn_0: 0.4858 (0.5645) loss_giou_dn_1: 0.3779 (0.4567) loss_giou_dn_2: 0.3512 (0.4257) loss_giou_dn_3: 0.3454 (0.4173) loss_giou_dn_4: 0.3439 (0.4152) loss_giou_dn_5: 0.3436 (0.4154) loss_vfl: 0.6220 (0.6583) loss_vfl_aux_0: 0.7337 (0.7581) loss_vfl_aux_1: 0.6884 (0.7150) loss_vfl_aux_2: 0.6446 (0.6875) loss_vfl_aux_3: 0.6374 (0.6714) loss_vfl_aux_4: 0.6449 (0.6626) loss_vfl_aux_5: 0.7448 (0.7417) loss_vfl_dn_0: 0.4393 (0.4466) loss_vfl_dn_1: 0.3626 (0.3809) loss_vfl_dn_2: 0.3470 (0.3649) loss_vfl_dn_3: 0.3421 (0.3576) loss_vfl_dn_4: 0.3383 (0.3550) loss_vfl_dn_5: 0.3384 (0.3543) time: 0.4817 data: 0.0139 max mem: 5654 Epoch: [58] [3800/7393] eta: 0:29:39 lr: 0.000010 loss: 14.9403 (15.4073) loss_bbox: 0.1360 (0.1484) loss_bbox_aux_0: 0.1548 (0.1606) loss_bbox_aux_1: 0.1477 (0.1530) loss_bbox_aux_2: 0.1306 (0.1505) loss_bbox_aux_3: 0.1310 (0.1487) loss_bbox_aux_4: 0.1361 (0.1482) loss_bbox_aux_5: 0.1767 (0.1959) loss_bbox_dn_0: 0.2125 (0.2559) loss_bbox_dn_1: 0.1552 (0.1865) loss_bbox_dn_2: 0.1416 (0.1663) loss_bbox_dn_3: 0.1378 (0.1604) loss_bbox_dn_4: 0.1367 (0.1590) loss_bbox_dn_5: 0.1367 (0.1590) loss_giou: 0.4410 (0.4635) loss_giou_aux_0: 0.4638 (0.4860) loss_giou_aux_1: 0.4532 (0.4729) loss_giou_aux_2: 0.4357 (0.4675) loss_giou_aux_3: 0.4446 (0.4647) loss_giou_aux_4: 0.4465 (0.4636) loss_giou_aux_5: 0.5195 (0.5489) loss_giou_dn_0: 0.5488 (0.5643) loss_giou_dn_1: 0.4502 (0.4566) loss_giou_dn_2: 0.4206 (0.4255) loss_giou_dn_3: 0.4083 (0.4172) loss_giou_dn_4: 0.4030 (0.4151) loss_giou_dn_5: 0.4040 (0.4153) loss_vfl: 0.6161 (0.6583) loss_vfl_aux_0: 0.7429 (0.7582) loss_vfl_aux_1: 0.6693 (0.7148) loss_vfl_aux_2: 0.6629 (0.6875) loss_vfl_aux_3: 0.6379 (0.6714) loss_vfl_aux_4: 0.6274 (0.6626) loss_vfl_aux_5: 0.7361 (0.7417) loss_vfl_dn_0: 0.4478 (0.4466) loss_vfl_dn_1: 0.3878 (0.3809) loss_vfl_dn_2: 0.3717 (0.3648) loss_vfl_dn_3: 0.3623 (0.3576) loss_vfl_dn_4: 0.3606 (0.3550) loss_vfl_dn_5: 0.3615 (0.3543) time: 0.4803 data: 0.0141 max mem: 5654 Epoch: [58] [3900/7393] eta: 0:28:48 lr: 0.000010 loss: 15.5863 (15.4107) loss_bbox: 0.1506 (0.1485) loss_bbox_aux_0: 0.1585 (0.1606) loss_bbox_aux_1: 0.1636 (0.1531) loss_bbox_aux_2: 0.1516 (0.1506) loss_bbox_aux_3: 0.1490 (0.1488) loss_bbox_aux_4: 0.1510 (0.1483) loss_bbox_aux_5: 0.1902 (0.1960) loss_bbox_dn_0: 0.2354 (0.2557) loss_bbox_dn_1: 0.1816 (0.1864) loss_bbox_dn_2: 0.1668 (0.1662) loss_bbox_dn_3: 0.1612 (0.1603) loss_bbox_dn_4: 0.1609 (0.1589) loss_bbox_dn_5: 0.1609 (0.1589) loss_giou: 0.4743 (0.4641) loss_giou_aux_0: 0.4924 (0.4865) loss_giou_aux_1: 0.4723 (0.4734) loss_giou_aux_2: 0.4710 (0.4680) loss_giou_aux_3: 0.4779 (0.4653) loss_giou_aux_4: 0.4800 (0.4642) loss_giou_aux_5: 0.5457 (0.5493) loss_giou_dn_0: 0.5713 (0.5646) loss_giou_dn_1: 0.4680 (0.4569) loss_giou_dn_2: 0.4232 (0.4259) loss_giou_dn_3: 0.4160 (0.4175) loss_giou_dn_4: 0.4149 (0.4154) loss_giou_dn_5: 0.4149 (0.4156) loss_vfl: 0.6698 (0.6580) loss_vfl_aux_0: 0.7339 (0.7579) loss_vfl_aux_1: 0.7117 (0.7145) loss_vfl_aux_2: 0.6829 (0.6872) loss_vfl_aux_3: 0.6744 (0.6710) loss_vfl_aux_4: 0.6699 (0.6623) loss_vfl_aux_5: 0.7402 (0.7415) loss_vfl_dn_0: 0.4448 (0.4466) loss_vfl_dn_1: 0.3868 (0.3808) loss_vfl_dn_2: 0.3667 (0.3648) loss_vfl_dn_3: 0.3591 (0.3576) loss_vfl_dn_4: 0.3575 (0.3550) loss_vfl_dn_5: 0.3570 (0.3543) time: 0.4843 data: 0.0140 max mem: 5654 Epoch: [58] [4000/7393] eta: 0:27:58 lr: 0.000010 loss: 15.8227 (15.4142) loss_bbox: 0.1347 (0.1484) loss_bbox_aux_0: 0.1461 (0.1605) loss_bbox_aux_1: 0.1376 (0.1530) loss_bbox_aux_2: 0.1322 (0.1504) loss_bbox_aux_3: 0.1321 (0.1487) loss_bbox_aux_4: 0.1338 (0.1482) loss_bbox_aux_5: 0.1733 (0.1959) loss_bbox_dn_0: 0.2330 (0.2554) loss_bbox_dn_1: 0.1691 (0.1862) loss_bbox_dn_2: 0.1538 (0.1660) loss_bbox_dn_3: 0.1472 (0.1601) loss_bbox_dn_4: 0.1460 (0.1588) loss_bbox_dn_5: 0.1461 (0.1588) loss_giou: 0.4634 (0.4645) loss_giou_aux_0: 0.4911 (0.4871) loss_giou_aux_1: 0.4757 (0.4739) loss_giou_aux_2: 0.4716 (0.4685) loss_giou_aux_3: 0.4632 (0.4658) loss_giou_aux_4: 0.4633 (0.4646) loss_giou_aux_5: 0.5588 (0.5499) loss_giou_dn_0: 0.5826 (0.5649) loss_giou_dn_1: 0.4734 (0.4572) loss_giou_dn_2: 0.4341 (0.4262) loss_giou_dn_3: 0.4259 (0.4179) loss_giou_dn_4: 0.4232 (0.4158) loss_giou_dn_5: 0.4238 (0.4160) loss_vfl: 0.6574 (0.6580) loss_vfl_aux_0: 0.7475 (0.7576) loss_vfl_aux_1: 0.7041 (0.7145) loss_vfl_aux_2: 0.6788 (0.6872) loss_vfl_aux_3: 0.6640 (0.6711) loss_vfl_aux_4: 0.6612 (0.6623) loss_vfl_aux_5: 0.7410 (0.7413) loss_vfl_dn_0: 0.4443 (0.4466) loss_vfl_dn_1: 0.3815 (0.3809) loss_vfl_dn_2: 0.3650 (0.3649) loss_vfl_dn_3: 0.3561 (0.3577) loss_vfl_dn_4: 0.3545 (0.3551) loss_vfl_dn_5: 0.3553 (0.3544) time: 0.4769 data: 0.0142 max mem: 5654 Epoch: [58] [4100/7393] eta: 0:27:07 lr: 0.000010 loss: 16.3698 (15.4125) loss_bbox: 0.1459 (0.1484) loss_bbox_aux_0: 0.1677 (0.1607) loss_bbox_aux_1: 0.1537 (0.1530) loss_bbox_aux_2: 0.1506 (0.1505) loss_bbox_aux_3: 0.1475 (0.1487) loss_bbox_aux_4: 0.1459 (0.1482) loss_bbox_aux_5: 0.1903 (0.1960) loss_bbox_dn_0: 0.2817 (0.2556) loss_bbox_dn_1: 0.1807 (0.1863) loss_bbox_dn_2: 0.1602 (0.1661) loss_bbox_dn_3: 0.1562 (0.1602) loss_bbox_dn_4: 0.1562 (0.1588) loss_bbox_dn_5: 0.1560 (0.1588) loss_giou: 0.4618 (0.4643) loss_giou_aux_0: 0.4760 (0.4870) loss_giou_aux_1: 0.4728 (0.4737) loss_giou_aux_2: 0.4664 (0.4683) loss_giou_aux_3: 0.4584 (0.4656) loss_giou_aux_4: 0.4615 (0.4644) loss_giou_aux_5: 0.5548 (0.5498) loss_giou_dn_0: 0.5811 (0.5647) loss_giou_dn_1: 0.4603 (0.4570) loss_giou_dn_2: 0.4290 (0.4259) loss_giou_dn_3: 0.4163 (0.4176) loss_giou_dn_4: 0.4163 (0.4155) loss_giou_dn_5: 0.4165 (0.4157) loss_vfl: 0.6771 (0.6581) loss_vfl_aux_0: 0.8051 (0.7577) loss_vfl_aux_1: 0.7695 (0.7146) loss_vfl_aux_2: 0.7045 (0.6872) loss_vfl_aux_3: 0.7023 (0.6711) loss_vfl_aux_4: 0.6835 (0.6624) loss_vfl_aux_5: 0.7906 (0.7413) loss_vfl_dn_0: 0.4456 (0.4465) loss_vfl_dn_1: 0.3892 (0.3808) loss_vfl_dn_2: 0.3783 (0.3648) loss_vfl_dn_3: 0.3680 (0.3576) loss_vfl_dn_4: 0.3665 (0.3550) loss_vfl_dn_5: 0.3661 (0.3543) time: 0.4793 data: 0.0137 max mem: 5654 Epoch: [58] [4200/7393] eta: 0:26:16 lr: 0.000010 loss: 15.2855 (15.4111) loss_bbox: 0.1394 (0.1483) loss_bbox_aux_0: 0.1430 (0.1605) loss_bbox_aux_1: 0.1398 (0.1529) loss_bbox_aux_2: 0.1433 (0.1504) loss_bbox_aux_3: 0.1418 (0.1486) loss_bbox_aux_4: 0.1420 (0.1481) loss_bbox_aux_5: 0.1805 (0.1960) loss_bbox_dn_0: 0.2310 (0.2556) loss_bbox_dn_1: 0.1713 (0.1863) loss_bbox_dn_2: 0.1506 (0.1661) loss_bbox_dn_3: 0.1425 (0.1602) loss_bbox_dn_4: 0.1411 (0.1588) loss_bbox_dn_5: 0.1408 (0.1588) loss_giou: 0.4865 (0.4644) loss_giou_aux_0: 0.5042 (0.4870) loss_giou_aux_1: 0.4932 (0.4737) loss_giou_aux_2: 0.4918 (0.4683) loss_giou_aux_3: 0.4851 (0.4656) loss_giou_aux_4: 0.4823 (0.4645) loss_giou_aux_5: 0.5713 (0.5499) loss_giou_dn_0: 0.5674 (0.5647) loss_giou_dn_1: 0.4541 (0.4570) loss_giou_dn_2: 0.4258 (0.4260) loss_giou_dn_3: 0.4160 (0.4176) loss_giou_dn_4: 0.4151 (0.4155) loss_giou_dn_5: 0.4153 (0.4157) loss_vfl: 0.6406 (0.6579) loss_vfl_aux_0: 0.7194 (0.7576) loss_vfl_aux_1: 0.6933 (0.7145) loss_vfl_aux_2: 0.6695 (0.6871) loss_vfl_aux_3: 0.6523 (0.6710) loss_vfl_aux_4: 0.6382 (0.6622) loss_vfl_aux_5: 0.7295 (0.7412) loss_vfl_dn_0: 0.4442 (0.4465) loss_vfl_dn_1: 0.3775 (0.3808) loss_vfl_dn_2: 0.3688 (0.3648) loss_vfl_dn_3: 0.3603 (0.3576) loss_vfl_dn_4: 0.3570 (0.3550) loss_vfl_dn_5: 0.3566 (0.3543) time: 0.4749 data: 0.0144 max mem: 5654 Epoch: [58] [4300/7393] eta: 0:25:26 lr: 0.000010 loss: 15.4841 (15.4084) loss_bbox: 0.1511 (0.1482) loss_bbox_aux_0: 0.1635 (0.1605) loss_bbox_aux_1: 0.1613 (0.1528) loss_bbox_aux_2: 0.1570 (0.1503) loss_bbox_aux_3: 0.1528 (0.1485) loss_bbox_aux_4: 0.1493 (0.1480) loss_bbox_aux_5: 0.1957 (0.1959) loss_bbox_dn_0: 0.2572 (0.2555) loss_bbox_dn_1: 0.1813 (0.1862) loss_bbox_dn_2: 0.1593 (0.1660) loss_bbox_dn_3: 0.1565 (0.1601) loss_bbox_dn_4: 0.1567 (0.1587) loss_bbox_dn_5: 0.1567 (0.1588) loss_giou: 0.4073 (0.4642) loss_giou_aux_0: 0.4377 (0.4870) loss_giou_aux_1: 0.4294 (0.4737) loss_giou_aux_2: 0.4310 (0.4682) loss_giou_aux_3: 0.4180 (0.4654) loss_giou_aux_4: 0.4104 (0.4643) loss_giou_aux_5: 0.4917 (0.5499) loss_giou_dn_0: 0.5479 (0.5647) loss_giou_dn_1: 0.4346 (0.4569) loss_giou_dn_2: 0.4069 (0.4259) loss_giou_dn_3: 0.3972 (0.4176) loss_giou_dn_4: 0.3944 (0.4155) loss_giou_dn_5: 0.3944 (0.4157) loss_vfl: 0.6712 (0.6579) loss_vfl_aux_0: 0.7454 (0.7574) loss_vfl_aux_1: 0.7256 (0.7143) loss_vfl_aux_2: 0.6969 (0.6871) loss_vfl_aux_3: 0.6780 (0.6710) loss_vfl_aux_4: 0.6645 (0.6622) loss_vfl_aux_5: 0.7513 (0.7409) loss_vfl_dn_0: 0.4525 (0.4466) loss_vfl_dn_1: 0.3861 (0.3808) loss_vfl_dn_2: 0.3673 (0.3648) loss_vfl_dn_3: 0.3576 (0.3575) loss_vfl_dn_4: 0.3557 (0.3550) loss_vfl_dn_5: 0.3547 (0.3543) time: 0.4758 data: 0.0143 max mem: 5654 Epoch: [58] [4400/7393] eta: 0:24:36 lr: 0.000010 loss: 15.2610 (15.4096) loss_bbox: 0.1484 (0.1482) loss_bbox_aux_0: 0.1552 (0.1604) loss_bbox_aux_1: 0.1518 (0.1528) loss_bbox_aux_2: 0.1565 (0.1503) loss_bbox_aux_3: 0.1449 (0.1485) loss_bbox_aux_4: 0.1449 (0.1480) loss_bbox_aux_5: 0.1908 (0.1958) loss_bbox_dn_0: 0.2400 (0.2554) loss_bbox_dn_1: 0.1745 (0.1861) loss_bbox_dn_2: 0.1608 (0.1660) loss_bbox_dn_3: 0.1550 (0.1601) loss_bbox_dn_4: 0.1538 (0.1587) loss_bbox_dn_5: 0.1538 (0.1587) loss_giou: 0.4448 (0.4645) loss_giou_aux_0: 0.4653 (0.4872) loss_giou_aux_1: 0.4506 (0.4739) loss_giou_aux_2: 0.4413 (0.4684) loss_giou_aux_3: 0.4536 (0.4656) loss_giou_aux_4: 0.4448 (0.4645) loss_giou_aux_5: 0.5194 (0.5501) loss_giou_dn_0: 0.5417 (0.5648) loss_giou_dn_1: 0.4391 (0.4570) loss_giou_dn_2: 0.4075 (0.4260) loss_giou_dn_3: 0.3970 (0.4177) loss_giou_dn_4: 0.3964 (0.4156) loss_giou_dn_5: 0.3963 (0.4158) loss_vfl: 0.6419 (0.6579) loss_vfl_aux_0: 0.7512 (0.7573) loss_vfl_aux_1: 0.6990 (0.7142) loss_vfl_aux_2: 0.6688 (0.6870) loss_vfl_aux_3: 0.6484 (0.6710) loss_vfl_aux_4: 0.6489 (0.6622) loss_vfl_aux_5: 0.7535 (0.7410) loss_vfl_dn_0: 0.4427 (0.4466) loss_vfl_dn_1: 0.3792 (0.3808) loss_vfl_dn_2: 0.3606 (0.3648) loss_vfl_dn_3: 0.3532 (0.3576) loss_vfl_dn_4: 0.3494 (0.3550) loss_vfl_dn_5: 0.3494 (0.3543) time: 0.4780 data: 0.0136 max mem: 5654 Epoch: [58] [4500/7393] eta: 0:23:46 lr: 0.000010 loss: 15.5309 (15.4095) loss_bbox: 0.1364 (0.1482) loss_bbox_aux_0: 0.1562 (0.1605) loss_bbox_aux_1: 0.1481 (0.1528) loss_bbox_aux_2: 0.1506 (0.1503) loss_bbox_aux_3: 0.1395 (0.1485) loss_bbox_aux_4: 0.1370 (0.1480) loss_bbox_aux_5: 0.2032 (0.1959) loss_bbox_dn_0: 0.2457 (0.2554) loss_bbox_dn_1: 0.1887 (0.1862) loss_bbox_dn_2: 0.1690 (0.1660) loss_bbox_dn_3: 0.1580 (0.1601) loss_bbox_dn_4: 0.1548 (0.1587) loss_bbox_dn_5: 0.1548 (0.1587) loss_giou: 0.3737 (0.4644) loss_giou_aux_0: 0.4275 (0.4872) loss_giou_aux_1: 0.3998 (0.4738) loss_giou_aux_2: 0.3915 (0.4684) loss_giou_aux_3: 0.3817 (0.4656) loss_giou_aux_4: 0.3763 (0.4645) loss_giou_aux_5: 0.4878 (0.5500) loss_giou_dn_0: 0.5329 (0.5647) loss_giou_dn_1: 0.4230 (0.4570) loss_giou_dn_2: 0.3906 (0.4260) loss_giou_dn_3: 0.3849 (0.4177) loss_giou_dn_4: 0.3810 (0.4156) loss_giou_dn_5: 0.3810 (0.4158) loss_vfl: 0.6723 (0.6579) loss_vfl_aux_0: 0.7606 (0.7574) loss_vfl_aux_1: 0.7235 (0.7143) loss_vfl_aux_2: 0.7034 (0.6870) loss_vfl_aux_3: 0.6958 (0.6710) loss_vfl_aux_4: 0.6733 (0.6622) loss_vfl_aux_5: 0.7557 (0.7411) loss_vfl_dn_0: 0.4442 (0.4465) loss_vfl_dn_1: 0.3787 (0.3808) loss_vfl_dn_2: 0.3614 (0.3647) loss_vfl_dn_3: 0.3532 (0.3575) loss_vfl_dn_4: 0.3503 (0.3550) loss_vfl_dn_5: 0.3495 (0.3542) time: 0.4852 data: 0.0157 max mem: 5654 Epoch: [58] [4600/7393] eta: 0:22:56 lr: 0.000010 loss: 15.8245 (15.4129) loss_bbox: 0.1430 (0.1482) loss_bbox_aux_0: 0.1527 (0.1605) loss_bbox_aux_1: 0.1541 (0.1528) loss_bbox_aux_2: 0.1460 (0.1503) loss_bbox_aux_3: 0.1450 (0.1485) loss_bbox_aux_4: 0.1434 (0.1480) loss_bbox_aux_5: 0.1860 (0.1958) loss_bbox_dn_0: 0.2617 (0.2554) loss_bbox_dn_1: 0.1868 (0.1861) loss_bbox_dn_2: 0.1641 (0.1659) loss_bbox_dn_3: 0.1554 (0.1600) loss_bbox_dn_4: 0.1532 (0.1587) loss_bbox_dn_5: 0.1532 (0.1587) loss_giou: 0.4949 (0.4647) loss_giou_aux_0: 0.5012 (0.4875) loss_giou_aux_1: 0.4971 (0.4741) loss_giou_aux_2: 0.5001 (0.4687) loss_giou_aux_3: 0.5020 (0.4658) loss_giou_aux_4: 0.5129 (0.4647) loss_giou_aux_5: 0.5813 (0.5503) loss_giou_dn_0: 0.5796 (0.5649) loss_giou_dn_1: 0.4782 (0.4572) loss_giou_dn_2: 0.4443 (0.4262) loss_giou_dn_3: 0.4387 (0.4179) loss_giou_dn_4: 0.4381 (0.4158) loss_giou_dn_5: 0.4388 (0.4160) loss_vfl: 0.6474 (0.6580) loss_vfl_aux_0: 0.7382 (0.7574) loss_vfl_aux_1: 0.6852 (0.7144) loss_vfl_aux_2: 0.6807 (0.6870) loss_vfl_aux_3: 0.6660 (0.6711) loss_vfl_aux_4: 0.6590 (0.6623) loss_vfl_aux_5: 0.7265 (0.7411) loss_vfl_dn_0: 0.4462 (0.4465) loss_vfl_dn_1: 0.3886 (0.3808) loss_vfl_dn_2: 0.3648 (0.3648) loss_vfl_dn_3: 0.3583 (0.3576) loss_vfl_dn_4: 0.3561 (0.3550) loss_vfl_dn_5: 0.3559 (0.3543) time: 0.4858 data: 0.0141 max mem: 5654 Epoch: [58] [4700/7393] eta: 0:22:06 lr: 0.000010 loss: 15.8326 (15.4114) loss_bbox: 0.1482 (0.1483) loss_bbox_aux_0: 0.1619 (0.1605) loss_bbox_aux_1: 0.1573 (0.1529) loss_bbox_aux_2: 0.1567 (0.1504) loss_bbox_aux_3: 0.1485 (0.1485) loss_bbox_aux_4: 0.1489 (0.1481) loss_bbox_aux_5: 0.2000 (0.1959) loss_bbox_dn_0: 0.2489 (0.2554) loss_bbox_dn_1: 0.1783 (0.1862) loss_bbox_dn_2: 0.1647 (0.1660) loss_bbox_dn_3: 0.1576 (0.1601) loss_bbox_dn_4: 0.1553 (0.1587) loss_bbox_dn_5: 0.1553 (0.1587) loss_giou: 0.4720 (0.4645) loss_giou_aux_0: 0.4857 (0.4873) loss_giou_aux_1: 0.4752 (0.4739) loss_giou_aux_2: 0.4779 (0.4685) loss_giou_aux_3: 0.4780 (0.4657) loss_giou_aux_4: 0.4720 (0.4645) loss_giou_aux_5: 0.5530 (0.5501) loss_giou_dn_0: 0.5707 (0.5646) loss_giou_dn_1: 0.4566 (0.4569) loss_giou_dn_2: 0.4289 (0.4259) loss_giou_dn_3: 0.4215 (0.4176) loss_giou_dn_4: 0.4210 (0.4155) loss_giou_dn_5: 0.4210 (0.4157) loss_vfl: 0.6778 (0.6581) loss_vfl_aux_0: 0.7594 (0.7575) loss_vfl_aux_1: 0.7217 (0.7145) loss_vfl_aux_2: 0.6866 (0.6870) loss_vfl_aux_3: 0.6696 (0.6712) loss_vfl_aux_4: 0.6777 (0.6624) loss_vfl_aux_5: 0.7254 (0.7412) loss_vfl_dn_0: 0.4516 (0.4465) loss_vfl_dn_1: 0.3804 (0.3808) loss_vfl_dn_2: 0.3656 (0.3648) loss_vfl_dn_3: 0.3588 (0.3576) loss_vfl_dn_4: 0.3573 (0.3550) loss_vfl_dn_5: 0.3583 (0.3543) time: 0.4739 data: 0.0140 max mem: 5654 Epoch: [58] [4800/7393] eta: 0:21:17 lr: 0.000010 loss: 15.7726 (15.4126) loss_bbox: 0.1382 (0.1482) loss_bbox_aux_0: 0.1521 (0.1605) loss_bbox_aux_1: 0.1524 (0.1528) loss_bbox_aux_2: 0.1469 (0.1503) loss_bbox_aux_3: 0.1385 (0.1485) loss_bbox_aux_4: 0.1377 (0.1480) loss_bbox_aux_5: 0.1835 (0.1958) loss_bbox_dn_0: 0.2418 (0.2554) loss_bbox_dn_1: 0.1840 (0.1862) loss_bbox_dn_2: 0.1630 (0.1660) loss_bbox_dn_3: 0.1578 (0.1601) loss_bbox_dn_4: 0.1576 (0.1587) loss_bbox_dn_5: 0.1576 (0.1587) loss_giou: 0.4518 (0.4645) loss_giou_aux_0: 0.4648 (0.4873) loss_giou_aux_1: 0.4528 (0.4740) loss_giou_aux_2: 0.4535 (0.4686) loss_giou_aux_3: 0.4463 (0.4657) loss_giou_aux_4: 0.4495 (0.4645) loss_giou_aux_5: 0.5313 (0.5501) loss_giou_dn_0: 0.5529 (0.5647) loss_giou_dn_1: 0.4503 (0.4570) loss_giou_dn_2: 0.4236 (0.4260) loss_giou_dn_3: 0.4107 (0.4177) loss_giou_dn_4: 0.4086 (0.4156) loss_giou_dn_5: 0.4087 (0.4158) loss_vfl: 0.6836 (0.6583) loss_vfl_aux_0: 0.8104 (0.7576) loss_vfl_aux_1: 0.7429 (0.7146) loss_vfl_aux_2: 0.7193 (0.6872) loss_vfl_aux_3: 0.6951 (0.6714) loss_vfl_aux_4: 0.6809 (0.6626) loss_vfl_aux_5: 0.7510 (0.7415) loss_vfl_dn_0: 0.4427 (0.4465) loss_vfl_dn_1: 0.3866 (0.3808) loss_vfl_dn_2: 0.3749 (0.3648) loss_vfl_dn_3: 0.3627 (0.3576) loss_vfl_dn_4: 0.3611 (0.3550) loss_vfl_dn_5: 0.3622 (0.3543) time: 0.4819 data: 0.0137 max mem: 5654 Epoch: [58] [4900/7393] eta: 0:20:27 lr: 0.000010 loss: 15.1689 (15.4106) loss_bbox: 0.1343 (0.1483) loss_bbox_aux_0: 0.1577 (0.1606) loss_bbox_aux_1: 0.1480 (0.1530) loss_bbox_aux_2: 0.1394 (0.1504) loss_bbox_aux_3: 0.1370 (0.1486) loss_bbox_aux_4: 0.1340 (0.1481) loss_bbox_aux_5: 0.1891 (0.1960) loss_bbox_dn_0: 0.2433 (0.2557) loss_bbox_dn_1: 0.1790 (0.1864) loss_bbox_dn_2: 0.1661 (0.1662) loss_bbox_dn_3: 0.1590 (0.1603) loss_bbox_dn_4: 0.1553 (0.1589) loss_bbox_dn_5: 0.1554 (0.1589) loss_giou: 0.4168 (0.4639) loss_giou_aux_0: 0.4583 (0.4869) loss_giou_aux_1: 0.4459 (0.4734) loss_giou_aux_2: 0.4259 (0.4680) loss_giou_aux_3: 0.4174 (0.4651) loss_giou_aux_4: 0.4168 (0.4640) loss_giou_aux_5: 0.5262 (0.5495) loss_giou_dn_0: 0.5318 (0.5644) loss_giou_dn_1: 0.4256 (0.4566) loss_giou_dn_2: 0.4006 (0.4256) loss_giou_dn_3: 0.3928 (0.4173) loss_giou_dn_4: 0.3917 (0.4152) loss_giou_dn_5: 0.3918 (0.4154) loss_vfl: 0.6630 (0.6584) loss_vfl_aux_0: 0.7816 (0.7578) loss_vfl_aux_1: 0.7482 (0.7149) loss_vfl_aux_2: 0.6938 (0.6874) loss_vfl_aux_3: 0.6749 (0.6715) loss_vfl_aux_4: 0.6563 (0.6628) loss_vfl_aux_5: 0.7630 (0.7419) loss_vfl_dn_0: 0.4421 (0.4465) loss_vfl_dn_1: 0.3776 (0.3808) loss_vfl_dn_2: 0.3619 (0.3648) loss_vfl_dn_3: 0.3560 (0.3575) loss_vfl_dn_4: 0.3544 (0.3550) loss_vfl_dn_5: 0.3531 (0.3542) time: 0.4842 data: 0.0139 max mem: 5654 Epoch: [58] [5000/7393] eta: 0:19:37 lr: 0.000010 loss: 15.0506 (15.4099) loss_bbox: 0.1516 (0.1482) loss_bbox_aux_0: 0.1617 (0.1606) loss_bbox_aux_1: 0.1543 (0.1529) loss_bbox_aux_2: 0.1533 (0.1503) loss_bbox_aux_3: 0.1450 (0.1485) loss_bbox_aux_4: 0.1519 (0.1480) loss_bbox_aux_5: 0.1955 (0.1960) loss_bbox_dn_0: 0.2522 (0.2557) loss_bbox_dn_1: 0.1860 (0.1864) loss_bbox_dn_2: 0.1703 (0.1662) loss_bbox_dn_3: 0.1669 (0.1603) loss_bbox_dn_4: 0.1630 (0.1589) loss_bbox_dn_5: 0.1630 (0.1589) loss_giou: 0.4013 (0.4638) loss_giou_aux_0: 0.4311 (0.4869) loss_giou_aux_1: 0.4155 (0.4734) loss_giou_aux_2: 0.4153 (0.4680) loss_giou_aux_3: 0.4083 (0.4651) loss_giou_aux_4: 0.4013 (0.4639) loss_giou_aux_5: 0.4996 (0.5495) loss_giou_dn_0: 0.5291 (0.5644) loss_giou_dn_1: 0.4108 (0.4566) loss_giou_dn_2: 0.3781 (0.4256) loss_giou_dn_3: 0.3703 (0.4173) loss_giou_dn_4: 0.3707 (0.4152) loss_giou_dn_5: 0.3708 (0.4154) loss_vfl: 0.6515 (0.6586) loss_vfl_aux_0: 0.7407 (0.7578) loss_vfl_aux_1: 0.7070 (0.7148) loss_vfl_aux_2: 0.6639 (0.6874) loss_vfl_aux_3: 0.6630 (0.6716) loss_vfl_aux_4: 0.6531 (0.6629) loss_vfl_aux_5: 0.7313 (0.7420) loss_vfl_dn_0: 0.4459 (0.4466) loss_vfl_dn_1: 0.3759 (0.3808) loss_vfl_dn_2: 0.3584 (0.3648) loss_vfl_dn_3: 0.3535 (0.3576) loss_vfl_dn_4: 0.3472 (0.3550) loss_vfl_dn_5: 0.3451 (0.3543) time: 0.4817 data: 0.0140 max mem: 5654 Epoch: [58] [5100/7393] eta: 0:18:47 lr: 0.000010 loss: 15.2981 (15.4089) loss_bbox: 0.1392 (0.1482) loss_bbox_aux_0: 0.1519 (0.1606) loss_bbox_aux_1: 0.1448 (0.1529) loss_bbox_aux_2: 0.1421 (0.1503) loss_bbox_aux_3: 0.1374 (0.1485) loss_bbox_aux_4: 0.1385 (0.1480) loss_bbox_aux_5: 0.1890 (0.1958) loss_bbox_dn_0: 0.2234 (0.2555) loss_bbox_dn_1: 0.1641 (0.1862) loss_bbox_dn_2: 0.1443 (0.1660) loss_bbox_dn_3: 0.1381 (0.1601) loss_bbox_dn_4: 0.1380 (0.1588) loss_bbox_dn_5: 0.1381 (0.1588) loss_giou: 0.4516 (0.4637) loss_giou_aux_0: 0.4746 (0.4868) loss_giou_aux_1: 0.4675 (0.4733) loss_giou_aux_2: 0.4685 (0.4679) loss_giou_aux_3: 0.4676 (0.4650) loss_giou_aux_4: 0.4591 (0.4638) loss_giou_aux_5: 0.5423 (0.5494) loss_giou_dn_0: 0.5688 (0.5644) loss_giou_dn_1: 0.4568 (0.4566) loss_giou_dn_2: 0.4213 (0.4256) loss_giou_dn_3: 0.4131 (0.4172) loss_giou_dn_4: 0.4128 (0.4151) loss_giou_dn_5: 0.4134 (0.4153) loss_vfl: 0.6827 (0.6588) loss_vfl_aux_0: 0.7503 (0.7577) loss_vfl_aux_1: 0.7317 (0.7149) loss_vfl_aux_2: 0.7162 (0.6876) loss_vfl_aux_3: 0.6915 (0.6718) loss_vfl_aux_4: 0.6853 (0.6630) loss_vfl_aux_5: 0.7438 (0.7421) loss_vfl_dn_0: 0.4454 (0.4466) loss_vfl_dn_1: 0.3798 (0.3808) loss_vfl_dn_2: 0.3627 (0.3648) loss_vfl_dn_3: 0.3556 (0.3576) loss_vfl_dn_4: 0.3538 (0.3550) loss_vfl_dn_5: 0.3525 (0.3543) time: 0.4910 data: 0.0137 max mem: 5654 Epoch: [58] [5200/7393] eta: 0:17:58 lr: 0.000010 loss: 14.7257 (15.4027) loss_bbox: 0.1478 (0.1482) loss_bbox_aux_0: 0.1648 (0.1606) loss_bbox_aux_1: 0.1531 (0.1529) loss_bbox_aux_2: 0.1513 (0.1503) loss_bbox_aux_3: 0.1500 (0.1485) loss_bbox_aux_4: 0.1470 (0.1480) loss_bbox_aux_5: 0.1966 (0.1959) loss_bbox_dn_0: 0.2435 (0.2556) loss_bbox_dn_1: 0.1742 (0.1862) loss_bbox_dn_2: 0.1505 (0.1661) loss_bbox_dn_3: 0.1416 (0.1602) loss_bbox_dn_4: 0.1393 (0.1588) loss_bbox_dn_5: 0.1393 (0.1588) loss_giou: 0.4168 (0.4633) loss_giou_aux_0: 0.4528 (0.4865) loss_giou_aux_1: 0.4387 (0.4729) loss_giou_aux_2: 0.4203 (0.4675) loss_giou_aux_3: 0.4194 (0.4646) loss_giou_aux_4: 0.4165 (0.4634) loss_giou_aux_5: 0.5145 (0.5491) loss_giou_dn_0: 0.5285 (0.5641) loss_giou_dn_1: 0.4088 (0.4563) loss_giou_dn_2: 0.3855 (0.4252) loss_giou_dn_3: 0.3732 (0.4169) loss_giou_dn_4: 0.3710 (0.4148) loss_giou_dn_5: 0.3710 (0.4150) loss_vfl: 0.6134 (0.6586) loss_vfl_aux_0: 0.7188 (0.7574) loss_vfl_aux_1: 0.6685 (0.7146) loss_vfl_aux_2: 0.6346 (0.6874) loss_vfl_aux_3: 0.6158 (0.6716) loss_vfl_aux_4: 0.6190 (0.6628) loss_vfl_aux_5: 0.7165 (0.7418) loss_vfl_dn_0: 0.4417 (0.4466) loss_vfl_dn_1: 0.3756 (0.3808) loss_vfl_dn_2: 0.3655 (0.3648) loss_vfl_dn_3: 0.3561 (0.3576) loss_vfl_dn_4: 0.3555 (0.3550) loss_vfl_dn_5: 0.3548 (0.3543) time: 0.4998 data: 0.0142 max mem: 5654 Epoch: [58] [5300/7393] eta: 0:17:09 lr: 0.000010 loss: 15.7666 (15.4020) loss_bbox: 0.1400 (0.1482) loss_bbox_aux_0: 0.1504 (0.1606) loss_bbox_aux_1: 0.1438 (0.1529) loss_bbox_aux_2: 0.1408 (0.1503) loss_bbox_aux_3: 0.1407 (0.1485) loss_bbox_aux_4: 0.1392 (0.1480) loss_bbox_aux_5: 0.1863 (0.1959) loss_bbox_dn_0: 0.2320 (0.2557) loss_bbox_dn_1: 0.1643 (0.1863) loss_bbox_dn_2: 0.1409 (0.1661) loss_bbox_dn_3: 0.1351 (0.1602) loss_bbox_dn_4: 0.1347 (0.1588) loss_bbox_dn_5: 0.1348 (0.1589) loss_giou: 0.4778 (0.4633) loss_giou_aux_0: 0.5102 (0.4865) loss_giou_aux_1: 0.4744 (0.4729) loss_giou_aux_2: 0.4696 (0.4674) loss_giou_aux_3: 0.4818 (0.4645) loss_giou_aux_4: 0.4778 (0.4633) loss_giou_aux_5: 0.5390 (0.5489) loss_giou_dn_0: 0.5808 (0.5641) loss_giou_dn_1: 0.4679 (0.4562) loss_giou_dn_2: 0.4388 (0.4252) loss_giou_dn_3: 0.4296 (0.4168) loss_giou_dn_4: 0.4270 (0.4147) loss_giou_dn_5: 0.4269 (0.4149) loss_vfl: 0.6072 (0.6586) loss_vfl_aux_0: 0.7124 (0.7573) loss_vfl_aux_1: 0.6672 (0.7145) loss_vfl_aux_2: 0.6352 (0.6873) loss_vfl_aux_3: 0.6099 (0.6714) loss_vfl_aux_4: 0.6139 (0.6628) loss_vfl_aux_5: 0.7142 (0.7420) loss_vfl_dn_0: 0.4376 (0.4465) loss_vfl_dn_1: 0.3856 (0.3808) loss_vfl_dn_2: 0.3712 (0.3648) loss_vfl_dn_3: 0.3633 (0.3575) loss_vfl_dn_4: 0.3612 (0.3550) loss_vfl_dn_5: 0.3605 (0.3543) time: 0.4831 data: 0.0141 max mem: 5654 Epoch: [58] [5400/7393] eta: 0:16:21 lr: 0.000010 loss: 15.7666 (15.4048) loss_bbox: 0.1386 (0.1482) loss_bbox_aux_0: 0.1549 (0.1606) loss_bbox_aux_1: 0.1429 (0.1529) loss_bbox_aux_2: 0.1432 (0.1503) loss_bbox_aux_3: 0.1395 (0.1485) loss_bbox_aux_4: 0.1391 (0.1481) loss_bbox_aux_5: 0.1763 (0.1959) loss_bbox_dn_0: 0.2219 (0.2556) loss_bbox_dn_1: 0.1586 (0.1863) loss_bbox_dn_2: 0.1340 (0.1661) loss_bbox_dn_3: 0.1314 (0.1602) loss_bbox_dn_4: 0.1311 (0.1588) loss_bbox_dn_5: 0.1311 (0.1589) loss_giou: 0.5011 (0.4635) loss_giou_aux_0: 0.5252 (0.4868) loss_giou_aux_1: 0.5093 (0.4731) loss_giou_aux_2: 0.4915 (0.4677) loss_giou_aux_3: 0.5034 (0.4647) loss_giou_aux_4: 0.5009 (0.4636) loss_giou_aux_5: 0.6069 (0.5492) loss_giou_dn_0: 0.6014 (0.5644) loss_giou_dn_1: 0.4850 (0.4565) loss_giou_dn_2: 0.4515 (0.4254) loss_giou_dn_3: 0.4436 (0.4171) loss_giou_dn_4: 0.4440 (0.4150) loss_giou_dn_5: 0.4440 (0.4152) loss_vfl: 0.6708 (0.6585) loss_vfl_aux_0: 0.7367 (0.7570) loss_vfl_aux_1: 0.7016 (0.7143) loss_vfl_aux_2: 0.6953 (0.6871) loss_vfl_aux_3: 0.6735 (0.6714) loss_vfl_aux_4: 0.6732 (0.6628) loss_vfl_aux_5: 0.7196 (0.7418) loss_vfl_dn_0: 0.4477 (0.4466) loss_vfl_dn_1: 0.3891 (0.3808) loss_vfl_dn_2: 0.3761 (0.3648) loss_vfl_dn_3: 0.3689 (0.3576) loss_vfl_dn_4: 0.3671 (0.3550) loss_vfl_dn_5: 0.3664 (0.3543) time: 0.7771 data: 0.0143 max mem: 5654 Epoch: [58] [5500/7393] eta: 0:15:32 lr: 0.000010 loss: 15.2422 (15.4006) loss_bbox: 0.1466 (0.1482) loss_bbox_aux_0: 0.1531 (0.1606) loss_bbox_aux_1: 0.1434 (0.1528) loss_bbox_aux_2: 0.1392 (0.1502) loss_bbox_aux_3: 0.1440 (0.1484) loss_bbox_aux_4: 0.1459 (0.1480) loss_bbox_aux_5: 0.1954 (0.1958) loss_bbox_dn_0: 0.2496 (0.2555) loss_bbox_dn_1: 0.1779 (0.1861) loss_bbox_dn_2: 0.1583 (0.1660) loss_bbox_dn_3: 0.1542 (0.1601) loss_bbox_dn_4: 0.1518 (0.1587) loss_bbox_dn_5: 0.1518 (0.1587) loss_giou: 0.4485 (0.4634) loss_giou_aux_0: 0.4626 (0.4867) loss_giou_aux_1: 0.4572 (0.4730) loss_giou_aux_2: 0.4505 (0.4676) loss_giou_aux_3: 0.4505 (0.4647) loss_giou_aux_4: 0.4442 (0.4635) loss_giou_aux_5: 0.5179 (0.5490) loss_giou_dn_0: 0.5486 (0.5643) loss_giou_dn_1: 0.4411 (0.4563) loss_giou_dn_2: 0.4136 (0.4253) loss_giou_dn_3: 0.4022 (0.4170) loss_giou_dn_4: 0.3995 (0.4149) loss_giou_dn_5: 0.3995 (0.4151) loss_vfl: 0.6182 (0.6584) loss_vfl_aux_0: 0.7112 (0.7568) loss_vfl_aux_1: 0.6735 (0.7141) loss_vfl_aux_2: 0.6435 (0.6868) loss_vfl_aux_3: 0.6393 (0.6712) loss_vfl_aux_4: 0.6208 (0.6626) loss_vfl_aux_5: 0.7303 (0.7418) loss_vfl_dn_0: 0.4406 (0.4466) loss_vfl_dn_1: 0.3774 (0.3808) loss_vfl_dn_2: 0.3628 (0.3648) loss_vfl_dn_3: 0.3571 (0.3576) loss_vfl_dn_4: 0.3536 (0.3550) loss_vfl_dn_5: 0.3552 (0.3543) time: 0.4911 data: 0.0142 max mem: 5654 Epoch: [58] [5600/7393] eta: 0:14:42 lr: 0.000010 loss: 15.0728 (15.4025) loss_bbox: 0.1508 (0.1481) loss_bbox_aux_0: 0.1590 (0.1605) loss_bbox_aux_1: 0.1599 (0.1528) loss_bbox_aux_2: 0.1438 (0.1502) loss_bbox_aux_3: 0.1468 (0.1484) loss_bbox_aux_4: 0.1450 (0.1479) loss_bbox_aux_5: 0.2133 (0.1957) loss_bbox_dn_0: 0.2861 (0.2555) loss_bbox_dn_1: 0.2114 (0.1862) loss_bbox_dn_2: 0.1877 (0.1660) loss_bbox_dn_3: 0.1788 (0.1601) loss_bbox_dn_4: 0.1788 (0.1587) loss_bbox_dn_5: 0.1788 (0.1588) loss_giou: 0.3979 (0.4635) loss_giou_aux_0: 0.4157 (0.4868) loss_giou_aux_1: 0.4018 (0.4731) loss_giou_aux_2: 0.4003 (0.4677) loss_giou_aux_3: 0.3911 (0.4647) loss_giou_aux_4: 0.3868 (0.4636) loss_giou_aux_5: 0.4657 (0.5491) loss_giou_dn_0: 0.5388 (0.5645) loss_giou_dn_1: 0.4431 (0.4565) loss_giou_dn_2: 0.4113 (0.4255) loss_giou_dn_3: 0.4066 (0.4171) loss_giou_dn_4: 0.4043 (0.4150) loss_giou_dn_5: 0.4044 (0.4152) loss_vfl: 0.6636 (0.6584) loss_vfl_aux_0: 0.7835 (0.7570) loss_vfl_aux_1: 0.7446 (0.7141) loss_vfl_aux_2: 0.7046 (0.6868) loss_vfl_aux_3: 0.6870 (0.6713) loss_vfl_aux_4: 0.6714 (0.6627) loss_vfl_aux_5: 0.7578 (0.7418) loss_vfl_dn_0: 0.4450 (0.4466) loss_vfl_dn_1: 0.3755 (0.3808) loss_vfl_dn_2: 0.3588 (0.3648) loss_vfl_dn_3: 0.3507 (0.3576) loss_vfl_dn_4: 0.3480 (0.3551) loss_vfl_dn_5: 0.3480 (0.3543) time: 0.4836 data: 0.0137 max mem: 5654 Epoch: [58] [5700/7393] eta: 0:13:53 lr: 0.000010 loss: 15.2997 (15.3995) loss_bbox: 0.1477 (0.1481) loss_bbox_aux_0: 0.1647 (0.1605) loss_bbox_aux_1: 0.1593 (0.1528) loss_bbox_aux_2: 0.1521 (0.1502) loss_bbox_aux_3: 0.1459 (0.1484) loss_bbox_aux_4: 0.1499 (0.1479) loss_bbox_aux_5: 0.2049 (0.1958) loss_bbox_dn_0: 0.2624 (0.2556) loss_bbox_dn_1: 0.1879 (0.1862) loss_bbox_dn_2: 0.1658 (0.1660) loss_bbox_dn_3: 0.1614 (0.1601) loss_bbox_dn_4: 0.1585 (0.1587) loss_bbox_dn_5: 0.1585 (0.1587) loss_giou: 0.4102 (0.4633) loss_giou_aux_0: 0.4454 (0.4866) loss_giou_aux_1: 0.4336 (0.4729) loss_giou_aux_2: 0.4217 (0.4675) loss_giou_aux_3: 0.4126 (0.4645) loss_giou_aux_4: 0.4098 (0.4634) loss_giou_aux_5: 0.5114 (0.5489) loss_giou_dn_0: 0.5482 (0.5643) loss_giou_dn_1: 0.4331 (0.4563) loss_giou_dn_2: 0.3995 (0.4253) loss_giou_dn_3: 0.3942 (0.4169) loss_giou_dn_4: 0.3925 (0.4148) loss_giou_dn_5: 0.3912 (0.4150) loss_vfl: 0.6336 (0.6584) loss_vfl_aux_0: 0.7669 (0.7570) loss_vfl_aux_1: 0.7127 (0.7140) loss_vfl_aux_2: 0.6690 (0.6867) loss_vfl_aux_3: 0.6448 (0.6712) loss_vfl_aux_4: 0.6382 (0.6626) loss_vfl_aux_5: 0.7400 (0.7419) loss_vfl_dn_0: 0.4435 (0.4465) loss_vfl_dn_1: 0.3826 (0.3808) loss_vfl_dn_2: 0.3649 (0.3648) loss_vfl_dn_3: 0.3564 (0.3576) loss_vfl_dn_4: 0.3538 (0.3550) loss_vfl_dn_5: 0.3522 (0.3543) time: 0.4842 data: 0.0139 max mem: 5654 Epoch: [58] [5800/7393] eta: 0:13:05 lr: 0.000010 loss: 15.7053 (15.4028) loss_bbox: 0.1307 (0.1482) loss_bbox_aux_0: 0.1463 (0.1605) loss_bbox_aux_1: 0.1348 (0.1529) loss_bbox_aux_2: 0.1381 (0.1502) loss_bbox_aux_3: 0.1370 (0.1484) loss_bbox_aux_4: 0.1304 (0.1480) loss_bbox_aux_5: 0.1674 (0.1959) loss_bbox_dn_0: 0.2072 (0.2556) loss_bbox_dn_1: 0.1539 (0.1862) loss_bbox_dn_2: 0.1373 (0.1660) loss_bbox_dn_3: 0.1336 (0.1601) loss_bbox_dn_4: 0.1329 (0.1588) loss_bbox_dn_5: 0.1329 (0.1588) loss_giou: 0.4863 (0.4636) loss_giou_aux_0: 0.5078 (0.4868) loss_giou_aux_1: 0.5020 (0.4732) loss_giou_aux_2: 0.4984 (0.4677) loss_giou_aux_3: 0.4935 (0.4648) loss_giou_aux_4: 0.4863 (0.4636) loss_giou_aux_5: 0.5666 (0.5491) loss_giou_dn_0: 0.5641 (0.5645) loss_giou_dn_1: 0.4609 (0.4565) loss_giou_dn_2: 0.4248 (0.4254) loss_giou_dn_3: 0.4171 (0.4171) loss_giou_dn_4: 0.4148 (0.4149) loss_giou_dn_5: 0.4152 (0.4151) loss_vfl: 0.6235 (0.6585) loss_vfl_aux_0: 0.7114 (0.7570) loss_vfl_aux_1: 0.6656 (0.7139) loss_vfl_aux_2: 0.6567 (0.6867) loss_vfl_aux_3: 0.6563 (0.6713) loss_vfl_aux_4: 0.6358 (0.6627) loss_vfl_aux_5: 0.6916 (0.7419) loss_vfl_dn_0: 0.4474 (0.4465) loss_vfl_dn_1: 0.3872 (0.3808) loss_vfl_dn_2: 0.3686 (0.3648) loss_vfl_dn_3: 0.3671 (0.3576) loss_vfl_dn_4: 0.3623 (0.3550) loss_vfl_dn_5: 0.3623 (0.3543) time: 0.4743 data: 0.0141 max mem: 5654 Epoch: [58] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 14.9193 (15.4021) loss_bbox: 0.1329 (0.1481) loss_bbox_aux_0: 0.1462 (0.1605) loss_bbox_aux_1: 0.1437 (0.1528) loss_bbox_aux_2: 0.1393 (0.1502) loss_bbox_aux_3: 0.1308 (0.1484) loss_bbox_aux_4: 0.1324 (0.1479) loss_bbox_aux_5: 0.1896 (0.1958) loss_bbox_dn_0: 0.2445 (0.2556) loss_bbox_dn_1: 0.1636 (0.1862) loss_bbox_dn_2: 0.1393 (0.1660) loss_bbox_dn_3: 0.1397 (0.1601) loss_bbox_dn_4: 0.1430 (0.1588) loss_bbox_dn_5: 0.1430 (0.1588) loss_giou: 0.4334 (0.4636) loss_giou_aux_0: 0.4589 (0.4868) loss_giou_aux_1: 0.4319 (0.4733) loss_giou_aux_2: 0.4498 (0.4678) loss_giou_aux_3: 0.4338 (0.4648) loss_giou_aux_4: 0.4302 (0.4636) loss_giou_aux_5: 0.5342 (0.5492) loss_giou_dn_0: 0.5548 (0.5645) loss_giou_dn_1: 0.4286 (0.4565) loss_giou_dn_2: 0.3977 (0.4254) loss_giou_dn_3: 0.3949 (0.4170) loss_giou_dn_4: 0.3908 (0.4149) loss_giou_dn_5: 0.3908 (0.4151) loss_vfl: 0.6256 (0.6585) loss_vfl_aux_0: 0.7239 (0.7570) loss_vfl_aux_1: 0.6987 (0.7138) loss_vfl_aux_2: 0.6507 (0.6866) loss_vfl_aux_3: 0.6306 (0.6712) loss_vfl_aux_4: 0.6303 (0.6627) loss_vfl_aux_5: 0.7180 (0.7419) loss_vfl_dn_0: 0.4433 (0.4465) loss_vfl_dn_1: 0.3737 (0.3807) loss_vfl_dn_2: 0.3565 (0.3648) loss_vfl_dn_3: 0.3498 (0.3576) loss_vfl_dn_4: 0.3487 (0.3550) loss_vfl_dn_5: 0.3479 (0.3543) time: 0.4881 data: 0.0142 max mem: 5654 Epoch: [58] [6000/7393] eta: 0:11:27 lr: 0.000010 loss: 14.9895 (15.4062) loss_bbox: 0.1386 (0.1482) loss_bbox_aux_0: 0.1612 (0.1606) loss_bbox_aux_1: 0.1502 (0.1529) loss_bbox_aux_2: 0.1433 (0.1503) loss_bbox_aux_3: 0.1411 (0.1485) loss_bbox_aux_4: 0.1408 (0.1480) loss_bbox_aux_5: 0.2006 (0.1959) loss_bbox_dn_0: 0.2367 (0.2556) loss_bbox_dn_1: 0.1719 (0.1863) loss_bbox_dn_2: 0.1535 (0.1661) loss_bbox_dn_3: 0.1489 (0.1602) loss_bbox_dn_4: 0.1449 (0.1588) loss_bbox_dn_5: 0.1450 (0.1588) loss_giou: 0.4633 (0.4639) loss_giou_aux_0: 0.4871 (0.4872) loss_giou_aux_1: 0.4812 (0.4736) loss_giou_aux_2: 0.4795 (0.4681) loss_giou_aux_3: 0.4591 (0.4652) loss_giou_aux_4: 0.4716 (0.4640) loss_giou_aux_5: 0.5434 (0.5495) loss_giou_dn_0: 0.5493 (0.5647) loss_giou_dn_1: 0.4316 (0.4567) loss_giou_dn_2: 0.4059 (0.4256) loss_giou_dn_3: 0.3968 (0.4172) loss_giou_dn_4: 0.3928 (0.4151) loss_giou_dn_5: 0.3930 (0.4153) loss_vfl: 0.6394 (0.6584) loss_vfl_aux_0: 0.7372 (0.7569) loss_vfl_aux_1: 0.7062 (0.7137) loss_vfl_aux_2: 0.6743 (0.6865) loss_vfl_aux_3: 0.6630 (0.6710) loss_vfl_aux_4: 0.6416 (0.6626) loss_vfl_aux_5: 0.7069 (0.7417) loss_vfl_dn_0: 0.4444 (0.4465) loss_vfl_dn_1: 0.3857 (0.3808) loss_vfl_dn_2: 0.3691 (0.3648) loss_vfl_dn_3: 0.3609 (0.3576) loss_vfl_dn_4: 0.3591 (0.3551) loss_vfl_dn_5: 0.3601 (0.3543) time: 0.4752 data: 0.0142 max mem: 5654 Epoch: [58] [6100/7393] eta: 0:10:37 lr: 0.000010 loss: 14.7590 (15.4022) loss_bbox: 0.1553 (0.1482) loss_bbox_aux_0: 0.1603 (0.1606) loss_bbox_aux_1: 0.1488 (0.1529) loss_bbox_aux_2: 0.1529 (0.1504) loss_bbox_aux_3: 0.1434 (0.1485) loss_bbox_aux_4: 0.1552 (0.1481) loss_bbox_aux_5: 0.2005 (0.1960) loss_bbox_dn_0: 0.2642 (0.2558) loss_bbox_dn_1: 0.1874 (0.1864) loss_bbox_dn_2: 0.1610 (0.1661) loss_bbox_dn_3: 0.1522 (0.1602) loss_bbox_dn_4: 0.1473 (0.1589) loss_bbox_dn_5: 0.1472 (0.1589) loss_giou: 0.3990 (0.4636) loss_giou_aux_0: 0.4226 (0.4869) loss_giou_aux_1: 0.3980 (0.4733) loss_giou_aux_2: 0.4010 (0.4679) loss_giou_aux_3: 0.3976 (0.4649) loss_giou_aux_4: 0.3962 (0.4637) loss_giou_aux_5: 0.4787 (0.5493) loss_giou_dn_0: 0.4990 (0.5645) loss_giou_dn_1: 0.3976 (0.4564) loss_giou_dn_2: 0.3660 (0.4253) loss_giou_dn_3: 0.3559 (0.4169) loss_giou_dn_4: 0.3524 (0.4148) loss_giou_dn_5: 0.3525 (0.4150) loss_vfl: 0.6376 (0.6582) loss_vfl_aux_0: 0.7446 (0.7568) loss_vfl_aux_1: 0.7085 (0.7137) loss_vfl_aux_2: 0.6774 (0.6864) loss_vfl_aux_3: 0.6573 (0.6709) loss_vfl_aux_4: 0.6449 (0.6624) loss_vfl_aux_5: 0.7262 (0.7416) loss_vfl_dn_0: 0.4400 (0.4464) loss_vfl_dn_1: 0.3726 (0.3807) loss_vfl_dn_2: 0.3529 (0.3647) loss_vfl_dn_3: 0.3474 (0.3575) loss_vfl_dn_4: 0.3442 (0.3550) loss_vfl_dn_5: 0.3432 (0.3542) time: 0.4751 data: 0.0142 max mem: 5654 Epoch: [58] [6200/7393] eta: 0:09:49 lr: 0.000010 loss: 15.5901 (15.4039) loss_bbox: 0.1527 (0.1483) loss_bbox_aux_0: 0.1514 (0.1606) loss_bbox_aux_1: 0.1516 (0.1530) loss_bbox_aux_2: 0.1492 (0.1504) loss_bbox_aux_3: 0.1534 (0.1486) loss_bbox_aux_4: 0.1517 (0.1481) loss_bbox_aux_5: 0.1918 (0.1961) loss_bbox_dn_0: 0.2774 (0.2560) loss_bbox_dn_1: 0.1929 (0.1865) loss_bbox_dn_2: 0.1618 (0.1663) loss_bbox_dn_3: 0.1493 (0.1604) loss_bbox_dn_4: 0.1473 (0.1590) loss_bbox_dn_5: 0.1474 (0.1590) loss_giou: 0.4690 (0.4635) loss_giou_aux_0: 0.4875 (0.4868) loss_giou_aux_1: 0.4747 (0.4732) loss_giou_aux_2: 0.4708 (0.4678) loss_giou_aux_3: 0.4700 (0.4648) loss_giou_aux_4: 0.4681 (0.4636) loss_giou_aux_5: 0.5485 (0.5492) loss_giou_dn_0: 0.5780 (0.5645) loss_giou_dn_1: 0.4676 (0.4564) loss_giou_dn_2: 0.4325 (0.4253) loss_giou_dn_3: 0.4236 (0.4169) loss_giou_dn_4: 0.4218 (0.4148) loss_giou_dn_5: 0.4225 (0.4150) loss_vfl: 0.6654 (0.6584) loss_vfl_aux_0: 0.7633 (0.7570) loss_vfl_aux_1: 0.7134 (0.7139) loss_vfl_aux_2: 0.6629 (0.6865) loss_vfl_aux_3: 0.6688 (0.6711) loss_vfl_aux_4: 0.6603 (0.6626) loss_vfl_aux_5: 0.7281 (0.7418) loss_vfl_dn_0: 0.4497 (0.4464) loss_vfl_dn_1: 0.3821 (0.3807) loss_vfl_dn_2: 0.3683 (0.3647) loss_vfl_dn_3: 0.3635 (0.3575) loss_vfl_dn_4: 0.3620 (0.3550) loss_vfl_dn_5: 0.3621 (0.3543) time: 0.4829 data: 0.0141 max mem: 5654 Epoch: [58] [6300/7393] eta: 0:08:59 lr: 0.000010 loss: 14.4410 (15.4055) loss_bbox: 0.1356 (0.1483) loss_bbox_aux_0: 0.1577 (0.1607) loss_bbox_aux_1: 0.1457 (0.1530) loss_bbox_aux_2: 0.1415 (0.1504) loss_bbox_aux_3: 0.1330 (0.1486) loss_bbox_aux_4: 0.1368 (0.1482) loss_bbox_aux_5: 0.1902 (0.1962) loss_bbox_dn_0: 0.2411 (0.2561) loss_bbox_dn_1: 0.1776 (0.1866) loss_bbox_dn_2: 0.1523 (0.1663) loss_bbox_dn_3: 0.1475 (0.1604) loss_bbox_dn_4: 0.1472 (0.1590) loss_bbox_dn_5: 0.1472 (0.1590) loss_giou: 0.4129 (0.4636) loss_giou_aux_0: 0.4406 (0.4868) loss_giou_aux_1: 0.4272 (0.4732) loss_giou_aux_2: 0.4145 (0.4678) loss_giou_aux_3: 0.4137 (0.4649) loss_giou_aux_4: 0.4105 (0.4636) loss_giou_aux_5: 0.4800 (0.5493) loss_giou_dn_0: 0.5285 (0.5645) loss_giou_dn_1: 0.4271 (0.4564) loss_giou_dn_2: 0.3919 (0.4253) loss_giou_dn_3: 0.3788 (0.4169) loss_giou_dn_4: 0.3742 (0.4148) loss_giou_dn_5: 0.3742 (0.4150) loss_vfl: 0.6362 (0.6586) loss_vfl_aux_0: 0.7772 (0.7570) loss_vfl_aux_1: 0.6855 (0.7139) loss_vfl_aux_2: 0.6601 (0.6866) loss_vfl_aux_3: 0.6504 (0.6712) loss_vfl_aux_4: 0.6471 (0.6627) loss_vfl_aux_5: 0.7613 (0.7419) loss_vfl_dn_0: 0.4469 (0.4464) loss_vfl_dn_1: 0.3775 (0.3807) loss_vfl_dn_2: 0.3614 (0.3647) loss_vfl_dn_3: 0.3531 (0.3576) loss_vfl_dn_4: 0.3508 (0.3550) loss_vfl_dn_5: 0.3515 (0.3543) time: 0.4917 data: 0.0141 max mem: 5654 Epoch: [58] [6400/7393] eta: 0:08:10 lr: 0.000010 loss: 15.1218 (15.4026) loss_bbox: 0.1487 (0.1483) loss_bbox_aux_0: 0.1481 (0.1607) loss_bbox_aux_1: 0.1550 (0.1530) loss_bbox_aux_2: 0.1447 (0.1504) loss_bbox_aux_3: 0.1473 (0.1486) loss_bbox_aux_4: 0.1474 (0.1481) loss_bbox_aux_5: 0.1911 (0.1962) loss_bbox_dn_0: 0.2639 (0.2561) loss_bbox_dn_1: 0.1686 (0.1866) loss_bbox_dn_2: 0.1517 (0.1663) loss_bbox_dn_3: 0.1493 (0.1604) loss_bbox_dn_4: 0.1478 (0.1591) loss_bbox_dn_5: 0.1478 (0.1591) loss_giou: 0.4454 (0.4634) loss_giou_aux_0: 0.4715 (0.4867) loss_giou_aux_1: 0.4634 (0.4731) loss_giou_aux_2: 0.4640 (0.4677) loss_giou_aux_3: 0.4452 (0.4647) loss_giou_aux_4: 0.4455 (0.4635) loss_giou_aux_5: 0.5284 (0.5491) loss_giou_dn_0: 0.5543 (0.5643) loss_giou_dn_1: 0.4419 (0.4563) loss_giou_dn_2: 0.3993 (0.4251) loss_giou_dn_3: 0.3930 (0.4168) loss_giou_dn_4: 0.3929 (0.4147) loss_giou_dn_5: 0.3930 (0.4149) loss_vfl: 0.6483 (0.6585) loss_vfl_aux_0: 0.7210 (0.7569) loss_vfl_aux_1: 0.6795 (0.7137) loss_vfl_aux_2: 0.6598 (0.6865) loss_vfl_aux_3: 0.6545 (0.6711) loss_vfl_aux_4: 0.6518 (0.6627) loss_vfl_aux_5: 0.7195 (0.7418) loss_vfl_dn_0: 0.4480 (0.4464) loss_vfl_dn_1: 0.3733 (0.3807) loss_vfl_dn_2: 0.3565 (0.3647) loss_vfl_dn_3: 0.3512 (0.3575) loss_vfl_dn_4: 0.3496 (0.3550) loss_vfl_dn_5: 0.3493 (0.3543) time: 0.4713 data: 0.0143 max mem: 5654 Epoch: [58] [6500/7393] eta: 0:07:20 lr: 0.000010 loss: 15.1156 (15.4005) loss_bbox: 0.1304 (0.1482) loss_bbox_aux_0: 0.1427 (0.1605) loss_bbox_aux_1: 0.1354 (0.1529) loss_bbox_aux_2: 0.1351 (0.1503) loss_bbox_aux_3: 0.1320 (0.1484) loss_bbox_aux_4: 0.1291 (0.1480) loss_bbox_aux_5: 0.1754 (0.1960) loss_bbox_dn_0: 0.2154 (0.2559) loss_bbox_dn_1: 0.1565 (0.1864) loss_bbox_dn_2: 0.1403 (0.1662) loss_bbox_dn_3: 0.1411 (0.1603) loss_bbox_dn_4: 0.1389 (0.1589) loss_bbox_dn_5: 0.1389 (0.1589) loss_giou: 0.4757 (0.4635) loss_giou_aux_0: 0.4904 (0.4868) loss_giou_aux_1: 0.4865 (0.4732) loss_giou_aux_2: 0.4889 (0.4678) loss_giou_aux_3: 0.4731 (0.4648) loss_giou_aux_4: 0.4764 (0.4636) loss_giou_aux_5: 0.5733 (0.5492) loss_giou_dn_0: 0.5603 (0.5643) loss_giou_dn_1: 0.4559 (0.4563) loss_giou_dn_2: 0.4221 (0.4252) loss_giou_dn_3: 0.4158 (0.4168) loss_giou_dn_4: 0.4129 (0.4147) loss_giou_dn_5: 0.4128 (0.4149) loss_vfl: 0.6249 (0.6583) loss_vfl_aux_0: 0.7107 (0.7566) loss_vfl_aux_1: 0.6774 (0.7135) loss_vfl_aux_2: 0.6506 (0.6863) loss_vfl_aux_3: 0.6394 (0.6709) loss_vfl_aux_4: 0.6502 (0.6625) loss_vfl_aux_5: 0.7059 (0.7416) loss_vfl_dn_0: 0.4386 (0.4464) loss_vfl_dn_1: 0.3792 (0.3807) loss_vfl_dn_2: 0.3619 (0.3647) loss_vfl_dn_3: 0.3573 (0.3576) loss_vfl_dn_4: 0.3541 (0.3550) loss_vfl_dn_5: 0.3545 (0.3543) time: 0.4810 data: 0.0138 max mem: 5654 Epoch: [58] [6600/7393] eta: 0:06:31 lr: 0.000010 loss: 14.5358 (15.3998) loss_bbox: 0.1393 (0.1481) loss_bbox_aux_0: 0.1550 (0.1605) loss_bbox_aux_1: 0.1396 (0.1529) loss_bbox_aux_2: 0.1440 (0.1503) loss_bbox_aux_3: 0.1413 (0.1484) loss_bbox_aux_4: 0.1393 (0.1480) loss_bbox_aux_5: 0.1898 (0.1960) loss_bbox_dn_0: 0.2396 (0.2559) loss_bbox_dn_1: 0.1749 (0.1865) loss_bbox_dn_2: 0.1561 (0.1662) loss_bbox_dn_3: 0.1486 (0.1603) loss_bbox_dn_4: 0.1468 (0.1589) loss_bbox_dn_5: 0.1468 (0.1590) loss_giou: 0.4301 (0.4633) loss_giou_aux_0: 0.4520 (0.4866) loss_giou_aux_1: 0.4380 (0.4730) loss_giou_aux_2: 0.4342 (0.4676) loss_giou_aux_3: 0.4259 (0.4646) loss_giou_aux_4: 0.4296 (0.4634) loss_giou_aux_5: 0.5103 (0.5490) loss_giou_dn_0: 0.5425 (0.5643) loss_giou_dn_1: 0.4272 (0.4562) loss_giou_dn_2: 0.3964 (0.4251) loss_giou_dn_3: 0.3893 (0.4168) loss_giou_dn_4: 0.3855 (0.4146) loss_giou_dn_5: 0.3855 (0.4148) loss_vfl: 0.6413 (0.6585) loss_vfl_aux_0: 0.7471 (0.7567) loss_vfl_aux_1: 0.6915 (0.7136) loss_vfl_aux_2: 0.6510 (0.6863) loss_vfl_aux_3: 0.6596 (0.6710) loss_vfl_aux_4: 0.6474 (0.6626) loss_vfl_aux_5: 0.7107 (0.7417) loss_vfl_dn_0: 0.4484 (0.4464) loss_vfl_dn_1: 0.3819 (0.3807) loss_vfl_dn_2: 0.3628 (0.3647) loss_vfl_dn_3: 0.3490 (0.3575) loss_vfl_dn_4: 0.3464 (0.3550) loss_vfl_dn_5: 0.3466 (0.3543) time: 0.4834 data: 0.0146 max mem: 5654 Epoch: [58] [6700/7393] eta: 0:05:41 lr: 0.000010 loss: 15.6325 (15.4001) loss_bbox: 0.1423 (0.1481) loss_bbox_aux_0: 0.1379 (0.1605) loss_bbox_aux_1: 0.1486 (0.1529) loss_bbox_aux_2: 0.1426 (0.1503) loss_bbox_aux_3: 0.1417 (0.1484) loss_bbox_aux_4: 0.1487 (0.1480) loss_bbox_aux_5: 0.1867 (0.1960) loss_bbox_dn_0: 0.2227 (0.2558) loss_bbox_dn_1: 0.1662 (0.1864) loss_bbox_dn_2: 0.1515 (0.1662) loss_bbox_dn_3: 0.1447 (0.1603) loss_bbox_dn_4: 0.1429 (0.1589) loss_bbox_dn_5: 0.1430 (0.1589) loss_giou: 0.4754 (0.4635) loss_giou_aux_0: 0.4930 (0.4867) loss_giou_aux_1: 0.4867 (0.4731) loss_giou_aux_2: 0.4801 (0.4677) loss_giou_aux_3: 0.4776 (0.4648) loss_giou_aux_4: 0.4801 (0.4635) loss_giou_aux_5: 0.5496 (0.5491) loss_giou_dn_0: 0.5743 (0.5643) loss_giou_dn_1: 0.4744 (0.4563) loss_giou_dn_2: 0.4458 (0.4252) loss_giou_dn_3: 0.4361 (0.4169) loss_giou_dn_4: 0.4346 (0.4148) loss_giou_dn_5: 0.4351 (0.4150) loss_vfl: 0.6413 (0.6584) loss_vfl_aux_0: 0.7444 (0.7565) loss_vfl_aux_1: 0.7041 (0.7134) loss_vfl_aux_2: 0.6789 (0.6862) loss_vfl_aux_3: 0.6592 (0.6710) loss_vfl_aux_4: 0.6443 (0.6625) loss_vfl_aux_5: 0.7097 (0.7417) loss_vfl_dn_0: 0.4486 (0.4464) loss_vfl_dn_1: 0.3861 (0.3807) loss_vfl_dn_2: 0.3698 (0.3648) loss_vfl_dn_3: 0.3648 (0.3576) loss_vfl_dn_4: 0.3614 (0.3550) loss_vfl_dn_5: 0.3604 (0.3543) time: 0.4794 data: 0.0138 max mem: 5654 Epoch: [58] [6800/7393] eta: 0:04:52 lr: 0.000010 loss: 14.9293 (15.4016) loss_bbox: 0.1417 (0.1482) loss_bbox_aux_0: 0.1441 (0.1606) loss_bbox_aux_1: 0.1350 (0.1529) loss_bbox_aux_2: 0.1386 (0.1503) loss_bbox_aux_3: 0.1306 (0.1485) loss_bbox_aux_4: 0.1427 (0.1480) loss_bbox_aux_5: 0.1794 (0.1960) loss_bbox_dn_0: 0.2510 (0.2559) loss_bbox_dn_1: 0.1718 (0.1865) loss_bbox_dn_2: 0.1540 (0.1662) loss_bbox_dn_3: 0.1484 (0.1603) loss_bbox_dn_4: 0.1491 (0.1590) loss_bbox_dn_5: 0.1488 (0.1590) loss_giou: 0.4130 (0.4634) loss_giou_aux_0: 0.4138 (0.4867) loss_giou_aux_1: 0.4191 (0.4731) loss_giou_aux_2: 0.4164 (0.4677) loss_giou_aux_3: 0.4119 (0.4647) loss_giou_aux_4: 0.4137 (0.4635) loss_giou_aux_5: 0.4791 (0.5490) loss_giou_dn_0: 0.5206 (0.5643) loss_giou_dn_1: 0.4135 (0.4563) loss_giou_dn_2: 0.3782 (0.4252) loss_giou_dn_3: 0.3713 (0.4169) loss_giou_dn_4: 0.3689 (0.4147) loss_giou_dn_5: 0.3689 (0.4149) loss_vfl: 0.6762 (0.6586) loss_vfl_aux_0: 0.7844 (0.7566) loss_vfl_aux_1: 0.7171 (0.7135) loss_vfl_aux_2: 0.6961 (0.6863) loss_vfl_aux_3: 0.6859 (0.6712) loss_vfl_aux_4: 0.6753 (0.6627) loss_vfl_aux_5: 0.7577 (0.7419) loss_vfl_dn_0: 0.4434 (0.4464) loss_vfl_dn_1: 0.3741 (0.3807) loss_vfl_dn_2: 0.3540 (0.3647) loss_vfl_dn_3: 0.3483 (0.3576) loss_vfl_dn_4: 0.3438 (0.3550) loss_vfl_dn_5: 0.3432 (0.3543) time: 0.4829 data: 0.0140 max mem: 5654 Epoch: [58] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.4826 (15.4005) loss_bbox: 0.1441 (0.1481) loss_bbox_aux_0: 0.1443 (0.1605) loss_bbox_aux_1: 0.1438 (0.1529) loss_bbox_aux_2: 0.1442 (0.1503) loss_bbox_aux_3: 0.1448 (0.1484) loss_bbox_aux_4: 0.1423 (0.1480) loss_bbox_aux_5: 0.1852 (0.1959) loss_bbox_dn_0: 0.2526 (0.2557) loss_bbox_dn_1: 0.1934 (0.1864) loss_bbox_dn_2: 0.1618 (0.1661) loss_bbox_dn_3: 0.1582 (0.1602) loss_bbox_dn_4: 0.1534 (0.1588) loss_bbox_dn_5: 0.1534 (0.1589) loss_giou: 0.4182 (0.4636) loss_giou_aux_0: 0.4361 (0.4869) loss_giou_aux_1: 0.4353 (0.4733) loss_giou_aux_2: 0.4266 (0.4678) loss_giou_aux_3: 0.4190 (0.4649) loss_giou_aux_4: 0.4166 (0.4636) loss_giou_aux_5: 0.5089 (0.5492) loss_giou_dn_0: 0.5570 (0.5643) loss_giou_dn_1: 0.4453 (0.4563) loss_giou_dn_2: 0.4174 (0.4252) loss_giou_dn_3: 0.4050 (0.4169) loss_giou_dn_4: 0.4051 (0.4148) loss_giou_dn_5: 0.4051 (0.4150) loss_vfl: 0.6513 (0.6585) loss_vfl_aux_0: 0.7715 (0.7564) loss_vfl_aux_1: 0.7273 (0.7134) loss_vfl_aux_2: 0.7072 (0.6862) loss_vfl_aux_3: 0.6675 (0.6711) loss_vfl_aux_4: 0.6513 (0.6626) loss_vfl_aux_5: 0.7450 (0.7418) loss_vfl_dn_0: 0.4392 (0.4464) loss_vfl_dn_1: 0.3767 (0.3807) loss_vfl_dn_2: 0.3611 (0.3647) loss_vfl_dn_3: 0.3559 (0.3576) loss_vfl_dn_4: 0.3525 (0.3550) loss_vfl_dn_5: 0.3523 (0.3543) time: 0.4781 data: 0.0138 max mem: 5654 Epoch: [58] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.2329 (15.4012) loss_bbox: 0.1302 (0.1481) loss_bbox_aux_0: 0.1583 (0.1605) loss_bbox_aux_1: 0.1465 (0.1529) loss_bbox_aux_2: 0.1431 (0.1502) loss_bbox_aux_3: 0.1333 (0.1484) loss_bbox_aux_4: 0.1362 (0.1480) loss_bbox_aux_5: 0.2040 (0.1959) loss_bbox_dn_0: 0.2422 (0.2557) loss_bbox_dn_1: 0.1794 (0.1864) loss_bbox_dn_2: 0.1676 (0.1661) loss_bbox_dn_3: 0.1536 (0.1602) loss_bbox_dn_4: 0.1521 (0.1588) loss_bbox_dn_5: 0.1521 (0.1589) loss_giou: 0.4258 (0.4635) loss_giou_aux_0: 0.4627 (0.4869) loss_giou_aux_1: 0.4379 (0.4733) loss_giou_aux_2: 0.4178 (0.4678) loss_giou_aux_3: 0.4301 (0.4648) loss_giou_aux_4: 0.4299 (0.4636) loss_giou_aux_5: 0.5029 (0.5492) loss_giou_dn_0: 0.5519 (0.5643) loss_giou_dn_1: 0.4363 (0.4563) loss_giou_dn_2: 0.4184 (0.4252) loss_giou_dn_3: 0.4087 (0.4168) loss_giou_dn_4: 0.4068 (0.4147) loss_giou_dn_5: 0.4066 (0.4149) loss_vfl: 0.6635 (0.6587) loss_vfl_aux_0: 0.7610 (0.7566) loss_vfl_aux_1: 0.7128 (0.7134) loss_vfl_aux_2: 0.6807 (0.6864) loss_vfl_aux_3: 0.6690 (0.6713) loss_vfl_aux_4: 0.6639 (0.6628) loss_vfl_aux_5: 0.7526 (0.7419) loss_vfl_dn_0: 0.4414 (0.4464) loss_vfl_dn_1: 0.3750 (0.3807) loss_vfl_dn_2: 0.3567 (0.3647) loss_vfl_dn_3: 0.3521 (0.3576) loss_vfl_dn_4: 0.3512 (0.3550) loss_vfl_dn_5: 0.3518 (0.3543) time: 0.4902 data: 0.0137 max mem: 5654 Epoch: [58] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 14.8679 (15.4035) loss_bbox: 0.1272 (0.1480) loss_bbox_aux_0: 0.1397 (0.1605) loss_bbox_aux_1: 0.1251 (0.1529) loss_bbox_aux_2: 0.1300 (0.1502) loss_bbox_aux_3: 0.1299 (0.1483) loss_bbox_aux_4: 0.1264 (0.1479) loss_bbox_aux_5: 0.1748 (0.1959) loss_bbox_dn_0: 0.2315 (0.2557) loss_bbox_dn_1: 0.1617 (0.1863) loss_bbox_dn_2: 0.1420 (0.1661) loss_bbox_dn_3: 0.1356 (0.1602) loss_bbox_dn_4: 0.1349 (0.1588) loss_bbox_dn_5: 0.1349 (0.1588) loss_giou: 0.4236 (0.4637) loss_giou_aux_0: 0.4548 (0.4870) loss_giou_aux_1: 0.4575 (0.4734) loss_giou_aux_2: 0.4322 (0.4680) loss_giou_aux_3: 0.4287 (0.4650) loss_giou_aux_4: 0.4227 (0.4637) loss_giou_aux_5: 0.5181 (0.5493) loss_giou_dn_0: 0.5551 (0.5644) loss_giou_dn_1: 0.4459 (0.4564) loss_giou_dn_2: 0.4184 (0.4253) loss_giou_dn_3: 0.4055 (0.4169) loss_giou_dn_4: 0.3988 (0.4148) loss_giou_dn_5: 0.3988 (0.4150) loss_vfl: 0.6724 (0.6588) loss_vfl_aux_0: 0.7442 (0.7568) loss_vfl_aux_1: 0.7323 (0.7136) loss_vfl_aux_2: 0.6839 (0.6865) loss_vfl_aux_3: 0.6794 (0.6714) loss_vfl_aux_4: 0.6748 (0.6629) loss_vfl_aux_5: 0.7201 (0.7420) loss_vfl_dn_0: 0.4448 (0.4465) loss_vfl_dn_1: 0.3824 (0.3807) loss_vfl_dn_2: 0.3657 (0.3648) loss_vfl_dn_3: 0.3569 (0.3576) loss_vfl_dn_4: 0.3548 (0.3550) loss_vfl_dn_5: 0.3535 (0.3543) time: 0.4755 data: 0.0141 max mem: 5654 Epoch: [58] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 15.8525 (15.4048) loss_bbox: 0.1442 (0.1481) loss_bbox_aux_0: 0.1508 (0.1604) loss_bbox_aux_1: 0.1420 (0.1528) loss_bbox_aux_2: 0.1411 (0.1502) loss_bbox_aux_3: 0.1435 (0.1484) loss_bbox_aux_4: 0.1466 (0.1479) loss_bbox_aux_5: 0.1849 (0.1959) loss_bbox_dn_0: 0.2341 (0.2556) loss_bbox_dn_1: 0.1612 (0.1863) loss_bbox_dn_2: 0.1457 (0.1661) loss_bbox_dn_3: 0.1427 (0.1602) loss_bbox_dn_4: 0.1414 (0.1588) loss_bbox_dn_5: 0.1414 (0.1588) loss_giou: 0.4786 (0.4638) loss_giou_aux_0: 0.4785 (0.4870) loss_giou_aux_1: 0.4710 (0.4735) loss_giou_aux_2: 0.4796 (0.4681) loss_giou_aux_3: 0.4761 (0.4651) loss_giou_aux_4: 0.4785 (0.4638) loss_giou_aux_5: 0.5584 (0.5494) loss_giou_dn_0: 0.5919 (0.5645) loss_giou_dn_1: 0.4858 (0.4565) loss_giou_dn_2: 0.4542 (0.4254) loss_giou_dn_3: 0.4447 (0.4170) loss_giou_dn_4: 0.4423 (0.4149) loss_giou_dn_5: 0.4423 (0.4151) loss_vfl: 0.6548 (0.6589) loss_vfl_aux_0: 0.7447 (0.7569) loss_vfl_aux_1: 0.7082 (0.7137) loss_vfl_aux_2: 0.6931 (0.6866) loss_vfl_aux_3: 0.6722 (0.6714) loss_vfl_aux_4: 0.6572 (0.6630) loss_vfl_aux_5: 0.7249 (0.7419) loss_vfl_dn_0: 0.4461 (0.4465) loss_vfl_dn_1: 0.3813 (0.3807) loss_vfl_dn_2: 0.3660 (0.3648) loss_vfl_dn_3: 0.3575 (0.3576) loss_vfl_dn_4: 0.3575 (0.3551) loss_vfl_dn_5: 0.3564 (0.3543) time: 0.4680 data: 0.0137 max mem: 5654 Epoch: [58] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.9202 (15.4056) loss_bbox: 0.1363 (0.1481) loss_bbox_aux_0: 0.1503 (0.1605) loss_bbox_aux_1: 0.1428 (0.1529) loss_bbox_aux_2: 0.1351 (0.1502) loss_bbox_aux_3: 0.1360 (0.1484) loss_bbox_aux_4: 0.1363 (0.1480) loss_bbox_aux_5: 0.1971 (0.1959) loss_bbox_dn_0: 0.2655 (0.2557) loss_bbox_dn_1: 0.1881 (0.1864) loss_bbox_dn_2: 0.1756 (0.1662) loss_bbox_dn_3: 0.1688 (0.1603) loss_bbox_dn_4: 0.1630 (0.1589) loss_bbox_dn_5: 0.1630 (0.1589) loss_giou: 0.4371 (0.4637) loss_giou_aux_0: 0.4460 (0.4869) loss_giou_aux_1: 0.4478 (0.4734) loss_giou_aux_2: 0.4393 (0.4679) loss_giou_aux_3: 0.4342 (0.4650) loss_giou_aux_4: 0.4366 (0.4637) loss_giou_aux_5: 0.5068 (0.5493) loss_giou_dn_0: 0.5456 (0.5644) loss_giou_dn_1: 0.4481 (0.4564) loss_giou_dn_2: 0.4190 (0.4253) loss_giou_dn_3: 0.4142 (0.4170) loss_giou_dn_4: 0.4109 (0.4149) loss_giou_dn_5: 0.4116 (0.4151) loss_vfl: 0.6280 (0.6589) loss_vfl_aux_0: 0.7187 (0.7571) loss_vfl_aux_1: 0.6760 (0.7138) loss_vfl_aux_2: 0.6460 (0.6867) loss_vfl_aux_3: 0.6411 (0.6714) loss_vfl_aux_4: 0.6250 (0.6630) loss_vfl_aux_5: 0.6998 (0.7420) loss_vfl_dn_0: 0.4360 (0.4465) loss_vfl_dn_1: 0.3813 (0.3807) loss_vfl_dn_2: 0.3613 (0.3648) loss_vfl_dn_3: 0.3591 (0.3577) loss_vfl_dn_4: 0.3540 (0.3551) loss_vfl_dn_5: 0.3552 (0.3544) time: 0.4892 data: 0.0140 max mem: 5654 Epoch: [58] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.1658 (15.4058) loss_bbox: 0.1416 (0.1481) loss_bbox_aux_0: 0.1674 (0.1605) loss_bbox_aux_1: 0.1538 (0.1529) loss_bbox_aux_2: 0.1531 (0.1503) loss_bbox_aux_3: 0.1436 (0.1484) loss_bbox_aux_4: 0.1414 (0.1480) loss_bbox_aux_5: 0.1989 (0.1960) loss_bbox_dn_0: 0.2625 (0.2559) loss_bbox_dn_1: 0.1904 (0.1866) loss_bbox_dn_2: 0.1668 (0.1663) loss_bbox_dn_3: 0.1569 (0.1604) loss_bbox_dn_4: 0.1542 (0.1590) loss_bbox_dn_5: 0.1543 (0.1590) loss_giou: 0.4199 (0.4635) loss_giou_aux_0: 0.4467 (0.4867) loss_giou_aux_1: 0.4389 (0.4732) loss_giou_aux_2: 0.4385 (0.4678) loss_giou_aux_3: 0.4281 (0.4648) loss_giou_aux_4: 0.4186 (0.4635) loss_giou_aux_5: 0.5210 (0.5490) loss_giou_dn_0: 0.5469 (0.5643) loss_giou_dn_1: 0.4328 (0.4563) loss_giou_dn_2: 0.4059 (0.4252) loss_giou_dn_3: 0.3970 (0.4169) loss_giou_dn_4: 0.3955 (0.4148) loss_giou_dn_5: 0.3955 (0.4150) loss_vfl: 0.6737 (0.6590) loss_vfl_aux_0: 0.7804 (0.7574) loss_vfl_aux_1: 0.7258 (0.7140) loss_vfl_aux_2: 0.6915 (0.6868) loss_vfl_aux_3: 0.6636 (0.6715) loss_vfl_aux_4: 0.6699 (0.6631) loss_vfl_aux_5: 0.7754 (0.7423) loss_vfl_dn_0: 0.4529 (0.4465) loss_vfl_dn_1: 0.3880 (0.3807) loss_vfl_dn_2: 0.3686 (0.3648) loss_vfl_dn_3: 0.3602 (0.3576) loss_vfl_dn_4: 0.3583 (0.3551) loss_vfl_dn_5: 0.3580 (0.3544) time: 0.4835 data: 0.0141 max mem: 5654 Epoch: [58] Total time: 1:00:39 (0.4923 s / it) Averaged stats: lr: 0.000010 loss: 15.1658 (15.4058) loss_bbox: 0.1416 (0.1481) loss_bbox_aux_0: 0.1674 (0.1605) loss_bbox_aux_1: 0.1538 (0.1529) loss_bbox_aux_2: 0.1531 (0.1503) loss_bbox_aux_3: 0.1436 (0.1484) loss_bbox_aux_4: 0.1414 (0.1480) loss_bbox_aux_5: 0.1989 (0.1960) loss_bbox_dn_0: 0.2625 (0.2559) loss_bbox_dn_1: 0.1904 (0.1866) loss_bbox_dn_2: 0.1668 (0.1663) loss_bbox_dn_3: 0.1569 (0.1604) loss_bbox_dn_4: 0.1542 (0.1590) loss_bbox_dn_5: 0.1543 (0.1590) loss_giou: 0.4199 (0.4635) loss_giou_aux_0: 0.4467 (0.4867) loss_giou_aux_1: 0.4389 (0.4732) loss_giou_aux_2: 0.4385 (0.4678) loss_giou_aux_3: 0.4281 (0.4648) loss_giou_aux_4: 0.4186 (0.4635) loss_giou_aux_5: 0.5210 (0.5490) loss_giou_dn_0: 0.5469 (0.5643) loss_giou_dn_1: 0.4328 (0.4563) loss_giou_dn_2: 0.4059 (0.4252) loss_giou_dn_3: 0.3970 (0.4169) loss_giou_dn_4: 0.3955 (0.4148) loss_giou_dn_5: 0.3955 (0.4150) loss_vfl: 0.6737 (0.6590) loss_vfl_aux_0: 0.7804 (0.7574) loss_vfl_aux_1: 0.7258 (0.7140) loss_vfl_aux_2: 0.6915 (0.6868) loss_vfl_aux_3: 0.6636 (0.6715) loss_vfl_aux_4: 0.6699 (0.6631) loss_vfl_aux_5: 0.7754 (0.7423) loss_vfl_dn_0: 0.4529 (0.4465) loss_vfl_dn_1: 0.3880 (0.3807) loss_vfl_dn_2: 0.3686 (0.3648) loss_vfl_dn_3: 0.3602 (0.3576) loss_vfl_dn_4: 0.3583 (0.3551) loss_vfl_dn_5: 0.3580 (0.3544) Test: [ 0/157] eta: 0:04:28 time: 1.7100 data: 1.2783 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5218 data: 0.1408 max mem: 5654 Test: [ 20/157] eta: 0:01:03 time: 0.3978 data: 0.0269 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3907 data: 0.0264 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.7264 data: 0.0258 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.7297 data: 0.0257 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.3980 data: 0.0261 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3956 data: 0.0261 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.4033 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4096 data: 0.0267 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3930 data: 0.0266 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3950 data: 0.0269 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3939 data: 0.0266 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3866 data: 0.0260 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3871 data: 0.0259 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3767 data: 0.0265 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6573 data: 0.0260 max mem: 5654 Test: Total time: 0:01:15 (0.4829 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.05s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5317733536715519} Epoch: [59] [ 0/7393] eta: 1 day, 1:56:39 lr: 0.000010 loss: 17.2029 (17.2029) loss_bbox: 0.1449 (0.1449) loss_bbox_aux_0: 0.1612 (0.1612) loss_bbox_aux_1: 0.1557 (0.1557) loss_bbox_aux_2: 0.1485 (0.1485) loss_bbox_aux_3: 0.1466 (0.1466) loss_bbox_aux_4: 0.1465 (0.1465) loss_bbox_aux_5: 0.1856 (0.1856) loss_bbox_dn_0: 0.2159 (0.2159) loss_bbox_dn_1: 0.1621 (0.1621) loss_bbox_dn_2: 0.1440 (0.1440) loss_bbox_dn_3: 0.1407 (0.1407) loss_bbox_dn_4: 0.1410 (0.1410) loss_bbox_dn_5: 0.1410 (0.1410) loss_giou: 0.6886 (0.6886) loss_giou_aux_0: 0.7439 (0.7439) loss_giou_aux_1: 0.7245 (0.7245) loss_giou_aux_2: 0.7146 (0.7146) loss_giou_aux_3: 0.6993 (0.6993) loss_giou_aux_4: 0.6919 (0.6919) loss_giou_aux_5: 0.7896 (0.7896) loss_giou_dn_0: 0.6574 (0.6574) loss_giou_dn_1: 0.5530 (0.5530) loss_giou_dn_2: 0.5328 (0.5328) loss_giou_dn_3: 0.5208 (0.5208) loss_giou_dn_4: 0.5189 (0.5189) loss_giou_dn_5: 0.5191 (0.5191) loss_vfl: 0.6196 (0.6196) loss_vfl_aux_0: 0.6903 (0.6903) loss_vfl_aux_1: 0.6745 (0.6745) loss_vfl_aux_2: 0.6306 (0.6306) loss_vfl_aux_3: 0.6322 (0.6322) loss_vfl_aux_4: 0.6265 (0.6265) loss_vfl_aux_5: 0.6911 (0.6911) loss_vfl_dn_0: 0.4272 (0.4272) loss_vfl_dn_1: 0.3821 (0.3821) loss_vfl_dn_2: 0.3653 (0.3653) loss_vfl_dn_3: 0.3604 (0.3604) loss_vfl_dn_4: 0.3574 (0.3574) loss_vfl_dn_5: 0.3574 (0.3574) time: 12.6335 data: 3.5561 max mem: 5654 Epoch: [59] [ 100/7393] eta: 1:14:19 lr: 0.000010 loss: 15.5587 (15.2283) loss_bbox: 0.1409 (0.1466) loss_bbox_aux_0: 0.1487 (0.1569) loss_bbox_aux_1: 0.1428 (0.1511) loss_bbox_aux_2: 0.1375 (0.1482) loss_bbox_aux_3: 0.1408 (0.1475) loss_bbox_aux_4: 0.1409 (0.1469) loss_bbox_aux_5: 0.1785 (0.1941) loss_bbox_dn_0: 0.2298 (0.2584) loss_bbox_dn_1: 0.1841 (0.1876) loss_bbox_dn_2: 0.1598 (0.1666) loss_bbox_dn_3: 0.1537 (0.1601) loss_bbox_dn_4: 0.1500 (0.1585) loss_bbox_dn_5: 0.1498 (0.1585) loss_giou: 0.4531 (0.4491) loss_giou_aux_0: 0.4571 (0.4695) loss_giou_aux_1: 0.4464 (0.4563) loss_giou_aux_2: 0.4531 (0.4538) loss_giou_aux_3: 0.4436 (0.4511) loss_giou_aux_4: 0.4543 (0.4496) loss_giou_aux_5: 0.5425 (0.5338) loss_giou_dn_0: 0.5513 (0.5552) loss_giou_dn_1: 0.4487 (0.4460) loss_giou_dn_2: 0.4256 (0.4148) loss_giou_dn_3: 0.4156 (0.4060) loss_giou_dn_4: 0.4146 (0.4040) loss_giou_dn_5: 0.4147 (0.4042) loss_vfl: 0.6644 (0.6586) loss_vfl_aux_0: 0.7759 (0.7686) loss_vfl_aux_1: 0.7197 (0.7241) loss_vfl_aux_2: 0.7150 (0.6884) loss_vfl_aux_3: 0.6983 (0.6700) loss_vfl_aux_4: 0.6605 (0.6600) loss_vfl_aux_5: 0.7530 (0.7516) loss_vfl_dn_0: 0.4466 (0.4459) loss_vfl_dn_1: 0.3781 (0.3767) loss_vfl_dn_2: 0.3581 (0.3598) loss_vfl_dn_3: 0.3505 (0.3523) loss_vfl_dn_4: 0.3470 (0.3491) loss_vfl_dn_5: 0.3462 (0.3484) time: 0.4931 data: 0.0158 max mem: 5654 Epoch: [59] [ 200/7393] eta: 1:06:15 lr: 0.000010 loss: 15.0079 (15.2953) loss_bbox: 0.1391 (0.1483) loss_bbox_aux_0: 0.1494 (0.1595) loss_bbox_aux_1: 0.1350 (0.1525) loss_bbox_aux_2: 0.1370 (0.1497) loss_bbox_aux_3: 0.1396 (0.1491) loss_bbox_aux_4: 0.1455 (0.1488) loss_bbox_aux_5: 0.1895 (0.1962) loss_bbox_dn_0: 0.2228 (0.2582) loss_bbox_dn_1: 0.1470 (0.1878) loss_bbox_dn_2: 0.1272 (0.1673) loss_bbox_dn_3: 0.1206 (0.1610) loss_bbox_dn_4: 0.1203 (0.1595) loss_bbox_dn_5: 0.1203 (0.1595) loss_giou: 0.4950 (0.4566) loss_giou_aux_0: 0.5158 (0.4784) loss_giou_aux_1: 0.5074 (0.4655) loss_giou_aux_2: 0.5013 (0.4618) loss_giou_aux_3: 0.4917 (0.4582) loss_giou_aux_4: 0.4949 (0.4574) loss_giou_aux_5: 0.5726 (0.5419) loss_giou_dn_0: 0.5867 (0.5589) loss_giou_dn_1: 0.4608 (0.4510) loss_giou_dn_2: 0.4269 (0.4202) loss_giou_dn_3: 0.4175 (0.4119) loss_giou_dn_4: 0.4165 (0.4098) loss_giou_dn_5: 0.4163 (0.4101) loss_vfl: 0.6446 (0.6545) loss_vfl_aux_0: 0.7306 (0.7595) loss_vfl_aux_1: 0.7094 (0.7166) loss_vfl_aux_2: 0.6529 (0.6813) loss_vfl_aux_3: 0.6508 (0.6667) loss_vfl_aux_4: 0.6395 (0.6559) loss_vfl_aux_5: 0.7061 (0.7423) loss_vfl_dn_0: 0.4398 (0.4453) loss_vfl_dn_1: 0.3774 (0.3779) loss_vfl_dn_2: 0.3597 (0.3612) loss_vfl_dn_3: 0.3517 (0.3536) loss_vfl_dn_4: 0.3494 (0.3509) loss_vfl_dn_5: 0.3489 (0.3503) time: 0.4956 data: 0.0149 max mem: 5654 Epoch: [59] [ 300/7393] eta: 1:02:34 lr: 0.000010 loss: 14.9847 (15.3381) loss_bbox: 0.1487 (0.1477) loss_bbox_aux_0: 0.1571 (0.1585) loss_bbox_aux_1: 0.1536 (0.1520) loss_bbox_aux_2: 0.1438 (0.1489) loss_bbox_aux_3: 0.1394 (0.1481) loss_bbox_aux_4: 0.1487 (0.1481) loss_bbox_aux_5: 0.1863 (0.1951) loss_bbox_dn_0: 0.2684 (0.2545) loss_bbox_dn_1: 0.2026 (0.1853) loss_bbox_dn_2: 0.1775 (0.1652) loss_bbox_dn_3: 0.1692 (0.1590) loss_bbox_dn_4: 0.1670 (0.1575) loss_bbox_dn_5: 0.1671 (0.1575) loss_giou: 0.4168 (0.4614) loss_giou_aux_0: 0.4324 (0.4833) loss_giou_aux_1: 0.4236 (0.4705) loss_giou_aux_2: 0.4227 (0.4659) loss_giou_aux_3: 0.4169 (0.4627) loss_giou_aux_4: 0.4176 (0.4623) loss_giou_aux_5: 0.5025 (0.5473) loss_giou_dn_0: 0.5383 (0.5624) loss_giou_dn_1: 0.4208 (0.4542) loss_giou_dn_2: 0.3912 (0.4234) loss_giou_dn_3: 0.3802 (0.4151) loss_giou_dn_4: 0.3782 (0.4130) loss_giou_dn_5: 0.3782 (0.4132) loss_vfl: 0.7112 (0.6555) loss_vfl_aux_0: 0.7803 (0.7603) loss_vfl_aux_1: 0.7183 (0.7143) loss_vfl_aux_2: 0.7122 (0.6828) loss_vfl_aux_3: 0.7188 (0.6684) loss_vfl_aux_4: 0.6877 (0.6570) loss_vfl_aux_5: 0.7395 (0.7397) loss_vfl_dn_0: 0.4458 (0.4460) loss_vfl_dn_1: 0.3747 (0.3791) loss_vfl_dn_2: 0.3615 (0.3627) loss_vfl_dn_3: 0.3518 (0.3554) loss_vfl_dn_4: 0.3503 (0.3528) loss_vfl_dn_5: 0.3507 (0.3521) time: 0.4675 data: 0.0152 max mem: 5654 Epoch: [59] [ 400/7393] eta: 1:00:20 lr: 0.000010 loss: 15.7005 (15.3679) loss_bbox: 0.1486 (0.1482) loss_bbox_aux_0: 0.1568 (0.1596) loss_bbox_aux_1: 0.1488 (0.1529) loss_bbox_aux_2: 0.1479 (0.1497) loss_bbox_aux_3: 0.1444 (0.1486) loss_bbox_aux_4: 0.1430 (0.1486) loss_bbox_aux_5: 0.1900 (0.1968) loss_bbox_dn_0: 0.2445 (0.2563) loss_bbox_dn_1: 0.1719 (0.1865) loss_bbox_dn_2: 0.1521 (0.1665) loss_bbox_dn_3: 0.1463 (0.1604) loss_bbox_dn_4: 0.1466 (0.1589) loss_bbox_dn_5: 0.1465 (0.1589) loss_giou: 0.4721 (0.4591) loss_giou_aux_0: 0.5062 (0.4817) loss_giou_aux_1: 0.4887 (0.4683) loss_giou_aux_2: 0.4746 (0.4636) loss_giou_aux_3: 0.4752 (0.4605) loss_giou_aux_4: 0.4729 (0.4599) loss_giou_aux_5: 0.5733 (0.5465) loss_giou_dn_0: 0.5808 (0.5623) loss_giou_dn_1: 0.4666 (0.4542) loss_giou_dn_2: 0.4372 (0.4234) loss_giou_dn_3: 0.4245 (0.4152) loss_giou_dn_4: 0.4176 (0.4131) loss_giou_dn_5: 0.4177 (0.4133) loss_vfl: 0.6670 (0.6594) loss_vfl_aux_0: 0.7629 (0.7620) loss_vfl_aux_1: 0.7510 (0.7183) loss_vfl_aux_2: 0.7176 (0.6872) loss_vfl_aux_3: 0.6847 (0.6720) loss_vfl_aux_4: 0.6827 (0.6613) loss_vfl_aux_5: 0.7504 (0.7426) loss_vfl_dn_0: 0.4501 (0.4466) loss_vfl_dn_1: 0.3818 (0.3799) loss_vfl_dn_2: 0.3634 (0.3633) loss_vfl_dn_3: 0.3572 (0.3561) loss_vfl_dn_4: 0.3538 (0.3534) loss_vfl_dn_5: 0.3516 (0.3527) time: 0.4882 data: 0.0157 max mem: 5654 Epoch: [59] [ 500/7393] eta: 0:58:41 lr: 0.000010 loss: 15.0161 (15.3591) loss_bbox: 0.1331 (0.1480) loss_bbox_aux_0: 0.1457 (0.1593) loss_bbox_aux_1: 0.1377 (0.1525) loss_bbox_aux_2: 0.1347 (0.1495) loss_bbox_aux_3: 0.1341 (0.1483) loss_bbox_aux_4: 0.1365 (0.1483) loss_bbox_aux_5: 0.1842 (0.1964) loss_bbox_dn_0: 0.2182 (0.2562) loss_bbox_dn_1: 0.1564 (0.1862) loss_bbox_dn_2: 0.1372 (0.1661) loss_bbox_dn_3: 0.1320 (0.1601) loss_bbox_dn_4: 0.1316 (0.1587) loss_bbox_dn_5: 0.1314 (0.1587) loss_giou: 0.4518 (0.4600) loss_giou_aux_0: 0.4767 (0.4828) loss_giou_aux_1: 0.4584 (0.4692) loss_giou_aux_2: 0.4596 (0.4645) loss_giou_aux_3: 0.4482 (0.4613) loss_giou_aux_4: 0.4519 (0.4606) loss_giou_aux_5: 0.5387 (0.5470) loss_giou_dn_0: 0.5746 (0.5629) loss_giou_dn_1: 0.4642 (0.4548) loss_giou_dn_2: 0.4309 (0.4240) loss_giou_dn_3: 0.4207 (0.4158) loss_giou_dn_4: 0.4197 (0.4137) loss_giou_dn_5: 0.4197 (0.4139) loss_vfl: 0.6331 (0.6563) loss_vfl_aux_0: 0.7286 (0.7602) loss_vfl_aux_1: 0.6881 (0.7162) loss_vfl_aux_2: 0.6687 (0.6851) loss_vfl_aux_3: 0.6385 (0.6687) loss_vfl_aux_4: 0.6314 (0.6587) loss_vfl_aux_5: 0.7276 (0.7424) loss_vfl_dn_0: 0.4470 (0.4465) loss_vfl_dn_1: 0.3811 (0.3800) loss_vfl_dn_2: 0.3672 (0.3636) loss_vfl_dn_3: 0.3580 (0.3563) loss_vfl_dn_4: 0.3530 (0.3536) loss_vfl_dn_5: 0.3509 (0.3529) time: 0.4913 data: 0.0147 max mem: 5654 Epoch: [59] [ 600/7393] eta: 0:57:19 lr: 0.000010 loss: 15.8940 (15.3809) loss_bbox: 0.1424 (0.1486) loss_bbox_aux_0: 0.1594 (0.1605) loss_bbox_aux_1: 0.1469 (0.1534) loss_bbox_aux_2: 0.1461 (0.1504) loss_bbox_aux_3: 0.1443 (0.1490) loss_bbox_aux_4: 0.1409 (0.1489) loss_bbox_aux_5: 0.2048 (0.1968) loss_bbox_dn_0: 0.2578 (0.2566) loss_bbox_dn_1: 0.1897 (0.1870) loss_bbox_dn_2: 0.1719 (0.1670) loss_bbox_dn_3: 0.1657 (0.1611) loss_bbox_dn_4: 0.1654 (0.1596) loss_bbox_dn_5: 0.1653 (0.1596) loss_giou: 0.4448 (0.4602) loss_giou_aux_0: 0.4860 (0.4832) loss_giou_aux_1: 0.4803 (0.4698) loss_giou_aux_2: 0.4361 (0.4648) loss_giou_aux_3: 0.4481 (0.4615) loss_giou_aux_4: 0.4429 (0.4609) loss_giou_aux_5: 0.5438 (0.5465) loss_giou_dn_0: 0.5773 (0.5627) loss_giou_dn_1: 0.4772 (0.4549) loss_giou_dn_2: 0.4438 (0.4240) loss_giou_dn_3: 0.4325 (0.4158) loss_giou_dn_4: 0.4313 (0.4138) loss_giou_dn_5: 0.4311 (0.4140) loss_vfl: 0.6770 (0.6584) loss_vfl_aux_0: 0.7581 (0.7603) loss_vfl_aux_1: 0.7248 (0.7164) loss_vfl_aux_2: 0.6837 (0.6860) loss_vfl_aux_3: 0.6911 (0.6709) loss_vfl_aux_4: 0.6773 (0.6608) loss_vfl_aux_5: 0.7694 (0.7447) loss_vfl_dn_0: 0.4444 (0.4464) loss_vfl_dn_1: 0.3821 (0.3800) loss_vfl_dn_2: 0.3652 (0.3635) loss_vfl_dn_3: 0.3607 (0.3563) loss_vfl_dn_4: 0.3574 (0.3536) loss_vfl_dn_5: 0.3578 (0.3530) time: 0.4881 data: 0.0153 max mem: 5654 Epoch: [59] [ 700/7393] eta: 0:56:06 lr: 0.000010 loss: 14.9588 (15.3741) loss_bbox: 0.1414 (0.1481) loss_bbox_aux_0: 0.1490 (0.1599) loss_bbox_aux_1: 0.1444 (0.1528) loss_bbox_aux_2: 0.1410 (0.1497) loss_bbox_aux_3: 0.1422 (0.1484) loss_bbox_aux_4: 0.1408 (0.1484) loss_bbox_aux_5: 0.1880 (0.1963) loss_bbox_dn_0: 0.2361 (0.2573) loss_bbox_dn_1: 0.1716 (0.1875) loss_bbox_dn_2: 0.1621 (0.1674) loss_bbox_dn_3: 0.1633 (0.1616) loss_bbox_dn_4: 0.1634 (0.1602) loss_bbox_dn_5: 0.1639 (0.1602) loss_giou: 0.4188 (0.4587) loss_giou_aux_0: 0.4427 (0.4818) loss_giou_aux_1: 0.4266 (0.4687) loss_giou_aux_2: 0.4232 (0.4634) loss_giou_aux_3: 0.4317 (0.4601) loss_giou_aux_4: 0.4260 (0.4594) loss_giou_aux_5: 0.5115 (0.5451) loss_giou_dn_0: 0.5467 (0.5622) loss_giou_dn_1: 0.4400 (0.4543) loss_giou_dn_2: 0.4130 (0.4234) loss_giou_dn_3: 0.3992 (0.4152) loss_giou_dn_4: 0.3951 (0.4132) loss_giou_dn_5: 0.3948 (0.4134) loss_vfl: 0.6566 (0.6594) loss_vfl_aux_0: 0.7684 (0.7619) loss_vfl_aux_1: 0.7042 (0.7169) loss_vfl_aux_2: 0.6768 (0.6870) loss_vfl_aux_3: 0.6751 (0.6722) loss_vfl_aux_4: 0.6606 (0.6620) loss_vfl_aux_5: 0.7357 (0.7454) loss_vfl_dn_0: 0.4403 (0.4463) loss_vfl_dn_1: 0.3683 (0.3799) loss_vfl_dn_2: 0.3519 (0.3635) loss_vfl_dn_3: 0.3476 (0.3563) loss_vfl_dn_4: 0.3456 (0.3536) loss_vfl_dn_5: 0.3448 (0.3529) time: 0.4844 data: 0.0145 max mem: 5654 Epoch: [59] [ 800/7393] eta: 0:55:10 lr: 0.000010 loss: 15.0603 (15.3797) loss_bbox: 0.1290 (0.1480) loss_bbox_aux_0: 0.1472 (0.1601) loss_bbox_aux_1: 0.1317 (0.1526) loss_bbox_aux_2: 0.1330 (0.1496) loss_bbox_aux_3: 0.1305 (0.1482) loss_bbox_aux_4: 0.1256 (0.1482) loss_bbox_aux_5: 0.1715 (0.1960) loss_bbox_dn_0: 0.2126 (0.2571) loss_bbox_dn_1: 0.1532 (0.1878) loss_bbox_dn_2: 0.1376 (0.1678) loss_bbox_dn_3: 0.1329 (0.1619) loss_bbox_dn_4: 0.1333 (0.1605) loss_bbox_dn_5: 0.1333 (0.1605) loss_giou: 0.4592 (0.4596) loss_giou_aux_0: 0.4926 (0.4829) loss_giou_aux_1: 0.4708 (0.4695) loss_giou_aux_2: 0.4605 (0.4642) loss_giou_aux_3: 0.4565 (0.4608) loss_giou_aux_4: 0.4583 (0.4602) loss_giou_aux_5: 0.5244 (0.5460) loss_giou_dn_0: 0.5644 (0.5628) loss_giou_dn_1: 0.4457 (0.4547) loss_giou_dn_2: 0.4215 (0.4237) loss_giou_dn_3: 0.4088 (0.4155) loss_giou_dn_4: 0.4089 (0.4135) loss_giou_dn_5: 0.4090 (0.4137) loss_vfl: 0.6347 (0.6591) loss_vfl_aux_0: 0.7303 (0.7608) loss_vfl_aux_1: 0.6699 (0.7159) loss_vfl_aux_2: 0.6498 (0.6866) loss_vfl_aux_3: 0.6473 (0.6719) loss_vfl_aux_4: 0.6473 (0.6617) loss_vfl_aux_5: 0.7311 (0.7445) loss_vfl_dn_0: 0.4349 (0.4462) loss_vfl_dn_1: 0.3717 (0.3801) loss_vfl_dn_2: 0.3604 (0.3638) loss_vfl_dn_3: 0.3522 (0.3566) loss_vfl_dn_4: 0.3503 (0.3539) loss_vfl_dn_5: 0.3501 (0.3532) time: 0.4903 data: 0.0146 max mem: 5654 Epoch: [59] [ 900/7393] eta: 0:54:04 lr: 0.000010 loss: 15.3363 (15.3538) loss_bbox: 0.1334 (0.1483) loss_bbox_aux_0: 0.1525 (0.1605) loss_bbox_aux_1: 0.1356 (0.1531) loss_bbox_aux_2: 0.1328 (0.1501) loss_bbox_aux_3: 0.1306 (0.1485) loss_bbox_aux_4: 0.1317 (0.1485) loss_bbox_aux_5: 0.1860 (0.1963) loss_bbox_dn_0: 0.2260 (0.2578) loss_bbox_dn_1: 0.1593 (0.1883) loss_bbox_dn_2: 0.1429 (0.1682) loss_bbox_dn_3: 0.1378 (0.1623) loss_bbox_dn_4: 0.1370 (0.1609) loss_bbox_dn_5: 0.1370 (0.1609) loss_giou: 0.4585 (0.4586) loss_giou_aux_0: 0.4847 (0.4818) loss_giou_aux_1: 0.4795 (0.4685) loss_giou_aux_2: 0.4618 (0.4632) loss_giou_aux_3: 0.4526 (0.4598) loss_giou_aux_4: 0.4570 (0.4591) loss_giou_aux_5: 0.5580 (0.5445) loss_giou_dn_0: 0.5617 (0.5618) loss_giou_dn_1: 0.4708 (0.4536) loss_giou_dn_2: 0.4433 (0.4227) loss_giou_dn_3: 0.4353 (0.4144) loss_giou_dn_4: 0.4321 (0.4124) loss_giou_dn_5: 0.4322 (0.4125) loss_vfl: 0.6193 (0.6572) loss_vfl_aux_0: 0.7210 (0.7585) loss_vfl_aux_1: 0.6709 (0.7137) loss_vfl_aux_2: 0.6435 (0.6843) loss_vfl_aux_3: 0.6353 (0.6701) loss_vfl_aux_4: 0.6217 (0.6602) loss_vfl_aux_5: 0.6995 (0.7421) loss_vfl_dn_0: 0.4408 (0.4457) loss_vfl_dn_1: 0.3789 (0.3796) loss_vfl_dn_2: 0.3637 (0.3633) loss_vfl_dn_3: 0.3524 (0.3561) loss_vfl_dn_4: 0.3508 (0.3535) loss_vfl_dn_5: 0.3524 (0.3528) time: 0.4814 data: 0.0148 max mem: 5654 Epoch: [59] [1000/7393] eta: 0:53:05 lr: 0.000010 loss: 15.0264 (15.3498) loss_bbox: 0.1477 (0.1482) loss_bbox_aux_0: 0.1578 (0.1604) loss_bbox_aux_1: 0.1547 (0.1529) loss_bbox_aux_2: 0.1424 (0.1500) loss_bbox_aux_3: 0.1514 (0.1485) loss_bbox_aux_4: 0.1476 (0.1484) loss_bbox_aux_5: 0.1988 (0.1964) loss_bbox_dn_0: 0.2505 (0.2578) loss_bbox_dn_1: 0.1865 (0.1880) loss_bbox_dn_2: 0.1686 (0.1679) loss_bbox_dn_3: 0.1614 (0.1620) loss_bbox_dn_4: 0.1597 (0.1606) loss_bbox_dn_5: 0.1598 (0.1606) loss_giou: 0.4345 (0.4588) loss_giou_aux_0: 0.4531 (0.4819) loss_giou_aux_1: 0.4515 (0.4685) loss_giou_aux_2: 0.4376 (0.4633) loss_giou_aux_3: 0.4370 (0.4600) loss_giou_aux_4: 0.4409 (0.4593) loss_giou_aux_5: 0.5234 (0.5446) loss_giou_dn_0: 0.5383 (0.5615) loss_giou_dn_1: 0.4320 (0.4533) loss_giou_dn_2: 0.4119 (0.4225) loss_giou_dn_3: 0.4043 (0.4143) loss_giou_dn_4: 0.4006 (0.4122) loss_giou_dn_5: 0.4005 (0.4124) loss_vfl: 0.6432 (0.6569) loss_vfl_aux_0: 0.7423 (0.7582) loss_vfl_aux_1: 0.7032 (0.7138) loss_vfl_aux_2: 0.6853 (0.6843) loss_vfl_aux_3: 0.6599 (0.6696) loss_vfl_aux_4: 0.6570 (0.6598) loss_vfl_aux_5: 0.7352 (0.7418) loss_vfl_dn_0: 0.4405 (0.4457) loss_vfl_dn_1: 0.3748 (0.3797) loss_vfl_dn_2: 0.3601 (0.3633) loss_vfl_dn_3: 0.3541 (0.3562) loss_vfl_dn_4: 0.3524 (0.3535) loss_vfl_dn_5: 0.3505 (0.3528) time: 0.4835 data: 0.0146 max mem: 5654 Epoch: [59] [1100/7393] eta: 0:52:07 lr: 0.000010 loss: 15.3236 (15.3577) loss_bbox: 0.1585 (0.1482) loss_bbox_aux_0: 0.1703 (0.1605) loss_bbox_aux_1: 0.1599 (0.1529) loss_bbox_aux_2: 0.1583 (0.1501) loss_bbox_aux_3: 0.1501 (0.1484) loss_bbox_aux_4: 0.1571 (0.1484) loss_bbox_aux_5: 0.1986 (0.1966) loss_bbox_dn_0: 0.2404 (0.2575) loss_bbox_dn_1: 0.1758 (0.1878) loss_bbox_dn_2: 0.1585 (0.1676) loss_bbox_dn_3: 0.1529 (0.1617) loss_bbox_dn_4: 0.1527 (0.1602) loss_bbox_dn_5: 0.1529 (0.1603) loss_giou: 0.4631 (0.4603) loss_giou_aux_0: 0.4778 (0.4833) loss_giou_aux_1: 0.4643 (0.4700) loss_giou_aux_2: 0.4707 (0.4647) loss_giou_aux_3: 0.4670 (0.4615) loss_giou_aux_4: 0.4651 (0.4608) loss_giou_aux_5: 0.5177 (0.5462) loss_giou_dn_0: 0.5615 (0.5620) loss_giou_dn_1: 0.4514 (0.4539) loss_giou_dn_2: 0.4237 (0.4230) loss_giou_dn_3: 0.4165 (0.4148) loss_giou_dn_4: 0.4144 (0.4128) loss_giou_dn_5: 0.4146 (0.4130) loss_vfl: 0.6304 (0.6564) loss_vfl_aux_0: 0.7440 (0.7575) loss_vfl_aux_1: 0.6991 (0.7130) loss_vfl_aux_2: 0.6640 (0.6837) loss_vfl_aux_3: 0.6534 (0.6691) loss_vfl_aux_4: 0.6263 (0.6593) loss_vfl_aux_5: 0.7377 (0.7410) loss_vfl_dn_0: 0.4461 (0.4455) loss_vfl_dn_1: 0.3820 (0.3797) loss_vfl_dn_2: 0.3644 (0.3634) loss_vfl_dn_3: 0.3578 (0.3562) loss_vfl_dn_4: 0.3550 (0.3535) loss_vfl_dn_5: 0.3555 (0.3529) time: 0.4805 data: 0.0144 max mem: 5654 Epoch: [59] [1200/7393] eta: 0:51:12 lr: 0.000010 loss: 15.0164 (15.3734) loss_bbox: 0.1350 (0.1480) loss_bbox_aux_0: 0.1500 (0.1602) loss_bbox_aux_1: 0.1495 (0.1528) loss_bbox_aux_2: 0.1407 (0.1499) loss_bbox_aux_3: 0.1402 (0.1482) loss_bbox_aux_4: 0.1354 (0.1482) loss_bbox_aux_5: 0.1906 (0.1963) loss_bbox_dn_0: 0.2299 (0.2574) loss_bbox_dn_1: 0.1678 (0.1876) loss_bbox_dn_2: 0.1550 (0.1673) loss_bbox_dn_3: 0.1499 (0.1613) loss_bbox_dn_4: 0.1479 (0.1599) loss_bbox_dn_5: 0.1479 (0.1599) loss_giou: 0.4371 (0.4612) loss_giou_aux_0: 0.4628 (0.4843) loss_giou_aux_1: 0.4296 (0.4711) loss_giou_aux_2: 0.4276 (0.4656) loss_giou_aux_3: 0.4530 (0.4624) loss_giou_aux_4: 0.4521 (0.4617) loss_giou_aux_5: 0.5350 (0.5474) loss_giou_dn_0: 0.5482 (0.5632) loss_giou_dn_1: 0.4506 (0.4549) loss_giou_dn_2: 0.4213 (0.4239) loss_giou_dn_3: 0.4124 (0.4157) loss_giou_dn_4: 0.4104 (0.4136) loss_giou_dn_5: 0.4110 (0.4138) loss_vfl: 0.6202 (0.6571) loss_vfl_aux_0: 0.7131 (0.7580) loss_vfl_aux_1: 0.6671 (0.7134) loss_vfl_aux_2: 0.6316 (0.6846) loss_vfl_aux_3: 0.6296 (0.6700) loss_vfl_aux_4: 0.6204 (0.6602) loss_vfl_aux_5: 0.6858 (0.7415) loss_vfl_dn_0: 0.4364 (0.4457) loss_vfl_dn_1: 0.3764 (0.3799) loss_vfl_dn_2: 0.3583 (0.3636) loss_vfl_dn_3: 0.3523 (0.3565) loss_vfl_dn_4: 0.3497 (0.3538) loss_vfl_dn_5: 0.3481 (0.3531) time: 0.4756 data: 0.0145 max mem: 5654 Epoch: [59] [1300/7393] eta: 0:50:15 lr: 0.000010 loss: 14.6442 (15.3521) loss_bbox: 0.1493 (0.1483) loss_bbox_aux_0: 0.1632 (0.1606) loss_bbox_aux_1: 0.1583 (0.1531) loss_bbox_aux_2: 0.1496 (0.1503) loss_bbox_aux_3: 0.1469 (0.1485) loss_bbox_aux_4: 0.1469 (0.1485) loss_bbox_aux_5: 0.2071 (0.1968) loss_bbox_dn_0: 0.2643 (0.2579) loss_bbox_dn_1: 0.1913 (0.1879) loss_bbox_dn_2: 0.1685 (0.1675) loss_bbox_dn_3: 0.1650 (0.1616) loss_bbox_dn_4: 0.1641 (0.1602) loss_bbox_dn_5: 0.1641 (0.1602) loss_giou: 0.4125 (0.4599) loss_giou_aux_0: 0.4105 (0.4829) loss_giou_aux_1: 0.3898 (0.4696) loss_giou_aux_2: 0.4041 (0.4641) loss_giou_aux_3: 0.4010 (0.4611) loss_giou_aux_4: 0.4097 (0.4604) loss_giou_aux_5: 0.4684 (0.5458) loss_giou_dn_0: 0.5032 (0.5621) loss_giou_dn_1: 0.3936 (0.4538) loss_giou_dn_2: 0.3719 (0.4229) loss_giou_dn_3: 0.3674 (0.4146) loss_giou_dn_4: 0.3672 (0.4126) loss_giou_dn_5: 0.3673 (0.4128) loss_vfl: 0.6383 (0.6556) loss_vfl_aux_0: 0.7484 (0.7569) loss_vfl_aux_1: 0.6853 (0.7125) loss_vfl_aux_2: 0.6719 (0.6835) loss_vfl_aux_3: 0.6501 (0.6683) loss_vfl_aux_4: 0.6437 (0.6587) loss_vfl_aux_5: 0.7392 (0.7411) loss_vfl_dn_0: 0.4301 (0.4454) loss_vfl_dn_1: 0.3656 (0.3796) loss_vfl_dn_2: 0.3504 (0.3634) loss_vfl_dn_3: 0.3443 (0.3562) loss_vfl_dn_4: 0.3410 (0.3536) loss_vfl_dn_5: 0.3404 (0.3529) time: 0.4801 data: 0.0140 max mem: 5654 Epoch: [59] [1400/7393] eta: 0:49:19 lr: 0.000010 loss: 15.3612 (15.3647) loss_bbox: 0.1367 (0.1485) loss_bbox_aux_0: 0.1443 (0.1608) loss_bbox_aux_1: 0.1390 (0.1533) loss_bbox_aux_2: 0.1379 (0.1504) loss_bbox_aux_3: 0.1379 (0.1488) loss_bbox_aux_4: 0.1372 (0.1487) loss_bbox_aux_5: 0.1807 (0.1969) loss_bbox_dn_0: 0.2413 (0.2574) loss_bbox_dn_1: 0.1769 (0.1876) loss_bbox_dn_2: 0.1583 (0.1673) loss_bbox_dn_3: 0.1536 (0.1613) loss_bbox_dn_4: 0.1527 (0.1600) loss_bbox_dn_5: 0.1528 (0.1600) loss_giou: 0.4571 (0.4613) loss_giou_aux_0: 0.4784 (0.4841) loss_giou_aux_1: 0.4515 (0.4708) loss_giou_aux_2: 0.4563 (0.4654) loss_giou_aux_3: 0.4651 (0.4626) loss_giou_aux_4: 0.4556 (0.4617) loss_giou_aux_5: 0.5310 (0.5468) loss_giou_dn_0: 0.5459 (0.5630) loss_giou_dn_1: 0.4363 (0.4547) loss_giou_dn_2: 0.4070 (0.4237) loss_giou_dn_3: 0.3963 (0.4155) loss_giou_dn_4: 0.3956 (0.4135) loss_giou_dn_5: 0.3957 (0.4137) loss_vfl: 0.6461 (0.6553) loss_vfl_aux_0: 0.7342 (0.7564) loss_vfl_aux_1: 0.6984 (0.7121) loss_vfl_aux_2: 0.6607 (0.6834) loss_vfl_aux_3: 0.6523 (0.6680) loss_vfl_aux_4: 0.6458 (0.6586) loss_vfl_aux_5: 0.7140 (0.7411) loss_vfl_dn_0: 0.4410 (0.4454) loss_vfl_dn_1: 0.3804 (0.3797) loss_vfl_dn_2: 0.3596 (0.3636) loss_vfl_dn_3: 0.3549 (0.3564) loss_vfl_dn_4: 0.3536 (0.3538) loss_vfl_dn_5: 0.3516 (0.3531) time: 0.4802 data: 0.0143 max mem: 5654 Epoch: [59] [1500/7393] eta: 0:48:28 lr: 0.000010 loss: 16.1084 (15.3782) loss_bbox: 0.1364 (0.1485) loss_bbox_aux_0: 0.1496 (0.1608) loss_bbox_aux_1: 0.1479 (0.1535) loss_bbox_aux_2: 0.1427 (0.1505) loss_bbox_aux_3: 0.1414 (0.1490) loss_bbox_aux_4: 0.1391 (0.1487) loss_bbox_aux_5: 0.1932 (0.1972) loss_bbox_dn_0: 0.2464 (0.2584) loss_bbox_dn_1: 0.1791 (0.1882) loss_bbox_dn_2: 0.1549 (0.1678) loss_bbox_dn_3: 0.1493 (0.1618) loss_bbox_dn_4: 0.1500 (0.1604) loss_bbox_dn_5: 0.1500 (0.1604) loss_giou: 0.4757 (0.4613) loss_giou_aux_0: 0.5050 (0.4842) loss_giou_aux_1: 0.4845 (0.4709) loss_giou_aux_2: 0.4821 (0.4654) loss_giou_aux_3: 0.4841 (0.4627) loss_giou_aux_4: 0.4762 (0.4617) loss_giou_aux_5: 0.5773 (0.5471) loss_giou_dn_0: 0.6155 (0.5635) loss_giou_dn_1: 0.4994 (0.4550) loss_giou_dn_2: 0.4753 (0.4239) loss_giou_dn_3: 0.4609 (0.4157) loss_giou_dn_4: 0.4586 (0.4136) loss_giou_dn_5: 0.4588 (0.4138) loss_vfl: 0.6569 (0.6564) loss_vfl_aux_0: 0.7614 (0.7573) loss_vfl_aux_1: 0.7120 (0.7130) loss_vfl_aux_2: 0.6892 (0.6843) loss_vfl_aux_3: 0.6867 (0.6689) loss_vfl_aux_4: 0.6716 (0.6598) loss_vfl_aux_5: 0.7236 (0.7415) loss_vfl_dn_0: 0.4491 (0.4457) loss_vfl_dn_1: 0.3914 (0.3799) loss_vfl_dn_2: 0.3758 (0.3638) loss_vfl_dn_3: 0.3684 (0.3565) loss_vfl_dn_4: 0.3665 (0.3539) loss_vfl_dn_5: 0.3666 (0.3533) time: 0.4793 data: 0.0139 max mem: 5654 Epoch: [59] [1600/7393] eta: 0:47:36 lr: 0.000010 loss: 14.5654 (15.3711) loss_bbox: 0.1274 (0.1484) loss_bbox_aux_0: 0.1468 (0.1606) loss_bbox_aux_1: 0.1318 (0.1533) loss_bbox_aux_2: 0.1296 (0.1503) loss_bbox_aux_3: 0.1278 (0.1488) loss_bbox_aux_4: 0.1280 (0.1485) loss_bbox_aux_5: 0.1866 (0.1971) loss_bbox_dn_0: 0.2484 (0.2582) loss_bbox_dn_1: 0.1888 (0.1882) loss_bbox_dn_2: 0.1656 (0.1677) loss_bbox_dn_3: 0.1603 (0.1617) loss_bbox_dn_4: 0.1581 (0.1603) loss_bbox_dn_5: 0.1577 (0.1603) loss_giou: 0.4541 (0.4609) loss_giou_aux_0: 0.4794 (0.4838) loss_giou_aux_1: 0.4669 (0.4705) loss_giou_aux_2: 0.4524 (0.4650) loss_giou_aux_3: 0.4558 (0.4623) loss_giou_aux_4: 0.4535 (0.4614) loss_giou_aux_5: 0.5541 (0.5469) loss_giou_dn_0: 0.5457 (0.5633) loss_giou_dn_1: 0.4573 (0.4549) loss_giou_dn_2: 0.4276 (0.4239) loss_giou_dn_3: 0.4145 (0.4156) loss_giou_dn_4: 0.4103 (0.4136) loss_giou_dn_5: 0.4108 (0.4138) loss_vfl: 0.6196 (0.6560) loss_vfl_aux_0: 0.7277 (0.7572) loss_vfl_aux_1: 0.6652 (0.7127) loss_vfl_aux_2: 0.6349 (0.6839) loss_vfl_aux_3: 0.6388 (0.6686) loss_vfl_aux_4: 0.6165 (0.6594) loss_vfl_aux_5: 0.7319 (0.7412) loss_vfl_dn_0: 0.4445 (0.4457) loss_vfl_dn_1: 0.3756 (0.3799) loss_vfl_dn_2: 0.3577 (0.3637) loss_vfl_dn_3: 0.3521 (0.3565) loss_vfl_dn_4: 0.3527 (0.3539) loss_vfl_dn_5: 0.3504 (0.3532) time: 0.4804 data: 0.0137 max mem: 5654 Epoch: [59] [1700/7393] eta: 0:46:43 lr: 0.000010 loss: 15.2849 (15.3692) loss_bbox: 0.1338 (0.1483) loss_bbox_aux_0: 0.1481 (0.1604) loss_bbox_aux_1: 0.1473 (0.1530) loss_bbox_aux_2: 0.1328 (0.1501) loss_bbox_aux_3: 0.1406 (0.1486) loss_bbox_aux_4: 0.1280 (0.1484) loss_bbox_aux_5: 0.1891 (0.1967) loss_bbox_dn_0: 0.2477 (0.2577) loss_bbox_dn_1: 0.1731 (0.1878) loss_bbox_dn_2: 0.1468 (0.1673) loss_bbox_dn_3: 0.1408 (0.1613) loss_bbox_dn_4: 0.1411 (0.1599) loss_bbox_dn_5: 0.1411 (0.1599) loss_giou: 0.4279 (0.4613) loss_giou_aux_0: 0.4510 (0.4843) loss_giou_aux_1: 0.4392 (0.4708) loss_giou_aux_2: 0.4395 (0.4655) loss_giou_aux_3: 0.4322 (0.4627) loss_giou_aux_4: 0.4277 (0.4618) loss_giou_aux_5: 0.5143 (0.5473) loss_giou_dn_0: 0.5467 (0.5635) loss_giou_dn_1: 0.4353 (0.4550) loss_giou_dn_2: 0.4035 (0.4239) loss_giou_dn_3: 0.3949 (0.4157) loss_giou_dn_4: 0.3939 (0.4136) loss_giou_dn_5: 0.3942 (0.4138) loss_vfl: 0.6604 (0.6559) loss_vfl_aux_0: 0.7657 (0.7569) loss_vfl_aux_1: 0.7287 (0.7127) loss_vfl_aux_2: 0.6852 (0.6836) loss_vfl_aux_3: 0.6730 (0.6683) loss_vfl_aux_4: 0.6620 (0.6592) loss_vfl_aux_5: 0.7411 (0.7409) loss_vfl_dn_0: 0.4533 (0.4458) loss_vfl_dn_1: 0.3822 (0.3799) loss_vfl_dn_2: 0.3631 (0.3637) loss_vfl_dn_3: 0.3581 (0.3565) loss_vfl_dn_4: 0.3541 (0.3539) loss_vfl_dn_5: 0.3532 (0.3532) time: 0.4819 data: 0.0145 max mem: 5654 Epoch: [59] [1800/7393] eta: 0:45:50 lr: 0.000010 loss: 14.8684 (15.3750) loss_bbox: 0.1369 (0.1486) loss_bbox_aux_0: 0.1558 (0.1608) loss_bbox_aux_1: 0.1496 (0.1533) loss_bbox_aux_2: 0.1470 (0.1505) loss_bbox_aux_3: 0.1406 (0.1489) loss_bbox_aux_4: 0.1375 (0.1487) loss_bbox_aux_5: 0.1852 (0.1972) loss_bbox_dn_0: 0.2421 (0.2585) loss_bbox_dn_1: 0.1701 (0.1884) loss_bbox_dn_2: 0.1518 (0.1678) loss_bbox_dn_3: 0.1496 (0.1618) loss_bbox_dn_4: 0.1500 (0.1603) loss_bbox_dn_5: 0.1501 (0.1604) loss_giou: 0.3891 (0.4611) loss_giou_aux_0: 0.4168 (0.4838) loss_giou_aux_1: 0.3966 (0.4704) loss_giou_aux_2: 0.3921 (0.4651) loss_giou_aux_3: 0.3883 (0.4624) loss_giou_aux_4: 0.3870 (0.4615) loss_giou_aux_5: 0.4681 (0.5470) loss_giou_dn_0: 0.5270 (0.5633) loss_giou_dn_1: 0.4060 (0.4550) loss_giou_dn_2: 0.3685 (0.4238) loss_giou_dn_3: 0.3599 (0.4156) loss_giou_dn_4: 0.3578 (0.4135) loss_giou_dn_5: 0.3583 (0.4137) loss_vfl: 0.6715 (0.6562) loss_vfl_aux_0: 0.7766 (0.7570) loss_vfl_aux_1: 0.7461 (0.7134) loss_vfl_aux_2: 0.6919 (0.6841) loss_vfl_aux_3: 0.6790 (0.6687) loss_vfl_aux_4: 0.6716 (0.6596) loss_vfl_aux_5: 0.7232 (0.7413) loss_vfl_dn_0: 0.4430 (0.4457) loss_vfl_dn_1: 0.3684 (0.3799) loss_vfl_dn_2: 0.3571 (0.3638) loss_vfl_dn_3: 0.3475 (0.3566) loss_vfl_dn_4: 0.3430 (0.3540) loss_vfl_dn_5: 0.3419 (0.3533) time: 0.4902 data: 0.0138 max mem: 5654 Epoch: [59] [1900/7393] eta: 0:44:57 lr: 0.000010 loss: 15.2624 (15.3792) loss_bbox: 0.1466 (0.1487) loss_bbox_aux_0: 0.1586 (0.1610) loss_bbox_aux_1: 0.1437 (0.1535) loss_bbox_aux_2: 0.1498 (0.1507) loss_bbox_aux_3: 0.1385 (0.1490) loss_bbox_aux_4: 0.1417 (0.1487) loss_bbox_aux_5: 0.1810 (0.1973) loss_bbox_dn_0: 0.2365 (0.2584) loss_bbox_dn_1: 0.1612 (0.1884) loss_bbox_dn_2: 0.1472 (0.1678) loss_bbox_dn_3: 0.1426 (0.1618) loss_bbox_dn_4: 0.1416 (0.1604) loss_bbox_dn_5: 0.1417 (0.1604) loss_giou: 0.4339 (0.4615) loss_giou_aux_0: 0.4624 (0.4843) loss_giou_aux_1: 0.4408 (0.4708) loss_giou_aux_2: 0.4399 (0.4655) loss_giou_aux_3: 0.4330 (0.4628) loss_giou_aux_4: 0.4350 (0.4618) loss_giou_aux_5: 0.5232 (0.5476) loss_giou_dn_0: 0.5437 (0.5636) loss_giou_dn_1: 0.4389 (0.4552) loss_giou_dn_2: 0.4103 (0.4241) loss_giou_dn_3: 0.4053 (0.4159) loss_giou_dn_4: 0.4015 (0.4138) loss_giou_dn_5: 0.4015 (0.4140) loss_vfl: 0.6646 (0.6561) loss_vfl_aux_0: 0.7735 (0.7566) loss_vfl_aux_1: 0.7385 (0.7131) loss_vfl_aux_2: 0.6912 (0.6838) loss_vfl_aux_3: 0.6872 (0.6686) loss_vfl_aux_4: 0.6694 (0.6596) loss_vfl_aux_5: 0.7443 (0.7410) loss_vfl_dn_0: 0.4405 (0.4457) loss_vfl_dn_1: 0.3812 (0.3799) loss_vfl_dn_2: 0.3644 (0.3638) loss_vfl_dn_3: 0.3561 (0.3566) loss_vfl_dn_4: 0.3543 (0.3540) loss_vfl_dn_5: 0.3538 (0.3533) time: 0.4790 data: 0.0139 max mem: 5654 Epoch: [59] [2000/7393] eta: 0:44:04 lr: 0.000010 loss: 15.1741 (15.3790) loss_bbox: 0.1417 (0.1486) loss_bbox_aux_0: 0.1539 (0.1610) loss_bbox_aux_1: 0.1447 (0.1534) loss_bbox_aux_2: 0.1411 (0.1506) loss_bbox_aux_3: 0.1418 (0.1490) loss_bbox_aux_4: 0.1413 (0.1486) loss_bbox_aux_5: 0.1978 (0.1972) loss_bbox_dn_0: 0.2529 (0.2582) loss_bbox_dn_1: 0.1747 (0.1882) loss_bbox_dn_2: 0.1568 (0.1676) loss_bbox_dn_3: 0.1512 (0.1617) loss_bbox_dn_4: 0.1485 (0.1603) loss_bbox_dn_5: 0.1485 (0.1603) loss_giou: 0.3674 (0.4616) loss_giou_aux_0: 0.4191 (0.4846) loss_giou_aux_1: 0.3894 (0.4709) loss_giou_aux_2: 0.3824 (0.4657) loss_giou_aux_3: 0.3755 (0.4629) loss_giou_aux_4: 0.3678 (0.4620) loss_giou_aux_5: 0.4810 (0.5478) loss_giou_dn_0: 0.4975 (0.5636) loss_giou_dn_1: 0.3870 (0.4554) loss_giou_dn_2: 0.3594 (0.4243) loss_giou_dn_3: 0.3545 (0.4160) loss_giou_dn_4: 0.3543 (0.4139) loss_giou_dn_5: 0.3546 (0.4141) loss_vfl: 0.6546 (0.6561) loss_vfl_aux_0: 0.7424 (0.7563) loss_vfl_aux_1: 0.7061 (0.7129) loss_vfl_aux_2: 0.6800 (0.6837) loss_vfl_aux_3: 0.6638 (0.6685) loss_vfl_aux_4: 0.6795 (0.6596) loss_vfl_aux_5: 0.7272 (0.7407) loss_vfl_dn_0: 0.4527 (0.4457) loss_vfl_dn_1: 0.3759 (0.3799) loss_vfl_dn_2: 0.3626 (0.3639) loss_vfl_dn_3: 0.3512 (0.3567) loss_vfl_dn_4: 0.3485 (0.3541) loss_vfl_dn_5: 0.3473 (0.3534) time: 0.4919 data: 0.0141 max mem: 5654 Epoch: [59] [2100/7393] eta: 0:43:14 lr: 0.000010 loss: 15.0082 (15.3765) loss_bbox: 0.1509 (0.1486) loss_bbox_aux_0: 0.1472 (0.1609) loss_bbox_aux_1: 0.1529 (0.1533) loss_bbox_aux_2: 0.1589 (0.1506) loss_bbox_aux_3: 0.1514 (0.1490) loss_bbox_aux_4: 0.1509 (0.1486) loss_bbox_aux_5: 0.1848 (0.1970) loss_bbox_dn_0: 0.2445 (0.2578) loss_bbox_dn_1: 0.1760 (0.1879) loss_bbox_dn_2: 0.1517 (0.1673) loss_bbox_dn_3: 0.1441 (0.1614) loss_bbox_dn_4: 0.1418 (0.1600) loss_bbox_dn_5: 0.1419 (0.1600) loss_giou: 0.4248 (0.4620) loss_giou_aux_0: 0.4466 (0.4850) loss_giou_aux_1: 0.4277 (0.4713) loss_giou_aux_2: 0.4306 (0.4661) loss_giou_aux_3: 0.4268 (0.4633) loss_giou_aux_4: 0.4283 (0.4624) loss_giou_aux_5: 0.5134 (0.5481) loss_giou_dn_0: 0.5427 (0.5638) loss_giou_dn_1: 0.4431 (0.4555) loss_giou_dn_2: 0.4199 (0.4244) loss_giou_dn_3: 0.4175 (0.4162) loss_giou_dn_4: 0.4148 (0.4141) loss_giou_dn_5: 0.4150 (0.4143) loss_vfl: 0.6476 (0.6556) loss_vfl_aux_0: 0.7309 (0.7556) loss_vfl_aux_1: 0.6996 (0.7124) loss_vfl_aux_2: 0.6716 (0.6829) loss_vfl_aux_3: 0.6579 (0.6679) loss_vfl_aux_4: 0.6509 (0.6591) loss_vfl_aux_5: 0.7192 (0.7403) loss_vfl_dn_0: 0.4498 (0.4458) loss_vfl_dn_1: 0.3836 (0.3799) loss_vfl_dn_2: 0.3664 (0.3639) loss_vfl_dn_3: 0.3603 (0.3567) loss_vfl_dn_4: 0.3569 (0.3541) loss_vfl_dn_5: 0.3568 (0.3535) time: 0.4864 data: 0.0141 max mem: 5654 Epoch: [59] [2200/7393] eta: 0:42:23 lr: 0.000010 loss: 15.2824 (15.3777) loss_bbox: 0.1340 (0.1485) loss_bbox_aux_0: 0.1461 (0.1609) loss_bbox_aux_1: 0.1417 (0.1533) loss_bbox_aux_2: 0.1358 (0.1506) loss_bbox_aux_3: 0.1332 (0.1489) loss_bbox_aux_4: 0.1340 (0.1486) loss_bbox_aux_5: 0.1825 (0.1969) loss_bbox_dn_0: 0.2376 (0.2578) loss_bbox_dn_1: 0.1753 (0.1877) loss_bbox_dn_2: 0.1544 (0.1672) loss_bbox_dn_3: 0.1466 (0.1613) loss_bbox_dn_4: 0.1480 (0.1599) loss_bbox_dn_5: 0.1480 (0.1599) loss_giou: 0.4236 (0.4619) loss_giou_aux_0: 0.4370 (0.4850) loss_giou_aux_1: 0.4224 (0.4713) loss_giou_aux_2: 0.4073 (0.4661) loss_giou_aux_3: 0.4121 (0.4632) loss_giou_aux_4: 0.4260 (0.4623) loss_giou_aux_5: 0.5001 (0.5482) loss_giou_dn_0: 0.5523 (0.5638) loss_giou_dn_1: 0.4363 (0.4554) loss_giou_dn_2: 0.4041 (0.4243) loss_giou_dn_3: 0.3960 (0.4161) loss_giou_dn_4: 0.3930 (0.4140) loss_giou_dn_5: 0.3934 (0.4142) loss_vfl: 0.6574 (0.6560) loss_vfl_aux_0: 0.7212 (0.7558) loss_vfl_aux_1: 0.6839 (0.7128) loss_vfl_aux_2: 0.6693 (0.6833) loss_vfl_aux_3: 0.6678 (0.6684) loss_vfl_aux_4: 0.6467 (0.6595) loss_vfl_aux_5: 0.7197 (0.7406) loss_vfl_dn_0: 0.4413 (0.4458) loss_vfl_dn_1: 0.3769 (0.3799) loss_vfl_dn_2: 0.3653 (0.3639) loss_vfl_dn_3: 0.3556 (0.3567) loss_vfl_dn_4: 0.3527 (0.3541) loss_vfl_dn_5: 0.3535 (0.3534) time: 0.4833 data: 0.0145 max mem: 5654 Epoch: [59] [2300/7393] eta: 0:41:34 lr: 0.000010 loss: 15.6587 (15.3797) loss_bbox: 0.1381 (0.1484) loss_bbox_aux_0: 0.1467 (0.1607) loss_bbox_aux_1: 0.1443 (0.1531) loss_bbox_aux_2: 0.1396 (0.1505) loss_bbox_aux_3: 0.1420 (0.1488) loss_bbox_aux_4: 0.1381 (0.1484) loss_bbox_aux_5: 0.1854 (0.1966) loss_bbox_dn_0: 0.2309 (0.2571) loss_bbox_dn_1: 0.1653 (0.1872) loss_bbox_dn_2: 0.1505 (0.1668) loss_bbox_dn_3: 0.1447 (0.1609) loss_bbox_dn_4: 0.1435 (0.1595) loss_bbox_dn_5: 0.1435 (0.1595) loss_giou: 0.4490 (0.4627) loss_giou_aux_0: 0.4636 (0.4859) loss_giou_aux_1: 0.4441 (0.4721) loss_giou_aux_2: 0.4557 (0.4669) loss_giou_aux_3: 0.4504 (0.4641) loss_giou_aux_4: 0.4495 (0.4631) loss_giou_aux_5: 0.5376 (0.5491) loss_giou_dn_0: 0.5579 (0.5642) loss_giou_dn_1: 0.4442 (0.4558) loss_giou_dn_2: 0.4138 (0.4247) loss_giou_dn_3: 0.4084 (0.4165) loss_giou_dn_4: 0.4034 (0.4145) loss_giou_dn_5: 0.4036 (0.4147) loss_vfl: 0.6645 (0.6558) loss_vfl_aux_0: 0.7512 (0.7551) loss_vfl_aux_1: 0.7258 (0.7124) loss_vfl_aux_2: 0.6831 (0.6830) loss_vfl_aux_3: 0.6705 (0.6680) loss_vfl_aux_4: 0.6750 (0.6592) loss_vfl_aux_5: 0.7667 (0.7400) loss_vfl_dn_0: 0.4553 (0.4459) loss_vfl_dn_1: 0.3840 (0.3800) loss_vfl_dn_2: 0.3688 (0.3640) loss_vfl_dn_3: 0.3641 (0.3568) loss_vfl_dn_4: 0.3634 (0.3542) loss_vfl_dn_5: 0.3625 (0.3535) time: 0.4891 data: 0.0140 max mem: 5654 Epoch: [59] [2400/7393] eta: 0:40:43 lr: 0.000010 loss: 15.2789 (15.3745) loss_bbox: 0.1539 (0.1483) loss_bbox_aux_0: 0.1645 (0.1606) loss_bbox_aux_1: 0.1591 (0.1531) loss_bbox_aux_2: 0.1570 (0.1504) loss_bbox_aux_3: 0.1607 (0.1488) loss_bbox_aux_4: 0.1575 (0.1484) loss_bbox_aux_5: 0.1990 (0.1965) loss_bbox_dn_0: 0.2526 (0.2571) loss_bbox_dn_1: 0.1853 (0.1872) loss_bbox_dn_2: 0.1683 (0.1668) loss_bbox_dn_3: 0.1667 (0.1609) loss_bbox_dn_4: 0.1640 (0.1595) loss_bbox_dn_5: 0.1640 (0.1596) loss_giou: 0.4303 (0.4622) loss_giou_aux_0: 0.4421 (0.4854) loss_giou_aux_1: 0.4194 (0.4716) loss_giou_aux_2: 0.4312 (0.4664) loss_giou_aux_3: 0.4311 (0.4636) loss_giou_aux_4: 0.4303 (0.4626) loss_giou_aux_5: 0.4941 (0.5484) loss_giou_dn_0: 0.5421 (0.5640) loss_giou_dn_1: 0.4423 (0.4556) loss_giou_dn_2: 0.4090 (0.4245) loss_giou_dn_3: 0.3971 (0.4163) loss_giou_dn_4: 0.3940 (0.4142) loss_giou_dn_5: 0.3942 (0.4144) loss_vfl: 0.6465 (0.6558) loss_vfl_aux_0: 0.7980 (0.7551) loss_vfl_aux_1: 0.7427 (0.7125) loss_vfl_aux_2: 0.6719 (0.6829) loss_vfl_aux_3: 0.6590 (0.6680) loss_vfl_aux_4: 0.6528 (0.6593) loss_vfl_aux_5: 0.7532 (0.7400) loss_vfl_dn_0: 0.4407 (0.4458) loss_vfl_dn_1: 0.3812 (0.3800) loss_vfl_dn_2: 0.3674 (0.3641) loss_vfl_dn_3: 0.3581 (0.3568) loss_vfl_dn_4: 0.3554 (0.3542) loss_vfl_dn_5: 0.3554 (0.3535) time: 0.4771 data: 0.0136 max mem: 5654 Epoch: [59] [2500/7393] eta: 0:40:07 lr: 0.000010 loss: 15.5085 (15.3794) loss_bbox: 0.1445 (0.1485) loss_bbox_aux_0: 0.1503 (0.1606) loss_bbox_aux_1: 0.1475 (0.1532) loss_bbox_aux_2: 0.1439 (0.1505) loss_bbox_aux_3: 0.1429 (0.1489) loss_bbox_aux_4: 0.1434 (0.1485) loss_bbox_aux_5: 0.1769 (0.1963) loss_bbox_dn_0: 0.2460 (0.2569) loss_bbox_dn_1: 0.1801 (0.1871) loss_bbox_dn_2: 0.1679 (0.1668) loss_bbox_dn_3: 0.1631 (0.1609) loss_bbox_dn_4: 0.1642 (0.1595) loss_bbox_dn_5: 0.1642 (0.1595) loss_giou: 0.4283 (0.4627) loss_giou_aux_0: 0.4410 (0.4859) loss_giou_aux_1: 0.4303 (0.4722) loss_giou_aux_2: 0.4231 (0.4669) loss_giou_aux_3: 0.4375 (0.4641) loss_giou_aux_4: 0.4394 (0.4631) loss_giou_aux_5: 0.4856 (0.5489) loss_giou_dn_0: 0.5479 (0.5642) loss_giou_dn_1: 0.4400 (0.4558) loss_giou_dn_2: 0.4072 (0.4247) loss_giou_dn_3: 0.3986 (0.4165) loss_giou_dn_4: 0.3975 (0.4144) loss_giou_dn_5: 0.3978 (0.4146) loss_vfl: 0.6542 (0.6557) loss_vfl_aux_0: 0.7881 (0.7551) loss_vfl_aux_1: 0.7295 (0.7125) loss_vfl_aux_2: 0.6997 (0.6828) loss_vfl_aux_3: 0.6752 (0.6679) loss_vfl_aux_4: 0.6601 (0.6592) loss_vfl_aux_5: 0.7566 (0.7401) loss_vfl_dn_0: 0.4505 (0.4458) loss_vfl_dn_1: 0.3882 (0.3801) loss_vfl_dn_2: 0.3691 (0.3642) loss_vfl_dn_3: 0.3620 (0.3569) loss_vfl_dn_4: 0.3598 (0.3543) loss_vfl_dn_5: 0.3569 (0.3536) time: 0.4769 data: 0.0142 max mem: 5654 Epoch: [59] [2600/7393] eta: 0:39:16 lr: 0.000010 loss: 16.1298 (15.3812) loss_bbox: 0.1415 (0.1487) loss_bbox_aux_0: 0.1540 (0.1609) loss_bbox_aux_1: 0.1464 (0.1534) loss_bbox_aux_2: 0.1397 (0.1507) loss_bbox_aux_3: 0.1427 (0.1491) loss_bbox_aux_4: 0.1428 (0.1487) loss_bbox_aux_5: 0.1881 (0.1966) loss_bbox_dn_0: 0.2127 (0.2571) loss_bbox_dn_1: 0.1634 (0.1873) loss_bbox_dn_2: 0.1466 (0.1668) loss_bbox_dn_3: 0.1423 (0.1609) loss_bbox_dn_4: 0.1417 (0.1596) loss_bbox_dn_5: 0.1418 (0.1596) loss_giou: 0.4752 (0.4630) loss_giou_aux_0: 0.4948 (0.4863) loss_giou_aux_1: 0.4768 (0.4725) loss_giou_aux_2: 0.4798 (0.4672) loss_giou_aux_3: 0.4740 (0.4644) loss_giou_aux_4: 0.4761 (0.4634) loss_giou_aux_5: 0.5605 (0.5493) loss_giou_dn_0: 0.5671 (0.5642) loss_giou_dn_1: 0.4589 (0.4558) loss_giou_dn_2: 0.4272 (0.4247) loss_giou_dn_3: 0.4207 (0.4165) loss_giou_dn_4: 0.4187 (0.4144) loss_giou_dn_5: 0.4187 (0.4146) loss_vfl: 0.6583 (0.6555) loss_vfl_aux_0: 0.7667 (0.7546) loss_vfl_aux_1: 0.6889 (0.7120) loss_vfl_aux_2: 0.6904 (0.6825) loss_vfl_aux_3: 0.6850 (0.6676) loss_vfl_aux_4: 0.6771 (0.6589) loss_vfl_aux_5: 0.7497 (0.7398) loss_vfl_dn_0: 0.4483 (0.4458) loss_vfl_dn_1: 0.3860 (0.3801) loss_vfl_dn_2: 0.3703 (0.3642) loss_vfl_dn_3: 0.3643 (0.3569) loss_vfl_dn_4: 0.3626 (0.3543) loss_vfl_dn_5: 0.3628 (0.3536) time: 0.4945 data: 0.0139 max mem: 5654 Epoch: [59] [2700/7393] eta: 0:38:26 lr: 0.000010 loss: 15.7021 (15.3865) loss_bbox: 0.1470 (0.1487) loss_bbox_aux_0: 0.1647 (0.1611) loss_bbox_aux_1: 0.1557 (0.1536) loss_bbox_aux_2: 0.1547 (0.1508) loss_bbox_aux_3: 0.1470 (0.1493) loss_bbox_aux_4: 0.1465 (0.1488) loss_bbox_aux_5: 0.2020 (0.1969) loss_bbox_dn_0: 0.2354 (0.2573) loss_bbox_dn_1: 0.1828 (0.1875) loss_bbox_dn_2: 0.1651 (0.1671) loss_bbox_dn_3: 0.1646 (0.1612) loss_bbox_dn_4: 0.1595 (0.1598) loss_bbox_dn_5: 0.1595 (0.1598) loss_giou: 0.4609 (0.4630) loss_giou_aux_0: 0.5025 (0.4864) loss_giou_aux_1: 0.4812 (0.4726) loss_giou_aux_2: 0.4753 (0.4673) loss_giou_aux_3: 0.4667 (0.4644) loss_giou_aux_4: 0.4607 (0.4634) loss_giou_aux_5: 0.5654 (0.5494) loss_giou_dn_0: 0.5658 (0.5642) loss_giou_dn_1: 0.4567 (0.4558) loss_giou_dn_2: 0.4198 (0.4247) loss_giou_dn_3: 0.4121 (0.4164) loss_giou_dn_4: 0.4090 (0.4144) loss_giou_dn_5: 0.4091 (0.4146) loss_vfl: 0.6529 (0.6558) loss_vfl_aux_0: 0.7393 (0.7549) loss_vfl_aux_1: 0.7093 (0.7122) loss_vfl_aux_2: 0.6770 (0.6826) loss_vfl_aux_3: 0.6500 (0.6677) loss_vfl_aux_4: 0.6515 (0.6592) loss_vfl_aux_5: 0.7351 (0.7400) loss_vfl_dn_0: 0.4446 (0.4459) loss_vfl_dn_1: 0.3818 (0.3802) loss_vfl_dn_2: 0.3679 (0.3643) loss_vfl_dn_3: 0.3600 (0.3570) loss_vfl_dn_4: 0.3603 (0.3544) loss_vfl_dn_5: 0.3598 (0.3537) time: 0.4742 data: 0.0147 max mem: 5654 Epoch: [59] [2800/7393] eta: 0:37:47 lr: 0.000010 loss: 15.9803 (15.3892) loss_bbox: 0.1402 (0.1487) loss_bbox_aux_0: 0.1545 (0.1611) loss_bbox_aux_1: 0.1446 (0.1535) loss_bbox_aux_2: 0.1448 (0.1508) loss_bbox_aux_3: 0.1419 (0.1492) loss_bbox_aux_4: 0.1409 (0.1488) loss_bbox_aux_5: 0.1819 (0.1968) loss_bbox_dn_0: 0.2454 (0.2571) loss_bbox_dn_1: 0.1744 (0.1873) loss_bbox_dn_2: 0.1527 (0.1669) loss_bbox_dn_3: 0.1469 (0.1610) loss_bbox_dn_4: 0.1471 (0.1597) loss_bbox_dn_5: 0.1472 (0.1597) loss_giou: 0.4782 (0.4632) loss_giou_aux_0: 0.5170 (0.4867) loss_giou_aux_1: 0.5002 (0.4727) loss_giou_aux_2: 0.4840 (0.4675) loss_giou_aux_3: 0.4765 (0.4646) loss_giou_aux_4: 0.4740 (0.4636) loss_giou_aux_5: 0.5695 (0.5496) loss_giou_dn_0: 0.5795 (0.5644) loss_giou_dn_1: 0.4752 (0.4560) loss_giou_dn_2: 0.4506 (0.4248) loss_giou_dn_3: 0.4453 (0.4166) loss_giou_dn_4: 0.4419 (0.4145) loss_giou_dn_5: 0.4419 (0.4147) loss_vfl: 0.6630 (0.6558) loss_vfl_aux_0: 0.7467 (0.7551) loss_vfl_aux_1: 0.7189 (0.7125) loss_vfl_aux_2: 0.6935 (0.6828) loss_vfl_aux_3: 0.6839 (0.6678) loss_vfl_aux_4: 0.6816 (0.6593) loss_vfl_aux_5: 0.7291 (0.7403) loss_vfl_dn_0: 0.4441 (0.4459) loss_vfl_dn_1: 0.3861 (0.3803) loss_vfl_dn_2: 0.3725 (0.3644) loss_vfl_dn_3: 0.3639 (0.3571) loss_vfl_dn_4: 0.3643 (0.3545) loss_vfl_dn_5: 0.3623 (0.3538) time: 0.4812 data: 0.0137 max mem: 5654 Epoch: [59] [2900/7393] eta: 0:36:55 lr: 0.000010 loss: 14.9942 (15.3805) loss_bbox: 0.1292 (0.1487) loss_bbox_aux_0: 0.1428 (0.1611) loss_bbox_aux_1: 0.1369 (0.1535) loss_bbox_aux_2: 0.1364 (0.1507) loss_bbox_aux_3: 0.1305 (0.1492) loss_bbox_aux_4: 0.1268 (0.1488) loss_bbox_aux_5: 0.1835 (0.1968) loss_bbox_dn_0: 0.2297 (0.2572) loss_bbox_dn_1: 0.1625 (0.1873) loss_bbox_dn_2: 0.1411 (0.1669) loss_bbox_dn_3: 0.1345 (0.1610) loss_bbox_dn_4: 0.1316 (0.1596) loss_bbox_dn_5: 0.1316 (0.1596) loss_giou: 0.4346 (0.4627) loss_giou_aux_0: 0.4573 (0.4862) loss_giou_aux_1: 0.4372 (0.4722) loss_giou_aux_2: 0.4458 (0.4670) loss_giou_aux_3: 0.4348 (0.4641) loss_giou_aux_4: 0.4436 (0.4631) loss_giou_aux_5: 0.5146 (0.5490) loss_giou_dn_0: 0.5471 (0.5640) loss_giou_dn_1: 0.4451 (0.4556) loss_giou_dn_2: 0.4175 (0.4245) loss_giou_dn_3: 0.4070 (0.4162) loss_giou_dn_4: 0.4037 (0.4141) loss_giou_dn_5: 0.4037 (0.4143) loss_vfl: 0.6410 (0.6555) loss_vfl_aux_0: 0.7269 (0.7549) loss_vfl_aux_1: 0.6917 (0.7122) loss_vfl_aux_2: 0.6709 (0.6825) loss_vfl_aux_3: 0.6587 (0.6675) loss_vfl_aux_4: 0.6486 (0.6590) loss_vfl_aux_5: 0.7424 (0.7402) loss_vfl_dn_0: 0.4444 (0.4458) loss_vfl_dn_1: 0.3731 (0.3802) loss_vfl_dn_2: 0.3547 (0.3643) loss_vfl_dn_3: 0.3488 (0.3570) loss_vfl_dn_4: 0.3451 (0.3544) loss_vfl_dn_5: 0.3452 (0.3537) time: 0.4840 data: 0.0141 max mem: 5654 Epoch: [59] [3000/7393] eta: 0:36:05 lr: 0.000010 loss: 14.8179 (15.3861) loss_bbox: 0.1428 (0.1488) loss_bbox_aux_0: 0.1571 (0.1612) loss_bbox_aux_1: 0.1488 (0.1536) loss_bbox_aux_2: 0.1487 (0.1508) loss_bbox_aux_3: 0.1427 (0.1492) loss_bbox_aux_4: 0.1452 (0.1488) loss_bbox_aux_5: 0.1940 (0.1967) loss_bbox_dn_0: 0.2326 (0.2569) loss_bbox_dn_1: 0.1769 (0.1872) loss_bbox_dn_2: 0.1547 (0.1667) loss_bbox_dn_3: 0.1506 (0.1608) loss_bbox_dn_4: 0.1492 (0.1594) loss_bbox_dn_5: 0.1492 (0.1595) loss_giou: 0.4454 (0.4634) loss_giou_aux_0: 0.4631 (0.4869) loss_giou_aux_1: 0.4448 (0.4729) loss_giou_aux_2: 0.4453 (0.4677) loss_giou_aux_3: 0.4437 (0.4648) loss_giou_aux_4: 0.4499 (0.4638) loss_giou_aux_5: 0.5131 (0.5496) loss_giou_dn_0: 0.5390 (0.5645) loss_giou_dn_1: 0.4346 (0.4561) loss_giou_dn_2: 0.4011 (0.4249) loss_giou_dn_3: 0.3949 (0.4166) loss_giou_dn_4: 0.3926 (0.4146) loss_giou_dn_5: 0.3929 (0.4148) loss_vfl: 0.6439 (0.6554) loss_vfl_aux_0: 0.7349 (0.7544) loss_vfl_aux_1: 0.6892 (0.7119) loss_vfl_aux_2: 0.6602 (0.6823) loss_vfl_aux_3: 0.6522 (0.6673) loss_vfl_aux_4: 0.6442 (0.6589) loss_vfl_aux_5: 0.7070 (0.7400) loss_vfl_dn_0: 0.4443 (0.4459) loss_vfl_dn_1: 0.3739 (0.3803) loss_vfl_dn_2: 0.3629 (0.3644) loss_vfl_dn_3: 0.3562 (0.3571) loss_vfl_dn_4: 0.3519 (0.3545) loss_vfl_dn_5: 0.3512 (0.3538) time: 0.4707 data: 0.0139 max mem: 5654 Epoch: [59] [3100/7393] eta: 0:35:23 lr: 0.000010 loss: 15.8777 (15.3894) loss_bbox: 0.1350 (0.1486) loss_bbox_aux_0: 0.1526 (0.1610) loss_bbox_aux_1: 0.1363 (0.1534) loss_bbox_aux_2: 0.1388 (0.1506) loss_bbox_aux_3: 0.1356 (0.1491) loss_bbox_aux_4: 0.1350 (0.1486) loss_bbox_aux_5: 0.1868 (0.1964) loss_bbox_dn_0: 0.2286 (0.2566) loss_bbox_dn_1: 0.1712 (0.1870) loss_bbox_dn_2: 0.1456 (0.1666) loss_bbox_dn_3: 0.1334 (0.1607) loss_bbox_dn_4: 0.1315 (0.1593) loss_bbox_dn_5: 0.1315 (0.1593) loss_giou: 0.5151 (0.4639) loss_giou_aux_0: 0.5429 (0.4873) loss_giou_aux_1: 0.5214 (0.4734) loss_giou_aux_2: 0.5247 (0.4682) loss_giou_aux_3: 0.5162 (0.4653) loss_giou_aux_4: 0.5178 (0.4642) loss_giou_aux_5: 0.6033 (0.5499) loss_giou_dn_0: 0.5930 (0.5648) loss_giou_dn_1: 0.4886 (0.4563) loss_giou_dn_2: 0.4564 (0.4252) loss_giou_dn_3: 0.4430 (0.4169) loss_giou_dn_4: 0.4393 (0.4148) loss_giou_dn_5: 0.4392 (0.4150) loss_vfl: 0.6342 (0.6556) loss_vfl_aux_0: 0.7220 (0.7544) loss_vfl_aux_1: 0.6872 (0.7120) loss_vfl_aux_2: 0.6485 (0.6826) loss_vfl_aux_3: 0.6293 (0.6675) loss_vfl_aux_4: 0.6368 (0.6590) loss_vfl_aux_5: 0.7185 (0.7401) loss_vfl_dn_0: 0.4492 (0.4458) loss_vfl_dn_1: 0.3844 (0.3803) loss_vfl_dn_2: 0.3687 (0.3644) loss_vfl_dn_3: 0.3601 (0.3572) loss_vfl_dn_4: 0.3569 (0.3545) loss_vfl_dn_5: 0.3595 (0.3538) time: 0.4830 data: 0.0140 max mem: 5654 Epoch: [59] [3200/7393] eta: 0:34:33 lr: 0.000010 loss: 15.2301 (15.3899) loss_bbox: 0.1407 (0.1486) loss_bbox_aux_0: 0.1524 (0.1611) loss_bbox_aux_1: 0.1415 (0.1534) loss_bbox_aux_2: 0.1406 (0.1507) loss_bbox_aux_3: 0.1435 (0.1492) loss_bbox_aux_4: 0.1440 (0.1487) loss_bbox_aux_5: 0.1903 (0.1965) loss_bbox_dn_0: 0.2511 (0.2566) loss_bbox_dn_1: 0.1909 (0.1870) loss_bbox_dn_2: 0.1680 (0.1666) loss_bbox_dn_3: 0.1615 (0.1607) loss_bbox_dn_4: 0.1597 (0.1593) loss_bbox_dn_5: 0.1597 (0.1593) loss_giou: 0.4023 (0.4638) loss_giou_aux_0: 0.4250 (0.4872) loss_giou_aux_1: 0.4043 (0.4732) loss_giou_aux_2: 0.4039 (0.4681) loss_giou_aux_3: 0.4113 (0.4652) loss_giou_aux_4: 0.4039 (0.4641) loss_giou_aux_5: 0.4601 (0.5499) loss_giou_dn_0: 0.5234 (0.5648) loss_giou_dn_1: 0.4185 (0.4564) loss_giou_dn_2: 0.3972 (0.4252) loss_giou_dn_3: 0.3862 (0.4169) loss_giou_dn_4: 0.3820 (0.4149) loss_giou_dn_5: 0.3820 (0.4151) loss_vfl: 0.6685 (0.6557) loss_vfl_aux_0: 0.7808 (0.7544) loss_vfl_aux_1: 0.7381 (0.7121) loss_vfl_aux_2: 0.6941 (0.6826) loss_vfl_aux_3: 0.6872 (0.6675) loss_vfl_aux_4: 0.6772 (0.6591) loss_vfl_aux_5: 0.7597 (0.7402) loss_vfl_dn_0: 0.4395 (0.4458) loss_vfl_dn_1: 0.3751 (0.3803) loss_vfl_dn_2: 0.3568 (0.3644) loss_vfl_dn_3: 0.3489 (0.3571) loss_vfl_dn_4: 0.3446 (0.3545) loss_vfl_dn_5: 0.3434 (0.3538) time: 0.4755 data: 0.0139 max mem: 5654 Epoch: [59] [3300/7393] eta: 0:33:42 lr: 0.000010 loss: 15.1708 (15.3827) loss_bbox: 0.1243 (0.1486) loss_bbox_aux_0: 0.1431 (0.1610) loss_bbox_aux_1: 0.1315 (0.1534) loss_bbox_aux_2: 0.1334 (0.1507) loss_bbox_aux_3: 0.1244 (0.1491) loss_bbox_aux_4: 0.1241 (0.1487) loss_bbox_aux_5: 0.1800 (0.1964) loss_bbox_dn_0: 0.2075 (0.2565) loss_bbox_dn_1: 0.1547 (0.1868) loss_bbox_dn_2: 0.1351 (0.1665) loss_bbox_dn_3: 0.1292 (0.1605) loss_bbox_dn_4: 0.1280 (0.1592) loss_bbox_dn_5: 0.1280 (0.1592) loss_giou: 0.4755 (0.4635) loss_giou_aux_0: 0.4815 (0.4869) loss_giou_aux_1: 0.4776 (0.4729) loss_giou_aux_2: 0.4774 (0.4679) loss_giou_aux_3: 0.4783 (0.4649) loss_giou_aux_4: 0.4672 (0.4638) loss_giou_aux_5: 0.5424 (0.5495) loss_giou_dn_0: 0.5636 (0.5645) loss_giou_dn_1: 0.4551 (0.4561) loss_giou_dn_2: 0.4228 (0.4250) loss_giou_dn_3: 0.4130 (0.4167) loss_giou_dn_4: 0.4100 (0.4146) loss_giou_dn_5: 0.4104 (0.4148) loss_vfl: 0.6257 (0.6554) loss_vfl_aux_0: 0.7408 (0.7542) loss_vfl_aux_1: 0.6814 (0.7117) loss_vfl_aux_2: 0.6590 (0.6822) loss_vfl_aux_3: 0.6411 (0.6672) loss_vfl_aux_4: 0.6354 (0.6588) loss_vfl_aux_5: 0.6979 (0.7399) loss_vfl_dn_0: 0.4429 (0.4458) loss_vfl_dn_1: 0.3770 (0.3802) loss_vfl_dn_2: 0.3630 (0.3643) loss_vfl_dn_3: 0.3565 (0.3570) loss_vfl_dn_4: 0.3538 (0.3544) loss_vfl_dn_5: 0.3534 (0.3537) time: 0.4849 data: 0.0145 max mem: 5654 Epoch: [59] [3400/7393] eta: 0:32:51 lr: 0.000010 loss: 15.4505 (15.3837) loss_bbox: 0.1399 (0.1486) loss_bbox_aux_0: 0.1544 (0.1610) loss_bbox_aux_1: 0.1432 (0.1534) loss_bbox_aux_2: 0.1389 (0.1507) loss_bbox_aux_3: 0.1434 (0.1491) loss_bbox_aux_4: 0.1385 (0.1487) loss_bbox_aux_5: 0.1893 (0.1964) loss_bbox_dn_0: 0.2412 (0.2565) loss_bbox_dn_1: 0.1805 (0.1869) loss_bbox_dn_2: 0.1712 (0.1665) loss_bbox_dn_3: 0.1632 (0.1606) loss_bbox_dn_4: 0.1636 (0.1592) loss_bbox_dn_5: 0.1637 (0.1592) loss_giou: 0.4456 (0.4633) loss_giou_aux_0: 0.4659 (0.4867) loss_giou_aux_1: 0.4432 (0.4728) loss_giou_aux_2: 0.4409 (0.4676) loss_giou_aux_3: 0.4437 (0.4646) loss_giou_aux_4: 0.4472 (0.4635) loss_giou_aux_5: 0.5315 (0.5494) loss_giou_dn_0: 0.5737 (0.5644) loss_giou_dn_1: 0.4469 (0.4560) loss_giou_dn_2: 0.4175 (0.4249) loss_giou_dn_3: 0.4085 (0.4166) loss_giou_dn_4: 0.4053 (0.4145) loss_giou_dn_5: 0.4052 (0.4147) loss_vfl: 0.6657 (0.6559) loss_vfl_aux_0: 0.7835 (0.7544) loss_vfl_aux_1: 0.7397 (0.7120) loss_vfl_aux_2: 0.7019 (0.6826) loss_vfl_aux_3: 0.6888 (0.6677) loss_vfl_aux_4: 0.6818 (0.6593) loss_vfl_aux_5: 0.7512 (0.7401) loss_vfl_dn_0: 0.4594 (0.4459) loss_vfl_dn_1: 0.3856 (0.3802) loss_vfl_dn_2: 0.3718 (0.3643) loss_vfl_dn_3: 0.3632 (0.3571) loss_vfl_dn_4: 0.3616 (0.3545) loss_vfl_dn_5: 0.3606 (0.3538) time: 0.4820 data: 0.0138 max mem: 5654 Epoch: [59] [3500/7393] eta: 0:32:00 lr: 0.000010 loss: 15.5893 (15.3859) loss_bbox: 0.1530 (0.1486) loss_bbox_aux_0: 0.1565 (0.1610) loss_bbox_aux_1: 0.1596 (0.1534) loss_bbox_aux_2: 0.1528 (0.1507) loss_bbox_aux_3: 0.1492 (0.1491) loss_bbox_aux_4: 0.1526 (0.1488) loss_bbox_aux_5: 0.1775 (0.1963) loss_bbox_dn_0: 0.2222 (0.2565) loss_bbox_dn_1: 0.1656 (0.1870) loss_bbox_dn_2: 0.1467 (0.1666) loss_bbox_dn_3: 0.1429 (0.1607) loss_bbox_dn_4: 0.1421 (0.1594) loss_bbox_dn_5: 0.1421 (0.1594) loss_giou: 0.4801 (0.4636) loss_giou_aux_0: 0.5147 (0.4870) loss_giou_aux_1: 0.5039 (0.4731) loss_giou_aux_2: 0.4876 (0.4680) loss_giou_aux_3: 0.4735 (0.4650) loss_giou_aux_4: 0.4888 (0.4639) loss_giou_aux_5: 0.5614 (0.5496) loss_giou_dn_0: 0.5709 (0.5646) loss_giou_dn_1: 0.4699 (0.4563) loss_giou_dn_2: 0.4483 (0.4252) loss_giou_dn_3: 0.4424 (0.4169) loss_giou_dn_4: 0.4420 (0.4148) loss_giou_dn_5: 0.4424 (0.4150) loss_vfl: 0.6148 (0.6556) loss_vfl_aux_0: 0.7116 (0.7540) loss_vfl_aux_1: 0.6529 (0.7117) loss_vfl_aux_2: 0.6472 (0.6823) loss_vfl_aux_3: 0.6478 (0.6675) loss_vfl_aux_4: 0.6164 (0.6590) loss_vfl_aux_5: 0.7012 (0.7399) loss_vfl_dn_0: 0.4404 (0.4459) loss_vfl_dn_1: 0.3737 (0.3802) loss_vfl_dn_2: 0.3563 (0.3643) loss_vfl_dn_3: 0.3530 (0.3570) loss_vfl_dn_4: 0.3507 (0.3544) loss_vfl_dn_5: 0.3494 (0.3537) time: 0.4679 data: 0.0138 max mem: 5654 Epoch: [59] [3600/7393] eta: 0:31:17 lr: 0.000010 loss: 15.2555 (15.3884) loss_bbox: 0.1372 (0.1486) loss_bbox_aux_0: 0.1477 (0.1610) loss_bbox_aux_1: 0.1424 (0.1534) loss_bbox_aux_2: 0.1396 (0.1507) loss_bbox_aux_3: 0.1324 (0.1491) loss_bbox_aux_4: 0.1372 (0.1487) loss_bbox_aux_5: 0.1707 (0.1963) loss_bbox_dn_0: 0.2651 (0.2566) loss_bbox_dn_1: 0.1907 (0.1871) loss_bbox_dn_2: 0.1663 (0.1668) loss_bbox_dn_3: 0.1606 (0.1609) loss_bbox_dn_4: 0.1566 (0.1595) loss_bbox_dn_5: 0.1566 (0.1595) loss_giou: 0.4651 (0.4634) loss_giou_aux_0: 0.4776 (0.4867) loss_giou_aux_1: 0.4681 (0.4728) loss_giou_aux_2: 0.4672 (0.4677) loss_giou_aux_3: 0.4675 (0.4648) loss_giou_aux_4: 0.4706 (0.4637) loss_giou_aux_5: 0.5426 (0.5494) loss_giou_dn_0: 0.5773 (0.5645) loss_giou_dn_1: 0.4702 (0.4562) loss_giou_dn_2: 0.4372 (0.4252) loss_giou_dn_3: 0.4309 (0.4169) loss_giou_dn_4: 0.4267 (0.4148) loss_giou_dn_5: 0.4269 (0.4150) loss_vfl: 0.6591 (0.6559) loss_vfl_aux_0: 0.7652 (0.7546) loss_vfl_aux_1: 0.6962 (0.7122) loss_vfl_aux_2: 0.6696 (0.6827) loss_vfl_aux_3: 0.6594 (0.6678) loss_vfl_aux_4: 0.6592 (0.6593) loss_vfl_aux_5: 0.7482 (0.7404) loss_vfl_dn_0: 0.4506 (0.4460) loss_vfl_dn_1: 0.3856 (0.3803) loss_vfl_dn_2: 0.3725 (0.3644) loss_vfl_dn_3: 0.3647 (0.3571) loss_vfl_dn_4: 0.3617 (0.3545) loss_vfl_dn_5: 0.3604 (0.3538) time: 0.4819 data: 0.0143 max mem: 5654 Epoch: [59] [3700/7393] eta: 0:30:26 lr: 0.000010 loss: 14.8634 (15.3872) loss_bbox: 0.1370 (0.1486) loss_bbox_aux_0: 0.1460 (0.1610) loss_bbox_aux_1: 0.1433 (0.1533) loss_bbox_aux_2: 0.1439 (0.1506) loss_bbox_aux_3: 0.1438 (0.1491) loss_bbox_aux_4: 0.1371 (0.1487) loss_bbox_aux_5: 0.1865 (0.1963) loss_bbox_dn_0: 0.2281 (0.2566) loss_bbox_dn_1: 0.1671 (0.1871) loss_bbox_dn_2: 0.1507 (0.1668) loss_bbox_dn_3: 0.1453 (0.1609) loss_bbox_dn_4: 0.1428 (0.1595) loss_bbox_dn_5: 0.1429 (0.1595) loss_giou: 0.4357 (0.4632) loss_giou_aux_0: 0.4516 (0.4865) loss_giou_aux_1: 0.4526 (0.4727) loss_giou_aux_2: 0.4296 (0.4676) loss_giou_aux_3: 0.4314 (0.4646) loss_giou_aux_4: 0.4307 (0.4635) loss_giou_aux_5: 0.5180 (0.5491) loss_giou_dn_0: 0.5486 (0.5644) loss_giou_dn_1: 0.4411 (0.4561) loss_giou_dn_2: 0.3976 (0.4250) loss_giou_dn_3: 0.3879 (0.4168) loss_giou_dn_4: 0.3852 (0.4147) loss_giou_dn_5: 0.3858 (0.4149) loss_vfl: 0.6590 (0.6560) loss_vfl_aux_0: 0.7578 (0.7549) loss_vfl_aux_1: 0.7092 (0.7125) loss_vfl_aux_2: 0.6858 (0.6829) loss_vfl_aux_3: 0.6641 (0.6678) loss_vfl_aux_4: 0.6556 (0.6594) loss_vfl_aux_5: 0.7657 (0.7406) loss_vfl_dn_0: 0.4542 (0.4460) loss_vfl_dn_1: 0.3755 (0.3803) loss_vfl_dn_2: 0.3580 (0.3644) loss_vfl_dn_3: 0.3516 (0.3571) loss_vfl_dn_4: 0.3504 (0.3545) loss_vfl_dn_5: 0.3492 (0.3538) time: 0.4878 data: 0.0134 max mem: 5654 Epoch: [59] [3800/7393] eta: 0:29:35 lr: 0.000010 loss: 15.0362 (15.3862) loss_bbox: 0.1339 (0.1486) loss_bbox_aux_0: 0.1528 (0.1609) loss_bbox_aux_1: 0.1425 (0.1533) loss_bbox_aux_2: 0.1392 (0.1507) loss_bbox_aux_3: 0.1349 (0.1491) loss_bbox_aux_4: 0.1341 (0.1487) loss_bbox_aux_5: 0.1797 (0.1961) loss_bbox_dn_0: 0.2201 (0.2567) loss_bbox_dn_1: 0.1616 (0.1872) loss_bbox_dn_2: 0.1446 (0.1669) loss_bbox_dn_3: 0.1390 (0.1610) loss_bbox_dn_4: 0.1362 (0.1596) loss_bbox_dn_5: 0.1362 (0.1596) loss_giou: 0.4398 (0.4631) loss_giou_aux_0: 0.4691 (0.4864) loss_giou_aux_1: 0.4511 (0.4726) loss_giou_aux_2: 0.4469 (0.4675) loss_giou_aux_3: 0.4370 (0.4645) loss_giou_aux_4: 0.4370 (0.4634) loss_giou_aux_5: 0.5381 (0.5490) loss_giou_dn_0: 0.5616 (0.5644) loss_giou_dn_1: 0.4454 (0.4561) loss_giou_dn_2: 0.4067 (0.4250) loss_giou_dn_3: 0.3958 (0.4167) loss_giou_dn_4: 0.3917 (0.4146) loss_giou_dn_5: 0.3919 (0.4148) loss_vfl: 0.6341 (0.6558) loss_vfl_aux_0: 0.7193 (0.7549) loss_vfl_aux_1: 0.6936 (0.7125) loss_vfl_aux_2: 0.6602 (0.6828) loss_vfl_aux_3: 0.6562 (0.6677) loss_vfl_aux_4: 0.6513 (0.6593) loss_vfl_aux_5: 0.7274 (0.7407) loss_vfl_dn_0: 0.4441 (0.4460) loss_vfl_dn_1: 0.3790 (0.3803) loss_vfl_dn_2: 0.3663 (0.3643) loss_vfl_dn_3: 0.3604 (0.3571) loss_vfl_dn_4: 0.3555 (0.3545) loss_vfl_dn_5: 0.3561 (0.3538) time: 0.4963 data: 0.0149 max mem: 5654 Epoch: [59] [3900/7393] eta: 0:28:44 lr: 0.000010 loss: 15.1189 (15.3882) loss_bbox: 0.1412 (0.1486) loss_bbox_aux_0: 0.1510 (0.1608) loss_bbox_aux_1: 0.1411 (0.1533) loss_bbox_aux_2: 0.1344 (0.1507) loss_bbox_aux_3: 0.1350 (0.1491) loss_bbox_aux_4: 0.1380 (0.1487) loss_bbox_aux_5: 0.1781 (0.1960) loss_bbox_dn_0: 0.2397 (0.2567) loss_bbox_dn_1: 0.1751 (0.1873) loss_bbox_dn_2: 0.1558 (0.1669) loss_bbox_dn_3: 0.1494 (0.1611) loss_bbox_dn_4: 0.1475 (0.1597) loss_bbox_dn_5: 0.1475 (0.1597) loss_giou: 0.4588 (0.4632) loss_giou_aux_0: 0.4726 (0.4863) loss_giou_aux_1: 0.4621 (0.4726) loss_giou_aux_2: 0.4589 (0.4676) loss_giou_aux_3: 0.4621 (0.4646) loss_giou_aux_4: 0.4604 (0.4635) loss_giou_aux_5: 0.5367 (0.5489) loss_giou_dn_0: 0.5448 (0.5643) loss_giou_dn_1: 0.4502 (0.4561) loss_giou_dn_2: 0.4174 (0.4250) loss_giou_dn_3: 0.4085 (0.4167) loss_giou_dn_4: 0.4072 (0.4146) loss_giou_dn_5: 0.4073 (0.4148) loss_vfl: 0.6834 (0.6561) loss_vfl_aux_0: 0.7724 (0.7552) loss_vfl_aux_1: 0.7428 (0.7126) loss_vfl_aux_2: 0.6967 (0.6829) loss_vfl_aux_3: 0.6992 (0.6680) loss_vfl_aux_4: 0.6871 (0.6596) loss_vfl_aux_5: 0.7576 (0.7411) loss_vfl_dn_0: 0.4497 (0.4460) loss_vfl_dn_1: 0.3791 (0.3803) loss_vfl_dn_2: 0.3646 (0.3643) loss_vfl_dn_3: 0.3593 (0.3571) loss_vfl_dn_4: 0.3581 (0.3545) loss_vfl_dn_5: 0.3563 (0.3538) time: 0.4734 data: 0.0138 max mem: 5654 Epoch: [59] [4000/7393] eta: 0:27:53 lr: 0.000010 loss: 15.2659 (15.3852) loss_bbox: 0.1465 (0.1485) loss_bbox_aux_0: 0.1596 (0.1608) loss_bbox_aux_1: 0.1507 (0.1532) loss_bbox_aux_2: 0.1458 (0.1506) loss_bbox_aux_3: 0.1469 (0.1491) loss_bbox_aux_4: 0.1448 (0.1486) loss_bbox_aux_5: 0.1943 (0.1961) loss_bbox_dn_0: 0.2523 (0.2568) loss_bbox_dn_1: 0.1846 (0.1873) loss_bbox_dn_2: 0.1664 (0.1670) loss_bbox_dn_3: 0.1625 (0.1611) loss_bbox_dn_4: 0.1614 (0.1597) loss_bbox_dn_5: 0.1614 (0.1597) loss_giou: 0.4234 (0.4628) loss_giou_aux_0: 0.4406 (0.4859) loss_giou_aux_1: 0.4223 (0.4722) loss_giou_aux_2: 0.4116 (0.4672) loss_giou_aux_3: 0.4297 (0.4641) loss_giou_aux_4: 0.4270 (0.4630) loss_giou_aux_5: 0.5307 (0.5485) loss_giou_dn_0: 0.5571 (0.5641) loss_giou_dn_1: 0.4415 (0.4559) loss_giou_dn_2: 0.4058 (0.4248) loss_giou_dn_3: 0.3949 (0.4165) loss_giou_dn_4: 0.3940 (0.4144) loss_giou_dn_5: 0.3940 (0.4146) loss_vfl: 0.6627 (0.6562) loss_vfl_aux_0: 0.7401 (0.7555) loss_vfl_aux_1: 0.7093 (0.7129) loss_vfl_aux_2: 0.6712 (0.6830) loss_vfl_aux_3: 0.6565 (0.6681) loss_vfl_aux_4: 0.6647 (0.6598) loss_vfl_aux_5: 0.7424 (0.7415) loss_vfl_dn_0: 0.4370 (0.4460) loss_vfl_dn_1: 0.3697 (0.3802) loss_vfl_dn_2: 0.3565 (0.3643) loss_vfl_dn_3: 0.3542 (0.3571) loss_vfl_dn_4: 0.3525 (0.3545) loss_vfl_dn_5: 0.3528 (0.3538) time: 0.4763 data: 0.0138 max mem: 5654 Epoch: [59] [4100/7393] eta: 0:27:03 lr: 0.000010 loss: 15.1876 (15.3820) loss_bbox: 0.1439 (0.1483) loss_bbox_aux_0: 0.1598 (0.1606) loss_bbox_aux_1: 0.1526 (0.1531) loss_bbox_aux_2: 0.1403 (0.1504) loss_bbox_aux_3: 0.1440 (0.1489) loss_bbox_aux_4: 0.1436 (0.1484) loss_bbox_aux_5: 0.1768 (0.1958) loss_bbox_dn_0: 0.2211 (0.2566) loss_bbox_dn_1: 0.1579 (0.1870) loss_bbox_dn_2: 0.1414 (0.1667) loss_bbox_dn_3: 0.1339 (0.1608) loss_bbox_dn_4: 0.1327 (0.1594) loss_bbox_dn_5: 0.1327 (0.1594) loss_giou: 0.4695 (0.4630) loss_giou_aux_0: 0.4800 (0.4860) loss_giou_aux_1: 0.4719 (0.4724) loss_giou_aux_2: 0.4688 (0.4673) loss_giou_aux_3: 0.4709 (0.4643) loss_giou_aux_4: 0.4693 (0.4632) loss_giou_aux_5: 0.5300 (0.5486) loss_giou_dn_0: 0.5778 (0.5641) loss_giou_dn_1: 0.4670 (0.4559) loss_giou_dn_2: 0.4382 (0.4248) loss_giou_dn_3: 0.4264 (0.4165) loss_giou_dn_4: 0.4237 (0.4144) loss_giou_dn_5: 0.4238 (0.4146) loss_vfl: 0.6521 (0.6560) loss_vfl_aux_0: 0.7538 (0.7552) loss_vfl_aux_1: 0.7111 (0.7126) loss_vfl_aux_2: 0.6625 (0.6827) loss_vfl_aux_3: 0.6644 (0.6679) loss_vfl_aux_4: 0.6525 (0.6596) loss_vfl_aux_5: 0.7459 (0.7414) loss_vfl_dn_0: 0.4406 (0.4460) loss_vfl_dn_1: 0.3792 (0.3802) loss_vfl_dn_2: 0.3618 (0.3643) loss_vfl_dn_3: 0.3565 (0.3570) loss_vfl_dn_4: 0.3530 (0.3544) loss_vfl_dn_5: 0.3523 (0.3537) time: 0.4805 data: 0.0143 max mem: 5654 Epoch: [59] [4200/7393] eta: 0:26:13 lr: 0.000010 loss: 15.3783 (15.3809) loss_bbox: 0.1416 (0.1483) loss_bbox_aux_0: 0.1649 (0.1606) loss_bbox_aux_1: 0.1492 (0.1531) loss_bbox_aux_2: 0.1490 (0.1504) loss_bbox_aux_3: 0.1424 (0.1489) loss_bbox_aux_4: 0.1393 (0.1484) loss_bbox_aux_5: 0.1979 (0.1958) loss_bbox_dn_0: 0.2558 (0.2566) loss_bbox_dn_1: 0.1829 (0.1870) loss_bbox_dn_2: 0.1605 (0.1667) loss_bbox_dn_3: 0.1539 (0.1608) loss_bbox_dn_4: 0.1548 (0.1594) loss_bbox_dn_5: 0.1548 (0.1594) loss_giou: 0.4029 (0.4627) loss_giou_aux_0: 0.4464 (0.4858) loss_giou_aux_1: 0.4120 (0.4721) loss_giou_aux_2: 0.4091 (0.4671) loss_giou_aux_3: 0.4033 (0.4641) loss_giou_aux_4: 0.4034 (0.4630) loss_giou_aux_5: 0.4939 (0.5484) loss_giou_dn_0: 0.5525 (0.5640) loss_giou_dn_1: 0.4459 (0.4558) loss_giou_dn_2: 0.4072 (0.4247) loss_giou_dn_3: 0.3995 (0.4164) loss_giou_dn_4: 0.3970 (0.4143) loss_giou_dn_5: 0.3969 (0.4145) loss_vfl: 0.6377 (0.6562) loss_vfl_aux_0: 0.7433 (0.7554) loss_vfl_aux_1: 0.7174 (0.7127) loss_vfl_aux_2: 0.6856 (0.6829) loss_vfl_aux_3: 0.6487 (0.6680) loss_vfl_aux_4: 0.6441 (0.6598) loss_vfl_aux_5: 0.7523 (0.7416) loss_vfl_dn_0: 0.4396 (0.4461) loss_vfl_dn_1: 0.3804 (0.3803) loss_vfl_dn_2: 0.3666 (0.3643) loss_vfl_dn_3: 0.3590 (0.3571) loss_vfl_dn_4: 0.3578 (0.3545) loss_vfl_dn_5: 0.3559 (0.3538) time: 0.4844 data: 0.0140 max mem: 5654 Epoch: [59] [4300/7393] eta: 0:25:23 lr: 0.000010 loss: 14.8808 (15.3813) loss_bbox: 0.1258 (0.1483) loss_bbox_aux_0: 0.1476 (0.1607) loss_bbox_aux_1: 0.1422 (0.1531) loss_bbox_aux_2: 0.1258 (0.1504) loss_bbox_aux_3: 0.1267 (0.1489) loss_bbox_aux_4: 0.1256 (0.1484) loss_bbox_aux_5: 0.1674 (0.1959) loss_bbox_dn_0: 0.2244 (0.2569) loss_bbox_dn_1: 0.1717 (0.1873) loss_bbox_dn_2: 0.1566 (0.1669) loss_bbox_dn_3: 0.1481 (0.1610) loss_bbox_dn_4: 0.1445 (0.1596) loss_bbox_dn_5: 0.1445 (0.1597) loss_giou: 0.4437 (0.4624) loss_giou_aux_0: 0.4514 (0.4855) loss_giou_aux_1: 0.4443 (0.4717) loss_giou_aux_2: 0.4438 (0.4666) loss_giou_aux_3: 0.4475 (0.4637) loss_giou_aux_4: 0.4463 (0.4626) loss_giou_aux_5: 0.5352 (0.5480) loss_giou_dn_0: 0.5594 (0.5638) loss_giou_dn_1: 0.4451 (0.4557) loss_giou_dn_2: 0.4099 (0.4245) loss_giou_dn_3: 0.4029 (0.4162) loss_giou_dn_4: 0.4055 (0.4142) loss_giou_dn_5: 0.4056 (0.4143) loss_vfl: 0.6058 (0.6564) loss_vfl_aux_0: 0.7315 (0.7557) loss_vfl_aux_1: 0.6958 (0.7130) loss_vfl_aux_2: 0.6577 (0.6832) loss_vfl_aux_3: 0.6333 (0.6682) loss_vfl_aux_4: 0.6163 (0.6600) loss_vfl_aux_5: 0.7190 (0.7420) loss_vfl_dn_0: 0.4483 (0.4461) loss_vfl_dn_1: 0.3860 (0.3803) loss_vfl_dn_2: 0.3685 (0.3643) loss_vfl_dn_3: 0.3605 (0.3571) loss_vfl_dn_4: 0.3606 (0.3545) loss_vfl_dn_5: 0.3599 (0.3538) time: 0.4804 data: 0.0140 max mem: 5654 Epoch: [59] [4400/7393] eta: 0:24:33 lr: 0.000010 loss: 15.2850 (15.3846) loss_bbox: 0.1441 (0.1484) loss_bbox_aux_0: 0.1499 (0.1608) loss_bbox_aux_1: 0.1529 (0.1532) loss_bbox_aux_2: 0.1487 (0.1505) loss_bbox_aux_3: 0.1494 (0.1489) loss_bbox_aux_4: 0.1486 (0.1485) loss_bbox_aux_5: 0.2020 (0.1959) loss_bbox_dn_0: 0.2711 (0.2569) loss_bbox_dn_1: 0.1874 (0.1873) loss_bbox_dn_2: 0.1664 (0.1669) loss_bbox_dn_3: 0.1608 (0.1610) loss_bbox_dn_4: 0.1601 (0.1597) loss_bbox_dn_5: 0.1601 (0.1597) loss_giou: 0.4324 (0.4625) loss_giou_aux_0: 0.4666 (0.4856) loss_giou_aux_1: 0.4637 (0.4719) loss_giou_aux_2: 0.4578 (0.4668) loss_giou_aux_3: 0.4413 (0.4639) loss_giou_aux_4: 0.4290 (0.4627) loss_giou_aux_5: 0.5339 (0.5481) loss_giou_dn_0: 0.5776 (0.5640) loss_giou_dn_1: 0.4629 (0.4558) loss_giou_dn_2: 0.4319 (0.4247) loss_giou_dn_3: 0.4245 (0.4164) loss_giou_dn_4: 0.4259 (0.4143) loss_giou_dn_5: 0.4262 (0.4145) loss_vfl: 0.6269 (0.6564) loss_vfl_aux_0: 0.7378 (0.7557) loss_vfl_aux_1: 0.6922 (0.7130) loss_vfl_aux_2: 0.6654 (0.6832) loss_vfl_aux_3: 0.6441 (0.6683) loss_vfl_aux_4: 0.6330 (0.6602) loss_vfl_aux_5: 0.7453 (0.7421) loss_vfl_dn_0: 0.4450 (0.4461) loss_vfl_dn_1: 0.3848 (0.3804) loss_vfl_dn_2: 0.3657 (0.3644) loss_vfl_dn_3: 0.3601 (0.3572) loss_vfl_dn_4: 0.3565 (0.3546) loss_vfl_dn_5: 0.3555 (0.3539) time: 0.4891 data: 0.0137 max mem: 5654 Epoch: [59] [4500/7393] eta: 0:23:44 lr: 0.000010 loss: 15.5656 (15.3818) loss_bbox: 0.1341 (0.1485) loss_bbox_aux_0: 0.1482 (0.1609) loss_bbox_aux_1: 0.1451 (0.1533) loss_bbox_aux_2: 0.1457 (0.1506) loss_bbox_aux_3: 0.1396 (0.1490) loss_bbox_aux_4: 0.1385 (0.1485) loss_bbox_aux_5: 0.1770 (0.1959) loss_bbox_dn_0: 0.2354 (0.2570) loss_bbox_dn_1: 0.1757 (0.1874) loss_bbox_dn_2: 0.1556 (0.1670) loss_bbox_dn_3: 0.1486 (0.1611) loss_bbox_dn_4: 0.1480 (0.1598) loss_bbox_dn_5: 0.1480 (0.1598) loss_giou: 0.4556 (0.4621) loss_giou_aux_0: 0.4594 (0.4852) loss_giou_aux_1: 0.4601 (0.4715) loss_giou_aux_2: 0.4580 (0.4664) loss_giou_aux_3: 0.4505 (0.4635) loss_giou_aux_4: 0.4618 (0.4623) loss_giou_aux_5: 0.5082 (0.5477) loss_giou_dn_0: 0.5622 (0.5637) loss_giou_dn_1: 0.4647 (0.4556) loss_giou_dn_2: 0.4309 (0.4244) loss_giou_dn_3: 0.4135 (0.4161) loss_giou_dn_4: 0.4109 (0.4140) loss_giou_dn_5: 0.4110 (0.4142) loss_vfl: 0.6780 (0.6565) loss_vfl_aux_0: 0.7674 (0.7559) loss_vfl_aux_1: 0.7111 (0.7131) loss_vfl_aux_2: 0.6820 (0.6834) loss_vfl_aux_3: 0.6675 (0.6685) loss_vfl_aux_4: 0.6724 (0.6603) loss_vfl_aux_5: 0.7563 (0.7424) loss_vfl_dn_0: 0.4526 (0.4462) loss_vfl_dn_1: 0.3880 (0.3803) loss_vfl_dn_2: 0.3691 (0.3643) loss_vfl_dn_3: 0.3595 (0.3571) loss_vfl_dn_4: 0.3587 (0.3545) loss_vfl_dn_5: 0.3582 (0.3538) time: 0.4838 data: 0.0146 max mem: 5654 Epoch: [59] [4600/7393] eta: 0:22:54 lr: 0.000010 loss: 15.8488 (15.3857) loss_bbox: 0.1419 (0.1486) loss_bbox_aux_0: 0.1506 (0.1610) loss_bbox_aux_1: 0.1429 (0.1534) loss_bbox_aux_2: 0.1496 (0.1507) loss_bbox_aux_3: 0.1429 (0.1491) loss_bbox_aux_4: 0.1376 (0.1487) loss_bbox_aux_5: 0.1822 (0.1961) loss_bbox_dn_0: 0.2473 (0.2571) loss_bbox_dn_1: 0.1835 (0.1876) loss_bbox_dn_2: 0.1617 (0.1672) loss_bbox_dn_3: 0.1577 (0.1613) loss_bbox_dn_4: 0.1563 (0.1599) loss_bbox_dn_5: 0.1563 (0.1599) loss_giou: 0.4668 (0.4621) loss_giou_aux_0: 0.4859 (0.4852) loss_giou_aux_1: 0.4653 (0.4714) loss_giou_aux_2: 0.4712 (0.4663) loss_giou_aux_3: 0.4598 (0.4634) loss_giou_aux_4: 0.4755 (0.4623) loss_giou_aux_5: 0.5478 (0.5476) loss_giou_dn_0: 0.5967 (0.5637) loss_giou_dn_1: 0.4882 (0.4556) loss_giou_dn_2: 0.4463 (0.4245) loss_giou_dn_3: 0.4346 (0.4162) loss_giou_dn_4: 0.4344 (0.4141) loss_giou_dn_5: 0.4344 (0.4143) loss_vfl: 0.6497 (0.6568) loss_vfl_aux_0: 0.7674 (0.7560) loss_vfl_aux_1: 0.7159 (0.7133) loss_vfl_aux_2: 0.6926 (0.6837) loss_vfl_aux_3: 0.6719 (0.6688) loss_vfl_aux_4: 0.6628 (0.6606) loss_vfl_aux_5: 0.7475 (0.7426) loss_vfl_dn_0: 0.4481 (0.4462) loss_vfl_dn_1: 0.3931 (0.3804) loss_vfl_dn_2: 0.3786 (0.3644) loss_vfl_dn_3: 0.3721 (0.3572) loss_vfl_dn_4: 0.3701 (0.3546) loss_vfl_dn_5: 0.3691 (0.3539) time: 0.4835 data: 0.0142 max mem: 5654 Epoch: [59] [4700/7393] eta: 0:22:04 lr: 0.000010 loss: 15.2219 (15.3844) loss_bbox: 0.1399 (0.1485) loss_bbox_aux_0: 0.1500 (0.1610) loss_bbox_aux_1: 0.1392 (0.1534) loss_bbox_aux_2: 0.1448 (0.1507) loss_bbox_aux_3: 0.1417 (0.1491) loss_bbox_aux_4: 0.1380 (0.1486) loss_bbox_aux_5: 0.1892 (0.1961) loss_bbox_dn_0: 0.2337 (0.2572) loss_bbox_dn_1: 0.1651 (0.1876) loss_bbox_dn_2: 0.1455 (0.1671) loss_bbox_dn_3: 0.1418 (0.1613) loss_bbox_dn_4: 0.1400 (0.1599) loss_bbox_dn_5: 0.1401 (0.1599) loss_giou: 0.4719 (0.4618) loss_giou_aux_0: 0.5021 (0.4850) loss_giou_aux_1: 0.4738 (0.4712) loss_giou_aux_2: 0.4695 (0.4661) loss_giou_aux_3: 0.4717 (0.4631) loss_giou_aux_4: 0.4720 (0.4621) loss_giou_aux_5: 0.5620 (0.5474) loss_giou_dn_0: 0.5793 (0.5636) loss_giou_dn_1: 0.4709 (0.4555) loss_giou_dn_2: 0.4365 (0.4244) loss_giou_dn_3: 0.4241 (0.4161) loss_giou_dn_4: 0.4214 (0.4140) loss_giou_dn_5: 0.4214 (0.4142) loss_vfl: 0.6480 (0.6570) loss_vfl_aux_0: 0.7771 (0.7562) loss_vfl_aux_1: 0.6944 (0.7134) loss_vfl_aux_2: 0.6696 (0.6838) loss_vfl_aux_3: 0.6422 (0.6689) loss_vfl_aux_4: 0.6453 (0.6608) loss_vfl_aux_5: 0.7493 (0.7429) loss_vfl_dn_0: 0.4441 (0.4463) loss_vfl_dn_1: 0.3781 (0.3804) loss_vfl_dn_2: 0.3607 (0.3644) loss_vfl_dn_3: 0.3512 (0.3572) loss_vfl_dn_4: 0.3487 (0.3546) loss_vfl_dn_5: 0.3483 (0.3539) time: 0.4801 data: 0.0138 max mem: 5654 Epoch: [59] [4800/7393] eta: 0:21:14 lr: 0.000010 loss: 15.2417 (15.3853) loss_bbox: 0.1331 (0.1485) loss_bbox_aux_0: 0.1482 (0.1610) loss_bbox_aux_1: 0.1399 (0.1534) loss_bbox_aux_2: 0.1372 (0.1507) loss_bbox_aux_3: 0.1363 (0.1491) loss_bbox_aux_4: 0.1372 (0.1486) loss_bbox_aux_5: 0.1763 (0.1961) loss_bbox_dn_0: 0.2197 (0.2571) loss_bbox_dn_1: 0.1578 (0.1875) loss_bbox_dn_2: 0.1457 (0.1671) loss_bbox_dn_3: 0.1374 (0.1612) loss_bbox_dn_4: 0.1367 (0.1599) loss_bbox_dn_5: 0.1367 (0.1599) loss_giou: 0.4980 (0.4620) loss_giou_aux_0: 0.5006 (0.4851) loss_giou_aux_1: 0.4950 (0.4713) loss_giou_aux_2: 0.4707 (0.4662) loss_giou_aux_3: 0.4907 (0.4632) loss_giou_aux_4: 0.4958 (0.4622) loss_giou_aux_5: 0.5594 (0.5475) loss_giou_dn_0: 0.5596 (0.5637) loss_giou_dn_1: 0.4479 (0.4556) loss_giou_dn_2: 0.4267 (0.4244) loss_giou_dn_3: 0.4182 (0.4161) loss_giou_dn_4: 0.4148 (0.4140) loss_giou_dn_5: 0.4153 (0.4142) loss_vfl: 0.6562 (0.6570) loss_vfl_aux_0: 0.7426 (0.7559) loss_vfl_aux_1: 0.7023 (0.7133) loss_vfl_aux_2: 0.6877 (0.6838) loss_vfl_aux_3: 0.6724 (0.6689) loss_vfl_aux_4: 0.6619 (0.6608) loss_vfl_aux_5: 0.7364 (0.7429) loss_vfl_dn_0: 0.4464 (0.4463) loss_vfl_dn_1: 0.3818 (0.3804) loss_vfl_dn_2: 0.3697 (0.3644) loss_vfl_dn_3: 0.3644 (0.3572) loss_vfl_dn_4: 0.3623 (0.3546) loss_vfl_dn_5: 0.3600 (0.3539) time: 0.4803 data: 0.0141 max mem: 5654 Epoch: [59] [4900/7393] eta: 0:20:25 lr: 0.000010 loss: 15.9246 (15.3884) loss_bbox: 0.1376 (0.1485) loss_bbox_aux_0: 0.1551 (0.1610) loss_bbox_aux_1: 0.1463 (0.1534) loss_bbox_aux_2: 0.1426 (0.1507) loss_bbox_aux_3: 0.1427 (0.1491) loss_bbox_aux_4: 0.1396 (0.1486) loss_bbox_aux_5: 0.1927 (0.1961) loss_bbox_dn_0: 0.2467 (0.2570) loss_bbox_dn_1: 0.1763 (0.1875) loss_bbox_dn_2: 0.1582 (0.1671) loss_bbox_dn_3: 0.1548 (0.1612) loss_bbox_dn_4: 0.1522 (0.1598) loss_bbox_dn_5: 0.1523 (0.1599) loss_giou: 0.4765 (0.4623) loss_giou_aux_0: 0.5100 (0.4854) loss_giou_aux_1: 0.4922 (0.4717) loss_giou_aux_2: 0.4862 (0.4666) loss_giou_aux_3: 0.4824 (0.4636) loss_giou_aux_4: 0.4761 (0.4625) loss_giou_aux_5: 0.5718 (0.5478) loss_giou_dn_0: 0.5860 (0.5639) loss_giou_dn_1: 0.4684 (0.4558) loss_giou_dn_2: 0.4438 (0.4246) loss_giou_dn_3: 0.4353 (0.4163) loss_giou_dn_4: 0.4313 (0.4142) loss_giou_dn_5: 0.4318 (0.4144) loss_vfl: 0.6884 (0.6571) loss_vfl_aux_0: 0.7684 (0.7558) loss_vfl_aux_1: 0.7157 (0.7131) loss_vfl_aux_2: 0.7158 (0.6838) loss_vfl_aux_3: 0.6936 (0.6690) loss_vfl_aux_4: 0.6871 (0.6608) loss_vfl_aux_5: 0.7600 (0.7428) loss_vfl_dn_0: 0.4416 (0.4462) loss_vfl_dn_1: 0.3790 (0.3804) loss_vfl_dn_2: 0.3638 (0.3644) loss_vfl_dn_3: 0.3587 (0.3572) loss_vfl_dn_4: 0.3576 (0.3547) loss_vfl_dn_5: 0.3572 (0.3540) time: 0.4961 data: 0.0140 max mem: 5654 Epoch: [59] [5000/7393] eta: 0:19:35 lr: 0.000010 loss: 15.6564 (15.3945) loss_bbox: 0.1424 (0.1485) loss_bbox_aux_0: 0.1571 (0.1610) loss_bbox_aux_1: 0.1468 (0.1534) loss_bbox_aux_2: 0.1415 (0.1507) loss_bbox_aux_3: 0.1445 (0.1491) loss_bbox_aux_4: 0.1440 (0.1486) loss_bbox_aux_5: 0.1866 (0.1961) loss_bbox_dn_0: 0.2505 (0.2570) loss_bbox_dn_1: 0.1886 (0.1875) loss_bbox_dn_2: 0.1541 (0.1671) loss_bbox_dn_3: 0.1442 (0.1612) loss_bbox_dn_4: 0.1424 (0.1598) loss_bbox_dn_5: 0.1424 (0.1598) loss_giou: 0.4805 (0.4627) loss_giou_aux_0: 0.5087 (0.4859) loss_giou_aux_1: 0.4820 (0.4721) loss_giou_aux_2: 0.4788 (0.4670) loss_giou_aux_3: 0.4842 (0.4640) loss_giou_aux_4: 0.4794 (0.4629) loss_giou_aux_5: 0.5643 (0.5482) loss_giou_dn_0: 0.5896 (0.5643) loss_giou_dn_1: 0.4787 (0.4562) loss_giou_dn_2: 0.4426 (0.4250) loss_giou_dn_3: 0.4371 (0.4167) loss_giou_dn_4: 0.4398 (0.4146) loss_giou_dn_5: 0.4410 (0.4148) loss_vfl: 0.6597 (0.6572) loss_vfl_aux_0: 0.7295 (0.7558) loss_vfl_aux_1: 0.6979 (0.7131) loss_vfl_aux_2: 0.6722 (0.6839) loss_vfl_aux_3: 0.6589 (0.6691) loss_vfl_aux_4: 0.6599 (0.6610) loss_vfl_aux_5: 0.7299 (0.7427) loss_vfl_dn_0: 0.4431 (0.4462) loss_vfl_dn_1: 0.3872 (0.3805) loss_vfl_dn_2: 0.3748 (0.3645) loss_vfl_dn_3: 0.3669 (0.3573) loss_vfl_dn_4: 0.3665 (0.3547) loss_vfl_dn_5: 0.3657 (0.3540) time: 0.4910 data: 0.0137 max mem: 5654 Epoch: [59] [5100/7393] eta: 0:18:46 lr: 0.000010 loss: 15.9219 (15.3965) loss_bbox: 0.1338 (0.1484) loss_bbox_aux_0: 0.1621 (0.1609) loss_bbox_aux_1: 0.1496 (0.1533) loss_bbox_aux_2: 0.1464 (0.1506) loss_bbox_aux_3: 0.1393 (0.1490) loss_bbox_aux_4: 0.1377 (0.1484) loss_bbox_aux_5: 0.1877 (0.1959) loss_bbox_dn_0: 0.2404 (0.2568) loss_bbox_dn_1: 0.1851 (0.1873) loss_bbox_dn_2: 0.1552 (0.1669) loss_bbox_dn_3: 0.1474 (0.1610) loss_bbox_dn_4: 0.1442 (0.1597) loss_bbox_dn_5: 0.1442 (0.1597) loss_giou: 0.4811 (0.4630) loss_giou_aux_0: 0.4856 (0.4862) loss_giou_aux_1: 0.4694 (0.4725) loss_giou_aux_2: 0.4711 (0.4673) loss_giou_aux_3: 0.4649 (0.4643) loss_giou_aux_4: 0.4724 (0.4632) loss_giou_aux_5: 0.5592 (0.5486) loss_giou_dn_0: 0.5702 (0.5645) loss_giou_dn_1: 0.4596 (0.4565) loss_giou_dn_2: 0.4187 (0.4252) loss_giou_dn_3: 0.4090 (0.4169) loss_giou_dn_4: 0.4081 (0.4148) loss_giou_dn_5: 0.4087 (0.4150) loss_vfl: 0.6565 (0.6573) loss_vfl_aux_0: 0.7285 (0.7557) loss_vfl_aux_1: 0.7095 (0.7132) loss_vfl_aux_2: 0.6679 (0.6840) loss_vfl_aux_3: 0.6706 (0.6691) loss_vfl_aux_4: 0.6582 (0.6611) loss_vfl_aux_5: 0.6980 (0.7426) loss_vfl_dn_0: 0.4376 (0.4462) loss_vfl_dn_1: 0.3748 (0.3805) loss_vfl_dn_2: 0.3619 (0.3646) loss_vfl_dn_3: 0.3533 (0.3574) loss_vfl_dn_4: 0.3521 (0.3548) loss_vfl_dn_5: 0.3501 (0.3541) time: 0.4815 data: 0.0138 max mem: 5654 Epoch: [59] [5200/7393] eta: 0:17:57 lr: 0.000010 loss: 15.2234 (15.3969) loss_bbox: 0.1570 (0.1483) loss_bbox_aux_0: 0.1688 (0.1608) loss_bbox_aux_1: 0.1629 (0.1532) loss_bbox_aux_2: 0.1530 (0.1505) loss_bbox_aux_3: 0.1539 (0.1489) loss_bbox_aux_4: 0.1538 (0.1484) loss_bbox_aux_5: 0.1876 (0.1958) loss_bbox_dn_0: 0.2551 (0.2564) loss_bbox_dn_1: 0.1795 (0.1871) loss_bbox_dn_2: 0.1576 (0.1667) loss_bbox_dn_3: 0.1536 (0.1609) loss_bbox_dn_4: 0.1519 (0.1595) loss_bbox_dn_5: 0.1519 (0.1595) loss_giou: 0.4775 (0.4633) loss_giou_aux_0: 0.4948 (0.4866) loss_giou_aux_1: 0.4837 (0.4728) loss_giou_aux_2: 0.4704 (0.4677) loss_giou_aux_3: 0.4706 (0.4647) loss_giou_aux_4: 0.4697 (0.4635) loss_giou_aux_5: 0.5484 (0.5490) loss_giou_dn_0: 0.5599 (0.5647) loss_giou_dn_1: 0.4522 (0.4566) loss_giou_dn_2: 0.4210 (0.4254) loss_giou_dn_3: 0.4096 (0.4171) loss_giou_dn_4: 0.4076 (0.4150) loss_giou_dn_5: 0.4077 (0.4152) loss_vfl: 0.6317 (0.6572) loss_vfl_aux_0: 0.7218 (0.7555) loss_vfl_aux_1: 0.6706 (0.7130) loss_vfl_aux_2: 0.6529 (0.6838) loss_vfl_aux_3: 0.6412 (0.6689) loss_vfl_aux_4: 0.6353 (0.6610) loss_vfl_aux_5: 0.7071 (0.7422) loss_vfl_dn_0: 0.4459 (0.4462) loss_vfl_dn_1: 0.3817 (0.3805) loss_vfl_dn_2: 0.3667 (0.3646) loss_vfl_dn_3: 0.3610 (0.3574) loss_vfl_dn_4: 0.3575 (0.3548) loss_vfl_dn_5: 0.3576 (0.3541) time: 0.4893 data: 0.0144 max mem: 5654 Epoch: [59] [5300/7393] eta: 0:17:10 lr: 0.000010 loss: 15.8756 (15.3961) loss_bbox: 0.1574 (0.1484) loss_bbox_aux_0: 0.1656 (0.1609) loss_bbox_aux_1: 0.1620 (0.1533) loss_bbox_aux_2: 0.1605 (0.1506) loss_bbox_aux_3: 0.1558 (0.1490) loss_bbox_aux_4: 0.1544 (0.1485) loss_bbox_aux_5: 0.2047 (0.1959) loss_bbox_dn_0: 0.2549 (0.2566) loss_bbox_dn_1: 0.1863 (0.1872) loss_bbox_dn_2: 0.1628 (0.1668) loss_bbox_dn_3: 0.1571 (0.1610) loss_bbox_dn_4: 0.1547 (0.1596) loss_bbox_dn_5: 0.1547 (0.1596) loss_giou: 0.4616 (0.4631) loss_giou_aux_0: 0.4920 (0.4863) loss_giou_aux_1: 0.4886 (0.4726) loss_giou_aux_2: 0.4654 (0.4674) loss_giou_aux_3: 0.4545 (0.4644) loss_giou_aux_4: 0.4671 (0.4633) loss_giou_aux_5: 0.5433 (0.5487) loss_giou_dn_0: 0.5616 (0.5645) loss_giou_dn_1: 0.4576 (0.4564) loss_giou_dn_2: 0.4256 (0.4252) loss_giou_dn_3: 0.4114 (0.4169) loss_giou_dn_4: 0.4110 (0.4148) loss_giou_dn_5: 0.4110 (0.4150) loss_vfl: 0.6523 (0.6573) loss_vfl_aux_0: 0.7649 (0.7556) loss_vfl_aux_1: 0.7067 (0.7129) loss_vfl_aux_2: 0.6747 (0.6838) loss_vfl_aux_3: 0.6759 (0.6690) loss_vfl_aux_4: 0.6533 (0.6611) loss_vfl_aux_5: 0.7573 (0.7424) loss_vfl_dn_0: 0.4421 (0.4462) loss_vfl_dn_1: 0.3781 (0.3805) loss_vfl_dn_2: 0.3642 (0.3646) loss_vfl_dn_3: 0.3560 (0.3574) loss_vfl_dn_4: 0.3525 (0.3548) loss_vfl_dn_5: 0.3511 (0.3541) time: 0.7905 data: 0.0143 max mem: 5654 Epoch: [59] [5400/7393] eta: 0:16:20 lr: 0.000010 loss: 14.9340 (15.3949) loss_bbox: 0.1463 (0.1484) loss_bbox_aux_0: 0.1640 (0.1608) loss_bbox_aux_1: 0.1561 (0.1533) loss_bbox_aux_2: 0.1530 (0.1506) loss_bbox_aux_3: 0.1488 (0.1490) loss_bbox_aux_4: 0.1463 (0.1484) loss_bbox_aux_5: 0.1956 (0.1958) loss_bbox_dn_0: 0.2420 (0.2564) loss_bbox_dn_1: 0.1693 (0.1871) loss_bbox_dn_2: 0.1572 (0.1667) loss_bbox_dn_3: 0.1523 (0.1608) loss_bbox_dn_4: 0.1505 (0.1595) loss_bbox_dn_5: 0.1505 (0.1595) loss_giou: 0.4481 (0.4631) loss_giou_aux_0: 0.4903 (0.4864) loss_giou_aux_1: 0.4727 (0.4727) loss_giou_aux_2: 0.4642 (0.4675) loss_giou_aux_3: 0.4527 (0.4645) loss_giou_aux_4: 0.4501 (0.4633) loss_giou_aux_5: 0.5697 (0.5487) loss_giou_dn_0: 0.5549 (0.5644) loss_giou_dn_1: 0.4473 (0.4564) loss_giou_dn_2: 0.4142 (0.4252) loss_giou_dn_3: 0.4107 (0.4168) loss_giou_dn_4: 0.4083 (0.4147) loss_giou_dn_5: 0.4086 (0.4149) loss_vfl: 0.6307 (0.6573) loss_vfl_aux_0: 0.7199 (0.7556) loss_vfl_aux_1: 0.6719 (0.7128) loss_vfl_aux_2: 0.6467 (0.6839) loss_vfl_aux_3: 0.6377 (0.6690) loss_vfl_aux_4: 0.6356 (0.6611) loss_vfl_aux_5: 0.7134 (0.7424) loss_vfl_dn_0: 0.4435 (0.4462) loss_vfl_dn_1: 0.3756 (0.3805) loss_vfl_dn_2: 0.3600 (0.3646) loss_vfl_dn_3: 0.3528 (0.3574) loss_vfl_dn_4: 0.3524 (0.3548) loss_vfl_dn_5: 0.3525 (0.3541) time: 0.4744 data: 0.0136 max mem: 5654 Epoch: [59] [5500/7393] eta: 0:15:31 lr: 0.000010 loss: 15.2288 (15.3936) loss_bbox: 0.1448 (0.1484) loss_bbox_aux_0: 0.1592 (0.1608) loss_bbox_aux_1: 0.1544 (0.1533) loss_bbox_aux_2: 0.1483 (0.1506) loss_bbox_aux_3: 0.1444 (0.1490) loss_bbox_aux_4: 0.1469 (0.1484) loss_bbox_aux_5: 0.1963 (0.1958) loss_bbox_dn_0: 0.2431 (0.2563) loss_bbox_dn_1: 0.1851 (0.1870) loss_bbox_dn_2: 0.1727 (0.1666) loss_bbox_dn_3: 0.1612 (0.1607) loss_bbox_dn_4: 0.1604 (0.1594) loss_bbox_dn_5: 0.1605 (0.1594) loss_giou: 0.4732 (0.4633) loss_giou_aux_0: 0.5013 (0.4864) loss_giou_aux_1: 0.4633 (0.4729) loss_giou_aux_2: 0.4769 (0.4677) loss_giou_aux_3: 0.4794 (0.4647) loss_giou_aux_4: 0.4730 (0.4635) loss_giou_aux_5: 0.5694 (0.5488) loss_giou_dn_0: 0.5509 (0.5644) loss_giou_dn_1: 0.4398 (0.4564) loss_giou_dn_2: 0.4072 (0.4252) loss_giou_dn_3: 0.3984 (0.4169) loss_giou_dn_4: 0.3964 (0.4148) loss_giou_dn_5: 0.3965 (0.4150) loss_vfl: 0.6612 (0.6571) loss_vfl_aux_0: 0.7535 (0.7554) loss_vfl_aux_1: 0.7123 (0.7125) loss_vfl_aux_2: 0.6633 (0.6836) loss_vfl_aux_3: 0.6634 (0.6687) loss_vfl_aux_4: 0.6583 (0.6609) loss_vfl_aux_5: 0.7088 (0.7422) loss_vfl_dn_0: 0.4403 (0.4462) loss_vfl_dn_1: 0.3794 (0.3805) loss_vfl_dn_2: 0.3631 (0.3646) loss_vfl_dn_3: 0.3582 (0.3574) loss_vfl_dn_4: 0.3552 (0.3548) loss_vfl_dn_5: 0.3538 (0.3541) time: 0.4812 data: 0.0142 max mem: 5654 Epoch: [59] [5600/7393] eta: 0:14:43 lr: 0.000010 loss: 15.2330 (15.3901) loss_bbox: 0.1434 (0.1483) loss_bbox_aux_0: 0.1481 (0.1608) loss_bbox_aux_1: 0.1381 (0.1532) loss_bbox_aux_2: 0.1415 (0.1506) loss_bbox_aux_3: 0.1448 (0.1490) loss_bbox_aux_4: 0.1436 (0.1484) loss_bbox_aux_5: 0.1888 (0.1957) loss_bbox_dn_0: 0.2441 (0.2563) loss_bbox_dn_1: 0.1723 (0.1870) loss_bbox_dn_2: 0.1533 (0.1666) loss_bbox_dn_3: 0.1507 (0.1607) loss_bbox_dn_4: 0.1484 (0.1593) loss_bbox_dn_5: 0.1484 (0.1594) loss_giou: 0.4078 (0.4632) loss_giou_aux_0: 0.4174 (0.4863) loss_giou_aux_1: 0.4105 (0.4729) loss_giou_aux_2: 0.4172 (0.4677) loss_giou_aux_3: 0.4175 (0.4646) loss_giou_aux_4: 0.4006 (0.4634) loss_giou_aux_5: 0.5131 (0.5487) loss_giou_dn_0: 0.5335 (0.5643) loss_giou_dn_1: 0.4235 (0.4563) loss_giou_dn_2: 0.3860 (0.4251) loss_giou_dn_3: 0.3789 (0.4168) loss_giou_dn_4: 0.3752 (0.4147) loss_giou_dn_5: 0.3752 (0.4149) loss_vfl: 0.6777 (0.6569) loss_vfl_aux_0: 0.7515 (0.7551) loss_vfl_aux_1: 0.7434 (0.7121) loss_vfl_aux_2: 0.7118 (0.6831) loss_vfl_aux_3: 0.6734 (0.6684) loss_vfl_aux_4: 0.6767 (0.6607) loss_vfl_aux_5: 0.7786 (0.7421) loss_vfl_dn_0: 0.4497 (0.4462) loss_vfl_dn_1: 0.3825 (0.3805) loss_vfl_dn_2: 0.3669 (0.3646) loss_vfl_dn_3: 0.3558 (0.3573) loss_vfl_dn_4: 0.3531 (0.3548) loss_vfl_dn_5: 0.3502 (0.3541) time: 0.4808 data: 0.0136 max mem: 5654 Epoch: [59] [5700/7393] eta: 0:13:53 lr: 0.000010 loss: 15.3985 (15.3873) loss_bbox: 0.1516 (0.1484) loss_bbox_aux_0: 0.1658 (0.1609) loss_bbox_aux_1: 0.1553 (0.1533) loss_bbox_aux_2: 0.1521 (0.1507) loss_bbox_aux_3: 0.1576 (0.1491) loss_bbox_aux_4: 0.1515 (0.1485) loss_bbox_aux_5: 0.2050 (0.1959) loss_bbox_dn_0: 0.2869 (0.2566) loss_bbox_dn_1: 0.2178 (0.1872) loss_bbox_dn_2: 0.1910 (0.1668) loss_bbox_dn_3: 0.1883 (0.1609) loss_bbox_dn_4: 0.1847 (0.1595) loss_bbox_dn_5: 0.1847 (0.1596) loss_giou: 0.4765 (0.4628) loss_giou_aux_0: 0.4702 (0.4858) loss_giou_aux_1: 0.4781 (0.4723) loss_giou_aux_2: 0.4759 (0.4672) loss_giou_aux_3: 0.4804 (0.4642) loss_giou_aux_4: 0.4766 (0.4629) loss_giou_aux_5: 0.5323 (0.5481) loss_giou_dn_0: 0.5702 (0.5640) loss_giou_dn_1: 0.4632 (0.4560) loss_giou_dn_2: 0.4322 (0.4248) loss_giou_dn_3: 0.4261 (0.4165) loss_giou_dn_4: 0.4223 (0.4144) loss_giou_dn_5: 0.4224 (0.4146) loss_vfl: 0.6293 (0.6569) loss_vfl_aux_0: 0.7319 (0.7554) loss_vfl_aux_1: 0.6999 (0.7123) loss_vfl_aux_2: 0.6748 (0.6834) loss_vfl_aux_3: 0.6441 (0.6684) loss_vfl_aux_4: 0.6380 (0.6607) loss_vfl_aux_5: 0.7269 (0.7424) loss_vfl_dn_0: 0.4417 (0.4461) loss_vfl_dn_1: 0.3788 (0.3804) loss_vfl_dn_2: 0.3639 (0.3645) loss_vfl_dn_3: 0.3536 (0.3572) loss_vfl_dn_4: 0.3511 (0.3547) loss_vfl_dn_5: 0.3493 (0.3540) time: 0.4783 data: 0.0135 max mem: 5654 Epoch: [59] [5800/7393] eta: 0:13:03 lr: 0.000010 loss: 15.9966 (15.3902) loss_bbox: 0.1528 (0.1485) loss_bbox_aux_0: 0.1649 (0.1609) loss_bbox_aux_1: 0.1577 (0.1534) loss_bbox_aux_2: 0.1496 (0.1507) loss_bbox_aux_3: 0.1521 (0.1491) loss_bbox_aux_4: 0.1522 (0.1485) loss_bbox_aux_5: 0.2033 (0.1958) loss_bbox_dn_0: 0.2313 (0.2566) loss_bbox_dn_1: 0.1758 (0.1872) loss_bbox_dn_2: 0.1636 (0.1668) loss_bbox_dn_3: 0.1635 (0.1609) loss_bbox_dn_4: 0.1641 (0.1595) loss_bbox_dn_5: 0.1641 (0.1595) loss_giou: 0.4965 (0.4631) loss_giou_aux_0: 0.5022 (0.4861) loss_giou_aux_1: 0.4938 (0.4727) loss_giou_aux_2: 0.4863 (0.4676) loss_giou_aux_3: 0.4869 (0.4645) loss_giou_aux_4: 0.4932 (0.4633) loss_giou_aux_5: 0.5546 (0.5484) loss_giou_dn_0: 0.6116 (0.5641) loss_giou_dn_1: 0.4900 (0.4561) loss_giou_dn_2: 0.4588 (0.4250) loss_giou_dn_3: 0.4483 (0.4166) loss_giou_dn_4: 0.4481 (0.4146) loss_giou_dn_5: 0.4484 (0.4148) loss_vfl: 0.6315 (0.6568) loss_vfl_aux_0: 0.7346 (0.7553) loss_vfl_aux_1: 0.6852 (0.7122) loss_vfl_aux_2: 0.6426 (0.6832) loss_vfl_aux_3: 0.6423 (0.6683) loss_vfl_aux_4: 0.6271 (0.6606) loss_vfl_aux_5: 0.7193 (0.7424) loss_vfl_dn_0: 0.4470 (0.4461) loss_vfl_dn_1: 0.3888 (0.3804) loss_vfl_dn_2: 0.3765 (0.3645) loss_vfl_dn_3: 0.3713 (0.3573) loss_vfl_dn_4: 0.3713 (0.3547) loss_vfl_dn_5: 0.3720 (0.3540) time: 0.4769 data: 0.0136 max mem: 5654 Epoch: [59] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 15.3364 (15.3898) loss_bbox: 0.1397 (0.1485) loss_bbox_aux_0: 0.1460 (0.1610) loss_bbox_aux_1: 0.1417 (0.1534) loss_bbox_aux_2: 0.1400 (0.1508) loss_bbox_aux_3: 0.1401 (0.1492) loss_bbox_aux_4: 0.1397 (0.1486) loss_bbox_aux_5: 0.1731 (0.1959) loss_bbox_dn_0: 0.2368 (0.2566) loss_bbox_dn_1: 0.1679 (0.1872) loss_bbox_dn_2: 0.1488 (0.1668) loss_bbox_dn_3: 0.1425 (0.1609) loss_bbox_dn_4: 0.1386 (0.1595) loss_bbox_dn_5: 0.1385 (0.1596) loss_giou: 0.4366 (0.4632) loss_giou_aux_0: 0.4816 (0.4862) loss_giou_aux_1: 0.4485 (0.4727) loss_giou_aux_2: 0.4431 (0.4677) loss_giou_aux_3: 0.4372 (0.4646) loss_giou_aux_4: 0.4488 (0.4634) loss_giou_aux_5: 0.5306 (0.5484) loss_giou_dn_0: 0.5747 (0.5641) loss_giou_dn_1: 0.4695 (0.4562) loss_giou_dn_2: 0.4390 (0.4250) loss_giou_dn_3: 0.4363 (0.4167) loss_giou_dn_4: 0.4356 (0.4146) loss_giou_dn_5: 0.4359 (0.4148) loss_vfl: 0.6565 (0.6566) loss_vfl_aux_0: 0.7540 (0.7550) loss_vfl_aux_1: 0.7180 (0.7120) loss_vfl_aux_2: 0.6837 (0.6829) loss_vfl_aux_3: 0.6545 (0.6681) loss_vfl_aux_4: 0.6612 (0.6604) loss_vfl_aux_5: 0.7397 (0.7423) loss_vfl_dn_0: 0.4435 (0.4461) loss_vfl_dn_1: 0.3808 (0.3804) loss_vfl_dn_2: 0.3637 (0.3645) loss_vfl_dn_3: 0.3557 (0.3573) loss_vfl_dn_4: 0.3515 (0.3547) loss_vfl_dn_5: 0.3505 (0.3540) time: 0.4799 data: 0.0137 max mem: 5654 Epoch: [59] [6000/7393] eta: 0:11:25 lr: 0.000010 loss: 15.7321 (15.3915) loss_bbox: 0.1438 (0.1486) loss_bbox_aux_0: 0.1548 (0.1610) loss_bbox_aux_1: 0.1529 (0.1535) loss_bbox_aux_2: 0.1492 (0.1509) loss_bbox_aux_3: 0.1481 (0.1493) loss_bbox_aux_4: 0.1442 (0.1486) loss_bbox_aux_5: 0.1951 (0.1959) loss_bbox_dn_0: 0.2428 (0.2567) loss_bbox_dn_1: 0.1781 (0.1873) loss_bbox_dn_2: 0.1633 (0.1669) loss_bbox_dn_3: 0.1589 (0.1610) loss_bbox_dn_4: 0.1589 (0.1596) loss_bbox_dn_5: 0.1590 (0.1597) loss_giou: 0.4548 (0.4633) loss_giou_aux_0: 0.4653 (0.4861) loss_giou_aux_1: 0.4626 (0.4726) loss_giou_aux_2: 0.4578 (0.4677) loss_giou_aux_3: 0.4535 (0.4647) loss_giou_aux_4: 0.4543 (0.4635) loss_giou_aux_5: 0.5349 (0.5482) loss_giou_dn_0: 0.5530 (0.5640) loss_giou_dn_1: 0.4589 (0.4561) loss_giou_dn_2: 0.4232 (0.4249) loss_giou_dn_3: 0.4139 (0.4166) loss_giou_dn_4: 0.4131 (0.4145) loss_giou_dn_5: 0.4132 (0.4147) loss_vfl: 0.6494 (0.6567) loss_vfl_aux_0: 0.7564 (0.7552) loss_vfl_aux_1: 0.6957 (0.7123) loss_vfl_aux_2: 0.6912 (0.6830) loss_vfl_aux_3: 0.6756 (0.6682) loss_vfl_aux_4: 0.6664 (0.6605) loss_vfl_aux_5: 0.7279 (0.7425) loss_vfl_dn_0: 0.4447 (0.4461) loss_vfl_dn_1: 0.3821 (0.3804) loss_vfl_dn_2: 0.3656 (0.3645) loss_vfl_dn_3: 0.3608 (0.3573) loss_vfl_dn_4: 0.3617 (0.3547) loss_vfl_dn_5: 0.3609 (0.3540) time: 0.4635 data: 0.0133 max mem: 5654 Epoch: [59] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 15.2429 (15.3912) loss_bbox: 0.1450 (0.1486) loss_bbox_aux_0: 0.1612 (0.1610) loss_bbox_aux_1: 0.1514 (0.1535) loss_bbox_aux_2: 0.1440 (0.1509) loss_bbox_aux_3: 0.1447 (0.1493) loss_bbox_aux_4: 0.1441 (0.1487) loss_bbox_aux_5: 0.1840 (0.1959) loss_bbox_dn_0: 0.2352 (0.2566) loss_bbox_dn_1: 0.1891 (0.1872) loss_bbox_dn_2: 0.1592 (0.1668) loss_bbox_dn_3: 0.1550 (0.1610) loss_bbox_dn_4: 0.1513 (0.1596) loss_bbox_dn_5: 0.1512 (0.1596) loss_giou: 0.4207 (0.4633) loss_giou_aux_0: 0.4467 (0.4861) loss_giou_aux_1: 0.4406 (0.4726) loss_giou_aux_2: 0.4244 (0.4678) loss_giou_aux_3: 0.4247 (0.4647) loss_giou_aux_4: 0.4241 (0.4636) loss_giou_aux_5: 0.5206 (0.5483) loss_giou_dn_0: 0.5523 (0.5640) loss_giou_dn_1: 0.4379 (0.4561) loss_giou_dn_2: 0.4111 (0.4250) loss_giou_dn_3: 0.4033 (0.4167) loss_giou_dn_4: 0.4006 (0.4146) loss_giou_dn_5: 0.4005 (0.4148) loss_vfl: 0.6635 (0.6565) loss_vfl_aux_0: 0.7554 (0.7552) loss_vfl_aux_1: 0.7131 (0.7122) loss_vfl_aux_2: 0.6978 (0.6830) loss_vfl_aux_3: 0.6651 (0.6680) loss_vfl_aux_4: 0.6670 (0.6604) loss_vfl_aux_5: 0.7407 (0.7423) loss_vfl_dn_0: 0.4441 (0.4461) loss_vfl_dn_1: 0.3757 (0.3804) loss_vfl_dn_2: 0.3588 (0.3645) loss_vfl_dn_3: 0.3545 (0.3573) loss_vfl_dn_4: 0.3520 (0.3547) loss_vfl_dn_5: 0.3508 (0.3540) time: 0.4716 data: 0.0139 max mem: 5654 Epoch: [59] [6200/7393] eta: 0:09:46 lr: 0.000010 loss: 15.1881 (15.3911) loss_bbox: 0.1449 (0.1486) loss_bbox_aux_0: 0.1603 (0.1610) loss_bbox_aux_1: 0.1520 (0.1535) loss_bbox_aux_2: 0.1470 (0.1509) loss_bbox_aux_3: 0.1449 (0.1493) loss_bbox_aux_4: 0.1458 (0.1486) loss_bbox_aux_5: 0.1818 (0.1960) loss_bbox_dn_0: 0.2296 (0.2566) loss_bbox_dn_1: 0.1710 (0.1872) loss_bbox_dn_2: 0.1498 (0.1668) loss_bbox_dn_3: 0.1452 (0.1610) loss_bbox_dn_4: 0.1446 (0.1596) loss_bbox_dn_5: 0.1446 (0.1596) loss_giou: 0.4244 (0.4633) loss_giou_aux_0: 0.4510 (0.4861) loss_giou_aux_1: 0.4369 (0.4725) loss_giou_aux_2: 0.4324 (0.4677) loss_giou_aux_3: 0.4227 (0.4646) loss_giou_aux_4: 0.4274 (0.4635) loss_giou_aux_5: 0.5092 (0.5482) loss_giou_dn_0: 0.5648 (0.5640) loss_giou_dn_1: 0.4473 (0.4561) loss_giou_dn_2: 0.4199 (0.4250) loss_giou_dn_3: 0.4099 (0.4167) loss_giou_dn_4: 0.4089 (0.4146) loss_giou_dn_5: 0.4090 (0.4148) loss_vfl: 0.6476 (0.6567) loss_vfl_aux_0: 0.7445 (0.7552) loss_vfl_aux_1: 0.6824 (0.7123) loss_vfl_aux_2: 0.6703 (0.6833) loss_vfl_aux_3: 0.6629 (0.6682) loss_vfl_aux_4: 0.6512 (0.6605) loss_vfl_aux_5: 0.7323 (0.7423) loss_vfl_dn_0: 0.4473 (0.4461) loss_vfl_dn_1: 0.3873 (0.3804) loss_vfl_dn_2: 0.3687 (0.3645) loss_vfl_dn_3: 0.3640 (0.3573) loss_vfl_dn_4: 0.3638 (0.3547) loss_vfl_dn_5: 0.3632 (0.3540) time: 0.4846 data: 0.0137 max mem: 5654 Epoch: [59] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 14.6711 (15.3917) loss_bbox: 0.1342 (0.1485) loss_bbox_aux_0: 0.1420 (0.1610) loss_bbox_aux_1: 0.1370 (0.1534) loss_bbox_aux_2: 0.1391 (0.1509) loss_bbox_aux_3: 0.1363 (0.1492) loss_bbox_aux_4: 0.1368 (0.1486) loss_bbox_aux_5: 0.1786 (0.1959) loss_bbox_dn_0: 0.2372 (0.2565) loss_bbox_dn_1: 0.1720 (0.1871) loss_bbox_dn_2: 0.1494 (0.1667) loss_bbox_dn_3: 0.1446 (0.1609) loss_bbox_dn_4: 0.1444 (0.1595) loss_bbox_dn_5: 0.1444 (0.1595) loss_giou: 0.4130 (0.4635) loss_giou_aux_0: 0.4240 (0.4863) loss_giou_aux_1: 0.4070 (0.4728) loss_giou_aux_2: 0.4162 (0.4679) loss_giou_aux_3: 0.4117 (0.4649) loss_giou_aux_4: 0.4119 (0.4637) loss_giou_aux_5: 0.5270 (0.5485) loss_giou_dn_0: 0.5385 (0.5641) loss_giou_dn_1: 0.4392 (0.4563) loss_giou_dn_2: 0.4090 (0.4251) loss_giou_dn_3: 0.4001 (0.4168) loss_giou_dn_4: 0.3986 (0.4147) loss_giou_dn_5: 0.3998 (0.4149) loss_vfl: 0.6426 (0.6566) loss_vfl_aux_0: 0.7224 (0.7549) loss_vfl_aux_1: 0.7201 (0.7122) loss_vfl_aux_2: 0.6523 (0.6832) loss_vfl_aux_3: 0.6495 (0.6681) loss_vfl_aux_4: 0.6332 (0.6604) loss_vfl_aux_5: 0.7246 (0.7420) loss_vfl_dn_0: 0.4434 (0.4460) loss_vfl_dn_1: 0.3780 (0.3804) loss_vfl_dn_2: 0.3606 (0.3645) loss_vfl_dn_3: 0.3539 (0.3573) loss_vfl_dn_4: 0.3533 (0.3547) loss_vfl_dn_5: 0.3513 (0.3540) time: 0.4586 data: 0.0138 max mem: 5654 Epoch: [59] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 16.0095 (15.3939) loss_bbox: 0.1467 (0.1485) loss_bbox_aux_0: 0.1449 (0.1609) loss_bbox_aux_1: 0.1421 (0.1533) loss_bbox_aux_2: 0.1429 (0.1508) loss_bbox_aux_3: 0.1440 (0.1492) loss_bbox_aux_4: 0.1426 (0.1485) loss_bbox_aux_5: 0.1749 (0.1958) loss_bbox_dn_0: 0.2245 (0.2563) loss_bbox_dn_1: 0.1738 (0.1870) loss_bbox_dn_2: 0.1586 (0.1666) loss_bbox_dn_3: 0.1545 (0.1608) loss_bbox_dn_4: 0.1520 (0.1594) loss_bbox_dn_5: 0.1520 (0.1595) loss_giou: 0.5322 (0.4638) loss_giou_aux_0: 0.5526 (0.4866) loss_giou_aux_1: 0.5292 (0.4731) loss_giou_aux_2: 0.5552 (0.4682) loss_giou_aux_3: 0.5451 (0.4652) loss_giou_aux_4: 0.5383 (0.4640) loss_giou_aux_5: 0.6196 (0.5488) loss_giou_dn_0: 0.6146 (0.5643) loss_giou_dn_1: 0.5220 (0.4564) loss_giou_dn_2: 0.4913 (0.4253) loss_giou_dn_3: 0.4858 (0.4169) loss_giou_dn_4: 0.4842 (0.4149) loss_giou_dn_5: 0.4839 (0.4151) loss_vfl: 0.6175 (0.6567) loss_vfl_aux_0: 0.7082 (0.7549) loss_vfl_aux_1: 0.6848 (0.7122) loss_vfl_aux_2: 0.6480 (0.6832) loss_vfl_aux_3: 0.6288 (0.6681) loss_vfl_aux_4: 0.6188 (0.6605) loss_vfl_aux_5: 0.6997 (0.7421) loss_vfl_dn_0: 0.4434 (0.4461) loss_vfl_dn_1: 0.3817 (0.3804) loss_vfl_dn_2: 0.3687 (0.3645) loss_vfl_dn_3: 0.3620 (0.3573) loss_vfl_dn_4: 0.3610 (0.3547) loss_vfl_dn_5: 0.3600 (0.3540) time: 0.4666 data: 0.0136 max mem: 5654 Epoch: [59] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.0071 (15.3910) loss_bbox: 0.1429 (0.1485) loss_bbox_aux_0: 0.1570 (0.1610) loss_bbox_aux_1: 0.1509 (0.1534) loss_bbox_aux_2: 0.1481 (0.1509) loss_bbox_aux_3: 0.1451 (0.1492) loss_bbox_aux_4: 0.1431 (0.1486) loss_bbox_aux_5: 0.1876 (0.1959) loss_bbox_dn_0: 0.2388 (0.2563) loss_bbox_dn_1: 0.1658 (0.1870) loss_bbox_dn_2: 0.1507 (0.1666) loss_bbox_dn_3: 0.1389 (0.1608) loss_bbox_dn_4: 0.1377 (0.1594) loss_bbox_dn_5: 0.1377 (0.1595) loss_giou: 0.4410 (0.4635) loss_giou_aux_0: 0.4561 (0.4863) loss_giou_aux_1: 0.4457 (0.4728) loss_giou_aux_2: 0.4429 (0.4679) loss_giou_aux_3: 0.4376 (0.4649) loss_giou_aux_4: 0.4402 (0.4637) loss_giou_aux_5: 0.5150 (0.5484) loss_giou_dn_0: 0.5246 (0.5640) loss_giou_dn_1: 0.4288 (0.4562) loss_giou_dn_2: 0.4026 (0.4250) loss_giou_dn_3: 0.3939 (0.4167) loss_giou_dn_4: 0.3929 (0.4146) loss_giou_dn_5: 0.3930 (0.4148) loss_vfl: 0.6527 (0.6567) loss_vfl_aux_0: 0.7526 (0.7551) loss_vfl_aux_1: 0.7134 (0.7122) loss_vfl_aux_2: 0.6807 (0.6832) loss_vfl_aux_3: 0.6667 (0.6682) loss_vfl_aux_4: 0.6562 (0.6605) loss_vfl_aux_5: 0.7515 (0.7423) loss_vfl_dn_0: 0.4456 (0.4461) loss_vfl_dn_1: 0.3800 (0.3804) loss_vfl_dn_2: 0.3592 (0.3645) loss_vfl_dn_3: 0.3517 (0.3573) loss_vfl_dn_4: 0.3490 (0.3547) loss_vfl_dn_5: 0.3482 (0.3540) time: 0.4738 data: 0.0136 max mem: 5654 Epoch: [59] [6600/7393] eta: 0:06:29 lr: 0.000010 loss: 15.0713 (15.3895) loss_bbox: 0.1326 (0.1485) loss_bbox_aux_0: 0.1559 (0.1610) loss_bbox_aux_1: 0.1407 (0.1533) loss_bbox_aux_2: 0.1393 (0.1509) loss_bbox_aux_3: 0.1318 (0.1492) loss_bbox_aux_4: 0.1358 (0.1486) loss_bbox_aux_5: 0.1850 (0.1959) loss_bbox_dn_0: 0.2171 (0.2563) loss_bbox_dn_1: 0.1532 (0.1870) loss_bbox_dn_2: 0.1371 (0.1666) loss_bbox_dn_3: 0.1323 (0.1608) loss_bbox_dn_4: 0.1321 (0.1594) loss_bbox_dn_5: 0.1322 (0.1594) loss_giou: 0.4316 (0.4634) loss_giou_aux_0: 0.4594 (0.4863) loss_giou_aux_1: 0.4381 (0.4727) loss_giou_aux_2: 0.4321 (0.4678) loss_giou_aux_3: 0.4356 (0.4648) loss_giou_aux_4: 0.4316 (0.4636) loss_giou_aux_5: 0.5167 (0.5483) loss_giou_dn_0: 0.5569 (0.5640) loss_giou_dn_1: 0.4414 (0.4561) loss_giou_dn_2: 0.4050 (0.4250) loss_giou_dn_3: 0.3950 (0.4167) loss_giou_dn_4: 0.3929 (0.4146) loss_giou_dn_5: 0.3933 (0.4148) loss_vfl: 0.6236 (0.6567) loss_vfl_aux_0: 0.7601 (0.7549) loss_vfl_aux_1: 0.6912 (0.7122) loss_vfl_aux_2: 0.6648 (0.6832) loss_vfl_aux_3: 0.6411 (0.6682) loss_vfl_aux_4: 0.6271 (0.6605) loss_vfl_aux_5: 0.7050 (0.7422) loss_vfl_dn_0: 0.4459 (0.4461) loss_vfl_dn_1: 0.3819 (0.3804) loss_vfl_dn_2: 0.3648 (0.3645) loss_vfl_dn_3: 0.3560 (0.3573) loss_vfl_dn_4: 0.3527 (0.3547) loss_vfl_dn_5: 0.3512 (0.3540) time: 0.4600 data: 0.0135 max mem: 5654 Epoch: [59] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.3021 (15.3920) loss_bbox: 0.1383 (0.1485) loss_bbox_aux_0: 0.1436 (0.1610) loss_bbox_aux_1: 0.1395 (0.1534) loss_bbox_aux_2: 0.1378 (0.1509) loss_bbox_aux_3: 0.1380 (0.1492) loss_bbox_aux_4: 0.1387 (0.1486) loss_bbox_aux_5: 0.1884 (0.1959) loss_bbox_dn_0: 0.2375 (0.2562) loss_bbox_dn_1: 0.1710 (0.1869) loss_bbox_dn_2: 0.1519 (0.1666) loss_bbox_dn_3: 0.1458 (0.1607) loss_bbox_dn_4: 0.1446 (0.1594) loss_bbox_dn_5: 0.1446 (0.1594) loss_giou: 0.4527 (0.4636) loss_giou_aux_0: 0.4758 (0.4865) loss_giou_aux_1: 0.4579 (0.4729) loss_giou_aux_2: 0.4573 (0.4681) loss_giou_aux_3: 0.4553 (0.4651) loss_giou_aux_4: 0.4498 (0.4638) loss_giou_aux_5: 0.5255 (0.5485) loss_giou_dn_0: 0.5544 (0.5642) loss_giou_dn_1: 0.4346 (0.4563) loss_giou_dn_2: 0.4051 (0.4251) loss_giou_dn_3: 0.3927 (0.4168) loss_giou_dn_4: 0.3911 (0.4147) loss_giou_dn_5: 0.3911 (0.4149) loss_vfl: 0.6541 (0.6566) loss_vfl_aux_0: 0.7647 (0.7549) loss_vfl_aux_1: 0.7094 (0.7121) loss_vfl_aux_2: 0.6884 (0.6831) loss_vfl_aux_3: 0.6762 (0.6681) loss_vfl_aux_4: 0.6498 (0.6604) loss_vfl_aux_5: 0.7373 (0.7422) loss_vfl_dn_0: 0.4473 (0.4461) loss_vfl_dn_1: 0.3877 (0.3805) loss_vfl_dn_2: 0.3686 (0.3646) loss_vfl_dn_3: 0.3575 (0.3573) loss_vfl_dn_4: 0.3571 (0.3547) loss_vfl_dn_5: 0.3552 (0.3540) time: 0.4768 data: 0.0135 max mem: 5654 Epoch: [59] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.0679 (15.3923) loss_bbox: 0.1387 (0.1486) loss_bbox_aux_0: 0.1554 (0.1611) loss_bbox_aux_1: 0.1455 (0.1535) loss_bbox_aux_2: 0.1430 (0.1510) loss_bbox_aux_3: 0.1396 (0.1493) loss_bbox_aux_4: 0.1381 (0.1487) loss_bbox_aux_5: 0.1939 (0.1959) loss_bbox_dn_0: 0.2425 (0.2564) loss_bbox_dn_1: 0.1784 (0.1871) loss_bbox_dn_2: 0.1603 (0.1667) loss_bbox_dn_3: 0.1521 (0.1609) loss_bbox_dn_4: 0.1511 (0.1595) loss_bbox_dn_5: 0.1505 (0.1595) loss_giou: 0.4291 (0.4636) loss_giou_aux_0: 0.4510 (0.4864) loss_giou_aux_1: 0.4370 (0.4729) loss_giou_aux_2: 0.4380 (0.4681) loss_giou_aux_3: 0.4342 (0.4650) loss_giou_aux_4: 0.4255 (0.4638) loss_giou_aux_5: 0.5023 (0.5484) loss_giou_dn_0: 0.5623 (0.5642) loss_giou_dn_1: 0.4540 (0.4563) loss_giou_dn_2: 0.4144 (0.4251) loss_giou_dn_3: 0.4067 (0.4168) loss_giou_dn_4: 0.4065 (0.4147) loss_giou_dn_5: 0.4063 (0.4149) loss_vfl: 0.6807 (0.6566) loss_vfl_aux_0: 0.7623 (0.7548) loss_vfl_aux_1: 0.7104 (0.7120) loss_vfl_aux_2: 0.6991 (0.6830) loss_vfl_aux_3: 0.6736 (0.6680) loss_vfl_aux_4: 0.6790 (0.6603) loss_vfl_aux_5: 0.7618 (0.7421) loss_vfl_dn_0: 0.4444 (0.4461) loss_vfl_dn_1: 0.3810 (0.3804) loss_vfl_dn_2: 0.3667 (0.3645) loss_vfl_dn_3: 0.3571 (0.3573) loss_vfl_dn_4: 0.3556 (0.3547) loss_vfl_dn_5: 0.3553 (0.3540) time: 0.4664 data: 0.0137 max mem: 5654 Epoch: [59] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.1839 (15.3907) loss_bbox: 0.1370 (0.1486) loss_bbox_aux_0: 0.1435 (0.1610) loss_bbox_aux_1: 0.1372 (0.1534) loss_bbox_aux_2: 0.1387 (0.1510) loss_bbox_aux_3: 0.1367 (0.1492) loss_bbox_aux_4: 0.1362 (0.1486) loss_bbox_aux_5: 0.1782 (0.1959) loss_bbox_dn_0: 0.2470 (0.2563) loss_bbox_dn_1: 0.1732 (0.1870) loss_bbox_dn_2: 0.1508 (0.1666) loss_bbox_dn_3: 0.1439 (0.1608) loss_bbox_dn_4: 0.1440 (0.1594) loss_bbox_dn_5: 0.1441 (0.1594) loss_giou: 0.4374 (0.4636) loss_giou_aux_0: 0.4464 (0.4864) loss_giou_aux_1: 0.4466 (0.4728) loss_giou_aux_2: 0.4412 (0.4680) loss_giou_aux_3: 0.4425 (0.4650) loss_giou_aux_4: 0.4357 (0.4638) loss_giou_aux_5: 0.4983 (0.5484) loss_giou_dn_0: 0.5607 (0.5642) loss_giou_dn_1: 0.4475 (0.4562) loss_giou_dn_2: 0.4096 (0.4250) loss_giou_dn_3: 0.4017 (0.4167) loss_giou_dn_4: 0.3998 (0.4146) loss_giou_dn_5: 0.3997 (0.4148) loss_vfl: 0.6503 (0.6565) loss_vfl_aux_0: 0.7763 (0.7548) loss_vfl_aux_1: 0.7187 (0.7120) loss_vfl_aux_2: 0.6756 (0.6831) loss_vfl_aux_3: 0.6660 (0.6680) loss_vfl_aux_4: 0.6579 (0.6603) loss_vfl_aux_5: 0.7530 (0.7422) loss_vfl_dn_0: 0.4418 (0.4461) loss_vfl_dn_1: 0.3884 (0.3804) loss_vfl_dn_2: 0.3685 (0.3645) loss_vfl_dn_3: 0.3596 (0.3573) loss_vfl_dn_4: 0.3598 (0.3547) loss_vfl_dn_5: 0.3600 (0.3540) time: 0.4893 data: 0.0137 max mem: 5654 Epoch: [59] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 15.3699 (15.3912) loss_bbox: 0.1391 (0.1486) loss_bbox_aux_0: 0.1489 (0.1611) loss_bbox_aux_1: 0.1402 (0.1534) loss_bbox_aux_2: 0.1392 (0.1510) loss_bbox_aux_3: 0.1396 (0.1493) loss_bbox_aux_4: 0.1375 (0.1487) loss_bbox_aux_5: 0.1880 (0.1960) loss_bbox_dn_0: 0.2347 (0.2564) loss_bbox_dn_1: 0.1737 (0.1871) loss_bbox_dn_2: 0.1598 (0.1668) loss_bbox_dn_3: 0.1507 (0.1609) loss_bbox_dn_4: 0.1495 (0.1596) loss_bbox_dn_5: 0.1496 (0.1596) loss_giou: 0.4355 (0.4635) loss_giou_aux_0: 0.4589 (0.4863) loss_giou_aux_1: 0.4480 (0.4727) loss_giou_aux_2: 0.4362 (0.4679) loss_giou_aux_3: 0.4461 (0.4649) loss_giou_aux_4: 0.4341 (0.4637) loss_giou_aux_5: 0.5213 (0.5482) loss_giou_dn_0: 0.5609 (0.5641) loss_giou_dn_1: 0.4558 (0.4562) loss_giou_dn_2: 0.4210 (0.4250) loss_giou_dn_3: 0.4102 (0.4167) loss_giou_dn_4: 0.4065 (0.4146) loss_giou_dn_5: 0.4067 (0.4148) loss_vfl: 0.6682 (0.6566) loss_vfl_aux_0: 0.7506 (0.7547) loss_vfl_aux_1: 0.7095 (0.7121) loss_vfl_aux_2: 0.6876 (0.6832) loss_vfl_aux_3: 0.6692 (0.6680) loss_vfl_aux_4: 0.6730 (0.6604) loss_vfl_aux_5: 0.7323 (0.7422) loss_vfl_dn_0: 0.4492 (0.4461) loss_vfl_dn_1: 0.3773 (0.3804) loss_vfl_dn_2: 0.3597 (0.3645) loss_vfl_dn_3: 0.3548 (0.3573) loss_vfl_dn_4: 0.3504 (0.3547) loss_vfl_dn_5: 0.3489 (0.3540) time: 0.4693 data: 0.0143 max mem: 5654 Epoch: [59] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.5089 (15.3893) loss_bbox: 0.1455 (0.1486) loss_bbox_aux_0: 0.1605 (0.1611) loss_bbox_aux_1: 0.1510 (0.1534) loss_bbox_aux_2: 0.1479 (0.1510) loss_bbox_aux_3: 0.1444 (0.1493) loss_bbox_aux_4: 0.1460 (0.1487) loss_bbox_aux_5: 0.2020 (0.1960) loss_bbox_dn_0: 0.2612 (0.2564) loss_bbox_dn_1: 0.1914 (0.1871) loss_bbox_dn_2: 0.1678 (0.1667) loss_bbox_dn_3: 0.1595 (0.1609) loss_bbox_dn_4: 0.1570 (0.1595) loss_bbox_dn_5: 0.1570 (0.1595) loss_giou: 0.4505 (0.4634) loss_giou_aux_0: 0.4614 (0.4862) loss_giou_aux_1: 0.4405 (0.4727) loss_giou_aux_2: 0.4600 (0.4678) loss_giou_aux_3: 0.4494 (0.4648) loss_giou_aux_4: 0.4510 (0.4636) loss_giou_aux_5: 0.5065 (0.5481) loss_giou_dn_0: 0.5719 (0.5640) loss_giou_dn_1: 0.4464 (0.4561) loss_giou_dn_2: 0.4182 (0.4249) loss_giou_dn_3: 0.4091 (0.4166) loss_giou_dn_4: 0.4068 (0.4145) loss_giou_dn_5: 0.4073 (0.4147) loss_vfl: 0.6445 (0.6566) loss_vfl_aux_0: 0.7279 (0.7547) loss_vfl_aux_1: 0.6962 (0.7119) loss_vfl_aux_2: 0.6646 (0.6831) loss_vfl_aux_3: 0.6438 (0.6680) loss_vfl_aux_4: 0.6445 (0.6603) loss_vfl_aux_5: 0.7060 (0.7422) loss_vfl_dn_0: 0.4406 (0.4461) loss_vfl_dn_1: 0.3753 (0.3804) loss_vfl_dn_2: 0.3627 (0.3645) loss_vfl_dn_3: 0.3584 (0.3572) loss_vfl_dn_4: 0.3572 (0.3547) loss_vfl_dn_5: 0.3563 (0.3540) time: 0.4885 data: 0.0153 max mem: 5654 Epoch: [59] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.8219 (15.3892) loss_bbox: 0.1443 (0.1487) loss_bbox_aux_0: 0.1618 (0.1611) loss_bbox_aux_1: 0.1585 (0.1534) loss_bbox_aux_2: 0.1581 (0.1510) loss_bbox_aux_3: 0.1444 (0.1494) loss_bbox_aux_4: 0.1460 (0.1487) loss_bbox_aux_5: 0.1981 (0.1960) loss_bbox_dn_0: 0.2726 (0.2565) loss_bbox_dn_1: 0.2042 (0.1872) loss_bbox_dn_2: 0.1686 (0.1668) loss_bbox_dn_3: 0.1670 (0.1609) loss_bbox_dn_4: 0.1673 (0.1596) loss_bbox_dn_5: 0.1672 (0.1596) loss_giou: 0.4821 (0.4634) loss_giou_aux_0: 0.4863 (0.4862) loss_giou_aux_1: 0.4875 (0.4727) loss_giou_aux_2: 0.4879 (0.4678) loss_giou_aux_3: 0.4853 (0.4649) loss_giou_aux_4: 0.4822 (0.4636) loss_giou_aux_5: 0.5993 (0.5481) loss_giou_dn_0: 0.5855 (0.5640) loss_giou_dn_1: 0.4855 (0.4561) loss_giou_dn_2: 0.4422 (0.4249) loss_giou_dn_3: 0.4356 (0.4166) loss_giou_dn_4: 0.4329 (0.4145) loss_giou_dn_5: 0.4328 (0.4147) loss_vfl: 0.6263 (0.6564) loss_vfl_aux_0: 0.7708 (0.7546) loss_vfl_aux_1: 0.6974 (0.7118) loss_vfl_aux_2: 0.6631 (0.6830) loss_vfl_aux_3: 0.6642 (0.6679) loss_vfl_aux_4: 0.6299 (0.6602) loss_vfl_aux_5: 0.7407 (0.7421) loss_vfl_dn_0: 0.4470 (0.4460) loss_vfl_dn_1: 0.3858 (0.3804) loss_vfl_dn_2: 0.3692 (0.3645) loss_vfl_dn_3: 0.3637 (0.3572) loss_vfl_dn_4: 0.3631 (0.3547) loss_vfl_dn_5: 0.3614 (0.3540) time: 0.4677 data: 0.0143 max mem: 5654 Epoch: [59] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.8485 (15.3885) loss_bbox: 0.1433 (0.1487) loss_bbox_aux_0: 0.1490 (0.1611) loss_bbox_aux_1: 0.1491 (0.1535) loss_bbox_aux_2: 0.1450 (0.1511) loss_bbox_aux_3: 0.1447 (0.1494) loss_bbox_aux_4: 0.1412 (0.1488) loss_bbox_aux_5: 0.1788 (0.1960) loss_bbox_dn_0: 0.2322 (0.2565) loss_bbox_dn_1: 0.1602 (0.1872) loss_bbox_dn_2: 0.1541 (0.1668) loss_bbox_dn_3: 0.1501 (0.1610) loss_bbox_dn_4: 0.1476 (0.1596) loss_bbox_dn_5: 0.1476 (0.1596) loss_giou: 0.4187 (0.4633) loss_giou_aux_0: 0.4235 (0.4860) loss_giou_aux_1: 0.4105 (0.4725) loss_giou_aux_2: 0.4254 (0.4677) loss_giou_aux_3: 0.4265 (0.4647) loss_giou_aux_4: 0.4096 (0.4635) loss_giou_aux_5: 0.5016 (0.5479) loss_giou_dn_0: 0.5229 (0.5638) loss_giou_dn_1: 0.4158 (0.4560) loss_giou_dn_2: 0.3853 (0.4248) loss_giou_dn_3: 0.3768 (0.4165) loss_giou_dn_4: 0.3748 (0.4144) loss_giou_dn_5: 0.3747 (0.4146) loss_vfl: 0.6600 (0.6565) loss_vfl_aux_0: 0.7698 (0.7547) loss_vfl_aux_1: 0.7135 (0.7118) loss_vfl_aux_2: 0.6962 (0.6831) loss_vfl_aux_3: 0.6748 (0.6679) loss_vfl_aux_4: 0.6637 (0.6603) loss_vfl_aux_5: 0.7526 (0.7423) loss_vfl_dn_0: 0.4484 (0.4460) loss_vfl_dn_1: 0.3805 (0.3804) loss_vfl_dn_2: 0.3630 (0.3645) loss_vfl_dn_3: 0.3541 (0.3572) loss_vfl_dn_4: 0.3538 (0.3547) loss_vfl_dn_5: 0.3534 (0.3540) time: 0.4790 data: 0.0138 max mem: 5654 Epoch: [59] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.4019 (15.3890) loss_bbox: 0.1383 (0.1488) loss_bbox_aux_0: 0.1553 (0.1612) loss_bbox_aux_1: 0.1425 (0.1535) loss_bbox_aux_2: 0.1409 (0.1511) loss_bbox_aux_3: 0.1392 (0.1495) loss_bbox_aux_4: 0.1370 (0.1488) loss_bbox_aux_5: 0.1824 (0.1960) loss_bbox_dn_0: 0.2598 (0.2566) loss_bbox_dn_1: 0.1905 (0.1872) loss_bbox_dn_2: 0.1701 (0.1669) loss_bbox_dn_3: 0.1640 (0.1610) loss_bbox_dn_4: 0.1620 (0.1597) loss_bbox_dn_5: 0.1620 (0.1597) loss_giou: 0.4178 (0.4631) loss_giou_aux_0: 0.4353 (0.4859) loss_giou_aux_1: 0.4169 (0.4724) loss_giou_aux_2: 0.4117 (0.4675) loss_giou_aux_3: 0.4129 (0.4646) loss_giou_aux_4: 0.4234 (0.4633) loss_giou_aux_5: 0.4985 (0.5477) loss_giou_dn_0: 0.5536 (0.5637) loss_giou_dn_1: 0.4496 (0.4559) loss_giou_dn_2: 0.4181 (0.4247) loss_giou_dn_3: 0.4080 (0.4164) loss_giou_dn_4: 0.4064 (0.4143) loss_giou_dn_5: 0.4064 (0.4145) loss_vfl: 0.6551 (0.6568) loss_vfl_aux_0: 0.7622 (0.7549) loss_vfl_aux_1: 0.7234 (0.7121) loss_vfl_aux_2: 0.6765 (0.6833) loss_vfl_aux_3: 0.6683 (0.6681) loss_vfl_aux_4: 0.6577 (0.6605) loss_vfl_aux_5: 0.7633 (0.7426) loss_vfl_dn_0: 0.4494 (0.4461) loss_vfl_dn_1: 0.3823 (0.3804) loss_vfl_dn_2: 0.3652 (0.3645) loss_vfl_dn_3: 0.3553 (0.3572) loss_vfl_dn_4: 0.3515 (0.3547) loss_vfl_dn_5: 0.3505 (0.3540) time: 0.4792 data: 0.0136 max mem: 5654 Epoch: [59] Total time: 1:00:22 (0.4900 s / it) Averaged stats: lr: 0.000010 loss: 15.4019 (15.3890) loss_bbox: 0.1383 (0.1488) loss_bbox_aux_0: 0.1553 (0.1612) loss_bbox_aux_1: 0.1425 (0.1535) loss_bbox_aux_2: 0.1409 (0.1511) loss_bbox_aux_3: 0.1392 (0.1495) loss_bbox_aux_4: 0.1370 (0.1488) loss_bbox_aux_5: 0.1824 (0.1960) loss_bbox_dn_0: 0.2598 (0.2566) loss_bbox_dn_1: 0.1905 (0.1872) loss_bbox_dn_2: 0.1701 (0.1669) loss_bbox_dn_3: 0.1640 (0.1610) loss_bbox_dn_4: 0.1620 (0.1597) loss_bbox_dn_5: 0.1620 (0.1597) loss_giou: 0.4178 (0.4631) loss_giou_aux_0: 0.4353 (0.4859) loss_giou_aux_1: 0.4169 (0.4724) loss_giou_aux_2: 0.4117 (0.4675) loss_giou_aux_3: 0.4129 (0.4646) loss_giou_aux_4: 0.4234 (0.4633) loss_giou_aux_5: 0.4985 (0.5477) loss_giou_dn_0: 0.5536 (0.5637) loss_giou_dn_1: 0.4496 (0.4559) loss_giou_dn_2: 0.4181 (0.4247) loss_giou_dn_3: 0.4080 (0.4164) loss_giou_dn_4: 0.4064 (0.4143) loss_giou_dn_5: 0.4064 (0.4145) loss_vfl: 0.6551 (0.6568) loss_vfl_aux_0: 0.7622 (0.7549) loss_vfl_aux_1: 0.7234 (0.7121) loss_vfl_aux_2: 0.6765 (0.6833) loss_vfl_aux_3: 0.6683 (0.6681) loss_vfl_aux_4: 0.6577 (0.6605) loss_vfl_aux_5: 0.7633 (0.7426) loss_vfl_dn_0: 0.4494 (0.4461) loss_vfl_dn_1: 0.3823 (0.3804) loss_vfl_dn_2: 0.3652 (0.3645) loss_vfl_dn_3: 0.3553 (0.3572) loss_vfl_dn_4: 0.3515 (0.3547) loss_vfl_dn_5: 0.3505 (0.3540) Test: [ 0/157] eta: 0:04:28 time: 1.7099 data: 1.2730 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5226 data: 0.1386 max mem: 5654 Test: [ 20/157] eta: 0:01:03 time: 0.4000 data: 0.0264 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3931 data: 0.0273 max mem: 5654 Test: [ 40/157] eta: 0:01:09 time: 0.7347 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:00:59 time: 0.7381 data: 0.0259 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.3949 data: 0.0256 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3921 data: 0.0259 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.4058 data: 0.0267 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4157 data: 0.0265 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.4027 data: 0.0264 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.4009 data: 0.0268 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3949 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3889 data: 0.0264 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3883 data: 0.0257 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3745 data: 0.0257 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6701 data: 0.0249 max mem: 5654 Test: Total time: 0:01:16 (0.4872 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.53s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 59, 'coco_eval_bbox': 0.5319644360890239} Epoch: [60] [ 0/7393] eta: 1 day, 4:10:23 lr: 0.000010 loss: 13.8950 (13.8950) loss_bbox: 0.1276 (0.1276) loss_bbox_aux_0: 0.1367 (0.1367) loss_bbox_aux_1: 0.1226 (0.1226) loss_bbox_aux_2: 0.1264 (0.1264) loss_bbox_aux_3: 0.1289 (0.1289) loss_bbox_aux_4: 0.1276 (0.1276) loss_bbox_aux_5: 0.1566 (0.1566) loss_bbox_dn_0: 0.2029 (0.2029) loss_bbox_dn_1: 0.1428 (0.1428) loss_bbox_dn_2: 0.1283 (0.1283) loss_bbox_dn_3: 0.1268 (0.1268) loss_bbox_dn_4: 0.1260 (0.1260) loss_bbox_dn_5: 0.1260 (0.1260) loss_giou: 0.3693 (0.3693) loss_giou_aux_0: 0.3799 (0.3799) loss_giou_aux_1: 0.3686 (0.3686) loss_giou_aux_2: 0.3640 (0.3640) loss_giou_aux_3: 0.3707 (0.3707) loss_giou_aux_4: 0.3692 (0.3692) loss_giou_aux_5: 0.4273 (0.4273) loss_giou_dn_0: 0.4705 (0.4705) loss_giou_dn_1: 0.3614 (0.3614) loss_giou_dn_2: 0.3368 (0.3368) loss_giou_dn_3: 0.3306 (0.3306) loss_giou_dn_4: 0.3300 (0.3300) loss_giou_dn_5: 0.3303 (0.3303) loss_vfl: 0.6974 (0.6974) loss_vfl_aux_0: 0.7901 (0.7901) loss_vfl_aux_1: 0.7535 (0.7535) loss_vfl_aux_2: 0.7404 (0.7404) loss_vfl_aux_3: 0.6918 (0.6918) loss_vfl_aux_4: 0.6887 (0.6887) loss_vfl_aux_5: 0.7799 (0.7799) loss_vfl_dn_0: 0.4408 (0.4408) loss_vfl_dn_1: 0.3625 (0.3625) loss_vfl_dn_2: 0.3457 (0.3457) loss_vfl_dn_3: 0.3403 (0.3403) loss_vfl_dn_4: 0.3385 (0.3385) loss_vfl_dn_5: 0.3376 (0.3376) time: 13.7188 data: 3.5107 max mem: 5654 Epoch: [60] [ 100/7393] eta: 1:16:58 lr: 0.000010 loss: 15.4804 (15.5242) loss_bbox: 0.1586 (0.1532) loss_bbox_aux_0: 0.1809 (0.1691) loss_bbox_aux_1: 0.1669 (0.1610) loss_bbox_aux_2: 0.1623 (0.1565) loss_bbox_aux_3: 0.1583 (0.1541) loss_bbox_aux_4: 0.1642 (0.1528) loss_bbox_aux_5: 0.2089 (0.2030) loss_bbox_dn_0: 0.2451 (0.2628) loss_bbox_dn_1: 0.1794 (0.1908) loss_bbox_dn_2: 0.1559 (0.1693) loss_bbox_dn_3: 0.1522 (0.1629) loss_bbox_dn_4: 0.1531 (0.1615) loss_bbox_dn_5: 0.1532 (0.1615) loss_giou: 0.4479 (0.4692) loss_giou_aux_0: 0.4859 (0.4916) loss_giou_aux_1: 0.4633 (0.4801) loss_giou_aux_2: 0.4435 (0.4731) loss_giou_aux_3: 0.4468 (0.4695) loss_giou_aux_4: 0.4507 (0.4691) loss_giou_aux_5: 0.5503 (0.5511) loss_giou_dn_0: 0.5583 (0.5719) loss_giou_dn_1: 0.4625 (0.4604) loss_giou_dn_2: 0.4274 (0.4277) loss_giou_dn_3: 0.4155 (0.4187) loss_giou_dn_4: 0.4114 (0.4164) loss_giou_dn_5: 0.4121 (0.4166) loss_vfl: 0.6519 (0.6539) loss_vfl_aux_0: 0.7718 (0.7565) loss_vfl_aux_1: 0.7185 (0.7133) loss_vfl_aux_2: 0.7076 (0.6877) loss_vfl_aux_3: 0.6881 (0.6678) loss_vfl_aux_4: 0.6626 (0.6568) loss_vfl_aux_5: 0.7450 (0.7464) loss_vfl_dn_0: 0.4476 (0.4465) loss_vfl_dn_1: 0.3840 (0.3829) loss_vfl_dn_2: 0.3655 (0.3662) loss_vfl_dn_3: 0.3601 (0.3594) loss_vfl_dn_4: 0.3566 (0.3568) loss_vfl_dn_5: 0.3559 (0.3561) time: 0.4902 data: 0.0151 max mem: 5654 Epoch: [60] [ 200/7393] eta: 1:06:56 lr: 0.000010 loss: 15.5707 (15.5491) loss_bbox: 0.1433 (0.1520) loss_bbox_aux_0: 0.1433 (0.1646) loss_bbox_aux_1: 0.1437 (0.1579) loss_bbox_aux_2: 0.1461 (0.1550) loss_bbox_aux_3: 0.1448 (0.1528) loss_bbox_aux_4: 0.1442 (0.1520) loss_bbox_aux_5: 0.1917 (0.1996) loss_bbox_dn_0: 0.2508 (0.2612) loss_bbox_dn_1: 0.1902 (0.1901) loss_bbox_dn_2: 0.1705 (0.1687) loss_bbox_dn_3: 0.1589 (0.1623) loss_bbox_dn_4: 0.1609 (0.1609) loss_bbox_dn_5: 0.1610 (0.1609) loss_giou: 0.4562 (0.4731) loss_giou_aux_0: 0.4750 (0.4948) loss_giou_aux_1: 0.4839 (0.4838) loss_giou_aux_2: 0.4633 (0.4773) loss_giou_aux_3: 0.4581 (0.4740) loss_giou_aux_4: 0.4553 (0.4737) loss_giou_aux_5: 0.5479 (0.5550) loss_giou_dn_0: 0.5816 (0.5738) loss_giou_dn_1: 0.4666 (0.4629) loss_giou_dn_2: 0.4221 (0.4307) loss_giou_dn_3: 0.4142 (0.4218) loss_giou_dn_4: 0.4126 (0.4196) loss_giou_dn_5: 0.4124 (0.4198) loss_vfl: 0.6649 (0.6553) loss_vfl_aux_0: 0.7503 (0.7575) loss_vfl_aux_1: 0.7304 (0.7114) loss_vfl_aux_2: 0.7061 (0.6871) loss_vfl_aux_3: 0.6828 (0.6677) loss_vfl_aux_4: 0.6717 (0.6591) loss_vfl_aux_5: 0.7402 (0.7425) loss_vfl_dn_0: 0.4460 (0.4463) loss_vfl_dn_1: 0.3873 (0.3835) loss_vfl_dn_2: 0.3680 (0.3667) loss_vfl_dn_3: 0.3620 (0.3598) loss_vfl_dn_4: 0.3607 (0.3570) loss_vfl_dn_5: 0.3591 (0.3565) time: 0.4637 data: 0.0144 max mem: 5654 Epoch: [60] [ 300/7393] eta: 1:02:57 lr: 0.000010 loss: 15.3500 (15.4164) loss_bbox: 0.1557 (0.1496) loss_bbox_aux_0: 0.1597 (0.1616) loss_bbox_aux_1: 0.1470 (0.1544) loss_bbox_aux_2: 0.1566 (0.1519) loss_bbox_aux_3: 0.1530 (0.1505) loss_bbox_aux_4: 0.1530 (0.1496) loss_bbox_aux_5: 0.2043 (0.1977) loss_bbox_dn_0: 0.2749 (0.2579) loss_bbox_dn_1: 0.1973 (0.1867) loss_bbox_dn_2: 0.1783 (0.1660) loss_bbox_dn_3: 0.1737 (0.1598) loss_bbox_dn_4: 0.1720 (0.1585) loss_bbox_dn_5: 0.1720 (0.1585) loss_giou: 0.4404 (0.4682) loss_giou_aux_0: 0.4637 (0.4891) loss_giou_aux_1: 0.4510 (0.4773) loss_giou_aux_2: 0.4392 (0.4714) loss_giou_aux_3: 0.4439 (0.4688) loss_giou_aux_4: 0.4420 (0.4687) loss_giou_aux_5: 0.5192 (0.5499) loss_giou_dn_0: 0.5638 (0.5675) loss_giou_dn_1: 0.4467 (0.4572) loss_giou_dn_2: 0.4113 (0.4254) loss_giou_dn_3: 0.4031 (0.4167) loss_giou_dn_4: 0.4008 (0.4146) loss_giou_dn_5: 0.4018 (0.4148) loss_vfl: 0.6532 (0.6535) loss_vfl_aux_0: 0.7341 (0.7542) loss_vfl_aux_1: 0.7135 (0.7100) loss_vfl_aux_2: 0.6836 (0.6855) loss_vfl_aux_3: 0.6434 (0.6651) loss_vfl_aux_4: 0.6386 (0.6574) loss_vfl_aux_5: 0.7470 (0.7422) loss_vfl_dn_0: 0.4460 (0.4456) loss_vfl_dn_1: 0.3781 (0.3809) loss_vfl_dn_2: 0.3651 (0.3643) loss_vfl_dn_3: 0.3569 (0.3571) loss_vfl_dn_4: 0.3555 (0.3546) loss_vfl_dn_5: 0.3548 (0.3538) time: 0.4753 data: 0.0144 max mem: 5654 Epoch: [60] [ 400/7393] eta: 1:00:28 lr: 0.000010 loss: 15.0504 (15.4250) loss_bbox: 0.1352 (0.1501) loss_bbox_aux_0: 0.1500 (0.1613) loss_bbox_aux_1: 0.1408 (0.1539) loss_bbox_aux_2: 0.1351 (0.1516) loss_bbox_aux_3: 0.1337 (0.1509) loss_bbox_aux_4: 0.1362 (0.1500) loss_bbox_aux_5: 0.1781 (0.1972) loss_bbox_dn_0: 0.2208 (0.2577) loss_bbox_dn_1: 0.1606 (0.1870) loss_bbox_dn_2: 0.1446 (0.1661) loss_bbox_dn_3: 0.1418 (0.1598) loss_bbox_dn_4: 0.1402 (0.1586) loss_bbox_dn_5: 0.1402 (0.1586) loss_giou: 0.4569 (0.4712) loss_giou_aux_0: 0.4921 (0.4914) loss_giou_aux_1: 0.4670 (0.4793) loss_giou_aux_2: 0.4741 (0.4735) loss_giou_aux_3: 0.4541 (0.4716) loss_giou_aux_4: 0.4614 (0.4714) loss_giou_aux_5: 0.5333 (0.5527) loss_giou_dn_0: 0.5583 (0.5688) loss_giou_dn_1: 0.4485 (0.4591) loss_giou_dn_2: 0.4120 (0.4272) loss_giou_dn_3: 0.4032 (0.4186) loss_giou_dn_4: 0.4022 (0.4166) loss_giou_dn_5: 0.4031 (0.4168) loss_vfl: 0.6321 (0.6507) loss_vfl_aux_0: 0.7202 (0.7507) loss_vfl_aux_1: 0.6751 (0.7071) loss_vfl_aux_2: 0.6541 (0.6840) loss_vfl_aux_3: 0.6396 (0.6628) loss_vfl_aux_4: 0.6272 (0.6547) loss_vfl_aux_5: 0.7191 (0.7397) loss_vfl_dn_0: 0.4442 (0.4452) loss_vfl_dn_1: 0.3804 (0.3802) loss_vfl_dn_2: 0.3612 (0.3640) loss_vfl_dn_3: 0.3542 (0.3568) loss_vfl_dn_4: 0.3523 (0.3543) loss_vfl_dn_5: 0.3523 (0.3536) time: 0.4853 data: 0.0146 max mem: 5654 Epoch: [60] [ 500/7393] eta: 0:58:37 lr: 0.000010 loss: 14.8774 (15.4253) loss_bbox: 0.1472 (0.1504) loss_bbox_aux_0: 0.1496 (0.1614) loss_bbox_aux_1: 0.1480 (0.1539) loss_bbox_aux_2: 0.1511 (0.1515) loss_bbox_aux_3: 0.1463 (0.1510) loss_bbox_aux_4: 0.1498 (0.1504) loss_bbox_aux_5: 0.1859 (0.1970) loss_bbox_dn_0: 0.2189 (0.2575) loss_bbox_dn_1: 0.1614 (0.1871) loss_bbox_dn_2: 0.1426 (0.1662) loss_bbox_dn_3: 0.1384 (0.1601) loss_bbox_dn_4: 0.1390 (0.1588) loss_bbox_dn_5: 0.1390 (0.1588) loss_giou: 0.4729 (0.4702) loss_giou_aux_0: 0.5168 (0.4910) loss_giou_aux_1: 0.5067 (0.4784) loss_giou_aux_2: 0.4841 (0.4724) loss_giou_aux_3: 0.4763 (0.4707) loss_giou_aux_4: 0.4754 (0.4705) loss_giou_aux_5: 0.5703 (0.5524) loss_giou_dn_0: 0.5678 (0.5674) loss_giou_dn_1: 0.4709 (0.4586) loss_giou_dn_2: 0.4527 (0.4266) loss_giou_dn_3: 0.4379 (0.4180) loss_giou_dn_4: 0.4374 (0.4160) loss_giou_dn_5: 0.4380 (0.4162) loss_vfl: 0.6444 (0.6527) loss_vfl_aux_0: 0.7305 (0.7510) loss_vfl_aux_1: 0.6918 (0.7088) loss_vfl_aux_2: 0.6649 (0.6861) loss_vfl_aux_3: 0.6536 (0.6648) loss_vfl_aux_4: 0.6427 (0.6560) loss_vfl_aux_5: 0.7343 (0.7408) loss_vfl_dn_0: 0.4420 (0.4449) loss_vfl_dn_1: 0.3844 (0.3801) loss_vfl_dn_2: 0.3663 (0.3639) loss_vfl_dn_3: 0.3612 (0.3567) loss_vfl_dn_4: 0.3572 (0.3541) loss_vfl_dn_5: 0.3585 (0.3534) time: 0.4742 data: 0.0142 max mem: 5654 Epoch: [60] [ 600/7393] eta: 0:57:15 lr: 0.000010 loss: 15.6752 (15.4059) loss_bbox: 0.1539 (0.1486) loss_bbox_aux_0: 0.1577 (0.1600) loss_bbox_aux_1: 0.1477 (0.1522) loss_bbox_aux_2: 0.1559 (0.1498) loss_bbox_aux_3: 0.1512 (0.1493) loss_bbox_aux_4: 0.1471 (0.1486) loss_bbox_aux_5: 0.1929 (0.1951) loss_bbox_dn_0: 0.2635 (0.2558) loss_bbox_dn_1: 0.1983 (0.1861) loss_bbox_dn_2: 0.1815 (0.1655) loss_bbox_dn_3: 0.1816 (0.1595) loss_bbox_dn_4: 0.1781 (0.1582) loss_bbox_dn_5: 0.1780 (0.1582) loss_giou: 0.4836 (0.4693) loss_giou_aux_0: 0.5033 (0.4906) loss_giou_aux_1: 0.4875 (0.4776) loss_giou_aux_2: 0.4868 (0.4714) loss_giou_aux_3: 0.4860 (0.4701) loss_giou_aux_4: 0.4795 (0.4695) loss_giou_aux_5: 0.5640 (0.5520) loss_giou_dn_0: 0.5706 (0.5671) loss_giou_dn_1: 0.4635 (0.4586) loss_giou_dn_2: 0.4365 (0.4268) loss_giou_dn_3: 0.4297 (0.4182) loss_giou_dn_4: 0.4268 (0.4162) loss_giou_dn_5: 0.4267 (0.4164) loss_vfl: 0.6729 (0.6527) loss_vfl_aux_0: 0.7790 (0.7510) loss_vfl_aux_1: 0.7321 (0.7094) loss_vfl_aux_2: 0.7174 (0.6869) loss_vfl_aux_3: 0.6931 (0.6650) loss_vfl_aux_4: 0.6702 (0.6566) loss_vfl_aux_5: 0.7449 (0.7399) loss_vfl_dn_0: 0.4475 (0.4449) loss_vfl_dn_1: 0.3809 (0.3802) loss_vfl_dn_2: 0.3679 (0.3640) loss_vfl_dn_3: 0.3618 (0.3569) loss_vfl_dn_4: 0.3631 (0.3544) loss_vfl_dn_5: 0.3655 (0.3537) time: 0.4917 data: 0.0152 max mem: 5654 Epoch: [60] [ 700/7393] eta: 0:56:03 lr: 0.000010 loss: 15.6286 (15.3953) loss_bbox: 0.1401 (0.1484) loss_bbox_aux_0: 0.1504 (0.1597) loss_bbox_aux_1: 0.1493 (0.1521) loss_bbox_aux_2: 0.1416 (0.1495) loss_bbox_aux_3: 0.1406 (0.1493) loss_bbox_aux_4: 0.1394 (0.1485) loss_bbox_aux_5: 0.1837 (0.1949) loss_bbox_dn_0: 0.2299 (0.2554) loss_bbox_dn_1: 0.1694 (0.1861) loss_bbox_dn_2: 0.1477 (0.1654) loss_bbox_dn_3: 0.1404 (0.1594) loss_bbox_dn_4: 0.1409 (0.1581) loss_bbox_dn_5: 0.1408 (0.1581) loss_giou: 0.4235 (0.4678) loss_giou_aux_0: 0.4538 (0.4893) loss_giou_aux_1: 0.4253 (0.4763) loss_giou_aux_2: 0.4205 (0.4699) loss_giou_aux_3: 0.4216 (0.4687) loss_giou_aux_4: 0.4220 (0.4680) loss_giou_aux_5: 0.5396 (0.5509) loss_giou_dn_0: 0.5494 (0.5664) loss_giou_dn_1: 0.4489 (0.4580) loss_giou_dn_2: 0.4080 (0.4263) loss_giou_dn_3: 0.3960 (0.4178) loss_giou_dn_4: 0.3967 (0.4157) loss_giou_dn_5: 0.3968 (0.4160) loss_vfl: 0.6694 (0.6530) loss_vfl_aux_0: 0.7674 (0.7517) loss_vfl_aux_1: 0.7442 (0.7097) loss_vfl_aux_2: 0.7105 (0.6875) loss_vfl_aux_3: 0.6888 (0.6655) loss_vfl_aux_4: 0.6775 (0.6570) loss_vfl_aux_5: 0.7604 (0.7402) loss_vfl_dn_0: 0.4456 (0.4449) loss_vfl_dn_1: 0.3830 (0.3803) loss_vfl_dn_2: 0.3703 (0.3642) loss_vfl_dn_3: 0.3612 (0.3571) loss_vfl_dn_4: 0.3573 (0.3546) loss_vfl_dn_5: 0.3581 (0.3539) time: 0.4875 data: 0.0151 max mem: 5654 Epoch: [60] [ 800/7393] eta: 0:54:56 lr: 0.000010 loss: 14.6317 (15.3561) loss_bbox: 0.1275 (0.1472) loss_bbox_aux_0: 0.1448 (0.1586) loss_bbox_aux_1: 0.1367 (0.1508) loss_bbox_aux_2: 0.1307 (0.1483) loss_bbox_aux_3: 0.1302 (0.1479) loss_bbox_aux_4: 0.1300 (0.1473) loss_bbox_aux_5: 0.1932 (0.1938) loss_bbox_dn_0: 0.2475 (0.2532) loss_bbox_dn_1: 0.1813 (0.1846) loss_bbox_dn_2: 0.1569 (0.1641) loss_bbox_dn_3: 0.1530 (0.1581) loss_bbox_dn_4: 0.1515 (0.1568) loss_bbox_dn_5: 0.1515 (0.1568) loss_giou: 0.3848 (0.4667) loss_giou_aux_0: 0.4108 (0.4885) loss_giou_aux_1: 0.4077 (0.4755) loss_giou_aux_2: 0.3971 (0.4690) loss_giou_aux_3: 0.3946 (0.4677) loss_giou_aux_4: 0.3942 (0.4670) loss_giou_aux_5: 0.4888 (0.5506) loss_giou_dn_0: 0.5134 (0.5655) loss_giou_dn_1: 0.4045 (0.4573) loss_giou_dn_2: 0.3704 (0.4256) loss_giou_dn_3: 0.3624 (0.4171) loss_giou_dn_4: 0.3595 (0.4151) loss_giou_dn_5: 0.3599 (0.4153) loss_vfl: 0.6544 (0.6517) loss_vfl_aux_0: 0.7570 (0.7505) loss_vfl_aux_1: 0.7179 (0.7075) loss_vfl_aux_2: 0.7053 (0.6863) loss_vfl_aux_3: 0.6697 (0.6643) loss_vfl_aux_4: 0.6653 (0.6554) loss_vfl_aux_5: 0.7536 (0.7382) loss_vfl_dn_0: 0.4442 (0.4448) loss_vfl_dn_1: 0.3750 (0.3801) loss_vfl_dn_2: 0.3601 (0.3639) loss_vfl_dn_3: 0.3531 (0.3568) loss_vfl_dn_4: 0.3497 (0.3544) loss_vfl_dn_5: 0.3489 (0.3536) time: 0.4854 data: 0.0150 max mem: 5654 Epoch: [60] [ 900/7393] eta: 0:53:54 lr: 0.000010 loss: 15.8967 (15.3676) loss_bbox: 0.1463 (0.1475) loss_bbox_aux_0: 0.1663 (0.1589) loss_bbox_aux_1: 0.1622 (0.1515) loss_bbox_aux_2: 0.1582 (0.1487) loss_bbox_aux_3: 0.1461 (0.1481) loss_bbox_aux_4: 0.1467 (0.1476) loss_bbox_aux_5: 0.1930 (0.1943) loss_bbox_dn_0: 0.2455 (0.2530) loss_bbox_dn_1: 0.1936 (0.1846) loss_bbox_dn_2: 0.1721 (0.1642) loss_bbox_dn_3: 0.1664 (0.1583) loss_bbox_dn_4: 0.1633 (0.1570) loss_bbox_dn_5: 0.1633 (0.1570) loss_giou: 0.5090 (0.4676) loss_giou_aux_0: 0.5270 (0.4892) loss_giou_aux_1: 0.5208 (0.4764) loss_giou_aux_2: 0.5056 (0.4699) loss_giou_aux_3: 0.5091 (0.4686) loss_giou_aux_4: 0.5063 (0.4679) loss_giou_aux_5: 0.5720 (0.5516) loss_giou_dn_0: 0.5961 (0.5656) loss_giou_dn_1: 0.4920 (0.4576) loss_giou_dn_2: 0.4569 (0.4260) loss_giou_dn_3: 0.4523 (0.4176) loss_giou_dn_4: 0.4495 (0.4155) loss_giou_dn_5: 0.4496 (0.4157) loss_vfl: 0.6160 (0.6516) loss_vfl_aux_0: 0.7652 (0.7509) loss_vfl_aux_1: 0.6936 (0.7064) loss_vfl_aux_2: 0.6689 (0.6855) loss_vfl_aux_3: 0.6390 (0.6643) loss_vfl_aux_4: 0.6201 (0.6552) loss_vfl_aux_5: 0.7470 (0.7381) loss_vfl_dn_0: 0.4471 (0.4451) loss_vfl_dn_1: 0.3900 (0.3802) loss_vfl_dn_2: 0.3783 (0.3642) loss_vfl_dn_3: 0.3697 (0.3571) loss_vfl_dn_4: 0.3681 (0.3547) loss_vfl_dn_5: 0.3663 (0.3539) time: 0.4837 data: 0.0147 max mem: 5654 Epoch: [60] [1000/7393] eta: 0:52:55 lr: 0.000010 loss: 15.2264 (15.3857) loss_bbox: 0.1483 (0.1480) loss_bbox_aux_0: 0.1472 (0.1593) loss_bbox_aux_1: 0.1463 (0.1522) loss_bbox_aux_2: 0.1462 (0.1492) loss_bbox_aux_3: 0.1463 (0.1486) loss_bbox_aux_4: 0.1483 (0.1480) loss_bbox_aux_5: 0.1890 (0.1947) loss_bbox_dn_0: 0.2521 (0.2536) loss_bbox_dn_1: 0.1808 (0.1850) loss_bbox_dn_2: 0.1670 (0.1647) loss_bbox_dn_3: 0.1633 (0.1588) loss_bbox_dn_4: 0.1646 (0.1575) loss_bbox_dn_5: 0.1648 (0.1575) loss_giou: 0.4345 (0.4677) loss_giou_aux_0: 0.4608 (0.4893) loss_giou_aux_1: 0.4441 (0.4767) loss_giou_aux_2: 0.4397 (0.4701) loss_giou_aux_3: 0.4501 (0.4687) loss_giou_aux_4: 0.4343 (0.4680) loss_giou_aux_5: 0.5191 (0.5516) loss_giou_dn_0: 0.5433 (0.5661) loss_giou_dn_1: 0.4440 (0.4582) loss_giou_dn_2: 0.4148 (0.4265) loss_giou_dn_3: 0.4055 (0.4180) loss_giou_dn_4: 0.3999 (0.4160) loss_giou_dn_5: 0.4002 (0.4162) loss_vfl: 0.6538 (0.6528) loss_vfl_aux_0: 0.7589 (0.7518) loss_vfl_aux_1: 0.7012 (0.7071) loss_vfl_aux_2: 0.6745 (0.6859) loss_vfl_aux_3: 0.6451 (0.6650) loss_vfl_aux_4: 0.6569 (0.6565) loss_vfl_aux_5: 0.7243 (0.7393) loss_vfl_dn_0: 0.4403 (0.4453) loss_vfl_dn_1: 0.3787 (0.3805) loss_vfl_dn_2: 0.3638 (0.3645) loss_vfl_dn_3: 0.3567 (0.3575) loss_vfl_dn_4: 0.3541 (0.3550) loss_vfl_dn_5: 0.3527 (0.3543) time: 0.4909 data: 0.0148 max mem: 5654 Epoch: [60] [1100/7393] eta: 0:51:58 lr: 0.000010 loss: 15.0040 (15.3892) loss_bbox: 0.1466 (0.1481) loss_bbox_aux_0: 0.1607 (0.1595) loss_bbox_aux_1: 0.1567 (0.1525) loss_bbox_aux_2: 0.1516 (0.1494) loss_bbox_aux_3: 0.1457 (0.1487) loss_bbox_aux_4: 0.1466 (0.1481) loss_bbox_aux_5: 0.1907 (0.1950) loss_bbox_dn_0: 0.2525 (0.2540) loss_bbox_dn_1: 0.1781 (0.1854) loss_bbox_dn_2: 0.1654 (0.1650) loss_bbox_dn_3: 0.1580 (0.1592) loss_bbox_dn_4: 0.1565 (0.1578) loss_bbox_dn_5: 0.1566 (0.1579) loss_giou: 0.4281 (0.4671) loss_giou_aux_0: 0.4452 (0.4884) loss_giou_aux_1: 0.4380 (0.4759) loss_giou_aux_2: 0.4373 (0.4696) loss_giou_aux_3: 0.4270 (0.4683) loss_giou_aux_4: 0.4350 (0.4674) loss_giou_aux_5: 0.4972 (0.5509) loss_giou_dn_0: 0.5395 (0.5658) loss_giou_dn_1: 0.4316 (0.4579) loss_giou_dn_2: 0.4061 (0.4262) loss_giou_dn_3: 0.3973 (0.4177) loss_giou_dn_4: 0.3969 (0.4157) loss_giou_dn_5: 0.3970 (0.4159) loss_vfl: 0.6628 (0.6534) loss_vfl_aux_0: 0.7637 (0.7531) loss_vfl_aux_1: 0.7184 (0.7083) loss_vfl_aux_2: 0.6953 (0.6864) loss_vfl_aux_3: 0.6780 (0.6657) loss_vfl_aux_4: 0.6734 (0.6573) loss_vfl_aux_5: 0.7549 (0.7398) loss_vfl_dn_0: 0.4470 (0.4455) loss_vfl_dn_1: 0.3797 (0.3806) loss_vfl_dn_2: 0.3608 (0.3646) loss_vfl_dn_3: 0.3553 (0.3576) loss_vfl_dn_4: 0.3498 (0.3551) loss_vfl_dn_5: 0.3501 (0.3544) time: 0.4830 data: 0.0151 max mem: 5654 Epoch: [60] [1200/7393] eta: 0:51:01 lr: 0.000010 loss: 15.1722 (15.3725) loss_bbox: 0.1307 (0.1483) loss_bbox_aux_0: 0.1425 (0.1597) loss_bbox_aux_1: 0.1362 (0.1527) loss_bbox_aux_2: 0.1411 (0.1498) loss_bbox_aux_3: 0.1358 (0.1489) loss_bbox_aux_4: 0.1278 (0.1482) loss_bbox_aux_5: 0.1794 (0.1950) loss_bbox_dn_0: 0.2324 (0.2546) loss_bbox_dn_1: 0.1626 (0.1857) loss_bbox_dn_2: 0.1423 (0.1652) loss_bbox_dn_3: 0.1394 (0.1593) loss_bbox_dn_4: 0.1380 (0.1579) loss_bbox_dn_5: 0.1380 (0.1580) loss_giou: 0.4638 (0.4656) loss_giou_aux_0: 0.4776 (0.4868) loss_giou_aux_1: 0.4599 (0.4745) loss_giou_aux_2: 0.4607 (0.4682) loss_giou_aux_3: 0.4692 (0.4669) loss_giou_aux_4: 0.4664 (0.4658) loss_giou_aux_5: 0.5463 (0.5493) loss_giou_dn_0: 0.5500 (0.5646) loss_giou_dn_1: 0.4478 (0.4566) loss_giou_dn_2: 0.4143 (0.4250) loss_giou_dn_3: 0.4044 (0.4165) loss_giou_dn_4: 0.4025 (0.4145) loss_giou_dn_5: 0.4030 (0.4147) loss_vfl: 0.6440 (0.6532) loss_vfl_aux_0: 0.7386 (0.7536) loss_vfl_aux_1: 0.6990 (0.7083) loss_vfl_aux_2: 0.6635 (0.6858) loss_vfl_aux_3: 0.6374 (0.6652) loss_vfl_aux_4: 0.6419 (0.6572) loss_vfl_aux_5: 0.7390 (0.7408) loss_vfl_dn_0: 0.4413 (0.4454) loss_vfl_dn_1: 0.3789 (0.3804) loss_vfl_dn_2: 0.3620 (0.3644) loss_vfl_dn_3: 0.3536 (0.3572) loss_vfl_dn_4: 0.3512 (0.3548) loss_vfl_dn_5: 0.3496 (0.3540) time: 0.4721 data: 0.0146 max mem: 5654 Epoch: [60] [1300/7393] eta: 0:50:09 lr: 0.000010 loss: 15.1903 (15.3643) loss_bbox: 0.1320 (0.1484) loss_bbox_aux_0: 0.1498 (0.1599) loss_bbox_aux_1: 0.1401 (0.1528) loss_bbox_aux_2: 0.1412 (0.1499) loss_bbox_aux_3: 0.1292 (0.1490) loss_bbox_aux_4: 0.1301 (0.1483) loss_bbox_aux_5: 0.1773 (0.1950) loss_bbox_dn_0: 0.2486 (0.2546) loss_bbox_dn_1: 0.1740 (0.1856) loss_bbox_dn_2: 0.1510 (0.1651) loss_bbox_dn_3: 0.1502 (0.1592) loss_bbox_dn_4: 0.1493 (0.1579) loss_bbox_dn_5: 0.1493 (0.1579) loss_giou: 0.4133 (0.4653) loss_giou_aux_0: 0.4317 (0.4867) loss_giou_aux_1: 0.4216 (0.4743) loss_giou_aux_2: 0.4176 (0.4680) loss_giou_aux_3: 0.4136 (0.4668) loss_giou_aux_4: 0.4089 (0.4655) loss_giou_aux_5: 0.4970 (0.5491) loss_giou_dn_0: 0.5238 (0.5643) loss_giou_dn_1: 0.4201 (0.4563) loss_giou_dn_2: 0.3941 (0.4247) loss_giou_dn_3: 0.3853 (0.4163) loss_giou_dn_4: 0.3826 (0.4142) loss_giou_dn_5: 0.3827 (0.4144) loss_vfl: 0.6403 (0.6526) loss_vfl_aux_0: 0.7322 (0.7531) loss_vfl_aux_1: 0.6904 (0.7075) loss_vfl_aux_2: 0.6651 (0.6847) loss_vfl_aux_3: 0.6662 (0.6646) loss_vfl_aux_4: 0.6366 (0.6565) loss_vfl_aux_5: 0.7464 (0.7406) loss_vfl_dn_0: 0.4431 (0.4453) loss_vfl_dn_1: 0.3752 (0.3802) loss_vfl_dn_2: 0.3625 (0.3642) loss_vfl_dn_3: 0.3530 (0.3571) loss_vfl_dn_4: 0.3488 (0.3546) loss_vfl_dn_5: 0.3476 (0.3539) time: 0.4897 data: 0.0149 max mem: 5654 Epoch: [60] [1400/7393] eta: 0:49:15 lr: 0.000010 loss: 15.6142 (15.3605) loss_bbox: 0.1429 (0.1484) loss_bbox_aux_0: 0.1577 (0.1599) loss_bbox_aux_1: 0.1403 (0.1527) loss_bbox_aux_2: 0.1333 (0.1499) loss_bbox_aux_3: 0.1434 (0.1490) loss_bbox_aux_4: 0.1400 (0.1483) loss_bbox_aux_5: 0.1800 (0.1951) loss_bbox_dn_0: 0.2142 (0.2549) loss_bbox_dn_1: 0.1628 (0.1857) loss_bbox_dn_2: 0.1466 (0.1652) loss_bbox_dn_3: 0.1422 (0.1594) loss_bbox_dn_4: 0.1413 (0.1580) loss_bbox_dn_5: 0.1414 (0.1580) loss_giou: 0.4174 (0.4651) loss_giou_aux_0: 0.4465 (0.4865) loss_giou_aux_1: 0.4299 (0.4741) loss_giou_aux_2: 0.4259 (0.4679) loss_giou_aux_3: 0.4229 (0.4666) loss_giou_aux_4: 0.4192 (0.4654) loss_giou_aux_5: 0.5501 (0.5489) loss_giou_dn_0: 0.5402 (0.5642) loss_giou_dn_1: 0.4439 (0.4560) loss_giou_dn_2: 0.4109 (0.4245) loss_giou_dn_3: 0.4021 (0.4161) loss_giou_dn_4: 0.4006 (0.4140) loss_giou_dn_5: 0.4007 (0.4142) loss_vfl: 0.6309 (0.6523) loss_vfl_aux_0: 0.7152 (0.7530) loss_vfl_aux_1: 0.6589 (0.7074) loss_vfl_aux_2: 0.6479 (0.6843) loss_vfl_aux_3: 0.6382 (0.6644) loss_vfl_aux_4: 0.6339 (0.6562) loss_vfl_aux_5: 0.6945 (0.7403) loss_vfl_dn_0: 0.4450 (0.4451) loss_vfl_dn_1: 0.3848 (0.3800) loss_vfl_dn_2: 0.3668 (0.3640) loss_vfl_dn_3: 0.3639 (0.3570) loss_vfl_dn_4: 0.3639 (0.3545) loss_vfl_dn_5: 0.3646 (0.3538) time: 0.4895 data: 0.0144 max mem: 5654 Epoch: [60] [1500/7393] eta: 0:48:22 lr: 0.000010 loss: 15.8606 (15.3523) loss_bbox: 0.1393 (0.1485) loss_bbox_aux_0: 0.1525 (0.1599) loss_bbox_aux_1: 0.1488 (0.1527) loss_bbox_aux_2: 0.1433 (0.1501) loss_bbox_aux_3: 0.1415 (0.1492) loss_bbox_aux_4: 0.1429 (0.1485) loss_bbox_aux_5: 0.1817 (0.1951) loss_bbox_dn_0: 0.2246 (0.2552) loss_bbox_dn_1: 0.1666 (0.1860) loss_bbox_dn_2: 0.1500 (0.1655) loss_bbox_dn_3: 0.1461 (0.1596) loss_bbox_dn_4: 0.1440 (0.1583) loss_bbox_dn_5: 0.1440 (0.1583) loss_giou: 0.4934 (0.4641) loss_giou_aux_0: 0.5045 (0.4854) loss_giou_aux_1: 0.4990 (0.4730) loss_giou_aux_2: 0.4872 (0.4669) loss_giou_aux_3: 0.4875 (0.4656) loss_giou_aux_4: 0.4885 (0.4644) loss_giou_aux_5: 0.5514 (0.5478) loss_giou_dn_0: 0.5678 (0.5635) loss_giou_dn_1: 0.4607 (0.4554) loss_giou_dn_2: 0.4376 (0.4239) loss_giou_dn_3: 0.4290 (0.4155) loss_giou_dn_4: 0.4281 (0.4134) loss_giou_dn_5: 0.4281 (0.4136) loss_vfl: 0.6345 (0.6522) loss_vfl_aux_0: 0.7438 (0.7536) loss_vfl_aux_1: 0.6886 (0.7078) loss_vfl_aux_2: 0.6719 (0.6844) loss_vfl_aux_3: 0.6463 (0.6644) loss_vfl_aux_4: 0.6373 (0.6561) loss_vfl_aux_5: 0.7128 (0.7408) loss_vfl_dn_0: 0.4455 (0.4451) loss_vfl_dn_1: 0.3825 (0.3799) loss_vfl_dn_2: 0.3701 (0.3639) loss_vfl_dn_3: 0.3629 (0.3568) loss_vfl_dn_4: 0.3586 (0.3544) loss_vfl_dn_5: 0.3593 (0.3536) time: 0.4921 data: 0.0140 max mem: 5654 Epoch: [60] [1600/7393] eta: 0:47:30 lr: 0.000010 loss: 15.8453 (15.3601) loss_bbox: 0.1563 (0.1488) loss_bbox_aux_0: 0.1665 (0.1603) loss_bbox_aux_1: 0.1548 (0.1531) loss_bbox_aux_2: 0.1570 (0.1504) loss_bbox_aux_3: 0.1508 (0.1495) loss_bbox_aux_4: 0.1557 (0.1489) loss_bbox_aux_5: 0.2018 (0.1953) loss_bbox_dn_0: 0.2642 (0.2560) loss_bbox_dn_1: 0.1978 (0.1867) loss_bbox_dn_2: 0.1803 (0.1662) loss_bbox_dn_3: 0.1693 (0.1603) loss_bbox_dn_4: 0.1635 (0.1590) loss_bbox_dn_5: 0.1635 (0.1590) loss_giou: 0.4258 (0.4636) loss_giou_aux_0: 0.4546 (0.4850) loss_giou_aux_1: 0.4478 (0.4726) loss_giou_aux_2: 0.4303 (0.4664) loss_giou_aux_3: 0.4283 (0.4651) loss_giou_aux_4: 0.4266 (0.4639) loss_giou_aux_5: 0.5023 (0.5473) loss_giou_dn_0: 0.5494 (0.5634) loss_giou_dn_1: 0.4342 (0.4554) loss_giou_dn_2: 0.4032 (0.4239) loss_giou_dn_3: 0.3883 (0.4155) loss_giou_dn_4: 0.3864 (0.4134) loss_giou_dn_5: 0.3866 (0.4136) loss_vfl: 0.6474 (0.6527) loss_vfl_aux_0: 0.7460 (0.7538) loss_vfl_aux_1: 0.7112 (0.7083) loss_vfl_aux_2: 0.6856 (0.6852) loss_vfl_aux_3: 0.6620 (0.6651) loss_vfl_aux_4: 0.6464 (0.6567) loss_vfl_aux_5: 0.7345 (0.7410) loss_vfl_dn_0: 0.4416 (0.4453) loss_vfl_dn_1: 0.3812 (0.3800) loss_vfl_dn_2: 0.3623 (0.3640) loss_vfl_dn_3: 0.3528 (0.3569) loss_vfl_dn_4: 0.3504 (0.3545) loss_vfl_dn_5: 0.3491 (0.3537) time: 0.4925 data: 0.0142 max mem: 5654 Epoch: [60] [1700/7393] eta: 0:46:37 lr: 0.000010 loss: 15.2391 (15.3582) loss_bbox: 0.1450 (0.1489) loss_bbox_aux_0: 0.1494 (0.1604) loss_bbox_aux_1: 0.1445 (0.1532) loss_bbox_aux_2: 0.1491 (0.1505) loss_bbox_aux_3: 0.1469 (0.1496) loss_bbox_aux_4: 0.1467 (0.1490) loss_bbox_aux_5: 0.1855 (0.1955) loss_bbox_dn_0: 0.2375 (0.2562) loss_bbox_dn_1: 0.1679 (0.1868) loss_bbox_dn_2: 0.1567 (0.1664) loss_bbox_dn_3: 0.1467 (0.1605) loss_bbox_dn_4: 0.1451 (0.1591) loss_bbox_dn_5: 0.1452 (0.1591) loss_giou: 0.4197 (0.4634) loss_giou_aux_0: 0.4467 (0.4850) loss_giou_aux_1: 0.4352 (0.4724) loss_giou_aux_2: 0.4321 (0.4663) loss_giou_aux_3: 0.4304 (0.4649) loss_giou_aux_4: 0.4209 (0.4637) loss_giou_aux_5: 0.5179 (0.5472) loss_giou_dn_0: 0.5526 (0.5631) loss_giou_dn_1: 0.4403 (0.4551) loss_giou_dn_2: 0.4122 (0.4235) loss_giou_dn_3: 0.4001 (0.4151) loss_giou_dn_4: 0.3968 (0.4130) loss_giou_dn_5: 0.3972 (0.4132) loss_vfl: 0.6612 (0.6530) loss_vfl_aux_0: 0.7546 (0.7537) loss_vfl_aux_1: 0.7040 (0.7083) loss_vfl_aux_2: 0.6811 (0.6850) loss_vfl_aux_3: 0.6561 (0.6653) loss_vfl_aux_4: 0.6548 (0.6569) loss_vfl_aux_5: 0.7585 (0.7410) loss_vfl_dn_0: 0.4433 (0.4452) loss_vfl_dn_1: 0.3911 (0.3799) loss_vfl_dn_2: 0.3713 (0.3639) loss_vfl_dn_3: 0.3632 (0.3569) loss_vfl_dn_4: 0.3619 (0.3544) loss_vfl_dn_5: 0.3603 (0.3536) time: 0.4780 data: 0.0143 max mem: 5654 Epoch: [60] [1800/7393] eta: 0:45:45 lr: 0.000010 loss: 15.7147 (15.3547) loss_bbox: 0.1436 (0.1488) loss_bbox_aux_0: 0.1567 (0.1601) loss_bbox_aux_1: 0.1438 (0.1530) loss_bbox_aux_2: 0.1496 (0.1504) loss_bbox_aux_3: 0.1389 (0.1494) loss_bbox_aux_4: 0.1471 (0.1488) loss_bbox_aux_5: 0.1967 (0.1953) loss_bbox_dn_0: 0.2494 (0.2559) loss_bbox_dn_1: 0.1702 (0.1865) loss_bbox_dn_2: 0.1455 (0.1661) loss_bbox_dn_3: 0.1415 (0.1602) loss_bbox_dn_4: 0.1408 (0.1588) loss_bbox_dn_5: 0.1409 (0.1588) loss_giou: 0.4345 (0.4639) loss_giou_aux_0: 0.4799 (0.4853) loss_giou_aux_1: 0.4567 (0.4728) loss_giou_aux_2: 0.4527 (0.4669) loss_giou_aux_3: 0.4412 (0.4654) loss_giou_aux_4: 0.4555 (0.4642) loss_giou_aux_5: 0.5392 (0.5477) loss_giou_dn_0: 0.5543 (0.5631) loss_giou_dn_1: 0.4266 (0.4550) loss_giou_dn_2: 0.3997 (0.4235) loss_giou_dn_3: 0.3900 (0.4150) loss_giou_dn_4: 0.3872 (0.4130) loss_giou_dn_5: 0.3876 (0.4132) loss_vfl: 0.6465 (0.6526) loss_vfl_aux_0: 0.7504 (0.7535) loss_vfl_aux_1: 0.7027 (0.7080) loss_vfl_aux_2: 0.6904 (0.6843) loss_vfl_aux_3: 0.6666 (0.6649) loss_vfl_aux_4: 0.6657 (0.6565) loss_vfl_aux_5: 0.7363 (0.7404) loss_vfl_dn_0: 0.4482 (0.4452) loss_vfl_dn_1: 0.3855 (0.3799) loss_vfl_dn_2: 0.3726 (0.3639) loss_vfl_dn_3: 0.3552 (0.3568) loss_vfl_dn_4: 0.3553 (0.3543) loss_vfl_dn_5: 0.3538 (0.3536) time: 0.4805 data: 0.0140 max mem: 5654 Epoch: [60] [1900/7393] eta: 0:44:54 lr: 0.000010 loss: 14.9295 (15.3379) loss_bbox: 0.1460 (0.1484) loss_bbox_aux_0: 0.1552 (0.1599) loss_bbox_aux_1: 0.1483 (0.1528) loss_bbox_aux_2: 0.1427 (0.1501) loss_bbox_aux_3: 0.1370 (0.1490) loss_bbox_aux_4: 0.1370 (0.1483) loss_bbox_aux_5: 0.1939 (0.1951) loss_bbox_dn_0: 0.2399 (0.2552) loss_bbox_dn_1: 0.1665 (0.1858) loss_bbox_dn_2: 0.1529 (0.1654) loss_bbox_dn_3: 0.1462 (0.1595) loss_bbox_dn_4: 0.1444 (0.1581) loss_bbox_dn_5: 0.1443 (0.1581) loss_giou: 0.3955 (0.4632) loss_giou_aux_0: 0.4184 (0.4847) loss_giou_aux_1: 0.4047 (0.4720) loss_giou_aux_2: 0.4058 (0.4662) loss_giou_aux_3: 0.4003 (0.4647) loss_giou_aux_4: 0.3955 (0.4634) loss_giou_aux_5: 0.4725 (0.5470) loss_giou_dn_0: 0.5232 (0.5626) loss_giou_dn_1: 0.4134 (0.4544) loss_giou_dn_2: 0.3866 (0.4229) loss_giou_dn_3: 0.3774 (0.4145) loss_giou_dn_4: 0.3758 (0.4124) loss_giou_dn_5: 0.3758 (0.4126) loss_vfl: 0.6415 (0.6525) loss_vfl_aux_0: 0.7459 (0.7532) loss_vfl_aux_1: 0.6876 (0.7077) loss_vfl_aux_2: 0.6624 (0.6840) loss_vfl_aux_3: 0.6637 (0.6647) loss_vfl_aux_4: 0.6578 (0.6565) loss_vfl_aux_5: 0.7387 (0.7402) loss_vfl_dn_0: 0.4449 (0.4451) loss_vfl_dn_1: 0.3743 (0.3797) loss_vfl_dn_2: 0.3598 (0.3637) loss_vfl_dn_3: 0.3470 (0.3567) loss_vfl_dn_4: 0.3438 (0.3542) loss_vfl_dn_5: 0.3423 (0.3535) time: 0.4859 data: 0.0140 max mem: 5654 Epoch: [60] [2000/7393] eta: 0:44:01 lr: 0.000010 loss: 15.4329 (15.3385) loss_bbox: 0.1497 (0.1483) loss_bbox_aux_0: 0.1578 (0.1599) loss_bbox_aux_1: 0.1513 (0.1527) loss_bbox_aux_2: 0.1493 (0.1500) loss_bbox_aux_3: 0.1521 (0.1489) loss_bbox_aux_4: 0.1521 (0.1482) loss_bbox_aux_5: 0.1884 (0.1952) loss_bbox_dn_0: 0.2181 (0.2552) loss_bbox_dn_1: 0.1600 (0.1858) loss_bbox_dn_2: 0.1412 (0.1654) loss_bbox_dn_3: 0.1383 (0.1595) loss_bbox_dn_4: 0.1381 (0.1581) loss_bbox_dn_5: 0.1381 (0.1581) loss_giou: 0.4186 (0.4628) loss_giou_aux_0: 0.4629 (0.4844) loss_giou_aux_1: 0.4233 (0.4716) loss_giou_aux_2: 0.4137 (0.4658) loss_giou_aux_3: 0.4190 (0.4642) loss_giou_aux_4: 0.4180 (0.4630) loss_giou_aux_5: 0.5481 (0.5469) loss_giou_dn_0: 0.5710 (0.5625) loss_giou_dn_1: 0.4506 (0.4544) loss_giou_dn_2: 0.4151 (0.4229) loss_giou_dn_3: 0.4070 (0.4145) loss_giou_dn_4: 0.4035 (0.4124) loss_giou_dn_5: 0.4036 (0.4126) loss_vfl: 0.6531 (0.6531) loss_vfl_aux_0: 0.7287 (0.7536) loss_vfl_aux_1: 0.6975 (0.7083) loss_vfl_aux_2: 0.6826 (0.6844) loss_vfl_aux_3: 0.6643 (0.6652) loss_vfl_aux_4: 0.6565 (0.6571) loss_vfl_aux_5: 0.7030 (0.7402) loss_vfl_dn_0: 0.4433 (0.4452) loss_vfl_dn_1: 0.3796 (0.3798) loss_vfl_dn_2: 0.3628 (0.3638) loss_vfl_dn_3: 0.3571 (0.3567) loss_vfl_dn_4: 0.3537 (0.3543) loss_vfl_dn_5: 0.3532 (0.3535) time: 0.4818 data: 0.0142 max mem: 5654 Epoch: [60] [2100/7393] eta: 0:43:11 lr: 0.000010 loss: 15.1283 (15.3333) loss_bbox: 0.1298 (0.1481) loss_bbox_aux_0: 0.1397 (0.1598) loss_bbox_aux_1: 0.1399 (0.1527) loss_bbox_aux_2: 0.1305 (0.1499) loss_bbox_aux_3: 0.1336 (0.1488) loss_bbox_aux_4: 0.1320 (0.1481) loss_bbox_aux_5: 0.1779 (0.1953) loss_bbox_dn_0: 0.2403 (0.2553) loss_bbox_dn_1: 0.1693 (0.1858) loss_bbox_dn_2: 0.1484 (0.1654) loss_bbox_dn_3: 0.1433 (0.1595) loss_bbox_dn_4: 0.1422 (0.1581) loss_bbox_dn_5: 0.1422 (0.1582) loss_giou: 0.4527 (0.4625) loss_giou_aux_0: 0.4921 (0.4840) loss_giou_aux_1: 0.4679 (0.4714) loss_giou_aux_2: 0.4561 (0.4655) loss_giou_aux_3: 0.4601 (0.4639) loss_giou_aux_4: 0.4613 (0.4626) loss_giou_aux_5: 0.5696 (0.5467) loss_giou_dn_0: 0.5489 (0.5623) loss_giou_dn_1: 0.4404 (0.4541) loss_giou_dn_2: 0.4134 (0.4227) loss_giou_dn_3: 0.4064 (0.4143) loss_giou_dn_4: 0.4048 (0.4122) loss_giou_dn_5: 0.4046 (0.4124) loss_vfl: 0.6117 (0.6530) loss_vfl_aux_0: 0.7149 (0.7535) loss_vfl_aux_1: 0.6826 (0.7081) loss_vfl_aux_2: 0.6572 (0.6842) loss_vfl_aux_3: 0.6322 (0.6651) loss_vfl_aux_4: 0.6146 (0.6570) loss_vfl_aux_5: 0.7096 (0.7402) loss_vfl_dn_0: 0.4391 (0.4452) loss_vfl_dn_1: 0.3764 (0.3797) loss_vfl_dn_2: 0.3581 (0.3637) loss_vfl_dn_3: 0.3525 (0.3566) loss_vfl_dn_4: 0.3502 (0.3541) loss_vfl_dn_5: 0.3486 (0.3534) time: 0.4771 data: 0.0144 max mem: 5654 Epoch: [60] [2200/7393] eta: 0:42:21 lr: 0.000010 loss: 15.6214 (15.3341) loss_bbox: 0.1600 (0.1483) loss_bbox_aux_0: 0.1662 (0.1601) loss_bbox_aux_1: 0.1531 (0.1528) loss_bbox_aux_2: 0.1567 (0.1501) loss_bbox_aux_3: 0.1583 (0.1489) loss_bbox_aux_4: 0.1563 (0.1482) loss_bbox_aux_5: 0.1971 (0.1956) loss_bbox_dn_0: 0.2592 (0.2555) loss_bbox_dn_1: 0.1887 (0.1860) loss_bbox_dn_2: 0.1719 (0.1656) loss_bbox_dn_3: 0.1623 (0.1597) loss_bbox_dn_4: 0.1620 (0.1583) loss_bbox_dn_5: 0.1620 (0.1584) loss_giou: 0.4377 (0.4622) loss_giou_aux_0: 0.4636 (0.4839) loss_giou_aux_1: 0.4506 (0.4712) loss_giou_aux_2: 0.4435 (0.4653) loss_giou_aux_3: 0.4434 (0.4637) loss_giou_aux_4: 0.4379 (0.4624) loss_giou_aux_5: 0.5292 (0.5465) loss_giou_dn_0: 0.5727 (0.5623) loss_giou_dn_1: 0.4408 (0.4541) loss_giou_dn_2: 0.4060 (0.4226) loss_giou_dn_3: 0.3967 (0.4142) loss_giou_dn_4: 0.3942 (0.4121) loss_giou_dn_5: 0.3942 (0.4123) loss_vfl: 0.6507 (0.6529) loss_vfl_aux_0: 0.7335 (0.7535) loss_vfl_aux_1: 0.6982 (0.7081) loss_vfl_aux_2: 0.6714 (0.6841) loss_vfl_aux_3: 0.6603 (0.6651) loss_vfl_aux_4: 0.6544 (0.6570) loss_vfl_aux_5: 0.7220 (0.7403) loss_vfl_dn_0: 0.4466 (0.4453) loss_vfl_dn_1: 0.3863 (0.3798) loss_vfl_dn_2: 0.3689 (0.3637) loss_vfl_dn_3: 0.3603 (0.3566) loss_vfl_dn_4: 0.3587 (0.3541) loss_vfl_dn_5: 0.3570 (0.3534) time: 0.4817 data: 0.0138 max mem: 5654 Epoch: [60] [2300/7393] eta: 0:41:47 lr: 0.000010 loss: 14.9849 (15.3310) loss_bbox: 0.1427 (0.1482) loss_bbox_aux_0: 0.1697 (0.1601) loss_bbox_aux_1: 0.1561 (0.1529) loss_bbox_aux_2: 0.1513 (0.1502) loss_bbox_aux_3: 0.1455 (0.1489) loss_bbox_aux_4: 0.1426 (0.1482) loss_bbox_aux_5: 0.2042 (0.1958) loss_bbox_dn_0: 0.2492 (0.2558) loss_bbox_dn_1: 0.1771 (0.1862) loss_bbox_dn_2: 0.1562 (0.1658) loss_bbox_dn_3: 0.1428 (0.1599) loss_bbox_dn_4: 0.1403 (0.1585) loss_bbox_dn_5: 0.1404 (0.1586) loss_giou: 0.3943 (0.4615) loss_giou_aux_0: 0.4253 (0.4831) loss_giou_aux_1: 0.4019 (0.4705) loss_giou_aux_2: 0.4032 (0.4647) loss_giou_aux_3: 0.4018 (0.4630) loss_giou_aux_4: 0.3940 (0.4617) loss_giou_aux_5: 0.4953 (0.5459) loss_giou_dn_0: 0.5299 (0.5617) loss_giou_dn_1: 0.4148 (0.4536) loss_giou_dn_2: 0.3913 (0.4221) loss_giou_dn_3: 0.3862 (0.4137) loss_giou_dn_4: 0.3841 (0.4116) loss_giou_dn_5: 0.3841 (0.4118) loss_vfl: 0.6489 (0.6534) loss_vfl_aux_0: 0.7356 (0.7542) loss_vfl_aux_1: 0.6980 (0.7083) loss_vfl_aux_2: 0.6594 (0.6844) loss_vfl_aux_3: 0.6565 (0.6656) loss_vfl_aux_4: 0.6487 (0.6574) loss_vfl_aux_5: 0.7520 (0.7410) loss_vfl_dn_0: 0.4431 (0.4453) loss_vfl_dn_1: 0.3810 (0.3797) loss_vfl_dn_2: 0.3638 (0.3637) loss_vfl_dn_3: 0.3595 (0.3565) loss_vfl_dn_4: 0.3566 (0.3541) loss_vfl_dn_5: 0.3556 (0.3533) time: 0.4924 data: 0.0139 max mem: 5654 Epoch: [60] [2400/7393] eta: 0:40:57 lr: 0.000010 loss: 16.0480 (15.3330) loss_bbox: 0.1611 (0.1483) loss_bbox_aux_0: 0.1713 (0.1602) loss_bbox_aux_1: 0.1649 (0.1530) loss_bbox_aux_2: 0.1587 (0.1502) loss_bbox_aux_3: 0.1588 (0.1489) loss_bbox_aux_4: 0.1603 (0.1483) loss_bbox_aux_5: 0.2005 (0.1959) loss_bbox_dn_0: 0.2580 (0.2556) loss_bbox_dn_1: 0.1945 (0.1860) loss_bbox_dn_2: 0.1732 (0.1656) loss_bbox_dn_3: 0.1664 (0.1597) loss_bbox_dn_4: 0.1659 (0.1584) loss_bbox_dn_5: 0.1659 (0.1584) loss_giou: 0.4953 (0.4621) loss_giou_aux_0: 0.4932 (0.4839) loss_giou_aux_1: 0.4804 (0.4713) loss_giou_aux_2: 0.4836 (0.4654) loss_giou_aux_3: 0.4976 (0.4636) loss_giou_aux_4: 0.4950 (0.4624) loss_giou_aux_5: 0.5750 (0.5465) loss_giou_dn_0: 0.5850 (0.5619) loss_giou_dn_1: 0.4834 (0.4538) loss_giou_dn_2: 0.4537 (0.4224) loss_giou_dn_3: 0.4435 (0.4140) loss_giou_dn_4: 0.4386 (0.4119) loss_giou_dn_5: 0.4386 (0.4121) loss_vfl: 0.6382 (0.6531) loss_vfl_aux_0: 0.7105 (0.7534) loss_vfl_aux_1: 0.6920 (0.7076) loss_vfl_aux_2: 0.6765 (0.6838) loss_vfl_aux_3: 0.6373 (0.6651) loss_vfl_aux_4: 0.6439 (0.6571) loss_vfl_aux_5: 0.7199 (0.7404) loss_vfl_dn_0: 0.4480 (0.4453) loss_vfl_dn_1: 0.3856 (0.3797) loss_vfl_dn_2: 0.3728 (0.3637) loss_vfl_dn_3: 0.3643 (0.3566) loss_vfl_dn_4: 0.3642 (0.3541) loss_vfl_dn_5: 0.3631 (0.3534) time: 0.4829 data: 0.0139 max mem: 5654 Epoch: [60] [2500/7393] eta: 0:40:07 lr: 0.000010 loss: 14.8663 (15.3273) loss_bbox: 0.1389 (0.1484) loss_bbox_aux_0: 0.1490 (0.1604) loss_bbox_aux_1: 0.1504 (0.1532) loss_bbox_aux_2: 0.1428 (0.1504) loss_bbox_aux_3: 0.1420 (0.1491) loss_bbox_aux_4: 0.1352 (0.1484) loss_bbox_aux_5: 0.1953 (0.1961) loss_bbox_dn_0: 0.2226 (0.2558) loss_bbox_dn_1: 0.1560 (0.1861) loss_bbox_dn_2: 0.1380 (0.1657) loss_bbox_dn_3: 0.1344 (0.1598) loss_bbox_dn_4: 0.1331 (0.1585) loss_bbox_dn_5: 0.1331 (0.1585) loss_giou: 0.4388 (0.4614) loss_giou_aux_0: 0.4582 (0.4830) loss_giou_aux_1: 0.4430 (0.4705) loss_giou_aux_2: 0.4412 (0.4647) loss_giou_aux_3: 0.4443 (0.4629) loss_giou_aux_4: 0.4440 (0.4616) loss_giou_aux_5: 0.5532 (0.5457) loss_giou_dn_0: 0.5577 (0.5615) loss_giou_dn_1: 0.4456 (0.4533) loss_giou_dn_2: 0.4171 (0.4219) loss_giou_dn_3: 0.4110 (0.4135) loss_giou_dn_4: 0.4086 (0.4114) loss_giou_dn_5: 0.4087 (0.4116) loss_vfl: 0.6166 (0.6531) loss_vfl_aux_0: 0.7258 (0.7538) loss_vfl_aux_1: 0.6780 (0.7076) loss_vfl_aux_2: 0.6390 (0.6836) loss_vfl_aux_3: 0.6332 (0.6650) loss_vfl_aux_4: 0.6162 (0.6572) loss_vfl_aux_5: 0.7177 (0.7408) loss_vfl_dn_0: 0.4491 (0.4454) loss_vfl_dn_1: 0.3830 (0.3797) loss_vfl_dn_2: 0.3678 (0.3637) loss_vfl_dn_3: 0.3592 (0.3565) loss_vfl_dn_4: 0.3571 (0.3541) loss_vfl_dn_5: 0.3570 (0.3534) time: 0.5068 data: 0.0139 max mem: 5654 Epoch: [60] [2600/7393] eta: 0:39:17 lr: 0.000010 loss: 15.8553 (15.3350) loss_bbox: 0.1385 (0.1484) loss_bbox_aux_0: 0.1536 (0.1603) loss_bbox_aux_1: 0.1400 (0.1532) loss_bbox_aux_2: 0.1409 (0.1503) loss_bbox_aux_3: 0.1389 (0.1491) loss_bbox_aux_4: 0.1394 (0.1483) loss_bbox_aux_5: 0.1897 (0.1961) loss_bbox_dn_0: 0.2729 (0.2557) loss_bbox_dn_1: 0.1977 (0.1861) loss_bbox_dn_2: 0.1731 (0.1657) loss_bbox_dn_3: 0.1605 (0.1599) loss_bbox_dn_4: 0.1580 (0.1585) loss_bbox_dn_5: 0.1580 (0.1585) loss_giou: 0.4390 (0.4620) loss_giou_aux_0: 0.4721 (0.4837) loss_giou_aux_1: 0.4509 (0.4711) loss_giou_aux_2: 0.4405 (0.4654) loss_giou_aux_3: 0.4386 (0.4636) loss_giou_aux_4: 0.4324 (0.4622) loss_giou_aux_5: 0.5372 (0.5464) loss_giou_dn_0: 0.5631 (0.5620) loss_giou_dn_1: 0.4507 (0.4538) loss_giou_dn_2: 0.4184 (0.4224) loss_giou_dn_3: 0.4113 (0.4140) loss_giou_dn_4: 0.4086 (0.4119) loss_giou_dn_5: 0.4085 (0.4121) loss_vfl: 0.6404 (0.6532) loss_vfl_aux_0: 0.7253 (0.7538) loss_vfl_aux_1: 0.6869 (0.7077) loss_vfl_aux_2: 0.6658 (0.6834) loss_vfl_aux_3: 0.6465 (0.6648) loss_vfl_aux_4: 0.6401 (0.6572) loss_vfl_aux_5: 0.7350 (0.7408) loss_vfl_dn_0: 0.4492 (0.4455) loss_vfl_dn_1: 0.3828 (0.3798) loss_vfl_dn_2: 0.3683 (0.3638) loss_vfl_dn_3: 0.3607 (0.3567) loss_vfl_dn_4: 0.3554 (0.3542) loss_vfl_dn_5: 0.3530 (0.3535) time: 0.4722 data: 0.0144 max mem: 5654 Epoch: [60] [2700/7393] eta: 0:38:38 lr: 0.000010 loss: 15.1760 (15.3395) loss_bbox: 0.1458 (0.1483) loss_bbox_aux_0: 0.1434 (0.1603) loss_bbox_aux_1: 0.1401 (0.1531) loss_bbox_aux_2: 0.1458 (0.1503) loss_bbox_aux_3: 0.1444 (0.1490) loss_bbox_aux_4: 0.1445 (0.1483) loss_bbox_aux_5: 0.1917 (0.1960) loss_bbox_dn_0: 0.2459 (0.2556) loss_bbox_dn_1: 0.1770 (0.1860) loss_bbox_dn_2: 0.1525 (0.1656) loss_bbox_dn_3: 0.1463 (0.1598) loss_bbox_dn_4: 0.1450 (0.1584) loss_bbox_dn_5: 0.1450 (0.1584) loss_giou: 0.4316 (0.4623) loss_giou_aux_0: 0.4534 (0.4839) loss_giou_aux_1: 0.4326 (0.4714) loss_giou_aux_2: 0.4369 (0.4658) loss_giou_aux_3: 0.4358 (0.4640) loss_giou_aux_4: 0.4330 (0.4625) loss_giou_aux_5: 0.5165 (0.5467) loss_giou_dn_0: 0.5539 (0.5621) loss_giou_dn_1: 0.4350 (0.4540) loss_giou_dn_2: 0.4083 (0.4226) loss_giou_dn_3: 0.4050 (0.4142) loss_giou_dn_4: 0.3996 (0.4121) loss_giou_dn_5: 0.3993 (0.4123) loss_vfl: 0.6564 (0.6533) loss_vfl_aux_0: 0.7502 (0.7543) loss_vfl_aux_1: 0.7063 (0.7080) loss_vfl_aux_2: 0.6920 (0.6835) loss_vfl_aux_3: 0.6720 (0.6649) loss_vfl_aux_4: 0.6681 (0.6574) loss_vfl_aux_5: 0.7463 (0.7413) loss_vfl_dn_0: 0.4496 (0.4456) loss_vfl_dn_1: 0.3825 (0.3799) loss_vfl_dn_2: 0.3651 (0.3639) loss_vfl_dn_3: 0.3580 (0.3567) loss_vfl_dn_4: 0.3541 (0.3543) loss_vfl_dn_5: 0.3550 (0.3536) time: 0.4832 data: 0.0149 max mem: 5654 Epoch: [60] [2800/7393] eta: 0:37:47 lr: 0.000010 loss: 14.6363 (15.3375) loss_bbox: 0.1310 (0.1484) loss_bbox_aux_0: 0.1430 (0.1603) loss_bbox_aux_1: 0.1447 (0.1532) loss_bbox_aux_2: 0.1355 (0.1503) loss_bbox_aux_3: 0.1294 (0.1490) loss_bbox_aux_4: 0.1310 (0.1483) loss_bbox_aux_5: 0.1772 (0.1961) loss_bbox_dn_0: 0.2406 (0.2557) loss_bbox_dn_1: 0.1668 (0.1861) loss_bbox_dn_2: 0.1513 (0.1657) loss_bbox_dn_3: 0.1440 (0.1598) loss_bbox_dn_4: 0.1427 (0.1584) loss_bbox_dn_5: 0.1427 (0.1584) loss_giou: 0.4223 (0.4620) loss_giou_aux_0: 0.4312 (0.4837) loss_giou_aux_1: 0.4252 (0.4711) loss_giou_aux_2: 0.4222 (0.4656) loss_giou_aux_3: 0.4283 (0.4637) loss_giou_aux_4: 0.4234 (0.4623) loss_giou_aux_5: 0.4764 (0.5463) loss_giou_dn_0: 0.5060 (0.5620) loss_giou_dn_1: 0.4071 (0.4538) loss_giou_dn_2: 0.3761 (0.4224) loss_giou_dn_3: 0.3608 (0.4140) loss_giou_dn_4: 0.3598 (0.4119) loss_giou_dn_5: 0.3601 (0.4121) loss_vfl: 0.6318 (0.6533) loss_vfl_aux_0: 0.7353 (0.7545) loss_vfl_aux_1: 0.6936 (0.7080) loss_vfl_aux_2: 0.6537 (0.6835) loss_vfl_aux_3: 0.6411 (0.6649) loss_vfl_aux_4: 0.6391 (0.6574) loss_vfl_aux_5: 0.7331 (0.7415) loss_vfl_dn_0: 0.4404 (0.4456) loss_vfl_dn_1: 0.3659 (0.3799) loss_vfl_dn_2: 0.3488 (0.3638) loss_vfl_dn_3: 0.3451 (0.3567) loss_vfl_dn_4: 0.3423 (0.3542) loss_vfl_dn_5: 0.3404 (0.3535) time: 0.4778 data: 0.0143 max mem: 5654 Epoch: [60] [2900/7393] eta: 0:36:56 lr: 0.000010 loss: 15.8635 (15.3413) loss_bbox: 0.1637 (0.1486) loss_bbox_aux_0: 0.1709 (0.1605) loss_bbox_aux_1: 0.1659 (0.1534) loss_bbox_aux_2: 0.1665 (0.1505) loss_bbox_aux_3: 0.1619 (0.1492) loss_bbox_aux_4: 0.1618 (0.1486) loss_bbox_aux_5: 0.2082 (0.1962) loss_bbox_dn_0: 0.2638 (0.2561) loss_bbox_dn_1: 0.1924 (0.1864) loss_bbox_dn_2: 0.1721 (0.1660) loss_bbox_dn_3: 0.1687 (0.1602) loss_bbox_dn_4: 0.1679 (0.1588) loss_bbox_dn_5: 0.1680 (0.1588) loss_giou: 0.4651 (0.4618) loss_giou_aux_0: 0.4744 (0.4834) loss_giou_aux_1: 0.4710 (0.4708) loss_giou_aux_2: 0.4669 (0.4653) loss_giou_aux_3: 0.4676 (0.4634) loss_giou_aux_4: 0.4649 (0.4621) loss_giou_aux_5: 0.5245 (0.5460) loss_giou_dn_0: 0.5684 (0.5620) loss_giou_dn_1: 0.4523 (0.4537) loss_giou_dn_2: 0.4272 (0.4224) loss_giou_dn_3: 0.4161 (0.4140) loss_giou_dn_4: 0.4144 (0.4119) loss_giou_dn_5: 0.4146 (0.4121) loss_vfl: 0.6736 (0.6534) loss_vfl_aux_0: 0.7954 (0.7550) loss_vfl_aux_1: 0.7250 (0.7086) loss_vfl_aux_2: 0.6793 (0.6836) loss_vfl_aux_3: 0.6758 (0.6652) loss_vfl_aux_4: 0.6740 (0.6574) loss_vfl_aux_5: 0.7674 (0.7419) loss_vfl_dn_0: 0.4507 (0.4456) loss_vfl_dn_1: 0.3840 (0.3799) loss_vfl_dn_2: 0.3706 (0.3638) loss_vfl_dn_3: 0.3643 (0.3567) loss_vfl_dn_4: 0.3627 (0.3543) loss_vfl_dn_5: 0.3611 (0.3535) time: 0.4776 data: 0.0137 max mem: 5654 Epoch: [60] [3000/7393] eta: 0:36:15 lr: 0.000010 loss: 15.4093 (15.3440) loss_bbox: 0.1373 (0.1486) loss_bbox_aux_0: 0.1514 (0.1604) loss_bbox_aux_1: 0.1380 (0.1532) loss_bbox_aux_2: 0.1372 (0.1505) loss_bbox_aux_3: 0.1387 (0.1492) loss_bbox_aux_4: 0.1407 (0.1486) loss_bbox_aux_5: 0.1836 (0.1963) loss_bbox_dn_0: 0.2189 (0.2562) loss_bbox_dn_1: 0.1617 (0.1865) loss_bbox_dn_2: 0.1411 (0.1661) loss_bbox_dn_3: 0.1386 (0.1602) loss_bbox_dn_4: 0.1380 (0.1588) loss_bbox_dn_5: 0.1380 (0.1588) loss_giou: 0.4596 (0.4620) loss_giou_aux_0: 0.4819 (0.4835) loss_giou_aux_1: 0.4721 (0.4708) loss_giou_aux_2: 0.4601 (0.4655) loss_giou_aux_3: 0.4586 (0.4636) loss_giou_aux_4: 0.4588 (0.4622) loss_giou_aux_5: 0.5584 (0.5463) loss_giou_dn_0: 0.5479 (0.5621) loss_giou_dn_1: 0.4479 (0.4538) loss_giou_dn_2: 0.4195 (0.4224) loss_giou_dn_3: 0.4086 (0.4140) loss_giou_dn_4: 0.4027 (0.4119) loss_giou_dn_5: 0.4027 (0.4121) loss_vfl: 0.6364 (0.6534) loss_vfl_aux_0: 0.7384 (0.7552) loss_vfl_aux_1: 0.7074 (0.7094) loss_vfl_aux_2: 0.6523 (0.6837) loss_vfl_aux_3: 0.6524 (0.6653) loss_vfl_aux_4: 0.6266 (0.6574) loss_vfl_aux_5: 0.7179 (0.7418) loss_vfl_dn_0: 0.4460 (0.4456) loss_vfl_dn_1: 0.3884 (0.3799) loss_vfl_dn_2: 0.3714 (0.3639) loss_vfl_dn_3: 0.3637 (0.3568) loss_vfl_dn_4: 0.3597 (0.3543) loss_vfl_dn_5: 0.3588 (0.3536) time: 0.8234 data: 0.0145 max mem: 5654 Epoch: [60] [3100/7393] eta: 0:35:23 lr: 0.000010 loss: 15.3962 (15.3478) loss_bbox: 0.1374 (0.1486) loss_bbox_aux_0: 0.1454 (0.1604) loss_bbox_aux_1: 0.1362 (0.1532) loss_bbox_aux_2: 0.1319 (0.1505) loss_bbox_aux_3: 0.1343 (0.1492) loss_bbox_aux_4: 0.1376 (0.1486) loss_bbox_aux_5: 0.1803 (0.1962) loss_bbox_dn_0: 0.2198 (0.2561) loss_bbox_dn_1: 0.1688 (0.1865) loss_bbox_dn_2: 0.1530 (0.1661) loss_bbox_dn_3: 0.1480 (0.1602) loss_bbox_dn_4: 0.1446 (0.1588) loss_bbox_dn_5: 0.1446 (0.1589) loss_giou: 0.4102 (0.4621) loss_giou_aux_0: 0.4364 (0.4837) loss_giou_aux_1: 0.4140 (0.4710) loss_giou_aux_2: 0.4092 (0.4657) loss_giou_aux_3: 0.4182 (0.4637) loss_giou_aux_4: 0.4117 (0.4623) loss_giou_aux_5: 0.4971 (0.5464) loss_giou_dn_0: 0.5546 (0.5622) loss_giou_dn_1: 0.4436 (0.4540) loss_giou_dn_2: 0.4128 (0.4226) loss_giou_dn_3: 0.4106 (0.4142) loss_giou_dn_4: 0.4086 (0.4121) loss_giou_dn_5: 0.4095 (0.4123) loss_vfl: 0.6685 (0.6536) loss_vfl_aux_0: 0.7612 (0.7554) loss_vfl_aux_1: 0.7327 (0.7098) loss_vfl_aux_2: 0.7028 (0.6838) loss_vfl_aux_3: 0.6731 (0.6655) loss_vfl_aux_4: 0.6791 (0.6576) loss_vfl_aux_5: 0.7370 (0.7420) loss_vfl_dn_0: 0.4472 (0.4457) loss_vfl_dn_1: 0.3829 (0.3800) loss_vfl_dn_2: 0.3623 (0.3639) loss_vfl_dn_3: 0.3556 (0.3569) loss_vfl_dn_4: 0.3526 (0.3544) loss_vfl_dn_5: 0.3520 (0.3536) time: 0.4837 data: 0.0143 max mem: 5654 Epoch: [60] [3200/7393] eta: 0:34:32 lr: 0.000010 loss: 14.9864 (15.3509) loss_bbox: 0.1442 (0.1488) loss_bbox_aux_0: 0.1582 (0.1606) loss_bbox_aux_1: 0.1516 (0.1534) loss_bbox_aux_2: 0.1470 (0.1506) loss_bbox_aux_3: 0.1456 (0.1494) loss_bbox_aux_4: 0.1442 (0.1488) loss_bbox_aux_5: 0.1951 (0.1963) loss_bbox_dn_0: 0.2487 (0.2563) loss_bbox_dn_1: 0.1949 (0.1866) loss_bbox_dn_2: 0.1715 (0.1662) loss_bbox_dn_3: 0.1627 (0.1603) loss_bbox_dn_4: 0.1584 (0.1590) loss_bbox_dn_5: 0.1586 (0.1590) loss_giou: 0.4655 (0.4622) loss_giou_aux_0: 0.4769 (0.4839) loss_giou_aux_1: 0.4659 (0.4711) loss_giou_aux_2: 0.4693 (0.4658) loss_giou_aux_3: 0.4773 (0.4638) loss_giou_aux_4: 0.4679 (0.4624) loss_giou_aux_5: 0.5456 (0.5465) loss_giou_dn_0: 0.5800 (0.5622) loss_giou_dn_1: 0.4750 (0.4539) loss_giou_dn_2: 0.4423 (0.4226) loss_giou_dn_3: 0.4328 (0.4142) loss_giou_dn_4: 0.4293 (0.4121) loss_giou_dn_5: 0.4296 (0.4123) loss_vfl: 0.6438 (0.6537) loss_vfl_aux_0: 0.7183 (0.7554) loss_vfl_aux_1: 0.6774 (0.7098) loss_vfl_aux_2: 0.6705 (0.6839) loss_vfl_aux_3: 0.6507 (0.6656) loss_vfl_aux_4: 0.6433 (0.6577) loss_vfl_aux_5: 0.7276 (0.7421) loss_vfl_dn_0: 0.4419 (0.4457) loss_vfl_dn_1: 0.3786 (0.3800) loss_vfl_dn_2: 0.3657 (0.3639) loss_vfl_dn_3: 0.3575 (0.3569) loss_vfl_dn_4: 0.3555 (0.3544) loss_vfl_dn_5: 0.3545 (0.3536) time: 0.4771 data: 0.0140 max mem: 5654 Epoch: [60] [3300/7393] eta: 0:33:41 lr: 0.000010 loss: 14.8903 (15.3459) loss_bbox: 0.1410 (0.1489) loss_bbox_aux_0: 0.1524 (0.1607) loss_bbox_aux_1: 0.1451 (0.1536) loss_bbox_aux_2: 0.1387 (0.1507) loss_bbox_aux_3: 0.1348 (0.1495) loss_bbox_aux_4: 0.1357 (0.1489) loss_bbox_aux_5: 0.1880 (0.1965) loss_bbox_dn_0: 0.2443 (0.2567) loss_bbox_dn_1: 0.1719 (0.1869) loss_bbox_dn_2: 0.1464 (0.1665) loss_bbox_dn_3: 0.1384 (0.1606) loss_bbox_dn_4: 0.1364 (0.1592) loss_bbox_dn_5: 0.1364 (0.1592) loss_giou: 0.4196 (0.4616) loss_giou_aux_0: 0.4283 (0.4834) loss_giou_aux_1: 0.4229 (0.4707) loss_giou_aux_2: 0.4168 (0.4652) loss_giou_aux_3: 0.4127 (0.4632) loss_giou_aux_4: 0.4147 (0.4618) loss_giou_aux_5: 0.4889 (0.5459) loss_giou_dn_0: 0.5323 (0.5618) loss_giou_dn_1: 0.4193 (0.4535) loss_giou_dn_2: 0.3947 (0.4222) loss_giou_dn_3: 0.3872 (0.4138) loss_giou_dn_4: 0.3840 (0.4117) loss_giou_dn_5: 0.3840 (0.4119) loss_vfl: 0.6403 (0.6537) loss_vfl_aux_0: 0.7240 (0.7550) loss_vfl_aux_1: 0.6801 (0.7095) loss_vfl_aux_2: 0.6649 (0.6839) loss_vfl_aux_3: 0.6551 (0.6656) loss_vfl_aux_4: 0.6516 (0.6577) loss_vfl_aux_5: 0.7467 (0.7421) loss_vfl_dn_0: 0.4396 (0.4456) loss_vfl_dn_1: 0.3735 (0.3799) loss_vfl_dn_2: 0.3554 (0.3638) loss_vfl_dn_3: 0.3486 (0.3567) loss_vfl_dn_4: 0.3451 (0.3542) loss_vfl_dn_5: 0.3468 (0.3535) time: 0.4884 data: 0.0141 max mem: 5654 Epoch: [60] [3400/7393] eta: 0:32:50 lr: 0.000010 loss: 15.6733 (15.3420) loss_bbox: 0.1429 (0.1489) loss_bbox_aux_0: 0.1510 (0.1607) loss_bbox_aux_1: 0.1475 (0.1536) loss_bbox_aux_2: 0.1431 (0.1506) loss_bbox_aux_3: 0.1384 (0.1494) loss_bbox_aux_4: 0.1385 (0.1488) loss_bbox_aux_5: 0.1858 (0.1964) loss_bbox_dn_0: 0.2462 (0.2566) loss_bbox_dn_1: 0.1753 (0.1868) loss_bbox_dn_2: 0.1657 (0.1663) loss_bbox_dn_3: 0.1578 (0.1605) loss_bbox_dn_4: 0.1530 (0.1591) loss_bbox_dn_5: 0.1530 (0.1591) loss_giou: 0.4234 (0.4613) loss_giou_aux_0: 0.4459 (0.4832) loss_giou_aux_1: 0.4401 (0.4705) loss_giou_aux_2: 0.4376 (0.4650) loss_giou_aux_3: 0.4335 (0.4629) loss_giou_aux_4: 0.4273 (0.4616) loss_giou_aux_5: 0.5124 (0.5457) loss_giou_dn_0: 0.5526 (0.5618) loss_giou_dn_1: 0.4504 (0.4534) loss_giou_dn_2: 0.4220 (0.4221) loss_giou_dn_3: 0.4132 (0.4137) loss_giou_dn_4: 0.4131 (0.4116) loss_giou_dn_5: 0.4130 (0.4118) loss_vfl: 0.6569 (0.6536) loss_vfl_aux_0: 0.7411 (0.7549) loss_vfl_aux_1: 0.6848 (0.7093) loss_vfl_aux_2: 0.6750 (0.6839) loss_vfl_aux_3: 0.6616 (0.6656) loss_vfl_aux_4: 0.6613 (0.6576) loss_vfl_aux_5: 0.7216 (0.7420) loss_vfl_dn_0: 0.4473 (0.4456) loss_vfl_dn_1: 0.3831 (0.3800) loss_vfl_dn_2: 0.3666 (0.3638) loss_vfl_dn_3: 0.3561 (0.3567) loss_vfl_dn_4: 0.3556 (0.3542) loss_vfl_dn_5: 0.3546 (0.3535) time: 0.5040 data: 0.0138 max mem: 5654 Epoch: [60] [3500/7393] eta: 0:32:00 lr: 0.000010 loss: 15.2919 (15.3415) loss_bbox: 0.1345 (0.1487) loss_bbox_aux_0: 0.1443 (0.1605) loss_bbox_aux_1: 0.1347 (0.1534) loss_bbox_aux_2: 0.1307 (0.1505) loss_bbox_aux_3: 0.1333 (0.1493) loss_bbox_aux_4: 0.1306 (0.1487) loss_bbox_aux_5: 0.1765 (0.1962) loss_bbox_dn_0: 0.2433 (0.2563) loss_bbox_dn_1: 0.1701 (0.1866) loss_bbox_dn_2: 0.1480 (0.1661) loss_bbox_dn_3: 0.1428 (0.1603) loss_bbox_dn_4: 0.1417 (0.1589) loss_bbox_dn_5: 0.1418 (0.1589) loss_giou: 0.4494 (0.4615) loss_giou_aux_0: 0.4744 (0.4834) loss_giou_aux_1: 0.4702 (0.4706) loss_giou_aux_2: 0.4589 (0.4651) loss_giou_aux_3: 0.4573 (0.4631) loss_giou_aux_4: 0.4510 (0.4617) loss_giou_aux_5: 0.5470 (0.5458) loss_giou_dn_0: 0.5678 (0.5618) loss_giou_dn_1: 0.4543 (0.4536) loss_giou_dn_2: 0.4269 (0.4222) loss_giou_dn_3: 0.4159 (0.4138) loss_giou_dn_4: 0.4137 (0.4117) loss_giou_dn_5: 0.4141 (0.4119) loss_vfl: 0.6582 (0.6537) loss_vfl_aux_0: 0.7370 (0.7548) loss_vfl_aux_1: 0.6969 (0.7093) loss_vfl_aux_2: 0.6857 (0.6839) loss_vfl_aux_3: 0.6587 (0.6656) loss_vfl_aux_4: 0.6622 (0.6577) loss_vfl_aux_5: 0.7130 (0.7419) loss_vfl_dn_0: 0.4450 (0.4456) loss_vfl_dn_1: 0.3859 (0.3800) loss_vfl_dn_2: 0.3615 (0.3639) loss_vfl_dn_3: 0.3543 (0.3568) loss_vfl_dn_4: 0.3520 (0.3543) loss_vfl_dn_5: 0.3523 (0.3536) time: 0.4892 data: 0.0141 max mem: 5654 Epoch: [60] [3600/7393] eta: 0:31:09 lr: 0.000010 loss: 16.0603 (15.3475) loss_bbox: 0.1401 (0.1487) loss_bbox_aux_0: 0.1571 (0.1605) loss_bbox_aux_1: 0.1447 (0.1534) loss_bbox_aux_2: 0.1425 (0.1504) loss_bbox_aux_3: 0.1387 (0.1492) loss_bbox_aux_4: 0.1387 (0.1487) loss_bbox_aux_5: 0.1784 (0.1962) loss_bbox_dn_0: 0.2421 (0.2562) loss_bbox_dn_1: 0.1842 (0.1866) loss_bbox_dn_2: 0.1580 (0.1662) loss_bbox_dn_3: 0.1545 (0.1603) loss_bbox_dn_4: 0.1521 (0.1589) loss_bbox_dn_5: 0.1521 (0.1589) loss_giou: 0.4696 (0.4617) loss_giou_aux_0: 0.4929 (0.4836) loss_giou_aux_1: 0.4744 (0.4708) loss_giou_aux_2: 0.4807 (0.4654) loss_giou_aux_3: 0.4756 (0.4633) loss_giou_aux_4: 0.4697 (0.4620) loss_giou_aux_5: 0.5486 (0.5460) loss_giou_dn_0: 0.5902 (0.5621) loss_giou_dn_1: 0.4773 (0.4538) loss_giou_dn_2: 0.4410 (0.4224) loss_giou_dn_3: 0.4292 (0.4140) loss_giou_dn_4: 0.4255 (0.4119) loss_giou_dn_5: 0.4255 (0.4121) loss_vfl: 0.6872 (0.6541) loss_vfl_aux_0: 0.7397 (0.7551) loss_vfl_aux_1: 0.7219 (0.7097) loss_vfl_aux_2: 0.6986 (0.6842) loss_vfl_aux_3: 0.6982 (0.6661) loss_vfl_aux_4: 0.6930 (0.6581) loss_vfl_aux_5: 0.7582 (0.7421) loss_vfl_dn_0: 0.4488 (0.4457) loss_vfl_dn_1: 0.3892 (0.3801) loss_vfl_dn_2: 0.3745 (0.3640) loss_vfl_dn_3: 0.3701 (0.3569) loss_vfl_dn_4: 0.3669 (0.3544) loss_vfl_dn_5: 0.3672 (0.3537) time: 0.4818 data: 0.0136 max mem: 5654 Epoch: [60] [3700/7393] eta: 0:30:18 lr: 0.000010 loss: 15.6350 (15.3453) loss_bbox: 0.1492 (0.1487) loss_bbox_aux_0: 0.1707 (0.1605) loss_bbox_aux_1: 0.1625 (0.1534) loss_bbox_aux_2: 0.1503 (0.1504) loss_bbox_aux_3: 0.1495 (0.1492) loss_bbox_aux_4: 0.1480 (0.1486) loss_bbox_aux_5: 0.1973 (0.1961) loss_bbox_dn_0: 0.2528 (0.2563) loss_bbox_dn_1: 0.1958 (0.1867) loss_bbox_dn_2: 0.1657 (0.1662) loss_bbox_dn_3: 0.1627 (0.1603) loss_bbox_dn_4: 0.1638 (0.1589) loss_bbox_dn_5: 0.1639 (0.1589) loss_giou: 0.4066 (0.4614) loss_giou_aux_0: 0.4290 (0.4833) loss_giou_aux_1: 0.4044 (0.4705) loss_giou_aux_2: 0.4078 (0.4652) loss_giou_aux_3: 0.4164 (0.4630) loss_giou_aux_4: 0.4115 (0.4617) loss_giou_aux_5: 0.4927 (0.5456) loss_giou_dn_0: 0.5733 (0.5619) loss_giou_dn_1: 0.4488 (0.4536) loss_giou_dn_2: 0.4093 (0.4222) loss_giou_dn_3: 0.3984 (0.4138) loss_giou_dn_4: 0.3934 (0.4117) loss_giou_dn_5: 0.3936 (0.4119) loss_vfl: 0.6427 (0.6542) loss_vfl_aux_0: 0.7290 (0.7551) loss_vfl_aux_1: 0.6969 (0.7098) loss_vfl_aux_2: 0.6699 (0.6843) loss_vfl_aux_3: 0.6661 (0.6662) loss_vfl_aux_4: 0.6453 (0.6583) loss_vfl_aux_5: 0.7495 (0.7423) loss_vfl_dn_0: 0.4445 (0.4457) loss_vfl_dn_1: 0.3833 (0.3801) loss_vfl_dn_2: 0.3712 (0.3639) loss_vfl_dn_3: 0.3594 (0.3569) loss_vfl_dn_4: 0.3570 (0.3544) loss_vfl_dn_5: 0.3550 (0.3536) time: 0.4712 data: 0.0140 max mem: 5654 Epoch: [60] [3800/7393] eta: 0:29:28 lr: 0.000010 loss: 15.6985 (15.3508) loss_bbox: 0.1394 (0.1488) loss_bbox_aux_0: 0.1571 (0.1606) loss_bbox_aux_1: 0.1426 (0.1535) loss_bbox_aux_2: 0.1430 (0.1505) loss_bbox_aux_3: 0.1425 (0.1493) loss_bbox_aux_4: 0.1424 (0.1487) loss_bbox_aux_5: 0.1892 (0.1961) loss_bbox_dn_0: 0.2396 (0.2565) loss_bbox_dn_1: 0.1722 (0.1868) loss_bbox_dn_2: 0.1506 (0.1663) loss_bbox_dn_3: 0.1467 (0.1604) loss_bbox_dn_4: 0.1435 (0.1590) loss_bbox_dn_5: 0.1435 (0.1591) loss_giou: 0.4320 (0.4617) loss_giou_aux_0: 0.4326 (0.4836) loss_giou_aux_1: 0.4333 (0.4708) loss_giou_aux_2: 0.4244 (0.4654) loss_giou_aux_3: 0.4215 (0.4633) loss_giou_aux_4: 0.4222 (0.4619) loss_giou_aux_5: 0.4748 (0.5459) loss_giou_dn_0: 0.5413 (0.5621) loss_giou_dn_1: 0.4372 (0.4538) loss_giou_dn_2: 0.4057 (0.4224) loss_giou_dn_3: 0.4056 (0.4140) loss_giou_dn_4: 0.4037 (0.4119) loss_giou_dn_5: 0.4039 (0.4121) loss_vfl: 0.6425 (0.6544) loss_vfl_aux_0: 0.7489 (0.7552) loss_vfl_aux_1: 0.6866 (0.7100) loss_vfl_aux_2: 0.6695 (0.6843) loss_vfl_aux_3: 0.6543 (0.6663) loss_vfl_aux_4: 0.6577 (0.6584) loss_vfl_aux_5: 0.7725 (0.7427) loss_vfl_dn_0: 0.4454 (0.4457) loss_vfl_dn_1: 0.3812 (0.3801) loss_vfl_dn_2: 0.3686 (0.3640) loss_vfl_dn_3: 0.3613 (0.3569) loss_vfl_dn_4: 0.3563 (0.3544) loss_vfl_dn_5: 0.3550 (0.3537) time: 0.4898 data: 0.0144 max mem: 5654 Epoch: [60] [3900/7393] eta: 0:28:44 lr: 0.000010 loss: 15.2957 (15.3470) loss_bbox: 0.1291 (0.1487) loss_bbox_aux_0: 0.1388 (0.1605) loss_bbox_aux_1: 0.1455 (0.1534) loss_bbox_aux_2: 0.1268 (0.1505) loss_bbox_aux_3: 0.1275 (0.1492) loss_bbox_aux_4: 0.1326 (0.1486) loss_bbox_aux_5: 0.1735 (0.1960) loss_bbox_dn_0: 0.2209 (0.2563) loss_bbox_dn_1: 0.1503 (0.1866) loss_bbox_dn_2: 0.1336 (0.1661) loss_bbox_dn_3: 0.1305 (0.1602) loss_bbox_dn_4: 0.1295 (0.1589) loss_bbox_dn_5: 0.1295 (0.1589) loss_giou: 0.4767 (0.4616) loss_giou_aux_0: 0.4854 (0.4836) loss_giou_aux_1: 0.4679 (0.4707) loss_giou_aux_2: 0.4926 (0.4655) loss_giou_aux_3: 0.4766 (0.4633) loss_giou_aux_4: 0.4773 (0.4618) loss_giou_aux_5: 0.5389 (0.5458) loss_giou_dn_0: 0.5594 (0.5620) loss_giou_dn_1: 0.4557 (0.4538) loss_giou_dn_2: 0.4193 (0.4224) loss_giou_dn_3: 0.4083 (0.4140) loss_giou_dn_4: 0.4060 (0.4119) loss_giou_dn_5: 0.4061 (0.4120) loss_vfl: 0.6267 (0.6542) loss_vfl_aux_0: 0.7285 (0.7551) loss_vfl_aux_1: 0.6800 (0.7098) loss_vfl_aux_2: 0.6357 (0.6839) loss_vfl_aux_3: 0.6416 (0.6661) loss_vfl_aux_4: 0.6297 (0.6583) loss_vfl_aux_5: 0.7293 (0.7426) loss_vfl_dn_0: 0.4379 (0.4457) loss_vfl_dn_1: 0.3825 (0.3801) loss_vfl_dn_2: 0.3679 (0.3640) loss_vfl_dn_3: 0.3628 (0.3569) loss_vfl_dn_4: 0.3619 (0.3544) loss_vfl_dn_5: 0.3625 (0.3537) time: 0.4698 data: 0.0147 max mem: 5654 Epoch: [60] [4000/7393] eta: 0:27:54 lr: 0.000010 loss: 15.5559 (15.3513) loss_bbox: 0.1493 (0.1487) loss_bbox_aux_0: 0.1479 (0.1605) loss_bbox_aux_1: 0.1466 (0.1535) loss_bbox_aux_2: 0.1585 (0.1505) loss_bbox_aux_3: 0.1567 (0.1492) loss_bbox_aux_4: 0.1558 (0.1486) loss_bbox_aux_5: 0.1877 (0.1960) loss_bbox_dn_0: 0.2443 (0.2561) loss_bbox_dn_1: 0.1775 (0.1864) loss_bbox_dn_2: 0.1600 (0.1660) loss_bbox_dn_3: 0.1524 (0.1601) loss_bbox_dn_4: 0.1532 (0.1587) loss_bbox_dn_5: 0.1533 (0.1587) loss_giou: 0.4921 (0.4622) loss_giou_aux_0: 0.4899 (0.4840) loss_giou_aux_1: 0.4904 (0.4712) loss_giou_aux_2: 0.4906 (0.4661) loss_giou_aux_3: 0.4886 (0.4638) loss_giou_aux_4: 0.4918 (0.4624) loss_giou_aux_5: 0.5514 (0.5463) loss_giou_dn_0: 0.5768 (0.5623) loss_giou_dn_1: 0.4612 (0.4541) loss_giou_dn_2: 0.4267 (0.4227) loss_giou_dn_3: 0.4218 (0.4143) loss_giou_dn_4: 0.4184 (0.4121) loss_giou_dn_5: 0.4187 (0.4123) loss_vfl: 0.6451 (0.6542) loss_vfl_aux_0: 0.7422 (0.7550) loss_vfl_aux_1: 0.7214 (0.7098) loss_vfl_aux_2: 0.6890 (0.6838) loss_vfl_aux_3: 0.6666 (0.6661) loss_vfl_aux_4: 0.6511 (0.6582) loss_vfl_aux_5: 0.7307 (0.7425) loss_vfl_dn_0: 0.4499 (0.4456) loss_vfl_dn_1: 0.3821 (0.3801) loss_vfl_dn_2: 0.3645 (0.3640) loss_vfl_dn_3: 0.3574 (0.3569) loss_vfl_dn_4: 0.3551 (0.3544) loss_vfl_dn_5: 0.3548 (0.3537) time: 0.4960 data: 0.0149 max mem: 5654 Epoch: [60] [4100/7393] eta: 0:27:04 lr: 0.000010 loss: 16.3270 (15.3551) loss_bbox: 0.1515 (0.1488) loss_bbox_aux_0: 0.1625 (0.1606) loss_bbox_aux_1: 0.1555 (0.1536) loss_bbox_aux_2: 0.1554 (0.1506) loss_bbox_aux_3: 0.1532 (0.1493) loss_bbox_aux_4: 0.1530 (0.1487) loss_bbox_aux_5: 0.1995 (0.1960) loss_bbox_dn_0: 0.2533 (0.2559) loss_bbox_dn_1: 0.1798 (0.1864) loss_bbox_dn_2: 0.1573 (0.1659) loss_bbox_dn_3: 0.1534 (0.1600) loss_bbox_dn_4: 0.1537 (0.1586) loss_bbox_dn_5: 0.1537 (0.1587) loss_giou: 0.5106 (0.4625) loss_giou_aux_0: 0.5363 (0.4843) loss_giou_aux_1: 0.5135 (0.4715) loss_giou_aux_2: 0.5045 (0.4664) loss_giou_aux_3: 0.5138 (0.4641) loss_giou_aux_4: 0.5064 (0.4627) loss_giou_aux_5: 0.5950 (0.5466) loss_giou_dn_0: 0.6039 (0.5625) loss_giou_dn_1: 0.4970 (0.4543) loss_giou_dn_2: 0.4641 (0.4229) loss_giou_dn_3: 0.4535 (0.4145) loss_giou_dn_4: 0.4517 (0.4123) loss_giou_dn_5: 0.4516 (0.4125) loss_vfl: 0.6583 (0.6543) loss_vfl_aux_0: 0.7507 (0.7549) loss_vfl_aux_1: 0.6913 (0.7098) loss_vfl_aux_2: 0.6777 (0.6838) loss_vfl_aux_3: 0.6569 (0.6661) loss_vfl_aux_4: 0.6603 (0.6583) loss_vfl_aux_5: 0.7566 (0.7425) loss_vfl_dn_0: 0.4396 (0.4456) loss_vfl_dn_1: 0.3852 (0.3802) loss_vfl_dn_2: 0.3693 (0.3641) loss_vfl_dn_3: 0.3638 (0.3570) loss_vfl_dn_4: 0.3622 (0.3545) loss_vfl_dn_5: 0.3604 (0.3538) time: 0.4908 data: 0.0147 max mem: 5654 Epoch: [60] [4200/7393] eta: 0:26:14 lr: 0.000010 loss: 15.6385 (15.3508) loss_bbox: 0.1479 (0.1487) loss_bbox_aux_0: 0.1562 (0.1605) loss_bbox_aux_1: 0.1462 (0.1535) loss_bbox_aux_2: 0.1440 (0.1505) loss_bbox_aux_3: 0.1428 (0.1492) loss_bbox_aux_4: 0.1511 (0.1486) loss_bbox_aux_5: 0.1911 (0.1959) loss_bbox_dn_0: 0.2567 (0.2559) loss_bbox_dn_1: 0.1959 (0.1863) loss_bbox_dn_2: 0.1727 (0.1658) loss_bbox_dn_3: 0.1654 (0.1599) loss_bbox_dn_4: 0.1648 (0.1585) loss_bbox_dn_5: 0.1648 (0.1586) loss_giou: 0.4239 (0.4623) loss_giou_aux_0: 0.4593 (0.4842) loss_giou_aux_1: 0.4466 (0.4713) loss_giou_aux_2: 0.4375 (0.4661) loss_giou_aux_3: 0.4311 (0.4638) loss_giou_aux_4: 0.4262 (0.4624) loss_giou_aux_5: 0.5430 (0.5464) loss_giou_dn_0: 0.5583 (0.5623) loss_giou_dn_1: 0.4546 (0.4542) loss_giou_dn_2: 0.4215 (0.4227) loss_giou_dn_3: 0.4095 (0.4143) loss_giou_dn_4: 0.4086 (0.4122) loss_giou_dn_5: 0.4087 (0.4124) loss_vfl: 0.6713 (0.6543) loss_vfl_aux_0: 0.7731 (0.7548) loss_vfl_aux_1: 0.7447 (0.7097) loss_vfl_aux_2: 0.7171 (0.6839) loss_vfl_aux_3: 0.6832 (0.6663) loss_vfl_aux_4: 0.6679 (0.6584) loss_vfl_aux_5: 0.7626 (0.7426) loss_vfl_dn_0: 0.4438 (0.4456) loss_vfl_dn_1: 0.3840 (0.3800) loss_vfl_dn_2: 0.3681 (0.3640) loss_vfl_dn_3: 0.3653 (0.3569) loss_vfl_dn_4: 0.3618 (0.3544) loss_vfl_dn_5: 0.3614 (0.3537) time: 0.4847 data: 0.0141 max mem: 5654 Epoch: [60] [4300/7393] eta: 0:25:24 lr: 0.000010 loss: 15.3733 (15.3478) loss_bbox: 0.1369 (0.1486) loss_bbox_aux_0: 0.1537 (0.1604) loss_bbox_aux_1: 0.1512 (0.1534) loss_bbox_aux_2: 0.1473 (0.1505) loss_bbox_aux_3: 0.1433 (0.1491) loss_bbox_aux_4: 0.1453 (0.1486) loss_bbox_aux_5: 0.1857 (0.1958) loss_bbox_dn_0: 0.2441 (0.2559) loss_bbox_dn_1: 0.1688 (0.1863) loss_bbox_dn_2: 0.1468 (0.1658) loss_bbox_dn_3: 0.1373 (0.1599) loss_bbox_dn_4: 0.1356 (0.1585) loss_bbox_dn_5: 0.1357 (0.1586) loss_giou: 0.4196 (0.4619) loss_giou_aux_0: 0.4469 (0.4839) loss_giou_aux_1: 0.4282 (0.4709) loss_giou_aux_2: 0.4178 (0.4657) loss_giou_aux_3: 0.4204 (0.4634) loss_giou_aux_4: 0.4201 (0.4620) loss_giou_aux_5: 0.5226 (0.5461) loss_giou_dn_0: 0.5436 (0.5622) loss_giou_dn_1: 0.4370 (0.4540) loss_giou_dn_2: 0.4077 (0.4225) loss_giou_dn_3: 0.3987 (0.4141) loss_giou_dn_4: 0.3959 (0.4119) loss_giou_dn_5: 0.3960 (0.4121) loss_vfl: 0.6866 (0.6545) loss_vfl_aux_0: 0.7709 (0.7550) loss_vfl_aux_1: 0.7183 (0.7100) loss_vfl_aux_2: 0.7004 (0.6841) loss_vfl_aux_3: 0.6865 (0.6666) loss_vfl_aux_4: 0.6847 (0.6586) loss_vfl_aux_5: 0.7371 (0.7428) loss_vfl_dn_0: 0.4468 (0.4456) loss_vfl_dn_1: 0.3800 (0.3800) loss_vfl_dn_2: 0.3603 (0.3639) loss_vfl_dn_3: 0.3474 (0.3569) loss_vfl_dn_4: 0.3456 (0.3544) loss_vfl_dn_5: 0.3447 (0.3536) time: 0.4930 data: 0.0136 max mem: 5654 Epoch: [60] [4400/7393] eta: 0:24:34 lr: 0.000010 loss: 15.4353 (15.3471) loss_bbox: 0.1551 (0.1485) loss_bbox_aux_0: 0.1603 (0.1604) loss_bbox_aux_1: 0.1583 (0.1533) loss_bbox_aux_2: 0.1435 (0.1504) loss_bbox_aux_3: 0.1570 (0.1491) loss_bbox_aux_4: 0.1551 (0.1485) loss_bbox_aux_5: 0.1946 (0.1958) loss_bbox_dn_0: 0.2247 (0.2557) loss_bbox_dn_1: 0.1658 (0.1861) loss_bbox_dn_2: 0.1560 (0.1657) loss_bbox_dn_3: 0.1482 (0.1598) loss_bbox_dn_4: 0.1451 (0.1585) loss_bbox_dn_5: 0.1451 (0.1585) loss_giou: 0.4760 (0.4622) loss_giou_aux_0: 0.4996 (0.4843) loss_giou_aux_1: 0.4953 (0.4712) loss_giou_aux_2: 0.4816 (0.4661) loss_giou_aux_3: 0.4922 (0.4638) loss_giou_aux_4: 0.4795 (0.4623) loss_giou_aux_5: 0.5663 (0.5465) loss_giou_dn_0: 0.5636 (0.5623) loss_giou_dn_1: 0.4493 (0.4541) loss_giou_dn_2: 0.4243 (0.4227) loss_giou_dn_3: 0.4143 (0.4143) loss_giou_dn_4: 0.4124 (0.4121) loss_giou_dn_5: 0.4126 (0.4123) loss_vfl: 0.6088 (0.6541) loss_vfl_aux_0: 0.7275 (0.7544) loss_vfl_aux_1: 0.6844 (0.7095) loss_vfl_aux_2: 0.6283 (0.6835) loss_vfl_aux_3: 0.6132 (0.6662) loss_vfl_aux_4: 0.6071 (0.6582) loss_vfl_aux_5: 0.7095 (0.7424) loss_vfl_dn_0: 0.4469 (0.4455) loss_vfl_dn_1: 0.3799 (0.3800) loss_vfl_dn_2: 0.3685 (0.3640) loss_vfl_dn_3: 0.3598 (0.3569) loss_vfl_dn_4: 0.3555 (0.3544) loss_vfl_dn_5: 0.3550 (0.3536) time: 0.4814 data: 0.0141 max mem: 5654 Epoch: [60] [4500/7393] eta: 0:23:45 lr: 0.000010 loss: 15.5810 (15.3536) loss_bbox: 0.1426 (0.1486) loss_bbox_aux_0: 0.1496 (0.1604) loss_bbox_aux_1: 0.1452 (0.1533) loss_bbox_aux_2: 0.1439 (0.1504) loss_bbox_aux_3: 0.1413 (0.1491) loss_bbox_aux_4: 0.1426 (0.1486) loss_bbox_aux_5: 0.1862 (0.1957) loss_bbox_dn_0: 0.2500 (0.2554) loss_bbox_dn_1: 0.1797 (0.1860) loss_bbox_dn_2: 0.1585 (0.1656) loss_bbox_dn_3: 0.1514 (0.1598) loss_bbox_dn_4: 0.1504 (0.1584) loss_bbox_dn_5: 0.1503 (0.1584) loss_giou: 0.4352 (0.4629) loss_giou_aux_0: 0.4649 (0.4848) loss_giou_aux_1: 0.4381 (0.4718) loss_giou_aux_2: 0.4427 (0.4667) loss_giou_aux_3: 0.4369 (0.4644) loss_giou_aux_4: 0.4332 (0.4630) loss_giou_aux_5: 0.5100 (0.5471) loss_giou_dn_0: 0.5570 (0.5627) loss_giou_dn_1: 0.4474 (0.4545) loss_giou_dn_2: 0.4209 (0.4231) loss_giou_dn_3: 0.4070 (0.4147) loss_giou_dn_4: 0.4040 (0.4126) loss_giou_dn_5: 0.4040 (0.4128) loss_vfl: 0.6479 (0.6540) loss_vfl_aux_0: 0.7303 (0.7543) loss_vfl_aux_1: 0.6851 (0.7097) loss_vfl_aux_2: 0.6523 (0.6834) loss_vfl_aux_3: 0.6591 (0.6661) loss_vfl_aux_4: 0.6433 (0.6581) loss_vfl_aux_5: 0.7289 (0.7423) loss_vfl_dn_0: 0.4402 (0.4456) loss_vfl_dn_1: 0.3736 (0.3801) loss_vfl_dn_2: 0.3584 (0.3641) loss_vfl_dn_3: 0.3539 (0.3570) loss_vfl_dn_4: 0.3528 (0.3545) loss_vfl_dn_5: 0.3517 (0.3538) time: 0.4849 data: 0.0137 max mem: 5654 Epoch: [60] [4600/7393] eta: 0:22:54 lr: 0.000010 loss: 15.2678 (15.3537) loss_bbox: 0.1494 (0.1485) loss_bbox_aux_0: 0.1535 (0.1603) loss_bbox_aux_1: 0.1473 (0.1532) loss_bbox_aux_2: 0.1508 (0.1504) loss_bbox_aux_3: 0.1521 (0.1491) loss_bbox_aux_4: 0.1494 (0.1485) loss_bbox_aux_5: 0.1836 (0.1955) loss_bbox_dn_0: 0.2333 (0.2552) loss_bbox_dn_1: 0.1694 (0.1859) loss_bbox_dn_2: 0.1480 (0.1655) loss_bbox_dn_3: 0.1372 (0.1597) loss_bbox_dn_4: 0.1351 (0.1583) loss_bbox_dn_5: 0.1351 (0.1583) loss_giou: 0.4474 (0.4630) loss_giou_aux_0: 0.4524 (0.4849) loss_giou_aux_1: 0.4495 (0.4719) loss_giou_aux_2: 0.4608 (0.4669) loss_giou_aux_3: 0.4552 (0.4645) loss_giou_aux_4: 0.4379 (0.4631) loss_giou_aux_5: 0.5041 (0.5472) loss_giou_dn_0: 0.5649 (0.5628) loss_giou_dn_1: 0.4611 (0.4546) loss_giou_dn_2: 0.4284 (0.4232) loss_giou_dn_3: 0.4171 (0.4148) loss_giou_dn_4: 0.4143 (0.4126) loss_giou_dn_5: 0.4144 (0.4128) loss_vfl: 0.6318 (0.6540) loss_vfl_aux_0: 0.7409 (0.7544) loss_vfl_aux_1: 0.6977 (0.7098) loss_vfl_aux_2: 0.6493 (0.6832) loss_vfl_aux_3: 0.6344 (0.6661) loss_vfl_aux_4: 0.6345 (0.6581) loss_vfl_aux_5: 0.7117 (0.7424) loss_vfl_dn_0: 0.4414 (0.4455) loss_vfl_dn_1: 0.3798 (0.3801) loss_vfl_dn_2: 0.3658 (0.3641) loss_vfl_dn_3: 0.3606 (0.3570) loss_vfl_dn_4: 0.3595 (0.3545) loss_vfl_dn_5: 0.3592 (0.3538) time: 0.4751 data: 0.0140 max mem: 5654 Epoch: [60] [4700/7393] eta: 0:22:05 lr: 0.000010 loss: 14.7689 (15.3529) loss_bbox: 0.1328 (0.1485) loss_bbox_aux_0: 0.1511 (0.1603) loss_bbox_aux_1: 0.1499 (0.1532) loss_bbox_aux_2: 0.1342 (0.1504) loss_bbox_aux_3: 0.1286 (0.1491) loss_bbox_aux_4: 0.1349 (0.1485) loss_bbox_aux_5: 0.1922 (0.1956) loss_bbox_dn_0: 0.2575 (0.2553) loss_bbox_dn_1: 0.1726 (0.1860) loss_bbox_dn_2: 0.1567 (0.1655) loss_bbox_dn_3: 0.1530 (0.1597) loss_bbox_dn_4: 0.1532 (0.1584) loss_bbox_dn_5: 0.1532 (0.1584) loss_giou: 0.4072 (0.4627) loss_giou_aux_0: 0.4288 (0.4847) loss_giou_aux_1: 0.4261 (0.4717) loss_giou_aux_2: 0.4116 (0.4667) loss_giou_aux_3: 0.4065 (0.4643) loss_giou_aux_4: 0.4053 (0.4629) loss_giou_aux_5: 0.5092 (0.5470) loss_giou_dn_0: 0.5220 (0.5626) loss_giou_dn_1: 0.4069 (0.4545) loss_giou_dn_2: 0.3765 (0.4231) loss_giou_dn_3: 0.3724 (0.4146) loss_giou_dn_4: 0.3730 (0.4125) loss_giou_dn_5: 0.3732 (0.4127) loss_vfl: 0.6410 (0.6541) loss_vfl_aux_0: 0.7443 (0.7547) loss_vfl_aux_1: 0.6932 (0.7099) loss_vfl_aux_2: 0.6854 (0.6832) loss_vfl_aux_3: 0.6473 (0.6662) loss_vfl_aux_4: 0.6430 (0.6582) loss_vfl_aux_5: 0.6904 (0.7426) loss_vfl_dn_0: 0.4404 (0.4456) loss_vfl_dn_1: 0.3714 (0.3801) loss_vfl_dn_2: 0.3554 (0.3641) loss_vfl_dn_3: 0.3457 (0.3570) loss_vfl_dn_4: 0.3445 (0.3545) loss_vfl_dn_5: 0.3457 (0.3538) time: 0.4769 data: 0.0135 max mem: 5654 Epoch: [60] [4800/7393] eta: 0:21:15 lr: 0.000010 loss: 15.6042 (15.3534) loss_bbox: 0.1368 (0.1485) loss_bbox_aux_0: 0.1542 (0.1604) loss_bbox_aux_1: 0.1514 (0.1533) loss_bbox_aux_2: 0.1383 (0.1505) loss_bbox_aux_3: 0.1388 (0.1491) loss_bbox_aux_4: 0.1347 (0.1485) loss_bbox_aux_5: 0.1947 (0.1956) loss_bbox_dn_0: 0.2353 (0.2553) loss_bbox_dn_1: 0.1627 (0.1859) loss_bbox_dn_2: 0.1510 (0.1655) loss_bbox_dn_3: 0.1471 (0.1597) loss_bbox_dn_4: 0.1488 (0.1584) loss_bbox_dn_5: 0.1489 (0.1584) loss_giou: 0.4735 (0.4628) loss_giou_aux_0: 0.4991 (0.4849) loss_giou_aux_1: 0.4970 (0.4718) loss_giou_aux_2: 0.4784 (0.4668) loss_giou_aux_3: 0.4861 (0.4644) loss_giou_aux_4: 0.4837 (0.4630) loss_giou_aux_5: 0.5576 (0.5472) loss_giou_dn_0: 0.5451 (0.5626) loss_giou_dn_1: 0.4455 (0.4545) loss_giou_dn_2: 0.4242 (0.4231) loss_giou_dn_3: 0.4212 (0.4147) loss_giou_dn_4: 0.4220 (0.4126) loss_giou_dn_5: 0.4227 (0.4128) loss_vfl: 0.6609 (0.6541) loss_vfl_aux_0: 0.7439 (0.7544) loss_vfl_aux_1: 0.6930 (0.7098) loss_vfl_aux_2: 0.6798 (0.6831) loss_vfl_aux_3: 0.6646 (0.6661) loss_vfl_aux_4: 0.6587 (0.6582) loss_vfl_aux_5: 0.7452 (0.7425) loss_vfl_dn_0: 0.4479 (0.4455) loss_vfl_dn_1: 0.3785 (0.3801) loss_vfl_dn_2: 0.3630 (0.3641) loss_vfl_dn_3: 0.3561 (0.3570) loss_vfl_dn_4: 0.3520 (0.3545) loss_vfl_dn_5: 0.3538 (0.3538) time: 0.4866 data: 0.0137 max mem: 5654 Epoch: [60] [4900/7393] eta: 0:20:26 lr: 0.000010 loss: 15.8452 (15.3557) loss_bbox: 0.1407 (0.1486) loss_bbox_aux_0: 0.1517 (0.1604) loss_bbox_aux_1: 0.1487 (0.1533) loss_bbox_aux_2: 0.1439 (0.1505) loss_bbox_aux_3: 0.1408 (0.1491) loss_bbox_aux_4: 0.1401 (0.1485) loss_bbox_aux_5: 0.1864 (0.1958) loss_bbox_dn_0: 0.2459 (0.2555) loss_bbox_dn_1: 0.1731 (0.1861) loss_bbox_dn_2: 0.1551 (0.1656) loss_bbox_dn_3: 0.1471 (0.1598) loss_bbox_dn_4: 0.1473 (0.1585) loss_bbox_dn_5: 0.1474 (0.1585) loss_giou: 0.4712 (0.4627) loss_giou_aux_0: 0.4927 (0.4848) loss_giou_aux_1: 0.4926 (0.4717) loss_giou_aux_2: 0.4895 (0.4667) loss_giou_aux_3: 0.4813 (0.4643) loss_giou_aux_4: 0.4713 (0.4628) loss_giou_aux_5: 0.5666 (0.5472) loss_giou_dn_0: 0.5670 (0.5627) loss_giou_dn_1: 0.4577 (0.4545) loss_giou_dn_2: 0.4331 (0.4231) loss_giou_dn_3: 0.4215 (0.4147) loss_giou_dn_4: 0.4185 (0.4125) loss_giou_dn_5: 0.4186 (0.4127) loss_vfl: 0.6695 (0.6544) loss_vfl_aux_0: 0.7508 (0.7549) loss_vfl_aux_1: 0.7057 (0.7101) loss_vfl_aux_2: 0.7001 (0.6834) loss_vfl_aux_3: 0.6713 (0.6664) loss_vfl_aux_4: 0.6790 (0.6585) loss_vfl_aux_5: 0.7211 (0.7428) loss_vfl_dn_0: 0.4396 (0.4454) loss_vfl_dn_1: 0.3783 (0.3800) loss_vfl_dn_2: 0.3563 (0.3640) loss_vfl_dn_3: 0.3502 (0.3569) loss_vfl_dn_4: 0.3470 (0.3544) loss_vfl_dn_5: 0.3466 (0.3537) time: 0.4826 data: 0.0141 max mem: 5654 Epoch: [60] [5000/7393] eta: 0:19:36 lr: 0.000010 loss: 15.5884 (15.3572) loss_bbox: 0.1531 (0.1486) loss_bbox_aux_0: 0.1693 (0.1605) loss_bbox_aux_1: 0.1565 (0.1534) loss_bbox_aux_2: 0.1547 (0.1506) loss_bbox_aux_3: 0.1585 (0.1492) loss_bbox_aux_4: 0.1569 (0.1486) loss_bbox_aux_5: 0.1953 (0.1959) loss_bbox_dn_0: 0.2356 (0.2557) loss_bbox_dn_1: 0.1683 (0.1862) loss_bbox_dn_2: 0.1566 (0.1658) loss_bbox_dn_3: 0.1537 (0.1600) loss_bbox_dn_4: 0.1523 (0.1586) loss_bbox_dn_5: 0.1523 (0.1586) loss_giou: 0.4394 (0.4628) loss_giou_aux_0: 0.4751 (0.4849) loss_giou_aux_1: 0.4620 (0.4718) loss_giou_aux_2: 0.4515 (0.4669) loss_giou_aux_3: 0.4505 (0.4644) loss_giou_aux_4: 0.4484 (0.4630) loss_giou_aux_5: 0.5362 (0.5473) loss_giou_dn_0: 0.5555 (0.5627) loss_giou_dn_1: 0.4483 (0.4545) loss_giou_dn_2: 0.4173 (0.4231) loss_giou_dn_3: 0.4096 (0.4147) loss_giou_dn_4: 0.4083 (0.4126) loss_giou_dn_5: 0.4086 (0.4128) loss_vfl: 0.6307 (0.6543) loss_vfl_aux_0: 0.7362 (0.7548) loss_vfl_aux_1: 0.6811 (0.7099) loss_vfl_aux_2: 0.6499 (0.6832) loss_vfl_aux_3: 0.6300 (0.6663) loss_vfl_aux_4: 0.6187 (0.6584) loss_vfl_aux_5: 0.7237 (0.7428) loss_vfl_dn_0: 0.4398 (0.4454) loss_vfl_dn_1: 0.3779 (0.3800) loss_vfl_dn_2: 0.3624 (0.3640) loss_vfl_dn_3: 0.3568 (0.3569) loss_vfl_dn_4: 0.3526 (0.3544) loss_vfl_dn_5: 0.3525 (0.3537) time: 0.4839 data: 0.0146 max mem: 5654 Epoch: [60] [5100/7393] eta: 0:18:49 lr: 0.000010 loss: 14.8851 (15.3587) loss_bbox: 0.1519 (0.1486) loss_bbox_aux_0: 0.1675 (0.1605) loss_bbox_aux_1: 0.1575 (0.1533) loss_bbox_aux_2: 0.1522 (0.1506) loss_bbox_aux_3: 0.1500 (0.1491) loss_bbox_aux_4: 0.1506 (0.1485) loss_bbox_aux_5: 0.1965 (0.1958) loss_bbox_dn_0: 0.2874 (0.2558) loss_bbox_dn_1: 0.2166 (0.1863) loss_bbox_dn_2: 0.1943 (0.1658) loss_bbox_dn_3: 0.1897 (0.1600) loss_bbox_dn_4: 0.1885 (0.1587) loss_bbox_dn_5: 0.1885 (0.1587) loss_giou: 0.4162 (0.4627) loss_giou_aux_0: 0.4253 (0.4848) loss_giou_aux_1: 0.4289 (0.4717) loss_giou_aux_2: 0.4207 (0.4668) loss_giou_aux_3: 0.4140 (0.4643) loss_giou_aux_4: 0.4178 (0.4628) loss_giou_aux_5: 0.4917 (0.5472) loss_giou_dn_0: 0.5233 (0.5627) loss_giou_dn_1: 0.4180 (0.4545) loss_giou_dn_2: 0.3954 (0.4231) loss_giou_dn_3: 0.3844 (0.4147) loss_giou_dn_4: 0.3803 (0.4126) loss_giou_dn_5: 0.3803 (0.4128) loss_vfl: 0.6687 (0.6547) loss_vfl_aux_0: 0.7479 (0.7551) loss_vfl_aux_1: 0.7174 (0.7102) loss_vfl_aux_2: 0.7019 (0.6834) loss_vfl_aux_3: 0.6806 (0.6667) loss_vfl_aux_4: 0.6680 (0.6587) loss_vfl_aux_5: 0.7633 (0.7432) loss_vfl_dn_0: 0.4423 (0.4455) loss_vfl_dn_1: 0.3763 (0.3800) loss_vfl_dn_2: 0.3585 (0.3640) loss_vfl_dn_3: 0.3492 (0.3569) loss_vfl_dn_4: 0.3462 (0.3544) loss_vfl_dn_5: 0.3443 (0.3537) time: 0.4908 data: 0.0142 max mem: 5654 Epoch: [60] [5200/7393] eta: 0:18:00 lr: 0.000010 loss: 15.0781 (15.3555) loss_bbox: 0.1513 (0.1485) loss_bbox_aux_0: 0.1584 (0.1604) loss_bbox_aux_1: 0.1503 (0.1533) loss_bbox_aux_2: 0.1525 (0.1506) loss_bbox_aux_3: 0.1504 (0.1491) loss_bbox_aux_4: 0.1483 (0.1485) loss_bbox_aux_5: 0.1929 (0.1957) loss_bbox_dn_0: 0.2356 (0.2556) loss_bbox_dn_1: 0.1616 (0.1862) loss_bbox_dn_2: 0.1454 (0.1657) loss_bbox_dn_3: 0.1396 (0.1599) loss_bbox_dn_4: 0.1401 (0.1586) loss_bbox_dn_5: 0.1401 (0.1586) loss_giou: 0.4449 (0.4628) loss_giou_aux_0: 0.4687 (0.4849) loss_giou_aux_1: 0.4662 (0.4719) loss_giou_aux_2: 0.4616 (0.4669) loss_giou_aux_3: 0.4600 (0.4644) loss_giou_aux_4: 0.4506 (0.4629) loss_giou_aux_5: 0.5353 (0.5473) loss_giou_dn_0: 0.5617 (0.5627) loss_giou_dn_1: 0.4588 (0.4545) loss_giou_dn_2: 0.4182 (0.4231) loss_giou_dn_3: 0.4103 (0.4147) loss_giou_dn_4: 0.4090 (0.4125) loss_giou_dn_5: 0.4089 (0.4127) loss_vfl: 0.6203 (0.6544) loss_vfl_aux_0: 0.7028 (0.7546) loss_vfl_aux_1: 0.6881 (0.7097) loss_vfl_aux_2: 0.6617 (0.6831) loss_vfl_aux_3: 0.6435 (0.6664) loss_vfl_aux_4: 0.6402 (0.6584) loss_vfl_aux_5: 0.7149 (0.7428) loss_vfl_dn_0: 0.4472 (0.4454) loss_vfl_dn_1: 0.3840 (0.3800) loss_vfl_dn_2: 0.3692 (0.3640) loss_vfl_dn_3: 0.3620 (0.3569) loss_vfl_dn_4: 0.3590 (0.3544) loss_vfl_dn_5: 0.3583 (0.3537) time: 0.4839 data: 0.0139 max mem: 5654 Epoch: [60] [5300/7393] eta: 0:17:10 lr: 0.000010 loss: 15.1854 (15.3538) loss_bbox: 0.1490 (0.1485) loss_bbox_aux_0: 0.1680 (0.1604) loss_bbox_aux_1: 0.1496 (0.1533) loss_bbox_aux_2: 0.1477 (0.1505) loss_bbox_aux_3: 0.1494 (0.1490) loss_bbox_aux_4: 0.1487 (0.1484) loss_bbox_aux_5: 0.1954 (0.1956) loss_bbox_dn_0: 0.2137 (0.2554) loss_bbox_dn_1: 0.1565 (0.1860) loss_bbox_dn_2: 0.1418 (0.1656) loss_bbox_dn_3: 0.1364 (0.1598) loss_bbox_dn_4: 0.1356 (0.1584) loss_bbox_dn_5: 0.1356 (0.1585) loss_giou: 0.4408 (0.4627) loss_giou_aux_0: 0.4873 (0.4848) loss_giou_aux_1: 0.4546 (0.4718) loss_giou_aux_2: 0.4538 (0.4668) loss_giou_aux_3: 0.4444 (0.4643) loss_giou_aux_4: 0.4466 (0.4629) loss_giou_aux_5: 0.5473 (0.5473) loss_giou_dn_0: 0.5561 (0.5626) loss_giou_dn_1: 0.4538 (0.4544) loss_giou_dn_2: 0.4242 (0.4230) loss_giou_dn_3: 0.4170 (0.4147) loss_giou_dn_4: 0.4163 (0.4125) loss_giou_dn_5: 0.4164 (0.4127) loss_vfl: 0.6248 (0.6544) loss_vfl_aux_0: 0.6961 (0.7546) loss_vfl_aux_1: 0.6622 (0.7096) loss_vfl_aux_2: 0.6428 (0.6831) loss_vfl_aux_3: 0.6295 (0.6664) loss_vfl_aux_4: 0.6158 (0.6584) loss_vfl_aux_5: 0.7183 (0.7428) loss_vfl_dn_0: 0.4372 (0.4454) loss_vfl_dn_1: 0.3792 (0.3800) loss_vfl_dn_2: 0.3642 (0.3640) loss_vfl_dn_3: 0.3550 (0.3569) loss_vfl_dn_4: 0.3508 (0.3544) loss_vfl_dn_5: 0.3514 (0.3537) time: 0.4826 data: 0.0145 max mem: 5654 Epoch: [60] [5400/7393] eta: 0:16:21 lr: 0.000010 loss: 15.3235 (15.3539) loss_bbox: 0.1483 (0.1485) loss_bbox_aux_0: 0.1554 (0.1604) loss_bbox_aux_1: 0.1444 (0.1533) loss_bbox_aux_2: 0.1410 (0.1505) loss_bbox_aux_3: 0.1369 (0.1490) loss_bbox_aux_4: 0.1429 (0.1484) loss_bbox_aux_5: 0.1968 (0.1957) loss_bbox_dn_0: 0.2411 (0.2553) loss_bbox_dn_1: 0.1788 (0.1859) loss_bbox_dn_2: 0.1618 (0.1655) loss_bbox_dn_3: 0.1546 (0.1597) loss_bbox_dn_4: 0.1528 (0.1584) loss_bbox_dn_5: 0.1528 (0.1584) loss_giou: 0.4416 (0.4628) loss_giou_aux_0: 0.4548 (0.4850) loss_giou_aux_1: 0.4296 (0.4719) loss_giou_aux_2: 0.4380 (0.4670) loss_giou_aux_3: 0.4227 (0.4644) loss_giou_aux_4: 0.4409 (0.4630) loss_giou_aux_5: 0.5478 (0.5475) loss_giou_dn_0: 0.5729 (0.5626) loss_giou_dn_1: 0.4463 (0.4545) loss_giou_dn_2: 0.4111 (0.4231) loss_giou_dn_3: 0.4009 (0.4147) loss_giou_dn_4: 0.4012 (0.4125) loss_giou_dn_5: 0.4012 (0.4127) loss_vfl: 0.6521 (0.6544) loss_vfl_aux_0: 0.7554 (0.7545) loss_vfl_aux_1: 0.7085 (0.7095) loss_vfl_aux_2: 0.6787 (0.6830) loss_vfl_aux_3: 0.6612 (0.6664) loss_vfl_aux_4: 0.6650 (0.6585) loss_vfl_aux_5: 0.7202 (0.7426) loss_vfl_dn_0: 0.4413 (0.4453) loss_vfl_dn_1: 0.3795 (0.3800) loss_vfl_dn_2: 0.3686 (0.3640) loss_vfl_dn_3: 0.3602 (0.3569) loss_vfl_dn_4: 0.3572 (0.3544) loss_vfl_dn_5: 0.3566 (0.3537) time: 0.4910 data: 0.0145 max mem: 5654 Epoch: [60] [5500/7393] eta: 0:15:33 lr: 0.000010 loss: 14.9437 (15.3568) loss_bbox: 0.1460 (0.1485) loss_bbox_aux_0: 0.1534 (0.1604) loss_bbox_aux_1: 0.1446 (0.1533) loss_bbox_aux_2: 0.1478 (0.1505) loss_bbox_aux_3: 0.1424 (0.1490) loss_bbox_aux_4: 0.1435 (0.1485) loss_bbox_aux_5: 0.2023 (0.1956) loss_bbox_dn_0: 0.2448 (0.2554) loss_bbox_dn_1: 0.1835 (0.1860) loss_bbox_dn_2: 0.1663 (0.1656) loss_bbox_dn_3: 0.1586 (0.1598) loss_bbox_dn_4: 0.1568 (0.1585) loss_bbox_dn_5: 0.1568 (0.1585) loss_giou: 0.4127 (0.4629) loss_giou_aux_0: 0.4451 (0.4851) loss_giou_aux_1: 0.4344 (0.4720) loss_giou_aux_2: 0.4377 (0.4670) loss_giou_aux_3: 0.4330 (0.4645) loss_giou_aux_4: 0.4158 (0.4631) loss_giou_aux_5: 0.5015 (0.5475) loss_giou_dn_0: 0.5381 (0.5627) loss_giou_dn_1: 0.4262 (0.4546) loss_giou_dn_2: 0.3955 (0.4232) loss_giou_dn_3: 0.3908 (0.4148) loss_giou_dn_4: 0.3893 (0.4127) loss_giou_dn_5: 0.3895 (0.4129) loss_vfl: 0.6659 (0.6546) loss_vfl_aux_0: 0.7616 (0.7546) loss_vfl_aux_1: 0.7212 (0.7096) loss_vfl_aux_2: 0.6895 (0.6831) loss_vfl_aux_3: 0.6746 (0.6665) loss_vfl_aux_4: 0.6649 (0.6586) loss_vfl_aux_5: 0.7553 (0.7428) loss_vfl_dn_0: 0.4508 (0.4454) loss_vfl_dn_1: 0.3855 (0.3801) loss_vfl_dn_2: 0.3647 (0.3641) loss_vfl_dn_3: 0.3567 (0.3570) loss_vfl_dn_4: 0.3546 (0.3545) loss_vfl_dn_5: 0.3543 (0.3538) time: 0.4967 data: 0.0139 max mem: 5654 Epoch: [60] [5600/7393] eta: 0:14:43 lr: 0.000010 loss: 15.6473 (15.3568) loss_bbox: 0.1432 (0.1484) loss_bbox_aux_0: 0.1554 (0.1604) loss_bbox_aux_1: 0.1448 (0.1532) loss_bbox_aux_2: 0.1433 (0.1505) loss_bbox_aux_3: 0.1444 (0.1489) loss_bbox_aux_4: 0.1400 (0.1484) loss_bbox_aux_5: 0.1817 (0.1956) loss_bbox_dn_0: 0.2441 (0.2553) loss_bbox_dn_1: 0.1579 (0.1859) loss_bbox_dn_2: 0.1359 (0.1656) loss_bbox_dn_3: 0.1289 (0.1598) loss_bbox_dn_4: 0.1264 (0.1584) loss_bbox_dn_5: 0.1265 (0.1584) loss_giou: 0.4258 (0.4630) loss_giou_aux_0: 0.4413 (0.4851) loss_giou_aux_1: 0.4248 (0.4720) loss_giou_aux_2: 0.4298 (0.4671) loss_giou_aux_3: 0.4293 (0.4645) loss_giou_aux_4: 0.4274 (0.4631) loss_giou_aux_5: 0.5090 (0.5475) loss_giou_dn_0: 0.5466 (0.5627) loss_giou_dn_1: 0.4344 (0.4546) loss_giou_dn_2: 0.4048 (0.4232) loss_giou_dn_3: 0.3965 (0.4148) loss_giou_dn_4: 0.3961 (0.4127) loss_giou_dn_5: 0.3965 (0.4129) loss_vfl: 0.6678 (0.6546) loss_vfl_aux_0: 0.7631 (0.7546) loss_vfl_aux_1: 0.7248 (0.7097) loss_vfl_aux_2: 0.6950 (0.6831) loss_vfl_aux_3: 0.6912 (0.6667) loss_vfl_aux_4: 0.6722 (0.6586) loss_vfl_aux_5: 0.7625 (0.7428) loss_vfl_dn_0: 0.4460 (0.4454) loss_vfl_dn_1: 0.3841 (0.3800) loss_vfl_dn_2: 0.3699 (0.3640) loss_vfl_dn_3: 0.3629 (0.3570) loss_vfl_dn_4: 0.3566 (0.3545) loss_vfl_dn_5: 0.3565 (0.3538) time: 0.4783 data: 0.0137 max mem: 5654 Epoch: [60] [5700/7393] eta: 0:13:54 lr: 0.000010 loss: 16.0499 (15.3582) loss_bbox: 0.1427 (0.1484) loss_bbox_aux_0: 0.1528 (0.1604) loss_bbox_aux_1: 0.1454 (0.1532) loss_bbox_aux_2: 0.1397 (0.1505) loss_bbox_aux_3: 0.1399 (0.1489) loss_bbox_aux_4: 0.1427 (0.1484) loss_bbox_aux_5: 0.1750 (0.1955) loss_bbox_dn_0: 0.2354 (0.2553) loss_bbox_dn_1: 0.1774 (0.1859) loss_bbox_dn_2: 0.1622 (0.1656) loss_bbox_dn_3: 0.1564 (0.1598) loss_bbox_dn_4: 0.1567 (0.1584) loss_bbox_dn_5: 0.1567 (0.1584) loss_giou: 0.4792 (0.4629) loss_giou_aux_0: 0.4907 (0.4850) loss_giou_aux_1: 0.4825 (0.4719) loss_giou_aux_2: 0.4857 (0.4670) loss_giou_aux_3: 0.4846 (0.4644) loss_giou_aux_4: 0.4855 (0.4630) loss_giou_aux_5: 0.5546 (0.5475) loss_giou_dn_0: 0.5832 (0.5627) loss_giou_dn_1: 0.4645 (0.4546) loss_giou_dn_2: 0.4382 (0.4232) loss_giou_dn_3: 0.4329 (0.4148) loss_giou_dn_4: 0.4325 (0.4127) loss_giou_dn_5: 0.4325 (0.4128) loss_vfl: 0.6835 (0.6550) loss_vfl_aux_0: 0.7680 (0.7549) loss_vfl_aux_1: 0.7186 (0.7100) loss_vfl_aux_2: 0.6860 (0.6834) loss_vfl_aux_3: 0.6955 (0.6670) loss_vfl_aux_4: 0.6901 (0.6589) loss_vfl_aux_5: 0.7460 (0.7432) loss_vfl_dn_0: 0.4522 (0.4455) loss_vfl_dn_1: 0.3882 (0.3800) loss_vfl_dn_2: 0.3717 (0.3640) loss_vfl_dn_3: 0.3675 (0.3570) loss_vfl_dn_4: 0.3634 (0.3544) loss_vfl_dn_5: 0.3613 (0.3537) time: 0.4836 data: 0.0136 max mem: 5654 Epoch: [60] [5800/7393] eta: 0:13:04 lr: 0.000010 loss: 14.8009 (15.3551) loss_bbox: 0.1285 (0.1484) loss_bbox_aux_0: 0.1495 (0.1603) loss_bbox_aux_1: 0.1396 (0.1532) loss_bbox_aux_2: 0.1363 (0.1504) loss_bbox_aux_3: 0.1279 (0.1489) loss_bbox_aux_4: 0.1263 (0.1483) loss_bbox_aux_5: 0.1762 (0.1955) loss_bbox_dn_0: 0.2265 (0.2551) loss_bbox_dn_1: 0.1563 (0.1858) loss_bbox_dn_2: 0.1490 (0.1654) loss_bbox_dn_3: 0.1439 (0.1596) loss_bbox_dn_4: 0.1434 (0.1583) loss_bbox_dn_5: 0.1434 (0.1583) loss_giou: 0.4599 (0.4628) loss_giou_aux_0: 0.4959 (0.4850) loss_giou_aux_1: 0.4815 (0.4719) loss_giou_aux_2: 0.4719 (0.4669) loss_giou_aux_3: 0.4701 (0.4644) loss_giou_aux_4: 0.4708 (0.4630) loss_giou_aux_5: 0.5526 (0.5473) loss_giou_dn_0: 0.5622 (0.5626) loss_giou_dn_1: 0.4496 (0.4545) loss_giou_dn_2: 0.4151 (0.4231) loss_giou_dn_3: 0.4037 (0.4147) loss_giou_dn_4: 0.4018 (0.4126) loss_giou_dn_5: 0.4018 (0.4128) loss_vfl: 0.6307 (0.6548) loss_vfl_aux_0: 0.7149 (0.7548) loss_vfl_aux_1: 0.6694 (0.7098) loss_vfl_aux_2: 0.6349 (0.6833) loss_vfl_aux_3: 0.6514 (0.6669) loss_vfl_aux_4: 0.6353 (0.6589) loss_vfl_aux_5: 0.7181 (0.7431) loss_vfl_dn_0: 0.4424 (0.4454) loss_vfl_dn_1: 0.3745 (0.3800) loss_vfl_dn_2: 0.3561 (0.3640) loss_vfl_dn_3: 0.3527 (0.3570) loss_vfl_dn_4: 0.3496 (0.3544) loss_vfl_dn_5: 0.3481 (0.3537) time: 0.4929 data: 0.0137 max mem: 5654 Epoch: [60] [5900/7393] eta: 0:12:16 lr: 0.000010 loss: 15.6819 (15.3536) loss_bbox: 0.1411 (0.1484) loss_bbox_aux_0: 0.1440 (0.1603) loss_bbox_aux_1: 0.1390 (0.1532) loss_bbox_aux_2: 0.1414 (0.1505) loss_bbox_aux_3: 0.1387 (0.1489) loss_bbox_aux_4: 0.1401 (0.1484) loss_bbox_aux_5: 0.1871 (0.1955) loss_bbox_dn_0: 0.2473 (0.2552) loss_bbox_dn_1: 0.1765 (0.1858) loss_bbox_dn_2: 0.1557 (0.1655) loss_bbox_dn_3: 0.1473 (0.1597) loss_bbox_dn_4: 0.1456 (0.1583) loss_bbox_dn_5: 0.1457 (0.1584) loss_giou: 0.4844 (0.4628) loss_giou_aux_0: 0.5031 (0.4849) loss_giou_aux_1: 0.4845 (0.4719) loss_giou_aux_2: 0.4879 (0.4669) loss_giou_aux_3: 0.4854 (0.4643) loss_giou_aux_4: 0.4837 (0.4629) loss_giou_aux_5: 0.5258 (0.5473) loss_giou_dn_0: 0.5437 (0.5625) loss_giou_dn_1: 0.4559 (0.4544) loss_giou_dn_2: 0.4263 (0.4231) loss_giou_dn_3: 0.4125 (0.4147) loss_giou_dn_4: 0.4122 (0.4125) loss_giou_dn_5: 0.4124 (0.4127) loss_vfl: 0.6540 (0.6546) loss_vfl_aux_0: 0.7239 (0.7546) loss_vfl_aux_1: 0.7051 (0.7095) loss_vfl_aux_2: 0.6859 (0.6830) loss_vfl_aux_3: 0.6715 (0.6667) loss_vfl_aux_4: 0.6497 (0.6586) loss_vfl_aux_5: 0.7290 (0.7429) loss_vfl_dn_0: 0.4398 (0.4454) loss_vfl_dn_1: 0.3766 (0.3800) loss_vfl_dn_2: 0.3661 (0.3640) loss_vfl_dn_3: 0.3582 (0.3569) loss_vfl_dn_4: 0.3552 (0.3544) loss_vfl_dn_5: 0.3538 (0.3537) time: 0.4989 data: 0.0141 max mem: 5654 Epoch: [60] [6000/7393] eta: 0:11:27 lr: 0.000010 loss: 15.1341 (15.3559) loss_bbox: 0.1420 (0.1484) loss_bbox_aux_0: 0.1628 (0.1604) loss_bbox_aux_1: 0.1532 (0.1532) loss_bbox_aux_2: 0.1441 (0.1505) loss_bbox_aux_3: 0.1460 (0.1489) loss_bbox_aux_4: 0.1422 (0.1484) loss_bbox_aux_5: 0.1883 (0.1956) loss_bbox_dn_0: 0.2547 (0.2552) loss_bbox_dn_1: 0.1850 (0.1859) loss_bbox_dn_2: 0.1665 (0.1655) loss_bbox_dn_3: 0.1554 (0.1597) loss_bbox_dn_4: 0.1578 (0.1584) loss_bbox_dn_5: 0.1578 (0.1584) loss_giou: 0.4533 (0.4629) loss_giou_aux_0: 0.4602 (0.4851) loss_giou_aux_1: 0.4452 (0.4720) loss_giou_aux_2: 0.4502 (0.4671) loss_giou_aux_3: 0.4414 (0.4645) loss_giou_aux_4: 0.4403 (0.4631) loss_giou_aux_5: 0.5318 (0.5475) loss_giou_dn_0: 0.5382 (0.5626) loss_giou_dn_1: 0.4157 (0.4545) loss_giou_dn_2: 0.3864 (0.4232) loss_giou_dn_3: 0.3767 (0.4147) loss_giou_dn_4: 0.3754 (0.4126) loss_giou_dn_5: 0.3754 (0.4128) loss_vfl: 0.6447 (0.6547) loss_vfl_aux_0: 0.7408 (0.7545) loss_vfl_aux_1: 0.6825 (0.7095) loss_vfl_aux_2: 0.6630 (0.6830) loss_vfl_aux_3: 0.6615 (0.6668) loss_vfl_aux_4: 0.6479 (0.6587) loss_vfl_aux_5: 0.7383 (0.7429) loss_vfl_dn_0: 0.4464 (0.4455) loss_vfl_dn_1: 0.3835 (0.3800) loss_vfl_dn_2: 0.3596 (0.3640) loss_vfl_dn_3: 0.3505 (0.3570) loss_vfl_dn_4: 0.3482 (0.3544) loss_vfl_dn_5: 0.3486 (0.3537) time: 0.4817 data: 0.0142 max mem: 5654 Epoch: [60] [6100/7393] eta: 0:10:37 lr: 0.000010 loss: 15.6521 (15.3598) loss_bbox: 0.1437 (0.1484) loss_bbox_aux_0: 0.1591 (0.1603) loss_bbox_aux_1: 0.1482 (0.1532) loss_bbox_aux_2: 0.1456 (0.1504) loss_bbox_aux_3: 0.1420 (0.1489) loss_bbox_aux_4: 0.1429 (0.1483) loss_bbox_aux_5: 0.1864 (0.1955) loss_bbox_dn_0: 0.2435 (0.2551) loss_bbox_dn_1: 0.1752 (0.1858) loss_bbox_dn_2: 0.1593 (0.1654) loss_bbox_dn_3: 0.1512 (0.1597) loss_bbox_dn_4: 0.1510 (0.1583) loss_bbox_dn_5: 0.1510 (0.1583) loss_giou: 0.5064 (0.4632) loss_giou_aux_0: 0.5302 (0.4854) loss_giou_aux_1: 0.5180 (0.4723) loss_giou_aux_2: 0.5189 (0.4673) loss_giou_aux_3: 0.5080 (0.4647) loss_giou_aux_4: 0.5066 (0.4633) loss_giou_aux_5: 0.5999 (0.5477) loss_giou_dn_0: 0.5866 (0.5628) loss_giou_dn_1: 0.4875 (0.4547) loss_giou_dn_2: 0.4557 (0.4234) loss_giou_dn_3: 0.4478 (0.4149) loss_giou_dn_4: 0.4473 (0.4128) loss_giou_dn_5: 0.4473 (0.4130) loss_vfl: 0.6689 (0.6550) loss_vfl_aux_0: 0.7577 (0.7545) loss_vfl_aux_1: 0.7093 (0.7098) loss_vfl_aux_2: 0.7015 (0.6834) loss_vfl_aux_3: 0.6831 (0.6670) loss_vfl_aux_4: 0.6729 (0.6590) loss_vfl_aux_5: 0.7449 (0.7430) loss_vfl_dn_0: 0.4450 (0.4455) loss_vfl_dn_1: 0.3826 (0.3801) loss_vfl_dn_2: 0.3675 (0.3641) loss_vfl_dn_3: 0.3601 (0.3570) loss_vfl_dn_4: 0.3594 (0.3545) loss_vfl_dn_5: 0.3578 (0.3538) time: 0.4737 data: 0.0143 max mem: 5654 Epoch: [60] [6200/7393] eta: 0:09:48 lr: 0.000010 loss: 15.5384 (15.3606) loss_bbox: 0.1365 (0.1483) loss_bbox_aux_0: 0.1512 (0.1603) loss_bbox_aux_1: 0.1405 (0.1531) loss_bbox_aux_2: 0.1304 (0.1503) loss_bbox_aux_3: 0.1330 (0.1488) loss_bbox_aux_4: 0.1341 (0.1483) loss_bbox_aux_5: 0.1867 (0.1954) loss_bbox_dn_0: 0.2281 (0.2549) loss_bbox_dn_1: 0.1662 (0.1857) loss_bbox_dn_2: 0.1484 (0.1654) loss_bbox_dn_3: 0.1454 (0.1596) loss_bbox_dn_4: 0.1448 (0.1582) loss_bbox_dn_5: 0.1448 (0.1582) loss_giou: 0.4521 (0.4633) loss_giou_aux_0: 0.4827 (0.4855) loss_giou_aux_1: 0.4622 (0.4724) loss_giou_aux_2: 0.4470 (0.4674) loss_giou_aux_3: 0.4546 (0.4648) loss_giou_aux_4: 0.4532 (0.4635) loss_giou_aux_5: 0.5298 (0.5478) loss_giou_dn_0: 0.5862 (0.5630) loss_giou_dn_1: 0.4681 (0.4549) loss_giou_dn_2: 0.4373 (0.4235) loss_giou_dn_3: 0.4301 (0.4151) loss_giou_dn_4: 0.4304 (0.4130) loss_giou_dn_5: 0.4306 (0.4132) loss_vfl: 0.6627 (0.6549) loss_vfl_aux_0: 0.7454 (0.7544) loss_vfl_aux_1: 0.7050 (0.7098) loss_vfl_aux_2: 0.6950 (0.6834) loss_vfl_aux_3: 0.6827 (0.6671) loss_vfl_aux_4: 0.6730 (0.6590) loss_vfl_aux_5: 0.7140 (0.7429) loss_vfl_dn_0: 0.4489 (0.4455) loss_vfl_dn_1: 0.3865 (0.3801) loss_vfl_dn_2: 0.3734 (0.3641) loss_vfl_dn_3: 0.3658 (0.3571) loss_vfl_dn_4: 0.3611 (0.3545) loss_vfl_dn_5: 0.3618 (0.3538) time: 0.4812 data: 0.0139 max mem: 5654 Epoch: [60] [6300/7393] eta: 0:08:58 lr: 0.000010 loss: 15.2568 (15.3634) loss_bbox: 0.1431 (0.1484) loss_bbox_aux_0: 0.1542 (0.1603) loss_bbox_aux_1: 0.1472 (0.1531) loss_bbox_aux_2: 0.1456 (0.1504) loss_bbox_aux_3: 0.1410 (0.1489) loss_bbox_aux_4: 0.1416 (0.1484) loss_bbox_aux_5: 0.1893 (0.1955) loss_bbox_dn_0: 0.2505 (0.2550) loss_bbox_dn_1: 0.1679 (0.1857) loss_bbox_dn_2: 0.1479 (0.1654) loss_bbox_dn_3: 0.1440 (0.1596) loss_bbox_dn_4: 0.1442 (0.1583) loss_bbox_dn_5: 0.1442 (0.1583) loss_giou: 0.4650 (0.4635) loss_giou_aux_0: 0.4895 (0.4856) loss_giou_aux_1: 0.4721 (0.4725) loss_giou_aux_2: 0.4629 (0.4675) loss_giou_aux_3: 0.4694 (0.4650) loss_giou_aux_4: 0.4649 (0.4636) loss_giou_aux_5: 0.5396 (0.5479) loss_giou_dn_0: 0.5621 (0.5631) loss_giou_dn_1: 0.4697 (0.4550) loss_giou_dn_2: 0.4397 (0.4236) loss_giou_dn_3: 0.4312 (0.4152) loss_giou_dn_4: 0.4308 (0.4130) loss_giou_dn_5: 0.4308 (0.4132) loss_vfl: 0.6442 (0.6550) loss_vfl_aux_0: 0.7396 (0.7546) loss_vfl_aux_1: 0.6828 (0.7099) loss_vfl_aux_2: 0.6766 (0.6835) loss_vfl_aux_3: 0.6550 (0.6671) loss_vfl_aux_4: 0.6431 (0.6590) loss_vfl_aux_5: 0.7299 (0.7429) loss_vfl_dn_0: 0.4476 (0.4456) loss_vfl_dn_1: 0.3830 (0.3802) loss_vfl_dn_2: 0.3679 (0.3642) loss_vfl_dn_3: 0.3606 (0.3571) loss_vfl_dn_4: 0.3568 (0.3546) loss_vfl_dn_5: 0.3556 (0.3538) time: 0.4812 data: 0.0146 max mem: 5654 Epoch: [60] [6400/7393] eta: 0:08:09 lr: 0.000010 loss: 15.2149 (15.3623) loss_bbox: 0.1529 (0.1484) loss_bbox_aux_0: 0.1742 (0.1603) loss_bbox_aux_1: 0.1607 (0.1531) loss_bbox_aux_2: 0.1509 (0.1504) loss_bbox_aux_3: 0.1563 (0.1489) loss_bbox_aux_4: 0.1519 (0.1484) loss_bbox_aux_5: 0.1988 (0.1955) loss_bbox_dn_0: 0.2314 (0.2549) loss_bbox_dn_1: 0.1784 (0.1856) loss_bbox_dn_2: 0.1558 (0.1653) loss_bbox_dn_3: 0.1498 (0.1596) loss_bbox_dn_4: 0.1503 (0.1582) loss_bbox_dn_5: 0.1503 (0.1582) loss_giou: 0.4735 (0.4635) loss_giou_aux_0: 0.4742 (0.4857) loss_giou_aux_1: 0.4634 (0.4726) loss_giou_aux_2: 0.4660 (0.4675) loss_giou_aux_3: 0.4739 (0.4650) loss_giou_aux_4: 0.4736 (0.4637) loss_giou_aux_5: 0.5460 (0.5480) loss_giou_dn_0: 0.5624 (0.5630) loss_giou_dn_1: 0.4556 (0.4549) loss_giou_dn_2: 0.4207 (0.4235) loss_giou_dn_3: 0.4123 (0.4151) loss_giou_dn_4: 0.4118 (0.4130) loss_giou_dn_5: 0.4120 (0.4132) loss_vfl: 0.6301 (0.6549) loss_vfl_aux_0: 0.7303 (0.7546) loss_vfl_aux_1: 0.6773 (0.7098) loss_vfl_aux_2: 0.6475 (0.6835) loss_vfl_aux_3: 0.6360 (0.6670) loss_vfl_aux_4: 0.6440 (0.6590) loss_vfl_aux_5: 0.7074 (0.7429) loss_vfl_dn_0: 0.4481 (0.4456) loss_vfl_dn_1: 0.3843 (0.3801) loss_vfl_dn_2: 0.3688 (0.3641) loss_vfl_dn_3: 0.3616 (0.3570) loss_vfl_dn_4: 0.3594 (0.3545) loss_vfl_dn_5: 0.3586 (0.3538) time: 0.4830 data: 0.0139 max mem: 5654 Epoch: [60] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.4138 (15.3631) loss_bbox: 0.1369 (0.1483) loss_bbox_aux_0: 0.1503 (0.1602) loss_bbox_aux_1: 0.1423 (0.1531) loss_bbox_aux_2: 0.1403 (0.1503) loss_bbox_aux_3: 0.1387 (0.1488) loss_bbox_aux_4: 0.1344 (0.1483) loss_bbox_aux_5: 0.1875 (0.1954) loss_bbox_dn_0: 0.2462 (0.2548) loss_bbox_dn_1: 0.1858 (0.1856) loss_bbox_dn_2: 0.1588 (0.1653) loss_bbox_dn_3: 0.1556 (0.1595) loss_bbox_dn_4: 0.1536 (0.1581) loss_bbox_dn_5: 0.1536 (0.1581) loss_giou: 0.4411 (0.4637) loss_giou_aux_0: 0.4619 (0.4858) loss_giou_aux_1: 0.4424 (0.4727) loss_giou_aux_2: 0.4384 (0.4677) loss_giou_aux_3: 0.4368 (0.4651) loss_giou_aux_4: 0.4476 (0.4638) loss_giou_aux_5: 0.5319 (0.5481) loss_giou_dn_0: 0.5399 (0.5631) loss_giou_dn_1: 0.4493 (0.4550) loss_giou_dn_2: 0.4204 (0.4237) loss_giou_dn_3: 0.4144 (0.4153) loss_giou_dn_4: 0.4146 (0.4131) loss_giou_dn_5: 0.4152 (0.4133) loss_vfl: 0.6569 (0.6550) loss_vfl_aux_0: 0.7455 (0.7545) loss_vfl_aux_1: 0.6988 (0.7097) loss_vfl_aux_2: 0.6703 (0.6835) loss_vfl_aux_3: 0.6772 (0.6671) loss_vfl_aux_4: 0.6561 (0.6591) loss_vfl_aux_5: 0.7206 (0.7428) loss_vfl_dn_0: 0.4502 (0.4455) loss_vfl_dn_1: 0.3845 (0.3801) loss_vfl_dn_2: 0.3687 (0.3641) loss_vfl_dn_3: 0.3608 (0.3570) loss_vfl_dn_4: 0.3575 (0.3545) loss_vfl_dn_5: 0.3572 (0.3538) time: 0.4819 data: 0.0141 max mem: 5654 Epoch: [60] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 15.6081 (15.3638) loss_bbox: 0.1378 (0.1483) loss_bbox_aux_0: 0.1498 (0.1603) loss_bbox_aux_1: 0.1490 (0.1531) loss_bbox_aux_2: 0.1434 (0.1503) loss_bbox_aux_3: 0.1393 (0.1488) loss_bbox_aux_4: 0.1389 (0.1483) loss_bbox_aux_5: 0.1894 (0.1954) loss_bbox_dn_0: 0.2402 (0.2548) loss_bbox_dn_1: 0.1814 (0.1856) loss_bbox_dn_2: 0.1553 (0.1653) loss_bbox_dn_3: 0.1479 (0.1596) loss_bbox_dn_4: 0.1474 (0.1582) loss_bbox_dn_5: 0.1474 (0.1582) loss_giou: 0.4482 (0.4636) loss_giou_aux_0: 0.4727 (0.4858) loss_giou_aux_1: 0.4676 (0.4727) loss_giou_aux_2: 0.4611 (0.4676) loss_giou_aux_3: 0.4496 (0.4650) loss_giou_aux_4: 0.4468 (0.4637) loss_giou_aux_5: 0.5366 (0.5480) loss_giou_dn_0: 0.5632 (0.5631) loss_giou_dn_1: 0.4498 (0.4550) loss_giou_dn_2: 0.4144 (0.4237) loss_giou_dn_3: 0.4061 (0.4152) loss_giou_dn_4: 0.4029 (0.4131) loss_giou_dn_5: 0.4032 (0.4133) loss_vfl: 0.6728 (0.6552) loss_vfl_aux_0: 0.7685 (0.7546) loss_vfl_aux_1: 0.7241 (0.7097) loss_vfl_aux_2: 0.6890 (0.6835) loss_vfl_aux_3: 0.6762 (0.6673) loss_vfl_aux_4: 0.6615 (0.6592) loss_vfl_aux_5: 0.7692 (0.7428) loss_vfl_dn_0: 0.4424 (0.4455) loss_vfl_dn_1: 0.3753 (0.3801) loss_vfl_dn_2: 0.3615 (0.3641) loss_vfl_dn_3: 0.3505 (0.3571) loss_vfl_dn_4: 0.3473 (0.3545) loss_vfl_dn_5: 0.3462 (0.3538) time: 0.4815 data: 0.0145 max mem: 5654 Epoch: [60] [6700/7393] eta: 0:05:41 lr: 0.000010 loss: 15.8207 (15.3648) loss_bbox: 0.1401 (0.1483) loss_bbox_aux_0: 0.1544 (0.1603) loss_bbox_aux_1: 0.1462 (0.1531) loss_bbox_aux_2: 0.1423 (0.1503) loss_bbox_aux_3: 0.1415 (0.1488) loss_bbox_aux_4: 0.1406 (0.1483) loss_bbox_aux_5: 0.1860 (0.1955) loss_bbox_dn_0: 0.2408 (0.2548) loss_bbox_dn_1: 0.1730 (0.1856) loss_bbox_dn_2: 0.1507 (0.1653) loss_bbox_dn_3: 0.1486 (0.1595) loss_bbox_dn_4: 0.1459 (0.1582) loss_bbox_dn_5: 0.1459 (0.1582) loss_giou: 0.4577 (0.4636) loss_giou_aux_0: 0.4617 (0.4859) loss_giou_aux_1: 0.4526 (0.4727) loss_giou_aux_2: 0.4554 (0.4677) loss_giou_aux_3: 0.4371 (0.4651) loss_giou_aux_4: 0.4472 (0.4637) loss_giou_aux_5: 0.5194 (0.5481) loss_giou_dn_0: 0.5726 (0.5632) loss_giou_dn_1: 0.4752 (0.4550) loss_giou_dn_2: 0.4398 (0.4236) loss_giou_dn_3: 0.4315 (0.4152) loss_giou_dn_4: 0.4303 (0.4131) loss_giou_dn_5: 0.4304 (0.4133) loss_vfl: 0.6602 (0.6554) loss_vfl_aux_0: 0.7668 (0.7547) loss_vfl_aux_1: 0.7230 (0.7098) loss_vfl_aux_2: 0.6947 (0.6836) loss_vfl_aux_3: 0.6739 (0.6675) loss_vfl_aux_4: 0.6744 (0.6594) loss_vfl_aux_5: 0.7504 (0.7428) loss_vfl_dn_0: 0.4530 (0.4456) loss_vfl_dn_1: 0.3840 (0.3801) loss_vfl_dn_2: 0.3682 (0.3641) loss_vfl_dn_3: 0.3624 (0.3571) loss_vfl_dn_4: 0.3604 (0.3546) loss_vfl_dn_5: 0.3593 (0.3538) time: 0.4812 data: 0.0147 max mem: 5654 Epoch: [60] [6800/7393] eta: 0:04:52 lr: 0.000010 loss: 15.5308 (15.3623) loss_bbox: 0.1281 (0.1483) loss_bbox_aux_0: 0.1490 (0.1603) loss_bbox_aux_1: 0.1334 (0.1531) loss_bbox_aux_2: 0.1280 (0.1503) loss_bbox_aux_3: 0.1290 (0.1488) loss_bbox_aux_4: 0.1284 (0.1483) loss_bbox_aux_5: 0.1674 (0.1954) loss_bbox_dn_0: 0.2368 (0.2548) loss_bbox_dn_1: 0.1668 (0.1856) loss_bbox_dn_2: 0.1495 (0.1653) loss_bbox_dn_3: 0.1458 (0.1595) loss_bbox_dn_4: 0.1427 (0.1581) loss_bbox_dn_5: 0.1427 (0.1581) loss_giou: 0.4897 (0.4634) loss_giou_aux_0: 0.5099 (0.4856) loss_giou_aux_1: 0.4796 (0.4725) loss_giou_aux_2: 0.4904 (0.4675) loss_giou_aux_3: 0.4904 (0.4649) loss_giou_aux_4: 0.4911 (0.4635) loss_giou_aux_5: 0.5669 (0.5479) loss_giou_dn_0: 0.5761 (0.5630) loss_giou_dn_1: 0.4705 (0.4548) loss_giou_dn_2: 0.4355 (0.4235) loss_giou_dn_3: 0.4242 (0.4151) loss_giou_dn_4: 0.4214 (0.4130) loss_giou_dn_5: 0.4213 (0.4132) loss_vfl: 0.6434 (0.6555) loss_vfl_aux_0: 0.7093 (0.7547) loss_vfl_aux_1: 0.6968 (0.7099) loss_vfl_aux_2: 0.6728 (0.6836) loss_vfl_aux_3: 0.6501 (0.6675) loss_vfl_aux_4: 0.6488 (0.6595) loss_vfl_aux_5: 0.7130 (0.7428) loss_vfl_dn_0: 0.4434 (0.4456) loss_vfl_dn_1: 0.3874 (0.3801) loss_vfl_dn_2: 0.3721 (0.3641) loss_vfl_dn_3: 0.3669 (0.3571) loss_vfl_dn_4: 0.3629 (0.3546) loss_vfl_dn_5: 0.3621 (0.3538) time: 0.4839 data: 0.0137 max mem: 5654 Epoch: [60] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.3760 (15.3603) loss_bbox: 0.1573 (0.1483) loss_bbox_aux_0: 0.1736 (0.1602) loss_bbox_aux_1: 0.1630 (0.1530) loss_bbox_aux_2: 0.1632 (0.1503) loss_bbox_aux_3: 0.1555 (0.1487) loss_bbox_aux_4: 0.1509 (0.1482) loss_bbox_aux_5: 0.2030 (0.1954) loss_bbox_dn_0: 0.2547 (0.2548) loss_bbox_dn_1: 0.1944 (0.1856) loss_bbox_dn_2: 0.1727 (0.1653) loss_bbox_dn_3: 0.1665 (0.1595) loss_bbox_dn_4: 0.1655 (0.1581) loss_bbox_dn_5: 0.1655 (0.1581) loss_giou: 0.4431 (0.4632) loss_giou_aux_0: 0.4553 (0.4855) loss_giou_aux_1: 0.4450 (0.4724) loss_giou_aux_2: 0.4436 (0.4674) loss_giou_aux_3: 0.4438 (0.4647) loss_giou_aux_4: 0.4404 (0.4633) loss_giou_aux_5: 0.5395 (0.5478) loss_giou_dn_0: 0.5526 (0.5629) loss_giou_dn_1: 0.4490 (0.4548) loss_giou_dn_2: 0.4219 (0.4235) loss_giou_dn_3: 0.4150 (0.4151) loss_giou_dn_4: 0.4140 (0.4129) loss_giou_dn_5: 0.4151 (0.4131) loss_vfl: 0.6517 (0.6555) loss_vfl_aux_0: 0.7478 (0.7547) loss_vfl_aux_1: 0.7120 (0.7099) loss_vfl_aux_2: 0.6633 (0.6835) loss_vfl_aux_3: 0.6485 (0.6675) loss_vfl_aux_4: 0.6540 (0.6595) loss_vfl_aux_5: 0.7483 (0.7426) loss_vfl_dn_0: 0.4368 (0.4456) loss_vfl_dn_1: 0.3748 (0.3801) loss_vfl_dn_2: 0.3629 (0.3641) loss_vfl_dn_3: 0.3573 (0.3570) loss_vfl_dn_4: 0.3549 (0.3545) loss_vfl_dn_5: 0.3553 (0.3538) time: 0.4855 data: 0.0140 max mem: 5654 Epoch: [60] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.3558 (15.3608) loss_bbox: 0.1317 (0.1482) loss_bbox_aux_0: 0.1422 (0.1602) loss_bbox_aux_1: 0.1551 (0.1530) loss_bbox_aux_2: 0.1387 (0.1502) loss_bbox_aux_3: 0.1386 (0.1487) loss_bbox_aux_4: 0.1397 (0.1482) loss_bbox_aux_5: 0.1746 (0.1954) loss_bbox_dn_0: 0.2200 (0.2547) loss_bbox_dn_1: 0.1530 (0.1855) loss_bbox_dn_2: 0.1397 (0.1652) loss_bbox_dn_3: 0.1396 (0.1594) loss_bbox_dn_4: 0.1423 (0.1580) loss_bbox_dn_5: 0.1424 (0.1581) loss_giou: 0.4338 (0.4634) loss_giou_aux_0: 0.4456 (0.4857) loss_giou_aux_1: 0.4308 (0.4725) loss_giou_aux_2: 0.4249 (0.4675) loss_giou_aux_3: 0.4181 (0.4649) loss_giou_aux_4: 0.4147 (0.4635) loss_giou_aux_5: 0.5136 (0.5480) loss_giou_dn_0: 0.5352 (0.5630) loss_giou_dn_1: 0.4311 (0.4549) loss_giou_dn_2: 0.3977 (0.4235) loss_giou_dn_3: 0.3899 (0.4151) loss_giou_dn_4: 0.3867 (0.4130) loss_giou_dn_5: 0.3871 (0.4132) loss_vfl: 0.6676 (0.6554) loss_vfl_aux_0: 0.7687 (0.7545) loss_vfl_aux_1: 0.7107 (0.7098) loss_vfl_aux_2: 0.6779 (0.6835) loss_vfl_aux_3: 0.6794 (0.6674) loss_vfl_aux_4: 0.6652 (0.6594) loss_vfl_aux_5: 0.7611 (0.7425) loss_vfl_dn_0: 0.4565 (0.4456) loss_vfl_dn_1: 0.3895 (0.3801) loss_vfl_dn_2: 0.3680 (0.3641) loss_vfl_dn_3: 0.3595 (0.3571) loss_vfl_dn_4: 0.3603 (0.3545) loss_vfl_dn_5: 0.3602 (0.3538) time: 0.4844 data: 0.0143 max mem: 5654 Epoch: [60] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 14.8383 (15.3610) loss_bbox: 0.1305 (0.1482) loss_bbox_aux_0: 0.1394 (0.1601) loss_bbox_aux_1: 0.1287 (0.1530) loss_bbox_aux_2: 0.1295 (0.1502) loss_bbox_aux_3: 0.1286 (0.1487) loss_bbox_aux_4: 0.1315 (0.1482) loss_bbox_aux_5: 0.1741 (0.1953) loss_bbox_dn_0: 0.2323 (0.2545) loss_bbox_dn_1: 0.1706 (0.1854) loss_bbox_dn_2: 0.1557 (0.1651) loss_bbox_dn_3: 0.1452 (0.1593) loss_bbox_dn_4: 0.1449 (0.1580) loss_bbox_dn_5: 0.1449 (0.1580) loss_giou: 0.4364 (0.4636) loss_giou_aux_0: 0.4773 (0.4859) loss_giou_aux_1: 0.4571 (0.4727) loss_giou_aux_2: 0.4513 (0.4677) loss_giou_aux_3: 0.4391 (0.4650) loss_giou_aux_4: 0.4362 (0.4637) loss_giou_aux_5: 0.5113 (0.5481) loss_giou_dn_0: 0.5300 (0.5631) loss_giou_dn_1: 0.4134 (0.4550) loss_giou_dn_2: 0.3896 (0.4236) loss_giou_dn_3: 0.3865 (0.4152) loss_giou_dn_4: 0.3844 (0.4131) loss_giou_dn_5: 0.3845 (0.4133) loss_vfl: 0.6549 (0.6554) loss_vfl_aux_0: 0.7436 (0.7543) loss_vfl_aux_1: 0.7056 (0.7096) loss_vfl_aux_2: 0.6757 (0.6834) loss_vfl_aux_3: 0.6709 (0.6674) loss_vfl_aux_4: 0.6498 (0.6593) loss_vfl_aux_5: 0.7319 (0.7423) loss_vfl_dn_0: 0.4429 (0.4455) loss_vfl_dn_1: 0.3786 (0.3801) loss_vfl_dn_2: 0.3590 (0.3642) loss_vfl_dn_3: 0.3526 (0.3571) loss_vfl_dn_4: 0.3508 (0.3546) loss_vfl_dn_5: 0.3503 (0.3539) time: 0.4866 data: 0.0142 max mem: 5654 Epoch: [60] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 15.5946 (15.3653) loss_bbox: 0.1523 (0.1483) loss_bbox_aux_0: 0.1665 (0.1602) loss_bbox_aux_1: 0.1662 (0.1531) loss_bbox_aux_2: 0.1494 (0.1503) loss_bbox_aux_3: 0.1521 (0.1488) loss_bbox_aux_4: 0.1549 (0.1483) loss_bbox_aux_5: 0.2133 (0.1954) loss_bbox_dn_0: 0.2690 (0.2547) loss_bbox_dn_1: 0.1941 (0.1855) loss_bbox_dn_2: 0.1737 (0.1652) loss_bbox_dn_3: 0.1645 (0.1594) loss_bbox_dn_4: 0.1607 (0.1581) loss_bbox_dn_5: 0.1607 (0.1581) loss_giou: 0.4560 (0.4636) loss_giou_aux_0: 0.4895 (0.4860) loss_giou_aux_1: 0.4751 (0.4728) loss_giou_aux_2: 0.4545 (0.4678) loss_giou_aux_3: 0.4515 (0.4651) loss_giou_aux_4: 0.4484 (0.4638) loss_giou_aux_5: 0.5312 (0.5482) loss_giou_dn_0: 0.5673 (0.5633) loss_giou_dn_1: 0.4629 (0.4551) loss_giou_dn_2: 0.4314 (0.4238) loss_giou_dn_3: 0.4251 (0.4154) loss_giou_dn_4: 0.4241 (0.4132) loss_giou_dn_5: 0.4247 (0.4134) loss_vfl: 0.6702 (0.6556) loss_vfl_aux_0: 0.7812 (0.7544) loss_vfl_aux_1: 0.7448 (0.7098) loss_vfl_aux_2: 0.7143 (0.6836) loss_vfl_aux_3: 0.6827 (0.6676) loss_vfl_aux_4: 0.6766 (0.6595) loss_vfl_aux_5: 0.7724 (0.7424) loss_vfl_dn_0: 0.4498 (0.4456) loss_vfl_dn_1: 0.3893 (0.3802) loss_vfl_dn_2: 0.3759 (0.3642) loss_vfl_dn_3: 0.3694 (0.3571) loss_vfl_dn_4: 0.3656 (0.3546) loss_vfl_dn_5: 0.3643 (0.3539) time: 0.4875 data: 0.0140 max mem: 5654 Epoch: [60] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6298 (15.3677) loss_bbox: 0.1583 (0.1485) loss_bbox_aux_0: 0.1719 (0.1604) loss_bbox_aux_1: 0.1669 (0.1532) loss_bbox_aux_2: 0.1662 (0.1504) loss_bbox_aux_3: 0.1668 (0.1489) loss_bbox_aux_4: 0.1637 (0.1484) loss_bbox_aux_5: 0.2170 (0.1955) loss_bbox_dn_0: 0.2652 (0.2549) loss_bbox_dn_1: 0.1986 (0.1857) loss_bbox_dn_2: 0.1795 (0.1654) loss_bbox_dn_3: 0.1698 (0.1596) loss_bbox_dn_4: 0.1660 (0.1583) loss_bbox_dn_5: 0.1660 (0.1583) loss_giou: 0.4566 (0.4636) loss_giou_aux_0: 0.4747 (0.4859) loss_giou_aux_1: 0.4571 (0.4728) loss_giou_aux_2: 0.4475 (0.4677) loss_giou_aux_3: 0.4540 (0.4650) loss_giou_aux_4: 0.4541 (0.4637) loss_giou_aux_5: 0.5413 (0.5481) loss_giou_dn_0: 0.5567 (0.5633) loss_giou_dn_1: 0.4462 (0.4551) loss_giou_dn_2: 0.4144 (0.4238) loss_giou_dn_3: 0.4111 (0.4154) loss_giou_dn_4: 0.4099 (0.4133) loss_giou_dn_5: 0.4099 (0.4135) loss_vfl: 0.6527 (0.6556) loss_vfl_aux_0: 0.7798 (0.7544) loss_vfl_aux_1: 0.7172 (0.7098) loss_vfl_aux_2: 0.6931 (0.6837) loss_vfl_aux_3: 0.6763 (0.6676) loss_vfl_aux_4: 0.6600 (0.6596) loss_vfl_aux_5: 0.7455 (0.7425) loss_vfl_dn_0: 0.4500 (0.4455) loss_vfl_dn_1: 0.3828 (0.3802) loss_vfl_dn_2: 0.3669 (0.3642) loss_vfl_dn_3: 0.3604 (0.3572) loss_vfl_dn_4: 0.3585 (0.3546) loss_vfl_dn_5: 0.3584 (0.3539) time: 0.4850 data: 0.0142 max mem: 5654 Epoch: [60] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.5631 (15.3683) loss_bbox: 0.1289 (0.1484) loss_bbox_aux_0: 0.1471 (0.1603) loss_bbox_aux_1: 0.1417 (0.1532) loss_bbox_aux_2: 0.1329 (0.1504) loss_bbox_aux_3: 0.1341 (0.1488) loss_bbox_aux_4: 0.1291 (0.1484) loss_bbox_aux_5: 0.1778 (0.1955) loss_bbox_dn_0: 0.2327 (0.2548) loss_bbox_dn_1: 0.1642 (0.1856) loss_bbox_dn_2: 0.1518 (0.1653) loss_bbox_dn_3: 0.1486 (0.1595) loss_bbox_dn_4: 0.1486 (0.1582) loss_bbox_dn_5: 0.1486 (0.1582) loss_giou: 0.4601 (0.4637) loss_giou_aux_0: 0.4708 (0.4861) loss_giou_aux_1: 0.4597 (0.4729) loss_giou_aux_2: 0.4545 (0.4678) loss_giou_aux_3: 0.4534 (0.4652) loss_giou_aux_4: 0.4558 (0.4638) loss_giou_aux_5: 0.5345 (0.5482) loss_giou_dn_0: 0.5863 (0.5633) loss_giou_dn_1: 0.4746 (0.4552) loss_giou_dn_2: 0.4407 (0.4238) loss_giou_dn_3: 0.4294 (0.4154) loss_giou_dn_4: 0.4272 (0.4133) loss_giou_dn_5: 0.4277 (0.4135) loss_vfl: 0.6694 (0.6557) loss_vfl_aux_0: 0.7664 (0.7544) loss_vfl_aux_1: 0.7225 (0.7099) loss_vfl_aux_2: 0.7040 (0.6837) loss_vfl_aux_3: 0.6849 (0.6677) loss_vfl_aux_4: 0.6722 (0.6596) loss_vfl_aux_5: 0.7545 (0.7425) loss_vfl_dn_0: 0.4421 (0.4455) loss_vfl_dn_1: 0.3813 (0.3802) loss_vfl_dn_2: 0.3667 (0.3642) loss_vfl_dn_3: 0.3593 (0.3572) loss_vfl_dn_4: 0.3570 (0.3547) loss_vfl_dn_5: 0.3560 (0.3539) time: 0.4767 data: 0.0138 max mem: 5654 Epoch: [60] Total time: 1:00:40 (0.4924 s / it) Averaged stats: lr: 0.000010 loss: 15.5631 (15.3683) loss_bbox: 0.1289 (0.1484) loss_bbox_aux_0: 0.1471 (0.1603) loss_bbox_aux_1: 0.1417 (0.1532) loss_bbox_aux_2: 0.1329 (0.1504) loss_bbox_aux_3: 0.1341 (0.1488) loss_bbox_aux_4: 0.1291 (0.1484) loss_bbox_aux_5: 0.1778 (0.1955) loss_bbox_dn_0: 0.2327 (0.2548) loss_bbox_dn_1: 0.1642 (0.1856) loss_bbox_dn_2: 0.1518 (0.1653) loss_bbox_dn_3: 0.1486 (0.1595) loss_bbox_dn_4: 0.1486 (0.1582) loss_bbox_dn_5: 0.1486 (0.1582) loss_giou: 0.4601 (0.4637) loss_giou_aux_0: 0.4708 (0.4861) loss_giou_aux_1: 0.4597 (0.4729) loss_giou_aux_2: 0.4545 (0.4678) loss_giou_aux_3: 0.4534 (0.4652) loss_giou_aux_4: 0.4558 (0.4638) loss_giou_aux_5: 0.5345 (0.5482) loss_giou_dn_0: 0.5863 (0.5633) loss_giou_dn_1: 0.4746 (0.4552) loss_giou_dn_2: 0.4407 (0.4238) loss_giou_dn_3: 0.4294 (0.4154) loss_giou_dn_4: 0.4272 (0.4133) loss_giou_dn_5: 0.4277 (0.4135) loss_vfl: 0.6694 (0.6557) loss_vfl_aux_0: 0.7664 (0.7544) loss_vfl_aux_1: 0.7225 (0.7099) loss_vfl_aux_2: 0.7040 (0.6837) loss_vfl_aux_3: 0.6849 (0.6677) loss_vfl_aux_4: 0.6722 (0.6596) loss_vfl_aux_5: 0.7545 (0.7425) loss_vfl_dn_0: 0.4421 (0.4455) loss_vfl_dn_1: 0.3813 (0.3802) loss_vfl_dn_2: 0.3667 (0.3642) loss_vfl_dn_3: 0.3593 (0.3572) loss_vfl_dn_4: 0.3570 (0.3547) loss_vfl_dn_5: 0.3560 (0.3539) Test: [ 0/157] eta: 0:04:18 time: 1.6461 data: 1.2244 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5179 data: 0.1373 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3969 data: 0.0282 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3925 data: 0.0277 max mem: 5654 Test: [ 40/157] eta: 0:01:07 time: 0.7090 data: 0.0267 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.7111 data: 0.0267 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4018 data: 0.0273 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3940 data: 0.0268 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3998 data: 0.0269 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4116 data: 0.0274 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3997 data: 0.0276 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.4000 data: 0.0276 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3992 data: 0.0282 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3942 data: 0.0281 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3905 data: 0.0273 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3806 data: 0.0277 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6877 data: 0.0269 max mem: 5654 Test: Total time: 0:01:16 (0.4869 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.50s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 59, 'coco_eval_bbox': 0.5319644360890239} Epoch: [61] [ 0/7393] eta: 8:18:18 lr: 0.000010 loss: 16.0720 (16.0720) loss_bbox: 0.1138 (0.1138) loss_bbox_aux_0: 0.1400 (0.1400) loss_bbox_aux_1: 0.1558 (0.1558) loss_bbox_aux_2: 0.1602 (0.1602) loss_bbox_aux_3: 0.1215 (0.1215) loss_bbox_aux_4: 0.1159 (0.1159) loss_bbox_aux_5: 0.1550 (0.1550) loss_bbox_dn_0: 0.2241 (0.2241) loss_bbox_dn_1: 0.1560 (0.1560) loss_bbox_dn_2: 0.1438 (0.1438) loss_bbox_dn_3: 0.1377 (0.1377) loss_bbox_dn_4: 0.1389 (0.1389) loss_bbox_dn_5: 0.1389 (0.1389) loss_giou: 0.5185 (0.5185) loss_giou_aux_0: 0.5699 (0.5699) loss_giou_aux_1: 0.5559 (0.5559) loss_giou_aux_2: 0.5610 (0.5610) loss_giou_aux_3: 0.5444 (0.5444) loss_giou_aux_4: 0.5292 (0.5292) loss_giou_aux_5: 0.6351 (0.6351) loss_giou_dn_0: 0.6396 (0.6396) loss_giou_dn_1: 0.5419 (0.5419) loss_giou_dn_2: 0.5116 (0.5116) loss_giou_dn_3: 0.5047 (0.5047) loss_giou_dn_4: 0.5024 (0.5024) loss_giou_dn_5: 0.5023 (0.5023) loss_vfl: 0.6865 (0.6865) loss_vfl_aux_0: 0.6808 (0.6808) loss_vfl_aux_1: 0.6814 (0.6814) loss_vfl_aux_2: 0.6266 (0.6266) loss_vfl_aux_3: 0.6682 (0.6682) loss_vfl_aux_4: 0.6706 (0.6706) loss_vfl_aux_5: 0.6508 (0.6508) loss_vfl_dn_0: 0.4378 (0.4378) loss_vfl_dn_1: 0.3994 (0.3994) loss_vfl_dn_2: 0.3906 (0.3906) loss_vfl_dn_3: 0.3889 (0.3889) loss_vfl_dn_4: 0.3868 (0.3868) loss_vfl_dn_5: 0.3854 (0.3854) time: 4.0441 data: 3.5899 max mem: 5654 Epoch: [61] [ 100/7393] eta: 1:03:52 lr: 0.000010 loss: 14.9768 (15.2059) loss_bbox: 0.1511 (0.1488) loss_bbox_aux_0: 0.1600 (0.1605) loss_bbox_aux_1: 0.1401 (0.1547) loss_bbox_aux_2: 0.1532 (0.1511) loss_bbox_aux_3: 0.1523 (0.1505) loss_bbox_aux_4: 0.1498 (0.1495) loss_bbox_aux_5: 0.1944 (0.1964) loss_bbox_dn_0: 0.2447 (0.2599) loss_bbox_dn_1: 0.1793 (0.1879) loss_bbox_dn_2: 0.1572 (0.1675) loss_bbox_dn_3: 0.1580 (0.1620) loss_bbox_dn_4: 0.1561 (0.1608) loss_bbox_dn_5: 0.1561 (0.1608) loss_giou: 0.4305 (0.4469) loss_giou_aux_0: 0.4557 (0.4683) loss_giou_aux_1: 0.4389 (0.4574) loss_giou_aux_2: 0.4366 (0.4515) loss_giou_aux_3: 0.4380 (0.4489) loss_giou_aux_4: 0.4305 (0.4478) loss_giou_aux_5: 0.5045 (0.5291) loss_giou_dn_0: 0.5399 (0.5437) loss_giou_dn_1: 0.4364 (0.4368) loss_giou_dn_2: 0.4113 (0.4076) loss_giou_dn_3: 0.4046 (0.3997) loss_giou_dn_4: 0.4033 (0.3975) loss_giou_dn_5: 0.4032 (0.3977) loss_vfl: 0.6597 (0.6611) loss_vfl_aux_0: 0.7377 (0.7632) loss_vfl_aux_1: 0.7111 (0.7121) loss_vfl_aux_2: 0.6779 (0.6877) loss_vfl_aux_3: 0.6671 (0.6706) loss_vfl_aux_4: 0.6653 (0.6635) loss_vfl_aux_5: 0.7250 (0.7560) loss_vfl_dn_0: 0.4451 (0.4475) loss_vfl_dn_1: 0.3802 (0.3788) loss_vfl_dn_2: 0.3664 (0.3623) loss_vfl_dn_3: 0.3550 (0.3552) loss_vfl_dn_4: 0.3529 (0.3527) loss_vfl_dn_5: 0.3515 (0.3518) time: 0.4812 data: 0.0141 max mem: 5654 Epoch: [61] [ 200/7393] eta: 1:05:02 lr: 0.000010 loss: 14.8853 (15.3289) loss_bbox: 0.1363 (0.1471) loss_bbox_aux_0: 0.1512 (0.1592) loss_bbox_aux_1: 0.1416 (0.1529) loss_bbox_aux_2: 0.1401 (0.1491) loss_bbox_aux_3: 0.1360 (0.1481) loss_bbox_aux_4: 0.1363 (0.1474) loss_bbox_aux_5: 0.1743 (0.1934) loss_bbox_dn_0: 0.2320 (0.2531) loss_bbox_dn_1: 0.1546 (0.1833) loss_bbox_dn_2: 0.1456 (0.1637) loss_bbox_dn_3: 0.1414 (0.1582) loss_bbox_dn_4: 0.1420 (0.1569) loss_bbox_dn_5: 0.1420 (0.1569) loss_giou: 0.4563 (0.4624) loss_giou_aux_0: 0.4755 (0.4844) loss_giou_aux_1: 0.4615 (0.4725) loss_giou_aux_2: 0.4700 (0.4661) loss_giou_aux_3: 0.4466 (0.4637) loss_giou_aux_4: 0.4496 (0.4628) loss_giou_aux_5: 0.5399 (0.5439) loss_giou_dn_0: 0.5533 (0.5586) loss_giou_dn_1: 0.4293 (0.4515) loss_giou_dn_2: 0.3969 (0.4206) loss_giou_dn_3: 0.3883 (0.4126) loss_giou_dn_4: 0.3834 (0.4105) loss_giou_dn_5: 0.3834 (0.4107) loss_vfl: 0.6498 (0.6594) loss_vfl_aux_0: 0.7035 (0.7546) loss_vfl_aux_1: 0.6674 (0.7087) loss_vfl_aux_2: 0.6471 (0.6865) loss_vfl_aux_3: 0.6576 (0.6699) loss_vfl_aux_4: 0.6534 (0.6623) loss_vfl_aux_5: 0.6920 (0.7463) loss_vfl_dn_0: 0.4428 (0.4454) loss_vfl_dn_1: 0.3731 (0.3788) loss_vfl_dn_2: 0.3596 (0.3634) loss_vfl_dn_3: 0.3518 (0.3564) loss_vfl_dn_4: 0.3526 (0.3540) loss_vfl_dn_5: 0.3513 (0.3532) time: 0.4864 data: 0.0139 max mem: 5654 Epoch: [61] [ 300/7393] eta: 1:01:32 lr: 0.000010 loss: 15.4439 (15.3811) loss_bbox: 0.1575 (0.1493) loss_bbox_aux_0: 0.1721 (0.1612) loss_bbox_aux_1: 0.1614 (0.1553) loss_bbox_aux_2: 0.1580 (0.1513) loss_bbox_aux_3: 0.1557 (0.1504) loss_bbox_aux_4: 0.1551 (0.1499) loss_bbox_aux_5: 0.1996 (0.1940) loss_bbox_dn_0: 0.2472 (0.2526) loss_bbox_dn_1: 0.1824 (0.1833) loss_bbox_dn_2: 0.1604 (0.1639) loss_bbox_dn_3: 0.1557 (0.1586) loss_bbox_dn_4: 0.1542 (0.1574) loss_bbox_dn_5: 0.1542 (0.1574) loss_giou: 0.4659 (0.4712) loss_giou_aux_0: 0.4969 (0.4931) loss_giou_aux_1: 0.4834 (0.4813) loss_giou_aux_2: 0.4635 (0.4753) loss_giou_aux_3: 0.4716 (0.4729) loss_giou_aux_4: 0.4701 (0.4721) loss_giou_aux_5: 0.5635 (0.5519) loss_giou_dn_0: 0.5724 (0.5642) loss_giou_dn_1: 0.4689 (0.4565) loss_giou_dn_2: 0.4423 (0.4256) loss_giou_dn_3: 0.4356 (0.4176) loss_giou_dn_4: 0.4341 (0.4155) loss_giou_dn_5: 0.4341 (0.4157) loss_vfl: 0.6659 (0.6529) loss_vfl_aux_0: 0.7355 (0.7438) loss_vfl_aux_1: 0.7016 (0.6987) loss_vfl_aux_2: 0.6841 (0.6782) loss_vfl_aux_3: 0.6759 (0.6628) loss_vfl_aux_4: 0.6601 (0.6548) loss_vfl_aux_5: 0.7416 (0.7372) loss_vfl_dn_0: 0.4433 (0.4452) loss_vfl_dn_1: 0.3844 (0.3798) loss_vfl_dn_2: 0.3645 (0.3641) loss_vfl_dn_3: 0.3579 (0.3571) loss_vfl_dn_4: 0.3542 (0.3547) loss_vfl_dn_5: 0.3545 (0.3540) time: 0.4787 data: 0.0146 max mem: 5654 Epoch: [61] [ 400/7393] eta: 0:59:36 lr: 0.000010 loss: 15.1680 (15.2982) loss_bbox: 0.1384 (0.1486) loss_bbox_aux_0: 0.1465 (0.1613) loss_bbox_aux_1: 0.1425 (0.1545) loss_bbox_aux_2: 0.1413 (0.1505) loss_bbox_aux_3: 0.1339 (0.1496) loss_bbox_aux_4: 0.1288 (0.1491) loss_bbox_aux_5: 0.1749 (0.1940) loss_bbox_dn_0: 0.2283 (0.2531) loss_bbox_dn_1: 0.1558 (0.1835) loss_bbox_dn_2: 0.1370 (0.1639) loss_bbox_dn_3: 0.1281 (0.1584) loss_bbox_dn_4: 0.1247 (0.1572) loss_bbox_dn_5: 0.1247 (0.1572) loss_giou: 0.4211 (0.4638) loss_giou_aux_0: 0.4487 (0.4864) loss_giou_aux_1: 0.4339 (0.4739) loss_giou_aux_2: 0.4224 (0.4681) loss_giou_aux_3: 0.4342 (0.4656) loss_giou_aux_4: 0.4227 (0.4645) loss_giou_aux_5: 0.5253 (0.5462) loss_giou_dn_0: 0.5261 (0.5607) loss_giou_dn_1: 0.4333 (0.4528) loss_giou_dn_2: 0.4045 (0.4219) loss_giou_dn_3: 0.3973 (0.4140) loss_giou_dn_4: 0.3975 (0.4118) loss_giou_dn_5: 0.3978 (0.4120) loss_vfl: 0.6223 (0.6515) loss_vfl_aux_0: 0.7188 (0.7441) loss_vfl_aux_1: 0.6721 (0.6992) loss_vfl_aux_2: 0.6459 (0.6768) loss_vfl_aux_3: 0.6389 (0.6619) loss_vfl_aux_4: 0.6286 (0.6537) loss_vfl_aux_5: 0.7099 (0.7374) loss_vfl_dn_0: 0.4424 (0.4451) loss_vfl_dn_1: 0.3727 (0.3793) loss_vfl_dn_2: 0.3535 (0.3633) loss_vfl_dn_3: 0.3497 (0.3564) loss_vfl_dn_4: 0.3465 (0.3538) loss_vfl_dn_5: 0.3444 (0.3531) time: 0.4794 data: 0.0149 max mem: 5654 Epoch: [61] [ 500/7393] eta: 0:58:20 lr: 0.000010 loss: 15.3872 (15.2812) loss_bbox: 0.1509 (0.1482) loss_bbox_aux_0: 0.1610 (0.1608) loss_bbox_aux_1: 0.1526 (0.1537) loss_bbox_aux_2: 0.1525 (0.1502) loss_bbox_aux_3: 0.1505 (0.1489) loss_bbox_aux_4: 0.1506 (0.1486) loss_bbox_aux_5: 0.1915 (0.1943) loss_bbox_dn_0: 0.2517 (0.2517) loss_bbox_dn_1: 0.1761 (0.1821) loss_bbox_dn_2: 0.1522 (0.1626) loss_bbox_dn_3: 0.1459 (0.1571) loss_bbox_dn_4: 0.1440 (0.1558) loss_bbox_dn_5: 0.1439 (0.1558) loss_giou: 0.4343 (0.4635) loss_giou_aux_0: 0.4537 (0.4857) loss_giou_aux_1: 0.4454 (0.4732) loss_giou_aux_2: 0.4383 (0.4683) loss_giou_aux_3: 0.4361 (0.4652) loss_giou_aux_4: 0.4339 (0.4641) loss_giou_aux_5: 0.5219 (0.5464) loss_giou_dn_0: 0.5561 (0.5602) loss_giou_dn_1: 0.4338 (0.4521) loss_giou_dn_2: 0.4072 (0.4212) loss_giou_dn_3: 0.3971 (0.4132) loss_giou_dn_4: 0.3955 (0.4110) loss_giou_dn_5: 0.3956 (0.4112) loss_vfl: 0.6214 (0.6516) loss_vfl_aux_0: 0.7215 (0.7452) loss_vfl_aux_1: 0.6616 (0.7003) loss_vfl_aux_2: 0.6339 (0.6763) loss_vfl_aux_3: 0.6269 (0.6620) loss_vfl_aux_4: 0.6277 (0.6543) loss_vfl_aux_5: 0.7055 (0.7365) loss_vfl_dn_0: 0.4422 (0.4450) loss_vfl_dn_1: 0.3703 (0.3793) loss_vfl_dn_2: 0.3565 (0.3632) loss_vfl_dn_3: 0.3495 (0.3561) loss_vfl_dn_4: 0.3493 (0.3536) loss_vfl_dn_5: 0.3477 (0.3529) time: 0.4858 data: 0.0141 max mem: 5654 Epoch: [61] [ 600/7393] eta: 0:57:02 lr: 0.000010 loss: 15.5377 (15.2596) loss_bbox: 0.1264 (0.1478) loss_bbox_aux_0: 0.1365 (0.1604) loss_bbox_aux_1: 0.1325 (0.1531) loss_bbox_aux_2: 0.1244 (0.1498) loss_bbox_aux_3: 0.1280 (0.1485) loss_bbox_aux_4: 0.1279 (0.1480) loss_bbox_aux_5: 0.1731 (0.1940) loss_bbox_dn_0: 0.2143 (0.2513) loss_bbox_dn_1: 0.1518 (0.1821) loss_bbox_dn_2: 0.1311 (0.1624) loss_bbox_dn_3: 0.1249 (0.1567) loss_bbox_dn_4: 0.1264 (0.1554) loss_bbox_dn_5: 0.1264 (0.1554) loss_giou: 0.4817 (0.4624) loss_giou_aux_0: 0.4922 (0.4844) loss_giou_aux_1: 0.4841 (0.4720) loss_giou_aux_2: 0.4862 (0.4672) loss_giou_aux_3: 0.4871 (0.4642) loss_giou_aux_4: 0.4816 (0.4629) loss_giou_aux_5: 0.5444 (0.5450) loss_giou_dn_0: 0.5797 (0.5593) loss_giou_dn_1: 0.4694 (0.4515) loss_giou_dn_2: 0.4348 (0.4206) loss_giou_dn_3: 0.4233 (0.4125) loss_giou_dn_4: 0.4218 (0.4104) loss_giou_dn_5: 0.4220 (0.4105) loss_vfl: 0.6548 (0.6505) loss_vfl_aux_0: 0.7471 (0.7454) loss_vfl_aux_1: 0.7010 (0.7002) loss_vfl_aux_2: 0.6790 (0.6760) loss_vfl_aux_3: 0.6589 (0.6611) loss_vfl_aux_4: 0.6569 (0.6536) loss_vfl_aux_5: 0.7435 (0.7370) loss_vfl_dn_0: 0.4387 (0.4444) loss_vfl_dn_1: 0.3783 (0.3789) loss_vfl_dn_2: 0.3706 (0.3629) loss_vfl_dn_3: 0.3633 (0.3558) loss_vfl_dn_4: 0.3589 (0.3533) loss_vfl_dn_5: 0.3595 (0.3525) time: 0.4776 data: 0.0145 max mem: 5654 Epoch: [61] [ 700/7393] eta: 0:55:57 lr: 0.000010 loss: 15.4369 (15.2658) loss_bbox: 0.1406 (0.1473) loss_bbox_aux_0: 0.1554 (0.1594) loss_bbox_aux_1: 0.1380 (0.1523) loss_bbox_aux_2: 0.1431 (0.1493) loss_bbox_aux_3: 0.1407 (0.1479) loss_bbox_aux_4: 0.1414 (0.1476) loss_bbox_aux_5: 0.1838 (0.1932) loss_bbox_dn_0: 0.2457 (0.2506) loss_bbox_dn_1: 0.1834 (0.1818) loss_bbox_dn_2: 0.1652 (0.1619) loss_bbox_dn_3: 0.1641 (0.1563) loss_bbox_dn_4: 0.1645 (0.1549) loss_bbox_dn_5: 0.1645 (0.1549) loss_giou: 0.4207 (0.4631) loss_giou_aux_0: 0.4429 (0.4849) loss_giou_aux_1: 0.4322 (0.4726) loss_giou_aux_2: 0.4287 (0.4680) loss_giou_aux_3: 0.4231 (0.4650) loss_giou_aux_4: 0.4208 (0.4636) loss_giou_aux_5: 0.4939 (0.5454) loss_giou_dn_0: 0.5547 (0.5600) loss_giou_dn_1: 0.4468 (0.4524) loss_giou_dn_2: 0.4114 (0.4214) loss_giou_dn_3: 0.4020 (0.4133) loss_giou_dn_4: 0.4036 (0.4111) loss_giou_dn_5: 0.4037 (0.4113) loss_vfl: 0.6485 (0.6501) loss_vfl_aux_0: 0.7353 (0.7468) loss_vfl_aux_1: 0.6989 (0.7006) loss_vfl_aux_2: 0.6773 (0.6759) loss_vfl_aux_3: 0.6533 (0.6608) loss_vfl_aux_4: 0.6615 (0.6531) loss_vfl_aux_5: 0.7550 (0.7390) loss_vfl_dn_0: 0.4547 (0.4449) loss_vfl_dn_1: 0.3909 (0.3792) loss_vfl_dn_2: 0.3753 (0.3632) loss_vfl_dn_3: 0.3689 (0.3562) loss_vfl_dn_4: 0.3644 (0.3536) loss_vfl_dn_5: 0.3633 (0.3528) time: 0.4785 data: 0.0146 max mem: 5654 Epoch: [61] [ 800/7393] eta: 0:54:46 lr: 0.000010 loss: 15.0697 (15.2707) loss_bbox: 0.1507 (0.1470) loss_bbox_aux_0: 0.1559 (0.1587) loss_bbox_aux_1: 0.1445 (0.1518) loss_bbox_aux_2: 0.1459 (0.1490) loss_bbox_aux_3: 0.1531 (0.1476) loss_bbox_aux_4: 0.1524 (0.1472) loss_bbox_aux_5: 0.1917 (0.1926) loss_bbox_dn_0: 0.2422 (0.2503) loss_bbox_dn_1: 0.1704 (0.1815) loss_bbox_dn_2: 0.1554 (0.1617) loss_bbox_dn_3: 0.1469 (0.1560) loss_bbox_dn_4: 0.1427 (0.1547) loss_bbox_dn_5: 0.1426 (0.1547) loss_giou: 0.4198 (0.4637) loss_giou_aux_0: 0.4241 (0.4854) loss_giou_aux_1: 0.4144 (0.4733) loss_giou_aux_2: 0.4190 (0.4687) loss_giou_aux_3: 0.4223 (0.4656) loss_giou_aux_4: 0.4197 (0.4642) loss_giou_aux_5: 0.5070 (0.5463) loss_giou_dn_0: 0.5648 (0.5610) loss_giou_dn_1: 0.4385 (0.4532) loss_giou_dn_2: 0.4018 (0.4223) loss_giou_dn_3: 0.3999 (0.4142) loss_giou_dn_4: 0.3994 (0.4120) loss_giou_dn_5: 0.3995 (0.4122) loss_vfl: 0.6675 (0.6497) loss_vfl_aux_0: 0.7372 (0.7478) loss_vfl_aux_1: 0.7193 (0.7009) loss_vfl_aux_2: 0.6698 (0.6752) loss_vfl_aux_3: 0.6731 (0.6602) loss_vfl_aux_4: 0.6738 (0.6527) loss_vfl_aux_5: 0.7317 (0.7389) loss_vfl_dn_0: 0.4433 (0.4448) loss_vfl_dn_1: 0.3768 (0.3793) loss_vfl_dn_2: 0.3573 (0.3633) loss_vfl_dn_3: 0.3522 (0.3563) loss_vfl_dn_4: 0.3484 (0.3538) loss_vfl_dn_5: 0.3483 (0.3531) time: 0.4748 data: 0.0143 max mem: 5654 Epoch: [61] [ 900/7393] eta: 0:53:45 lr: 0.000010 loss: 15.4777 (15.2608) loss_bbox: 0.1351 (0.1467) loss_bbox_aux_0: 0.1483 (0.1585) loss_bbox_aux_1: 0.1402 (0.1517) loss_bbox_aux_2: 0.1379 (0.1489) loss_bbox_aux_3: 0.1386 (0.1475) loss_bbox_aux_4: 0.1375 (0.1470) loss_bbox_aux_5: 0.1762 (0.1927) loss_bbox_dn_0: 0.2206 (0.2500) loss_bbox_dn_1: 0.1581 (0.1815) loss_bbox_dn_2: 0.1393 (0.1618) loss_bbox_dn_3: 0.1330 (0.1562) loss_bbox_dn_4: 0.1323 (0.1548) loss_bbox_dn_5: 0.1324 (0.1548) loss_giou: 0.4695 (0.4630) loss_giou_aux_0: 0.4858 (0.4849) loss_giou_aux_1: 0.4896 (0.4729) loss_giou_aux_2: 0.4730 (0.4682) loss_giou_aux_3: 0.4682 (0.4649) loss_giou_aux_4: 0.4692 (0.4635) loss_giou_aux_5: 0.5487 (0.5461) loss_giou_dn_0: 0.5530 (0.5605) loss_giou_dn_1: 0.4450 (0.4527) loss_giou_dn_2: 0.4122 (0.4218) loss_giou_dn_3: 0.4025 (0.4138) loss_giou_dn_4: 0.3992 (0.4116) loss_giou_dn_5: 0.3992 (0.4118) loss_vfl: 0.6129 (0.6498) loss_vfl_aux_0: 0.7065 (0.7478) loss_vfl_aux_1: 0.6571 (0.7003) loss_vfl_aux_2: 0.6290 (0.6746) loss_vfl_aux_3: 0.6249 (0.6600) loss_vfl_aux_4: 0.6087 (0.6527) loss_vfl_aux_5: 0.7065 (0.7386) loss_vfl_dn_0: 0.4385 (0.4448) loss_vfl_dn_1: 0.3776 (0.3790) loss_vfl_dn_2: 0.3638 (0.3630) loss_vfl_dn_3: 0.3590 (0.3560) loss_vfl_dn_4: 0.3558 (0.3534) loss_vfl_dn_5: 0.3550 (0.3527) time: 0.4858 data: 0.0142 max mem: 5654 Epoch: [61] [1000/7393] eta: 0:52:44 lr: 0.000010 loss: 15.3285 (15.2700) loss_bbox: 0.1294 (0.1463) loss_bbox_aux_0: 0.1360 (0.1583) loss_bbox_aux_1: 0.1298 (0.1514) loss_bbox_aux_2: 0.1283 (0.1485) loss_bbox_aux_3: 0.1277 (0.1471) loss_bbox_aux_4: 0.1253 (0.1466) loss_bbox_aux_5: 0.1901 (0.1927) loss_bbox_dn_0: 0.2739 (0.2502) loss_bbox_dn_1: 0.1951 (0.1817) loss_bbox_dn_2: 0.1796 (0.1619) loss_bbox_dn_3: 0.1715 (0.1562) loss_bbox_dn_4: 0.1669 (0.1548) loss_bbox_dn_5: 0.1671 (0.1549) loss_giou: 0.4794 (0.4644) loss_giou_aux_0: 0.4794 (0.4862) loss_giou_aux_1: 0.4772 (0.4744) loss_giou_aux_2: 0.4817 (0.4695) loss_giou_aux_3: 0.4827 (0.4662) loss_giou_aux_4: 0.4798 (0.4648) loss_giou_aux_5: 0.5634 (0.5477) loss_giou_dn_0: 0.5838 (0.5615) loss_giou_dn_1: 0.4684 (0.4536) loss_giou_dn_2: 0.4408 (0.4227) loss_giou_dn_3: 0.4338 (0.4146) loss_giou_dn_4: 0.4324 (0.4125) loss_giou_dn_5: 0.4323 (0.4127) loss_vfl: 0.6456 (0.6489) loss_vfl_aux_0: 0.7361 (0.7469) loss_vfl_aux_1: 0.6881 (0.6997) loss_vfl_aux_2: 0.6834 (0.6743) loss_vfl_aux_3: 0.6665 (0.6596) loss_vfl_aux_4: 0.6564 (0.6519) loss_vfl_aux_5: 0.7278 (0.7381) loss_vfl_dn_0: 0.4417 (0.4448) loss_vfl_dn_1: 0.3760 (0.3791) loss_vfl_dn_2: 0.3652 (0.3631) loss_vfl_dn_3: 0.3583 (0.3561) loss_vfl_dn_4: 0.3550 (0.3535) loss_vfl_dn_5: 0.3536 (0.3528) time: 0.4798 data: 0.0141 max mem: 5654 Epoch: [61] [1100/7393] eta: 0:51:48 lr: 0.000010 loss: 15.3871 (15.2869) loss_bbox: 0.1476 (0.1467) loss_bbox_aux_0: 0.1611 (0.1587) loss_bbox_aux_1: 0.1565 (0.1519) loss_bbox_aux_2: 0.1507 (0.1490) loss_bbox_aux_3: 0.1463 (0.1474) loss_bbox_aux_4: 0.1487 (0.1469) loss_bbox_aux_5: 0.1881 (0.1929) loss_bbox_dn_0: 0.2336 (0.2505) loss_bbox_dn_1: 0.1608 (0.1819) loss_bbox_dn_2: 0.1378 (0.1621) loss_bbox_dn_3: 0.1347 (0.1564) loss_bbox_dn_4: 0.1334 (0.1551) loss_bbox_dn_5: 0.1334 (0.1551) loss_giou: 0.4523 (0.4658) loss_giou_aux_0: 0.4539 (0.4876) loss_giou_aux_1: 0.4474 (0.4758) loss_giou_aux_2: 0.4276 (0.4709) loss_giou_aux_3: 0.4503 (0.4676) loss_giou_aux_4: 0.4507 (0.4662) loss_giou_aux_5: 0.5170 (0.5495) loss_giou_dn_0: 0.5491 (0.5625) loss_giou_dn_1: 0.4320 (0.4546) loss_giou_dn_2: 0.4005 (0.4237) loss_giou_dn_3: 0.3931 (0.4156) loss_giou_dn_4: 0.3892 (0.4135) loss_giou_dn_5: 0.3892 (0.4137) loss_vfl: 0.6337 (0.6481) loss_vfl_aux_0: 0.7157 (0.7464) loss_vfl_aux_1: 0.6956 (0.6991) loss_vfl_aux_2: 0.6677 (0.6735) loss_vfl_aux_3: 0.6610 (0.6591) loss_vfl_aux_4: 0.6385 (0.6512) loss_vfl_aux_5: 0.7173 (0.7376) loss_vfl_dn_0: 0.4361 (0.4448) loss_vfl_dn_1: 0.3799 (0.3792) loss_vfl_dn_2: 0.3601 (0.3633) loss_vfl_dn_3: 0.3512 (0.3562) loss_vfl_dn_4: 0.3450 (0.3537) loss_vfl_dn_5: 0.3454 (0.3530) time: 0.4805 data: 0.0139 max mem: 5654 Epoch: [61] [1200/7393] eta: 0:50:54 lr: 0.000010 loss: 16.1144 (15.3102) loss_bbox: 0.1492 (0.1470) loss_bbox_aux_0: 0.1648 (0.1591) loss_bbox_aux_1: 0.1504 (0.1522) loss_bbox_aux_2: 0.1524 (0.1494) loss_bbox_aux_3: 0.1504 (0.1477) loss_bbox_aux_4: 0.1504 (0.1473) loss_bbox_aux_5: 0.1955 (0.1933) loss_bbox_dn_0: 0.2548 (0.2510) loss_bbox_dn_1: 0.1760 (0.1822) loss_bbox_dn_2: 0.1561 (0.1625) loss_bbox_dn_3: 0.1532 (0.1568) loss_bbox_dn_4: 0.1502 (0.1555) loss_bbox_dn_5: 0.1502 (0.1555) loss_giou: 0.5392 (0.4671) loss_giou_aux_0: 0.5479 (0.4889) loss_giou_aux_1: 0.5512 (0.4772) loss_giou_aux_2: 0.5441 (0.4721) loss_giou_aux_3: 0.5317 (0.4689) loss_giou_aux_4: 0.5392 (0.4676) loss_giou_aux_5: 0.5908 (0.5508) loss_giou_dn_0: 0.6028 (0.5636) loss_giou_dn_1: 0.5010 (0.4557) loss_giou_dn_2: 0.4611 (0.4248) loss_giou_dn_3: 0.4586 (0.4167) loss_giou_dn_4: 0.4568 (0.4145) loss_giou_dn_5: 0.4567 (0.4147) loss_vfl: 0.6407 (0.6483) loss_vfl_aux_0: 0.7252 (0.7468) loss_vfl_aux_1: 0.6877 (0.6990) loss_vfl_aux_2: 0.6527 (0.6735) loss_vfl_aux_3: 0.6578 (0.6591) loss_vfl_aux_4: 0.6358 (0.6515) loss_vfl_aux_5: 0.7031 (0.7379) loss_vfl_dn_0: 0.4465 (0.4450) loss_vfl_dn_1: 0.3890 (0.3795) loss_vfl_dn_2: 0.3763 (0.3635) loss_vfl_dn_3: 0.3662 (0.3565) loss_vfl_dn_4: 0.3601 (0.3540) loss_vfl_dn_5: 0.3602 (0.3533) time: 0.4822 data: 0.0137 max mem: 5654 Epoch: [61] [1300/7393] eta: 0:49:59 lr: 0.000010 loss: 15.5188 (15.3195) loss_bbox: 0.1355 (0.1469) loss_bbox_aux_0: 0.1499 (0.1590) loss_bbox_aux_1: 0.1392 (0.1522) loss_bbox_aux_2: 0.1370 (0.1493) loss_bbox_aux_3: 0.1364 (0.1476) loss_bbox_aux_4: 0.1308 (0.1472) loss_bbox_aux_5: 0.1761 (0.1930) loss_bbox_dn_0: 0.2321 (0.2502) loss_bbox_dn_1: 0.1667 (0.1817) loss_bbox_dn_2: 0.1509 (0.1620) loss_bbox_dn_3: 0.1447 (0.1563) loss_bbox_dn_4: 0.1412 (0.1550) loss_bbox_dn_5: 0.1413 (0.1550) loss_giou: 0.4953 (0.4683) loss_giou_aux_0: 0.5018 (0.4902) loss_giou_aux_1: 0.4976 (0.4785) loss_giou_aux_2: 0.5042 (0.4733) loss_giou_aux_3: 0.4928 (0.4700) loss_giou_aux_4: 0.4917 (0.4687) loss_giou_aux_5: 0.5585 (0.5518) loss_giou_dn_0: 0.5922 (0.5645) loss_giou_dn_1: 0.4740 (0.4566) loss_giou_dn_2: 0.4336 (0.4256) loss_giou_dn_3: 0.4256 (0.4174) loss_giou_dn_4: 0.4216 (0.4153) loss_giou_dn_5: 0.4220 (0.4155) loss_vfl: 0.6653 (0.6483) loss_vfl_aux_0: 0.7479 (0.7462) loss_vfl_aux_1: 0.7007 (0.6989) loss_vfl_aux_2: 0.6811 (0.6738) loss_vfl_aux_3: 0.6674 (0.6593) loss_vfl_aux_4: 0.6743 (0.6515) loss_vfl_aux_5: 0.7478 (0.7380) loss_vfl_dn_0: 0.4411 (0.4450) loss_vfl_dn_1: 0.3852 (0.3796) loss_vfl_dn_2: 0.3693 (0.3637) loss_vfl_dn_3: 0.3633 (0.3566) loss_vfl_dn_4: 0.3614 (0.3541) loss_vfl_dn_5: 0.3600 (0.3534) time: 0.5014 data: 0.0139 max mem: 5654 Epoch: [61] [1400/7393] eta: 0:49:05 lr: 0.000010 loss: 15.0000 (15.3110) loss_bbox: 0.1410 (0.1467) loss_bbox_aux_0: 0.1423 (0.1588) loss_bbox_aux_1: 0.1397 (0.1521) loss_bbox_aux_2: 0.1456 (0.1492) loss_bbox_aux_3: 0.1412 (0.1474) loss_bbox_aux_4: 0.1409 (0.1469) loss_bbox_aux_5: 0.1902 (0.1927) loss_bbox_dn_0: 0.2130 (0.2499) loss_bbox_dn_1: 0.1586 (0.1815) loss_bbox_dn_2: 0.1375 (0.1618) loss_bbox_dn_3: 0.1309 (0.1562) loss_bbox_dn_4: 0.1297 (0.1548) loss_bbox_dn_5: 0.1297 (0.1548) loss_giou: 0.4732 (0.4682) loss_giou_aux_0: 0.4971 (0.4903) loss_giou_aux_1: 0.4780 (0.4786) loss_giou_aux_2: 0.4833 (0.4733) loss_giou_aux_3: 0.4646 (0.4699) loss_giou_aux_4: 0.4768 (0.4686) loss_giou_aux_5: 0.5571 (0.5518) loss_giou_dn_0: 0.5581 (0.5645) loss_giou_dn_1: 0.4452 (0.4565) loss_giou_dn_2: 0.4208 (0.4255) loss_giou_dn_3: 0.4111 (0.4174) loss_giou_dn_4: 0.4101 (0.4152) loss_giou_dn_5: 0.4117 (0.4154) loss_vfl: 0.6111 (0.6478) loss_vfl_aux_0: 0.6958 (0.7455) loss_vfl_aux_1: 0.6418 (0.6977) loss_vfl_aux_2: 0.6263 (0.6728) loss_vfl_aux_3: 0.6198 (0.6588) loss_vfl_aux_4: 0.6038 (0.6509) loss_vfl_aux_5: 0.6946 (0.7373) loss_vfl_dn_0: 0.4377 (0.4449) loss_vfl_dn_1: 0.3781 (0.3796) loss_vfl_dn_2: 0.3567 (0.3636) loss_vfl_dn_3: 0.3500 (0.3566) loss_vfl_dn_4: 0.3510 (0.3541) loss_vfl_dn_5: 0.3492 (0.3534) time: 0.4815 data: 0.0144 max mem: 5654 Epoch: [61] [1500/7393] eta: 0:48:12 lr: 0.000010 loss: 15.2326 (15.3239) loss_bbox: 0.1299 (0.1467) loss_bbox_aux_0: 0.1377 (0.1587) loss_bbox_aux_1: 0.1357 (0.1520) loss_bbox_aux_2: 0.1307 (0.1491) loss_bbox_aux_3: 0.1310 (0.1475) loss_bbox_aux_4: 0.1299 (0.1469) loss_bbox_aux_5: 0.1719 (0.1924) loss_bbox_dn_0: 0.2186 (0.2497) loss_bbox_dn_1: 0.1561 (0.1813) loss_bbox_dn_2: 0.1308 (0.1617) loss_bbox_dn_3: 0.1274 (0.1561) loss_bbox_dn_4: 0.1255 (0.1547) loss_bbox_dn_5: 0.1255 (0.1547) loss_giou: 0.4542 (0.4694) loss_giou_aux_0: 0.4800 (0.4916) loss_giou_aux_1: 0.4665 (0.4798) loss_giou_aux_2: 0.4517 (0.4745) loss_giou_aux_3: 0.4607 (0.4712) loss_giou_aux_4: 0.4578 (0.4698) loss_giou_aux_5: 0.5215 (0.5530) loss_giou_dn_0: 0.5556 (0.5653) loss_giou_dn_1: 0.4505 (0.4573) loss_giou_dn_2: 0.4246 (0.4262) loss_giou_dn_3: 0.4156 (0.4181) loss_giou_dn_4: 0.4157 (0.4160) loss_giou_dn_5: 0.4157 (0.4162) loss_vfl: 0.6870 (0.6480) loss_vfl_aux_0: 0.7790 (0.7452) loss_vfl_aux_1: 0.7321 (0.6978) loss_vfl_aux_2: 0.7084 (0.6728) loss_vfl_aux_3: 0.6916 (0.6587) loss_vfl_aux_4: 0.6921 (0.6511) loss_vfl_aux_5: 0.7604 (0.7370) loss_vfl_dn_0: 0.4478 (0.4450) loss_vfl_dn_1: 0.3799 (0.3798) loss_vfl_dn_2: 0.3643 (0.3639) loss_vfl_dn_3: 0.3576 (0.3568) loss_vfl_dn_4: 0.3557 (0.3544) loss_vfl_dn_5: 0.3546 (0.3537) time: 0.4742 data: 0.0142 max mem: 5654 Epoch: [61] [1600/7393] eta: 0:47:19 lr: 0.000010 loss: 15.5788 (15.3206) loss_bbox: 0.1473 (0.1469) loss_bbox_aux_0: 0.1534 (0.1588) loss_bbox_aux_1: 0.1494 (0.1520) loss_bbox_aux_2: 0.1433 (0.1493) loss_bbox_aux_3: 0.1445 (0.1477) loss_bbox_aux_4: 0.1493 (0.1471) loss_bbox_aux_5: 0.1870 (0.1923) loss_bbox_dn_0: 0.2354 (0.2494) loss_bbox_dn_1: 0.1591 (0.1812) loss_bbox_dn_2: 0.1366 (0.1616) loss_bbox_dn_3: 0.1324 (0.1560) loss_bbox_dn_4: 0.1308 (0.1546) loss_bbox_dn_5: 0.1308 (0.1546) loss_giou: 0.4997 (0.4695) loss_giou_aux_0: 0.5379 (0.4917) loss_giou_aux_1: 0.5331 (0.4797) loss_giou_aux_2: 0.5060 (0.4744) loss_giou_aux_3: 0.4958 (0.4712) loss_giou_aux_4: 0.5042 (0.4699) loss_giou_aux_5: 0.5816 (0.5528) loss_giou_dn_0: 0.5816 (0.5651) loss_giou_dn_1: 0.4713 (0.4571) loss_giou_dn_2: 0.4461 (0.4260) loss_giou_dn_3: 0.4358 (0.4179) loss_giou_dn_4: 0.4357 (0.4158) loss_giou_dn_5: 0.4362 (0.4160) loss_vfl: 0.6165 (0.6479) loss_vfl_aux_0: 0.7095 (0.7445) loss_vfl_aux_1: 0.6809 (0.6974) loss_vfl_aux_2: 0.6523 (0.6725) loss_vfl_aux_3: 0.6241 (0.6584) loss_vfl_aux_4: 0.6242 (0.6508) loss_vfl_aux_5: 0.7317 (0.7366) loss_vfl_dn_0: 0.4447 (0.4450) loss_vfl_dn_1: 0.3876 (0.3799) loss_vfl_dn_2: 0.3716 (0.3639) loss_vfl_dn_3: 0.3665 (0.3569) loss_vfl_dn_4: 0.3644 (0.3544) loss_vfl_dn_5: 0.3641 (0.3538) time: 0.4655 data: 0.0139 max mem: 5654 Epoch: [61] [1700/7393] eta: 0:46:28 lr: 0.000010 loss: 15.3129 (15.3213) loss_bbox: 0.1313 (0.1469) loss_bbox_aux_0: 0.1470 (0.1590) loss_bbox_aux_1: 0.1402 (0.1521) loss_bbox_aux_2: 0.1318 (0.1493) loss_bbox_aux_3: 0.1277 (0.1476) loss_bbox_aux_4: 0.1277 (0.1471) loss_bbox_aux_5: 0.1928 (0.1926) loss_bbox_dn_0: 0.2342 (0.2499) loss_bbox_dn_1: 0.1740 (0.1817) loss_bbox_dn_2: 0.1600 (0.1621) loss_bbox_dn_3: 0.1571 (0.1565) loss_bbox_dn_4: 0.1576 (0.1551) loss_bbox_dn_5: 0.1576 (0.1551) loss_giou: 0.4157 (0.4683) loss_giou_aux_0: 0.4397 (0.4906) loss_giou_aux_1: 0.4270 (0.4785) loss_giou_aux_2: 0.4249 (0.4732) loss_giou_aux_3: 0.4201 (0.4699) loss_giou_aux_4: 0.4201 (0.4686) loss_giou_aux_5: 0.4929 (0.5515) loss_giou_dn_0: 0.5425 (0.5645) loss_giou_dn_1: 0.4389 (0.4565) loss_giou_dn_2: 0.4058 (0.4255) loss_giou_dn_3: 0.4001 (0.4174) loss_giou_dn_4: 0.3947 (0.4153) loss_giou_dn_5: 0.3948 (0.4155) loss_vfl: 0.6522 (0.6492) loss_vfl_aux_0: 0.7240 (0.7452) loss_vfl_aux_1: 0.6827 (0.6986) loss_vfl_aux_2: 0.6823 (0.6739) loss_vfl_aux_3: 0.6835 (0.6599) loss_vfl_aux_4: 0.6581 (0.6522) loss_vfl_aux_5: 0.7178 (0.7377) loss_vfl_dn_0: 0.4467 (0.4451) loss_vfl_dn_1: 0.3806 (0.3800) loss_vfl_dn_2: 0.3597 (0.3641) loss_vfl_dn_3: 0.3547 (0.3570) loss_vfl_dn_4: 0.3502 (0.3545) loss_vfl_dn_5: 0.3486 (0.3538) time: 0.4756 data: 0.0137 max mem: 5654 Epoch: [61] [1800/7393] eta: 0:45:36 lr: 0.000010 loss: 15.0194 (15.3163) loss_bbox: 0.1429 (0.1467) loss_bbox_aux_0: 0.1494 (0.1588) loss_bbox_aux_1: 0.1441 (0.1519) loss_bbox_aux_2: 0.1454 (0.1491) loss_bbox_aux_3: 0.1453 (0.1474) loss_bbox_aux_4: 0.1436 (0.1470) loss_bbox_aux_5: 0.1967 (0.1925) loss_bbox_dn_0: 0.2433 (0.2500) loss_bbox_dn_1: 0.1678 (0.1816) loss_bbox_dn_2: 0.1488 (0.1620) loss_bbox_dn_3: 0.1415 (0.1564) loss_bbox_dn_4: 0.1417 (0.1550) loss_bbox_dn_5: 0.1417 (0.1550) loss_giou: 0.4835 (0.4680) loss_giou_aux_0: 0.5101 (0.4904) loss_giou_aux_1: 0.5021 (0.4783) loss_giou_aux_2: 0.4874 (0.4729) loss_giou_aux_3: 0.4851 (0.4696) loss_giou_aux_4: 0.4856 (0.4684) loss_giou_aux_5: 0.5803 (0.5515) loss_giou_dn_0: 0.5767 (0.5643) loss_giou_dn_1: 0.4548 (0.4562) loss_giou_dn_2: 0.4277 (0.4252) loss_giou_dn_3: 0.4203 (0.4171) loss_giou_dn_4: 0.4173 (0.4150) loss_giou_dn_5: 0.4173 (0.4152) loss_vfl: 0.6222 (0.6490) loss_vfl_aux_0: 0.7187 (0.7453) loss_vfl_aux_1: 0.6637 (0.6986) loss_vfl_aux_2: 0.6352 (0.6738) loss_vfl_aux_3: 0.6336 (0.6599) loss_vfl_aux_4: 0.6259 (0.6521) loss_vfl_aux_5: 0.7296 (0.7378) loss_vfl_dn_0: 0.4366 (0.4450) loss_vfl_dn_1: 0.3785 (0.3799) loss_vfl_dn_2: 0.3630 (0.3640) loss_vfl_dn_3: 0.3557 (0.3569) loss_vfl_dn_4: 0.3548 (0.3544) loss_vfl_dn_5: 0.3542 (0.3538) time: 0.4773 data: 0.0144 max mem: 5654 Epoch: [61] [1900/7393] eta: 0:44:43 lr: 0.000010 loss: 14.8103 (15.3067) loss_bbox: 0.1261 (0.1468) loss_bbox_aux_0: 0.1476 (0.1590) loss_bbox_aux_1: 0.1407 (0.1519) loss_bbox_aux_2: 0.1326 (0.1491) loss_bbox_aux_3: 0.1278 (0.1474) loss_bbox_aux_4: 0.1237 (0.1470) loss_bbox_aux_5: 0.1861 (0.1927) loss_bbox_dn_0: 0.2353 (0.2504) loss_bbox_dn_1: 0.1727 (0.1820) loss_bbox_dn_2: 0.1482 (0.1622) loss_bbox_dn_3: 0.1438 (0.1566) loss_bbox_dn_4: 0.1451 (0.1552) loss_bbox_dn_5: 0.1451 (0.1552) loss_giou: 0.4037 (0.4666) loss_giou_aux_0: 0.4541 (0.4891) loss_giou_aux_1: 0.4255 (0.4769) loss_giou_aux_2: 0.4009 (0.4716) loss_giou_aux_3: 0.4090 (0.4682) loss_giou_aux_4: 0.4028 (0.4670) loss_giou_aux_5: 0.5053 (0.5501) loss_giou_dn_0: 0.5230 (0.5635) loss_giou_dn_1: 0.4175 (0.4555) loss_giou_dn_2: 0.3798 (0.4244) loss_giou_dn_3: 0.3704 (0.4163) loss_giou_dn_4: 0.3681 (0.4141) loss_giou_dn_5: 0.3680 (0.4143) loss_vfl: 0.6263 (0.6496) loss_vfl_aux_0: 0.7423 (0.7456) loss_vfl_aux_1: 0.6851 (0.6991) loss_vfl_aux_2: 0.6591 (0.6745) loss_vfl_aux_3: 0.6356 (0.6605) loss_vfl_aux_4: 0.6594 (0.6526) loss_vfl_aux_5: 0.7306 (0.7384) loss_vfl_dn_0: 0.4403 (0.4450) loss_vfl_dn_1: 0.3693 (0.3798) loss_vfl_dn_2: 0.3508 (0.3638) loss_vfl_dn_3: 0.3425 (0.3568) loss_vfl_dn_4: 0.3400 (0.3543) loss_vfl_dn_5: 0.3401 (0.3536) time: 0.4694 data: 0.0134 max mem: 5654 Epoch: [61] [2000/7393] eta: 0:44:10 lr: 0.000010 loss: 14.8809 (15.3051) loss_bbox: 0.1273 (0.1467) loss_bbox_aux_0: 0.1433 (0.1591) loss_bbox_aux_1: 0.1343 (0.1519) loss_bbox_aux_2: 0.1280 (0.1491) loss_bbox_aux_3: 0.1277 (0.1474) loss_bbox_aux_4: 0.1303 (0.1470) loss_bbox_aux_5: 0.1729 (0.1929) loss_bbox_dn_0: 0.2310 (0.2507) loss_bbox_dn_1: 0.1621 (0.1822) loss_bbox_dn_2: 0.1433 (0.1624) loss_bbox_dn_3: 0.1351 (0.1567) loss_bbox_dn_4: 0.1345 (0.1554) loss_bbox_dn_5: 0.1346 (0.1554) loss_giou: 0.4213 (0.4661) loss_giou_aux_0: 0.4539 (0.4889) loss_giou_aux_1: 0.4347 (0.4765) loss_giou_aux_2: 0.4296 (0.4711) loss_giou_aux_3: 0.4206 (0.4677) loss_giou_aux_4: 0.4322 (0.4666) loss_giou_aux_5: 0.5108 (0.5500) loss_giou_dn_0: 0.5494 (0.5634) loss_giou_dn_1: 0.4380 (0.4553) loss_giou_dn_2: 0.4097 (0.4242) loss_giou_dn_3: 0.4039 (0.4161) loss_giou_dn_4: 0.4068 (0.4139) loss_giou_dn_5: 0.4071 (0.4142) loss_vfl: 0.6544 (0.6499) loss_vfl_aux_0: 0.7350 (0.7455) loss_vfl_aux_1: 0.6932 (0.6994) loss_vfl_aux_2: 0.6699 (0.6747) loss_vfl_aux_3: 0.6736 (0.6609) loss_vfl_aux_4: 0.6616 (0.6529) loss_vfl_aux_5: 0.7345 (0.7382) loss_vfl_dn_0: 0.4387 (0.4450) loss_vfl_dn_1: 0.3750 (0.3797) loss_vfl_dn_2: 0.3603 (0.3638) loss_vfl_dn_3: 0.3522 (0.3567) loss_vfl_dn_4: 0.3501 (0.3542) loss_vfl_dn_5: 0.3490 (0.3535) time: 0.4842 data: 0.0139 max mem: 5654 Epoch: [61] [2100/7393] eta: 0:43:20 lr: 0.000010 loss: 15.3094 (15.3005) loss_bbox: 0.1354 (0.1465) loss_bbox_aux_0: 0.1510 (0.1591) loss_bbox_aux_1: 0.1450 (0.1518) loss_bbox_aux_2: 0.1388 (0.1490) loss_bbox_aux_3: 0.1356 (0.1472) loss_bbox_aux_4: 0.1354 (0.1468) loss_bbox_aux_5: 0.1762 (0.1930) loss_bbox_dn_0: 0.2320 (0.2506) loss_bbox_dn_1: 0.1655 (0.1821) loss_bbox_dn_2: 0.1470 (0.1624) loss_bbox_dn_3: 0.1425 (0.1567) loss_bbox_dn_4: 0.1410 (0.1553) loss_bbox_dn_5: 0.1411 (0.1553) loss_giou: 0.4326 (0.4656) loss_giou_aux_0: 0.4591 (0.4885) loss_giou_aux_1: 0.4416 (0.4759) loss_giou_aux_2: 0.4407 (0.4707) loss_giou_aux_3: 0.4468 (0.4672) loss_giou_aux_4: 0.4321 (0.4661) loss_giou_aux_5: 0.5146 (0.5495) loss_giou_dn_0: 0.5490 (0.5630) loss_giou_dn_1: 0.4274 (0.4549) loss_giou_dn_2: 0.3965 (0.4239) loss_giou_dn_3: 0.3927 (0.4157) loss_giou_dn_4: 0.3918 (0.4136) loss_giou_dn_5: 0.3934 (0.4138) loss_vfl: 0.6866 (0.6504) loss_vfl_aux_0: 0.7364 (0.7456) loss_vfl_aux_1: 0.6907 (0.6998) loss_vfl_aux_2: 0.7035 (0.6750) loss_vfl_aux_3: 0.6845 (0.6614) loss_vfl_aux_4: 0.6894 (0.6535) loss_vfl_aux_5: 0.7666 (0.7386) loss_vfl_dn_0: 0.4423 (0.4449) loss_vfl_dn_1: 0.3772 (0.3795) loss_vfl_dn_2: 0.3632 (0.3636) loss_vfl_dn_3: 0.3593 (0.3566) loss_vfl_dn_4: 0.3562 (0.3541) loss_vfl_dn_5: 0.3560 (0.3534) time: 0.4876 data: 0.0141 max mem: 5654 Epoch: [61] [2200/7393] eta: 0:42:27 lr: 0.000010 loss: 15.0899 (15.2922) loss_bbox: 0.1555 (0.1465) loss_bbox_aux_0: 0.1675 (0.1589) loss_bbox_aux_1: 0.1550 (0.1517) loss_bbox_aux_2: 0.1519 (0.1490) loss_bbox_aux_3: 0.1584 (0.1471) loss_bbox_aux_4: 0.1545 (0.1467) loss_bbox_aux_5: 0.1983 (0.1929) loss_bbox_dn_0: 0.2496 (0.2507) loss_bbox_dn_1: 0.1806 (0.1822) loss_bbox_dn_2: 0.1662 (0.1624) loss_bbox_dn_3: 0.1647 (0.1567) loss_bbox_dn_4: 0.1642 (0.1553) loss_bbox_dn_5: 0.1641 (0.1553) loss_giou: 0.4316 (0.4649) loss_giou_aux_0: 0.4601 (0.4878) loss_giou_aux_1: 0.4429 (0.4753) loss_giou_aux_2: 0.4332 (0.4700) loss_giou_aux_3: 0.4367 (0.4664) loss_giou_aux_4: 0.4321 (0.4654) loss_giou_aux_5: 0.4964 (0.5490) loss_giou_dn_0: 0.5214 (0.5624) loss_giou_dn_1: 0.4133 (0.4544) loss_giou_dn_2: 0.3819 (0.4234) loss_giou_dn_3: 0.3749 (0.4152) loss_giou_dn_4: 0.3738 (0.4131) loss_giou_dn_5: 0.3737 (0.4133) loss_vfl: 0.6503 (0.6504) loss_vfl_aux_0: 0.7593 (0.7457) loss_vfl_aux_1: 0.7171 (0.6998) loss_vfl_aux_2: 0.7138 (0.6751) loss_vfl_aux_3: 0.6894 (0.6617) loss_vfl_aux_4: 0.6681 (0.6536) loss_vfl_aux_5: 0.7356 (0.7386) loss_vfl_dn_0: 0.4418 (0.4448) loss_vfl_dn_1: 0.3803 (0.3794) loss_vfl_dn_2: 0.3565 (0.3635) loss_vfl_dn_3: 0.3465 (0.3564) loss_vfl_dn_4: 0.3403 (0.3539) loss_vfl_dn_5: 0.3393 (0.3532) time: 0.4664 data: 0.0138 max mem: 5654 Epoch: [61] [2300/7393] eta: 0:41:36 lr: 0.000010 loss: 14.5621 (15.2956) loss_bbox: 0.1337 (0.1467) loss_bbox_aux_0: 0.1529 (0.1591) loss_bbox_aux_1: 0.1502 (0.1519) loss_bbox_aux_2: 0.1403 (0.1492) loss_bbox_aux_3: 0.1347 (0.1472) loss_bbox_aux_4: 0.1335 (0.1469) loss_bbox_aux_5: 0.1891 (0.1930) loss_bbox_dn_0: 0.2354 (0.2507) loss_bbox_dn_1: 0.1654 (0.1822) loss_bbox_dn_2: 0.1502 (0.1624) loss_bbox_dn_3: 0.1437 (0.1567) loss_bbox_dn_4: 0.1408 (0.1554) loss_bbox_dn_5: 0.1408 (0.1554) loss_giou: 0.3936 (0.4652) loss_giou_aux_0: 0.4193 (0.4880) loss_giou_aux_1: 0.3954 (0.4756) loss_giou_aux_2: 0.3906 (0.4703) loss_giou_aux_3: 0.3865 (0.4667) loss_giou_aux_4: 0.3946 (0.4656) loss_giou_aux_5: 0.4771 (0.5490) loss_giou_dn_0: 0.5096 (0.5626) loss_giou_dn_1: 0.4008 (0.4545) loss_giou_dn_2: 0.3735 (0.4235) loss_giou_dn_3: 0.3668 (0.4154) loss_giou_dn_4: 0.3636 (0.4132) loss_giou_dn_5: 0.3636 (0.4134) loss_vfl: 0.6445 (0.6504) loss_vfl_aux_0: 0.7370 (0.7457) loss_vfl_aux_1: 0.6843 (0.6996) loss_vfl_aux_2: 0.6695 (0.6750) loss_vfl_aux_3: 0.6477 (0.6617) loss_vfl_aux_4: 0.6435 (0.6537) loss_vfl_aux_5: 0.7421 (0.7387) loss_vfl_dn_0: 0.4378 (0.4448) loss_vfl_dn_1: 0.3688 (0.3793) loss_vfl_dn_2: 0.3564 (0.3635) loss_vfl_dn_3: 0.3476 (0.3564) loss_vfl_dn_4: 0.3443 (0.3539) loss_vfl_dn_5: 0.3447 (0.3532) time: 0.4785 data: 0.0140 max mem: 5654 Epoch: [61] [2400/7393] eta: 0:41:00 lr: 0.000010 loss: 15.4963 (15.3077) loss_bbox: 0.1545 (0.1470) loss_bbox_aux_0: 0.1606 (0.1594) loss_bbox_aux_1: 0.1535 (0.1522) loss_bbox_aux_2: 0.1558 (0.1495) loss_bbox_aux_3: 0.1494 (0.1475) loss_bbox_aux_4: 0.1526 (0.1471) loss_bbox_aux_5: 0.1931 (0.1933) loss_bbox_dn_0: 0.2596 (0.2511) loss_bbox_dn_1: 0.1820 (0.1825) loss_bbox_dn_2: 0.1614 (0.1627) loss_bbox_dn_3: 0.1566 (0.1570) loss_bbox_dn_4: 0.1562 (0.1556) loss_bbox_dn_5: 0.1562 (0.1556) loss_giou: 0.4565 (0.4655) loss_giou_aux_0: 0.4616 (0.4883) loss_giou_aux_1: 0.4656 (0.4758) loss_giou_aux_2: 0.4461 (0.4707) loss_giou_aux_3: 0.4561 (0.4670) loss_giou_aux_4: 0.4509 (0.4659) loss_giou_aux_5: 0.5346 (0.5493) loss_giou_dn_0: 0.5742 (0.5628) loss_giou_dn_1: 0.4630 (0.4549) loss_giou_dn_2: 0.4277 (0.4239) loss_giou_dn_3: 0.4156 (0.4157) loss_giou_dn_4: 0.4149 (0.4136) loss_giou_dn_5: 0.4151 (0.4138) loss_vfl: 0.6597 (0.6510) loss_vfl_aux_0: 0.7710 (0.7462) loss_vfl_aux_1: 0.7303 (0.7004) loss_vfl_aux_2: 0.7002 (0.6755) loss_vfl_aux_3: 0.6645 (0.6622) loss_vfl_aux_4: 0.6646 (0.6542) loss_vfl_aux_5: 0.7859 (0.7391) loss_vfl_dn_0: 0.4463 (0.4448) loss_vfl_dn_1: 0.3841 (0.3793) loss_vfl_dn_2: 0.3682 (0.3636) loss_vfl_dn_3: 0.3625 (0.3564) loss_vfl_dn_4: 0.3596 (0.3539) loss_vfl_dn_5: 0.3589 (0.3532) time: 0.4778 data: 0.0141 max mem: 5654 Epoch: [61] [2500/7393] eta: 0:40:10 lr: 0.000010 loss: 15.2000 (15.3104) loss_bbox: 0.1403 (0.1470) loss_bbox_aux_0: 0.1550 (0.1594) loss_bbox_aux_1: 0.1472 (0.1523) loss_bbox_aux_2: 0.1410 (0.1496) loss_bbox_aux_3: 0.1426 (0.1475) loss_bbox_aux_4: 0.1410 (0.1472) loss_bbox_aux_5: 0.1887 (0.1933) loss_bbox_dn_0: 0.2654 (0.2512) loss_bbox_dn_1: 0.1877 (0.1826) loss_bbox_dn_2: 0.1623 (0.1628) loss_bbox_dn_3: 0.1607 (0.1571) loss_bbox_dn_4: 0.1597 (0.1557) loss_bbox_dn_5: 0.1597 (0.1557) loss_giou: 0.4387 (0.4654) loss_giou_aux_0: 0.4674 (0.4881) loss_giou_aux_1: 0.4435 (0.4757) loss_giou_aux_2: 0.4272 (0.4705) loss_giou_aux_3: 0.4444 (0.4668) loss_giou_aux_4: 0.4389 (0.4658) loss_giou_aux_5: 0.4897 (0.5490) loss_giou_dn_0: 0.5439 (0.5627) loss_giou_dn_1: 0.4365 (0.4548) loss_giou_dn_2: 0.4050 (0.4238) loss_giou_dn_3: 0.3955 (0.4156) loss_giou_dn_4: 0.3941 (0.4135) loss_giou_dn_5: 0.3942 (0.4137) loss_vfl: 0.6535 (0.6513) loss_vfl_aux_0: 0.7346 (0.7468) loss_vfl_aux_1: 0.6900 (0.7006) loss_vfl_aux_2: 0.6800 (0.6758) loss_vfl_aux_3: 0.6673 (0.6627) loss_vfl_aux_4: 0.6588 (0.6547) loss_vfl_aux_5: 0.7464 (0.7397) loss_vfl_dn_0: 0.4457 (0.4449) loss_vfl_dn_1: 0.3802 (0.3795) loss_vfl_dn_2: 0.3644 (0.3637) loss_vfl_dn_3: 0.3566 (0.3566) loss_vfl_dn_4: 0.3572 (0.3541) loss_vfl_dn_5: 0.3557 (0.3534) time: 0.4828 data: 0.0140 max mem: 5654 Epoch: [61] [2600/7393] eta: 0:39:19 lr: 0.000010 loss: 15.3928 (15.3031) loss_bbox: 0.1384 (0.1469) loss_bbox_aux_0: 0.1462 (0.1593) loss_bbox_aux_1: 0.1466 (0.1521) loss_bbox_aux_2: 0.1436 (0.1495) loss_bbox_aux_3: 0.1404 (0.1474) loss_bbox_aux_4: 0.1408 (0.1470) loss_bbox_aux_5: 0.1871 (0.1933) loss_bbox_dn_0: 0.2301 (0.2512) loss_bbox_dn_1: 0.1601 (0.1826) loss_bbox_dn_2: 0.1382 (0.1627) loss_bbox_dn_3: 0.1327 (0.1570) loss_bbox_dn_4: 0.1272 (0.1556) loss_bbox_dn_5: 0.1272 (0.1556) loss_giou: 0.4597 (0.4649) loss_giou_aux_0: 0.4801 (0.4875) loss_giou_aux_1: 0.4678 (0.4752) loss_giou_aux_2: 0.4688 (0.4699) loss_giou_aux_3: 0.4642 (0.4663) loss_giou_aux_4: 0.4615 (0.4653) loss_giou_aux_5: 0.5471 (0.5485) loss_giou_dn_0: 0.5707 (0.5620) loss_giou_dn_1: 0.4629 (0.4542) loss_giou_dn_2: 0.4338 (0.4231) loss_giou_dn_3: 0.4146 (0.4149) loss_giou_dn_4: 0.4119 (0.4128) loss_giou_dn_5: 0.4120 (0.4130) loss_vfl: 0.6239 (0.6514) loss_vfl_aux_0: 0.7362 (0.7475) loss_vfl_aux_1: 0.7021 (0.7010) loss_vfl_aux_2: 0.6598 (0.6762) loss_vfl_aux_3: 0.6318 (0.6629) loss_vfl_aux_4: 0.6386 (0.6548) loss_vfl_aux_5: 0.7143 (0.7402) loss_vfl_dn_0: 0.4422 (0.4449) loss_vfl_dn_1: 0.3749 (0.3794) loss_vfl_dn_2: 0.3589 (0.3635) loss_vfl_dn_3: 0.3527 (0.3564) loss_vfl_dn_4: 0.3513 (0.3539) loss_vfl_dn_5: 0.3507 (0.3532) time: 0.4756 data: 0.0141 max mem: 5654 Epoch: [61] [2700/7393] eta: 0:38:28 lr: 0.000010 loss: 15.1670 (15.3050) loss_bbox: 0.1520 (0.1468) loss_bbox_aux_0: 0.1547 (0.1593) loss_bbox_aux_1: 0.1535 (0.1521) loss_bbox_aux_2: 0.1515 (0.1494) loss_bbox_aux_3: 0.1510 (0.1474) loss_bbox_aux_4: 0.1484 (0.1470) loss_bbox_aux_5: 0.1962 (0.1934) loss_bbox_dn_0: 0.2536 (0.2510) loss_bbox_dn_1: 0.1852 (0.1824) loss_bbox_dn_2: 0.1644 (0.1626) loss_bbox_dn_3: 0.1579 (0.1568) loss_bbox_dn_4: 0.1567 (0.1555) loss_bbox_dn_5: 0.1570 (0.1555) loss_giou: 0.4210 (0.4654) loss_giou_aux_0: 0.4404 (0.4881) loss_giou_aux_1: 0.4360 (0.4757) loss_giou_aux_2: 0.4313 (0.4704) loss_giou_aux_3: 0.4229 (0.4668) loss_giou_aux_4: 0.4205 (0.4658) loss_giou_aux_5: 0.4997 (0.5489) loss_giou_dn_0: 0.5497 (0.5621) loss_giou_dn_1: 0.4350 (0.4543) loss_giou_dn_2: 0.4068 (0.4233) loss_giou_dn_3: 0.3999 (0.4151) loss_giou_dn_4: 0.3970 (0.4129) loss_giou_dn_5: 0.3968 (0.4131) loss_vfl: 0.6444 (0.6511) loss_vfl_aux_0: 0.7262 (0.7475) loss_vfl_aux_1: 0.6658 (0.7009) loss_vfl_aux_2: 0.6553 (0.6759) loss_vfl_aux_3: 0.6569 (0.6626) loss_vfl_aux_4: 0.6502 (0.6546) loss_vfl_aux_5: 0.7320 (0.7399) loss_vfl_dn_0: 0.4433 (0.4450) loss_vfl_dn_1: 0.3760 (0.3794) loss_vfl_dn_2: 0.3594 (0.3635) loss_vfl_dn_3: 0.3529 (0.3564) loss_vfl_dn_4: 0.3507 (0.3539) loss_vfl_dn_5: 0.3478 (0.3532) time: 0.4829 data: 0.0140 max mem: 5654 Epoch: [61] [2800/7393] eta: 0:37:38 lr: 0.000010 loss: 15.4518 (15.2941) loss_bbox: 0.1391 (0.1468) loss_bbox_aux_0: 0.1475 (0.1592) loss_bbox_aux_1: 0.1427 (0.1521) loss_bbox_aux_2: 0.1481 (0.1495) loss_bbox_aux_3: 0.1467 (0.1475) loss_bbox_aux_4: 0.1386 (0.1470) loss_bbox_aux_5: 0.1904 (0.1934) loss_bbox_dn_0: 0.2235 (0.2510) loss_bbox_dn_1: 0.1668 (0.1824) loss_bbox_dn_2: 0.1436 (0.1625) loss_bbox_dn_3: 0.1362 (0.1567) loss_bbox_dn_4: 0.1350 (0.1553) loss_bbox_dn_5: 0.1348 (0.1553) loss_giou: 0.4212 (0.4646) loss_giou_aux_0: 0.4491 (0.4872) loss_giou_aux_1: 0.4329 (0.4749) loss_giou_aux_2: 0.4297 (0.4696) loss_giou_aux_3: 0.4218 (0.4660) loss_giou_aux_4: 0.4237 (0.4650) loss_giou_aux_5: 0.5109 (0.5481) loss_giou_dn_0: 0.5397 (0.5615) loss_giou_dn_1: 0.4427 (0.4537) loss_giou_dn_2: 0.4028 (0.4226) loss_giou_dn_3: 0.3945 (0.4144) loss_giou_dn_4: 0.3925 (0.4123) loss_giou_dn_5: 0.3925 (0.4125) loss_vfl: 0.6164 (0.6508) loss_vfl_aux_0: 0.7331 (0.7477) loss_vfl_aux_1: 0.6795 (0.7009) loss_vfl_aux_2: 0.6584 (0.6759) loss_vfl_aux_3: 0.6347 (0.6625) loss_vfl_aux_4: 0.6261 (0.6544) loss_vfl_aux_5: 0.7263 (0.7401) loss_vfl_dn_0: 0.4391 (0.4449) loss_vfl_dn_1: 0.3710 (0.3793) loss_vfl_dn_2: 0.3560 (0.3634) loss_vfl_dn_3: 0.3524 (0.3563) loss_vfl_dn_4: 0.3483 (0.3538) loss_vfl_dn_5: 0.3498 (0.3531) time: 0.4787 data: 0.0134 max mem: 5654 Epoch: [61] [2900/7393] eta: 0:36:58 lr: 0.000010 loss: 15.1225 (15.2973) loss_bbox: 0.1210 (0.1469) loss_bbox_aux_0: 0.1316 (0.1593) loss_bbox_aux_1: 0.1317 (0.1522) loss_bbox_aux_2: 0.1268 (0.1496) loss_bbox_aux_3: 0.1229 (0.1476) loss_bbox_aux_4: 0.1209 (0.1470) loss_bbox_aux_5: 0.1658 (0.1935) loss_bbox_dn_0: 0.2050 (0.2512) loss_bbox_dn_1: 0.1427 (0.1826) loss_bbox_dn_2: 0.1282 (0.1627) loss_bbox_dn_3: 0.1226 (0.1569) loss_bbox_dn_4: 0.1202 (0.1555) loss_bbox_dn_5: 0.1201 (0.1555) loss_giou: 0.4558 (0.4645) loss_giou_aux_0: 0.4890 (0.4871) loss_giou_aux_1: 0.4834 (0.4748) loss_giou_aux_2: 0.4745 (0.4694) loss_giou_aux_3: 0.4693 (0.4659) loss_giou_aux_4: 0.4653 (0.4648) loss_giou_aux_5: 0.5428 (0.5480) loss_giou_dn_0: 0.5377 (0.5615) loss_giou_dn_1: 0.4280 (0.4537) loss_giou_dn_2: 0.4063 (0.4226) loss_giou_dn_3: 0.4036 (0.4144) loss_giou_dn_4: 0.4090 (0.4123) loss_giou_dn_5: 0.4091 (0.4125) loss_vfl: 0.6463 (0.6511) loss_vfl_aux_0: 0.7123 (0.7481) loss_vfl_aux_1: 0.6691 (0.7011) loss_vfl_aux_2: 0.6678 (0.6763) loss_vfl_aux_3: 0.6499 (0.6628) loss_vfl_aux_4: 0.6523 (0.6547) loss_vfl_aux_5: 0.7371 (0.7402) loss_vfl_dn_0: 0.4420 (0.4450) loss_vfl_dn_1: 0.3724 (0.3794) loss_vfl_dn_2: 0.3594 (0.3635) loss_vfl_dn_3: 0.3553 (0.3563) loss_vfl_dn_4: 0.3517 (0.3538) loss_vfl_dn_5: 0.3502 (0.3531) time: 0.4794 data: 0.0143 max mem: 5654 Epoch: [61] [3000/7393] eta: 0:36:07 lr: 0.000010 loss: 15.3171 (15.3027) loss_bbox: 0.1438 (0.1471) loss_bbox_aux_0: 0.1610 (0.1594) loss_bbox_aux_1: 0.1433 (0.1524) loss_bbox_aux_2: 0.1564 (0.1497) loss_bbox_aux_3: 0.1579 (0.1478) loss_bbox_aux_4: 0.1528 (0.1472) loss_bbox_aux_5: 0.1982 (0.1936) loss_bbox_dn_0: 0.2595 (0.2514) loss_bbox_dn_1: 0.1878 (0.1827) loss_bbox_dn_2: 0.1630 (0.1628) loss_bbox_dn_3: 0.1558 (0.1570) loss_bbox_dn_4: 0.1563 (0.1556) loss_bbox_dn_5: 0.1564 (0.1556) loss_giou: 0.4326 (0.4648) loss_giou_aux_0: 0.4491 (0.4873) loss_giou_aux_1: 0.4196 (0.4750) loss_giou_aux_2: 0.4263 (0.4696) loss_giou_aux_3: 0.4322 (0.4661) loss_giou_aux_4: 0.4304 (0.4651) loss_giou_aux_5: 0.5106 (0.5481) loss_giou_dn_0: 0.5464 (0.5616) loss_giou_dn_1: 0.4405 (0.4538) loss_giou_dn_2: 0.4156 (0.4227) loss_giou_dn_3: 0.4068 (0.4145) loss_giou_dn_4: 0.4032 (0.4124) loss_giou_dn_5: 0.4033 (0.4126) loss_vfl: 0.6592 (0.6511) loss_vfl_aux_0: 0.7456 (0.7483) loss_vfl_aux_1: 0.7318 (0.7013) loss_vfl_aux_2: 0.6889 (0.6765) loss_vfl_aux_3: 0.6807 (0.6628) loss_vfl_aux_4: 0.6666 (0.6547) loss_vfl_aux_5: 0.7512 (0.7405) loss_vfl_dn_0: 0.4515 (0.4450) loss_vfl_dn_1: 0.3734 (0.3795) loss_vfl_dn_2: 0.3643 (0.3636) loss_vfl_dn_3: 0.3527 (0.3564) loss_vfl_dn_4: 0.3517 (0.3539) loss_vfl_dn_5: 0.3510 (0.3532) time: 0.4744 data: 0.0138 max mem: 5654 Epoch: [61] [3100/7393] eta: 0:35:24 lr: 0.000010 loss: 15.0172 (15.3028) loss_bbox: 0.1354 (0.1471) loss_bbox_aux_0: 0.1498 (0.1595) loss_bbox_aux_1: 0.1464 (0.1525) loss_bbox_aux_2: 0.1402 (0.1498) loss_bbox_aux_3: 0.1441 (0.1478) loss_bbox_aux_4: 0.1387 (0.1473) loss_bbox_aux_5: 0.1768 (0.1938) loss_bbox_dn_0: 0.2470 (0.2517) loss_bbox_dn_1: 0.1790 (0.1830) loss_bbox_dn_2: 0.1606 (0.1630) loss_bbox_dn_3: 0.1555 (0.1572) loss_bbox_dn_4: 0.1571 (0.1558) loss_bbox_dn_5: 0.1571 (0.1558) loss_giou: 0.4361 (0.4644) loss_giou_aux_0: 0.4487 (0.4870) loss_giou_aux_1: 0.4398 (0.4747) loss_giou_aux_2: 0.4471 (0.4694) loss_giou_aux_3: 0.4407 (0.4658) loss_giou_aux_4: 0.4388 (0.4648) loss_giou_aux_5: 0.5098 (0.5479) loss_giou_dn_0: 0.5295 (0.5615) loss_giou_dn_1: 0.4181 (0.4536) loss_giou_dn_2: 0.3870 (0.4225) loss_giou_dn_3: 0.3829 (0.4143) loss_giou_dn_4: 0.3819 (0.4122) loss_giou_dn_5: 0.3816 (0.4124) loss_vfl: 0.6473 (0.6513) loss_vfl_aux_0: 0.7243 (0.7485) loss_vfl_aux_1: 0.6775 (0.7014) loss_vfl_aux_2: 0.6485 (0.6766) loss_vfl_aux_3: 0.6378 (0.6630) loss_vfl_aux_4: 0.6453 (0.6549) loss_vfl_aux_5: 0.7216 (0.7406) loss_vfl_dn_0: 0.4479 (0.4450) loss_vfl_dn_1: 0.3862 (0.3796) loss_vfl_dn_2: 0.3655 (0.3636) loss_vfl_dn_3: 0.3579 (0.3564) loss_vfl_dn_4: 0.3571 (0.3539) loss_vfl_dn_5: 0.3546 (0.3532) time: 0.4889 data: 0.0138 max mem: 5654 Epoch: [61] [3200/7393] eta: 0:34:34 lr: 0.000010 loss: 15.4810 (15.3097) loss_bbox: 0.1613 (0.1475) loss_bbox_aux_0: 0.1726 (0.1598) loss_bbox_aux_1: 0.1708 (0.1528) loss_bbox_aux_2: 0.1612 (0.1502) loss_bbox_aux_3: 0.1614 (0.1482) loss_bbox_aux_4: 0.1591 (0.1476) loss_bbox_aux_5: 0.2120 (0.1942) loss_bbox_dn_0: 0.2725 (0.2523) loss_bbox_dn_1: 0.2000 (0.1835) loss_bbox_dn_2: 0.1780 (0.1634) loss_bbox_dn_3: 0.1756 (0.1576) loss_bbox_dn_4: 0.1727 (0.1562) loss_bbox_dn_5: 0.1726 (0.1562) loss_giou: 0.4706 (0.4646) loss_giou_aux_0: 0.4748 (0.4871) loss_giou_aux_1: 0.4703 (0.4749) loss_giou_aux_2: 0.4709 (0.4695) loss_giou_aux_3: 0.4637 (0.4659) loss_giou_aux_4: 0.4704 (0.4649) loss_giou_aux_5: 0.5444 (0.5480) loss_giou_dn_0: 0.5615 (0.5617) loss_giou_dn_1: 0.4465 (0.4538) loss_giou_dn_2: 0.4123 (0.4227) loss_giou_dn_3: 0.4072 (0.4145) loss_giou_dn_4: 0.4043 (0.4123) loss_giou_dn_5: 0.4045 (0.4125) loss_vfl: 0.6437 (0.6513) loss_vfl_aux_0: 0.7545 (0.7486) loss_vfl_aux_1: 0.6886 (0.7014) loss_vfl_aux_2: 0.6817 (0.6765) loss_vfl_aux_3: 0.6692 (0.6630) loss_vfl_aux_4: 0.6507 (0.6549) loss_vfl_aux_5: 0.7301 (0.7405) loss_vfl_dn_0: 0.4432 (0.4450) loss_vfl_dn_1: 0.3798 (0.3796) loss_vfl_dn_2: 0.3648 (0.3636) loss_vfl_dn_3: 0.3587 (0.3564) loss_vfl_dn_4: 0.3558 (0.3539) loss_vfl_dn_5: 0.3558 (0.3532) time: 0.4951 data: 0.0144 max mem: 5654 Epoch: [61] [3300/7393] eta: 0:33:42 lr: 0.000010 loss: 15.3219 (15.3114) loss_bbox: 0.1487 (0.1475) loss_bbox_aux_0: 0.1684 (0.1599) loss_bbox_aux_1: 0.1691 (0.1529) loss_bbox_aux_2: 0.1645 (0.1502) loss_bbox_aux_3: 0.1537 (0.1482) loss_bbox_aux_4: 0.1504 (0.1476) loss_bbox_aux_5: 0.1982 (0.1942) loss_bbox_dn_0: 0.2479 (0.2525) loss_bbox_dn_1: 0.1846 (0.1835) loss_bbox_dn_2: 0.1555 (0.1635) loss_bbox_dn_3: 0.1477 (0.1576) loss_bbox_dn_4: 0.1457 (0.1563) loss_bbox_dn_5: 0.1458 (0.1563) loss_giou: 0.4332 (0.4647) loss_giou_aux_0: 0.4560 (0.4872) loss_giou_aux_1: 0.4496 (0.4750) loss_giou_aux_2: 0.4370 (0.4696) loss_giou_aux_3: 0.4355 (0.4661) loss_giou_aux_4: 0.4327 (0.4651) loss_giou_aux_5: 0.5282 (0.5481) loss_giou_dn_0: 0.5563 (0.5617) loss_giou_dn_1: 0.4366 (0.4538) loss_giou_dn_2: 0.4004 (0.4227) loss_giou_dn_3: 0.3848 (0.4144) loss_giou_dn_4: 0.3812 (0.4123) loss_giou_dn_5: 0.3813 (0.4125) loss_vfl: 0.6749 (0.6513) loss_vfl_aux_0: 0.7750 (0.7487) loss_vfl_aux_1: 0.7179 (0.7015) loss_vfl_aux_2: 0.6864 (0.6766) loss_vfl_aux_3: 0.6848 (0.6631) loss_vfl_aux_4: 0.6694 (0.6550) loss_vfl_aux_5: 0.7540 (0.7404) loss_vfl_dn_0: 0.4469 (0.4450) loss_vfl_dn_1: 0.3822 (0.3795) loss_vfl_dn_2: 0.3641 (0.3636) loss_vfl_dn_3: 0.3575 (0.3564) loss_vfl_dn_4: 0.3517 (0.3539) loss_vfl_dn_5: 0.3513 (0.3531) time: 0.4846 data: 0.0144 max mem: 5654 Epoch: [61] [3400/7393] eta: 0:32:51 lr: 0.000010 loss: 15.1441 (15.3120) loss_bbox: 0.1553 (0.1476) loss_bbox_aux_0: 0.1534 (0.1600) loss_bbox_aux_1: 0.1511 (0.1530) loss_bbox_aux_2: 0.1540 (0.1503) loss_bbox_aux_3: 0.1491 (0.1483) loss_bbox_aux_4: 0.1492 (0.1477) loss_bbox_aux_5: 0.1865 (0.1942) loss_bbox_dn_0: 0.2555 (0.2526) loss_bbox_dn_1: 0.1874 (0.1836) loss_bbox_dn_2: 0.1625 (0.1635) loss_bbox_dn_3: 0.1549 (0.1577) loss_bbox_dn_4: 0.1537 (0.1563) loss_bbox_dn_5: 0.1537 (0.1563) loss_giou: 0.4508 (0.4647) loss_giou_aux_0: 0.4719 (0.4871) loss_giou_aux_1: 0.4608 (0.4749) loss_giou_aux_2: 0.4576 (0.4695) loss_giou_aux_3: 0.4572 (0.4660) loss_giou_aux_4: 0.4574 (0.4650) loss_giou_aux_5: 0.5266 (0.5481) loss_giou_dn_0: 0.5624 (0.5617) loss_giou_dn_1: 0.4554 (0.4537) loss_giou_dn_2: 0.4364 (0.4226) loss_giou_dn_3: 0.4338 (0.4144) loss_giou_dn_4: 0.4347 (0.4122) loss_giou_dn_5: 0.4351 (0.4124) loss_vfl: 0.6588 (0.6512) loss_vfl_aux_0: 0.7752 (0.7488) loss_vfl_aux_1: 0.7046 (0.7017) loss_vfl_aux_2: 0.6801 (0.6768) loss_vfl_aux_3: 0.6735 (0.6632) loss_vfl_aux_4: 0.6670 (0.6550) loss_vfl_aux_5: 0.7415 (0.7404) loss_vfl_dn_0: 0.4468 (0.4450) loss_vfl_dn_1: 0.3840 (0.3795) loss_vfl_dn_2: 0.3675 (0.3636) loss_vfl_dn_3: 0.3631 (0.3564) loss_vfl_dn_4: 0.3602 (0.3539) loss_vfl_dn_5: 0.3590 (0.3531) time: 0.4855 data: 0.0139 max mem: 5654 Epoch: [61] [3500/7393] eta: 0:32:00 lr: 0.000010 loss: 15.5065 (15.3145) loss_bbox: 0.1352 (0.1476) loss_bbox_aux_0: 0.1459 (0.1599) loss_bbox_aux_1: 0.1458 (0.1529) loss_bbox_aux_2: 0.1416 (0.1502) loss_bbox_aux_3: 0.1432 (0.1483) loss_bbox_aux_4: 0.1335 (0.1476) loss_bbox_aux_5: 0.1801 (0.1942) loss_bbox_dn_0: 0.2344 (0.2527) loss_bbox_dn_1: 0.1742 (0.1837) loss_bbox_dn_2: 0.1529 (0.1636) loss_bbox_dn_3: 0.1440 (0.1578) loss_bbox_dn_4: 0.1409 (0.1564) loss_bbox_dn_5: 0.1409 (0.1564) loss_giou: 0.4742 (0.4646) loss_giou_aux_0: 0.5014 (0.4870) loss_giou_aux_1: 0.4903 (0.4748) loss_giou_aux_2: 0.4789 (0.4694) loss_giou_aux_3: 0.4759 (0.4659) loss_giou_aux_4: 0.4697 (0.4649) loss_giou_aux_5: 0.5541 (0.5480) loss_giou_dn_0: 0.5834 (0.5617) loss_giou_dn_1: 0.4745 (0.4538) loss_giou_dn_2: 0.4439 (0.4227) loss_giou_dn_3: 0.4395 (0.4145) loss_giou_dn_4: 0.4367 (0.4123) loss_giou_dn_5: 0.4366 (0.4125) loss_vfl: 0.6659 (0.6516) loss_vfl_aux_0: 0.7628 (0.7492) loss_vfl_aux_1: 0.7061 (0.7020) loss_vfl_aux_2: 0.6892 (0.6772) loss_vfl_aux_3: 0.6637 (0.6635) loss_vfl_aux_4: 0.6630 (0.6554) loss_vfl_aux_5: 0.7569 (0.7408) loss_vfl_dn_0: 0.4495 (0.4450) loss_vfl_dn_1: 0.3816 (0.3795) loss_vfl_dn_2: 0.3651 (0.3636) loss_vfl_dn_3: 0.3598 (0.3564) loss_vfl_dn_4: 0.3577 (0.3539) loss_vfl_dn_5: 0.3588 (0.3531) time: 0.4748 data: 0.0143 max mem: 5654 Epoch: [61] [3600/7393] eta: 0:31:09 lr: 0.000010 loss: 14.7573 (15.3154) loss_bbox: 0.1432 (0.1477) loss_bbox_aux_0: 0.1526 (0.1600) loss_bbox_aux_1: 0.1535 (0.1530) loss_bbox_aux_2: 0.1472 (0.1504) loss_bbox_aux_3: 0.1431 (0.1484) loss_bbox_aux_4: 0.1431 (0.1478) loss_bbox_aux_5: 0.1844 (0.1943) loss_bbox_dn_0: 0.2333 (0.2528) loss_bbox_dn_1: 0.1675 (0.1838) loss_bbox_dn_2: 0.1472 (0.1637) loss_bbox_dn_3: 0.1417 (0.1579) loss_bbox_dn_4: 0.1393 (0.1565) loss_bbox_dn_5: 0.1393 (0.1565) loss_giou: 0.4142 (0.4645) loss_giou_aux_0: 0.4480 (0.4869) loss_giou_aux_1: 0.4269 (0.4747) loss_giou_aux_2: 0.4227 (0.4692) loss_giou_aux_3: 0.4174 (0.4657) loss_giou_aux_4: 0.4188 (0.4648) loss_giou_aux_5: 0.5200 (0.5478) loss_giou_dn_0: 0.5163 (0.5616) loss_giou_dn_1: 0.4051 (0.4537) loss_giou_dn_2: 0.3777 (0.4226) loss_giou_dn_3: 0.3680 (0.4144) loss_giou_dn_4: 0.3673 (0.4122) loss_giou_dn_5: 0.3673 (0.4124) loss_vfl: 0.6200 (0.6517) loss_vfl_aux_0: 0.7208 (0.7492) loss_vfl_aux_1: 0.6762 (0.7020) loss_vfl_aux_2: 0.6471 (0.6774) loss_vfl_aux_3: 0.6301 (0.6637) loss_vfl_aux_4: 0.6266 (0.6555) loss_vfl_aux_5: 0.7230 (0.7408) loss_vfl_dn_0: 0.4453 (0.4450) loss_vfl_dn_1: 0.3800 (0.3795) loss_vfl_dn_2: 0.3655 (0.3636) loss_vfl_dn_3: 0.3568 (0.3564) loss_vfl_dn_4: 0.3546 (0.3539) loss_vfl_dn_5: 0.3546 (0.3532) time: 0.4815 data: 0.0145 max mem: 5654 Epoch: [61] [3700/7393] eta: 0:30:19 lr: 0.000010 loss: 15.1678 (15.3115) loss_bbox: 0.1647 (0.1478) loss_bbox_aux_0: 0.1719 (0.1602) loss_bbox_aux_1: 0.1644 (0.1531) loss_bbox_aux_2: 0.1637 (0.1505) loss_bbox_aux_3: 0.1608 (0.1485) loss_bbox_aux_4: 0.1629 (0.1479) loss_bbox_aux_5: 0.2120 (0.1945) loss_bbox_dn_0: 0.2788 (0.2531) loss_bbox_dn_1: 0.2037 (0.1841) loss_bbox_dn_2: 0.1840 (0.1640) loss_bbox_dn_3: 0.1788 (0.1581) loss_bbox_dn_4: 0.1792 (0.1567) loss_bbox_dn_5: 0.1791 (0.1567) loss_giou: 0.3920 (0.4638) loss_giou_aux_0: 0.4412 (0.4862) loss_giou_aux_1: 0.4058 (0.4739) loss_giou_aux_2: 0.3960 (0.4685) loss_giou_aux_3: 0.3860 (0.4650) loss_giou_aux_4: 0.3916 (0.4641) loss_giou_aux_5: 0.4993 (0.5472) loss_giou_dn_0: 0.5612 (0.5612) loss_giou_dn_1: 0.4513 (0.4533) loss_giou_dn_2: 0.4169 (0.4222) loss_giou_dn_3: 0.4102 (0.4139) loss_giou_dn_4: 0.4084 (0.4118) loss_giou_dn_5: 0.4084 (0.4120) loss_vfl: 0.6282 (0.6519) loss_vfl_aux_0: 0.7591 (0.7494) loss_vfl_aux_1: 0.6985 (0.7023) loss_vfl_aux_2: 0.6651 (0.6776) loss_vfl_aux_3: 0.6669 (0.6639) loss_vfl_aux_4: 0.6454 (0.6557) loss_vfl_aux_5: 0.7454 (0.7409) loss_vfl_dn_0: 0.4418 (0.4450) loss_vfl_dn_1: 0.3744 (0.3795) loss_vfl_dn_2: 0.3599 (0.3636) loss_vfl_dn_3: 0.3561 (0.3564) loss_vfl_dn_4: 0.3550 (0.3538) loss_vfl_dn_5: 0.3554 (0.3531) time: 0.4840 data: 0.0138 max mem: 5654 Epoch: [61] [3800/7393] eta: 0:29:29 lr: 0.000010 loss: 14.5594 (15.3099) loss_bbox: 0.1275 (0.1477) loss_bbox_aux_0: 0.1401 (0.1600) loss_bbox_aux_1: 0.1320 (0.1529) loss_bbox_aux_2: 0.1310 (0.1502) loss_bbox_aux_3: 0.1285 (0.1483) loss_bbox_aux_4: 0.1267 (0.1477) loss_bbox_aux_5: 0.1715 (0.1943) loss_bbox_dn_0: 0.2266 (0.2529) loss_bbox_dn_1: 0.1628 (0.1839) loss_bbox_dn_2: 0.1424 (0.1638) loss_bbox_dn_3: 0.1375 (0.1579) loss_bbox_dn_4: 0.1370 (0.1565) loss_bbox_dn_5: 0.1370 (0.1565) loss_giou: 0.4511 (0.4640) loss_giou_aux_0: 0.4724 (0.4863) loss_giou_aux_1: 0.4601 (0.4740) loss_giou_aux_2: 0.4585 (0.4686) loss_giou_aux_3: 0.4552 (0.4651) loss_giou_aux_4: 0.4514 (0.4642) loss_giou_aux_5: 0.5397 (0.5474) loss_giou_dn_0: 0.5744 (0.5614) loss_giou_dn_1: 0.4535 (0.4534) loss_giou_dn_2: 0.4226 (0.4223) loss_giou_dn_3: 0.4105 (0.4141) loss_giou_dn_4: 0.4081 (0.4119) loss_giou_dn_5: 0.4081 (0.4121) loss_vfl: 0.6377 (0.6517) loss_vfl_aux_0: 0.7082 (0.7492) loss_vfl_aux_1: 0.6614 (0.7022) loss_vfl_aux_2: 0.6464 (0.6775) loss_vfl_aux_3: 0.6399 (0.6639) loss_vfl_aux_4: 0.6415 (0.6556) loss_vfl_aux_5: 0.7151 (0.7407) loss_vfl_dn_0: 0.4387 (0.4450) loss_vfl_dn_1: 0.3809 (0.3795) loss_vfl_dn_2: 0.3667 (0.3636) loss_vfl_dn_3: 0.3611 (0.3564) loss_vfl_dn_4: 0.3564 (0.3539) loss_vfl_dn_5: 0.3558 (0.3531) time: 0.4752 data: 0.0139 max mem: 5654 Epoch: [61] [3900/7393] eta: 0:28:39 lr: 0.000010 loss: 15.2232 (15.3110) loss_bbox: 0.1428 (0.1477) loss_bbox_aux_0: 0.1600 (0.1600) loss_bbox_aux_1: 0.1513 (0.1529) loss_bbox_aux_2: 0.1504 (0.1503) loss_bbox_aux_3: 0.1431 (0.1483) loss_bbox_aux_4: 0.1419 (0.1477) loss_bbox_aux_5: 0.1923 (0.1944) loss_bbox_dn_0: 0.2429 (0.2528) loss_bbox_dn_1: 0.1655 (0.1838) loss_bbox_dn_2: 0.1428 (0.1637) loss_bbox_dn_3: 0.1384 (0.1579) loss_bbox_dn_4: 0.1364 (0.1565) loss_bbox_dn_5: 0.1364 (0.1565) loss_giou: 0.4466 (0.4643) loss_giou_aux_0: 0.4777 (0.4867) loss_giou_aux_1: 0.4573 (0.4743) loss_giou_aux_2: 0.4459 (0.4688) loss_giou_aux_3: 0.4485 (0.4654) loss_giou_aux_4: 0.4466 (0.4645) loss_giou_aux_5: 0.5332 (0.5477) loss_giou_dn_0: 0.5448 (0.5615) loss_giou_dn_1: 0.4241 (0.4536) loss_giou_dn_2: 0.4059 (0.4224) loss_giou_dn_3: 0.4026 (0.4142) loss_giou_dn_4: 0.3994 (0.4121) loss_giou_dn_5: 0.3994 (0.4123) loss_vfl: 0.6282 (0.6513) loss_vfl_aux_0: 0.7388 (0.7488) loss_vfl_aux_1: 0.7096 (0.7021) loss_vfl_aux_2: 0.6685 (0.6775) loss_vfl_aux_3: 0.6413 (0.6637) loss_vfl_aux_4: 0.6388 (0.6552) loss_vfl_aux_5: 0.7689 (0.7405) loss_vfl_dn_0: 0.4471 (0.4450) loss_vfl_dn_1: 0.3717 (0.3795) loss_vfl_dn_2: 0.3580 (0.3636) loss_vfl_dn_3: 0.3467 (0.3564) loss_vfl_dn_4: 0.3463 (0.3539) loss_vfl_dn_5: 0.3456 (0.3531) time: 0.4761 data: 0.0150 max mem: 5654 Epoch: [61] [4000/7393] eta: 0:27:49 lr: 0.000010 loss: 15.5420 (15.3149) loss_bbox: 0.1679 (0.1479) loss_bbox_aux_0: 0.1675 (0.1602) loss_bbox_aux_1: 0.1619 (0.1532) loss_bbox_aux_2: 0.1698 (0.1504) loss_bbox_aux_3: 0.1638 (0.1485) loss_bbox_aux_4: 0.1717 (0.1479) loss_bbox_aux_5: 0.2101 (0.1946) loss_bbox_dn_0: 0.2739 (0.2531) loss_bbox_dn_1: 0.1823 (0.1841) loss_bbox_dn_2: 0.1650 (0.1640) loss_bbox_dn_3: 0.1615 (0.1581) loss_bbox_dn_4: 0.1607 (0.1568) loss_bbox_dn_5: 0.1607 (0.1568) loss_giou: 0.4439 (0.4642) loss_giou_aux_0: 0.4812 (0.4866) loss_giou_aux_1: 0.4676 (0.4742) loss_giou_aux_2: 0.4626 (0.4687) loss_giou_aux_3: 0.4595 (0.4653) loss_giou_aux_4: 0.4497 (0.4644) loss_giou_aux_5: 0.5454 (0.5476) loss_giou_dn_0: 0.5477 (0.5614) loss_giou_dn_1: 0.4346 (0.4535) loss_giou_dn_2: 0.4063 (0.4223) loss_giou_dn_3: 0.3957 (0.4141) loss_giou_dn_4: 0.3937 (0.4120) loss_giou_dn_5: 0.3938 (0.4122) loss_vfl: 0.6661 (0.6515) loss_vfl_aux_0: 0.7280 (0.7492) loss_vfl_aux_1: 0.6992 (0.7024) loss_vfl_aux_2: 0.6775 (0.6778) loss_vfl_aux_3: 0.6485 (0.6639) loss_vfl_aux_4: 0.6539 (0.6555) loss_vfl_aux_5: 0.7367 (0.7406) loss_vfl_dn_0: 0.4381 (0.4451) loss_vfl_dn_1: 0.3830 (0.3796) loss_vfl_dn_2: 0.3653 (0.3636) loss_vfl_dn_3: 0.3629 (0.3565) loss_vfl_dn_4: 0.3585 (0.3539) loss_vfl_dn_5: 0.3598 (0.3532) time: 0.4826 data: 0.0137 max mem: 5654 Epoch: [61] [4100/7393] eta: 0:26:59 lr: 0.000010 loss: 14.8436 (15.3120) loss_bbox: 0.1563 (0.1479) loss_bbox_aux_0: 0.1667 (0.1602) loss_bbox_aux_1: 0.1538 (0.1531) loss_bbox_aux_2: 0.1591 (0.1504) loss_bbox_aux_3: 0.1608 (0.1485) loss_bbox_aux_4: 0.1537 (0.1479) loss_bbox_aux_5: 0.1997 (0.1946) loss_bbox_dn_0: 0.2742 (0.2531) loss_bbox_dn_1: 0.2009 (0.1841) loss_bbox_dn_2: 0.1763 (0.1640) loss_bbox_dn_3: 0.1681 (0.1581) loss_bbox_dn_4: 0.1667 (0.1567) loss_bbox_dn_5: 0.1668 (0.1568) loss_giou: 0.3946 (0.4641) loss_giou_aux_0: 0.4272 (0.4865) loss_giou_aux_1: 0.4075 (0.4741) loss_giou_aux_2: 0.4015 (0.4687) loss_giou_aux_3: 0.3928 (0.4653) loss_giou_aux_4: 0.3901 (0.4643) loss_giou_aux_5: 0.4743 (0.5476) loss_giou_dn_0: 0.5112 (0.5612) loss_giou_dn_1: 0.3984 (0.4533) loss_giou_dn_2: 0.3708 (0.4222) loss_giou_dn_3: 0.3652 (0.4140) loss_giou_dn_4: 0.3655 (0.4118) loss_giou_dn_5: 0.3662 (0.4120) loss_vfl: 0.6345 (0.6515) loss_vfl_aux_0: 0.7345 (0.7490) loss_vfl_aux_1: 0.6857 (0.7022) loss_vfl_aux_2: 0.6530 (0.6777) loss_vfl_aux_3: 0.6417 (0.6638) loss_vfl_aux_4: 0.6292 (0.6555) loss_vfl_aux_5: 0.7323 (0.7403) loss_vfl_dn_0: 0.4449 (0.4450) loss_vfl_dn_1: 0.3723 (0.3795) loss_vfl_dn_2: 0.3566 (0.3635) loss_vfl_dn_3: 0.3471 (0.3564) loss_vfl_dn_4: 0.3447 (0.3538) loss_vfl_dn_5: 0.3435 (0.3531) time: 0.4800 data: 0.0140 max mem: 5654 Epoch: [61] [4200/7393] eta: 0:26:09 lr: 0.000010 loss: 15.2178 (15.3142) loss_bbox: 0.1352 (0.1478) loss_bbox_aux_0: 0.1532 (0.1601) loss_bbox_aux_1: 0.1419 (0.1531) loss_bbox_aux_2: 0.1383 (0.1503) loss_bbox_aux_3: 0.1353 (0.1485) loss_bbox_aux_4: 0.1316 (0.1478) loss_bbox_aux_5: 0.1787 (0.1945) loss_bbox_dn_0: 0.2324 (0.2530) loss_bbox_dn_1: 0.1735 (0.1841) loss_bbox_dn_2: 0.1598 (0.1640) loss_bbox_dn_3: 0.1532 (0.1581) loss_bbox_dn_4: 0.1489 (0.1567) loss_bbox_dn_5: 0.1489 (0.1568) loss_giou: 0.4835 (0.4641) loss_giou_aux_0: 0.5029 (0.4865) loss_giou_aux_1: 0.5038 (0.4741) loss_giou_aux_2: 0.4906 (0.4687) loss_giou_aux_3: 0.4806 (0.4652) loss_giou_aux_4: 0.4816 (0.4643) loss_giou_aux_5: 0.5746 (0.5476) loss_giou_dn_0: 0.5532 (0.5613) loss_giou_dn_1: 0.4643 (0.4534) loss_giou_dn_2: 0.4352 (0.4222) loss_giou_dn_3: 0.4262 (0.4140) loss_giou_dn_4: 0.4232 (0.4119) loss_giou_dn_5: 0.4233 (0.4121) loss_vfl: 0.6552 (0.6520) loss_vfl_aux_0: 0.7332 (0.7492) loss_vfl_aux_1: 0.7098 (0.7025) loss_vfl_aux_2: 0.6799 (0.6781) loss_vfl_aux_3: 0.6777 (0.6643) loss_vfl_aux_4: 0.6627 (0.6559) loss_vfl_aux_5: 0.7281 (0.7405) loss_vfl_dn_0: 0.4412 (0.4450) loss_vfl_dn_1: 0.3784 (0.3795) loss_vfl_dn_2: 0.3633 (0.3636) loss_vfl_dn_3: 0.3604 (0.3564) loss_vfl_dn_4: 0.3550 (0.3539) loss_vfl_dn_5: 0.3560 (0.3531) time: 0.4849 data: 0.0137 max mem: 5654 Epoch: [61] [4300/7393] eta: 0:25:20 lr: 0.000010 loss: 15.2819 (15.3054) loss_bbox: 0.1514 (0.1478) loss_bbox_aux_0: 0.1642 (0.1601) loss_bbox_aux_1: 0.1542 (0.1530) loss_bbox_aux_2: 0.1514 (0.1502) loss_bbox_aux_3: 0.1485 (0.1484) loss_bbox_aux_4: 0.1489 (0.1478) loss_bbox_aux_5: 0.2026 (0.1945) loss_bbox_dn_0: 0.2460 (0.2532) loss_bbox_dn_1: 0.1870 (0.1842) loss_bbox_dn_2: 0.1648 (0.1640) loss_bbox_dn_3: 0.1624 (0.1582) loss_bbox_dn_4: 0.1596 (0.1568) loss_bbox_dn_5: 0.1597 (0.1569) loss_giou: 0.4203 (0.4633) loss_giou_aux_0: 0.4426 (0.4857) loss_giou_aux_1: 0.4376 (0.4733) loss_giou_aux_2: 0.4326 (0.4678) loss_giou_aux_3: 0.4202 (0.4644) loss_giou_aux_4: 0.4350 (0.4635) loss_giou_aux_5: 0.5067 (0.5469) loss_giou_dn_0: 0.5451 (0.5608) loss_giou_dn_1: 0.4416 (0.4529) loss_giou_dn_2: 0.4158 (0.4217) loss_giou_dn_3: 0.4011 (0.4135) loss_giou_dn_4: 0.3979 (0.4113) loss_giou_dn_5: 0.3980 (0.4115) loss_vfl: 0.6317 (0.6520) loss_vfl_aux_0: 0.7242 (0.7492) loss_vfl_aux_1: 0.6844 (0.7026) loss_vfl_aux_2: 0.6703 (0.6782) loss_vfl_aux_3: 0.6418 (0.6643) loss_vfl_aux_4: 0.6389 (0.6559) loss_vfl_aux_5: 0.7323 (0.7406) loss_vfl_dn_0: 0.4412 (0.4450) loss_vfl_dn_1: 0.3848 (0.3794) loss_vfl_dn_2: 0.3625 (0.3635) loss_vfl_dn_3: 0.3537 (0.3563) loss_vfl_dn_4: 0.3497 (0.3538) loss_vfl_dn_5: 0.3497 (0.3530) time: 0.4807 data: 0.0143 max mem: 5654 Epoch: [61] [4400/7393] eta: 0:24:30 lr: 0.000010 loss: 15.3677 (15.3119) loss_bbox: 0.1381 (0.1478) loss_bbox_aux_0: 0.1501 (0.1602) loss_bbox_aux_1: 0.1418 (0.1531) loss_bbox_aux_2: 0.1407 (0.1503) loss_bbox_aux_3: 0.1382 (0.1484) loss_bbox_aux_4: 0.1381 (0.1478) loss_bbox_aux_5: 0.1839 (0.1946) loss_bbox_dn_0: 0.2370 (0.2532) loss_bbox_dn_1: 0.1731 (0.1842) loss_bbox_dn_2: 0.1528 (0.1641) loss_bbox_dn_3: 0.1523 (0.1583) loss_bbox_dn_4: 0.1525 (0.1569) loss_bbox_dn_5: 0.1525 (0.1569) loss_giou: 0.4621 (0.4637) loss_giou_aux_0: 0.4838 (0.4862) loss_giou_aux_1: 0.4743 (0.4738) loss_giou_aux_2: 0.4721 (0.4683) loss_giou_aux_3: 0.4657 (0.4649) loss_giou_aux_4: 0.4624 (0.4639) loss_giou_aux_5: 0.5527 (0.5474) loss_giou_dn_0: 0.5713 (0.5612) loss_giou_dn_1: 0.4616 (0.4533) loss_giou_dn_2: 0.4376 (0.4221) loss_giou_dn_3: 0.4286 (0.4139) loss_giou_dn_4: 0.4281 (0.4118) loss_giou_dn_5: 0.4281 (0.4120) loss_vfl: 0.6345 (0.6519) loss_vfl_aux_0: 0.7386 (0.7491) loss_vfl_aux_1: 0.7000 (0.7025) loss_vfl_aux_2: 0.6781 (0.6782) loss_vfl_aux_3: 0.6477 (0.6642) loss_vfl_aux_4: 0.6394 (0.6559) loss_vfl_aux_5: 0.7065 (0.7404) loss_vfl_dn_0: 0.4418 (0.4450) loss_vfl_dn_1: 0.3844 (0.3795) loss_vfl_dn_2: 0.3688 (0.3636) loss_vfl_dn_3: 0.3604 (0.3564) loss_vfl_dn_4: 0.3605 (0.3539) loss_vfl_dn_5: 0.3561 (0.3531) time: 0.4750 data: 0.0137 max mem: 5654 Epoch: [61] [4500/7393] eta: 0:23:41 lr: 0.000010 loss: 14.9875 (15.3113) loss_bbox: 0.1554 (0.1478) loss_bbox_aux_0: 0.1539 (0.1602) loss_bbox_aux_1: 0.1443 (0.1531) loss_bbox_aux_2: 0.1430 (0.1503) loss_bbox_aux_3: 0.1434 (0.1484) loss_bbox_aux_4: 0.1556 (0.1478) loss_bbox_aux_5: 0.1994 (0.1947) loss_bbox_dn_0: 0.2370 (0.2531) loss_bbox_dn_1: 0.1630 (0.1842) loss_bbox_dn_2: 0.1409 (0.1640) loss_bbox_dn_3: 0.1393 (0.1582) loss_bbox_dn_4: 0.1375 (0.1568) loss_bbox_dn_5: 0.1376 (0.1568) loss_giou: 0.4538 (0.4638) loss_giou_aux_0: 0.4558 (0.4863) loss_giou_aux_1: 0.4588 (0.4738) loss_giou_aux_2: 0.4514 (0.4684) loss_giou_aux_3: 0.4545 (0.4650) loss_giou_aux_4: 0.4620 (0.4640) loss_giou_aux_5: 0.5202 (0.5475) loss_giou_dn_0: 0.5578 (0.5613) loss_giou_dn_1: 0.4492 (0.4534) loss_giou_dn_2: 0.4136 (0.4222) loss_giou_dn_3: 0.4064 (0.4140) loss_giou_dn_4: 0.4037 (0.4118) loss_giou_dn_5: 0.4036 (0.4120) loss_vfl: 0.6340 (0.6518) loss_vfl_aux_0: 0.7272 (0.7490) loss_vfl_aux_1: 0.6976 (0.7023) loss_vfl_aux_2: 0.6702 (0.6781) loss_vfl_aux_3: 0.6432 (0.6641) loss_vfl_aux_4: 0.6324 (0.6557) loss_vfl_aux_5: 0.7187 (0.7402) loss_vfl_dn_0: 0.4349 (0.4450) loss_vfl_dn_1: 0.3751 (0.3795) loss_vfl_dn_2: 0.3592 (0.3635) loss_vfl_dn_3: 0.3525 (0.3564) loss_vfl_dn_4: 0.3502 (0.3538) loss_vfl_dn_5: 0.3491 (0.3531) time: 0.4897 data: 0.0139 max mem: 5654 Epoch: [61] [4600/7393] eta: 0:22:51 lr: 0.000010 loss: 15.0516 (15.3067) loss_bbox: 0.1459 (0.1478) loss_bbox_aux_0: 0.1576 (0.1601) loss_bbox_aux_1: 0.1523 (0.1530) loss_bbox_aux_2: 0.1476 (0.1503) loss_bbox_aux_3: 0.1496 (0.1484) loss_bbox_aux_4: 0.1459 (0.1478) loss_bbox_aux_5: 0.1857 (0.1946) loss_bbox_dn_0: 0.2540 (0.2531) loss_bbox_dn_1: 0.1824 (0.1841) loss_bbox_dn_2: 0.1629 (0.1640) loss_bbox_dn_3: 0.1565 (0.1582) loss_bbox_dn_4: 0.1560 (0.1568) loss_bbox_dn_5: 0.1560 (0.1568) loss_giou: 0.4535 (0.4636) loss_giou_aux_0: 0.4865 (0.4860) loss_giou_aux_1: 0.4683 (0.4736) loss_giou_aux_2: 0.4564 (0.4681) loss_giou_aux_3: 0.4623 (0.4648) loss_giou_aux_4: 0.4634 (0.4638) loss_giou_aux_5: 0.5408 (0.5474) loss_giou_dn_0: 0.5565 (0.5611) loss_giou_dn_1: 0.4351 (0.4531) loss_giou_dn_2: 0.4046 (0.4220) loss_giou_dn_3: 0.3979 (0.4138) loss_giou_dn_4: 0.3977 (0.4116) loss_giou_dn_5: 0.3986 (0.4118) loss_vfl: 0.6496 (0.6516) loss_vfl_aux_0: 0.7343 (0.7489) loss_vfl_aux_1: 0.6996 (0.7023) loss_vfl_aux_2: 0.6714 (0.6778) loss_vfl_aux_3: 0.6581 (0.6638) loss_vfl_aux_4: 0.6458 (0.6555) loss_vfl_aux_5: 0.7281 (0.7400) loss_vfl_dn_0: 0.4459 (0.4449) loss_vfl_dn_1: 0.3809 (0.3794) loss_vfl_dn_2: 0.3603 (0.3634) loss_vfl_dn_3: 0.3563 (0.3563) loss_vfl_dn_4: 0.3546 (0.3537) loss_vfl_dn_5: 0.3521 (0.3530) time: 0.4805 data: 0.0142 max mem: 5654 Epoch: [61] [4700/7393] eta: 0:22:02 lr: 0.000010 loss: 15.1248 (15.3050) loss_bbox: 0.1454 (0.1477) loss_bbox_aux_0: 0.1645 (0.1601) loss_bbox_aux_1: 0.1518 (0.1530) loss_bbox_aux_2: 0.1512 (0.1502) loss_bbox_aux_3: 0.1509 (0.1484) loss_bbox_aux_4: 0.1514 (0.1477) loss_bbox_aux_5: 0.1917 (0.1946) loss_bbox_dn_0: 0.2630 (0.2533) loss_bbox_dn_1: 0.1948 (0.1843) loss_bbox_dn_2: 0.1745 (0.1641) loss_bbox_dn_3: 0.1665 (0.1583) loss_bbox_dn_4: 0.1664 (0.1569) loss_bbox_dn_5: 0.1663 (0.1570) loss_giou: 0.4077 (0.4634) loss_giou_aux_0: 0.4259 (0.4858) loss_giou_aux_1: 0.4157 (0.4733) loss_giou_aux_2: 0.4169 (0.4679) loss_giou_aux_3: 0.4090 (0.4646) loss_giou_aux_4: 0.4078 (0.4636) loss_giou_aux_5: 0.5024 (0.5472) loss_giou_dn_0: 0.5597 (0.5611) loss_giou_dn_1: 0.4452 (0.4530) loss_giou_dn_2: 0.4069 (0.4219) loss_giou_dn_3: 0.3929 (0.4137) loss_giou_dn_4: 0.3917 (0.4115) loss_giou_dn_5: 0.3918 (0.4117) loss_vfl: 0.6670 (0.6516) loss_vfl_aux_0: 0.7744 (0.7489) loss_vfl_aux_1: 0.7023 (0.7023) loss_vfl_aux_2: 0.6759 (0.6779) loss_vfl_aux_3: 0.6695 (0.6638) loss_vfl_aux_4: 0.6493 (0.6556) loss_vfl_aux_5: 0.7478 (0.7401) loss_vfl_dn_0: 0.4390 (0.4449) loss_vfl_dn_1: 0.3774 (0.3793) loss_vfl_dn_2: 0.3593 (0.3634) loss_vfl_dn_3: 0.3506 (0.3562) loss_vfl_dn_4: 0.3489 (0.3537) loss_vfl_dn_5: 0.3470 (0.3530) time: 0.4864 data: 0.0139 max mem: 5654 Epoch: [61] [4800/7393] eta: 0:21:15 lr: 0.000010 loss: 14.9519 (15.3027) loss_bbox: 0.1577 (0.1478) loss_bbox_aux_0: 0.1606 (0.1602) loss_bbox_aux_1: 0.1541 (0.1530) loss_bbox_aux_2: 0.1520 (0.1503) loss_bbox_aux_3: 0.1496 (0.1485) loss_bbox_aux_4: 0.1546 (0.1478) loss_bbox_aux_5: 0.2146 (0.1948) loss_bbox_dn_0: 0.2808 (0.2534) loss_bbox_dn_1: 0.2047 (0.1844) loss_bbox_dn_2: 0.1778 (0.1642) loss_bbox_dn_3: 0.1666 (0.1584) loss_bbox_dn_4: 0.1622 (0.1570) loss_bbox_dn_5: 0.1622 (0.1570) loss_giou: 0.4063 (0.4630) loss_giou_aux_0: 0.4428 (0.4854) loss_giou_aux_1: 0.4273 (0.4729) loss_giou_aux_2: 0.4206 (0.4675) loss_giou_aux_3: 0.4055 (0.4642) loss_giou_aux_4: 0.4128 (0.4632) loss_giou_aux_5: 0.5062 (0.5467) loss_giou_dn_0: 0.5255 (0.5608) loss_giou_dn_1: 0.4148 (0.4528) loss_giou_dn_2: 0.3844 (0.4216) loss_giou_dn_3: 0.3780 (0.4134) loss_giou_dn_4: 0.3740 (0.4113) loss_giou_dn_5: 0.3741 (0.4115) loss_vfl: 0.6524 (0.6518) loss_vfl_aux_0: 0.7712 (0.7492) loss_vfl_aux_1: 0.7206 (0.7025) loss_vfl_aux_2: 0.6703 (0.6781) loss_vfl_aux_3: 0.6577 (0.6640) loss_vfl_aux_4: 0.6503 (0.6558) loss_vfl_aux_5: 0.7625 (0.7402) loss_vfl_dn_0: 0.4405 (0.4449) loss_vfl_dn_1: 0.3748 (0.3793) loss_vfl_dn_2: 0.3552 (0.3633) loss_vfl_dn_3: 0.3489 (0.3562) loss_vfl_dn_4: 0.3462 (0.3536) loss_vfl_dn_5: 0.3454 (0.3529) time: 0.4822 data: 0.0140 max mem: 5654 Epoch: [61] [4900/7393] eta: 0:20:25 lr: 0.000010 loss: 15.4961 (15.2995) loss_bbox: 0.1531 (0.1477) loss_bbox_aux_0: 0.1703 (0.1601) loss_bbox_aux_1: 0.1681 (0.1530) loss_bbox_aux_2: 0.1700 (0.1502) loss_bbox_aux_3: 0.1595 (0.1484) loss_bbox_aux_4: 0.1590 (0.1477) loss_bbox_aux_5: 0.1999 (0.1948) loss_bbox_dn_0: 0.2891 (0.2533) loss_bbox_dn_1: 0.2134 (0.1843) loss_bbox_dn_2: 0.1921 (0.1642) loss_bbox_dn_3: 0.1874 (0.1584) loss_bbox_dn_4: 0.1853 (0.1570) loss_bbox_dn_5: 0.1853 (0.1570) loss_giou: 0.4225 (0.4629) loss_giou_aux_0: 0.4557 (0.4853) loss_giou_aux_1: 0.4409 (0.4728) loss_giou_aux_2: 0.4312 (0.4673) loss_giou_aux_3: 0.4196 (0.4640) loss_giou_aux_4: 0.4230 (0.4630) loss_giou_aux_5: 0.5129 (0.5466) loss_giou_dn_0: 0.5363 (0.5607) loss_giou_dn_1: 0.4281 (0.4527) loss_giou_dn_2: 0.4033 (0.4215) loss_giou_dn_3: 0.3983 (0.4133) loss_giou_dn_4: 0.3950 (0.4112) loss_giou_dn_5: 0.3953 (0.4113) loss_vfl: 0.6531 (0.6517) loss_vfl_aux_0: 0.7346 (0.7492) loss_vfl_aux_1: 0.6855 (0.7024) loss_vfl_aux_2: 0.6665 (0.6779) loss_vfl_aux_3: 0.6574 (0.6638) loss_vfl_aux_4: 0.6603 (0.6556) loss_vfl_aux_5: 0.7347 (0.7402) loss_vfl_dn_0: 0.4453 (0.4448) loss_vfl_dn_1: 0.3783 (0.3792) loss_vfl_dn_2: 0.3575 (0.3633) loss_vfl_dn_3: 0.3500 (0.3561) loss_vfl_dn_4: 0.3482 (0.3536) loss_vfl_dn_5: 0.3455 (0.3528) time: 0.4909 data: 0.0140 max mem: 5654 Epoch: [61] [5000/7393] eta: 0:19:35 lr: 0.000010 loss: 15.7736 (15.3032) loss_bbox: 0.1491 (0.1477) loss_bbox_aux_0: 0.1537 (0.1600) loss_bbox_aux_1: 0.1548 (0.1530) loss_bbox_aux_2: 0.1500 (0.1502) loss_bbox_aux_3: 0.1541 (0.1483) loss_bbox_aux_4: 0.1556 (0.1477) loss_bbox_aux_5: 0.1896 (0.1948) loss_bbox_dn_0: 0.2339 (0.2533) loss_bbox_dn_1: 0.1860 (0.1843) loss_bbox_dn_2: 0.1618 (0.1642) loss_bbox_dn_3: 0.1543 (0.1584) loss_bbox_dn_4: 0.1535 (0.1570) loss_bbox_dn_5: 0.1535 (0.1570) loss_giou: 0.4805 (0.4630) loss_giou_aux_0: 0.5180 (0.4854) loss_giou_aux_1: 0.4946 (0.4729) loss_giou_aux_2: 0.4815 (0.4675) loss_giou_aux_3: 0.4779 (0.4642) loss_giou_aux_4: 0.4852 (0.4631) loss_giou_aux_5: 0.5636 (0.5468) loss_giou_dn_0: 0.5916 (0.5608) loss_giou_dn_1: 0.4723 (0.4528) loss_giou_dn_2: 0.4445 (0.4217) loss_giou_dn_3: 0.4354 (0.4135) loss_giou_dn_4: 0.4319 (0.4113) loss_giou_dn_5: 0.4326 (0.4115) loss_vfl: 0.6720 (0.6520) loss_vfl_aux_0: 0.7654 (0.7495) loss_vfl_aux_1: 0.7127 (0.7026) loss_vfl_aux_2: 0.6792 (0.6782) loss_vfl_aux_3: 0.6795 (0.6642) loss_vfl_aux_4: 0.6736 (0.6560) loss_vfl_aux_5: 0.7502 (0.7403) loss_vfl_dn_0: 0.4420 (0.4448) loss_vfl_dn_1: 0.3793 (0.3792) loss_vfl_dn_2: 0.3619 (0.3633) loss_vfl_dn_3: 0.3559 (0.3562) loss_vfl_dn_4: 0.3537 (0.3536) loss_vfl_dn_5: 0.3529 (0.3529) time: 0.4848 data: 0.0138 max mem: 5654 Epoch: [61] [5100/7393] eta: 0:18:46 lr: 0.000010 loss: 15.3238 (15.3048) loss_bbox: 0.1357 (0.1477) loss_bbox_aux_0: 0.1620 (0.1600) loss_bbox_aux_1: 0.1433 (0.1530) loss_bbox_aux_2: 0.1395 (0.1502) loss_bbox_aux_3: 0.1307 (0.1483) loss_bbox_aux_4: 0.1356 (0.1477) loss_bbox_aux_5: 0.1955 (0.1947) loss_bbox_dn_0: 0.2293 (0.2532) loss_bbox_dn_1: 0.1780 (0.1843) loss_bbox_dn_2: 0.1583 (0.1642) loss_bbox_dn_3: 0.1528 (0.1583) loss_bbox_dn_4: 0.1529 (0.1569) loss_bbox_dn_5: 0.1529 (0.1570) loss_giou: 0.4701 (0.4631) loss_giou_aux_0: 0.4732 (0.4855) loss_giou_aux_1: 0.4716 (0.4730) loss_giou_aux_2: 0.4719 (0.4675) loss_giou_aux_3: 0.4728 (0.4642) loss_giou_aux_4: 0.4686 (0.4632) loss_giou_aux_5: 0.5492 (0.5469) loss_giou_dn_0: 0.5543 (0.5608) loss_giou_dn_1: 0.4456 (0.4529) loss_giou_dn_2: 0.4187 (0.4217) loss_giou_dn_3: 0.4065 (0.4135) loss_giou_dn_4: 0.4053 (0.4114) loss_giou_dn_5: 0.4060 (0.4116) loss_vfl: 0.6518 (0.6522) loss_vfl_aux_0: 0.7403 (0.7497) loss_vfl_aux_1: 0.7229 (0.7028) loss_vfl_aux_2: 0.6973 (0.6784) loss_vfl_aux_3: 0.6944 (0.6644) loss_vfl_aux_4: 0.6745 (0.6562) loss_vfl_aux_5: 0.7178 (0.7403) loss_vfl_dn_0: 0.4384 (0.4448) loss_vfl_dn_1: 0.3742 (0.3793) loss_vfl_dn_2: 0.3628 (0.3633) loss_vfl_dn_3: 0.3557 (0.3562) loss_vfl_dn_4: 0.3524 (0.3537) loss_vfl_dn_5: 0.3512 (0.3529) time: 0.4808 data: 0.0135 max mem: 5654 Epoch: [61] [5200/7393] eta: 0:17:59 lr: 0.000010 loss: 14.9792 (15.3023) loss_bbox: 0.1356 (0.1477) loss_bbox_aux_0: 0.1566 (0.1600) loss_bbox_aux_1: 0.1389 (0.1530) loss_bbox_aux_2: 0.1391 (0.1502) loss_bbox_aux_3: 0.1361 (0.1484) loss_bbox_aux_4: 0.1382 (0.1477) loss_bbox_aux_5: 0.2049 (0.1948) loss_bbox_dn_0: 0.2378 (0.2534) loss_bbox_dn_1: 0.1647 (0.1844) loss_bbox_dn_2: 0.1475 (0.1642) loss_bbox_dn_3: 0.1451 (0.1584) loss_bbox_dn_4: 0.1429 (0.1570) loss_bbox_dn_5: 0.1429 (0.1570) loss_giou: 0.4427 (0.4628) loss_giou_aux_0: 0.4647 (0.4851) loss_giou_aux_1: 0.4466 (0.4727) loss_giou_aux_2: 0.4364 (0.4672) loss_giou_aux_3: 0.4477 (0.4639) loss_giou_aux_4: 0.4404 (0.4629) loss_giou_aux_5: 0.5302 (0.5466) loss_giou_dn_0: 0.5343 (0.5606) loss_giou_dn_1: 0.4214 (0.4526) loss_giou_dn_2: 0.3945 (0.4215) loss_giou_dn_3: 0.3868 (0.4133) loss_giou_dn_4: 0.3838 (0.4111) loss_giou_dn_5: 0.3840 (0.4113) loss_vfl: 0.6562 (0.6522) loss_vfl_aux_0: 0.7375 (0.7497) loss_vfl_aux_1: 0.6983 (0.7028) loss_vfl_aux_2: 0.6778 (0.6784) loss_vfl_aux_3: 0.6555 (0.6645) loss_vfl_aux_4: 0.6399 (0.6562) loss_vfl_aux_5: 0.7351 (0.7403) loss_vfl_dn_0: 0.4374 (0.4448) loss_vfl_dn_1: 0.3748 (0.3792) loss_vfl_dn_2: 0.3580 (0.3633) loss_vfl_dn_3: 0.3473 (0.3562) loss_vfl_dn_4: 0.3465 (0.3536) loss_vfl_dn_5: 0.3465 (0.3529) time: 0.4908 data: 0.0137 max mem: 5654 Epoch: [61] [5300/7393] eta: 0:17:09 lr: 0.000010 loss: 15.2314 (15.3031) loss_bbox: 0.1474 (0.1477) loss_bbox_aux_0: 0.1633 (0.1600) loss_bbox_aux_1: 0.1546 (0.1530) loss_bbox_aux_2: 0.1480 (0.1502) loss_bbox_aux_3: 0.1488 (0.1484) loss_bbox_aux_4: 0.1450 (0.1477) loss_bbox_aux_5: 0.1896 (0.1948) loss_bbox_dn_0: 0.2384 (0.2534) loss_bbox_dn_1: 0.1786 (0.1844) loss_bbox_dn_2: 0.1619 (0.1643) loss_bbox_dn_3: 0.1585 (0.1585) loss_bbox_dn_4: 0.1577 (0.1571) loss_bbox_dn_5: 0.1577 (0.1571) loss_giou: 0.4814 (0.4626) loss_giou_aux_0: 0.4905 (0.4849) loss_giou_aux_1: 0.4570 (0.4724) loss_giou_aux_2: 0.4680 (0.4670) loss_giou_aux_3: 0.4669 (0.4637) loss_giou_aux_4: 0.4738 (0.4627) loss_giou_aux_5: 0.5309 (0.5464) loss_giou_dn_0: 0.5559 (0.5605) loss_giou_dn_1: 0.4439 (0.4526) loss_giou_dn_2: 0.4140 (0.4215) loss_giou_dn_3: 0.4097 (0.4133) loss_giou_dn_4: 0.4096 (0.4111) loss_giou_dn_5: 0.4097 (0.4113) loss_vfl: 0.6549 (0.6525) loss_vfl_aux_0: 0.7540 (0.7502) loss_vfl_aux_1: 0.7136 (0.7032) loss_vfl_aux_2: 0.6762 (0.6787) loss_vfl_aux_3: 0.6747 (0.6648) loss_vfl_aux_4: 0.6563 (0.6564) loss_vfl_aux_5: 0.7451 (0.7407) loss_vfl_dn_0: 0.4455 (0.4449) loss_vfl_dn_1: 0.3773 (0.3792) loss_vfl_dn_2: 0.3624 (0.3633) loss_vfl_dn_3: 0.3555 (0.3562) loss_vfl_dn_4: 0.3536 (0.3537) loss_vfl_dn_5: 0.3532 (0.3529) time: 0.4806 data: 0.0144 max mem: 5654 Epoch: [61] [5400/7393] eta: 0:16:20 lr: 0.000010 loss: 14.6089 (15.3012) loss_bbox: 0.1352 (0.1477) loss_bbox_aux_0: 0.1498 (0.1600) loss_bbox_aux_1: 0.1412 (0.1530) loss_bbox_aux_2: 0.1373 (0.1502) loss_bbox_aux_3: 0.1339 (0.1484) loss_bbox_aux_4: 0.1359 (0.1477) loss_bbox_aux_5: 0.1782 (0.1947) loss_bbox_dn_0: 0.2308 (0.2533) loss_bbox_dn_1: 0.1709 (0.1844) loss_bbox_dn_2: 0.1560 (0.1643) loss_bbox_dn_3: 0.1439 (0.1585) loss_bbox_dn_4: 0.1440 (0.1571) loss_bbox_dn_5: 0.1440 (0.1571) loss_giou: 0.4080 (0.4625) loss_giou_aux_0: 0.4697 (0.4848) loss_giou_aux_1: 0.4261 (0.4723) loss_giou_aux_2: 0.4176 (0.4669) loss_giou_aux_3: 0.4133 (0.4636) loss_giou_aux_4: 0.4094 (0.4627) loss_giou_aux_5: 0.5268 (0.5463) loss_giou_dn_0: 0.5651 (0.5605) loss_giou_dn_1: 0.4525 (0.4525) loss_giou_dn_2: 0.4201 (0.4214) loss_giou_dn_3: 0.4091 (0.4132) loss_giou_dn_4: 0.4021 (0.4111) loss_giou_dn_5: 0.4021 (0.4112) loss_vfl: 0.6395 (0.6524) loss_vfl_aux_0: 0.7185 (0.7500) loss_vfl_aux_1: 0.6860 (0.7031) loss_vfl_aux_2: 0.6733 (0.6786) loss_vfl_aux_3: 0.6534 (0.6646) loss_vfl_aux_4: 0.6426 (0.6563) loss_vfl_aux_5: 0.7153 (0.7406) loss_vfl_dn_0: 0.4480 (0.4449) loss_vfl_dn_1: 0.3783 (0.3792) loss_vfl_dn_2: 0.3632 (0.3633) loss_vfl_dn_3: 0.3553 (0.3562) loss_vfl_dn_4: 0.3544 (0.3536) loss_vfl_dn_5: 0.3518 (0.3529) time: 0.4759 data: 0.0141 max mem: 5654 Epoch: [61] [5500/7393] eta: 0:15:30 lr: 0.000010 loss: 15.4112 (15.3020) loss_bbox: 0.1419 (0.1478) loss_bbox_aux_0: 0.1538 (0.1602) loss_bbox_aux_1: 0.1508 (0.1531) loss_bbox_aux_2: 0.1473 (0.1503) loss_bbox_aux_3: 0.1474 (0.1485) loss_bbox_aux_4: 0.1475 (0.1478) loss_bbox_aux_5: 0.1931 (0.1949) loss_bbox_dn_0: 0.2397 (0.2536) loss_bbox_dn_1: 0.1700 (0.1846) loss_bbox_dn_2: 0.1538 (0.1644) loss_bbox_dn_3: 0.1461 (0.1586) loss_bbox_dn_4: 0.1451 (0.1572) loss_bbox_dn_5: 0.1451 (0.1572) loss_giou: 0.4122 (0.4624) loss_giou_aux_0: 0.4588 (0.4847) loss_giou_aux_1: 0.4210 (0.4722) loss_giou_aux_2: 0.4368 (0.4668) loss_giou_aux_3: 0.4122 (0.4635) loss_giou_aux_4: 0.4120 (0.4625) loss_giou_aux_5: 0.5082 (0.5461) loss_giou_dn_0: 0.5564 (0.5604) loss_giou_dn_1: 0.4523 (0.4525) loss_giou_dn_2: 0.4168 (0.4213) loss_giou_dn_3: 0.4098 (0.4131) loss_giou_dn_4: 0.4052 (0.4110) loss_giou_dn_5: 0.4051 (0.4112) loss_vfl: 0.6602 (0.6524) loss_vfl_aux_0: 0.7362 (0.7501) loss_vfl_aux_1: 0.6837 (0.7032) loss_vfl_aux_2: 0.6855 (0.6787) loss_vfl_aux_3: 0.6643 (0.6647) loss_vfl_aux_4: 0.6660 (0.6565) loss_vfl_aux_5: 0.7319 (0.7407) loss_vfl_dn_0: 0.4436 (0.4449) loss_vfl_dn_1: 0.3841 (0.3792) loss_vfl_dn_2: 0.3664 (0.3632) loss_vfl_dn_3: 0.3571 (0.3561) loss_vfl_dn_4: 0.3560 (0.3536) loss_vfl_dn_5: 0.3545 (0.3529) time: 0.4807 data: 0.0141 max mem: 5654 Epoch: [61] [5600/7393] eta: 0:14:41 lr: 0.000010 loss: 15.0232 (15.3038) loss_bbox: 0.1382 (0.1478) loss_bbox_aux_0: 0.1485 (0.1602) loss_bbox_aux_1: 0.1445 (0.1532) loss_bbox_aux_2: 0.1396 (0.1504) loss_bbox_aux_3: 0.1395 (0.1485) loss_bbox_aux_4: 0.1360 (0.1479) loss_bbox_aux_5: 0.1846 (0.1950) loss_bbox_dn_0: 0.2326 (0.2535) loss_bbox_dn_1: 0.1692 (0.1846) loss_bbox_dn_2: 0.1504 (0.1644) loss_bbox_dn_3: 0.1434 (0.1586) loss_bbox_dn_4: 0.1422 (0.1572) loss_bbox_dn_5: 0.1422 (0.1572) loss_giou: 0.4405 (0.4624) loss_giou_aux_0: 0.4613 (0.4848) loss_giou_aux_1: 0.4538 (0.4722) loss_giou_aux_2: 0.4552 (0.4668) loss_giou_aux_3: 0.4406 (0.4635) loss_giou_aux_4: 0.4427 (0.4625) loss_giou_aux_5: 0.5461 (0.5462) loss_giou_dn_0: 0.5407 (0.5604) loss_giou_dn_1: 0.4379 (0.4525) loss_giou_dn_2: 0.4095 (0.4214) loss_giou_dn_3: 0.3972 (0.4131) loss_giou_dn_4: 0.3977 (0.4110) loss_giou_dn_5: 0.3979 (0.4112) loss_vfl: 0.6391 (0.6526) loss_vfl_aux_0: 0.7379 (0.7502) loss_vfl_aux_1: 0.6799 (0.7034) loss_vfl_aux_2: 0.6621 (0.6789) loss_vfl_aux_3: 0.6446 (0.6648) loss_vfl_aux_4: 0.6387 (0.6566) loss_vfl_aux_5: 0.7233 (0.7407) loss_vfl_dn_0: 0.4458 (0.4449) loss_vfl_dn_1: 0.3804 (0.3792) loss_vfl_dn_2: 0.3678 (0.3633) loss_vfl_dn_3: 0.3617 (0.3562) loss_vfl_dn_4: 0.3576 (0.3536) loss_vfl_dn_5: 0.3567 (0.3529) time: 0.4817 data: 0.0138 max mem: 5654 Epoch: [61] [5700/7393] eta: 0:13:53 lr: 0.000010 loss: 15.3758 (15.3042) loss_bbox: 0.1339 (0.1478) loss_bbox_aux_0: 0.1463 (0.1602) loss_bbox_aux_1: 0.1391 (0.1531) loss_bbox_aux_2: 0.1363 (0.1503) loss_bbox_aux_3: 0.1346 (0.1485) loss_bbox_aux_4: 0.1337 (0.1478) loss_bbox_aux_5: 0.1743 (0.1950) loss_bbox_dn_0: 0.1997 (0.2536) loss_bbox_dn_1: 0.1526 (0.1846) loss_bbox_dn_2: 0.1369 (0.1645) loss_bbox_dn_3: 0.1338 (0.1586) loss_bbox_dn_4: 0.1322 (0.1572) loss_bbox_dn_5: 0.1322 (0.1572) loss_giou: 0.5160 (0.4623) loss_giou_aux_0: 0.5210 (0.4847) loss_giou_aux_1: 0.5179 (0.4722) loss_giou_aux_2: 0.5226 (0.4667) loss_giou_aux_3: 0.5200 (0.4635) loss_giou_aux_4: 0.5254 (0.4625) loss_giou_aux_5: 0.5939 (0.5462) loss_giou_dn_0: 0.5701 (0.5605) loss_giou_dn_1: 0.4656 (0.4526) loss_giou_dn_2: 0.4460 (0.4214) loss_giou_dn_3: 0.4391 (0.4132) loss_giou_dn_4: 0.4375 (0.4110) loss_giou_dn_5: 0.4375 (0.4112) loss_vfl: 0.6594 (0.6527) loss_vfl_aux_0: 0.7465 (0.7503) loss_vfl_aux_1: 0.7078 (0.7035) loss_vfl_aux_2: 0.6849 (0.6789) loss_vfl_aux_3: 0.6801 (0.6650) loss_vfl_aux_4: 0.6690 (0.6567) loss_vfl_aux_5: 0.7422 (0.7407) loss_vfl_dn_0: 0.4507 (0.4449) loss_vfl_dn_1: 0.3786 (0.3792) loss_vfl_dn_2: 0.3659 (0.3632) loss_vfl_dn_3: 0.3588 (0.3561) loss_vfl_dn_4: 0.3532 (0.3536) loss_vfl_dn_5: 0.3534 (0.3529) time: 0.7577 data: 0.0139 max mem: 5654 Epoch: [61] [5800/7393] eta: 0:13:03 lr: 0.000010 loss: 15.2316 (15.3046) loss_bbox: 0.1501 (0.1477) loss_bbox_aux_0: 0.1638 (0.1602) loss_bbox_aux_1: 0.1448 (0.1531) loss_bbox_aux_2: 0.1526 (0.1503) loss_bbox_aux_3: 0.1522 (0.1484) loss_bbox_aux_4: 0.1504 (0.1478) loss_bbox_aux_5: 0.1971 (0.1950) loss_bbox_dn_0: 0.2396 (0.2536) loss_bbox_dn_1: 0.1870 (0.1846) loss_bbox_dn_2: 0.1644 (0.1644) loss_bbox_dn_3: 0.1597 (0.1586) loss_bbox_dn_4: 0.1592 (0.1572) loss_bbox_dn_5: 0.1592 (0.1572) loss_giou: 0.4444 (0.4623) loss_giou_aux_0: 0.4696 (0.4848) loss_giou_aux_1: 0.4613 (0.4722) loss_giou_aux_2: 0.4672 (0.4668) loss_giou_aux_3: 0.4553 (0.4635) loss_giou_aux_4: 0.4378 (0.4625) loss_giou_aux_5: 0.5518 (0.5462) loss_giou_dn_0: 0.5715 (0.5604) loss_giou_dn_1: 0.4595 (0.4525) loss_giou_dn_2: 0.4311 (0.4214) loss_giou_dn_3: 0.4229 (0.4132) loss_giou_dn_4: 0.4191 (0.4110) loss_giou_dn_5: 0.4191 (0.4112) loss_vfl: 0.6610 (0.6528) loss_vfl_aux_0: 0.7548 (0.7504) loss_vfl_aux_1: 0.7065 (0.7037) loss_vfl_aux_2: 0.6772 (0.6789) loss_vfl_aux_3: 0.6726 (0.6650) loss_vfl_aux_4: 0.6397 (0.6568) loss_vfl_aux_5: 0.7498 (0.7408) loss_vfl_dn_0: 0.4480 (0.4449) loss_vfl_dn_1: 0.3871 (0.3792) loss_vfl_dn_2: 0.3654 (0.3633) loss_vfl_dn_3: 0.3594 (0.3561) loss_vfl_dn_4: 0.3611 (0.3536) loss_vfl_dn_5: 0.3603 (0.3529) time: 0.4726 data: 0.0140 max mem: 5654 Epoch: [61] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 14.9870 (15.3031) loss_bbox: 0.1378 (0.1477) loss_bbox_aux_0: 0.1506 (0.1602) loss_bbox_aux_1: 0.1475 (0.1531) loss_bbox_aux_2: 0.1409 (0.1503) loss_bbox_aux_3: 0.1403 (0.1484) loss_bbox_aux_4: 0.1398 (0.1477) loss_bbox_aux_5: 0.1854 (0.1950) loss_bbox_dn_0: 0.2335 (0.2535) loss_bbox_dn_1: 0.1735 (0.1845) loss_bbox_dn_2: 0.1369 (0.1644) loss_bbox_dn_3: 0.1373 (0.1585) loss_bbox_dn_4: 0.1388 (0.1571) loss_bbox_dn_5: 0.1388 (0.1571) loss_giou: 0.4300 (0.4624) loss_giou_aux_0: 0.4368 (0.4848) loss_giou_aux_1: 0.4340 (0.4723) loss_giou_aux_2: 0.4316 (0.4669) loss_giou_aux_3: 0.4304 (0.4636) loss_giou_aux_4: 0.4307 (0.4626) loss_giou_aux_5: 0.5004 (0.5463) loss_giou_dn_0: 0.5455 (0.5605) loss_giou_dn_1: 0.4376 (0.4526) loss_giou_dn_2: 0.3971 (0.4214) loss_giou_dn_3: 0.3883 (0.4132) loss_giou_dn_4: 0.3866 (0.4111) loss_giou_dn_5: 0.3866 (0.4112) loss_vfl: 0.6378 (0.6526) loss_vfl_aux_0: 0.7214 (0.7503) loss_vfl_aux_1: 0.6894 (0.7035) loss_vfl_aux_2: 0.6704 (0.6786) loss_vfl_aux_3: 0.6551 (0.6648) loss_vfl_aux_4: 0.6390 (0.6566) loss_vfl_aux_5: 0.7122 (0.7407) loss_vfl_dn_0: 0.4451 (0.4449) loss_vfl_dn_1: 0.3762 (0.3792) loss_vfl_dn_2: 0.3641 (0.3632) loss_vfl_dn_3: 0.3584 (0.3561) loss_vfl_dn_4: 0.3519 (0.3536) loss_vfl_dn_5: 0.3529 (0.3529) time: 0.4735 data: 0.0144 max mem: 5654 Epoch: [61] [6000/7393] eta: 0:11:26 lr: 0.000010 loss: 15.7085 (15.3053) loss_bbox: 0.1611 (0.1478) loss_bbox_aux_0: 0.1629 (0.1602) loss_bbox_aux_1: 0.1580 (0.1532) loss_bbox_aux_2: 0.1559 (0.1504) loss_bbox_aux_3: 0.1549 (0.1485) loss_bbox_aux_4: 0.1546 (0.1478) loss_bbox_aux_5: 0.1920 (0.1950) loss_bbox_dn_0: 0.2591 (0.2536) loss_bbox_dn_1: 0.1849 (0.1846) loss_bbox_dn_2: 0.1603 (0.1644) loss_bbox_dn_3: 0.1563 (0.1586) loss_bbox_dn_4: 0.1554 (0.1572) loss_bbox_dn_5: 0.1554 (0.1572) loss_giou: 0.4482 (0.4624) loss_giou_aux_0: 0.4732 (0.4847) loss_giou_aux_1: 0.4532 (0.4722) loss_giou_aux_2: 0.4450 (0.4669) loss_giou_aux_3: 0.4573 (0.4636) loss_giou_aux_4: 0.4503 (0.4625) loss_giou_aux_5: 0.5261 (0.5462) loss_giou_dn_0: 0.5774 (0.5605) loss_giou_dn_1: 0.4798 (0.4526) loss_giou_dn_2: 0.4531 (0.4214) loss_giou_dn_3: 0.4434 (0.4132) loss_giou_dn_4: 0.4419 (0.4110) loss_giou_dn_5: 0.4421 (0.4112) loss_vfl: 0.6777 (0.6527) loss_vfl_aux_0: 0.7541 (0.7504) loss_vfl_aux_1: 0.7177 (0.7037) loss_vfl_aux_2: 0.6928 (0.6788) loss_vfl_aux_3: 0.6829 (0.6649) loss_vfl_aux_4: 0.6717 (0.6567) loss_vfl_aux_5: 0.7749 (0.7408) loss_vfl_dn_0: 0.4469 (0.4449) loss_vfl_dn_1: 0.3883 (0.3793) loss_vfl_dn_2: 0.3764 (0.3633) loss_vfl_dn_3: 0.3681 (0.3562) loss_vfl_dn_4: 0.3666 (0.3537) loss_vfl_dn_5: 0.3658 (0.3529) time: 0.4823 data: 0.0138 max mem: 5654 Epoch: [61] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 14.6639 (15.3046) loss_bbox: 0.1474 (0.1478) loss_bbox_aux_0: 0.1555 (0.1603) loss_bbox_aux_1: 0.1512 (0.1532) loss_bbox_aux_2: 0.1531 (0.1504) loss_bbox_aux_3: 0.1494 (0.1486) loss_bbox_aux_4: 0.1481 (0.1479) loss_bbox_aux_5: 0.1860 (0.1951) loss_bbox_dn_0: 0.2379 (0.2538) loss_bbox_dn_1: 0.1730 (0.1848) loss_bbox_dn_2: 0.1538 (0.1646) loss_bbox_dn_3: 0.1503 (0.1587) loss_bbox_dn_4: 0.1489 (0.1573) loss_bbox_dn_5: 0.1489 (0.1574) loss_giou: 0.4035 (0.4621) loss_giou_aux_0: 0.4451 (0.4845) loss_giou_aux_1: 0.4175 (0.4719) loss_giou_aux_2: 0.4132 (0.4666) loss_giou_aux_3: 0.4130 (0.4633) loss_giou_aux_4: 0.4121 (0.4623) loss_giou_aux_5: 0.5170 (0.5459) loss_giou_dn_0: 0.5334 (0.5604) loss_giou_dn_1: 0.4336 (0.4524) loss_giou_dn_2: 0.3935 (0.4213) loss_giou_dn_3: 0.3870 (0.4130) loss_giou_dn_4: 0.3854 (0.4109) loss_giou_dn_5: 0.3855 (0.4111) loss_vfl: 0.6731 (0.6528) loss_vfl_aux_0: 0.7283 (0.7506) loss_vfl_aux_1: 0.7019 (0.7039) loss_vfl_aux_2: 0.6750 (0.6788) loss_vfl_aux_3: 0.6868 (0.6650) loss_vfl_aux_4: 0.6754 (0.6568) loss_vfl_aux_5: 0.7191 (0.7410) loss_vfl_dn_0: 0.4395 (0.4449) loss_vfl_dn_1: 0.3709 (0.3792) loss_vfl_dn_2: 0.3596 (0.3633) loss_vfl_dn_3: 0.3532 (0.3562) loss_vfl_dn_4: 0.3486 (0.3536) loss_vfl_dn_5: 0.3488 (0.3529) time: 0.4937 data: 0.0140 max mem: 5654 Epoch: [61] [6200/7393] eta: 0:09:47 lr: 0.000010 loss: 15.3610 (15.3056) loss_bbox: 0.1360 (0.1478) loss_bbox_aux_0: 0.1508 (0.1603) loss_bbox_aux_1: 0.1447 (0.1532) loss_bbox_aux_2: 0.1425 (0.1504) loss_bbox_aux_3: 0.1343 (0.1485) loss_bbox_aux_4: 0.1374 (0.1478) loss_bbox_aux_5: 0.1894 (0.1951) loss_bbox_dn_0: 0.2644 (0.2538) loss_bbox_dn_1: 0.1866 (0.1848) loss_bbox_dn_2: 0.1669 (0.1646) loss_bbox_dn_3: 0.1625 (0.1587) loss_bbox_dn_4: 0.1606 (0.1573) loss_bbox_dn_5: 0.1606 (0.1574) loss_giou: 0.4184 (0.4620) loss_giou_aux_0: 0.4451 (0.4844) loss_giou_aux_1: 0.4280 (0.4718) loss_giou_aux_2: 0.4237 (0.4665) loss_giou_aux_3: 0.4214 (0.4632) loss_giou_aux_4: 0.4243 (0.4622) loss_giou_aux_5: 0.5001 (0.5458) loss_giou_dn_0: 0.5482 (0.5604) loss_giou_dn_1: 0.4433 (0.4524) loss_giou_dn_2: 0.4147 (0.4213) loss_giou_dn_3: 0.4073 (0.4130) loss_giou_dn_4: 0.4058 (0.4109) loss_giou_dn_5: 0.4057 (0.4111) loss_vfl: 0.6770 (0.6531) loss_vfl_aux_0: 0.7895 (0.7508) loss_vfl_aux_1: 0.7169 (0.7041) loss_vfl_aux_2: 0.7119 (0.6792) loss_vfl_aux_3: 0.6981 (0.6653) loss_vfl_aux_4: 0.6860 (0.6570) loss_vfl_aux_5: 0.7590 (0.7413) loss_vfl_dn_0: 0.4443 (0.4450) loss_vfl_dn_1: 0.3800 (0.3793) loss_vfl_dn_2: 0.3604 (0.3633) loss_vfl_dn_3: 0.3505 (0.3562) loss_vfl_dn_4: 0.3477 (0.3536) loss_vfl_dn_5: 0.3491 (0.3529) time: 0.4914 data: 0.0141 max mem: 5654 Epoch: [61] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 15.3812 (15.3061) loss_bbox: 0.1384 (0.1478) loss_bbox_aux_0: 0.1462 (0.1603) loss_bbox_aux_1: 0.1397 (0.1532) loss_bbox_aux_2: 0.1421 (0.1504) loss_bbox_aux_3: 0.1368 (0.1485) loss_bbox_aux_4: 0.1381 (0.1478) loss_bbox_aux_5: 0.1731 (0.1951) loss_bbox_dn_0: 0.2248 (0.2539) loss_bbox_dn_1: 0.1699 (0.1848) loss_bbox_dn_2: 0.1539 (0.1646) loss_bbox_dn_3: 0.1479 (0.1587) loss_bbox_dn_4: 0.1467 (0.1573) loss_bbox_dn_5: 0.1467 (0.1573) loss_giou: 0.4785 (0.4620) loss_giou_aux_0: 0.4928 (0.4844) loss_giou_aux_1: 0.4855 (0.4718) loss_giou_aux_2: 0.4785 (0.4665) loss_giou_aux_3: 0.4817 (0.4632) loss_giou_aux_4: 0.4785 (0.4622) loss_giou_aux_5: 0.5593 (0.5459) loss_giou_dn_0: 0.5607 (0.5604) loss_giou_dn_1: 0.4473 (0.4525) loss_giou_dn_2: 0.4201 (0.4213) loss_giou_dn_3: 0.4140 (0.4130) loss_giou_dn_4: 0.4135 (0.4109) loss_giou_dn_5: 0.4136 (0.4111) loss_vfl: 0.6368 (0.6532) loss_vfl_aux_0: 0.7147 (0.7508) loss_vfl_aux_1: 0.6880 (0.7042) loss_vfl_aux_2: 0.6678 (0.6792) loss_vfl_aux_3: 0.6456 (0.6654) loss_vfl_aux_4: 0.6439 (0.6571) loss_vfl_aux_5: 0.6946 (0.7412) loss_vfl_dn_0: 0.4422 (0.4449) loss_vfl_dn_1: 0.3761 (0.3793) loss_vfl_dn_2: 0.3634 (0.3633) loss_vfl_dn_3: 0.3583 (0.3562) loss_vfl_dn_4: 0.3541 (0.3537) loss_vfl_dn_5: 0.3564 (0.3529) time: 0.4689 data: 0.0140 max mem: 5654 Epoch: [61] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 15.2662 (15.3074) loss_bbox: 0.1348 (0.1478) loss_bbox_aux_0: 0.1475 (0.1603) loss_bbox_aux_1: 0.1282 (0.1532) loss_bbox_aux_2: 0.1327 (0.1504) loss_bbox_aux_3: 0.1345 (0.1485) loss_bbox_aux_4: 0.1267 (0.1478) loss_bbox_aux_5: 0.1872 (0.1951) loss_bbox_dn_0: 0.2494 (0.2538) loss_bbox_dn_1: 0.1791 (0.1848) loss_bbox_dn_2: 0.1545 (0.1646) loss_bbox_dn_3: 0.1479 (0.1587) loss_bbox_dn_4: 0.1459 (0.1573) loss_bbox_dn_5: 0.1459 (0.1574) loss_giou: 0.4760 (0.4620) loss_giou_aux_0: 0.4986 (0.4844) loss_giou_aux_1: 0.4778 (0.4717) loss_giou_aux_2: 0.4810 (0.4665) loss_giou_aux_3: 0.4742 (0.4632) loss_giou_aux_4: 0.4760 (0.4622) loss_giou_aux_5: 0.5582 (0.5459) loss_giou_dn_0: 0.5676 (0.5604) loss_giou_dn_1: 0.4555 (0.4525) loss_giou_dn_2: 0.4267 (0.4213) loss_giou_dn_3: 0.4212 (0.4130) loss_giou_dn_4: 0.4201 (0.4109) loss_giou_dn_5: 0.4202 (0.4111) loss_vfl: 0.6311 (0.6533) loss_vfl_aux_0: 0.7482 (0.7510) loss_vfl_aux_1: 0.7093 (0.7045) loss_vfl_aux_2: 0.6758 (0.6793) loss_vfl_aux_3: 0.6350 (0.6655) loss_vfl_aux_4: 0.6332 (0.6572) loss_vfl_aux_5: 0.7300 (0.7412) loss_vfl_dn_0: 0.4421 (0.4450) loss_vfl_dn_1: 0.3794 (0.3793) loss_vfl_dn_2: 0.3651 (0.3633) loss_vfl_dn_3: 0.3595 (0.3562) loss_vfl_dn_4: 0.3560 (0.3537) loss_vfl_dn_5: 0.3560 (0.3530) time: 0.4903 data: 0.0144 max mem: 5654 Epoch: [61] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.0567 (15.3048) loss_bbox: 0.1507 (0.1477) loss_bbox_aux_0: 0.1595 (0.1602) loss_bbox_aux_1: 0.1416 (0.1531) loss_bbox_aux_2: 0.1482 (0.1503) loss_bbox_aux_3: 0.1431 (0.1484) loss_bbox_aux_4: 0.1506 (0.1478) loss_bbox_aux_5: 0.1965 (0.1950) loss_bbox_dn_0: 0.2557 (0.2537) loss_bbox_dn_1: 0.1793 (0.1847) loss_bbox_dn_2: 0.1520 (0.1644) loss_bbox_dn_3: 0.1438 (0.1586) loss_bbox_dn_4: 0.1411 (0.1572) loss_bbox_dn_5: 0.1411 (0.1573) loss_giou: 0.4712 (0.4619) loss_giou_aux_0: 0.4845 (0.4844) loss_giou_aux_1: 0.4749 (0.4716) loss_giou_aux_2: 0.4761 (0.4664) loss_giou_aux_3: 0.4737 (0.4631) loss_giou_aux_4: 0.4738 (0.4621) loss_giou_aux_5: 0.5337 (0.5459) loss_giou_dn_0: 0.5728 (0.5605) loss_giou_dn_1: 0.4550 (0.4525) loss_giou_dn_2: 0.4164 (0.4212) loss_giou_dn_3: 0.4081 (0.4130) loss_giou_dn_4: 0.4077 (0.4109) loss_giou_dn_5: 0.4078 (0.4111) loss_vfl: 0.6355 (0.6532) loss_vfl_aux_0: 0.7255 (0.7509) loss_vfl_aux_1: 0.6823 (0.7044) loss_vfl_aux_2: 0.6510 (0.6792) loss_vfl_aux_3: 0.6365 (0.6654) loss_vfl_aux_4: 0.6269 (0.6571) loss_vfl_aux_5: 0.7357 (0.7410) loss_vfl_dn_0: 0.4381 (0.4450) loss_vfl_dn_1: 0.3758 (0.3793) loss_vfl_dn_2: 0.3639 (0.3633) loss_vfl_dn_3: 0.3557 (0.3562) loss_vfl_dn_4: 0.3556 (0.3537) loss_vfl_dn_5: 0.3541 (0.3530) time: 0.4765 data: 0.0138 max mem: 5654 Epoch: [61] [6600/7393] eta: 0:06:29 lr: 0.000010 loss: 14.8629 (15.3077) loss_bbox: 0.1436 (0.1477) loss_bbox_aux_0: 0.1491 (0.1601) loss_bbox_aux_1: 0.1423 (0.1530) loss_bbox_aux_2: 0.1429 (0.1503) loss_bbox_aux_3: 0.1421 (0.1484) loss_bbox_aux_4: 0.1435 (0.1477) loss_bbox_aux_5: 0.1866 (0.1950) loss_bbox_dn_0: 0.2406 (0.2536) loss_bbox_dn_1: 0.1851 (0.1846) loss_bbox_dn_2: 0.1657 (0.1644) loss_bbox_dn_3: 0.1637 (0.1586) loss_bbox_dn_4: 0.1628 (0.1572) loss_bbox_dn_5: 0.1628 (0.1572) loss_giou: 0.4522 (0.4621) loss_giou_aux_0: 0.4693 (0.4845) loss_giou_aux_1: 0.4569 (0.4719) loss_giou_aux_2: 0.4625 (0.4666) loss_giou_aux_3: 0.4595 (0.4633) loss_giou_aux_4: 0.4521 (0.4623) loss_giou_aux_5: 0.5426 (0.5461) loss_giou_dn_0: 0.5663 (0.5606) loss_giou_dn_1: 0.4621 (0.4526) loss_giou_dn_2: 0.4248 (0.4214) loss_giou_dn_3: 0.4138 (0.4132) loss_giou_dn_4: 0.4142 (0.4110) loss_giou_dn_5: 0.4141 (0.4112) loss_vfl: 0.6291 (0.6534) loss_vfl_aux_0: 0.7469 (0.7510) loss_vfl_aux_1: 0.6824 (0.7045) loss_vfl_aux_2: 0.6500 (0.6795) loss_vfl_aux_3: 0.6392 (0.6656) loss_vfl_aux_4: 0.6260 (0.6573) loss_vfl_aux_5: 0.7303 (0.7412) loss_vfl_dn_0: 0.4462 (0.4450) loss_vfl_dn_1: 0.3839 (0.3793) loss_vfl_dn_2: 0.3660 (0.3634) loss_vfl_dn_3: 0.3584 (0.3563) loss_vfl_dn_4: 0.3565 (0.3537) loss_vfl_dn_5: 0.3558 (0.3530) time: 0.4811 data: 0.0138 max mem: 5654 Epoch: [61] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.3057 (15.3051) loss_bbox: 0.1452 (0.1477) loss_bbox_aux_0: 0.1730 (0.1602) loss_bbox_aux_1: 0.1527 (0.1531) loss_bbox_aux_2: 0.1462 (0.1503) loss_bbox_aux_3: 0.1451 (0.1484) loss_bbox_aux_4: 0.1449 (0.1477) loss_bbox_aux_5: 0.1996 (0.1950) loss_bbox_dn_0: 0.2354 (0.2537) loss_bbox_dn_1: 0.1680 (0.1846) loss_bbox_dn_2: 0.1484 (0.1644) loss_bbox_dn_3: 0.1458 (0.1586) loss_bbox_dn_4: 0.1453 (0.1572) loss_bbox_dn_5: 0.1453 (0.1572) loss_giou: 0.4117 (0.4617) loss_giou_aux_0: 0.4575 (0.4841) loss_giou_aux_1: 0.4265 (0.4715) loss_giou_aux_2: 0.4146 (0.4662) loss_giou_aux_3: 0.4105 (0.4629) loss_giou_aux_4: 0.4114 (0.4619) loss_giou_aux_5: 0.5083 (0.5457) loss_giou_dn_0: 0.5229 (0.5603) loss_giou_dn_1: 0.4119 (0.4523) loss_giou_dn_2: 0.3818 (0.4211) loss_giou_dn_3: 0.3733 (0.4129) loss_giou_dn_4: 0.3703 (0.4108) loss_giou_dn_5: 0.3706 (0.4110) loss_vfl: 0.6481 (0.6535) loss_vfl_aux_0: 0.7126 (0.7512) loss_vfl_aux_1: 0.6885 (0.7047) loss_vfl_aux_2: 0.6780 (0.6797) loss_vfl_aux_3: 0.6685 (0.6657) loss_vfl_aux_4: 0.6551 (0.6575) loss_vfl_aux_5: 0.7427 (0.7414) loss_vfl_dn_0: 0.4491 (0.4450) loss_vfl_dn_1: 0.3719 (0.3793) loss_vfl_dn_2: 0.3553 (0.3633) loss_vfl_dn_3: 0.3492 (0.3562) loss_vfl_dn_4: 0.3513 (0.3537) loss_vfl_dn_5: 0.3518 (0.3530) time: 0.4750 data: 0.0141 max mem: 5654 Epoch: [61] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.7922 (15.3086) loss_bbox: 0.1276 (0.1477) loss_bbox_aux_0: 0.1394 (0.1602) loss_bbox_aux_1: 0.1300 (0.1530) loss_bbox_aux_2: 0.1327 (0.1503) loss_bbox_aux_3: 0.1285 (0.1484) loss_bbox_aux_4: 0.1271 (0.1477) loss_bbox_aux_5: 0.1806 (0.1949) loss_bbox_dn_0: 0.2201 (0.2536) loss_bbox_dn_1: 0.1615 (0.1846) loss_bbox_dn_2: 0.1498 (0.1644) loss_bbox_dn_3: 0.1433 (0.1586) loss_bbox_dn_4: 0.1412 (0.1572) loss_bbox_dn_5: 0.1413 (0.1572) loss_giou: 0.4980 (0.4621) loss_giou_aux_0: 0.5400 (0.4845) loss_giou_aux_1: 0.5102 (0.4718) loss_giou_aux_2: 0.5163 (0.4665) loss_giou_aux_3: 0.5006 (0.4633) loss_giou_aux_4: 0.4981 (0.4622) loss_giou_aux_5: 0.5886 (0.5461) loss_giou_dn_0: 0.6036 (0.5606) loss_giou_dn_1: 0.5012 (0.4526) loss_giou_dn_2: 0.4607 (0.4214) loss_giou_dn_3: 0.4479 (0.4132) loss_giou_dn_4: 0.4433 (0.4111) loss_giou_dn_5: 0.4439 (0.4112) loss_vfl: 0.6207 (0.6535) loss_vfl_aux_0: 0.7213 (0.7511) loss_vfl_aux_1: 0.6759 (0.7047) loss_vfl_aux_2: 0.6455 (0.6797) loss_vfl_aux_3: 0.6191 (0.6657) loss_vfl_aux_4: 0.6254 (0.6575) loss_vfl_aux_5: 0.6688 (0.7412) loss_vfl_dn_0: 0.4430 (0.4450) loss_vfl_dn_1: 0.3867 (0.3794) loss_vfl_dn_2: 0.3729 (0.3634) loss_vfl_dn_3: 0.3618 (0.3563) loss_vfl_dn_4: 0.3606 (0.3538) loss_vfl_dn_5: 0.3592 (0.3531) time: 0.4804 data: 0.0145 max mem: 5654 Epoch: [61] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.4055 (15.3090) loss_bbox: 0.1393 (0.1476) loss_bbox_aux_0: 0.1361 (0.1601) loss_bbox_aux_1: 0.1297 (0.1530) loss_bbox_aux_2: 0.1310 (0.1502) loss_bbox_aux_3: 0.1344 (0.1483) loss_bbox_aux_4: 0.1370 (0.1476) loss_bbox_aux_5: 0.1697 (0.1948) loss_bbox_dn_0: 0.2285 (0.2534) loss_bbox_dn_1: 0.1698 (0.1845) loss_bbox_dn_2: 0.1552 (0.1643) loss_bbox_dn_3: 0.1532 (0.1585) loss_bbox_dn_4: 0.1512 (0.1571) loss_bbox_dn_5: 0.1512 (0.1571) loss_giou: 0.4438 (0.4623) loss_giou_aux_0: 0.4677 (0.4847) loss_giou_aux_1: 0.4511 (0.4720) loss_giou_aux_2: 0.4512 (0.4667) loss_giou_aux_3: 0.4426 (0.4635) loss_giou_aux_4: 0.4438 (0.4624) loss_giou_aux_5: 0.5358 (0.5462) loss_giou_dn_0: 0.5609 (0.5607) loss_giou_dn_1: 0.4508 (0.4528) loss_giou_dn_2: 0.4262 (0.4216) loss_giou_dn_3: 0.4181 (0.4134) loss_giou_dn_4: 0.4147 (0.4112) loss_giou_dn_5: 0.4147 (0.4114) loss_vfl: 0.6357 (0.6534) loss_vfl_aux_0: 0.7291 (0.7509) loss_vfl_aux_1: 0.6918 (0.7045) loss_vfl_aux_2: 0.6600 (0.6796) loss_vfl_aux_3: 0.6441 (0.6656) loss_vfl_aux_4: 0.6355 (0.6574) loss_vfl_aux_5: 0.7399 (0.7410) loss_vfl_dn_0: 0.4443 (0.4450) loss_vfl_dn_1: 0.3812 (0.3794) loss_vfl_dn_2: 0.3677 (0.3634) loss_vfl_dn_3: 0.3588 (0.3563) loss_vfl_dn_4: 0.3566 (0.3538) loss_vfl_dn_5: 0.3547 (0.3531) time: 0.4819 data: 0.0137 max mem: 5654 Epoch: [61] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.4186 (15.3099) loss_bbox: 0.1474 (0.1477) loss_bbox_aux_0: 0.1663 (0.1602) loss_bbox_aux_1: 0.1569 (0.1531) loss_bbox_aux_2: 0.1536 (0.1503) loss_bbox_aux_3: 0.1485 (0.1484) loss_bbox_aux_4: 0.1477 (0.1477) loss_bbox_aux_5: 0.2105 (0.1949) loss_bbox_dn_0: 0.2788 (0.2537) loss_bbox_dn_1: 0.2042 (0.1847) loss_bbox_dn_2: 0.1805 (0.1645) loss_bbox_dn_3: 0.1728 (0.1587) loss_bbox_dn_4: 0.1693 (0.1573) loss_bbox_dn_5: 0.1694 (0.1573) loss_giou: 0.4551 (0.4621) loss_giou_aux_0: 0.4764 (0.4845) loss_giou_aux_1: 0.4866 (0.4718) loss_giou_aux_2: 0.4657 (0.4665) loss_giou_aux_3: 0.4649 (0.4633) loss_giou_aux_4: 0.4564 (0.4622) loss_giou_aux_5: 0.5222 (0.5460) loss_giou_dn_0: 0.5505 (0.5607) loss_giou_dn_1: 0.4344 (0.4527) loss_giou_dn_2: 0.4067 (0.4215) loss_giou_dn_3: 0.3985 (0.4133) loss_giou_dn_4: 0.3962 (0.4112) loss_giou_dn_5: 0.3961 (0.4114) loss_vfl: 0.6407 (0.6535) loss_vfl_aux_0: 0.7463 (0.7510) loss_vfl_aux_1: 0.6746 (0.7046) loss_vfl_aux_2: 0.6589 (0.6797) loss_vfl_aux_3: 0.6502 (0.6657) loss_vfl_aux_4: 0.6390 (0.6575) loss_vfl_aux_5: 0.7339 (0.7411) loss_vfl_dn_0: 0.4507 (0.4450) loss_vfl_dn_1: 0.3829 (0.3794) loss_vfl_dn_2: 0.3636 (0.3634) loss_vfl_dn_3: 0.3543 (0.3563) loss_vfl_dn_4: 0.3518 (0.3538) loss_vfl_dn_5: 0.3519 (0.3531) time: 0.4720 data: 0.0136 max mem: 5654 Epoch: [61] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.6586 (15.3110) loss_bbox: 0.1428 (0.1477) loss_bbox_aux_0: 0.1549 (0.1602) loss_bbox_aux_1: 0.1526 (0.1531) loss_bbox_aux_2: 0.1465 (0.1503) loss_bbox_aux_3: 0.1481 (0.1484) loss_bbox_aux_4: 0.1476 (0.1477) loss_bbox_aux_5: 0.1931 (0.1949) loss_bbox_dn_0: 0.2516 (0.2536) loss_bbox_dn_1: 0.1689 (0.1846) loss_bbox_dn_2: 0.1510 (0.1644) loss_bbox_dn_3: 0.1453 (0.1586) loss_bbox_dn_4: 0.1445 (0.1572) loss_bbox_dn_5: 0.1445 (0.1572) loss_giou: 0.4586 (0.4623) loss_giou_aux_0: 0.4877 (0.4847) loss_giou_aux_1: 0.4719 (0.4720) loss_giou_aux_2: 0.4706 (0.4667) loss_giou_aux_3: 0.4629 (0.4635) loss_giou_aux_4: 0.4612 (0.4625) loss_giou_aux_5: 0.5416 (0.5463) loss_giou_dn_0: 0.5776 (0.5608) loss_giou_dn_1: 0.4702 (0.4529) loss_giou_dn_2: 0.4336 (0.4217) loss_giou_dn_3: 0.4280 (0.4135) loss_giou_dn_4: 0.4295 (0.4114) loss_giou_dn_5: 0.4296 (0.4116) loss_vfl: 0.6534 (0.6535) loss_vfl_aux_0: 0.7480 (0.7508) loss_vfl_aux_1: 0.6850 (0.7045) loss_vfl_aux_2: 0.6781 (0.6796) loss_vfl_aux_3: 0.6710 (0.6656) loss_vfl_aux_4: 0.6599 (0.6574) loss_vfl_aux_5: 0.7282 (0.7408) loss_vfl_dn_0: 0.4428 (0.4450) loss_vfl_dn_1: 0.3810 (0.3794) loss_vfl_dn_2: 0.3694 (0.3634) loss_vfl_dn_3: 0.3615 (0.3563) loss_vfl_dn_4: 0.3593 (0.3538) loss_vfl_dn_5: 0.3585 (0.3531) time: 0.4811 data: 0.0145 max mem: 5654 Epoch: [61] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 14.9034 (15.3122) loss_bbox: 0.1378 (0.1476) loss_bbox_aux_0: 0.1609 (0.1601) loss_bbox_aux_1: 0.1478 (0.1530) loss_bbox_aux_2: 0.1351 (0.1502) loss_bbox_aux_3: 0.1342 (0.1483) loss_bbox_aux_4: 0.1348 (0.1477) loss_bbox_aux_5: 0.1858 (0.1949) loss_bbox_dn_0: 0.2277 (0.2535) loss_bbox_dn_1: 0.1574 (0.1845) loss_bbox_dn_2: 0.1438 (0.1643) loss_bbox_dn_3: 0.1416 (0.1586) loss_bbox_dn_4: 0.1410 (0.1572) loss_bbox_dn_5: 0.1410 (0.1572) loss_giou: 0.4232 (0.4625) loss_giou_aux_0: 0.4506 (0.4849) loss_giou_aux_1: 0.4373 (0.4722) loss_giou_aux_2: 0.4276 (0.4669) loss_giou_aux_3: 0.4256 (0.4637) loss_giou_aux_4: 0.4233 (0.4627) loss_giou_aux_5: 0.5333 (0.5465) loss_giou_dn_0: 0.5332 (0.5610) loss_giou_dn_1: 0.4284 (0.4531) loss_giou_dn_2: 0.3925 (0.4218) loss_giou_dn_3: 0.3826 (0.4136) loss_giou_dn_4: 0.3795 (0.4115) loss_giou_dn_5: 0.3796 (0.4117) loss_vfl: 0.6407 (0.6535) loss_vfl_aux_0: 0.7486 (0.7507) loss_vfl_aux_1: 0.6913 (0.7045) loss_vfl_aux_2: 0.6752 (0.6797) loss_vfl_aux_3: 0.6612 (0.6656) loss_vfl_aux_4: 0.6585 (0.6574) loss_vfl_aux_5: 0.7100 (0.7406) loss_vfl_dn_0: 0.4407 (0.4449) loss_vfl_dn_1: 0.3742 (0.3794) loss_vfl_dn_2: 0.3579 (0.3634) loss_vfl_dn_3: 0.3485 (0.3563) loss_vfl_dn_4: 0.3445 (0.3538) loss_vfl_dn_5: 0.3436 (0.3531) time: 0.4782 data: 0.0137 max mem: 5654 Epoch: [61] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.5471 (15.3119) loss_bbox: 0.1365 (0.1476) loss_bbox_aux_0: 0.1579 (0.1601) loss_bbox_aux_1: 0.1512 (0.1530) loss_bbox_aux_2: 0.1507 (0.1502) loss_bbox_aux_3: 0.1469 (0.1483) loss_bbox_aux_4: 0.1364 (0.1476) loss_bbox_aux_5: 0.1849 (0.1949) loss_bbox_dn_0: 0.2454 (0.2536) loss_bbox_dn_1: 0.1703 (0.1846) loss_bbox_dn_2: 0.1420 (0.1644) loss_bbox_dn_3: 0.1352 (0.1586) loss_bbox_dn_4: 0.1336 (0.1572) loss_bbox_dn_5: 0.1336 (0.1573) loss_giou: 0.4181 (0.4622) loss_giou_aux_0: 0.4377 (0.4847) loss_giou_aux_1: 0.4287 (0.4720) loss_giou_aux_2: 0.4302 (0.4667) loss_giou_aux_3: 0.4209 (0.4635) loss_giou_aux_4: 0.4183 (0.4624) loss_giou_aux_5: 0.4980 (0.5463) loss_giou_dn_0: 0.5359 (0.5609) loss_giou_dn_1: 0.4378 (0.4530) loss_giou_dn_2: 0.4099 (0.4217) loss_giou_dn_3: 0.4044 (0.4135) loss_giou_dn_4: 0.4010 (0.4114) loss_giou_dn_5: 0.4010 (0.4116) loss_vfl: 0.6800 (0.6538) loss_vfl_aux_0: 0.7812 (0.7509) loss_vfl_aux_1: 0.7252 (0.7047) loss_vfl_aux_2: 0.7106 (0.6800) loss_vfl_aux_3: 0.6951 (0.6659) loss_vfl_aux_4: 0.6891 (0.6577) loss_vfl_aux_5: 0.7489 (0.7408) loss_vfl_dn_0: 0.4448 (0.4449) loss_vfl_dn_1: 0.3787 (0.3794) loss_vfl_dn_2: 0.3653 (0.3634) loss_vfl_dn_3: 0.3605 (0.3563) loss_vfl_dn_4: 0.3558 (0.3538) loss_vfl_dn_5: 0.3550 (0.3531) time: 0.4710 data: 0.0135 max mem: 5654 Epoch: [61] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.5711 (15.3116) loss_bbox: 0.1461 (0.1476) loss_bbox_aux_0: 0.1640 (0.1601) loss_bbox_aux_1: 0.1566 (0.1530) loss_bbox_aux_2: 0.1471 (0.1502) loss_bbox_aux_3: 0.1454 (0.1483) loss_bbox_aux_4: 0.1451 (0.1477) loss_bbox_aux_5: 0.2015 (0.1949) loss_bbox_dn_0: 0.2527 (0.2536) loss_bbox_dn_1: 0.1695 (0.1846) loss_bbox_dn_2: 0.1545 (0.1644) loss_bbox_dn_3: 0.1542 (0.1586) loss_bbox_dn_4: 0.1544 (0.1572) loss_bbox_dn_5: 0.1544 (0.1572) loss_giou: 0.4388 (0.4621) loss_giou_aux_0: 0.4683 (0.4846) loss_giou_aux_1: 0.4530 (0.4719) loss_giou_aux_2: 0.4467 (0.4666) loss_giou_aux_3: 0.4434 (0.4634) loss_giou_aux_4: 0.4455 (0.4623) loss_giou_aux_5: 0.5460 (0.5463) loss_giou_dn_0: 0.5732 (0.5609) loss_giou_dn_1: 0.4692 (0.4530) loss_giou_dn_2: 0.4295 (0.4217) loss_giou_dn_3: 0.4223 (0.4135) loss_giou_dn_4: 0.4193 (0.4114) loss_giou_dn_5: 0.4190 (0.4115) loss_vfl: 0.6522 (0.6538) loss_vfl_aux_0: 0.7455 (0.7510) loss_vfl_aux_1: 0.6828 (0.7047) loss_vfl_aux_2: 0.6820 (0.6800) loss_vfl_aux_3: 0.6549 (0.6659) loss_vfl_aux_4: 0.6533 (0.6577) loss_vfl_aux_5: 0.7363 (0.7407) loss_vfl_dn_0: 0.4455 (0.4450) loss_vfl_dn_1: 0.3838 (0.3794) loss_vfl_dn_2: 0.3670 (0.3635) loss_vfl_dn_3: 0.3605 (0.3563) loss_vfl_dn_4: 0.3616 (0.3538) loss_vfl_dn_5: 0.3599 (0.3531) time: 0.4768 data: 0.0137 max mem: 5654 Epoch: [61] Total time: 1:00:25 (0.4904 s / it) Averaged stats: lr: 0.000010 loss: 15.5711 (15.3116) loss_bbox: 0.1461 (0.1476) loss_bbox_aux_0: 0.1640 (0.1601) loss_bbox_aux_1: 0.1566 (0.1530) loss_bbox_aux_2: 0.1471 (0.1502) loss_bbox_aux_3: 0.1454 (0.1483) loss_bbox_aux_4: 0.1451 (0.1477) loss_bbox_aux_5: 0.2015 (0.1949) loss_bbox_dn_0: 0.2527 (0.2536) loss_bbox_dn_1: 0.1695 (0.1846) loss_bbox_dn_2: 0.1545 (0.1644) loss_bbox_dn_3: 0.1542 (0.1586) loss_bbox_dn_4: 0.1544 (0.1572) loss_bbox_dn_5: 0.1544 (0.1572) loss_giou: 0.4388 (0.4621) loss_giou_aux_0: 0.4683 (0.4846) loss_giou_aux_1: 0.4530 (0.4719) loss_giou_aux_2: 0.4467 (0.4666) loss_giou_aux_3: 0.4434 (0.4634) loss_giou_aux_4: 0.4455 (0.4623) loss_giou_aux_5: 0.5460 (0.5463) loss_giou_dn_0: 0.5732 (0.5609) loss_giou_dn_1: 0.4692 (0.4530) loss_giou_dn_2: 0.4295 (0.4217) loss_giou_dn_3: 0.4223 (0.4135) loss_giou_dn_4: 0.4193 (0.4114) loss_giou_dn_5: 0.4190 (0.4115) loss_vfl: 0.6522 (0.6538) loss_vfl_aux_0: 0.7455 (0.7510) loss_vfl_aux_1: 0.6828 (0.7047) loss_vfl_aux_2: 0.6820 (0.6800) loss_vfl_aux_3: 0.6549 (0.6659) loss_vfl_aux_4: 0.6533 (0.6577) loss_vfl_aux_5: 0.7363 (0.7407) loss_vfl_dn_0: 0.4455 (0.4450) loss_vfl_dn_1: 0.3838 (0.3794) loss_vfl_dn_2: 0.3670 (0.3635) loss_vfl_dn_3: 0.3605 (0.3563) loss_vfl_dn_4: 0.3616 (0.3538) loss_vfl_dn_5: 0.3599 (0.3531) Test: [ 0/157] eta: 0:04:24 time: 1.6874 data: 1.2717 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5109 data: 0.1378 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3894 data: 0.0246 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3855 data: 0.0249 max mem: 5654 Test: [ 40/157] eta: 0:01:06 time: 0.6896 data: 0.0252 max mem: 5654 Test: [ 50/157] eta: 0:00:57 time: 0.6936 data: 0.0252 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3963 data: 0.0251 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3910 data: 0.0255 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.4041 data: 0.0265 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.4129 data: 0.0263 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3933 data: 0.0255 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3913 data: 0.0256 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3875 data: 0.0254 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3864 data: 0.0251 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3865 data: 0.0251 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6686 data: 0.0251 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6571 data: 0.0244 max mem: 5654 Test: Total time: 0:01:14 (0.4761 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.06s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 59, 'coco_eval_bbox': 0.5319644360890239} Epoch: [62] [ 0/7393] eta: 13:56:57 lr: 0.000010 loss: 14.7516 (14.7516) loss_bbox: 0.1197 (0.1197) loss_bbox_aux_0: 0.1560 (0.1560) loss_bbox_aux_1: 0.1388 (0.1388) loss_bbox_aux_2: 0.1272 (0.1272) loss_bbox_aux_3: 0.1205 (0.1205) loss_bbox_aux_4: 0.1197 (0.1197) loss_bbox_aux_5: 0.1797 (0.1797) loss_bbox_dn_0: 0.2114 (0.2114) loss_bbox_dn_1: 0.1519 (0.1519) loss_bbox_dn_2: 0.1332 (0.1332) loss_bbox_dn_3: 0.1275 (0.1275) loss_bbox_dn_4: 0.1242 (0.1242) loss_bbox_dn_5: 0.1242 (0.1242) loss_giou: 0.4392 (0.4392) loss_giou_aux_0: 0.4982 (0.4982) loss_giou_aux_1: 0.4628 (0.4628) loss_giou_aux_2: 0.4466 (0.4466) loss_giou_aux_3: 0.4395 (0.4395) loss_giou_aux_4: 0.4392 (0.4392) loss_giou_aux_5: 0.5416 (0.5416) loss_giou_dn_0: 0.5405 (0.5405) loss_giou_dn_1: 0.4263 (0.4263) loss_giou_dn_2: 0.3966 (0.3966) loss_giou_dn_3: 0.3879 (0.3879) loss_giou_dn_4: 0.3824 (0.3824) loss_giou_dn_5: 0.3821 (0.3821) loss_vfl: 0.6429 (0.6429) loss_vfl_aux_0: 0.7523 (0.7523) loss_vfl_aux_1: 0.7616 (0.7616) loss_vfl_aux_2: 0.7013 (0.7013) loss_vfl_aux_3: 0.6869 (0.6869) loss_vfl_aux_4: 0.6464 (0.6464) loss_vfl_aux_5: 0.6930 (0.6930) loss_vfl_dn_0: 0.4542 (0.4542) loss_vfl_dn_1: 0.3840 (0.3840) loss_vfl_dn_2: 0.3594 (0.3594) loss_vfl_dn_3: 0.3526 (0.3526) loss_vfl_dn_4: 0.3510 (0.3510) loss_vfl_dn_5: 0.3490 (0.3490) time: 6.7925 data: 3.8621 max mem: 5654 Epoch: [62] [ 100/7393] eta: 1:07:07 lr: 0.000010 loss: 15.2428 (15.1025) loss_bbox: 0.1336 (0.1443) loss_bbox_aux_0: 0.1553 (0.1575) loss_bbox_aux_1: 0.1390 (0.1500) loss_bbox_aux_2: 0.1371 (0.1478) loss_bbox_aux_3: 0.1405 (0.1453) loss_bbox_aux_4: 0.1347 (0.1447) loss_bbox_aux_5: 0.1880 (0.1942) loss_bbox_dn_0: 0.2294 (0.2528) loss_bbox_dn_1: 0.1578 (0.1831) loss_bbox_dn_2: 0.1449 (0.1625) loss_bbox_dn_3: 0.1410 (0.1569) loss_bbox_dn_4: 0.1379 (0.1556) loss_bbox_dn_5: 0.1379 (0.1556) loss_giou: 0.4290 (0.4457) loss_giou_aux_0: 0.4584 (0.4694) loss_giou_aux_1: 0.4475 (0.4553) loss_giou_aux_2: 0.4349 (0.4522) loss_giou_aux_3: 0.4276 (0.4472) loss_giou_aux_4: 0.4273 (0.4454) loss_giou_aux_5: 0.5228 (0.5329) loss_giou_dn_0: 0.5520 (0.5514) loss_giou_dn_1: 0.4384 (0.4420) loss_giou_dn_2: 0.4084 (0.4102) loss_giou_dn_3: 0.3995 (0.4013) loss_giou_dn_4: 0.3961 (0.3991) loss_giou_dn_5: 0.3960 (0.3992) loss_vfl: 0.6550 (0.6575) loss_vfl_aux_0: 0.7304 (0.7514) loss_vfl_aux_1: 0.7023 (0.7075) loss_vfl_aux_2: 0.6670 (0.6798) loss_vfl_aux_3: 0.6682 (0.6676) loss_vfl_aux_4: 0.6556 (0.6613) loss_vfl_aux_5: 0.7226 (0.7359) loss_vfl_dn_0: 0.4412 (0.4439) loss_vfl_dn_1: 0.3741 (0.3774) loss_vfl_dn_2: 0.3599 (0.3615) loss_vfl_dn_3: 0.3502 (0.3540) loss_vfl_dn_4: 0.3496 (0.3517) loss_vfl_dn_5: 0.3487 (0.3511) time: 0.4828 data: 0.0152 max mem: 5654 Epoch: [62] [ 200/7393] eta: 1:01:56 lr: 0.000010 loss: 15.3173 (15.1493) loss_bbox: 0.1442 (0.1430) loss_bbox_aux_0: 0.1485 (0.1557) loss_bbox_aux_1: 0.1418 (0.1494) loss_bbox_aux_2: 0.1403 (0.1461) loss_bbox_aux_3: 0.1440 (0.1440) loss_bbox_aux_4: 0.1433 (0.1432) loss_bbox_aux_5: 0.1820 (0.1912) loss_bbox_dn_0: 0.2436 (0.2484) loss_bbox_dn_1: 0.1622 (0.1799) loss_bbox_dn_2: 0.1507 (0.1600) loss_bbox_dn_3: 0.1502 (0.1543) loss_bbox_dn_4: 0.1500 (0.1531) loss_bbox_dn_5: 0.1501 (0.1531) loss_giou: 0.4369 (0.4572) loss_giou_aux_0: 0.4740 (0.4817) loss_giou_aux_1: 0.4591 (0.4688) loss_giou_aux_2: 0.4460 (0.4636) loss_giou_aux_3: 0.4470 (0.4598) loss_giou_aux_4: 0.4386 (0.4575) loss_giou_aux_5: 0.5194 (0.5425) loss_giou_dn_0: 0.5443 (0.5579) loss_giou_dn_1: 0.4463 (0.4493) loss_giou_dn_2: 0.4143 (0.4181) loss_giou_dn_3: 0.3997 (0.4097) loss_giou_dn_4: 0.3951 (0.4076) loss_giou_dn_5: 0.3954 (0.4077) loss_vfl: 0.6585 (0.6510) loss_vfl_aux_0: 0.7566 (0.7431) loss_vfl_aux_1: 0.7247 (0.6953) loss_vfl_aux_2: 0.6961 (0.6734) loss_vfl_aux_3: 0.6815 (0.6597) loss_vfl_aux_4: 0.6621 (0.6552) loss_vfl_aux_5: 0.7550 (0.7315) loss_vfl_dn_0: 0.4430 (0.4418) loss_vfl_dn_1: 0.3711 (0.3769) loss_vfl_dn_2: 0.3553 (0.3614) loss_vfl_dn_3: 0.3461 (0.3544) loss_vfl_dn_4: 0.3425 (0.3518) loss_vfl_dn_5: 0.3419 (0.3512) time: 0.4911 data: 0.0157 max mem: 5654 Epoch: [62] [ 300/7393] eta: 0:59:36 lr: 0.000010 loss: 15.1901 (15.2142) loss_bbox: 0.1365 (0.1442) loss_bbox_aux_0: 0.1555 (0.1580) loss_bbox_aux_1: 0.1467 (0.1512) loss_bbox_aux_2: 0.1388 (0.1473) loss_bbox_aux_3: 0.1361 (0.1450) loss_bbox_aux_4: 0.1360 (0.1442) loss_bbox_aux_5: 0.1926 (0.1932) loss_bbox_dn_0: 0.2544 (0.2497) loss_bbox_dn_1: 0.1881 (0.1819) loss_bbox_dn_2: 0.1670 (0.1615) loss_bbox_dn_3: 0.1574 (0.1558) loss_bbox_dn_4: 0.1585 (0.1546) loss_bbox_dn_5: 0.1587 (0.1546) loss_giou: 0.4427 (0.4596) loss_giou_aux_0: 0.4724 (0.4848) loss_giou_aux_1: 0.4615 (0.4714) loss_giou_aux_2: 0.4468 (0.4656) loss_giou_aux_3: 0.4355 (0.4617) loss_giou_aux_4: 0.4410 (0.4600) loss_giou_aux_5: 0.5401 (0.5448) loss_giou_dn_0: 0.5702 (0.5596) loss_giou_dn_1: 0.4509 (0.4514) loss_giou_dn_2: 0.4093 (0.4201) loss_giou_dn_3: 0.4007 (0.4116) loss_giou_dn_4: 0.3988 (0.4096) loss_giou_dn_5: 0.3986 (0.4097) loss_vfl: 0.6527 (0.6514) loss_vfl_aux_0: 0.7382 (0.7428) loss_vfl_aux_1: 0.6995 (0.6969) loss_vfl_aux_2: 0.6868 (0.6750) loss_vfl_aux_3: 0.6644 (0.6619) loss_vfl_aux_4: 0.6612 (0.6559) loss_vfl_aux_5: 0.7559 (0.7330) loss_vfl_dn_0: 0.4409 (0.4433) loss_vfl_dn_1: 0.3838 (0.3786) loss_vfl_dn_2: 0.3652 (0.3629) loss_vfl_dn_3: 0.3584 (0.3559) loss_vfl_dn_4: 0.3537 (0.3532) loss_vfl_dn_5: 0.3536 (0.3524) time: 0.4736 data: 0.0155 max mem: 5654 Epoch: [62] [ 400/7393] eta: 0:58:03 lr: 0.000010 loss: 15.2418 (15.2282) loss_bbox: 0.1343 (0.1434) loss_bbox_aux_0: 0.1507 (0.1571) loss_bbox_aux_1: 0.1398 (0.1506) loss_bbox_aux_2: 0.1364 (0.1468) loss_bbox_aux_3: 0.1355 (0.1443) loss_bbox_aux_4: 0.1332 (0.1435) loss_bbox_aux_5: 0.1827 (0.1916) loss_bbox_dn_0: 0.2222 (0.2493) loss_bbox_dn_1: 0.1651 (0.1815) loss_bbox_dn_2: 0.1378 (0.1611) loss_bbox_dn_3: 0.1317 (0.1553) loss_bbox_dn_4: 0.1305 (0.1541) loss_bbox_dn_5: 0.1305 (0.1541) loss_giou: 0.5170 (0.4630) loss_giou_aux_0: 0.5225 (0.4881) loss_giou_aux_1: 0.5167 (0.4751) loss_giou_aux_2: 0.5181 (0.4691) loss_giou_aux_3: 0.5094 (0.4653) loss_giou_aux_4: 0.5089 (0.4635) loss_giou_aux_5: 0.5655 (0.5480) loss_giou_dn_0: 0.5892 (0.5609) loss_giou_dn_1: 0.4763 (0.4531) loss_giou_dn_2: 0.4421 (0.4217) loss_giou_dn_3: 0.4421 (0.4133) loss_giou_dn_4: 0.4409 (0.4113) loss_giou_dn_5: 0.4410 (0.4115) loss_vfl: 0.6192 (0.6504) loss_vfl_aux_0: 0.7206 (0.7401) loss_vfl_aux_1: 0.6795 (0.6947) loss_vfl_aux_2: 0.6434 (0.6731) loss_vfl_aux_3: 0.6404 (0.6609) loss_vfl_aux_4: 0.6305 (0.6545) loss_vfl_aux_5: 0.6905 (0.7321) loss_vfl_dn_0: 0.4313 (0.4432) loss_vfl_dn_1: 0.3752 (0.3788) loss_vfl_dn_2: 0.3656 (0.3629) loss_vfl_dn_3: 0.3586 (0.3557) loss_vfl_dn_4: 0.3573 (0.3531) loss_vfl_dn_5: 0.3558 (0.3523) time: 0.4870 data: 0.0153 max mem: 5654 Epoch: [62] [ 500/7393] eta: 0:56:48 lr: 0.000010 loss: 15.3901 (15.2696) loss_bbox: 0.1409 (0.1441) loss_bbox_aux_0: 0.1476 (0.1572) loss_bbox_aux_1: 0.1463 (0.1507) loss_bbox_aux_2: 0.1438 (0.1471) loss_bbox_aux_3: 0.1482 (0.1452) loss_bbox_aux_4: 0.1406 (0.1442) loss_bbox_aux_5: 0.1740 (0.1918) loss_bbox_dn_0: 0.2398 (0.2500) loss_bbox_dn_1: 0.1692 (0.1827) loss_bbox_dn_2: 0.1516 (0.1626) loss_bbox_dn_3: 0.1471 (0.1568) loss_bbox_dn_4: 0.1470 (0.1556) loss_bbox_dn_5: 0.1470 (0.1556) loss_giou: 0.4415 (0.4637) loss_giou_aux_0: 0.4695 (0.4883) loss_giou_aux_1: 0.4522 (0.4751) loss_giou_aux_2: 0.4406 (0.4693) loss_giou_aux_3: 0.4395 (0.4659) loss_giou_aux_4: 0.4414 (0.4642) loss_giou_aux_5: 0.5205 (0.5489) loss_giou_dn_0: 0.5526 (0.5619) loss_giou_dn_1: 0.4425 (0.4542) loss_giou_dn_2: 0.4131 (0.4230) loss_giou_dn_3: 0.4060 (0.4147) loss_giou_dn_4: 0.4050 (0.4127) loss_giou_dn_5: 0.4050 (0.4129) loss_vfl: 0.6403 (0.6517) loss_vfl_aux_0: 0.7550 (0.7431) loss_vfl_aux_1: 0.7127 (0.6982) loss_vfl_aux_2: 0.6617 (0.6759) loss_vfl_aux_3: 0.6466 (0.6623) loss_vfl_aux_4: 0.6591 (0.6557) loss_vfl_aux_5: 0.7389 (0.7336) loss_vfl_dn_0: 0.4451 (0.4436) loss_vfl_dn_1: 0.3806 (0.3795) loss_vfl_dn_2: 0.3652 (0.3638) loss_vfl_dn_3: 0.3587 (0.3566) loss_vfl_dn_4: 0.3539 (0.3541) loss_vfl_dn_5: 0.3546 (0.3533) time: 0.4882 data: 0.0143 max mem: 5654 Epoch: [62] [ 600/7393] eta: 0:55:42 lr: 0.000010 loss: 15.5208 (15.2602) loss_bbox: 0.1441 (0.1441) loss_bbox_aux_0: 0.1534 (0.1571) loss_bbox_aux_1: 0.1443 (0.1505) loss_bbox_aux_2: 0.1360 (0.1468) loss_bbox_aux_3: 0.1369 (0.1450) loss_bbox_aux_4: 0.1444 (0.1445) loss_bbox_aux_5: 0.1785 (0.1917) loss_bbox_dn_0: 0.2241 (0.2494) loss_bbox_dn_1: 0.1642 (0.1824) loss_bbox_dn_2: 0.1444 (0.1623) loss_bbox_dn_3: 0.1397 (0.1565) loss_bbox_dn_4: 0.1387 (0.1552) loss_bbox_dn_5: 0.1387 (0.1553) loss_giou: 0.4537 (0.4622) loss_giou_aux_0: 0.4913 (0.4865) loss_giou_aux_1: 0.4719 (0.4731) loss_giou_aux_2: 0.4489 (0.4673) loss_giou_aux_3: 0.4555 (0.4639) loss_giou_aux_4: 0.4585 (0.4628) loss_giou_aux_5: 0.5534 (0.5473) loss_giou_dn_0: 0.5727 (0.5613) loss_giou_dn_1: 0.4730 (0.4539) loss_giou_dn_2: 0.4370 (0.4228) loss_giou_dn_3: 0.4262 (0.4145) loss_giou_dn_4: 0.4244 (0.4124) loss_giou_dn_5: 0.4247 (0.4126) loss_vfl: 0.6549 (0.6527) loss_vfl_aux_0: 0.7505 (0.7441) loss_vfl_aux_1: 0.6927 (0.6997) loss_vfl_aux_2: 0.6709 (0.6775) loss_vfl_aux_3: 0.6660 (0.6637) loss_vfl_aux_4: 0.6548 (0.6559) loss_vfl_aux_5: 0.7360 (0.7345) loss_vfl_dn_0: 0.4458 (0.4437) loss_vfl_dn_1: 0.3861 (0.3795) loss_vfl_dn_2: 0.3757 (0.3636) loss_vfl_dn_3: 0.3669 (0.3566) loss_vfl_dn_4: 0.3636 (0.3540) loss_vfl_dn_5: 0.3622 (0.3532) time: 0.4775 data: 0.0142 max mem: 5654 Epoch: [62] [ 700/7393] eta: 0:54:39 lr: 0.000010 loss: 15.3285 (15.2778) loss_bbox: 0.1348 (0.1445) loss_bbox_aux_0: 0.1464 (0.1576) loss_bbox_aux_1: 0.1478 (0.1510) loss_bbox_aux_2: 0.1384 (0.1470) loss_bbox_aux_3: 0.1370 (0.1453) loss_bbox_aux_4: 0.1340 (0.1449) loss_bbox_aux_5: 0.1813 (0.1920) loss_bbox_dn_0: 0.2492 (0.2495) loss_bbox_dn_1: 0.1931 (0.1825) loss_bbox_dn_2: 0.1743 (0.1624) loss_bbox_dn_3: 0.1686 (0.1567) loss_bbox_dn_4: 0.1657 (0.1554) loss_bbox_dn_5: 0.1657 (0.1554) loss_giou: 0.4370 (0.4635) loss_giou_aux_0: 0.4564 (0.4884) loss_giou_aux_1: 0.4367 (0.4747) loss_giou_aux_2: 0.4369 (0.4685) loss_giou_aux_3: 0.4341 (0.4651) loss_giou_aux_4: 0.4311 (0.4642) loss_giou_aux_5: 0.5207 (0.5492) loss_giou_dn_0: 0.5731 (0.5622) loss_giou_dn_1: 0.4582 (0.4547) loss_giou_dn_2: 0.4189 (0.4236) loss_giou_dn_3: 0.4070 (0.4153) loss_giou_dn_4: 0.4050 (0.4132) loss_giou_dn_5: 0.4053 (0.4134) loss_vfl: 0.6564 (0.6526) loss_vfl_aux_0: 0.7814 (0.7434) loss_vfl_aux_1: 0.7434 (0.6989) loss_vfl_aux_2: 0.7111 (0.6779) loss_vfl_aux_3: 0.6923 (0.6639) loss_vfl_aux_4: 0.6585 (0.6558) loss_vfl_aux_5: 0.7591 (0.7341) loss_vfl_dn_0: 0.4497 (0.4437) loss_vfl_dn_1: 0.3816 (0.3795) loss_vfl_dn_2: 0.3676 (0.3637) loss_vfl_dn_3: 0.3611 (0.3565) loss_vfl_dn_4: 0.3594 (0.3540) loss_vfl_dn_5: 0.3590 (0.3533) time: 0.4855 data: 0.0150 max mem: 5654 Epoch: [62] [ 800/7393] eta: 0:53:33 lr: 0.000010 loss: 15.2550 (15.2799) loss_bbox: 0.1421 (0.1440) loss_bbox_aux_0: 0.1556 (0.1572) loss_bbox_aux_1: 0.1464 (0.1505) loss_bbox_aux_2: 0.1413 (0.1466) loss_bbox_aux_3: 0.1394 (0.1448) loss_bbox_aux_4: 0.1425 (0.1445) loss_bbox_aux_5: 0.1865 (0.1918) loss_bbox_dn_0: 0.2360 (0.2490) loss_bbox_dn_1: 0.1682 (0.1822) loss_bbox_dn_2: 0.1550 (0.1623) loss_bbox_dn_3: 0.1510 (0.1565) loss_bbox_dn_4: 0.1483 (0.1552) loss_bbox_dn_5: 0.1483 (0.1552) loss_giou: 0.4433 (0.4629) loss_giou_aux_0: 0.4682 (0.4880) loss_giou_aux_1: 0.4648 (0.4741) loss_giou_aux_2: 0.4456 (0.4678) loss_giou_aux_3: 0.4367 (0.4643) loss_giou_aux_4: 0.4337 (0.4635) loss_giou_aux_5: 0.5295 (0.5492) loss_giou_dn_0: 0.5670 (0.5617) loss_giou_dn_1: 0.4538 (0.4546) loss_giou_dn_2: 0.4174 (0.4235) loss_giou_dn_3: 0.4040 (0.4152) loss_giou_dn_4: 0.4001 (0.4131) loss_giou_dn_5: 0.4004 (0.4133) loss_vfl: 0.6900 (0.6544) loss_vfl_aux_0: 0.7534 (0.7449) loss_vfl_aux_1: 0.7252 (0.7006) loss_vfl_aux_2: 0.6942 (0.6794) loss_vfl_aux_3: 0.6979 (0.6659) loss_vfl_aux_4: 0.6850 (0.6576) loss_vfl_aux_5: 0.7379 (0.7343) loss_vfl_dn_0: 0.4414 (0.4439) loss_vfl_dn_1: 0.3762 (0.3796) loss_vfl_dn_2: 0.3587 (0.3638) loss_vfl_dn_3: 0.3534 (0.3567) loss_vfl_dn_4: 0.3509 (0.3543) loss_vfl_dn_5: 0.3500 (0.3535) time: 0.4718 data: 0.0140 max mem: 5654 Epoch: [62] [ 900/7393] eta: 0:52:33 lr: 0.000010 loss: 15.4714 (15.2972) loss_bbox: 0.1392 (0.1444) loss_bbox_aux_0: 0.1464 (0.1571) loss_bbox_aux_1: 0.1442 (0.1503) loss_bbox_aux_2: 0.1388 (0.1469) loss_bbox_aux_3: 0.1388 (0.1451) loss_bbox_aux_4: 0.1382 (0.1449) loss_bbox_aux_5: 0.1861 (0.1919) loss_bbox_dn_0: 0.2497 (0.2507) loss_bbox_dn_1: 0.1661 (0.1833) loss_bbox_dn_2: 0.1416 (0.1631) loss_bbox_dn_3: 0.1378 (0.1573) loss_bbox_dn_4: 0.1413 (0.1560) loss_bbox_dn_5: 0.1418 (0.1560) loss_giou: 0.4545 (0.4621) loss_giou_aux_0: 0.4880 (0.4869) loss_giou_aux_1: 0.4818 (0.4731) loss_giou_aux_2: 0.4696 (0.4672) loss_giou_aux_3: 0.4605 (0.4635) loss_giou_aux_4: 0.4627 (0.4627) loss_giou_aux_5: 0.5460 (0.5482) loss_giou_dn_0: 0.5630 (0.5614) loss_giou_dn_1: 0.4490 (0.4540) loss_giou_dn_2: 0.4159 (0.4228) loss_giou_dn_3: 0.4042 (0.4144) loss_giou_dn_4: 0.4013 (0.4123) loss_giou_dn_5: 0.4015 (0.4125) loss_vfl: 0.6339 (0.6563) loss_vfl_aux_0: 0.7509 (0.7488) loss_vfl_aux_1: 0.7138 (0.7038) loss_vfl_aux_2: 0.6672 (0.6814) loss_vfl_aux_3: 0.6514 (0.6681) loss_vfl_aux_4: 0.6461 (0.6596) loss_vfl_aux_5: 0.7685 (0.7380) loss_vfl_dn_0: 0.4451 (0.4444) loss_vfl_dn_1: 0.3835 (0.3799) loss_vfl_dn_2: 0.3676 (0.3640) loss_vfl_dn_3: 0.3592 (0.3568) loss_vfl_dn_4: 0.3524 (0.3543) loss_vfl_dn_5: 0.3532 (0.3536) time: 0.4828 data: 0.0145 max mem: 5654 Epoch: [62] [1000/7393] eta: 0:51:42 lr: 0.000010 loss: 15.0338 (15.2834) loss_bbox: 0.1402 (0.1444) loss_bbox_aux_0: 0.1492 (0.1570) loss_bbox_aux_1: 0.1402 (0.1501) loss_bbox_aux_2: 0.1406 (0.1469) loss_bbox_aux_3: 0.1391 (0.1451) loss_bbox_aux_4: 0.1384 (0.1449) loss_bbox_aux_5: 0.1833 (0.1917) loss_bbox_dn_0: 0.2334 (0.2508) loss_bbox_dn_1: 0.1696 (0.1830) loss_bbox_dn_2: 0.1572 (0.1629) loss_bbox_dn_3: 0.1474 (0.1571) loss_bbox_dn_4: 0.1459 (0.1558) loss_bbox_dn_5: 0.1460 (0.1558) loss_giou: 0.4354 (0.4613) loss_giou_aux_0: 0.4649 (0.4861) loss_giou_aux_1: 0.4460 (0.4723) loss_giou_aux_2: 0.4385 (0.4665) loss_giou_aux_3: 0.4379 (0.4627) loss_giou_aux_4: 0.4358 (0.4618) loss_giou_aux_5: 0.5416 (0.5473) loss_giou_dn_0: 0.5757 (0.5613) loss_giou_dn_1: 0.4656 (0.4535) loss_giou_dn_2: 0.4331 (0.4224) loss_giou_dn_3: 0.4234 (0.4140) loss_giou_dn_4: 0.4201 (0.4120) loss_giou_dn_5: 0.4207 (0.4122) loss_vfl: 0.6587 (0.6558) loss_vfl_aux_0: 0.7350 (0.7484) loss_vfl_aux_1: 0.6956 (0.7035) loss_vfl_aux_2: 0.6682 (0.6803) loss_vfl_aux_3: 0.6529 (0.6673) loss_vfl_aux_4: 0.6471 (0.6591) loss_vfl_aux_5: 0.7273 (0.7382) loss_vfl_dn_0: 0.4400 (0.4444) loss_vfl_dn_1: 0.3774 (0.3797) loss_vfl_dn_2: 0.3622 (0.3638) loss_vfl_dn_3: 0.3525 (0.3566) loss_vfl_dn_4: 0.3503 (0.3541) loss_vfl_dn_5: 0.3496 (0.3534) time: 0.4794 data: 0.0140 max mem: 5654 Epoch: [62] [1100/7393] eta: 0:50:47 lr: 0.000010 loss: 15.7456 (15.2942) loss_bbox: 0.1478 (0.1451) loss_bbox_aux_0: 0.1603 (0.1577) loss_bbox_aux_1: 0.1506 (0.1507) loss_bbox_aux_2: 0.1545 (0.1476) loss_bbox_aux_3: 0.1476 (0.1456) loss_bbox_aux_4: 0.1480 (0.1454) loss_bbox_aux_5: 0.1905 (0.1924) loss_bbox_dn_0: 0.2395 (0.2513) loss_bbox_dn_1: 0.1729 (0.1833) loss_bbox_dn_2: 0.1577 (0.1633) loss_bbox_dn_3: 0.1516 (0.1575) loss_bbox_dn_4: 0.1505 (0.1561) loss_bbox_dn_5: 0.1505 (0.1561) loss_giou: 0.4942 (0.4631) loss_giou_aux_0: 0.5340 (0.4879) loss_giou_aux_1: 0.4999 (0.4739) loss_giou_aux_2: 0.4881 (0.4681) loss_giou_aux_3: 0.4934 (0.4644) loss_giou_aux_4: 0.4935 (0.4635) loss_giou_aux_5: 0.5779 (0.5490) loss_giou_dn_0: 0.6079 (0.5623) loss_giou_dn_1: 0.4987 (0.4544) loss_giou_dn_2: 0.4584 (0.4233) loss_giou_dn_3: 0.4487 (0.4150) loss_giou_dn_4: 0.4479 (0.4129) loss_giou_dn_5: 0.4479 (0.4131) loss_vfl: 0.6234 (0.6541) loss_vfl_aux_0: 0.7060 (0.7463) loss_vfl_aux_1: 0.6433 (0.7016) loss_vfl_aux_2: 0.6513 (0.6785) loss_vfl_aux_3: 0.6311 (0.6655) loss_vfl_aux_4: 0.6291 (0.6576) loss_vfl_aux_5: 0.6859 (0.7361) loss_vfl_dn_0: 0.4355 (0.4442) loss_vfl_dn_1: 0.3812 (0.3797) loss_vfl_dn_2: 0.3689 (0.3637) loss_vfl_dn_3: 0.3608 (0.3565) loss_vfl_dn_4: 0.3555 (0.3540) loss_vfl_dn_5: 0.3565 (0.3533) time: 0.4740 data: 0.0148 max mem: 5654 Epoch: [62] [1200/7393] eta: 0:49:54 lr: 0.000010 loss: 15.0103 (15.2907) loss_bbox: 0.1422 (0.1453) loss_bbox_aux_0: 0.1588 (0.1579) loss_bbox_aux_1: 0.1385 (0.1508) loss_bbox_aux_2: 0.1374 (0.1477) loss_bbox_aux_3: 0.1391 (0.1458) loss_bbox_aux_4: 0.1369 (0.1456) loss_bbox_aux_5: 0.1752 (0.1924) loss_bbox_dn_0: 0.2364 (0.2512) loss_bbox_dn_1: 0.1807 (0.1833) loss_bbox_dn_2: 0.1640 (0.1633) loss_bbox_dn_3: 0.1564 (0.1575) loss_bbox_dn_4: 0.1546 (0.1561) loss_bbox_dn_5: 0.1546 (0.1562) loss_giou: 0.4221 (0.4626) loss_giou_aux_0: 0.4614 (0.4875) loss_giou_aux_1: 0.4621 (0.4733) loss_giou_aux_2: 0.4239 (0.4676) loss_giou_aux_3: 0.4300 (0.4640) loss_giou_aux_4: 0.4251 (0.4630) loss_giou_aux_5: 0.5195 (0.5484) loss_giou_dn_0: 0.5452 (0.5619) loss_giou_dn_1: 0.4411 (0.4539) loss_giou_dn_2: 0.4099 (0.4229) loss_giou_dn_3: 0.3972 (0.4146) loss_giou_dn_4: 0.3941 (0.4125) loss_giou_dn_5: 0.3941 (0.4127) loss_vfl: 0.6354 (0.6542) loss_vfl_aux_0: 0.7417 (0.7462) loss_vfl_aux_1: 0.6839 (0.7016) loss_vfl_aux_2: 0.6564 (0.6785) loss_vfl_aux_3: 0.6292 (0.6655) loss_vfl_aux_4: 0.6379 (0.6578) loss_vfl_aux_5: 0.7494 (0.7365) loss_vfl_dn_0: 0.4469 (0.4444) loss_vfl_dn_1: 0.3784 (0.3797) loss_vfl_dn_2: 0.3605 (0.3639) loss_vfl_dn_3: 0.3514 (0.3567) loss_vfl_dn_4: 0.3487 (0.3541) loss_vfl_dn_5: 0.3483 (0.3534) time: 0.4756 data: 0.0151 max mem: 5654 Epoch: [62] [1300/7393] eta: 0:49:05 lr: 0.000010 loss: 15.2875 (15.2957) loss_bbox: 0.1488 (0.1452) loss_bbox_aux_0: 0.1596 (0.1577) loss_bbox_aux_1: 0.1555 (0.1506) loss_bbox_aux_2: 0.1597 (0.1476) loss_bbox_aux_3: 0.1521 (0.1458) loss_bbox_aux_4: 0.1520 (0.1455) loss_bbox_aux_5: 0.2021 (0.1923) loss_bbox_dn_0: 0.2664 (0.2507) loss_bbox_dn_1: 0.1932 (0.1829) loss_bbox_dn_2: 0.1676 (0.1631) loss_bbox_dn_3: 0.1609 (0.1573) loss_bbox_dn_4: 0.1580 (0.1559) loss_bbox_dn_5: 0.1580 (0.1559) loss_giou: 0.4481 (0.4638) loss_giou_aux_0: 0.4658 (0.4883) loss_giou_aux_1: 0.4555 (0.4743) loss_giou_aux_2: 0.4523 (0.4688) loss_giou_aux_3: 0.4495 (0.4652) loss_giou_aux_4: 0.4494 (0.4642) loss_giou_aux_5: 0.5210 (0.5494) loss_giou_dn_0: 0.5567 (0.5626) loss_giou_dn_1: 0.4550 (0.4548) loss_giou_dn_2: 0.4248 (0.4238) loss_giou_dn_3: 0.4158 (0.4155) loss_giou_dn_4: 0.4136 (0.4134) loss_giou_dn_5: 0.4138 (0.4136) loss_vfl: 0.6417 (0.6533) loss_vfl_aux_0: 0.7225 (0.7452) loss_vfl_aux_1: 0.6984 (0.7010) loss_vfl_aux_2: 0.6630 (0.6776) loss_vfl_aux_3: 0.6569 (0.6646) loss_vfl_aux_4: 0.6440 (0.6571) loss_vfl_aux_5: 0.7293 (0.7356) loss_vfl_dn_0: 0.4389 (0.4443) loss_vfl_dn_1: 0.3815 (0.3798) loss_vfl_dn_2: 0.3667 (0.3641) loss_vfl_dn_3: 0.3600 (0.3569) loss_vfl_dn_4: 0.3567 (0.3544) loss_vfl_dn_5: 0.3549 (0.3536) time: 0.4787 data: 0.0150 max mem: 5654 Epoch: [62] [1400/7393] eta: 0:48:16 lr: 0.000010 loss: 14.9265 (15.2877) loss_bbox: 0.1442 (0.1454) loss_bbox_aux_0: 0.1495 (0.1577) loss_bbox_aux_1: 0.1452 (0.1507) loss_bbox_aux_2: 0.1334 (0.1478) loss_bbox_aux_3: 0.1302 (0.1459) loss_bbox_aux_4: 0.1297 (0.1457) loss_bbox_aux_5: 0.1770 (0.1922) loss_bbox_dn_0: 0.2313 (0.2506) loss_bbox_dn_1: 0.1769 (0.1829) loss_bbox_dn_2: 0.1567 (0.1631) loss_bbox_dn_3: 0.1548 (0.1573) loss_bbox_dn_4: 0.1534 (0.1560) loss_bbox_dn_5: 0.1534 (0.1560) loss_giou: 0.4156 (0.4632) loss_giou_aux_0: 0.4313 (0.4875) loss_giou_aux_1: 0.4298 (0.4735) loss_giou_aux_2: 0.4234 (0.4681) loss_giou_aux_3: 0.4125 (0.4645) loss_giou_aux_4: 0.4111 (0.4635) loss_giou_aux_5: 0.4988 (0.5487) loss_giou_dn_0: 0.5415 (0.5621) loss_giou_dn_1: 0.4364 (0.4542) loss_giou_dn_2: 0.3983 (0.4231) loss_giou_dn_3: 0.3924 (0.4148) loss_giou_dn_4: 0.3891 (0.4127) loss_giou_dn_5: 0.3895 (0.4129) loss_vfl: 0.6292 (0.6532) loss_vfl_aux_0: 0.7693 (0.7454) loss_vfl_aux_1: 0.7289 (0.7013) loss_vfl_aux_2: 0.7143 (0.6773) loss_vfl_aux_3: 0.6637 (0.6647) loss_vfl_aux_4: 0.6539 (0.6571) loss_vfl_aux_5: 0.7279 (0.7355) loss_vfl_dn_0: 0.4551 (0.4444) loss_vfl_dn_1: 0.3831 (0.3799) loss_vfl_dn_2: 0.3671 (0.3641) loss_vfl_dn_3: 0.3586 (0.3569) loss_vfl_dn_4: 0.3597 (0.3544) loss_vfl_dn_5: 0.3587 (0.3536) time: 0.4781 data: 0.0149 max mem: 5654 Epoch: [62] [1500/7393] eta: 0:47:53 lr: 0.000010 loss: 15.3128 (15.3062) loss_bbox: 0.1426 (0.1455) loss_bbox_aux_0: 0.1478 (0.1580) loss_bbox_aux_1: 0.1410 (0.1509) loss_bbox_aux_2: 0.1411 (0.1480) loss_bbox_aux_3: 0.1419 (0.1460) loss_bbox_aux_4: 0.1426 (0.1458) loss_bbox_aux_5: 0.1741 (0.1923) loss_bbox_dn_0: 0.2182 (0.2507) loss_bbox_dn_1: 0.1679 (0.1832) loss_bbox_dn_2: 0.1517 (0.1634) loss_bbox_dn_3: 0.1454 (0.1576) loss_bbox_dn_4: 0.1437 (0.1563) loss_bbox_dn_5: 0.1438 (0.1563) loss_giou: 0.4603 (0.4642) loss_giou_aux_0: 0.4749 (0.4884) loss_giou_aux_1: 0.4581 (0.4746) loss_giou_aux_2: 0.4631 (0.4692) loss_giou_aux_3: 0.4592 (0.4654) loss_giou_aux_4: 0.4602 (0.4645) loss_giou_aux_5: 0.5251 (0.5496) loss_giou_dn_0: 0.5611 (0.5626) loss_giou_dn_1: 0.4602 (0.4548) loss_giou_dn_2: 0.4327 (0.4237) loss_giou_dn_3: 0.4226 (0.4154) loss_giou_dn_4: 0.4231 (0.4134) loss_giou_dn_5: 0.4237 (0.4136) loss_vfl: 0.6376 (0.6538) loss_vfl_aux_0: 0.7386 (0.7459) loss_vfl_aux_1: 0.7203 (0.7016) loss_vfl_aux_2: 0.6917 (0.6777) loss_vfl_aux_3: 0.6739 (0.6655) loss_vfl_aux_4: 0.6540 (0.6576) loss_vfl_aux_5: 0.7307 (0.7357) loss_vfl_dn_0: 0.4377 (0.4445) loss_vfl_dn_1: 0.3785 (0.3801) loss_vfl_dn_2: 0.3655 (0.3644) loss_vfl_dn_3: 0.3593 (0.3572) loss_vfl_dn_4: 0.3575 (0.3547) loss_vfl_dn_5: 0.3589 (0.3540) time: 0.4750 data: 0.0148 max mem: 5654 Epoch: [62] [1600/7393] eta: 0:47:01 lr: 0.000010 loss: 14.9900 (15.3027) loss_bbox: 0.1439 (0.1455) loss_bbox_aux_0: 0.1622 (0.1580) loss_bbox_aux_1: 0.1444 (0.1509) loss_bbox_aux_2: 0.1467 (0.1479) loss_bbox_aux_3: 0.1449 (0.1459) loss_bbox_aux_4: 0.1443 (0.1457) loss_bbox_aux_5: 0.1926 (0.1925) loss_bbox_dn_0: 0.2134 (0.2511) loss_bbox_dn_1: 0.1573 (0.1833) loss_bbox_dn_2: 0.1433 (0.1636) loss_bbox_dn_3: 0.1369 (0.1579) loss_bbox_dn_4: 0.1363 (0.1565) loss_bbox_dn_5: 0.1363 (0.1565) loss_giou: 0.4412 (0.4634) loss_giou_aux_0: 0.4636 (0.4878) loss_giou_aux_1: 0.4477 (0.4739) loss_giou_aux_2: 0.4430 (0.4683) loss_giou_aux_3: 0.4443 (0.4646) loss_giou_aux_4: 0.4412 (0.4637) loss_giou_aux_5: 0.5303 (0.5490) loss_giou_dn_0: 0.5326 (0.5625) loss_giou_dn_1: 0.4237 (0.4545) loss_giou_dn_2: 0.3999 (0.4234) loss_giou_dn_3: 0.3962 (0.4151) loss_giou_dn_4: 0.3978 (0.4131) loss_giou_dn_5: 0.3980 (0.4133) loss_vfl: 0.6710 (0.6538) loss_vfl_aux_0: 0.7716 (0.7465) loss_vfl_aux_1: 0.7142 (0.7017) loss_vfl_aux_2: 0.6961 (0.6781) loss_vfl_aux_3: 0.6805 (0.6658) loss_vfl_aux_4: 0.6695 (0.6578) loss_vfl_aux_5: 0.7714 (0.7364) loss_vfl_dn_0: 0.4462 (0.4446) loss_vfl_dn_1: 0.3805 (0.3801) loss_vfl_dn_2: 0.3614 (0.3643) loss_vfl_dn_3: 0.3589 (0.3572) loss_vfl_dn_4: 0.3565 (0.3546) loss_vfl_dn_5: 0.3564 (0.3539) time: 0.4842 data: 0.0149 max mem: 5654 Epoch: [62] [1700/7393] eta: 0:46:09 lr: 0.000010 loss: 15.2531 (15.2944) loss_bbox: 0.1336 (0.1451) loss_bbox_aux_0: 0.1427 (0.1576) loss_bbox_aux_1: 0.1409 (0.1506) loss_bbox_aux_2: 0.1410 (0.1475) loss_bbox_aux_3: 0.1336 (0.1455) loss_bbox_aux_4: 0.1344 (0.1453) loss_bbox_aux_5: 0.1749 (0.1919) loss_bbox_dn_0: 0.2142 (0.2503) loss_bbox_dn_1: 0.1579 (0.1826) loss_bbox_dn_2: 0.1392 (0.1630) loss_bbox_dn_3: 0.1359 (0.1573) loss_bbox_dn_4: 0.1361 (0.1559) loss_bbox_dn_5: 0.1361 (0.1560) loss_giou: 0.4564 (0.4634) loss_giou_aux_0: 0.4761 (0.4876) loss_giou_aux_1: 0.4627 (0.4739) loss_giou_aux_2: 0.4550 (0.4682) loss_giou_aux_3: 0.4563 (0.4645) loss_giou_aux_4: 0.4564 (0.4636) loss_giou_aux_5: 0.5315 (0.5488) loss_giou_dn_0: 0.5564 (0.5623) loss_giou_dn_1: 0.4556 (0.4544) loss_giou_dn_2: 0.4286 (0.4234) loss_giou_dn_3: 0.4181 (0.4151) loss_giou_dn_4: 0.4158 (0.4130) loss_giou_dn_5: 0.4159 (0.4132) loss_vfl: 0.6406 (0.6539) loss_vfl_aux_0: 0.7437 (0.7466) loss_vfl_aux_1: 0.6747 (0.7015) loss_vfl_aux_2: 0.6640 (0.6784) loss_vfl_aux_3: 0.6489 (0.6659) loss_vfl_aux_4: 0.6460 (0.6579) loss_vfl_aux_5: 0.7446 (0.7363) loss_vfl_dn_0: 0.4418 (0.4445) loss_vfl_dn_1: 0.3755 (0.3799) loss_vfl_dn_2: 0.3637 (0.3642) loss_vfl_dn_3: 0.3590 (0.3570) loss_vfl_dn_4: 0.3567 (0.3545) loss_vfl_dn_5: 0.3563 (0.3538) time: 0.4824 data: 0.0150 max mem: 5654 Epoch: [62] [1800/7393] eta: 0:45:16 lr: 0.000010 loss: 15.3016 (15.3031) loss_bbox: 0.1309 (0.1451) loss_bbox_aux_0: 0.1511 (0.1576) loss_bbox_aux_1: 0.1418 (0.1507) loss_bbox_aux_2: 0.1395 (0.1475) loss_bbox_aux_3: 0.1321 (0.1455) loss_bbox_aux_4: 0.1318 (0.1453) loss_bbox_aux_5: 0.1884 (0.1920) loss_bbox_dn_0: 0.2447 (0.2504) loss_bbox_dn_1: 0.1868 (0.1827) loss_bbox_dn_2: 0.1611 (0.1631) loss_bbox_dn_3: 0.1569 (0.1574) loss_bbox_dn_4: 0.1585 (0.1560) loss_bbox_dn_5: 0.1585 (0.1560) loss_giou: 0.4583 (0.4635) loss_giou_aux_0: 0.4768 (0.4878) loss_giou_aux_1: 0.4680 (0.4741) loss_giou_aux_2: 0.4662 (0.4684) loss_giou_aux_3: 0.4624 (0.4646) loss_giou_aux_4: 0.4539 (0.4638) loss_giou_aux_5: 0.5366 (0.5490) loss_giou_dn_0: 0.5542 (0.5626) loss_giou_dn_1: 0.4351 (0.4546) loss_giou_dn_2: 0.4063 (0.4236) loss_giou_dn_3: 0.4007 (0.4153) loss_giou_dn_4: 0.3988 (0.4133) loss_giou_dn_5: 0.3988 (0.4135) loss_vfl: 0.6895 (0.6550) loss_vfl_aux_0: 0.7709 (0.7470) loss_vfl_aux_1: 0.7454 (0.7022) loss_vfl_aux_2: 0.7241 (0.6794) loss_vfl_aux_3: 0.7002 (0.6669) loss_vfl_aux_4: 0.6925 (0.6589) loss_vfl_aux_5: 0.7593 (0.7364) loss_vfl_dn_0: 0.4461 (0.4445) loss_vfl_dn_1: 0.3786 (0.3800) loss_vfl_dn_2: 0.3657 (0.3642) loss_vfl_dn_3: 0.3565 (0.3571) loss_vfl_dn_4: 0.3529 (0.3546) loss_vfl_dn_5: 0.3533 (0.3538) time: 0.4662 data: 0.0151 max mem: 5654 Epoch: [62] [1900/7393] eta: 0:44:23 lr: 0.000010 loss: 15.0217 (15.3006) loss_bbox: 0.1348 (0.1450) loss_bbox_aux_0: 0.1422 (0.1574) loss_bbox_aux_1: 0.1410 (0.1506) loss_bbox_aux_2: 0.1369 (0.1475) loss_bbox_aux_3: 0.1316 (0.1454) loss_bbox_aux_4: 0.1349 (0.1451) loss_bbox_aux_5: 0.1736 (0.1919) loss_bbox_dn_0: 0.2321 (0.2501) loss_bbox_dn_1: 0.1683 (0.1825) loss_bbox_dn_2: 0.1491 (0.1629) loss_bbox_dn_3: 0.1488 (0.1572) loss_bbox_dn_4: 0.1486 (0.1559) loss_bbox_dn_5: 0.1486 (0.1559) loss_giou: 0.4485 (0.4637) loss_giou_aux_0: 0.4740 (0.4879) loss_giou_aux_1: 0.4558 (0.4743) loss_giou_aux_2: 0.4469 (0.4686) loss_giou_aux_3: 0.4416 (0.4648) loss_giou_aux_4: 0.4444 (0.4639) loss_giou_aux_5: 0.5387 (0.5492) loss_giou_dn_0: 0.5277 (0.5627) loss_giou_dn_1: 0.4374 (0.4547) loss_giou_dn_2: 0.4048 (0.4236) loss_giou_dn_3: 0.3966 (0.4154) loss_giou_dn_4: 0.3937 (0.4133) loss_giou_dn_5: 0.3937 (0.4135) loss_vfl: 0.6508 (0.6546) loss_vfl_aux_0: 0.7516 (0.7469) loss_vfl_aux_1: 0.7045 (0.7018) loss_vfl_aux_2: 0.6760 (0.6790) loss_vfl_aux_3: 0.6718 (0.6667) loss_vfl_aux_4: 0.6526 (0.6585) loss_vfl_aux_5: 0.7231 (0.7356) loss_vfl_dn_0: 0.4464 (0.4446) loss_vfl_dn_1: 0.3786 (0.3801) loss_vfl_dn_2: 0.3631 (0.3643) loss_vfl_dn_3: 0.3566 (0.3571) loss_vfl_dn_4: 0.3546 (0.3546) loss_vfl_dn_5: 0.3528 (0.3539) time: 0.4808 data: 0.0152 max mem: 5654 Epoch: [62] [2000/7393] eta: 0:43:50 lr: 0.000010 loss: 15.3023 (15.2908) loss_bbox: 0.1425 (0.1451) loss_bbox_aux_0: 0.1536 (0.1576) loss_bbox_aux_1: 0.1492 (0.1507) loss_bbox_aux_2: 0.1476 (0.1476) loss_bbox_aux_3: 0.1515 (0.1455) loss_bbox_aux_4: 0.1425 (0.1453) loss_bbox_aux_5: 0.2008 (0.1922) loss_bbox_dn_0: 0.2621 (0.2501) loss_bbox_dn_1: 0.1965 (0.1824) loss_bbox_dn_2: 0.1772 (0.1628) loss_bbox_dn_3: 0.1673 (0.1571) loss_bbox_dn_4: 0.1632 (0.1558) loss_bbox_dn_5: 0.1632 (0.1558) loss_giou: 0.4044 (0.4630) loss_giou_aux_0: 0.4184 (0.4872) loss_giou_aux_1: 0.4005 (0.4736) loss_giou_aux_2: 0.3989 (0.4678) loss_giou_aux_3: 0.4037 (0.4641) loss_giou_aux_4: 0.4043 (0.4632) loss_giou_aux_5: 0.4717 (0.5485) loss_giou_dn_0: 0.5411 (0.5620) loss_giou_dn_1: 0.4358 (0.4539) loss_giou_dn_2: 0.4034 (0.4228) loss_giou_dn_3: 0.3904 (0.4146) loss_giou_dn_4: 0.3848 (0.4125) loss_giou_dn_5: 0.3850 (0.4127) loss_vfl: 0.6664 (0.6544) loss_vfl_aux_0: 0.7637 (0.7468) loss_vfl_aux_1: 0.7255 (0.7019) loss_vfl_aux_2: 0.6876 (0.6790) loss_vfl_aux_3: 0.6729 (0.6665) loss_vfl_aux_4: 0.6643 (0.6584) loss_vfl_aux_5: 0.7413 (0.7356) loss_vfl_dn_0: 0.4440 (0.4447) loss_vfl_dn_1: 0.3813 (0.3800) loss_vfl_dn_2: 0.3685 (0.3642) loss_vfl_dn_3: 0.3577 (0.3571) loss_vfl_dn_4: 0.3547 (0.3546) loss_vfl_dn_5: 0.3536 (0.3539) time: 0.4805 data: 0.0149 max mem: 5654 Epoch: [62] [2100/7393] eta: 0:42:56 lr: 0.000010 loss: 14.9678 (15.2856) loss_bbox: 0.1312 (0.1451) loss_bbox_aux_0: 0.1555 (0.1578) loss_bbox_aux_1: 0.1482 (0.1509) loss_bbox_aux_2: 0.1374 (0.1478) loss_bbox_aux_3: 0.1321 (0.1456) loss_bbox_aux_4: 0.1323 (0.1453) loss_bbox_aux_5: 0.1862 (0.1923) loss_bbox_dn_0: 0.2433 (0.2502) loss_bbox_dn_1: 0.1739 (0.1824) loss_bbox_dn_2: 0.1596 (0.1628) loss_bbox_dn_3: 0.1565 (0.1571) loss_bbox_dn_4: 0.1553 (0.1558) loss_bbox_dn_5: 0.1553 (0.1558) loss_giou: 0.4185 (0.4627) loss_giou_aux_0: 0.4544 (0.4868) loss_giou_aux_1: 0.4343 (0.4732) loss_giou_aux_2: 0.4278 (0.4675) loss_giou_aux_3: 0.4187 (0.4637) loss_giou_aux_4: 0.4233 (0.4628) loss_giou_aux_5: 0.5204 (0.5479) loss_giou_dn_0: 0.5440 (0.5616) loss_giou_dn_1: 0.4261 (0.4535) loss_giou_dn_2: 0.3967 (0.4225) loss_giou_dn_3: 0.3908 (0.4142) loss_giou_dn_4: 0.3910 (0.4121) loss_giou_dn_5: 0.3911 (0.4123) loss_vfl: 0.6337 (0.6542) loss_vfl_aux_0: 0.7368 (0.7468) loss_vfl_aux_1: 0.6728 (0.7017) loss_vfl_aux_2: 0.6704 (0.6788) loss_vfl_aux_3: 0.6529 (0.6664) loss_vfl_aux_4: 0.6436 (0.6583) loss_vfl_aux_5: 0.7049 (0.7358) loss_vfl_dn_0: 0.4393 (0.4447) loss_vfl_dn_1: 0.3771 (0.3799) loss_vfl_dn_2: 0.3626 (0.3641) loss_vfl_dn_3: 0.3553 (0.3569) loss_vfl_dn_4: 0.3529 (0.3545) loss_vfl_dn_5: 0.3519 (0.3537) time: 0.4681 data: 0.0140 max mem: 5654 Epoch: [62] [2200/7393] eta: 0:42:06 lr: 0.000010 loss: 14.8694 (15.2703) loss_bbox: 0.1397 (0.1449) loss_bbox_aux_0: 0.1458 (0.1575) loss_bbox_aux_1: 0.1417 (0.1506) loss_bbox_aux_2: 0.1436 (0.1475) loss_bbox_aux_3: 0.1398 (0.1454) loss_bbox_aux_4: 0.1400 (0.1451) loss_bbox_aux_5: 0.1781 (0.1920) loss_bbox_dn_0: 0.2322 (0.2500) loss_bbox_dn_1: 0.1754 (0.1822) loss_bbox_dn_2: 0.1527 (0.1625) loss_bbox_dn_3: 0.1481 (0.1568) loss_bbox_dn_4: 0.1481 (0.1555) loss_bbox_dn_5: 0.1482 (0.1555) loss_giou: 0.4126 (0.4620) loss_giou_aux_0: 0.4404 (0.4862) loss_giou_aux_1: 0.4216 (0.4727) loss_giou_aux_2: 0.4188 (0.4669) loss_giou_aux_3: 0.4136 (0.4631) loss_giou_aux_4: 0.4130 (0.4621) loss_giou_aux_5: 0.4949 (0.5472) loss_giou_dn_0: 0.5438 (0.5612) loss_giou_dn_1: 0.4329 (0.4530) loss_giou_dn_2: 0.4010 (0.4219) loss_giou_dn_3: 0.3925 (0.4136) loss_giou_dn_4: 0.3910 (0.4116) loss_giou_dn_5: 0.3910 (0.4118) loss_vfl: 0.6363 (0.6537) loss_vfl_aux_0: 0.7281 (0.7466) loss_vfl_aux_1: 0.6696 (0.7011) loss_vfl_aux_2: 0.6558 (0.6781) loss_vfl_aux_3: 0.6375 (0.6659) loss_vfl_aux_4: 0.6413 (0.6578) loss_vfl_aux_5: 0.7315 (0.7358) loss_vfl_dn_0: 0.4423 (0.4447) loss_vfl_dn_1: 0.3733 (0.3797) loss_vfl_dn_2: 0.3554 (0.3638) loss_vfl_dn_3: 0.3450 (0.3567) loss_vfl_dn_4: 0.3432 (0.3542) loss_vfl_dn_5: 0.3428 (0.3534) time: 0.4861 data: 0.0141 max mem: 5654 Epoch: [62] [2300/7393] eta: 0:41:16 lr: 0.000010 loss: 14.8047 (15.2579) loss_bbox: 0.1274 (0.1450) loss_bbox_aux_0: 0.1518 (0.1576) loss_bbox_aux_1: 0.1312 (0.1507) loss_bbox_aux_2: 0.1279 (0.1475) loss_bbox_aux_3: 0.1270 (0.1454) loss_bbox_aux_4: 0.1260 (0.1451) loss_bbox_aux_5: 0.1844 (0.1922) loss_bbox_dn_0: 0.2378 (0.2503) loss_bbox_dn_1: 0.1639 (0.1822) loss_bbox_dn_2: 0.1432 (0.1625) loss_bbox_dn_3: 0.1370 (0.1568) loss_bbox_dn_4: 0.1365 (0.1555) loss_bbox_dn_5: 0.1366 (0.1555) loss_giou: 0.4523 (0.4608) loss_giou_aux_0: 0.4678 (0.4850) loss_giou_aux_1: 0.4555 (0.4714) loss_giou_aux_2: 0.4512 (0.4656) loss_giou_aux_3: 0.4420 (0.4619) loss_giou_aux_4: 0.4402 (0.4609) loss_giou_aux_5: 0.5097 (0.5460) loss_giou_dn_0: 0.5454 (0.5603) loss_giou_dn_1: 0.4219 (0.4522) loss_giou_dn_2: 0.3885 (0.4211) loss_giou_dn_3: 0.3841 (0.4128) loss_giou_dn_4: 0.3825 (0.4108) loss_giou_dn_5: 0.3827 (0.4110) loss_vfl: 0.6242 (0.6537) loss_vfl_aux_0: 0.7381 (0.7467) loss_vfl_aux_1: 0.6937 (0.7013) loss_vfl_aux_2: 0.6455 (0.6781) loss_vfl_aux_3: 0.6351 (0.6659) loss_vfl_aux_4: 0.6271 (0.6578) loss_vfl_aux_5: 0.7185 (0.7363) loss_vfl_dn_0: 0.4493 (0.4448) loss_vfl_dn_1: 0.3777 (0.3796) loss_vfl_dn_2: 0.3619 (0.3637) loss_vfl_dn_3: 0.3506 (0.3565) loss_vfl_dn_4: 0.3477 (0.3540) loss_vfl_dn_5: 0.3445 (0.3533) time: 0.4876 data: 0.0137 max mem: 5654 Epoch: [62] [2400/7393] eta: 0:40:27 lr: 0.000010 loss: 15.1792 (15.2588) loss_bbox: 0.1504 (0.1451) loss_bbox_aux_0: 0.1642 (0.1577) loss_bbox_aux_1: 0.1545 (0.1508) loss_bbox_aux_2: 0.1566 (0.1477) loss_bbox_aux_3: 0.1570 (0.1455) loss_bbox_aux_4: 0.1541 (0.1453) loss_bbox_aux_5: 0.1967 (0.1923) loss_bbox_dn_0: 0.2576 (0.2505) loss_bbox_dn_1: 0.1920 (0.1823) loss_bbox_dn_2: 0.1709 (0.1626) loss_bbox_dn_3: 0.1673 (0.1569) loss_bbox_dn_4: 0.1664 (0.1555) loss_bbox_dn_5: 0.1665 (0.1556) loss_giou: 0.4004 (0.4606) loss_giou_aux_0: 0.4262 (0.4847) loss_giou_aux_1: 0.4196 (0.4712) loss_giou_aux_2: 0.4148 (0.4654) loss_giou_aux_3: 0.4054 (0.4617) loss_giou_aux_4: 0.4051 (0.4607) loss_giou_aux_5: 0.4905 (0.5456) loss_giou_dn_0: 0.5389 (0.5602) loss_giou_dn_1: 0.4390 (0.4520) loss_giou_dn_2: 0.4080 (0.4210) loss_giou_dn_3: 0.4015 (0.4127) loss_giou_dn_4: 0.3999 (0.4106) loss_giou_dn_5: 0.4000 (0.4108) loss_vfl: 0.6680 (0.6539) loss_vfl_aux_0: 0.7503 (0.7470) loss_vfl_aux_1: 0.6981 (0.7016) loss_vfl_aux_2: 0.6848 (0.6785) loss_vfl_aux_3: 0.6720 (0.6662) loss_vfl_aux_4: 0.6691 (0.6580) loss_vfl_aux_5: 0.7315 (0.7367) loss_vfl_dn_0: 0.4442 (0.4449) loss_vfl_dn_1: 0.3764 (0.3796) loss_vfl_dn_2: 0.3570 (0.3637) loss_vfl_dn_3: 0.3509 (0.3565) loss_vfl_dn_4: 0.3475 (0.3540) loss_vfl_dn_5: 0.3464 (0.3533) time: 0.5067 data: 0.0137 max mem: 5654 Epoch: [62] [2500/7393] eta: 0:39:39 lr: 0.000010 loss: 15.2468 (15.2535) loss_bbox: 0.1483 (0.1451) loss_bbox_aux_0: 0.1616 (0.1579) loss_bbox_aux_1: 0.1494 (0.1508) loss_bbox_aux_2: 0.1517 (0.1477) loss_bbox_aux_3: 0.1519 (0.1456) loss_bbox_aux_4: 0.1532 (0.1453) loss_bbox_aux_5: 0.1903 (0.1925) loss_bbox_dn_0: 0.2578 (0.2508) loss_bbox_dn_1: 0.1867 (0.1826) loss_bbox_dn_2: 0.1584 (0.1627) loss_bbox_dn_3: 0.1522 (0.1570) loss_bbox_dn_4: 0.1502 (0.1557) loss_bbox_dn_5: 0.1503 (0.1557) loss_giou: 0.4439 (0.4598) loss_giou_aux_0: 0.4632 (0.4839) loss_giou_aux_1: 0.4578 (0.4704) loss_giou_aux_2: 0.4530 (0.4647) loss_giou_aux_3: 0.4413 (0.4610) loss_giou_aux_4: 0.4457 (0.4600) loss_giou_aux_5: 0.5298 (0.5448) loss_giou_dn_0: 0.5619 (0.5597) loss_giou_dn_1: 0.4567 (0.4516) loss_giou_dn_2: 0.4248 (0.4205) loss_giou_dn_3: 0.4144 (0.4122) loss_giou_dn_4: 0.4078 (0.4101) loss_giou_dn_5: 0.4082 (0.4103) loss_vfl: 0.6341 (0.6540) loss_vfl_aux_0: 0.7422 (0.7474) loss_vfl_aux_1: 0.6922 (0.7019) loss_vfl_aux_2: 0.6546 (0.6787) loss_vfl_aux_3: 0.6538 (0.6663) loss_vfl_aux_4: 0.6487 (0.6582) loss_vfl_aux_5: 0.7297 (0.7373) loss_vfl_dn_0: 0.4449 (0.4449) loss_vfl_dn_1: 0.3796 (0.3795) loss_vfl_dn_2: 0.3607 (0.3636) loss_vfl_dn_3: 0.3548 (0.3564) loss_vfl_dn_4: 0.3489 (0.3538) loss_vfl_dn_5: 0.3478 (0.3531) time: 0.4826 data: 0.0148 max mem: 5654 Epoch: [62] [2600/7393] eta: 0:38:49 lr: 0.000010 loss: 14.7569 (15.2522) loss_bbox: 0.1406 (0.1453) loss_bbox_aux_0: 0.1417 (0.1580) loss_bbox_aux_1: 0.1431 (0.1509) loss_bbox_aux_2: 0.1434 (0.1477) loss_bbox_aux_3: 0.1372 (0.1457) loss_bbox_aux_4: 0.1406 (0.1454) loss_bbox_aux_5: 0.1693 (0.1924) loss_bbox_dn_0: 0.2354 (0.2508) loss_bbox_dn_1: 0.1737 (0.1825) loss_bbox_dn_2: 0.1551 (0.1627) loss_bbox_dn_3: 0.1464 (0.1570) loss_bbox_dn_4: 0.1457 (0.1556) loss_bbox_dn_5: 0.1457 (0.1557) loss_giou: 0.4438 (0.4599) loss_giou_aux_0: 0.4598 (0.4839) loss_giou_aux_1: 0.4536 (0.4705) loss_giou_aux_2: 0.4493 (0.4647) loss_giou_aux_3: 0.4506 (0.4611) loss_giou_aux_4: 0.4442 (0.4601) loss_giou_aux_5: 0.5405 (0.5448) loss_giou_dn_0: 0.5559 (0.5597) loss_giou_dn_1: 0.4454 (0.4516) loss_giou_dn_2: 0.4072 (0.4205) loss_giou_dn_3: 0.3955 (0.4122) loss_giou_dn_4: 0.3940 (0.4101) loss_giou_dn_5: 0.3940 (0.4103) loss_vfl: 0.6248 (0.6536) loss_vfl_aux_0: 0.7084 (0.7471) loss_vfl_aux_1: 0.6756 (0.7017) loss_vfl_aux_2: 0.6561 (0.6785) loss_vfl_aux_3: 0.6334 (0.6659) loss_vfl_aux_4: 0.6419 (0.6578) loss_vfl_aux_5: 0.7066 (0.7371) loss_vfl_dn_0: 0.4364 (0.4449) loss_vfl_dn_1: 0.3726 (0.3796) loss_vfl_dn_2: 0.3552 (0.3636) loss_vfl_dn_3: 0.3452 (0.3564) loss_vfl_dn_4: 0.3420 (0.3538) loss_vfl_dn_5: 0.3429 (0.3531) time: 0.4759 data: 0.0143 max mem: 5654 Epoch: [62] [2700/7393] eta: 0:38:00 lr: 0.000010 loss: 15.3203 (15.2453) loss_bbox: 0.1420 (0.1454) loss_bbox_aux_0: 0.1622 (0.1581) loss_bbox_aux_1: 0.1464 (0.1509) loss_bbox_aux_2: 0.1462 (0.1478) loss_bbox_aux_3: 0.1442 (0.1458) loss_bbox_aux_4: 0.1383 (0.1455) loss_bbox_aux_5: 0.2054 (0.1926) loss_bbox_dn_0: 0.2801 (0.2512) loss_bbox_dn_1: 0.1932 (0.1828) loss_bbox_dn_2: 0.1585 (0.1629) loss_bbox_dn_3: 0.1506 (0.1572) loss_bbox_dn_4: 0.1495 (0.1558) loss_bbox_dn_5: 0.1495 (0.1559) loss_giou: 0.3871 (0.4592) loss_giou_aux_0: 0.4301 (0.4832) loss_giou_aux_1: 0.4070 (0.4696) loss_giou_aux_2: 0.4100 (0.4639) loss_giou_aux_3: 0.3831 (0.4604) loss_giou_aux_4: 0.3869 (0.4594) loss_giou_aux_5: 0.4958 (0.5440) loss_giou_dn_0: 0.5473 (0.5592) loss_giou_dn_1: 0.4402 (0.4512) loss_giou_dn_2: 0.4057 (0.4200) loss_giou_dn_3: 0.4003 (0.4118) loss_giou_dn_4: 0.3955 (0.4097) loss_giou_dn_5: 0.3955 (0.4099) loss_vfl: 0.6677 (0.6534) loss_vfl_aux_0: 0.7289 (0.7470) loss_vfl_aux_1: 0.7204 (0.7017) loss_vfl_aux_2: 0.6621 (0.6784) loss_vfl_aux_3: 0.6724 (0.6657) loss_vfl_aux_4: 0.6795 (0.6576) loss_vfl_aux_5: 0.7285 (0.7371) loss_vfl_dn_0: 0.4500 (0.4449) loss_vfl_dn_1: 0.3806 (0.3795) loss_vfl_dn_2: 0.3614 (0.3635) loss_vfl_dn_3: 0.3527 (0.3563) loss_vfl_dn_4: 0.3522 (0.3538) loss_vfl_dn_5: 0.3510 (0.3531) time: 0.4688 data: 0.0139 max mem: 5654 Epoch: [62] [2800/7393] eta: 0:37:22 lr: 0.000010 loss: 15.4707 (15.2463) loss_bbox: 0.1373 (0.1454) loss_bbox_aux_0: 0.1414 (0.1581) loss_bbox_aux_1: 0.1442 (0.1510) loss_bbox_aux_2: 0.1400 (0.1478) loss_bbox_aux_3: 0.1381 (0.1458) loss_bbox_aux_4: 0.1380 (0.1455) loss_bbox_aux_5: 0.1808 (0.1927) loss_bbox_dn_0: 0.2364 (0.2511) loss_bbox_dn_1: 0.1742 (0.1827) loss_bbox_dn_2: 0.1544 (0.1628) loss_bbox_dn_3: 0.1509 (0.1571) loss_bbox_dn_4: 0.1515 (0.1557) loss_bbox_dn_5: 0.1516 (0.1558) loss_giou: 0.4403 (0.4596) loss_giou_aux_0: 0.4735 (0.4836) loss_giou_aux_1: 0.4477 (0.4701) loss_giou_aux_2: 0.4443 (0.4643) loss_giou_aux_3: 0.4421 (0.4608) loss_giou_aux_4: 0.4422 (0.4597) loss_giou_aux_5: 0.5111 (0.5445) loss_giou_dn_0: 0.5646 (0.5593) loss_giou_dn_1: 0.4396 (0.4513) loss_giou_dn_2: 0.4076 (0.4201) loss_giou_dn_3: 0.3994 (0.4118) loss_giou_dn_4: 0.3987 (0.4098) loss_giou_dn_5: 0.3993 (0.4100) loss_vfl: 0.6298 (0.6531) loss_vfl_aux_0: 0.7249 (0.7465) loss_vfl_aux_1: 0.6745 (0.7014) loss_vfl_aux_2: 0.6590 (0.6782) loss_vfl_aux_3: 0.6473 (0.6653) loss_vfl_aux_4: 0.6293 (0.6573) loss_vfl_aux_5: 0.7176 (0.7368) loss_vfl_dn_0: 0.4405 (0.4449) loss_vfl_dn_1: 0.3783 (0.3795) loss_vfl_dn_2: 0.3643 (0.3636) loss_vfl_dn_3: 0.3575 (0.3564) loss_vfl_dn_4: 0.3543 (0.3538) loss_vfl_dn_5: 0.3519 (0.3531) time: 0.4786 data: 0.0150 max mem: 5654 Epoch: [62] [2900/7393] eta: 0:36:33 lr: 0.000010 loss: 15.1160 (15.2456) loss_bbox: 0.1493 (0.1454) loss_bbox_aux_0: 0.1571 (0.1582) loss_bbox_aux_1: 0.1574 (0.1510) loss_bbox_aux_2: 0.1528 (0.1478) loss_bbox_aux_3: 0.1415 (0.1458) loss_bbox_aux_4: 0.1475 (0.1455) loss_bbox_aux_5: 0.1914 (0.1927) loss_bbox_dn_0: 0.2305 (0.2512) loss_bbox_dn_1: 0.1695 (0.1827) loss_bbox_dn_2: 0.1475 (0.1628) loss_bbox_dn_3: 0.1431 (0.1571) loss_bbox_dn_4: 0.1433 (0.1558) loss_bbox_dn_5: 0.1434 (0.1558) loss_giou: 0.4466 (0.4595) loss_giou_aux_0: 0.4717 (0.4836) loss_giou_aux_1: 0.4547 (0.4701) loss_giou_aux_2: 0.4495 (0.4643) loss_giou_aux_3: 0.4448 (0.4607) loss_giou_aux_4: 0.4414 (0.4597) loss_giou_aux_5: 0.5244 (0.5446) loss_giou_dn_0: 0.5611 (0.5592) loss_giou_dn_1: 0.4478 (0.4512) loss_giou_dn_2: 0.4171 (0.4201) loss_giou_dn_3: 0.4060 (0.4118) loss_giou_dn_4: 0.4056 (0.4097) loss_giou_dn_5: 0.4060 (0.4099) loss_vfl: 0.6502 (0.6530) loss_vfl_aux_0: 0.7275 (0.7465) loss_vfl_aux_1: 0.6928 (0.7013) loss_vfl_aux_2: 0.6808 (0.6781) loss_vfl_aux_3: 0.6706 (0.6652) loss_vfl_aux_4: 0.6502 (0.6573) loss_vfl_aux_5: 0.7302 (0.7369) loss_vfl_dn_0: 0.4481 (0.4449) loss_vfl_dn_1: 0.3774 (0.3795) loss_vfl_dn_2: 0.3612 (0.3636) loss_vfl_dn_3: 0.3531 (0.3563) loss_vfl_dn_4: 0.3513 (0.3538) loss_vfl_dn_5: 0.3502 (0.3531) time: 0.4796 data: 0.0148 max mem: 5654 Epoch: [62] [3000/7393] eta: 0:35:44 lr: 0.000010 loss: 15.4377 (15.2474) loss_bbox: 0.1501 (0.1454) loss_bbox_aux_0: 0.1537 (0.1581) loss_bbox_aux_1: 0.1487 (0.1510) loss_bbox_aux_2: 0.1443 (0.1478) loss_bbox_aux_3: 0.1470 (0.1458) loss_bbox_aux_4: 0.1526 (0.1455) loss_bbox_aux_5: 0.1938 (0.1927) loss_bbox_dn_0: 0.2804 (0.2513) loss_bbox_dn_1: 0.1982 (0.1828) loss_bbox_dn_2: 0.1800 (0.1628) loss_bbox_dn_3: 0.1750 (0.1572) loss_bbox_dn_4: 0.1724 (0.1558) loss_bbox_dn_5: 0.1724 (0.1558) loss_giou: 0.4299 (0.4594) loss_giou_aux_0: 0.4497 (0.4835) loss_giou_aux_1: 0.4441 (0.4700) loss_giou_aux_2: 0.4270 (0.4642) loss_giou_aux_3: 0.4268 (0.4606) loss_giou_aux_4: 0.4427 (0.4595) loss_giou_aux_5: 0.5056 (0.5444) loss_giou_dn_0: 0.5457 (0.5593) loss_giou_dn_1: 0.4300 (0.4512) loss_giou_dn_2: 0.3982 (0.4201) loss_giou_dn_3: 0.3921 (0.4118) loss_giou_dn_4: 0.3884 (0.4097) loss_giou_dn_5: 0.3885 (0.4099) loss_vfl: 0.6666 (0.6532) loss_vfl_aux_0: 0.7644 (0.7469) loss_vfl_aux_1: 0.7413 (0.7016) loss_vfl_aux_2: 0.7037 (0.6785) loss_vfl_aux_3: 0.6782 (0.6654) loss_vfl_aux_4: 0.6764 (0.6575) loss_vfl_aux_5: 0.7605 (0.7372) loss_vfl_dn_0: 0.4490 (0.4449) loss_vfl_dn_1: 0.3790 (0.3795) loss_vfl_dn_2: 0.3569 (0.3636) loss_vfl_dn_3: 0.3524 (0.3564) loss_vfl_dn_4: 0.3505 (0.3538) loss_vfl_dn_5: 0.3516 (0.3531) time: 0.4940 data: 0.0150 max mem: 5654 Epoch: [62] [3100/7393] eta: 0:35:04 lr: 0.000010 loss: 15.1430 (15.2419) loss_bbox: 0.1301 (0.1455) loss_bbox_aux_0: 0.1396 (0.1582) loss_bbox_aux_1: 0.1316 (0.1510) loss_bbox_aux_2: 0.1292 (0.1479) loss_bbox_aux_3: 0.1323 (0.1460) loss_bbox_aux_4: 0.1301 (0.1456) loss_bbox_aux_5: 0.1867 (0.1928) loss_bbox_dn_0: 0.2358 (0.2514) loss_bbox_dn_1: 0.1579 (0.1828) loss_bbox_dn_2: 0.1369 (0.1629) loss_bbox_dn_3: 0.1330 (0.1572) loss_bbox_dn_4: 0.1416 (0.1559) loss_bbox_dn_5: 0.1416 (0.1559) loss_giou: 0.4252 (0.4588) loss_giou_aux_0: 0.4310 (0.4827) loss_giou_aux_1: 0.4198 (0.4692) loss_giou_aux_2: 0.4161 (0.4635) loss_giou_aux_3: 0.4257 (0.4601) loss_giou_aux_4: 0.4257 (0.4589) loss_giou_aux_5: 0.4876 (0.5437) loss_giou_dn_0: 0.5320 (0.5589) loss_giou_dn_1: 0.4179 (0.4507) loss_giou_dn_2: 0.3930 (0.4196) loss_giou_dn_3: 0.3838 (0.4113) loss_giou_dn_4: 0.3801 (0.4093) loss_giou_dn_5: 0.3801 (0.4095) loss_vfl: 0.6422 (0.6533) loss_vfl_aux_0: 0.7388 (0.7474) loss_vfl_aux_1: 0.7164 (0.7021) loss_vfl_aux_2: 0.6968 (0.6788) loss_vfl_aux_3: 0.6719 (0.6654) loss_vfl_aux_4: 0.6621 (0.6576) loss_vfl_aux_5: 0.7291 (0.7377) loss_vfl_dn_0: 0.4448 (0.4449) loss_vfl_dn_1: 0.3784 (0.3793) loss_vfl_dn_2: 0.3630 (0.3634) loss_vfl_dn_3: 0.3560 (0.3562) loss_vfl_dn_4: 0.3528 (0.3537) loss_vfl_dn_5: 0.3531 (0.3530) time: 0.4867 data: 0.0149 max mem: 5654 Epoch: [62] [3200/7393] eta: 0:34:14 lr: 0.000010 loss: 15.4587 (15.2458) loss_bbox: 0.1456 (0.1455) loss_bbox_aux_0: 0.1552 (0.1580) loss_bbox_aux_1: 0.1486 (0.1509) loss_bbox_aux_2: 0.1445 (0.1478) loss_bbox_aux_3: 0.1454 (0.1459) loss_bbox_aux_4: 0.1458 (0.1456) loss_bbox_aux_5: 0.1794 (0.1927) loss_bbox_dn_0: 0.2054 (0.2512) loss_bbox_dn_1: 0.1491 (0.1827) loss_bbox_dn_2: 0.1381 (0.1628) loss_bbox_dn_3: 0.1332 (0.1571) loss_bbox_dn_4: 0.1315 (0.1558) loss_bbox_dn_5: 0.1315 (0.1558) loss_giou: 0.4940 (0.4592) loss_giou_aux_0: 0.5130 (0.4830) loss_giou_aux_1: 0.5030 (0.4695) loss_giou_aux_2: 0.5009 (0.4639) loss_giou_aux_3: 0.5023 (0.4605) loss_giou_aux_4: 0.4937 (0.4593) loss_giou_aux_5: 0.5797 (0.5440) loss_giou_dn_0: 0.5746 (0.5591) loss_giou_dn_1: 0.4524 (0.4509) loss_giou_dn_2: 0.4137 (0.4198) loss_giou_dn_3: 0.4036 (0.4115) loss_giou_dn_4: 0.4017 (0.4094) loss_giou_dn_5: 0.4020 (0.4096) loss_vfl: 0.6202 (0.6534) loss_vfl_aux_0: 0.7073 (0.7476) loss_vfl_aux_1: 0.6615 (0.7023) loss_vfl_aux_2: 0.6367 (0.6788) loss_vfl_aux_3: 0.6360 (0.6655) loss_vfl_aux_4: 0.6249 (0.6577) loss_vfl_aux_5: 0.6886 (0.7379) loss_vfl_dn_0: 0.4437 (0.4449) loss_vfl_dn_1: 0.3873 (0.3794) loss_vfl_dn_2: 0.3701 (0.3635) loss_vfl_dn_3: 0.3649 (0.3563) loss_vfl_dn_4: 0.3610 (0.3538) loss_vfl_dn_5: 0.3603 (0.3531) time: 0.4819 data: 0.0150 max mem: 5654 Epoch: [62] [3300/7393] eta: 0:33:24 lr: 0.000010 loss: 15.5158 (15.2496) loss_bbox: 0.1442 (0.1457) loss_bbox_aux_0: 0.1508 (0.1582) loss_bbox_aux_1: 0.1448 (0.1511) loss_bbox_aux_2: 0.1419 (0.1481) loss_bbox_aux_3: 0.1454 (0.1462) loss_bbox_aux_4: 0.1441 (0.1458) loss_bbox_aux_5: 0.1808 (0.1928) loss_bbox_dn_0: 0.2171 (0.2514) loss_bbox_dn_1: 0.1580 (0.1829) loss_bbox_dn_2: 0.1337 (0.1629) loss_bbox_dn_3: 0.1298 (0.1572) loss_bbox_dn_4: 0.1286 (0.1559) loss_bbox_dn_5: 0.1287 (0.1559) loss_giou: 0.4982 (0.4595) loss_giou_aux_0: 0.5303 (0.4832) loss_giou_aux_1: 0.5210 (0.4697) loss_giou_aux_2: 0.5125 (0.4641) loss_giou_aux_3: 0.4988 (0.4607) loss_giou_aux_4: 0.4985 (0.4596) loss_giou_aux_5: 0.5918 (0.5442) loss_giou_dn_0: 0.5925 (0.5593) loss_giou_dn_1: 0.4786 (0.4512) loss_giou_dn_2: 0.4467 (0.4200) loss_giou_dn_3: 0.4353 (0.4117) loss_giou_dn_4: 0.4340 (0.4097) loss_giou_dn_5: 0.4341 (0.4098) loss_vfl: 0.6191 (0.6531) loss_vfl_aux_0: 0.7145 (0.7474) loss_vfl_aux_1: 0.6788 (0.7021) loss_vfl_aux_2: 0.6478 (0.6785) loss_vfl_aux_3: 0.6399 (0.6651) loss_vfl_aux_4: 0.6234 (0.6574) loss_vfl_aux_5: 0.6963 (0.7377) loss_vfl_dn_0: 0.4490 (0.4449) loss_vfl_dn_1: 0.3866 (0.3795) loss_vfl_dn_2: 0.3711 (0.3636) loss_vfl_dn_3: 0.3666 (0.3564) loss_vfl_dn_4: 0.3633 (0.3538) loss_vfl_dn_5: 0.3630 (0.3531) time: 0.4798 data: 0.0148 max mem: 5654 Epoch: [62] [3400/7393] eta: 0:32:34 lr: 0.000010 loss: 15.2928 (15.2525) loss_bbox: 0.1364 (0.1457) loss_bbox_aux_0: 0.1483 (0.1582) loss_bbox_aux_1: 0.1366 (0.1511) loss_bbox_aux_2: 0.1371 (0.1481) loss_bbox_aux_3: 0.1364 (0.1462) loss_bbox_aux_4: 0.1346 (0.1458) loss_bbox_aux_5: 0.1785 (0.1928) loss_bbox_dn_0: 0.2319 (0.2517) loss_bbox_dn_1: 0.1674 (0.1831) loss_bbox_dn_2: 0.1491 (0.1631) loss_bbox_dn_3: 0.1445 (0.1575) loss_bbox_dn_4: 0.1430 (0.1561) loss_bbox_dn_5: 0.1430 (0.1561) loss_giou: 0.4374 (0.4592) loss_giou_aux_0: 0.4659 (0.4830) loss_giou_aux_1: 0.4609 (0.4695) loss_giou_aux_2: 0.4447 (0.4639) loss_giou_aux_3: 0.4342 (0.4605) loss_giou_aux_4: 0.4311 (0.4593) loss_giou_aux_5: 0.5242 (0.5441) loss_giou_dn_0: 0.5645 (0.5593) loss_giou_dn_1: 0.4505 (0.4512) loss_giou_dn_2: 0.4162 (0.4200) loss_giou_dn_3: 0.4060 (0.4117) loss_giou_dn_4: 0.4030 (0.4096) loss_giou_dn_5: 0.4029 (0.4098) loss_vfl: 0.6688 (0.6536) loss_vfl_aux_0: 0.7385 (0.7478) loss_vfl_aux_1: 0.7165 (0.7027) loss_vfl_aux_2: 0.6932 (0.6789) loss_vfl_aux_3: 0.6771 (0.6656) loss_vfl_aux_4: 0.6606 (0.6579) loss_vfl_aux_5: 0.7502 (0.7382) loss_vfl_dn_0: 0.4433 (0.4449) loss_vfl_dn_1: 0.3796 (0.3795) loss_vfl_dn_2: 0.3610 (0.3635) loss_vfl_dn_3: 0.3527 (0.3564) loss_vfl_dn_4: 0.3509 (0.3538) loss_vfl_dn_5: 0.3506 (0.3531) time: 0.4820 data: 0.0150 max mem: 5654 Epoch: [62] [3500/7393] eta: 0:31:44 lr: 0.000010 loss: 14.7954 (15.2486) loss_bbox: 0.1266 (0.1456) loss_bbox_aux_0: 0.1361 (0.1581) loss_bbox_aux_1: 0.1383 (0.1510) loss_bbox_aux_2: 0.1278 (0.1480) loss_bbox_aux_3: 0.1268 (0.1461) loss_bbox_aux_4: 0.1266 (0.1457) loss_bbox_aux_5: 0.1761 (0.1927) loss_bbox_dn_0: 0.2177 (0.2515) loss_bbox_dn_1: 0.1519 (0.1829) loss_bbox_dn_2: 0.1357 (0.1630) loss_bbox_dn_3: 0.1329 (0.1573) loss_bbox_dn_4: 0.1325 (0.1560) loss_bbox_dn_5: 0.1326 (0.1560) loss_giou: 0.4539 (0.4591) loss_giou_aux_0: 0.4577 (0.4829) loss_giou_aux_1: 0.4432 (0.4694) loss_giou_aux_2: 0.4511 (0.4638) loss_giou_aux_3: 0.4485 (0.4605) loss_giou_aux_4: 0.4538 (0.4593) loss_giou_aux_5: 0.5284 (0.5439) loss_giou_dn_0: 0.5505 (0.5593) loss_giou_dn_1: 0.4555 (0.4511) loss_giou_dn_2: 0.4315 (0.4200) loss_giou_dn_3: 0.4254 (0.4117) loss_giou_dn_4: 0.4203 (0.4096) loss_giou_dn_5: 0.4208 (0.4098) loss_vfl: 0.6378 (0.6535) loss_vfl_aux_0: 0.7374 (0.7477) loss_vfl_aux_1: 0.6793 (0.7025) loss_vfl_aux_2: 0.6652 (0.6788) loss_vfl_aux_3: 0.6472 (0.6654) loss_vfl_aux_4: 0.6333 (0.6577) loss_vfl_aux_5: 0.7081 (0.7380) loss_vfl_dn_0: 0.4405 (0.4448) loss_vfl_dn_1: 0.3709 (0.3794) loss_vfl_dn_2: 0.3551 (0.3635) loss_vfl_dn_3: 0.3498 (0.3563) loss_vfl_dn_4: 0.3483 (0.3538) loss_vfl_dn_5: 0.3474 (0.3530) time: 0.4803 data: 0.0145 max mem: 5654 Epoch: [62] [3600/7393] eta: 0:30:54 lr: 0.000010 loss: 15.3869 (15.2492) loss_bbox: 0.1439 (0.1456) loss_bbox_aux_0: 0.1626 (0.1581) loss_bbox_aux_1: 0.1481 (0.1510) loss_bbox_aux_2: 0.1519 (0.1479) loss_bbox_aux_3: 0.1507 (0.1460) loss_bbox_aux_4: 0.1479 (0.1457) loss_bbox_aux_5: 0.1982 (0.1927) loss_bbox_dn_0: 0.2739 (0.2515) loss_bbox_dn_1: 0.1996 (0.1829) loss_bbox_dn_2: 0.1694 (0.1630) loss_bbox_dn_3: 0.1623 (0.1573) loss_bbox_dn_4: 0.1619 (0.1560) loss_bbox_dn_5: 0.1619 (0.1560) loss_giou: 0.4338 (0.4590) loss_giou_aux_0: 0.4657 (0.4829) loss_giou_aux_1: 0.4490 (0.4694) loss_giou_aux_2: 0.4340 (0.4637) loss_giou_aux_3: 0.4357 (0.4604) loss_giou_aux_4: 0.4266 (0.4592) loss_giou_aux_5: 0.5283 (0.5439) loss_giou_dn_0: 0.5463 (0.5593) loss_giou_dn_1: 0.4396 (0.4511) loss_giou_dn_2: 0.4027 (0.4200) loss_giou_dn_3: 0.3908 (0.4117) loss_giou_dn_4: 0.3867 (0.4096) loss_giou_dn_5: 0.3867 (0.4098) loss_vfl: 0.6929 (0.6537) loss_vfl_aux_0: 0.7674 (0.7477) loss_vfl_aux_1: 0.7200 (0.7027) loss_vfl_aux_2: 0.7150 (0.6791) loss_vfl_aux_3: 0.6941 (0.6657) loss_vfl_aux_4: 0.6977 (0.6579) loss_vfl_aux_5: 0.7635 (0.7382) loss_vfl_dn_0: 0.4489 (0.4447) loss_vfl_dn_1: 0.3741 (0.3794) loss_vfl_dn_2: 0.3558 (0.3634) loss_vfl_dn_3: 0.3512 (0.3563) loss_vfl_dn_4: 0.3479 (0.3537) loss_vfl_dn_5: 0.3466 (0.3530) time: 0.4967 data: 0.0150 max mem: 5654 Epoch: [62] [3700/7393] eta: 0:30:06 lr: 0.000010 loss: 15.0164 (15.2441) loss_bbox: 0.1420 (0.1457) loss_bbox_aux_0: 0.1511 (0.1582) loss_bbox_aux_1: 0.1360 (0.1511) loss_bbox_aux_2: 0.1322 (0.1480) loss_bbox_aux_3: 0.1339 (0.1461) loss_bbox_aux_4: 0.1420 (0.1458) loss_bbox_aux_5: 0.1934 (0.1928) loss_bbox_dn_0: 0.2461 (0.2517) loss_bbox_dn_1: 0.1784 (0.1830) loss_bbox_dn_2: 0.1591 (0.1630) loss_bbox_dn_3: 0.1506 (0.1574) loss_bbox_dn_4: 0.1508 (0.1560) loss_bbox_dn_5: 0.1509 (0.1560) loss_giou: 0.3967 (0.4585) loss_giou_aux_0: 0.4404 (0.4824) loss_giou_aux_1: 0.4124 (0.4688) loss_giou_aux_2: 0.3962 (0.4632) loss_giou_aux_3: 0.3955 (0.4599) loss_giou_aux_4: 0.3964 (0.4587) loss_giou_aux_5: 0.4903 (0.5434) loss_giou_dn_0: 0.5354 (0.5590) loss_giou_dn_1: 0.4312 (0.4508) loss_giou_dn_2: 0.3949 (0.4197) loss_giou_dn_3: 0.3843 (0.4114) loss_giou_dn_4: 0.3806 (0.4093) loss_giou_dn_5: 0.3807 (0.4095) loss_vfl: 0.6610 (0.6536) loss_vfl_aux_0: 0.7433 (0.7477) loss_vfl_aux_1: 0.7037 (0.7028) loss_vfl_aux_2: 0.6978 (0.6792) loss_vfl_aux_3: 0.6814 (0.6655) loss_vfl_aux_4: 0.6617 (0.6577) loss_vfl_aux_5: 0.7341 (0.7383) loss_vfl_dn_0: 0.4445 (0.4447) loss_vfl_dn_1: 0.3761 (0.3793) loss_vfl_dn_2: 0.3584 (0.3633) loss_vfl_dn_3: 0.3532 (0.3561) loss_vfl_dn_4: 0.3489 (0.3536) loss_vfl_dn_5: 0.3448 (0.3529) time: 0.4956 data: 0.0150 max mem: 5654 Epoch: [62] [3800/7393] eta: 0:29:16 lr: 0.000010 loss: 15.0329 (15.2462) loss_bbox: 0.1364 (0.1458) loss_bbox_aux_0: 0.1534 (0.1584) loss_bbox_aux_1: 0.1434 (0.1512) loss_bbox_aux_2: 0.1424 (0.1481) loss_bbox_aux_3: 0.1383 (0.1463) loss_bbox_aux_4: 0.1398 (0.1459) loss_bbox_aux_5: 0.1886 (0.1930) loss_bbox_dn_0: 0.2367 (0.2517) loss_bbox_dn_1: 0.1770 (0.1830) loss_bbox_dn_2: 0.1561 (0.1631) loss_bbox_dn_3: 0.1482 (0.1574) loss_bbox_dn_4: 0.1459 (0.1561) loss_bbox_dn_5: 0.1459 (0.1561) loss_giou: 0.4791 (0.4587) loss_giou_aux_0: 0.4976 (0.4826) loss_giou_aux_1: 0.4909 (0.4689) loss_giou_aux_2: 0.4761 (0.4633) loss_giou_aux_3: 0.4768 (0.4600) loss_giou_aux_4: 0.4792 (0.4589) loss_giou_aux_5: 0.5619 (0.5436) loss_giou_dn_0: 0.5528 (0.5591) loss_giou_dn_1: 0.4628 (0.4509) loss_giou_dn_2: 0.4309 (0.4198) loss_giou_dn_3: 0.4172 (0.4115) loss_giou_dn_4: 0.4152 (0.4094) loss_giou_dn_5: 0.4152 (0.4096) loss_vfl: 0.6413 (0.6535) loss_vfl_aux_0: 0.7462 (0.7477) loss_vfl_aux_1: 0.6882 (0.7027) loss_vfl_aux_2: 0.6881 (0.6792) loss_vfl_aux_3: 0.6622 (0.6654) loss_vfl_aux_4: 0.6556 (0.6576) loss_vfl_aux_5: 0.7203 (0.7380) loss_vfl_dn_0: 0.4476 (0.4447) loss_vfl_dn_1: 0.3834 (0.3793) loss_vfl_dn_2: 0.3659 (0.3634) loss_vfl_dn_3: 0.3591 (0.3562) loss_vfl_dn_4: 0.3577 (0.3536) loss_vfl_dn_5: 0.3565 (0.3529) time: 0.4693 data: 0.0140 max mem: 5654 Epoch: [62] [3900/7393] eta: 0:28:26 lr: 0.000010 loss: 15.3061 (15.2502) loss_bbox: 0.1410 (0.1460) loss_bbox_aux_0: 0.1519 (0.1586) loss_bbox_aux_1: 0.1517 (0.1513) loss_bbox_aux_2: 0.1488 (0.1483) loss_bbox_aux_3: 0.1447 (0.1464) loss_bbox_aux_4: 0.1431 (0.1461) loss_bbox_aux_5: 0.1881 (0.1932) loss_bbox_dn_0: 0.2340 (0.2520) loss_bbox_dn_1: 0.1596 (0.1832) loss_bbox_dn_2: 0.1419 (0.1632) loss_bbox_dn_3: 0.1333 (0.1575) loss_bbox_dn_4: 0.1326 (0.1562) loss_bbox_dn_5: 0.1327 (0.1562) loss_giou: 0.4510 (0.4588) loss_giou_aux_0: 0.4826 (0.4827) loss_giou_aux_1: 0.4561 (0.4690) loss_giou_aux_2: 0.4521 (0.4633) loss_giou_aux_3: 0.4500 (0.4601) loss_giou_aux_4: 0.4466 (0.4590) loss_giou_aux_5: 0.5247 (0.5437) loss_giou_dn_0: 0.5599 (0.5592) loss_giou_dn_1: 0.4452 (0.4510) loss_giou_dn_2: 0.4215 (0.4198) loss_giou_dn_3: 0.4186 (0.4115) loss_giou_dn_4: 0.4178 (0.4094) loss_giou_dn_5: 0.4181 (0.4096) loss_vfl: 0.6209 (0.6536) loss_vfl_aux_0: 0.7132 (0.7478) loss_vfl_aux_1: 0.6569 (0.7029) loss_vfl_aux_2: 0.6235 (0.6793) loss_vfl_aux_3: 0.6212 (0.6655) loss_vfl_aux_4: 0.6113 (0.6577) loss_vfl_aux_5: 0.7008 (0.7381) loss_vfl_dn_0: 0.4361 (0.4447) loss_vfl_dn_1: 0.3695 (0.3793) loss_vfl_dn_2: 0.3527 (0.3634) loss_vfl_dn_3: 0.3479 (0.3562) loss_vfl_dn_4: 0.3472 (0.3536) loss_vfl_dn_5: 0.3471 (0.3529) time: 0.4734 data: 0.0160 max mem: 5654 Epoch: [62] [4000/7393] eta: 0:27:37 lr: 0.000010 loss: 15.1721 (15.2483) loss_bbox: 0.1370 (0.1462) loss_bbox_aux_0: 0.1530 (0.1586) loss_bbox_aux_1: 0.1481 (0.1515) loss_bbox_aux_2: 0.1418 (0.1485) loss_bbox_aux_3: 0.1392 (0.1466) loss_bbox_aux_4: 0.1371 (0.1463) loss_bbox_aux_5: 0.1941 (0.1934) loss_bbox_dn_0: 0.2142 (0.2522) loss_bbox_dn_1: 0.1585 (0.1833) loss_bbox_dn_2: 0.1419 (0.1633) loss_bbox_dn_3: 0.1385 (0.1577) loss_bbox_dn_4: 0.1375 (0.1563) loss_bbox_dn_5: 0.1375 (0.1563) loss_giou: 0.4885 (0.4587) loss_giou_aux_0: 0.4947 (0.4825) loss_giou_aux_1: 0.4988 (0.4689) loss_giou_aux_2: 0.4925 (0.4632) loss_giou_aux_3: 0.4894 (0.4601) loss_giou_aux_4: 0.4907 (0.4589) loss_giou_aux_5: 0.5593 (0.5437) loss_giou_dn_0: 0.5778 (0.5589) loss_giou_dn_1: 0.4599 (0.4508) loss_giou_dn_2: 0.4359 (0.4196) loss_giou_dn_3: 0.4245 (0.4113) loss_giou_dn_4: 0.4221 (0.4092) loss_giou_dn_5: 0.4228 (0.4094) loss_vfl: 0.6780 (0.6533) loss_vfl_aux_0: 0.7445 (0.7479) loss_vfl_aux_1: 0.7144 (0.7027) loss_vfl_aux_2: 0.6944 (0.6790) loss_vfl_aux_3: 0.6819 (0.6652) loss_vfl_aux_4: 0.6753 (0.6574) loss_vfl_aux_5: 0.7347 (0.7380) loss_vfl_dn_0: 0.4431 (0.4446) loss_vfl_dn_1: 0.3810 (0.3792) loss_vfl_dn_2: 0.3614 (0.3633) loss_vfl_dn_3: 0.3585 (0.3561) loss_vfl_dn_4: 0.3559 (0.3535) loss_vfl_dn_5: 0.3551 (0.3528) time: 0.4847 data: 0.0139 max mem: 5654 Epoch: [62] [4100/7393] eta: 0:26:48 lr: 0.000010 loss: 15.3078 (15.2500) loss_bbox: 0.1433 (0.1462) loss_bbox_aux_0: 0.1540 (0.1586) loss_bbox_aux_1: 0.1488 (0.1515) loss_bbox_aux_2: 0.1454 (0.1485) loss_bbox_aux_3: 0.1451 (0.1466) loss_bbox_aux_4: 0.1426 (0.1462) loss_bbox_aux_5: 0.1950 (0.1934) loss_bbox_dn_0: 0.2442 (0.2521) loss_bbox_dn_1: 0.1776 (0.1834) loss_bbox_dn_2: 0.1579 (0.1634) loss_bbox_dn_3: 0.1533 (0.1577) loss_bbox_dn_4: 0.1507 (0.1564) loss_bbox_dn_5: 0.1507 (0.1564) loss_giou: 0.4623 (0.4588) loss_giou_aux_0: 0.4876 (0.4826) loss_giou_aux_1: 0.4822 (0.4690) loss_giou_aux_2: 0.4657 (0.4633) loss_giou_aux_3: 0.4628 (0.4602) loss_giou_aux_4: 0.4602 (0.4590) loss_giou_aux_5: 0.5488 (0.5438) loss_giou_dn_0: 0.5616 (0.5589) loss_giou_dn_1: 0.4598 (0.4508) loss_giou_dn_2: 0.4369 (0.4196) loss_giou_dn_3: 0.4296 (0.4114) loss_giou_dn_4: 0.4288 (0.4093) loss_giou_dn_5: 0.4289 (0.4094) loss_vfl: 0.6625 (0.6535) loss_vfl_aux_0: 0.7578 (0.7480) loss_vfl_aux_1: 0.7014 (0.7027) loss_vfl_aux_2: 0.6635 (0.6791) loss_vfl_aux_3: 0.6668 (0.6653) loss_vfl_aux_4: 0.6613 (0.6576) loss_vfl_aux_5: 0.7516 (0.7379) loss_vfl_dn_0: 0.4436 (0.4445) loss_vfl_dn_1: 0.3803 (0.3791) loss_vfl_dn_2: 0.3669 (0.3633) loss_vfl_dn_3: 0.3599 (0.3561) loss_vfl_dn_4: 0.3567 (0.3536) loss_vfl_dn_5: 0.3568 (0.3528) time: 0.4879 data: 0.0140 max mem: 5654 Epoch: [62] [4200/7393] eta: 0:25:59 lr: 0.000010 loss: 14.7215 (15.2478) loss_bbox: 0.1364 (0.1461) loss_bbox_aux_0: 0.1456 (0.1585) loss_bbox_aux_1: 0.1450 (0.1514) loss_bbox_aux_2: 0.1425 (0.1484) loss_bbox_aux_3: 0.1363 (0.1465) loss_bbox_aux_4: 0.1362 (0.1462) loss_bbox_aux_5: 0.1882 (0.1933) loss_bbox_dn_0: 0.2363 (0.2520) loss_bbox_dn_1: 0.1569 (0.1833) loss_bbox_dn_2: 0.1363 (0.1633) loss_bbox_dn_3: 0.1354 (0.1576) loss_bbox_dn_4: 0.1341 (0.1563) loss_bbox_dn_5: 0.1341 (0.1563) loss_giou: 0.4343 (0.4589) loss_giou_aux_0: 0.4545 (0.4827) loss_giou_aux_1: 0.4383 (0.4691) loss_giou_aux_2: 0.4364 (0.4634) loss_giou_aux_3: 0.4329 (0.4603) loss_giou_aux_4: 0.4300 (0.4591) loss_giou_aux_5: 0.4856 (0.5439) loss_giou_dn_0: 0.5199 (0.5588) loss_giou_dn_1: 0.4220 (0.4508) loss_giou_dn_2: 0.3917 (0.4196) loss_giou_dn_3: 0.3852 (0.4113) loss_giou_dn_4: 0.3842 (0.4093) loss_giou_dn_5: 0.3844 (0.4094) loss_vfl: 0.6495 (0.6534) loss_vfl_aux_0: 0.7427 (0.7478) loss_vfl_aux_1: 0.6959 (0.7024) loss_vfl_aux_2: 0.6824 (0.6789) loss_vfl_aux_3: 0.6637 (0.6652) loss_vfl_aux_4: 0.6531 (0.6574) loss_vfl_aux_5: 0.7247 (0.7378) loss_vfl_dn_0: 0.4470 (0.4445) loss_vfl_dn_1: 0.3865 (0.3791) loss_vfl_dn_2: 0.3695 (0.3632) loss_vfl_dn_3: 0.3627 (0.3560) loss_vfl_dn_4: 0.3596 (0.3535) loss_vfl_dn_5: 0.3574 (0.3528) time: 0.4783 data: 0.0135 max mem: 5654 Epoch: [62] [4300/7393] eta: 0:25:14 lr: 0.000010 loss: 15.5954 (15.2524) loss_bbox: 0.1473 (0.1461) loss_bbox_aux_0: 0.1684 (0.1586) loss_bbox_aux_1: 0.1591 (0.1515) loss_bbox_aux_2: 0.1564 (0.1485) loss_bbox_aux_3: 0.1564 (0.1466) loss_bbox_aux_4: 0.1473 (0.1462) loss_bbox_aux_5: 0.2137 (0.1934) loss_bbox_dn_0: 0.2444 (0.2521) loss_bbox_dn_1: 0.1873 (0.1833) loss_bbox_dn_2: 0.1681 (0.1633) loss_bbox_dn_3: 0.1611 (0.1576) loss_bbox_dn_4: 0.1625 (0.1563) loss_bbox_dn_5: 0.1625 (0.1563) loss_giou: 0.4290 (0.4591) loss_giou_aux_0: 0.4473 (0.4830) loss_giou_aux_1: 0.4404 (0.4693) loss_giou_aux_2: 0.4302 (0.4636) loss_giou_aux_3: 0.4506 (0.4604) loss_giou_aux_4: 0.4441 (0.4593) loss_giou_aux_5: 0.4963 (0.5442) loss_giou_dn_0: 0.5172 (0.5590) loss_giou_dn_1: 0.4194 (0.4509) loss_giou_dn_2: 0.3896 (0.4197) loss_giou_dn_3: 0.3822 (0.4114) loss_giou_dn_4: 0.3782 (0.4094) loss_giou_dn_5: 0.3782 (0.4096) loss_vfl: 0.6858 (0.6537) loss_vfl_aux_0: 0.7636 (0.7479) loss_vfl_aux_1: 0.7039 (0.7025) loss_vfl_aux_2: 0.6858 (0.6791) loss_vfl_aux_3: 0.6719 (0.6655) loss_vfl_aux_4: 0.6875 (0.6578) loss_vfl_aux_5: 0.7640 (0.7377) loss_vfl_dn_0: 0.4430 (0.4446) loss_vfl_dn_1: 0.3805 (0.3791) loss_vfl_dn_2: 0.3655 (0.3633) loss_vfl_dn_3: 0.3575 (0.3561) loss_vfl_dn_4: 0.3572 (0.3536) loss_vfl_dn_5: 0.3565 (0.3529) time: 0.4792 data: 0.0146 max mem: 5654 Epoch: [62] [4400/7393] eta: 0:24:24 lr: 0.000010 loss: 15.1021 (15.2487) loss_bbox: 0.1326 (0.1461) loss_bbox_aux_0: 0.1457 (0.1586) loss_bbox_aux_1: 0.1368 (0.1515) loss_bbox_aux_2: 0.1357 (0.1485) loss_bbox_aux_3: 0.1338 (0.1466) loss_bbox_aux_4: 0.1331 (0.1462) loss_bbox_aux_5: 0.1882 (0.1934) loss_bbox_dn_0: 0.2122 (0.2520) loss_bbox_dn_1: 0.1570 (0.1832) loss_bbox_dn_2: 0.1439 (0.1632) loss_bbox_dn_3: 0.1411 (0.1576) loss_bbox_dn_4: 0.1413 (0.1562) loss_bbox_dn_5: 0.1413 (0.1562) loss_giou: 0.4562 (0.4590) loss_giou_aux_0: 0.4813 (0.4829) loss_giou_aux_1: 0.4694 (0.4693) loss_giou_aux_2: 0.4450 (0.4635) loss_giou_aux_3: 0.4511 (0.4604) loss_giou_aux_4: 0.4533 (0.4592) loss_giou_aux_5: 0.5464 (0.5441) loss_giou_dn_0: 0.5703 (0.5589) loss_giou_dn_1: 0.4528 (0.4508) loss_giou_dn_2: 0.4203 (0.4196) loss_giou_dn_3: 0.4134 (0.4113) loss_giou_dn_4: 0.4118 (0.4092) loss_giou_dn_5: 0.4120 (0.4094) loss_vfl: 0.6476 (0.6535) loss_vfl_aux_0: 0.7270 (0.7477) loss_vfl_aux_1: 0.6883 (0.7022) loss_vfl_aux_2: 0.6677 (0.6789) loss_vfl_aux_3: 0.6600 (0.6652) loss_vfl_aux_4: 0.6494 (0.6575) loss_vfl_aux_5: 0.7143 (0.7377) loss_vfl_dn_0: 0.4422 (0.4445) loss_vfl_dn_1: 0.3772 (0.3791) loss_vfl_dn_2: 0.3607 (0.3632) loss_vfl_dn_3: 0.3559 (0.3561) loss_vfl_dn_4: 0.3528 (0.3536) loss_vfl_dn_5: 0.3513 (0.3528) time: 0.4789 data: 0.0141 max mem: 5654 Epoch: [62] [4500/7393] eta: 0:23:35 lr: 0.000010 loss: 15.6085 (15.2531) loss_bbox: 0.1381 (0.1462) loss_bbox_aux_0: 0.1479 (0.1587) loss_bbox_aux_1: 0.1396 (0.1516) loss_bbox_aux_2: 0.1430 (0.1486) loss_bbox_aux_3: 0.1388 (0.1467) loss_bbox_aux_4: 0.1391 (0.1463) loss_bbox_aux_5: 0.1762 (0.1935) loss_bbox_dn_0: 0.2148 (0.2520) loss_bbox_dn_1: 0.1510 (0.1833) loss_bbox_dn_2: 0.1371 (0.1633) loss_bbox_dn_3: 0.1324 (0.1577) loss_bbox_dn_4: 0.1317 (0.1563) loss_bbox_dn_5: 0.1317 (0.1563) loss_giou: 0.4706 (0.4594) loss_giou_aux_0: 0.4906 (0.4832) loss_giou_aux_1: 0.4759 (0.4696) loss_giou_aux_2: 0.4674 (0.4640) loss_giou_aux_3: 0.4613 (0.4608) loss_giou_aux_4: 0.4691 (0.4596) loss_giou_aux_5: 0.5456 (0.5443) loss_giou_dn_0: 0.5786 (0.5591) loss_giou_dn_1: 0.4679 (0.4510) loss_giou_dn_2: 0.4455 (0.4198) loss_giou_dn_3: 0.4411 (0.4115) loss_giou_dn_4: 0.4382 (0.4095) loss_giou_dn_5: 0.4383 (0.4096) loss_vfl: 0.6132 (0.6533) loss_vfl_aux_0: 0.7068 (0.7474) loss_vfl_aux_1: 0.6616 (0.7021) loss_vfl_aux_2: 0.6305 (0.6787) loss_vfl_aux_3: 0.6288 (0.6650) loss_vfl_aux_4: 0.6169 (0.6573) loss_vfl_aux_5: 0.7066 (0.7376) loss_vfl_dn_0: 0.4383 (0.4445) loss_vfl_dn_1: 0.3713 (0.3791) loss_vfl_dn_2: 0.3602 (0.3633) loss_vfl_dn_3: 0.3565 (0.3561) loss_vfl_dn_4: 0.3533 (0.3536) loss_vfl_dn_5: 0.3528 (0.3529) time: 0.4774 data: 0.0144 max mem: 5654 Epoch: [62] [4600/7393] eta: 0:22:45 lr: 0.000010 loss: 15.0882 (15.2506) loss_bbox: 0.1560 (0.1462) loss_bbox_aux_0: 0.1617 (0.1587) loss_bbox_aux_1: 0.1472 (0.1515) loss_bbox_aux_2: 0.1445 (0.1486) loss_bbox_aux_3: 0.1575 (0.1467) loss_bbox_aux_4: 0.1569 (0.1463) loss_bbox_aux_5: 0.1922 (0.1935) loss_bbox_dn_0: 0.2535 (0.2521) loss_bbox_dn_1: 0.1845 (0.1834) loss_bbox_dn_2: 0.1635 (0.1633) loss_bbox_dn_3: 0.1547 (0.1577) loss_bbox_dn_4: 0.1525 (0.1564) loss_bbox_dn_5: 0.1523 (0.1564) loss_giou: 0.4329 (0.4593) loss_giou_aux_0: 0.4543 (0.4831) loss_giou_aux_1: 0.4375 (0.4695) loss_giou_aux_2: 0.4325 (0.4638) loss_giou_aux_3: 0.4338 (0.4606) loss_giou_aux_4: 0.4303 (0.4595) loss_giou_aux_5: 0.5217 (0.5442) loss_giou_dn_0: 0.5425 (0.5588) loss_giou_dn_1: 0.4392 (0.4508) loss_giou_dn_2: 0.3991 (0.4197) loss_giou_dn_3: 0.3935 (0.4114) loss_giou_dn_4: 0.3931 (0.4094) loss_giou_dn_5: 0.3931 (0.4095) loss_vfl: 0.6342 (0.6532) loss_vfl_aux_0: 0.7260 (0.7474) loss_vfl_aux_1: 0.6821 (0.7021) loss_vfl_aux_2: 0.6662 (0.6786) loss_vfl_aux_3: 0.6596 (0.6650) loss_vfl_aux_4: 0.6423 (0.6572) loss_vfl_aux_5: 0.7120 (0.7376) loss_vfl_dn_0: 0.4364 (0.4445) loss_vfl_dn_1: 0.3667 (0.3790) loss_vfl_dn_2: 0.3556 (0.3632) loss_vfl_dn_3: 0.3440 (0.3560) loss_vfl_dn_4: 0.3435 (0.3535) loss_vfl_dn_5: 0.3484 (0.3528) time: 0.4884 data: 0.0140 max mem: 5654 Epoch: [62] [4700/7393] eta: 0:21:56 lr: 0.000010 loss: 14.5581 (15.2486) loss_bbox: 0.1372 (0.1462) loss_bbox_aux_0: 0.1513 (0.1586) loss_bbox_aux_1: 0.1387 (0.1515) loss_bbox_aux_2: 0.1390 (0.1485) loss_bbox_aux_3: 0.1352 (0.1466) loss_bbox_aux_4: 0.1345 (0.1463) loss_bbox_aux_5: 0.1784 (0.1935) loss_bbox_dn_0: 0.2251 (0.2520) loss_bbox_dn_1: 0.1667 (0.1833) loss_bbox_dn_2: 0.1481 (0.1633) loss_bbox_dn_3: 0.1403 (0.1576) loss_bbox_dn_4: 0.1405 (0.1563) loss_bbox_dn_5: 0.1405 (0.1563) loss_giou: 0.4206 (0.4592) loss_giou_aux_0: 0.4521 (0.4830) loss_giou_aux_1: 0.4203 (0.4694) loss_giou_aux_2: 0.4290 (0.4638) loss_giou_aux_3: 0.4177 (0.4606) loss_giou_aux_4: 0.4229 (0.4594) loss_giou_aux_5: 0.4970 (0.5441) loss_giou_dn_0: 0.5322 (0.5588) loss_giou_dn_1: 0.4195 (0.4508) loss_giou_dn_2: 0.3897 (0.4197) loss_giou_dn_3: 0.3824 (0.4114) loss_giou_dn_4: 0.3794 (0.4093) loss_giou_dn_5: 0.3793 (0.4095) loss_vfl: 0.6408 (0.6532) loss_vfl_aux_0: 0.7324 (0.7474) loss_vfl_aux_1: 0.6702 (0.7020) loss_vfl_aux_2: 0.6659 (0.6785) loss_vfl_aux_3: 0.6528 (0.6649) loss_vfl_aux_4: 0.6478 (0.6572) loss_vfl_aux_5: 0.7232 (0.7377) loss_vfl_dn_0: 0.4415 (0.4445) loss_vfl_dn_1: 0.3650 (0.3790) loss_vfl_dn_2: 0.3469 (0.3631) loss_vfl_dn_3: 0.3438 (0.3560) loss_vfl_dn_4: 0.3395 (0.3535) loss_vfl_dn_5: 0.3389 (0.3528) time: 0.4815 data: 0.0139 max mem: 5654 Epoch: [62] [4800/7393] eta: 0:21:10 lr: 0.000010 loss: 15.2796 (15.2453) loss_bbox: 0.1443 (0.1461) loss_bbox_aux_0: 0.1695 (0.1585) loss_bbox_aux_1: 0.1556 (0.1514) loss_bbox_aux_2: 0.1536 (0.1484) loss_bbox_aux_3: 0.1443 (0.1465) loss_bbox_aux_4: 0.1446 (0.1462) loss_bbox_aux_5: 0.1915 (0.1934) loss_bbox_dn_0: 0.2681 (0.2521) loss_bbox_dn_1: 0.1922 (0.1833) loss_bbox_dn_2: 0.1655 (0.1632) loss_bbox_dn_3: 0.1552 (0.1576) loss_bbox_dn_4: 0.1522 (0.1562) loss_bbox_dn_5: 0.1522 (0.1563) loss_giou: 0.4406 (0.4590) loss_giou_aux_0: 0.4579 (0.4828) loss_giou_aux_1: 0.4540 (0.4692) loss_giou_aux_2: 0.4508 (0.4636) loss_giou_aux_3: 0.4475 (0.4603) loss_giou_aux_4: 0.4431 (0.4592) loss_giou_aux_5: 0.5297 (0.5439) loss_giou_dn_0: 0.5726 (0.5587) loss_giou_dn_1: 0.4600 (0.4506) loss_giou_dn_2: 0.4265 (0.4195) loss_giou_dn_3: 0.4192 (0.4112) loss_giou_dn_4: 0.4186 (0.4092) loss_giou_dn_5: 0.4186 (0.4094) loss_vfl: 0.6385 (0.6532) loss_vfl_aux_0: 0.7140 (0.7474) loss_vfl_aux_1: 0.6674 (0.7020) loss_vfl_aux_2: 0.6541 (0.6784) loss_vfl_aux_3: 0.6415 (0.6650) loss_vfl_aux_4: 0.6402 (0.6572) loss_vfl_aux_5: 0.7287 (0.7379) loss_vfl_dn_0: 0.4458 (0.4444) loss_vfl_dn_1: 0.3803 (0.3789) loss_vfl_dn_2: 0.3626 (0.3631) loss_vfl_dn_3: 0.3555 (0.3559) loss_vfl_dn_4: 0.3513 (0.3535) loss_vfl_dn_5: 0.3508 (0.3527) time: 0.4824 data: 0.0149 max mem: 5654 Epoch: [62] [4900/7393] eta: 0:20:21 lr: 0.000010 loss: 15.7028 (15.2473) loss_bbox: 0.1220 (0.1460) loss_bbox_aux_0: 0.1419 (0.1585) loss_bbox_aux_1: 0.1281 (0.1514) loss_bbox_aux_2: 0.1284 (0.1484) loss_bbox_aux_3: 0.1289 (0.1465) loss_bbox_aux_4: 0.1228 (0.1461) loss_bbox_aux_5: 0.1794 (0.1933) loss_bbox_dn_0: 0.2034 (0.2519) loss_bbox_dn_1: 0.1480 (0.1831) loss_bbox_dn_2: 0.1338 (0.1631) loss_bbox_dn_3: 0.1301 (0.1575) loss_bbox_dn_4: 0.1275 (0.1561) loss_bbox_dn_5: 0.1275 (0.1561) loss_giou: 0.5071 (0.4592) loss_giou_aux_0: 0.5293 (0.4830) loss_giou_aux_1: 0.5209 (0.4695) loss_giou_aux_2: 0.5064 (0.4639) loss_giou_aux_3: 0.5116 (0.4606) loss_giou_aux_4: 0.5105 (0.4594) loss_giou_aux_5: 0.6162 (0.5441) loss_giou_dn_0: 0.5785 (0.5589) loss_giou_dn_1: 0.4722 (0.4508) loss_giou_dn_2: 0.4490 (0.4197) loss_giou_dn_3: 0.4452 (0.4114) loss_giou_dn_4: 0.4453 (0.4093) loss_giou_dn_5: 0.4457 (0.4095) loss_vfl: 0.6286 (0.6532) loss_vfl_aux_0: 0.7310 (0.7474) loss_vfl_aux_1: 0.6749 (0.7018) loss_vfl_aux_2: 0.6534 (0.6784) loss_vfl_aux_3: 0.6489 (0.6650) loss_vfl_aux_4: 0.6333 (0.6572) loss_vfl_aux_5: 0.7135 (0.7378) loss_vfl_dn_0: 0.4427 (0.4445) loss_vfl_dn_1: 0.3853 (0.3789) loss_vfl_dn_2: 0.3733 (0.3632) loss_vfl_dn_3: 0.3692 (0.3560) loss_vfl_dn_4: 0.3679 (0.3535) loss_vfl_dn_5: 0.3673 (0.3528) time: 0.4886 data: 0.0140 max mem: 5654 Epoch: [62] [5000/7393] eta: 0:19:32 lr: 0.000010 loss: 15.4716 (15.2506) loss_bbox: 0.1381 (0.1461) loss_bbox_aux_0: 0.1479 (0.1585) loss_bbox_aux_1: 0.1406 (0.1514) loss_bbox_aux_2: 0.1415 (0.1485) loss_bbox_aux_3: 0.1399 (0.1466) loss_bbox_aux_4: 0.1381 (0.1462) loss_bbox_aux_5: 0.1827 (0.1933) loss_bbox_dn_0: 0.2278 (0.2519) loss_bbox_dn_1: 0.1588 (0.1832) loss_bbox_dn_2: 0.1487 (0.1632) loss_bbox_dn_3: 0.1463 (0.1576) loss_bbox_dn_4: 0.1453 (0.1562) loss_bbox_dn_5: 0.1453 (0.1562) loss_giou: 0.4822 (0.4596) loss_giou_aux_0: 0.5118 (0.4833) loss_giou_aux_1: 0.4882 (0.4698) loss_giou_aux_2: 0.4895 (0.4642) loss_giou_aux_3: 0.4845 (0.4609) loss_giou_aux_4: 0.4822 (0.4598) loss_giou_aux_5: 0.5640 (0.5444) loss_giou_dn_0: 0.5483 (0.5591) loss_giou_dn_1: 0.4438 (0.4510) loss_giou_dn_2: 0.4238 (0.4199) loss_giou_dn_3: 0.4162 (0.4116) loss_giou_dn_4: 0.4133 (0.4096) loss_giou_dn_5: 0.4138 (0.4097) loss_vfl: 0.6339 (0.6530) loss_vfl_aux_0: 0.7216 (0.7472) loss_vfl_aux_1: 0.6952 (0.7018) loss_vfl_aux_2: 0.6543 (0.6782) loss_vfl_aux_3: 0.6438 (0.6649) loss_vfl_aux_4: 0.6441 (0.6571) loss_vfl_aux_5: 0.7155 (0.7376) loss_vfl_dn_0: 0.4434 (0.4445) loss_vfl_dn_1: 0.3900 (0.3790) loss_vfl_dn_2: 0.3723 (0.3632) loss_vfl_dn_3: 0.3637 (0.3561) loss_vfl_dn_4: 0.3606 (0.3536) loss_vfl_dn_5: 0.3587 (0.3529) time: 0.4783 data: 0.0142 max mem: 5654 Epoch: [62] [5100/7393] eta: 0:18:42 lr: 0.000010 loss: 15.4826 (15.2516) loss_bbox: 0.1358 (0.1462) loss_bbox_aux_0: 0.1428 (0.1586) loss_bbox_aux_1: 0.1417 (0.1514) loss_bbox_aux_2: 0.1390 (0.1485) loss_bbox_aux_3: 0.1369 (0.1466) loss_bbox_aux_4: 0.1428 (0.1463) loss_bbox_aux_5: 0.1734 (0.1933) loss_bbox_dn_0: 0.2182 (0.2519) loss_bbox_dn_1: 0.1645 (0.1832) loss_bbox_dn_2: 0.1469 (0.1632) loss_bbox_dn_3: 0.1415 (0.1576) loss_bbox_dn_4: 0.1414 (0.1563) loss_bbox_dn_5: 0.1414 (0.1563) loss_giou: 0.4850 (0.4596) loss_giou_aux_0: 0.4976 (0.4833) loss_giou_aux_1: 0.4723 (0.4698) loss_giou_aux_2: 0.4679 (0.4642) loss_giou_aux_3: 0.4815 (0.4609) loss_giou_aux_4: 0.4842 (0.4598) loss_giou_aux_5: 0.5677 (0.5444) loss_giou_dn_0: 0.5795 (0.5590) loss_giou_dn_1: 0.4642 (0.4510) loss_giou_dn_2: 0.4335 (0.4198) loss_giou_dn_3: 0.4228 (0.4116) loss_giou_dn_4: 0.4224 (0.4095) loss_giou_dn_5: 0.4228 (0.4097) loss_vfl: 0.6681 (0.6531) loss_vfl_aux_0: 0.7811 (0.7473) loss_vfl_aux_1: 0.7361 (0.7019) loss_vfl_aux_2: 0.6963 (0.6782) loss_vfl_aux_3: 0.6737 (0.6649) loss_vfl_aux_4: 0.6750 (0.6571) loss_vfl_aux_5: 0.7601 (0.7377) loss_vfl_dn_0: 0.4413 (0.4445) loss_vfl_dn_1: 0.3852 (0.3790) loss_vfl_dn_2: 0.3692 (0.3632) loss_vfl_dn_3: 0.3590 (0.3561) loss_vfl_dn_4: 0.3566 (0.3536) loss_vfl_dn_5: 0.3560 (0.3529) time: 0.4871 data: 0.0139 max mem: 5654 Epoch: [62] [5200/7393] eta: 0:17:53 lr: 0.000010 loss: 15.2928 (15.2510) loss_bbox: 0.1492 (0.1461) loss_bbox_aux_0: 0.1584 (0.1585) loss_bbox_aux_1: 0.1542 (0.1514) loss_bbox_aux_2: 0.1521 (0.1485) loss_bbox_aux_3: 0.1491 (0.1466) loss_bbox_aux_4: 0.1480 (0.1462) loss_bbox_aux_5: 0.1972 (0.1932) loss_bbox_dn_0: 0.2572 (0.2517) loss_bbox_dn_1: 0.1899 (0.1831) loss_bbox_dn_2: 0.1699 (0.1631) loss_bbox_dn_3: 0.1589 (0.1575) loss_bbox_dn_4: 0.1563 (0.1562) loss_bbox_dn_5: 0.1563 (0.1562) loss_giou: 0.4219 (0.4599) loss_giou_aux_0: 0.4583 (0.4836) loss_giou_aux_1: 0.4277 (0.4701) loss_giou_aux_2: 0.4385 (0.4645) loss_giou_aux_3: 0.4405 (0.4612) loss_giou_aux_4: 0.4227 (0.4600) loss_giou_aux_5: 0.5101 (0.5447) loss_giou_dn_0: 0.5455 (0.5591) loss_giou_dn_1: 0.4350 (0.4511) loss_giou_dn_2: 0.4049 (0.4199) loss_giou_dn_3: 0.3951 (0.4117) loss_giou_dn_4: 0.3911 (0.4096) loss_giou_dn_5: 0.3913 (0.4098) loss_vfl: 0.6817 (0.6529) loss_vfl_aux_0: 0.7648 (0.7471) loss_vfl_aux_1: 0.7118 (0.7017) loss_vfl_aux_2: 0.7040 (0.6780) loss_vfl_aux_3: 0.6855 (0.6646) loss_vfl_aux_4: 0.6807 (0.6569) loss_vfl_aux_5: 0.7534 (0.7375) loss_vfl_dn_0: 0.4491 (0.4444) loss_vfl_dn_1: 0.3861 (0.3790) loss_vfl_dn_2: 0.3727 (0.3632) loss_vfl_dn_3: 0.3645 (0.3560) loss_vfl_dn_4: 0.3606 (0.3536) loss_vfl_dn_5: 0.3593 (0.3528) time: 0.4818 data: 0.0140 max mem: 5654 Epoch: [62] [5300/7393] eta: 0:17:04 lr: 0.000010 loss: 15.1335 (15.2526) loss_bbox: 0.1458 (0.1461) loss_bbox_aux_0: 0.1526 (0.1584) loss_bbox_aux_1: 0.1458 (0.1513) loss_bbox_aux_2: 0.1448 (0.1484) loss_bbox_aux_3: 0.1464 (0.1465) loss_bbox_aux_4: 0.1501 (0.1462) loss_bbox_aux_5: 0.1835 (0.1932) loss_bbox_dn_0: 0.2218 (0.2518) loss_bbox_dn_1: 0.1854 (0.1831) loss_bbox_dn_2: 0.1657 (0.1632) loss_bbox_dn_3: 0.1625 (0.1575) loss_bbox_dn_4: 0.1618 (0.1562) loss_bbox_dn_5: 0.1618 (0.1562) loss_giou: 0.4527 (0.4598) loss_giou_aux_0: 0.4800 (0.4835) loss_giou_aux_1: 0.4508 (0.4701) loss_giou_aux_2: 0.4478 (0.4645) loss_giou_aux_3: 0.4467 (0.4612) loss_giou_aux_4: 0.4516 (0.4600) loss_giou_aux_5: 0.5190 (0.5447) loss_giou_dn_0: 0.5402 (0.5591) loss_giou_dn_1: 0.4475 (0.4511) loss_giou_dn_2: 0.4213 (0.4200) loss_giou_dn_3: 0.4135 (0.4118) loss_giou_dn_4: 0.4127 (0.4097) loss_giou_dn_5: 0.4130 (0.4099) loss_vfl: 0.6546 (0.6531) loss_vfl_aux_0: 0.7631 (0.7472) loss_vfl_aux_1: 0.7189 (0.7019) loss_vfl_aux_2: 0.7045 (0.6781) loss_vfl_aux_3: 0.6910 (0.6648) loss_vfl_aux_4: 0.6590 (0.6571) loss_vfl_aux_5: 0.7591 (0.7375) loss_vfl_dn_0: 0.4490 (0.4444) loss_vfl_dn_1: 0.3792 (0.3790) loss_vfl_dn_2: 0.3654 (0.3632) loss_vfl_dn_3: 0.3589 (0.3561) loss_vfl_dn_4: 0.3561 (0.3536) loss_vfl_dn_5: 0.3538 (0.3529) time: 0.4764 data: 0.0139 max mem: 5654 Epoch: [62] [5400/7393] eta: 0:16:15 lr: 0.000010 loss: 15.2084 (15.2558) loss_bbox: 0.1332 (0.1460) loss_bbox_aux_0: 0.1389 (0.1583) loss_bbox_aux_1: 0.1384 (0.1513) loss_bbox_aux_2: 0.1390 (0.1483) loss_bbox_aux_3: 0.1389 (0.1465) loss_bbox_aux_4: 0.1330 (0.1461) loss_bbox_aux_5: 0.1732 (0.1931) loss_bbox_dn_0: 0.2079 (0.2516) loss_bbox_dn_1: 0.1588 (0.1830) loss_bbox_dn_2: 0.1495 (0.1631) loss_bbox_dn_3: 0.1449 (0.1575) loss_bbox_dn_4: 0.1434 (0.1561) loss_bbox_dn_5: 0.1434 (0.1562) loss_giou: 0.4605 (0.4600) loss_giou_aux_0: 0.4841 (0.4836) loss_giou_aux_1: 0.4697 (0.4702) loss_giou_aux_2: 0.4674 (0.4646) loss_giou_aux_3: 0.4631 (0.4613) loss_giou_aux_4: 0.4662 (0.4602) loss_giou_aux_5: 0.5301 (0.5447) loss_giou_dn_0: 0.5583 (0.5593) loss_giou_dn_1: 0.4608 (0.4513) loss_giou_dn_2: 0.4254 (0.4202) loss_giou_dn_3: 0.4183 (0.4119) loss_giou_dn_4: 0.4168 (0.4099) loss_giou_dn_5: 0.4168 (0.4101) loss_vfl: 0.6315 (0.6534) loss_vfl_aux_0: 0.7100 (0.7475) loss_vfl_aux_1: 0.6794 (0.7021) loss_vfl_aux_2: 0.6488 (0.6784) loss_vfl_aux_3: 0.6506 (0.6651) loss_vfl_aux_4: 0.6374 (0.6574) loss_vfl_aux_5: 0.7140 (0.7377) loss_vfl_dn_0: 0.4482 (0.4445) loss_vfl_dn_1: 0.3855 (0.3791) loss_vfl_dn_2: 0.3674 (0.3633) loss_vfl_dn_3: 0.3633 (0.3562) loss_vfl_dn_4: 0.3594 (0.3537) loss_vfl_dn_5: 0.3598 (0.3530) time: 0.4837 data: 0.0138 max mem: 5654 Epoch: [62] [5500/7393] eta: 0:15:25 lr: 0.000010 loss: 14.7259 (15.2532) loss_bbox: 0.1280 (0.1461) loss_bbox_aux_0: 0.1452 (0.1583) loss_bbox_aux_1: 0.1381 (0.1513) loss_bbox_aux_2: 0.1307 (0.1484) loss_bbox_aux_3: 0.1271 (0.1465) loss_bbox_aux_4: 0.1278 (0.1461) loss_bbox_aux_5: 0.1733 (0.1931) loss_bbox_dn_0: 0.2267 (0.2517) loss_bbox_dn_1: 0.1612 (0.1832) loss_bbox_dn_2: 0.1440 (0.1632) loss_bbox_dn_3: 0.1365 (0.1576) loss_bbox_dn_4: 0.1367 (0.1563) loss_bbox_dn_5: 0.1367 (0.1563) loss_giou: 0.4884 (0.4598) loss_giou_aux_0: 0.5057 (0.4834) loss_giou_aux_1: 0.4953 (0.4699) loss_giou_aux_2: 0.4929 (0.4644) loss_giou_aux_3: 0.4920 (0.4611) loss_giou_aux_4: 0.4885 (0.4599) loss_giou_aux_5: 0.5653 (0.5445) loss_giou_dn_0: 0.5777 (0.5591) loss_giou_dn_1: 0.4695 (0.4511) loss_giou_dn_2: 0.4353 (0.4200) loss_giou_dn_3: 0.4269 (0.4117) loss_giou_dn_4: 0.4243 (0.4097) loss_giou_dn_5: 0.4247 (0.4099) loss_vfl: 0.5932 (0.6533) loss_vfl_aux_0: 0.6961 (0.7475) loss_vfl_aux_1: 0.6591 (0.7022) loss_vfl_aux_2: 0.6288 (0.6784) loss_vfl_aux_3: 0.6106 (0.6650) loss_vfl_aux_4: 0.5988 (0.6573) loss_vfl_aux_5: 0.6805 (0.7377) loss_vfl_dn_0: 0.4318 (0.4445) loss_vfl_dn_1: 0.3767 (0.3790) loss_vfl_dn_2: 0.3618 (0.3633) loss_vfl_dn_3: 0.3543 (0.3561) loss_vfl_dn_4: 0.3521 (0.3536) loss_vfl_dn_5: 0.3510 (0.3529) time: 0.4800 data: 0.0136 max mem: 5654 Epoch: [62] [5600/7393] eta: 0:14:38 lr: 0.000010 loss: 14.6024 (15.2549) loss_bbox: 0.1380 (0.1461) loss_bbox_aux_0: 0.1514 (0.1584) loss_bbox_aux_1: 0.1367 (0.1513) loss_bbox_aux_2: 0.1424 (0.1484) loss_bbox_aux_3: 0.1397 (0.1466) loss_bbox_aux_4: 0.1384 (0.1462) loss_bbox_aux_5: 0.1875 (0.1931) loss_bbox_dn_0: 0.2457 (0.2518) loss_bbox_dn_1: 0.1881 (0.1832) loss_bbox_dn_2: 0.1627 (0.1633) loss_bbox_dn_3: 0.1574 (0.1576) loss_bbox_dn_4: 0.1550 (0.1563) loss_bbox_dn_5: 0.1551 (0.1563) loss_giou: 0.4205 (0.4598) loss_giou_aux_0: 0.4590 (0.4834) loss_giou_aux_1: 0.4323 (0.4699) loss_giou_aux_2: 0.4127 (0.4644) loss_giou_aux_3: 0.4230 (0.4611) loss_giou_aux_4: 0.4184 (0.4600) loss_giou_aux_5: 0.5130 (0.5445) loss_giou_dn_0: 0.5353 (0.5590) loss_giou_dn_1: 0.4471 (0.4511) loss_giou_dn_2: 0.4139 (0.4200) loss_giou_dn_3: 0.4034 (0.4117) loss_giou_dn_4: 0.4020 (0.4097) loss_giou_dn_5: 0.4021 (0.4098) loss_vfl: 0.6508 (0.6534) loss_vfl_aux_0: 0.7330 (0.7477) loss_vfl_aux_1: 0.6942 (0.7023) loss_vfl_aux_2: 0.6651 (0.6786) loss_vfl_aux_3: 0.6674 (0.6651) loss_vfl_aux_4: 0.6658 (0.6574) loss_vfl_aux_5: 0.7351 (0.7378) loss_vfl_dn_0: 0.4441 (0.4445) loss_vfl_dn_1: 0.3741 (0.3790) loss_vfl_dn_2: 0.3565 (0.3633) loss_vfl_dn_3: 0.3485 (0.3561) loss_vfl_dn_4: 0.3456 (0.3536) loss_vfl_dn_5: 0.3451 (0.3529) time: 0.4836 data: 0.0140 max mem: 5654 Epoch: [62] [5700/7393] eta: 0:13:49 lr: 0.000010 loss: 15.2049 (15.2571) loss_bbox: 0.1431 (0.1462) loss_bbox_aux_0: 0.1559 (0.1585) loss_bbox_aux_1: 0.1537 (0.1514) loss_bbox_aux_2: 0.1523 (0.1485) loss_bbox_aux_3: 0.1470 (0.1467) loss_bbox_aux_4: 0.1430 (0.1463) loss_bbox_aux_5: 0.2062 (0.1932) loss_bbox_dn_0: 0.2354 (0.2517) loss_bbox_dn_1: 0.1757 (0.1831) loss_bbox_dn_2: 0.1594 (0.1632) loss_bbox_dn_3: 0.1528 (0.1576) loss_bbox_dn_4: 0.1515 (0.1563) loss_bbox_dn_5: 0.1515 (0.1563) loss_giou: 0.4325 (0.4600) loss_giou_aux_0: 0.4614 (0.4836) loss_giou_aux_1: 0.4434 (0.4702) loss_giou_aux_2: 0.4307 (0.4646) loss_giou_aux_3: 0.4370 (0.4613) loss_giou_aux_4: 0.4325 (0.4601) loss_giou_aux_5: 0.5135 (0.5446) loss_giou_dn_0: 0.5338 (0.5591) loss_giou_dn_1: 0.4327 (0.4512) loss_giou_dn_2: 0.3967 (0.4201) loss_giou_dn_3: 0.3903 (0.4118) loss_giou_dn_4: 0.3876 (0.4098) loss_giou_dn_5: 0.3875 (0.4100) loss_vfl: 0.6317 (0.6534) loss_vfl_aux_0: 0.7189 (0.7476) loss_vfl_aux_1: 0.6763 (0.7022) loss_vfl_aux_2: 0.6652 (0.6785) loss_vfl_aux_3: 0.6403 (0.6651) loss_vfl_aux_4: 0.6478 (0.6574) loss_vfl_aux_5: 0.7316 (0.7377) loss_vfl_dn_0: 0.4461 (0.4445) loss_vfl_dn_1: 0.3787 (0.3791) loss_vfl_dn_2: 0.3615 (0.3633) loss_vfl_dn_3: 0.3529 (0.3562) loss_vfl_dn_4: 0.3521 (0.3537) loss_vfl_dn_5: 0.3515 (0.3530) time: 0.4814 data: 0.0143 max mem: 5654 Epoch: [62] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 15.1731 (15.2628) loss_bbox: 0.1360 (0.1462) loss_bbox_aux_0: 0.1457 (0.1586) loss_bbox_aux_1: 0.1408 (0.1515) loss_bbox_aux_2: 0.1424 (0.1485) loss_bbox_aux_3: 0.1363 (0.1467) loss_bbox_aux_4: 0.1400 (0.1463) loss_bbox_aux_5: 0.1833 (0.1932) loss_bbox_dn_0: 0.2576 (0.2518) loss_bbox_dn_1: 0.1752 (0.1832) loss_bbox_dn_2: 0.1584 (0.1633) loss_bbox_dn_3: 0.1543 (0.1577) loss_bbox_dn_4: 0.1509 (0.1564) loss_bbox_dn_5: 0.1509 (0.1564) loss_giou: 0.4691 (0.4604) loss_giou_aux_0: 0.4734 (0.4839) loss_giou_aux_1: 0.4624 (0.4705) loss_giou_aux_2: 0.4684 (0.4650) loss_giou_aux_3: 0.4628 (0.4617) loss_giou_aux_4: 0.4754 (0.4605) loss_giou_aux_5: 0.5277 (0.5450) loss_giou_dn_0: 0.5756 (0.5594) loss_giou_dn_1: 0.4847 (0.4515) loss_giou_dn_2: 0.4485 (0.4204) loss_giou_dn_3: 0.4337 (0.4121) loss_giou_dn_4: 0.4311 (0.4101) loss_giou_dn_5: 0.4312 (0.4103) loss_vfl: 0.6430 (0.6534) loss_vfl_aux_0: 0.7461 (0.7477) loss_vfl_aux_1: 0.6880 (0.7023) loss_vfl_aux_2: 0.6656 (0.6785) loss_vfl_aux_3: 0.6652 (0.6652) loss_vfl_aux_4: 0.6473 (0.6575) loss_vfl_aux_5: 0.7483 (0.7377) loss_vfl_dn_0: 0.4367 (0.4446) loss_vfl_dn_1: 0.3760 (0.3791) loss_vfl_dn_2: 0.3619 (0.3633) loss_vfl_dn_3: 0.3507 (0.3562) loss_vfl_dn_4: 0.3477 (0.3537) loss_vfl_dn_5: 0.3464 (0.3530) time: 0.4867 data: 0.0141 max mem: 5654 Epoch: [62] [5900/7393] eta: 0:12:12 lr: 0.000010 loss: 15.2342 (15.2617) loss_bbox: 0.1538 (0.1463) loss_bbox_aux_0: 0.1532 (0.1587) loss_bbox_aux_1: 0.1499 (0.1515) loss_bbox_aux_2: 0.1605 (0.1486) loss_bbox_aux_3: 0.1542 (0.1468) loss_bbox_aux_4: 0.1548 (0.1464) loss_bbox_aux_5: 0.1807 (0.1933) loss_bbox_dn_0: 0.2356 (0.2519) loss_bbox_dn_1: 0.1769 (0.1834) loss_bbox_dn_2: 0.1540 (0.1635) loss_bbox_dn_3: 0.1507 (0.1579) loss_bbox_dn_4: 0.1500 (0.1565) loss_bbox_dn_5: 0.1500 (0.1565) loss_giou: 0.4228 (0.4602) loss_giou_aux_0: 0.4462 (0.4838) loss_giou_aux_1: 0.4161 (0.4704) loss_giou_aux_2: 0.4322 (0.4649) loss_giou_aux_3: 0.4096 (0.4615) loss_giou_aux_4: 0.4162 (0.4604) loss_giou_aux_5: 0.5204 (0.5449) loss_giou_dn_0: 0.5529 (0.5593) loss_giou_dn_1: 0.4315 (0.4513) loss_giou_dn_2: 0.3985 (0.4202) loss_giou_dn_3: 0.3912 (0.4120) loss_giou_dn_4: 0.3906 (0.4100) loss_giou_dn_5: 0.3906 (0.4101) loss_vfl: 0.6364 (0.6533) loss_vfl_aux_0: 0.7576 (0.7476) loss_vfl_aux_1: 0.6976 (0.7022) loss_vfl_aux_2: 0.6518 (0.6784) loss_vfl_aux_3: 0.6471 (0.6652) loss_vfl_aux_4: 0.6457 (0.6574) loss_vfl_aux_5: 0.7235 (0.7375) loss_vfl_dn_0: 0.4441 (0.4445) loss_vfl_dn_1: 0.3794 (0.3791) loss_vfl_dn_2: 0.3700 (0.3633) loss_vfl_dn_3: 0.3623 (0.3562) loss_vfl_dn_4: 0.3601 (0.3537) loss_vfl_dn_5: 0.3582 (0.3530) time: 0.4736 data: 0.0140 max mem: 5654 Epoch: [62] [6000/7393] eta: 0:11:23 lr: 0.000010 loss: 15.3217 (15.2634) loss_bbox: 0.1412 (0.1463) loss_bbox_aux_0: 0.1429 (0.1587) loss_bbox_aux_1: 0.1383 (0.1515) loss_bbox_aux_2: 0.1367 (0.1486) loss_bbox_aux_3: 0.1352 (0.1468) loss_bbox_aux_4: 0.1414 (0.1464) loss_bbox_aux_5: 0.1754 (0.1933) loss_bbox_dn_0: 0.2229 (0.2519) loss_bbox_dn_1: 0.1651 (0.1833) loss_bbox_dn_2: 0.1398 (0.1634) loss_bbox_dn_3: 0.1363 (0.1578) loss_bbox_dn_4: 0.1378 (0.1565) loss_bbox_dn_5: 0.1379 (0.1565) loss_giou: 0.4222 (0.4604) loss_giou_aux_0: 0.4388 (0.4839) loss_giou_aux_1: 0.4257 (0.4705) loss_giou_aux_2: 0.4288 (0.4650) loss_giou_aux_3: 0.4246 (0.4617) loss_giou_aux_4: 0.4191 (0.4605) loss_giou_aux_5: 0.5132 (0.5450) loss_giou_dn_0: 0.5404 (0.5593) loss_giou_dn_1: 0.4455 (0.4514) loss_giou_dn_2: 0.4187 (0.4203) loss_giou_dn_3: 0.4138 (0.4120) loss_giou_dn_4: 0.4102 (0.4100) loss_giou_dn_5: 0.4116 (0.4102) loss_vfl: 0.6571 (0.6533) loss_vfl_aux_0: 0.7390 (0.7478) loss_vfl_aux_1: 0.6806 (0.7024) loss_vfl_aux_2: 0.6632 (0.6785) loss_vfl_aux_3: 0.6545 (0.6652) loss_vfl_aux_4: 0.6615 (0.6574) loss_vfl_aux_5: 0.6973 (0.7376) loss_vfl_dn_0: 0.4425 (0.4446) loss_vfl_dn_1: 0.3727 (0.3791) loss_vfl_dn_2: 0.3610 (0.3633) loss_vfl_dn_3: 0.3509 (0.3562) loss_vfl_dn_4: 0.3515 (0.3537) loss_vfl_dn_5: 0.3476 (0.3530) time: 0.4906 data: 0.0142 max mem: 5654 Epoch: [62] [6100/7393] eta: 0:10:34 lr: 0.000010 loss: 15.3500 (15.2638) loss_bbox: 0.1316 (0.1463) loss_bbox_aux_0: 0.1545 (0.1587) loss_bbox_aux_1: 0.1483 (0.1515) loss_bbox_aux_2: 0.1424 (0.1487) loss_bbox_aux_3: 0.1385 (0.1468) loss_bbox_aux_4: 0.1326 (0.1464) loss_bbox_aux_5: 0.1861 (0.1933) loss_bbox_dn_0: 0.2401 (0.2518) loss_bbox_dn_1: 0.1637 (0.1832) loss_bbox_dn_2: 0.1528 (0.1634) loss_bbox_dn_3: 0.1449 (0.1578) loss_bbox_dn_4: 0.1429 (0.1564) loss_bbox_dn_5: 0.1429 (0.1564) loss_giou: 0.4364 (0.4605) loss_giou_aux_0: 0.4649 (0.4840) loss_giou_aux_1: 0.4458 (0.4706) loss_giou_aux_2: 0.4491 (0.4652) loss_giou_aux_3: 0.4482 (0.4618) loss_giou_aux_4: 0.4437 (0.4606) loss_giou_aux_5: 0.5440 (0.5451) loss_giou_dn_0: 0.5701 (0.5594) loss_giou_dn_1: 0.4649 (0.4514) loss_giou_dn_2: 0.4285 (0.4203) loss_giou_dn_3: 0.4160 (0.4121) loss_giou_dn_4: 0.4138 (0.4100) loss_giou_dn_5: 0.4137 (0.4102) loss_vfl: 0.6935 (0.6533) loss_vfl_aux_0: 0.7860 (0.7478) loss_vfl_aux_1: 0.7425 (0.7024) loss_vfl_aux_2: 0.7141 (0.6785) loss_vfl_aux_3: 0.7163 (0.6652) loss_vfl_aux_4: 0.6969 (0.6575) loss_vfl_aux_5: 0.7580 (0.7376) loss_vfl_dn_0: 0.4419 (0.4446) loss_vfl_dn_1: 0.3805 (0.3790) loss_vfl_dn_2: 0.3632 (0.3632) loss_vfl_dn_3: 0.3546 (0.3561) loss_vfl_dn_4: 0.3516 (0.3537) loss_vfl_dn_5: 0.3518 (0.3529) time: 0.4889 data: 0.0142 max mem: 5654 Epoch: [62] [6200/7393] eta: 0:09:44 lr: 0.000010 loss: 15.2742 (15.2638) loss_bbox: 0.1395 (0.1464) loss_bbox_aux_0: 0.1500 (0.1587) loss_bbox_aux_1: 0.1429 (0.1515) loss_bbox_aux_2: 0.1451 (0.1487) loss_bbox_aux_3: 0.1404 (0.1468) loss_bbox_aux_4: 0.1386 (0.1464) loss_bbox_aux_5: 0.1923 (0.1933) loss_bbox_dn_0: 0.2409 (0.2518) loss_bbox_dn_1: 0.1717 (0.1832) loss_bbox_dn_2: 0.1489 (0.1634) loss_bbox_dn_3: 0.1462 (0.1578) loss_bbox_dn_4: 0.1447 (0.1564) loss_bbox_dn_5: 0.1447 (0.1565) loss_giou: 0.4708 (0.4605) loss_giou_aux_0: 0.4734 (0.4840) loss_giou_aux_1: 0.4713 (0.4705) loss_giou_aux_2: 0.4700 (0.4651) loss_giou_aux_3: 0.4685 (0.4618) loss_giou_aux_4: 0.4694 (0.4606) loss_giou_aux_5: 0.5293 (0.5451) loss_giou_dn_0: 0.5522 (0.5593) loss_giou_dn_1: 0.4463 (0.4514) loss_giou_dn_2: 0.4138 (0.4203) loss_giou_dn_3: 0.4099 (0.4121) loss_giou_dn_4: 0.4070 (0.4100) loss_giou_dn_5: 0.4069 (0.4102) loss_vfl: 0.6251 (0.6533) loss_vfl_aux_0: 0.7215 (0.7479) loss_vfl_aux_1: 0.6720 (0.7025) loss_vfl_aux_2: 0.6804 (0.6785) loss_vfl_aux_3: 0.6572 (0.6651) loss_vfl_aux_4: 0.6274 (0.6574) loss_vfl_aux_5: 0.7137 (0.7377) loss_vfl_dn_0: 0.4483 (0.4446) loss_vfl_dn_1: 0.3762 (0.3790) loss_vfl_dn_2: 0.3649 (0.3632) loss_vfl_dn_3: 0.3518 (0.3561) loss_vfl_dn_4: 0.3491 (0.3536) loss_vfl_dn_5: 0.3481 (0.3529) time: 0.4790 data: 0.0137 max mem: 5654 Epoch: [62] [6300/7393] eta: 0:08:55 lr: 0.000010 loss: 15.3898 (15.2627) loss_bbox: 0.1484 (0.1464) loss_bbox_aux_0: 0.1518 (0.1587) loss_bbox_aux_1: 0.1455 (0.1515) loss_bbox_aux_2: 0.1409 (0.1487) loss_bbox_aux_3: 0.1482 (0.1468) loss_bbox_aux_4: 0.1484 (0.1464) loss_bbox_aux_5: 0.1939 (0.1933) loss_bbox_dn_0: 0.2553 (0.2519) loss_bbox_dn_1: 0.1772 (0.1833) loss_bbox_dn_2: 0.1638 (0.1634) loss_bbox_dn_3: 0.1613 (0.1578) loss_bbox_dn_4: 0.1620 (0.1564) loss_bbox_dn_5: 0.1620 (0.1565) loss_giou: 0.4115 (0.4604) loss_giou_aux_0: 0.4253 (0.4839) loss_giou_aux_1: 0.4041 (0.4704) loss_giou_aux_2: 0.4034 (0.4649) loss_giou_aux_3: 0.4107 (0.4617) loss_giou_aux_4: 0.4108 (0.4605) loss_giou_aux_5: 0.4799 (0.5450) loss_giou_dn_0: 0.5494 (0.5593) loss_giou_dn_1: 0.4454 (0.4514) loss_giou_dn_2: 0.4182 (0.4203) loss_giou_dn_3: 0.4120 (0.4120) loss_giou_dn_4: 0.4096 (0.4100) loss_giou_dn_5: 0.4095 (0.4101) loss_vfl: 0.6549 (0.6533) loss_vfl_aux_0: 0.7636 (0.7479) loss_vfl_aux_1: 0.7058 (0.7026) loss_vfl_aux_2: 0.6642 (0.6785) loss_vfl_aux_3: 0.6526 (0.6651) loss_vfl_aux_4: 0.6574 (0.6573) loss_vfl_aux_5: 0.7378 (0.7378) loss_vfl_dn_0: 0.4447 (0.4446) loss_vfl_dn_1: 0.3765 (0.3790) loss_vfl_dn_2: 0.3602 (0.3632) loss_vfl_dn_3: 0.3526 (0.3561) loss_vfl_dn_4: 0.3493 (0.3536) loss_vfl_dn_5: 0.3489 (0.3529) time: 0.4700 data: 0.0135 max mem: 5654 Epoch: [62] [6400/7393] eta: 0:08:06 lr: 0.000010 loss: 15.3633 (15.2640) loss_bbox: 0.1446 (0.1464) loss_bbox_aux_0: 0.1657 (0.1588) loss_bbox_aux_1: 0.1496 (0.1516) loss_bbox_aux_2: 0.1490 (0.1487) loss_bbox_aux_3: 0.1394 (0.1469) loss_bbox_aux_4: 0.1451 (0.1465) loss_bbox_aux_5: 0.2017 (0.1934) loss_bbox_dn_0: 0.2631 (0.2519) loss_bbox_dn_1: 0.1965 (0.1833) loss_bbox_dn_2: 0.1821 (0.1635) loss_bbox_dn_3: 0.1765 (0.1578) loss_bbox_dn_4: 0.1748 (0.1565) loss_bbox_dn_5: 0.1748 (0.1565) loss_giou: 0.4264 (0.4604) loss_giou_aux_0: 0.4519 (0.4839) loss_giou_aux_1: 0.4387 (0.4704) loss_giou_aux_2: 0.4377 (0.4650) loss_giou_aux_3: 0.4308 (0.4617) loss_giou_aux_4: 0.4238 (0.4605) loss_giou_aux_5: 0.4984 (0.5450) loss_giou_dn_0: 0.5602 (0.5594) loss_giou_dn_1: 0.4574 (0.4514) loss_giou_dn_2: 0.4190 (0.4203) loss_giou_dn_3: 0.4069 (0.4121) loss_giou_dn_4: 0.4036 (0.4100) loss_giou_dn_5: 0.4038 (0.4102) loss_vfl: 0.6607 (0.6532) loss_vfl_aux_0: 0.7551 (0.7478) loss_vfl_aux_1: 0.7205 (0.7025) loss_vfl_aux_2: 0.6959 (0.6785) loss_vfl_aux_3: 0.6798 (0.6651) loss_vfl_aux_4: 0.6729 (0.6573) loss_vfl_aux_5: 0.7695 (0.7378) loss_vfl_dn_0: 0.4418 (0.4446) loss_vfl_dn_1: 0.3725 (0.3790) loss_vfl_dn_2: 0.3604 (0.3632) loss_vfl_dn_3: 0.3538 (0.3561) loss_vfl_dn_4: 0.3510 (0.3536) loss_vfl_dn_5: 0.3489 (0.3529) time: 0.4818 data: 0.0137 max mem: 5654 Epoch: [62] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 15.2736 (15.2644) loss_bbox: 0.1589 (0.1465) loss_bbox_aux_0: 0.1763 (0.1589) loss_bbox_aux_1: 0.1585 (0.1517) loss_bbox_aux_2: 0.1585 (0.1488) loss_bbox_aux_3: 0.1564 (0.1470) loss_bbox_aux_4: 0.1578 (0.1466) loss_bbox_aux_5: 0.2065 (0.1936) loss_bbox_dn_0: 0.2744 (0.2521) loss_bbox_dn_1: 0.1914 (0.1834) loss_bbox_dn_2: 0.1666 (0.1635) loss_bbox_dn_3: 0.1613 (0.1579) loss_bbox_dn_4: 0.1619 (0.1566) loss_bbox_dn_5: 0.1619 (0.1566) loss_giou: 0.4328 (0.4603) loss_giou_aux_0: 0.4330 (0.4837) loss_giou_aux_1: 0.4314 (0.4702) loss_giou_aux_2: 0.4342 (0.4648) loss_giou_aux_3: 0.4206 (0.4616) loss_giou_aux_4: 0.4330 (0.4604) loss_giou_aux_5: 0.5061 (0.5448) loss_giou_dn_0: 0.5364 (0.5593) loss_giou_dn_1: 0.4299 (0.4513) loss_giou_dn_2: 0.3939 (0.4202) loss_giou_dn_3: 0.3865 (0.4120) loss_giou_dn_4: 0.3834 (0.4099) loss_giou_dn_5: 0.3836 (0.4101) loss_vfl: 0.6575 (0.6534) loss_vfl_aux_0: 0.7418 (0.7480) loss_vfl_aux_1: 0.7317 (0.7027) loss_vfl_aux_2: 0.6974 (0.6786) loss_vfl_aux_3: 0.6726 (0.6653) loss_vfl_aux_4: 0.6546 (0.6575) loss_vfl_aux_5: 0.7199 (0.7379) loss_vfl_dn_0: 0.4427 (0.4446) loss_vfl_dn_1: 0.3769 (0.3790) loss_vfl_dn_2: 0.3616 (0.3632) loss_vfl_dn_3: 0.3572 (0.3561) loss_vfl_dn_4: 0.3528 (0.3536) loss_vfl_dn_5: 0.3528 (0.3529) time: 0.4871 data: 0.0137 max mem: 5654 Epoch: [62] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 15.6730 (15.2643) loss_bbox: 0.1558 (0.1466) loss_bbox_aux_0: 0.1693 (0.1589) loss_bbox_aux_1: 0.1665 (0.1517) loss_bbox_aux_2: 0.1521 (0.1489) loss_bbox_aux_3: 0.1495 (0.1470) loss_bbox_aux_4: 0.1533 (0.1466) loss_bbox_aux_5: 0.2038 (0.1936) loss_bbox_dn_0: 0.2576 (0.2522) loss_bbox_dn_1: 0.1950 (0.1835) loss_bbox_dn_2: 0.1721 (0.1636) loss_bbox_dn_3: 0.1663 (0.1580) loss_bbox_dn_4: 0.1661 (0.1566) loss_bbox_dn_5: 0.1661 (0.1566) loss_giou: 0.4217 (0.4601) loss_giou_aux_0: 0.4513 (0.4836) loss_giou_aux_1: 0.4483 (0.4701) loss_giou_aux_2: 0.4310 (0.4647) loss_giou_aux_3: 0.4306 (0.4615) loss_giou_aux_4: 0.4238 (0.4603) loss_giou_aux_5: 0.5161 (0.5447) loss_giou_dn_0: 0.5470 (0.5592) loss_giou_dn_1: 0.4327 (0.4513) loss_giou_dn_2: 0.4017 (0.4201) loss_giou_dn_3: 0.3923 (0.4119) loss_giou_dn_4: 0.3888 (0.4098) loss_giou_dn_5: 0.3888 (0.4100) loss_vfl: 0.6546 (0.6535) loss_vfl_aux_0: 0.7609 (0.7481) loss_vfl_aux_1: 0.7015 (0.7028) loss_vfl_aux_2: 0.6869 (0.6787) loss_vfl_aux_3: 0.6628 (0.6653) loss_vfl_aux_4: 0.6571 (0.6576) loss_vfl_aux_5: 0.7249 (0.7379) loss_vfl_dn_0: 0.4426 (0.4446) loss_vfl_dn_1: 0.3810 (0.3790) loss_vfl_dn_2: 0.3691 (0.3632) loss_vfl_dn_3: 0.3592 (0.3561) loss_vfl_dn_4: 0.3546 (0.3536) loss_vfl_dn_5: 0.3547 (0.3529) time: 0.4724 data: 0.0143 max mem: 5654 Epoch: [62] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.0775 (15.2665) loss_bbox: 0.1481 (0.1466) loss_bbox_aux_0: 0.1662 (0.1590) loss_bbox_aux_1: 0.1524 (0.1518) loss_bbox_aux_2: 0.1472 (0.1489) loss_bbox_aux_3: 0.1468 (0.1471) loss_bbox_aux_4: 0.1481 (0.1467) loss_bbox_aux_5: 0.1861 (0.1936) loss_bbox_dn_0: 0.2462 (0.2523) loss_bbox_dn_1: 0.1824 (0.1836) loss_bbox_dn_2: 0.1603 (0.1637) loss_bbox_dn_3: 0.1518 (0.1581) loss_bbox_dn_4: 0.1503 (0.1567) loss_bbox_dn_5: 0.1503 (0.1567) loss_giou: 0.4558 (0.4601) loss_giou_aux_0: 0.4758 (0.4836) loss_giou_aux_1: 0.4619 (0.4701) loss_giou_aux_2: 0.4590 (0.4647) loss_giou_aux_3: 0.4675 (0.4614) loss_giou_aux_4: 0.4693 (0.4602) loss_giou_aux_5: 0.5429 (0.5447) loss_giou_dn_0: 0.5614 (0.5593) loss_giou_dn_1: 0.4414 (0.4513) loss_giou_dn_2: 0.4119 (0.4202) loss_giou_dn_3: 0.4101 (0.4119) loss_giou_dn_4: 0.4074 (0.4098) loss_giou_dn_5: 0.4075 (0.4100) loss_vfl: 0.6527 (0.6536) loss_vfl_aux_0: 0.7491 (0.7482) loss_vfl_aux_1: 0.6915 (0.7030) loss_vfl_aux_2: 0.6779 (0.6788) loss_vfl_aux_3: 0.6578 (0.6654) loss_vfl_aux_4: 0.6555 (0.6577) loss_vfl_aux_5: 0.7495 (0.7380) loss_vfl_dn_0: 0.4386 (0.4446) loss_vfl_dn_1: 0.3795 (0.3790) loss_vfl_dn_2: 0.3621 (0.3632) loss_vfl_dn_3: 0.3541 (0.3561) loss_vfl_dn_4: 0.3530 (0.3536) loss_vfl_dn_5: 0.3550 (0.3529) time: 0.4841 data: 0.0143 max mem: 5654 Epoch: [62] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.2694 (15.2681) loss_bbox: 0.1444 (0.1467) loss_bbox_aux_0: 0.1568 (0.1590) loss_bbox_aux_1: 0.1504 (0.1518) loss_bbox_aux_2: 0.1507 (0.1490) loss_bbox_aux_3: 0.1485 (0.1472) loss_bbox_aux_4: 0.1447 (0.1467) loss_bbox_aux_5: 0.1914 (0.1937) loss_bbox_dn_0: 0.2381 (0.2524) loss_bbox_dn_1: 0.1696 (0.1837) loss_bbox_dn_2: 0.1506 (0.1638) loss_bbox_dn_3: 0.1477 (0.1582) loss_bbox_dn_4: 0.1482 (0.1568) loss_bbox_dn_5: 0.1481 (0.1568) loss_giou: 0.4294 (0.4602) loss_giou_aux_0: 0.4594 (0.4836) loss_giou_aux_1: 0.4410 (0.4701) loss_giou_aux_2: 0.4442 (0.4648) loss_giou_aux_3: 0.4384 (0.4615) loss_giou_aux_4: 0.4335 (0.4603) loss_giou_aux_5: 0.5327 (0.5447) loss_giou_dn_0: 0.5505 (0.5593) loss_giou_dn_1: 0.4540 (0.4513) loss_giou_dn_2: 0.4107 (0.4202) loss_giou_dn_3: 0.4022 (0.4119) loss_giou_dn_4: 0.3978 (0.4098) loss_giou_dn_5: 0.3980 (0.4100) loss_vfl: 0.6502 (0.6537) loss_vfl_aux_0: 0.7318 (0.7482) loss_vfl_aux_1: 0.7117 (0.7031) loss_vfl_aux_2: 0.6702 (0.6788) loss_vfl_aux_3: 0.6670 (0.6654) loss_vfl_aux_4: 0.6559 (0.6577) loss_vfl_aux_5: 0.7337 (0.7381) loss_vfl_dn_0: 0.4447 (0.4447) loss_vfl_dn_1: 0.3754 (0.3790) loss_vfl_dn_2: 0.3636 (0.3632) loss_vfl_dn_3: 0.3527 (0.3561) loss_vfl_dn_4: 0.3510 (0.3536) loss_vfl_dn_5: 0.3498 (0.3529) time: 0.4764 data: 0.0141 max mem: 5654 Epoch: [62] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 14.5220 (15.2668) loss_bbox: 0.1325 (0.1467) loss_bbox_aux_0: 0.1398 (0.1591) loss_bbox_aux_1: 0.1419 (0.1519) loss_bbox_aux_2: 0.1383 (0.1490) loss_bbox_aux_3: 0.1355 (0.1472) loss_bbox_aux_4: 0.1324 (0.1468) loss_bbox_aux_5: 0.1735 (0.1937) loss_bbox_dn_0: 0.2467 (0.2526) loss_bbox_dn_1: 0.1744 (0.1838) loss_bbox_dn_2: 0.1490 (0.1639) loss_bbox_dn_3: 0.1478 (0.1583) loss_bbox_dn_4: 0.1457 (0.1569) loss_bbox_dn_5: 0.1459 (0.1569) loss_giou: 0.3892 (0.4600) loss_giou_aux_0: 0.4157 (0.4835) loss_giou_aux_1: 0.3924 (0.4700) loss_giou_aux_2: 0.3936 (0.4646) loss_giou_aux_3: 0.3812 (0.4614) loss_giou_aux_4: 0.3818 (0.4602) loss_giou_aux_5: 0.4884 (0.5446) loss_giou_dn_0: 0.5340 (0.5592) loss_giou_dn_1: 0.4196 (0.4512) loss_giou_dn_2: 0.3949 (0.4201) loss_giou_dn_3: 0.3863 (0.4119) loss_giou_dn_4: 0.3842 (0.4098) loss_giou_dn_5: 0.3855 (0.4100) loss_vfl: 0.6271 (0.6535) loss_vfl_aux_0: 0.7101 (0.7482) loss_vfl_aux_1: 0.6881 (0.7030) loss_vfl_aux_2: 0.6611 (0.6786) loss_vfl_aux_3: 0.6318 (0.6652) loss_vfl_aux_4: 0.6325 (0.6575) loss_vfl_aux_5: 0.7134 (0.7381) loss_vfl_dn_0: 0.4425 (0.4447) loss_vfl_dn_1: 0.3777 (0.3790) loss_vfl_dn_2: 0.3616 (0.3632) loss_vfl_dn_3: 0.3556 (0.3561) loss_vfl_dn_4: 0.3526 (0.3536) loss_vfl_dn_5: 0.3531 (0.3529) time: 0.4858 data: 0.0142 max mem: 5654 Epoch: [62] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 14.4723 (15.2655) loss_bbox: 0.1293 (0.1466) loss_bbox_aux_0: 0.1371 (0.1590) loss_bbox_aux_1: 0.1334 (0.1518) loss_bbox_aux_2: 0.1231 (0.1489) loss_bbox_aux_3: 0.1303 (0.1471) loss_bbox_aux_4: 0.1293 (0.1467) loss_bbox_aux_5: 0.1629 (0.1936) loss_bbox_dn_0: 0.2047 (0.2524) loss_bbox_dn_1: 0.1565 (0.1837) loss_bbox_dn_2: 0.1314 (0.1638) loss_bbox_dn_3: 0.1281 (0.1582) loss_bbox_dn_4: 0.1288 (0.1568) loss_bbox_dn_5: 0.1288 (0.1568) loss_giou: 0.4373 (0.4600) loss_giou_aux_0: 0.4606 (0.4835) loss_giou_aux_1: 0.4463 (0.4699) loss_giou_aux_2: 0.4508 (0.4646) loss_giou_aux_3: 0.4285 (0.4613) loss_giou_aux_4: 0.4374 (0.4602) loss_giou_aux_5: 0.5076 (0.5445) loss_giou_dn_0: 0.5395 (0.5592) loss_giou_dn_1: 0.4287 (0.4512) loss_giou_dn_2: 0.3968 (0.4201) loss_giou_dn_3: 0.3882 (0.4118) loss_giou_dn_4: 0.3883 (0.4098) loss_giou_dn_5: 0.3880 (0.4099) loss_vfl: 0.6516 (0.6535) loss_vfl_aux_0: 0.7362 (0.7483) loss_vfl_aux_1: 0.6979 (0.7031) loss_vfl_aux_2: 0.6663 (0.6786) loss_vfl_aux_3: 0.6752 (0.6653) loss_vfl_aux_4: 0.6430 (0.6575) loss_vfl_aux_5: 0.7672 (0.7381) loss_vfl_dn_0: 0.4434 (0.4447) loss_vfl_dn_1: 0.3728 (0.3790) loss_vfl_dn_2: 0.3558 (0.3632) loss_vfl_dn_3: 0.3483 (0.3561) loss_vfl_dn_4: 0.3453 (0.3536) loss_vfl_dn_5: 0.3448 (0.3529) time: 0.4818 data: 0.0140 max mem: 5654 Epoch: [62] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.4743 (15.2644) loss_bbox: 0.1390 (0.1466) loss_bbox_aux_0: 0.1558 (0.1589) loss_bbox_aux_1: 0.1391 (0.1518) loss_bbox_aux_2: 0.1427 (0.1489) loss_bbox_aux_3: 0.1379 (0.1471) loss_bbox_aux_4: 0.1388 (0.1466) loss_bbox_aux_5: 0.1916 (0.1935) loss_bbox_dn_0: 0.2516 (0.2524) loss_bbox_dn_1: 0.1772 (0.1837) loss_bbox_dn_2: 0.1536 (0.1638) loss_bbox_dn_3: 0.1472 (0.1581) loss_bbox_dn_4: 0.1453 (0.1568) loss_bbox_dn_5: 0.1453 (0.1568) loss_giou: 0.4372 (0.4599) loss_giou_aux_0: 0.4653 (0.4833) loss_giou_aux_1: 0.4544 (0.4698) loss_giou_aux_2: 0.4373 (0.4645) loss_giou_aux_3: 0.4386 (0.4612) loss_giou_aux_4: 0.4362 (0.4601) loss_giou_aux_5: 0.5126 (0.5444) loss_giou_dn_0: 0.5703 (0.5592) loss_giou_dn_1: 0.4613 (0.4512) loss_giou_dn_2: 0.4217 (0.4200) loss_giou_dn_3: 0.4105 (0.4118) loss_giou_dn_4: 0.4083 (0.4097) loss_giou_dn_5: 0.4085 (0.4099) loss_vfl: 0.6481 (0.6536) loss_vfl_aux_0: 0.7390 (0.7484) loss_vfl_aux_1: 0.7036 (0.7031) loss_vfl_aux_2: 0.6733 (0.6787) loss_vfl_aux_3: 0.6618 (0.6654) loss_vfl_aux_4: 0.6489 (0.6576) loss_vfl_aux_5: 0.7305 (0.7382) loss_vfl_dn_0: 0.4384 (0.4446) loss_vfl_dn_1: 0.3854 (0.3790) loss_vfl_dn_2: 0.3730 (0.3632) loss_vfl_dn_3: 0.3656 (0.3561) loss_vfl_dn_4: 0.3645 (0.3536) loss_vfl_dn_5: 0.3625 (0.3529) time: 0.4783 data: 0.0137 max mem: 5654 Epoch: [62] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.1238 (15.2652) loss_bbox: 0.1514 (0.1466) loss_bbox_aux_0: 0.1583 (0.1590) loss_bbox_aux_1: 0.1558 (0.1518) loss_bbox_aux_2: 0.1555 (0.1490) loss_bbox_aux_3: 0.1516 (0.1471) loss_bbox_aux_4: 0.1514 (0.1467) loss_bbox_aux_5: 0.1966 (0.1936) loss_bbox_dn_0: 0.2339 (0.2524) loss_bbox_dn_1: 0.1659 (0.1837) loss_bbox_dn_2: 0.1518 (0.1638) loss_bbox_dn_3: 0.1498 (0.1581) loss_bbox_dn_4: 0.1497 (0.1568) loss_bbox_dn_5: 0.1497 (0.1568) loss_giou: 0.4562 (0.4600) loss_giou_aux_0: 0.4529 (0.4834) loss_giou_aux_1: 0.4405 (0.4699) loss_giou_aux_2: 0.4681 (0.4646) loss_giou_aux_3: 0.4577 (0.4613) loss_giou_aux_4: 0.4562 (0.4602) loss_giou_aux_5: 0.5290 (0.5445) loss_giou_dn_0: 0.5458 (0.5592) loss_giou_dn_1: 0.4294 (0.4512) loss_giou_dn_2: 0.4031 (0.4201) loss_giou_dn_3: 0.3943 (0.4118) loss_giou_dn_4: 0.3907 (0.4097) loss_giou_dn_5: 0.3908 (0.4099) loss_vfl: 0.6580 (0.6535) loss_vfl_aux_0: 0.7477 (0.7483) loss_vfl_aux_1: 0.6983 (0.7031) loss_vfl_aux_2: 0.6744 (0.6786) loss_vfl_aux_3: 0.6739 (0.6653) loss_vfl_aux_4: 0.6599 (0.6575) loss_vfl_aux_5: 0.7240 (0.7381) loss_vfl_dn_0: 0.4421 (0.4446) loss_vfl_dn_1: 0.3818 (0.3790) loss_vfl_dn_2: 0.3642 (0.3632) loss_vfl_dn_3: 0.3593 (0.3561) loss_vfl_dn_4: 0.3588 (0.3536) loss_vfl_dn_5: 0.3583 (0.3529) time: 0.4857 data: 0.0139 max mem: 5654 Epoch: [62] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.8481 (15.2636) loss_bbox: 0.1275 (0.1466) loss_bbox_aux_0: 0.1376 (0.1590) loss_bbox_aux_1: 0.1310 (0.1518) loss_bbox_aux_2: 0.1325 (0.1490) loss_bbox_aux_3: 0.1268 (0.1471) loss_bbox_aux_4: 0.1286 (0.1467) loss_bbox_aux_5: 0.1745 (0.1936) loss_bbox_dn_0: 0.2160 (0.2526) loss_bbox_dn_1: 0.1607 (0.1838) loss_bbox_dn_2: 0.1374 (0.1638) loss_bbox_dn_3: 0.1343 (0.1582) loss_bbox_dn_4: 0.1303 (0.1568) loss_bbox_dn_5: 0.1298 (0.1568) loss_giou: 0.4600 (0.4598) loss_giou_aux_0: 0.4753 (0.4832) loss_giou_aux_1: 0.4629 (0.4697) loss_giou_aux_2: 0.4766 (0.4644) loss_giou_aux_3: 0.4520 (0.4611) loss_giou_aux_4: 0.4617 (0.4600) loss_giou_aux_5: 0.5322 (0.5442) loss_giou_dn_0: 0.5378 (0.5591) loss_giou_dn_1: 0.4218 (0.4511) loss_giou_dn_2: 0.3982 (0.4199) loss_giou_dn_3: 0.3872 (0.4117) loss_giou_dn_4: 0.3851 (0.4096) loss_giou_dn_5: 0.3852 (0.4098) loss_vfl: 0.6115 (0.6535) loss_vfl_aux_0: 0.7187 (0.7485) loss_vfl_aux_1: 0.6636 (0.7031) loss_vfl_aux_2: 0.6277 (0.6786) loss_vfl_aux_3: 0.6191 (0.6654) loss_vfl_aux_4: 0.6212 (0.6575) loss_vfl_aux_5: 0.7231 (0.7383) loss_vfl_dn_0: 0.4476 (0.4447) loss_vfl_dn_1: 0.3805 (0.3790) loss_vfl_dn_2: 0.3610 (0.3632) loss_vfl_dn_3: 0.3500 (0.3561) loss_vfl_dn_4: 0.3483 (0.3536) loss_vfl_dn_5: 0.3456 (0.3529) time: 0.5001 data: 0.0143 max mem: 5654 Epoch: [62] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.6465 (15.2647) loss_bbox: 0.1497 (0.1467) loss_bbox_aux_0: 0.1573 (0.1590) loss_bbox_aux_1: 0.1559 (0.1519) loss_bbox_aux_2: 0.1491 (0.1490) loss_bbox_aux_3: 0.1491 (0.1472) loss_bbox_aux_4: 0.1489 (0.1468) loss_bbox_aux_5: 0.1964 (0.1937) loss_bbox_dn_0: 0.2513 (0.2525) loss_bbox_dn_1: 0.1859 (0.1838) loss_bbox_dn_2: 0.1633 (0.1638) loss_bbox_dn_3: 0.1517 (0.1582) loss_bbox_dn_4: 0.1484 (0.1568) loss_bbox_dn_5: 0.1485 (0.1568) loss_giou: 0.4766 (0.4599) loss_giou_aux_0: 0.4958 (0.4832) loss_giou_aux_1: 0.4763 (0.4697) loss_giou_aux_2: 0.4683 (0.4645) loss_giou_aux_3: 0.4787 (0.4612) loss_giou_aux_4: 0.4778 (0.4600) loss_giou_aux_5: 0.5495 (0.5443) loss_giou_dn_0: 0.5698 (0.5591) loss_giou_dn_1: 0.4611 (0.4511) loss_giou_dn_2: 0.4334 (0.4199) loss_giou_dn_3: 0.4248 (0.4117) loss_giou_dn_4: 0.4215 (0.4096) loss_giou_dn_5: 0.4218 (0.4098) loss_vfl: 0.6551 (0.6536) loss_vfl_aux_0: 0.7553 (0.7486) loss_vfl_aux_1: 0.7115 (0.7032) loss_vfl_aux_2: 0.6758 (0.6786) loss_vfl_aux_3: 0.6637 (0.6655) loss_vfl_aux_4: 0.6543 (0.6576) loss_vfl_aux_5: 0.7411 (0.7383) loss_vfl_dn_0: 0.4408 (0.4447) loss_vfl_dn_1: 0.3738 (0.3790) loss_vfl_dn_2: 0.3577 (0.3632) loss_vfl_dn_3: 0.3512 (0.3561) loss_vfl_dn_4: 0.3483 (0.3536) loss_vfl_dn_5: 0.3481 (0.3529) time: 0.4774 data: 0.0146 max mem: 5654 Epoch: [62] Total time: 1:00:21 (0.4899 s / it) Averaged stats: lr: 0.000010 loss: 15.6465 (15.2647) loss_bbox: 0.1497 (0.1467) loss_bbox_aux_0: 0.1573 (0.1590) loss_bbox_aux_1: 0.1559 (0.1519) loss_bbox_aux_2: 0.1491 (0.1490) loss_bbox_aux_3: 0.1491 (0.1472) loss_bbox_aux_4: 0.1489 (0.1468) loss_bbox_aux_5: 0.1964 (0.1937) loss_bbox_dn_0: 0.2513 (0.2525) loss_bbox_dn_1: 0.1859 (0.1838) loss_bbox_dn_2: 0.1633 (0.1638) loss_bbox_dn_3: 0.1517 (0.1582) loss_bbox_dn_4: 0.1484 (0.1568) loss_bbox_dn_5: 0.1485 (0.1568) loss_giou: 0.4766 (0.4599) loss_giou_aux_0: 0.4958 (0.4832) loss_giou_aux_1: 0.4763 (0.4697) loss_giou_aux_2: 0.4683 (0.4645) loss_giou_aux_3: 0.4787 (0.4612) loss_giou_aux_4: 0.4778 (0.4600) loss_giou_aux_5: 0.5495 (0.5443) loss_giou_dn_0: 0.5698 (0.5591) loss_giou_dn_1: 0.4611 (0.4511) loss_giou_dn_2: 0.4334 (0.4199) loss_giou_dn_3: 0.4248 (0.4117) loss_giou_dn_4: 0.4215 (0.4096) loss_giou_dn_5: 0.4218 (0.4098) loss_vfl: 0.6551 (0.6536) loss_vfl_aux_0: 0.7553 (0.7486) loss_vfl_aux_1: 0.7115 (0.7032) loss_vfl_aux_2: 0.6758 (0.6786) loss_vfl_aux_3: 0.6637 (0.6655) loss_vfl_aux_4: 0.6543 (0.6576) loss_vfl_aux_5: 0.7411 (0.7383) loss_vfl_dn_0: 0.4408 (0.4447) loss_vfl_dn_1: 0.3738 (0.3790) loss_vfl_dn_2: 0.3577 (0.3632) loss_vfl_dn_3: 0.3512 (0.3561) loss_vfl_dn_4: 0.3483 (0.3536) loss_vfl_dn_5: 0.3481 (0.3529) Test: [ 0/157] eta: 0:04:15 time: 1.6305 data: 1.2054 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5147 data: 0.1341 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3974 data: 0.0269 max mem: 5654 Test: [ 30/157] eta: 0:01:21 time: 0.7135 data: 0.0270 max mem: 5654 Test: [ 40/157] eta: 0:01:08 time: 0.7169 data: 0.0273 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.4008 data: 0.0285 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.4059 data: 0.0285 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3960 data: 0.0273 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3975 data: 0.0279 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.4079 data: 0.0276 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3958 data: 0.0271 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3964 data: 0.0272 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3967 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3909 data: 0.0270 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3852 data: 0.0267 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6811 data: 0.0265 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6705 data: 0.0257 max mem: 5654 Test: Total time: 0:01:15 (0.4837 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.05s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [63] [ 0/7393] eta: 11:43:47 lr: 0.000010 loss: 14.3024 (14.3024) loss_bbox: 0.1700 (0.1700) loss_bbox_aux_0: 0.2330 (0.2330) loss_bbox_aux_1: 0.1888 (0.1888) loss_bbox_aux_2: 0.1740 (0.1740) loss_bbox_aux_3: 0.1779 (0.1779) loss_bbox_aux_4: 0.2475 (0.2475) loss_bbox_aux_5: 0.2649 (0.2649) loss_bbox_dn_0: 0.3855 (0.3855) loss_bbox_dn_1: 0.2556 (0.2556) loss_bbox_dn_2: 0.2195 (0.2195) loss_bbox_dn_3: 0.2139 (0.2139) loss_bbox_dn_4: 0.2125 (0.2125) loss_bbox_dn_5: 0.2125 (0.2125) loss_giou: 0.2826 (0.2826) loss_giou_aux_0: 0.3264 (0.3264) loss_giou_aux_1: 0.2986 (0.2986) loss_giou_aux_2: 0.2728 (0.2728) loss_giou_aux_3: 0.2887 (0.2887) loss_giou_aux_4: 0.3020 (0.3020) loss_giou_aux_5: 0.3648 (0.3648) loss_giou_dn_0: 0.4301 (0.4301) loss_giou_dn_1: 0.3033 (0.3033) loss_giou_dn_2: 0.2668 (0.2668) loss_giou_dn_3: 0.2600 (0.2600) loss_giou_dn_4: 0.2587 (0.2587) loss_giou_dn_5: 0.2587 (0.2587) loss_vfl: 0.7057 (0.7057) loss_vfl_aux_0: 0.8071 (0.8071) loss_vfl_aux_1: 0.7577 (0.7577) loss_vfl_aux_2: 0.7413 (0.7413) loss_vfl_aux_3: 0.7004 (0.7004) loss_vfl_aux_4: 0.6468 (0.6468) loss_vfl_aux_5: 0.8884 (0.8884) loss_vfl_dn_0: 0.4720 (0.4720) loss_vfl_dn_1: 0.3760 (0.3760) loss_vfl_dn_2: 0.3450 (0.3450) loss_vfl_dn_3: 0.3321 (0.3321) loss_vfl_dn_4: 0.3291 (0.3291) loss_vfl_dn_5: 0.3313 (0.3313) time: 5.7119 data: 3.5767 max mem: 5654 Epoch: [63] [ 100/7393] eta: 1:06:53 lr: 0.000010 loss: 14.7381 (15.2151) loss_bbox: 0.1359 (0.1490) loss_bbox_aux_0: 0.1486 (0.1622) loss_bbox_aux_1: 0.1398 (0.1546) loss_bbox_aux_2: 0.1456 (0.1517) loss_bbox_aux_3: 0.1413 (0.1484) loss_bbox_aux_4: 0.1367 (0.1496) loss_bbox_aux_5: 0.1926 (0.1972) loss_bbox_dn_0: 0.2271 (0.2549) loss_bbox_dn_1: 0.1638 (0.1853) loss_bbox_dn_2: 0.1491 (0.1647) loss_bbox_dn_3: 0.1472 (0.1590) loss_bbox_dn_4: 0.1469 (0.1579) loss_bbox_dn_5: 0.1470 (0.1579) loss_giou: 0.4655 (0.4503) loss_giou_aux_0: 0.4815 (0.4722) loss_giou_aux_1: 0.4767 (0.4601) loss_giou_aux_2: 0.4818 (0.4549) loss_giou_aux_3: 0.4670 (0.4505) loss_giou_aux_4: 0.4654 (0.4504) loss_giou_aux_5: 0.5314 (0.5352) loss_giou_dn_0: 0.5509 (0.5570) loss_giou_dn_1: 0.4405 (0.4466) loss_giou_dn_2: 0.4150 (0.4139) loss_giou_dn_3: 0.4111 (0.4055) loss_giou_dn_4: 0.4100 (0.4032) loss_giou_dn_5: 0.4106 (0.4033) loss_vfl: 0.6237 (0.6519) loss_vfl_aux_0: 0.7321 (0.7588) loss_vfl_aux_1: 0.6652 (0.7099) loss_vfl_aux_2: 0.6303 (0.6788) loss_vfl_aux_3: 0.6348 (0.6678) loss_vfl_aux_4: 0.6241 (0.6577) loss_vfl_aux_5: 0.7284 (0.7449) loss_vfl_dn_0: 0.4439 (0.4452) loss_vfl_dn_1: 0.3801 (0.3788) loss_vfl_dn_2: 0.3677 (0.3629) loss_vfl_dn_3: 0.3618 (0.3562) loss_vfl_dn_4: 0.3599 (0.3537) loss_vfl_dn_5: 0.3582 (0.3528) time: 0.4971 data: 0.0153 max mem: 5654 Epoch: [63] [ 200/7393] eta: 1:02:17 lr: 0.000010 loss: 14.6353 (15.2236) loss_bbox: 0.1416 (0.1490) loss_bbox_aux_0: 0.1602 (0.1610) loss_bbox_aux_1: 0.1514 (0.1534) loss_bbox_aux_2: 0.1401 (0.1511) loss_bbox_aux_3: 0.1390 (0.1492) loss_bbox_aux_4: 0.1421 (0.1495) loss_bbox_aux_5: 0.1987 (0.1972) loss_bbox_dn_0: 0.2620 (0.2562) loss_bbox_dn_1: 0.1848 (0.1854) loss_bbox_dn_2: 0.1720 (0.1648) loss_bbox_dn_3: 0.1659 (0.1593) loss_bbox_dn_4: 0.1638 (0.1581) loss_bbox_dn_5: 0.1639 (0.1581) loss_giou: 0.3832 (0.4542) loss_giou_aux_0: 0.4122 (0.4748) loss_giou_aux_1: 0.4030 (0.4632) loss_giou_aux_2: 0.3916 (0.4589) loss_giou_aux_3: 0.3802 (0.4552) loss_giou_aux_4: 0.3841 (0.4547) loss_giou_aux_5: 0.4819 (0.5382) loss_giou_dn_0: 0.5172 (0.5578) loss_giou_dn_1: 0.4040 (0.4483) loss_giou_dn_2: 0.3759 (0.4164) loss_giou_dn_3: 0.3670 (0.4085) loss_giou_dn_4: 0.3650 (0.4063) loss_giou_dn_5: 0.3652 (0.4065) loss_vfl: 0.6168 (0.6481) loss_vfl_aux_0: 0.7308 (0.7560) loss_vfl_aux_1: 0.6725 (0.7062) loss_vfl_aux_2: 0.6430 (0.6737) loss_vfl_aux_3: 0.6328 (0.6608) loss_vfl_aux_4: 0.6216 (0.6530) loss_vfl_aux_5: 0.7339 (0.7406) loss_vfl_dn_0: 0.4438 (0.4455) loss_vfl_dn_1: 0.3692 (0.3787) loss_vfl_dn_2: 0.3519 (0.3630) loss_vfl_dn_3: 0.3428 (0.3563) loss_vfl_dn_4: 0.3398 (0.3537) loss_vfl_dn_5: 0.3397 (0.3529) time: 0.4884 data: 0.0148 max mem: 5654 Epoch: [63] [ 300/7393] eta: 1:00:09 lr: 0.000010 loss: 14.9426 (15.2187) loss_bbox: 0.1465 (0.1485) loss_bbox_aux_0: 0.1595 (0.1604) loss_bbox_aux_1: 0.1454 (0.1525) loss_bbox_aux_2: 0.1451 (0.1503) loss_bbox_aux_3: 0.1414 (0.1488) loss_bbox_aux_4: 0.1434 (0.1489) loss_bbox_aux_5: 0.1868 (0.1973) loss_bbox_dn_0: 0.2491 (0.2559) loss_bbox_dn_1: 0.1894 (0.1857) loss_bbox_dn_2: 0.1655 (0.1650) loss_bbox_dn_3: 0.1615 (0.1593) loss_bbox_dn_4: 0.1614 (0.1581) loss_bbox_dn_5: 0.1614 (0.1581) loss_giou: 0.4338 (0.4554) loss_giou_aux_0: 0.4625 (0.4769) loss_giou_aux_1: 0.4535 (0.4644) loss_giou_aux_2: 0.4331 (0.4601) loss_giou_aux_3: 0.4259 (0.4565) loss_giou_aux_4: 0.4249 (0.4557) loss_giou_aux_5: 0.5209 (0.5402) loss_giou_dn_0: 0.5517 (0.5578) loss_giou_dn_1: 0.4532 (0.4493) loss_giou_dn_2: 0.4182 (0.4175) loss_giou_dn_3: 0.4081 (0.4094) loss_giou_dn_4: 0.4051 (0.4072) loss_giou_dn_5: 0.4052 (0.4074) loss_vfl: 0.6453 (0.6471) loss_vfl_aux_0: 0.7382 (0.7517) loss_vfl_aux_1: 0.7033 (0.7040) loss_vfl_aux_2: 0.6770 (0.6720) loss_vfl_aux_3: 0.6724 (0.6597) loss_vfl_aux_4: 0.6556 (0.6513) loss_vfl_aux_5: 0.7151 (0.7365) loss_vfl_dn_0: 0.4436 (0.4449) loss_vfl_dn_1: 0.3772 (0.3788) loss_vfl_dn_2: 0.3656 (0.3632) loss_vfl_dn_3: 0.3542 (0.3562) loss_vfl_dn_4: 0.3542 (0.3537) loss_vfl_dn_5: 0.3539 (0.3530) time: 0.4812 data: 0.0145 max mem: 5654 Epoch: [63] [ 400/7393] eta: 0:58:37 lr: 0.000010 loss: 14.7225 (15.2110) loss_bbox: 0.1294 (0.1474) loss_bbox_aux_0: 0.1486 (0.1601) loss_bbox_aux_1: 0.1433 (0.1525) loss_bbox_aux_2: 0.1277 (0.1494) loss_bbox_aux_3: 0.1299 (0.1482) loss_bbox_aux_4: 0.1279 (0.1479) loss_bbox_aux_5: 0.1870 (0.1963) loss_bbox_dn_0: 0.2418 (0.2558) loss_bbox_dn_1: 0.1775 (0.1851) loss_bbox_dn_2: 0.1570 (0.1643) loss_bbox_dn_3: 0.1518 (0.1585) loss_bbox_dn_4: 0.1506 (0.1572) loss_bbox_dn_5: 0.1506 (0.1572) loss_giou: 0.4032 (0.4556) loss_giou_aux_0: 0.4223 (0.4774) loss_giou_aux_1: 0.4100 (0.4649) loss_giou_aux_2: 0.3949 (0.4602) loss_giou_aux_3: 0.3983 (0.4570) loss_giou_aux_4: 0.3974 (0.4557) loss_giou_aux_5: 0.4890 (0.5406) loss_giou_dn_0: 0.5293 (0.5571) loss_giou_dn_1: 0.4136 (0.4482) loss_giou_dn_2: 0.3879 (0.4166) loss_giou_dn_3: 0.3796 (0.4085) loss_giou_dn_4: 0.3779 (0.4063) loss_giou_dn_5: 0.3779 (0.4065) loss_vfl: 0.6468 (0.6492) loss_vfl_aux_0: 0.7428 (0.7516) loss_vfl_aux_1: 0.6787 (0.7040) loss_vfl_aux_2: 0.6714 (0.6743) loss_vfl_aux_3: 0.6330 (0.6608) loss_vfl_aux_4: 0.6422 (0.6527) loss_vfl_aux_5: 0.7419 (0.7383) loss_vfl_dn_0: 0.4381 (0.4443) loss_vfl_dn_1: 0.3722 (0.3782) loss_vfl_dn_2: 0.3512 (0.3625) loss_vfl_dn_3: 0.3400 (0.3555) loss_vfl_dn_4: 0.3375 (0.3529) loss_vfl_dn_5: 0.3365 (0.3521) time: 0.4895 data: 0.0149 max mem: 5654 Epoch: [63] [ 500/7393] eta: 0:57:23 lr: 0.000010 loss: 15.5439 (15.2161) loss_bbox: 0.1443 (0.1475) loss_bbox_aux_0: 0.1542 (0.1596) loss_bbox_aux_1: 0.1495 (0.1522) loss_bbox_aux_2: 0.1423 (0.1493) loss_bbox_aux_3: 0.1398 (0.1483) loss_bbox_aux_4: 0.1425 (0.1478) loss_bbox_aux_5: 0.1852 (0.1961) loss_bbox_dn_0: 0.2394 (0.2556) loss_bbox_dn_1: 0.1747 (0.1853) loss_bbox_dn_2: 0.1594 (0.1646) loss_bbox_dn_3: 0.1510 (0.1588) loss_bbox_dn_4: 0.1518 (0.1575) loss_bbox_dn_5: 0.1517 (0.1575) loss_giou: 0.4586 (0.4571) loss_giou_aux_0: 0.4657 (0.4782) loss_giou_aux_1: 0.4636 (0.4656) loss_giou_aux_2: 0.4611 (0.4613) loss_giou_aux_3: 0.4490 (0.4586) loss_giou_aux_4: 0.4536 (0.4572) loss_giou_aux_5: 0.5500 (0.5405) loss_giou_dn_0: 0.5796 (0.5569) loss_giou_dn_1: 0.4638 (0.4485) loss_giou_dn_2: 0.4304 (0.4169) loss_giou_dn_3: 0.4195 (0.4087) loss_giou_dn_4: 0.4178 (0.4065) loss_giou_dn_5: 0.4178 (0.4067) loss_vfl: 0.6337 (0.6487) loss_vfl_aux_0: 0.7462 (0.7505) loss_vfl_aux_1: 0.7133 (0.7044) loss_vfl_aux_2: 0.6825 (0.6749) loss_vfl_aux_3: 0.6516 (0.6603) loss_vfl_aux_4: 0.6480 (0.6525) loss_vfl_aux_5: 0.7514 (0.7378) loss_vfl_dn_0: 0.4460 (0.4443) loss_vfl_dn_1: 0.3793 (0.3780) loss_vfl_dn_2: 0.3622 (0.3622) loss_vfl_dn_3: 0.3561 (0.3552) loss_vfl_dn_4: 0.3542 (0.3527) loss_vfl_dn_5: 0.3548 (0.3519) time: 0.4845 data: 0.0153 max mem: 5654 Epoch: [63] [ 600/7393] eta: 0:56:06 lr: 0.000010 loss: 15.1249 (15.1990) loss_bbox: 0.1389 (0.1468) loss_bbox_aux_0: 0.1462 (0.1589) loss_bbox_aux_1: 0.1408 (0.1512) loss_bbox_aux_2: 0.1360 (0.1485) loss_bbox_aux_3: 0.1356 (0.1472) loss_bbox_aux_4: 0.1385 (0.1468) loss_bbox_aux_5: 0.1772 (0.1947) loss_bbox_dn_0: 0.2307 (0.2532) loss_bbox_dn_1: 0.1611 (0.1838) loss_bbox_dn_2: 0.1413 (0.1631) loss_bbox_dn_3: 0.1349 (0.1575) loss_bbox_dn_4: 0.1348 (0.1562) loss_bbox_dn_5: 0.1348 (0.1562) loss_giou: 0.4386 (0.4573) loss_giou_aux_0: 0.4561 (0.4789) loss_giou_aux_1: 0.4510 (0.4658) loss_giou_aux_2: 0.4484 (0.4614) loss_giou_aux_3: 0.4389 (0.4584) loss_giou_aux_4: 0.4423 (0.4573) loss_giou_aux_5: 0.5204 (0.5407) loss_giou_dn_0: 0.5453 (0.5563) loss_giou_dn_1: 0.4295 (0.4486) loss_giou_dn_2: 0.4054 (0.4171) loss_giou_dn_3: 0.3936 (0.4090) loss_giou_dn_4: 0.3941 (0.4069) loss_giou_dn_5: 0.3954 (0.4070) loss_vfl: 0.6438 (0.6486) loss_vfl_aux_0: 0.7317 (0.7491) loss_vfl_aux_1: 0.6886 (0.7038) loss_vfl_aux_2: 0.6556 (0.6752) loss_vfl_aux_3: 0.6460 (0.6605) loss_vfl_aux_4: 0.6474 (0.6528) loss_vfl_aux_5: 0.7367 (0.7371) loss_vfl_dn_0: 0.4414 (0.4439) loss_vfl_dn_1: 0.3740 (0.3777) loss_vfl_dn_2: 0.3626 (0.3621) loss_vfl_dn_3: 0.3533 (0.3551) loss_vfl_dn_4: 0.3487 (0.3525) loss_vfl_dn_5: 0.3472 (0.3518) time: 0.4734 data: 0.0155 max mem: 5654 Epoch: [63] [ 700/7393] eta: 0:55:03 lr: 0.000010 loss: 15.0243 (15.1900) loss_bbox: 0.1588 (0.1466) loss_bbox_aux_0: 0.1678 (0.1592) loss_bbox_aux_1: 0.1575 (0.1514) loss_bbox_aux_2: 0.1581 (0.1483) loss_bbox_aux_3: 0.1582 (0.1468) loss_bbox_aux_4: 0.1589 (0.1466) loss_bbox_aux_5: 0.2127 (0.1947) loss_bbox_dn_0: 0.2702 (0.2533) loss_bbox_dn_1: 0.1973 (0.1839) loss_bbox_dn_2: 0.1697 (0.1632) loss_bbox_dn_3: 0.1588 (0.1575) loss_bbox_dn_4: 0.1567 (0.1562) loss_bbox_dn_5: 0.1567 (0.1562) loss_giou: 0.4051 (0.4568) loss_giou_aux_0: 0.4064 (0.4789) loss_giou_aux_1: 0.4224 (0.4654) loss_giou_aux_2: 0.4034 (0.4609) loss_giou_aux_3: 0.3979 (0.4576) loss_giou_aux_4: 0.3981 (0.4568) loss_giou_aux_5: 0.4583 (0.5401) loss_giou_dn_0: 0.5393 (0.5561) loss_giou_dn_1: 0.4211 (0.4485) loss_giou_dn_2: 0.3859 (0.4171) loss_giou_dn_3: 0.3778 (0.4089) loss_giou_dn_4: 0.3745 (0.4067) loss_giou_dn_5: 0.3746 (0.4069) loss_vfl: 0.6243 (0.6483) loss_vfl_aux_0: 0.7463 (0.7474) loss_vfl_aux_1: 0.6745 (0.7028) loss_vfl_aux_2: 0.6623 (0.6750) loss_vfl_aux_3: 0.6427 (0.6609) loss_vfl_aux_4: 0.6315 (0.6528) loss_vfl_aux_5: 0.7353 (0.7367) loss_vfl_dn_0: 0.4476 (0.4438) loss_vfl_dn_1: 0.3752 (0.3775) loss_vfl_dn_2: 0.3572 (0.3618) loss_vfl_dn_3: 0.3488 (0.3548) loss_vfl_dn_4: 0.3471 (0.3522) loss_vfl_dn_5: 0.3470 (0.3515) time: 0.4677 data: 0.0146 max mem: 5654 Epoch: [63] [ 800/7393] eta: 0:55:09 lr: 0.000010 loss: 14.7092 (15.2030) loss_bbox: 0.1418 (0.1463) loss_bbox_aux_0: 0.1480 (0.1589) loss_bbox_aux_1: 0.1404 (0.1510) loss_bbox_aux_2: 0.1417 (0.1480) loss_bbox_aux_3: 0.1416 (0.1466) loss_bbox_aux_4: 0.1407 (0.1463) loss_bbox_aux_5: 0.1806 (0.1941) loss_bbox_dn_0: 0.2316 (0.2528) loss_bbox_dn_1: 0.1575 (0.1834) loss_bbox_dn_2: 0.1413 (0.1630) loss_bbox_dn_3: 0.1399 (0.1573) loss_bbox_dn_4: 0.1375 (0.1560) loss_bbox_dn_5: 0.1374 (0.1560) loss_giou: 0.4476 (0.4567) loss_giou_aux_0: 0.4721 (0.4792) loss_giou_aux_1: 0.4520 (0.4655) loss_giou_aux_2: 0.4560 (0.4609) loss_giou_aux_3: 0.4580 (0.4576) loss_giou_aux_4: 0.4443 (0.4567) loss_giou_aux_5: 0.5204 (0.5401) loss_giou_dn_0: 0.5424 (0.5566) loss_giou_dn_1: 0.4392 (0.4488) loss_giou_dn_2: 0.4025 (0.4174) loss_giou_dn_3: 0.3902 (0.4092) loss_giou_dn_4: 0.3874 (0.4071) loss_giou_dn_5: 0.3873 (0.4072) loss_vfl: 0.6635 (0.6509) loss_vfl_aux_0: 0.7665 (0.7487) loss_vfl_aux_1: 0.7374 (0.7046) loss_vfl_aux_2: 0.6756 (0.6773) loss_vfl_aux_3: 0.6834 (0.6633) loss_vfl_aux_4: 0.6821 (0.6553) loss_vfl_aux_5: 0.7517 (0.7378) loss_vfl_dn_0: 0.4485 (0.4441) loss_vfl_dn_1: 0.3820 (0.3778) loss_vfl_dn_2: 0.3639 (0.3620) loss_vfl_dn_3: 0.3551 (0.3550) loss_vfl_dn_4: 0.3533 (0.3524) loss_vfl_dn_5: 0.3526 (0.3516) time: 0.4855 data: 0.0144 max mem: 5654 Epoch: [63] [ 900/7393] eta: 0:54:01 lr: 0.000010 loss: 15.1534 (15.2200) loss_bbox: 0.1392 (0.1463) loss_bbox_aux_0: 0.1617 (0.1590) loss_bbox_aux_1: 0.1416 (0.1511) loss_bbox_aux_2: 0.1426 (0.1480) loss_bbox_aux_3: 0.1359 (0.1466) loss_bbox_aux_4: 0.1380 (0.1464) loss_bbox_aux_5: 0.1950 (0.1939) loss_bbox_dn_0: 0.2391 (0.2527) loss_bbox_dn_1: 0.1746 (0.1834) loss_bbox_dn_2: 0.1553 (0.1630) loss_bbox_dn_3: 0.1464 (0.1573) loss_bbox_dn_4: 0.1432 (0.1560) loss_bbox_dn_5: 0.1433 (0.1560) loss_giou: 0.4190 (0.4573) loss_giou_aux_0: 0.4488 (0.4801) loss_giou_aux_1: 0.4338 (0.4664) loss_giou_aux_2: 0.4327 (0.4615) loss_giou_aux_3: 0.4305 (0.4582) loss_giou_aux_4: 0.4234 (0.4574) loss_giou_aux_5: 0.5137 (0.5408) loss_giou_dn_0: 0.5396 (0.5576) loss_giou_dn_1: 0.4340 (0.4499) loss_giou_dn_2: 0.4046 (0.4185) loss_giou_dn_3: 0.3954 (0.4102) loss_giou_dn_4: 0.3923 (0.4080) loss_giou_dn_5: 0.3925 (0.4082) loss_vfl: 0.6422 (0.6514) loss_vfl_aux_0: 0.7334 (0.7487) loss_vfl_aux_1: 0.6958 (0.7053) loss_vfl_aux_2: 0.6739 (0.6783) loss_vfl_aux_3: 0.6494 (0.6639) loss_vfl_aux_4: 0.6545 (0.6557) loss_vfl_aux_5: 0.7005 (0.7383) loss_vfl_dn_0: 0.4408 (0.4443) loss_vfl_dn_1: 0.3796 (0.3782) loss_vfl_dn_2: 0.3628 (0.3624) loss_vfl_dn_3: 0.3566 (0.3553) loss_vfl_dn_4: 0.3548 (0.3527) loss_vfl_dn_5: 0.3528 (0.3520) time: 0.4869 data: 0.0155 max mem: 5654 Epoch: [63] [1000/7393] eta: 0:53:01 lr: 0.000010 loss: 15.5482 (15.2219) loss_bbox: 0.1352 (0.1462) loss_bbox_aux_0: 0.1416 (0.1588) loss_bbox_aux_1: 0.1330 (0.1508) loss_bbox_aux_2: 0.1380 (0.1479) loss_bbox_aux_3: 0.1320 (0.1463) loss_bbox_aux_4: 0.1319 (0.1463) loss_bbox_aux_5: 0.1676 (0.1934) loss_bbox_dn_0: 0.2122 (0.2524) loss_bbox_dn_1: 0.1566 (0.1832) loss_bbox_dn_2: 0.1451 (0.1628) loss_bbox_dn_3: 0.1379 (0.1571) loss_bbox_dn_4: 0.1365 (0.1558) loss_bbox_dn_5: 0.1366 (0.1558) loss_giou: 0.4878 (0.4583) loss_giou_aux_0: 0.5284 (0.4812) loss_giou_aux_1: 0.5042 (0.4672) loss_giou_aux_2: 0.4958 (0.4624) loss_giou_aux_3: 0.4858 (0.4591) loss_giou_aux_4: 0.4950 (0.4583) loss_giou_aux_5: 0.5775 (0.5419) loss_giou_dn_0: 0.5932 (0.5579) loss_giou_dn_1: 0.4770 (0.4503) loss_giou_dn_2: 0.4450 (0.4189) loss_giou_dn_3: 0.4342 (0.4106) loss_giou_dn_4: 0.4307 (0.4085) loss_giou_dn_5: 0.4308 (0.4087) loss_vfl: 0.6482 (0.6505) loss_vfl_aux_0: 0.7231 (0.7476) loss_vfl_aux_1: 0.7042 (0.7049) loss_vfl_aux_2: 0.6794 (0.6777) loss_vfl_aux_3: 0.6646 (0.6635) loss_vfl_aux_4: 0.6548 (0.6548) loss_vfl_aux_5: 0.7171 (0.7379) loss_vfl_dn_0: 0.4433 (0.4443) loss_vfl_dn_1: 0.3797 (0.3781) loss_vfl_dn_2: 0.3680 (0.3625) loss_vfl_dn_3: 0.3604 (0.3554) loss_vfl_dn_4: 0.3584 (0.3528) loss_vfl_dn_5: 0.3589 (0.3520) time: 0.4774 data: 0.0144 max mem: 5654 Epoch: [63] [1100/7393] eta: 0:52:00 lr: 0.000010 loss: 15.1263 (15.2154) loss_bbox: 0.1340 (0.1464) loss_bbox_aux_0: 0.1492 (0.1587) loss_bbox_aux_1: 0.1437 (0.1509) loss_bbox_aux_2: 0.1394 (0.1481) loss_bbox_aux_3: 0.1395 (0.1466) loss_bbox_aux_4: 0.1345 (0.1466) loss_bbox_aux_5: 0.1781 (0.1934) loss_bbox_dn_0: 0.2325 (0.2518) loss_bbox_dn_1: 0.1732 (0.1830) loss_bbox_dn_2: 0.1537 (0.1627) loss_bbox_dn_3: 0.1486 (0.1571) loss_bbox_dn_4: 0.1488 (0.1558) loss_bbox_dn_5: 0.1488 (0.1558) loss_giou: 0.4579 (0.4581) loss_giou_aux_0: 0.4877 (0.4809) loss_giou_aux_1: 0.4666 (0.4671) loss_giou_aux_2: 0.4668 (0.4623) loss_giou_aux_3: 0.4661 (0.4591) loss_giou_aux_4: 0.4574 (0.4582) loss_giou_aux_5: 0.5373 (0.5416) loss_giou_dn_0: 0.5360 (0.5575) loss_giou_dn_1: 0.4312 (0.4501) loss_giou_dn_2: 0.4094 (0.4189) loss_giou_dn_3: 0.4008 (0.4106) loss_giou_dn_4: 0.3969 (0.4085) loss_giou_dn_5: 0.3968 (0.4087) loss_vfl: 0.6227 (0.6499) loss_vfl_aux_0: 0.7247 (0.7477) loss_vfl_aux_1: 0.6841 (0.7041) loss_vfl_aux_2: 0.6531 (0.6769) loss_vfl_aux_3: 0.6222 (0.6626) loss_vfl_aux_4: 0.6205 (0.6541) loss_vfl_aux_5: 0.7181 (0.7374) loss_vfl_dn_0: 0.4434 (0.4442) loss_vfl_dn_1: 0.3771 (0.3780) loss_vfl_dn_2: 0.3626 (0.3623) loss_vfl_dn_3: 0.3529 (0.3553) loss_vfl_dn_4: 0.3511 (0.3527) loss_vfl_dn_5: 0.3493 (0.3519) time: 0.4874 data: 0.0152 max mem: 5654 Epoch: [63] [1200/7393] eta: 0:51:05 lr: 0.000010 loss: 14.9213 (15.2065) loss_bbox: 0.1327 (0.1461) loss_bbox_aux_0: 0.1397 (0.1582) loss_bbox_aux_1: 0.1344 (0.1506) loss_bbox_aux_2: 0.1346 (0.1480) loss_bbox_aux_3: 0.1336 (0.1464) loss_bbox_aux_4: 0.1331 (0.1463) loss_bbox_aux_5: 0.1781 (0.1931) loss_bbox_dn_0: 0.2164 (0.2515) loss_bbox_dn_1: 0.1523 (0.1828) loss_bbox_dn_2: 0.1396 (0.1623) loss_bbox_dn_3: 0.1317 (0.1567) loss_bbox_dn_4: 0.1304 (0.1554) loss_bbox_dn_5: 0.1304 (0.1554) loss_giou: 0.4071 (0.4575) loss_giou_aux_0: 0.4234 (0.4804) loss_giou_aux_1: 0.4097 (0.4667) loss_giou_aux_2: 0.4149 (0.4618) loss_giou_aux_3: 0.4104 (0.4586) loss_giou_aux_4: 0.4069 (0.4576) loss_giou_aux_5: 0.4806 (0.5415) loss_giou_dn_0: 0.5106 (0.5572) loss_giou_dn_1: 0.4111 (0.4498) loss_giou_dn_2: 0.3859 (0.4185) loss_giou_dn_3: 0.3781 (0.4102) loss_giou_dn_4: 0.3772 (0.4081) loss_giou_dn_5: 0.3773 (0.4083) loss_vfl: 0.6212 (0.6501) loss_vfl_aux_0: 0.7382 (0.7478) loss_vfl_aux_1: 0.6713 (0.7038) loss_vfl_aux_2: 0.6485 (0.6765) loss_vfl_aux_3: 0.6460 (0.6627) loss_vfl_aux_4: 0.6253 (0.6544) loss_vfl_aux_5: 0.7140 (0.7376) loss_vfl_dn_0: 0.4340 (0.4443) loss_vfl_dn_1: 0.3737 (0.3780) loss_vfl_dn_2: 0.3561 (0.3624) loss_vfl_dn_3: 0.3464 (0.3553) loss_vfl_dn_4: 0.3453 (0.3528) loss_vfl_dn_5: 0.3434 (0.3520) time: 0.4819 data: 0.0141 max mem: 5654 Epoch: [63] [1300/7393] eta: 0:50:09 lr: 0.000010 loss: 15.2598 (15.2277) loss_bbox: 0.1448 (0.1465) loss_bbox_aux_0: 0.1534 (0.1587) loss_bbox_aux_1: 0.1461 (0.1509) loss_bbox_aux_2: 0.1466 (0.1484) loss_bbox_aux_3: 0.1486 (0.1469) loss_bbox_aux_4: 0.1404 (0.1466) loss_bbox_aux_5: 0.1866 (0.1934) loss_bbox_dn_0: 0.2271 (0.2519) loss_bbox_dn_1: 0.1701 (0.1833) loss_bbox_dn_2: 0.1435 (0.1629) loss_bbox_dn_3: 0.1382 (0.1572) loss_bbox_dn_4: 0.1355 (0.1559) loss_bbox_dn_5: 0.1355 (0.1559) loss_giou: 0.4686 (0.4586) loss_giou_aux_0: 0.4807 (0.4815) loss_giou_aux_1: 0.4704 (0.4679) loss_giou_aux_2: 0.4728 (0.4631) loss_giou_aux_3: 0.4690 (0.4599) loss_giou_aux_4: 0.4628 (0.4587) loss_giou_aux_5: 0.5284 (0.5426) loss_giou_dn_0: 0.5509 (0.5581) loss_giou_dn_1: 0.4358 (0.4506) loss_giou_dn_2: 0.4040 (0.4192) loss_giou_dn_3: 0.3951 (0.4109) loss_giou_dn_4: 0.3962 (0.4088) loss_giou_dn_5: 0.3966 (0.4090) loss_vfl: 0.6718 (0.6506) loss_vfl_aux_0: 0.7675 (0.7477) loss_vfl_aux_1: 0.7068 (0.7041) loss_vfl_aux_2: 0.6780 (0.6767) loss_vfl_aux_3: 0.6548 (0.6628) loss_vfl_aux_4: 0.6652 (0.6549) loss_vfl_aux_5: 0.7536 (0.7377) loss_vfl_dn_0: 0.4484 (0.4443) loss_vfl_dn_1: 0.3805 (0.3782) loss_vfl_dn_2: 0.3647 (0.3625) loss_vfl_dn_3: 0.3573 (0.3555) loss_vfl_dn_4: 0.3532 (0.3529) loss_vfl_dn_5: 0.3520 (0.3522) time: 0.4873 data: 0.0141 max mem: 5654 Epoch: [63] [1400/7393] eta: 0:49:17 lr: 0.000010 loss: 14.8677 (15.2385) loss_bbox: 0.1332 (0.1463) loss_bbox_aux_0: 0.1459 (0.1584) loss_bbox_aux_1: 0.1336 (0.1507) loss_bbox_aux_2: 0.1408 (0.1483) loss_bbox_aux_3: 0.1341 (0.1467) loss_bbox_aux_4: 0.1341 (0.1464) loss_bbox_aux_5: 0.1764 (0.1929) loss_bbox_dn_0: 0.2204 (0.2517) loss_bbox_dn_1: 0.1579 (0.1834) loss_bbox_dn_2: 0.1392 (0.1630) loss_bbox_dn_3: 0.1349 (0.1573) loss_bbox_dn_4: 0.1326 (0.1560) loss_bbox_dn_5: 0.1326 (0.1560) loss_giou: 0.4709 (0.4590) loss_giou_aux_0: 0.4737 (0.4820) loss_giou_aux_1: 0.4794 (0.4684) loss_giou_aux_2: 0.4682 (0.4634) loss_giou_aux_3: 0.4760 (0.4603) loss_giou_aux_4: 0.4729 (0.4591) loss_giou_aux_5: 0.5430 (0.5431) loss_giou_dn_0: 0.5474 (0.5587) loss_giou_dn_1: 0.4457 (0.4512) loss_giou_dn_2: 0.4183 (0.4199) loss_giou_dn_3: 0.4123 (0.4116) loss_giou_dn_4: 0.4105 (0.4095) loss_giou_dn_5: 0.4106 (0.4096) loss_vfl: 0.6558 (0.6513) loss_vfl_aux_0: 0.7408 (0.7479) loss_vfl_aux_1: 0.6949 (0.7044) loss_vfl_aux_2: 0.6818 (0.6773) loss_vfl_aux_3: 0.6691 (0.6635) loss_vfl_aux_4: 0.6595 (0.6555) loss_vfl_aux_5: 0.7236 (0.7380) loss_vfl_dn_0: 0.4452 (0.4446) loss_vfl_dn_1: 0.3799 (0.3786) loss_vfl_dn_2: 0.3643 (0.3630) loss_vfl_dn_3: 0.3569 (0.3559) loss_vfl_dn_4: 0.3525 (0.3533) loss_vfl_dn_5: 0.3535 (0.3526) time: 0.4882 data: 0.0148 max mem: 5654 Epoch: [63] [1500/7393] eta: 0:48:49 lr: 0.000010 loss: 15.8148 (15.2367) loss_bbox: 0.1546 (0.1466) loss_bbox_aux_0: 0.1621 (0.1586) loss_bbox_aux_1: 0.1545 (0.1510) loss_bbox_aux_2: 0.1547 (0.1486) loss_bbox_aux_3: 0.1545 (0.1470) loss_bbox_aux_4: 0.1506 (0.1467) loss_bbox_aux_5: 0.1998 (0.1931) loss_bbox_dn_0: 0.2527 (0.2527) loss_bbox_dn_1: 0.1898 (0.1841) loss_bbox_dn_2: 0.1728 (0.1636) loss_bbox_dn_3: 0.1667 (0.1579) loss_bbox_dn_4: 0.1657 (0.1565) loss_bbox_dn_5: 0.1657 (0.1566) loss_giou: 0.4633 (0.4580) loss_giou_aux_0: 0.4998 (0.4809) loss_giou_aux_1: 0.4708 (0.4673) loss_giou_aux_2: 0.4794 (0.4623) loss_giou_aux_3: 0.4647 (0.4593) loss_giou_aux_4: 0.4619 (0.4581) loss_giou_aux_5: 0.5910 (0.5419) loss_giou_dn_0: 0.5530 (0.5579) loss_giou_dn_1: 0.4564 (0.4504) loss_giou_dn_2: 0.4242 (0.4191) loss_giou_dn_3: 0.4110 (0.4108) loss_giou_dn_4: 0.4104 (0.4087) loss_giou_dn_5: 0.4106 (0.4089) loss_vfl: 0.7013 (0.6518) loss_vfl_aux_0: 0.7726 (0.7486) loss_vfl_aux_1: 0.7354 (0.7052) loss_vfl_aux_2: 0.7281 (0.6779) loss_vfl_aux_3: 0.7174 (0.6640) loss_vfl_aux_4: 0.7038 (0.6560) loss_vfl_aux_5: 0.7955 (0.7388) loss_vfl_dn_0: 0.4376 (0.4446) loss_vfl_dn_1: 0.3772 (0.3786) loss_vfl_dn_2: 0.3612 (0.3629) loss_vfl_dn_3: 0.3539 (0.3558) loss_vfl_dn_4: 0.3508 (0.3533) loss_vfl_dn_5: 0.3499 (0.3526) time: 0.4793 data: 0.0138 max mem: 5654 Epoch: [63] [1600/7393] eta: 0:47:53 lr: 0.000010 loss: 15.4008 (15.2432) loss_bbox: 0.1383 (0.1467) loss_bbox_aux_0: 0.1415 (0.1587) loss_bbox_aux_1: 0.1406 (0.1511) loss_bbox_aux_2: 0.1403 (0.1487) loss_bbox_aux_3: 0.1391 (0.1472) loss_bbox_aux_4: 0.1401 (0.1467) loss_bbox_aux_5: 0.1679 (0.1930) loss_bbox_dn_0: 0.2377 (0.2525) loss_bbox_dn_1: 0.1757 (0.1840) loss_bbox_dn_2: 0.1554 (0.1636) loss_bbox_dn_3: 0.1583 (0.1579) loss_bbox_dn_4: 0.1564 (0.1565) loss_bbox_dn_5: 0.1565 (0.1565) loss_giou: 0.4563 (0.4585) loss_giou_aux_0: 0.4887 (0.4813) loss_giou_aux_1: 0.4762 (0.4678) loss_giou_aux_2: 0.4654 (0.4628) loss_giou_aux_3: 0.4562 (0.4598) loss_giou_aux_4: 0.4565 (0.4585) loss_giou_aux_5: 0.5377 (0.5424) loss_giou_dn_0: 0.5682 (0.5583) loss_giou_dn_1: 0.4808 (0.4510) loss_giou_dn_2: 0.4419 (0.4197) loss_giou_dn_3: 0.4314 (0.4113) loss_giou_dn_4: 0.4296 (0.4092) loss_giou_dn_5: 0.4296 (0.4094) loss_vfl: 0.6392 (0.6517) loss_vfl_aux_0: 0.7593 (0.7485) loss_vfl_aux_1: 0.6834 (0.7048) loss_vfl_aux_2: 0.6557 (0.6778) loss_vfl_aux_3: 0.6453 (0.6637) loss_vfl_aux_4: 0.6300 (0.6560) loss_vfl_aux_5: 0.7281 (0.7387) loss_vfl_dn_0: 0.4349 (0.4447) loss_vfl_dn_1: 0.3764 (0.3787) loss_vfl_dn_2: 0.3653 (0.3631) loss_vfl_dn_3: 0.3579 (0.3560) loss_vfl_dn_4: 0.3537 (0.3535) loss_vfl_dn_5: 0.3535 (0.3528) time: 0.4902 data: 0.0139 max mem: 5654 Epoch: [63] [1700/7393] eta: 0:46:57 lr: 0.000010 loss: 15.0139 (15.2431) loss_bbox: 0.1438 (0.1472) loss_bbox_aux_0: 0.1491 (0.1592) loss_bbox_aux_1: 0.1434 (0.1516) loss_bbox_aux_2: 0.1388 (0.1492) loss_bbox_aux_3: 0.1393 (0.1477) loss_bbox_aux_4: 0.1438 (0.1472) loss_bbox_aux_5: 0.1880 (0.1936) loss_bbox_dn_0: 0.2524 (0.2531) loss_bbox_dn_1: 0.1822 (0.1845) loss_bbox_dn_2: 0.1541 (0.1640) loss_bbox_dn_3: 0.1484 (0.1583) loss_bbox_dn_4: 0.1474 (0.1570) loss_bbox_dn_5: 0.1474 (0.1570) loss_giou: 0.4374 (0.4582) loss_giou_aux_0: 0.4474 (0.4811) loss_giou_aux_1: 0.4464 (0.4677) loss_giou_aux_2: 0.4479 (0.4626) loss_giou_aux_3: 0.4357 (0.4596) loss_giou_aux_4: 0.4364 (0.4583) loss_giou_aux_5: 0.5093 (0.5422) loss_giou_dn_0: 0.5318 (0.5582) loss_giou_dn_1: 0.4256 (0.4505) loss_giou_dn_2: 0.3921 (0.4193) loss_giou_dn_3: 0.3850 (0.4109) loss_giou_dn_4: 0.3839 (0.4088) loss_giou_dn_5: 0.3836 (0.4090) loss_vfl: 0.6304 (0.6515) loss_vfl_aux_0: 0.7059 (0.7478) loss_vfl_aux_1: 0.6774 (0.7045) loss_vfl_aux_2: 0.6482 (0.6775) loss_vfl_aux_3: 0.6342 (0.6636) loss_vfl_aux_4: 0.6364 (0.6558) loss_vfl_aux_5: 0.7137 (0.7382) loss_vfl_dn_0: 0.4414 (0.4446) loss_vfl_dn_1: 0.3735 (0.3787) loss_vfl_dn_2: 0.3583 (0.3630) loss_vfl_dn_3: 0.3465 (0.3559) loss_vfl_dn_4: 0.3453 (0.3534) loss_vfl_dn_5: 0.3433 (0.3527) time: 0.4744 data: 0.0142 max mem: 5654 Epoch: [63] [1800/7393] eta: 0:46:03 lr: 0.000010 loss: 15.2456 (15.2409) loss_bbox: 0.1378 (0.1470) loss_bbox_aux_0: 0.1554 (0.1591) loss_bbox_aux_1: 0.1465 (0.1514) loss_bbox_aux_2: 0.1382 (0.1490) loss_bbox_aux_3: 0.1321 (0.1475) loss_bbox_aux_4: 0.1316 (0.1470) loss_bbox_aux_5: 0.1863 (0.1934) loss_bbox_dn_0: 0.2731 (0.2531) loss_bbox_dn_1: 0.1947 (0.1844) loss_bbox_dn_2: 0.1654 (0.1640) loss_bbox_dn_3: 0.1589 (0.1583) loss_bbox_dn_4: 0.1569 (0.1569) loss_bbox_dn_5: 0.1569 (0.1570) loss_giou: 0.4253 (0.4585) loss_giou_aux_0: 0.4685 (0.4815) loss_giou_aux_1: 0.4413 (0.4680) loss_giou_aux_2: 0.4355 (0.4629) loss_giou_aux_3: 0.4294 (0.4598) loss_giou_aux_4: 0.4254 (0.4585) loss_giou_aux_5: 0.5387 (0.5426) loss_giou_dn_0: 0.5559 (0.5583) loss_giou_dn_1: 0.4479 (0.4507) loss_giou_dn_2: 0.4196 (0.4195) loss_giou_dn_3: 0.4073 (0.4111) loss_giou_dn_4: 0.4047 (0.4090) loss_giou_dn_5: 0.4047 (0.4092) loss_vfl: 0.6527 (0.6511) loss_vfl_aux_0: 0.7643 (0.7474) loss_vfl_aux_1: 0.7108 (0.7040) loss_vfl_aux_2: 0.6899 (0.6770) loss_vfl_aux_3: 0.6633 (0.6632) loss_vfl_aux_4: 0.6748 (0.6554) loss_vfl_aux_5: 0.7542 (0.7375) loss_vfl_dn_0: 0.4419 (0.4444) loss_vfl_dn_1: 0.3777 (0.3786) loss_vfl_dn_2: 0.3616 (0.3629) loss_vfl_dn_3: 0.3536 (0.3558) loss_vfl_dn_4: 0.3509 (0.3533) loss_vfl_dn_5: 0.3511 (0.3525) time: 0.4839 data: 0.0144 max mem: 5654 Epoch: [63] [1900/7393] eta: 0:45:11 lr: 0.000010 loss: 15.1966 (15.2421) loss_bbox: 0.1397 (0.1468) loss_bbox_aux_0: 0.1481 (0.1589) loss_bbox_aux_1: 0.1461 (0.1512) loss_bbox_aux_2: 0.1342 (0.1487) loss_bbox_aux_3: 0.1369 (0.1472) loss_bbox_aux_4: 0.1397 (0.1468) loss_bbox_aux_5: 0.1901 (0.1931) loss_bbox_dn_0: 0.2581 (0.2526) loss_bbox_dn_1: 0.1774 (0.1841) loss_bbox_dn_2: 0.1523 (0.1638) loss_bbox_dn_3: 0.1460 (0.1581) loss_bbox_dn_4: 0.1453 (0.1567) loss_bbox_dn_5: 0.1452 (0.1567) loss_giou: 0.4425 (0.4590) loss_giou_aux_0: 0.4845 (0.4821) loss_giou_aux_1: 0.4514 (0.4686) loss_giou_aux_2: 0.4601 (0.4633) loss_giou_aux_3: 0.4360 (0.4603) loss_giou_aux_4: 0.4422 (0.4590) loss_giou_aux_5: 0.5391 (0.5432) loss_giou_dn_0: 0.5710 (0.5585) loss_giou_dn_1: 0.4563 (0.4509) loss_giou_dn_2: 0.4194 (0.4197) loss_giou_dn_3: 0.4088 (0.4114) loss_giou_dn_4: 0.4080 (0.4093) loss_giou_dn_5: 0.4081 (0.4095) loss_vfl: 0.6195 (0.6510) loss_vfl_aux_0: 0.7191 (0.7474) loss_vfl_aux_1: 0.6779 (0.7039) loss_vfl_aux_2: 0.6514 (0.6771) loss_vfl_aux_3: 0.6506 (0.6634) loss_vfl_aux_4: 0.6377 (0.6554) loss_vfl_aux_5: 0.7073 (0.7373) loss_vfl_dn_0: 0.4408 (0.4443) loss_vfl_dn_1: 0.3794 (0.3785) loss_vfl_dn_2: 0.3639 (0.3629) loss_vfl_dn_3: 0.3554 (0.3557) loss_vfl_dn_4: 0.3534 (0.3533) loss_vfl_dn_5: 0.3523 (0.3525) time: 0.4967 data: 0.0145 max mem: 5654 Epoch: [63] [2000/7393] eta: 0:44:20 lr: 0.000010 loss: 14.8594 (15.2362) loss_bbox: 0.1458 (0.1467) loss_bbox_aux_0: 0.1521 (0.1588) loss_bbox_aux_1: 0.1508 (0.1511) loss_bbox_aux_2: 0.1504 (0.1486) loss_bbox_aux_3: 0.1496 (0.1472) loss_bbox_aux_4: 0.1438 (0.1467) loss_bbox_aux_5: 0.1808 (0.1930) loss_bbox_dn_0: 0.2399 (0.2525) loss_bbox_dn_1: 0.1633 (0.1839) loss_bbox_dn_2: 0.1481 (0.1636) loss_bbox_dn_3: 0.1449 (0.1579) loss_bbox_dn_4: 0.1447 (0.1566) loss_bbox_dn_5: 0.1448 (0.1566) loss_giou: 0.4341 (0.4589) loss_giou_aux_0: 0.4648 (0.4820) loss_giou_aux_1: 0.4484 (0.4684) loss_giou_aux_2: 0.4396 (0.4631) loss_giou_aux_3: 0.4593 (0.4602) loss_giou_aux_4: 0.4557 (0.4589) loss_giou_aux_5: 0.5207 (0.5428) loss_giou_dn_0: 0.5496 (0.5584) loss_giou_dn_1: 0.4430 (0.4507) loss_giou_dn_2: 0.4078 (0.4195) loss_giou_dn_3: 0.3946 (0.4112) loss_giou_dn_4: 0.3891 (0.4091) loss_giou_dn_5: 0.3890 (0.4093) loss_vfl: 0.6197 (0.6504) loss_vfl_aux_0: 0.6977 (0.7474) loss_vfl_aux_1: 0.6684 (0.7037) loss_vfl_aux_2: 0.6465 (0.6769) loss_vfl_aux_3: 0.6318 (0.6629) loss_vfl_aux_4: 0.6302 (0.6548) loss_vfl_aux_5: 0.6885 (0.7374) loss_vfl_dn_0: 0.4472 (0.4443) loss_vfl_dn_1: 0.3827 (0.3786) loss_vfl_dn_2: 0.3650 (0.3628) loss_vfl_dn_3: 0.3582 (0.3557) loss_vfl_dn_4: 0.3570 (0.3532) loss_vfl_dn_5: 0.3550 (0.3525) time: 0.4921 data: 0.0144 max mem: 5654 Epoch: [63] [2100/7393] eta: 0:43:27 lr: 0.000010 loss: 15.6715 (15.2390) loss_bbox: 0.1445 (0.1469) loss_bbox_aux_0: 0.1565 (0.1589) loss_bbox_aux_1: 0.1594 (0.1513) loss_bbox_aux_2: 0.1518 (0.1488) loss_bbox_aux_3: 0.1464 (0.1474) loss_bbox_aux_4: 0.1427 (0.1469) loss_bbox_aux_5: 0.1977 (0.1932) loss_bbox_dn_0: 0.2689 (0.2530) loss_bbox_dn_1: 0.1937 (0.1843) loss_bbox_dn_2: 0.1715 (0.1640) loss_bbox_dn_3: 0.1646 (0.1583) loss_bbox_dn_4: 0.1617 (0.1569) loss_bbox_dn_5: 0.1617 (0.1569) loss_giou: 0.4464 (0.4585) loss_giou_aux_0: 0.4758 (0.4815) loss_giou_aux_1: 0.4637 (0.4681) loss_giou_aux_2: 0.4525 (0.4627) loss_giou_aux_3: 0.4529 (0.4598) loss_giou_aux_4: 0.4496 (0.4586) loss_giou_aux_5: 0.5372 (0.5425) loss_giou_dn_0: 0.5644 (0.5583) loss_giou_dn_1: 0.4653 (0.4505) loss_giou_dn_2: 0.4404 (0.4194) loss_giou_dn_3: 0.4281 (0.4110) loss_giou_dn_4: 0.4267 (0.4089) loss_giou_dn_5: 0.4270 (0.4091) loss_vfl: 0.6483 (0.6508) loss_vfl_aux_0: 0.7640 (0.7480) loss_vfl_aux_1: 0.7305 (0.7041) loss_vfl_aux_2: 0.6972 (0.6774) loss_vfl_aux_3: 0.6605 (0.6631) loss_vfl_aux_4: 0.6570 (0.6550) loss_vfl_aux_5: 0.7716 (0.7379) loss_vfl_dn_0: 0.4389 (0.4443) loss_vfl_dn_1: 0.3797 (0.3785) loss_vfl_dn_2: 0.3674 (0.3628) loss_vfl_dn_3: 0.3586 (0.3557) loss_vfl_dn_4: 0.3556 (0.3532) loss_vfl_dn_5: 0.3557 (0.3525) time: 0.4798 data: 0.0144 max mem: 5654 Epoch: [63] [2200/7393] eta: 0:42:35 lr: 0.000010 loss: 15.0241 (15.2361) loss_bbox: 0.1365 (0.1466) loss_bbox_aux_0: 0.1545 (0.1585) loss_bbox_aux_1: 0.1421 (0.1510) loss_bbox_aux_2: 0.1379 (0.1485) loss_bbox_aux_3: 0.1343 (0.1471) loss_bbox_aux_4: 0.1368 (0.1466) loss_bbox_aux_5: 0.1849 (0.1928) loss_bbox_dn_0: 0.2416 (0.2524) loss_bbox_dn_1: 0.1741 (0.1838) loss_bbox_dn_2: 0.1507 (0.1635) loss_bbox_dn_3: 0.1423 (0.1579) loss_bbox_dn_4: 0.1405 (0.1565) loss_bbox_dn_5: 0.1408 (0.1565) loss_giou: 0.4456 (0.4589) loss_giou_aux_0: 0.4635 (0.4819) loss_giou_aux_1: 0.4587 (0.4685) loss_giou_aux_2: 0.4485 (0.4631) loss_giou_aux_3: 0.4490 (0.4602) loss_giou_aux_4: 0.4479 (0.4590) loss_giou_aux_5: 0.5313 (0.5430) loss_giou_dn_0: 0.5490 (0.5584) loss_giou_dn_1: 0.4510 (0.4506) loss_giou_dn_2: 0.4185 (0.4195) loss_giou_dn_3: 0.4121 (0.4112) loss_giou_dn_4: 0.4091 (0.4090) loss_giou_dn_5: 0.4093 (0.4092) loss_vfl: 0.6282 (0.6507) loss_vfl_aux_0: 0.7220 (0.7478) loss_vfl_aux_1: 0.6884 (0.7036) loss_vfl_aux_2: 0.6677 (0.6771) loss_vfl_aux_3: 0.6524 (0.6629) loss_vfl_aux_4: 0.6339 (0.6548) loss_vfl_aux_5: 0.7002 (0.7374) loss_vfl_dn_0: 0.4476 (0.4443) loss_vfl_dn_1: 0.3798 (0.3786) loss_vfl_dn_2: 0.3633 (0.3629) loss_vfl_dn_3: 0.3594 (0.3558) loss_vfl_dn_4: 0.3559 (0.3533) loss_vfl_dn_5: 0.3557 (0.3526) time: 0.4808 data: 0.0138 max mem: 5654 Epoch: [63] [2300/7393] eta: 0:41:41 lr: 0.000010 loss: 15.3763 (15.2372) loss_bbox: 0.1512 (0.1466) loss_bbox_aux_0: 0.1743 (0.1586) loss_bbox_aux_1: 0.1571 (0.1511) loss_bbox_aux_2: 0.1550 (0.1486) loss_bbox_aux_3: 0.1487 (0.1472) loss_bbox_aux_4: 0.1475 (0.1467) loss_bbox_aux_5: 0.2045 (0.1929) loss_bbox_dn_0: 0.2461 (0.2525) loss_bbox_dn_1: 0.1809 (0.1839) loss_bbox_dn_2: 0.1554 (0.1636) loss_bbox_dn_3: 0.1498 (0.1579) loss_bbox_dn_4: 0.1505 (0.1566) loss_bbox_dn_5: 0.1505 (0.1566) loss_giou: 0.4210 (0.4591) loss_giou_aux_0: 0.4547 (0.4820) loss_giou_aux_1: 0.4553 (0.4686) loss_giou_aux_2: 0.4407 (0.4633) loss_giou_aux_3: 0.4183 (0.4604) loss_giou_aux_4: 0.4211 (0.4592) loss_giou_aux_5: 0.5039 (0.5430) loss_giou_dn_0: 0.5625 (0.5583) loss_giou_dn_1: 0.4496 (0.4506) loss_giou_dn_2: 0.4164 (0.4195) loss_giou_dn_3: 0.4067 (0.4112) loss_giou_dn_4: 0.4060 (0.4091) loss_giou_dn_5: 0.4061 (0.4093) loss_vfl: 0.6606 (0.6507) loss_vfl_aux_0: 0.7531 (0.7476) loss_vfl_aux_1: 0.6883 (0.7035) loss_vfl_aux_2: 0.6639 (0.6770) loss_vfl_aux_3: 0.6567 (0.6629) loss_vfl_aux_4: 0.6728 (0.6549) loss_vfl_aux_5: 0.7381 (0.7371) loss_vfl_dn_0: 0.4442 (0.4443) loss_vfl_dn_1: 0.3757 (0.3786) loss_vfl_dn_2: 0.3617 (0.3629) loss_vfl_dn_3: 0.3556 (0.3557) loss_vfl_dn_4: 0.3527 (0.3533) loss_vfl_dn_5: 0.3507 (0.3525) time: 0.4676 data: 0.0138 max mem: 5654 Epoch: [63] [2400/7393] eta: 0:40:50 lr: 0.000010 loss: 15.0607 (15.2332) loss_bbox: 0.1396 (0.1466) loss_bbox_aux_0: 0.1539 (0.1584) loss_bbox_aux_1: 0.1443 (0.1510) loss_bbox_aux_2: 0.1419 (0.1485) loss_bbox_aux_3: 0.1414 (0.1471) loss_bbox_aux_4: 0.1403 (0.1466) loss_bbox_aux_5: 0.1865 (0.1927) loss_bbox_dn_0: 0.2458 (0.2523) loss_bbox_dn_1: 0.1740 (0.1837) loss_bbox_dn_2: 0.1516 (0.1635) loss_bbox_dn_3: 0.1457 (0.1578) loss_bbox_dn_4: 0.1430 (0.1564) loss_bbox_dn_5: 0.1430 (0.1565) loss_giou: 0.4771 (0.4590) loss_giou_aux_0: 0.4936 (0.4819) loss_giou_aux_1: 0.4816 (0.4686) loss_giou_aux_2: 0.4688 (0.4631) loss_giou_aux_3: 0.4648 (0.4603) loss_giou_aux_4: 0.4704 (0.4590) loss_giou_aux_5: 0.5418 (0.5429) loss_giou_dn_0: 0.5701 (0.5583) loss_giou_dn_1: 0.4586 (0.4505) loss_giou_dn_2: 0.4258 (0.4194) loss_giou_dn_3: 0.4170 (0.4111) loss_giou_dn_4: 0.4143 (0.4090) loss_giou_dn_5: 0.4143 (0.4092) loss_vfl: 0.6405 (0.6507) loss_vfl_aux_0: 0.7200 (0.7475) loss_vfl_aux_1: 0.6829 (0.7032) loss_vfl_aux_2: 0.6518 (0.6769) loss_vfl_aux_3: 0.6388 (0.6627) loss_vfl_aux_4: 0.6440 (0.6549) loss_vfl_aux_5: 0.7049 (0.7369) loss_vfl_dn_0: 0.4429 (0.4442) loss_vfl_dn_1: 0.3766 (0.3785) loss_vfl_dn_2: 0.3637 (0.3628) loss_vfl_dn_3: 0.3582 (0.3557) loss_vfl_dn_4: 0.3565 (0.3532) loss_vfl_dn_5: 0.3569 (0.3525) time: 0.4729 data: 0.0137 max mem: 5654 Epoch: [63] [2500/7393] eta: 0:39:59 lr: 0.000010 loss: 15.0177 (15.2359) loss_bbox: 0.1478 (0.1466) loss_bbox_aux_0: 0.1543 (0.1585) loss_bbox_aux_1: 0.1419 (0.1511) loss_bbox_aux_2: 0.1525 (0.1485) loss_bbox_aux_3: 0.1508 (0.1471) loss_bbox_aux_4: 0.1478 (0.1467) loss_bbox_aux_5: 0.1867 (0.1929) loss_bbox_dn_0: 0.2429 (0.2524) loss_bbox_dn_1: 0.1754 (0.1837) loss_bbox_dn_2: 0.1585 (0.1635) loss_bbox_dn_3: 0.1569 (0.1578) loss_bbox_dn_4: 0.1569 (0.1565) loss_bbox_dn_5: 0.1569 (0.1565) loss_giou: 0.4431 (0.4592) loss_giou_aux_0: 0.4799 (0.4822) loss_giou_aux_1: 0.4703 (0.4689) loss_giou_aux_2: 0.4541 (0.4634) loss_giou_aux_3: 0.4483 (0.4606) loss_giou_aux_4: 0.4493 (0.4593) loss_giou_aux_5: 0.5186 (0.5430) loss_giou_dn_0: 0.5531 (0.5584) loss_giou_dn_1: 0.4496 (0.4506) loss_giou_dn_2: 0.4184 (0.4195) loss_giou_dn_3: 0.4128 (0.4112) loss_giou_dn_4: 0.4106 (0.4091) loss_giou_dn_5: 0.4122 (0.4093) loss_vfl: 0.6461 (0.6507) loss_vfl_aux_0: 0.7168 (0.7474) loss_vfl_aux_1: 0.6924 (0.7031) loss_vfl_aux_2: 0.6595 (0.6768) loss_vfl_aux_3: 0.6485 (0.6627) loss_vfl_aux_4: 0.6523 (0.6549) loss_vfl_aux_5: 0.7305 (0.7369) loss_vfl_dn_0: 0.4462 (0.4443) loss_vfl_dn_1: 0.3744 (0.3786) loss_vfl_dn_2: 0.3596 (0.3629) loss_vfl_dn_3: 0.3505 (0.3557) loss_vfl_dn_4: 0.3484 (0.3532) loss_vfl_dn_5: 0.3480 (0.3525) time: 0.4758 data: 0.0141 max mem: 5654 Epoch: [63] [2600/7393] eta: 0:39:20 lr: 0.000010 loss: 15.5644 (15.2388) loss_bbox: 0.1227 (0.1466) loss_bbox_aux_0: 0.1329 (0.1584) loss_bbox_aux_1: 0.1289 (0.1510) loss_bbox_aux_2: 0.1236 (0.1485) loss_bbox_aux_3: 0.1253 (0.1472) loss_bbox_aux_4: 0.1202 (0.1466) loss_bbox_aux_5: 0.1652 (0.1929) loss_bbox_dn_0: 0.2248 (0.2523) loss_bbox_dn_1: 0.1690 (0.1836) loss_bbox_dn_2: 0.1506 (0.1634) loss_bbox_dn_3: 0.1433 (0.1578) loss_bbox_dn_4: 0.1430 (0.1564) loss_bbox_dn_5: 0.1431 (0.1564) loss_giou: 0.4751 (0.4596) loss_giou_aux_0: 0.4992 (0.4824) loss_giou_aux_1: 0.4776 (0.4692) loss_giou_aux_2: 0.4768 (0.4637) loss_giou_aux_3: 0.4827 (0.4610) loss_giou_aux_4: 0.4764 (0.4597) loss_giou_aux_5: 0.5592 (0.5434) loss_giou_dn_0: 0.5820 (0.5584) loss_giou_dn_1: 0.4847 (0.4506) loss_giou_dn_2: 0.4550 (0.4196) loss_giou_dn_3: 0.4489 (0.4113) loss_giou_dn_4: 0.4485 (0.4092) loss_giou_dn_5: 0.4491 (0.4094) loss_vfl: 0.6338 (0.6508) loss_vfl_aux_0: 0.7278 (0.7476) loss_vfl_aux_1: 0.6780 (0.7032) loss_vfl_aux_2: 0.6546 (0.6769) loss_vfl_aux_3: 0.6277 (0.6627) loss_vfl_aux_4: 0.6333 (0.6550) loss_vfl_aux_5: 0.7076 (0.7372) loss_vfl_dn_0: 0.4385 (0.4443) loss_vfl_dn_1: 0.3785 (0.3785) loss_vfl_dn_2: 0.3619 (0.3628) loss_vfl_dn_3: 0.3578 (0.3557) loss_vfl_dn_4: 0.3552 (0.3531) loss_vfl_dn_5: 0.3541 (0.3524) time: 0.4778 data: 0.0141 max mem: 5654 Epoch: [63] [2700/7393] eta: 0:38:29 lr: 0.000010 loss: 15.3776 (15.2306) loss_bbox: 0.1414 (0.1465) loss_bbox_aux_0: 0.1539 (0.1583) loss_bbox_aux_1: 0.1389 (0.1508) loss_bbox_aux_2: 0.1434 (0.1483) loss_bbox_aux_3: 0.1407 (0.1470) loss_bbox_aux_4: 0.1359 (0.1465) loss_bbox_aux_5: 0.2034 (0.1929) loss_bbox_dn_0: 0.2447 (0.2520) loss_bbox_dn_1: 0.1732 (0.1834) loss_bbox_dn_2: 0.1496 (0.1632) loss_bbox_dn_3: 0.1424 (0.1576) loss_bbox_dn_4: 0.1394 (0.1563) loss_bbox_dn_5: 0.1394 (0.1563) loss_giou: 0.4625 (0.4593) loss_giou_aux_0: 0.4743 (0.4822) loss_giou_aux_1: 0.4754 (0.4689) loss_giou_aux_2: 0.4629 (0.4635) loss_giou_aux_3: 0.4600 (0.4607) loss_giou_aux_4: 0.4661 (0.4593) loss_giou_aux_5: 0.5448 (0.5432) loss_giou_dn_0: 0.5538 (0.5581) loss_giou_dn_1: 0.4586 (0.4504) loss_giou_dn_2: 0.4214 (0.4194) loss_giou_dn_3: 0.4173 (0.4111) loss_giou_dn_4: 0.4136 (0.4090) loss_giou_dn_5: 0.4134 (0.4092) loss_vfl: 0.6561 (0.6506) loss_vfl_aux_0: 0.7488 (0.7473) loss_vfl_aux_1: 0.7102 (0.7029) loss_vfl_aux_2: 0.6668 (0.6765) loss_vfl_aux_3: 0.6721 (0.6623) loss_vfl_aux_4: 0.6586 (0.6547) loss_vfl_aux_5: 0.7392 (0.7368) loss_vfl_dn_0: 0.4455 (0.4442) loss_vfl_dn_1: 0.3798 (0.3785) loss_vfl_dn_2: 0.3623 (0.3627) loss_vfl_dn_3: 0.3581 (0.3556) loss_vfl_dn_4: 0.3570 (0.3530) loss_vfl_dn_5: 0.3554 (0.3523) time: 0.4799 data: 0.0136 max mem: 5654 Epoch: [63] [2800/7393] eta: 0:37:38 lr: 0.000010 loss: 15.5031 (15.2398) loss_bbox: 0.1368 (0.1465) loss_bbox_aux_0: 0.1499 (0.1584) loss_bbox_aux_1: 0.1368 (0.1509) loss_bbox_aux_2: 0.1348 (0.1484) loss_bbox_aux_3: 0.1360 (0.1471) loss_bbox_aux_4: 0.1369 (0.1465) loss_bbox_aux_5: 0.1777 (0.1930) loss_bbox_dn_0: 0.2239 (0.2521) loss_bbox_dn_1: 0.1721 (0.1835) loss_bbox_dn_2: 0.1501 (0.1633) loss_bbox_dn_3: 0.1468 (0.1577) loss_bbox_dn_4: 0.1440 (0.1564) loss_bbox_dn_5: 0.1440 (0.1564) loss_giou: 0.4685 (0.4600) loss_giou_aux_0: 0.5153 (0.4829) loss_giou_aux_1: 0.4750 (0.4695) loss_giou_aux_2: 0.4665 (0.4642) loss_giou_aux_3: 0.4712 (0.4613) loss_giou_aux_4: 0.4702 (0.4600) loss_giou_aux_5: 0.5834 (0.5439) loss_giou_dn_0: 0.5744 (0.5586) loss_giou_dn_1: 0.4559 (0.4509) loss_giou_dn_2: 0.4293 (0.4198) loss_giou_dn_3: 0.4246 (0.4115) loss_giou_dn_4: 0.4240 (0.4095) loss_giou_dn_5: 0.4240 (0.4097) loss_vfl: 0.6624 (0.6507) loss_vfl_aux_0: 0.7274 (0.7471) loss_vfl_aux_1: 0.6772 (0.7029) loss_vfl_aux_2: 0.6681 (0.6765) loss_vfl_aux_3: 0.6559 (0.6625) loss_vfl_aux_4: 0.6596 (0.6548) loss_vfl_aux_5: 0.7179 (0.7366) loss_vfl_dn_0: 0.4382 (0.4443) loss_vfl_dn_1: 0.3805 (0.3785) loss_vfl_dn_2: 0.3633 (0.3628) loss_vfl_dn_3: 0.3573 (0.3557) loss_vfl_dn_4: 0.3544 (0.3532) loss_vfl_dn_5: 0.3558 (0.3525) time: 0.4744 data: 0.0141 max mem: 5654 Epoch: [63] [2900/7393] eta: 0:36:48 lr: 0.000010 loss: 14.7639 (15.2401) loss_bbox: 0.1311 (0.1463) loss_bbox_aux_0: 0.1380 (0.1582) loss_bbox_aux_1: 0.1333 (0.1506) loss_bbox_aux_2: 0.1330 (0.1482) loss_bbox_aux_3: 0.1327 (0.1469) loss_bbox_aux_4: 0.1297 (0.1464) loss_bbox_aux_5: 0.1722 (0.1927) loss_bbox_dn_0: 0.2356 (0.2516) loss_bbox_dn_1: 0.1625 (0.1831) loss_bbox_dn_2: 0.1399 (0.1630) loss_bbox_dn_3: 0.1377 (0.1573) loss_bbox_dn_4: 0.1373 (0.1560) loss_bbox_dn_5: 0.1373 (0.1560) loss_giou: 0.4377 (0.4602) loss_giou_aux_0: 0.4525 (0.4832) loss_giou_aux_1: 0.4403 (0.4698) loss_giou_aux_2: 0.4398 (0.4644) loss_giou_aux_3: 0.4374 (0.4615) loss_giou_aux_4: 0.4364 (0.4603) loss_giou_aux_5: 0.5190 (0.5441) loss_giou_dn_0: 0.5412 (0.5587) loss_giou_dn_1: 0.4303 (0.4510) loss_giou_dn_2: 0.3970 (0.4199) loss_giou_dn_3: 0.3893 (0.4117) loss_giou_dn_4: 0.3846 (0.4096) loss_giou_dn_5: 0.3849 (0.4098) loss_vfl: 0.6508 (0.6509) loss_vfl_aux_0: 0.7369 (0.7471) loss_vfl_aux_1: 0.6840 (0.7028) loss_vfl_aux_2: 0.6650 (0.6766) loss_vfl_aux_3: 0.6620 (0.6626) loss_vfl_aux_4: 0.6474 (0.6550) loss_vfl_aux_5: 0.7203 (0.7366) loss_vfl_dn_0: 0.4520 (0.4445) loss_vfl_dn_1: 0.3877 (0.3787) loss_vfl_dn_2: 0.3735 (0.3630) loss_vfl_dn_3: 0.3644 (0.3559) loss_vfl_dn_4: 0.3638 (0.3533) loss_vfl_dn_5: 0.3614 (0.3526) time: 0.4957 data: 0.0138 max mem: 5654 Epoch: [63] [3000/7393] eta: 0:36:08 lr: 0.000010 loss: 15.3868 (15.2377) loss_bbox: 0.1463 (0.1464) loss_bbox_aux_0: 0.1491 (0.1581) loss_bbox_aux_1: 0.1477 (0.1506) loss_bbox_aux_2: 0.1453 (0.1482) loss_bbox_aux_3: 0.1428 (0.1468) loss_bbox_aux_4: 0.1463 (0.1464) loss_bbox_aux_5: 0.1929 (0.1927) loss_bbox_dn_0: 0.2614 (0.2515) loss_bbox_dn_1: 0.1897 (0.1830) loss_bbox_dn_2: 0.1610 (0.1629) loss_bbox_dn_3: 0.1597 (0.1572) loss_bbox_dn_4: 0.1581 (0.1559) loss_bbox_dn_5: 0.1581 (0.1559) loss_giou: 0.4180 (0.4602) loss_giou_aux_0: 0.4476 (0.4832) loss_giou_aux_1: 0.4325 (0.4699) loss_giou_aux_2: 0.4281 (0.4645) loss_giou_aux_3: 0.4213 (0.4616) loss_giou_aux_4: 0.4186 (0.4603) loss_giou_aux_5: 0.5192 (0.5441) loss_giou_dn_0: 0.5340 (0.5586) loss_giou_dn_1: 0.4273 (0.4509) loss_giou_dn_2: 0.4014 (0.4198) loss_giou_dn_3: 0.3864 (0.4115) loss_giou_dn_4: 0.3830 (0.4095) loss_giou_dn_5: 0.3831 (0.4096) loss_vfl: 0.6519 (0.6508) loss_vfl_aux_0: 0.7725 (0.7470) loss_vfl_aux_1: 0.7012 (0.7025) loss_vfl_aux_2: 0.6865 (0.6766) loss_vfl_aux_3: 0.6704 (0.6626) loss_vfl_aux_4: 0.6566 (0.6549) loss_vfl_aux_5: 0.7239 (0.7364) loss_vfl_dn_0: 0.4426 (0.4444) loss_vfl_dn_1: 0.3767 (0.3787) loss_vfl_dn_2: 0.3551 (0.3629) loss_vfl_dn_3: 0.3478 (0.3558) loss_vfl_dn_4: 0.3456 (0.3533) loss_vfl_dn_5: 0.3443 (0.3526) time: 0.4911 data: 0.0139 max mem: 5654 Epoch: [63] [3100/7393] eta: 0:35:17 lr: 0.000010 loss: 15.3856 (15.2387) loss_bbox: 0.1436 (0.1465) loss_bbox_aux_0: 0.1408 (0.1582) loss_bbox_aux_1: 0.1417 (0.1508) loss_bbox_aux_2: 0.1472 (0.1483) loss_bbox_aux_3: 0.1425 (0.1470) loss_bbox_aux_4: 0.1437 (0.1465) loss_bbox_aux_5: 0.1788 (0.1928) loss_bbox_dn_0: 0.2405 (0.2518) loss_bbox_dn_1: 0.1748 (0.1832) loss_bbox_dn_2: 0.1587 (0.1630) loss_bbox_dn_3: 0.1532 (0.1574) loss_bbox_dn_4: 0.1511 (0.1560) loss_bbox_dn_5: 0.1511 (0.1561) loss_giou: 0.4218 (0.4601) loss_giou_aux_0: 0.4495 (0.4830) loss_giou_aux_1: 0.4425 (0.4697) loss_giou_aux_2: 0.4440 (0.4643) loss_giou_aux_3: 0.4179 (0.4614) loss_giou_aux_4: 0.4229 (0.4602) loss_giou_aux_5: 0.4947 (0.5439) loss_giou_dn_0: 0.5531 (0.5586) loss_giou_dn_1: 0.4505 (0.4508) loss_giou_dn_2: 0.4234 (0.4197) loss_giou_dn_3: 0.4149 (0.4114) loss_giou_dn_4: 0.4118 (0.4093) loss_giou_dn_5: 0.4119 (0.4095) loss_vfl: 0.6248 (0.6507) loss_vfl_aux_0: 0.7290 (0.7473) loss_vfl_aux_1: 0.6559 (0.7025) loss_vfl_aux_2: 0.6459 (0.6767) loss_vfl_aux_3: 0.6335 (0.6626) loss_vfl_aux_4: 0.6366 (0.6549) loss_vfl_aux_5: 0.7209 (0.7366) loss_vfl_dn_0: 0.4412 (0.4445) loss_vfl_dn_1: 0.3698 (0.3787) loss_vfl_dn_2: 0.3549 (0.3629) loss_vfl_dn_3: 0.3439 (0.3557) loss_vfl_dn_4: 0.3428 (0.3532) loss_vfl_dn_5: 0.3423 (0.3525) time: 0.4734 data: 0.0137 max mem: 5654 Epoch: [63] [3200/7393] eta: 0:34:26 lr: 0.000010 loss: 15.4338 (15.2458) loss_bbox: 0.1512 (0.1466) loss_bbox_aux_0: 0.1568 (0.1583) loss_bbox_aux_1: 0.1545 (0.1508) loss_bbox_aux_2: 0.1506 (0.1484) loss_bbox_aux_3: 0.1514 (0.1471) loss_bbox_aux_4: 0.1528 (0.1466) loss_bbox_aux_5: 0.1918 (0.1928) loss_bbox_dn_0: 0.2485 (0.2516) loss_bbox_dn_1: 0.1806 (0.1831) loss_bbox_dn_2: 0.1614 (0.1630) loss_bbox_dn_3: 0.1558 (0.1574) loss_bbox_dn_4: 0.1545 (0.1560) loss_bbox_dn_5: 0.1545 (0.1560) loss_giou: 0.4749 (0.4607) loss_giou_aux_0: 0.4994 (0.4836) loss_giou_aux_1: 0.4946 (0.4703) loss_giou_aux_2: 0.4782 (0.4649) loss_giou_aux_3: 0.4812 (0.4620) loss_giou_aux_4: 0.4789 (0.4607) loss_giou_aux_5: 0.5478 (0.5445) loss_giou_dn_0: 0.5849 (0.5590) loss_giou_dn_1: 0.4685 (0.4512) loss_giou_dn_2: 0.4401 (0.4201) loss_giou_dn_3: 0.4308 (0.4118) loss_giou_dn_4: 0.4295 (0.4097) loss_giou_dn_5: 0.4296 (0.4099) loss_vfl: 0.6589 (0.6509) loss_vfl_aux_0: 0.7667 (0.7472) loss_vfl_aux_1: 0.7003 (0.7024) loss_vfl_aux_2: 0.6380 (0.6767) loss_vfl_aux_3: 0.6760 (0.6627) loss_vfl_aux_4: 0.6638 (0.6551) loss_vfl_aux_5: 0.7462 (0.7364) loss_vfl_dn_0: 0.4418 (0.4445) loss_vfl_dn_1: 0.3851 (0.3788) loss_vfl_dn_2: 0.3670 (0.3630) loss_vfl_dn_3: 0.3623 (0.3559) loss_vfl_dn_4: 0.3606 (0.3534) loss_vfl_dn_5: 0.3591 (0.3527) time: 0.4949 data: 0.0140 max mem: 5654 Epoch: [63] [3300/7393] eta: 0:33:36 lr: 0.000010 loss: 15.5877 (15.2421) loss_bbox: 0.1330 (0.1465) loss_bbox_aux_0: 0.1461 (0.1582) loss_bbox_aux_1: 0.1445 (0.1508) loss_bbox_aux_2: 0.1360 (0.1483) loss_bbox_aux_3: 0.1326 (0.1470) loss_bbox_aux_4: 0.1313 (0.1465) loss_bbox_aux_5: 0.1755 (0.1927) loss_bbox_dn_0: 0.2099 (0.2514) loss_bbox_dn_1: 0.1508 (0.1829) loss_bbox_dn_2: 0.1327 (0.1628) loss_bbox_dn_3: 0.1306 (0.1572) loss_bbox_dn_4: 0.1305 (0.1558) loss_bbox_dn_5: 0.1306 (0.1558) loss_giou: 0.4959 (0.4607) loss_giou_aux_0: 0.5164 (0.4835) loss_giou_aux_1: 0.5012 (0.4704) loss_giou_aux_2: 0.4991 (0.4649) loss_giou_aux_3: 0.4973 (0.4620) loss_giou_aux_4: 0.4960 (0.4608) loss_giou_aux_5: 0.5636 (0.5444) loss_giou_dn_0: 0.5949 (0.5590) loss_giou_dn_1: 0.4884 (0.4512) loss_giou_dn_2: 0.4652 (0.4202) loss_giou_dn_3: 0.4579 (0.4118) loss_giou_dn_4: 0.4590 (0.4098) loss_giou_dn_5: 0.4595 (0.4099) loss_vfl: 0.6502 (0.6507) loss_vfl_aux_0: 0.7244 (0.7469) loss_vfl_aux_1: 0.6886 (0.7021) loss_vfl_aux_2: 0.6708 (0.6763) loss_vfl_aux_3: 0.6670 (0.6626) loss_vfl_aux_4: 0.6540 (0.6549) loss_vfl_aux_5: 0.7133 (0.7362) loss_vfl_dn_0: 0.4396 (0.4444) loss_vfl_dn_1: 0.3874 (0.3788) loss_vfl_dn_2: 0.3738 (0.3630) loss_vfl_dn_3: 0.3653 (0.3559) loss_vfl_dn_4: 0.3625 (0.3534) loss_vfl_dn_5: 0.3613 (0.3527) time: 0.4749 data: 0.0136 max mem: 5654 Epoch: [63] [3400/7393] eta: 0:32:45 lr: 0.000010 loss: 15.5666 (15.2474) loss_bbox: 0.1623 (0.1465) loss_bbox_aux_0: 0.1768 (0.1582) loss_bbox_aux_1: 0.1692 (0.1509) loss_bbox_aux_2: 0.1636 (0.1484) loss_bbox_aux_3: 0.1640 (0.1470) loss_bbox_aux_4: 0.1613 (0.1465) loss_bbox_aux_5: 0.2067 (0.1928) loss_bbox_dn_0: 0.2499 (0.2515) loss_bbox_dn_1: 0.1890 (0.1830) loss_bbox_dn_2: 0.1740 (0.1628) loss_bbox_dn_3: 0.1685 (0.1572) loss_bbox_dn_4: 0.1648 (0.1558) loss_bbox_dn_5: 0.1648 (0.1559) loss_giou: 0.4335 (0.4610) loss_giou_aux_0: 0.4696 (0.4839) loss_giou_aux_1: 0.4674 (0.4707) loss_giou_aux_2: 0.4331 (0.4653) loss_giou_aux_3: 0.4289 (0.4624) loss_giou_aux_4: 0.4432 (0.4611) loss_giou_aux_5: 0.5443 (0.5448) loss_giou_dn_0: 0.5629 (0.5593) loss_giou_dn_1: 0.4405 (0.4515) loss_giou_dn_2: 0.4041 (0.4204) loss_giou_dn_3: 0.3954 (0.4121) loss_giou_dn_4: 0.3914 (0.4100) loss_giou_dn_5: 0.3916 (0.4102) loss_vfl: 0.6681 (0.6507) loss_vfl_aux_0: 0.7521 (0.7469) loss_vfl_aux_1: 0.6978 (0.7019) loss_vfl_aux_2: 0.6990 (0.6765) loss_vfl_aux_3: 0.6827 (0.6625) loss_vfl_aux_4: 0.6778 (0.6549) loss_vfl_aux_5: 0.7289 (0.7361) loss_vfl_dn_0: 0.4490 (0.4445) loss_vfl_dn_1: 0.3812 (0.3789) loss_vfl_dn_2: 0.3671 (0.3631) loss_vfl_dn_3: 0.3607 (0.3560) loss_vfl_dn_4: 0.3614 (0.3535) loss_vfl_dn_5: 0.3575 (0.3528) time: 0.4808 data: 0.0137 max mem: 5654 Epoch: [63] [3500/7393] eta: 0:31:55 lr: 0.000010 loss: 14.9743 (15.2507) loss_bbox: 0.1370 (0.1465) loss_bbox_aux_0: 0.1522 (0.1582) loss_bbox_aux_1: 0.1478 (0.1509) loss_bbox_aux_2: 0.1543 (0.1484) loss_bbox_aux_3: 0.1418 (0.1470) loss_bbox_aux_4: 0.1383 (0.1466) loss_bbox_aux_5: 0.1806 (0.1928) loss_bbox_dn_0: 0.2528 (0.2517) loss_bbox_dn_1: 0.1628 (0.1831) loss_bbox_dn_2: 0.1554 (0.1630) loss_bbox_dn_3: 0.1471 (0.1573) loss_bbox_dn_4: 0.1442 (0.1560) loss_bbox_dn_5: 0.1443 (0.1560) loss_giou: 0.4318 (0.4611) loss_giou_aux_0: 0.4444 (0.4839) loss_giou_aux_1: 0.4538 (0.4708) loss_giou_aux_2: 0.4538 (0.4654) loss_giou_aux_3: 0.4179 (0.4624) loss_giou_aux_4: 0.4344 (0.4612) loss_giou_aux_5: 0.5138 (0.5449) loss_giou_dn_0: 0.5385 (0.5595) loss_giou_dn_1: 0.4412 (0.4516) loss_giou_dn_2: 0.4045 (0.4205) loss_giou_dn_3: 0.3995 (0.4121) loss_giou_dn_4: 0.3982 (0.4100) loss_giou_dn_5: 0.3982 (0.4102) loss_vfl: 0.6860 (0.6509) loss_vfl_aux_0: 0.7807 (0.7471) loss_vfl_aux_1: 0.6885 (0.7020) loss_vfl_aux_2: 0.6794 (0.6765) loss_vfl_aux_3: 0.6935 (0.6627) loss_vfl_aux_4: 0.6950 (0.6550) loss_vfl_aux_5: 0.7539 (0.7362) loss_vfl_dn_0: 0.4378 (0.4445) loss_vfl_dn_1: 0.3736 (0.3789) loss_vfl_dn_2: 0.3645 (0.3631) loss_vfl_dn_3: 0.3584 (0.3560) loss_vfl_dn_4: 0.3541 (0.3535) loss_vfl_dn_5: 0.3544 (0.3528) time: 0.4753 data: 0.0140 max mem: 5654 Epoch: [63] [3600/7393] eta: 0:31:10 lr: 0.000010 loss: 15.0517 (15.2459) loss_bbox: 0.1495 (0.1466) loss_bbox_aux_0: 0.1590 (0.1583) loss_bbox_aux_1: 0.1553 (0.1510) loss_bbox_aux_2: 0.1438 (0.1485) loss_bbox_aux_3: 0.1448 (0.1471) loss_bbox_aux_4: 0.1475 (0.1466) loss_bbox_aux_5: 0.1905 (0.1929) loss_bbox_dn_0: 0.2650 (0.2517) loss_bbox_dn_1: 0.1886 (0.1831) loss_bbox_dn_2: 0.1703 (0.1630) loss_bbox_dn_3: 0.1615 (0.1573) loss_bbox_dn_4: 0.1577 (0.1559) loss_bbox_dn_5: 0.1577 (0.1560) loss_giou: 0.4211 (0.4608) loss_giou_aux_0: 0.4487 (0.4837) loss_giou_aux_1: 0.4197 (0.4706) loss_giou_aux_2: 0.4141 (0.4651) loss_giou_aux_3: 0.4227 (0.4622) loss_giou_aux_4: 0.4191 (0.4610) loss_giou_aux_5: 0.5063 (0.5446) loss_giou_dn_0: 0.5450 (0.5592) loss_giou_dn_1: 0.4426 (0.4514) loss_giou_dn_2: 0.4078 (0.4202) loss_giou_dn_3: 0.4001 (0.4119) loss_giou_dn_4: 0.3980 (0.4098) loss_giou_dn_5: 0.3980 (0.4100) loss_vfl: 0.6313 (0.6506) loss_vfl_aux_0: 0.7305 (0.7469) loss_vfl_aux_1: 0.7023 (0.7019) loss_vfl_aux_2: 0.6550 (0.6764) loss_vfl_aux_3: 0.6455 (0.6626) loss_vfl_aux_4: 0.6297 (0.6547) loss_vfl_aux_5: 0.7305 (0.7362) loss_vfl_dn_0: 0.4437 (0.4444) loss_vfl_dn_1: 0.3798 (0.3788) loss_vfl_dn_2: 0.3631 (0.3630) loss_vfl_dn_3: 0.3564 (0.3559) loss_vfl_dn_4: 0.3551 (0.3534) loss_vfl_dn_5: 0.3542 (0.3527) time: 0.4721 data: 0.0147 max mem: 5654 Epoch: [63] [3700/7393] eta: 0:30:20 lr: 0.000010 loss: 15.1146 (15.2440) loss_bbox: 0.1422 (0.1466) loss_bbox_aux_0: 0.1478 (0.1583) loss_bbox_aux_1: 0.1450 (0.1510) loss_bbox_aux_2: 0.1484 (0.1485) loss_bbox_aux_3: 0.1442 (0.1471) loss_bbox_aux_4: 0.1407 (0.1466) loss_bbox_aux_5: 0.1960 (0.1930) loss_bbox_dn_0: 0.2464 (0.2519) loss_bbox_dn_1: 0.1903 (0.1833) loss_bbox_dn_2: 0.1696 (0.1631) loss_bbox_dn_3: 0.1587 (0.1574) loss_bbox_dn_4: 0.1559 (0.1561) loss_bbox_dn_5: 0.1560 (0.1561) loss_giou: 0.4198 (0.4606) loss_giou_aux_0: 0.4453 (0.4834) loss_giou_aux_1: 0.4270 (0.4703) loss_giou_aux_2: 0.4323 (0.4649) loss_giou_aux_3: 0.4215 (0.4620) loss_giou_aux_4: 0.4207 (0.4607) loss_giou_aux_5: 0.5277 (0.5444) loss_giou_dn_0: 0.5151 (0.5590) loss_giou_dn_1: 0.4182 (0.4511) loss_giou_dn_2: 0.3775 (0.4200) loss_giou_dn_3: 0.3701 (0.4117) loss_giou_dn_4: 0.3673 (0.4096) loss_giou_dn_5: 0.3676 (0.4098) loss_vfl: 0.6406 (0.6507) loss_vfl_aux_0: 0.7513 (0.7470) loss_vfl_aux_1: 0.7053 (0.7020) loss_vfl_aux_2: 0.6693 (0.6765) loss_vfl_aux_3: 0.6541 (0.6626) loss_vfl_aux_4: 0.6424 (0.6548) loss_vfl_aux_5: 0.7452 (0.7363) loss_vfl_dn_0: 0.4464 (0.4444) loss_vfl_dn_1: 0.3818 (0.3787) loss_vfl_dn_2: 0.3615 (0.3629) loss_vfl_dn_3: 0.3540 (0.3558) loss_vfl_dn_4: 0.3510 (0.3533) loss_vfl_dn_5: 0.3490 (0.3526) time: 0.4909 data: 0.0142 max mem: 5654 Epoch: [63] [3800/7393] eta: 0:29:29 lr: 0.000010 loss: 14.5741 (15.2439) loss_bbox: 0.1419 (0.1468) loss_bbox_aux_0: 0.1505 (0.1585) loss_bbox_aux_1: 0.1409 (0.1512) loss_bbox_aux_2: 0.1423 (0.1487) loss_bbox_aux_3: 0.1464 (0.1473) loss_bbox_aux_4: 0.1419 (0.1468) loss_bbox_aux_5: 0.1879 (0.1932) loss_bbox_dn_0: 0.2457 (0.2521) loss_bbox_dn_1: 0.1815 (0.1835) loss_bbox_dn_2: 0.1678 (0.1633) loss_bbox_dn_3: 0.1648 (0.1576) loss_bbox_dn_4: 0.1627 (0.1562) loss_bbox_dn_5: 0.1628 (0.1562) loss_giou: 0.4089 (0.4603) loss_giou_aux_0: 0.4375 (0.4832) loss_giou_aux_1: 0.4164 (0.4700) loss_giou_aux_2: 0.4130 (0.4645) loss_giou_aux_3: 0.4086 (0.4616) loss_giou_aux_4: 0.4088 (0.4604) loss_giou_aux_5: 0.5049 (0.5442) loss_giou_dn_0: 0.5168 (0.5588) loss_giou_dn_1: 0.4156 (0.4509) loss_giou_dn_2: 0.3834 (0.4197) loss_giou_dn_3: 0.3751 (0.4114) loss_giou_dn_4: 0.3742 (0.4093) loss_giou_dn_5: 0.3743 (0.4095) loss_vfl: 0.6407 (0.6508) loss_vfl_aux_0: 0.7345 (0.7471) loss_vfl_aux_1: 0.6939 (0.7021) loss_vfl_aux_2: 0.6651 (0.6766) loss_vfl_aux_3: 0.6754 (0.6627) loss_vfl_aux_4: 0.6473 (0.6549) loss_vfl_aux_5: 0.7302 (0.7365) loss_vfl_dn_0: 0.4463 (0.4445) loss_vfl_dn_1: 0.3815 (0.3787) loss_vfl_dn_2: 0.3587 (0.3630) loss_vfl_dn_3: 0.3594 (0.3558) loss_vfl_dn_4: 0.3564 (0.3533) loss_vfl_dn_5: 0.3580 (0.3526) time: 0.4750 data: 0.0137 max mem: 5654 Epoch: [63] [3900/7393] eta: 0:28:39 lr: 0.000010 loss: 15.3793 (15.2453) loss_bbox: 0.1369 (0.1469) loss_bbox_aux_0: 0.1538 (0.1586) loss_bbox_aux_1: 0.1478 (0.1513) loss_bbox_aux_2: 0.1409 (0.1488) loss_bbox_aux_3: 0.1386 (0.1474) loss_bbox_aux_4: 0.1369 (0.1469) loss_bbox_aux_5: 0.1858 (0.1934) loss_bbox_dn_0: 0.2471 (0.2524) loss_bbox_dn_1: 0.1989 (0.1837) loss_bbox_dn_2: 0.1802 (0.1635) loss_bbox_dn_3: 0.1731 (0.1578) loss_bbox_dn_4: 0.1716 (0.1564) loss_bbox_dn_5: 0.1716 (0.1565) loss_giou: 0.4396 (0.4600) loss_giou_aux_0: 0.4591 (0.4829) loss_giou_aux_1: 0.4353 (0.4697) loss_giou_aux_2: 0.4446 (0.4643) loss_giou_aux_3: 0.4365 (0.4613) loss_giou_aux_4: 0.4394 (0.4601) loss_giou_aux_5: 0.5242 (0.5439) loss_giou_dn_0: 0.5559 (0.5587) loss_giou_dn_1: 0.4539 (0.4508) loss_giou_dn_2: 0.4167 (0.4197) loss_giou_dn_3: 0.4088 (0.4114) loss_giou_dn_4: 0.4056 (0.4093) loss_giou_dn_5: 0.4056 (0.4094) loss_vfl: 0.6744 (0.6511) loss_vfl_aux_0: 0.7714 (0.7473) loss_vfl_aux_1: 0.7469 (0.7023) loss_vfl_aux_2: 0.7093 (0.6769) loss_vfl_aux_3: 0.7077 (0.6629) loss_vfl_aux_4: 0.6865 (0.6552) loss_vfl_aux_5: 0.7605 (0.7369) loss_vfl_dn_0: 0.4482 (0.4445) loss_vfl_dn_1: 0.3801 (0.3787) loss_vfl_dn_2: 0.3678 (0.3629) loss_vfl_dn_3: 0.3583 (0.3558) loss_vfl_dn_4: 0.3568 (0.3533) loss_vfl_dn_5: 0.3550 (0.3526) time: 0.4850 data: 0.0137 max mem: 5654 Epoch: [63] [4000/7393] eta: 0:27:50 lr: 0.000010 loss: 15.1410 (15.2491) loss_bbox: 0.1238 (0.1468) loss_bbox_aux_0: 0.1369 (0.1586) loss_bbox_aux_1: 0.1362 (0.1513) loss_bbox_aux_2: 0.1238 (0.1487) loss_bbox_aux_3: 0.1296 (0.1473) loss_bbox_aux_4: 0.1264 (0.1468) loss_bbox_aux_5: 0.1614 (0.1933) loss_bbox_dn_0: 0.2186 (0.2522) loss_bbox_dn_1: 0.1551 (0.1836) loss_bbox_dn_2: 0.1386 (0.1634) loss_bbox_dn_3: 0.1373 (0.1577) loss_bbox_dn_4: 0.1354 (0.1564) loss_bbox_dn_5: 0.1354 (0.1564) loss_giou: 0.4594 (0.4604) loss_giou_aux_0: 0.4856 (0.4833) loss_giou_aux_1: 0.4659 (0.4701) loss_giou_aux_2: 0.4657 (0.4646) loss_giou_aux_3: 0.4658 (0.4617) loss_giou_aux_4: 0.4594 (0.4605) loss_giou_aux_5: 0.5461 (0.5442) loss_giou_dn_0: 0.5741 (0.5589) loss_giou_dn_1: 0.4579 (0.4511) loss_giou_dn_2: 0.4228 (0.4199) loss_giou_dn_3: 0.4146 (0.4116) loss_giou_dn_4: 0.4127 (0.4095) loss_giou_dn_5: 0.4126 (0.4097) loss_vfl: 0.6282 (0.6512) loss_vfl_aux_0: 0.7301 (0.7473) loss_vfl_aux_1: 0.6675 (0.7023) loss_vfl_aux_2: 0.6636 (0.6769) loss_vfl_aux_3: 0.6498 (0.6630) loss_vfl_aux_4: 0.6552 (0.6553) loss_vfl_aux_5: 0.7214 (0.7369) loss_vfl_dn_0: 0.4464 (0.4445) loss_vfl_dn_1: 0.3768 (0.3787) loss_vfl_dn_2: 0.3618 (0.3630) loss_vfl_dn_3: 0.3532 (0.3559) loss_vfl_dn_4: 0.3500 (0.3534) loss_vfl_dn_5: 0.3509 (0.3527) time: 0.4889 data: 0.0139 max mem: 5654 Epoch: [63] [4100/7393] eta: 0:26:59 lr: 0.000010 loss: 15.6839 (15.2523) loss_bbox: 0.1454 (0.1468) loss_bbox_aux_0: 0.1601 (0.1586) loss_bbox_aux_1: 0.1482 (0.1512) loss_bbox_aux_2: 0.1496 (0.1487) loss_bbox_aux_3: 0.1431 (0.1473) loss_bbox_aux_4: 0.1430 (0.1468) loss_bbox_aux_5: 0.1893 (0.1933) loss_bbox_dn_0: 0.2578 (0.2524) loss_bbox_dn_1: 0.1843 (0.1837) loss_bbox_dn_2: 0.1661 (0.1635) loss_bbox_dn_3: 0.1590 (0.1578) loss_bbox_dn_4: 0.1577 (0.1564) loss_bbox_dn_5: 0.1577 (0.1564) loss_giou: 0.4510 (0.4605) loss_giou_aux_0: 0.4786 (0.4834) loss_giou_aux_1: 0.4548 (0.4702) loss_giou_aux_2: 0.4633 (0.4648) loss_giou_aux_3: 0.4642 (0.4619) loss_giou_aux_4: 0.4593 (0.4606) loss_giou_aux_5: 0.5449 (0.5444) loss_giou_dn_0: 0.5673 (0.5590) loss_giou_dn_1: 0.4492 (0.4511) loss_giou_dn_2: 0.4187 (0.4199) loss_giou_dn_3: 0.4097 (0.4116) loss_giou_dn_4: 0.4069 (0.4095) loss_giou_dn_5: 0.4069 (0.4097) loss_vfl: 0.6709 (0.6516) loss_vfl_aux_0: 0.7495 (0.7473) loss_vfl_aux_1: 0.7133 (0.7026) loss_vfl_aux_2: 0.7005 (0.6771) loss_vfl_aux_3: 0.6736 (0.6633) loss_vfl_aux_4: 0.6789 (0.6557) loss_vfl_aux_5: 0.7517 (0.7369) loss_vfl_dn_0: 0.4429 (0.4445) loss_vfl_dn_1: 0.3805 (0.3788) loss_vfl_dn_2: 0.3621 (0.3630) loss_vfl_dn_3: 0.3509 (0.3559) loss_vfl_dn_4: 0.3482 (0.3534) loss_vfl_dn_5: 0.3495 (0.3527) time: 0.4783 data: 0.0143 max mem: 5654 Epoch: [63] [4200/7393] eta: 0:26:10 lr: 0.000010 loss: 15.3007 (15.2497) loss_bbox: 0.1314 (0.1467) loss_bbox_aux_0: 0.1443 (0.1586) loss_bbox_aux_1: 0.1380 (0.1512) loss_bbox_aux_2: 0.1424 (0.1487) loss_bbox_aux_3: 0.1343 (0.1472) loss_bbox_aux_4: 0.1335 (0.1468) loss_bbox_aux_5: 0.1774 (0.1933) loss_bbox_dn_0: 0.2244 (0.2524) loss_bbox_dn_1: 0.1555 (0.1838) loss_bbox_dn_2: 0.1384 (0.1635) loss_bbox_dn_3: 0.1318 (0.1578) loss_bbox_dn_4: 0.1291 (0.1565) loss_bbox_dn_5: 0.1291 (0.1565) loss_giou: 0.4860 (0.4601) loss_giou_aux_0: 0.4730 (0.4830) loss_giou_aux_1: 0.4783 (0.4698) loss_giou_aux_2: 0.4848 (0.4645) loss_giou_aux_3: 0.4877 (0.4615) loss_giou_aux_4: 0.4864 (0.4602) loss_giou_aux_5: 0.5416 (0.5440) loss_giou_dn_0: 0.5683 (0.5588) loss_giou_dn_1: 0.4665 (0.4509) loss_giou_dn_2: 0.4338 (0.4197) loss_giou_dn_3: 0.4262 (0.4114) loss_giou_dn_4: 0.4241 (0.4093) loss_giou_dn_5: 0.4240 (0.4095) loss_vfl: 0.6389 (0.6517) loss_vfl_aux_0: 0.7037 (0.7475) loss_vfl_aux_1: 0.6876 (0.7029) loss_vfl_aux_2: 0.6656 (0.6773) loss_vfl_aux_3: 0.6475 (0.6635) loss_vfl_aux_4: 0.6324 (0.6558) loss_vfl_aux_5: 0.6964 (0.7371) loss_vfl_dn_0: 0.4419 (0.4445) loss_vfl_dn_1: 0.3800 (0.3788) loss_vfl_dn_2: 0.3636 (0.3630) loss_vfl_dn_3: 0.3559 (0.3558) loss_vfl_dn_4: 0.3528 (0.3533) loss_vfl_dn_5: 0.3521 (0.3527) time: 0.4835 data: 0.0140 max mem: 5654 Epoch: [63] [4300/7393] eta: 0:25:24 lr: 0.000010 loss: 15.6305 (15.2468) loss_bbox: 0.1446 (0.1468) loss_bbox_aux_0: 0.1569 (0.1586) loss_bbox_aux_1: 0.1506 (0.1512) loss_bbox_aux_2: 0.1455 (0.1487) loss_bbox_aux_3: 0.1441 (0.1472) loss_bbox_aux_4: 0.1446 (0.1468) loss_bbox_aux_5: 0.1867 (0.1933) loss_bbox_dn_0: 0.2443 (0.2525) loss_bbox_dn_1: 0.1854 (0.1838) loss_bbox_dn_2: 0.1693 (0.1635) loss_bbox_dn_3: 0.1683 (0.1578) loss_bbox_dn_4: 0.1677 (0.1565) loss_bbox_dn_5: 0.1678 (0.1565) loss_giou: 0.4369 (0.4596) loss_giou_aux_0: 0.4678 (0.4825) loss_giou_aux_1: 0.4419 (0.4693) loss_giou_aux_2: 0.4472 (0.4639) loss_giou_aux_3: 0.4376 (0.4610) loss_giou_aux_4: 0.4333 (0.4597) loss_giou_aux_5: 0.5092 (0.5435) loss_giou_dn_0: 0.5573 (0.5586) loss_giou_dn_1: 0.4568 (0.4507) loss_giou_dn_2: 0.4169 (0.4196) loss_giou_dn_3: 0.4074 (0.4112) loss_giou_dn_4: 0.4041 (0.4091) loss_giou_dn_5: 0.4038 (0.4093) loss_vfl: 0.6483 (0.6519) loss_vfl_aux_0: 0.7475 (0.7477) loss_vfl_aux_1: 0.6987 (0.7031) loss_vfl_aux_2: 0.6754 (0.6775) loss_vfl_aux_3: 0.6719 (0.6637) loss_vfl_aux_4: 0.6592 (0.6560) loss_vfl_aux_5: 0.7238 (0.7374) loss_vfl_dn_0: 0.4460 (0.4445) loss_vfl_dn_1: 0.3824 (0.3787) loss_vfl_dn_2: 0.3651 (0.3629) loss_vfl_dn_3: 0.3572 (0.3558) loss_vfl_dn_4: 0.3564 (0.3533) loss_vfl_dn_5: 0.3550 (0.3526) time: 0.7813 data: 0.0143 max mem: 5654 Epoch: [63] [4400/7393] eta: 0:24:35 lr: 0.000010 loss: 15.9197 (15.2446) loss_bbox: 0.1616 (0.1466) loss_bbox_aux_0: 0.1599 (0.1584) loss_bbox_aux_1: 0.1704 (0.1510) loss_bbox_aux_2: 0.1663 (0.1486) loss_bbox_aux_3: 0.1590 (0.1471) loss_bbox_aux_4: 0.1583 (0.1467) loss_bbox_aux_5: 0.2048 (0.1932) loss_bbox_dn_0: 0.2603 (0.2523) loss_bbox_dn_1: 0.1946 (0.1836) loss_bbox_dn_2: 0.1705 (0.1633) loss_bbox_dn_3: 0.1650 (0.1576) loss_bbox_dn_4: 0.1651 (0.1563) loss_bbox_dn_5: 0.1653 (0.1563) loss_giou: 0.4476 (0.4597) loss_giou_aux_0: 0.4664 (0.4827) loss_giou_aux_1: 0.4540 (0.4694) loss_giou_aux_2: 0.4594 (0.4640) loss_giou_aux_3: 0.4500 (0.4610) loss_giou_aux_4: 0.4475 (0.4598) loss_giou_aux_5: 0.5226 (0.5438) loss_giou_dn_0: 0.5509 (0.5586) loss_giou_dn_1: 0.4483 (0.4507) loss_giou_dn_2: 0.4202 (0.4196) loss_giou_dn_3: 0.4152 (0.4112) loss_giou_dn_4: 0.4136 (0.4091) loss_giou_dn_5: 0.4145 (0.4093) loss_vfl: 0.6236 (0.6518) loss_vfl_aux_0: 0.7289 (0.7476) loss_vfl_aux_1: 0.6983 (0.7031) loss_vfl_aux_2: 0.6519 (0.6774) loss_vfl_aux_3: 0.6372 (0.6636) loss_vfl_aux_4: 0.6281 (0.6559) loss_vfl_aux_5: 0.7288 (0.7371) loss_vfl_dn_0: 0.4443 (0.4445) loss_vfl_dn_1: 0.3825 (0.3787) loss_vfl_dn_2: 0.3644 (0.3629) loss_vfl_dn_3: 0.3580 (0.3558) loss_vfl_dn_4: 0.3547 (0.3533) loss_vfl_dn_5: 0.3535 (0.3526) time: 0.4928 data: 0.0144 max mem: 5654 Epoch: [63] [4500/7393] eta: 0:23:45 lr: 0.000010 loss: 15.4754 (15.2454) loss_bbox: 0.1390 (0.1467) loss_bbox_aux_0: 0.1386 (0.1584) loss_bbox_aux_1: 0.1310 (0.1510) loss_bbox_aux_2: 0.1344 (0.1486) loss_bbox_aux_3: 0.1420 (0.1472) loss_bbox_aux_4: 0.1393 (0.1467) loss_bbox_aux_5: 0.1686 (0.1932) loss_bbox_dn_0: 0.2321 (0.2522) loss_bbox_dn_1: 0.1751 (0.1836) loss_bbox_dn_2: 0.1585 (0.1634) loss_bbox_dn_3: 0.1543 (0.1577) loss_bbox_dn_4: 0.1535 (0.1564) loss_bbox_dn_5: 0.1535 (0.1564) loss_giou: 0.4675 (0.4596) loss_giou_aux_0: 0.4901 (0.4825) loss_giou_aux_1: 0.4677 (0.4693) loss_giou_aux_2: 0.4719 (0.4639) loss_giou_aux_3: 0.4668 (0.4609) loss_giou_aux_4: 0.4623 (0.4597) loss_giou_aux_5: 0.5416 (0.5436) loss_giou_dn_0: 0.5745 (0.5585) loss_giou_dn_1: 0.4682 (0.4506) loss_giou_dn_2: 0.4409 (0.4195) loss_giou_dn_3: 0.4368 (0.4112) loss_giou_dn_4: 0.4357 (0.4091) loss_giou_dn_5: 0.4358 (0.4093) loss_vfl: 0.6698 (0.6520) loss_vfl_aux_0: 0.7150 (0.7477) loss_vfl_aux_1: 0.6813 (0.7032) loss_vfl_aux_2: 0.6970 (0.6777) loss_vfl_aux_3: 0.6698 (0.6638) loss_vfl_aux_4: 0.6699 (0.6561) loss_vfl_aux_5: 0.7371 (0.7374) loss_vfl_dn_0: 0.4445 (0.4445) loss_vfl_dn_1: 0.3851 (0.3787) loss_vfl_dn_2: 0.3675 (0.3629) loss_vfl_dn_3: 0.3605 (0.3558) loss_vfl_dn_4: 0.3599 (0.3533) loss_vfl_dn_5: 0.3583 (0.3527) time: 0.4794 data: 0.0143 max mem: 5654 Epoch: [63] [4600/7393] eta: 0:22:56 lr: 0.000010 loss: 15.0725 (15.2474) loss_bbox: 0.1283 (0.1467) loss_bbox_aux_0: 0.1340 (0.1584) loss_bbox_aux_1: 0.1286 (0.1510) loss_bbox_aux_2: 0.1287 (0.1486) loss_bbox_aux_3: 0.1299 (0.1471) loss_bbox_aux_4: 0.1291 (0.1467) loss_bbox_aux_5: 0.1657 (0.1931) loss_bbox_dn_0: 0.2165 (0.2521) loss_bbox_dn_1: 0.1424 (0.1835) loss_bbox_dn_2: 0.1257 (0.1633) loss_bbox_dn_3: 0.1231 (0.1576) loss_bbox_dn_4: 0.1220 (0.1563) loss_bbox_dn_5: 0.1221 (0.1563) loss_giou: 0.4348 (0.4598) loss_giou_aux_0: 0.4444 (0.4827) loss_giou_aux_1: 0.4390 (0.4694) loss_giou_aux_2: 0.4355 (0.4641) loss_giou_aux_3: 0.4324 (0.4611) loss_giou_aux_4: 0.4333 (0.4599) loss_giou_aux_5: 0.5098 (0.5437) loss_giou_dn_0: 0.5449 (0.5586) loss_giou_dn_1: 0.4309 (0.4507) loss_giou_dn_2: 0.3971 (0.4195) loss_giou_dn_3: 0.3877 (0.4112) loss_giou_dn_4: 0.3867 (0.4091) loss_giou_dn_5: 0.3867 (0.4093) loss_vfl: 0.6174 (0.6522) loss_vfl_aux_0: 0.7214 (0.7480) loss_vfl_aux_1: 0.6671 (0.7035) loss_vfl_aux_2: 0.6372 (0.6778) loss_vfl_aux_3: 0.6250 (0.6640) loss_vfl_aux_4: 0.6197 (0.6563) loss_vfl_aux_5: 0.6925 (0.7375) loss_vfl_dn_0: 0.4377 (0.4445) loss_vfl_dn_1: 0.3700 (0.3787) loss_vfl_dn_2: 0.3569 (0.3629) loss_vfl_dn_3: 0.3489 (0.3559) loss_vfl_dn_4: 0.3483 (0.3534) loss_vfl_dn_5: 0.3470 (0.3527) time: 0.4749 data: 0.0142 max mem: 5654 Epoch: [63] [4700/7393] eta: 0:22:05 lr: 0.000010 loss: 15.4572 (15.2519) loss_bbox: 0.1456 (0.1467) loss_bbox_aux_0: 0.1599 (0.1584) loss_bbox_aux_1: 0.1509 (0.1510) loss_bbox_aux_2: 0.1475 (0.1486) loss_bbox_aux_3: 0.1464 (0.1472) loss_bbox_aux_4: 0.1441 (0.1467) loss_bbox_aux_5: 0.2021 (0.1931) loss_bbox_dn_0: 0.2601 (0.2522) loss_bbox_dn_1: 0.1958 (0.1836) loss_bbox_dn_2: 0.1766 (0.1634) loss_bbox_dn_3: 0.1697 (0.1577) loss_bbox_dn_4: 0.1668 (0.1564) loss_bbox_dn_5: 0.1668 (0.1564) loss_giou: 0.4556 (0.4599) loss_giou_aux_0: 0.4853 (0.4828) loss_giou_aux_1: 0.4727 (0.4695) loss_giou_aux_2: 0.4600 (0.4642) loss_giou_aux_3: 0.4634 (0.4612) loss_giou_aux_4: 0.4542 (0.4600) loss_giou_aux_5: 0.5346 (0.5438) loss_giou_dn_0: 0.5507 (0.5587) loss_giou_dn_1: 0.4515 (0.4508) loss_giou_dn_2: 0.4178 (0.4197) loss_giou_dn_3: 0.4110 (0.4114) loss_giou_dn_4: 0.4093 (0.4093) loss_giou_dn_5: 0.4098 (0.4095) loss_vfl: 0.6564 (0.6525) loss_vfl_aux_0: 0.7791 (0.7483) loss_vfl_aux_1: 0.7235 (0.7038) loss_vfl_aux_2: 0.6920 (0.6781) loss_vfl_aux_3: 0.6755 (0.6643) loss_vfl_aux_4: 0.6617 (0.6566) loss_vfl_aux_5: 0.7554 (0.7377) loss_vfl_dn_0: 0.4503 (0.4446) loss_vfl_dn_1: 0.3792 (0.3788) loss_vfl_dn_2: 0.3649 (0.3630) loss_vfl_dn_3: 0.3580 (0.3559) loss_vfl_dn_4: 0.3541 (0.3535) loss_vfl_dn_5: 0.3541 (0.3528) time: 0.4743 data: 0.0139 max mem: 5654 Epoch: [63] [4800/7393] eta: 0:21:15 lr: 0.000010 loss: 15.0754 (15.2531) loss_bbox: 0.1440 (0.1467) loss_bbox_aux_0: 0.1578 (0.1584) loss_bbox_aux_1: 0.1503 (0.1510) loss_bbox_aux_2: 0.1488 (0.1487) loss_bbox_aux_3: 0.1471 (0.1472) loss_bbox_aux_4: 0.1431 (0.1468) loss_bbox_aux_5: 0.1942 (0.1932) loss_bbox_dn_0: 0.2583 (0.2523) loss_bbox_dn_1: 0.1783 (0.1837) loss_bbox_dn_2: 0.1585 (0.1635) loss_bbox_dn_3: 0.1550 (0.1578) loss_bbox_dn_4: 0.1550 (0.1564) loss_bbox_dn_5: 0.1550 (0.1565) loss_giou: 0.4387 (0.4597) loss_giou_aux_0: 0.4507 (0.4826) loss_giou_aux_1: 0.4475 (0.4694) loss_giou_aux_2: 0.4415 (0.4641) loss_giou_aux_3: 0.4383 (0.4611) loss_giou_aux_4: 0.4370 (0.4599) loss_giou_aux_5: 0.5161 (0.5437) loss_giou_dn_0: 0.5310 (0.5585) loss_giou_dn_1: 0.4355 (0.4506) loss_giou_dn_2: 0.3989 (0.4195) loss_giou_dn_3: 0.3907 (0.4112) loss_giou_dn_4: 0.3859 (0.4091) loss_giou_dn_5: 0.3857 (0.4093) loss_vfl: 0.6739 (0.6529) loss_vfl_aux_0: 0.7375 (0.7488) loss_vfl_aux_1: 0.7237 (0.7042) loss_vfl_aux_2: 0.6933 (0.6784) loss_vfl_aux_3: 0.6775 (0.6647) loss_vfl_aux_4: 0.6620 (0.6570) loss_vfl_aux_5: 0.7366 (0.7380) loss_vfl_dn_0: 0.4359 (0.4446) loss_vfl_dn_1: 0.3703 (0.3787) loss_vfl_dn_2: 0.3559 (0.3630) loss_vfl_dn_3: 0.3508 (0.3559) loss_vfl_dn_4: 0.3499 (0.3534) loss_vfl_dn_5: 0.3495 (0.3527) time: 0.4839 data: 0.0140 max mem: 5654 Epoch: [63] [4900/7393] eta: 0:20:26 lr: 0.000010 loss: 15.5285 (15.2539) loss_bbox: 0.1426 (0.1467) loss_bbox_aux_0: 0.1623 (0.1585) loss_bbox_aux_1: 0.1466 (0.1511) loss_bbox_aux_2: 0.1526 (0.1488) loss_bbox_aux_3: 0.1544 (0.1473) loss_bbox_aux_4: 0.1450 (0.1468) loss_bbox_aux_5: 0.1961 (0.1933) loss_bbox_dn_0: 0.2351 (0.2521) loss_bbox_dn_1: 0.1727 (0.1835) loss_bbox_dn_2: 0.1531 (0.1634) loss_bbox_dn_3: 0.1490 (0.1577) loss_bbox_dn_4: 0.1483 (0.1563) loss_bbox_dn_5: 0.1483 (0.1563) loss_giou: 0.4509 (0.4598) loss_giou_aux_0: 0.4806 (0.4828) loss_giou_aux_1: 0.4591 (0.4696) loss_giou_aux_2: 0.4413 (0.4642) loss_giou_aux_3: 0.4541 (0.4612) loss_giou_aux_4: 0.4552 (0.4600) loss_giou_aux_5: 0.5468 (0.5438) loss_giou_dn_0: 0.5581 (0.5586) loss_giou_dn_1: 0.4524 (0.4507) loss_giou_dn_2: 0.4220 (0.4195) loss_giou_dn_3: 0.4097 (0.4112) loss_giou_dn_4: 0.4077 (0.4091) loss_giou_dn_5: 0.4078 (0.4093) loss_vfl: 0.6834 (0.6530) loss_vfl_aux_0: 0.7681 (0.7486) loss_vfl_aux_1: 0.7498 (0.7041) loss_vfl_aux_2: 0.7045 (0.6784) loss_vfl_aux_3: 0.7068 (0.6647) loss_vfl_aux_4: 0.6923 (0.6571) loss_vfl_aux_5: 0.7585 (0.7380) loss_vfl_dn_0: 0.4462 (0.4446) loss_vfl_dn_1: 0.3806 (0.3788) loss_vfl_dn_2: 0.3616 (0.3630) loss_vfl_dn_3: 0.3535 (0.3559) loss_vfl_dn_4: 0.3521 (0.3534) loss_vfl_dn_5: 0.3498 (0.3528) time: 0.4805 data: 0.0137 max mem: 5654 Epoch: [63] [5000/7393] eta: 0:19:37 lr: 0.000010 loss: 14.7460 (15.2592) loss_bbox: 0.1204 (0.1468) loss_bbox_aux_0: 0.1403 (0.1586) loss_bbox_aux_1: 0.1250 (0.1512) loss_bbox_aux_2: 0.1236 (0.1489) loss_bbox_aux_3: 0.1244 (0.1474) loss_bbox_aux_4: 0.1209 (0.1469) loss_bbox_aux_5: 0.1745 (0.1934) loss_bbox_dn_0: 0.2032 (0.2521) loss_bbox_dn_1: 0.1516 (0.1836) loss_bbox_dn_2: 0.1344 (0.1634) loss_bbox_dn_3: 0.1310 (0.1577) loss_bbox_dn_4: 0.1295 (0.1564) loss_bbox_dn_5: 0.1295 (0.1564) loss_giou: 0.4214 (0.4601) loss_giou_aux_0: 0.4666 (0.4830) loss_giou_aux_1: 0.4457 (0.4698) loss_giou_aux_2: 0.4348 (0.4645) loss_giou_aux_3: 0.4358 (0.4615) loss_giou_aux_4: 0.4250 (0.4603) loss_giou_aux_5: 0.5619 (0.5441) loss_giou_dn_0: 0.5644 (0.5587) loss_giou_dn_1: 0.4485 (0.4508) loss_giou_dn_2: 0.4265 (0.4197) loss_giou_dn_3: 0.4207 (0.4114) loss_giou_dn_4: 0.4180 (0.4093) loss_giou_dn_5: 0.4180 (0.4095) loss_vfl: 0.6261 (0.6533) loss_vfl_aux_0: 0.7462 (0.7487) loss_vfl_aux_1: 0.6759 (0.7044) loss_vfl_aux_2: 0.6550 (0.6786) loss_vfl_aux_3: 0.6310 (0.6649) loss_vfl_aux_4: 0.6262 (0.6573) loss_vfl_aux_5: 0.7120 (0.7381) loss_vfl_dn_0: 0.4370 (0.4446) loss_vfl_dn_1: 0.3754 (0.3788) loss_vfl_dn_2: 0.3539 (0.3631) loss_vfl_dn_3: 0.3496 (0.3560) loss_vfl_dn_4: 0.3480 (0.3535) loss_vfl_dn_5: 0.3474 (0.3528) time: 0.4894 data: 0.0138 max mem: 5654 Epoch: [63] [5100/7393] eta: 0:18:47 lr: 0.000010 loss: 15.2260 (15.2559) loss_bbox: 0.1481 (0.1468) loss_bbox_aux_0: 0.1540 (0.1587) loss_bbox_aux_1: 0.1442 (0.1512) loss_bbox_aux_2: 0.1388 (0.1489) loss_bbox_aux_3: 0.1479 (0.1474) loss_bbox_aux_4: 0.1441 (0.1469) loss_bbox_aux_5: 0.1822 (0.1933) loss_bbox_dn_0: 0.2349 (0.2520) loss_bbox_dn_1: 0.1730 (0.1834) loss_bbox_dn_2: 0.1483 (0.1633) loss_bbox_dn_3: 0.1416 (0.1576) loss_bbox_dn_4: 0.1393 (0.1563) loss_bbox_dn_5: 0.1393 (0.1563) loss_giou: 0.4283 (0.4600) loss_giou_aux_0: 0.4678 (0.4830) loss_giou_aux_1: 0.4561 (0.4697) loss_giou_aux_2: 0.4387 (0.4644) loss_giou_aux_3: 0.4334 (0.4614) loss_giou_aux_4: 0.4367 (0.4602) loss_giou_aux_5: 0.5137 (0.5441) loss_giou_dn_0: 0.5458 (0.5586) loss_giou_dn_1: 0.4359 (0.4507) loss_giou_dn_2: 0.4033 (0.4195) loss_giou_dn_3: 0.3910 (0.4112) loss_giou_dn_4: 0.3902 (0.4091) loss_giou_dn_5: 0.3902 (0.4093) loss_vfl: 0.6425 (0.6532) loss_vfl_aux_0: 0.7398 (0.7485) loss_vfl_aux_1: 0.6839 (0.7041) loss_vfl_aux_2: 0.6649 (0.6785) loss_vfl_aux_3: 0.6519 (0.6648) loss_vfl_aux_4: 0.6482 (0.6572) loss_vfl_aux_5: 0.7252 (0.7378) loss_vfl_dn_0: 0.4391 (0.4446) loss_vfl_dn_1: 0.3799 (0.3788) loss_vfl_dn_2: 0.3658 (0.3630) loss_vfl_dn_3: 0.3583 (0.3559) loss_vfl_dn_4: 0.3575 (0.3535) loss_vfl_dn_5: 0.3561 (0.3528) time: 0.4808 data: 0.0139 max mem: 5654 Epoch: [63] [5200/7393] eta: 0:17:57 lr: 0.000010 loss: 15.3579 (15.2505) loss_bbox: 0.1289 (0.1467) loss_bbox_aux_0: 0.1455 (0.1586) loss_bbox_aux_1: 0.1404 (0.1512) loss_bbox_aux_2: 0.1325 (0.1488) loss_bbox_aux_3: 0.1287 (0.1473) loss_bbox_aux_4: 0.1289 (0.1468) loss_bbox_aux_5: 0.1679 (0.1933) loss_bbox_dn_0: 0.2322 (0.2519) loss_bbox_dn_1: 0.1663 (0.1833) loss_bbox_dn_2: 0.1494 (0.1631) loss_bbox_dn_3: 0.1410 (0.1575) loss_bbox_dn_4: 0.1381 (0.1561) loss_bbox_dn_5: 0.1381 (0.1561) loss_giou: 0.4524 (0.4598) loss_giou_aux_0: 0.4843 (0.4829) loss_giou_aux_1: 0.4729 (0.4696) loss_giou_aux_2: 0.4639 (0.4642) loss_giou_aux_3: 0.4567 (0.4612) loss_giou_aux_4: 0.4526 (0.4600) loss_giou_aux_5: 0.5437 (0.5440) loss_giou_dn_0: 0.5680 (0.5585) loss_giou_dn_1: 0.4543 (0.4506) loss_giou_dn_2: 0.4227 (0.4194) loss_giou_dn_3: 0.4079 (0.4111) loss_giou_dn_4: 0.4041 (0.4090) loss_giou_dn_5: 0.4040 (0.4092) loss_vfl: 0.6182 (0.6529) loss_vfl_aux_0: 0.7116 (0.7482) loss_vfl_aux_1: 0.6684 (0.7038) loss_vfl_aux_2: 0.6354 (0.6782) loss_vfl_aux_3: 0.6282 (0.6645) loss_vfl_aux_4: 0.6342 (0.6569) loss_vfl_aux_5: 0.7045 (0.7376) loss_vfl_dn_0: 0.4476 (0.4446) loss_vfl_dn_1: 0.3820 (0.3788) loss_vfl_dn_2: 0.3669 (0.3630) loss_vfl_dn_3: 0.3600 (0.3559) loss_vfl_dn_4: 0.3570 (0.3534) loss_vfl_dn_5: 0.3563 (0.3527) time: 0.4919 data: 0.0143 max mem: 5654 Epoch: [63] [5300/7393] eta: 0:17:08 lr: 0.000010 loss: 15.0464 (15.2499) loss_bbox: 0.1273 (0.1466) loss_bbox_aux_0: 0.1316 (0.1585) loss_bbox_aux_1: 0.1316 (0.1511) loss_bbox_aux_2: 0.1204 (0.1487) loss_bbox_aux_3: 0.1279 (0.1472) loss_bbox_aux_4: 0.1301 (0.1467) loss_bbox_aux_5: 0.1678 (0.1932) loss_bbox_dn_0: 0.2146 (0.2517) loss_bbox_dn_1: 0.1609 (0.1832) loss_bbox_dn_2: 0.1401 (0.1630) loss_bbox_dn_3: 0.1391 (0.1573) loss_bbox_dn_4: 0.1399 (0.1560) loss_bbox_dn_5: 0.1398 (0.1560) loss_giou: 0.4099 (0.4601) loss_giou_aux_0: 0.4353 (0.4831) loss_giou_aux_1: 0.4188 (0.4699) loss_giou_aux_2: 0.4116 (0.4645) loss_giou_aux_3: 0.4015 (0.4615) loss_giou_aux_4: 0.4083 (0.4603) loss_giou_aux_5: 0.4925 (0.5443) loss_giou_dn_0: 0.5355 (0.5586) loss_giou_dn_1: 0.4238 (0.4507) loss_giou_dn_2: 0.3902 (0.4195) loss_giou_dn_3: 0.3831 (0.4112) loss_giou_dn_4: 0.3830 (0.4091) loss_giou_dn_5: 0.3829 (0.4093) loss_vfl: 0.6369 (0.6526) loss_vfl_aux_0: 0.7509 (0.7480) loss_vfl_aux_1: 0.6701 (0.7035) loss_vfl_aux_2: 0.6694 (0.6781) loss_vfl_aux_3: 0.6446 (0.6643) loss_vfl_aux_4: 0.6386 (0.6567) loss_vfl_aux_5: 0.7011 (0.7373) loss_vfl_dn_0: 0.4304 (0.4445) loss_vfl_dn_1: 0.3674 (0.3787) loss_vfl_dn_2: 0.3556 (0.3629) loss_vfl_dn_3: 0.3492 (0.3559) loss_vfl_dn_4: 0.3481 (0.3534) loss_vfl_dn_5: 0.3459 (0.3527) time: 0.4733 data: 0.0135 max mem: 5654 Epoch: [63] [5400/7393] eta: 0:16:20 lr: 0.000010 loss: 15.5973 (15.2496) loss_bbox: 0.1450 (0.1466) loss_bbox_aux_0: 0.1519 (0.1585) loss_bbox_aux_1: 0.1491 (0.1511) loss_bbox_aux_2: 0.1434 (0.1488) loss_bbox_aux_3: 0.1460 (0.1472) loss_bbox_aux_4: 0.1459 (0.1467) loss_bbox_aux_5: 0.1862 (0.1933) loss_bbox_dn_0: 0.2528 (0.2517) loss_bbox_dn_1: 0.1790 (0.1831) loss_bbox_dn_2: 0.1586 (0.1630) loss_bbox_dn_3: 0.1525 (0.1573) loss_bbox_dn_4: 0.1535 (0.1560) loss_bbox_dn_5: 0.1535 (0.1560) loss_giou: 0.4597 (0.4600) loss_giou_aux_0: 0.4786 (0.4831) loss_giou_aux_1: 0.4658 (0.4698) loss_giou_aux_2: 0.4754 (0.4644) loss_giou_aux_3: 0.4659 (0.4614) loss_giou_aux_4: 0.4598 (0.4602) loss_giou_aux_5: 0.5261 (0.5443) loss_giou_dn_0: 0.5742 (0.5586) loss_giou_dn_1: 0.4522 (0.4507) loss_giou_dn_2: 0.4163 (0.4195) loss_giou_dn_3: 0.4085 (0.4112) loss_giou_dn_4: 0.4046 (0.4091) loss_giou_dn_5: 0.4051 (0.4093) loss_vfl: 0.6573 (0.6527) loss_vfl_aux_0: 0.7610 (0.7480) loss_vfl_aux_1: 0.7023 (0.7035) loss_vfl_aux_2: 0.6727 (0.6781) loss_vfl_aux_3: 0.6698 (0.6643) loss_vfl_aux_4: 0.6670 (0.6568) loss_vfl_aux_5: 0.7603 (0.7373) loss_vfl_dn_0: 0.4560 (0.4445) loss_vfl_dn_1: 0.3855 (0.3787) loss_vfl_dn_2: 0.3627 (0.3629) loss_vfl_dn_3: 0.3561 (0.3558) loss_vfl_dn_4: 0.3514 (0.3534) loss_vfl_dn_5: 0.3509 (0.3527) time: 0.4805 data: 0.0139 max mem: 5654 Epoch: [63] [5500/7393] eta: 0:15:31 lr: 0.000010 loss: 14.9782 (15.2502) loss_bbox: 0.1458 (0.1467) loss_bbox_aux_0: 0.1565 (0.1586) loss_bbox_aux_1: 0.1494 (0.1512) loss_bbox_aux_2: 0.1493 (0.1488) loss_bbox_aux_3: 0.1438 (0.1473) loss_bbox_aux_4: 0.1488 (0.1468) loss_bbox_aux_5: 0.1985 (0.1934) loss_bbox_dn_0: 0.2582 (0.2517) loss_bbox_dn_1: 0.1742 (0.1832) loss_bbox_dn_2: 0.1508 (0.1630) loss_bbox_dn_3: 0.1392 (0.1573) loss_bbox_dn_4: 0.1365 (0.1560) loss_bbox_dn_5: 0.1366 (0.1560) loss_giou: 0.4022 (0.4601) loss_giou_aux_0: 0.4245 (0.4832) loss_giou_aux_1: 0.4103 (0.4699) loss_giou_aux_2: 0.4071 (0.4645) loss_giou_aux_3: 0.4015 (0.4615) loss_giou_aux_4: 0.3966 (0.4603) loss_giou_aux_5: 0.4862 (0.5444) loss_giou_dn_0: 0.5286 (0.5587) loss_giou_dn_1: 0.4154 (0.4507) loss_giou_dn_2: 0.3859 (0.4195) loss_giou_dn_3: 0.3772 (0.4112) loss_giou_dn_4: 0.3746 (0.4091) loss_giou_dn_5: 0.3747 (0.4093) loss_vfl: 0.6501 (0.6525) loss_vfl_aux_0: 0.7411 (0.7479) loss_vfl_aux_1: 0.6836 (0.7034) loss_vfl_aux_2: 0.6662 (0.6780) loss_vfl_aux_3: 0.6551 (0.6642) loss_vfl_aux_4: 0.6603 (0.6566) loss_vfl_aux_5: 0.7530 (0.7372) loss_vfl_dn_0: 0.4427 (0.4445) loss_vfl_dn_1: 0.3736 (0.3787) loss_vfl_dn_2: 0.3565 (0.3629) loss_vfl_dn_3: 0.3528 (0.3558) loss_vfl_dn_4: 0.3490 (0.3533) loss_vfl_dn_5: 0.3482 (0.3526) time: 0.4734 data: 0.0139 max mem: 5654 Epoch: [63] [5600/7393] eta: 0:14:41 lr: 0.000010 loss: 15.0851 (15.2508) loss_bbox: 0.1326 (0.1467) loss_bbox_aux_0: 0.1433 (0.1585) loss_bbox_aux_1: 0.1373 (0.1512) loss_bbox_aux_2: 0.1359 (0.1488) loss_bbox_aux_3: 0.1315 (0.1473) loss_bbox_aux_4: 0.1328 (0.1468) loss_bbox_aux_5: 0.1697 (0.1933) loss_bbox_dn_0: 0.2188 (0.2517) loss_bbox_dn_1: 0.1652 (0.1831) loss_bbox_dn_2: 0.1432 (0.1630) loss_bbox_dn_3: 0.1357 (0.1573) loss_bbox_dn_4: 0.1338 (0.1559) loss_bbox_dn_5: 0.1338 (0.1559) loss_giou: 0.4280 (0.4601) loss_giou_aux_0: 0.4567 (0.4832) loss_giou_aux_1: 0.4424 (0.4699) loss_giou_aux_2: 0.4305 (0.4645) loss_giou_aux_3: 0.4219 (0.4615) loss_giou_aux_4: 0.4283 (0.4603) loss_giou_aux_5: 0.5056 (0.5444) loss_giou_dn_0: 0.5377 (0.5588) loss_giou_dn_1: 0.4420 (0.4508) loss_giou_dn_2: 0.4136 (0.4196) loss_giou_dn_3: 0.4038 (0.4113) loss_giou_dn_4: 0.4008 (0.4092) loss_giou_dn_5: 0.4009 (0.4094) loss_vfl: 0.6202 (0.6527) loss_vfl_aux_0: 0.7195 (0.7479) loss_vfl_aux_1: 0.6925 (0.7035) loss_vfl_aux_2: 0.6508 (0.6781) loss_vfl_aux_3: 0.6503 (0.6643) loss_vfl_aux_4: 0.6417 (0.6567) loss_vfl_aux_5: 0.7422 (0.7372) loss_vfl_dn_0: 0.4422 (0.4445) loss_vfl_dn_1: 0.3791 (0.3788) loss_vfl_dn_2: 0.3621 (0.3629) loss_vfl_dn_3: 0.3562 (0.3559) loss_vfl_dn_4: 0.3535 (0.3534) loss_vfl_dn_5: 0.3521 (0.3527) time: 0.4880 data: 0.0138 max mem: 5654 Epoch: [63] [5700/7393] eta: 0:13:52 lr: 0.000010 loss: 15.2066 (15.2500) loss_bbox: 0.1280 (0.1467) loss_bbox_aux_0: 0.1425 (0.1586) loss_bbox_aux_1: 0.1340 (0.1512) loss_bbox_aux_2: 0.1319 (0.1488) loss_bbox_aux_3: 0.1293 (0.1473) loss_bbox_aux_4: 0.1265 (0.1468) loss_bbox_aux_5: 0.1853 (0.1933) loss_bbox_dn_0: 0.2376 (0.2516) loss_bbox_dn_1: 0.1590 (0.1830) loss_bbox_dn_2: 0.1445 (0.1629) loss_bbox_dn_3: 0.1425 (0.1572) loss_bbox_dn_4: 0.1407 (0.1559) loss_bbox_dn_5: 0.1407 (0.1559) loss_giou: 0.4374 (0.4601) loss_giou_aux_0: 0.4702 (0.4832) loss_giou_aux_1: 0.4586 (0.4699) loss_giou_aux_2: 0.4546 (0.4645) loss_giou_aux_3: 0.4407 (0.4615) loss_giou_aux_4: 0.4462 (0.4603) loss_giou_aux_5: 0.5535 (0.5444) loss_giou_dn_0: 0.5556 (0.5588) loss_giou_dn_1: 0.4442 (0.4508) loss_giou_dn_2: 0.4230 (0.4196) loss_giou_dn_3: 0.4152 (0.4113) loss_giou_dn_4: 0.4134 (0.4092) loss_giou_dn_5: 0.4138 (0.4094) loss_vfl: 0.6558 (0.6526) loss_vfl_aux_0: 0.7415 (0.7477) loss_vfl_aux_1: 0.7312 (0.7033) loss_vfl_aux_2: 0.6949 (0.6780) loss_vfl_aux_3: 0.6771 (0.6643) loss_vfl_aux_4: 0.6659 (0.6567) loss_vfl_aux_5: 0.7486 (0.7370) loss_vfl_dn_0: 0.4440 (0.4445) loss_vfl_dn_1: 0.3810 (0.3788) loss_vfl_dn_2: 0.3652 (0.3630) loss_vfl_dn_3: 0.3579 (0.3559) loss_vfl_dn_4: 0.3559 (0.3534) loss_vfl_dn_5: 0.3539 (0.3527) time: 0.4824 data: 0.0147 max mem: 5654 Epoch: [63] [5800/7393] eta: 0:13:03 lr: 0.000010 loss: 14.9954 (15.2465) loss_bbox: 0.1486 (0.1467) loss_bbox_aux_0: 0.1576 (0.1586) loss_bbox_aux_1: 0.1508 (0.1513) loss_bbox_aux_2: 0.1493 (0.1489) loss_bbox_aux_3: 0.1501 (0.1473) loss_bbox_aux_4: 0.1486 (0.1468) loss_bbox_aux_5: 0.1952 (0.1934) loss_bbox_dn_0: 0.2516 (0.2517) loss_bbox_dn_1: 0.1856 (0.1832) loss_bbox_dn_2: 0.1639 (0.1630) loss_bbox_dn_3: 0.1507 (0.1573) loss_bbox_dn_4: 0.1463 (0.1560) loss_bbox_dn_5: 0.1463 (0.1560) loss_giou: 0.4039 (0.4598) loss_giou_aux_0: 0.4243 (0.4828) loss_giou_aux_1: 0.4206 (0.4696) loss_giou_aux_2: 0.4100 (0.4642) loss_giou_aux_3: 0.3877 (0.4612) loss_giou_aux_4: 0.4033 (0.4600) loss_giou_aux_5: 0.4827 (0.5441) loss_giou_dn_0: 0.5111 (0.5585) loss_giou_dn_1: 0.4221 (0.4505) loss_giou_dn_2: 0.3857 (0.4194) loss_giou_dn_3: 0.3730 (0.4110) loss_giou_dn_4: 0.3685 (0.4089) loss_giou_dn_5: 0.3686 (0.4091) loss_vfl: 0.6345 (0.6526) loss_vfl_aux_0: 0.7201 (0.7477) loss_vfl_aux_1: 0.6860 (0.7033) loss_vfl_aux_2: 0.6536 (0.6779) loss_vfl_aux_3: 0.6432 (0.6643) loss_vfl_aux_4: 0.6378 (0.6567) loss_vfl_aux_5: 0.7298 (0.7370) loss_vfl_dn_0: 0.4447 (0.4445) loss_vfl_dn_1: 0.3692 (0.3787) loss_vfl_dn_2: 0.3567 (0.3629) loss_vfl_dn_3: 0.3476 (0.3558) loss_vfl_dn_4: 0.3439 (0.3533) loss_vfl_dn_5: 0.3436 (0.3526) time: 0.4765 data: 0.0141 max mem: 5654 Epoch: [63] [5900/7393] eta: 0:12:15 lr: 0.000010 loss: 15.6781 (15.2518) loss_bbox: 0.1419 (0.1467) loss_bbox_aux_0: 0.1537 (0.1586) loss_bbox_aux_1: 0.1453 (0.1512) loss_bbox_aux_2: 0.1418 (0.1488) loss_bbox_aux_3: 0.1465 (0.1473) loss_bbox_aux_4: 0.1406 (0.1468) loss_bbox_aux_5: 0.1922 (0.1934) loss_bbox_dn_0: 0.2474 (0.2516) loss_bbox_dn_1: 0.1724 (0.1831) loss_bbox_dn_2: 0.1541 (0.1629) loss_bbox_dn_3: 0.1443 (0.1572) loss_bbox_dn_4: 0.1437 (0.1559) loss_bbox_dn_5: 0.1438 (0.1559) loss_giou: 0.4714 (0.4603) loss_giou_aux_0: 0.5074 (0.4833) loss_giou_aux_1: 0.4849 (0.4701) loss_giou_aux_2: 0.4776 (0.4647) loss_giou_aux_3: 0.4809 (0.4617) loss_giou_aux_4: 0.4757 (0.4605) loss_giou_aux_5: 0.5541 (0.5446) loss_giou_dn_0: 0.5523 (0.5589) loss_giou_dn_1: 0.4454 (0.4509) loss_giou_dn_2: 0.4168 (0.4197) loss_giou_dn_3: 0.4095 (0.4114) loss_giou_dn_4: 0.4074 (0.4093) loss_giou_dn_5: 0.4074 (0.4095) loss_vfl: 0.6824 (0.6526) loss_vfl_aux_0: 0.7587 (0.7477) loss_vfl_aux_1: 0.7223 (0.7033) loss_vfl_aux_2: 0.6862 (0.6779) loss_vfl_aux_3: 0.6858 (0.6643) loss_vfl_aux_4: 0.6869 (0.6567) loss_vfl_aux_5: 0.7421 (0.7370) loss_vfl_dn_0: 0.4424 (0.4445) loss_vfl_dn_1: 0.3774 (0.3788) loss_vfl_dn_2: 0.3605 (0.3630) loss_vfl_dn_3: 0.3532 (0.3559) loss_vfl_dn_4: 0.3510 (0.3534) loss_vfl_dn_5: 0.3508 (0.3527) time: 0.4798 data: 0.0142 max mem: 5654 Epoch: [63] [6000/7393] eta: 0:11:25 lr: 0.000010 loss: 15.5520 (15.2524) loss_bbox: 0.1393 (0.1467) loss_bbox_aux_0: 0.1506 (0.1586) loss_bbox_aux_1: 0.1474 (0.1513) loss_bbox_aux_2: 0.1405 (0.1489) loss_bbox_aux_3: 0.1422 (0.1473) loss_bbox_aux_4: 0.1412 (0.1468) loss_bbox_aux_5: 0.2060 (0.1935) loss_bbox_dn_0: 0.2473 (0.2517) loss_bbox_dn_1: 0.1870 (0.1832) loss_bbox_dn_2: 0.1642 (0.1630) loss_bbox_dn_3: 0.1606 (0.1573) loss_bbox_dn_4: 0.1619 (0.1560) loss_bbox_dn_5: 0.1619 (0.1560) loss_giou: 0.5069 (0.4603) loss_giou_aux_0: 0.5305 (0.4833) loss_giou_aux_1: 0.5274 (0.4701) loss_giou_aux_2: 0.5058 (0.4647) loss_giou_aux_3: 0.4994 (0.4617) loss_giou_aux_4: 0.5086 (0.4605) loss_giou_aux_5: 0.5892 (0.5446) loss_giou_dn_0: 0.5943 (0.5589) loss_giou_dn_1: 0.4839 (0.4509) loss_giou_dn_2: 0.4539 (0.4197) loss_giou_dn_3: 0.4451 (0.4114) loss_giou_dn_4: 0.4446 (0.4093) loss_giou_dn_5: 0.4450 (0.4095) loss_vfl: 0.6461 (0.6526) loss_vfl_aux_0: 0.7346 (0.7476) loss_vfl_aux_1: 0.6973 (0.7031) loss_vfl_aux_2: 0.6753 (0.6778) loss_vfl_aux_3: 0.6541 (0.6643) loss_vfl_aux_4: 0.6478 (0.6566) loss_vfl_aux_5: 0.7247 (0.7370) loss_vfl_dn_0: 0.4340 (0.4445) loss_vfl_dn_1: 0.3773 (0.3787) loss_vfl_dn_2: 0.3651 (0.3630) loss_vfl_dn_3: 0.3583 (0.3559) loss_vfl_dn_4: 0.3567 (0.3534) loss_vfl_dn_5: 0.3560 (0.3527) time: 0.4723 data: 0.0136 max mem: 5654 Epoch: [63] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 15.3392 (15.2531) loss_bbox: 0.1487 (0.1467) loss_bbox_aux_0: 0.1656 (0.1586) loss_bbox_aux_1: 0.1574 (0.1512) loss_bbox_aux_2: 0.1520 (0.1488) loss_bbox_aux_3: 0.1493 (0.1473) loss_bbox_aux_4: 0.1483 (0.1468) loss_bbox_aux_5: 0.1814 (0.1934) loss_bbox_dn_0: 0.2404 (0.2517) loss_bbox_dn_1: 0.1758 (0.1831) loss_bbox_dn_2: 0.1536 (0.1630) loss_bbox_dn_3: 0.1476 (0.1572) loss_bbox_dn_4: 0.1473 (0.1559) loss_bbox_dn_5: 0.1473 (0.1559) loss_giou: 0.4528 (0.4604) loss_giou_aux_0: 0.4814 (0.4834) loss_giou_aux_1: 0.4748 (0.4702) loss_giou_aux_2: 0.4778 (0.4648) loss_giou_aux_3: 0.4695 (0.4618) loss_giou_aux_4: 0.4678 (0.4606) loss_giou_aux_5: 0.5431 (0.5447) loss_giou_dn_0: 0.5614 (0.5590) loss_giou_dn_1: 0.4566 (0.4510) loss_giou_dn_2: 0.4289 (0.4198) loss_giou_dn_3: 0.4160 (0.4115) loss_giou_dn_4: 0.4138 (0.4094) loss_giou_dn_5: 0.4144 (0.4096) loss_vfl: 0.6383 (0.6526) loss_vfl_aux_0: 0.7235 (0.7477) loss_vfl_aux_1: 0.6715 (0.7031) loss_vfl_aux_2: 0.6555 (0.6779) loss_vfl_aux_3: 0.6401 (0.6643) loss_vfl_aux_4: 0.6312 (0.6567) loss_vfl_aux_5: 0.7342 (0.7371) loss_vfl_dn_0: 0.4442 (0.4445) loss_vfl_dn_1: 0.3777 (0.3788) loss_vfl_dn_2: 0.3622 (0.3630) loss_vfl_dn_3: 0.3559 (0.3559) loss_vfl_dn_4: 0.3533 (0.3534) loss_vfl_dn_5: 0.3513 (0.3527) time: 0.4931 data: 0.0140 max mem: 5654 Epoch: [63] [6200/7393] eta: 0:09:46 lr: 0.000010 loss: 15.3547 (15.2540) loss_bbox: 0.1536 (0.1467) loss_bbox_aux_0: 0.1602 (0.1585) loss_bbox_aux_1: 0.1483 (0.1513) loss_bbox_aux_2: 0.1518 (0.1488) loss_bbox_aux_3: 0.1499 (0.1473) loss_bbox_aux_4: 0.1484 (0.1468) loss_bbox_aux_5: 0.1850 (0.1934) loss_bbox_dn_0: 0.2457 (0.2516) loss_bbox_dn_1: 0.1778 (0.1830) loss_bbox_dn_2: 0.1502 (0.1629) loss_bbox_dn_3: 0.1423 (0.1572) loss_bbox_dn_4: 0.1398 (0.1559) loss_bbox_dn_5: 0.1398 (0.1559) loss_giou: 0.4248 (0.4605) loss_giou_aux_0: 0.4443 (0.4834) loss_giou_aux_1: 0.4325 (0.4703) loss_giou_aux_2: 0.4373 (0.4649) loss_giou_aux_3: 0.4355 (0.4619) loss_giou_aux_4: 0.4247 (0.4607) loss_giou_aux_5: 0.5086 (0.5447) loss_giou_dn_0: 0.5601 (0.5591) loss_giou_dn_1: 0.4424 (0.4511) loss_giou_dn_2: 0.4109 (0.4199) loss_giou_dn_3: 0.3994 (0.4116) loss_giou_dn_4: 0.3970 (0.4095) loss_giou_dn_5: 0.3971 (0.4097) loss_vfl: 0.6350 (0.6526) loss_vfl_aux_0: 0.7645 (0.7477) loss_vfl_aux_1: 0.7163 (0.7031) loss_vfl_aux_2: 0.6609 (0.6779) loss_vfl_aux_3: 0.6580 (0.6643) loss_vfl_aux_4: 0.6487 (0.6567) loss_vfl_aux_5: 0.7484 (0.7371) loss_vfl_dn_0: 0.4473 (0.4445) loss_vfl_dn_1: 0.3837 (0.3788) loss_vfl_dn_2: 0.3650 (0.3630) loss_vfl_dn_3: 0.3595 (0.3559) loss_vfl_dn_4: 0.3582 (0.3534) loss_vfl_dn_5: 0.3574 (0.3527) time: 0.4829 data: 0.0144 max mem: 5654 Epoch: [63] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 15.3368 (15.2519) loss_bbox: 0.1420 (0.1467) loss_bbox_aux_0: 0.1564 (0.1585) loss_bbox_aux_1: 0.1495 (0.1512) loss_bbox_aux_2: 0.1429 (0.1488) loss_bbox_aux_3: 0.1423 (0.1472) loss_bbox_aux_4: 0.1421 (0.1467) loss_bbox_aux_5: 0.1857 (0.1934) loss_bbox_dn_0: 0.2310 (0.2515) loss_bbox_dn_1: 0.1733 (0.1830) loss_bbox_dn_2: 0.1604 (0.1629) loss_bbox_dn_3: 0.1580 (0.1572) loss_bbox_dn_4: 0.1569 (0.1558) loss_bbox_dn_5: 0.1569 (0.1558) loss_giou: 0.4706 (0.4605) loss_giou_aux_0: 0.4999 (0.4834) loss_giou_aux_1: 0.4839 (0.4703) loss_giou_aux_2: 0.4745 (0.4649) loss_giou_aux_3: 0.4695 (0.4619) loss_giou_aux_4: 0.4678 (0.4607) loss_giou_aux_5: 0.5523 (0.5447) loss_giou_dn_0: 0.5644 (0.5590) loss_giou_dn_1: 0.4589 (0.4510) loss_giou_dn_2: 0.4280 (0.4198) loss_giou_dn_3: 0.4195 (0.4115) loss_giou_dn_4: 0.4174 (0.4094) loss_giou_dn_5: 0.4179 (0.4096) loss_vfl: 0.6529 (0.6525) loss_vfl_aux_0: 0.7244 (0.7475) loss_vfl_aux_1: 0.6989 (0.7030) loss_vfl_aux_2: 0.6859 (0.6778) loss_vfl_aux_3: 0.6630 (0.6642) loss_vfl_aux_4: 0.6555 (0.6565) loss_vfl_aux_5: 0.7354 (0.7369) loss_vfl_dn_0: 0.4477 (0.4445) loss_vfl_dn_1: 0.3821 (0.3787) loss_vfl_dn_2: 0.3655 (0.3629) loss_vfl_dn_3: 0.3603 (0.3558) loss_vfl_dn_4: 0.3584 (0.3534) loss_vfl_dn_5: 0.3568 (0.3527) time: 0.4846 data: 0.0142 max mem: 5654 Epoch: [63] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 15.5421 (15.2498) loss_bbox: 0.1490 (0.1466) loss_bbox_aux_0: 0.1623 (0.1585) loss_bbox_aux_1: 0.1584 (0.1512) loss_bbox_aux_2: 0.1416 (0.1487) loss_bbox_aux_3: 0.1460 (0.1472) loss_bbox_aux_4: 0.1457 (0.1467) loss_bbox_aux_5: 0.2010 (0.1934) loss_bbox_dn_0: 0.2721 (0.2515) loss_bbox_dn_1: 0.1912 (0.1830) loss_bbox_dn_2: 0.1645 (0.1629) loss_bbox_dn_3: 0.1595 (0.1572) loss_bbox_dn_4: 0.1601 (0.1558) loss_bbox_dn_5: 0.1601 (0.1558) loss_giou: 0.4818 (0.4604) loss_giou_aux_0: 0.5117 (0.4834) loss_giou_aux_1: 0.4958 (0.4702) loss_giou_aux_2: 0.4918 (0.4648) loss_giou_aux_3: 0.4895 (0.4618) loss_giou_aux_4: 0.4820 (0.4606) loss_giou_aux_5: 0.5685 (0.5447) loss_giou_dn_0: 0.5777 (0.5589) loss_giou_dn_1: 0.4727 (0.4510) loss_giou_dn_2: 0.4407 (0.4198) loss_giou_dn_3: 0.4356 (0.4115) loss_giou_dn_4: 0.4331 (0.4094) loss_giou_dn_5: 0.4330 (0.4096) loss_vfl: 0.6373 (0.6524) loss_vfl_aux_0: 0.7212 (0.7473) loss_vfl_aux_1: 0.6667 (0.7029) loss_vfl_aux_2: 0.6611 (0.6777) loss_vfl_aux_3: 0.6254 (0.6641) loss_vfl_aux_4: 0.6472 (0.6564) loss_vfl_aux_5: 0.7093 (0.7367) loss_vfl_dn_0: 0.4503 (0.4444) loss_vfl_dn_1: 0.3861 (0.3787) loss_vfl_dn_2: 0.3663 (0.3629) loss_vfl_dn_3: 0.3616 (0.3558) loss_vfl_dn_4: 0.3606 (0.3533) loss_vfl_dn_5: 0.3597 (0.3526) time: 0.4754 data: 0.0140 max mem: 5654 Epoch: [63] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.2035 (15.2550) loss_bbox: 0.1471 (0.1467) loss_bbox_aux_0: 0.1602 (0.1586) loss_bbox_aux_1: 0.1462 (0.1513) loss_bbox_aux_2: 0.1550 (0.1488) loss_bbox_aux_3: 0.1451 (0.1473) loss_bbox_aux_4: 0.1529 (0.1468) loss_bbox_aux_5: 0.1857 (0.1935) loss_bbox_dn_0: 0.2569 (0.2517) loss_bbox_dn_1: 0.1757 (0.1831) loss_bbox_dn_2: 0.1465 (0.1630) loss_bbox_dn_3: 0.1451 (0.1573) loss_bbox_dn_4: 0.1422 (0.1559) loss_bbox_dn_5: 0.1422 (0.1560) loss_giou: 0.4669 (0.4607) loss_giou_aux_0: 0.4877 (0.4836) loss_giou_aux_1: 0.4853 (0.4705) loss_giou_aux_2: 0.4775 (0.4650) loss_giou_aux_3: 0.4714 (0.4621) loss_giou_aux_4: 0.4668 (0.4609) loss_giou_aux_5: 0.5677 (0.5449) loss_giou_dn_0: 0.5719 (0.5592) loss_giou_dn_1: 0.4662 (0.4512) loss_giou_dn_2: 0.4214 (0.4200) loss_giou_dn_3: 0.4140 (0.4117) loss_giou_dn_4: 0.4147 (0.4096) loss_giou_dn_5: 0.4160 (0.4098) loss_vfl: 0.6594 (0.6524) loss_vfl_aux_0: 0.7350 (0.7473) loss_vfl_aux_1: 0.6822 (0.7029) loss_vfl_aux_2: 0.6791 (0.6778) loss_vfl_aux_3: 0.6736 (0.6641) loss_vfl_aux_4: 0.6639 (0.6564) loss_vfl_aux_5: 0.7237 (0.7367) loss_vfl_dn_0: 0.4465 (0.4445) loss_vfl_dn_1: 0.3830 (0.3787) loss_vfl_dn_2: 0.3656 (0.3629) loss_vfl_dn_3: 0.3614 (0.3559) loss_vfl_dn_4: 0.3592 (0.3534) loss_vfl_dn_5: 0.3573 (0.3527) time: 0.4777 data: 0.0143 max mem: 5654 Epoch: [63] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 15.0769 (15.2537) loss_bbox: 0.1278 (0.1468) loss_bbox_aux_0: 0.1412 (0.1586) loss_bbox_aux_1: 0.1395 (0.1513) loss_bbox_aux_2: 0.1342 (0.1489) loss_bbox_aux_3: 0.1319 (0.1473) loss_bbox_aux_4: 0.1277 (0.1468) loss_bbox_aux_5: 0.1696 (0.1935) loss_bbox_dn_0: 0.2381 (0.2518) loss_bbox_dn_1: 0.1787 (0.1832) loss_bbox_dn_2: 0.1579 (0.1631) loss_bbox_dn_3: 0.1536 (0.1574) loss_bbox_dn_4: 0.1531 (0.1560) loss_bbox_dn_5: 0.1531 (0.1561) loss_giou: 0.4446 (0.4604) loss_giou_aux_0: 0.4495 (0.4834) loss_giou_aux_1: 0.4456 (0.4703) loss_giou_aux_2: 0.4364 (0.4648) loss_giou_aux_3: 0.4465 (0.4618) loss_giou_aux_4: 0.4465 (0.4606) loss_giou_aux_5: 0.5043 (0.5446) loss_giou_dn_0: 0.5285 (0.5589) loss_giou_dn_1: 0.4324 (0.4510) loss_giou_dn_2: 0.4086 (0.4198) loss_giou_dn_3: 0.4000 (0.4115) loss_giou_dn_4: 0.4011 (0.4094) loss_giou_dn_5: 0.4013 (0.4096) loss_vfl: 0.6374 (0.6525) loss_vfl_aux_0: 0.7305 (0.7476) loss_vfl_aux_1: 0.6686 (0.7030) loss_vfl_aux_2: 0.6684 (0.6780) loss_vfl_aux_3: 0.6462 (0.6643) loss_vfl_aux_4: 0.6325 (0.6566) loss_vfl_aux_5: 0.7097 (0.7369) loss_vfl_dn_0: 0.4372 (0.4445) loss_vfl_dn_1: 0.3702 (0.3787) loss_vfl_dn_2: 0.3614 (0.3629) loss_vfl_dn_3: 0.3540 (0.3558) loss_vfl_dn_4: 0.3484 (0.3534) loss_vfl_dn_5: 0.3467 (0.3527) time: 0.4746 data: 0.0140 max mem: 5654 Epoch: [63] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 14.8890 (15.2494) loss_bbox: 0.1332 (0.1468) loss_bbox_aux_0: 0.1516 (0.1586) loss_bbox_aux_1: 0.1322 (0.1514) loss_bbox_aux_2: 0.1380 (0.1489) loss_bbox_aux_3: 0.1352 (0.1473) loss_bbox_aux_4: 0.1325 (0.1468) loss_bbox_aux_5: 0.1850 (0.1936) loss_bbox_dn_0: 0.2287 (0.2517) loss_bbox_dn_1: 0.1649 (0.1832) loss_bbox_dn_2: 0.1510 (0.1630) loss_bbox_dn_3: 0.1443 (0.1573) loss_bbox_dn_4: 0.1423 (0.1560) loss_bbox_dn_5: 0.1424 (0.1560) loss_giou: 0.4476 (0.4603) loss_giou_aux_0: 0.4618 (0.4832) loss_giou_aux_1: 0.4426 (0.4701) loss_giou_aux_2: 0.4405 (0.4647) loss_giou_aux_3: 0.4455 (0.4617) loss_giou_aux_4: 0.4473 (0.4605) loss_giou_aux_5: 0.5266 (0.5445) loss_giou_dn_0: 0.5360 (0.5587) loss_giou_dn_1: 0.4345 (0.4508) loss_giou_dn_2: 0.4030 (0.4196) loss_giou_dn_3: 0.3948 (0.4113) loss_giou_dn_4: 0.3950 (0.4092) loss_giou_dn_5: 0.3956 (0.4094) loss_vfl: 0.6281 (0.6523) loss_vfl_aux_0: 0.7340 (0.7474) loss_vfl_aux_1: 0.6869 (0.7027) loss_vfl_aux_2: 0.6469 (0.6777) loss_vfl_aux_3: 0.6473 (0.6640) loss_vfl_aux_4: 0.6383 (0.6564) loss_vfl_aux_5: 0.7059 (0.7367) loss_vfl_dn_0: 0.4464 (0.4445) loss_vfl_dn_1: 0.3784 (0.3787) loss_vfl_dn_2: 0.3617 (0.3628) loss_vfl_dn_3: 0.3559 (0.3558) loss_vfl_dn_4: 0.3499 (0.3533) loss_vfl_dn_5: 0.3501 (0.3526) time: 0.4851 data: 0.0139 max mem: 5654 Epoch: [63] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.5063 (15.2473) loss_bbox: 0.1467 (0.1468) loss_bbox_aux_0: 0.1494 (0.1586) loss_bbox_aux_1: 0.1475 (0.1513) loss_bbox_aux_2: 0.1446 (0.1489) loss_bbox_aux_3: 0.1433 (0.1473) loss_bbox_aux_4: 0.1464 (0.1468) loss_bbox_aux_5: 0.1773 (0.1936) loss_bbox_dn_0: 0.2447 (0.2518) loss_bbox_dn_1: 0.1811 (0.1832) loss_bbox_dn_2: 0.1595 (0.1631) loss_bbox_dn_3: 0.1507 (0.1574) loss_bbox_dn_4: 0.1486 (0.1560) loss_bbox_dn_5: 0.1486 (0.1560) loss_giou: 0.4451 (0.4601) loss_giou_aux_0: 0.4528 (0.4829) loss_giou_aux_1: 0.4514 (0.4699) loss_giou_aux_2: 0.4462 (0.4644) loss_giou_aux_3: 0.4457 (0.4615) loss_giou_aux_4: 0.4448 (0.4603) loss_giou_aux_5: 0.5243 (0.5442) loss_giou_dn_0: 0.5430 (0.5586) loss_giou_dn_1: 0.4300 (0.4506) loss_giou_dn_2: 0.4105 (0.4194) loss_giou_dn_3: 0.3986 (0.4111) loss_giou_dn_4: 0.3968 (0.4090) loss_giou_dn_5: 0.3977 (0.4092) loss_vfl: 0.6546 (0.6524) loss_vfl_aux_0: 0.7521 (0.7475) loss_vfl_aux_1: 0.7057 (0.7028) loss_vfl_aux_2: 0.6800 (0.6778) loss_vfl_aux_3: 0.6582 (0.6641) loss_vfl_aux_4: 0.6604 (0.6564) loss_vfl_aux_5: 0.7188 (0.7368) loss_vfl_dn_0: 0.4445 (0.4444) loss_vfl_dn_1: 0.3816 (0.3787) loss_vfl_dn_2: 0.3647 (0.3628) loss_vfl_dn_3: 0.3571 (0.3557) loss_vfl_dn_4: 0.3564 (0.3533) loss_vfl_dn_5: 0.3556 (0.3526) time: 0.4928 data: 0.0142 max mem: 5654 Epoch: [63] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.1279 (15.2503) loss_bbox: 0.1453 (0.1467) loss_bbox_aux_0: 0.1490 (0.1586) loss_bbox_aux_1: 0.1517 (0.1513) loss_bbox_aux_2: 0.1423 (0.1488) loss_bbox_aux_3: 0.1397 (0.1473) loss_bbox_aux_4: 0.1450 (0.1468) loss_bbox_aux_5: 0.1774 (0.1935) loss_bbox_dn_0: 0.2252 (0.2518) loss_bbox_dn_1: 0.1628 (0.1832) loss_bbox_dn_2: 0.1481 (0.1630) loss_bbox_dn_3: 0.1445 (0.1573) loss_bbox_dn_4: 0.1413 (0.1559) loss_bbox_dn_5: 0.1413 (0.1560) loss_giou: 0.4823 (0.4605) loss_giou_aux_0: 0.5069 (0.4832) loss_giou_aux_1: 0.5061 (0.4703) loss_giou_aux_2: 0.4919 (0.4648) loss_giou_aux_3: 0.4831 (0.4618) loss_giou_aux_4: 0.4822 (0.4606) loss_giou_aux_5: 0.5608 (0.5445) loss_giou_dn_0: 0.5670 (0.5588) loss_giou_dn_1: 0.4610 (0.4508) loss_giou_dn_2: 0.4310 (0.4196) loss_giou_dn_3: 0.4203 (0.4113) loss_giou_dn_4: 0.4184 (0.4092) loss_giou_dn_5: 0.4191 (0.4094) loss_vfl: 0.6320 (0.6524) loss_vfl_aux_0: 0.7253 (0.7475) loss_vfl_aux_1: 0.6662 (0.7027) loss_vfl_aux_2: 0.6492 (0.6778) loss_vfl_aux_3: 0.6342 (0.6641) loss_vfl_aux_4: 0.6282 (0.6564) loss_vfl_aux_5: 0.7074 (0.7367) loss_vfl_dn_0: 0.4357 (0.4444) loss_vfl_dn_1: 0.3766 (0.3787) loss_vfl_dn_2: 0.3636 (0.3629) loss_vfl_dn_3: 0.3563 (0.3558) loss_vfl_dn_4: 0.3556 (0.3533) loss_vfl_dn_5: 0.3551 (0.3526) time: 0.4797 data: 0.0139 max mem: 5654 Epoch: [63] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.2727 (15.2500) loss_bbox: 0.1546 (0.1467) loss_bbox_aux_0: 0.1518 (0.1586) loss_bbox_aux_1: 0.1602 (0.1513) loss_bbox_aux_2: 0.1556 (0.1488) loss_bbox_aux_3: 0.1551 (0.1473) loss_bbox_aux_4: 0.1543 (0.1468) loss_bbox_aux_5: 0.1850 (0.1935) loss_bbox_dn_0: 0.2327 (0.2517) loss_bbox_dn_1: 0.1676 (0.1831) loss_bbox_dn_2: 0.1458 (0.1630) loss_bbox_dn_3: 0.1412 (0.1573) loss_bbox_dn_4: 0.1413 (0.1559) loss_bbox_dn_5: 0.1413 (0.1559) loss_giou: 0.4330 (0.4605) loss_giou_aux_0: 0.4585 (0.4832) loss_giou_aux_1: 0.4433 (0.4703) loss_giou_aux_2: 0.4458 (0.4648) loss_giou_aux_3: 0.4380 (0.4619) loss_giou_aux_4: 0.4313 (0.4607) loss_giou_aux_5: 0.5011 (0.5445) loss_giou_dn_0: 0.5365 (0.5588) loss_giou_dn_1: 0.4360 (0.4509) loss_giou_dn_2: 0.4097 (0.4197) loss_giou_dn_3: 0.4019 (0.4114) loss_giou_dn_4: 0.4025 (0.4093) loss_giou_dn_5: 0.4027 (0.4095) loss_vfl: 0.6625 (0.6523) loss_vfl_aux_0: 0.7527 (0.7473) loss_vfl_aux_1: 0.7276 (0.7027) loss_vfl_aux_2: 0.7008 (0.6777) loss_vfl_aux_3: 0.6861 (0.6640) loss_vfl_aux_4: 0.6705 (0.6563) loss_vfl_aux_5: 0.7712 (0.7366) loss_vfl_dn_0: 0.4469 (0.4444) loss_vfl_dn_1: 0.3865 (0.3787) loss_vfl_dn_2: 0.3752 (0.3629) loss_vfl_dn_3: 0.3673 (0.3558) loss_vfl_dn_4: 0.3646 (0.3533) loss_vfl_dn_5: 0.3639 (0.3526) time: 0.4874 data: 0.0140 max mem: 5654 Epoch: [63] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.4198 (15.2503) loss_bbox: 0.1353 (0.1466) loss_bbox_aux_0: 0.1482 (0.1585) loss_bbox_aux_1: 0.1414 (0.1513) loss_bbox_aux_2: 0.1364 (0.1488) loss_bbox_aux_3: 0.1362 (0.1472) loss_bbox_aux_4: 0.1353 (0.1467) loss_bbox_aux_5: 0.1769 (0.1934) loss_bbox_dn_0: 0.2433 (0.2516) loss_bbox_dn_1: 0.1744 (0.1831) loss_bbox_dn_2: 0.1537 (0.1630) loss_bbox_dn_3: 0.1510 (0.1573) loss_bbox_dn_4: 0.1479 (0.1559) loss_bbox_dn_5: 0.1479 (0.1559) loss_giou: 0.4591 (0.4606) loss_giou_aux_0: 0.4682 (0.4833) loss_giou_aux_1: 0.4582 (0.4703) loss_giou_aux_2: 0.4617 (0.4649) loss_giou_aux_3: 0.4655 (0.4620) loss_giou_aux_4: 0.4627 (0.4608) loss_giou_aux_5: 0.5234 (0.5446) loss_giou_dn_0: 0.5675 (0.5589) loss_giou_dn_1: 0.4597 (0.4509) loss_giou_dn_2: 0.4249 (0.4197) loss_giou_dn_3: 0.4169 (0.4114) loss_giou_dn_4: 0.4165 (0.4094) loss_giou_dn_5: 0.4166 (0.4096) loss_vfl: 0.6407 (0.6523) loss_vfl_aux_0: 0.7184 (0.7474) loss_vfl_aux_1: 0.6806 (0.7027) loss_vfl_aux_2: 0.6594 (0.6777) loss_vfl_aux_3: 0.6477 (0.6640) loss_vfl_aux_4: 0.6476 (0.6563) loss_vfl_aux_5: 0.7185 (0.7366) loss_vfl_dn_0: 0.4425 (0.4444) loss_vfl_dn_1: 0.3781 (0.3787) loss_vfl_dn_2: 0.3616 (0.3629) loss_vfl_dn_3: 0.3552 (0.3558) loss_vfl_dn_4: 0.3549 (0.3534) loss_vfl_dn_5: 0.3538 (0.3527) time: 0.4858 data: 0.0141 max mem: 5654 Epoch: [63] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.2610 (15.2506) loss_bbox: 0.1442 (0.1466) loss_bbox_aux_0: 0.1565 (0.1584) loss_bbox_aux_1: 0.1498 (0.1512) loss_bbox_aux_2: 0.1479 (0.1488) loss_bbox_aux_3: 0.1443 (0.1472) loss_bbox_aux_4: 0.1459 (0.1467) loss_bbox_aux_5: 0.1905 (0.1934) loss_bbox_dn_0: 0.2501 (0.2516) loss_bbox_dn_1: 0.1933 (0.1830) loss_bbox_dn_2: 0.1709 (0.1629) loss_bbox_dn_3: 0.1650 (0.1572) loss_bbox_dn_4: 0.1675 (0.1559) loss_bbox_dn_5: 0.1675 (0.1559) loss_giou: 0.4219 (0.4606) loss_giou_aux_0: 0.4355 (0.4832) loss_giou_aux_1: 0.4114 (0.4703) loss_giou_aux_2: 0.4050 (0.4649) loss_giou_aux_3: 0.4250 (0.4619) loss_giou_aux_4: 0.4178 (0.4607) loss_giou_aux_5: 0.5054 (0.5446) loss_giou_dn_0: 0.5331 (0.5589) loss_giou_dn_1: 0.4149 (0.4509) loss_giou_dn_2: 0.3850 (0.4197) loss_giou_dn_3: 0.3796 (0.4114) loss_giou_dn_4: 0.3802 (0.4093) loss_giou_dn_5: 0.3805 (0.4095) loss_vfl: 0.6473 (0.6524) loss_vfl_aux_0: 0.7505 (0.7475) loss_vfl_aux_1: 0.7105 (0.7028) loss_vfl_aux_2: 0.6762 (0.6778) loss_vfl_aux_3: 0.6581 (0.6641) loss_vfl_aux_4: 0.6496 (0.6564) loss_vfl_aux_5: 0.7305 (0.7368) loss_vfl_dn_0: 0.4411 (0.4444) loss_vfl_dn_1: 0.3779 (0.3787) loss_vfl_dn_2: 0.3600 (0.3629) loss_vfl_dn_3: 0.3505 (0.3558) loss_vfl_dn_4: 0.3492 (0.3533) loss_vfl_dn_5: 0.3481 (0.3526) time: 0.4707 data: 0.0142 max mem: 5654 Epoch: [63] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.6724 (15.2517) loss_bbox: 0.1533 (0.1466) loss_bbox_aux_0: 0.1604 (0.1584) loss_bbox_aux_1: 0.1563 (0.1512) loss_bbox_aux_2: 0.1524 (0.1487) loss_bbox_aux_3: 0.1575 (0.1472) loss_bbox_aux_4: 0.1533 (0.1467) loss_bbox_aux_5: 0.1916 (0.1933) loss_bbox_dn_0: 0.2593 (0.2516) loss_bbox_dn_1: 0.1774 (0.1830) loss_bbox_dn_2: 0.1540 (0.1629) loss_bbox_dn_3: 0.1537 (0.1572) loss_bbox_dn_4: 0.1527 (0.1558) loss_bbox_dn_5: 0.1527 (0.1559) loss_giou: 0.4737 (0.4606) loss_giou_aux_0: 0.4891 (0.4832) loss_giou_aux_1: 0.4651 (0.4702) loss_giou_aux_2: 0.4651 (0.4648) loss_giou_aux_3: 0.4786 (0.4619) loss_giou_aux_4: 0.4682 (0.4607) loss_giou_aux_5: 0.5362 (0.5445) loss_giou_dn_0: 0.5703 (0.5589) loss_giou_dn_1: 0.4659 (0.4509) loss_giou_dn_2: 0.4368 (0.4197) loss_giou_dn_3: 0.4345 (0.4114) loss_giou_dn_4: 0.4357 (0.4094) loss_giou_dn_5: 0.4357 (0.4096) loss_vfl: 0.6393 (0.6526) loss_vfl_aux_0: 0.7419 (0.7478) loss_vfl_aux_1: 0.7049 (0.7031) loss_vfl_aux_2: 0.6730 (0.6781) loss_vfl_aux_3: 0.6618 (0.6643) loss_vfl_aux_4: 0.6483 (0.6566) loss_vfl_aux_5: 0.7472 (0.7371) loss_vfl_dn_0: 0.4428 (0.4444) loss_vfl_dn_1: 0.3787 (0.3787) loss_vfl_dn_2: 0.3617 (0.3629) loss_vfl_dn_3: 0.3556 (0.3558) loss_vfl_dn_4: 0.3530 (0.3533) loss_vfl_dn_5: 0.3527 (0.3526) time: 0.4768 data: 0.0153 max mem: 5654 Epoch: [63] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.0578 (15.2506) loss_bbox: 0.1535 (0.1466) loss_bbox_aux_0: 0.1604 (0.1584) loss_bbox_aux_1: 0.1588 (0.1513) loss_bbox_aux_2: 0.1528 (0.1488) loss_bbox_aux_3: 0.1557 (0.1472) loss_bbox_aux_4: 0.1535 (0.1467) loss_bbox_aux_5: 0.1926 (0.1933) loss_bbox_dn_0: 0.2408 (0.2516) loss_bbox_dn_1: 0.1772 (0.1830) loss_bbox_dn_2: 0.1601 (0.1629) loss_bbox_dn_3: 0.1524 (0.1572) loss_bbox_dn_4: 0.1496 (0.1558) loss_bbox_dn_5: 0.1513 (0.1559) loss_giou: 0.4299 (0.4606) loss_giou_aux_0: 0.4623 (0.4832) loss_giou_aux_1: 0.4600 (0.4702) loss_giou_aux_2: 0.4494 (0.4648) loss_giou_aux_3: 0.4412 (0.4619) loss_giou_aux_4: 0.4321 (0.4607) loss_giou_aux_5: 0.5365 (0.5444) loss_giou_dn_0: 0.5536 (0.5589) loss_giou_dn_1: 0.4398 (0.4509) loss_giou_dn_2: 0.4080 (0.4197) loss_giou_dn_3: 0.3971 (0.4114) loss_giou_dn_4: 0.3962 (0.4093) loss_giou_dn_5: 0.3963 (0.4095) loss_vfl: 0.6235 (0.6525) loss_vfl_aux_0: 0.6937 (0.7477) loss_vfl_aux_1: 0.6501 (0.7030) loss_vfl_aux_2: 0.6409 (0.6779) loss_vfl_aux_3: 0.6417 (0.6642) loss_vfl_aux_4: 0.6284 (0.6565) loss_vfl_aux_5: 0.6874 (0.7371) loss_vfl_dn_0: 0.4471 (0.4444) loss_vfl_dn_1: 0.3802 (0.3787) loss_vfl_dn_2: 0.3608 (0.3628) loss_vfl_dn_3: 0.3544 (0.3558) loss_vfl_dn_4: 0.3512 (0.3533) loss_vfl_dn_5: 0.3510 (0.3526) time: 0.4730 data: 0.0140 max mem: 5654 Epoch: [63] Total time: 1:00:37 (0.4920 s / it) Averaged stats: lr: 0.000010 loss: 15.0578 (15.2506) loss_bbox: 0.1535 (0.1466) loss_bbox_aux_0: 0.1604 (0.1584) loss_bbox_aux_1: 0.1588 (0.1513) loss_bbox_aux_2: 0.1528 (0.1488) loss_bbox_aux_3: 0.1557 (0.1472) loss_bbox_aux_4: 0.1535 (0.1467) loss_bbox_aux_5: 0.1926 (0.1933) loss_bbox_dn_0: 0.2408 (0.2516) loss_bbox_dn_1: 0.1772 (0.1830) loss_bbox_dn_2: 0.1601 (0.1629) loss_bbox_dn_3: 0.1524 (0.1572) loss_bbox_dn_4: 0.1496 (0.1558) loss_bbox_dn_5: 0.1513 (0.1559) loss_giou: 0.4299 (0.4606) loss_giou_aux_0: 0.4623 (0.4832) loss_giou_aux_1: 0.4600 (0.4702) loss_giou_aux_2: 0.4494 (0.4648) loss_giou_aux_3: 0.4412 (0.4619) loss_giou_aux_4: 0.4321 (0.4607) loss_giou_aux_5: 0.5365 (0.5444) loss_giou_dn_0: 0.5536 (0.5589) loss_giou_dn_1: 0.4398 (0.4509) loss_giou_dn_2: 0.4080 (0.4197) loss_giou_dn_3: 0.3971 (0.4114) loss_giou_dn_4: 0.3962 (0.4093) loss_giou_dn_5: 0.3963 (0.4095) loss_vfl: 0.6235 (0.6525) loss_vfl_aux_0: 0.6937 (0.7477) loss_vfl_aux_1: 0.6501 (0.7030) loss_vfl_aux_2: 0.6409 (0.6779) loss_vfl_aux_3: 0.6417 (0.6642) loss_vfl_aux_4: 0.6284 (0.6565) loss_vfl_aux_5: 0.6874 (0.7371) loss_vfl_dn_0: 0.4471 (0.4444) loss_vfl_dn_1: 0.3802 (0.3787) loss_vfl_dn_2: 0.3608 (0.3628) loss_vfl_dn_3: 0.3544 (0.3558) loss_vfl_dn_4: 0.3512 (0.3533) loss_vfl_dn_5: 0.3510 (0.3526) Test: [ 0/157] eta: 0:04:47 time: 1.8341 data: 1.4090 max mem: 5654 Test: [ 10/157] eta: 0:01:18 time: 0.5332 data: 0.1508 max mem: 5654 Test: [ 20/157] eta: 0:01:50 time: 0.7580 data: 0.0255 max mem: 5654 Test: [ 30/157] eta: 0:01:25 time: 0.7502 data: 0.0262 max mem: 5654 Test: [ 40/157] eta: 0:01:10 time: 0.3902 data: 0.0264 max mem: 5654 Test: [ 50/157] eta: 0:01:00 time: 0.3963 data: 0.0267 max mem: 5654 Test: [ 60/157] eta: 0:00:52 time: 0.4006 data: 0.0268 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3943 data: 0.0266 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3980 data: 0.0267 max mem: 5654 Test: [ 90/157] eta: 0:00:33 time: 0.4097 data: 0.0274 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3990 data: 0.0275 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3967 data: 0.0267 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3948 data: 0.0271 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3900 data: 0.0267 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6831 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6683 data: 0.0262 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3615 data: 0.0248 max mem: 5654 Test: Total time: 0:01:16 (0.4874 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.35s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [64] [ 0/7393] eta: 1 day, 3:05:03 lr: 0.000010 loss: 17.1957 (17.1957) loss_bbox: 0.1737 (0.1737) loss_bbox_aux_0: 0.1859 (0.1859) loss_bbox_aux_1: 0.1727 (0.1727) loss_bbox_aux_2: 0.1825 (0.1825) loss_bbox_aux_3: 0.1736 (0.1736) loss_bbox_aux_4: 0.1738 (0.1738) loss_bbox_aux_5: 0.2074 (0.2074) loss_bbox_dn_0: 0.2135 (0.2135) loss_bbox_dn_1: 0.1729 (0.1729) loss_bbox_dn_2: 0.1599 (0.1599) loss_bbox_dn_3: 0.1552 (0.1552) loss_bbox_dn_4: 0.1549 (0.1549) loss_bbox_dn_5: 0.1548 (0.1548) loss_giou: 0.5410 (0.5410) loss_giou_aux_0: 0.5394 (0.5394) loss_giou_aux_1: 0.5337 (0.5337) loss_giou_aux_2: 0.5439 (0.5439) loss_giou_aux_3: 0.5414 (0.5414) loss_giou_aux_4: 0.5413 (0.5413) loss_giou_aux_5: 0.6194 (0.6194) loss_giou_dn_0: 0.6690 (0.6690) loss_giou_dn_1: 0.5652 (0.5652) loss_giou_dn_2: 0.5342 (0.5342) loss_giou_dn_3: 0.5232 (0.5232) loss_giou_dn_4: 0.5203 (0.5203) loss_giou_dn_5: 0.5203 (0.5203) loss_vfl: 0.7097 (0.7097) loss_vfl_aux_0: 0.8088 (0.8088) loss_vfl_aux_1: 0.7839 (0.7839) loss_vfl_aux_2: 0.7405 (0.7405) loss_vfl_aux_3: 0.7298 (0.7298) loss_vfl_aux_4: 0.7108 (0.7108) loss_vfl_aux_5: 0.7420 (0.7420) loss_vfl_dn_0: 0.4717 (0.4717) loss_vfl_dn_1: 0.4184 (0.4184) loss_vfl_dn_2: 0.4030 (0.4030) loss_vfl_dn_3: 0.4030 (0.4030) loss_vfl_dn_4: 0.4010 (0.4010) loss_vfl_dn_5: 0.4001 (0.4001) time: 13.1886 data: 3.6568 max mem: 5654 Epoch: [64] [ 100/7393] eta: 1:13:40 lr: 0.000010 loss: 15.5768 (15.3773) loss_bbox: 0.1372 (0.1473) loss_bbox_aux_0: 0.1439 (0.1565) loss_bbox_aux_1: 0.1408 (0.1514) loss_bbox_aux_2: 0.1398 (0.1481) loss_bbox_aux_3: 0.1396 (0.1466) loss_bbox_aux_4: 0.1360 (0.1477) loss_bbox_aux_5: 0.1665 (0.1892) loss_bbox_dn_0: 0.2017 (0.2500) loss_bbox_dn_1: 0.1675 (0.1824) loss_bbox_dn_2: 0.1372 (0.1622) loss_bbox_dn_3: 0.1350 (0.1567) loss_bbox_dn_4: 0.1372 (0.1554) loss_bbox_dn_5: 0.1372 (0.1554) loss_giou: 0.4946 (0.4778) loss_giou_aux_0: 0.5271 (0.4998) loss_giou_aux_1: 0.5084 (0.4883) loss_giou_aux_2: 0.4987 (0.4819) loss_giou_aux_3: 0.5002 (0.4783) loss_giou_aux_4: 0.4945 (0.4783) loss_giou_aux_5: 0.5729 (0.5571) loss_giou_dn_0: 0.5702 (0.5741) loss_giou_dn_1: 0.4538 (0.4651) loss_giou_dn_2: 0.4321 (0.4332) loss_giou_dn_3: 0.4275 (0.4250) loss_giou_dn_4: 0.4230 (0.4231) loss_giou_dn_5: 0.4226 (0.4234) loss_vfl: 0.6537 (0.6399) loss_vfl_aux_0: 0.7479 (0.7403) loss_vfl_aux_1: 0.6844 (0.6880) loss_vfl_aux_2: 0.6706 (0.6681) loss_vfl_aux_3: 0.6624 (0.6538) loss_vfl_aux_4: 0.6557 (0.6422) loss_vfl_aux_5: 0.7343 (0.7304) loss_vfl_dn_0: 0.4477 (0.4435) loss_vfl_dn_1: 0.3901 (0.3805) loss_vfl_dn_2: 0.3728 (0.3655) loss_vfl_dn_3: 0.3701 (0.3588) loss_vfl_dn_4: 0.3668 (0.3563) loss_vfl_dn_5: 0.3640 (0.3555) time: 0.4764 data: 0.0145 max mem: 5654 Epoch: [64] [ 200/7393] eta: 1:05:04 lr: 0.000010 loss: 14.8971 (15.2515) loss_bbox: 0.1501 (0.1467) loss_bbox_aux_0: 0.1533 (0.1575) loss_bbox_aux_1: 0.1484 (0.1513) loss_bbox_aux_2: 0.1484 (0.1485) loss_bbox_aux_3: 0.1450 (0.1469) loss_bbox_aux_4: 0.1471 (0.1468) loss_bbox_aux_5: 0.1831 (0.1915) loss_bbox_dn_0: 0.2525 (0.2499) loss_bbox_dn_1: 0.1797 (0.1822) loss_bbox_dn_2: 0.1551 (0.1626) loss_bbox_dn_3: 0.1520 (0.1569) loss_bbox_dn_4: 0.1494 (0.1557) loss_bbox_dn_5: 0.1495 (0.1557) loss_giou: 0.4798 (0.4710) loss_giou_aux_0: 0.5029 (0.4920) loss_giou_aux_1: 0.4823 (0.4807) loss_giou_aux_2: 0.4832 (0.4749) loss_giou_aux_3: 0.4798 (0.4716) loss_giou_aux_4: 0.4802 (0.4710) loss_giou_aux_5: 0.5246 (0.5507) loss_giou_dn_0: 0.5403 (0.5643) loss_giou_dn_1: 0.4246 (0.4560) loss_giou_dn_2: 0.3985 (0.4245) loss_giou_dn_3: 0.3895 (0.4163) loss_giou_dn_4: 0.3836 (0.4144) loss_giou_dn_5: 0.3835 (0.4146) loss_vfl: 0.6580 (0.6387) loss_vfl_aux_0: 0.7298 (0.7380) loss_vfl_aux_1: 0.6962 (0.6893) loss_vfl_aux_2: 0.6756 (0.6655) loss_vfl_aux_3: 0.6706 (0.6524) loss_vfl_aux_4: 0.6574 (0.6432) loss_vfl_aux_5: 0.7273 (0.7287) loss_vfl_dn_0: 0.4396 (0.4415) loss_vfl_dn_1: 0.3697 (0.3776) loss_vfl_dn_2: 0.3534 (0.3620) loss_vfl_dn_3: 0.3450 (0.3555) loss_vfl_dn_4: 0.3411 (0.3529) loss_vfl_dn_5: 0.3402 (0.3522) time: 0.4807 data: 0.0138 max mem: 5654 Epoch: [64] [ 300/7393] eta: 1:01:49 lr: 0.000010 loss: 14.7330 (15.1670) loss_bbox: 0.1322 (0.1463) loss_bbox_aux_0: 0.1538 (0.1578) loss_bbox_aux_1: 0.1427 (0.1516) loss_bbox_aux_2: 0.1422 (0.1486) loss_bbox_aux_3: 0.1428 (0.1465) loss_bbox_aux_4: 0.1313 (0.1464) loss_bbox_aux_5: 0.1853 (0.1916) loss_bbox_dn_0: 0.2325 (0.2507) loss_bbox_dn_1: 0.1643 (0.1826) loss_bbox_dn_2: 0.1455 (0.1624) loss_bbox_dn_3: 0.1406 (0.1568) loss_bbox_dn_4: 0.1398 (0.1555) loss_bbox_dn_5: 0.1398 (0.1555) loss_giou: 0.4120 (0.4610) loss_giou_aux_0: 0.4386 (0.4833) loss_giou_aux_1: 0.4315 (0.4719) loss_giou_aux_2: 0.4159 (0.4656) loss_giou_aux_3: 0.4167 (0.4618) loss_giou_aux_4: 0.4121 (0.4614) loss_giou_aux_5: 0.5182 (0.5410) loss_giou_dn_0: 0.5323 (0.5575) loss_giou_dn_1: 0.4219 (0.4494) loss_giou_dn_2: 0.3959 (0.4183) loss_giou_dn_3: 0.3810 (0.4102) loss_giou_dn_4: 0.3775 (0.4081) loss_giou_dn_5: 0.3774 (0.4083) loss_vfl: 0.6433 (0.6422) loss_vfl_aux_0: 0.7382 (0.7419) loss_vfl_aux_1: 0.6691 (0.6909) loss_vfl_aux_2: 0.6667 (0.6680) loss_vfl_aux_3: 0.6497 (0.6554) loss_vfl_aux_4: 0.6475 (0.6461) loss_vfl_aux_5: 0.7238 (0.7338) loss_vfl_dn_0: 0.4463 (0.4421) loss_vfl_dn_1: 0.3807 (0.3770) loss_vfl_dn_2: 0.3644 (0.3614) loss_vfl_dn_3: 0.3567 (0.3546) loss_vfl_dn_4: 0.3557 (0.3521) loss_vfl_dn_5: 0.3537 (0.3514) time: 0.4754 data: 0.0139 max mem: 5654 Epoch: [64] [ 400/7393] eta: 0:59:51 lr: 0.000010 loss: 15.4205 (15.2183) loss_bbox: 0.1368 (0.1466) loss_bbox_aux_0: 0.1498 (0.1577) loss_bbox_aux_1: 0.1393 (0.1515) loss_bbox_aux_2: 0.1415 (0.1489) loss_bbox_aux_3: 0.1332 (0.1469) loss_bbox_aux_4: 0.1364 (0.1466) loss_bbox_aux_5: 0.1768 (0.1914) loss_bbox_dn_0: 0.2193 (0.2480) loss_bbox_dn_1: 0.1545 (0.1808) loss_bbox_dn_2: 0.1352 (0.1613) loss_bbox_dn_3: 0.1321 (0.1557) loss_bbox_dn_4: 0.1340 (0.1545) loss_bbox_dn_5: 0.1343 (0.1545) loss_giou: 0.4887 (0.4659) loss_giou_aux_0: 0.5140 (0.4873) loss_giou_aux_1: 0.4988 (0.4763) loss_giou_aux_2: 0.4970 (0.4708) loss_giou_aux_3: 0.4857 (0.4669) loss_giou_aux_4: 0.4907 (0.4663) loss_giou_aux_5: 0.5759 (0.5464) loss_giou_dn_0: 0.5843 (0.5613) loss_giou_dn_1: 0.4716 (0.4528) loss_giou_dn_2: 0.4435 (0.4216) loss_giou_dn_3: 0.4326 (0.4135) loss_giou_dn_4: 0.4315 (0.4115) loss_giou_dn_5: 0.4315 (0.4117) loss_vfl: 0.6655 (0.6423) loss_vfl_aux_0: 0.7524 (0.7422) loss_vfl_aux_1: 0.7031 (0.6928) loss_vfl_aux_2: 0.6874 (0.6677) loss_vfl_aux_3: 0.6871 (0.6557) loss_vfl_aux_4: 0.6715 (0.6465) loss_vfl_aux_5: 0.7238 (0.7312) loss_vfl_dn_0: 0.4461 (0.4423) loss_vfl_dn_1: 0.3850 (0.3776) loss_vfl_dn_2: 0.3688 (0.3624) loss_vfl_dn_3: 0.3665 (0.3556) loss_vfl_dn_4: 0.3630 (0.3530) loss_vfl_dn_5: 0.3628 (0.3523) time: 0.4925 data: 0.0140 max mem: 5654 Epoch: [64] [ 500/7393] eta: 0:58:22 lr: 0.000010 loss: 15.0917 (15.2082) loss_bbox: 0.1479 (0.1461) loss_bbox_aux_0: 0.1554 (0.1581) loss_bbox_aux_1: 0.1519 (0.1515) loss_bbox_aux_2: 0.1574 (0.1490) loss_bbox_aux_3: 0.1537 (0.1466) loss_bbox_aux_4: 0.1479 (0.1462) loss_bbox_aux_5: 0.1812 (0.1913) loss_bbox_dn_0: 0.2497 (0.2481) loss_bbox_dn_1: 0.1794 (0.1809) loss_bbox_dn_2: 0.1590 (0.1612) loss_bbox_dn_3: 0.1497 (0.1556) loss_bbox_dn_4: 0.1481 (0.1543) loss_bbox_dn_5: 0.1481 (0.1543) loss_giou: 0.4377 (0.4651) loss_giou_aux_0: 0.4616 (0.4871) loss_giou_aux_1: 0.4464 (0.4753) loss_giou_aux_2: 0.4431 (0.4704) loss_giou_aux_3: 0.4325 (0.4663) loss_giou_aux_4: 0.4332 (0.4654) loss_giou_aux_5: 0.5092 (0.5464) loss_giou_dn_0: 0.5471 (0.5605) loss_giou_dn_1: 0.4326 (0.4519) loss_giou_dn_2: 0.4032 (0.4207) loss_giou_dn_3: 0.3952 (0.4125) loss_giou_dn_4: 0.3905 (0.4104) loss_giou_dn_5: 0.3905 (0.4106) loss_vfl: 0.6666 (0.6435) loss_vfl_aux_0: 0.7563 (0.7407) loss_vfl_aux_1: 0.7070 (0.6925) loss_vfl_aux_2: 0.6816 (0.6668) loss_vfl_aux_3: 0.6620 (0.6557) loss_vfl_aux_4: 0.6549 (0.6475) loss_vfl_aux_5: 0.7451 (0.7303) loss_vfl_dn_0: 0.4450 (0.4426) loss_vfl_dn_1: 0.3809 (0.3781) loss_vfl_dn_2: 0.3663 (0.3628) loss_vfl_dn_3: 0.3573 (0.3559) loss_vfl_dn_4: 0.3561 (0.3535) loss_vfl_dn_5: 0.3534 (0.3527) time: 0.4863 data: 0.0137 max mem: 5654 Epoch: [64] [ 600/7393] eta: 0:57:05 lr: 0.000010 loss: 14.9003 (15.2058) loss_bbox: 0.1359 (0.1450) loss_bbox_aux_0: 0.1518 (0.1574) loss_bbox_aux_1: 0.1464 (0.1506) loss_bbox_aux_2: 0.1389 (0.1479) loss_bbox_aux_3: 0.1347 (0.1457) loss_bbox_aux_4: 0.1362 (0.1451) loss_bbox_aux_5: 0.1720 (0.1905) loss_bbox_dn_0: 0.2395 (0.2475) loss_bbox_dn_1: 0.1751 (0.1802) loss_bbox_dn_2: 0.1550 (0.1606) loss_bbox_dn_3: 0.1536 (0.1550) loss_bbox_dn_4: 0.1530 (0.1537) loss_bbox_dn_5: 0.1530 (0.1537) loss_giou: 0.4102 (0.4652) loss_giou_aux_0: 0.4314 (0.4875) loss_giou_aux_1: 0.4227 (0.4756) loss_giou_aux_2: 0.4107 (0.4700) loss_giou_aux_3: 0.4106 (0.4663) loss_giou_aux_4: 0.4103 (0.4654) loss_giou_aux_5: 0.5012 (0.5473) loss_giou_dn_0: 0.5335 (0.5610) loss_giou_dn_1: 0.4261 (0.4525) loss_giou_dn_2: 0.3924 (0.4212) loss_giou_dn_3: 0.3847 (0.4130) loss_giou_dn_4: 0.3827 (0.4108) loss_giou_dn_5: 0.3829 (0.4110) loss_vfl: 0.6518 (0.6440) loss_vfl_aux_0: 0.7371 (0.7404) loss_vfl_aux_1: 0.6938 (0.6923) loss_vfl_aux_2: 0.6667 (0.6686) loss_vfl_aux_3: 0.6543 (0.6564) loss_vfl_aux_4: 0.6526 (0.6481) loss_vfl_aux_5: 0.7191 (0.7300) loss_vfl_dn_0: 0.4428 (0.4429) loss_vfl_dn_1: 0.3760 (0.3784) loss_vfl_dn_2: 0.3594 (0.3628) loss_vfl_dn_3: 0.3526 (0.3559) loss_vfl_dn_4: 0.3490 (0.3535) loss_vfl_dn_5: 0.3495 (0.3528) time: 0.4890 data: 0.0141 max mem: 5654 Epoch: [64] [ 700/7393] eta: 0:55:50 lr: 0.000010 loss: 15.4722 (15.2078) loss_bbox: 0.1401 (0.1456) loss_bbox_aux_0: 0.1497 (0.1582) loss_bbox_aux_1: 0.1466 (0.1513) loss_bbox_aux_2: 0.1436 (0.1487) loss_bbox_aux_3: 0.1410 (0.1464) loss_bbox_aux_4: 0.1390 (0.1456) loss_bbox_aux_5: 0.1760 (0.1918) loss_bbox_dn_0: 0.2186 (0.2496) loss_bbox_dn_1: 0.1571 (0.1815) loss_bbox_dn_2: 0.1412 (0.1618) loss_bbox_dn_3: 0.1300 (0.1561) loss_bbox_dn_4: 0.1286 (0.1548) loss_bbox_dn_5: 0.1287 (0.1548) loss_giou: 0.4087 (0.4632) loss_giou_aux_0: 0.4417 (0.4859) loss_giou_aux_1: 0.4182 (0.4738) loss_giou_aux_2: 0.4145 (0.4681) loss_giou_aux_3: 0.4062 (0.4643) loss_giou_aux_4: 0.4088 (0.4633) loss_giou_aux_5: 0.5026 (0.5459) loss_giou_dn_0: 0.5541 (0.5602) loss_giou_dn_1: 0.4366 (0.4516) loss_giou_dn_2: 0.4043 (0.4201) loss_giou_dn_3: 0.3922 (0.4119) loss_giou_dn_4: 0.3903 (0.4098) loss_giou_dn_5: 0.3903 (0.4100) loss_vfl: 0.6428 (0.6451) loss_vfl_aux_0: 0.7438 (0.7415) loss_vfl_aux_1: 0.7124 (0.6935) loss_vfl_aux_2: 0.6710 (0.6698) loss_vfl_aux_3: 0.6623 (0.6576) loss_vfl_aux_4: 0.6541 (0.6493) loss_vfl_aux_5: 0.7472 (0.7307) loss_vfl_dn_0: 0.4473 (0.4433) loss_vfl_dn_1: 0.3842 (0.3785) loss_vfl_dn_2: 0.3688 (0.3628) loss_vfl_dn_3: 0.3586 (0.3558) loss_vfl_dn_4: 0.3562 (0.3533) loss_vfl_dn_5: 0.3576 (0.3526) time: 0.4805 data: 0.0144 max mem: 5654 Epoch: [64] [ 800/7393] eta: 0:55:47 lr: 0.000010 loss: 15.2220 (15.2110) loss_bbox: 0.1407 (0.1455) loss_bbox_aux_0: 0.1460 (0.1581) loss_bbox_aux_1: 0.1364 (0.1509) loss_bbox_aux_2: 0.1364 (0.1483) loss_bbox_aux_3: 0.1308 (0.1460) loss_bbox_aux_4: 0.1388 (0.1455) loss_bbox_aux_5: 0.1691 (0.1915) loss_bbox_dn_0: 0.2347 (0.2489) loss_bbox_dn_1: 0.1740 (0.1811) loss_bbox_dn_2: 0.1541 (0.1613) loss_bbox_dn_3: 0.1453 (0.1556) loss_bbox_dn_4: 0.1444 (0.1542) loss_bbox_dn_5: 0.1444 (0.1543) loss_giou: 0.5034 (0.4640) loss_giou_aux_0: 0.4945 (0.4865) loss_giou_aux_1: 0.5055 (0.4743) loss_giou_aux_2: 0.4957 (0.4687) loss_giou_aux_3: 0.5020 (0.4649) loss_giou_aux_4: 0.5075 (0.4640) loss_giou_aux_5: 0.5888 (0.5465) loss_giou_dn_0: 0.5781 (0.5608) loss_giou_dn_1: 0.4788 (0.4523) loss_giou_dn_2: 0.4468 (0.4207) loss_giou_dn_3: 0.4341 (0.4125) loss_giou_dn_4: 0.4315 (0.4103) loss_giou_dn_5: 0.4314 (0.4105) loss_vfl: 0.6088 (0.6444) loss_vfl_aux_0: 0.7008 (0.7408) loss_vfl_aux_1: 0.6540 (0.6930) loss_vfl_aux_2: 0.6443 (0.6697) loss_vfl_aux_3: 0.6273 (0.6575) loss_vfl_aux_4: 0.6130 (0.6489) loss_vfl_aux_5: 0.7072 (0.7305) loss_vfl_dn_0: 0.4404 (0.4435) loss_vfl_dn_1: 0.3836 (0.3789) loss_vfl_dn_2: 0.3709 (0.3633) loss_vfl_dn_3: 0.3643 (0.3562) loss_vfl_dn_4: 0.3610 (0.3537) loss_vfl_dn_5: 0.3601 (0.3530) time: 0.4719 data: 0.0137 max mem: 5654 Epoch: [64] [ 900/7393] eta: 0:54:34 lr: 0.000010 loss: 14.8840 (15.2142) loss_bbox: 0.1423 (0.1456) loss_bbox_aux_0: 0.1486 (0.1580) loss_bbox_aux_1: 0.1390 (0.1507) loss_bbox_aux_2: 0.1424 (0.1482) loss_bbox_aux_3: 0.1442 (0.1461) loss_bbox_aux_4: 0.1465 (0.1456) loss_bbox_aux_5: 0.1835 (0.1917) loss_bbox_dn_0: 0.2203 (0.2491) loss_bbox_dn_1: 0.1691 (0.1810) loss_bbox_dn_2: 0.1475 (0.1611) loss_bbox_dn_3: 0.1444 (0.1554) loss_bbox_dn_4: 0.1428 (0.1540) loss_bbox_dn_5: 0.1428 (0.1540) loss_giou: 0.4514 (0.4645) loss_giou_aux_0: 0.4747 (0.4870) loss_giou_aux_1: 0.4719 (0.4745) loss_giou_aux_2: 0.4538 (0.4690) loss_giou_aux_3: 0.4540 (0.4655) loss_giou_aux_4: 0.4441 (0.4644) loss_giou_aux_5: 0.5440 (0.5471) loss_giou_dn_0: 0.5477 (0.5613) loss_giou_dn_1: 0.4473 (0.4525) loss_giou_dn_2: 0.4218 (0.4207) loss_giou_dn_3: 0.4119 (0.4124) loss_giou_dn_4: 0.4071 (0.4103) loss_giou_dn_5: 0.4073 (0.4105) loss_vfl: 0.6081 (0.6445) loss_vfl_aux_0: 0.7000 (0.7407) loss_vfl_aux_1: 0.6652 (0.6936) loss_vfl_aux_2: 0.6401 (0.6700) loss_vfl_aux_3: 0.6178 (0.6574) loss_vfl_aux_4: 0.6081 (0.6490) loss_vfl_aux_5: 0.7000 (0.7305) loss_vfl_dn_0: 0.4385 (0.4435) loss_vfl_dn_1: 0.3774 (0.3789) loss_vfl_dn_2: 0.3631 (0.3632) loss_vfl_dn_3: 0.3574 (0.3561) loss_vfl_dn_4: 0.3534 (0.3536) loss_vfl_dn_5: 0.3499 (0.3529) time: 0.4718 data: 0.0135 max mem: 5654 Epoch: [64] [1000/7393] eta: 0:53:28 lr: 0.000010 loss: 15.2988 (15.2200) loss_bbox: 0.1275 (0.1462) loss_bbox_aux_0: 0.1382 (0.1584) loss_bbox_aux_1: 0.1325 (0.1512) loss_bbox_aux_2: 0.1332 (0.1486) loss_bbox_aux_3: 0.1276 (0.1466) loss_bbox_aux_4: 0.1283 (0.1461) loss_bbox_aux_5: 0.1853 (0.1926) loss_bbox_dn_0: 0.2351 (0.2505) loss_bbox_dn_1: 0.1744 (0.1820) loss_bbox_dn_2: 0.1609 (0.1620) loss_bbox_dn_3: 0.1514 (0.1562) loss_bbox_dn_4: 0.1463 (0.1548) loss_bbox_dn_5: 0.1463 (0.1548) loss_giou: 0.4476 (0.4629) loss_giou_aux_0: 0.4758 (0.4856) loss_giou_aux_1: 0.4517 (0.4729) loss_giou_aux_2: 0.4496 (0.4675) loss_giou_aux_3: 0.4588 (0.4640) loss_giou_aux_4: 0.4467 (0.4629) loss_giou_aux_5: 0.5594 (0.5462) loss_giou_dn_0: 0.5819 (0.5608) loss_giou_dn_1: 0.4699 (0.4523) loss_giou_dn_2: 0.4303 (0.4204) loss_giou_dn_3: 0.4206 (0.4120) loss_giou_dn_4: 0.4180 (0.4098) loss_giou_dn_5: 0.4181 (0.4100) loss_vfl: 0.6500 (0.6455) loss_vfl_aux_0: 0.7382 (0.7425) loss_vfl_aux_1: 0.7035 (0.6949) loss_vfl_aux_2: 0.6947 (0.6711) loss_vfl_aux_3: 0.6794 (0.6583) loss_vfl_aux_4: 0.6534 (0.6500) loss_vfl_aux_5: 0.7200 (0.7318) loss_vfl_dn_0: 0.4444 (0.4438) loss_vfl_dn_1: 0.3833 (0.3789) loss_vfl_dn_2: 0.3690 (0.3632) loss_vfl_dn_3: 0.3592 (0.3562) loss_vfl_dn_4: 0.3591 (0.3536) loss_vfl_dn_5: 0.3582 (0.3529) time: 0.4902 data: 0.0135 max mem: 5654 Epoch: [64] [1100/7393] eta: 0:52:26 lr: 0.000010 loss: 15.3631 (15.2139) loss_bbox: 0.1367 (0.1461) loss_bbox_aux_0: 0.1456 (0.1583) loss_bbox_aux_1: 0.1412 (0.1512) loss_bbox_aux_2: 0.1384 (0.1484) loss_bbox_aux_3: 0.1404 (0.1465) loss_bbox_aux_4: 0.1365 (0.1461) loss_bbox_aux_5: 0.1775 (0.1923) loss_bbox_dn_0: 0.2098 (0.2499) loss_bbox_dn_1: 0.1562 (0.1815) loss_bbox_dn_2: 0.1391 (0.1616) loss_bbox_dn_3: 0.1362 (0.1558) loss_bbox_dn_4: 0.1362 (0.1544) loss_bbox_dn_5: 0.1362 (0.1544) loss_giou: 0.4893 (0.4627) loss_giou_aux_0: 0.5063 (0.4852) loss_giou_aux_1: 0.4910 (0.4727) loss_giou_aux_2: 0.4932 (0.4669) loss_giou_aux_3: 0.4791 (0.4638) loss_giou_aux_4: 0.4893 (0.4626) loss_giou_aux_5: 0.5599 (0.5459) loss_giou_dn_0: 0.5710 (0.5607) loss_giou_dn_1: 0.4601 (0.4522) loss_giou_dn_2: 0.4314 (0.4203) loss_giou_dn_3: 0.4210 (0.4119) loss_giou_dn_4: 0.4185 (0.4097) loss_giou_dn_5: 0.4184 (0.4099) loss_vfl: 0.6305 (0.6456) loss_vfl_aux_0: 0.7307 (0.7423) loss_vfl_aux_1: 0.6761 (0.6946) loss_vfl_aux_2: 0.6562 (0.6715) loss_vfl_aux_3: 0.6522 (0.6585) loss_vfl_aux_4: 0.6412 (0.6502) loss_vfl_aux_5: 0.6905 (0.7319) loss_vfl_dn_0: 0.4476 (0.4438) loss_vfl_dn_1: 0.3791 (0.3788) loss_vfl_dn_2: 0.3627 (0.3632) loss_vfl_dn_3: 0.3564 (0.3562) loss_vfl_dn_4: 0.3543 (0.3536) loss_vfl_dn_5: 0.3522 (0.3529) time: 0.4723 data: 0.0135 max mem: 5654 Epoch: [64] [1200/7393] eta: 0:51:21 lr: 0.000010 loss: 14.5416 (15.2140) loss_bbox: 0.1353 (0.1464) loss_bbox_aux_0: 0.1578 (0.1587) loss_bbox_aux_1: 0.1464 (0.1515) loss_bbox_aux_2: 0.1470 (0.1488) loss_bbox_aux_3: 0.1374 (0.1469) loss_bbox_aux_4: 0.1324 (0.1464) loss_bbox_aux_5: 0.1988 (0.1927) loss_bbox_dn_0: 0.2458 (0.2501) loss_bbox_dn_1: 0.1721 (0.1816) loss_bbox_dn_2: 0.1491 (0.1616) loss_bbox_dn_3: 0.1438 (0.1557) loss_bbox_dn_4: 0.1426 (0.1544) loss_bbox_dn_5: 0.1427 (0.1544) loss_giou: 0.4497 (0.4628) loss_giou_aux_0: 0.4918 (0.4857) loss_giou_aux_1: 0.4680 (0.4730) loss_giou_aux_2: 0.4542 (0.4673) loss_giou_aux_3: 0.4354 (0.4640) loss_giou_aux_4: 0.4397 (0.4629) loss_giou_aux_5: 0.5302 (0.5461) loss_giou_dn_0: 0.5582 (0.5601) loss_giou_dn_1: 0.4531 (0.4517) loss_giou_dn_2: 0.4210 (0.4198) loss_giou_dn_3: 0.4151 (0.4115) loss_giou_dn_4: 0.4111 (0.4093) loss_giou_dn_5: 0.4108 (0.4095) loss_vfl: 0.6285 (0.6458) loss_vfl_aux_0: 0.7116 (0.7417) loss_vfl_aux_1: 0.6684 (0.6947) loss_vfl_aux_2: 0.6550 (0.6713) loss_vfl_aux_3: 0.6440 (0.6584) loss_vfl_aux_4: 0.6298 (0.6503) loss_vfl_aux_5: 0.6959 (0.7325) loss_vfl_dn_0: 0.4407 (0.4436) loss_vfl_dn_1: 0.3739 (0.3785) loss_vfl_dn_2: 0.3558 (0.3628) loss_vfl_dn_3: 0.3487 (0.3558) loss_vfl_dn_4: 0.3472 (0.3533) loss_vfl_dn_5: 0.3461 (0.3526) time: 0.4721 data: 0.0137 max mem: 5654 Epoch: [64] [1300/7393] eta: 0:50:17 lr: 0.000010 loss: 15.3314 (15.2086) loss_bbox: 0.1396 (0.1464) loss_bbox_aux_0: 0.1495 (0.1586) loss_bbox_aux_1: 0.1411 (0.1513) loss_bbox_aux_2: 0.1369 (0.1487) loss_bbox_aux_3: 0.1471 (0.1470) loss_bbox_aux_4: 0.1367 (0.1464) loss_bbox_aux_5: 0.1893 (0.1926) loss_bbox_dn_0: 0.2423 (0.2502) loss_bbox_dn_1: 0.1728 (0.1816) loss_bbox_dn_2: 0.1495 (0.1616) loss_bbox_dn_3: 0.1440 (0.1557) loss_bbox_dn_4: 0.1396 (0.1543) loss_bbox_dn_5: 0.1394 (0.1543) loss_giou: 0.4539 (0.4629) loss_giou_aux_0: 0.4515 (0.4856) loss_giou_aux_1: 0.4362 (0.4728) loss_giou_aux_2: 0.4420 (0.4672) loss_giou_aux_3: 0.4519 (0.4641) loss_giou_aux_4: 0.4524 (0.4629) loss_giou_aux_5: 0.5260 (0.5459) loss_giou_dn_0: 0.5687 (0.5597) loss_giou_dn_1: 0.4474 (0.4513) loss_giou_dn_2: 0.4144 (0.4195) loss_giou_dn_3: 0.4074 (0.4112) loss_giou_dn_4: 0.4053 (0.4090) loss_giou_dn_5: 0.4053 (0.4092) loss_vfl: 0.6246 (0.6452) loss_vfl_aux_0: 0.7298 (0.7414) loss_vfl_aux_1: 0.6902 (0.6951) loss_vfl_aux_2: 0.6594 (0.6709) loss_vfl_aux_3: 0.6392 (0.6577) loss_vfl_aux_4: 0.6288 (0.6497) loss_vfl_aux_5: 0.7063 (0.7325) loss_vfl_dn_0: 0.4410 (0.4436) loss_vfl_dn_1: 0.3770 (0.3784) loss_vfl_dn_2: 0.3583 (0.3627) loss_vfl_dn_3: 0.3531 (0.3557) loss_vfl_dn_4: 0.3507 (0.3532) loss_vfl_dn_5: 0.3495 (0.3525) time: 0.4629 data: 0.0134 max mem: 5654 Epoch: [64] [1400/7393] eta: 0:49:16 lr: 0.000010 loss: 15.2733 (15.2141) loss_bbox: 0.1404 (0.1465) loss_bbox_aux_0: 0.1440 (0.1587) loss_bbox_aux_1: 0.1441 (0.1514) loss_bbox_aux_2: 0.1402 (0.1488) loss_bbox_aux_3: 0.1426 (0.1472) loss_bbox_aux_4: 0.1385 (0.1466) loss_bbox_aux_5: 0.1756 (0.1927) loss_bbox_dn_0: 0.2374 (0.2508) loss_bbox_dn_1: 0.1738 (0.1821) loss_bbox_dn_2: 0.1498 (0.1620) loss_bbox_dn_3: 0.1438 (0.1560) loss_bbox_dn_4: 0.1416 (0.1546) loss_bbox_dn_5: 0.1417 (0.1546) loss_giou: 0.4678 (0.4631) loss_giou_aux_0: 0.4579 (0.4859) loss_giou_aux_1: 0.4523 (0.4728) loss_giou_aux_2: 0.4638 (0.4673) loss_giou_aux_3: 0.4610 (0.4643) loss_giou_aux_4: 0.4679 (0.4631) loss_giou_aux_5: 0.5395 (0.5462) loss_giou_dn_0: 0.5654 (0.5601) loss_giou_dn_1: 0.4528 (0.4516) loss_giou_dn_2: 0.4202 (0.4198) loss_giou_dn_3: 0.4110 (0.4114) loss_giou_dn_4: 0.4076 (0.4092) loss_giou_dn_5: 0.4076 (0.4094) loss_vfl: 0.6352 (0.6451) loss_vfl_aux_0: 0.7274 (0.7419) loss_vfl_aux_1: 0.6827 (0.6952) loss_vfl_aux_2: 0.6629 (0.6710) loss_vfl_aux_3: 0.6481 (0.6574) loss_vfl_aux_4: 0.6443 (0.6494) loss_vfl_aux_5: 0.7098 (0.7326) loss_vfl_dn_0: 0.4381 (0.4435) loss_vfl_dn_1: 0.3755 (0.3783) loss_vfl_dn_2: 0.3611 (0.3626) loss_vfl_dn_3: 0.3534 (0.3556) loss_vfl_dn_4: 0.3523 (0.3531) loss_vfl_dn_5: 0.3514 (0.3524) time: 0.4720 data: 0.0132 max mem: 5654 Epoch: [64] [1500/7393] eta: 0:48:18 lr: 0.000010 loss: 15.4566 (15.2188) loss_bbox: 0.1419 (0.1466) loss_bbox_aux_0: 0.1480 (0.1586) loss_bbox_aux_1: 0.1449 (0.1513) loss_bbox_aux_2: 0.1423 (0.1488) loss_bbox_aux_3: 0.1447 (0.1471) loss_bbox_aux_4: 0.1417 (0.1466) loss_bbox_aux_5: 0.1813 (0.1928) loss_bbox_dn_0: 0.2379 (0.2509) loss_bbox_dn_1: 0.1823 (0.1821) loss_bbox_dn_2: 0.1553 (0.1619) loss_bbox_dn_3: 0.1441 (0.1560) loss_bbox_dn_4: 0.1433 (0.1546) loss_bbox_dn_5: 0.1433 (0.1546) loss_giou: 0.4651 (0.4636) loss_giou_aux_0: 0.4853 (0.4862) loss_giou_aux_1: 0.4751 (0.4732) loss_giou_aux_2: 0.4593 (0.4677) loss_giou_aux_3: 0.4642 (0.4647) loss_giou_aux_4: 0.4703 (0.4636) loss_giou_aux_5: 0.5568 (0.5468) loss_giou_dn_0: 0.5728 (0.5606) loss_giou_dn_1: 0.4711 (0.4521) loss_giou_dn_2: 0.4392 (0.4203) loss_giou_dn_3: 0.4307 (0.4119) loss_giou_dn_4: 0.4284 (0.4098) loss_giou_dn_5: 0.4284 (0.4100) loss_vfl: 0.6245 (0.6447) loss_vfl_aux_0: 0.7036 (0.7421) loss_vfl_aux_1: 0.6690 (0.6952) loss_vfl_aux_2: 0.6500 (0.6705) loss_vfl_aux_3: 0.6366 (0.6570) loss_vfl_aux_4: 0.6218 (0.6491) loss_vfl_aux_5: 0.7018 (0.7319) loss_vfl_dn_0: 0.4383 (0.4436) loss_vfl_dn_1: 0.3807 (0.3784) loss_vfl_dn_2: 0.3656 (0.3627) loss_vfl_dn_3: 0.3604 (0.3557) loss_vfl_dn_4: 0.3549 (0.3531) loss_vfl_dn_5: 0.3545 (0.3524) time: 0.4585 data: 0.0135 max mem: 5654 Epoch: [64] [1600/7393] eta: 0:47:20 lr: 0.000010 loss: 15.4950 (15.2139) loss_bbox: 0.1315 (0.1465) loss_bbox_aux_0: 0.1490 (0.1584) loss_bbox_aux_1: 0.1397 (0.1511) loss_bbox_aux_2: 0.1373 (0.1487) loss_bbox_aux_3: 0.1391 (0.1471) loss_bbox_aux_4: 0.1372 (0.1465) loss_bbox_aux_5: 0.1772 (0.1927) loss_bbox_dn_0: 0.2138 (0.2507) loss_bbox_dn_1: 0.1634 (0.1819) loss_bbox_dn_2: 0.1467 (0.1618) loss_bbox_dn_3: 0.1430 (0.1559) loss_bbox_dn_4: 0.1408 (0.1545) loss_bbox_dn_5: 0.1408 (0.1545) loss_giou: 0.4503 (0.4633) loss_giou_aux_0: 0.4836 (0.4860) loss_giou_aux_1: 0.4689 (0.4730) loss_giou_aux_2: 0.4470 (0.4674) loss_giou_aux_3: 0.4552 (0.4645) loss_giou_aux_4: 0.4499 (0.4633) loss_giou_aux_5: 0.5455 (0.5467) loss_giou_dn_0: 0.5636 (0.5604) loss_giou_dn_1: 0.4532 (0.4518) loss_giou_dn_2: 0.4235 (0.4201) loss_giou_dn_3: 0.4131 (0.4117) loss_giou_dn_4: 0.4125 (0.4096) loss_giou_dn_5: 0.4133 (0.4098) loss_vfl: 0.6641 (0.6450) loss_vfl_aux_0: 0.7311 (0.7418) loss_vfl_aux_1: 0.7111 (0.6952) loss_vfl_aux_2: 0.6799 (0.6708) loss_vfl_aux_3: 0.6559 (0.6571) loss_vfl_aux_4: 0.6674 (0.6493) loss_vfl_aux_5: 0.7242 (0.7316) loss_vfl_dn_0: 0.4519 (0.4435) loss_vfl_dn_1: 0.3879 (0.3783) loss_vfl_dn_2: 0.3706 (0.3626) loss_vfl_dn_3: 0.3610 (0.3555) loss_vfl_dn_4: 0.3607 (0.3530) loss_vfl_dn_5: 0.3588 (0.3523) time: 0.4640 data: 0.0134 max mem: 5654 Epoch: [64] [1700/7393] eta: 0:46:23 lr: 0.000010 loss: 15.3028 (15.2143) loss_bbox: 0.1361 (0.1464) loss_bbox_aux_0: 0.1505 (0.1584) loss_bbox_aux_1: 0.1423 (0.1510) loss_bbox_aux_2: 0.1383 (0.1485) loss_bbox_aux_3: 0.1373 (0.1470) loss_bbox_aux_4: 0.1385 (0.1464) loss_bbox_aux_5: 0.1826 (0.1927) loss_bbox_dn_0: 0.2478 (0.2505) loss_bbox_dn_1: 0.1770 (0.1818) loss_bbox_dn_2: 0.1559 (0.1617) loss_bbox_dn_3: 0.1491 (0.1558) loss_bbox_dn_4: 0.1474 (0.1544) loss_bbox_dn_5: 0.1474 (0.1545) loss_giou: 0.4837 (0.4639) loss_giou_aux_0: 0.5204 (0.4866) loss_giou_aux_1: 0.4879 (0.4735) loss_giou_aux_2: 0.4927 (0.4681) loss_giou_aux_3: 0.4838 (0.4652) loss_giou_aux_4: 0.4837 (0.4640) loss_giou_aux_5: 0.5762 (0.5471) loss_giou_dn_0: 0.5900 (0.5606) loss_giou_dn_1: 0.4659 (0.4521) loss_giou_dn_2: 0.4278 (0.4203) loss_giou_dn_3: 0.4226 (0.4120) loss_giou_dn_4: 0.4211 (0.4098) loss_giou_dn_5: 0.4212 (0.4100) loss_vfl: 0.6314 (0.6446) loss_vfl_aux_0: 0.7322 (0.7412) loss_vfl_aux_1: 0.7064 (0.6947) loss_vfl_aux_2: 0.6585 (0.6703) loss_vfl_aux_3: 0.6524 (0.6565) loss_vfl_aux_4: 0.6387 (0.6488) loss_vfl_aux_5: 0.7050 (0.7313) loss_vfl_dn_0: 0.4423 (0.4433) loss_vfl_dn_1: 0.3815 (0.3782) loss_vfl_dn_2: 0.3659 (0.3624) loss_vfl_dn_3: 0.3585 (0.3555) loss_vfl_dn_4: 0.3589 (0.3529) loss_vfl_dn_5: 0.3597 (0.3522) time: 0.4642 data: 0.0132 max mem: 5654 Epoch: [64] [1800/7393] eta: 0:45:29 lr: 0.000010 loss: 14.8128 (15.2123) loss_bbox: 0.1355 (0.1463) loss_bbox_aux_0: 0.1450 (0.1584) loss_bbox_aux_1: 0.1365 (0.1509) loss_bbox_aux_2: 0.1401 (0.1485) loss_bbox_aux_3: 0.1347 (0.1470) loss_bbox_aux_4: 0.1353 (0.1464) loss_bbox_aux_5: 0.1797 (0.1929) loss_bbox_dn_0: 0.2293 (0.2510) loss_bbox_dn_1: 0.1687 (0.1822) loss_bbox_dn_2: 0.1523 (0.1621) loss_bbox_dn_3: 0.1471 (0.1562) loss_bbox_dn_4: 0.1462 (0.1548) loss_bbox_dn_5: 0.1462 (0.1548) loss_giou: 0.4245 (0.4626) loss_giou_aux_0: 0.4307 (0.4852) loss_giou_aux_1: 0.4226 (0.4722) loss_giou_aux_2: 0.4338 (0.4668) loss_giou_aux_3: 0.4325 (0.4638) loss_giou_aux_4: 0.4278 (0.4626) loss_giou_aux_5: 0.5115 (0.5459) loss_giou_dn_0: 0.5331 (0.5598) loss_giou_dn_1: 0.4247 (0.4513) loss_giou_dn_2: 0.3937 (0.4196) loss_giou_dn_3: 0.3869 (0.4113) loss_giou_dn_4: 0.3856 (0.4092) loss_giou_dn_5: 0.3856 (0.4094) loss_vfl: 0.6413 (0.6459) loss_vfl_aux_0: 0.7397 (0.7423) loss_vfl_aux_1: 0.6994 (0.6960) loss_vfl_aux_2: 0.6571 (0.6714) loss_vfl_aux_3: 0.6424 (0.6579) loss_vfl_aux_4: 0.6508 (0.6501) loss_vfl_aux_5: 0.7315 (0.7326) loss_vfl_dn_0: 0.4481 (0.4435) loss_vfl_dn_1: 0.3795 (0.3782) loss_vfl_dn_2: 0.3596 (0.3624) loss_vfl_dn_3: 0.3547 (0.3555) loss_vfl_dn_4: 0.3512 (0.3529) loss_vfl_dn_5: 0.3493 (0.3522) time: 0.4692 data: 0.0135 max mem: 5654 Epoch: [64] [1900/7393] eta: 0:44:34 lr: 0.000010 loss: 15.0622 (15.2057) loss_bbox: 0.1542 (0.1463) loss_bbox_aux_0: 0.1631 (0.1584) loss_bbox_aux_1: 0.1595 (0.1510) loss_bbox_aux_2: 0.1566 (0.1484) loss_bbox_aux_3: 0.1570 (0.1470) loss_bbox_aux_4: 0.1527 (0.1463) loss_bbox_aux_5: 0.1843 (0.1930) loss_bbox_dn_0: 0.2520 (0.2510) loss_bbox_dn_1: 0.1709 (0.1821) loss_bbox_dn_2: 0.1482 (0.1620) loss_bbox_dn_3: 0.1459 (0.1561) loss_bbox_dn_4: 0.1461 (0.1548) loss_bbox_dn_5: 0.1461 (0.1548) loss_giou: 0.4293 (0.4617) loss_giou_aux_0: 0.4543 (0.4843) loss_giou_aux_1: 0.4367 (0.4713) loss_giou_aux_2: 0.4262 (0.4660) loss_giou_aux_3: 0.4408 (0.4630) loss_giou_aux_4: 0.4231 (0.4617) loss_giou_aux_5: 0.5089 (0.5450) loss_giou_dn_0: 0.5448 (0.5591) loss_giou_dn_1: 0.4310 (0.4506) loss_giou_dn_2: 0.3967 (0.4190) loss_giou_dn_3: 0.3889 (0.4107) loss_giou_dn_4: 0.3856 (0.4086) loss_giou_dn_5: 0.3855 (0.4088) loss_vfl: 0.6708 (0.6466) loss_vfl_aux_0: 0.7545 (0.7430) loss_vfl_aux_1: 0.7189 (0.6967) loss_vfl_aux_2: 0.6925 (0.6720) loss_vfl_aux_3: 0.6756 (0.6584) loss_vfl_aux_4: 0.6689 (0.6507) loss_vfl_aux_5: 0.7507 (0.7333) loss_vfl_dn_0: 0.4416 (0.4435) loss_vfl_dn_1: 0.3736 (0.3781) loss_vfl_dn_2: 0.3600 (0.3623) loss_vfl_dn_3: 0.3508 (0.3553) loss_vfl_dn_4: 0.3473 (0.3527) loss_vfl_dn_5: 0.3482 (0.3521) time: 0.4674 data: 0.0135 max mem: 5654 Epoch: [64] [2000/7393] eta: 0:43:41 lr: 0.000010 loss: 14.8194 (15.2121) loss_bbox: 0.1388 (0.1463) loss_bbox_aux_0: 0.1511 (0.1584) loss_bbox_aux_1: 0.1522 (0.1510) loss_bbox_aux_2: 0.1439 (0.1485) loss_bbox_aux_3: 0.1409 (0.1471) loss_bbox_aux_4: 0.1431 (0.1464) loss_bbox_aux_5: 0.1785 (0.1931) loss_bbox_dn_0: 0.2357 (0.2512) loss_bbox_dn_1: 0.1671 (0.1824) loss_bbox_dn_2: 0.1477 (0.1622) loss_bbox_dn_3: 0.1437 (0.1563) loss_bbox_dn_4: 0.1422 (0.1550) loss_bbox_dn_5: 0.1422 (0.1550) loss_giou: 0.4040 (0.4616) loss_giou_aux_0: 0.4224 (0.4843) loss_giou_aux_1: 0.4175 (0.4713) loss_giou_aux_2: 0.4052 (0.4659) loss_giou_aux_3: 0.4131 (0.4629) loss_giou_aux_4: 0.4066 (0.4617) loss_giou_aux_5: 0.5094 (0.5450) loss_giou_dn_0: 0.5524 (0.5592) loss_giou_dn_1: 0.4315 (0.4508) loss_giou_dn_2: 0.3874 (0.4191) loss_giou_dn_3: 0.3737 (0.4107) loss_giou_dn_4: 0.3694 (0.4086) loss_giou_dn_5: 0.3694 (0.4088) loss_vfl: 0.6400 (0.6473) loss_vfl_aux_0: 0.7288 (0.7436) loss_vfl_aux_1: 0.6851 (0.6973) loss_vfl_aux_2: 0.6459 (0.6725) loss_vfl_aux_3: 0.6361 (0.6591) loss_vfl_aux_4: 0.6337 (0.6513) loss_vfl_aux_5: 0.7144 (0.7335) loss_vfl_dn_0: 0.4416 (0.4436) loss_vfl_dn_1: 0.3782 (0.3783) loss_vfl_dn_2: 0.3653 (0.3624) loss_vfl_dn_3: 0.3598 (0.3554) loss_vfl_dn_4: 0.3577 (0.3529) loss_vfl_dn_5: 0.3557 (0.3522) time: 0.4714 data: 0.0135 max mem: 5654 Epoch: [64] [2100/7393] eta: 0:42:47 lr: 0.000010 loss: 15.7941 (15.2156) loss_bbox: 0.1570 (0.1466) loss_bbox_aux_0: 0.1700 (0.1588) loss_bbox_aux_1: 0.1612 (0.1514) loss_bbox_aux_2: 0.1631 (0.1489) loss_bbox_aux_3: 0.1614 (0.1474) loss_bbox_aux_4: 0.1589 (0.1467) loss_bbox_aux_5: 0.1913 (0.1934) loss_bbox_dn_0: 0.2631 (0.2517) loss_bbox_dn_1: 0.1922 (0.1829) loss_bbox_dn_2: 0.1728 (0.1627) loss_bbox_dn_3: 0.1678 (0.1568) loss_bbox_dn_4: 0.1663 (0.1554) loss_bbox_dn_5: 0.1663 (0.1555) loss_giou: 0.4696 (0.4613) loss_giou_aux_0: 0.4914 (0.4840) loss_giou_aux_1: 0.4759 (0.4711) loss_giou_aux_2: 0.4732 (0.4657) loss_giou_aux_3: 0.4774 (0.4626) loss_giou_aux_4: 0.4723 (0.4614) loss_giou_aux_5: 0.5463 (0.5449) loss_giou_dn_0: 0.5705 (0.5592) loss_giou_dn_1: 0.4458 (0.4507) loss_giou_dn_2: 0.4266 (0.4190) loss_giou_dn_3: 0.4192 (0.4106) loss_giou_dn_4: 0.4153 (0.4085) loss_giou_dn_5: 0.4154 (0.4087) loss_vfl: 0.6550 (0.6473) loss_vfl_aux_0: 0.7502 (0.7437) loss_vfl_aux_1: 0.7030 (0.6974) loss_vfl_aux_2: 0.6828 (0.6726) loss_vfl_aux_3: 0.6591 (0.6591) loss_vfl_aux_4: 0.6499 (0.6512) loss_vfl_aux_5: 0.7303 (0.7333) loss_vfl_dn_0: 0.4423 (0.4437) loss_vfl_dn_1: 0.3828 (0.3783) loss_vfl_dn_2: 0.3675 (0.3624) loss_vfl_dn_3: 0.3583 (0.3554) loss_vfl_dn_4: 0.3552 (0.3529) loss_vfl_dn_5: 0.3543 (0.3522) time: 0.4706 data: 0.0135 max mem: 5654 Epoch: [64] [2200/7393] eta: 0:41:56 lr: 0.000010 loss: 15.3241 (15.2157) loss_bbox: 0.1554 (0.1468) loss_bbox_aux_0: 0.1749 (0.1590) loss_bbox_aux_1: 0.1628 (0.1516) loss_bbox_aux_2: 0.1617 (0.1490) loss_bbox_aux_3: 0.1525 (0.1475) loss_bbox_aux_4: 0.1566 (0.1469) loss_bbox_aux_5: 0.2159 (0.1937) loss_bbox_dn_0: 0.2955 (0.2519) loss_bbox_dn_1: 0.2165 (0.1830) loss_bbox_dn_2: 0.1911 (0.1629) loss_bbox_dn_3: 0.1851 (0.1570) loss_bbox_dn_4: 0.1862 (0.1556) loss_bbox_dn_5: 0.1862 (0.1556) loss_giou: 0.3788 (0.4609) loss_giou_aux_0: 0.4049 (0.4835) loss_giou_aux_1: 0.3881 (0.4706) loss_giou_aux_2: 0.3693 (0.4652) loss_giou_aux_3: 0.3748 (0.4622) loss_giou_aux_4: 0.3784 (0.4610) loss_giou_aux_5: 0.4633 (0.5445) loss_giou_dn_0: 0.5198 (0.5589) loss_giou_dn_1: 0.4196 (0.4505) loss_giou_dn_2: 0.3931 (0.4189) loss_giou_dn_3: 0.3853 (0.4105) loss_giou_dn_4: 0.3828 (0.4084) loss_giou_dn_5: 0.3834 (0.4086) loss_vfl: 0.6429 (0.6475) loss_vfl_aux_0: 0.7426 (0.7441) loss_vfl_aux_1: 0.6826 (0.6978) loss_vfl_aux_2: 0.6624 (0.6729) loss_vfl_aux_3: 0.6448 (0.6594) loss_vfl_aux_4: 0.6376 (0.6514) loss_vfl_aux_5: 0.7233 (0.7337) loss_vfl_dn_0: 0.4341 (0.4436) loss_vfl_dn_1: 0.3682 (0.3782) loss_vfl_dn_2: 0.3527 (0.3623) loss_vfl_dn_3: 0.3462 (0.3554) loss_vfl_dn_4: 0.3422 (0.3528) loss_vfl_dn_5: 0.3409 (0.3521) time: 0.4581 data: 0.0132 max mem: 5654 Epoch: [64] [2300/7393] eta: 0:41:20 lr: 0.000010 loss: 15.0689 (15.2141) loss_bbox: 0.1481 (0.1466) loss_bbox_aux_0: 0.1600 (0.1588) loss_bbox_aux_1: 0.1376 (0.1514) loss_bbox_aux_2: 0.1464 (0.1489) loss_bbox_aux_3: 0.1427 (0.1474) loss_bbox_aux_4: 0.1532 (0.1468) loss_bbox_aux_5: 0.1822 (0.1935) loss_bbox_dn_0: 0.2483 (0.2519) loss_bbox_dn_1: 0.1808 (0.1830) loss_bbox_dn_2: 0.1651 (0.1629) loss_bbox_dn_3: 0.1560 (0.1570) loss_bbox_dn_4: 0.1545 (0.1556) loss_bbox_dn_5: 0.1545 (0.1556) loss_giou: 0.4318 (0.4606) loss_giou_aux_0: 0.4592 (0.4833) loss_giou_aux_1: 0.4384 (0.4703) loss_giou_aux_2: 0.4359 (0.4650) loss_giou_aux_3: 0.4370 (0.4619) loss_giou_aux_4: 0.4304 (0.4608) loss_giou_aux_5: 0.5218 (0.5442) loss_giou_dn_0: 0.5558 (0.5589) loss_giou_dn_1: 0.4402 (0.4506) loss_giou_dn_2: 0.4103 (0.4189) loss_giou_dn_3: 0.3971 (0.4105) loss_giou_dn_4: 0.3942 (0.4084) loss_giou_dn_5: 0.3941 (0.4086) loss_vfl: 0.6636 (0.6476) loss_vfl_aux_0: 0.7561 (0.7444) loss_vfl_aux_1: 0.7219 (0.6983) loss_vfl_aux_2: 0.7046 (0.6731) loss_vfl_aux_3: 0.6732 (0.6596) loss_vfl_aux_4: 0.6704 (0.6514) loss_vfl_aux_5: 0.7465 (0.7338) loss_vfl_dn_0: 0.4426 (0.4436) loss_vfl_dn_1: 0.3834 (0.3782) loss_vfl_dn_2: 0.3628 (0.3624) loss_vfl_dn_3: 0.3555 (0.3554) loss_vfl_dn_4: 0.3512 (0.3528) loss_vfl_dn_5: 0.3489 (0.3521) time: 0.4883 data: 0.0137 max mem: 5654 Epoch: [64] [2400/7393] eta: 0:40:28 lr: 0.000010 loss: 15.0581 (15.2097) loss_bbox: 0.1309 (0.1466) loss_bbox_aux_0: 0.1438 (0.1588) loss_bbox_aux_1: 0.1383 (0.1514) loss_bbox_aux_2: 0.1396 (0.1489) loss_bbox_aux_3: 0.1305 (0.1473) loss_bbox_aux_4: 0.1324 (0.1467) loss_bbox_aux_5: 0.1821 (0.1935) loss_bbox_dn_0: 0.2405 (0.2518) loss_bbox_dn_1: 0.1687 (0.1829) loss_bbox_dn_2: 0.1510 (0.1628) loss_bbox_dn_3: 0.1455 (0.1570) loss_bbox_dn_4: 0.1454 (0.1556) loss_bbox_dn_5: 0.1456 (0.1556) loss_giou: 0.4700 (0.4603) loss_giou_aux_0: 0.4825 (0.4829) loss_giou_aux_1: 0.4786 (0.4700) loss_giou_aux_2: 0.4757 (0.4647) loss_giou_aux_3: 0.4655 (0.4616) loss_giou_aux_4: 0.4672 (0.4604) loss_giou_aux_5: 0.5275 (0.5440) loss_giou_dn_0: 0.5720 (0.5588) loss_giou_dn_1: 0.4605 (0.4504) loss_giou_dn_2: 0.4264 (0.4188) loss_giou_dn_3: 0.4168 (0.4104) loss_giou_dn_4: 0.4159 (0.4083) loss_giou_dn_5: 0.4163 (0.4085) loss_vfl: 0.6405 (0.6473) loss_vfl_aux_0: 0.7390 (0.7443) loss_vfl_aux_1: 0.7114 (0.6983) loss_vfl_aux_2: 0.6626 (0.6729) loss_vfl_aux_3: 0.6560 (0.6594) loss_vfl_aux_4: 0.6387 (0.6512) loss_vfl_aux_5: 0.7623 (0.7337) loss_vfl_dn_0: 0.4406 (0.4436) loss_vfl_dn_1: 0.3729 (0.3783) loss_vfl_dn_2: 0.3555 (0.3624) loss_vfl_dn_3: 0.3503 (0.3554) loss_vfl_dn_4: 0.3465 (0.3528) loss_vfl_dn_5: 0.3472 (0.3521) time: 0.4694 data: 0.0135 max mem: 5654 Epoch: [64] [2500/7393] eta: 0:39:37 lr: 0.000010 loss: 15.5236 (15.2069) loss_bbox: 0.1484 (0.1466) loss_bbox_aux_0: 0.1541 (0.1586) loss_bbox_aux_1: 0.1416 (0.1513) loss_bbox_aux_2: 0.1422 (0.1488) loss_bbox_aux_3: 0.1458 (0.1473) loss_bbox_aux_4: 0.1484 (0.1467) loss_bbox_aux_5: 0.1845 (0.1934) loss_bbox_dn_0: 0.2423 (0.2519) loss_bbox_dn_1: 0.1711 (0.1830) loss_bbox_dn_2: 0.1534 (0.1629) loss_bbox_dn_3: 0.1477 (0.1571) loss_bbox_dn_4: 0.1474 (0.1557) loss_bbox_dn_5: 0.1474 (0.1557) loss_giou: 0.4373 (0.4597) loss_giou_aux_0: 0.4564 (0.4823) loss_giou_aux_1: 0.4328 (0.4693) loss_giou_aux_2: 0.4277 (0.4640) loss_giou_aux_3: 0.4310 (0.4609) loss_giou_aux_4: 0.4373 (0.4598) loss_giou_aux_5: 0.5226 (0.5433) loss_giou_dn_0: 0.5451 (0.5585) loss_giou_dn_1: 0.4223 (0.4501) loss_giou_dn_2: 0.3988 (0.4185) loss_giou_dn_3: 0.3891 (0.4101) loss_giou_dn_4: 0.3896 (0.4080) loss_giou_dn_5: 0.3896 (0.4082) loss_vfl: 0.6414 (0.6475) loss_vfl_aux_0: 0.7327 (0.7448) loss_vfl_aux_1: 0.7042 (0.6988) loss_vfl_aux_2: 0.6895 (0.6734) loss_vfl_aux_3: 0.6616 (0.6597) loss_vfl_aux_4: 0.6463 (0.6514) loss_vfl_aux_5: 0.7557 (0.7344) loss_vfl_dn_0: 0.4500 (0.4438) loss_vfl_dn_1: 0.3853 (0.3784) loss_vfl_dn_2: 0.3709 (0.3625) loss_vfl_dn_3: 0.3609 (0.3555) loss_vfl_dn_4: 0.3582 (0.3530) loss_vfl_dn_5: 0.3566 (0.3523) time: 0.4874 data: 0.0135 max mem: 5654 Epoch: [64] [2600/7393] eta: 0:38:46 lr: 0.000010 loss: 14.7954 (15.2045) loss_bbox: 0.1327 (0.1465) loss_bbox_aux_0: 0.1401 (0.1586) loss_bbox_aux_1: 0.1339 (0.1512) loss_bbox_aux_2: 0.1280 (0.1487) loss_bbox_aux_3: 0.1348 (0.1472) loss_bbox_aux_4: 0.1322 (0.1466) loss_bbox_aux_5: 0.1749 (0.1932) loss_bbox_dn_0: 0.2185 (0.2518) loss_bbox_dn_1: 0.1498 (0.1829) loss_bbox_dn_2: 0.1355 (0.1629) loss_bbox_dn_3: 0.1317 (0.1570) loss_bbox_dn_4: 0.1295 (0.1556) loss_bbox_dn_5: 0.1295 (0.1556) loss_giou: 0.4459 (0.4595) loss_giou_aux_0: 0.4720 (0.4819) loss_giou_aux_1: 0.4584 (0.4690) loss_giou_aux_2: 0.4555 (0.4637) loss_giou_aux_3: 0.4518 (0.4607) loss_giou_aux_4: 0.4458 (0.4596) loss_giou_aux_5: 0.5250 (0.5430) loss_giou_dn_0: 0.5576 (0.5584) loss_giou_dn_1: 0.4398 (0.4500) loss_giou_dn_2: 0.4026 (0.4184) loss_giou_dn_3: 0.3978 (0.4101) loss_giou_dn_4: 0.3949 (0.4080) loss_giou_dn_5: 0.3950 (0.4082) loss_vfl: 0.6448 (0.6475) loss_vfl_aux_0: 0.7262 (0.7451) loss_vfl_aux_1: 0.6983 (0.6991) loss_vfl_aux_2: 0.6829 (0.6735) loss_vfl_aux_3: 0.6523 (0.6597) loss_vfl_aux_4: 0.6474 (0.6515) loss_vfl_aux_5: 0.7142 (0.7345) loss_vfl_dn_0: 0.4371 (0.4437) loss_vfl_dn_1: 0.3760 (0.3784) loss_vfl_dn_2: 0.3560 (0.3625) loss_vfl_dn_3: 0.3490 (0.3555) loss_vfl_dn_4: 0.3473 (0.3529) loss_vfl_dn_5: 0.3461 (0.3522) time: 0.4762 data: 0.0135 max mem: 5654 Epoch: [64] [2700/7393] eta: 0:37:54 lr: 0.000010 loss: 15.0935 (15.2054) loss_bbox: 0.1359 (0.1464) loss_bbox_aux_0: 0.1651 (0.1585) loss_bbox_aux_1: 0.1575 (0.1511) loss_bbox_aux_2: 0.1421 (0.1486) loss_bbox_aux_3: 0.1354 (0.1470) loss_bbox_aux_4: 0.1283 (0.1464) loss_bbox_aux_5: 0.1858 (0.1931) loss_bbox_dn_0: 0.2327 (0.2515) loss_bbox_dn_1: 0.1780 (0.1827) loss_bbox_dn_2: 0.1573 (0.1626) loss_bbox_dn_3: 0.1512 (0.1568) loss_bbox_dn_4: 0.1479 (0.1554) loss_bbox_dn_5: 0.1479 (0.1554) loss_giou: 0.4556 (0.4595) loss_giou_aux_0: 0.4852 (0.4821) loss_giou_aux_1: 0.4790 (0.4691) loss_giou_aux_2: 0.4587 (0.4638) loss_giou_aux_3: 0.4560 (0.4608) loss_giou_aux_4: 0.4556 (0.4596) loss_giou_aux_5: 0.5483 (0.5433) loss_giou_dn_0: 0.5566 (0.5586) loss_giou_dn_1: 0.4386 (0.4502) loss_giou_dn_2: 0.4150 (0.4186) loss_giou_dn_3: 0.4074 (0.4102) loss_giou_dn_4: 0.4053 (0.4081) loss_giou_dn_5: 0.4053 (0.4083) loss_vfl: 0.6297 (0.6479) loss_vfl_aux_0: 0.7167 (0.7453) loss_vfl_aux_1: 0.6692 (0.6992) loss_vfl_aux_2: 0.6548 (0.6739) loss_vfl_aux_3: 0.6510 (0.6601) loss_vfl_aux_4: 0.6348 (0.6519) loss_vfl_aux_5: 0.7157 (0.7346) loss_vfl_dn_0: 0.4457 (0.4438) loss_vfl_dn_1: 0.3792 (0.3784) loss_vfl_dn_2: 0.3630 (0.3625) loss_vfl_dn_3: 0.3561 (0.3555) loss_vfl_dn_4: 0.3551 (0.3530) loss_vfl_dn_5: 0.3544 (0.3523) time: 0.4631 data: 0.0136 max mem: 5654 Epoch: [64] [2800/7393] eta: 0:37:03 lr: 0.000010 loss: 15.5470 (15.2105) loss_bbox: 0.1421 (0.1463) loss_bbox_aux_0: 0.1581 (0.1585) loss_bbox_aux_1: 0.1506 (0.1511) loss_bbox_aux_2: 0.1511 (0.1486) loss_bbox_aux_3: 0.1455 (0.1470) loss_bbox_aux_4: 0.1466 (0.1464) loss_bbox_aux_5: 0.2004 (0.1931) loss_bbox_dn_0: 0.2431 (0.2514) loss_bbox_dn_1: 0.1761 (0.1826) loss_bbox_dn_2: 0.1533 (0.1625) loss_bbox_dn_3: 0.1480 (0.1567) loss_bbox_dn_4: 0.1473 (0.1553) loss_bbox_dn_5: 0.1474 (0.1553) loss_giou: 0.4853 (0.4599) loss_giou_aux_0: 0.5087 (0.4826) loss_giou_aux_1: 0.5002 (0.4696) loss_giou_aux_2: 0.4834 (0.4641) loss_giou_aux_3: 0.4962 (0.4612) loss_giou_aux_4: 0.4882 (0.4600) loss_giou_aux_5: 0.5777 (0.5438) loss_giou_dn_0: 0.5979 (0.5589) loss_giou_dn_1: 0.4821 (0.4504) loss_giou_dn_2: 0.4495 (0.4188) loss_giou_dn_3: 0.4412 (0.4105) loss_giou_dn_4: 0.4388 (0.4084) loss_giou_dn_5: 0.4389 (0.4086) loss_vfl: 0.6286 (0.6481) loss_vfl_aux_0: 0.7314 (0.7452) loss_vfl_aux_1: 0.6905 (0.6992) loss_vfl_aux_2: 0.6714 (0.6741) loss_vfl_aux_3: 0.6427 (0.6602) loss_vfl_aux_4: 0.6392 (0.6520) loss_vfl_aux_5: 0.7138 (0.7344) loss_vfl_dn_0: 0.4433 (0.4438) loss_vfl_dn_1: 0.3834 (0.3785) loss_vfl_dn_2: 0.3690 (0.3626) loss_vfl_dn_3: 0.3631 (0.3555) loss_vfl_dn_4: 0.3600 (0.3530) loss_vfl_dn_5: 0.3596 (0.3523) time: 0.4684 data: 0.0134 max mem: 5654 Epoch: [64] [2900/7393] eta: 0:36:12 lr: 0.000010 loss: 15.5840 (15.2167) loss_bbox: 0.1454 (0.1464) loss_bbox_aux_0: 0.1565 (0.1586) loss_bbox_aux_1: 0.1519 (0.1512) loss_bbox_aux_2: 0.1485 (0.1486) loss_bbox_aux_3: 0.1488 (0.1471) loss_bbox_aux_4: 0.1447 (0.1465) loss_bbox_aux_5: 0.1839 (0.1932) loss_bbox_dn_0: 0.2284 (0.2512) loss_bbox_dn_1: 0.1638 (0.1824) loss_bbox_dn_2: 0.1526 (0.1625) loss_bbox_dn_3: 0.1459 (0.1567) loss_bbox_dn_4: 0.1443 (0.1553) loss_bbox_dn_5: 0.1443 (0.1553) loss_giou: 0.4518 (0.4601) loss_giou_aux_0: 0.4623 (0.4827) loss_giou_aux_1: 0.4671 (0.4697) loss_giou_aux_2: 0.4541 (0.4643) loss_giou_aux_3: 0.4496 (0.4613) loss_giou_aux_4: 0.4518 (0.4602) loss_giou_aux_5: 0.5534 (0.5440) loss_giou_dn_0: 0.5529 (0.5590) loss_giou_dn_1: 0.4375 (0.4505) loss_giou_dn_2: 0.4082 (0.4190) loss_giou_dn_3: 0.4001 (0.4107) loss_giou_dn_4: 0.3981 (0.4086) loss_giou_dn_5: 0.3982 (0.4088) loss_vfl: 0.6618 (0.6485) loss_vfl_aux_0: 0.7538 (0.7455) loss_vfl_aux_1: 0.7025 (0.6997) loss_vfl_aux_2: 0.6818 (0.6747) loss_vfl_aux_3: 0.6768 (0.6607) loss_vfl_aux_4: 0.6745 (0.6525) loss_vfl_aux_5: 0.7268 (0.7348) loss_vfl_dn_0: 0.4457 (0.4439) loss_vfl_dn_1: 0.3855 (0.3786) loss_vfl_dn_2: 0.3682 (0.3626) loss_vfl_dn_3: 0.3604 (0.3556) loss_vfl_dn_4: 0.3554 (0.3531) loss_vfl_dn_5: 0.3527 (0.3524) time: 0.4652 data: 0.0134 max mem: 5654 Epoch: [64] [3000/7393] eta: 0:35:32 lr: 0.000010 loss: 15.2059 (15.2221) loss_bbox: 0.1373 (0.1464) loss_bbox_aux_0: 0.1545 (0.1587) loss_bbox_aux_1: 0.1539 (0.1512) loss_bbox_aux_2: 0.1435 (0.1486) loss_bbox_aux_3: 0.1377 (0.1470) loss_bbox_aux_4: 0.1373 (0.1464) loss_bbox_aux_5: 0.1838 (0.1932) loss_bbox_dn_0: 0.2616 (0.2515) loss_bbox_dn_1: 0.2009 (0.1827) loss_bbox_dn_2: 0.1846 (0.1627) loss_bbox_dn_3: 0.1780 (0.1569) loss_bbox_dn_4: 0.1746 (0.1556) loss_bbox_dn_5: 0.1746 (0.1556) loss_giou: 0.4586 (0.4603) loss_giou_aux_0: 0.4807 (0.4829) loss_giou_aux_1: 0.4709 (0.4699) loss_giou_aux_2: 0.4504 (0.4645) loss_giou_aux_3: 0.4417 (0.4614) loss_giou_aux_4: 0.4560 (0.4603) loss_giou_aux_5: 0.5556 (0.5441) loss_giou_dn_0: 0.5575 (0.5591) loss_giou_dn_1: 0.4411 (0.4508) loss_giou_dn_2: 0.4102 (0.4193) loss_giou_dn_3: 0.3991 (0.4110) loss_giou_dn_4: 0.3949 (0.4088) loss_giou_dn_5: 0.3949 (0.4090) loss_vfl: 0.6495 (0.6486) loss_vfl_aux_0: 0.7450 (0.7455) loss_vfl_aux_1: 0.7033 (0.6999) loss_vfl_aux_2: 0.6835 (0.6750) loss_vfl_aux_3: 0.6718 (0.6610) loss_vfl_aux_4: 0.6588 (0.6527) loss_vfl_aux_5: 0.7236 (0.7349) loss_vfl_dn_0: 0.4456 (0.4440) loss_vfl_dn_1: 0.3805 (0.3787) loss_vfl_dn_2: 0.3622 (0.3627) loss_vfl_dn_3: 0.3559 (0.3557) loss_vfl_dn_4: 0.3544 (0.3532) loss_vfl_dn_5: 0.3532 (0.3525) time: 0.4712 data: 0.0136 max mem: 5654 Epoch: [64] [3100/7393] eta: 0:34:41 lr: 0.000010 loss: 14.6082 (15.2222) loss_bbox: 0.1376 (0.1464) loss_bbox_aux_0: 0.1531 (0.1586) loss_bbox_aux_1: 0.1426 (0.1512) loss_bbox_aux_2: 0.1378 (0.1486) loss_bbox_aux_3: 0.1372 (0.1470) loss_bbox_aux_4: 0.1376 (0.1464) loss_bbox_aux_5: 0.1840 (0.1932) loss_bbox_dn_0: 0.2576 (0.2516) loss_bbox_dn_1: 0.1835 (0.1827) loss_bbox_dn_2: 0.1592 (0.1628) loss_bbox_dn_3: 0.1503 (0.1569) loss_bbox_dn_4: 0.1497 (0.1555) loss_bbox_dn_5: 0.1497 (0.1556) loss_giou: 0.3990 (0.4602) loss_giou_aux_0: 0.4109 (0.4829) loss_giou_aux_1: 0.4380 (0.4699) loss_giou_aux_2: 0.3988 (0.4645) loss_giou_aux_3: 0.3946 (0.4614) loss_giou_aux_4: 0.4030 (0.4603) loss_giou_aux_5: 0.4886 (0.5442) loss_giou_dn_0: 0.5419 (0.5592) loss_giou_dn_1: 0.4286 (0.4508) loss_giou_dn_2: 0.3980 (0.4193) loss_giou_dn_3: 0.3905 (0.4110) loss_giou_dn_4: 0.3844 (0.4088) loss_giou_dn_5: 0.3845 (0.4090) loss_vfl: 0.6378 (0.6486) loss_vfl_aux_0: 0.7515 (0.7456) loss_vfl_aux_1: 0.6909 (0.7001) loss_vfl_aux_2: 0.6715 (0.6749) loss_vfl_aux_3: 0.6714 (0.6610) loss_vfl_aux_4: 0.6415 (0.6527) loss_vfl_aux_5: 0.7440 (0.7350) loss_vfl_dn_0: 0.4451 (0.4439) loss_vfl_dn_1: 0.3768 (0.3787) loss_vfl_dn_2: 0.3617 (0.3627) loss_vfl_dn_3: 0.3543 (0.3557) loss_vfl_dn_4: 0.3535 (0.3532) loss_vfl_dn_5: 0.3513 (0.3524) time: 0.4735 data: 0.0135 max mem: 5654 Epoch: [64] [3200/7393] eta: 0:33:50 lr: 0.000010 loss: 14.9568 (15.2155) loss_bbox: 0.1366 (0.1464) loss_bbox_aux_0: 0.1526 (0.1588) loss_bbox_aux_1: 0.1468 (0.1514) loss_bbox_aux_2: 0.1402 (0.1488) loss_bbox_aux_3: 0.1371 (0.1471) loss_bbox_aux_4: 0.1401 (0.1465) loss_bbox_aux_5: 0.1941 (0.1934) loss_bbox_dn_0: 0.2473 (0.2519) loss_bbox_dn_1: 0.1728 (0.1829) loss_bbox_dn_2: 0.1493 (0.1629) loss_bbox_dn_3: 0.1438 (0.1571) loss_bbox_dn_4: 0.1442 (0.1557) loss_bbox_dn_5: 0.1442 (0.1557) loss_giou: 0.3998 (0.4595) loss_giou_aux_0: 0.4508 (0.4822) loss_giou_aux_1: 0.4300 (0.4691) loss_giou_aux_2: 0.4225 (0.4638) loss_giou_aux_3: 0.4135 (0.4607) loss_giou_aux_4: 0.3996 (0.4595) loss_giou_aux_5: 0.4990 (0.5434) loss_giou_dn_0: 0.5407 (0.5587) loss_giou_dn_1: 0.4273 (0.4502) loss_giou_dn_2: 0.3968 (0.4188) loss_giou_dn_3: 0.3869 (0.4105) loss_giou_dn_4: 0.3853 (0.4083) loss_giou_dn_5: 0.3857 (0.4085) loss_vfl: 0.6676 (0.6487) loss_vfl_aux_0: 0.7338 (0.7455) loss_vfl_aux_1: 0.6885 (0.7000) loss_vfl_aux_2: 0.6780 (0.6749) loss_vfl_aux_3: 0.6647 (0.6610) loss_vfl_aux_4: 0.6604 (0.6528) loss_vfl_aux_5: 0.7299 (0.7352) loss_vfl_dn_0: 0.4529 (0.4439) loss_vfl_dn_1: 0.3827 (0.3785) loss_vfl_dn_2: 0.3689 (0.3625) loss_vfl_dn_3: 0.3573 (0.3555) loss_vfl_dn_4: 0.3546 (0.3530) loss_vfl_dn_5: 0.3541 (0.3523) time: 0.4570 data: 0.0134 max mem: 5654 Epoch: [64] [3300/7393] eta: 0:32:59 lr: 0.000010 loss: 15.0463 (15.2139) loss_bbox: 0.1244 (0.1462) loss_bbox_aux_0: 0.1296 (0.1586) loss_bbox_aux_1: 0.1299 (0.1512) loss_bbox_aux_2: 0.1255 (0.1486) loss_bbox_aux_3: 0.1244 (0.1469) loss_bbox_aux_4: 0.1250 (0.1463) loss_bbox_aux_5: 0.1580 (0.1932) loss_bbox_dn_0: 0.2123 (0.2515) loss_bbox_dn_1: 0.1602 (0.1826) loss_bbox_dn_2: 0.1454 (0.1627) loss_bbox_dn_3: 0.1391 (0.1569) loss_bbox_dn_4: 0.1392 (0.1555) loss_bbox_dn_5: 0.1392 (0.1555) loss_giou: 0.4787 (0.4596) loss_giou_aux_0: 0.5170 (0.4824) loss_giou_aux_1: 0.5055 (0.4694) loss_giou_aux_2: 0.4998 (0.4639) loss_giou_aux_3: 0.4800 (0.4608) loss_giou_aux_4: 0.4784 (0.4597) loss_giou_aux_5: 0.5702 (0.5436) loss_giou_dn_0: 0.5677 (0.5587) loss_giou_dn_1: 0.4733 (0.4503) loss_giou_dn_2: 0.4420 (0.4189) loss_giou_dn_3: 0.4322 (0.4106) loss_giou_dn_4: 0.4295 (0.4084) loss_giou_dn_5: 0.4300 (0.4086) loss_vfl: 0.6323 (0.6487) loss_vfl_aux_0: 0.7100 (0.7453) loss_vfl_aux_1: 0.6675 (0.6998) loss_vfl_aux_2: 0.6589 (0.6749) loss_vfl_aux_3: 0.6393 (0.6610) loss_vfl_aux_4: 0.6334 (0.6529) loss_vfl_aux_5: 0.6952 (0.7350) loss_vfl_dn_0: 0.4458 (0.4440) loss_vfl_dn_1: 0.3848 (0.3786) loss_vfl_dn_2: 0.3703 (0.3626) loss_vfl_dn_3: 0.3665 (0.3555) loss_vfl_dn_4: 0.3632 (0.3530) loss_vfl_dn_5: 0.3618 (0.3523) time: 0.4703 data: 0.0134 max mem: 5654 Epoch: [64] [3400/7393] eta: 0:32:10 lr: 0.000010 loss: 15.4001 (15.2109) loss_bbox: 0.1450 (0.1462) loss_bbox_aux_0: 0.1512 (0.1586) loss_bbox_aux_1: 0.1467 (0.1511) loss_bbox_aux_2: 0.1516 (0.1486) loss_bbox_aux_3: 0.1460 (0.1469) loss_bbox_aux_4: 0.1455 (0.1463) loss_bbox_aux_5: 0.1906 (0.1932) loss_bbox_dn_0: 0.2593 (0.2518) loss_bbox_dn_1: 0.1805 (0.1829) loss_bbox_dn_2: 0.1587 (0.1629) loss_bbox_dn_3: 0.1567 (0.1571) loss_bbox_dn_4: 0.1550 (0.1558) loss_bbox_dn_5: 0.1551 (0.1558) loss_giou: 0.4257 (0.4592) loss_giou_aux_0: 0.4499 (0.4820) loss_giou_aux_1: 0.4257 (0.4689) loss_giou_aux_2: 0.4247 (0.4636) loss_giou_aux_3: 0.4293 (0.4604) loss_giou_aux_4: 0.4318 (0.4592) loss_giou_aux_5: 0.5335 (0.5433) loss_giou_dn_0: 0.5578 (0.5583) loss_giou_dn_1: 0.4453 (0.4500) loss_giou_dn_2: 0.4091 (0.4186) loss_giou_dn_3: 0.4003 (0.4103) loss_giou_dn_4: 0.4005 (0.4082) loss_giou_dn_5: 0.4006 (0.4083) loss_vfl: 0.6476 (0.6489) loss_vfl_aux_0: 0.7410 (0.7453) loss_vfl_aux_1: 0.7043 (0.6998) loss_vfl_aux_2: 0.6730 (0.6749) loss_vfl_aux_3: 0.6425 (0.6610) loss_vfl_aux_4: 0.6440 (0.6529) loss_vfl_aux_5: 0.7376 (0.7350) loss_vfl_dn_0: 0.4473 (0.4439) loss_vfl_dn_1: 0.3804 (0.3785) loss_vfl_dn_2: 0.3628 (0.3625) loss_vfl_dn_3: 0.3572 (0.3554) loss_vfl_dn_4: 0.3541 (0.3529) loss_vfl_dn_5: 0.3531 (0.3522) time: 0.4744 data: 0.0135 max mem: 5654 Epoch: [64] [3500/7393] eta: 0:31:20 lr: 0.000010 loss: 15.2778 (15.2050) loss_bbox: 0.1486 (0.1461) loss_bbox_aux_0: 0.1631 (0.1585) loss_bbox_aux_1: 0.1495 (0.1510) loss_bbox_aux_2: 0.1455 (0.1485) loss_bbox_aux_3: 0.1454 (0.1469) loss_bbox_aux_4: 0.1488 (0.1462) loss_bbox_aux_5: 0.1912 (0.1931) loss_bbox_dn_0: 0.2376 (0.2518) loss_bbox_dn_1: 0.1754 (0.1829) loss_bbox_dn_2: 0.1527 (0.1630) loss_bbox_dn_3: 0.1459 (0.1572) loss_bbox_dn_4: 0.1440 (0.1558) loss_bbox_dn_5: 0.1440 (0.1558) loss_giou: 0.4668 (0.4588) loss_giou_aux_0: 0.5002 (0.4815) loss_giou_aux_1: 0.4792 (0.4685) loss_giou_aux_2: 0.4730 (0.4631) loss_giou_aux_3: 0.4701 (0.4600) loss_giou_aux_4: 0.4660 (0.4588) loss_giou_aux_5: 0.5600 (0.5428) loss_giou_dn_0: 0.5612 (0.5580) loss_giou_dn_1: 0.4587 (0.4496) loss_giou_dn_2: 0.4230 (0.4183) loss_giou_dn_3: 0.4139 (0.4100) loss_giou_dn_4: 0.4114 (0.4078) loss_giou_dn_5: 0.4114 (0.4080) loss_vfl: 0.6293 (0.6489) loss_vfl_aux_0: 0.7162 (0.7453) loss_vfl_aux_1: 0.6847 (0.6998) loss_vfl_aux_2: 0.6460 (0.6749) loss_vfl_aux_3: 0.6418 (0.6610) loss_vfl_aux_4: 0.6378 (0.6529) loss_vfl_aux_5: 0.7107 (0.7352) loss_vfl_dn_0: 0.4400 (0.4439) loss_vfl_dn_1: 0.3813 (0.3784) loss_vfl_dn_2: 0.3708 (0.3624) loss_vfl_dn_3: 0.3600 (0.3554) loss_vfl_dn_4: 0.3556 (0.3529) loss_vfl_dn_5: 0.3554 (0.3522) time: 0.4722 data: 0.0136 max mem: 5654 Epoch: [64] [3600/7393] eta: 0:30:32 lr: 0.000010 loss: 14.4255 (15.2050) loss_bbox: 0.1304 (0.1462) loss_bbox_aux_0: 0.1388 (0.1585) loss_bbox_aux_1: 0.1354 (0.1510) loss_bbox_aux_2: 0.1318 (0.1485) loss_bbox_aux_3: 0.1290 (0.1469) loss_bbox_aux_4: 0.1278 (0.1462) loss_bbox_aux_5: 0.1691 (0.1930) loss_bbox_dn_0: 0.2093 (0.2516) loss_bbox_dn_1: 0.1405 (0.1827) loss_bbox_dn_2: 0.1234 (0.1628) loss_bbox_dn_3: 0.1198 (0.1570) loss_bbox_dn_4: 0.1181 (0.1556) loss_bbox_dn_5: 0.1181 (0.1556) loss_giou: 0.4489 (0.4589) loss_giou_aux_0: 0.4791 (0.4817) loss_giou_aux_1: 0.4573 (0.4687) loss_giou_aux_2: 0.4622 (0.4633) loss_giou_aux_3: 0.4519 (0.4602) loss_giou_aux_4: 0.4527 (0.4590) loss_giou_aux_5: 0.5696 (0.5429) loss_giou_dn_0: 0.5462 (0.5581) loss_giou_dn_1: 0.4389 (0.4497) loss_giou_dn_2: 0.4118 (0.4183) loss_giou_dn_3: 0.4033 (0.4100) loss_giou_dn_4: 0.4006 (0.4079) loss_giou_dn_5: 0.4007 (0.4080) loss_vfl: 0.6164 (0.6489) loss_vfl_aux_0: 0.7008 (0.7452) loss_vfl_aux_1: 0.6825 (0.6997) loss_vfl_aux_2: 0.6492 (0.6748) loss_vfl_aux_3: 0.6370 (0.6609) loss_vfl_aux_4: 0.6240 (0.6529) loss_vfl_aux_5: 0.6909 (0.7352) loss_vfl_dn_0: 0.4277 (0.4438) loss_vfl_dn_1: 0.3693 (0.3784) loss_vfl_dn_2: 0.3529 (0.3624) loss_vfl_dn_3: 0.3490 (0.3554) loss_vfl_dn_4: 0.3456 (0.3529) loss_vfl_dn_5: 0.3463 (0.3522) time: 0.4735 data: 0.0135 max mem: 5654 Epoch: [64] [3700/7393] eta: 0:29:48 lr: 0.000010 loss: 15.2617 (15.2037) loss_bbox: 0.1400 (0.1462) loss_bbox_aux_0: 0.1551 (0.1585) loss_bbox_aux_1: 0.1488 (0.1510) loss_bbox_aux_2: 0.1443 (0.1486) loss_bbox_aux_3: 0.1389 (0.1469) loss_bbox_aux_4: 0.1401 (0.1462) loss_bbox_aux_5: 0.1739 (0.1930) loss_bbox_dn_0: 0.2324 (0.2515) loss_bbox_dn_1: 0.1686 (0.1826) loss_bbox_dn_2: 0.1491 (0.1627) loss_bbox_dn_3: 0.1451 (0.1569) loss_bbox_dn_4: 0.1417 (0.1555) loss_bbox_dn_5: 0.1417 (0.1555) loss_giou: 0.4462 (0.4588) loss_giou_aux_0: 0.4673 (0.4816) loss_giou_aux_1: 0.4653 (0.4686) loss_giou_aux_2: 0.4522 (0.4633) loss_giou_aux_3: 0.4487 (0.4601) loss_giou_aux_4: 0.4420 (0.4589) loss_giou_aux_5: 0.5177 (0.5427) loss_giou_dn_0: 0.5803 (0.5580) loss_giou_dn_1: 0.4662 (0.4496) loss_giou_dn_2: 0.4325 (0.4182) loss_giou_dn_3: 0.4281 (0.4099) loss_giou_dn_4: 0.4257 (0.4078) loss_giou_dn_5: 0.4257 (0.4079) loss_vfl: 0.6546 (0.6488) loss_vfl_aux_0: 0.7609 (0.7453) loss_vfl_aux_1: 0.7037 (0.6998) loss_vfl_aux_2: 0.6708 (0.6747) loss_vfl_aux_3: 0.6635 (0.6609) loss_vfl_aux_4: 0.6546 (0.6528) loss_vfl_aux_5: 0.7437 (0.7353) loss_vfl_dn_0: 0.4435 (0.4439) loss_vfl_dn_1: 0.3870 (0.3784) loss_vfl_dn_2: 0.3692 (0.3624) loss_vfl_dn_3: 0.3622 (0.3554) loss_vfl_dn_4: 0.3608 (0.3529) loss_vfl_dn_5: 0.3603 (0.3522) time: 0.4693 data: 0.0135 max mem: 5654 Epoch: [64] [3800/7393] eta: 0:28:59 lr: 0.000010 loss: 15.3445 (15.2069) loss_bbox: 0.1402 (0.1463) loss_bbox_aux_0: 0.1599 (0.1586) loss_bbox_aux_1: 0.1447 (0.1512) loss_bbox_aux_2: 0.1464 (0.1486) loss_bbox_aux_3: 0.1417 (0.1470) loss_bbox_aux_4: 0.1418 (0.1463) loss_bbox_aux_5: 0.1976 (0.1931) loss_bbox_dn_0: 0.2470 (0.2516) loss_bbox_dn_1: 0.1815 (0.1828) loss_bbox_dn_2: 0.1584 (0.1629) loss_bbox_dn_3: 0.1531 (0.1571) loss_bbox_dn_4: 0.1511 (0.1557) loss_bbox_dn_5: 0.1511 (0.1557) loss_giou: 0.4535 (0.4589) loss_giou_aux_0: 0.4788 (0.4817) loss_giou_aux_1: 0.4570 (0.4687) loss_giou_aux_2: 0.4507 (0.4633) loss_giou_aux_3: 0.4517 (0.4602) loss_giou_aux_4: 0.4476 (0.4590) loss_giou_aux_5: 0.5511 (0.5428) loss_giou_dn_0: 0.5520 (0.5580) loss_giou_dn_1: 0.4505 (0.4497) loss_giou_dn_2: 0.4302 (0.4183) loss_giou_dn_3: 0.4232 (0.4100) loss_giou_dn_4: 0.4198 (0.4078) loss_giou_dn_5: 0.4197 (0.4080) loss_vfl: 0.6695 (0.6490) loss_vfl_aux_0: 0.7764 (0.7454) loss_vfl_aux_1: 0.7053 (0.6997) loss_vfl_aux_2: 0.6947 (0.6748) loss_vfl_aux_3: 0.6778 (0.6610) loss_vfl_aux_4: 0.6746 (0.6529) loss_vfl_aux_5: 0.7634 (0.7353) loss_vfl_dn_0: 0.4498 (0.4439) loss_vfl_dn_1: 0.3799 (0.3785) loss_vfl_dn_2: 0.3609 (0.3625) loss_vfl_dn_3: 0.3552 (0.3555) loss_vfl_dn_4: 0.3511 (0.3530) loss_vfl_dn_5: 0.3509 (0.3523) time: 0.4754 data: 0.0135 max mem: 5654 Epoch: [64] [3900/7393] eta: 0:28:15 lr: 0.000010 loss: 14.5646 (15.2068) loss_bbox: 0.1245 (0.1464) loss_bbox_aux_0: 0.1449 (0.1588) loss_bbox_aux_1: 0.1408 (0.1513) loss_bbox_aux_2: 0.1371 (0.1488) loss_bbox_aux_3: 0.1237 (0.1471) loss_bbox_aux_4: 0.1234 (0.1465) loss_bbox_aux_5: 0.1780 (0.1932) loss_bbox_dn_0: 0.2414 (0.2518) loss_bbox_dn_1: 0.1653 (0.1830) loss_bbox_dn_2: 0.1346 (0.1631) loss_bbox_dn_3: 0.1297 (0.1573) loss_bbox_dn_4: 0.1264 (0.1559) loss_bbox_dn_5: 0.1264 (0.1559) loss_giou: 0.4048 (0.4587) loss_giou_aux_0: 0.4580 (0.4816) loss_giou_aux_1: 0.4288 (0.4686) loss_giou_aux_2: 0.4133 (0.4631) loss_giou_aux_3: 0.4258 (0.4600) loss_giou_aux_4: 0.4047 (0.4588) loss_giou_aux_5: 0.4985 (0.5426) loss_giou_dn_0: 0.5518 (0.5579) loss_giou_dn_1: 0.4384 (0.4496) loss_giou_dn_2: 0.4016 (0.4182) loss_giou_dn_3: 0.3935 (0.4099) loss_giou_dn_4: 0.3934 (0.4077) loss_giou_dn_5: 0.3935 (0.4079) loss_vfl: 0.6512 (0.6489) loss_vfl_aux_0: 0.7168 (0.7453) loss_vfl_aux_1: 0.7016 (0.6996) loss_vfl_aux_2: 0.6661 (0.6748) loss_vfl_aux_3: 0.6487 (0.6609) loss_vfl_aux_4: 0.6549 (0.6529) loss_vfl_aux_5: 0.7141 (0.7354) loss_vfl_dn_0: 0.4408 (0.4439) loss_vfl_dn_1: 0.3749 (0.3784) loss_vfl_dn_2: 0.3576 (0.3624) loss_vfl_dn_3: 0.3533 (0.3554) loss_vfl_dn_4: 0.3498 (0.3529) loss_vfl_dn_5: 0.3488 (0.3522) time: 0.4749 data: 0.0134 max mem: 5654 Epoch: [64] [4000/7393] eta: 0:27:25 lr: 0.000010 loss: 15.3706 (15.2119) loss_bbox: 0.1494 (0.1464) loss_bbox_aux_0: 0.1557 (0.1588) loss_bbox_aux_1: 0.1548 (0.1514) loss_bbox_aux_2: 0.1502 (0.1488) loss_bbox_aux_3: 0.1509 (0.1471) loss_bbox_aux_4: 0.1605 (0.1465) loss_bbox_aux_5: 0.1878 (0.1932) loss_bbox_dn_0: 0.2491 (0.2518) loss_bbox_dn_1: 0.1647 (0.1830) loss_bbox_dn_2: 0.1485 (0.1631) loss_bbox_dn_3: 0.1416 (0.1573) loss_bbox_dn_4: 0.1425 (0.1559) loss_bbox_dn_5: 0.1425 (0.1559) loss_giou: 0.4847 (0.4591) loss_giou_aux_0: 0.4905 (0.4820) loss_giou_aux_1: 0.4848 (0.4690) loss_giou_aux_2: 0.4916 (0.4635) loss_giou_aux_3: 0.4837 (0.4605) loss_giou_aux_4: 0.4839 (0.4593) loss_giou_aux_5: 0.5512 (0.5430) loss_giou_dn_0: 0.5727 (0.5582) loss_giou_dn_1: 0.4634 (0.4498) loss_giou_dn_2: 0.4314 (0.4185) loss_giou_dn_3: 0.4228 (0.4102) loss_giou_dn_4: 0.4202 (0.4081) loss_giou_dn_5: 0.4204 (0.4082) loss_vfl: 0.6407 (0.6489) loss_vfl_aux_0: 0.7112 (0.7452) loss_vfl_aux_1: 0.6655 (0.6996) loss_vfl_aux_2: 0.6440 (0.6749) loss_vfl_aux_3: 0.6383 (0.6610) loss_vfl_aux_4: 0.6356 (0.6529) loss_vfl_aux_5: 0.7004 (0.7352) loss_vfl_dn_0: 0.4365 (0.4438) loss_vfl_dn_1: 0.3765 (0.3784) loss_vfl_dn_2: 0.3637 (0.3625) loss_vfl_dn_3: 0.3576 (0.3555) loss_vfl_dn_4: 0.3545 (0.3530) loss_vfl_dn_5: 0.3556 (0.3523) time: 0.4826 data: 0.0135 max mem: 5654 Epoch: [64] [4100/7393] eta: 0:26:35 lr: 0.000010 loss: 15.1857 (15.2131) loss_bbox: 0.1348 (0.1464) loss_bbox_aux_0: 0.1579 (0.1588) loss_bbox_aux_1: 0.1470 (0.1513) loss_bbox_aux_2: 0.1545 (0.1488) loss_bbox_aux_3: 0.1531 (0.1471) loss_bbox_aux_4: 0.1444 (0.1465) loss_bbox_aux_5: 0.1868 (0.1931) loss_bbox_dn_0: 0.2530 (0.2517) loss_bbox_dn_1: 0.1881 (0.1828) loss_bbox_dn_2: 0.1684 (0.1629) loss_bbox_dn_3: 0.1633 (0.1572) loss_bbox_dn_4: 0.1613 (0.1558) loss_bbox_dn_5: 0.1613 (0.1558) loss_giou: 0.4375 (0.4592) loss_giou_aux_0: 0.4511 (0.4821) loss_giou_aux_1: 0.4499 (0.4692) loss_giou_aux_2: 0.4299 (0.4636) loss_giou_aux_3: 0.4483 (0.4605) loss_giou_aux_4: 0.4415 (0.4594) loss_giou_aux_5: 0.5150 (0.5431) loss_giou_dn_0: 0.5530 (0.5583) loss_giou_dn_1: 0.4345 (0.4499) loss_giou_dn_2: 0.4091 (0.4185) loss_giou_dn_3: 0.4045 (0.4102) loss_giou_dn_4: 0.4026 (0.4081) loss_giou_dn_5: 0.4026 (0.4083) loss_vfl: 0.6597 (0.6492) loss_vfl_aux_0: 0.7885 (0.7454) loss_vfl_aux_1: 0.7407 (0.6997) loss_vfl_aux_2: 0.7045 (0.6751) loss_vfl_aux_3: 0.6732 (0.6613) loss_vfl_aux_4: 0.6613 (0.6531) loss_vfl_aux_5: 0.7701 (0.7354) loss_vfl_dn_0: 0.4422 (0.4438) loss_vfl_dn_1: 0.3736 (0.3784) loss_vfl_dn_2: 0.3591 (0.3625) loss_vfl_dn_3: 0.3492 (0.3555) loss_vfl_dn_4: 0.3475 (0.3530) loss_vfl_dn_5: 0.3462 (0.3523) time: 0.4651 data: 0.0135 max mem: 5654 Epoch: [64] [4200/7393] eta: 0:25:46 lr: 0.000010 loss: 15.8962 (15.2174) loss_bbox: 0.1396 (0.1463) loss_bbox_aux_0: 0.1510 (0.1587) loss_bbox_aux_1: 0.1449 (0.1513) loss_bbox_aux_2: 0.1346 (0.1487) loss_bbox_aux_3: 0.1377 (0.1470) loss_bbox_aux_4: 0.1383 (0.1464) loss_bbox_aux_5: 0.1797 (0.1931) loss_bbox_dn_0: 0.2287 (0.2516) loss_bbox_dn_1: 0.1696 (0.1827) loss_bbox_dn_2: 0.1529 (0.1628) loss_bbox_dn_3: 0.1436 (0.1571) loss_bbox_dn_4: 0.1412 (0.1557) loss_bbox_dn_5: 0.1410 (0.1557) loss_giou: 0.4745 (0.4597) loss_giou_aux_0: 0.4954 (0.4824) loss_giou_aux_1: 0.4920 (0.4696) loss_giou_aux_2: 0.4744 (0.4640) loss_giou_aux_3: 0.4733 (0.4609) loss_giou_aux_4: 0.4786 (0.4598) loss_giou_aux_5: 0.5595 (0.5436) loss_giou_dn_0: 0.5894 (0.5585) loss_giou_dn_1: 0.4901 (0.4501) loss_giou_dn_2: 0.4455 (0.4188) loss_giou_dn_3: 0.4390 (0.4105) loss_giou_dn_4: 0.4355 (0.4084) loss_giou_dn_5: 0.4356 (0.4085) loss_vfl: 0.6468 (0.6493) loss_vfl_aux_0: 0.7287 (0.7454) loss_vfl_aux_1: 0.6820 (0.6997) loss_vfl_aux_2: 0.6833 (0.6752) loss_vfl_aux_3: 0.6699 (0.6615) loss_vfl_aux_4: 0.6606 (0.6533) loss_vfl_aux_5: 0.7141 (0.7354) loss_vfl_dn_0: 0.4403 (0.4438) loss_vfl_dn_1: 0.3919 (0.3785) loss_vfl_dn_2: 0.3765 (0.3626) loss_vfl_dn_3: 0.3695 (0.3556) loss_vfl_dn_4: 0.3662 (0.3530) loss_vfl_dn_5: 0.3636 (0.3523) time: 0.4658 data: 0.0134 max mem: 5654 Epoch: [64] [4300/7393] eta: 0:24:57 lr: 0.000010 loss: 15.1964 (15.2161) loss_bbox: 0.1367 (0.1464) loss_bbox_aux_0: 0.1465 (0.1588) loss_bbox_aux_1: 0.1427 (0.1514) loss_bbox_aux_2: 0.1365 (0.1488) loss_bbox_aux_3: 0.1379 (0.1471) loss_bbox_aux_4: 0.1367 (0.1465) loss_bbox_aux_5: 0.1840 (0.1931) loss_bbox_dn_0: 0.2263 (0.2517) loss_bbox_dn_1: 0.1704 (0.1828) loss_bbox_dn_2: 0.1441 (0.1629) loss_bbox_dn_3: 0.1420 (0.1571) loss_bbox_dn_4: 0.1396 (0.1557) loss_bbox_dn_5: 0.1396 (0.1557) loss_giou: 0.4165 (0.4597) loss_giou_aux_0: 0.4390 (0.4825) loss_giou_aux_1: 0.4318 (0.4696) loss_giou_aux_2: 0.4259 (0.4640) loss_giou_aux_3: 0.4205 (0.4609) loss_giou_aux_4: 0.4162 (0.4598) loss_giou_aux_5: 0.4664 (0.5436) loss_giou_dn_0: 0.5292 (0.5584) loss_giou_dn_1: 0.4327 (0.4500) loss_giou_dn_2: 0.4045 (0.4187) loss_giou_dn_3: 0.3957 (0.4104) loss_giou_dn_4: 0.3963 (0.4082) loss_giou_dn_5: 0.3964 (0.4084) loss_vfl: 0.6617 (0.6492) loss_vfl_aux_0: 0.7308 (0.7451) loss_vfl_aux_1: 0.6840 (0.6996) loss_vfl_aux_2: 0.6739 (0.6751) loss_vfl_aux_3: 0.6743 (0.6614) loss_vfl_aux_4: 0.6666 (0.6532) loss_vfl_aux_5: 0.7411 (0.7352) loss_vfl_dn_0: 0.4364 (0.4437) loss_vfl_dn_1: 0.3676 (0.3784) loss_vfl_dn_2: 0.3543 (0.3625) loss_vfl_dn_3: 0.3460 (0.3555) loss_vfl_dn_4: 0.3446 (0.3530) loss_vfl_dn_5: 0.3431 (0.3523) time: 0.5051 data: 0.0134 max mem: 5654 Epoch: [64] [4400/7393] eta: 0:24:08 lr: 0.000010 loss: 15.1081 (15.2172) loss_bbox: 0.1428 (0.1464) loss_bbox_aux_0: 0.1606 (0.1588) loss_bbox_aux_1: 0.1590 (0.1514) loss_bbox_aux_2: 0.1485 (0.1488) loss_bbox_aux_3: 0.1483 (0.1471) loss_bbox_aux_4: 0.1451 (0.1465) loss_bbox_aux_5: 0.1981 (0.1933) loss_bbox_dn_0: 0.2564 (0.2519) loss_bbox_dn_1: 0.2082 (0.1830) loss_bbox_dn_2: 0.1704 (0.1630) loss_bbox_dn_3: 0.1648 (0.1572) loss_bbox_dn_4: 0.1633 (0.1559) loss_bbox_dn_5: 0.1634 (0.1559) loss_giou: 0.3978 (0.4596) loss_giou_aux_0: 0.4342 (0.4824) loss_giou_aux_1: 0.4172 (0.4695) loss_giou_aux_2: 0.4112 (0.4639) loss_giou_aux_3: 0.4100 (0.4608) loss_giou_aux_4: 0.4093 (0.4597) loss_giou_aux_5: 0.5051 (0.5435) loss_giou_dn_0: 0.5249 (0.5584) loss_giou_dn_1: 0.4205 (0.4499) loss_giou_dn_2: 0.3879 (0.4186) loss_giou_dn_3: 0.3774 (0.4103) loss_giou_dn_4: 0.3726 (0.4082) loss_giou_dn_5: 0.3731 (0.4084) loss_vfl: 0.6674 (0.6493) loss_vfl_aux_0: 0.7438 (0.7451) loss_vfl_aux_1: 0.6941 (0.6996) loss_vfl_aux_2: 0.6789 (0.6753) loss_vfl_aux_3: 0.6718 (0.6616) loss_vfl_aux_4: 0.6442 (0.6534) loss_vfl_aux_5: 0.7219 (0.7353) loss_vfl_dn_0: 0.4397 (0.4438) loss_vfl_dn_1: 0.3732 (0.3784) loss_vfl_dn_2: 0.3606 (0.3625) loss_vfl_dn_3: 0.3542 (0.3554) loss_vfl_dn_4: 0.3510 (0.3529) loss_vfl_dn_5: 0.3508 (0.3522) time: 0.4709 data: 0.0135 max mem: 5654 Epoch: [64] [4500/7393] eta: 0:23:19 lr: 0.000010 loss: 14.6894 (15.2162) loss_bbox: 0.1355 (0.1463) loss_bbox_aux_0: 0.1492 (0.1587) loss_bbox_aux_1: 0.1551 (0.1513) loss_bbox_aux_2: 0.1394 (0.1487) loss_bbox_aux_3: 0.1445 (0.1470) loss_bbox_aux_4: 0.1331 (0.1464) loss_bbox_aux_5: 0.1907 (0.1931) loss_bbox_dn_0: 0.2345 (0.2516) loss_bbox_dn_1: 0.1631 (0.1828) loss_bbox_dn_2: 0.1406 (0.1628) loss_bbox_dn_3: 0.1378 (0.1571) loss_bbox_dn_4: 0.1404 (0.1557) loss_bbox_dn_5: 0.1405 (0.1557) loss_giou: 0.4195 (0.4598) loss_giou_aux_0: 0.4364 (0.4825) loss_giou_aux_1: 0.4252 (0.4697) loss_giou_aux_2: 0.4190 (0.4641) loss_giou_aux_3: 0.4101 (0.4610) loss_giou_aux_4: 0.4153 (0.4599) loss_giou_aux_5: 0.4960 (0.5436) loss_giou_dn_0: 0.5095 (0.5584) loss_giou_dn_1: 0.4050 (0.4500) loss_giou_dn_2: 0.3796 (0.4187) loss_giou_dn_3: 0.3725 (0.4104) loss_giou_dn_4: 0.3703 (0.4083) loss_giou_dn_5: 0.3703 (0.4084) loss_vfl: 0.6748 (0.6492) loss_vfl_aux_0: 0.7809 (0.7451) loss_vfl_aux_1: 0.7037 (0.6994) loss_vfl_aux_2: 0.6938 (0.6752) loss_vfl_aux_3: 0.6738 (0.6614) loss_vfl_aux_4: 0.6711 (0.6533) loss_vfl_aux_5: 0.7364 (0.7352) loss_vfl_dn_0: 0.4481 (0.4438) loss_vfl_dn_1: 0.3729 (0.3784) loss_vfl_dn_2: 0.3566 (0.3625) loss_vfl_dn_3: 0.3504 (0.3555) loss_vfl_dn_4: 0.3485 (0.3530) loss_vfl_dn_5: 0.3494 (0.3523) time: 0.4679 data: 0.0135 max mem: 5654 Epoch: [64] [4600/7393] eta: 0:22:29 lr: 0.000010 loss: 15.7301 (15.2178) loss_bbox: 0.1463 (0.1463) loss_bbox_aux_0: 0.1546 (0.1587) loss_bbox_aux_1: 0.1609 (0.1513) loss_bbox_aux_2: 0.1611 (0.1487) loss_bbox_aux_3: 0.1544 (0.1470) loss_bbox_aux_4: 0.1464 (0.1464) loss_bbox_aux_5: 0.1831 (0.1931) loss_bbox_dn_0: 0.2380 (0.2515) loss_bbox_dn_1: 0.1797 (0.1827) loss_bbox_dn_2: 0.1596 (0.1628) loss_bbox_dn_3: 0.1544 (0.1570) loss_bbox_dn_4: 0.1550 (0.1556) loss_bbox_dn_5: 0.1550 (0.1556) loss_giou: 0.4830 (0.4600) loss_giou_aux_0: 0.5017 (0.4827) loss_giou_aux_1: 0.4911 (0.4700) loss_giou_aux_2: 0.4923 (0.4644) loss_giou_aux_3: 0.4868 (0.4613) loss_giou_aux_4: 0.4847 (0.4601) loss_giou_aux_5: 0.5670 (0.5438) loss_giou_dn_0: 0.5893 (0.5585) loss_giou_dn_1: 0.4847 (0.4502) loss_giou_dn_2: 0.4553 (0.4188) loss_giou_dn_3: 0.4456 (0.4105) loss_giou_dn_4: 0.4435 (0.4084) loss_giou_dn_5: 0.4443 (0.4086) loss_vfl: 0.6450 (0.6491) loss_vfl_aux_0: 0.7246 (0.7449) loss_vfl_aux_1: 0.6782 (0.6993) loss_vfl_aux_2: 0.6560 (0.6750) loss_vfl_aux_3: 0.6507 (0.6613) loss_vfl_aux_4: 0.6617 (0.6532) loss_vfl_aux_5: 0.7119 (0.7352) loss_vfl_dn_0: 0.4493 (0.4438) loss_vfl_dn_1: 0.3924 (0.3785) loss_vfl_dn_2: 0.3748 (0.3626) loss_vfl_dn_3: 0.3696 (0.3555) loss_vfl_dn_4: 0.3673 (0.3530) loss_vfl_dn_5: 0.3664 (0.3523) time: 0.4686 data: 0.0134 max mem: 5654 Epoch: [64] [4700/7393] eta: 0:21:40 lr: 0.000010 loss: 14.7490 (15.2150) loss_bbox: 0.1314 (0.1463) loss_bbox_aux_0: 0.1500 (0.1587) loss_bbox_aux_1: 0.1537 (0.1513) loss_bbox_aux_2: 0.1477 (0.1487) loss_bbox_aux_3: 0.1374 (0.1469) loss_bbox_aux_4: 0.1291 (0.1464) loss_bbox_aux_5: 0.1844 (0.1930) loss_bbox_dn_0: 0.2143 (0.2514) loss_bbox_dn_1: 0.1537 (0.1826) loss_bbox_dn_2: 0.1371 (0.1627) loss_bbox_dn_3: 0.1297 (0.1569) loss_bbox_dn_4: 0.1275 (0.1555) loss_bbox_dn_5: 0.1276 (0.1555) loss_giou: 0.4142 (0.4597) loss_giou_aux_0: 0.4426 (0.4825) loss_giou_aux_1: 0.4166 (0.4697) loss_giou_aux_2: 0.4284 (0.4641) loss_giou_aux_3: 0.4218 (0.4610) loss_giou_aux_4: 0.4141 (0.4598) loss_giou_aux_5: 0.5142 (0.5435) loss_giou_dn_0: 0.5361 (0.5582) loss_giou_dn_1: 0.4330 (0.4499) loss_giou_dn_2: 0.4012 (0.4186) loss_giou_dn_3: 0.3890 (0.4103) loss_giou_dn_4: 0.3883 (0.4082) loss_giou_dn_5: 0.3892 (0.4083) loss_vfl: 0.6176 (0.6494) loss_vfl_aux_0: 0.7192 (0.7450) loss_vfl_aux_1: 0.6482 (0.6995) loss_vfl_aux_2: 0.6395 (0.6752) loss_vfl_aux_3: 0.6343 (0.6615) loss_vfl_aux_4: 0.6269 (0.6535) loss_vfl_aux_5: 0.7273 (0.7354) loss_vfl_dn_0: 0.4367 (0.4438) loss_vfl_dn_1: 0.3711 (0.3784) loss_vfl_dn_2: 0.3575 (0.3625) loss_vfl_dn_3: 0.3500 (0.3555) loss_vfl_dn_4: 0.3469 (0.3530) loss_vfl_dn_5: 0.3459 (0.3523) time: 0.4739 data: 0.0136 max mem: 5654 Epoch: [64] [4800/7393] eta: 0:20:51 lr: 0.000010 loss: 15.0840 (15.2211) loss_bbox: 0.1396 (0.1463) loss_bbox_aux_0: 0.1509 (0.1587) loss_bbox_aux_1: 0.1497 (0.1514) loss_bbox_aux_2: 0.1449 (0.1488) loss_bbox_aux_3: 0.1414 (0.1470) loss_bbox_aux_4: 0.1404 (0.1464) loss_bbox_aux_5: 0.1835 (0.1931) loss_bbox_dn_0: 0.2245 (0.2515) loss_bbox_dn_1: 0.1591 (0.1827) loss_bbox_dn_2: 0.1483 (0.1628) loss_bbox_dn_3: 0.1460 (0.1570) loss_bbox_dn_4: 0.1444 (0.1556) loss_bbox_dn_5: 0.1444 (0.1556) loss_giou: 0.4366 (0.4600) loss_giou_aux_0: 0.4800 (0.4829) loss_giou_aux_1: 0.4572 (0.4701) loss_giou_aux_2: 0.4395 (0.4644) loss_giou_aux_3: 0.4433 (0.4613) loss_giou_aux_4: 0.4439 (0.4601) loss_giou_aux_5: 0.5441 (0.5438) loss_giou_dn_0: 0.5657 (0.5585) loss_giou_dn_1: 0.4511 (0.4501) loss_giou_dn_2: 0.4162 (0.4189) loss_giou_dn_3: 0.4088 (0.4106) loss_giou_dn_4: 0.4079 (0.4084) loss_giou_dn_5: 0.4078 (0.4086) loss_vfl: 0.6481 (0.6498) loss_vfl_aux_0: 0.7303 (0.7450) loss_vfl_aux_1: 0.6878 (0.6996) loss_vfl_aux_2: 0.6736 (0.6755) loss_vfl_aux_3: 0.6550 (0.6618) loss_vfl_aux_4: 0.6423 (0.6539) loss_vfl_aux_5: 0.7269 (0.7354) loss_vfl_dn_0: 0.4465 (0.4438) loss_vfl_dn_1: 0.3746 (0.3784) loss_vfl_dn_2: 0.3560 (0.3625) loss_vfl_dn_3: 0.3504 (0.3555) loss_vfl_dn_4: 0.3491 (0.3530) loss_vfl_dn_5: 0.3461 (0.3523) time: 0.4686 data: 0.0135 max mem: 5654 Epoch: [64] [4900/7393] eta: 0:20:02 lr: 0.000010 loss: 14.7992 (15.2199) loss_bbox: 0.1387 (0.1463) loss_bbox_aux_0: 0.1544 (0.1587) loss_bbox_aux_1: 0.1368 (0.1514) loss_bbox_aux_2: 0.1337 (0.1487) loss_bbox_aux_3: 0.1405 (0.1470) loss_bbox_aux_4: 0.1397 (0.1464) loss_bbox_aux_5: 0.1871 (0.1932) loss_bbox_dn_0: 0.2594 (0.2515) loss_bbox_dn_1: 0.1819 (0.1827) loss_bbox_dn_2: 0.1623 (0.1628) loss_bbox_dn_3: 0.1562 (0.1570) loss_bbox_dn_4: 0.1565 (0.1556) loss_bbox_dn_5: 0.1566 (0.1556) loss_giou: 0.4190 (0.4599) loss_giou_aux_0: 0.4239 (0.4828) loss_giou_aux_1: 0.4322 (0.4700) loss_giou_aux_2: 0.4081 (0.4643) loss_giou_aux_3: 0.4215 (0.4612) loss_giou_aux_4: 0.4193 (0.4600) loss_giou_aux_5: 0.5025 (0.5438) loss_giou_dn_0: 0.5323 (0.5583) loss_giou_dn_1: 0.4293 (0.4500) loss_giou_dn_2: 0.4107 (0.4187) loss_giou_dn_3: 0.4017 (0.4105) loss_giou_dn_4: 0.4013 (0.4083) loss_giou_dn_5: 0.4020 (0.4085) loss_vfl: 0.6834 (0.6499) loss_vfl_aux_0: 0.7538 (0.7451) loss_vfl_aux_1: 0.7025 (0.6996) loss_vfl_aux_2: 0.6941 (0.6757) loss_vfl_aux_3: 0.6818 (0.6619) loss_vfl_aux_4: 0.6802 (0.6540) loss_vfl_aux_5: 0.7443 (0.7355) loss_vfl_dn_0: 0.4411 (0.4437) loss_vfl_dn_1: 0.3710 (0.3784) loss_vfl_dn_2: 0.3554 (0.3625) loss_vfl_dn_3: 0.3482 (0.3555) loss_vfl_dn_4: 0.3474 (0.3529) loss_vfl_dn_5: 0.3468 (0.3522) time: 0.4697 data: 0.0132 max mem: 5654 Epoch: [64] [5000/7393] eta: 0:19:13 lr: 0.000010 loss: 15.0914 (15.2198) loss_bbox: 0.1381 (0.1463) loss_bbox_aux_0: 0.1459 (0.1588) loss_bbox_aux_1: 0.1407 (0.1515) loss_bbox_aux_2: 0.1344 (0.1488) loss_bbox_aux_3: 0.1285 (0.1471) loss_bbox_aux_4: 0.1327 (0.1464) loss_bbox_aux_5: 0.1776 (0.1932) loss_bbox_dn_0: 0.2087 (0.2514) loss_bbox_dn_1: 0.1478 (0.1826) loss_bbox_dn_2: 0.1349 (0.1627) loss_bbox_dn_3: 0.1274 (0.1569) loss_bbox_dn_4: 0.1272 (0.1556) loss_bbox_dn_5: 0.1272 (0.1556) loss_giou: 0.4673 (0.4600) loss_giou_aux_0: 0.5173 (0.4829) loss_giou_aux_1: 0.4916 (0.4701) loss_giou_aux_2: 0.4872 (0.4644) loss_giou_aux_3: 0.4783 (0.4612) loss_giou_aux_4: 0.4686 (0.4601) loss_giou_aux_5: 0.5751 (0.5439) loss_giou_dn_0: 0.5574 (0.5583) loss_giou_dn_1: 0.4529 (0.4500) loss_giou_dn_2: 0.4261 (0.4187) loss_giou_dn_3: 0.4218 (0.4105) loss_giou_dn_4: 0.4180 (0.4083) loss_giou_dn_5: 0.4184 (0.4085) loss_vfl: 0.6231 (0.6498) loss_vfl_aux_0: 0.7032 (0.7449) loss_vfl_aux_1: 0.6712 (0.6995) loss_vfl_aux_2: 0.6489 (0.6756) loss_vfl_aux_3: 0.6218 (0.6618) loss_vfl_aux_4: 0.6301 (0.6540) loss_vfl_aux_5: 0.7195 (0.7353) loss_vfl_dn_0: 0.4450 (0.4437) loss_vfl_dn_1: 0.3776 (0.3784) loss_vfl_dn_2: 0.3676 (0.3624) loss_vfl_dn_3: 0.3607 (0.3554) loss_vfl_dn_4: 0.3582 (0.3529) loss_vfl_dn_5: 0.3581 (0.3522) time: 0.4704 data: 0.0135 max mem: 5654 Epoch: [64] [5100/7393] eta: 0:18:25 lr: 0.000010 loss: 14.5139 (15.2184) loss_bbox: 0.1533 (0.1463) loss_bbox_aux_0: 0.1627 (0.1587) loss_bbox_aux_1: 0.1530 (0.1515) loss_bbox_aux_2: 0.1538 (0.1488) loss_bbox_aux_3: 0.1572 (0.1470) loss_bbox_aux_4: 0.1577 (0.1464) loss_bbox_aux_5: 0.1977 (0.1932) loss_bbox_dn_0: 0.2502 (0.2513) loss_bbox_dn_1: 0.1772 (0.1826) loss_bbox_dn_2: 0.1598 (0.1627) loss_bbox_dn_3: 0.1557 (0.1569) loss_bbox_dn_4: 0.1529 (0.1555) loss_bbox_dn_5: 0.1529 (0.1555) loss_giou: 0.4420 (0.4598) loss_giou_aux_0: 0.4244 (0.4828) loss_giou_aux_1: 0.4174 (0.4699) loss_giou_aux_2: 0.4343 (0.4643) loss_giou_aux_3: 0.4353 (0.4611) loss_giou_aux_4: 0.4398 (0.4599) loss_giou_aux_5: 0.5095 (0.5438) loss_giou_dn_0: 0.5415 (0.5582) loss_giou_dn_1: 0.4273 (0.4499) loss_giou_dn_2: 0.3894 (0.4187) loss_giou_dn_3: 0.3791 (0.4104) loss_giou_dn_4: 0.3767 (0.4082) loss_giou_dn_5: 0.3768 (0.4084) loss_vfl: 0.6068 (0.6499) loss_vfl_aux_0: 0.7084 (0.7450) loss_vfl_aux_1: 0.6806 (0.6997) loss_vfl_aux_2: 0.6291 (0.6757) loss_vfl_aux_3: 0.6029 (0.6620) loss_vfl_aux_4: 0.6057 (0.6541) loss_vfl_aux_5: 0.7049 (0.7353) loss_vfl_dn_0: 0.4325 (0.4437) loss_vfl_dn_1: 0.3743 (0.3784) loss_vfl_dn_2: 0.3557 (0.3624) loss_vfl_dn_3: 0.3500 (0.3554) loss_vfl_dn_4: 0.3459 (0.3529) loss_vfl_dn_5: 0.3439 (0.3522) time: 0.4611 data: 0.0133 max mem: 5654 Epoch: [64] [5200/7393] eta: 0:17:39 lr: 0.000010 loss: 15.0830 (15.2161) loss_bbox: 0.1288 (0.1463) loss_bbox_aux_0: 0.1411 (0.1587) loss_bbox_aux_1: 0.1337 (0.1514) loss_bbox_aux_2: 0.1261 (0.1488) loss_bbox_aux_3: 0.1302 (0.1470) loss_bbox_aux_4: 0.1246 (0.1463) loss_bbox_aux_5: 0.1824 (0.1932) loss_bbox_dn_0: 0.2267 (0.2514) loss_bbox_dn_1: 0.1547 (0.1826) loss_bbox_dn_2: 0.1375 (0.1627) loss_bbox_dn_3: 0.1339 (0.1569) loss_bbox_dn_4: 0.1349 (0.1555) loss_bbox_dn_5: 0.1349 (0.1555) loss_giou: 0.4659 (0.4597) loss_giou_aux_0: 0.5120 (0.4826) loss_giou_aux_1: 0.4927 (0.4697) loss_giou_aux_2: 0.4727 (0.4642) loss_giou_aux_3: 0.4710 (0.4610) loss_giou_aux_4: 0.4671 (0.4597) loss_giou_aux_5: 0.5337 (0.5436) loss_giou_dn_0: 0.5567 (0.5580) loss_giou_dn_1: 0.4401 (0.4497) loss_giou_dn_2: 0.4066 (0.4185) loss_giou_dn_3: 0.3950 (0.4102) loss_giou_dn_4: 0.3941 (0.4081) loss_giou_dn_5: 0.3942 (0.4083) loss_vfl: 0.6170 (0.6500) loss_vfl_aux_0: 0.7123 (0.7451) loss_vfl_aux_1: 0.6606 (0.6998) loss_vfl_aux_2: 0.6220 (0.6756) loss_vfl_aux_3: 0.6202 (0.6620) loss_vfl_aux_4: 0.6255 (0.6541) loss_vfl_aux_5: 0.7161 (0.7354) loss_vfl_dn_0: 0.4348 (0.4436) loss_vfl_dn_1: 0.3723 (0.3783) loss_vfl_dn_2: 0.3589 (0.3623) loss_vfl_dn_3: 0.3542 (0.3553) loss_vfl_dn_4: 0.3506 (0.3528) loss_vfl_dn_5: 0.3484 (0.3521) time: 0.4816 data: 0.0133 max mem: 5654 Epoch: [64] [5300/7393] eta: 0:16:50 lr: 0.000010 loss: 15.4360 (15.2189) loss_bbox: 0.1422 (0.1464) loss_bbox_aux_0: 0.1560 (0.1588) loss_bbox_aux_1: 0.1427 (0.1515) loss_bbox_aux_2: 0.1440 (0.1489) loss_bbox_aux_3: 0.1389 (0.1471) loss_bbox_aux_4: 0.1410 (0.1464) loss_bbox_aux_5: 0.1883 (0.1932) loss_bbox_dn_0: 0.2400 (0.2515) loss_bbox_dn_1: 0.1770 (0.1827) loss_bbox_dn_2: 0.1517 (0.1628) loss_bbox_dn_3: 0.1460 (0.1570) loss_bbox_dn_4: 0.1497 (0.1556) loss_bbox_dn_5: 0.1497 (0.1557) loss_giou: 0.5034 (0.4598) loss_giou_aux_0: 0.5051 (0.4828) loss_giou_aux_1: 0.5049 (0.4699) loss_giou_aux_2: 0.4962 (0.4643) loss_giou_aux_3: 0.4918 (0.4611) loss_giou_aux_4: 0.5045 (0.4599) loss_giou_aux_5: 0.5590 (0.5437) loss_giou_dn_0: 0.5571 (0.5581) loss_giou_dn_1: 0.4425 (0.4498) loss_giou_dn_2: 0.4144 (0.4186) loss_giou_dn_3: 0.4072 (0.4103) loss_giou_dn_4: 0.4041 (0.4082) loss_giou_dn_5: 0.4041 (0.4084) loss_vfl: 0.6377 (0.6500) loss_vfl_aux_0: 0.7273 (0.7451) loss_vfl_aux_1: 0.7039 (0.6998) loss_vfl_aux_2: 0.6802 (0.6756) loss_vfl_aux_3: 0.6604 (0.6620) loss_vfl_aux_4: 0.6458 (0.6541) loss_vfl_aux_5: 0.7325 (0.7355) loss_vfl_dn_0: 0.4454 (0.4436) loss_vfl_dn_1: 0.3803 (0.3782) loss_vfl_dn_2: 0.3616 (0.3623) loss_vfl_dn_3: 0.3546 (0.3553) loss_vfl_dn_4: 0.3522 (0.3528) loss_vfl_dn_5: 0.3508 (0.3521) time: 0.4849 data: 0.0130 max mem: 5654 Epoch: [64] [5400/7393] eta: 0:16:01 lr: 0.000010 loss: 15.3375 (15.2186) loss_bbox: 0.1449 (0.1464) loss_bbox_aux_0: 0.1630 (0.1588) loss_bbox_aux_1: 0.1551 (0.1515) loss_bbox_aux_2: 0.1485 (0.1488) loss_bbox_aux_3: 0.1413 (0.1471) loss_bbox_aux_4: 0.1449 (0.1464) loss_bbox_aux_5: 0.1997 (0.1932) loss_bbox_dn_0: 0.2418 (0.2514) loss_bbox_dn_1: 0.1842 (0.1826) loss_bbox_dn_2: 0.1677 (0.1628) loss_bbox_dn_3: 0.1648 (0.1570) loss_bbox_dn_4: 0.1656 (0.1556) loss_bbox_dn_5: 0.1656 (0.1556) loss_giou: 0.4096 (0.4599) loss_giou_aux_0: 0.4352 (0.4829) loss_giou_aux_1: 0.4168 (0.4700) loss_giou_aux_2: 0.4170 (0.4644) loss_giou_aux_3: 0.4139 (0.4612) loss_giou_aux_4: 0.4113 (0.4600) loss_giou_aux_5: 0.5019 (0.5438) loss_giou_dn_0: 0.5430 (0.5581) loss_giou_dn_1: 0.4332 (0.4499) loss_giou_dn_2: 0.4046 (0.4186) loss_giou_dn_3: 0.3956 (0.4103) loss_giou_dn_4: 0.3943 (0.4082) loss_giou_dn_5: 0.3943 (0.4084) loss_vfl: 0.6239 (0.6499) loss_vfl_aux_0: 0.6955 (0.7449) loss_vfl_aux_1: 0.6686 (0.6996) loss_vfl_aux_2: 0.6448 (0.6755) loss_vfl_aux_3: 0.6512 (0.6620) loss_vfl_aux_4: 0.6280 (0.6540) loss_vfl_aux_5: 0.7045 (0.7354) loss_vfl_dn_0: 0.4387 (0.4436) loss_vfl_dn_1: 0.3805 (0.3783) loss_vfl_dn_2: 0.3624 (0.3623) loss_vfl_dn_3: 0.3545 (0.3553) loss_vfl_dn_4: 0.3528 (0.3528) loss_vfl_dn_5: 0.3518 (0.3521) time: 0.4688 data: 0.0130 max mem: 5654 Epoch: [64] [5500/7393] eta: 0:15:13 lr: 0.000010 loss: 14.6719 (15.2185) loss_bbox: 0.1306 (0.1464) loss_bbox_aux_0: 0.1483 (0.1589) loss_bbox_aux_1: 0.1381 (0.1516) loss_bbox_aux_2: 0.1387 (0.1489) loss_bbox_aux_3: 0.1289 (0.1471) loss_bbox_aux_4: 0.1283 (0.1464) loss_bbox_aux_5: 0.1804 (0.1933) loss_bbox_dn_0: 0.2375 (0.2514) loss_bbox_dn_1: 0.1605 (0.1827) loss_bbox_dn_2: 0.1456 (0.1628) loss_bbox_dn_3: 0.1395 (0.1570) loss_bbox_dn_4: 0.1378 (0.1556) loss_bbox_dn_5: 0.1379 (0.1556) loss_giou: 0.4355 (0.4596) loss_giou_aux_0: 0.4498 (0.4827) loss_giou_aux_1: 0.4339 (0.4699) loss_giou_aux_2: 0.4359 (0.4642) loss_giou_aux_3: 0.4374 (0.4609) loss_giou_aux_4: 0.4337 (0.4597) loss_giou_aux_5: 0.5250 (0.5436) loss_giou_dn_0: 0.5406 (0.5580) loss_giou_dn_1: 0.4397 (0.4498) loss_giou_dn_2: 0.4129 (0.4186) loss_giou_dn_3: 0.4063 (0.4103) loss_giou_dn_4: 0.4048 (0.4081) loss_giou_dn_5: 0.4052 (0.4083) loss_vfl: 0.6669 (0.6501) loss_vfl_aux_0: 0.7515 (0.7451) loss_vfl_aux_1: 0.6956 (0.6997) loss_vfl_aux_2: 0.6724 (0.6759) loss_vfl_aux_3: 0.6660 (0.6623) loss_vfl_aux_4: 0.6632 (0.6543) loss_vfl_aux_5: 0.7432 (0.7356) loss_vfl_dn_0: 0.4450 (0.4436) loss_vfl_dn_1: 0.3798 (0.3782) loss_vfl_dn_2: 0.3597 (0.3623) loss_vfl_dn_3: 0.3516 (0.3553) loss_vfl_dn_4: 0.3502 (0.3528) loss_vfl_dn_5: 0.3498 (0.3521) time: 0.4620 data: 0.0129 max mem: 5654 Epoch: [64] [5600/7393] eta: 0:14:24 lr: 0.000010 loss: 14.9218 (15.2206) loss_bbox: 0.1429 (0.1464) loss_bbox_aux_0: 0.1572 (0.1589) loss_bbox_aux_1: 0.1531 (0.1517) loss_bbox_aux_2: 0.1480 (0.1489) loss_bbox_aux_3: 0.1402 (0.1471) loss_bbox_aux_4: 0.1426 (0.1464) loss_bbox_aux_5: 0.1931 (0.1934) loss_bbox_dn_0: 0.2425 (0.2515) loss_bbox_dn_1: 0.1767 (0.1827) loss_bbox_dn_2: 0.1525 (0.1628) loss_bbox_dn_3: 0.1492 (0.1570) loss_bbox_dn_4: 0.1490 (0.1556) loss_bbox_dn_5: 0.1491 (0.1556) loss_giou: 0.4041 (0.4598) loss_giou_aux_0: 0.4368 (0.4829) loss_giou_aux_1: 0.4253 (0.4701) loss_giou_aux_2: 0.4044 (0.4644) loss_giou_aux_3: 0.4053 (0.4612) loss_giou_aux_4: 0.4007 (0.4599) loss_giou_aux_5: 0.5135 (0.5438) loss_giou_dn_0: 0.5349 (0.5582) loss_giou_dn_1: 0.4271 (0.4500) loss_giou_dn_2: 0.3985 (0.4187) loss_giou_dn_3: 0.3963 (0.4104) loss_giou_dn_4: 0.3961 (0.4083) loss_giou_dn_5: 0.3962 (0.4085) loss_vfl: 0.6247 (0.6501) loss_vfl_aux_0: 0.7155 (0.7449) loss_vfl_aux_1: 0.6780 (0.6996) loss_vfl_aux_2: 0.6529 (0.6757) loss_vfl_aux_3: 0.6361 (0.6622) loss_vfl_aux_4: 0.6296 (0.6544) loss_vfl_aux_5: 0.7114 (0.7355) loss_vfl_dn_0: 0.4356 (0.4435) loss_vfl_dn_1: 0.3647 (0.3782) loss_vfl_dn_2: 0.3505 (0.3623) loss_vfl_dn_3: 0.3431 (0.3553) loss_vfl_dn_4: 0.3392 (0.3528) loss_vfl_dn_5: 0.3379 (0.3521) time: 0.4655 data: 0.0127 max mem: 5654 Epoch: [64] [5700/7393] eta: 0:13:35 lr: 0.000010 loss: 14.8357 (15.2177) loss_bbox: 0.1344 (0.1463) loss_bbox_aux_0: 0.1568 (0.1589) loss_bbox_aux_1: 0.1480 (0.1516) loss_bbox_aux_2: 0.1384 (0.1489) loss_bbox_aux_3: 0.1394 (0.1470) loss_bbox_aux_4: 0.1346 (0.1464) loss_bbox_aux_5: 0.1947 (0.1933) loss_bbox_dn_0: 0.2389 (0.2515) loss_bbox_dn_1: 0.1741 (0.1826) loss_bbox_dn_2: 0.1556 (0.1628) loss_bbox_dn_3: 0.1501 (0.1570) loss_bbox_dn_4: 0.1493 (0.1556) loss_bbox_dn_5: 0.1494 (0.1556) loss_giou: 0.4427 (0.4596) loss_giou_aux_0: 0.4814 (0.4827) loss_giou_aux_1: 0.4612 (0.4699) loss_giou_aux_2: 0.4417 (0.4642) loss_giou_aux_3: 0.4397 (0.4609) loss_giou_aux_4: 0.4439 (0.4596) loss_giou_aux_5: 0.5476 (0.5437) loss_giou_dn_0: 0.5591 (0.5580) loss_giou_dn_1: 0.4419 (0.4498) loss_giou_dn_2: 0.4118 (0.4186) loss_giou_dn_3: 0.4017 (0.4103) loss_giou_dn_4: 0.3976 (0.4081) loss_giou_dn_5: 0.3975 (0.4083) loss_vfl: 0.6665 (0.6503) loss_vfl_aux_0: 0.7116 (0.7448) loss_vfl_aux_1: 0.6790 (0.6995) loss_vfl_aux_2: 0.6550 (0.6757) loss_vfl_aux_3: 0.6610 (0.6623) loss_vfl_aux_4: 0.6529 (0.6544) loss_vfl_aux_5: 0.7038 (0.7355) loss_vfl_dn_0: 0.4461 (0.4435) loss_vfl_dn_1: 0.3762 (0.3782) loss_vfl_dn_2: 0.3591 (0.3623) loss_vfl_dn_3: 0.3545 (0.3553) loss_vfl_dn_4: 0.3516 (0.3528) loss_vfl_dn_5: 0.3520 (0.3521) time: 0.4818 data: 0.0129 max mem: 5654 Epoch: [64] [5800/7393] eta: 0:12:49 lr: 0.000010 loss: 14.5910 (15.2144) loss_bbox: 0.1508 (0.1464) loss_bbox_aux_0: 0.1591 (0.1589) loss_bbox_aux_1: 0.1513 (0.1517) loss_bbox_aux_2: 0.1491 (0.1490) loss_bbox_aux_3: 0.1503 (0.1471) loss_bbox_aux_4: 0.1513 (0.1464) loss_bbox_aux_5: 0.2004 (0.1934) loss_bbox_dn_0: 0.2582 (0.2517) loss_bbox_dn_1: 0.1863 (0.1828) loss_bbox_dn_2: 0.1666 (0.1629) loss_bbox_dn_3: 0.1614 (0.1570) loss_bbox_dn_4: 0.1596 (0.1556) loss_bbox_dn_5: 0.1596 (0.1557) loss_giou: 0.4401 (0.4593) loss_giou_aux_0: 0.4476 (0.4824) loss_giou_aux_1: 0.4381 (0.4697) loss_giou_aux_2: 0.4370 (0.4639) loss_giou_aux_3: 0.4334 (0.4606) loss_giou_aux_4: 0.4406 (0.4594) loss_giou_aux_5: 0.5233 (0.5434) loss_giou_dn_0: 0.5246 (0.5578) loss_giou_dn_1: 0.4207 (0.4496) loss_giou_dn_2: 0.3930 (0.4184) loss_giou_dn_3: 0.3832 (0.4101) loss_giou_dn_4: 0.3799 (0.4079) loss_giou_dn_5: 0.3800 (0.4081) loss_vfl: 0.6316 (0.6502) loss_vfl_aux_0: 0.7529 (0.7447) loss_vfl_aux_1: 0.6976 (0.6994) loss_vfl_aux_2: 0.6587 (0.6756) loss_vfl_aux_3: 0.6440 (0.6621) loss_vfl_aux_4: 0.6362 (0.6544) loss_vfl_aux_5: 0.7384 (0.7354) loss_vfl_dn_0: 0.4448 (0.4435) loss_vfl_dn_1: 0.3693 (0.3781) loss_vfl_dn_2: 0.3508 (0.3622) loss_vfl_dn_3: 0.3429 (0.3552) loss_vfl_dn_4: 0.3398 (0.3527) loss_vfl_dn_5: 0.3384 (0.3520) time: 0.7530 data: 0.0129 max mem: 5654 Epoch: [64] [5900/7393] eta: 0:12:00 lr: 0.000010 loss: 15.2590 (15.2158) loss_bbox: 0.1432 (0.1465) loss_bbox_aux_0: 0.1685 (0.1590) loss_bbox_aux_1: 0.1486 (0.1517) loss_bbox_aux_2: 0.1494 (0.1490) loss_bbox_aux_3: 0.1408 (0.1472) loss_bbox_aux_4: 0.1438 (0.1465) loss_bbox_aux_5: 0.1916 (0.1935) loss_bbox_dn_0: 0.2621 (0.2517) loss_bbox_dn_1: 0.1807 (0.1828) loss_bbox_dn_2: 0.1589 (0.1629) loss_bbox_dn_3: 0.1545 (0.1571) loss_bbox_dn_4: 0.1543 (0.1557) loss_bbox_dn_5: 0.1543 (0.1557) loss_giou: 0.4032 (0.4594) loss_giou_aux_0: 0.4145 (0.4825) loss_giou_aux_1: 0.4071 (0.4698) loss_giou_aux_2: 0.3983 (0.4640) loss_giou_aux_3: 0.4051 (0.4608) loss_giou_aux_4: 0.4010 (0.4595) loss_giou_aux_5: 0.4808 (0.5435) loss_giou_dn_0: 0.5547 (0.5579) loss_giou_dn_1: 0.4359 (0.4497) loss_giou_dn_2: 0.4101 (0.4184) loss_giou_dn_3: 0.4003 (0.4101) loss_giou_dn_4: 0.3971 (0.4080) loss_giou_dn_5: 0.3972 (0.4082) loss_vfl: 0.6603 (0.6501) loss_vfl_aux_0: 0.7652 (0.7446) loss_vfl_aux_1: 0.7187 (0.6993) loss_vfl_aux_2: 0.6976 (0.6756) loss_vfl_aux_3: 0.6670 (0.6621) loss_vfl_aux_4: 0.6644 (0.6543) loss_vfl_aux_5: 0.7402 (0.7353) loss_vfl_dn_0: 0.4466 (0.4435) loss_vfl_dn_1: 0.3806 (0.3782) loss_vfl_dn_2: 0.3687 (0.3622) loss_vfl_dn_3: 0.3619 (0.3552) loss_vfl_dn_4: 0.3570 (0.3527) loss_vfl_dn_5: 0.3577 (0.3520) time: 0.4735 data: 0.0129 max mem: 5654 Epoch: [64] [6000/7393] eta: 0:11:12 lr: 0.000010 loss: 15.3989 (15.2159) loss_bbox: 0.1453 (0.1464) loss_bbox_aux_0: 0.1414 (0.1589) loss_bbox_aux_1: 0.1388 (0.1517) loss_bbox_aux_2: 0.1389 (0.1489) loss_bbox_aux_3: 0.1378 (0.1471) loss_bbox_aux_4: 0.1453 (0.1464) loss_bbox_aux_5: 0.1735 (0.1934) loss_bbox_dn_0: 0.2344 (0.2517) loss_bbox_dn_1: 0.1694 (0.1828) loss_bbox_dn_2: 0.1508 (0.1629) loss_bbox_dn_3: 0.1463 (0.1571) loss_bbox_dn_4: 0.1452 (0.1557) loss_bbox_dn_5: 0.1453 (0.1557) loss_giou: 0.4650 (0.4594) loss_giou_aux_0: 0.5058 (0.4825) loss_giou_aux_1: 0.4906 (0.4697) loss_giou_aux_2: 0.4847 (0.4640) loss_giou_aux_3: 0.4722 (0.4607) loss_giou_aux_4: 0.4725 (0.4594) loss_giou_aux_5: 0.5368 (0.5435) loss_giou_dn_0: 0.5545 (0.5579) loss_giou_dn_1: 0.4466 (0.4497) loss_giou_dn_2: 0.4082 (0.4185) loss_giou_dn_3: 0.4029 (0.4102) loss_giou_dn_4: 0.3983 (0.4080) loss_giou_dn_5: 0.3985 (0.4082) loss_vfl: 0.6404 (0.6502) loss_vfl_aux_0: 0.7579 (0.7447) loss_vfl_aux_1: 0.7078 (0.6993) loss_vfl_aux_2: 0.6649 (0.6756) loss_vfl_aux_3: 0.6600 (0.6622) loss_vfl_aux_4: 0.6374 (0.6544) loss_vfl_aux_5: 0.7318 (0.7354) loss_vfl_dn_0: 0.4480 (0.4435) loss_vfl_dn_1: 0.3807 (0.3782) loss_vfl_dn_2: 0.3628 (0.3622) loss_vfl_dn_3: 0.3557 (0.3552) loss_vfl_dn_4: 0.3550 (0.3527) loss_vfl_dn_5: 0.3526 (0.3520) time: 0.4824 data: 0.0159 max mem: 5654 Epoch: [64] [6100/7393] eta: 0:10:23 lr: 0.000010 loss: 14.7131 (15.2149) loss_bbox: 0.1270 (0.1464) loss_bbox_aux_0: 0.1363 (0.1589) loss_bbox_aux_1: 0.1316 (0.1517) loss_bbox_aux_2: 0.1257 (0.1489) loss_bbox_aux_3: 0.1278 (0.1471) loss_bbox_aux_4: 0.1252 (0.1464) loss_bbox_aux_5: 0.1723 (0.1934) loss_bbox_dn_0: 0.2237 (0.2517) loss_bbox_dn_1: 0.1585 (0.1828) loss_bbox_dn_2: 0.1430 (0.1629) loss_bbox_dn_3: 0.1337 (0.1571) loss_bbox_dn_4: 0.1330 (0.1557) loss_bbox_dn_5: 0.1330 (0.1557) loss_giou: 0.4340 (0.4593) loss_giou_aux_0: 0.4605 (0.4824) loss_giou_aux_1: 0.4405 (0.4697) loss_giou_aux_2: 0.4258 (0.4640) loss_giou_aux_3: 0.4297 (0.4607) loss_giou_aux_4: 0.4315 (0.4594) loss_giou_aux_5: 0.5078 (0.5434) loss_giou_dn_0: 0.5498 (0.5578) loss_giou_dn_1: 0.4334 (0.4497) loss_giou_dn_2: 0.4025 (0.4184) loss_giou_dn_3: 0.4004 (0.4101) loss_giou_dn_4: 0.3989 (0.4079) loss_giou_dn_5: 0.4000 (0.4081) loss_vfl: 0.6507 (0.6502) loss_vfl_aux_0: 0.7365 (0.7448) loss_vfl_aux_1: 0.6971 (0.6993) loss_vfl_aux_2: 0.6823 (0.6756) loss_vfl_aux_3: 0.6682 (0.6622) loss_vfl_aux_4: 0.6630 (0.6545) loss_vfl_aux_5: 0.7366 (0.7355) loss_vfl_dn_0: 0.4359 (0.4435) loss_vfl_dn_1: 0.3722 (0.3781) loss_vfl_dn_2: 0.3600 (0.3621) loss_vfl_dn_3: 0.3545 (0.3551) loss_vfl_dn_4: 0.3486 (0.3526) loss_vfl_dn_5: 0.3461 (0.3519) time: 0.4771 data: 0.0171 max mem: 5654 Epoch: [64] [6200/7393] eta: 0:09:35 lr: 0.000010 loss: 15.0139 (15.2138) loss_bbox: 0.1458 (0.1464) loss_bbox_aux_0: 0.1636 (0.1588) loss_bbox_aux_1: 0.1470 (0.1517) loss_bbox_aux_2: 0.1489 (0.1489) loss_bbox_aux_3: 0.1496 (0.1471) loss_bbox_aux_4: 0.1432 (0.1464) loss_bbox_aux_5: 0.1893 (0.1933) loss_bbox_dn_0: 0.2449 (0.2518) loss_bbox_dn_1: 0.1718 (0.1828) loss_bbox_dn_2: 0.1580 (0.1629) loss_bbox_dn_3: 0.1522 (0.1571) loss_bbox_dn_4: 0.1510 (0.1557) loss_bbox_dn_5: 0.1511 (0.1557) loss_giou: 0.4679 (0.4591) loss_giou_aux_0: 0.4949 (0.4823) loss_giou_aux_1: 0.4684 (0.4695) loss_giou_aux_2: 0.4687 (0.4638) loss_giou_aux_3: 0.4652 (0.4605) loss_giou_aux_4: 0.4681 (0.4592) loss_giou_aux_5: 0.5523 (0.5432) loss_giou_dn_0: 0.5557 (0.5578) loss_giou_dn_1: 0.4401 (0.4496) loss_giou_dn_2: 0.4077 (0.4184) loss_giou_dn_3: 0.4047 (0.4100) loss_giou_dn_4: 0.4046 (0.4079) loss_giou_dn_5: 0.4044 (0.4081) loss_vfl: 0.6136 (0.6503) loss_vfl_aux_0: 0.7134 (0.7448) loss_vfl_aux_1: 0.6840 (0.6993) loss_vfl_aux_2: 0.6508 (0.6757) loss_vfl_aux_3: 0.6383 (0.6622) loss_vfl_aux_4: 0.6186 (0.6545) loss_vfl_aux_5: 0.6890 (0.7356) loss_vfl_dn_0: 0.4443 (0.4435) loss_vfl_dn_1: 0.3828 (0.3781) loss_vfl_dn_2: 0.3617 (0.3621) loss_vfl_dn_3: 0.3592 (0.3551) loss_vfl_dn_4: 0.3572 (0.3526) loss_vfl_dn_5: 0.3562 (0.3519) time: 0.4789 data: 0.0174 max mem: 5654 Epoch: [64] [6300/7393] eta: 0:08:47 lr: 0.000010 loss: 15.0367 (15.2117) loss_bbox: 0.1489 (0.1464) loss_bbox_aux_0: 0.1730 (0.1589) loss_bbox_aux_1: 0.1655 (0.1517) loss_bbox_aux_2: 0.1615 (0.1489) loss_bbox_aux_3: 0.1593 (0.1471) loss_bbox_aux_4: 0.1483 (0.1464) loss_bbox_aux_5: 0.2013 (0.1933) loss_bbox_dn_0: 0.2735 (0.2518) loss_bbox_dn_1: 0.1928 (0.1828) loss_bbox_dn_2: 0.1802 (0.1629) loss_bbox_dn_3: 0.1732 (0.1571) loss_bbox_dn_4: 0.1715 (0.1557) loss_bbox_dn_5: 0.1715 (0.1557) loss_giou: 0.4215 (0.4590) loss_giou_aux_0: 0.4277 (0.4821) loss_giou_aux_1: 0.4065 (0.4693) loss_giou_aux_2: 0.4151 (0.4637) loss_giou_aux_3: 0.4207 (0.4604) loss_giou_aux_4: 0.4195 (0.4590) loss_giou_aux_5: 0.4819 (0.5430) loss_giou_dn_0: 0.5285 (0.5577) loss_giou_dn_1: 0.4107 (0.4495) loss_giou_dn_2: 0.3819 (0.4182) loss_giou_dn_3: 0.3726 (0.4099) loss_giou_dn_4: 0.3711 (0.4078) loss_giou_dn_5: 0.3716 (0.4080) loss_vfl: 0.6469 (0.6502) loss_vfl_aux_0: 0.7434 (0.7447) loss_vfl_aux_1: 0.7098 (0.6993) loss_vfl_aux_2: 0.6632 (0.6757) loss_vfl_aux_3: 0.6743 (0.6621) loss_vfl_aux_4: 0.6581 (0.6545) loss_vfl_aux_5: 0.7385 (0.7356) loss_vfl_dn_0: 0.4481 (0.4435) loss_vfl_dn_1: 0.3740 (0.3781) loss_vfl_dn_2: 0.3581 (0.3621) loss_vfl_dn_3: 0.3522 (0.3551) loss_vfl_dn_4: 0.3493 (0.3526) loss_vfl_dn_5: 0.3495 (0.3519) time: 0.4814 data: 0.0176 max mem: 5654 Epoch: [64] [6400/7393] eta: 0:07:58 lr: 0.000010 loss: 15.9465 (15.2145) loss_bbox: 0.1500 (0.1465) loss_bbox_aux_0: 0.1727 (0.1590) loss_bbox_aux_1: 0.1659 (0.1518) loss_bbox_aux_2: 0.1512 (0.1490) loss_bbox_aux_3: 0.1498 (0.1472) loss_bbox_aux_4: 0.1530 (0.1466) loss_bbox_aux_5: 0.1948 (0.1935) loss_bbox_dn_0: 0.2718 (0.2520) loss_bbox_dn_1: 0.1993 (0.1830) loss_bbox_dn_2: 0.1709 (0.1631) loss_bbox_dn_3: 0.1639 (0.1572) loss_bbox_dn_4: 0.1617 (0.1559) loss_bbox_dn_5: 0.1617 (0.1559) loss_giou: 0.4392 (0.4588) loss_giou_aux_0: 0.4850 (0.4820) loss_giou_aux_1: 0.4614 (0.4692) loss_giou_aux_2: 0.4637 (0.4635) loss_giou_aux_3: 0.4464 (0.4602) loss_giou_aux_4: 0.4459 (0.4589) loss_giou_aux_5: 0.5391 (0.5429) loss_giou_dn_0: 0.5584 (0.5577) loss_giou_dn_1: 0.4402 (0.4494) loss_giou_dn_2: 0.4050 (0.4182) loss_giou_dn_3: 0.3958 (0.4098) loss_giou_dn_4: 0.3934 (0.4077) loss_giou_dn_5: 0.3937 (0.4079) loss_vfl: 0.6958 (0.6506) loss_vfl_aux_0: 0.7540 (0.7450) loss_vfl_aux_1: 0.7200 (0.6996) loss_vfl_aux_2: 0.7022 (0.6760) loss_vfl_aux_3: 0.7017 (0.6624) loss_vfl_aux_4: 0.7007 (0.6548) loss_vfl_aux_5: 0.7725 (0.7358) loss_vfl_dn_0: 0.4513 (0.4436) loss_vfl_dn_1: 0.3876 (0.3781) loss_vfl_dn_2: 0.3686 (0.3621) loss_vfl_dn_3: 0.3621 (0.3551) loss_vfl_dn_4: 0.3574 (0.3526) loss_vfl_dn_5: 0.3575 (0.3519) time: 0.4772 data: 0.0175 max mem: 5654 Epoch: [64] [6500/7393] eta: 0:07:11 lr: 0.000010 loss: 15.0362 (15.2131) loss_bbox: 0.1471 (0.1465) loss_bbox_aux_0: 0.1713 (0.1590) loss_bbox_aux_1: 0.1523 (0.1518) loss_bbox_aux_2: 0.1556 (0.1490) loss_bbox_aux_3: 0.1506 (0.1472) loss_bbox_aux_4: 0.1465 (0.1465) loss_bbox_aux_5: 0.1828 (0.1934) loss_bbox_dn_0: 0.2327 (0.2520) loss_bbox_dn_1: 0.1632 (0.1830) loss_bbox_dn_2: 0.1496 (0.1630) loss_bbox_dn_3: 0.1462 (0.1572) loss_bbox_dn_4: 0.1452 (0.1558) loss_bbox_dn_5: 0.1452 (0.1558) loss_giou: 0.4516 (0.4588) loss_giou_aux_0: 0.4762 (0.4819) loss_giou_aux_1: 0.4705 (0.4691) loss_giou_aux_2: 0.4485 (0.4634) loss_giou_aux_3: 0.4437 (0.4601) loss_giou_aux_4: 0.4515 (0.4588) loss_giou_aux_5: 0.5187 (0.5428) loss_giou_dn_0: 0.5439 (0.5576) loss_giou_dn_1: 0.4338 (0.4493) loss_giou_dn_2: 0.4007 (0.4181) loss_giou_dn_3: 0.3973 (0.4098) loss_giou_dn_4: 0.3936 (0.4076) loss_giou_dn_5: 0.3939 (0.4078) loss_vfl: 0.6418 (0.6506) loss_vfl_aux_0: 0.7302 (0.7450) loss_vfl_aux_1: 0.7108 (0.6997) loss_vfl_aux_2: 0.6680 (0.6760) loss_vfl_aux_3: 0.6510 (0.6624) loss_vfl_aux_4: 0.6311 (0.6548) loss_vfl_aux_5: 0.7268 (0.7358) loss_vfl_dn_0: 0.4467 (0.4436) loss_vfl_dn_1: 0.3797 (0.3781) loss_vfl_dn_2: 0.3594 (0.3621) loss_vfl_dn_3: 0.3539 (0.3551) loss_vfl_dn_4: 0.3506 (0.3526) loss_vfl_dn_5: 0.3513 (0.3519) time: 0.7455 data: 0.0168 max mem: 5654 Epoch: [64] [6600/7393] eta: 0:06:22 lr: 0.000010 loss: 16.1725 (15.2183) loss_bbox: 0.1648 (0.1466) loss_bbox_aux_0: 0.1627 (0.1591) loss_bbox_aux_1: 0.1572 (0.1519) loss_bbox_aux_2: 0.1552 (0.1491) loss_bbox_aux_3: 0.1592 (0.1473) loss_bbox_aux_4: 0.1655 (0.1466) loss_bbox_aux_5: 0.1955 (0.1935) loss_bbox_dn_0: 0.2485 (0.2521) loss_bbox_dn_1: 0.1885 (0.1831) loss_bbox_dn_2: 0.1606 (0.1631) loss_bbox_dn_3: 0.1548 (0.1573) loss_bbox_dn_4: 0.1548 (0.1559) loss_bbox_dn_5: 0.1548 (0.1559) loss_giou: 0.4898 (0.4590) loss_giou_aux_0: 0.5040 (0.4821) loss_giou_aux_1: 0.4933 (0.4693) loss_giou_aux_2: 0.4893 (0.4636) loss_giou_aux_3: 0.4833 (0.4604) loss_giou_aux_4: 0.4853 (0.4590) loss_giou_aux_5: 0.5512 (0.5429) loss_giou_dn_0: 0.5781 (0.5578) loss_giou_dn_1: 0.4677 (0.4496) loss_giou_dn_2: 0.4395 (0.4183) loss_giou_dn_3: 0.4299 (0.4100) loss_giou_dn_4: 0.4282 (0.4078) loss_giou_dn_5: 0.4281 (0.4080) loss_vfl: 0.6785 (0.6508) loss_vfl_aux_0: 0.7602 (0.7450) loss_vfl_aux_1: 0.7286 (0.6999) loss_vfl_aux_2: 0.7049 (0.6761) loss_vfl_aux_3: 0.6891 (0.6626) loss_vfl_aux_4: 0.6865 (0.6550) loss_vfl_aux_5: 0.7511 (0.7359) loss_vfl_dn_0: 0.4477 (0.4436) loss_vfl_dn_1: 0.3866 (0.3782) loss_vfl_dn_2: 0.3694 (0.3622) loss_vfl_dn_3: 0.3628 (0.3552) loss_vfl_dn_4: 0.3630 (0.3527) loss_vfl_dn_5: 0.3636 (0.3520) time: 0.4823 data: 0.0175 max mem: 5654 Epoch: [64] [6700/7393] eta: 0:05:35 lr: 0.000010 loss: 15.0499 (15.2233) loss_bbox: 0.1381 (0.1466) loss_bbox_aux_0: 0.1465 (0.1592) loss_bbox_aux_1: 0.1361 (0.1520) loss_bbox_aux_2: 0.1410 (0.1492) loss_bbox_aux_3: 0.1334 (0.1473) loss_bbox_aux_4: 0.1369 (0.1467) loss_bbox_aux_5: 0.1915 (0.1936) loss_bbox_dn_0: 0.2346 (0.2523) loss_bbox_dn_1: 0.1718 (0.1833) loss_bbox_dn_2: 0.1556 (0.1633) loss_bbox_dn_3: 0.1466 (0.1575) loss_bbox_dn_4: 0.1461 (0.1561) loss_bbox_dn_5: 0.1461 (0.1561) loss_giou: 0.4107 (0.4589) loss_giou_aux_0: 0.4143 (0.4821) loss_giou_aux_1: 0.4091 (0.4693) loss_giou_aux_2: 0.4137 (0.4636) loss_giou_aux_3: 0.4117 (0.4603) loss_giou_aux_4: 0.4104 (0.4590) loss_giou_aux_5: 0.4946 (0.5429) loss_giou_dn_0: 0.5299 (0.5578) loss_giou_dn_1: 0.4249 (0.4496) loss_giou_dn_2: 0.3937 (0.4183) loss_giou_dn_3: 0.3867 (0.4100) loss_giou_dn_4: 0.3809 (0.4078) loss_giou_dn_5: 0.3810 (0.4080) loss_vfl: 0.6818 (0.6511) loss_vfl_aux_0: 0.8305 (0.7455) loss_vfl_aux_1: 0.7526 (0.7003) loss_vfl_aux_2: 0.7133 (0.6765) loss_vfl_aux_3: 0.7045 (0.6630) loss_vfl_aux_4: 0.6891 (0.6553) loss_vfl_aux_5: 0.7970 (0.7364) loss_vfl_dn_0: 0.4504 (0.4437) loss_vfl_dn_1: 0.3809 (0.3783) loss_vfl_dn_2: 0.3617 (0.3623) loss_vfl_dn_3: 0.3521 (0.3553) loss_vfl_dn_4: 0.3504 (0.3528) loss_vfl_dn_5: 0.3478 (0.3520) time: 0.4689 data: 0.0174 max mem: 5654 Epoch: [64] [6800/7393] eta: 0:04:46 lr: 0.000010 loss: 15.3610 (15.2223) loss_bbox: 0.1522 (0.1467) loss_bbox_aux_0: 0.1619 (0.1592) loss_bbox_aux_1: 0.1407 (0.1520) loss_bbox_aux_2: 0.1505 (0.1492) loss_bbox_aux_3: 0.1470 (0.1474) loss_bbox_aux_4: 0.1528 (0.1468) loss_bbox_aux_5: 0.1908 (0.1936) loss_bbox_dn_0: 0.2456 (0.2524) loss_bbox_dn_1: 0.1763 (0.1833) loss_bbox_dn_2: 0.1616 (0.1634) loss_bbox_dn_3: 0.1564 (0.1575) loss_bbox_dn_4: 0.1557 (0.1561) loss_bbox_dn_5: 0.1557 (0.1561) loss_giou: 0.3998 (0.4587) loss_giou_aux_0: 0.4194 (0.4819) loss_giou_aux_1: 0.4122 (0.4690) loss_giou_aux_2: 0.3993 (0.4634) loss_giou_aux_3: 0.3943 (0.4601) loss_giou_aux_4: 0.3946 (0.4588) loss_giou_aux_5: 0.4721 (0.5427) loss_giou_dn_0: 0.5440 (0.5577) loss_giou_dn_1: 0.4220 (0.4495) loss_giou_dn_2: 0.3893 (0.4182) loss_giou_dn_3: 0.3743 (0.4099) loss_giou_dn_4: 0.3725 (0.4077) loss_giou_dn_5: 0.3724 (0.4079) loss_vfl: 0.6663 (0.6511) loss_vfl_aux_0: 0.7513 (0.7456) loss_vfl_aux_1: 0.7069 (0.7004) loss_vfl_aux_2: 0.6950 (0.6765) loss_vfl_aux_3: 0.6857 (0.6629) loss_vfl_aux_4: 0.6756 (0.6552) loss_vfl_aux_5: 0.7568 (0.7365) loss_vfl_dn_0: 0.4457 (0.4437) loss_vfl_dn_1: 0.3817 (0.3783) loss_vfl_dn_2: 0.3620 (0.3623) loss_vfl_dn_3: 0.3562 (0.3553) loss_vfl_dn_4: 0.3509 (0.3528) loss_vfl_dn_5: 0.3488 (0.3520) time: 0.4976 data: 0.0179 max mem: 5654 Epoch: [64] [6900/7393] eta: 0:03:58 lr: 0.000010 loss: 15.0730 (15.2224) loss_bbox: 0.1414 (0.1467) loss_bbox_aux_0: 0.1497 (0.1593) loss_bbox_aux_1: 0.1509 (0.1520) loss_bbox_aux_2: 0.1460 (0.1492) loss_bbox_aux_3: 0.1448 (0.1474) loss_bbox_aux_4: 0.1407 (0.1468) loss_bbox_aux_5: 0.1810 (0.1937) loss_bbox_dn_0: 0.2468 (0.2524) loss_bbox_dn_1: 0.1767 (0.1834) loss_bbox_dn_2: 0.1596 (0.1634) loss_bbox_dn_3: 0.1527 (0.1576) loss_bbox_dn_4: 0.1510 (0.1562) loss_bbox_dn_5: 0.1510 (0.1562) loss_giou: 0.4273 (0.4586) loss_giou_aux_0: 0.4519 (0.4818) loss_giou_aux_1: 0.4466 (0.4689) loss_giou_aux_2: 0.4424 (0.4633) loss_giou_aux_3: 0.4281 (0.4601) loss_giou_aux_4: 0.4256 (0.4587) loss_giou_aux_5: 0.5092 (0.5426) loss_giou_dn_0: 0.5383 (0.5577) loss_giou_dn_1: 0.4255 (0.4495) loss_giou_dn_2: 0.3998 (0.4182) loss_giou_dn_3: 0.3959 (0.4099) loss_giou_dn_4: 0.3924 (0.4077) loss_giou_dn_5: 0.3930 (0.4079) loss_vfl: 0.6245 (0.6512) loss_vfl_aux_0: 0.7384 (0.7456) loss_vfl_aux_1: 0.6702 (0.7005) loss_vfl_aux_2: 0.6624 (0.6766) loss_vfl_aux_3: 0.6465 (0.6630) loss_vfl_aux_4: 0.6302 (0.6553) loss_vfl_aux_5: 0.7333 (0.7366) loss_vfl_dn_0: 0.4417 (0.4437) loss_vfl_dn_1: 0.3764 (0.3783) loss_vfl_dn_2: 0.3563 (0.3623) loss_vfl_dn_3: 0.3505 (0.3553) loss_vfl_dn_4: 0.3475 (0.3528) loss_vfl_dn_5: 0.3474 (0.3520) time: 0.4573 data: 0.0177 max mem: 5654 Epoch: [64] [7000/7393] eta: 0:03:09 lr: 0.000010 loss: 15.4982 (15.2239) loss_bbox: 0.1451 (0.1468) loss_bbox_aux_0: 0.1503 (0.1593) loss_bbox_aux_1: 0.1432 (0.1520) loss_bbox_aux_2: 0.1449 (0.1493) loss_bbox_aux_3: 0.1468 (0.1475) loss_bbox_aux_4: 0.1462 (0.1468) loss_bbox_aux_5: 0.1903 (0.1937) loss_bbox_dn_0: 0.2479 (0.2525) loss_bbox_dn_1: 0.1919 (0.1835) loss_bbox_dn_2: 0.1728 (0.1635) loss_bbox_dn_3: 0.1695 (0.1576) loss_bbox_dn_4: 0.1685 (0.1563) loss_bbox_dn_5: 0.1685 (0.1563) loss_giou: 0.4349 (0.4586) loss_giou_aux_0: 0.4529 (0.4818) loss_giou_aux_1: 0.4403 (0.4689) loss_giou_aux_2: 0.4416 (0.4632) loss_giou_aux_3: 0.4439 (0.4600) loss_giou_aux_4: 0.4315 (0.4587) loss_giou_aux_5: 0.5140 (0.5425) loss_giou_dn_0: 0.5528 (0.5577) loss_giou_dn_1: 0.4444 (0.4495) loss_giou_dn_2: 0.4260 (0.4182) loss_giou_dn_3: 0.4153 (0.4099) loss_giou_dn_4: 0.4136 (0.4077) loss_giou_dn_5: 0.4139 (0.4079) loss_vfl: 0.6513 (0.6514) loss_vfl_aux_0: 0.7252 (0.7457) loss_vfl_aux_1: 0.7102 (0.7007) loss_vfl_aux_2: 0.6570 (0.6767) loss_vfl_aux_3: 0.6686 (0.6632) loss_vfl_aux_4: 0.6620 (0.6555) loss_vfl_aux_5: 0.7415 (0.7368) loss_vfl_dn_0: 0.4490 (0.4437) loss_vfl_dn_1: 0.3878 (0.3783) loss_vfl_dn_2: 0.3714 (0.3623) loss_vfl_dn_3: 0.3626 (0.3553) loss_vfl_dn_4: 0.3600 (0.3528) loss_vfl_dn_5: 0.3605 (0.3521) time: 0.4795 data: 0.0172 max mem: 5654 Epoch: [64] [7100/7393] eta: 0:02:21 lr: 0.000010 loss: 15.2811 (15.2240) loss_bbox: 0.1356 (0.1467) loss_bbox_aux_0: 0.1480 (0.1593) loss_bbox_aux_1: 0.1399 (0.1520) loss_bbox_aux_2: 0.1394 (0.1492) loss_bbox_aux_3: 0.1386 (0.1475) loss_bbox_aux_4: 0.1357 (0.1468) loss_bbox_aux_5: 0.1709 (0.1936) loss_bbox_dn_0: 0.2525 (0.2524) loss_bbox_dn_1: 0.1825 (0.1834) loss_bbox_dn_2: 0.1573 (0.1635) loss_bbox_dn_3: 0.1509 (0.1576) loss_bbox_dn_4: 0.1509 (0.1563) loss_bbox_dn_5: 0.1509 (0.1563) loss_giou: 0.4525 (0.4586) loss_giou_aux_0: 0.4560 (0.4819) loss_giou_aux_1: 0.4527 (0.4689) loss_giou_aux_2: 0.4490 (0.4633) loss_giou_aux_3: 0.4453 (0.4601) loss_giou_aux_4: 0.4524 (0.4587) loss_giou_aux_5: 0.5401 (0.5426) loss_giou_dn_0: 0.5437 (0.5577) loss_giou_dn_1: 0.4534 (0.4495) loss_giou_dn_2: 0.4142 (0.4182) loss_giou_dn_3: 0.4058 (0.4099) loss_giou_dn_4: 0.4016 (0.4077) loss_giou_dn_5: 0.4017 (0.4079) loss_vfl: 0.6773 (0.6515) loss_vfl_aux_0: 0.7468 (0.7456) loss_vfl_aux_1: 0.7129 (0.7006) loss_vfl_aux_2: 0.6994 (0.6768) loss_vfl_aux_3: 0.6825 (0.6632) loss_vfl_aux_4: 0.6738 (0.6556) loss_vfl_aux_5: 0.7224 (0.7367) loss_vfl_dn_0: 0.4424 (0.4437) loss_vfl_dn_1: 0.3792 (0.3783) loss_vfl_dn_2: 0.3619 (0.3623) loss_vfl_dn_3: 0.3555 (0.3553) loss_vfl_dn_4: 0.3511 (0.3528) loss_vfl_dn_5: 0.3514 (0.3521) time: 0.4793 data: 0.0178 max mem: 5654 Epoch: [64] [7200/7393] eta: 0:01:33 lr: 0.000010 loss: 15.0204 (15.2222) loss_bbox: 0.1313 (0.1468) loss_bbox_aux_0: 0.1412 (0.1594) loss_bbox_aux_1: 0.1347 (0.1521) loss_bbox_aux_2: 0.1204 (0.1493) loss_bbox_aux_3: 0.1249 (0.1475) loss_bbox_aux_4: 0.1265 (0.1469) loss_bbox_aux_5: 0.1720 (0.1937) loss_bbox_dn_0: 0.2429 (0.2526) loss_bbox_dn_1: 0.1658 (0.1836) loss_bbox_dn_2: 0.1412 (0.1636) loss_bbox_dn_3: 0.1377 (0.1577) loss_bbox_dn_4: 0.1376 (0.1563) loss_bbox_dn_5: 0.1376 (0.1563) loss_giou: 0.4051 (0.4584) loss_giou_aux_0: 0.4248 (0.4816) loss_giou_aux_1: 0.4160 (0.4687) loss_giou_aux_2: 0.4148 (0.4630) loss_giou_aux_3: 0.4110 (0.4598) loss_giou_aux_4: 0.4092 (0.4585) loss_giou_aux_5: 0.4697 (0.5423) loss_giou_dn_0: 0.5365 (0.5575) loss_giou_dn_1: 0.4200 (0.4493) loss_giou_dn_2: 0.3875 (0.4180) loss_giou_dn_3: 0.3806 (0.4097) loss_giou_dn_4: 0.3786 (0.4075) loss_giou_dn_5: 0.3789 (0.4077) loss_vfl: 0.6384 (0.6515) loss_vfl_aux_0: 0.7514 (0.7457) loss_vfl_aux_1: 0.6816 (0.7006) loss_vfl_aux_2: 0.6636 (0.6768) loss_vfl_aux_3: 0.6419 (0.6632) loss_vfl_aux_4: 0.6462 (0.6556) loss_vfl_aux_5: 0.7458 (0.7367) loss_vfl_dn_0: 0.4377 (0.4437) loss_vfl_dn_1: 0.3737 (0.3783) loss_vfl_dn_2: 0.3562 (0.3622) loss_vfl_dn_3: 0.3498 (0.3552) loss_vfl_dn_4: 0.3475 (0.3527) loss_vfl_dn_5: 0.3483 (0.3520) time: 0.4697 data: 0.0179 max mem: 5654 Epoch: [64] [7300/7393] eta: 0:00:44 lr: 0.000010 loss: 15.4027 (15.2219) loss_bbox: 0.1478 (0.1468) loss_bbox_aux_0: 0.1594 (0.1593) loss_bbox_aux_1: 0.1517 (0.1521) loss_bbox_aux_2: 0.1516 (0.1493) loss_bbox_aux_3: 0.1489 (0.1475) loss_bbox_aux_4: 0.1478 (0.1469) loss_bbox_aux_5: 0.2057 (0.1937) loss_bbox_dn_0: 0.2595 (0.2526) loss_bbox_dn_1: 0.1877 (0.1835) loss_bbox_dn_2: 0.1693 (0.1636) loss_bbox_dn_3: 0.1654 (0.1577) loss_bbox_dn_4: 0.1622 (0.1563) loss_bbox_dn_5: 0.1623 (0.1563) loss_giou: 0.4474 (0.4584) loss_giou_aux_0: 0.4773 (0.4816) loss_giou_aux_1: 0.4432 (0.4687) loss_giou_aux_2: 0.4525 (0.4631) loss_giou_aux_3: 0.4479 (0.4598) loss_giou_aux_4: 0.4413 (0.4585) loss_giou_aux_5: 0.5477 (0.5423) loss_giou_dn_0: 0.5155 (0.5574) loss_giou_dn_1: 0.4158 (0.4492) loss_giou_dn_2: 0.3944 (0.4180) loss_giou_dn_3: 0.3913 (0.4097) loss_giou_dn_4: 0.3906 (0.4075) loss_giou_dn_5: 0.3908 (0.4077) loss_vfl: 0.6075 (0.6515) loss_vfl_aux_0: 0.7202 (0.7457) loss_vfl_aux_1: 0.6828 (0.7007) loss_vfl_aux_2: 0.6503 (0.6768) loss_vfl_aux_3: 0.6187 (0.6632) loss_vfl_aux_4: 0.6129 (0.6556) loss_vfl_aux_5: 0.7386 (0.7368) loss_vfl_dn_0: 0.4439 (0.4437) loss_vfl_dn_1: 0.3738 (0.3783) loss_vfl_dn_2: 0.3583 (0.3622) loss_vfl_dn_3: 0.3537 (0.3552) loss_vfl_dn_4: 0.3483 (0.3527) loss_vfl_dn_5: 0.3476 (0.3520) time: 0.4862 data: 0.0176 max mem: 5654 Epoch: [64] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.1983 (15.2232) loss_bbox: 0.1394 (0.1468) loss_bbox_aux_0: 0.1446 (0.1594) loss_bbox_aux_1: 0.1373 (0.1521) loss_bbox_aux_2: 0.1352 (0.1493) loss_bbox_aux_3: 0.1364 (0.1475) loss_bbox_aux_4: 0.1343 (0.1469) loss_bbox_aux_5: 0.1723 (0.1937) loss_bbox_dn_0: 0.2093 (0.2525) loss_bbox_dn_1: 0.1546 (0.1835) loss_bbox_dn_2: 0.1437 (0.1636) loss_bbox_dn_3: 0.1384 (0.1577) loss_bbox_dn_4: 0.1360 (0.1563) loss_bbox_dn_5: 0.1360 (0.1563) loss_giou: 0.4956 (0.4584) loss_giou_aux_0: 0.4920 (0.4816) loss_giou_aux_1: 0.4892 (0.4687) loss_giou_aux_2: 0.4848 (0.4631) loss_giou_aux_3: 0.4860 (0.4598) loss_giou_aux_4: 0.4871 (0.4585) loss_giou_aux_5: 0.5621 (0.5423) loss_giou_dn_0: 0.5754 (0.5574) loss_giou_dn_1: 0.4624 (0.4493) loss_giou_dn_2: 0.4239 (0.4180) loss_giou_dn_3: 0.4089 (0.4097) loss_giou_dn_4: 0.4039 (0.4075) loss_giou_dn_5: 0.4044 (0.4077) loss_vfl: 0.6458 (0.6517) loss_vfl_aux_0: 0.7379 (0.7458) loss_vfl_aux_1: 0.6767 (0.7007) loss_vfl_aux_2: 0.6545 (0.6769) loss_vfl_aux_3: 0.6500 (0.6634) loss_vfl_aux_4: 0.6405 (0.6557) loss_vfl_aux_5: 0.7114 (0.7368) loss_vfl_dn_0: 0.4472 (0.4437) loss_vfl_dn_1: 0.3811 (0.3783) loss_vfl_dn_2: 0.3679 (0.3623) loss_vfl_dn_3: 0.3627 (0.3553) loss_vfl_dn_4: 0.3589 (0.3528) loss_vfl_dn_5: 0.3578 (0.3521) time: 0.4700 data: 0.0177 max mem: 5654 Epoch: [64] Total time: 0:59:32 (0.4833 s / it) Averaged stats: lr: 0.000010 loss: 15.1983 (15.2232) loss_bbox: 0.1394 (0.1468) loss_bbox_aux_0: 0.1446 (0.1594) loss_bbox_aux_1: 0.1373 (0.1521) loss_bbox_aux_2: 0.1352 (0.1493) loss_bbox_aux_3: 0.1364 (0.1475) loss_bbox_aux_4: 0.1343 (0.1469) loss_bbox_aux_5: 0.1723 (0.1937) loss_bbox_dn_0: 0.2093 (0.2525) loss_bbox_dn_1: 0.1546 (0.1835) loss_bbox_dn_2: 0.1437 (0.1636) loss_bbox_dn_3: 0.1384 (0.1577) loss_bbox_dn_4: 0.1360 (0.1563) loss_bbox_dn_5: 0.1360 (0.1563) loss_giou: 0.4956 (0.4584) loss_giou_aux_0: 0.4920 (0.4816) loss_giou_aux_1: 0.4892 (0.4687) loss_giou_aux_2: 0.4848 (0.4631) loss_giou_aux_3: 0.4860 (0.4598) loss_giou_aux_4: 0.4871 (0.4585) loss_giou_aux_5: 0.5621 (0.5423) loss_giou_dn_0: 0.5754 (0.5574) loss_giou_dn_1: 0.4624 (0.4493) loss_giou_dn_2: 0.4239 (0.4180) loss_giou_dn_3: 0.4089 (0.4097) loss_giou_dn_4: 0.4039 (0.4075) loss_giou_dn_5: 0.4044 (0.4077) loss_vfl: 0.6458 (0.6517) loss_vfl_aux_0: 0.7379 (0.7458) loss_vfl_aux_1: 0.6767 (0.7007) loss_vfl_aux_2: 0.6545 (0.6769) loss_vfl_aux_3: 0.6500 (0.6634) loss_vfl_aux_4: 0.6405 (0.6557) loss_vfl_aux_5: 0.7114 (0.7368) loss_vfl_dn_0: 0.4472 (0.4437) loss_vfl_dn_1: 0.3811 (0.3783) loss_vfl_dn_2: 0.3679 (0.3623) loss_vfl_dn_3: 0.3627 (0.3553) loss_vfl_dn_4: 0.3589 (0.3528) loss_vfl_dn_5: 0.3578 (0.3521) Test: [ 0/157] eta: 0:05:47 time: 2.2160 data: 1.7976 max mem: 5654 Test: [ 10/157] eta: 0:02:45 time: 1.1229 data: 0.1845 max mem: 5654 Test: [ 20/157] eta: 0:01:46 time: 0.7044 data: 0.0247 max mem: 5654 Test: [ 30/157] eta: 0:01:22 time: 0.3870 data: 0.0253 max mem: 5654 Test: [ 40/157] eta: 0:01:08 time: 0.3814 data: 0.0243 max mem: 5654 Test: [ 50/157] eta: 0:00:58 time: 0.3867 data: 0.0243 max mem: 5654 Test: [ 60/157] eta: 0:00:50 time: 0.3925 data: 0.0246 max mem: 5654 Test: [ 70/157] eta: 0:00:43 time: 0.3868 data: 0.0246 max mem: 5654 Test: [ 80/157] eta: 0:00:37 time: 0.3882 data: 0.0246 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3965 data: 0.0247 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3882 data: 0.0247 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3847 data: 0.0244 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3795 data: 0.0244 max mem: 5654 Test: [130/157] eta: 0:00:13 time: 0.6505 data: 0.0244 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6480 data: 0.0239 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3650 data: 0.0246 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3589 data: 0.0243 max mem: 5654 Test: Total time: 0:01:14 (0.4716 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.73s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [65] [ 0/7393] eta: 1 day, 1:27:06 lr: 0.000010 loss: 16.3167 (16.3167) loss_bbox: 0.2246 (0.2246) loss_bbox_aux_0: 0.2346 (0.2346) loss_bbox_aux_1: 0.2281 (0.2281) loss_bbox_aux_2: 0.2338 (0.2338) loss_bbox_aux_3: 0.2409 (0.2409) loss_bbox_aux_4: 0.2270 (0.2270) loss_bbox_aux_5: 0.2870 (0.2870) loss_bbox_dn_0: 0.3150 (0.3150) loss_bbox_dn_1: 0.2517 (0.2517) loss_bbox_dn_2: 0.2224 (0.2224) loss_bbox_dn_3: 0.2139 (0.2139) loss_bbox_dn_4: 0.2164 (0.2164) loss_bbox_dn_5: 0.2164 (0.2164) loss_giou: 0.4150 (0.4150) loss_giou_aux_0: 0.4302 (0.4302) loss_giou_aux_1: 0.4263 (0.4263) loss_giou_aux_2: 0.4178 (0.4178) loss_giou_aux_3: 0.4267 (0.4267) loss_giou_aux_4: 0.4148 (0.4148) loss_giou_aux_5: 0.5002 (0.5002) loss_giou_dn_0: 0.5734 (0.5734) loss_giou_dn_1: 0.4795 (0.4795) loss_giou_dn_2: 0.4400 (0.4400) loss_giou_dn_3: 0.4295 (0.4295) loss_giou_dn_4: 0.4295 (0.4295) loss_giou_dn_5: 0.4298 (0.4298) loss_vfl: 0.7165 (0.7165) loss_vfl_aux_0: 0.7776 (0.7776) loss_vfl_aux_1: 0.7333 (0.7333) loss_vfl_aux_2: 0.7146 (0.7146) loss_vfl_aux_3: 0.6982 (0.6982) loss_vfl_aux_4: 0.7134 (0.7134) loss_vfl_aux_5: 0.7319 (0.7319) loss_vfl_dn_0: 0.4553 (0.4553) loss_vfl_dn_1: 0.3890 (0.3890) loss_vfl_dn_2: 0.3738 (0.3738) loss_vfl_dn_3: 0.3652 (0.3652) loss_vfl_dn_4: 0.3616 (0.3616) loss_vfl_dn_5: 0.3616 (0.3616) time: 12.3936 data: 3.5241 max mem: 5654 Epoch: [65] [ 100/7393] eta: 1:12:59 lr: 0.000010 loss: 15.3066 (15.1411) loss_bbox: 0.1467 (0.1506) loss_bbox_aux_0: 0.1503 (0.1625) loss_bbox_aux_1: 0.1448 (0.1548) loss_bbox_aux_2: 0.1488 (0.1535) loss_bbox_aux_3: 0.1478 (0.1514) loss_bbox_aux_4: 0.1461 (0.1500) loss_bbox_aux_5: 0.1901 (0.2000) loss_bbox_dn_0: 0.2303 (0.2582) loss_bbox_dn_1: 0.1704 (0.1872) loss_bbox_dn_2: 0.1534 (0.1669) loss_bbox_dn_3: 0.1475 (0.1603) loss_bbox_dn_4: 0.1459 (0.1584) loss_bbox_dn_5: 0.1459 (0.1584) loss_giou: 0.4444 (0.4483) loss_giou_aux_0: 0.4585 (0.4712) loss_giou_aux_1: 0.4529 (0.4576) loss_giou_aux_2: 0.4486 (0.4537) loss_giou_aux_3: 0.4408 (0.4499) loss_giou_aux_4: 0.4353 (0.4482) loss_giou_aux_5: 0.5088 (0.5340) loss_giou_dn_0: 0.5698 (0.5511) loss_giou_dn_1: 0.4557 (0.4426) loss_giou_dn_2: 0.4219 (0.4113) loss_giou_dn_3: 0.4097 (0.4022) loss_giou_dn_4: 0.4063 (0.3999) loss_giou_dn_5: 0.4064 (0.4000) loss_vfl: 0.6452 (0.6512) loss_vfl_aux_0: 0.7673 (0.7427) loss_vfl_aux_1: 0.7167 (0.7030) loss_vfl_aux_2: 0.6828 (0.6749) loss_vfl_aux_3: 0.6658 (0.6612) loss_vfl_aux_4: 0.6521 (0.6560) loss_vfl_aux_5: 0.7512 (0.7324) loss_vfl_dn_0: 0.4396 (0.4434) loss_vfl_dn_1: 0.3765 (0.3767) loss_vfl_dn_2: 0.3558 (0.3609) loss_vfl_dn_3: 0.3473 (0.3543) loss_vfl_dn_4: 0.3439 (0.3515) loss_vfl_dn_5: 0.3434 (0.3508) time: 0.4827 data: 0.0171 max mem: 5654 Epoch: [65] [ 200/7393] eta: 1:10:02 lr: 0.000010 loss: 15.1398 (15.0263) loss_bbox: 0.1500 (0.1480) loss_bbox_aux_0: 0.1616 (0.1606) loss_bbox_aux_1: 0.1591 (0.1533) loss_bbox_aux_2: 0.1541 (0.1507) loss_bbox_aux_3: 0.1505 (0.1487) loss_bbox_aux_4: 0.1492 (0.1474) loss_bbox_aux_5: 0.2008 (0.1969) loss_bbox_dn_0: 0.2748 (0.2564) loss_bbox_dn_1: 0.1994 (0.1854) loss_bbox_dn_2: 0.1735 (0.1648) loss_bbox_dn_3: 0.1656 (0.1585) loss_bbox_dn_4: 0.1628 (0.1568) loss_bbox_dn_5: 0.1628 (0.1568) loss_giou: 0.4173 (0.4427) loss_giou_aux_0: 0.4527 (0.4674) loss_giou_aux_1: 0.4282 (0.4534) loss_giou_aux_2: 0.4263 (0.4485) loss_giou_aux_3: 0.4213 (0.4446) loss_giou_aux_4: 0.4220 (0.4431) loss_giou_aux_5: 0.5093 (0.5294) loss_giou_dn_0: 0.5226 (0.5469) loss_giou_dn_1: 0.4129 (0.4382) loss_giou_dn_2: 0.3832 (0.4074) loss_giou_dn_3: 0.3798 (0.3986) loss_giou_dn_4: 0.3796 (0.3964) loss_giou_dn_5: 0.3795 (0.3966) loss_vfl: 0.6822 (0.6483) loss_vfl_aux_0: 0.7779 (0.7401) loss_vfl_aux_1: 0.7240 (0.6973) loss_vfl_aux_2: 0.6875 (0.6705) loss_vfl_aux_3: 0.6867 (0.6575) loss_vfl_aux_4: 0.6823 (0.6533) loss_vfl_aux_5: 0.7670 (0.7312) loss_vfl_dn_0: 0.4508 (0.4429) loss_vfl_dn_1: 0.3785 (0.3757) loss_vfl_dn_2: 0.3613 (0.3595) loss_vfl_dn_3: 0.3543 (0.3528) loss_vfl_dn_4: 0.3530 (0.3501) loss_vfl_dn_5: 0.3505 (0.3494) time: 0.4887 data: 0.0178 max mem: 5654 Epoch: [65] [ 300/7393] eta: 1:05:06 lr: 0.000010 loss: 15.5263 (15.1315) loss_bbox: 0.1460 (0.1483) loss_bbox_aux_0: 0.1597 (0.1611) loss_bbox_aux_1: 0.1503 (0.1536) loss_bbox_aux_2: 0.1534 (0.1509) loss_bbox_aux_3: 0.1499 (0.1488) loss_bbox_aux_4: 0.1471 (0.1476) loss_bbox_aux_5: 0.1951 (0.1969) loss_bbox_dn_0: 0.2340 (0.2553) loss_bbox_dn_1: 0.1814 (0.1847) loss_bbox_dn_2: 0.1589 (0.1644) loss_bbox_dn_3: 0.1550 (0.1584) loss_bbox_dn_4: 0.1537 (0.1567) loss_bbox_dn_5: 0.1537 (0.1567) loss_giou: 0.4605 (0.4502) loss_giou_aux_0: 0.4847 (0.4748) loss_giou_aux_1: 0.4747 (0.4610) loss_giou_aux_2: 0.4701 (0.4557) loss_giou_aux_3: 0.4630 (0.4516) loss_giou_aux_4: 0.4584 (0.4502) loss_giou_aux_5: 0.5487 (0.5369) loss_giou_dn_0: 0.5564 (0.5517) loss_giou_dn_1: 0.4466 (0.4428) loss_giou_dn_2: 0.4193 (0.4121) loss_giou_dn_3: 0.4150 (0.4036) loss_giou_dn_4: 0.4136 (0.4014) loss_giou_dn_5: 0.4136 (0.4016) loss_vfl: 0.6496 (0.6507) loss_vfl_aux_0: 0.7267 (0.7425) loss_vfl_aux_1: 0.6965 (0.6990) loss_vfl_aux_2: 0.6732 (0.6748) loss_vfl_aux_3: 0.6634 (0.6620) loss_vfl_aux_4: 0.6484 (0.6568) loss_vfl_aux_5: 0.7146 (0.7326) loss_vfl_dn_0: 0.4436 (0.4430) loss_vfl_dn_1: 0.3805 (0.3766) loss_vfl_dn_2: 0.3662 (0.3607) loss_vfl_dn_3: 0.3557 (0.3539) loss_vfl_dn_4: 0.3498 (0.3513) loss_vfl_dn_5: 0.3495 (0.3506) time: 0.4814 data: 0.0176 max mem: 5654 Epoch: [65] [ 400/7393] eta: 1:02:01 lr: 0.000010 loss: 14.5746 (15.1532) loss_bbox: 0.1402 (0.1483) loss_bbox_aux_0: 0.1588 (0.1610) loss_bbox_aux_1: 0.1459 (0.1535) loss_bbox_aux_2: 0.1447 (0.1508) loss_bbox_aux_3: 0.1392 (0.1489) loss_bbox_aux_4: 0.1388 (0.1478) loss_bbox_aux_5: 0.1794 (0.1961) loss_bbox_dn_0: 0.2548 (0.2565) loss_bbox_dn_1: 0.2052 (0.1864) loss_bbox_dn_2: 0.1743 (0.1657) loss_bbox_dn_3: 0.1712 (0.1597) loss_bbox_dn_4: 0.1689 (0.1580) loss_bbox_dn_5: 0.1689 (0.1580) loss_giou: 0.3796 (0.4494) loss_giou_aux_0: 0.4012 (0.4732) loss_giou_aux_1: 0.3999 (0.4598) loss_giou_aux_2: 0.3942 (0.4548) loss_giou_aux_3: 0.3856 (0.4510) loss_giou_aux_4: 0.3865 (0.4495) loss_giou_aux_5: 0.4498 (0.5353) loss_giou_dn_0: 0.5083 (0.5517) loss_giou_dn_1: 0.3967 (0.4430) loss_giou_dn_2: 0.3692 (0.4124) loss_giou_dn_3: 0.3604 (0.4040) loss_giou_dn_4: 0.3591 (0.4018) loss_giou_dn_5: 0.3588 (0.4020) loss_vfl: 0.6376 (0.6526) loss_vfl_aux_0: 0.7507 (0.7460) loss_vfl_aux_1: 0.6866 (0.7017) loss_vfl_aux_2: 0.6548 (0.6766) loss_vfl_aux_3: 0.6516 (0.6635) loss_vfl_aux_4: 0.6357 (0.6576) loss_vfl_aux_5: 0.7483 (0.7376) loss_vfl_dn_0: 0.4495 (0.4437) loss_vfl_dn_1: 0.3730 (0.3770) loss_vfl_dn_2: 0.3525 (0.3611) loss_vfl_dn_3: 0.3458 (0.3542) loss_vfl_dn_4: 0.3423 (0.3517) loss_vfl_dn_5: 0.3401 (0.3510) time: 0.4728 data: 0.0169 max mem: 5654 Epoch: [65] [ 500/7393] eta: 0:59:51 lr: 0.000010 loss: 14.3616 (15.0987) loss_bbox: 0.1342 (0.1478) loss_bbox_aux_0: 0.1564 (0.1604) loss_bbox_aux_1: 0.1496 (0.1536) loss_bbox_aux_2: 0.1357 (0.1506) loss_bbox_aux_3: 0.1412 (0.1486) loss_bbox_aux_4: 0.1319 (0.1473) loss_bbox_aux_5: 0.1874 (0.1959) loss_bbox_dn_0: 0.2496 (0.2552) loss_bbox_dn_1: 0.1855 (0.1854) loss_bbox_dn_2: 0.1671 (0.1648) loss_bbox_dn_3: 0.1601 (0.1589) loss_bbox_dn_4: 0.1586 (0.1573) loss_bbox_dn_5: 0.1586 (0.1574) loss_giou: 0.3728 (0.4476) loss_giou_aux_0: 0.3953 (0.4710) loss_giou_aux_1: 0.3899 (0.4580) loss_giou_aux_2: 0.3884 (0.4529) loss_giou_aux_3: 0.3783 (0.4493) loss_giou_aux_4: 0.3744 (0.4476) loss_giou_aux_5: 0.4521 (0.5329) loss_giou_dn_0: 0.4945 (0.5495) loss_giou_dn_1: 0.4088 (0.4412) loss_giou_dn_2: 0.3678 (0.4105) loss_giou_dn_3: 0.3611 (0.4022) loss_giou_dn_4: 0.3605 (0.4000) loss_giou_dn_5: 0.3607 (0.4002) loss_vfl: 0.6255 (0.6503) loss_vfl_aux_0: 0.7313 (0.7436) loss_vfl_aux_1: 0.6696 (0.6983) loss_vfl_aux_2: 0.6429 (0.6737) loss_vfl_aux_3: 0.6311 (0.6612) loss_vfl_aux_4: 0.6179 (0.6552) loss_vfl_aux_5: 0.7202 (0.7356) loss_vfl_dn_0: 0.4383 (0.4431) loss_vfl_dn_1: 0.3685 (0.3765) loss_vfl_dn_2: 0.3550 (0.3605) loss_vfl_dn_3: 0.3460 (0.3535) loss_vfl_dn_4: 0.3429 (0.3511) loss_vfl_dn_5: 0.3430 (0.3504) time: 0.4660 data: 0.0145 max mem: 5654 Epoch: [65] [ 600/7393] eta: 0:58:08 lr: 0.000010 loss: 15.2126 (15.1255) loss_bbox: 0.1309 (0.1483) loss_bbox_aux_0: 0.1447 (0.1607) loss_bbox_aux_1: 0.1333 (0.1540) loss_bbox_aux_2: 0.1264 (0.1511) loss_bbox_aux_3: 0.1413 (0.1492) loss_bbox_aux_4: 0.1310 (0.1480) loss_bbox_aux_5: 0.1796 (0.1964) loss_bbox_dn_0: 0.2101 (0.2553) loss_bbox_dn_1: 0.1503 (0.1855) loss_bbox_dn_2: 0.1363 (0.1651) loss_bbox_dn_3: 0.1341 (0.1591) loss_bbox_dn_4: 0.1336 (0.1576) loss_bbox_dn_5: 0.1336 (0.1576) loss_giou: 0.4893 (0.4503) loss_giou_aux_0: 0.5246 (0.4735) loss_giou_aux_1: 0.5115 (0.4606) loss_giou_aux_2: 0.4914 (0.4556) loss_giou_aux_3: 0.4947 (0.4522) loss_giou_aux_4: 0.4926 (0.4505) loss_giou_aux_5: 0.5782 (0.5353) loss_giou_dn_0: 0.5781 (0.5511) loss_giou_dn_1: 0.4729 (0.4429) loss_giou_dn_2: 0.4505 (0.4122) loss_giou_dn_3: 0.4476 (0.4038) loss_giou_dn_4: 0.4471 (0.4017) loss_giou_dn_5: 0.4471 (0.4018) loss_vfl: 0.6303 (0.6494) loss_vfl_aux_0: 0.7229 (0.7425) loss_vfl_aux_1: 0.6772 (0.6971) loss_vfl_aux_2: 0.6545 (0.6731) loss_vfl_aux_3: 0.6483 (0.6603) loss_vfl_aux_4: 0.6359 (0.6541) loss_vfl_aux_5: 0.7111 (0.7343) loss_vfl_dn_0: 0.4406 (0.4429) loss_vfl_dn_1: 0.3871 (0.3766) loss_vfl_dn_2: 0.3681 (0.3607) loss_vfl_dn_3: 0.3626 (0.3536) loss_vfl_dn_4: 0.3602 (0.3512) loss_vfl_dn_5: 0.3608 (0.3504) time: 0.4711 data: 0.0141 max mem: 5654 Epoch: [65] [ 700/7393] eta: 0:56:46 lr: 0.000010 loss: 15.0274 (15.1252) loss_bbox: 0.1401 (0.1483) loss_bbox_aux_0: 0.1495 (0.1606) loss_bbox_aux_1: 0.1449 (0.1538) loss_bbox_aux_2: 0.1391 (0.1510) loss_bbox_aux_3: 0.1418 (0.1493) loss_bbox_aux_4: 0.1445 (0.1480) loss_bbox_aux_5: 0.1866 (0.1961) loss_bbox_dn_0: 0.2244 (0.2541) loss_bbox_dn_1: 0.1609 (0.1846) loss_bbox_dn_2: 0.1451 (0.1643) loss_bbox_dn_3: 0.1395 (0.1584) loss_bbox_dn_4: 0.1390 (0.1569) loss_bbox_dn_5: 0.1390 (0.1569) loss_giou: 0.4253 (0.4506) loss_giou_aux_0: 0.4607 (0.4741) loss_giou_aux_1: 0.4411 (0.4609) loss_giou_aux_2: 0.4355 (0.4559) loss_giou_aux_3: 0.4231 (0.4526) loss_giou_aux_4: 0.4290 (0.4508) loss_giou_aux_5: 0.5146 (0.5360) loss_giou_dn_0: 0.5346 (0.5516) loss_giou_dn_1: 0.4297 (0.4432) loss_giou_dn_2: 0.4075 (0.4123) loss_giou_dn_3: 0.4015 (0.4039) loss_giou_dn_4: 0.3972 (0.4018) loss_giou_dn_5: 0.3979 (0.4019) loss_vfl: 0.6340 (0.6493) loss_vfl_aux_0: 0.7316 (0.7421) loss_vfl_aux_1: 0.6822 (0.6975) loss_vfl_aux_2: 0.6602 (0.6729) loss_vfl_aux_3: 0.6452 (0.6602) loss_vfl_aux_4: 0.6361 (0.6539) loss_vfl_aux_5: 0.7023 (0.7338) loss_vfl_dn_0: 0.4459 (0.4430) loss_vfl_dn_1: 0.3849 (0.3770) loss_vfl_dn_2: 0.3684 (0.3611) loss_vfl_dn_3: 0.3615 (0.3540) loss_vfl_dn_4: 0.3577 (0.3516) loss_vfl_dn_5: 0.3561 (0.3508) time: 0.4834 data: 0.0138 max mem: 5654 Epoch: [65] [ 800/7393] eta: 0:55:29 lr: 0.000010 loss: 14.7901 (15.1153) loss_bbox: 0.1476 (0.1476) loss_bbox_aux_0: 0.1625 (0.1602) loss_bbox_aux_1: 0.1538 (0.1532) loss_bbox_aux_2: 0.1480 (0.1505) loss_bbox_aux_3: 0.1472 (0.1487) loss_bbox_aux_4: 0.1479 (0.1474) loss_bbox_aux_5: 0.1829 (0.1953) loss_bbox_dn_0: 0.2500 (0.2528) loss_bbox_dn_1: 0.1674 (0.1835) loss_bbox_dn_2: 0.1500 (0.1633) loss_bbox_dn_3: 0.1440 (0.1575) loss_bbox_dn_4: 0.1415 (0.1561) loss_bbox_dn_5: 0.1415 (0.1561) loss_giou: 0.4229 (0.4514) loss_giou_aux_0: 0.4501 (0.4750) loss_giou_aux_1: 0.4352 (0.4620) loss_giou_aux_2: 0.4205 (0.4568) loss_giou_aux_3: 0.4236 (0.4535) loss_giou_aux_4: 0.4313 (0.4516) loss_giou_aux_5: 0.5216 (0.5367) loss_giou_dn_0: 0.5659 (0.5516) loss_giou_dn_1: 0.4428 (0.4433) loss_giou_dn_2: 0.4109 (0.4124) loss_giou_dn_3: 0.3975 (0.4041) loss_giou_dn_4: 0.3951 (0.4019) loss_giou_dn_5: 0.3950 (0.4021) loss_vfl: 0.6351 (0.6487) loss_vfl_aux_0: 0.7374 (0.7409) loss_vfl_aux_1: 0.6741 (0.6960) loss_vfl_aux_2: 0.6692 (0.6719) loss_vfl_aux_3: 0.6560 (0.6592) loss_vfl_aux_4: 0.6348 (0.6531) loss_vfl_aux_5: 0.7102 (0.7332) loss_vfl_dn_0: 0.4487 (0.4430) loss_vfl_dn_1: 0.3895 (0.3770) loss_vfl_dn_2: 0.3740 (0.3611) loss_vfl_dn_3: 0.3645 (0.3540) loss_vfl_dn_4: 0.3620 (0.3516) loss_vfl_dn_5: 0.3616 (0.3509) time: 0.4806 data: 0.0157 max mem: 5654 Epoch: [65] [ 900/7393] eta: 0:54:18 lr: 0.000010 loss: 15.6053 (15.1361) loss_bbox: 0.1447 (0.1473) loss_bbox_aux_0: 0.1561 (0.1600) loss_bbox_aux_1: 0.1456 (0.1530) loss_bbox_aux_2: 0.1485 (0.1503) loss_bbox_aux_3: 0.1419 (0.1483) loss_bbox_aux_4: 0.1412 (0.1472) loss_bbox_aux_5: 0.1853 (0.1951) loss_bbox_dn_0: 0.2398 (0.2527) loss_bbox_dn_1: 0.1676 (0.1832) loss_bbox_dn_2: 0.1426 (0.1631) loss_bbox_dn_3: 0.1386 (0.1573) loss_bbox_dn_4: 0.1369 (0.1558) loss_bbox_dn_5: 0.1369 (0.1558) loss_giou: 0.5022 (0.4534) loss_giou_aux_0: 0.5189 (0.4773) loss_giou_aux_1: 0.4977 (0.4642) loss_giou_aux_2: 0.4908 (0.4589) loss_giou_aux_3: 0.4924 (0.4555) loss_giou_aux_4: 0.4914 (0.4537) loss_giou_aux_5: 0.5912 (0.5389) loss_giou_dn_0: 0.5947 (0.5535) loss_giou_dn_1: 0.4792 (0.4450) loss_giou_dn_2: 0.4417 (0.4140) loss_giou_dn_3: 0.4314 (0.4056) loss_giou_dn_4: 0.4297 (0.4035) loss_giou_dn_5: 0.4297 (0.4037) loss_vfl: 0.6519 (0.6487) loss_vfl_aux_0: 0.7080 (0.7404) loss_vfl_aux_1: 0.6734 (0.6957) loss_vfl_aux_2: 0.6648 (0.6718) loss_vfl_aux_3: 0.6450 (0.6593) loss_vfl_aux_4: 0.6548 (0.6531) loss_vfl_aux_5: 0.7279 (0.7330) loss_vfl_dn_0: 0.4431 (0.4429) loss_vfl_dn_1: 0.3822 (0.3770) loss_vfl_dn_2: 0.3693 (0.3610) loss_vfl_dn_3: 0.3661 (0.3541) loss_vfl_dn_4: 0.3626 (0.3516) loss_vfl_dn_5: 0.3618 (0.3509) time: 0.4802 data: 0.0167 max mem: 5654 Epoch: [65] [1000/7393] eta: 0:53:09 lr: 0.000010 loss: 15.1918 (15.1374) loss_bbox: 0.1505 (0.1469) loss_bbox_aux_0: 0.1653 (0.1595) loss_bbox_aux_1: 0.1491 (0.1526) loss_bbox_aux_2: 0.1493 (0.1499) loss_bbox_aux_3: 0.1513 (0.1478) loss_bbox_aux_4: 0.1488 (0.1467) loss_bbox_aux_5: 0.1875 (0.1941) loss_bbox_dn_0: 0.2373 (0.2516) loss_bbox_dn_1: 0.1636 (0.1822) loss_bbox_dn_2: 0.1480 (0.1622) loss_bbox_dn_3: 0.1443 (0.1564) loss_bbox_dn_4: 0.1437 (0.1549) loss_bbox_dn_5: 0.1437 (0.1550) loss_giou: 0.4659 (0.4548) loss_giou_aux_0: 0.4664 (0.4787) loss_giou_aux_1: 0.4508 (0.4656) loss_giou_aux_2: 0.4625 (0.4602) loss_giou_aux_3: 0.4641 (0.4569) loss_giou_aux_4: 0.4744 (0.4551) loss_giou_aux_5: 0.5273 (0.5403) loss_giou_dn_0: 0.5521 (0.5543) loss_giou_dn_1: 0.4373 (0.4457) loss_giou_dn_2: 0.4093 (0.4146) loss_giou_dn_3: 0.4014 (0.4062) loss_giou_dn_4: 0.3990 (0.4040) loss_giou_dn_5: 0.3992 (0.4042) loss_vfl: 0.6353 (0.6480) loss_vfl_aux_0: 0.7193 (0.7404) loss_vfl_aux_1: 0.6790 (0.6953) loss_vfl_aux_2: 0.6488 (0.6713) loss_vfl_aux_3: 0.6436 (0.6587) loss_vfl_aux_4: 0.6388 (0.6524) loss_vfl_aux_5: 0.7225 (0.7328) loss_vfl_dn_0: 0.4422 (0.4430) loss_vfl_dn_1: 0.3686 (0.3771) loss_vfl_dn_2: 0.3541 (0.3611) loss_vfl_dn_3: 0.3492 (0.3541) loss_vfl_dn_4: 0.3455 (0.3516) loss_vfl_dn_5: 0.3445 (0.3509) time: 0.4673 data: 0.0152 max mem: 5654 Epoch: [65] [1100/7393] eta: 0:52:07 lr: 0.000010 loss: 15.3385 (15.1444) loss_bbox: 0.1383 (0.1469) loss_bbox_aux_0: 0.1424 (0.1595) loss_bbox_aux_1: 0.1388 (0.1525) loss_bbox_aux_2: 0.1381 (0.1498) loss_bbox_aux_3: 0.1357 (0.1478) loss_bbox_aux_4: 0.1359 (0.1468) loss_bbox_aux_5: 0.1814 (0.1938) loss_bbox_dn_0: 0.2358 (0.2511) loss_bbox_dn_1: 0.1661 (0.1818) loss_bbox_dn_2: 0.1465 (0.1619) loss_bbox_dn_3: 0.1431 (0.1561) loss_bbox_dn_4: 0.1405 (0.1546) loss_bbox_dn_5: 0.1405 (0.1546) loss_giou: 0.4464 (0.4559) loss_giou_aux_0: 0.4757 (0.4801) loss_giou_aux_1: 0.4549 (0.4668) loss_giou_aux_2: 0.4585 (0.4615) loss_giou_aux_3: 0.4470 (0.4580) loss_giou_aux_4: 0.4463 (0.4562) loss_giou_aux_5: 0.5283 (0.5411) loss_giou_dn_0: 0.5766 (0.5546) loss_giou_dn_1: 0.4611 (0.4461) loss_giou_dn_2: 0.4239 (0.4151) loss_giou_dn_3: 0.4207 (0.4067) loss_giou_dn_4: 0.4197 (0.4046) loss_giou_dn_5: 0.4199 (0.4048) loss_vfl: 0.6136 (0.6478) loss_vfl_aux_0: 0.7279 (0.7399) loss_vfl_aux_1: 0.6708 (0.6949) loss_vfl_aux_2: 0.6380 (0.6706) loss_vfl_aux_3: 0.6514 (0.6587) loss_vfl_aux_4: 0.6235 (0.6520) loss_vfl_aux_5: 0.7263 (0.7334) loss_vfl_dn_0: 0.4509 (0.4430) loss_vfl_dn_1: 0.3851 (0.3772) loss_vfl_dn_2: 0.3706 (0.3612) loss_vfl_dn_3: 0.3630 (0.3542) loss_vfl_dn_4: 0.3607 (0.3518) loss_vfl_dn_5: 0.3596 (0.3510) time: 0.4763 data: 0.0151 max mem: 5654 Epoch: [65] [1200/7393] eta: 0:51:09 lr: 0.000010 loss: 14.8992 (15.1505) loss_bbox: 0.1389 (0.1470) loss_bbox_aux_0: 0.1473 (0.1595) loss_bbox_aux_1: 0.1447 (0.1524) loss_bbox_aux_2: 0.1408 (0.1498) loss_bbox_aux_3: 0.1387 (0.1479) loss_bbox_aux_4: 0.1400 (0.1469) loss_bbox_aux_5: 0.1809 (0.1936) loss_bbox_dn_0: 0.2245 (0.2507) loss_bbox_dn_1: 0.1607 (0.1816) loss_bbox_dn_2: 0.1425 (0.1616) loss_bbox_dn_3: 0.1353 (0.1558) loss_bbox_dn_4: 0.1321 (0.1543) loss_bbox_dn_5: 0.1321 (0.1543) loss_giou: 0.4375 (0.4568) loss_giou_aux_0: 0.4650 (0.4806) loss_giou_aux_1: 0.4613 (0.4676) loss_giou_aux_2: 0.4474 (0.4624) loss_giou_aux_3: 0.4400 (0.4588) loss_giou_aux_4: 0.4375 (0.4570) loss_giou_aux_5: 0.5385 (0.5417) loss_giou_dn_0: 0.5421 (0.5550) loss_giou_dn_1: 0.4294 (0.4468) loss_giou_dn_2: 0.3921 (0.4157) loss_giou_dn_3: 0.3816 (0.4073) loss_giou_dn_4: 0.3784 (0.4052) loss_giou_dn_5: 0.3787 (0.4053) loss_vfl: 0.6281 (0.6475) loss_vfl_aux_0: 0.7406 (0.7402) loss_vfl_aux_1: 0.6782 (0.6947) loss_vfl_aux_2: 0.6438 (0.6702) loss_vfl_aux_3: 0.6355 (0.6584) loss_vfl_aux_4: 0.6252 (0.6517) loss_vfl_aux_5: 0.7284 (0.7339) loss_vfl_dn_0: 0.4364 (0.4429) loss_vfl_dn_1: 0.3726 (0.3772) loss_vfl_dn_2: 0.3530 (0.3612) loss_vfl_dn_3: 0.3468 (0.3542) loss_vfl_dn_4: 0.3445 (0.3517) loss_vfl_dn_5: 0.3447 (0.3510) time: 0.4886 data: 0.0153 max mem: 5654 Epoch: [65] [1300/7393] eta: 0:50:19 lr: 0.000010 loss: 15.2779 (15.1356) loss_bbox: 0.1561 (0.1473) loss_bbox_aux_0: 0.1720 (0.1597) loss_bbox_aux_1: 0.1583 (0.1527) loss_bbox_aux_2: 0.1549 (0.1501) loss_bbox_aux_3: 0.1531 (0.1482) loss_bbox_aux_4: 0.1540 (0.1472) loss_bbox_aux_5: 0.1923 (0.1939) loss_bbox_dn_0: 0.2652 (0.2512) loss_bbox_dn_1: 0.1939 (0.1820) loss_bbox_dn_2: 0.1755 (0.1619) loss_bbox_dn_3: 0.1711 (0.1562) loss_bbox_dn_4: 0.1715 (0.1547) loss_bbox_dn_5: 0.1714 (0.1547) loss_giou: 0.4428 (0.4549) loss_giou_aux_0: 0.4702 (0.4784) loss_giou_aux_1: 0.4534 (0.4654) loss_giou_aux_2: 0.4437 (0.4603) loss_giou_aux_3: 0.4472 (0.4567) loss_giou_aux_4: 0.4366 (0.4551) loss_giou_aux_5: 0.5160 (0.5396) loss_giou_dn_0: 0.5440 (0.5535) loss_giou_dn_1: 0.4480 (0.4452) loss_giou_dn_2: 0.4062 (0.4141) loss_giou_dn_3: 0.3957 (0.4058) loss_giou_dn_4: 0.3926 (0.4036) loss_giou_dn_5: 0.3924 (0.4038) loss_vfl: 0.6267 (0.6480) loss_vfl_aux_0: 0.7164 (0.7413) loss_vfl_aux_1: 0.6810 (0.6957) loss_vfl_aux_2: 0.6504 (0.6711) loss_vfl_aux_3: 0.6394 (0.6592) loss_vfl_aux_4: 0.6333 (0.6521) loss_vfl_aux_5: 0.7154 (0.7346) loss_vfl_dn_0: 0.4416 (0.4429) loss_vfl_dn_1: 0.3713 (0.3771) loss_vfl_dn_2: 0.3582 (0.3610) loss_vfl_dn_3: 0.3520 (0.3540) loss_vfl_dn_4: 0.3503 (0.3515) loss_vfl_dn_5: 0.3491 (0.3508) time: 0.4654 data: 0.0165 max mem: 5654 Epoch: [65] [1400/7393] eta: 0:49:22 lr: 0.000010 loss: 15.3779 (15.1520) loss_bbox: 0.1317 (0.1475) loss_bbox_aux_0: 0.1448 (0.1598) loss_bbox_aux_1: 0.1366 (0.1527) loss_bbox_aux_2: 0.1347 (0.1502) loss_bbox_aux_3: 0.1328 (0.1483) loss_bbox_aux_4: 0.1329 (0.1474) loss_bbox_aux_5: 0.1833 (0.1942) loss_bbox_dn_0: 0.2288 (0.2519) loss_bbox_dn_1: 0.1594 (0.1825) loss_bbox_dn_2: 0.1467 (0.1624) loss_bbox_dn_3: 0.1428 (0.1566) loss_bbox_dn_4: 0.1398 (0.1551) loss_bbox_dn_5: 0.1398 (0.1551) loss_giou: 0.4549 (0.4556) loss_giou_aux_0: 0.5083 (0.4791) loss_giou_aux_1: 0.4727 (0.4661) loss_giou_aux_2: 0.4659 (0.4610) loss_giou_aux_3: 0.4593 (0.4574) loss_giou_aux_4: 0.4599 (0.4559) loss_giou_aux_5: 0.5741 (0.5404) loss_giou_dn_0: 0.5532 (0.5540) loss_giou_dn_1: 0.4510 (0.4456) loss_giou_dn_2: 0.4146 (0.4145) loss_giou_dn_3: 0.4129 (0.4062) loss_giou_dn_4: 0.4097 (0.4040) loss_giou_dn_5: 0.4105 (0.4042) loss_vfl: 0.6376 (0.6484) loss_vfl_aux_0: 0.7314 (0.7422) loss_vfl_aux_1: 0.6983 (0.6965) loss_vfl_aux_2: 0.6677 (0.6719) loss_vfl_aux_3: 0.6404 (0.6600) loss_vfl_aux_4: 0.6404 (0.6524) loss_vfl_aux_5: 0.7289 (0.7354) loss_vfl_dn_0: 0.4420 (0.4430) loss_vfl_dn_1: 0.3755 (0.3771) loss_vfl_dn_2: 0.3640 (0.3611) loss_vfl_dn_3: 0.3537 (0.3540) loss_vfl_dn_4: 0.3494 (0.3515) loss_vfl_dn_5: 0.3487 (0.3508) time: 0.4748 data: 0.0169 max mem: 5654 Epoch: [65] [1500/7393] eta: 0:48:27 lr: 0.000010 loss: 15.6588 (15.1483) loss_bbox: 0.1500 (0.1477) loss_bbox_aux_0: 0.1645 (0.1599) loss_bbox_aux_1: 0.1571 (0.1527) loss_bbox_aux_2: 0.1574 (0.1503) loss_bbox_aux_3: 0.1548 (0.1484) loss_bbox_aux_4: 0.1504 (0.1476) loss_bbox_aux_5: 0.1921 (0.1943) loss_bbox_dn_0: 0.2297 (0.2520) loss_bbox_dn_1: 0.1799 (0.1825) loss_bbox_dn_2: 0.1630 (0.1624) loss_bbox_dn_3: 0.1566 (0.1567) loss_bbox_dn_4: 0.1562 (0.1552) loss_bbox_dn_5: 0.1562 (0.1552) loss_giou: 0.4532 (0.4552) loss_giou_aux_0: 0.4628 (0.4783) loss_giou_aux_1: 0.4594 (0.4653) loss_giou_aux_2: 0.4564 (0.4604) loss_giou_aux_3: 0.4543 (0.4569) loss_giou_aux_4: 0.4533 (0.4555) loss_giou_aux_5: 0.5322 (0.5395) loss_giou_dn_0: 0.5536 (0.5534) loss_giou_dn_1: 0.4496 (0.4451) loss_giou_dn_2: 0.4256 (0.4141) loss_giou_dn_3: 0.4182 (0.4058) loss_giou_dn_4: 0.4156 (0.4036) loss_giou_dn_5: 0.4157 (0.4038) loss_vfl: 0.6501 (0.6485) loss_vfl_aux_0: 0.7286 (0.7426) loss_vfl_aux_1: 0.6905 (0.6970) loss_vfl_aux_2: 0.6787 (0.6723) loss_vfl_aux_3: 0.6696 (0.6603) loss_vfl_aux_4: 0.6556 (0.6525) loss_vfl_aux_5: 0.7287 (0.7358) loss_vfl_dn_0: 0.4436 (0.4430) loss_vfl_dn_1: 0.3844 (0.3771) loss_vfl_dn_2: 0.3732 (0.3610) loss_vfl_dn_3: 0.3639 (0.3540) loss_vfl_dn_4: 0.3634 (0.3515) loss_vfl_dn_5: 0.3630 (0.3508) time: 0.4644 data: 0.0165 max mem: 5654 Epoch: [65] [1600/7393] eta: 0:47:36 lr: 0.000010 loss: 15.4205 (15.1590) loss_bbox: 0.1481 (0.1481) loss_bbox_aux_0: 0.1757 (0.1604) loss_bbox_aux_1: 0.1571 (0.1532) loss_bbox_aux_2: 0.1562 (0.1507) loss_bbox_aux_3: 0.1533 (0.1488) loss_bbox_aux_4: 0.1513 (0.1480) loss_bbox_aux_5: 0.2113 (0.1948) loss_bbox_dn_0: 0.2602 (0.2526) loss_bbox_dn_1: 0.1767 (0.1831) loss_bbox_dn_2: 0.1581 (0.1630) loss_bbox_dn_3: 0.1549 (0.1573) loss_bbox_dn_4: 0.1549 (0.1558) loss_bbox_dn_5: 0.1550 (0.1558) loss_giou: 0.4208 (0.4551) loss_giou_aux_0: 0.4498 (0.4781) loss_giou_aux_1: 0.4214 (0.4651) loss_giou_aux_2: 0.4198 (0.4603) loss_giou_aux_3: 0.4183 (0.4567) loss_giou_aux_4: 0.4212 (0.4554) loss_giou_aux_5: 0.5067 (0.5393) loss_giou_dn_0: 0.5479 (0.5531) loss_giou_dn_1: 0.4209 (0.4448) loss_giou_dn_2: 0.3903 (0.4139) loss_giou_dn_3: 0.3810 (0.4056) loss_giou_dn_4: 0.3794 (0.4035) loss_giou_dn_5: 0.3798 (0.4037) loss_vfl: 0.6706 (0.6493) loss_vfl_aux_0: 0.7343 (0.7433) loss_vfl_aux_1: 0.7022 (0.6979) loss_vfl_aux_2: 0.6669 (0.6732) loss_vfl_aux_3: 0.6702 (0.6611) loss_vfl_aux_4: 0.6692 (0.6534) loss_vfl_aux_5: 0.7181 (0.7363) loss_vfl_dn_0: 0.4411 (0.4432) loss_vfl_dn_1: 0.3749 (0.3772) loss_vfl_dn_2: 0.3580 (0.3612) loss_vfl_dn_3: 0.3532 (0.3541) loss_vfl_dn_4: 0.3513 (0.3517) loss_vfl_dn_5: 0.3516 (0.3510) time: 0.4748 data: 0.0169 max mem: 5654 Epoch: [65] [1700/7393] eta: 0:46:43 lr: 0.000010 loss: 15.4609 (15.1664) loss_bbox: 0.1301 (0.1479) loss_bbox_aux_0: 0.1364 (0.1603) loss_bbox_aux_1: 0.1335 (0.1530) loss_bbox_aux_2: 0.1283 (0.1505) loss_bbox_aux_3: 0.1323 (0.1486) loss_bbox_aux_4: 0.1293 (0.1478) loss_bbox_aux_5: 0.1623 (0.1946) loss_bbox_dn_0: 0.2061 (0.2523) loss_bbox_dn_1: 0.1461 (0.1829) loss_bbox_dn_2: 0.1327 (0.1629) loss_bbox_dn_3: 0.1275 (0.1572) loss_bbox_dn_4: 0.1263 (0.1558) loss_bbox_dn_5: 0.1264 (0.1558) loss_giou: 0.4399 (0.4558) loss_giou_aux_0: 0.4933 (0.4789) loss_giou_aux_1: 0.4769 (0.4659) loss_giou_aux_2: 0.4565 (0.4610) loss_giou_aux_3: 0.4534 (0.4575) loss_giou_aux_4: 0.4369 (0.4561) loss_giou_aux_5: 0.5504 (0.5400) loss_giou_dn_0: 0.5848 (0.5538) loss_giou_dn_1: 0.4740 (0.4455) loss_giou_dn_2: 0.4333 (0.4146) loss_giou_dn_3: 0.4226 (0.4062) loss_giou_dn_4: 0.4206 (0.4041) loss_giou_dn_5: 0.4205 (0.4043) loss_vfl: 0.6298 (0.6493) loss_vfl_aux_0: 0.7103 (0.7431) loss_vfl_aux_1: 0.6869 (0.6976) loss_vfl_aux_2: 0.6510 (0.6730) loss_vfl_aux_3: 0.6534 (0.6613) loss_vfl_aux_4: 0.6465 (0.6534) loss_vfl_aux_5: 0.7097 (0.7364) loss_vfl_dn_0: 0.4432 (0.4431) loss_vfl_dn_1: 0.3778 (0.3773) loss_vfl_dn_2: 0.3644 (0.3612) loss_vfl_dn_3: 0.3506 (0.3542) loss_vfl_dn_4: 0.3500 (0.3518) loss_vfl_dn_5: 0.3486 (0.3511) time: 0.4851 data: 0.0167 max mem: 5654 Epoch: [65] [1800/7393] eta: 0:45:53 lr: 0.000010 loss: 14.8418 (15.1690) loss_bbox: 0.1530 (0.1480) loss_bbox_aux_0: 0.1670 (0.1604) loss_bbox_aux_1: 0.1587 (0.1530) loss_bbox_aux_2: 0.1577 (0.1506) loss_bbox_aux_3: 0.1574 (0.1487) loss_bbox_aux_4: 0.1519 (0.1479) loss_bbox_aux_5: 0.2040 (0.1946) loss_bbox_dn_0: 0.2433 (0.2527) loss_bbox_dn_1: 0.1727 (0.1833) loss_bbox_dn_2: 0.1478 (0.1633) loss_bbox_dn_3: 0.1461 (0.1576) loss_bbox_dn_4: 0.1449 (0.1562) loss_bbox_dn_5: 0.1449 (0.1562) loss_giou: 0.4198 (0.4555) loss_giou_aux_0: 0.4457 (0.4784) loss_giou_aux_1: 0.4390 (0.4655) loss_giou_aux_2: 0.4399 (0.4607) loss_giou_aux_3: 0.4281 (0.4571) loss_giou_aux_4: 0.4210 (0.4558) loss_giou_aux_5: 0.5095 (0.5395) loss_giou_dn_0: 0.5388 (0.5536) loss_giou_dn_1: 0.4369 (0.4452) loss_giou_dn_2: 0.4043 (0.4142) loss_giou_dn_3: 0.3953 (0.4059) loss_giou_dn_4: 0.3941 (0.4038) loss_giou_dn_5: 0.3944 (0.4040) loss_vfl: 0.6525 (0.6499) loss_vfl_aux_0: 0.7297 (0.7438) loss_vfl_aux_1: 0.6730 (0.6984) loss_vfl_aux_2: 0.6395 (0.6735) loss_vfl_aux_3: 0.6441 (0.6619) loss_vfl_aux_4: 0.6447 (0.6540) loss_vfl_aux_5: 0.7133 (0.7367) loss_vfl_dn_0: 0.4340 (0.4433) loss_vfl_dn_1: 0.3696 (0.3773) loss_vfl_dn_2: 0.3552 (0.3613) loss_vfl_dn_3: 0.3497 (0.3542) loss_vfl_dn_4: 0.3466 (0.3518) loss_vfl_dn_5: 0.3458 (0.3511) time: 0.4794 data: 0.0168 max mem: 5654 Epoch: [65] [1900/7393] eta: 0:45:20 lr: 0.000010 loss: 15.4063 (15.1759) loss_bbox: 0.1534 (0.1477) loss_bbox_aux_0: 0.1504 (0.1600) loss_bbox_aux_1: 0.1483 (0.1528) loss_bbox_aux_2: 0.1469 (0.1503) loss_bbox_aux_3: 0.1464 (0.1484) loss_bbox_aux_4: 0.1496 (0.1477) loss_bbox_aux_5: 0.1797 (0.1942) loss_bbox_dn_0: 0.2383 (0.2522) loss_bbox_dn_1: 0.1798 (0.1830) loss_bbox_dn_2: 0.1630 (0.1629) loss_bbox_dn_3: 0.1541 (0.1572) loss_bbox_dn_4: 0.1517 (0.1558) loss_bbox_dn_5: 0.1517 (0.1558) loss_giou: 0.4424 (0.4557) loss_giou_aux_0: 0.4675 (0.4787) loss_giou_aux_1: 0.4529 (0.4657) loss_giou_aux_2: 0.4489 (0.4608) loss_giou_aux_3: 0.4438 (0.4573) loss_giou_aux_4: 0.4403 (0.4560) loss_giou_aux_5: 0.5222 (0.5396) loss_giou_dn_0: 0.5339 (0.5540) loss_giou_dn_1: 0.4542 (0.4456) loss_giou_dn_2: 0.4242 (0.4146) loss_giou_dn_3: 0.4182 (0.4062) loss_giou_dn_4: 0.4167 (0.4041) loss_giou_dn_5: 0.4166 (0.4043) loss_vfl: 0.6634 (0.6509) loss_vfl_aux_0: 0.7649 (0.7449) loss_vfl_aux_1: 0.7103 (0.6992) loss_vfl_aux_2: 0.6888 (0.6746) loss_vfl_aux_3: 0.6768 (0.6629) loss_vfl_aux_4: 0.6622 (0.6550) loss_vfl_aux_5: 0.7492 (0.7374) loss_vfl_dn_0: 0.4465 (0.4435) loss_vfl_dn_1: 0.3857 (0.3776) loss_vfl_dn_2: 0.3671 (0.3615) loss_vfl_dn_3: 0.3619 (0.3545) loss_vfl_dn_4: 0.3595 (0.3521) loss_vfl_dn_5: 0.3594 (0.3514) time: 0.4724 data: 0.0165 max mem: 5654 Epoch: [65] [2000/7393] eta: 0:44:26 lr: 0.000010 loss: 15.1416 (15.1766) loss_bbox: 0.1357 (0.1476) loss_bbox_aux_0: 0.1553 (0.1599) loss_bbox_aux_1: 0.1442 (0.1526) loss_bbox_aux_2: 0.1389 (0.1501) loss_bbox_aux_3: 0.1377 (0.1482) loss_bbox_aux_4: 0.1357 (0.1475) loss_bbox_aux_5: 0.1773 (0.1941) loss_bbox_dn_0: 0.2202 (0.2519) loss_bbox_dn_1: 0.1613 (0.1827) loss_bbox_dn_2: 0.1420 (0.1627) loss_bbox_dn_3: 0.1382 (0.1570) loss_bbox_dn_4: 0.1370 (0.1556) loss_bbox_dn_5: 0.1371 (0.1556) loss_giou: 0.4484 (0.4562) loss_giou_aux_0: 0.4800 (0.4794) loss_giou_aux_1: 0.4618 (0.4664) loss_giou_aux_2: 0.4521 (0.4613) loss_giou_aux_3: 0.4495 (0.4578) loss_giou_aux_4: 0.4482 (0.4565) loss_giou_aux_5: 0.5362 (0.5402) loss_giou_dn_0: 0.5435 (0.5542) loss_giou_dn_1: 0.4523 (0.4458) loss_giou_dn_2: 0.4212 (0.4148) loss_giou_dn_3: 0.4131 (0.4065) loss_giou_dn_4: 0.4087 (0.4044) loss_giou_dn_5: 0.4089 (0.4046) loss_vfl: 0.6416 (0.6506) loss_vfl_aux_0: 0.7004 (0.7444) loss_vfl_aux_1: 0.6800 (0.6989) loss_vfl_aux_2: 0.6619 (0.6746) loss_vfl_aux_3: 0.6406 (0.6626) loss_vfl_aux_4: 0.6383 (0.6547) loss_vfl_aux_5: 0.6859 (0.7371) loss_vfl_dn_0: 0.4435 (0.4434) loss_vfl_dn_1: 0.3780 (0.3775) loss_vfl_dn_2: 0.3665 (0.3615) loss_vfl_dn_3: 0.3592 (0.3545) loss_vfl_dn_4: 0.3560 (0.3521) loss_vfl_dn_5: 0.3548 (0.3513) time: 0.4711 data: 0.0165 max mem: 5654 Epoch: [65] [2100/7393] eta: 0:43:33 lr: 0.000010 loss: 15.3313 (15.1922) loss_bbox: 0.1315 (0.1476) loss_bbox_aux_0: 0.1534 (0.1600) loss_bbox_aux_1: 0.1413 (0.1527) loss_bbox_aux_2: 0.1364 (0.1501) loss_bbox_aux_3: 0.1316 (0.1482) loss_bbox_aux_4: 0.1312 (0.1475) loss_bbox_aux_5: 0.1855 (0.1944) loss_bbox_dn_0: 0.2244 (0.2523) loss_bbox_dn_1: 0.1689 (0.1830) loss_bbox_dn_2: 0.1423 (0.1631) loss_bbox_dn_3: 0.1392 (0.1574) loss_bbox_dn_4: 0.1376 (0.1559) loss_bbox_dn_5: 0.1376 (0.1560) loss_giou: 0.4536 (0.4571) loss_giou_aux_0: 0.4679 (0.4804) loss_giou_aux_1: 0.4618 (0.4673) loss_giou_aux_2: 0.4592 (0.4622) loss_giou_aux_3: 0.4534 (0.4587) loss_giou_aux_4: 0.4532 (0.4574) loss_giou_aux_5: 0.5341 (0.5413) loss_giou_dn_0: 0.5673 (0.5551) loss_giou_dn_1: 0.4600 (0.4467) loss_giou_dn_2: 0.4274 (0.4156) loss_giou_dn_3: 0.4218 (0.4073) loss_giou_dn_4: 0.4185 (0.4052) loss_giou_dn_5: 0.4187 (0.4054) loss_vfl: 0.6434 (0.6509) loss_vfl_aux_0: 0.7149 (0.7442) loss_vfl_aux_1: 0.6707 (0.6989) loss_vfl_aux_2: 0.6671 (0.6749) loss_vfl_aux_3: 0.6552 (0.6628) loss_vfl_aux_4: 0.6437 (0.6550) loss_vfl_aux_5: 0.7057 (0.7368) loss_vfl_dn_0: 0.4398 (0.4434) loss_vfl_dn_1: 0.3796 (0.3777) loss_vfl_dn_2: 0.3618 (0.3616) loss_vfl_dn_3: 0.3586 (0.3546) loss_vfl_dn_4: 0.3573 (0.3522) loss_vfl_dn_5: 0.3545 (0.3515) time: 0.4712 data: 0.0166 max mem: 5654 Epoch: [65] [2200/7393] eta: 0:42:39 lr: 0.000010 loss: 15.4488 (15.1945) loss_bbox: 0.1247 (0.1474) loss_bbox_aux_0: 0.1347 (0.1598) loss_bbox_aux_1: 0.1350 (0.1526) loss_bbox_aux_2: 0.1265 (0.1500) loss_bbox_aux_3: 0.1297 (0.1481) loss_bbox_aux_4: 0.1287 (0.1474) loss_bbox_aux_5: 0.1679 (0.1941) loss_bbox_dn_0: 0.1886 (0.2521) loss_bbox_dn_1: 0.1490 (0.1830) loss_bbox_dn_2: 0.1398 (0.1631) loss_bbox_dn_3: 0.1393 (0.1574) loss_bbox_dn_4: 0.1399 (0.1560) loss_bbox_dn_5: 0.1399 (0.1560) loss_giou: 0.5008 (0.4576) loss_giou_aux_0: 0.5298 (0.4809) loss_giou_aux_1: 0.5106 (0.4678) loss_giou_aux_2: 0.5119 (0.4627) loss_giou_aux_3: 0.5136 (0.4592) loss_giou_aux_4: 0.5013 (0.4579) loss_giou_aux_5: 0.5801 (0.5417) loss_giou_dn_0: 0.5556 (0.5554) loss_giou_dn_1: 0.4568 (0.4470) loss_giou_dn_2: 0.4259 (0.4160) loss_giou_dn_3: 0.4141 (0.4077) loss_giou_dn_4: 0.4124 (0.4056) loss_giou_dn_5: 0.4124 (0.4058) loss_vfl: 0.6590 (0.6507) loss_vfl_aux_0: 0.7623 (0.7439) loss_vfl_aux_1: 0.7159 (0.6986) loss_vfl_aux_2: 0.6877 (0.6746) loss_vfl_aux_3: 0.6639 (0.6625) loss_vfl_aux_4: 0.6592 (0.6546) loss_vfl_aux_5: 0.7466 (0.7362) loss_vfl_dn_0: 0.4434 (0.4433) loss_vfl_dn_1: 0.3794 (0.3777) loss_vfl_dn_2: 0.3692 (0.3617) loss_vfl_dn_3: 0.3656 (0.3546) loss_vfl_dn_4: 0.3628 (0.3523) loss_vfl_dn_5: 0.3623 (0.3515) time: 0.4818 data: 0.0165 max mem: 5654 Epoch: [65] [2300/7393] eta: 0:41:46 lr: 0.000010 loss: 15.2964 (15.1961) loss_bbox: 0.1412 (0.1474) loss_bbox_aux_0: 0.1501 (0.1597) loss_bbox_aux_1: 0.1475 (0.1525) loss_bbox_aux_2: 0.1405 (0.1499) loss_bbox_aux_3: 0.1412 (0.1480) loss_bbox_aux_4: 0.1417 (0.1473) loss_bbox_aux_5: 0.1871 (0.1941) loss_bbox_dn_0: 0.2566 (0.2520) loss_bbox_dn_1: 0.1827 (0.1829) loss_bbox_dn_2: 0.1614 (0.1629) loss_bbox_dn_3: 0.1485 (0.1572) loss_bbox_dn_4: 0.1471 (0.1558) loss_bbox_dn_5: 0.1467 (0.1558) loss_giou: 0.4821 (0.4579) loss_giou_aux_0: 0.4978 (0.4813) loss_giou_aux_1: 0.4805 (0.4681) loss_giou_aux_2: 0.4833 (0.4631) loss_giou_aux_3: 0.4817 (0.4595) loss_giou_aux_4: 0.4852 (0.4582) loss_giou_aux_5: 0.5559 (0.5422) loss_giou_dn_0: 0.5732 (0.5557) loss_giou_dn_1: 0.4637 (0.4473) loss_giou_dn_2: 0.4251 (0.4163) loss_giou_dn_3: 0.4138 (0.4080) loss_giou_dn_4: 0.4105 (0.4059) loss_giou_dn_5: 0.4105 (0.4060) loss_vfl: 0.6462 (0.6505) loss_vfl_aux_0: 0.7362 (0.7439) loss_vfl_aux_1: 0.6919 (0.6983) loss_vfl_aux_2: 0.6697 (0.6742) loss_vfl_aux_3: 0.6632 (0.6623) loss_vfl_aux_4: 0.6550 (0.6544) loss_vfl_aux_5: 0.7237 (0.7359) loss_vfl_dn_0: 0.4402 (0.4434) loss_vfl_dn_1: 0.3858 (0.3777) loss_vfl_dn_2: 0.3679 (0.3617) loss_vfl_dn_3: 0.3631 (0.3547) loss_vfl_dn_4: 0.3629 (0.3523) loss_vfl_dn_5: 0.3640 (0.3516) time: 0.4787 data: 0.0168 max mem: 5654 Epoch: [65] [2400/7393] eta: 0:40:53 lr: 0.000010 loss: 15.3394 (15.1905) loss_bbox: 0.1526 (0.1474) loss_bbox_aux_0: 0.1713 (0.1597) loss_bbox_aux_1: 0.1647 (0.1525) loss_bbox_aux_2: 0.1678 (0.1500) loss_bbox_aux_3: 0.1584 (0.1480) loss_bbox_aux_4: 0.1535 (0.1474) loss_bbox_aux_5: 0.1985 (0.1941) loss_bbox_dn_0: 0.2407 (0.2519) loss_bbox_dn_1: 0.1694 (0.1827) loss_bbox_dn_2: 0.1527 (0.1627) loss_bbox_dn_3: 0.1463 (0.1570) loss_bbox_dn_4: 0.1425 (0.1556) loss_bbox_dn_5: 0.1425 (0.1556) loss_giou: 0.4527 (0.4578) loss_giou_aux_0: 0.4745 (0.4812) loss_giou_aux_1: 0.4597 (0.4680) loss_giou_aux_2: 0.4527 (0.4629) loss_giou_aux_3: 0.4501 (0.4594) loss_giou_aux_4: 0.4523 (0.4581) loss_giou_aux_5: 0.5235 (0.5419) loss_giou_dn_0: 0.5498 (0.5555) loss_giou_dn_1: 0.4432 (0.4471) loss_giou_dn_2: 0.4187 (0.4161) loss_giou_dn_3: 0.4036 (0.4078) loss_giou_dn_4: 0.4003 (0.4057) loss_giou_dn_5: 0.4005 (0.4059) loss_vfl: 0.6397 (0.6502) loss_vfl_aux_0: 0.7289 (0.7434) loss_vfl_aux_1: 0.6815 (0.6979) loss_vfl_aux_2: 0.6506 (0.6739) loss_vfl_aux_3: 0.6490 (0.6621) loss_vfl_aux_4: 0.6503 (0.6540) loss_vfl_aux_5: 0.7094 (0.7356) loss_vfl_dn_0: 0.4398 (0.4434) loss_vfl_dn_1: 0.3774 (0.3777) loss_vfl_dn_2: 0.3626 (0.3616) loss_vfl_dn_3: 0.3561 (0.3546) loss_vfl_dn_4: 0.3536 (0.3522) loss_vfl_dn_5: 0.3533 (0.3515) time: 0.4772 data: 0.0164 max mem: 5654 Epoch: [65] [2500/7393] eta: 0:40:01 lr: 0.000010 loss: 14.6137 (15.1889) loss_bbox: 0.1243 (0.1474) loss_bbox_aux_0: 0.1407 (0.1596) loss_bbox_aux_1: 0.1254 (0.1523) loss_bbox_aux_2: 0.1208 (0.1498) loss_bbox_aux_3: 0.1192 (0.1480) loss_bbox_aux_4: 0.1242 (0.1473) loss_bbox_aux_5: 0.1720 (0.1940) loss_bbox_dn_0: 0.2098 (0.2518) loss_bbox_dn_1: 0.1473 (0.1826) loss_bbox_dn_2: 0.1300 (0.1626) loss_bbox_dn_3: 0.1232 (0.1569) loss_bbox_dn_4: 0.1235 (0.1555) loss_bbox_dn_5: 0.1235 (0.1555) loss_giou: 0.4396 (0.4578) loss_giou_aux_0: 0.4736 (0.4811) loss_giou_aux_1: 0.4448 (0.4679) loss_giou_aux_2: 0.4427 (0.4629) loss_giou_aux_3: 0.4400 (0.4594) loss_giou_aux_4: 0.4404 (0.4581) loss_giou_aux_5: 0.5296 (0.5419) loss_giou_dn_0: 0.5388 (0.5557) loss_giou_dn_1: 0.4339 (0.4472) loss_giou_dn_2: 0.4097 (0.4161) loss_giou_dn_3: 0.4075 (0.4078) loss_giou_dn_4: 0.4070 (0.4057) loss_giou_dn_5: 0.4069 (0.4059) loss_vfl: 0.6112 (0.6499) loss_vfl_aux_0: 0.7201 (0.7437) loss_vfl_aux_1: 0.6760 (0.6980) loss_vfl_aux_2: 0.6508 (0.6738) loss_vfl_aux_3: 0.6366 (0.6618) loss_vfl_aux_4: 0.6174 (0.6537) loss_vfl_aux_5: 0.7126 (0.7358) loss_vfl_dn_0: 0.4408 (0.4435) loss_vfl_dn_1: 0.3814 (0.3778) loss_vfl_dn_2: 0.3546 (0.3617) loss_vfl_dn_3: 0.3486 (0.3547) loss_vfl_dn_4: 0.3480 (0.3523) loss_vfl_dn_5: 0.3476 (0.3516) time: 0.4681 data: 0.0158 max mem: 5654 Epoch: [65] [2600/7393] eta: 0:39:10 lr: 0.000010 loss: 15.1361 (15.1954) loss_bbox: 0.1434 (0.1475) loss_bbox_aux_0: 0.1490 (0.1597) loss_bbox_aux_1: 0.1426 (0.1524) loss_bbox_aux_2: 0.1438 (0.1500) loss_bbox_aux_3: 0.1411 (0.1481) loss_bbox_aux_4: 0.1440 (0.1475) loss_bbox_aux_5: 0.1944 (0.1942) loss_bbox_dn_0: 0.2460 (0.2520) loss_bbox_dn_1: 0.1722 (0.1827) loss_bbox_dn_2: 0.1557 (0.1628) loss_bbox_dn_3: 0.1498 (0.1571) loss_bbox_dn_4: 0.1477 (0.1557) loss_bbox_dn_5: 0.1476 (0.1557) loss_giou: 0.4647 (0.4581) loss_giou_aux_0: 0.4794 (0.4814) loss_giou_aux_1: 0.4586 (0.4681) loss_giou_aux_2: 0.4703 (0.4631) loss_giou_aux_3: 0.4644 (0.4596) loss_giou_aux_4: 0.4621 (0.4584) loss_giou_aux_5: 0.5493 (0.5422) loss_giou_dn_0: 0.5617 (0.5557) loss_giou_dn_1: 0.4496 (0.4473) loss_giou_dn_2: 0.4111 (0.4162) loss_giou_dn_3: 0.4021 (0.4079) loss_giou_dn_4: 0.4014 (0.4058) loss_giou_dn_5: 0.4016 (0.4060) loss_vfl: 0.6333 (0.6502) loss_vfl_aux_0: 0.7261 (0.7438) loss_vfl_aux_1: 0.6872 (0.6985) loss_vfl_aux_2: 0.6675 (0.6742) loss_vfl_aux_3: 0.6718 (0.6621) loss_vfl_aux_4: 0.6561 (0.6539) loss_vfl_aux_5: 0.7009 (0.7356) loss_vfl_dn_0: 0.4360 (0.4435) loss_vfl_dn_1: 0.3845 (0.3777) loss_vfl_dn_2: 0.3657 (0.3617) loss_vfl_dn_3: 0.3579 (0.3548) loss_vfl_dn_4: 0.3562 (0.3523) loss_vfl_dn_5: 0.3549 (0.3516) time: 0.4765 data: 0.0168 max mem: 5654 Epoch: [65] [2700/7393] eta: 0:38:18 lr: 0.000010 loss: 15.3280 (15.1924) loss_bbox: 0.1636 (0.1473) loss_bbox_aux_0: 0.1687 (0.1595) loss_bbox_aux_1: 0.1645 (0.1522) loss_bbox_aux_2: 0.1646 (0.1497) loss_bbox_aux_3: 0.1625 (0.1479) loss_bbox_aux_4: 0.1637 (0.1473) loss_bbox_aux_5: 0.2092 (0.1940) loss_bbox_dn_0: 0.2709 (0.2515) loss_bbox_dn_1: 0.2034 (0.1824) loss_bbox_dn_2: 0.1751 (0.1625) loss_bbox_dn_3: 0.1688 (0.1568) loss_bbox_dn_4: 0.1662 (0.1554) loss_bbox_dn_5: 0.1663 (0.1554) loss_giou: 0.4488 (0.4584) loss_giou_aux_0: 0.4679 (0.4815) loss_giou_aux_1: 0.4583 (0.4682) loss_giou_aux_2: 0.4489 (0.4632) loss_giou_aux_3: 0.4480 (0.4598) loss_giou_aux_4: 0.4440 (0.4586) loss_giou_aux_5: 0.5280 (0.5424) loss_giou_dn_0: 0.5527 (0.5559) loss_giou_dn_1: 0.4458 (0.4474) loss_giou_dn_2: 0.4168 (0.4164) loss_giou_dn_3: 0.4084 (0.4081) loss_giou_dn_4: 0.4044 (0.4059) loss_giou_dn_5: 0.4043 (0.4061) loss_vfl: 0.6547 (0.6498) loss_vfl_aux_0: 0.7405 (0.7434) loss_vfl_aux_1: 0.7027 (0.6984) loss_vfl_aux_2: 0.6630 (0.6741) loss_vfl_aux_3: 0.6607 (0.6618) loss_vfl_aux_4: 0.6740 (0.6537) loss_vfl_aux_5: 0.7125 (0.7351) loss_vfl_dn_0: 0.4516 (0.4435) loss_vfl_dn_1: 0.3879 (0.3779) loss_vfl_dn_2: 0.3710 (0.3618) loss_vfl_dn_3: 0.3669 (0.3549) loss_vfl_dn_4: 0.3622 (0.3525) loss_vfl_dn_5: 0.3622 (0.3518) time: 0.4696 data: 0.0164 max mem: 5654 Epoch: [65] [2800/7393] eta: 0:37:27 lr: 0.000010 loss: 15.5914 (15.1965) loss_bbox: 0.1357 (0.1472) loss_bbox_aux_0: 0.1505 (0.1594) loss_bbox_aux_1: 0.1463 (0.1521) loss_bbox_aux_2: 0.1395 (0.1495) loss_bbox_aux_3: 0.1370 (0.1478) loss_bbox_aux_4: 0.1349 (0.1472) loss_bbox_aux_5: 0.1812 (0.1938) loss_bbox_dn_0: 0.2280 (0.2513) loss_bbox_dn_1: 0.1697 (0.1823) loss_bbox_dn_2: 0.1570 (0.1624) loss_bbox_dn_3: 0.1524 (0.1567) loss_bbox_dn_4: 0.1478 (0.1553) loss_bbox_dn_5: 0.1478 (0.1553) loss_giou: 0.4747 (0.4589) loss_giou_aux_0: 0.4931 (0.4821) loss_giou_aux_1: 0.4867 (0.4687) loss_giou_aux_2: 0.4794 (0.4637) loss_giou_aux_3: 0.4785 (0.4603) loss_giou_aux_4: 0.4764 (0.4591) loss_giou_aux_5: 0.5472 (0.5428) loss_giou_dn_0: 0.5607 (0.5563) loss_giou_dn_1: 0.4587 (0.4478) loss_giou_dn_2: 0.4205 (0.4167) loss_giou_dn_3: 0.4133 (0.4084) loss_giou_dn_4: 0.4124 (0.4063) loss_giou_dn_5: 0.4126 (0.4065) loss_vfl: 0.6398 (0.6498) loss_vfl_aux_0: 0.7244 (0.7433) loss_vfl_aux_1: 0.6857 (0.6984) loss_vfl_aux_2: 0.6540 (0.6742) loss_vfl_aux_3: 0.6363 (0.6619) loss_vfl_aux_4: 0.6476 (0.6538) loss_vfl_aux_5: 0.6990 (0.7349) loss_vfl_dn_0: 0.4391 (0.4435) loss_vfl_dn_1: 0.3807 (0.3779) loss_vfl_dn_2: 0.3652 (0.3619) loss_vfl_dn_3: 0.3599 (0.3549) loss_vfl_dn_4: 0.3580 (0.3525) loss_vfl_dn_5: 0.3572 (0.3518) time: 0.4748 data: 0.0166 max mem: 5654 Epoch: [65] [2900/7393] eta: 0:36:37 lr: 0.000010 loss: 14.9483 (15.1923) loss_bbox: 0.1355 (0.1472) loss_bbox_aux_0: 0.1459 (0.1593) loss_bbox_aux_1: 0.1393 (0.1521) loss_bbox_aux_2: 0.1366 (0.1495) loss_bbox_aux_3: 0.1323 (0.1477) loss_bbox_aux_4: 0.1369 (0.1471) loss_bbox_aux_5: 0.1763 (0.1936) loss_bbox_dn_0: 0.2496 (0.2511) loss_bbox_dn_1: 0.1735 (0.1821) loss_bbox_dn_2: 0.1440 (0.1622) loss_bbox_dn_3: 0.1349 (0.1566) loss_bbox_dn_4: 0.1318 (0.1551) loss_bbox_dn_5: 0.1319 (0.1552) loss_giou: 0.4163 (0.4588) loss_giou_aux_0: 0.4365 (0.4820) loss_giou_aux_1: 0.4258 (0.4687) loss_giou_aux_2: 0.4185 (0.4637) loss_giou_aux_3: 0.4143 (0.4603) loss_giou_aux_4: 0.4151 (0.4591) loss_giou_aux_5: 0.5081 (0.5426) loss_giou_dn_0: 0.5481 (0.5562) loss_giou_dn_1: 0.4388 (0.4477) loss_giou_dn_2: 0.4032 (0.4166) loss_giou_dn_3: 0.3982 (0.4083) loss_giou_dn_4: 0.3948 (0.4062) loss_giou_dn_5: 0.3949 (0.4064) loss_vfl: 0.6462 (0.6497) loss_vfl_aux_0: 0.7710 (0.7430) loss_vfl_aux_1: 0.7191 (0.6980) loss_vfl_aux_2: 0.6764 (0.6739) loss_vfl_aux_3: 0.6698 (0.6617) loss_vfl_aux_4: 0.6600 (0.6537) loss_vfl_aux_5: 0.7406 (0.7347) loss_vfl_dn_0: 0.4415 (0.4435) loss_vfl_dn_1: 0.3780 (0.3778) loss_vfl_dn_2: 0.3590 (0.3618) loss_vfl_dn_3: 0.3505 (0.3549) loss_vfl_dn_4: 0.3503 (0.3524) loss_vfl_dn_5: 0.3488 (0.3517) time: 0.4814 data: 0.0169 max mem: 5654 Epoch: [65] [3000/7393] eta: 0:35:47 lr: 0.000010 loss: 14.7266 (15.1906) loss_bbox: 0.1416 (0.1470) loss_bbox_aux_0: 0.1502 (0.1591) loss_bbox_aux_1: 0.1435 (0.1518) loss_bbox_aux_2: 0.1370 (0.1494) loss_bbox_aux_3: 0.1431 (0.1475) loss_bbox_aux_4: 0.1433 (0.1469) loss_bbox_aux_5: 0.1737 (0.1933) loss_bbox_dn_0: 0.2181 (0.2507) loss_bbox_dn_1: 0.1502 (0.1818) loss_bbox_dn_2: 0.1341 (0.1620) loss_bbox_dn_3: 0.1308 (0.1563) loss_bbox_dn_4: 0.1278 (0.1549) loss_bbox_dn_5: 0.1278 (0.1549) loss_giou: 0.4375 (0.4591) loss_giou_aux_0: 0.4678 (0.4823) loss_giou_aux_1: 0.4461 (0.4689) loss_giou_aux_2: 0.4370 (0.4640) loss_giou_aux_3: 0.4363 (0.4606) loss_giou_aux_4: 0.4447 (0.4593) loss_giou_aux_5: 0.5272 (0.5429) loss_giou_dn_0: 0.5450 (0.5564) loss_giou_dn_1: 0.4367 (0.4480) loss_giou_dn_2: 0.4010 (0.4169) loss_giou_dn_3: 0.3957 (0.4086) loss_giou_dn_4: 0.3933 (0.4064) loss_giou_dn_5: 0.3936 (0.4066) loss_vfl: 0.6519 (0.6495) loss_vfl_aux_0: 0.7453 (0.7427) loss_vfl_aux_1: 0.6945 (0.6977) loss_vfl_aux_2: 0.6617 (0.6736) loss_vfl_aux_3: 0.6562 (0.6615) loss_vfl_aux_4: 0.6613 (0.6535) loss_vfl_aux_5: 0.7146 (0.7343) loss_vfl_dn_0: 0.4458 (0.4434) loss_vfl_dn_1: 0.3778 (0.3778) loss_vfl_dn_2: 0.3653 (0.3618) loss_vfl_dn_3: 0.3563 (0.3549) loss_vfl_dn_4: 0.3543 (0.3524) loss_vfl_dn_5: 0.3538 (0.3517) time: 0.4916 data: 0.0165 max mem: 5654 Epoch: [65] [3100/7393] eta: 0:35:18 lr: 0.000010 loss: 15.3030 (15.1928) loss_bbox: 0.1376 (0.1469) loss_bbox_aux_0: 0.1420 (0.1590) loss_bbox_aux_1: 0.1399 (0.1518) loss_bbox_aux_2: 0.1395 (0.1493) loss_bbox_aux_3: 0.1371 (0.1475) loss_bbox_aux_4: 0.1386 (0.1469) loss_bbox_aux_5: 0.1718 (0.1932) loss_bbox_dn_0: 0.2207 (0.2505) loss_bbox_dn_1: 0.1618 (0.1816) loss_bbox_dn_2: 0.1443 (0.1618) loss_bbox_dn_3: 0.1392 (0.1561) loss_bbox_dn_4: 0.1355 (0.1547) loss_bbox_dn_5: 0.1355 (0.1547) loss_giou: 0.4863 (0.4595) loss_giou_aux_0: 0.4896 (0.4827) loss_giou_aux_1: 0.5028 (0.4694) loss_giou_aux_2: 0.4906 (0.4644) loss_giou_aux_3: 0.4811 (0.4610) loss_giou_aux_4: 0.4826 (0.4598) loss_giou_aux_5: 0.5526 (0.5433) loss_giou_dn_0: 0.5841 (0.5567) loss_giou_dn_1: 0.4638 (0.4482) loss_giou_dn_2: 0.4323 (0.4171) loss_giou_dn_3: 0.4223 (0.4088) loss_giou_dn_4: 0.4187 (0.4066) loss_giou_dn_5: 0.4187 (0.4068) loss_vfl: 0.6095 (0.6496) loss_vfl_aux_0: 0.7150 (0.7426) loss_vfl_aux_1: 0.6461 (0.6976) loss_vfl_aux_2: 0.6335 (0.6735) loss_vfl_aux_3: 0.6213 (0.6615) loss_vfl_aux_4: 0.6169 (0.6535) loss_vfl_aux_5: 0.6825 (0.7340) loss_vfl_dn_0: 0.4447 (0.4434) loss_vfl_dn_1: 0.3770 (0.3777) loss_vfl_dn_2: 0.3618 (0.3618) loss_vfl_dn_3: 0.3568 (0.3549) loss_vfl_dn_4: 0.3535 (0.3524) loss_vfl_dn_5: 0.3533 (0.3517) time: 0.4600 data: 0.0158 max mem: 5654 Epoch: [65] [3200/7393] eta: 0:34:26 lr: 0.000010 loss: 14.7148 (15.1955) loss_bbox: 0.1322 (0.1468) loss_bbox_aux_0: 0.1477 (0.1590) loss_bbox_aux_1: 0.1429 (0.1517) loss_bbox_aux_2: 0.1368 (0.1493) loss_bbox_aux_3: 0.1319 (0.1474) loss_bbox_aux_4: 0.1327 (0.1468) loss_bbox_aux_5: 0.1815 (0.1932) loss_bbox_dn_0: 0.2452 (0.2502) loss_bbox_dn_1: 0.1765 (0.1814) loss_bbox_dn_2: 0.1549 (0.1617) loss_bbox_dn_3: 0.1542 (0.1560) loss_bbox_dn_4: 0.1525 (0.1546) loss_bbox_dn_5: 0.1525 (0.1546) loss_giou: 0.4252 (0.4599) loss_giou_aux_0: 0.4466 (0.4832) loss_giou_aux_1: 0.4299 (0.4698) loss_giou_aux_2: 0.4281 (0.4648) loss_giou_aux_3: 0.4252 (0.4614) loss_giou_aux_4: 0.4297 (0.4601) loss_giou_aux_5: 0.5000 (0.5437) loss_giou_dn_0: 0.5431 (0.5571) loss_giou_dn_1: 0.4269 (0.4485) loss_giou_dn_2: 0.3904 (0.4174) loss_giou_dn_3: 0.3805 (0.4091) loss_giou_dn_4: 0.3757 (0.4070) loss_giou_dn_5: 0.3759 (0.4071) loss_vfl: 0.6559 (0.6495) loss_vfl_aux_0: 0.7274 (0.7423) loss_vfl_aux_1: 0.6904 (0.6974) loss_vfl_aux_2: 0.6616 (0.6734) loss_vfl_aux_3: 0.6645 (0.6614) loss_vfl_aux_4: 0.6545 (0.6534) loss_vfl_aux_5: 0.7445 (0.7339) loss_vfl_dn_0: 0.4438 (0.4434) loss_vfl_dn_1: 0.3823 (0.3778) loss_vfl_dn_2: 0.3624 (0.3618) loss_vfl_dn_3: 0.3533 (0.3549) loss_vfl_dn_4: 0.3482 (0.3525) loss_vfl_dn_5: 0.3480 (0.3518) time: 0.4718 data: 0.0170 max mem: 5654 Epoch: [65] [3300/7393] eta: 0:33:36 lr: 0.000010 loss: 15.2729 (15.1933) loss_bbox: 0.1453 (0.1469) loss_bbox_aux_0: 0.1637 (0.1591) loss_bbox_aux_1: 0.1562 (0.1518) loss_bbox_aux_2: 0.1475 (0.1493) loss_bbox_aux_3: 0.1462 (0.1474) loss_bbox_aux_4: 0.1450 (0.1469) loss_bbox_aux_5: 0.1928 (0.1933) loss_bbox_dn_0: 0.2429 (0.2505) loss_bbox_dn_1: 0.1750 (0.1816) loss_bbox_dn_2: 0.1556 (0.1618) loss_bbox_dn_3: 0.1489 (0.1561) loss_bbox_dn_4: 0.1458 (0.1547) loss_bbox_dn_5: 0.1458 (0.1547) loss_giou: 0.4270 (0.4594) loss_giou_aux_0: 0.4681 (0.4827) loss_giou_aux_1: 0.4479 (0.4693) loss_giou_aux_2: 0.4372 (0.4643) loss_giou_aux_3: 0.4365 (0.4608) loss_giou_aux_4: 0.4259 (0.4596) loss_giou_aux_5: 0.5292 (0.5433) loss_giou_dn_0: 0.5513 (0.5568) loss_giou_dn_1: 0.4435 (0.4482) loss_giou_dn_2: 0.4129 (0.4170) loss_giou_dn_3: 0.4058 (0.4087) loss_giou_dn_4: 0.3997 (0.4065) loss_giou_dn_5: 0.3999 (0.4067) loss_vfl: 0.6574 (0.6499) loss_vfl_aux_0: 0.7443 (0.7427) loss_vfl_aux_1: 0.7189 (0.6978) loss_vfl_aux_2: 0.6882 (0.6738) loss_vfl_aux_3: 0.6614 (0.6618) loss_vfl_aux_4: 0.6617 (0.6538) loss_vfl_aux_5: 0.7322 (0.7342) loss_vfl_dn_0: 0.4494 (0.4434) loss_vfl_dn_1: 0.3845 (0.3778) loss_vfl_dn_2: 0.3651 (0.3618) loss_vfl_dn_3: 0.3607 (0.3549) loss_vfl_dn_4: 0.3565 (0.3524) loss_vfl_dn_5: 0.3572 (0.3517) time: 0.4843 data: 0.0160 max mem: 5654 Epoch: [65] [3400/7393] eta: 0:32:45 lr: 0.000010 loss: 15.4205 (15.1948) loss_bbox: 0.1301 (0.1467) loss_bbox_aux_0: 0.1421 (0.1589) loss_bbox_aux_1: 0.1338 (0.1516) loss_bbox_aux_2: 0.1277 (0.1491) loss_bbox_aux_3: 0.1316 (0.1472) loss_bbox_aux_4: 0.1321 (0.1467) loss_bbox_aux_5: 0.1700 (0.1931) loss_bbox_dn_0: 0.2317 (0.2502) loss_bbox_dn_1: 0.1626 (0.1813) loss_bbox_dn_2: 0.1459 (0.1616) loss_bbox_dn_3: 0.1417 (0.1559) loss_bbox_dn_4: 0.1403 (0.1545) loss_bbox_dn_5: 0.1402 (0.1545) loss_giou: 0.4564 (0.4596) loss_giou_aux_0: 0.4819 (0.4829) loss_giou_aux_1: 0.4785 (0.4695) loss_giou_aux_2: 0.4778 (0.4644) loss_giou_aux_3: 0.4617 (0.4610) loss_giou_aux_4: 0.4603 (0.4598) loss_giou_aux_5: 0.5486 (0.5435) loss_giou_dn_0: 0.5800 (0.5570) loss_giou_dn_1: 0.4651 (0.4484) loss_giou_dn_2: 0.4308 (0.4172) loss_giou_dn_3: 0.4203 (0.4089) loss_giou_dn_4: 0.4169 (0.4068) loss_giou_dn_5: 0.4171 (0.4070) loss_vfl: 0.6459 (0.6500) loss_vfl_aux_0: 0.7302 (0.7429) loss_vfl_aux_1: 0.6824 (0.6982) loss_vfl_aux_2: 0.6717 (0.6742) loss_vfl_aux_3: 0.6546 (0.6620) loss_vfl_aux_4: 0.6489 (0.6539) loss_vfl_aux_5: 0.7087 (0.7343) loss_vfl_dn_0: 0.4360 (0.4434) loss_vfl_dn_1: 0.3800 (0.3777) loss_vfl_dn_2: 0.3650 (0.3618) loss_vfl_dn_3: 0.3579 (0.3549) loss_vfl_dn_4: 0.3537 (0.3524) loss_vfl_dn_5: 0.3531 (0.3517) time: 0.4765 data: 0.0163 max mem: 5654 Epoch: [65] [3500/7393] eta: 0:31:54 lr: 0.000010 loss: 15.0977 (15.1986) loss_bbox: 0.1550 (0.1469) loss_bbox_aux_0: 0.1692 (0.1590) loss_bbox_aux_1: 0.1588 (0.1517) loss_bbox_aux_2: 0.1558 (0.1492) loss_bbox_aux_3: 0.1554 (0.1474) loss_bbox_aux_4: 0.1543 (0.1469) loss_bbox_aux_5: 0.1993 (0.1933) loss_bbox_dn_0: 0.2492 (0.2504) loss_bbox_dn_1: 0.1745 (0.1815) loss_bbox_dn_2: 0.1498 (0.1617) loss_bbox_dn_3: 0.1480 (0.1561) loss_bbox_dn_4: 0.1477 (0.1547) loss_bbox_dn_5: 0.1476 (0.1547) loss_giou: 0.4059 (0.4596) loss_giou_aux_0: 0.4378 (0.4829) loss_giou_aux_1: 0.4238 (0.4694) loss_giou_aux_2: 0.4101 (0.4644) loss_giou_aux_3: 0.4092 (0.4610) loss_giou_aux_4: 0.4060 (0.4598) loss_giou_aux_5: 0.4902 (0.5435) loss_giou_dn_0: 0.5436 (0.5572) loss_giou_dn_1: 0.4222 (0.4485) loss_giou_dn_2: 0.3937 (0.4173) loss_giou_dn_3: 0.3863 (0.4090) loss_giou_dn_4: 0.3842 (0.4069) loss_giou_dn_5: 0.3848 (0.4071) loss_vfl: 0.6431 (0.6500) loss_vfl_aux_0: 0.7380 (0.7430) loss_vfl_aux_1: 0.6893 (0.6985) loss_vfl_aux_2: 0.6633 (0.6743) loss_vfl_aux_3: 0.6478 (0.6621) loss_vfl_aux_4: 0.6411 (0.6539) loss_vfl_aux_5: 0.7333 (0.7343) loss_vfl_dn_0: 0.4388 (0.4434) loss_vfl_dn_1: 0.3763 (0.3778) loss_vfl_dn_2: 0.3596 (0.3619) loss_vfl_dn_3: 0.3491 (0.3550) loss_vfl_dn_4: 0.3457 (0.3525) loss_vfl_dn_5: 0.3448 (0.3518) time: 0.4796 data: 0.0160 max mem: 5654 Epoch: [65] [3600/7393] eta: 0:31:04 lr: 0.000010 loss: 15.1994 (15.1993) loss_bbox: 0.1429 (0.1468) loss_bbox_aux_0: 0.1474 (0.1589) loss_bbox_aux_1: 0.1454 (0.1516) loss_bbox_aux_2: 0.1404 (0.1491) loss_bbox_aux_3: 0.1470 (0.1473) loss_bbox_aux_4: 0.1429 (0.1468) loss_bbox_aux_5: 0.1832 (0.1932) loss_bbox_dn_0: 0.2521 (0.2503) loss_bbox_dn_1: 0.1819 (0.1814) loss_bbox_dn_2: 0.1646 (0.1616) loss_bbox_dn_3: 0.1596 (0.1560) loss_bbox_dn_4: 0.1567 (0.1546) loss_bbox_dn_5: 0.1567 (0.1546) loss_giou: 0.4112 (0.4598) loss_giou_aux_0: 0.4178 (0.4830) loss_giou_aux_1: 0.4230 (0.4696) loss_giou_aux_2: 0.4207 (0.4645) loss_giou_aux_3: 0.4185 (0.4613) loss_giou_aux_4: 0.4182 (0.4600) loss_giou_aux_5: 0.4909 (0.5437) loss_giou_dn_0: 0.5479 (0.5573) loss_giou_dn_1: 0.4307 (0.4485) loss_giou_dn_2: 0.4040 (0.4173) loss_giou_dn_3: 0.3975 (0.4091) loss_giou_dn_4: 0.3938 (0.4069) loss_giou_dn_5: 0.3939 (0.4071) loss_vfl: 0.6838 (0.6500) loss_vfl_aux_0: 0.7950 (0.7432) loss_vfl_aux_1: 0.7423 (0.6986) loss_vfl_aux_2: 0.7312 (0.6744) loss_vfl_aux_3: 0.6912 (0.6619) loss_vfl_aux_4: 0.6693 (0.6539) loss_vfl_aux_5: 0.7892 (0.7344) loss_vfl_dn_0: 0.4373 (0.4434) loss_vfl_dn_1: 0.3860 (0.3778) loss_vfl_dn_2: 0.3688 (0.3619) loss_vfl_dn_3: 0.3620 (0.3550) loss_vfl_dn_4: 0.3586 (0.3525) loss_vfl_dn_5: 0.3574 (0.3518) time: 0.4934 data: 0.0161 max mem: 5654 Epoch: [65] [3700/7393] eta: 0:30:14 lr: 0.000010 loss: 14.8935 (15.2024) loss_bbox: 0.1511 (0.1469) loss_bbox_aux_0: 0.1640 (0.1590) loss_bbox_aux_1: 0.1519 (0.1517) loss_bbox_aux_2: 0.1527 (0.1492) loss_bbox_aux_3: 0.1499 (0.1474) loss_bbox_aux_4: 0.1485 (0.1469) loss_bbox_aux_5: 0.1852 (0.1932) loss_bbox_dn_0: 0.2395 (0.2503) loss_bbox_dn_1: 0.1765 (0.1814) loss_bbox_dn_2: 0.1563 (0.1616) loss_bbox_dn_3: 0.1516 (0.1560) loss_bbox_dn_4: 0.1520 (0.1546) loss_bbox_dn_5: 0.1520 (0.1546) loss_giou: 0.4306 (0.4600) loss_giou_aux_0: 0.4708 (0.4832) loss_giou_aux_1: 0.4476 (0.4698) loss_giou_aux_2: 0.4454 (0.4647) loss_giou_aux_3: 0.4505 (0.4614) loss_giou_aux_4: 0.4405 (0.4602) loss_giou_aux_5: 0.5217 (0.5438) loss_giou_dn_0: 0.5607 (0.5574) loss_giou_dn_1: 0.4405 (0.4487) loss_giou_dn_2: 0.4104 (0.4175) loss_giou_dn_3: 0.4076 (0.4092) loss_giou_dn_4: 0.4053 (0.4071) loss_giou_dn_5: 0.4062 (0.4073) loss_vfl: 0.6610 (0.6501) loss_vfl_aux_0: 0.7392 (0.7431) loss_vfl_aux_1: 0.7099 (0.6986) loss_vfl_aux_2: 0.6863 (0.6745) loss_vfl_aux_3: 0.6735 (0.6620) loss_vfl_aux_4: 0.6529 (0.6539) loss_vfl_aux_5: 0.7512 (0.7345) loss_vfl_dn_0: 0.4442 (0.4434) loss_vfl_dn_1: 0.3739 (0.3779) loss_vfl_dn_2: 0.3605 (0.3620) loss_vfl_dn_3: 0.3539 (0.3550) loss_vfl_dn_4: 0.3507 (0.3526) loss_vfl_dn_5: 0.3478 (0.3519) time: 0.4734 data: 0.0168 max mem: 5654 Epoch: [65] [3800/7393] eta: 0:29:24 lr: 0.000010 loss: 15.0257 (15.2035) loss_bbox: 0.1245 (0.1469) loss_bbox_aux_0: 0.1365 (0.1589) loss_bbox_aux_1: 0.1308 (0.1516) loss_bbox_aux_2: 0.1311 (0.1492) loss_bbox_aux_3: 0.1261 (0.1474) loss_bbox_aux_4: 0.1248 (0.1468) loss_bbox_aux_5: 0.1746 (0.1931) loss_bbox_dn_0: 0.2154 (0.2503) loss_bbox_dn_1: 0.1647 (0.1815) loss_bbox_dn_2: 0.1407 (0.1617) loss_bbox_dn_3: 0.1348 (0.1561) loss_bbox_dn_4: 0.1353 (0.1547) loss_bbox_dn_5: 0.1353 (0.1547) loss_giou: 0.4711 (0.4600) loss_giou_aux_0: 0.4684 (0.4832) loss_giou_aux_1: 0.4717 (0.4698) loss_giou_aux_2: 0.4726 (0.4647) loss_giou_aux_3: 0.4733 (0.4614) loss_giou_aux_4: 0.4701 (0.4602) loss_giou_aux_5: 0.5255 (0.5438) loss_giou_dn_0: 0.5562 (0.5574) loss_giou_dn_1: 0.4403 (0.4488) loss_giou_dn_2: 0.4092 (0.4176) loss_giou_dn_3: 0.4041 (0.4093) loss_giou_dn_4: 0.4001 (0.4072) loss_giou_dn_5: 0.4004 (0.4074) loss_vfl: 0.6138 (0.6501) loss_vfl_aux_0: 0.7052 (0.7432) loss_vfl_aux_1: 0.6706 (0.6987) loss_vfl_aux_2: 0.6461 (0.6744) loss_vfl_aux_3: 0.6310 (0.6620) loss_vfl_aux_4: 0.6179 (0.6540) loss_vfl_aux_5: 0.7119 (0.7346) loss_vfl_dn_0: 0.4380 (0.4434) loss_vfl_dn_1: 0.3772 (0.3779) loss_vfl_dn_2: 0.3585 (0.3620) loss_vfl_dn_3: 0.3512 (0.3551) loss_vfl_dn_4: 0.3483 (0.3527) loss_vfl_dn_5: 0.3490 (0.3520) time: 0.4966 data: 0.0167 max mem: 5654 Epoch: [65] [3900/7393] eta: 0:28:34 lr: 0.000010 loss: 14.8488 (15.1957) loss_bbox: 0.1337 (0.1468) loss_bbox_aux_0: 0.1479 (0.1588) loss_bbox_aux_1: 0.1321 (0.1515) loss_bbox_aux_2: 0.1320 (0.1490) loss_bbox_aux_3: 0.1363 (0.1473) loss_bbox_aux_4: 0.1337 (0.1467) loss_bbox_aux_5: 0.1808 (0.1929) loss_bbox_dn_0: 0.2542 (0.2501) loss_bbox_dn_1: 0.1790 (0.1813) loss_bbox_dn_2: 0.1612 (0.1616) loss_bbox_dn_3: 0.1533 (0.1559) loss_bbox_dn_4: 0.1534 (0.1545) loss_bbox_dn_5: 0.1534 (0.1545) loss_giou: 0.4501 (0.4598) loss_giou_aux_0: 0.4673 (0.4829) loss_giou_aux_1: 0.4563 (0.4695) loss_giou_aux_2: 0.4547 (0.4645) loss_giou_aux_3: 0.4501 (0.4612) loss_giou_aux_4: 0.4474 (0.4600) loss_giou_aux_5: 0.5387 (0.5434) loss_giou_dn_0: 0.5397 (0.5572) loss_giou_dn_1: 0.4316 (0.4486) loss_giou_dn_2: 0.4072 (0.4174) loss_giou_dn_3: 0.3979 (0.4091) loss_giou_dn_4: 0.3942 (0.4070) loss_giou_dn_5: 0.3943 (0.4072) loss_vfl: 0.6230 (0.6497) loss_vfl_aux_0: 0.7286 (0.7428) loss_vfl_aux_1: 0.6774 (0.6983) loss_vfl_aux_2: 0.6512 (0.6740) loss_vfl_aux_3: 0.6402 (0.6615) loss_vfl_aux_4: 0.6298 (0.6536) loss_vfl_aux_5: 0.7161 (0.7343) loss_vfl_dn_0: 0.4364 (0.4434) loss_vfl_dn_1: 0.3751 (0.3778) loss_vfl_dn_2: 0.3615 (0.3620) loss_vfl_dn_3: 0.3566 (0.3550) loss_vfl_dn_4: 0.3524 (0.3526) loss_vfl_dn_5: 0.3520 (0.3519) time: 0.4768 data: 0.0155 max mem: 5654 Epoch: [65] [4000/7393] eta: 0:27:50 lr: 0.000010 loss: 15.1475 (15.1998) loss_bbox: 0.1375 (0.1469) loss_bbox_aux_0: 0.1620 (0.1589) loss_bbox_aux_1: 0.1474 (0.1516) loss_bbox_aux_2: 0.1430 (0.1492) loss_bbox_aux_3: 0.1394 (0.1475) loss_bbox_aux_4: 0.1375 (0.1470) loss_bbox_aux_5: 0.1935 (0.1931) loss_bbox_dn_0: 0.2372 (0.2503) loss_bbox_dn_1: 0.1795 (0.1815) loss_bbox_dn_2: 0.1560 (0.1617) loss_bbox_dn_3: 0.1503 (0.1561) loss_bbox_dn_4: 0.1475 (0.1547) loss_bbox_dn_5: 0.1475 (0.1547) loss_giou: 0.3970 (0.4599) loss_giou_aux_0: 0.4187 (0.4829) loss_giou_aux_1: 0.4123 (0.4695) loss_giou_aux_2: 0.4083 (0.4646) loss_giou_aux_3: 0.4037 (0.4613) loss_giou_aux_4: 0.4031 (0.4601) loss_giou_aux_5: 0.4972 (0.5435) loss_giou_dn_0: 0.5295 (0.5573) loss_giou_dn_1: 0.4154 (0.4486) loss_giou_dn_2: 0.3863 (0.4174) loss_giou_dn_3: 0.3800 (0.4091) loss_giou_dn_4: 0.3740 (0.4070) loss_giou_dn_5: 0.3741 (0.4072) loss_vfl: 0.6572 (0.6498) loss_vfl_aux_0: 0.7287 (0.7431) loss_vfl_aux_1: 0.6957 (0.6984) loss_vfl_aux_2: 0.6702 (0.6740) loss_vfl_aux_3: 0.6729 (0.6616) loss_vfl_aux_4: 0.6675 (0.6537) loss_vfl_aux_5: 0.7310 (0.7345) loss_vfl_dn_0: 0.4413 (0.4434) loss_vfl_dn_1: 0.3742 (0.3779) loss_vfl_dn_2: 0.3583 (0.3620) loss_vfl_dn_3: 0.3547 (0.3551) loss_vfl_dn_4: 0.3503 (0.3526) loss_vfl_dn_5: 0.3470 (0.3519) time: 0.4873 data: 0.0150 max mem: 5654 Epoch: [65] [4100/7393] eta: 0:27:00 lr: 0.000010 loss: 15.3505 (15.2035) loss_bbox: 0.1435 (0.1470) loss_bbox_aux_0: 0.1597 (0.1589) loss_bbox_aux_1: 0.1527 (0.1517) loss_bbox_aux_2: 0.1449 (0.1493) loss_bbox_aux_3: 0.1536 (0.1475) loss_bbox_aux_4: 0.1414 (0.1470) loss_bbox_aux_5: 0.1921 (0.1931) loss_bbox_dn_0: 0.2600 (0.2503) loss_bbox_dn_1: 0.1914 (0.1816) loss_bbox_dn_2: 0.1707 (0.1618) loss_bbox_dn_3: 0.1675 (0.1561) loss_bbox_dn_4: 0.1676 (0.1547) loss_bbox_dn_5: 0.1676 (0.1547) loss_giou: 0.4766 (0.4600) loss_giou_aux_0: 0.4884 (0.4830) loss_giou_aux_1: 0.4840 (0.4697) loss_giou_aux_2: 0.4823 (0.4648) loss_giou_aux_3: 0.4807 (0.4614) loss_giou_aux_4: 0.4751 (0.4602) loss_giou_aux_5: 0.5624 (0.5435) loss_giou_dn_0: 0.5683 (0.5574) loss_giou_dn_1: 0.4510 (0.4487) loss_giou_dn_2: 0.4151 (0.4176) loss_giou_dn_3: 0.4054 (0.4093) loss_giou_dn_4: 0.4036 (0.4071) loss_giou_dn_5: 0.4036 (0.4073) loss_vfl: 0.6830 (0.6501) loss_vfl_aux_0: 0.7601 (0.7431) loss_vfl_aux_1: 0.7106 (0.6984) loss_vfl_aux_2: 0.6858 (0.6742) loss_vfl_aux_3: 0.6874 (0.6618) loss_vfl_aux_4: 0.6892 (0.6539) loss_vfl_aux_5: 0.7526 (0.7347) loss_vfl_dn_0: 0.4512 (0.4434) loss_vfl_dn_1: 0.3766 (0.3779) loss_vfl_dn_2: 0.3608 (0.3621) loss_vfl_dn_3: 0.3532 (0.3552) loss_vfl_dn_4: 0.3517 (0.3527) loss_vfl_dn_5: 0.3544 (0.3520) time: 0.4721 data: 0.0159 max mem: 5654 Epoch: [65] [4200/7393] eta: 0:26:09 lr: 0.000010 loss: 15.0240 (15.2032) loss_bbox: 0.1284 (0.1470) loss_bbox_aux_0: 0.1466 (0.1589) loss_bbox_aux_1: 0.1400 (0.1517) loss_bbox_aux_2: 0.1306 (0.1493) loss_bbox_aux_3: 0.1271 (0.1475) loss_bbox_aux_4: 0.1290 (0.1470) loss_bbox_aux_5: 0.1800 (0.1930) loss_bbox_dn_0: 0.2422 (0.2503) loss_bbox_dn_1: 0.1817 (0.1815) loss_bbox_dn_2: 0.1635 (0.1618) loss_bbox_dn_3: 0.1561 (0.1561) loss_bbox_dn_4: 0.1580 (0.1547) loss_bbox_dn_5: 0.1580 (0.1547) loss_giou: 0.3998 (0.4599) loss_giou_aux_0: 0.4166 (0.4829) loss_giou_aux_1: 0.4073 (0.4696) loss_giou_aux_2: 0.4037 (0.4647) loss_giou_aux_3: 0.4038 (0.4614) loss_giou_aux_4: 0.4020 (0.4601) loss_giou_aux_5: 0.4786 (0.5434) loss_giou_dn_0: 0.5366 (0.5573) loss_giou_dn_1: 0.4253 (0.4487) loss_giou_dn_2: 0.4002 (0.4175) loss_giou_dn_3: 0.3961 (0.4092) loss_giou_dn_4: 0.3933 (0.4071) loss_giou_dn_5: 0.3935 (0.4073) loss_vfl: 0.6664 (0.6503) loss_vfl_aux_0: 0.7655 (0.7431) loss_vfl_aux_1: 0.7145 (0.6987) loss_vfl_aux_2: 0.7018 (0.6744) loss_vfl_aux_3: 0.6833 (0.6620) loss_vfl_aux_4: 0.6738 (0.6541) loss_vfl_aux_5: 0.7592 (0.7347) loss_vfl_dn_0: 0.4462 (0.4434) loss_vfl_dn_1: 0.3764 (0.3779) loss_vfl_dn_2: 0.3620 (0.3620) loss_vfl_dn_3: 0.3519 (0.3551) loss_vfl_dn_4: 0.3483 (0.3527) loss_vfl_dn_5: 0.3478 (0.3520) time: 0.4878 data: 0.0161 max mem: 5654 Epoch: [65] [4300/7393] eta: 0:25:20 lr: 0.000010 loss: 15.0882 (15.2002) loss_bbox: 0.1374 (0.1469) loss_bbox_aux_0: 0.1448 (0.1588) loss_bbox_aux_1: 0.1369 (0.1516) loss_bbox_aux_2: 0.1377 (0.1492) loss_bbox_aux_3: 0.1374 (0.1474) loss_bbox_aux_4: 0.1373 (0.1469) loss_bbox_aux_5: 0.1826 (0.1929) loss_bbox_dn_0: 0.2479 (0.2502) loss_bbox_dn_1: 0.1616 (0.1815) loss_bbox_dn_2: 0.1412 (0.1617) loss_bbox_dn_3: 0.1346 (0.1560) loss_bbox_dn_4: 0.1365 (0.1547) loss_bbox_dn_5: 0.1365 (0.1547) loss_giou: 0.4328 (0.4599) loss_giou_aux_0: 0.4452 (0.4829) loss_giou_aux_1: 0.4226 (0.4696) loss_giou_aux_2: 0.4273 (0.4646) loss_giou_aux_3: 0.4301 (0.4613) loss_giou_aux_4: 0.4326 (0.4600) loss_giou_aux_5: 0.4864 (0.5433) loss_giou_dn_0: 0.5398 (0.5573) loss_giou_dn_1: 0.4313 (0.4486) loss_giou_dn_2: 0.3995 (0.4175) loss_giou_dn_3: 0.3909 (0.4091) loss_giou_dn_4: 0.3872 (0.4070) loss_giou_dn_5: 0.3873 (0.4072) loss_vfl: 0.6375 (0.6502) loss_vfl_aux_0: 0.7598 (0.7430) loss_vfl_aux_1: 0.6918 (0.6985) loss_vfl_aux_2: 0.6765 (0.6744) loss_vfl_aux_3: 0.6566 (0.6619) loss_vfl_aux_4: 0.6508 (0.6540) loss_vfl_aux_5: 0.7113 (0.7346) loss_vfl_dn_0: 0.4340 (0.4433) loss_vfl_dn_1: 0.3689 (0.3779) loss_vfl_dn_2: 0.3572 (0.3620) loss_vfl_dn_3: 0.3521 (0.3551) loss_vfl_dn_4: 0.3492 (0.3527) loss_vfl_dn_5: 0.3484 (0.3520) time: 0.5003 data: 0.0159 max mem: 5654 Epoch: [65] [4400/7393] eta: 0:24:30 lr: 0.000010 loss: 15.4375 (15.2037) loss_bbox: 0.1444 (0.1470) loss_bbox_aux_0: 0.1499 (0.1589) loss_bbox_aux_1: 0.1388 (0.1517) loss_bbox_aux_2: 0.1453 (0.1492) loss_bbox_aux_3: 0.1454 (0.1475) loss_bbox_aux_4: 0.1445 (0.1470) loss_bbox_aux_5: 0.1821 (0.1930) loss_bbox_dn_0: 0.2481 (0.2504) loss_bbox_dn_1: 0.1689 (0.1817) loss_bbox_dn_2: 0.1510 (0.1619) loss_bbox_dn_3: 0.1462 (0.1562) loss_bbox_dn_4: 0.1446 (0.1548) loss_bbox_dn_5: 0.1446 (0.1549) loss_giou: 0.4254 (0.4599) loss_giou_aux_0: 0.4402 (0.4829) loss_giou_aux_1: 0.4267 (0.4696) loss_giou_aux_2: 0.4235 (0.4646) loss_giou_aux_3: 0.4242 (0.4613) loss_giou_aux_4: 0.4258 (0.4601) loss_giou_aux_5: 0.5248 (0.5434) loss_giou_dn_0: 0.5479 (0.5573) loss_giou_dn_1: 0.4404 (0.4487) loss_giou_dn_2: 0.4067 (0.4175) loss_giou_dn_3: 0.3994 (0.4092) loss_giou_dn_4: 0.3978 (0.4071) loss_giou_dn_5: 0.3980 (0.4073) loss_vfl: 0.6485 (0.6503) loss_vfl_aux_0: 0.7423 (0.7431) loss_vfl_aux_1: 0.6995 (0.6987) loss_vfl_aux_2: 0.6763 (0.6747) loss_vfl_aux_3: 0.6694 (0.6621) loss_vfl_aux_4: 0.6601 (0.6542) loss_vfl_aux_5: 0.7129 (0.7347) loss_vfl_dn_0: 0.4471 (0.4434) loss_vfl_dn_1: 0.3852 (0.3779) loss_vfl_dn_2: 0.3677 (0.3621) loss_vfl_dn_3: 0.3585 (0.3551) loss_vfl_dn_4: 0.3543 (0.3527) loss_vfl_dn_5: 0.3536 (0.3520) time: 0.4862 data: 0.0165 max mem: 5654 Epoch: [65] [4500/7393] eta: 0:23:41 lr: 0.000010 loss: 15.2906 (15.2037) loss_bbox: 0.1498 (0.1469) loss_bbox_aux_0: 0.1525 (0.1588) loss_bbox_aux_1: 0.1485 (0.1516) loss_bbox_aux_2: 0.1472 (0.1492) loss_bbox_aux_3: 0.1534 (0.1474) loss_bbox_aux_4: 0.1500 (0.1469) loss_bbox_aux_5: 0.1826 (0.1930) loss_bbox_dn_0: 0.2271 (0.2504) loss_bbox_dn_1: 0.1589 (0.1816) loss_bbox_dn_2: 0.1434 (0.1618) loss_bbox_dn_3: 0.1382 (0.1561) loss_bbox_dn_4: 0.1382 (0.1547) loss_bbox_dn_5: 0.1382 (0.1548) loss_giou: 0.4776 (0.4599) loss_giou_aux_0: 0.4990 (0.4829) loss_giou_aux_1: 0.4894 (0.4696) loss_giou_aux_2: 0.4795 (0.4646) loss_giou_aux_3: 0.4778 (0.4612) loss_giou_aux_4: 0.4747 (0.4600) loss_giou_aux_5: 0.5543 (0.5434) loss_giou_dn_0: 0.5744 (0.5573) loss_giou_dn_1: 0.4590 (0.4486) loss_giou_dn_2: 0.4275 (0.4174) loss_giou_dn_3: 0.4184 (0.4091) loss_giou_dn_4: 0.4156 (0.4069) loss_giou_dn_5: 0.4157 (0.4071) loss_vfl: 0.6398 (0.6505) loss_vfl_aux_0: 0.7106 (0.7433) loss_vfl_aux_1: 0.6926 (0.6990) loss_vfl_aux_2: 0.6560 (0.6750) loss_vfl_aux_3: 0.6407 (0.6623) loss_vfl_aux_4: 0.6368 (0.6544) loss_vfl_aux_5: 0.7186 (0.7347) loss_vfl_dn_0: 0.4546 (0.4434) loss_vfl_dn_1: 0.3782 (0.3780) loss_vfl_dn_2: 0.3681 (0.3621) loss_vfl_dn_3: 0.3564 (0.3552) loss_vfl_dn_4: 0.3523 (0.3527) loss_vfl_dn_5: 0.3510 (0.3520) time: 0.4851 data: 0.0163 max mem: 5654 Epoch: [65] [4600/7393] eta: 0:22:51 lr: 0.000010 loss: 14.7542 (15.1981) loss_bbox: 0.1380 (0.1469) loss_bbox_aux_0: 0.1563 (0.1588) loss_bbox_aux_1: 0.1419 (0.1516) loss_bbox_aux_2: 0.1493 (0.1491) loss_bbox_aux_3: 0.1387 (0.1474) loss_bbox_aux_4: 0.1380 (0.1469) loss_bbox_aux_5: 0.1861 (0.1930) loss_bbox_dn_0: 0.2377 (0.2503) loss_bbox_dn_1: 0.1742 (0.1815) loss_bbox_dn_2: 0.1529 (0.1617) loss_bbox_dn_3: 0.1495 (0.1560) loss_bbox_dn_4: 0.1491 (0.1547) loss_bbox_dn_5: 0.1491 (0.1547) loss_giou: 0.4362 (0.4597) loss_giou_aux_0: 0.4658 (0.4827) loss_giou_aux_1: 0.4446 (0.4694) loss_giou_aux_2: 0.4496 (0.4644) loss_giou_aux_3: 0.4428 (0.4610) loss_giou_aux_4: 0.4357 (0.4598) loss_giou_aux_5: 0.5336 (0.5432) loss_giou_dn_0: 0.5342 (0.5571) loss_giou_dn_1: 0.4252 (0.4484) loss_giou_dn_2: 0.4031 (0.4172) loss_giou_dn_3: 0.3940 (0.4089) loss_giou_dn_4: 0.3924 (0.4068) loss_giou_dn_5: 0.3928 (0.4070) loss_vfl: 0.6308 (0.6501) loss_vfl_aux_0: 0.7341 (0.7430) loss_vfl_aux_1: 0.6879 (0.6986) loss_vfl_aux_2: 0.6798 (0.6745) loss_vfl_aux_3: 0.6558 (0.6619) loss_vfl_aux_4: 0.6519 (0.6540) loss_vfl_aux_5: 0.7118 (0.7344) loss_vfl_dn_0: 0.4343 (0.4434) loss_vfl_dn_1: 0.3672 (0.3779) loss_vfl_dn_2: 0.3499 (0.3620) loss_vfl_dn_3: 0.3468 (0.3551) loss_vfl_dn_4: 0.3448 (0.3526) loss_vfl_dn_5: 0.3424 (0.3519) time: 0.4847 data: 0.0163 max mem: 5654 Epoch: [65] [4700/7393] eta: 0:22:02 lr: 0.000010 loss: 15.7641 (15.2017) loss_bbox: 0.1406 (0.1469) loss_bbox_aux_0: 0.1480 (0.1588) loss_bbox_aux_1: 0.1453 (0.1516) loss_bbox_aux_2: 0.1433 (0.1492) loss_bbox_aux_3: 0.1381 (0.1474) loss_bbox_aux_4: 0.1375 (0.1469) loss_bbox_aux_5: 0.1778 (0.1930) loss_bbox_dn_0: 0.2351 (0.2503) loss_bbox_dn_1: 0.1739 (0.1815) loss_bbox_dn_2: 0.1478 (0.1617) loss_bbox_dn_3: 0.1359 (0.1560) loss_bbox_dn_4: 0.1355 (0.1546) loss_bbox_dn_5: 0.1356 (0.1546) loss_giou: 0.4749 (0.4599) loss_giou_aux_0: 0.4889 (0.4830) loss_giou_aux_1: 0.4752 (0.4697) loss_giou_aux_2: 0.4754 (0.4647) loss_giou_aux_3: 0.4700 (0.4613) loss_giou_aux_4: 0.4792 (0.4601) loss_giou_aux_5: 0.5428 (0.5434) loss_giou_dn_0: 0.5771 (0.5574) loss_giou_dn_1: 0.4724 (0.4487) loss_giou_dn_2: 0.4447 (0.4174) loss_giou_dn_3: 0.4361 (0.4091) loss_giou_dn_4: 0.4341 (0.4070) loss_giou_dn_5: 0.4348 (0.4072) loss_vfl: 0.6678 (0.6503) loss_vfl_aux_0: 0.7329 (0.7431) loss_vfl_aux_1: 0.7015 (0.6987) loss_vfl_aux_2: 0.6739 (0.6745) loss_vfl_aux_3: 0.6713 (0.6620) loss_vfl_aux_4: 0.6645 (0.6541) loss_vfl_aux_5: 0.6940 (0.7343) loss_vfl_dn_0: 0.4524 (0.4434) loss_vfl_dn_1: 0.3855 (0.3780) loss_vfl_dn_2: 0.3738 (0.3621) loss_vfl_dn_3: 0.3646 (0.3552) loss_vfl_dn_4: 0.3639 (0.3527) loss_vfl_dn_5: 0.3631 (0.3520) time: 0.5016 data: 0.0161 max mem: 5654 Epoch: [65] [4800/7393] eta: 0:21:15 lr: 0.000010 loss: 14.6955 (15.2005) loss_bbox: 0.1332 (0.1468) loss_bbox_aux_0: 0.1472 (0.1587) loss_bbox_aux_1: 0.1380 (0.1515) loss_bbox_aux_2: 0.1318 (0.1491) loss_bbox_aux_3: 0.1287 (0.1474) loss_bbox_aux_4: 0.1288 (0.1468) loss_bbox_aux_5: 0.1950 (0.1929) loss_bbox_dn_0: 0.2446 (0.2502) loss_bbox_dn_1: 0.1905 (0.1815) loss_bbox_dn_2: 0.1679 (0.1617) loss_bbox_dn_3: 0.1646 (0.1560) loss_bbox_dn_4: 0.1630 (0.1547) loss_bbox_dn_5: 0.1629 (0.1547) loss_giou: 0.4173 (0.4597) loss_giou_aux_0: 0.4263 (0.4828) loss_giou_aux_1: 0.4203 (0.4695) loss_giou_aux_2: 0.4123 (0.4645) loss_giou_aux_3: 0.4185 (0.4611) loss_giou_aux_4: 0.4175 (0.4599) loss_giou_aux_5: 0.5051 (0.5433) loss_giou_dn_0: 0.5204 (0.5572) loss_giou_dn_1: 0.4094 (0.4485) loss_giou_dn_2: 0.3800 (0.4173) loss_giou_dn_3: 0.3727 (0.4090) loss_giou_dn_4: 0.3697 (0.4069) loss_giou_dn_5: 0.3700 (0.4071) loss_vfl: 0.6611 (0.6505) loss_vfl_aux_0: 0.7537 (0.7432) loss_vfl_aux_1: 0.6974 (0.6989) loss_vfl_aux_2: 0.6886 (0.6748) loss_vfl_aux_3: 0.6602 (0.6623) loss_vfl_aux_4: 0.6615 (0.6544) loss_vfl_aux_5: 0.7433 (0.7344) loss_vfl_dn_0: 0.4339 (0.4434) loss_vfl_dn_1: 0.3706 (0.3779) loss_vfl_dn_2: 0.3558 (0.3621) loss_vfl_dn_3: 0.3487 (0.3551) loss_vfl_dn_4: 0.3454 (0.3527) loss_vfl_dn_5: 0.3471 (0.3520) time: 0.4789 data: 0.0165 max mem: 5654 Epoch: [65] [4900/7393] eta: 0:20:25 lr: 0.000010 loss: 15.2739 (15.1974) loss_bbox: 0.1480 (0.1468) loss_bbox_aux_0: 0.1582 (0.1587) loss_bbox_aux_1: 0.1559 (0.1515) loss_bbox_aux_2: 0.1562 (0.1491) loss_bbox_aux_3: 0.1532 (0.1473) loss_bbox_aux_4: 0.1483 (0.1467) loss_bbox_aux_5: 0.2016 (0.1928) loss_bbox_dn_0: 0.2680 (0.2501) loss_bbox_dn_1: 0.1899 (0.1813) loss_bbox_dn_2: 0.1670 (0.1615) loss_bbox_dn_3: 0.1607 (0.1559) loss_bbox_dn_4: 0.1579 (0.1545) loss_bbox_dn_5: 0.1579 (0.1545) loss_giou: 0.4616 (0.4595) loss_giou_aux_0: 0.4749 (0.4826) loss_giou_aux_1: 0.4605 (0.4693) loss_giou_aux_2: 0.4556 (0.4643) loss_giou_aux_3: 0.4624 (0.4609) loss_giou_aux_4: 0.4589 (0.4597) loss_giou_aux_5: 0.5197 (0.5430) loss_giou_dn_0: 0.5574 (0.5571) loss_giou_dn_1: 0.4339 (0.4484) loss_giou_dn_2: 0.4030 (0.4172) loss_giou_dn_3: 0.3943 (0.4088) loss_giou_dn_4: 0.3933 (0.4067) loss_giou_dn_5: 0.3940 (0.4069) loss_vfl: 0.6668 (0.6507) loss_vfl_aux_0: 0.7652 (0.7431) loss_vfl_aux_1: 0.7121 (0.6991) loss_vfl_aux_2: 0.6835 (0.6750) loss_vfl_aux_3: 0.6677 (0.6625) loss_vfl_aux_4: 0.6584 (0.6546) loss_vfl_aux_5: 0.7438 (0.7344) loss_vfl_dn_0: 0.4465 (0.4434) loss_vfl_dn_1: 0.3791 (0.3779) loss_vfl_dn_2: 0.3643 (0.3620) loss_vfl_dn_3: 0.3573 (0.3551) loss_vfl_dn_4: 0.3552 (0.3526) loss_vfl_dn_5: 0.3541 (0.3520) time: 0.4960 data: 0.0171 max mem: 5654 Epoch: [65] [5000/7393] eta: 0:19:36 lr: 0.000010 loss: 15.6370 (15.2011) loss_bbox: 0.1368 (0.1468) loss_bbox_aux_0: 0.1533 (0.1587) loss_bbox_aux_1: 0.1437 (0.1515) loss_bbox_aux_2: 0.1395 (0.1491) loss_bbox_aux_3: 0.1383 (0.1473) loss_bbox_aux_4: 0.1386 (0.1468) loss_bbox_aux_5: 0.1828 (0.1929) loss_bbox_dn_0: 0.2434 (0.2502) loss_bbox_dn_1: 0.1784 (0.1815) loss_bbox_dn_2: 0.1534 (0.1617) loss_bbox_dn_3: 0.1518 (0.1560) loss_bbox_dn_4: 0.1502 (0.1546) loss_bbox_dn_5: 0.1502 (0.1546) loss_giou: 0.4506 (0.4596) loss_giou_aux_0: 0.4625 (0.4826) loss_giou_aux_1: 0.4596 (0.4693) loss_giou_aux_2: 0.4454 (0.4643) loss_giou_aux_3: 0.4455 (0.4610) loss_giou_aux_4: 0.4517 (0.4597) loss_giou_aux_5: 0.5043 (0.5430) loss_giou_dn_0: 0.5563 (0.5572) loss_giou_dn_1: 0.4451 (0.4484) loss_giou_dn_2: 0.4227 (0.4172) loss_giou_dn_3: 0.4138 (0.4089) loss_giou_dn_4: 0.4076 (0.4068) loss_giou_dn_5: 0.4079 (0.4070) loss_vfl: 0.6758 (0.6510) loss_vfl_aux_0: 0.7739 (0.7434) loss_vfl_aux_1: 0.7500 (0.6994) loss_vfl_aux_2: 0.7330 (0.6753) loss_vfl_aux_3: 0.6944 (0.6628) loss_vfl_aux_4: 0.6727 (0.6549) loss_vfl_aux_5: 0.7562 (0.7347) loss_vfl_dn_0: 0.4416 (0.4434) loss_vfl_dn_1: 0.3786 (0.3779) loss_vfl_dn_2: 0.3716 (0.3620) loss_vfl_dn_3: 0.3620 (0.3551) loss_vfl_dn_4: 0.3606 (0.3526) loss_vfl_dn_5: 0.3605 (0.3520) time: 0.4757 data: 0.0172 max mem: 5654 Epoch: [65] [5100/7393] eta: 0:18:47 lr: 0.000010 loss: 15.6942 (15.2007) loss_bbox: 0.1524 (0.1467) loss_bbox_aux_0: 0.1543 (0.1586) loss_bbox_aux_1: 0.1456 (0.1514) loss_bbox_aux_2: 0.1522 (0.1490) loss_bbox_aux_3: 0.1542 (0.1472) loss_bbox_aux_4: 0.1485 (0.1467) loss_bbox_aux_5: 0.1950 (0.1928) loss_bbox_dn_0: 0.2359 (0.2502) loss_bbox_dn_1: 0.1743 (0.1814) loss_bbox_dn_2: 0.1559 (0.1616) loss_bbox_dn_3: 0.1472 (0.1560) loss_bbox_dn_4: 0.1442 (0.1546) loss_bbox_dn_5: 0.1442 (0.1546) loss_giou: 0.4816 (0.4596) loss_giou_aux_0: 0.5079 (0.4827) loss_giou_aux_1: 0.4896 (0.4693) loss_giou_aux_2: 0.4741 (0.4643) loss_giou_aux_3: 0.4811 (0.4610) loss_giou_aux_4: 0.4809 (0.4598) loss_giou_aux_5: 0.5762 (0.5431) loss_giou_dn_0: 0.5885 (0.5572) loss_giou_dn_1: 0.4650 (0.4484) loss_giou_dn_2: 0.4419 (0.4172) loss_giou_dn_3: 0.4390 (0.4089) loss_giou_dn_4: 0.4359 (0.4068) loss_giou_dn_5: 0.4360 (0.4070) loss_vfl: 0.6277 (0.6509) loss_vfl_aux_0: 0.7381 (0.7434) loss_vfl_aux_1: 0.6901 (0.6995) loss_vfl_aux_2: 0.6730 (0.6753) loss_vfl_aux_3: 0.6505 (0.6628) loss_vfl_aux_4: 0.6403 (0.6549) loss_vfl_aux_5: 0.7165 (0.7347) loss_vfl_dn_0: 0.4377 (0.4434) loss_vfl_dn_1: 0.3828 (0.3779) loss_vfl_dn_2: 0.3674 (0.3621) loss_vfl_dn_3: 0.3593 (0.3551) loss_vfl_dn_4: 0.3590 (0.3527) loss_vfl_dn_5: 0.3592 (0.3520) time: 0.4817 data: 0.0174 max mem: 5654 Epoch: [65] [5200/7393] eta: 0:17:57 lr: 0.000010 loss: 14.9386 (15.2001) loss_bbox: 0.1584 (0.1468) loss_bbox_aux_0: 0.1693 (0.1588) loss_bbox_aux_1: 0.1593 (0.1515) loss_bbox_aux_2: 0.1609 (0.1491) loss_bbox_aux_3: 0.1554 (0.1474) loss_bbox_aux_4: 0.1561 (0.1468) loss_bbox_aux_5: 0.1956 (0.1929) loss_bbox_dn_0: 0.2518 (0.2504) loss_bbox_dn_1: 0.1838 (0.1816) loss_bbox_dn_2: 0.1644 (0.1618) loss_bbox_dn_3: 0.1589 (0.1561) loss_bbox_dn_4: 0.1580 (0.1547) loss_bbox_dn_5: 0.1580 (0.1547) loss_giou: 0.4082 (0.4595) loss_giou_aux_0: 0.4295 (0.4826) loss_giou_aux_1: 0.4191 (0.4692) loss_giou_aux_2: 0.4250 (0.4642) loss_giou_aux_3: 0.4185 (0.4608) loss_giou_aux_4: 0.4133 (0.4596) loss_giou_aux_5: 0.4974 (0.5430) loss_giou_dn_0: 0.5553 (0.5571) loss_giou_dn_1: 0.4424 (0.4483) loss_giou_dn_2: 0.4049 (0.4171) loss_giou_dn_3: 0.3957 (0.4088) loss_giou_dn_4: 0.3949 (0.4067) loss_giou_dn_5: 0.3951 (0.4069) loss_vfl: 0.6628 (0.6509) loss_vfl_aux_0: 0.7499 (0.7432) loss_vfl_aux_1: 0.7209 (0.6994) loss_vfl_aux_2: 0.6844 (0.6753) loss_vfl_aux_3: 0.6839 (0.6627) loss_vfl_aux_4: 0.6563 (0.6548) loss_vfl_aux_5: 0.7549 (0.7345) loss_vfl_dn_0: 0.4463 (0.4434) loss_vfl_dn_1: 0.3799 (0.3779) loss_vfl_dn_2: 0.3662 (0.3620) loss_vfl_dn_3: 0.3601 (0.3551) loss_vfl_dn_4: 0.3586 (0.3526) loss_vfl_dn_5: 0.3571 (0.3519) time: 0.4687 data: 0.0176 max mem: 5654 Epoch: [65] [5300/7393] eta: 0:17:07 lr: 0.000010 loss: 15.0991 (15.2022) loss_bbox: 0.1406 (0.1468) loss_bbox_aux_0: 0.1471 (0.1587) loss_bbox_aux_1: 0.1402 (0.1515) loss_bbox_aux_2: 0.1383 (0.1491) loss_bbox_aux_3: 0.1364 (0.1474) loss_bbox_aux_4: 0.1409 (0.1468) loss_bbox_aux_5: 0.1742 (0.1929) loss_bbox_dn_0: 0.2245 (0.2504) loss_bbox_dn_1: 0.1519 (0.1815) loss_bbox_dn_2: 0.1376 (0.1617) loss_bbox_dn_3: 0.1335 (0.1561) loss_bbox_dn_4: 0.1307 (0.1547) loss_bbox_dn_5: 0.1307 (0.1547) loss_giou: 0.4455 (0.4596) loss_giou_aux_0: 0.4669 (0.4827) loss_giou_aux_1: 0.4576 (0.4693) loss_giou_aux_2: 0.4533 (0.4643) loss_giou_aux_3: 0.4545 (0.4610) loss_giou_aux_4: 0.4455 (0.4597) loss_giou_aux_5: 0.5413 (0.5430) loss_giou_dn_0: 0.5705 (0.5572) loss_giou_dn_1: 0.4536 (0.4485) loss_giou_dn_2: 0.4232 (0.4173) loss_giou_dn_3: 0.4144 (0.4089) loss_giou_dn_4: 0.4143 (0.4068) loss_giou_dn_5: 0.4145 (0.4070) loss_vfl: 0.6234 (0.6510) loss_vfl_aux_0: 0.7147 (0.7433) loss_vfl_aux_1: 0.6728 (0.6995) loss_vfl_aux_2: 0.6688 (0.6754) loss_vfl_aux_3: 0.6358 (0.6627) loss_vfl_aux_4: 0.6357 (0.6549) loss_vfl_aux_5: 0.7262 (0.7347) loss_vfl_dn_0: 0.4445 (0.4434) loss_vfl_dn_1: 0.3737 (0.3779) loss_vfl_dn_2: 0.3575 (0.3620) loss_vfl_dn_3: 0.3511 (0.3551) loss_vfl_dn_4: 0.3492 (0.3526) loss_vfl_dn_5: 0.3479 (0.3520) time: 0.4721 data: 0.0176 max mem: 5654 Epoch: [65] [5400/7393] eta: 0:16:18 lr: 0.000010 loss: 15.2008 (15.2030) loss_bbox: 0.1396 (0.1467) loss_bbox_aux_0: 0.1536 (0.1586) loss_bbox_aux_1: 0.1448 (0.1514) loss_bbox_aux_2: 0.1378 (0.1490) loss_bbox_aux_3: 0.1431 (0.1473) loss_bbox_aux_4: 0.1376 (0.1467) loss_bbox_aux_5: 0.1993 (0.1928) loss_bbox_dn_0: 0.2410 (0.2502) loss_bbox_dn_1: 0.1688 (0.1815) loss_bbox_dn_2: 0.1513 (0.1616) loss_bbox_dn_3: 0.1475 (0.1560) loss_bbox_dn_4: 0.1446 (0.1546) loss_bbox_dn_5: 0.1446 (0.1546) loss_giou: 0.4304 (0.4598) loss_giou_aux_0: 0.4571 (0.4829) loss_giou_aux_1: 0.4452 (0.4695) loss_giou_aux_2: 0.4319 (0.4645) loss_giou_aux_3: 0.4273 (0.4612) loss_giou_aux_4: 0.4259 (0.4600) loss_giou_aux_5: 0.5222 (0.5433) loss_giou_dn_0: 0.5338 (0.5573) loss_giou_dn_1: 0.4216 (0.4486) loss_giou_dn_2: 0.3944 (0.4174) loss_giou_dn_3: 0.3836 (0.4091) loss_giou_dn_4: 0.3816 (0.4070) loss_giou_dn_5: 0.3816 (0.4072) loss_vfl: 0.6937 (0.6509) loss_vfl_aux_0: 0.7467 (0.7433) loss_vfl_aux_1: 0.7156 (0.6994) loss_vfl_aux_2: 0.6926 (0.6753) loss_vfl_aux_3: 0.6714 (0.6626) loss_vfl_aux_4: 0.6842 (0.6548) loss_vfl_aux_5: 0.7359 (0.7347) loss_vfl_dn_0: 0.4411 (0.4434) loss_vfl_dn_1: 0.3716 (0.3779) loss_vfl_dn_2: 0.3481 (0.3620) loss_vfl_dn_3: 0.3391 (0.3551) loss_vfl_dn_4: 0.3362 (0.3526) loss_vfl_dn_5: 0.3354 (0.3519) time: 0.4677 data: 0.0176 max mem: 5654 Epoch: [65] [5500/7393] eta: 0:15:29 lr: 0.000010 loss: 15.4769 (15.2039) loss_bbox: 0.1444 (0.1467) loss_bbox_aux_0: 0.1501 (0.1586) loss_bbox_aux_1: 0.1564 (0.1514) loss_bbox_aux_2: 0.1552 (0.1490) loss_bbox_aux_3: 0.1500 (0.1473) loss_bbox_aux_4: 0.1440 (0.1467) loss_bbox_aux_5: 0.1849 (0.1927) loss_bbox_dn_0: 0.2181 (0.2502) loss_bbox_dn_1: 0.1559 (0.1814) loss_bbox_dn_2: 0.1449 (0.1616) loss_bbox_dn_3: 0.1432 (0.1560) loss_bbox_dn_4: 0.1405 (0.1546) loss_bbox_dn_5: 0.1405 (0.1546) loss_giou: 0.4581 (0.4599) loss_giou_aux_0: 0.4873 (0.4830) loss_giou_aux_1: 0.4710 (0.4696) loss_giou_aux_2: 0.4667 (0.4645) loss_giou_aux_3: 0.4673 (0.4613) loss_giou_aux_4: 0.4582 (0.4600) loss_giou_aux_5: 0.5488 (0.5434) loss_giou_dn_0: 0.5517 (0.5574) loss_giou_dn_1: 0.4572 (0.4487) loss_giou_dn_2: 0.4237 (0.4175) loss_giou_dn_3: 0.4214 (0.4092) loss_giou_dn_4: 0.4163 (0.4071) loss_giou_dn_5: 0.4162 (0.4072) loss_vfl: 0.6469 (0.6509) loss_vfl_aux_0: 0.7318 (0.7433) loss_vfl_aux_1: 0.6984 (0.6996) loss_vfl_aux_2: 0.6821 (0.6754) loss_vfl_aux_3: 0.6640 (0.6626) loss_vfl_aux_4: 0.6454 (0.6548) loss_vfl_aux_5: 0.7476 (0.7347) loss_vfl_dn_0: 0.4425 (0.4435) loss_vfl_dn_1: 0.3809 (0.3779) loss_vfl_dn_2: 0.3664 (0.3621) loss_vfl_dn_3: 0.3597 (0.3551) loss_vfl_dn_4: 0.3601 (0.3526) loss_vfl_dn_5: 0.3592 (0.3520) time: 0.4849 data: 0.0176 max mem: 5654 Epoch: [65] [5600/7393] eta: 0:14:40 lr: 0.000010 loss: 14.9485 (15.2009) loss_bbox: 0.1399 (0.1467) loss_bbox_aux_0: 0.1491 (0.1586) loss_bbox_aux_1: 0.1468 (0.1513) loss_bbox_aux_2: 0.1353 (0.1489) loss_bbox_aux_3: 0.1419 (0.1472) loss_bbox_aux_4: 0.1439 (0.1466) loss_bbox_aux_5: 0.1835 (0.1927) loss_bbox_dn_0: 0.2251 (0.2501) loss_bbox_dn_1: 0.1598 (0.1813) loss_bbox_dn_2: 0.1439 (0.1615) loss_bbox_dn_3: 0.1371 (0.1559) loss_bbox_dn_4: 0.1361 (0.1545) loss_bbox_dn_5: 0.1361 (0.1545) loss_giou: 0.4162 (0.4598) loss_giou_aux_0: 0.4425 (0.4828) loss_giou_aux_1: 0.4260 (0.4694) loss_giou_aux_2: 0.4198 (0.4644) loss_giou_aux_3: 0.4168 (0.4611) loss_giou_aux_4: 0.4158 (0.4599) loss_giou_aux_5: 0.5020 (0.5433) loss_giou_dn_0: 0.5446 (0.5572) loss_giou_dn_1: 0.4275 (0.4485) loss_giou_dn_2: 0.3968 (0.4173) loss_giou_dn_3: 0.3900 (0.4090) loss_giou_dn_4: 0.3867 (0.4069) loss_giou_dn_5: 0.3870 (0.4071) loss_vfl: 0.6677 (0.6509) loss_vfl_aux_0: 0.7487 (0.7433) loss_vfl_aux_1: 0.6990 (0.6996) loss_vfl_aux_2: 0.6865 (0.6754) loss_vfl_aux_3: 0.6799 (0.6627) loss_vfl_aux_4: 0.6699 (0.6549) loss_vfl_aux_5: 0.7526 (0.7348) loss_vfl_dn_0: 0.4444 (0.4435) loss_vfl_dn_1: 0.3823 (0.3779) loss_vfl_dn_2: 0.3665 (0.3620) loss_vfl_dn_3: 0.3567 (0.3550) loss_vfl_dn_4: 0.3545 (0.3526) loss_vfl_dn_5: 0.3534 (0.3519) time: 0.4713 data: 0.0177 max mem: 5654 Epoch: [65] [5700/7393] eta: 0:13:50 lr: 0.000010 loss: 14.8813 (15.2030) loss_bbox: 0.1285 (0.1468) loss_bbox_aux_0: 0.1508 (0.1587) loss_bbox_aux_1: 0.1361 (0.1514) loss_bbox_aux_2: 0.1371 (0.1490) loss_bbox_aux_3: 0.1325 (0.1473) loss_bbox_aux_4: 0.1281 (0.1467) loss_bbox_aux_5: 0.1892 (0.1928) loss_bbox_dn_0: 0.2237 (0.2503) loss_bbox_dn_1: 0.1593 (0.1815) loss_bbox_dn_2: 0.1346 (0.1617) loss_bbox_dn_3: 0.1260 (0.1560) loss_bbox_dn_4: 0.1232 (0.1547) loss_bbox_dn_5: 0.1232 (0.1547) loss_giou: 0.4627 (0.4598) loss_giou_aux_0: 0.4838 (0.4829) loss_giou_aux_1: 0.4802 (0.4695) loss_giou_aux_2: 0.4652 (0.4644) loss_giou_aux_3: 0.4615 (0.4612) loss_giou_aux_4: 0.4480 (0.4599) loss_giou_aux_5: 0.5327 (0.5433) loss_giou_dn_0: 0.5562 (0.5572) loss_giou_dn_1: 0.4492 (0.4486) loss_giou_dn_2: 0.4096 (0.4174) loss_giou_dn_3: 0.4000 (0.4091) loss_giou_dn_4: 0.3971 (0.4070) loss_giou_dn_5: 0.3971 (0.4072) loss_vfl: 0.6197 (0.6508) loss_vfl_aux_0: 0.7132 (0.7433) loss_vfl_aux_1: 0.6707 (0.6995) loss_vfl_aux_2: 0.6439 (0.6753) loss_vfl_aux_3: 0.6241 (0.6626) loss_vfl_aux_4: 0.6282 (0.6548) loss_vfl_aux_5: 0.7071 (0.7349) loss_vfl_dn_0: 0.4390 (0.4434) loss_vfl_dn_1: 0.3757 (0.3779) loss_vfl_dn_2: 0.3591 (0.3620) loss_vfl_dn_3: 0.3497 (0.3550) loss_vfl_dn_4: 0.3468 (0.3526) loss_vfl_dn_5: 0.3470 (0.3519) time: 0.4844 data: 0.0180 max mem: 5654 Epoch: [65] [5800/7393] eta: 0:13:01 lr: 0.000010 loss: 15.4680 (15.2007) loss_bbox: 0.1449 (0.1468) loss_bbox_aux_0: 0.1524 (0.1587) loss_bbox_aux_1: 0.1502 (0.1514) loss_bbox_aux_2: 0.1498 (0.1490) loss_bbox_aux_3: 0.1471 (0.1473) loss_bbox_aux_4: 0.1463 (0.1467) loss_bbox_aux_5: 0.1968 (0.1929) loss_bbox_dn_0: 0.2419 (0.2503) loss_bbox_dn_1: 0.1704 (0.1815) loss_bbox_dn_2: 0.1507 (0.1616) loss_bbox_dn_3: 0.1472 (0.1560) loss_bbox_dn_4: 0.1461 (0.1547) loss_bbox_dn_5: 0.1461 (0.1547) loss_giou: 0.4793 (0.4597) loss_giou_aux_0: 0.4888 (0.4828) loss_giou_aux_1: 0.4851 (0.4694) loss_giou_aux_2: 0.4759 (0.4644) loss_giou_aux_3: 0.4802 (0.4611) loss_giou_aux_4: 0.4793 (0.4598) loss_giou_aux_5: 0.5452 (0.5432) loss_giou_dn_0: 0.5647 (0.5571) loss_giou_dn_1: 0.4573 (0.4485) loss_giou_dn_2: 0.4174 (0.4173) loss_giou_dn_3: 0.4082 (0.4090) loss_giou_dn_4: 0.4085 (0.4069) loss_giou_dn_5: 0.4088 (0.4071) loss_vfl: 0.6214 (0.6506) loss_vfl_aux_0: 0.7274 (0.7432) loss_vfl_aux_1: 0.6587 (0.6994) loss_vfl_aux_2: 0.6449 (0.6752) loss_vfl_aux_3: 0.6411 (0.6624) loss_vfl_aux_4: 0.6245 (0.6546) loss_vfl_aux_5: 0.6925 (0.7348) loss_vfl_dn_0: 0.4401 (0.4434) loss_vfl_dn_1: 0.3799 (0.3778) loss_vfl_dn_2: 0.3659 (0.3619) loss_vfl_dn_3: 0.3582 (0.3550) loss_vfl_dn_4: 0.3569 (0.3525) loss_vfl_dn_5: 0.3557 (0.3518) time: 0.5095 data: 0.0173 max mem: 5654 Epoch: [65] [5900/7393] eta: 0:12:14 lr: 0.000010 loss: 15.2028 (15.1997) loss_bbox: 0.1418 (0.1468) loss_bbox_aux_0: 0.1624 (0.1587) loss_bbox_aux_1: 0.1456 (0.1514) loss_bbox_aux_2: 0.1381 (0.1491) loss_bbox_aux_3: 0.1421 (0.1473) loss_bbox_aux_4: 0.1418 (0.1467) loss_bbox_aux_5: 0.1943 (0.1929) loss_bbox_dn_0: 0.2267 (0.2503) loss_bbox_dn_1: 0.1601 (0.1815) loss_bbox_dn_2: 0.1448 (0.1617) loss_bbox_dn_3: 0.1364 (0.1561) loss_bbox_dn_4: 0.1342 (0.1547) loss_bbox_dn_5: 0.1342 (0.1547) loss_giou: 0.4279 (0.4596) loss_giou_aux_0: 0.4424 (0.4826) loss_giou_aux_1: 0.4371 (0.4692) loss_giou_aux_2: 0.4357 (0.4642) loss_giou_aux_3: 0.4326 (0.4609) loss_giou_aux_4: 0.4266 (0.4596) loss_giou_aux_5: 0.4991 (0.5430) loss_giou_dn_0: 0.5405 (0.5571) loss_giou_dn_1: 0.4339 (0.4485) loss_giou_dn_2: 0.3937 (0.4173) loss_giou_dn_3: 0.3876 (0.4090) loss_giou_dn_4: 0.3869 (0.4069) loss_giou_dn_5: 0.3869 (0.4071) loss_vfl: 0.6532 (0.6507) loss_vfl_aux_0: 0.7439 (0.7432) loss_vfl_aux_1: 0.6935 (0.6995) loss_vfl_aux_2: 0.6680 (0.6752) loss_vfl_aux_3: 0.6521 (0.6625) loss_vfl_aux_4: 0.6564 (0.6547) loss_vfl_aux_5: 0.7309 (0.7349) loss_vfl_dn_0: 0.4348 (0.4434) loss_vfl_dn_1: 0.3754 (0.3778) loss_vfl_dn_2: 0.3579 (0.3619) loss_vfl_dn_3: 0.3513 (0.3550) loss_vfl_dn_4: 0.3494 (0.3525) loss_vfl_dn_5: 0.3485 (0.3518) time: 0.4867 data: 0.0180 max mem: 5654 Epoch: [65] [6000/7393] eta: 0:11:26 lr: 0.000010 loss: 15.0015 (15.1968) loss_bbox: 0.1283 (0.1468) loss_bbox_aux_0: 0.1389 (0.1587) loss_bbox_aux_1: 0.1289 (0.1514) loss_bbox_aux_2: 0.1224 (0.1491) loss_bbox_aux_3: 0.1225 (0.1474) loss_bbox_aux_4: 0.1280 (0.1467) loss_bbox_aux_5: 0.1682 (0.1929) loss_bbox_dn_0: 0.2124 (0.2503) loss_bbox_dn_1: 0.1544 (0.1815) loss_bbox_dn_2: 0.1411 (0.1617) loss_bbox_dn_3: 0.1372 (0.1561) loss_bbox_dn_4: 0.1367 (0.1547) loss_bbox_dn_5: 0.1368 (0.1547) loss_giou: 0.4388 (0.4594) loss_giou_aux_0: 0.4529 (0.4824) loss_giou_aux_1: 0.4368 (0.4691) loss_giou_aux_2: 0.4340 (0.4640) loss_giou_aux_3: 0.4321 (0.4608) loss_giou_aux_4: 0.4406 (0.4595) loss_giou_aux_5: 0.5489 (0.5428) loss_giou_dn_0: 0.5472 (0.5570) loss_giou_dn_1: 0.4394 (0.4484) loss_giou_dn_2: 0.4088 (0.4172) loss_giou_dn_3: 0.4012 (0.4089) loss_giou_dn_4: 0.4001 (0.4068) loss_giou_dn_5: 0.4004 (0.4070) loss_vfl: 0.6171 (0.6505) loss_vfl_aux_0: 0.6899 (0.7430) loss_vfl_aux_1: 0.6827 (0.6993) loss_vfl_aux_2: 0.6839 (0.6751) loss_vfl_aux_3: 0.6459 (0.6623) loss_vfl_aux_4: 0.6296 (0.6545) loss_vfl_aux_5: 0.7155 (0.7348) loss_vfl_dn_0: 0.4386 (0.4434) loss_vfl_dn_1: 0.3787 (0.3777) loss_vfl_dn_2: 0.3612 (0.3619) loss_vfl_dn_3: 0.3528 (0.3549) loss_vfl_dn_4: 0.3508 (0.3525) loss_vfl_dn_5: 0.3509 (0.3518) time: 0.4855 data: 0.0176 max mem: 5654 Epoch: [65] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 14.7649 (15.1933) loss_bbox: 0.1323 (0.1468) loss_bbox_aux_0: 0.1407 (0.1587) loss_bbox_aux_1: 0.1403 (0.1514) loss_bbox_aux_2: 0.1375 (0.1490) loss_bbox_aux_3: 0.1340 (0.1474) loss_bbox_aux_4: 0.1322 (0.1467) loss_bbox_aux_5: 0.1794 (0.1929) loss_bbox_dn_0: 0.2265 (0.2504) loss_bbox_dn_1: 0.1576 (0.1816) loss_bbox_dn_2: 0.1365 (0.1617) loss_bbox_dn_3: 0.1325 (0.1561) loss_bbox_dn_4: 0.1313 (0.1547) loss_bbox_dn_5: 0.1313 (0.1547) loss_giou: 0.4556 (0.4590) loss_giou_aux_0: 0.4757 (0.4821) loss_giou_aux_1: 0.4671 (0.4687) loss_giou_aux_2: 0.4551 (0.4637) loss_giou_aux_3: 0.4506 (0.4604) loss_giou_aux_4: 0.4554 (0.4591) loss_giou_aux_5: 0.5355 (0.5425) loss_giou_dn_0: 0.5566 (0.5567) loss_giou_dn_1: 0.4520 (0.4481) loss_giou_dn_2: 0.4144 (0.4169) loss_giou_dn_3: 0.4078 (0.4086) loss_giou_dn_4: 0.4052 (0.4065) loss_giou_dn_5: 0.4049 (0.4067) loss_vfl: 0.6664 (0.6506) loss_vfl_aux_0: 0.7260 (0.7431) loss_vfl_aux_1: 0.7007 (0.6994) loss_vfl_aux_2: 0.6666 (0.6753) loss_vfl_aux_3: 0.6747 (0.6625) loss_vfl_aux_4: 0.6652 (0.6546) loss_vfl_aux_5: 0.7139 (0.7349) loss_vfl_dn_0: 0.4516 (0.4434) loss_vfl_dn_1: 0.3803 (0.3777) loss_vfl_dn_2: 0.3600 (0.3618) loss_vfl_dn_3: 0.3549 (0.3549) loss_vfl_dn_4: 0.3507 (0.3524) loss_vfl_dn_5: 0.3504 (0.3517) time: 0.4858 data: 0.0179 max mem: 5654 Epoch: [65] [6200/7393] eta: 0:09:47 lr: 0.000010 loss: 15.1627 (15.1956) loss_bbox: 0.1468 (0.1468) loss_bbox_aux_0: 0.1560 (0.1587) loss_bbox_aux_1: 0.1549 (0.1514) loss_bbox_aux_2: 0.1537 (0.1491) loss_bbox_aux_3: 0.1542 (0.1474) loss_bbox_aux_4: 0.1482 (0.1468) loss_bbox_aux_5: 0.1830 (0.1930) loss_bbox_dn_0: 0.2302 (0.2506) loss_bbox_dn_1: 0.1689 (0.1817) loss_bbox_dn_2: 0.1492 (0.1618) loss_bbox_dn_3: 0.1438 (0.1562) loss_bbox_dn_4: 0.1431 (0.1548) loss_bbox_dn_5: 0.1431 (0.1548) loss_giou: 0.4507 (0.4591) loss_giou_aux_0: 0.4549 (0.4821) loss_giou_aux_1: 0.4623 (0.4688) loss_giou_aux_2: 0.4421 (0.4637) loss_giou_aux_3: 0.4476 (0.4604) loss_giou_aux_4: 0.4524 (0.4592) loss_giou_aux_5: 0.5123 (0.5425) loss_giou_dn_0: 0.5506 (0.5567) loss_giou_dn_1: 0.4471 (0.4482) loss_giou_dn_2: 0.4166 (0.4169) loss_giou_dn_3: 0.4116 (0.4087) loss_giou_dn_4: 0.4077 (0.4066) loss_giou_dn_5: 0.4077 (0.4067) loss_vfl: 0.6078 (0.6506) loss_vfl_aux_0: 0.7181 (0.7432) loss_vfl_aux_1: 0.6763 (0.6995) loss_vfl_aux_2: 0.6372 (0.6754) loss_vfl_aux_3: 0.6112 (0.6626) loss_vfl_aux_4: 0.6112 (0.6546) loss_vfl_aux_5: 0.7063 (0.7350) loss_vfl_dn_0: 0.4413 (0.4435) loss_vfl_dn_1: 0.3780 (0.3778) loss_vfl_dn_2: 0.3583 (0.3618) loss_vfl_dn_3: 0.3505 (0.3549) loss_vfl_dn_4: 0.3487 (0.3524) loss_vfl_dn_5: 0.3498 (0.3517) time: 0.4726 data: 0.0157 max mem: 5654 Epoch: [65] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 14.6235 (15.1938) loss_bbox: 0.1321 (0.1468) loss_bbox_aux_0: 0.1545 (0.1587) loss_bbox_aux_1: 0.1435 (0.1514) loss_bbox_aux_2: 0.1326 (0.1491) loss_bbox_aux_3: 0.1316 (0.1474) loss_bbox_aux_4: 0.1346 (0.1468) loss_bbox_aux_5: 0.1830 (0.1930) loss_bbox_dn_0: 0.2440 (0.2506) loss_bbox_dn_1: 0.1641 (0.1817) loss_bbox_dn_2: 0.1440 (0.1619) loss_bbox_dn_3: 0.1379 (0.1562) loss_bbox_dn_4: 0.1364 (0.1548) loss_bbox_dn_5: 0.1365 (0.1549) loss_giou: 0.4159 (0.4590) loss_giou_aux_0: 0.4492 (0.4820) loss_giou_aux_1: 0.4306 (0.4686) loss_giou_aux_2: 0.4212 (0.4636) loss_giou_aux_3: 0.4105 (0.4603) loss_giou_aux_4: 0.4170 (0.4591) loss_giou_aux_5: 0.4995 (0.5423) loss_giou_dn_0: 0.5154 (0.5566) loss_giou_dn_1: 0.4131 (0.4481) loss_giou_dn_2: 0.3816 (0.4169) loss_giou_dn_3: 0.3729 (0.4086) loss_giou_dn_4: 0.3711 (0.4065) loss_giou_dn_5: 0.3713 (0.4067) loss_vfl: 0.6261 (0.6505) loss_vfl_aux_0: 0.7148 (0.7431) loss_vfl_aux_1: 0.6759 (0.6994) loss_vfl_aux_2: 0.6495 (0.6753) loss_vfl_aux_3: 0.6318 (0.6624) loss_vfl_aux_4: 0.6282 (0.6545) loss_vfl_aux_5: 0.7253 (0.7350) loss_vfl_dn_0: 0.4414 (0.4435) loss_vfl_dn_1: 0.3707 (0.3777) loss_vfl_dn_2: 0.3563 (0.3618) loss_vfl_dn_3: 0.3521 (0.3548) loss_vfl_dn_4: 0.3500 (0.3524) loss_vfl_dn_5: 0.3491 (0.3517) time: 0.4717 data: 0.0149 max mem: 5654 Epoch: [65] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 14.8405 (15.1965) loss_bbox: 0.1442 (0.1469) loss_bbox_aux_0: 0.1481 (0.1588) loss_bbox_aux_1: 0.1460 (0.1515) loss_bbox_aux_2: 0.1407 (0.1492) loss_bbox_aux_3: 0.1371 (0.1475) loss_bbox_aux_4: 0.1454 (0.1468) loss_bbox_aux_5: 0.1842 (0.1931) loss_bbox_dn_0: 0.2426 (0.2507) loss_bbox_dn_1: 0.1636 (0.1817) loss_bbox_dn_2: 0.1432 (0.1619) loss_bbox_dn_3: 0.1367 (0.1562) loss_bbox_dn_4: 0.1358 (0.1549) loss_bbox_dn_5: 0.1358 (0.1549) loss_giou: 0.4440 (0.4591) loss_giou_aux_0: 0.4818 (0.4820) loss_giou_aux_1: 0.4523 (0.4687) loss_giou_aux_2: 0.4537 (0.4636) loss_giou_aux_3: 0.4495 (0.4604) loss_giou_aux_4: 0.4454 (0.4591) loss_giou_aux_5: 0.5276 (0.5423) loss_giou_dn_0: 0.5329 (0.5567) loss_giou_dn_1: 0.4360 (0.4481) loss_giou_dn_2: 0.4013 (0.4169) loss_giou_dn_3: 0.3920 (0.4086) loss_giou_dn_4: 0.3890 (0.4065) loss_giou_dn_5: 0.3894 (0.4067) loss_vfl: 0.6394 (0.6507) loss_vfl_aux_0: 0.7353 (0.7434) loss_vfl_aux_1: 0.6763 (0.6995) loss_vfl_aux_2: 0.6726 (0.6754) loss_vfl_aux_3: 0.6666 (0.6626) loss_vfl_aux_4: 0.6521 (0.6548) loss_vfl_aux_5: 0.7281 (0.7353) loss_vfl_dn_0: 0.4406 (0.4435) loss_vfl_dn_1: 0.3788 (0.3778) loss_vfl_dn_2: 0.3610 (0.3618) loss_vfl_dn_3: 0.3540 (0.3549) loss_vfl_dn_4: 0.3510 (0.3524) loss_vfl_dn_5: 0.3512 (0.3517) time: 0.4812 data: 0.0159 max mem: 5654 Epoch: [65] [6500/7393] eta: 0:07:18 lr: 0.000010 loss: 15.4192 (15.1965) loss_bbox: 0.1466 (0.1469) loss_bbox_aux_0: 0.1709 (0.1588) loss_bbox_aux_1: 0.1548 (0.1515) loss_bbox_aux_2: 0.1625 (0.1492) loss_bbox_aux_3: 0.1556 (0.1475) loss_bbox_aux_4: 0.1565 (0.1469) loss_bbox_aux_5: 0.1938 (0.1931) loss_bbox_dn_0: 0.2584 (0.2509) loss_bbox_dn_1: 0.1750 (0.1819) loss_bbox_dn_2: 0.1553 (0.1620) loss_bbox_dn_3: 0.1494 (0.1563) loss_bbox_dn_4: 0.1457 (0.1550) loss_bbox_dn_5: 0.1454 (0.1550) loss_giou: 0.4617 (0.4588) loss_giou_aux_0: 0.4874 (0.4818) loss_giou_aux_1: 0.4819 (0.4685) loss_giou_aux_2: 0.4733 (0.4634) loss_giou_aux_3: 0.4651 (0.4602) loss_giou_aux_4: 0.4630 (0.4589) loss_giou_aux_5: 0.5445 (0.5421) loss_giou_dn_0: 0.5638 (0.5566) loss_giou_dn_1: 0.4623 (0.4480) loss_giou_dn_2: 0.4315 (0.4168) loss_giou_dn_3: 0.4194 (0.4085) loss_giou_dn_4: 0.4179 (0.4064) loss_giou_dn_5: 0.4184 (0.4066) loss_vfl: 0.6754 (0.6509) loss_vfl_aux_0: 0.7675 (0.7435) loss_vfl_aux_1: 0.7175 (0.6996) loss_vfl_aux_2: 0.7017 (0.6756) loss_vfl_aux_3: 0.6818 (0.6626) loss_vfl_aux_4: 0.6743 (0.6549) loss_vfl_aux_5: 0.7802 (0.7355) loss_vfl_dn_0: 0.4414 (0.4435) loss_vfl_dn_1: 0.3778 (0.3778) loss_vfl_dn_2: 0.3679 (0.3618) loss_vfl_dn_3: 0.3593 (0.3549) loss_vfl_dn_4: 0.3573 (0.3524) loss_vfl_dn_5: 0.3564 (0.3517) time: 0.4760 data: 0.0167 max mem: 5654 Epoch: [65] [6600/7393] eta: 0:06:29 lr: 0.000010 loss: 15.5490 (15.1984) loss_bbox: 0.1460 (0.1469) loss_bbox_aux_0: 0.1536 (0.1589) loss_bbox_aux_1: 0.1474 (0.1516) loss_bbox_aux_2: 0.1470 (0.1492) loss_bbox_aux_3: 0.1460 (0.1475) loss_bbox_aux_4: 0.1455 (0.1469) loss_bbox_aux_5: 0.1944 (0.1932) loss_bbox_dn_0: 0.2541 (0.2509) loss_bbox_dn_1: 0.1827 (0.1819) loss_bbox_dn_2: 0.1600 (0.1620) loss_bbox_dn_3: 0.1541 (0.1564) loss_bbox_dn_4: 0.1528 (0.1550) loss_bbox_dn_5: 0.1528 (0.1550) loss_giou: 0.4822 (0.4590) loss_giou_aux_0: 0.4981 (0.4819) loss_giou_aux_1: 0.4813 (0.4686) loss_giou_aux_2: 0.4874 (0.4635) loss_giou_aux_3: 0.4758 (0.4603) loss_giou_aux_4: 0.4809 (0.4590) loss_giou_aux_5: 0.5613 (0.5422) loss_giou_dn_0: 0.5717 (0.5567) loss_giou_dn_1: 0.4785 (0.4481) loss_giou_dn_2: 0.4422 (0.4169) loss_giou_dn_3: 0.4326 (0.4086) loss_giou_dn_4: 0.4321 (0.4065) loss_giou_dn_5: 0.4321 (0.4067) loss_vfl: 0.6493 (0.6509) loss_vfl_aux_0: 0.7374 (0.7434) loss_vfl_aux_1: 0.6869 (0.6996) loss_vfl_aux_2: 0.6620 (0.6757) loss_vfl_aux_3: 0.6551 (0.6626) loss_vfl_aux_4: 0.6585 (0.6549) loss_vfl_aux_5: 0.7234 (0.7355) loss_vfl_dn_0: 0.4435 (0.4435) loss_vfl_dn_1: 0.3732 (0.3778) loss_vfl_dn_2: 0.3619 (0.3619) loss_vfl_dn_3: 0.3515 (0.3549) loss_vfl_dn_4: 0.3501 (0.3524) loss_vfl_dn_5: 0.3492 (0.3517) time: 0.4961 data: 0.0166 max mem: 5654 Epoch: [65] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 15.1640 (15.2000) loss_bbox: 0.1418 (0.1470) loss_bbox_aux_0: 0.1544 (0.1589) loss_bbox_aux_1: 0.1368 (0.1516) loss_bbox_aux_2: 0.1380 (0.1492) loss_bbox_aux_3: 0.1422 (0.1476) loss_bbox_aux_4: 0.1427 (0.1469) loss_bbox_aux_5: 0.1680 (0.1932) loss_bbox_dn_0: 0.2223 (0.2509) loss_bbox_dn_1: 0.1572 (0.1820) loss_bbox_dn_2: 0.1399 (0.1621) loss_bbox_dn_3: 0.1332 (0.1564) loss_bbox_dn_4: 0.1348 (0.1551) loss_bbox_dn_5: 0.1348 (0.1551) loss_giou: 0.4351 (0.4589) loss_giou_aux_0: 0.4604 (0.4819) loss_giou_aux_1: 0.4457 (0.4685) loss_giou_aux_2: 0.4416 (0.4634) loss_giou_aux_3: 0.4359 (0.4602) loss_giou_aux_4: 0.4378 (0.4589) loss_giou_aux_5: 0.5246 (0.5422) loss_giou_dn_0: 0.5470 (0.5567) loss_giou_dn_1: 0.4386 (0.4481) loss_giou_dn_2: 0.4012 (0.4169) loss_giou_dn_3: 0.3921 (0.4086) loss_giou_dn_4: 0.3902 (0.4065) loss_giou_dn_5: 0.3902 (0.4067) loss_vfl: 0.6517 (0.6511) loss_vfl_aux_0: 0.7268 (0.7436) loss_vfl_aux_1: 0.6980 (0.6998) loss_vfl_aux_2: 0.6870 (0.6759) loss_vfl_aux_3: 0.6747 (0.6629) loss_vfl_aux_4: 0.6603 (0.6552) loss_vfl_aux_5: 0.7407 (0.7357) loss_vfl_dn_0: 0.4417 (0.4436) loss_vfl_dn_1: 0.3781 (0.3778) loss_vfl_dn_2: 0.3604 (0.3619) loss_vfl_dn_3: 0.3532 (0.3549) loss_vfl_dn_4: 0.3509 (0.3524) loss_vfl_dn_5: 0.3509 (0.3517) time: 0.4859 data: 0.0155 max mem: 5654 Epoch: [65] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 14.3348 (15.2005) loss_bbox: 0.1415 (0.1469) loss_bbox_aux_0: 0.1482 (0.1589) loss_bbox_aux_1: 0.1385 (0.1516) loss_bbox_aux_2: 0.1372 (0.1492) loss_bbox_aux_3: 0.1393 (0.1475) loss_bbox_aux_4: 0.1415 (0.1469) loss_bbox_aux_5: 0.1743 (0.1931) loss_bbox_dn_0: 0.2380 (0.2508) loss_bbox_dn_1: 0.1659 (0.1818) loss_bbox_dn_2: 0.1536 (0.1620) loss_bbox_dn_3: 0.1504 (0.1563) loss_bbox_dn_4: 0.1493 (0.1549) loss_bbox_dn_5: 0.1493 (0.1549) loss_giou: 0.4242 (0.4591) loss_giou_aux_0: 0.4446 (0.4822) loss_giou_aux_1: 0.4238 (0.4688) loss_giou_aux_2: 0.4350 (0.4637) loss_giou_aux_3: 0.4307 (0.4605) loss_giou_aux_4: 0.4257 (0.4592) loss_giou_aux_5: 0.4896 (0.5424) loss_giou_dn_0: 0.5236 (0.5568) loss_giou_dn_1: 0.4081 (0.4482) loss_giou_dn_2: 0.3821 (0.4170) loss_giou_dn_3: 0.3707 (0.4087) loss_giou_dn_4: 0.3691 (0.4066) loss_giou_dn_5: 0.3691 (0.4068) loss_vfl: 0.6400 (0.6510) loss_vfl_aux_0: 0.7111 (0.7435) loss_vfl_aux_1: 0.6837 (0.6997) loss_vfl_aux_2: 0.6724 (0.6758) loss_vfl_aux_3: 0.6550 (0.6628) loss_vfl_aux_4: 0.6431 (0.6551) loss_vfl_aux_5: 0.7318 (0.7356) loss_vfl_dn_0: 0.4373 (0.4435) loss_vfl_dn_1: 0.3706 (0.3778) loss_vfl_dn_2: 0.3606 (0.3618) loss_vfl_dn_3: 0.3508 (0.3549) loss_vfl_dn_4: 0.3499 (0.3524) loss_vfl_dn_5: 0.3496 (0.3517) time: 0.4777 data: 0.0161 max mem: 5654 Epoch: [65] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.4653 (15.2012) loss_bbox: 0.1452 (0.1470) loss_bbox_aux_0: 0.1597 (0.1589) loss_bbox_aux_1: 0.1595 (0.1516) loss_bbox_aux_2: 0.1472 (0.1492) loss_bbox_aux_3: 0.1424 (0.1476) loss_bbox_aux_4: 0.1466 (0.1469) loss_bbox_aux_5: 0.1831 (0.1932) loss_bbox_dn_0: 0.2624 (0.2509) loss_bbox_dn_1: 0.1981 (0.1819) loss_bbox_dn_2: 0.1742 (0.1620) loss_bbox_dn_3: 0.1670 (0.1564) loss_bbox_dn_4: 0.1664 (0.1550) loss_bbox_dn_5: 0.1665 (0.1550) loss_giou: 0.4726 (0.4590) loss_giou_aux_0: 0.4782 (0.4821) loss_giou_aux_1: 0.4630 (0.4687) loss_giou_aux_2: 0.4735 (0.4636) loss_giou_aux_3: 0.4836 (0.4604) loss_giou_aux_4: 0.4823 (0.4591) loss_giou_aux_5: 0.5481 (0.5423) loss_giou_dn_0: 0.5591 (0.5568) loss_giou_dn_1: 0.4445 (0.4482) loss_giou_dn_2: 0.4213 (0.4170) loss_giou_dn_3: 0.4099 (0.4087) loss_giou_dn_4: 0.4074 (0.4066) loss_giou_dn_5: 0.4083 (0.4068) loss_vfl: 0.6823 (0.6511) loss_vfl_aux_0: 0.7817 (0.7436) loss_vfl_aux_1: 0.7311 (0.6998) loss_vfl_aux_2: 0.7172 (0.6760) loss_vfl_aux_3: 0.7025 (0.6628) loss_vfl_aux_4: 0.6803 (0.6552) loss_vfl_aux_5: 0.7802 (0.7357) loss_vfl_dn_0: 0.4461 (0.4435) loss_vfl_dn_1: 0.3851 (0.3778) loss_vfl_dn_2: 0.3628 (0.3618) loss_vfl_dn_3: 0.3540 (0.3549) loss_vfl_dn_4: 0.3560 (0.3524) loss_vfl_dn_5: 0.3546 (0.3517) time: 0.4728 data: 0.0160 max mem: 5654 Epoch: [65] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 14.7764 (15.2014) loss_bbox: 0.1383 (0.1470) loss_bbox_aux_0: 0.1446 (0.1590) loss_bbox_aux_1: 0.1393 (0.1516) loss_bbox_aux_2: 0.1392 (0.1492) loss_bbox_aux_3: 0.1365 (0.1476) loss_bbox_aux_4: 0.1361 (0.1469) loss_bbox_aux_5: 0.1680 (0.1932) loss_bbox_dn_0: 0.2069 (0.2510) loss_bbox_dn_1: 0.1530 (0.1820) loss_bbox_dn_2: 0.1391 (0.1621) loss_bbox_dn_3: 0.1308 (0.1564) loss_bbox_dn_4: 0.1286 (0.1551) loss_bbox_dn_5: 0.1286 (0.1551) loss_giou: 0.4356 (0.4589) loss_giou_aux_0: 0.4610 (0.4820) loss_giou_aux_1: 0.4594 (0.4686) loss_giou_aux_2: 0.4468 (0.4635) loss_giou_aux_3: 0.4405 (0.4603) loss_giou_aux_4: 0.4386 (0.4590) loss_giou_aux_5: 0.5047 (0.5421) loss_giou_dn_0: 0.5274 (0.5568) loss_giou_dn_1: 0.4200 (0.4482) loss_giou_dn_2: 0.3848 (0.4170) loss_giou_dn_3: 0.3753 (0.4087) loss_giou_dn_4: 0.3737 (0.4066) loss_giou_dn_5: 0.3741 (0.4067) loss_vfl: 0.6430 (0.6513) loss_vfl_aux_0: 0.7363 (0.7436) loss_vfl_aux_1: 0.6817 (0.6999) loss_vfl_aux_2: 0.6683 (0.6760) loss_vfl_aux_3: 0.6538 (0.6629) loss_vfl_aux_4: 0.6461 (0.6554) loss_vfl_aux_5: 0.7320 (0.7357) loss_vfl_dn_0: 0.4443 (0.4435) loss_vfl_dn_1: 0.3815 (0.3778) loss_vfl_dn_2: 0.3675 (0.3618) loss_vfl_dn_3: 0.3609 (0.3549) loss_vfl_dn_4: 0.3583 (0.3524) loss_vfl_dn_5: 0.3568 (0.3517) time: 0.4717 data: 0.0156 max mem: 5654 Epoch: [65] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.6219 (15.2030) loss_bbox: 0.1306 (0.1469) loss_bbox_aux_0: 0.1403 (0.1589) loss_bbox_aux_1: 0.1371 (0.1516) loss_bbox_aux_2: 0.1349 (0.1492) loss_bbox_aux_3: 0.1301 (0.1475) loss_bbox_aux_4: 0.1303 (0.1468) loss_bbox_aux_5: 0.1805 (0.1931) loss_bbox_dn_0: 0.2335 (0.2508) loss_bbox_dn_1: 0.1581 (0.1818) loss_bbox_dn_2: 0.1443 (0.1620) loss_bbox_dn_3: 0.1375 (0.1563) loss_bbox_dn_4: 0.1364 (0.1549) loss_bbox_dn_5: 0.1364 (0.1550) loss_giou: 0.4756 (0.4593) loss_giou_aux_0: 0.5058 (0.4824) loss_giou_aux_1: 0.4883 (0.4690) loss_giou_aux_2: 0.4943 (0.4639) loss_giou_aux_3: 0.4868 (0.4607) loss_giou_aux_4: 0.4818 (0.4594) loss_giou_aux_5: 0.5589 (0.5425) loss_giou_dn_0: 0.5935 (0.5570) loss_giou_dn_1: 0.4929 (0.4484) loss_giou_dn_2: 0.4649 (0.4172) loss_giou_dn_3: 0.4615 (0.4089) loss_giou_dn_4: 0.4623 (0.4068) loss_giou_dn_5: 0.4631 (0.4070) loss_vfl: 0.6276 (0.6512) loss_vfl_aux_0: 0.7319 (0.7434) loss_vfl_aux_1: 0.6696 (0.6997) loss_vfl_aux_2: 0.6464 (0.6758) loss_vfl_aux_3: 0.6452 (0.6628) loss_vfl_aux_4: 0.6365 (0.6552) loss_vfl_aux_5: 0.7146 (0.7355) loss_vfl_dn_0: 0.4384 (0.4435) loss_vfl_dn_1: 0.3835 (0.3778) loss_vfl_dn_2: 0.3698 (0.3618) loss_vfl_dn_3: 0.3621 (0.3549) loss_vfl_dn_4: 0.3586 (0.3524) loss_vfl_dn_5: 0.3583 (0.3517) time: 0.4700 data: 0.0154 max mem: 5654 Epoch: [65] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 14.8321 (15.2039) loss_bbox: 0.1248 (0.1469) loss_bbox_aux_0: 0.1420 (0.1588) loss_bbox_aux_1: 0.1289 (0.1515) loss_bbox_aux_2: 0.1267 (0.1491) loss_bbox_aux_3: 0.1218 (0.1475) loss_bbox_aux_4: 0.1248 (0.1468) loss_bbox_aux_5: 0.1767 (0.1930) loss_bbox_dn_0: 0.2370 (0.2507) loss_bbox_dn_1: 0.1818 (0.1818) loss_bbox_dn_2: 0.1585 (0.1620) loss_bbox_dn_3: 0.1490 (0.1563) loss_bbox_dn_4: 0.1470 (0.1550) loss_bbox_dn_5: 0.1470 (0.1550) loss_giou: 0.4235 (0.4594) loss_giou_aux_0: 0.4557 (0.4825) loss_giou_aux_1: 0.4354 (0.4692) loss_giou_aux_2: 0.4341 (0.4640) loss_giou_aux_3: 0.4237 (0.4608) loss_giou_aux_4: 0.4227 (0.4595) loss_giou_aux_5: 0.5152 (0.5427) loss_giou_dn_0: 0.5427 (0.5570) loss_giou_dn_1: 0.4212 (0.4485) loss_giou_dn_2: 0.3932 (0.4173) loss_giou_dn_3: 0.3861 (0.4090) loss_giou_dn_4: 0.3822 (0.4069) loss_giou_dn_5: 0.3824 (0.4071) loss_vfl: 0.6439 (0.6512) loss_vfl_aux_0: 0.7498 (0.7433) loss_vfl_aux_1: 0.7000 (0.6996) loss_vfl_aux_2: 0.6842 (0.6758) loss_vfl_aux_3: 0.6586 (0.6629) loss_vfl_aux_4: 0.6542 (0.6552) loss_vfl_aux_5: 0.7314 (0.7353) loss_vfl_dn_0: 0.4496 (0.4435) loss_vfl_dn_1: 0.3760 (0.3778) loss_vfl_dn_2: 0.3588 (0.3619) loss_vfl_dn_3: 0.3513 (0.3549) loss_vfl_dn_4: 0.3486 (0.3524) loss_vfl_dn_5: 0.3487 (0.3517) time: 0.4721 data: 0.0166 max mem: 5654 Epoch: [65] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.0239 (15.2040) loss_bbox: 0.1506 (0.1469) loss_bbox_aux_0: 0.1572 (0.1589) loss_bbox_aux_1: 0.1542 (0.1516) loss_bbox_aux_2: 0.1455 (0.1492) loss_bbox_aux_3: 0.1433 (0.1475) loss_bbox_aux_4: 0.1478 (0.1468) loss_bbox_aux_5: 0.1796 (0.1931) loss_bbox_dn_0: 0.2555 (0.2507) loss_bbox_dn_1: 0.1749 (0.1818) loss_bbox_dn_2: 0.1548 (0.1620) loss_bbox_dn_3: 0.1481 (0.1563) loss_bbox_dn_4: 0.1484 (0.1549) loss_bbox_dn_5: 0.1484 (0.1550) loss_giou: 0.4162 (0.4594) loss_giou_aux_0: 0.4442 (0.4825) loss_giou_aux_1: 0.4242 (0.4692) loss_giou_aux_2: 0.4173 (0.4640) loss_giou_aux_3: 0.4186 (0.4608) loss_giou_aux_4: 0.4158 (0.4595) loss_giou_aux_5: 0.5103 (0.5427) loss_giou_dn_0: 0.5346 (0.5570) loss_giou_dn_1: 0.4255 (0.4484) loss_giou_dn_2: 0.3977 (0.4172) loss_giou_dn_3: 0.3877 (0.4089) loss_giou_dn_4: 0.3878 (0.4068) loss_giou_dn_5: 0.3879 (0.4070) loss_vfl: 0.6774 (0.6513) loss_vfl_aux_0: 0.7727 (0.7434) loss_vfl_aux_1: 0.7178 (0.6996) loss_vfl_aux_2: 0.7069 (0.6759) loss_vfl_aux_3: 0.6957 (0.6629) loss_vfl_aux_4: 0.6792 (0.6553) loss_vfl_aux_5: 0.7550 (0.7353) loss_vfl_dn_0: 0.4424 (0.4435) loss_vfl_dn_1: 0.3787 (0.3778) loss_vfl_dn_2: 0.3631 (0.3618) loss_vfl_dn_3: 0.3561 (0.3549) loss_vfl_dn_4: 0.3519 (0.3524) loss_vfl_dn_5: 0.3505 (0.3517) time: 0.4839 data: 0.0170 max mem: 5654 Epoch: [65] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.5920 (15.2067) loss_bbox: 0.1411 (0.1469) loss_bbox_aux_0: 0.1665 (0.1589) loss_bbox_aux_1: 0.1467 (0.1516) loss_bbox_aux_2: 0.1425 (0.1492) loss_bbox_aux_3: 0.1409 (0.1475) loss_bbox_aux_4: 0.1411 (0.1469) loss_bbox_aux_5: 0.1965 (0.1931) loss_bbox_dn_0: 0.2409 (0.2508) loss_bbox_dn_1: 0.1738 (0.1819) loss_bbox_dn_2: 0.1619 (0.1621) loss_bbox_dn_3: 0.1568 (0.1564) loss_bbox_dn_4: 0.1559 (0.1550) loss_bbox_dn_5: 0.1559 (0.1550) loss_giou: 0.5045 (0.4596) loss_giou_aux_0: 0.5217 (0.4827) loss_giou_aux_1: 0.5155 (0.4694) loss_giou_aux_2: 0.5162 (0.4642) loss_giou_aux_3: 0.5027 (0.4610) loss_giou_aux_4: 0.5069 (0.4596) loss_giou_aux_5: 0.5817 (0.5429) loss_giou_dn_0: 0.5831 (0.5571) loss_giou_dn_1: 0.4717 (0.4485) loss_giou_dn_2: 0.4394 (0.4173) loss_giou_dn_3: 0.4330 (0.4090) loss_giou_dn_4: 0.4334 (0.4069) loss_giou_dn_5: 0.4343 (0.4071) loss_vfl: 0.6514 (0.6513) loss_vfl_aux_0: 0.7195 (0.7433) loss_vfl_aux_1: 0.6943 (0.6996) loss_vfl_aux_2: 0.6704 (0.6759) loss_vfl_aux_3: 0.6537 (0.6629) loss_vfl_aux_4: 0.6511 (0.6553) loss_vfl_aux_5: 0.7147 (0.7353) loss_vfl_dn_0: 0.4434 (0.4435) loss_vfl_dn_1: 0.3796 (0.3778) loss_vfl_dn_2: 0.3716 (0.3619) loss_vfl_dn_3: 0.3657 (0.3549) loss_vfl_dn_4: 0.3619 (0.3524) loss_vfl_dn_5: 0.3622 (0.3517) time: 0.4807 data: 0.0165 max mem: 5654 Epoch: [65] Total time: 1:00:34 (0.4916 s / it) Averaged stats: lr: 0.000010 loss: 15.5920 (15.2067) loss_bbox: 0.1411 (0.1469) loss_bbox_aux_0: 0.1665 (0.1589) loss_bbox_aux_1: 0.1467 (0.1516) loss_bbox_aux_2: 0.1425 (0.1492) loss_bbox_aux_3: 0.1409 (0.1475) loss_bbox_aux_4: 0.1411 (0.1469) loss_bbox_aux_5: 0.1965 (0.1931) loss_bbox_dn_0: 0.2409 (0.2508) loss_bbox_dn_1: 0.1738 (0.1819) loss_bbox_dn_2: 0.1619 (0.1621) loss_bbox_dn_3: 0.1568 (0.1564) loss_bbox_dn_4: 0.1559 (0.1550) loss_bbox_dn_5: 0.1559 (0.1550) loss_giou: 0.5045 (0.4596) loss_giou_aux_0: 0.5217 (0.4827) loss_giou_aux_1: 0.5155 (0.4694) loss_giou_aux_2: 0.5162 (0.4642) loss_giou_aux_3: 0.5027 (0.4610) loss_giou_aux_4: 0.5069 (0.4596) loss_giou_aux_5: 0.5817 (0.5429) loss_giou_dn_0: 0.5831 (0.5571) loss_giou_dn_1: 0.4717 (0.4485) loss_giou_dn_2: 0.4394 (0.4173) loss_giou_dn_3: 0.4330 (0.4090) loss_giou_dn_4: 0.4334 (0.4069) loss_giou_dn_5: 0.4343 (0.4071) loss_vfl: 0.6514 (0.6513) loss_vfl_aux_0: 0.7195 (0.7433) loss_vfl_aux_1: 0.6943 (0.6996) loss_vfl_aux_2: 0.6704 (0.6759) loss_vfl_aux_3: 0.6537 (0.6629) loss_vfl_aux_4: 0.6511 (0.6553) loss_vfl_aux_5: 0.7147 (0.7353) loss_vfl_dn_0: 0.4434 (0.4435) loss_vfl_dn_1: 0.3796 (0.3778) loss_vfl_dn_2: 0.3716 (0.3619) loss_vfl_dn_3: 0.3657 (0.3549) loss_vfl_dn_4: 0.3619 (0.3524) loss_vfl_dn_5: 0.3622 (0.3517) Test: [ 0/157] eta: 0:04:58 time: 1.8990 data: 1.4848 max mem: 5654 Test: [ 10/157] eta: 0:01:17 time: 0.5279 data: 0.1513 max mem: 5654 Test: [ 20/157] eta: 0:01:03 time: 0.3904 data: 0.0223 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3906 data: 0.0263 max mem: 5654 Test: [ 40/157] eta: 0:00:50 time: 0.3912 data: 0.0261 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.3940 data: 0.0267 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.3998 data: 0.0269 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3933 data: 0.0261 max mem: 5654 Test: [ 80/157] eta: 0:00:31 time: 0.3920 data: 0.0255 max mem: 5654 Test: [ 90/157] eta: 0:00:27 time: 0.4027 data: 0.0255 max mem: 5654 Test: [100/157] eta: 0:00:23 time: 0.3963 data: 0.0255 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.7034 data: 0.0263 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.6994 data: 0.0265 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3833 data: 0.0258 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3817 data: 0.0263 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3745 data: 0.0269 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3656 data: 0.0262 max mem: 5654 Test: Total time: 0:01:09 (0.4408 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.41s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [66] [ 0/7393] eta: 1 day, 3:08:22 lr: 0.000010 loss: 16.6418 (16.6418) loss_bbox: 0.1535 (0.1535) loss_bbox_aux_0: 0.1754 (0.1754) loss_bbox_aux_1: 0.1696 (0.1696) loss_bbox_aux_2: 0.1573 (0.1573) loss_bbox_aux_3: 0.1578 (0.1578) loss_bbox_aux_4: 0.1532 (0.1532) loss_bbox_aux_5: 0.2086 (0.2086) loss_bbox_dn_0: 0.2418 (0.2418) loss_bbox_dn_1: 0.1931 (0.1931) loss_bbox_dn_2: 0.1752 (0.1752) loss_bbox_dn_3: 0.1671 (0.1671) loss_bbox_dn_4: 0.1613 (0.1613) loss_bbox_dn_5: 0.1609 (0.1609) loss_giou: 0.5337 (0.5337) loss_giou_aux_0: 0.5652 (0.5652) loss_giou_aux_1: 0.5582 (0.5582) loss_giou_aux_2: 0.5432 (0.5432) loss_giou_aux_3: 0.5441 (0.5441) loss_giou_aux_4: 0.5288 (0.5288) loss_giou_aux_5: 0.6097 (0.6097) loss_giou_dn_0: 0.5659 (0.5659) loss_giou_dn_1: 0.4775 (0.4775) loss_giou_dn_2: 0.4603 (0.4603) loss_giou_dn_3: 0.4468 (0.4468) loss_giou_dn_4: 0.4428 (0.4428) loss_giou_dn_5: 0.4427 (0.4427) loss_vfl: 0.7177 (0.7177) loss_vfl_aux_0: 0.7801 (0.7801) loss_vfl_aux_1: 0.7604 (0.7604) loss_vfl_aux_2: 0.7610 (0.7610) loss_vfl_aux_3: 0.7158 (0.7158) loss_vfl_aux_4: 0.7334 (0.7334) loss_vfl_aux_5: 0.7891 (0.7891) loss_vfl_dn_0: 0.4811 (0.4811) loss_vfl_dn_1: 0.3996 (0.3996) loss_vfl_dn_2: 0.3814 (0.3814) loss_vfl_dn_3: 0.3754 (0.3754) loss_vfl_dn_4: 0.3764 (0.3764) loss_vfl_dn_5: 0.3765 (0.3765) time: 13.2156 data: 3.4623 max mem: 5654 Epoch: [66] [ 100/7393] eta: 1:13:54 lr: 0.000010 loss: 14.9840 (14.8169) loss_bbox: 0.1372 (0.1416) loss_bbox_aux_0: 0.1567 (0.1579) loss_bbox_aux_1: 0.1441 (0.1471) loss_bbox_aux_2: 0.1384 (0.1447) loss_bbox_aux_3: 0.1321 (0.1427) loss_bbox_aux_4: 0.1372 (0.1416) loss_bbox_aux_5: 0.1852 (0.1921) loss_bbox_dn_0: 0.2453 (0.2523) loss_bbox_dn_1: 0.1637 (0.1803) loss_bbox_dn_2: 0.1460 (0.1595) loss_bbox_dn_3: 0.1406 (0.1536) loss_bbox_dn_4: 0.1401 (0.1522) loss_bbox_dn_5: 0.1402 (0.1522) loss_giou: 0.3992 (0.4382) loss_giou_aux_0: 0.4299 (0.4629) loss_giou_aux_1: 0.4121 (0.4467) loss_giou_aux_2: 0.3953 (0.4420) loss_giou_aux_3: 0.4012 (0.4390) loss_giou_aux_4: 0.3992 (0.4376) loss_giou_aux_5: 0.4901 (0.5245) loss_giou_dn_0: 0.5329 (0.5384) loss_giou_dn_1: 0.4138 (0.4285) loss_giou_dn_2: 0.3739 (0.3987) loss_giou_dn_3: 0.3627 (0.3906) loss_giou_dn_4: 0.3588 (0.3886) loss_giou_dn_5: 0.3589 (0.3889) loss_vfl: 0.6578 (0.6422) loss_vfl_aux_0: 0.7504 (0.7371) loss_vfl_aux_1: 0.6958 (0.6949) loss_vfl_aux_2: 0.6915 (0.6682) loss_vfl_aux_3: 0.6786 (0.6525) loss_vfl_aux_4: 0.6663 (0.6449) loss_vfl_aux_5: 0.7641 (0.7307) loss_vfl_dn_0: 0.4366 (0.4395) loss_vfl_dn_1: 0.3723 (0.3713) loss_vfl_dn_2: 0.3573 (0.3545) loss_vfl_dn_3: 0.3494 (0.3482) loss_vfl_dn_4: 0.3455 (0.3454) loss_vfl_dn_5: 0.3432 (0.3447) time: 0.4787 data: 0.0159 max mem: 5654 Epoch: [66] [ 200/7393] eta: 1:05:12 lr: 0.000010 loss: 15.1687 (15.0363) loss_bbox: 0.1541 (0.1432) loss_bbox_aux_0: 0.1640 (0.1587) loss_bbox_aux_1: 0.1531 (0.1490) loss_bbox_aux_2: 0.1507 (0.1463) loss_bbox_aux_3: 0.1512 (0.1441) loss_bbox_aux_4: 0.1558 (0.1435) loss_bbox_aux_5: 0.1846 (0.1917) loss_bbox_dn_0: 0.2372 (0.2501) loss_bbox_dn_1: 0.1725 (0.1805) loss_bbox_dn_2: 0.1530 (0.1604) loss_bbox_dn_3: 0.1458 (0.1548) loss_bbox_dn_4: 0.1434 (0.1534) loss_bbox_dn_5: 0.1434 (0.1534) loss_giou: 0.4314 (0.4530) loss_giou_aux_0: 0.4681 (0.4772) loss_giou_aux_1: 0.4517 (0.4621) loss_giou_aux_2: 0.4417 (0.4576) loss_giou_aux_3: 0.4347 (0.4544) loss_giou_aux_4: 0.4251 (0.4532) loss_giou_aux_5: 0.5466 (0.5384) loss_giou_dn_0: 0.5374 (0.5511) loss_giou_dn_1: 0.4210 (0.4414) loss_giou_dn_2: 0.3862 (0.4104) loss_giou_dn_3: 0.3799 (0.4022) loss_giou_dn_4: 0.3787 (0.4001) loss_giou_dn_5: 0.3789 (0.4003) loss_vfl: 0.6345 (0.6451) loss_vfl_aux_0: 0.7284 (0.7360) loss_vfl_aux_1: 0.6824 (0.6962) loss_vfl_aux_2: 0.6638 (0.6705) loss_vfl_aux_3: 0.6483 (0.6557) loss_vfl_aux_4: 0.6420 (0.6482) loss_vfl_aux_5: 0.7128 (0.7290) loss_vfl_dn_0: 0.4455 (0.4412) loss_vfl_dn_1: 0.3829 (0.3748) loss_vfl_dn_2: 0.3665 (0.3588) loss_vfl_dn_3: 0.3633 (0.3521) loss_vfl_dn_4: 0.3577 (0.3495) loss_vfl_dn_5: 0.3560 (0.3487) time: 0.4869 data: 0.0168 max mem: 5654 Epoch: [66] [ 300/7393] eta: 1:04:40 lr: 0.000010 loss: 14.7725 (15.0505) loss_bbox: 0.1400 (0.1450) loss_bbox_aux_0: 0.1579 (0.1593) loss_bbox_aux_1: 0.1514 (0.1513) loss_bbox_aux_2: 0.1359 (0.1483) loss_bbox_aux_3: 0.1400 (0.1464) loss_bbox_aux_4: 0.1305 (0.1454) loss_bbox_aux_5: 0.2001 (0.1937) loss_bbox_dn_0: 0.2645 (0.2541) loss_bbox_dn_1: 0.1905 (0.1839) loss_bbox_dn_2: 0.1621 (0.1629) loss_bbox_dn_3: 0.1544 (0.1571) loss_bbox_dn_4: 0.1533 (0.1558) loss_bbox_dn_5: 0.1533 (0.1558) loss_giou: 0.4337 (0.4531) loss_giou_aux_0: 0.4764 (0.4766) loss_giou_aux_1: 0.4601 (0.4627) loss_giou_aux_2: 0.4360 (0.4581) loss_giou_aux_3: 0.4420 (0.4549) loss_giou_aux_4: 0.4336 (0.4534) loss_giou_aux_5: 0.5496 (0.5383) loss_giou_dn_0: 0.5556 (0.5505) loss_giou_dn_1: 0.4305 (0.4413) loss_giou_dn_2: 0.3941 (0.4099) loss_giou_dn_3: 0.3871 (0.4017) loss_giou_dn_4: 0.3831 (0.3996) loss_giou_dn_5: 0.3831 (0.3998) loss_vfl: 0.6149 (0.6427) loss_vfl_aux_0: 0.7233 (0.7375) loss_vfl_aux_1: 0.6724 (0.6931) loss_vfl_aux_2: 0.6527 (0.6667) loss_vfl_aux_3: 0.6214 (0.6533) loss_vfl_aux_4: 0.6247 (0.6463) loss_vfl_aux_5: 0.6884 (0.7289) loss_vfl_dn_0: 0.4373 (0.4411) loss_vfl_dn_1: 0.3722 (0.3750) loss_vfl_dn_2: 0.3522 (0.3585) loss_vfl_dn_3: 0.3452 (0.3515) loss_vfl_dn_4: 0.3425 (0.3489) loss_vfl_dn_5: 0.3430 (0.3481) time: 0.4939 data: 0.0173 max mem: 5654 Epoch: [66] [ 400/7393] eta: 1:02:01 lr: 0.000010 loss: 15.3667 (15.0707) loss_bbox: 0.1266 (0.1452) loss_bbox_aux_0: 0.1355 (0.1591) loss_bbox_aux_1: 0.1276 (0.1514) loss_bbox_aux_2: 0.1263 (0.1485) loss_bbox_aux_3: 0.1303 (0.1466) loss_bbox_aux_4: 0.1245 (0.1456) loss_bbox_aux_5: 0.1626 (0.1928) loss_bbox_dn_0: 0.2274 (0.2538) loss_bbox_dn_1: 0.1574 (0.1842) loss_bbox_dn_2: 0.1375 (0.1637) loss_bbox_dn_3: 0.1335 (0.1578) loss_bbox_dn_4: 0.1339 (0.1564) loss_bbox_dn_5: 0.1339 (0.1565) loss_giou: 0.4471 (0.4521) loss_giou_aux_0: 0.4743 (0.4750) loss_giou_aux_1: 0.4650 (0.4621) loss_giou_aux_2: 0.4566 (0.4570) loss_giou_aux_3: 0.4537 (0.4540) loss_giou_aux_4: 0.4488 (0.4525) loss_giou_aux_5: 0.5288 (0.5355) loss_giou_dn_0: 0.5585 (0.5508) loss_giou_dn_1: 0.4566 (0.4422) loss_giou_dn_2: 0.4253 (0.4109) loss_giou_dn_3: 0.4186 (0.4026) loss_giou_dn_4: 0.4145 (0.4006) loss_giou_dn_5: 0.4145 (0.4008) loss_vfl: 0.6304 (0.6454) loss_vfl_aux_0: 0.7393 (0.7403) loss_vfl_aux_1: 0.6795 (0.6942) loss_vfl_aux_2: 0.6550 (0.6689) loss_vfl_aux_3: 0.6439 (0.6555) loss_vfl_aux_4: 0.6348 (0.6491) loss_vfl_aux_5: 0.7272 (0.7340) loss_vfl_dn_0: 0.4390 (0.4414) loss_vfl_dn_1: 0.3766 (0.3752) loss_vfl_dn_2: 0.3642 (0.3590) loss_vfl_dn_3: 0.3585 (0.3520) loss_vfl_dn_4: 0.3549 (0.3494) loss_vfl_dn_5: 0.3528 (0.3487) time: 0.4875 data: 0.0176 max mem: 5654 Epoch: [66] [ 500/7393] eta: 0:59:57 lr: 0.000010 loss: 15.3493 (15.0672) loss_bbox: 0.1336 (0.1450) loss_bbox_aux_0: 0.1562 (0.1585) loss_bbox_aux_1: 0.1449 (0.1510) loss_bbox_aux_2: 0.1466 (0.1484) loss_bbox_aux_3: 0.1401 (0.1465) loss_bbox_aux_4: 0.1405 (0.1453) loss_bbox_aux_5: 0.1748 (0.1917) loss_bbox_dn_0: 0.2343 (0.2514) loss_bbox_dn_1: 0.1705 (0.1824) loss_bbox_dn_2: 0.1546 (0.1621) loss_bbox_dn_3: 0.1506 (0.1563) loss_bbox_dn_4: 0.1513 (0.1549) loss_bbox_dn_5: 0.1513 (0.1549) loss_giou: 0.4866 (0.4531) loss_giou_aux_0: 0.5171 (0.4759) loss_giou_aux_1: 0.4978 (0.4634) loss_giou_aux_2: 0.5024 (0.4586) loss_giou_aux_3: 0.4951 (0.4552) loss_giou_aux_4: 0.4918 (0.4534) loss_giou_aux_5: 0.5528 (0.5367) loss_giou_dn_0: 0.5712 (0.5515) loss_giou_dn_1: 0.4607 (0.4435) loss_giou_dn_2: 0.4354 (0.4123) loss_giou_dn_3: 0.4262 (0.4041) loss_giou_dn_4: 0.4251 (0.4020) loss_giou_dn_5: 0.4248 (0.4022) loss_vfl: 0.6312 (0.6443) loss_vfl_aux_0: 0.7335 (0.7389) loss_vfl_aux_1: 0.6781 (0.6928) loss_vfl_aux_2: 0.6627 (0.6675) loss_vfl_aux_3: 0.6473 (0.6549) loss_vfl_aux_4: 0.6376 (0.6485) loss_vfl_aux_5: 0.6977 (0.7324) loss_vfl_dn_0: 0.4421 (0.4417) loss_vfl_dn_1: 0.3768 (0.3754) loss_vfl_dn_2: 0.3603 (0.3593) loss_vfl_dn_3: 0.3532 (0.3523) loss_vfl_dn_4: 0.3528 (0.3498) loss_vfl_dn_5: 0.3519 (0.3490) time: 0.4850 data: 0.0171 max mem: 5654 Epoch: [66] [ 600/7393] eta: 0:58:26 lr: 0.000010 loss: 15.0660 (15.1027) loss_bbox: 0.1404 (0.1445) loss_bbox_aux_0: 0.1495 (0.1578) loss_bbox_aux_1: 0.1477 (0.1502) loss_bbox_aux_2: 0.1470 (0.1477) loss_bbox_aux_3: 0.1428 (0.1458) loss_bbox_aux_4: 0.1416 (0.1448) loss_bbox_aux_5: 0.1762 (0.1912) loss_bbox_dn_0: 0.2209 (0.2503) loss_bbox_dn_1: 0.1634 (0.1813) loss_bbox_dn_2: 0.1442 (0.1612) loss_bbox_dn_3: 0.1454 (0.1555) loss_bbox_dn_4: 0.1438 (0.1541) loss_bbox_dn_5: 0.1437 (0.1541) loss_giou: 0.4651 (0.4564) loss_giou_aux_0: 0.4816 (0.4790) loss_giou_aux_1: 0.4729 (0.4665) loss_giou_aux_2: 0.4654 (0.4618) loss_giou_aux_3: 0.4601 (0.4585) loss_giou_aux_4: 0.4681 (0.4567) loss_giou_aux_5: 0.5519 (0.5396) loss_giou_dn_0: 0.5751 (0.5545) loss_giou_dn_1: 0.4513 (0.4459) loss_giou_dn_2: 0.4174 (0.4147) loss_giou_dn_3: 0.4107 (0.4066) loss_giou_dn_4: 0.4072 (0.4045) loss_giou_dn_5: 0.4081 (0.4048) loss_vfl: 0.6112 (0.6450) loss_vfl_aux_0: 0.7433 (0.7400) loss_vfl_aux_1: 0.6687 (0.6936) loss_vfl_aux_2: 0.6385 (0.6679) loss_vfl_aux_3: 0.6175 (0.6555) loss_vfl_aux_4: 0.6292 (0.6494) loss_vfl_aux_5: 0.7031 (0.7334) loss_vfl_dn_0: 0.4376 (0.4416) loss_vfl_dn_1: 0.3824 (0.3758) loss_vfl_dn_2: 0.3643 (0.3596) loss_vfl_dn_3: 0.3558 (0.3527) loss_vfl_dn_4: 0.3536 (0.3503) loss_vfl_dn_5: 0.3519 (0.3495) time: 0.4790 data: 0.0175 max mem: 5654 Epoch: [66] [ 700/7393] eta: 0:57:02 lr: 0.000010 loss: 14.9300 (15.1251) loss_bbox: 0.1510 (0.1454) loss_bbox_aux_0: 0.1627 (0.1585) loss_bbox_aux_1: 0.1527 (0.1507) loss_bbox_aux_2: 0.1542 (0.1484) loss_bbox_aux_3: 0.1558 (0.1466) loss_bbox_aux_4: 0.1499 (0.1456) loss_bbox_aux_5: 0.1918 (0.1925) loss_bbox_dn_0: 0.2503 (0.2517) loss_bbox_dn_1: 0.1796 (0.1824) loss_bbox_dn_2: 0.1627 (0.1624) loss_bbox_dn_3: 0.1573 (0.1566) loss_bbox_dn_4: 0.1574 (0.1552) loss_bbox_dn_5: 0.1573 (0.1553) loss_giou: 0.4223 (0.4550) loss_giou_aux_0: 0.4533 (0.4775) loss_giou_aux_1: 0.4319 (0.4646) loss_giou_aux_2: 0.4415 (0.4600) loss_giou_aux_3: 0.4268 (0.4570) loss_giou_aux_4: 0.4235 (0.4551) loss_giou_aux_5: 0.5071 (0.5383) loss_giou_dn_0: 0.5363 (0.5537) loss_giou_dn_1: 0.4345 (0.4450) loss_giou_dn_2: 0.4055 (0.4139) loss_giou_dn_3: 0.3921 (0.4057) loss_giou_dn_4: 0.3907 (0.4036) loss_giou_dn_5: 0.3904 (0.4038) loss_vfl: 0.6303 (0.6478) loss_vfl_aux_0: 0.7379 (0.7434) loss_vfl_aux_1: 0.6928 (0.6982) loss_vfl_aux_2: 0.6769 (0.6721) loss_vfl_aux_3: 0.6549 (0.6585) loss_vfl_aux_4: 0.6546 (0.6526) loss_vfl_aux_5: 0.7339 (0.7359) loss_vfl_dn_0: 0.4477 (0.4422) loss_vfl_dn_1: 0.3702 (0.3761) loss_vfl_dn_2: 0.3512 (0.3600) loss_vfl_dn_3: 0.3479 (0.3531) loss_vfl_dn_4: 0.3433 (0.3507) loss_vfl_dn_5: 0.3427 (0.3499) time: 0.4760 data: 0.0177 max mem: 5654 Epoch: [66] [ 800/7393] eta: 0:55:49 lr: 0.000010 loss: 15.0020 (15.1174) loss_bbox: 0.1295 (0.1453) loss_bbox_aux_0: 0.1433 (0.1583) loss_bbox_aux_1: 0.1388 (0.1504) loss_bbox_aux_2: 0.1308 (0.1482) loss_bbox_aux_3: 0.1290 (0.1464) loss_bbox_aux_4: 0.1313 (0.1454) loss_bbox_aux_5: 0.1782 (0.1922) loss_bbox_dn_0: 0.2196 (0.2502) loss_bbox_dn_1: 0.1500 (0.1808) loss_bbox_dn_2: 0.1329 (0.1609) loss_bbox_dn_3: 0.1317 (0.1551) loss_bbox_dn_4: 0.1334 (0.1538) loss_bbox_dn_5: 0.1333 (0.1538) loss_giou: 0.5028 (0.4562) loss_giou_aux_0: 0.5096 (0.4789) loss_giou_aux_1: 0.5080 (0.4658) loss_giou_aux_2: 0.4987 (0.4615) loss_giou_aux_3: 0.4976 (0.4583) loss_giou_aux_4: 0.5027 (0.4564) loss_giou_aux_5: 0.5618 (0.5396) loss_giou_dn_0: 0.5507 (0.5542) loss_giou_dn_1: 0.4437 (0.4455) loss_giou_dn_2: 0.4175 (0.4141) loss_giou_dn_3: 0.4170 (0.4059) loss_giou_dn_4: 0.4181 (0.4038) loss_giou_dn_5: 0.4182 (0.4040) loss_vfl: 0.6313 (0.6470) loss_vfl_aux_0: 0.7100 (0.7415) loss_vfl_aux_1: 0.6949 (0.6976) loss_vfl_aux_2: 0.6644 (0.6707) loss_vfl_aux_3: 0.6480 (0.6574) loss_vfl_aux_4: 0.6237 (0.6515) loss_vfl_aux_5: 0.7075 (0.7344) loss_vfl_dn_0: 0.4375 (0.4422) loss_vfl_dn_1: 0.3765 (0.3762) loss_vfl_dn_2: 0.3597 (0.3601) loss_vfl_dn_3: 0.3536 (0.3531) loss_vfl_dn_4: 0.3541 (0.3507) loss_vfl_dn_5: 0.3531 (0.3499) time: 0.4874 data: 0.0178 max mem: 5654 Epoch: [66] [ 900/7393] eta: 0:54:40 lr: 0.000010 loss: 15.0429 (15.1144) loss_bbox: 0.1440 (0.1453) loss_bbox_aux_0: 0.1572 (0.1584) loss_bbox_aux_1: 0.1516 (0.1505) loss_bbox_aux_2: 0.1501 (0.1482) loss_bbox_aux_3: 0.1482 (0.1465) loss_bbox_aux_4: 0.1423 (0.1455) loss_bbox_aux_5: 0.2001 (0.1925) loss_bbox_dn_0: 0.2232 (0.2509) loss_bbox_dn_1: 0.1874 (0.1815) loss_bbox_dn_2: 0.1663 (0.1615) loss_bbox_dn_3: 0.1575 (0.1557) loss_bbox_dn_4: 0.1552 (0.1543) loss_bbox_dn_5: 0.1553 (0.1543) loss_giou: 0.4360 (0.4552) loss_giou_aux_0: 0.4566 (0.4780) loss_giou_aux_1: 0.4481 (0.4649) loss_giou_aux_2: 0.4458 (0.4604) loss_giou_aux_3: 0.4382 (0.4573) loss_giou_aux_4: 0.4357 (0.4555) loss_giou_aux_5: 0.5368 (0.5385) loss_giou_dn_0: 0.5267 (0.5536) loss_giou_dn_1: 0.4318 (0.4453) loss_giou_dn_2: 0.4042 (0.4140) loss_giou_dn_3: 0.3916 (0.4058) loss_giou_dn_4: 0.3886 (0.4037) loss_giou_dn_5: 0.3889 (0.4039) loss_vfl: 0.6802 (0.6477) loss_vfl_aux_0: 0.7677 (0.7416) loss_vfl_aux_1: 0.7357 (0.6974) loss_vfl_aux_2: 0.7014 (0.6711) loss_vfl_aux_3: 0.7039 (0.6580) loss_vfl_aux_4: 0.6831 (0.6518) loss_vfl_aux_5: 0.7486 (0.7345) loss_vfl_dn_0: 0.4429 (0.4420) loss_vfl_dn_1: 0.3748 (0.3760) loss_vfl_dn_2: 0.3597 (0.3600) loss_vfl_dn_3: 0.3484 (0.3530) loss_vfl_dn_4: 0.3434 (0.3505) loss_vfl_dn_5: 0.3441 (0.3497) time: 0.4878 data: 0.0178 max mem: 5654 Epoch: [66] [1000/7393] eta: 0:53:33 lr: 0.000010 loss: 15.2513 (15.1156) loss_bbox: 0.1370 (0.1456) loss_bbox_aux_0: 0.1492 (0.1586) loss_bbox_aux_1: 0.1479 (0.1508) loss_bbox_aux_2: 0.1441 (0.1485) loss_bbox_aux_3: 0.1404 (0.1467) loss_bbox_aux_4: 0.1370 (0.1457) loss_bbox_aux_5: 0.1904 (0.1929) loss_bbox_dn_0: 0.2643 (0.2516) loss_bbox_dn_1: 0.1882 (0.1821) loss_bbox_dn_2: 0.1721 (0.1621) loss_bbox_dn_3: 0.1645 (0.1562) loss_bbox_dn_4: 0.1648 (0.1548) loss_bbox_dn_5: 0.1648 (0.1549) loss_giou: 0.4385 (0.4548) loss_giou_aux_0: 0.4699 (0.4776) loss_giou_aux_1: 0.4612 (0.4646) loss_giou_aux_2: 0.4511 (0.4600) loss_giou_aux_3: 0.4425 (0.4569) loss_giou_aux_4: 0.4375 (0.4551) loss_giou_aux_5: 0.5290 (0.5384) loss_giou_dn_0: 0.5502 (0.5538) loss_giou_dn_1: 0.4444 (0.4455) loss_giou_dn_2: 0.4140 (0.4141) loss_giou_dn_3: 0.4038 (0.4059) loss_giou_dn_4: 0.4016 (0.4037) loss_giou_dn_5: 0.4018 (0.4039) loss_vfl: 0.6318 (0.6472) loss_vfl_aux_0: 0.7107 (0.7413) loss_vfl_aux_1: 0.6801 (0.6970) loss_vfl_aux_2: 0.6589 (0.6707) loss_vfl_aux_3: 0.6522 (0.6575) loss_vfl_aux_4: 0.6422 (0.6513) loss_vfl_aux_5: 0.7076 (0.7335) loss_vfl_dn_0: 0.4399 (0.4422) loss_vfl_dn_1: 0.3740 (0.3761) loss_vfl_dn_2: 0.3583 (0.3601) loss_vfl_dn_3: 0.3516 (0.3531) loss_vfl_dn_4: 0.3514 (0.3507) loss_vfl_dn_5: 0.3497 (0.3499) time: 0.4859 data: 0.0178 max mem: 5654 Epoch: [66] [1100/7393] eta: 0:52:34 lr: 0.000010 loss: 15.3100 (15.1159) loss_bbox: 0.1414 (0.1459) loss_bbox_aux_0: 0.1559 (0.1588) loss_bbox_aux_1: 0.1502 (0.1510) loss_bbox_aux_2: 0.1491 (0.1488) loss_bbox_aux_3: 0.1444 (0.1470) loss_bbox_aux_4: 0.1413 (0.1461) loss_bbox_aux_5: 0.1923 (0.1932) loss_bbox_dn_0: 0.2607 (0.2520) loss_bbox_dn_1: 0.1747 (0.1827) loss_bbox_dn_2: 0.1600 (0.1627) loss_bbox_dn_3: 0.1543 (0.1569) loss_bbox_dn_4: 0.1520 (0.1555) loss_bbox_dn_5: 0.1519 (0.1556) loss_giou: 0.4280 (0.4535) loss_giou_aux_0: 0.4625 (0.4764) loss_giou_aux_1: 0.4521 (0.4632) loss_giou_aux_2: 0.4395 (0.4587) loss_giou_aux_3: 0.4310 (0.4556) loss_giou_aux_4: 0.4280 (0.4538) loss_giou_aux_5: 0.5150 (0.5371) loss_giou_dn_0: 0.5542 (0.5529) loss_giou_dn_1: 0.4505 (0.4446) loss_giou_dn_2: 0.4198 (0.4133) loss_giou_dn_3: 0.4140 (0.4051) loss_giou_dn_4: 0.4128 (0.4030) loss_giou_dn_5: 0.4131 (0.4032) loss_vfl: 0.6442 (0.6481) loss_vfl_aux_0: 0.7449 (0.7421) loss_vfl_aux_1: 0.6897 (0.6983) loss_vfl_aux_2: 0.6569 (0.6716) loss_vfl_aux_3: 0.6628 (0.6585) loss_vfl_aux_4: 0.6558 (0.6524) loss_vfl_aux_5: 0.7026 (0.7343) loss_vfl_dn_0: 0.4411 (0.4426) loss_vfl_dn_1: 0.3791 (0.3764) loss_vfl_dn_2: 0.3646 (0.3604) loss_vfl_dn_3: 0.3564 (0.3534) loss_vfl_dn_4: 0.3510 (0.3509) loss_vfl_dn_5: 0.3497 (0.3501) time: 0.4785 data: 0.0178 max mem: 5654 Epoch: [66] [1200/7393] eta: 0:51:33 lr: 0.000010 loss: 14.9598 (15.1134) loss_bbox: 0.1265 (0.1459) loss_bbox_aux_0: 0.1344 (0.1585) loss_bbox_aux_1: 0.1269 (0.1508) loss_bbox_aux_2: 0.1251 (0.1486) loss_bbox_aux_3: 0.1260 (0.1469) loss_bbox_aux_4: 0.1270 (0.1460) loss_bbox_aux_5: 0.1644 (0.1931) loss_bbox_dn_0: 0.2199 (0.2516) loss_bbox_dn_1: 0.1570 (0.1824) loss_bbox_dn_2: 0.1380 (0.1626) loss_bbox_dn_3: 0.1347 (0.1568) loss_bbox_dn_4: 0.1335 (0.1554) loss_bbox_dn_5: 0.1335 (0.1555) loss_giou: 0.4828 (0.4537) loss_giou_aux_0: 0.5014 (0.4765) loss_giou_aux_1: 0.4889 (0.4633) loss_giou_aux_2: 0.4970 (0.4588) loss_giou_aux_3: 0.4713 (0.4557) loss_giou_aux_4: 0.4818 (0.4539) loss_giou_aux_5: 0.5549 (0.5372) loss_giou_dn_0: 0.5819 (0.5530) loss_giou_dn_1: 0.4754 (0.4447) loss_giou_dn_2: 0.4431 (0.4135) loss_giou_dn_3: 0.4317 (0.4053) loss_giou_dn_4: 0.4287 (0.4032) loss_giou_dn_5: 0.4288 (0.4033) loss_vfl: 0.6327 (0.6475) loss_vfl_aux_0: 0.7216 (0.7420) loss_vfl_aux_1: 0.6770 (0.6981) loss_vfl_aux_2: 0.6457 (0.6714) loss_vfl_aux_3: 0.6403 (0.6580) loss_vfl_aux_4: 0.6354 (0.6517) loss_vfl_aux_5: 0.7093 (0.7338) loss_vfl_dn_0: 0.4370 (0.4427) loss_vfl_dn_1: 0.3815 (0.3766) loss_vfl_dn_2: 0.3671 (0.3605) loss_vfl_dn_3: 0.3591 (0.3535) loss_vfl_dn_4: 0.3557 (0.3511) loss_vfl_dn_5: 0.3561 (0.3503) time: 0.4696 data: 0.0178 max mem: 5654 Epoch: [66] [1300/7393] eta: 0:51:14 lr: 0.000010 loss: 15.7119 (15.1151) loss_bbox: 0.1338 (0.1458) loss_bbox_aux_0: 0.1533 (0.1584) loss_bbox_aux_1: 0.1395 (0.1507) loss_bbox_aux_2: 0.1357 (0.1485) loss_bbox_aux_3: 0.1353 (0.1468) loss_bbox_aux_4: 0.1354 (0.1459) loss_bbox_aux_5: 0.1872 (0.1928) loss_bbox_dn_0: 0.2288 (0.2511) loss_bbox_dn_1: 0.1572 (0.1821) loss_bbox_dn_2: 0.1422 (0.1622) loss_bbox_dn_3: 0.1368 (0.1565) loss_bbox_dn_4: 0.1359 (0.1551) loss_bbox_dn_5: 0.1359 (0.1551) loss_giou: 0.4937 (0.4545) loss_giou_aux_0: 0.4989 (0.4771) loss_giou_aux_1: 0.4937 (0.4640) loss_giou_aux_2: 0.4795 (0.4594) loss_giou_aux_3: 0.4767 (0.4563) loss_giou_aux_4: 0.4901 (0.4547) loss_giou_aux_5: 0.5655 (0.5379) loss_giou_dn_0: 0.5567 (0.5535) loss_giou_dn_1: 0.4579 (0.4451) loss_giou_dn_2: 0.4255 (0.4139) loss_giou_dn_3: 0.4117 (0.4057) loss_giou_dn_4: 0.4107 (0.4035) loss_giou_dn_5: 0.4108 (0.4037) loss_vfl: 0.6139 (0.6468) loss_vfl_aux_0: 0.7250 (0.7416) loss_vfl_aux_1: 0.6641 (0.6978) loss_vfl_aux_2: 0.6435 (0.6710) loss_vfl_aux_3: 0.6223 (0.6575) loss_vfl_aux_4: 0.6199 (0.6510) loss_vfl_aux_5: 0.7053 (0.7335) loss_vfl_dn_0: 0.4382 (0.4428) loss_vfl_dn_1: 0.3789 (0.3767) loss_vfl_dn_2: 0.3653 (0.3607) loss_vfl_dn_3: 0.3595 (0.3537) loss_vfl_dn_4: 0.3574 (0.3513) loss_vfl_dn_5: 0.3577 (0.3505) time: 0.4809 data: 0.0180 max mem: 5654 Epoch: [66] [1400/7393] eta: 0:50:11 lr: 0.000010 loss: 15.3086 (15.1294) loss_bbox: 0.1311 (0.1458) loss_bbox_aux_0: 0.1532 (0.1586) loss_bbox_aux_1: 0.1469 (0.1509) loss_bbox_aux_2: 0.1370 (0.1485) loss_bbox_aux_3: 0.1367 (0.1468) loss_bbox_aux_4: 0.1311 (0.1460) loss_bbox_aux_5: 0.1827 (0.1929) loss_bbox_dn_0: 0.2425 (0.2508) loss_bbox_dn_1: 0.1645 (0.1819) loss_bbox_dn_2: 0.1438 (0.1621) loss_bbox_dn_3: 0.1406 (0.1563) loss_bbox_dn_4: 0.1432 (0.1549) loss_bbox_dn_5: 0.1432 (0.1549) loss_giou: 0.4589 (0.4555) loss_giou_aux_0: 0.4773 (0.4781) loss_giou_aux_1: 0.4722 (0.4651) loss_giou_aux_2: 0.4637 (0.4604) loss_giou_aux_3: 0.4582 (0.4573) loss_giou_aux_4: 0.4560 (0.4557) loss_giou_aux_5: 0.5239 (0.5386) loss_giou_dn_0: 0.5480 (0.5540) loss_giou_dn_1: 0.4516 (0.4457) loss_giou_dn_2: 0.4176 (0.4146) loss_giou_dn_3: 0.4080 (0.4063) loss_giou_dn_4: 0.4050 (0.4041) loss_giou_dn_5: 0.4061 (0.4043) loss_vfl: 0.6428 (0.6475) loss_vfl_aux_0: 0.7369 (0.7419) loss_vfl_aux_1: 0.6965 (0.6980) loss_vfl_aux_2: 0.6842 (0.6716) loss_vfl_aux_3: 0.6623 (0.6581) loss_vfl_aux_4: 0.6505 (0.6517) loss_vfl_aux_5: 0.7185 (0.7333) loss_vfl_dn_0: 0.4471 (0.4430) loss_vfl_dn_1: 0.3820 (0.3770) loss_vfl_dn_2: 0.3689 (0.3609) loss_vfl_dn_3: 0.3621 (0.3540) loss_vfl_dn_4: 0.3606 (0.3515) loss_vfl_dn_5: 0.3595 (0.3508) time: 0.4723 data: 0.0178 max mem: 5654 Epoch: [66] [1500/7393] eta: 0:49:14 lr: 0.000010 loss: 15.4430 (15.1442) loss_bbox: 0.1305 (0.1460) loss_bbox_aux_0: 0.1436 (0.1587) loss_bbox_aux_1: 0.1341 (0.1511) loss_bbox_aux_2: 0.1376 (0.1486) loss_bbox_aux_3: 0.1283 (0.1469) loss_bbox_aux_4: 0.1276 (0.1461) loss_bbox_aux_5: 0.1683 (0.1928) loss_bbox_dn_0: 0.2208 (0.2503) loss_bbox_dn_1: 0.1684 (0.1816) loss_bbox_dn_2: 0.1403 (0.1619) loss_bbox_dn_3: 0.1348 (0.1561) loss_bbox_dn_4: 0.1337 (0.1547) loss_bbox_dn_5: 0.1337 (0.1547) loss_giou: 0.4812 (0.4573) loss_giou_aux_0: 0.5352 (0.4800) loss_giou_aux_1: 0.5063 (0.4669) loss_giou_aux_2: 0.5146 (0.4623) loss_giou_aux_3: 0.4852 (0.4591) loss_giou_aux_4: 0.4813 (0.4575) loss_giou_aux_5: 0.5899 (0.5405) loss_giou_dn_0: 0.5663 (0.5550) loss_giou_dn_1: 0.4626 (0.4467) loss_giou_dn_2: 0.4291 (0.4155) loss_giou_dn_3: 0.4241 (0.4072) loss_giou_dn_4: 0.4215 (0.4050) loss_giou_dn_5: 0.4221 (0.4052) loss_vfl: 0.6387 (0.6471) loss_vfl_aux_0: 0.7168 (0.7411) loss_vfl_aux_1: 0.6844 (0.6975) loss_vfl_aux_2: 0.6598 (0.6711) loss_vfl_aux_3: 0.6512 (0.6578) loss_vfl_aux_4: 0.6512 (0.6513) loss_vfl_aux_5: 0.7275 (0.7325) loss_vfl_dn_0: 0.4412 (0.4430) loss_vfl_dn_1: 0.3757 (0.3771) loss_vfl_dn_2: 0.3578 (0.3611) loss_vfl_dn_3: 0.3531 (0.3542) loss_vfl_dn_4: 0.3498 (0.3518) loss_vfl_dn_5: 0.3500 (0.3510) time: 0.4779 data: 0.0177 max mem: 5654 Epoch: [66] [1600/7393] eta: 0:48:19 lr: 0.000010 loss: 14.8813 (15.1458) loss_bbox: 0.1369 (0.1461) loss_bbox_aux_0: 0.1573 (0.1590) loss_bbox_aux_1: 0.1453 (0.1513) loss_bbox_aux_2: 0.1356 (0.1489) loss_bbox_aux_3: 0.1369 (0.1470) loss_bbox_aux_4: 0.1359 (0.1462) loss_bbox_aux_5: 0.1915 (0.1931) loss_bbox_dn_0: 0.2463 (0.2507) loss_bbox_dn_1: 0.1722 (0.1820) loss_bbox_dn_2: 0.1547 (0.1623) loss_bbox_dn_3: 0.1553 (0.1565) loss_bbox_dn_4: 0.1573 (0.1550) loss_bbox_dn_5: 0.1573 (0.1550) loss_giou: 0.4025 (0.4569) loss_giou_aux_0: 0.4334 (0.4796) loss_giou_aux_1: 0.4175 (0.4664) loss_giou_aux_2: 0.4126 (0.4619) loss_giou_aux_3: 0.4117 (0.4586) loss_giou_aux_4: 0.4118 (0.4571) loss_giou_aux_5: 0.4944 (0.5399) loss_giou_dn_0: 0.5504 (0.5550) loss_giou_dn_1: 0.4380 (0.4467) loss_giou_dn_2: 0.4009 (0.4155) loss_giou_dn_3: 0.3922 (0.4072) loss_giou_dn_4: 0.3894 (0.4050) loss_giou_dn_5: 0.3901 (0.4052) loss_vfl: 0.6304 (0.6471) loss_vfl_aux_0: 0.6985 (0.7413) loss_vfl_aux_1: 0.6547 (0.6976) loss_vfl_aux_2: 0.6417 (0.6710) loss_vfl_aux_3: 0.6324 (0.6580) loss_vfl_aux_4: 0.6397 (0.6514) loss_vfl_aux_5: 0.7167 (0.7331) loss_vfl_dn_0: 0.4371 (0.4431) loss_vfl_dn_1: 0.3700 (0.3771) loss_vfl_dn_2: 0.3522 (0.3612) loss_vfl_dn_3: 0.3429 (0.3541) loss_vfl_dn_4: 0.3412 (0.3517) loss_vfl_dn_5: 0.3404 (0.3509) time: 0.5090 data: 0.0176 max mem: 5654 Epoch: [66] [1700/7393] eta: 0:47:23 lr: 0.000010 loss: 15.4042 (15.1510) loss_bbox: 0.1438 (0.1462) loss_bbox_aux_0: 0.1500 (0.1591) loss_bbox_aux_1: 0.1450 (0.1514) loss_bbox_aux_2: 0.1470 (0.1490) loss_bbox_aux_3: 0.1470 (0.1471) loss_bbox_aux_4: 0.1439 (0.1463) loss_bbox_aux_5: 0.1718 (0.1934) loss_bbox_dn_0: 0.2199 (0.2508) loss_bbox_dn_1: 0.1590 (0.1821) loss_bbox_dn_2: 0.1408 (0.1623) loss_bbox_dn_3: 0.1394 (0.1565) loss_bbox_dn_4: 0.1392 (0.1550) loss_bbox_dn_5: 0.1392 (0.1551) loss_giou: 0.4731 (0.4572) loss_giou_aux_0: 0.4935 (0.4802) loss_giou_aux_1: 0.4742 (0.4669) loss_giou_aux_2: 0.4726 (0.4624) loss_giou_aux_3: 0.4737 (0.4589) loss_giou_aux_4: 0.4729 (0.4574) loss_giou_aux_5: 0.5500 (0.5404) loss_giou_dn_0: 0.5588 (0.5551) loss_giou_dn_1: 0.4531 (0.4467) loss_giou_dn_2: 0.4276 (0.4154) loss_giou_dn_3: 0.4193 (0.4071) loss_giou_dn_4: 0.4173 (0.4050) loss_giou_dn_5: 0.4171 (0.4052) loss_vfl: 0.6570 (0.6475) loss_vfl_aux_0: 0.7361 (0.7413) loss_vfl_aux_1: 0.7066 (0.6977) loss_vfl_aux_2: 0.6854 (0.6711) loss_vfl_aux_3: 0.6708 (0.6585) loss_vfl_aux_4: 0.6731 (0.6518) loss_vfl_aux_5: 0.7204 (0.7326) loss_vfl_dn_0: 0.4403 (0.4431) loss_vfl_dn_1: 0.3759 (0.3772) loss_vfl_dn_2: 0.3587 (0.3612) loss_vfl_dn_3: 0.3511 (0.3542) loss_vfl_dn_4: 0.3499 (0.3517) loss_vfl_dn_5: 0.3495 (0.3510) time: 0.4870 data: 0.0178 max mem: 5654 Epoch: [66] [1800/7393] eta: 0:46:29 lr: 0.000010 loss: 15.2707 (15.1543) loss_bbox: 0.1282 (0.1458) loss_bbox_aux_0: 0.1420 (0.1588) loss_bbox_aux_1: 0.1344 (0.1510) loss_bbox_aux_2: 0.1326 (0.1487) loss_bbox_aux_3: 0.1286 (0.1467) loss_bbox_aux_4: 0.1280 (0.1459) loss_bbox_aux_5: 0.1766 (0.1930) loss_bbox_dn_0: 0.2312 (0.2505) loss_bbox_dn_1: 0.1662 (0.1819) loss_bbox_dn_2: 0.1444 (0.1621) loss_bbox_dn_3: 0.1400 (0.1563) loss_bbox_dn_4: 0.1368 (0.1549) loss_bbox_dn_5: 0.1368 (0.1549) loss_giou: 0.4733 (0.4572) loss_giou_aux_0: 0.4915 (0.4804) loss_giou_aux_1: 0.4798 (0.4670) loss_giou_aux_2: 0.4829 (0.4625) loss_giou_aux_3: 0.4798 (0.4590) loss_giou_aux_4: 0.4759 (0.4574) loss_giou_aux_5: 0.5832 (0.5408) loss_giou_dn_0: 0.5651 (0.5555) loss_giou_dn_1: 0.4641 (0.4471) loss_giou_dn_2: 0.4339 (0.4159) loss_giou_dn_3: 0.4201 (0.4076) loss_giou_dn_4: 0.4161 (0.4054) loss_giou_dn_5: 0.4165 (0.4056) loss_vfl: 0.6426 (0.6481) loss_vfl_aux_0: 0.7303 (0.7414) loss_vfl_aux_1: 0.7049 (0.6981) loss_vfl_aux_2: 0.6617 (0.6715) loss_vfl_aux_3: 0.6483 (0.6591) loss_vfl_aux_4: 0.6468 (0.6524) loss_vfl_aux_5: 0.7059 (0.7325) loss_vfl_dn_0: 0.4396 (0.4432) loss_vfl_dn_1: 0.3807 (0.3773) loss_vfl_dn_2: 0.3642 (0.3613) loss_vfl_dn_3: 0.3595 (0.3543) loss_vfl_dn_4: 0.3554 (0.3519) loss_vfl_dn_5: 0.3533 (0.3511) time: 0.4900 data: 0.0180 max mem: 5654 Epoch: [66] [1900/7393] eta: 0:45:33 lr: 0.000010 loss: 15.1707 (15.1521) loss_bbox: 0.1410 (0.1459) loss_bbox_aux_0: 0.1531 (0.1588) loss_bbox_aux_1: 0.1441 (0.1511) loss_bbox_aux_2: 0.1451 (0.1487) loss_bbox_aux_3: 0.1431 (0.1468) loss_bbox_aux_4: 0.1398 (0.1460) loss_bbox_aux_5: 0.1976 (0.1932) loss_bbox_dn_0: 0.2553 (0.2507) loss_bbox_dn_1: 0.1810 (0.1820) loss_bbox_dn_2: 0.1588 (0.1622) loss_bbox_dn_3: 0.1498 (0.1564) loss_bbox_dn_4: 0.1485 (0.1550) loss_bbox_dn_5: 0.1486 (0.1550) loss_giou: 0.4443 (0.4571) loss_giou_aux_0: 0.4701 (0.4802) loss_giou_aux_1: 0.4461 (0.4668) loss_giou_aux_2: 0.4468 (0.4623) loss_giou_aux_3: 0.4475 (0.4589) loss_giou_aux_4: 0.4433 (0.4573) loss_giou_aux_5: 0.5411 (0.5408) loss_giou_dn_0: 0.5450 (0.5553) loss_giou_dn_1: 0.4469 (0.4469) loss_giou_dn_2: 0.4134 (0.4157) loss_giou_dn_3: 0.4078 (0.4074) loss_giou_dn_4: 0.4044 (0.4052) loss_giou_dn_5: 0.4043 (0.4054) loss_vfl: 0.6682 (0.6480) loss_vfl_aux_0: 0.7681 (0.7413) loss_vfl_aux_1: 0.7382 (0.6982) loss_vfl_aux_2: 0.7012 (0.6714) loss_vfl_aux_3: 0.6889 (0.6587) loss_vfl_aux_4: 0.6720 (0.6521) loss_vfl_aux_5: 0.7441 (0.7324) loss_vfl_dn_0: 0.4509 (0.4433) loss_vfl_dn_1: 0.3915 (0.3773) loss_vfl_dn_2: 0.3678 (0.3613) loss_vfl_dn_3: 0.3670 (0.3543) loss_vfl_dn_4: 0.3593 (0.3518) loss_vfl_dn_5: 0.3581 (0.3511) time: 0.4832 data: 0.0178 max mem: 5654 Epoch: [66] [2000/7393] eta: 0:44:40 lr: 0.000010 loss: 15.2493 (15.1516) loss_bbox: 0.1470 (0.1460) loss_bbox_aux_0: 0.1590 (0.1587) loss_bbox_aux_1: 0.1525 (0.1511) loss_bbox_aux_2: 0.1434 (0.1488) loss_bbox_aux_3: 0.1391 (0.1469) loss_bbox_aux_4: 0.1446 (0.1461) loss_bbox_aux_5: 0.1842 (0.1931) loss_bbox_dn_0: 0.2429 (0.2504) loss_bbox_dn_1: 0.1810 (0.1818) loss_bbox_dn_2: 0.1595 (0.1621) loss_bbox_dn_3: 0.1534 (0.1564) loss_bbox_dn_4: 0.1516 (0.1549) loss_bbox_dn_5: 0.1516 (0.1549) loss_giou: 0.4424 (0.4569) loss_giou_aux_0: 0.4903 (0.4799) loss_giou_aux_1: 0.4707 (0.4665) loss_giou_aux_2: 0.4544 (0.4622) loss_giou_aux_3: 0.4466 (0.4587) loss_giou_aux_4: 0.4423 (0.4572) loss_giou_aux_5: 0.5384 (0.5405) loss_giou_dn_0: 0.5540 (0.5553) loss_giou_dn_1: 0.4488 (0.4468) loss_giou_dn_2: 0.4191 (0.4156) loss_giou_dn_3: 0.4099 (0.4073) loss_giou_dn_4: 0.4062 (0.4051) loss_giou_dn_5: 0.4063 (0.4053) loss_vfl: 0.6520 (0.6482) loss_vfl_aux_0: 0.7477 (0.7417) loss_vfl_aux_1: 0.6761 (0.6984) loss_vfl_aux_2: 0.6633 (0.6715) loss_vfl_aux_3: 0.6587 (0.6591) loss_vfl_aux_4: 0.6549 (0.6524) loss_vfl_aux_5: 0.7470 (0.7328) loss_vfl_dn_0: 0.4425 (0.4432) loss_vfl_dn_1: 0.3814 (0.3773) loss_vfl_dn_2: 0.3659 (0.3613) loss_vfl_dn_3: 0.3594 (0.3543) loss_vfl_dn_4: 0.3568 (0.3518) loss_vfl_dn_5: 0.3555 (0.3510) time: 0.4795 data: 0.0177 max mem: 5654 Epoch: [66] [2100/7393] eta: 0:43:47 lr: 0.000010 loss: 15.3159 (15.1471) loss_bbox: 0.1534 (0.1462) loss_bbox_aux_0: 0.1614 (0.1588) loss_bbox_aux_1: 0.1514 (0.1513) loss_bbox_aux_2: 0.1549 (0.1489) loss_bbox_aux_3: 0.1537 (0.1470) loss_bbox_aux_4: 0.1521 (0.1463) loss_bbox_aux_5: 0.1878 (0.1932) loss_bbox_dn_0: 0.2545 (0.2511) loss_bbox_dn_1: 0.1815 (0.1823) loss_bbox_dn_2: 0.1648 (0.1625) loss_bbox_dn_3: 0.1599 (0.1568) loss_bbox_dn_4: 0.1611 (0.1553) loss_bbox_dn_5: 0.1611 (0.1554) loss_giou: 0.4125 (0.4560) loss_giou_aux_0: 0.4358 (0.4790) loss_giou_aux_1: 0.4167 (0.4656) loss_giou_aux_2: 0.4158 (0.4613) loss_giou_aux_3: 0.4055 (0.4578) loss_giou_aux_4: 0.4155 (0.4562) loss_giou_aux_5: 0.4806 (0.5396) loss_giou_dn_0: 0.5265 (0.5547) loss_giou_dn_1: 0.4143 (0.4462) loss_giou_dn_2: 0.3832 (0.4150) loss_giou_dn_3: 0.3758 (0.4067) loss_giou_dn_4: 0.3749 (0.4046) loss_giou_dn_5: 0.3752 (0.4048) loss_vfl: 0.6420 (0.6484) loss_vfl_aux_0: 0.7457 (0.7419) loss_vfl_aux_1: 0.6928 (0.6987) loss_vfl_aux_2: 0.6751 (0.6719) loss_vfl_aux_3: 0.6516 (0.6595) loss_vfl_aux_4: 0.6546 (0.6527) loss_vfl_aux_5: 0.7554 (0.7332) loss_vfl_dn_0: 0.4436 (0.4432) loss_vfl_dn_1: 0.3712 (0.3772) loss_vfl_dn_2: 0.3556 (0.3611) loss_vfl_dn_3: 0.3457 (0.3541) loss_vfl_dn_4: 0.3424 (0.3516) loss_vfl_dn_5: 0.3427 (0.3509) time: 0.4800 data: 0.0176 max mem: 5654 Epoch: [66] [2200/7393] eta: 0:42:55 lr: 0.000010 loss: 14.3540 (15.1497) loss_bbox: 0.1369 (0.1461) loss_bbox_aux_0: 0.1519 (0.1586) loss_bbox_aux_1: 0.1412 (0.1512) loss_bbox_aux_2: 0.1381 (0.1488) loss_bbox_aux_3: 0.1391 (0.1468) loss_bbox_aux_4: 0.1383 (0.1461) loss_bbox_aux_5: 0.1763 (0.1930) loss_bbox_dn_0: 0.2357 (0.2510) loss_bbox_dn_1: 0.1716 (0.1822) loss_bbox_dn_2: 0.1485 (0.1624) loss_bbox_dn_3: 0.1398 (0.1566) loss_bbox_dn_4: 0.1420 (0.1552) loss_bbox_dn_5: 0.1420 (0.1552) loss_giou: 0.4491 (0.4564) loss_giou_aux_0: 0.4659 (0.4793) loss_giou_aux_1: 0.4532 (0.4660) loss_giou_aux_2: 0.4396 (0.4616) loss_giou_aux_3: 0.4355 (0.4580) loss_giou_aux_4: 0.4426 (0.4566) loss_giou_aux_5: 0.5455 (0.5401) loss_giou_dn_0: 0.5368 (0.5552) loss_giou_dn_1: 0.4272 (0.4466) loss_giou_dn_2: 0.3888 (0.4153) loss_giou_dn_3: 0.3790 (0.4070) loss_giou_dn_4: 0.3774 (0.4048) loss_giou_dn_5: 0.3777 (0.4050) loss_vfl: 0.6000 (0.6483) loss_vfl_aux_0: 0.7112 (0.7420) loss_vfl_aux_1: 0.6419 (0.6986) loss_vfl_aux_2: 0.6444 (0.6720) loss_vfl_aux_3: 0.6434 (0.6596) loss_vfl_aux_4: 0.6228 (0.6526) loss_vfl_aux_5: 0.6984 (0.7333) loss_vfl_dn_0: 0.4374 (0.4432) loss_vfl_dn_1: 0.3707 (0.3772) loss_vfl_dn_2: 0.3525 (0.3611) loss_vfl_dn_3: 0.3423 (0.3542) loss_vfl_dn_4: 0.3412 (0.3517) loss_vfl_dn_5: 0.3389 (0.3509) time: 0.4939 data: 0.0179 max mem: 5654 Epoch: [66] [2300/7393] eta: 0:42:04 lr: 0.000010 loss: 15.1926 (15.1546) loss_bbox: 0.1430 (0.1461) loss_bbox_aux_0: 0.1526 (0.1586) loss_bbox_aux_1: 0.1451 (0.1511) loss_bbox_aux_2: 0.1514 (0.1487) loss_bbox_aux_3: 0.1376 (0.1468) loss_bbox_aux_4: 0.1515 (0.1461) loss_bbox_aux_5: 0.1899 (0.1929) loss_bbox_dn_0: 0.2467 (0.2508) loss_bbox_dn_1: 0.1859 (0.1821) loss_bbox_dn_2: 0.1521 (0.1623) loss_bbox_dn_3: 0.1466 (0.1565) loss_bbox_dn_4: 0.1447 (0.1551) loss_bbox_dn_5: 0.1447 (0.1551) loss_giou: 0.4516 (0.4563) loss_giou_aux_0: 0.4601 (0.4792) loss_giou_aux_1: 0.4538 (0.4659) loss_giou_aux_2: 0.4506 (0.4614) loss_giou_aux_3: 0.4521 (0.4579) loss_giou_aux_4: 0.4514 (0.4564) loss_giou_aux_5: 0.5247 (0.5400) loss_giou_dn_0: 0.5585 (0.5554) loss_giou_dn_1: 0.4482 (0.4468) loss_giou_dn_2: 0.4162 (0.4155) loss_giou_dn_3: 0.4093 (0.4071) loss_giou_dn_4: 0.4089 (0.4050) loss_giou_dn_5: 0.4089 (0.4052) loss_vfl: 0.6498 (0.6490) loss_vfl_aux_0: 0.7367 (0.7426) loss_vfl_aux_1: 0.7205 (0.6993) loss_vfl_aux_2: 0.6747 (0.6728) loss_vfl_aux_3: 0.6657 (0.6604) loss_vfl_aux_4: 0.6609 (0.6533) loss_vfl_aux_5: 0.7375 (0.7339) loss_vfl_dn_0: 0.4414 (0.4432) loss_vfl_dn_1: 0.3793 (0.3773) loss_vfl_dn_2: 0.3596 (0.3613) loss_vfl_dn_3: 0.3531 (0.3543) loss_vfl_dn_4: 0.3528 (0.3518) loss_vfl_dn_5: 0.3527 (0.3510) time: 0.4851 data: 0.0177 max mem: 5654 Epoch: [66] [2400/7393] eta: 0:41:14 lr: 0.000010 loss: 15.2413 (15.1540) loss_bbox: 0.1486 (0.1461) loss_bbox_aux_0: 0.1498 (0.1586) loss_bbox_aux_1: 0.1421 (0.1511) loss_bbox_aux_2: 0.1476 (0.1488) loss_bbox_aux_3: 0.1468 (0.1468) loss_bbox_aux_4: 0.1461 (0.1462) loss_bbox_aux_5: 0.1760 (0.1930) loss_bbox_dn_0: 0.2581 (0.2510) loss_bbox_dn_1: 0.1911 (0.1822) loss_bbox_dn_2: 0.1797 (0.1624) loss_bbox_dn_3: 0.1725 (0.1566) loss_bbox_dn_4: 0.1726 (0.1552) loss_bbox_dn_5: 0.1727 (0.1552) loss_giou: 0.4487 (0.4561) loss_giou_aux_0: 0.4672 (0.4790) loss_giou_aux_1: 0.4542 (0.4658) loss_giou_aux_2: 0.4447 (0.4612) loss_giou_aux_3: 0.4513 (0.4577) loss_giou_aux_4: 0.4478 (0.4563) loss_giou_aux_5: 0.5109 (0.5397) loss_giou_dn_0: 0.5608 (0.5553) loss_giou_dn_1: 0.4485 (0.4467) loss_giou_dn_2: 0.4262 (0.4154) loss_giou_dn_3: 0.4170 (0.4071) loss_giou_dn_4: 0.4156 (0.4050) loss_giou_dn_5: 0.4155 (0.4052) loss_vfl: 0.6472 (0.6490) loss_vfl_aux_0: 0.7416 (0.7427) loss_vfl_aux_1: 0.6942 (0.6994) loss_vfl_aux_2: 0.6641 (0.6728) loss_vfl_aux_3: 0.6509 (0.6605) loss_vfl_aux_4: 0.6478 (0.6533) loss_vfl_aux_5: 0.7310 (0.7342) loss_vfl_dn_0: 0.4396 (0.4432) loss_vfl_dn_1: 0.3788 (0.3773) loss_vfl_dn_2: 0.3617 (0.3613) loss_vfl_dn_3: 0.3535 (0.3542) loss_vfl_dn_4: 0.3516 (0.3518) loss_vfl_dn_5: 0.3519 (0.3510) time: 0.4810 data: 0.0178 max mem: 5654 Epoch: [66] [2500/7393] eta: 0:40:20 lr: 0.000010 loss: 15.6325 (15.1546) loss_bbox: 0.1449 (0.1459) loss_bbox_aux_0: 0.1586 (0.1585) loss_bbox_aux_1: 0.1539 (0.1510) loss_bbox_aux_2: 0.1486 (0.1486) loss_bbox_aux_3: 0.1384 (0.1467) loss_bbox_aux_4: 0.1433 (0.1460) loss_bbox_aux_5: 0.1865 (0.1928) loss_bbox_dn_0: 0.2389 (0.2509) loss_bbox_dn_1: 0.1790 (0.1820) loss_bbox_dn_2: 0.1569 (0.1622) loss_bbox_dn_3: 0.1476 (0.1564) loss_bbox_dn_4: 0.1471 (0.1550) loss_bbox_dn_5: 0.1471 (0.1550) loss_giou: 0.4490 (0.4564) loss_giou_aux_0: 0.4701 (0.4792) loss_giou_aux_1: 0.4690 (0.4661) loss_giou_aux_2: 0.4615 (0.4615) loss_giou_aux_3: 0.4465 (0.4580) loss_giou_aux_4: 0.4481 (0.4565) loss_giou_aux_5: 0.5320 (0.5399) loss_giou_dn_0: 0.5711 (0.5555) loss_giou_dn_1: 0.4591 (0.4469) loss_giou_dn_2: 0.4193 (0.4156) loss_giou_dn_3: 0.4116 (0.4073) loss_giou_dn_4: 0.4107 (0.4051) loss_giou_dn_5: 0.4107 (0.4053) loss_vfl: 0.6682 (0.6491) loss_vfl_aux_0: 0.7594 (0.7425) loss_vfl_aux_1: 0.7190 (0.6993) loss_vfl_aux_2: 0.6896 (0.6728) loss_vfl_aux_3: 0.6713 (0.6605) loss_vfl_aux_4: 0.6737 (0.6533) loss_vfl_aux_5: 0.7258 (0.7341) loss_vfl_dn_0: 0.4439 (0.4432) loss_vfl_dn_1: 0.3785 (0.3772) loss_vfl_dn_2: 0.3625 (0.3612) loss_vfl_dn_3: 0.3527 (0.3542) loss_vfl_dn_4: 0.3517 (0.3517) loss_vfl_dn_5: 0.3505 (0.3510) time: 0.4841 data: 0.0178 max mem: 5654 Epoch: [66] [2600/7393] eta: 0:39:27 lr: 0.000010 loss: 15.2078 (15.1539) loss_bbox: 0.1323 (0.1456) loss_bbox_aux_0: 0.1403 (0.1581) loss_bbox_aux_1: 0.1482 (0.1506) loss_bbox_aux_2: 0.1395 (0.1483) loss_bbox_aux_3: 0.1370 (0.1464) loss_bbox_aux_4: 0.1314 (0.1457) loss_bbox_aux_5: 0.1692 (0.1923) loss_bbox_dn_0: 0.2243 (0.2505) loss_bbox_dn_1: 0.1676 (0.1818) loss_bbox_dn_2: 0.1439 (0.1620) loss_bbox_dn_3: 0.1318 (0.1562) loss_bbox_dn_4: 0.1286 (0.1547) loss_bbox_dn_5: 0.1286 (0.1547) loss_giou: 0.4421 (0.4562) loss_giou_aux_0: 0.4743 (0.4792) loss_giou_aux_1: 0.4674 (0.4660) loss_giou_aux_2: 0.4581 (0.4614) loss_giou_aux_3: 0.4473 (0.4579) loss_giou_aux_4: 0.4431 (0.4564) loss_giou_aux_5: 0.5383 (0.5398) loss_giou_dn_0: 0.5577 (0.5557) loss_giou_dn_1: 0.4466 (0.4470) loss_giou_dn_2: 0.4182 (0.4157) loss_giou_dn_3: 0.4125 (0.4073) loss_giou_dn_4: 0.4117 (0.4052) loss_giou_dn_5: 0.4117 (0.4054) loss_vfl: 0.6602 (0.6497) loss_vfl_aux_0: 0.7428 (0.7430) loss_vfl_aux_1: 0.6980 (0.6995) loss_vfl_aux_2: 0.6874 (0.6734) loss_vfl_aux_3: 0.6792 (0.6610) loss_vfl_aux_4: 0.6663 (0.6538) loss_vfl_aux_5: 0.7325 (0.7346) loss_vfl_dn_0: 0.4440 (0.4432) loss_vfl_dn_1: 0.3839 (0.3773) loss_vfl_dn_2: 0.3653 (0.3613) loss_vfl_dn_3: 0.3594 (0.3542) loss_vfl_dn_4: 0.3569 (0.3518) loss_vfl_dn_5: 0.3567 (0.3510) time: 0.4720 data: 0.0177 max mem: 5654 Epoch: [66] [2700/7393] eta: 0:38:35 lr: 0.000010 loss: 15.1717 (15.1553) loss_bbox: 0.1405 (0.1455) loss_bbox_aux_0: 0.1471 (0.1580) loss_bbox_aux_1: 0.1434 (0.1506) loss_bbox_aux_2: 0.1417 (0.1483) loss_bbox_aux_3: 0.1413 (0.1463) loss_bbox_aux_4: 0.1408 (0.1456) loss_bbox_aux_5: 0.1766 (0.1921) loss_bbox_dn_0: 0.2213 (0.2502) loss_bbox_dn_1: 0.1572 (0.1816) loss_bbox_dn_2: 0.1445 (0.1619) loss_bbox_dn_3: 0.1436 (0.1561) loss_bbox_dn_4: 0.1438 (0.1547) loss_bbox_dn_5: 0.1438 (0.1547) loss_giou: 0.4573 (0.4564) loss_giou_aux_0: 0.4885 (0.4793) loss_giou_aux_1: 0.4733 (0.4662) loss_giou_aux_2: 0.4623 (0.4616) loss_giou_aux_3: 0.4572 (0.4581) loss_giou_aux_4: 0.4579 (0.4566) loss_giou_aux_5: 0.5472 (0.5400) loss_giou_dn_0: 0.5547 (0.5558) loss_giou_dn_1: 0.4538 (0.4472) loss_giou_dn_2: 0.4239 (0.4159) loss_giou_dn_3: 0.4149 (0.4075) loss_giou_dn_4: 0.4128 (0.4054) loss_giou_dn_5: 0.4128 (0.4056) loss_vfl: 0.6221 (0.6497) loss_vfl_aux_0: 0.7202 (0.7428) loss_vfl_aux_1: 0.6863 (0.6994) loss_vfl_aux_2: 0.6550 (0.6736) loss_vfl_aux_3: 0.6431 (0.6611) loss_vfl_aux_4: 0.6254 (0.6538) loss_vfl_aux_5: 0.7039 (0.7345) loss_vfl_dn_0: 0.4388 (0.4432) loss_vfl_dn_1: 0.3831 (0.3774) loss_vfl_dn_2: 0.3683 (0.3614) loss_vfl_dn_3: 0.3619 (0.3543) loss_vfl_dn_4: 0.3602 (0.3518) loss_vfl_dn_5: 0.3588 (0.3511) time: 0.4923 data: 0.0177 max mem: 5654 Epoch: [66] [2800/7393] eta: 0:37:45 lr: 0.000010 loss: 15.2292 (15.1607) loss_bbox: 0.1546 (0.1456) loss_bbox_aux_0: 0.1651 (0.1580) loss_bbox_aux_1: 0.1630 (0.1507) loss_bbox_aux_2: 0.1600 (0.1483) loss_bbox_aux_3: 0.1578 (0.1464) loss_bbox_aux_4: 0.1520 (0.1457) loss_bbox_aux_5: 0.1988 (0.1920) loss_bbox_dn_0: 0.2597 (0.2501) loss_bbox_dn_1: 0.1682 (0.1815) loss_bbox_dn_2: 0.1475 (0.1618) loss_bbox_dn_3: 0.1461 (0.1560) loss_bbox_dn_4: 0.1449 (0.1546) loss_bbox_dn_5: 0.1449 (0.1546) loss_giou: 0.4753 (0.4571) loss_giou_aux_0: 0.5113 (0.4799) loss_giou_aux_1: 0.4938 (0.4669) loss_giou_aux_2: 0.4879 (0.4622) loss_giou_aux_3: 0.4789 (0.4588) loss_giou_aux_4: 0.4753 (0.4573) loss_giou_aux_5: 0.5657 (0.5405) loss_giou_dn_0: 0.5738 (0.5562) loss_giou_dn_1: 0.4556 (0.4476) loss_giou_dn_2: 0.4348 (0.4163) loss_giou_dn_3: 0.4307 (0.4080) loss_giou_dn_4: 0.4275 (0.4058) loss_giou_dn_5: 0.4279 (0.4060) loss_vfl: 0.6563 (0.6494) loss_vfl_aux_0: 0.7418 (0.7427) loss_vfl_aux_1: 0.6949 (0.6990) loss_vfl_aux_2: 0.6764 (0.6732) loss_vfl_aux_3: 0.6661 (0.6607) loss_vfl_aux_4: 0.6521 (0.6534) loss_vfl_aux_5: 0.7296 (0.7344) loss_vfl_dn_0: 0.4472 (0.4433) loss_vfl_dn_1: 0.3811 (0.3775) loss_vfl_dn_2: 0.3707 (0.3615) loss_vfl_dn_3: 0.3633 (0.3544) loss_vfl_dn_4: 0.3618 (0.3520) loss_vfl_dn_5: 0.3609 (0.3512) time: 0.4832 data: 0.0181 max mem: 5654 Epoch: [66] [2900/7393] eta: 0:36:54 lr: 0.000010 loss: 14.9144 (15.1608) loss_bbox: 0.1324 (0.1456) loss_bbox_aux_0: 0.1428 (0.1581) loss_bbox_aux_1: 0.1366 (0.1507) loss_bbox_aux_2: 0.1351 (0.1484) loss_bbox_aux_3: 0.1345 (0.1465) loss_bbox_aux_4: 0.1324 (0.1458) loss_bbox_aux_5: 0.1794 (0.1921) loss_bbox_dn_0: 0.2016 (0.2501) loss_bbox_dn_1: 0.1465 (0.1815) loss_bbox_dn_2: 0.1373 (0.1618) loss_bbox_dn_3: 0.1349 (0.1560) loss_bbox_dn_4: 0.1337 (0.1546) loss_bbox_dn_5: 0.1337 (0.1546) loss_giou: 0.4488 (0.4570) loss_giou_aux_0: 0.4862 (0.4799) loss_giou_aux_1: 0.4633 (0.4668) loss_giou_aux_2: 0.4597 (0.4622) loss_giou_aux_3: 0.4622 (0.4587) loss_giou_aux_4: 0.4519 (0.4572) loss_giou_aux_5: 0.5419 (0.5404) loss_giou_dn_0: 0.5454 (0.5561) loss_giou_dn_1: 0.4481 (0.4475) loss_giou_dn_2: 0.4210 (0.4161) loss_giou_dn_3: 0.4153 (0.4078) loss_giou_dn_4: 0.4150 (0.4057) loss_giou_dn_5: 0.4154 (0.4059) loss_vfl: 0.6254 (0.6495) loss_vfl_aux_0: 0.7250 (0.7428) loss_vfl_aux_1: 0.7052 (0.6992) loss_vfl_aux_2: 0.6637 (0.6734) loss_vfl_aux_3: 0.6450 (0.6607) loss_vfl_aux_4: 0.6277 (0.6535) loss_vfl_aux_5: 0.6737 (0.7346) loss_vfl_dn_0: 0.4364 (0.4433) loss_vfl_dn_1: 0.3753 (0.3775) loss_vfl_dn_2: 0.3588 (0.3615) loss_vfl_dn_3: 0.3538 (0.3544) loss_vfl_dn_4: 0.3555 (0.3520) loss_vfl_dn_5: 0.3547 (0.3512) time: 0.4826 data: 0.0177 max mem: 5654 Epoch: [66] [3000/7393] eta: 0:36:27 lr: 0.000010 loss: 14.9388 (15.1631) loss_bbox: 0.1475 (0.1456) loss_bbox_aux_0: 0.1672 (0.1580) loss_bbox_aux_1: 0.1470 (0.1507) loss_bbox_aux_2: 0.1508 (0.1483) loss_bbox_aux_3: 0.1502 (0.1465) loss_bbox_aux_4: 0.1475 (0.1457) loss_bbox_aux_5: 0.1910 (0.1920) loss_bbox_dn_0: 0.2570 (0.2500) loss_bbox_dn_1: 0.1789 (0.1815) loss_bbox_dn_2: 0.1605 (0.1617) loss_bbox_dn_3: 0.1627 (0.1560) loss_bbox_dn_4: 0.1616 (0.1546) loss_bbox_dn_5: 0.1615 (0.1546) loss_giou: 0.4108 (0.4573) loss_giou_aux_0: 0.4457 (0.4801) loss_giou_aux_1: 0.4230 (0.4671) loss_giou_aux_2: 0.4249 (0.4624) loss_giou_aux_3: 0.4234 (0.4590) loss_giou_aux_4: 0.4175 (0.4574) loss_giou_aux_5: 0.4934 (0.5406) loss_giou_dn_0: 0.5467 (0.5563) loss_giou_dn_1: 0.4309 (0.4478) loss_giou_dn_2: 0.4069 (0.4164) loss_giou_dn_3: 0.3922 (0.4081) loss_giou_dn_4: 0.3884 (0.4060) loss_giou_dn_5: 0.3885 (0.4062) loss_vfl: 0.6640 (0.6494) loss_vfl_aux_0: 0.7201 (0.7428) loss_vfl_aux_1: 0.7036 (0.6991) loss_vfl_aux_2: 0.6693 (0.6732) loss_vfl_aux_3: 0.6657 (0.6604) loss_vfl_aux_4: 0.6569 (0.6533) loss_vfl_aux_5: 0.7330 (0.7344) loss_vfl_dn_0: 0.4453 (0.4433) loss_vfl_dn_1: 0.3787 (0.3776) loss_vfl_dn_2: 0.3654 (0.3616) loss_vfl_dn_3: 0.3570 (0.3545) loss_vfl_dn_4: 0.3574 (0.3521) loss_vfl_dn_5: 0.3563 (0.3513) time: 0.4718 data: 0.0175 max mem: 5654 Epoch: [66] [3100/7393] eta: 0:35:43 lr: 0.000010 loss: 15.6924 (15.1665) loss_bbox: 0.1375 (0.1456) loss_bbox_aux_0: 0.1603 (0.1582) loss_bbox_aux_1: 0.1453 (0.1508) loss_bbox_aux_2: 0.1469 (0.1484) loss_bbox_aux_3: 0.1394 (0.1465) loss_bbox_aux_4: 0.1350 (0.1458) loss_bbox_aux_5: 0.1782 (0.1920) loss_bbox_dn_0: 0.2414 (0.2500) loss_bbox_dn_1: 0.1623 (0.1815) loss_bbox_dn_2: 0.1460 (0.1617) loss_bbox_dn_3: 0.1391 (0.1560) loss_bbox_dn_4: 0.1398 (0.1546) loss_bbox_dn_5: 0.1398 (0.1546) loss_giou: 0.4136 (0.4576) loss_giou_aux_0: 0.4368 (0.4804) loss_giou_aux_1: 0.4279 (0.4675) loss_giou_aux_2: 0.4265 (0.4628) loss_giou_aux_3: 0.4155 (0.4594) loss_giou_aux_4: 0.4126 (0.4578) loss_giou_aux_5: 0.5031 (0.5408) loss_giou_dn_0: 0.5536 (0.5565) loss_giou_dn_1: 0.4326 (0.4480) loss_giou_dn_2: 0.4060 (0.4167) loss_giou_dn_3: 0.3933 (0.4084) loss_giou_dn_4: 0.3913 (0.4062) loss_giou_dn_5: 0.3916 (0.4064) loss_vfl: 0.6604 (0.6493) loss_vfl_aux_0: 0.7728 (0.7427) loss_vfl_aux_1: 0.7415 (0.6989) loss_vfl_aux_2: 0.7040 (0.6730) loss_vfl_aux_3: 0.6677 (0.6603) loss_vfl_aux_4: 0.6601 (0.6531) loss_vfl_aux_5: 0.7314 (0.7343) loss_vfl_dn_0: 0.4474 (0.4433) loss_vfl_dn_1: 0.3737 (0.3776) loss_vfl_dn_2: 0.3569 (0.3616) loss_vfl_dn_3: 0.3502 (0.3546) loss_vfl_dn_4: 0.3472 (0.3521) loss_vfl_dn_5: 0.3454 (0.3514) time: 0.4921 data: 0.0176 max mem: 5654 Epoch: [66] [3200/7393] eta: 0:34:52 lr: 0.000010 loss: 15.2921 (15.1675) loss_bbox: 0.1317 (0.1457) loss_bbox_aux_0: 0.1520 (0.1582) loss_bbox_aux_1: 0.1494 (0.1509) loss_bbox_aux_2: 0.1346 (0.1484) loss_bbox_aux_3: 0.1313 (0.1465) loss_bbox_aux_4: 0.1334 (0.1458) loss_bbox_aux_5: 0.1979 (0.1920) loss_bbox_dn_0: 0.2235 (0.2499) loss_bbox_dn_1: 0.1546 (0.1814) loss_bbox_dn_2: 0.1315 (0.1617) loss_bbox_dn_3: 0.1267 (0.1559) loss_bbox_dn_4: 0.1248 (0.1545) loss_bbox_dn_5: 0.1249 (0.1545) loss_giou: 0.4360 (0.4577) loss_giou_aux_0: 0.4604 (0.4805) loss_giou_aux_1: 0.4449 (0.4676) loss_giou_aux_2: 0.4334 (0.4629) loss_giou_aux_3: 0.4294 (0.4594) loss_giou_aux_4: 0.4450 (0.4579) loss_giou_aux_5: 0.5219 (0.5410) loss_giou_dn_0: 0.5420 (0.5565) loss_giou_dn_1: 0.4328 (0.4479) loss_giou_dn_2: 0.4007 (0.4166) loss_giou_dn_3: 0.3932 (0.4083) loss_giou_dn_4: 0.3927 (0.4062) loss_giou_dn_5: 0.3927 (0.4064) loss_vfl: 0.6428 (0.6494) loss_vfl_aux_0: 0.7367 (0.7430) loss_vfl_aux_1: 0.6995 (0.6991) loss_vfl_aux_2: 0.6597 (0.6732) loss_vfl_aux_3: 0.6478 (0.6605) loss_vfl_aux_4: 0.6508 (0.6534) loss_vfl_aux_5: 0.7018 (0.7344) loss_vfl_dn_0: 0.4348 (0.4433) loss_vfl_dn_1: 0.3759 (0.3776) loss_vfl_dn_2: 0.3524 (0.3616) loss_vfl_dn_3: 0.3465 (0.3545) loss_vfl_dn_4: 0.3436 (0.3521) loss_vfl_dn_5: 0.3415 (0.3513) time: 0.5047 data: 0.0175 max mem: 5654 Epoch: [66] [3300/7393] eta: 0:34:00 lr: 0.000010 loss: 15.3638 (15.1774) loss_bbox: 0.1448 (0.1458) loss_bbox_aux_0: 0.1478 (0.1584) loss_bbox_aux_1: 0.1442 (0.1510) loss_bbox_aux_2: 0.1459 (0.1485) loss_bbox_aux_3: 0.1450 (0.1466) loss_bbox_aux_4: 0.1445 (0.1459) loss_bbox_aux_5: 0.1824 (0.1922) loss_bbox_dn_0: 0.2358 (0.2502) loss_bbox_dn_1: 0.1777 (0.1816) loss_bbox_dn_2: 0.1572 (0.1619) loss_bbox_dn_3: 0.1522 (0.1561) loss_bbox_dn_4: 0.1512 (0.1547) loss_bbox_dn_5: 0.1513 (0.1547) loss_giou: 0.4442 (0.4581) loss_giou_aux_0: 0.4766 (0.4810) loss_giou_aux_1: 0.4574 (0.4681) loss_giou_aux_2: 0.4545 (0.4633) loss_giou_aux_3: 0.4559 (0.4598) loss_giou_aux_4: 0.4530 (0.4583) loss_giou_aux_5: 0.5263 (0.5415) loss_giou_dn_0: 0.5569 (0.5569) loss_giou_dn_1: 0.4470 (0.4483) loss_giou_dn_2: 0.4171 (0.4170) loss_giou_dn_3: 0.4067 (0.4087) loss_giou_dn_4: 0.4022 (0.4065) loss_giou_dn_5: 0.4023 (0.4067) loss_vfl: 0.6445 (0.6497) loss_vfl_aux_0: 0.7484 (0.7432) loss_vfl_aux_1: 0.7023 (0.6993) loss_vfl_aux_2: 0.6992 (0.6737) loss_vfl_aux_3: 0.6633 (0.6609) loss_vfl_aux_4: 0.6600 (0.6537) loss_vfl_aux_5: 0.7286 (0.7345) loss_vfl_dn_0: 0.4423 (0.4433) loss_vfl_dn_1: 0.3783 (0.3777) loss_vfl_dn_2: 0.3637 (0.3617) loss_vfl_dn_3: 0.3582 (0.3546) loss_vfl_dn_4: 0.3564 (0.3521) loss_vfl_dn_5: 0.3554 (0.3514) time: 0.4829 data: 0.0176 max mem: 5654 Epoch: [66] [3400/7393] eta: 0:33:08 lr: 0.000010 loss: 15.2752 (15.1785) loss_bbox: 0.1375 (0.1458) loss_bbox_aux_0: 0.1407 (0.1584) loss_bbox_aux_1: 0.1413 (0.1511) loss_bbox_aux_2: 0.1368 (0.1485) loss_bbox_aux_3: 0.1425 (0.1466) loss_bbox_aux_4: 0.1400 (0.1459) loss_bbox_aux_5: 0.1705 (0.1922) loss_bbox_dn_0: 0.2321 (0.2500) loss_bbox_dn_1: 0.1710 (0.1815) loss_bbox_dn_2: 0.1484 (0.1617) loss_bbox_dn_3: 0.1414 (0.1560) loss_bbox_dn_4: 0.1397 (0.1546) loss_bbox_dn_5: 0.1397 (0.1546) loss_giou: 0.4920 (0.4586) loss_giou_aux_0: 0.5280 (0.4814) loss_giou_aux_1: 0.5041 (0.4685) loss_giou_aux_2: 0.5004 (0.4638) loss_giou_aux_3: 0.5084 (0.4603) loss_giou_aux_4: 0.4940 (0.4587) loss_giou_aux_5: 0.5727 (0.5419) loss_giou_dn_0: 0.5796 (0.5572) loss_giou_dn_1: 0.4656 (0.4486) loss_giou_dn_2: 0.4368 (0.4172) loss_giou_dn_3: 0.4317 (0.4089) loss_giou_dn_4: 0.4305 (0.4067) loss_giou_dn_5: 0.4308 (0.4069) loss_vfl: 0.6188 (0.6494) loss_vfl_aux_0: 0.6976 (0.7427) loss_vfl_aux_1: 0.6650 (0.6990) loss_vfl_aux_2: 0.6358 (0.6733) loss_vfl_aux_3: 0.6225 (0.6605) loss_vfl_aux_4: 0.6170 (0.6534) loss_vfl_aux_5: 0.6930 (0.7339) loss_vfl_dn_0: 0.4421 (0.4432) loss_vfl_dn_1: 0.3800 (0.3776) loss_vfl_dn_2: 0.3612 (0.3616) loss_vfl_dn_3: 0.3565 (0.3546) loss_vfl_dn_4: 0.3532 (0.3521) loss_vfl_dn_5: 0.3532 (0.3514) time: 0.4809 data: 0.0181 max mem: 5654 Epoch: [66] [3500/7393] eta: 0:32:17 lr: 0.000010 loss: 14.9832 (15.1797) loss_bbox: 0.1431 (0.1458) loss_bbox_aux_0: 0.1480 (0.1583) loss_bbox_aux_1: 0.1535 (0.1510) loss_bbox_aux_2: 0.1471 (0.1485) loss_bbox_aux_3: 0.1434 (0.1466) loss_bbox_aux_4: 0.1431 (0.1459) loss_bbox_aux_5: 0.1906 (0.1921) loss_bbox_dn_0: 0.2499 (0.2500) loss_bbox_dn_1: 0.1772 (0.1814) loss_bbox_dn_2: 0.1583 (0.1617) loss_bbox_dn_3: 0.1521 (0.1559) loss_bbox_dn_4: 0.1494 (0.1545) loss_bbox_dn_5: 0.1495 (0.1545) loss_giou: 0.4279 (0.4588) loss_giou_aux_0: 0.4400 (0.4817) loss_giou_aux_1: 0.4340 (0.4688) loss_giou_aux_2: 0.4330 (0.4641) loss_giou_aux_3: 0.4296 (0.4606) loss_giou_aux_4: 0.4284 (0.4590) loss_giou_aux_5: 0.4984 (0.5422) loss_giou_dn_0: 0.5507 (0.5573) loss_giou_dn_1: 0.4414 (0.4487) loss_giou_dn_2: 0.4157 (0.4174) loss_giou_dn_3: 0.4092 (0.4091) loss_giou_dn_4: 0.4055 (0.4069) loss_giou_dn_5: 0.4056 (0.4071) loss_vfl: 0.6260 (0.6493) loss_vfl_aux_0: 0.7144 (0.7424) loss_vfl_aux_1: 0.6858 (0.6988) loss_vfl_aux_2: 0.6475 (0.6730) loss_vfl_aux_3: 0.6387 (0.6603) loss_vfl_aux_4: 0.6327 (0.6533) loss_vfl_aux_5: 0.7211 (0.7338) loss_vfl_dn_0: 0.4383 (0.4433) loss_vfl_dn_1: 0.3767 (0.3777) loss_vfl_dn_2: 0.3638 (0.3617) loss_vfl_dn_3: 0.3582 (0.3546) loss_vfl_dn_4: 0.3552 (0.3521) loss_vfl_dn_5: 0.3549 (0.3514) time: 0.4868 data: 0.0177 max mem: 5654 Epoch: [66] [3600/7393] eta: 0:31:25 lr: 0.000010 loss: 15.8790 (15.1874) loss_bbox: 0.1338 (0.1459) loss_bbox_aux_0: 0.1403 (0.1584) loss_bbox_aux_1: 0.1307 (0.1511) loss_bbox_aux_2: 0.1300 (0.1486) loss_bbox_aux_3: 0.1318 (0.1467) loss_bbox_aux_4: 0.1328 (0.1460) loss_bbox_aux_5: 0.1736 (0.1922) loss_bbox_dn_0: 0.2138 (0.2500) loss_bbox_dn_1: 0.1588 (0.1815) loss_bbox_dn_2: 0.1425 (0.1617) loss_bbox_dn_3: 0.1346 (0.1560) loss_bbox_dn_4: 0.1311 (0.1546) loss_bbox_dn_5: 0.1311 (0.1546) loss_giou: 0.4904 (0.4592) loss_giou_aux_0: 0.4987 (0.4821) loss_giou_aux_1: 0.5096 (0.4692) loss_giou_aux_2: 0.5053 (0.4645) loss_giou_aux_3: 0.4979 (0.4610) loss_giou_aux_4: 0.4904 (0.4594) loss_giou_aux_5: 0.5354 (0.5426) loss_giou_dn_0: 0.5980 (0.5576) loss_giou_dn_1: 0.4680 (0.4490) loss_giou_dn_2: 0.4270 (0.4177) loss_giou_dn_3: 0.4193 (0.4093) loss_giou_dn_4: 0.4159 (0.4072) loss_giou_dn_5: 0.4159 (0.4074) loss_vfl: 0.6040 (0.6495) loss_vfl_aux_0: 0.7093 (0.7427) loss_vfl_aux_1: 0.6622 (0.6991) loss_vfl_aux_2: 0.6502 (0.6732) loss_vfl_aux_3: 0.6248 (0.6604) loss_vfl_aux_4: 0.6045 (0.6534) loss_vfl_aux_5: 0.7149 (0.7341) loss_vfl_dn_0: 0.4467 (0.4433) loss_vfl_dn_1: 0.3841 (0.3778) loss_vfl_dn_2: 0.3674 (0.3617) loss_vfl_dn_3: 0.3591 (0.3547) loss_vfl_dn_4: 0.3557 (0.3522) loss_vfl_dn_5: 0.3546 (0.3515) time: 0.4759 data: 0.0179 max mem: 5654 Epoch: [66] [3700/7393] eta: 0:30:34 lr: 0.000010 loss: 14.9146 (15.1865) loss_bbox: 0.1269 (0.1459) loss_bbox_aux_0: 0.1426 (0.1584) loss_bbox_aux_1: 0.1321 (0.1511) loss_bbox_aux_2: 0.1279 (0.1487) loss_bbox_aux_3: 0.1265 (0.1468) loss_bbox_aux_4: 0.1269 (0.1460) loss_bbox_aux_5: 0.1773 (0.1922) loss_bbox_dn_0: 0.2095 (0.2498) loss_bbox_dn_1: 0.1473 (0.1814) loss_bbox_dn_2: 0.1313 (0.1616) loss_bbox_dn_3: 0.1268 (0.1559) loss_bbox_dn_4: 0.1250 (0.1545) loss_bbox_dn_5: 0.1251 (0.1545) loss_giou: 0.4659 (0.4593) loss_giou_aux_0: 0.4671 (0.4821) loss_giou_aux_1: 0.4634 (0.4693) loss_giou_aux_2: 0.4734 (0.4646) loss_giou_aux_3: 0.4613 (0.4612) loss_giou_aux_4: 0.4673 (0.4595) loss_giou_aux_5: 0.5089 (0.5425) loss_giou_dn_0: 0.5376 (0.5575) loss_giou_dn_1: 0.4337 (0.4489) loss_giou_dn_2: 0.4077 (0.4176) loss_giou_dn_3: 0.3967 (0.4093) loss_giou_dn_4: 0.3913 (0.4072) loss_giou_dn_5: 0.3913 (0.4074) loss_vfl: 0.6247 (0.6494) loss_vfl_aux_0: 0.7129 (0.7426) loss_vfl_aux_1: 0.6535 (0.6990) loss_vfl_aux_2: 0.6438 (0.6731) loss_vfl_aux_3: 0.6306 (0.6603) loss_vfl_aux_4: 0.6310 (0.6534) loss_vfl_aux_5: 0.7095 (0.7342) loss_vfl_dn_0: 0.4399 (0.4433) loss_vfl_dn_1: 0.3765 (0.3777) loss_vfl_dn_2: 0.3614 (0.3617) loss_vfl_dn_3: 0.3538 (0.3547) loss_vfl_dn_4: 0.3512 (0.3522) loss_vfl_dn_5: 0.3505 (0.3515) time: 0.4818 data: 0.0178 max mem: 5654 Epoch: [66] [3800/7393] eta: 0:29:43 lr: 0.000010 loss: 15.1195 (15.1831) loss_bbox: 0.1490 (0.1460) loss_bbox_aux_0: 0.1754 (0.1586) loss_bbox_aux_1: 0.1482 (0.1512) loss_bbox_aux_2: 0.1463 (0.1488) loss_bbox_aux_3: 0.1456 (0.1469) loss_bbox_aux_4: 0.1456 (0.1461) loss_bbox_aux_5: 0.2050 (0.1923) loss_bbox_dn_0: 0.2462 (0.2500) loss_bbox_dn_1: 0.1894 (0.1814) loss_bbox_dn_2: 0.1648 (0.1617) loss_bbox_dn_3: 0.1619 (0.1560) loss_bbox_dn_4: 0.1573 (0.1545) loss_bbox_dn_5: 0.1573 (0.1546) loss_giou: 0.4203 (0.4592) loss_giou_aux_0: 0.4663 (0.4819) loss_giou_aux_1: 0.4356 (0.4691) loss_giou_aux_2: 0.4380 (0.4644) loss_giou_aux_3: 0.4274 (0.4610) loss_giou_aux_4: 0.4203 (0.4594) loss_giou_aux_5: 0.5306 (0.5424) loss_giou_dn_0: 0.5207 (0.5571) loss_giou_dn_1: 0.4251 (0.4486) loss_giou_dn_2: 0.3934 (0.4173) loss_giou_dn_3: 0.3832 (0.4090) loss_giou_dn_4: 0.3800 (0.4069) loss_giou_dn_5: 0.3800 (0.4071) loss_vfl: 0.6299 (0.6492) loss_vfl_aux_0: 0.7262 (0.7424) loss_vfl_aux_1: 0.6925 (0.6989) loss_vfl_aux_2: 0.6695 (0.6729) loss_vfl_aux_3: 0.6541 (0.6600) loss_vfl_aux_4: 0.6491 (0.6531) loss_vfl_aux_5: 0.7195 (0.7341) loss_vfl_dn_0: 0.4463 (0.4433) loss_vfl_dn_1: 0.3784 (0.3777) loss_vfl_dn_2: 0.3634 (0.3617) loss_vfl_dn_3: 0.3595 (0.3546) loss_vfl_dn_4: 0.3602 (0.3522) loss_vfl_dn_5: 0.3581 (0.3514) time: 0.4770 data: 0.0178 max mem: 5654 Epoch: [66] [3900/7393] eta: 0:28:53 lr: 0.000010 loss: 15.4559 (15.1869) loss_bbox: 0.1423 (0.1461) loss_bbox_aux_0: 0.1540 (0.1587) loss_bbox_aux_1: 0.1546 (0.1513) loss_bbox_aux_2: 0.1457 (0.1489) loss_bbox_aux_3: 0.1447 (0.1470) loss_bbox_aux_4: 0.1432 (0.1461) loss_bbox_aux_5: 0.1786 (0.1924) loss_bbox_dn_0: 0.2289 (0.2499) loss_bbox_dn_1: 0.1538 (0.1814) loss_bbox_dn_2: 0.1425 (0.1617) loss_bbox_dn_3: 0.1383 (0.1559) loss_bbox_dn_4: 0.1353 (0.1545) loss_bbox_dn_5: 0.1353 (0.1545) loss_giou: 0.4716 (0.4594) loss_giou_aux_0: 0.4825 (0.4821) loss_giou_aux_1: 0.4751 (0.4693) loss_giou_aux_2: 0.4785 (0.4646) loss_giou_aux_3: 0.4800 (0.4612) loss_giou_aux_4: 0.4733 (0.4596) loss_giou_aux_5: 0.5523 (0.5426) loss_giou_dn_0: 0.5825 (0.5572) loss_giou_dn_1: 0.4767 (0.4488) loss_giou_dn_2: 0.4424 (0.4175) loss_giou_dn_3: 0.4314 (0.4091) loss_giou_dn_4: 0.4291 (0.4070) loss_giou_dn_5: 0.4291 (0.4072) loss_vfl: 0.6304 (0.6493) loss_vfl_aux_0: 0.7699 (0.7426) loss_vfl_aux_1: 0.7060 (0.6991) loss_vfl_aux_2: 0.6625 (0.6732) loss_vfl_aux_3: 0.6549 (0.6602) loss_vfl_aux_4: 0.6497 (0.6532) loss_vfl_aux_5: 0.7339 (0.7342) loss_vfl_dn_0: 0.4465 (0.4434) loss_vfl_dn_1: 0.3881 (0.3778) loss_vfl_dn_2: 0.3708 (0.3618) loss_vfl_dn_3: 0.3570 (0.3547) loss_vfl_dn_4: 0.3554 (0.3523) loss_vfl_dn_5: 0.3517 (0.3515) time: 0.4883 data: 0.0175 max mem: 5654 Epoch: [66] [4000/7393] eta: 0:28:02 lr: 0.000010 loss: 14.8200 (15.1918) loss_bbox: 0.1236 (0.1461) loss_bbox_aux_0: 0.1367 (0.1587) loss_bbox_aux_1: 0.1357 (0.1513) loss_bbox_aux_2: 0.1334 (0.1489) loss_bbox_aux_3: 0.1270 (0.1469) loss_bbox_aux_4: 0.1273 (0.1461) loss_bbox_aux_5: 0.1677 (0.1924) loss_bbox_dn_0: 0.2079 (0.2498) loss_bbox_dn_1: 0.1681 (0.1814) loss_bbox_dn_2: 0.1478 (0.1616) loss_bbox_dn_3: 0.1373 (0.1559) loss_bbox_dn_4: 0.1346 (0.1545) loss_bbox_dn_5: 0.1346 (0.1545) loss_giou: 0.4860 (0.4600) loss_giou_aux_0: 0.4909 (0.4827) loss_giou_aux_1: 0.4908 (0.4699) loss_giou_aux_2: 0.4817 (0.4651) loss_giou_aux_3: 0.4836 (0.4618) loss_giou_aux_4: 0.4838 (0.4601) loss_giou_aux_5: 0.5652 (0.5433) loss_giou_dn_0: 0.5202 (0.5574) loss_giou_dn_1: 0.4399 (0.4491) loss_giou_dn_2: 0.4018 (0.4177) loss_giou_dn_3: 0.3990 (0.4094) loss_giou_dn_4: 0.3946 (0.4073) loss_giou_dn_5: 0.3948 (0.4075) loss_vfl: 0.6283 (0.6492) loss_vfl_aux_0: 0.7349 (0.7425) loss_vfl_aux_1: 0.6724 (0.6989) loss_vfl_aux_2: 0.6479 (0.6731) loss_vfl_aux_3: 0.6372 (0.6603) loss_vfl_aux_4: 0.6265 (0.6532) loss_vfl_aux_5: 0.7178 (0.7339) loss_vfl_dn_0: 0.4383 (0.4434) loss_vfl_dn_1: 0.3694 (0.3778) loss_vfl_dn_2: 0.3561 (0.3618) loss_vfl_dn_3: 0.3477 (0.3547) loss_vfl_dn_4: 0.3446 (0.3523) loss_vfl_dn_5: 0.3450 (0.3515) time: 0.4768 data: 0.0177 max mem: 5654 Epoch: [66] [4100/7393] eta: 0:27:17 lr: 0.000010 loss: 15.0830 (15.1890) loss_bbox: 0.1307 (0.1459) loss_bbox_aux_0: 0.1478 (0.1586) loss_bbox_aux_1: 0.1389 (0.1513) loss_bbox_aux_2: 0.1312 (0.1487) loss_bbox_aux_3: 0.1343 (0.1468) loss_bbox_aux_4: 0.1291 (0.1460) loss_bbox_aux_5: 0.1804 (0.1923) loss_bbox_dn_0: 0.2342 (0.2498) loss_bbox_dn_1: 0.1682 (0.1813) loss_bbox_dn_2: 0.1419 (0.1616) loss_bbox_dn_3: 0.1378 (0.1559) loss_bbox_dn_4: 0.1386 (0.1545) loss_bbox_dn_5: 0.1386 (0.1545) loss_giou: 0.4542 (0.4598) loss_giou_aux_0: 0.4849 (0.4826) loss_giou_aux_1: 0.4717 (0.4697) loss_giou_aux_2: 0.4505 (0.4649) loss_giou_aux_3: 0.4629 (0.4616) loss_giou_aux_4: 0.4539 (0.4599) loss_giou_aux_5: 0.5380 (0.5432) loss_giou_dn_0: 0.5590 (0.5573) loss_giou_dn_1: 0.4508 (0.4490) loss_giou_dn_2: 0.4229 (0.4176) loss_giou_dn_3: 0.4155 (0.4093) loss_giou_dn_4: 0.4138 (0.4072) loss_giou_dn_5: 0.4137 (0.4074) loss_vfl: 0.6273 (0.6492) loss_vfl_aux_0: 0.7084 (0.7424) loss_vfl_aux_1: 0.6773 (0.6988) loss_vfl_aux_2: 0.6591 (0.6731) loss_vfl_aux_3: 0.6447 (0.6603) loss_vfl_aux_4: 0.6370 (0.6532) loss_vfl_aux_5: 0.7109 (0.7339) loss_vfl_dn_0: 0.4436 (0.4435) loss_vfl_dn_1: 0.3761 (0.3778) loss_vfl_dn_2: 0.3550 (0.3618) loss_vfl_dn_3: 0.3458 (0.3547) loss_vfl_dn_4: 0.3423 (0.3523) loss_vfl_dn_5: 0.3420 (0.3515) time: 0.4848 data: 0.0174 max mem: 5654 Epoch: [66] [4200/7393] eta: 0:26:26 lr: 0.000010 loss: 15.3977 (15.1840) loss_bbox: 0.1369 (0.1461) loss_bbox_aux_0: 0.1442 (0.1587) loss_bbox_aux_1: 0.1437 (0.1514) loss_bbox_aux_2: 0.1497 (0.1489) loss_bbox_aux_3: 0.1358 (0.1469) loss_bbox_aux_4: 0.1368 (0.1461) loss_bbox_aux_5: 0.1960 (0.1926) loss_bbox_dn_0: 0.2340 (0.2501) loss_bbox_dn_1: 0.1609 (0.1815) loss_bbox_dn_2: 0.1426 (0.1617) loss_bbox_dn_3: 0.1395 (0.1560) loss_bbox_dn_4: 0.1389 (0.1546) loss_bbox_dn_5: 0.1389 (0.1546) loss_giou: 0.4582 (0.4594) loss_giou_aux_0: 0.4790 (0.4822) loss_giou_aux_1: 0.4675 (0.4694) loss_giou_aux_2: 0.4598 (0.4646) loss_giou_aux_3: 0.4605 (0.4612) loss_giou_aux_4: 0.4579 (0.4595) loss_giou_aux_5: 0.5425 (0.5428) loss_giou_dn_0: 0.5607 (0.5570) loss_giou_dn_1: 0.4493 (0.4486) loss_giou_dn_2: 0.4083 (0.4172) loss_giou_dn_3: 0.4015 (0.4089) loss_giou_dn_4: 0.3976 (0.4068) loss_giou_dn_5: 0.3977 (0.4070) loss_vfl: 0.6668 (0.6490) loss_vfl_aux_0: 0.7493 (0.7424) loss_vfl_aux_1: 0.7135 (0.6986) loss_vfl_aux_2: 0.6809 (0.6728) loss_vfl_aux_3: 0.6860 (0.6602) loss_vfl_aux_4: 0.6642 (0.6531) loss_vfl_aux_5: 0.7170 (0.7338) loss_vfl_dn_0: 0.4417 (0.4434) loss_vfl_dn_1: 0.3826 (0.3776) loss_vfl_dn_2: 0.3683 (0.3616) loss_vfl_dn_3: 0.3594 (0.3546) loss_vfl_dn_4: 0.3598 (0.3521) loss_vfl_dn_5: 0.3589 (0.3514) time: 0.4935 data: 0.0177 max mem: 5654 Epoch: [66] [4300/7393] eta: 0:25:35 lr: 0.000010 loss: 15.2716 (15.1831) loss_bbox: 0.1340 (0.1461) loss_bbox_aux_0: 0.1499 (0.1587) loss_bbox_aux_1: 0.1468 (0.1515) loss_bbox_aux_2: 0.1407 (0.1490) loss_bbox_aux_3: 0.1420 (0.1470) loss_bbox_aux_4: 0.1315 (0.1462) loss_bbox_aux_5: 0.1836 (0.1927) loss_bbox_dn_0: 0.2473 (0.2503) loss_bbox_dn_1: 0.1937 (0.1817) loss_bbox_dn_2: 0.1672 (0.1618) loss_bbox_dn_3: 0.1599 (0.1561) loss_bbox_dn_4: 0.1608 (0.1547) loss_bbox_dn_5: 0.1609 (0.1547) loss_giou: 0.4464 (0.4592) loss_giou_aux_0: 0.4744 (0.4818) loss_giou_aux_1: 0.4710 (0.4691) loss_giou_aux_2: 0.4517 (0.4644) loss_giou_aux_3: 0.4575 (0.4609) loss_giou_aux_4: 0.4554 (0.4593) loss_giou_aux_5: 0.5496 (0.5425) loss_giou_dn_0: 0.5641 (0.5568) loss_giou_dn_1: 0.4558 (0.4484) loss_giou_dn_2: 0.4262 (0.4171) loss_giou_dn_3: 0.4225 (0.4088) loss_giou_dn_4: 0.4193 (0.4066) loss_giou_dn_5: 0.4196 (0.4068) loss_vfl: 0.6423 (0.6491) loss_vfl_aux_0: 0.7382 (0.7425) loss_vfl_aux_1: 0.6648 (0.6985) loss_vfl_aux_2: 0.6555 (0.6729) loss_vfl_aux_3: 0.6505 (0.6603) loss_vfl_aux_4: 0.6461 (0.6532) loss_vfl_aux_5: 0.6966 (0.7339) loss_vfl_dn_0: 0.4418 (0.4434) loss_vfl_dn_1: 0.3809 (0.3776) loss_vfl_dn_2: 0.3688 (0.3616) loss_vfl_dn_3: 0.3577 (0.3545) loss_vfl_dn_4: 0.3533 (0.3521) loss_vfl_dn_5: 0.3542 (0.3513) time: 0.4724 data: 0.0177 max mem: 5654 Epoch: [66] [4400/7393] eta: 0:24:44 lr: 0.000010 loss: 15.1188 (15.1790) loss_bbox: 0.1438 (0.1460) loss_bbox_aux_0: 0.1609 (0.1586) loss_bbox_aux_1: 0.1504 (0.1514) loss_bbox_aux_2: 0.1466 (0.1488) loss_bbox_aux_3: 0.1483 (0.1468) loss_bbox_aux_4: 0.1444 (0.1460) loss_bbox_aux_5: 0.2058 (0.1925) loss_bbox_dn_0: 0.2688 (0.2502) loss_bbox_dn_1: 0.1713 (0.1815) loss_bbox_dn_2: 0.1618 (0.1617) loss_bbox_dn_3: 0.1541 (0.1559) loss_bbox_dn_4: 0.1516 (0.1545) loss_bbox_dn_5: 0.1519 (0.1545) loss_giou: 0.4272 (0.4590) loss_giou_aux_0: 0.4478 (0.4817) loss_giou_aux_1: 0.4334 (0.4690) loss_giou_aux_2: 0.4255 (0.4642) loss_giou_aux_3: 0.4273 (0.4608) loss_giou_aux_4: 0.4275 (0.4591) loss_giou_aux_5: 0.5019 (0.5423) loss_giou_dn_0: 0.5562 (0.5568) loss_giou_dn_1: 0.4443 (0.4484) loss_giou_dn_2: 0.4082 (0.4170) loss_giou_dn_3: 0.3968 (0.4087) loss_giou_dn_4: 0.3909 (0.4065) loss_giou_dn_5: 0.3910 (0.4067) loss_vfl: 0.6351 (0.6490) loss_vfl_aux_0: 0.7118 (0.7424) loss_vfl_aux_1: 0.6692 (0.6984) loss_vfl_aux_2: 0.6359 (0.6728) loss_vfl_aux_3: 0.6306 (0.6602) loss_vfl_aux_4: 0.6289 (0.6531) loss_vfl_aux_5: 0.7254 (0.7338) loss_vfl_dn_0: 0.4402 (0.4434) loss_vfl_dn_1: 0.3761 (0.3776) loss_vfl_dn_2: 0.3541 (0.3616) loss_vfl_dn_3: 0.3496 (0.3545) loss_vfl_dn_4: 0.3482 (0.3521) loss_vfl_dn_5: 0.3476 (0.3513) time: 0.4749 data: 0.0177 max mem: 5654 Epoch: [66] [4500/7393] eta: 0:23:54 lr: 0.000010 loss: 15.2119 (15.1792) loss_bbox: 0.1269 (0.1459) loss_bbox_aux_0: 0.1392 (0.1586) loss_bbox_aux_1: 0.1337 (0.1514) loss_bbox_aux_2: 0.1280 (0.1488) loss_bbox_aux_3: 0.1265 (0.1468) loss_bbox_aux_4: 0.1293 (0.1459) loss_bbox_aux_5: 0.1784 (0.1925) loss_bbox_dn_0: 0.2307 (0.2502) loss_bbox_dn_1: 0.1635 (0.1815) loss_bbox_dn_2: 0.1448 (0.1617) loss_bbox_dn_3: 0.1420 (0.1559) loss_bbox_dn_4: 0.1404 (0.1545) loss_bbox_dn_5: 0.1404 (0.1545) loss_giou: 0.4583 (0.4589) loss_giou_aux_0: 0.4899 (0.4816) loss_giou_aux_1: 0.4658 (0.4689) loss_giou_aux_2: 0.4517 (0.4641) loss_giou_aux_3: 0.4511 (0.4607) loss_giou_aux_4: 0.4523 (0.4590) loss_giou_aux_5: 0.5401 (0.5422) loss_giou_dn_0: 0.5627 (0.5568) loss_giou_dn_1: 0.4585 (0.4483) loss_giou_dn_2: 0.4224 (0.4169) loss_giou_dn_3: 0.4116 (0.4086) loss_giou_dn_4: 0.4100 (0.4064) loss_giou_dn_5: 0.4099 (0.4066) loss_vfl: 0.6511 (0.6492) loss_vfl_aux_0: 0.7367 (0.7428) loss_vfl_aux_1: 0.6983 (0.6987) loss_vfl_aux_2: 0.6703 (0.6730) loss_vfl_aux_3: 0.6588 (0.6604) loss_vfl_aux_4: 0.6497 (0.6533) loss_vfl_aux_5: 0.7221 (0.7341) loss_vfl_dn_0: 0.4463 (0.4434) loss_vfl_dn_1: 0.3847 (0.3776) loss_vfl_dn_2: 0.3698 (0.3616) loss_vfl_dn_3: 0.3632 (0.3545) loss_vfl_dn_4: 0.3605 (0.3521) loss_vfl_dn_5: 0.3610 (0.3513) time: 0.4764 data: 0.0176 max mem: 5654 Epoch: [66] [4600/7393] eta: 0:23:04 lr: 0.000010 loss: 15.0113 (15.1786) loss_bbox: 0.1406 (0.1459) loss_bbox_aux_0: 0.1532 (0.1586) loss_bbox_aux_1: 0.1466 (0.1514) loss_bbox_aux_2: 0.1412 (0.1488) loss_bbox_aux_3: 0.1456 (0.1468) loss_bbox_aux_4: 0.1405 (0.1460) loss_bbox_aux_5: 0.1911 (0.1925) loss_bbox_dn_0: 0.2500 (0.2504) loss_bbox_dn_1: 0.1691 (0.1816) loss_bbox_dn_2: 0.1553 (0.1618) loss_bbox_dn_3: 0.1498 (0.1560) loss_bbox_dn_4: 0.1476 (0.1546) loss_bbox_dn_5: 0.1476 (0.1546) loss_giou: 0.3745 (0.4587) loss_giou_aux_0: 0.4160 (0.4814) loss_giou_aux_1: 0.3941 (0.4687) loss_giou_aux_2: 0.3663 (0.4639) loss_giou_aux_3: 0.3774 (0.4604) loss_giou_aux_4: 0.3741 (0.4588) loss_giou_aux_5: 0.4782 (0.5420) loss_giou_dn_0: 0.5252 (0.5566) loss_giou_dn_1: 0.4124 (0.4481) loss_giou_dn_2: 0.3872 (0.4167) loss_giou_dn_3: 0.3813 (0.4084) loss_giou_dn_4: 0.3766 (0.4063) loss_giou_dn_5: 0.3763 (0.4065) loss_vfl: 0.6359 (0.6493) loss_vfl_aux_0: 0.7542 (0.7429) loss_vfl_aux_1: 0.6905 (0.6989) loss_vfl_aux_2: 0.6632 (0.6732) loss_vfl_aux_3: 0.6485 (0.6605) loss_vfl_aux_4: 0.6407 (0.6534) loss_vfl_aux_5: 0.7387 (0.7342) loss_vfl_dn_0: 0.4444 (0.4434) loss_vfl_dn_1: 0.3679 (0.3776) loss_vfl_dn_2: 0.3508 (0.3616) loss_vfl_dn_3: 0.3434 (0.3545) loss_vfl_dn_4: 0.3425 (0.3521) loss_vfl_dn_5: 0.3403 (0.3513) time: 0.4832 data: 0.0177 max mem: 5654 Epoch: [66] [4700/7393] eta: 0:22:14 lr: 0.000010 loss: 15.1779 (15.1812) loss_bbox: 0.1390 (0.1459) loss_bbox_aux_0: 0.1560 (0.1586) loss_bbox_aux_1: 0.1527 (0.1514) loss_bbox_aux_2: 0.1416 (0.1488) loss_bbox_aux_3: 0.1363 (0.1468) loss_bbox_aux_4: 0.1375 (0.1460) loss_bbox_aux_5: 0.1899 (0.1925) loss_bbox_dn_0: 0.2595 (0.2502) loss_bbox_dn_1: 0.1866 (0.1815) loss_bbox_dn_2: 0.1680 (0.1617) loss_bbox_dn_3: 0.1613 (0.1559) loss_bbox_dn_4: 0.1555 (0.1545) loss_bbox_dn_5: 0.1555 (0.1545) loss_giou: 0.4358 (0.4590) loss_giou_aux_0: 0.4601 (0.4817) loss_giou_aux_1: 0.4362 (0.4690) loss_giou_aux_2: 0.4357 (0.4642) loss_giou_aux_3: 0.4413 (0.4607) loss_giou_aux_4: 0.4396 (0.4591) loss_giou_aux_5: 0.5314 (0.5423) loss_giou_dn_0: 0.5635 (0.5567) loss_giou_dn_1: 0.4506 (0.4483) loss_giou_dn_2: 0.4218 (0.4169) loss_giou_dn_3: 0.4074 (0.4086) loss_giou_dn_4: 0.4046 (0.4065) loss_giou_dn_5: 0.4046 (0.4067) loss_vfl: 0.6377 (0.6494) loss_vfl_aux_0: 0.7504 (0.7427) loss_vfl_aux_1: 0.6904 (0.6988) loss_vfl_aux_2: 0.6602 (0.6732) loss_vfl_aux_3: 0.6441 (0.6605) loss_vfl_aux_4: 0.6540 (0.6534) loss_vfl_aux_5: 0.7272 (0.7341) loss_vfl_dn_0: 0.4431 (0.4434) loss_vfl_dn_1: 0.3808 (0.3776) loss_vfl_dn_2: 0.3681 (0.3616) loss_vfl_dn_3: 0.3593 (0.3545) loss_vfl_dn_4: 0.3546 (0.3521) loss_vfl_dn_5: 0.3532 (0.3513) time: 0.4912 data: 0.0180 max mem: 5654 Epoch: [66] [4800/7393] eta: 0:21:24 lr: 0.000010 loss: 15.0226 (15.1826) loss_bbox: 0.1402 (0.1459) loss_bbox_aux_0: 0.1542 (0.1587) loss_bbox_aux_1: 0.1449 (0.1515) loss_bbox_aux_2: 0.1457 (0.1488) loss_bbox_aux_3: 0.1447 (0.1468) loss_bbox_aux_4: 0.1376 (0.1460) loss_bbox_aux_5: 0.1903 (0.1926) loss_bbox_dn_0: 0.2313 (0.2501) loss_bbox_dn_1: 0.1776 (0.1815) loss_bbox_dn_2: 0.1550 (0.1617) loss_bbox_dn_3: 0.1435 (0.1559) loss_bbox_dn_4: 0.1394 (0.1545) loss_bbox_dn_5: 0.1395 (0.1545) loss_giou: 0.4415 (0.4593) loss_giou_aux_0: 0.5079 (0.4822) loss_giou_aux_1: 0.4532 (0.4695) loss_giou_aux_2: 0.4616 (0.4646) loss_giou_aux_3: 0.4507 (0.4611) loss_giou_aux_4: 0.4373 (0.4595) loss_giou_aux_5: 0.5347 (0.5427) loss_giou_dn_0: 0.5216 (0.5569) loss_giou_dn_1: 0.4373 (0.4484) loss_giou_dn_2: 0.4094 (0.4171) loss_giou_dn_3: 0.4005 (0.4087) loss_giou_dn_4: 0.4007 (0.4066) loss_giou_dn_5: 0.4004 (0.4068) loss_vfl: 0.6416 (0.6492) loss_vfl_aux_0: 0.7001 (0.7422) loss_vfl_aux_1: 0.6680 (0.6984) loss_vfl_aux_2: 0.6544 (0.6729) loss_vfl_aux_3: 0.6399 (0.6604) loss_vfl_aux_4: 0.6459 (0.6532) loss_vfl_aux_5: 0.7070 (0.7336) loss_vfl_dn_0: 0.4388 (0.4434) loss_vfl_dn_1: 0.3813 (0.3776) loss_vfl_dn_2: 0.3649 (0.3616) loss_vfl_dn_3: 0.3542 (0.3546) loss_vfl_dn_4: 0.3545 (0.3521) loss_vfl_dn_5: 0.3548 (0.3513) time: 0.4924 data: 0.0179 max mem: 5654 Epoch: [66] [4900/7393] eta: 0:20:34 lr: 0.000010 loss: 15.5046 (15.1820) loss_bbox: 0.1354 (0.1460) loss_bbox_aux_0: 0.1458 (0.1587) loss_bbox_aux_1: 0.1459 (0.1515) loss_bbox_aux_2: 0.1386 (0.1488) loss_bbox_aux_3: 0.1365 (0.1468) loss_bbox_aux_4: 0.1354 (0.1460) loss_bbox_aux_5: 0.1771 (0.1926) loss_bbox_dn_0: 0.2234 (0.2502) loss_bbox_dn_1: 0.1669 (0.1815) loss_bbox_dn_2: 0.1564 (0.1617) loss_bbox_dn_3: 0.1495 (0.1559) loss_bbox_dn_4: 0.1492 (0.1545) loss_bbox_dn_5: 0.1493 (0.1545) loss_giou: 0.4611 (0.4592) loss_giou_aux_0: 0.4900 (0.4821) loss_giou_aux_1: 0.4706 (0.4694) loss_giou_aux_2: 0.4649 (0.4644) loss_giou_aux_3: 0.4600 (0.4609) loss_giou_aux_4: 0.4604 (0.4593) loss_giou_aux_5: 0.5527 (0.5426) loss_giou_dn_0: 0.5719 (0.5568) loss_giou_dn_1: 0.4584 (0.4483) loss_giou_dn_2: 0.4267 (0.4169) loss_giou_dn_3: 0.4220 (0.4086) loss_giou_dn_4: 0.4206 (0.4065) loss_giou_dn_5: 0.4206 (0.4067) loss_vfl: 0.6186 (0.6493) loss_vfl_aux_0: 0.7078 (0.7423) loss_vfl_aux_1: 0.6616 (0.6984) loss_vfl_aux_2: 0.6458 (0.6731) loss_vfl_aux_3: 0.6407 (0.6606) loss_vfl_aux_4: 0.6436 (0.6533) loss_vfl_aux_5: 0.7376 (0.7338) loss_vfl_dn_0: 0.4387 (0.4434) loss_vfl_dn_1: 0.3799 (0.3776) loss_vfl_dn_2: 0.3675 (0.3616) loss_vfl_dn_3: 0.3603 (0.3546) loss_vfl_dn_4: 0.3563 (0.3521) loss_vfl_dn_5: 0.3569 (0.3513) time: 0.4762 data: 0.0176 max mem: 5654 Epoch: [66] [5000/7393] eta: 0:19:44 lr: 0.000010 loss: 15.3141 (15.1798) loss_bbox: 0.1503 (0.1459) loss_bbox_aux_0: 0.1583 (0.1588) loss_bbox_aux_1: 0.1498 (0.1515) loss_bbox_aux_2: 0.1540 (0.1488) loss_bbox_aux_3: 0.1472 (0.1468) loss_bbox_aux_4: 0.1505 (0.1460) loss_bbox_aux_5: 0.1913 (0.1926) loss_bbox_dn_0: 0.2435 (0.2502) loss_bbox_dn_1: 0.1748 (0.1815) loss_bbox_dn_2: 0.1594 (0.1617) loss_bbox_dn_3: 0.1580 (0.1560) loss_bbox_dn_4: 0.1561 (0.1545) loss_bbox_dn_5: 0.1561 (0.1545) loss_giou: 0.4679 (0.4589) loss_giou_aux_0: 0.4848 (0.4819) loss_giou_aux_1: 0.4715 (0.4692) loss_giou_aux_2: 0.4742 (0.4642) loss_giou_aux_3: 0.4683 (0.4607) loss_giou_aux_4: 0.4641 (0.4591) loss_giou_aux_5: 0.5488 (0.5424) loss_giou_dn_0: 0.5696 (0.5567) loss_giou_dn_1: 0.4616 (0.4482) loss_giou_dn_2: 0.4362 (0.4169) loss_giou_dn_3: 0.4261 (0.4086) loss_giou_dn_4: 0.4244 (0.4064) loss_giou_dn_5: 0.4249 (0.4066) loss_vfl: 0.6458 (0.6493) loss_vfl_aux_0: 0.7172 (0.7421) loss_vfl_aux_1: 0.6815 (0.6983) loss_vfl_aux_2: 0.6652 (0.6730) loss_vfl_aux_3: 0.6582 (0.6605) loss_vfl_aux_4: 0.6661 (0.6534) loss_vfl_aux_5: 0.7438 (0.7338) loss_vfl_dn_0: 0.4424 (0.4433) loss_vfl_dn_1: 0.3856 (0.3776) loss_vfl_dn_2: 0.3656 (0.3616) loss_vfl_dn_3: 0.3594 (0.3545) loss_vfl_dn_4: 0.3547 (0.3521) loss_vfl_dn_5: 0.3552 (0.3513) time: 0.4809 data: 0.0176 max mem: 5654 Epoch: [66] [5100/7393] eta: 0:18:53 lr: 0.000010 loss: 15.4036 (15.1794) loss_bbox: 0.1551 (0.1460) loss_bbox_aux_0: 0.1704 (0.1589) loss_bbox_aux_1: 0.1641 (0.1516) loss_bbox_aux_2: 0.1507 (0.1489) loss_bbox_aux_3: 0.1559 (0.1469) loss_bbox_aux_4: 0.1546 (0.1461) loss_bbox_aux_5: 0.2035 (0.1927) loss_bbox_dn_0: 0.2581 (0.2504) loss_bbox_dn_1: 0.1834 (0.1817) loss_bbox_dn_2: 0.1619 (0.1618) loss_bbox_dn_3: 0.1574 (0.1561) loss_bbox_dn_4: 0.1566 (0.1546) loss_bbox_dn_5: 0.1566 (0.1547) loss_giou: 0.4590 (0.4587) loss_giou_aux_0: 0.4622 (0.4817) loss_giou_aux_1: 0.4611 (0.4690) loss_giou_aux_2: 0.4654 (0.4640) loss_giou_aux_3: 0.4621 (0.4605) loss_giou_aux_4: 0.4589 (0.4589) loss_giou_aux_5: 0.5346 (0.5423) loss_giou_dn_0: 0.5631 (0.5566) loss_giou_dn_1: 0.4408 (0.4482) loss_giou_dn_2: 0.4050 (0.4168) loss_giou_dn_3: 0.3924 (0.4085) loss_giou_dn_4: 0.3907 (0.4063) loss_giou_dn_5: 0.3903 (0.4065) loss_vfl: 0.6441 (0.6494) loss_vfl_aux_0: 0.7369 (0.7422) loss_vfl_aux_1: 0.6981 (0.6984) loss_vfl_aux_2: 0.6636 (0.6730) loss_vfl_aux_3: 0.6403 (0.6605) loss_vfl_aux_4: 0.6248 (0.6534) loss_vfl_aux_5: 0.7271 (0.7339) loss_vfl_dn_0: 0.4444 (0.4433) loss_vfl_dn_1: 0.3828 (0.3776) loss_vfl_dn_2: 0.3644 (0.3616) loss_vfl_dn_3: 0.3576 (0.3545) loss_vfl_dn_4: 0.3543 (0.3521) loss_vfl_dn_5: 0.3540 (0.3513) time: 0.4735 data: 0.0179 max mem: 5654 Epoch: [66] [5200/7393] eta: 0:18:03 lr: 0.000010 loss: 15.3937 (15.1859) loss_bbox: 0.1397 (0.1460) loss_bbox_aux_0: 0.1573 (0.1589) loss_bbox_aux_1: 0.1446 (0.1516) loss_bbox_aux_2: 0.1398 (0.1489) loss_bbox_aux_3: 0.1391 (0.1469) loss_bbox_aux_4: 0.1397 (0.1461) loss_bbox_aux_5: 0.1817 (0.1927) loss_bbox_dn_0: 0.2468 (0.2504) loss_bbox_dn_1: 0.1688 (0.1817) loss_bbox_dn_2: 0.1516 (0.1619) loss_bbox_dn_3: 0.1504 (0.1561) loss_bbox_dn_4: 0.1484 (0.1547) loss_bbox_dn_5: 0.1484 (0.1547) loss_giou: 0.4563 (0.4590) loss_giou_aux_0: 0.4611 (0.4820) loss_giou_aux_1: 0.4658 (0.4692) loss_giou_aux_2: 0.4530 (0.4643) loss_giou_aux_3: 0.4610 (0.4608) loss_giou_aux_4: 0.4561 (0.4592) loss_giou_aux_5: 0.5280 (0.5425) loss_giou_dn_0: 0.5693 (0.5569) loss_giou_dn_1: 0.4577 (0.4484) loss_giou_dn_2: 0.4174 (0.4170) loss_giou_dn_3: 0.4092 (0.4087) loss_giou_dn_4: 0.4098 (0.4066) loss_giou_dn_5: 0.4110 (0.4068) loss_vfl: 0.6461 (0.6497) loss_vfl_aux_0: 0.7541 (0.7425) loss_vfl_aux_1: 0.7166 (0.6987) loss_vfl_aux_2: 0.6933 (0.6734) loss_vfl_aux_3: 0.6743 (0.6609) loss_vfl_aux_4: 0.6550 (0.6537) loss_vfl_aux_5: 0.7588 (0.7342) loss_vfl_dn_0: 0.4457 (0.4434) loss_vfl_dn_1: 0.3917 (0.3777) loss_vfl_dn_2: 0.3710 (0.3617) loss_vfl_dn_3: 0.3616 (0.3546) loss_vfl_dn_4: 0.3566 (0.3522) loss_vfl_dn_5: 0.3562 (0.3514) time: 0.4911 data: 0.0180 max mem: 5654 Epoch: [66] [5300/7393] eta: 0:17:13 lr: 0.000010 loss: 15.0952 (15.1836) loss_bbox: 0.1429 (0.1462) loss_bbox_aux_0: 0.1618 (0.1590) loss_bbox_aux_1: 0.1503 (0.1518) loss_bbox_aux_2: 0.1514 (0.1490) loss_bbox_aux_3: 0.1482 (0.1471) loss_bbox_aux_4: 0.1410 (0.1462) loss_bbox_aux_5: 0.1897 (0.1928) loss_bbox_dn_0: 0.2552 (0.2507) loss_bbox_dn_1: 0.1932 (0.1820) loss_bbox_dn_2: 0.1720 (0.1621) loss_bbox_dn_3: 0.1659 (0.1563) loss_bbox_dn_4: 0.1640 (0.1549) loss_bbox_dn_5: 0.1640 (0.1549) loss_giou: 0.4278 (0.4586) loss_giou_aux_0: 0.4470 (0.4816) loss_giou_aux_1: 0.4498 (0.4689) loss_giou_aux_2: 0.4316 (0.4639) loss_giou_aux_3: 0.4315 (0.4604) loss_giou_aux_4: 0.4276 (0.4588) loss_giou_aux_5: 0.5387 (0.5420) loss_giou_dn_0: 0.5426 (0.5565) loss_giou_dn_1: 0.4328 (0.4481) loss_giou_dn_2: 0.4066 (0.4167) loss_giou_dn_3: 0.4022 (0.4084) loss_giou_dn_4: 0.4012 (0.4062) loss_giou_dn_5: 0.4016 (0.4064) loss_vfl: 0.6722 (0.6497) loss_vfl_aux_0: 0.7607 (0.7426) loss_vfl_aux_1: 0.7048 (0.6986) loss_vfl_aux_2: 0.6898 (0.6735) loss_vfl_aux_3: 0.6799 (0.6608) loss_vfl_aux_4: 0.6584 (0.6536) loss_vfl_aux_5: 0.7160 (0.7344) loss_vfl_dn_0: 0.4433 (0.4434) loss_vfl_dn_1: 0.3780 (0.3777) loss_vfl_dn_2: 0.3641 (0.3617) loss_vfl_dn_3: 0.3530 (0.3546) loss_vfl_dn_4: 0.3500 (0.3521) loss_vfl_dn_5: 0.3493 (0.3514) time: 0.4621 data: 0.0176 max mem: 5654 Epoch: [66] [5400/7393] eta: 0:16:23 lr: 0.000010 loss: 14.7254 (15.1815) loss_bbox: 0.1598 (0.1462) loss_bbox_aux_0: 0.1714 (0.1590) loss_bbox_aux_1: 0.1612 (0.1518) loss_bbox_aux_2: 0.1630 (0.1490) loss_bbox_aux_3: 0.1600 (0.1471) loss_bbox_aux_4: 0.1602 (0.1462) loss_bbox_aux_5: 0.2014 (0.1928) loss_bbox_dn_0: 0.2880 (0.2507) loss_bbox_dn_1: 0.1993 (0.1820) loss_bbox_dn_2: 0.1716 (0.1621) loss_bbox_dn_3: 0.1676 (0.1563) loss_bbox_dn_4: 0.1658 (0.1549) loss_bbox_dn_5: 0.1659 (0.1549) loss_giou: 0.4359 (0.4586) loss_giou_aux_0: 0.4874 (0.4816) loss_giou_aux_1: 0.4674 (0.4689) loss_giou_aux_2: 0.4410 (0.4639) loss_giou_aux_3: 0.4575 (0.4604) loss_giou_aux_4: 0.4336 (0.4588) loss_giou_aux_5: 0.5220 (0.5420) loss_giou_dn_0: 0.5501 (0.5564) loss_giou_dn_1: 0.4407 (0.4480) loss_giou_dn_2: 0.4079 (0.4166) loss_giou_dn_3: 0.4005 (0.4083) loss_giou_dn_4: 0.3969 (0.4061) loss_giou_dn_5: 0.3975 (0.4063) loss_vfl: 0.6157 (0.6495) loss_vfl_aux_0: 0.7309 (0.7425) loss_vfl_aux_1: 0.6750 (0.6985) loss_vfl_aux_2: 0.6428 (0.6732) loss_vfl_aux_3: 0.6418 (0.6606) loss_vfl_aux_4: 0.6288 (0.6535) loss_vfl_aux_5: 0.7207 (0.7343) loss_vfl_dn_0: 0.4463 (0.4434) loss_vfl_dn_1: 0.3763 (0.3777) loss_vfl_dn_2: 0.3590 (0.3617) loss_vfl_dn_3: 0.3548 (0.3546) loss_vfl_dn_4: 0.3500 (0.3521) loss_vfl_dn_5: 0.3498 (0.3514) time: 0.4862 data: 0.0178 max mem: 5654 Epoch: [66] [5500/7393] eta: 0:15:34 lr: 0.000010 loss: 14.8844 (15.1799) loss_bbox: 0.1376 (0.1462) loss_bbox_aux_0: 0.1401 (0.1590) loss_bbox_aux_1: 0.1419 (0.1518) loss_bbox_aux_2: 0.1451 (0.1490) loss_bbox_aux_3: 0.1384 (0.1471) loss_bbox_aux_4: 0.1376 (0.1462) loss_bbox_aux_5: 0.1696 (0.1928) loss_bbox_dn_0: 0.2401 (0.2508) loss_bbox_dn_1: 0.1678 (0.1820) loss_bbox_dn_2: 0.1483 (0.1621) loss_bbox_dn_3: 0.1437 (0.1563) loss_bbox_dn_4: 0.1449 (0.1549) loss_bbox_dn_5: 0.1449 (0.1549) loss_giou: 0.4296 (0.4584) loss_giou_aux_0: 0.4480 (0.4814) loss_giou_aux_1: 0.4424 (0.4687) loss_giou_aux_2: 0.4377 (0.4636) loss_giou_aux_3: 0.4295 (0.4602) loss_giou_aux_4: 0.4282 (0.4585) loss_giou_aux_5: 0.5035 (0.5418) loss_giou_dn_0: 0.5417 (0.5563) loss_giou_dn_1: 0.4197 (0.4479) loss_giou_dn_2: 0.3932 (0.4165) loss_giou_dn_3: 0.3810 (0.4082) loss_giou_dn_4: 0.3806 (0.4060) loss_giou_dn_5: 0.3811 (0.4062) loss_vfl: 0.6394 (0.6494) loss_vfl_aux_0: 0.7201 (0.7424) loss_vfl_aux_1: 0.6980 (0.6986) loss_vfl_aux_2: 0.6752 (0.6732) loss_vfl_aux_3: 0.6536 (0.6606) loss_vfl_aux_4: 0.6468 (0.6535) loss_vfl_aux_5: 0.7538 (0.7344) loss_vfl_dn_0: 0.4468 (0.4435) loss_vfl_dn_1: 0.3796 (0.3777) loss_vfl_dn_2: 0.3586 (0.3617) loss_vfl_dn_3: 0.3503 (0.3546) loss_vfl_dn_4: 0.3486 (0.3521) loss_vfl_dn_5: 0.3477 (0.3514) time: 0.4884 data: 0.0178 max mem: 5654 Epoch: [66] [5600/7393] eta: 0:14:44 lr: 0.000010 loss: 14.9895 (15.1789) loss_bbox: 0.1406 (0.1462) loss_bbox_aux_0: 0.1485 (0.1590) loss_bbox_aux_1: 0.1394 (0.1517) loss_bbox_aux_2: 0.1408 (0.1490) loss_bbox_aux_3: 0.1402 (0.1470) loss_bbox_aux_4: 0.1406 (0.1462) loss_bbox_aux_5: 0.1853 (0.1928) loss_bbox_dn_0: 0.2269 (0.2506) loss_bbox_dn_1: 0.1627 (0.1819) loss_bbox_dn_2: 0.1515 (0.1620) loss_bbox_dn_3: 0.1441 (0.1562) loss_bbox_dn_4: 0.1400 (0.1548) loss_bbox_dn_5: 0.1400 (0.1548) loss_giou: 0.4428 (0.4585) loss_giou_aux_0: 0.4694 (0.4815) loss_giou_aux_1: 0.4476 (0.4688) loss_giou_aux_2: 0.4468 (0.4637) loss_giou_aux_3: 0.4465 (0.4603) loss_giou_aux_4: 0.4460 (0.4586) loss_giou_aux_5: 0.5322 (0.5418) loss_giou_dn_0: 0.5333 (0.5564) loss_giou_dn_1: 0.4287 (0.4479) loss_giou_dn_2: 0.3972 (0.4165) loss_giou_dn_3: 0.3878 (0.4082) loss_giou_dn_4: 0.3855 (0.4060) loss_giou_dn_5: 0.3855 (0.4062) loss_vfl: 0.6233 (0.6493) loss_vfl_aux_0: 0.7284 (0.7424) loss_vfl_aux_1: 0.6951 (0.6984) loss_vfl_aux_2: 0.6500 (0.6731) loss_vfl_aux_3: 0.6386 (0.6605) loss_vfl_aux_4: 0.6354 (0.6533) loss_vfl_aux_5: 0.7529 (0.7344) loss_vfl_dn_0: 0.4476 (0.4435) loss_vfl_dn_1: 0.3811 (0.3777) loss_vfl_dn_2: 0.3669 (0.3617) loss_vfl_dn_3: 0.3589 (0.3546) loss_vfl_dn_4: 0.3567 (0.3521) loss_vfl_dn_5: 0.3562 (0.3514) time: 0.4754 data: 0.0177 max mem: 5654 Epoch: [66] [5700/7393] eta: 0:13:54 lr: 0.000010 loss: 15.3782 (15.1812) loss_bbox: 0.1353 (0.1462) loss_bbox_aux_0: 0.1516 (0.1590) loss_bbox_aux_1: 0.1464 (0.1517) loss_bbox_aux_2: 0.1472 (0.1490) loss_bbox_aux_3: 0.1427 (0.1470) loss_bbox_aux_4: 0.1417 (0.1462) loss_bbox_aux_5: 0.1851 (0.1927) loss_bbox_dn_0: 0.2591 (0.2507) loss_bbox_dn_1: 0.1925 (0.1820) loss_bbox_dn_2: 0.1614 (0.1621) loss_bbox_dn_3: 0.1556 (0.1563) loss_bbox_dn_4: 0.1546 (0.1548) loss_bbox_dn_5: 0.1546 (0.1548) loss_giou: 0.4321 (0.4586) loss_giou_aux_0: 0.4460 (0.4816) loss_giou_aux_1: 0.4389 (0.4689) loss_giou_aux_2: 0.4395 (0.4638) loss_giou_aux_3: 0.4373 (0.4603) loss_giou_aux_4: 0.4333 (0.4588) loss_giou_aux_5: 0.5198 (0.5420) loss_giou_dn_0: 0.5614 (0.5565) loss_giou_dn_1: 0.4504 (0.4480) loss_giou_dn_2: 0.4061 (0.4166) loss_giou_dn_3: 0.4027 (0.4083) loss_giou_dn_4: 0.4017 (0.4061) loss_giou_dn_5: 0.4020 (0.4063) loss_vfl: 0.6390 (0.6494) loss_vfl_aux_0: 0.7238 (0.7423) loss_vfl_aux_1: 0.6787 (0.6985) loss_vfl_aux_2: 0.6582 (0.6732) loss_vfl_aux_3: 0.6522 (0.6606) loss_vfl_aux_4: 0.6328 (0.6534) loss_vfl_aux_5: 0.7190 (0.7344) loss_vfl_dn_0: 0.4325 (0.4435) loss_vfl_dn_1: 0.3805 (0.3777) loss_vfl_dn_2: 0.3634 (0.3617) loss_vfl_dn_3: 0.3569 (0.3546) loss_vfl_dn_4: 0.3537 (0.3521) loss_vfl_dn_5: 0.3530 (0.3514) time: 0.4710 data: 0.0177 max mem: 5654 Epoch: [66] [5800/7393] eta: 0:13:05 lr: 0.000010 loss: 15.2735 (15.1839) loss_bbox: 0.1526 (0.1463) loss_bbox_aux_0: 0.1553 (0.1591) loss_bbox_aux_1: 0.1473 (0.1518) loss_bbox_aux_2: 0.1555 (0.1490) loss_bbox_aux_3: 0.1551 (0.1471) loss_bbox_aux_4: 0.1526 (0.1463) loss_bbox_aux_5: 0.1909 (0.1928) loss_bbox_dn_0: 0.2569 (0.2507) loss_bbox_dn_1: 0.1848 (0.1820) loss_bbox_dn_2: 0.1716 (0.1621) loss_bbox_dn_3: 0.1644 (0.1563) loss_bbox_dn_4: 0.1624 (0.1549) loss_bbox_dn_5: 0.1624 (0.1549) loss_giou: 0.4495 (0.4589) loss_giou_aux_0: 0.4812 (0.4819) loss_giou_aux_1: 0.4694 (0.4692) loss_giou_aux_2: 0.4672 (0.4641) loss_giou_aux_3: 0.4571 (0.4606) loss_giou_aux_4: 0.4496 (0.4591) loss_giou_aux_5: 0.5271 (0.5422) loss_giou_dn_0: 0.5303 (0.5567) loss_giou_dn_1: 0.4310 (0.4482) loss_giou_dn_2: 0.4097 (0.4168) loss_giou_dn_3: 0.4032 (0.4085) loss_giou_dn_4: 0.4023 (0.4063) loss_giou_dn_5: 0.4023 (0.4065) loss_vfl: 0.6385 (0.6493) loss_vfl_aux_0: 0.7250 (0.7421) loss_vfl_aux_1: 0.6922 (0.6983) loss_vfl_aux_2: 0.6582 (0.6731) loss_vfl_aux_3: 0.6522 (0.6605) loss_vfl_aux_4: 0.6479 (0.6532) loss_vfl_aux_5: 0.7192 (0.7342) loss_vfl_dn_0: 0.4314 (0.4434) loss_vfl_dn_1: 0.3700 (0.3777) loss_vfl_dn_2: 0.3540 (0.3617) loss_vfl_dn_3: 0.3458 (0.3546) loss_vfl_dn_4: 0.3447 (0.3521) loss_vfl_dn_5: 0.3445 (0.3514) time: 0.4877 data: 0.0178 max mem: 5654 Epoch: [66] [5900/7393] eta: 0:12:19 lr: 0.000010 loss: 14.3824 (15.1831) loss_bbox: 0.1349 (0.1462) loss_bbox_aux_0: 0.1467 (0.1591) loss_bbox_aux_1: 0.1462 (0.1517) loss_bbox_aux_2: 0.1426 (0.1490) loss_bbox_aux_3: 0.1367 (0.1470) loss_bbox_aux_4: 0.1343 (0.1462) loss_bbox_aux_5: 0.1864 (0.1928) loss_bbox_dn_0: 0.2309 (0.2507) loss_bbox_dn_1: 0.1637 (0.1820) loss_bbox_dn_2: 0.1512 (0.1621) loss_bbox_dn_3: 0.1382 (0.1563) loss_bbox_dn_4: 0.1373 (0.1549) loss_bbox_dn_5: 0.1373 (0.1549) loss_giou: 0.4119 (0.4587) loss_giou_aux_0: 0.4228 (0.4817) loss_giou_aux_1: 0.4256 (0.4690) loss_giou_aux_2: 0.4207 (0.4639) loss_giou_aux_3: 0.4163 (0.4605) loss_giou_aux_4: 0.4121 (0.4589) loss_giou_aux_5: 0.4882 (0.5421) loss_giou_dn_0: 0.5103 (0.5567) loss_giou_dn_1: 0.4151 (0.4482) loss_giou_dn_2: 0.3950 (0.4168) loss_giou_dn_3: 0.3886 (0.4084) loss_giou_dn_4: 0.3888 (0.4063) loss_giou_dn_5: 0.3889 (0.4064) loss_vfl: 0.6223 (0.6495) loss_vfl_aux_0: 0.7355 (0.7422) loss_vfl_aux_1: 0.6765 (0.6985) loss_vfl_aux_2: 0.6434 (0.6732) loss_vfl_aux_3: 0.6378 (0.6607) loss_vfl_aux_4: 0.6322 (0.6535) loss_vfl_aux_5: 0.7222 (0.7344) loss_vfl_dn_0: 0.4398 (0.4434) loss_vfl_dn_1: 0.3775 (0.3777) loss_vfl_dn_2: 0.3622 (0.3617) loss_vfl_dn_3: 0.3551 (0.3546) loss_vfl_dn_4: 0.3532 (0.3522) loss_vfl_dn_5: 0.3533 (0.3514) time: 0.4807 data: 0.0177 max mem: 5654 Epoch: [66] [6000/7393] eta: 0:11:30 lr: 0.000010 loss: 14.8547 (15.1826) loss_bbox: 0.1533 (0.1462) loss_bbox_aux_0: 0.1696 (0.1591) loss_bbox_aux_1: 0.1680 (0.1518) loss_bbox_aux_2: 0.1650 (0.1490) loss_bbox_aux_3: 0.1598 (0.1470) loss_bbox_aux_4: 0.1547 (0.1463) loss_bbox_aux_5: 0.2273 (0.1928) loss_bbox_dn_0: 0.2844 (0.2509) loss_bbox_dn_1: 0.1960 (0.1821) loss_bbox_dn_2: 0.1816 (0.1622) loss_bbox_dn_3: 0.1780 (0.1564) loss_bbox_dn_4: 0.1767 (0.1550) loss_bbox_dn_5: 0.1767 (0.1550) loss_giou: 0.3990 (0.4585) loss_giou_aux_0: 0.4502 (0.4815) loss_giou_aux_1: 0.4269 (0.4688) loss_giou_aux_2: 0.4152 (0.4637) loss_giou_aux_3: 0.4166 (0.4602) loss_giou_aux_4: 0.3984 (0.4586) loss_giou_aux_5: 0.5068 (0.5419) loss_giou_dn_0: 0.5431 (0.5565) loss_giou_dn_1: 0.4381 (0.4480) loss_giou_dn_2: 0.4088 (0.4166) loss_giou_dn_3: 0.3990 (0.4083) loss_giou_dn_4: 0.3967 (0.4061) loss_giou_dn_5: 0.3969 (0.4063) loss_vfl: 0.6409 (0.6496) loss_vfl_aux_0: 0.7230 (0.7423) loss_vfl_aux_1: 0.6798 (0.6985) loss_vfl_aux_2: 0.6781 (0.6733) loss_vfl_aux_3: 0.6586 (0.6608) loss_vfl_aux_4: 0.6426 (0.6536) loss_vfl_aux_5: 0.7157 (0.7344) loss_vfl_dn_0: 0.4417 (0.4435) loss_vfl_dn_1: 0.3746 (0.3778) loss_vfl_dn_2: 0.3575 (0.3617) loss_vfl_dn_3: 0.3450 (0.3546) loss_vfl_dn_4: 0.3418 (0.3521) loss_vfl_dn_5: 0.3418 (0.3514) time: 0.4715 data: 0.0180 max mem: 5654 Epoch: [66] [6100/7393] eta: 0:10:40 lr: 0.000010 loss: 14.8961 (15.1833) loss_bbox: 0.1347 (0.1462) loss_bbox_aux_0: 0.1474 (0.1591) loss_bbox_aux_1: 0.1447 (0.1518) loss_bbox_aux_2: 0.1433 (0.1491) loss_bbox_aux_3: 0.1408 (0.1470) loss_bbox_aux_4: 0.1403 (0.1463) loss_bbox_aux_5: 0.1796 (0.1929) loss_bbox_dn_0: 0.2409 (0.2510) loss_bbox_dn_1: 0.1720 (0.1821) loss_bbox_dn_2: 0.1588 (0.1622) loss_bbox_dn_3: 0.1516 (0.1564) loss_bbox_dn_4: 0.1512 (0.1550) loss_bbox_dn_5: 0.1512 (0.1550) loss_giou: 0.4420 (0.4584) loss_giou_aux_0: 0.4651 (0.4815) loss_giou_aux_1: 0.4449 (0.4688) loss_giou_aux_2: 0.4512 (0.4636) loss_giou_aux_3: 0.4427 (0.4602) loss_giou_aux_4: 0.4330 (0.4585) loss_giou_aux_5: 0.5222 (0.5418) loss_giou_dn_0: 0.5551 (0.5565) loss_giou_dn_1: 0.4276 (0.4480) loss_giou_dn_2: 0.3933 (0.4165) loss_giou_dn_3: 0.3845 (0.4082) loss_giou_dn_4: 0.3814 (0.4061) loss_giou_dn_5: 0.3813 (0.4063) loss_vfl: 0.6678 (0.6499) loss_vfl_aux_0: 0.7594 (0.7424) loss_vfl_aux_1: 0.6903 (0.6986) loss_vfl_aux_2: 0.6956 (0.6734) loss_vfl_aux_3: 0.6813 (0.6611) loss_vfl_aux_4: 0.6740 (0.6538) loss_vfl_aux_5: 0.7437 (0.7345) loss_vfl_dn_0: 0.4423 (0.4435) loss_vfl_dn_1: 0.3719 (0.3777) loss_vfl_dn_2: 0.3593 (0.3617) loss_vfl_dn_3: 0.3511 (0.3546) loss_vfl_dn_4: 0.3478 (0.3521) loss_vfl_dn_5: 0.3468 (0.3514) time: 0.4722 data: 0.0178 max mem: 5654 Epoch: [66] [6200/7393] eta: 0:09:50 lr: 0.000010 loss: 14.9342 (15.1808) loss_bbox: 0.1410 (0.1461) loss_bbox_aux_0: 0.1593 (0.1591) loss_bbox_aux_1: 0.1509 (0.1517) loss_bbox_aux_2: 0.1451 (0.1490) loss_bbox_aux_3: 0.1415 (0.1470) loss_bbox_aux_4: 0.1409 (0.1462) loss_bbox_aux_5: 0.2046 (0.1928) loss_bbox_dn_0: 0.2320 (0.2509) loss_bbox_dn_1: 0.1757 (0.1821) loss_bbox_dn_2: 0.1477 (0.1621) loss_bbox_dn_3: 0.1419 (0.1564) loss_bbox_dn_4: 0.1400 (0.1549) loss_bbox_dn_5: 0.1400 (0.1550) loss_giou: 0.4915 (0.4582) loss_giou_aux_0: 0.5136 (0.4814) loss_giou_aux_1: 0.5079 (0.4686) loss_giou_aux_2: 0.4916 (0.4635) loss_giou_aux_3: 0.4975 (0.4600) loss_giou_aux_4: 0.4913 (0.4584) loss_giou_aux_5: 0.5726 (0.5417) loss_giou_dn_0: 0.5741 (0.5565) loss_giou_dn_1: 0.4633 (0.4480) loss_giou_dn_2: 0.4273 (0.4165) loss_giou_dn_3: 0.4143 (0.4082) loss_giou_dn_4: 0.4100 (0.4060) loss_giou_dn_5: 0.4099 (0.4062) loss_vfl: 0.6421 (0.6498) loss_vfl_aux_0: 0.7466 (0.7421) loss_vfl_aux_1: 0.7068 (0.6986) loss_vfl_aux_2: 0.6827 (0.6734) loss_vfl_aux_3: 0.6525 (0.6610) loss_vfl_aux_4: 0.6657 (0.6538) loss_vfl_aux_5: 0.7232 (0.7343) loss_vfl_dn_0: 0.4442 (0.4435) loss_vfl_dn_1: 0.3761 (0.3777) loss_vfl_dn_2: 0.3638 (0.3617) loss_vfl_dn_3: 0.3570 (0.3546) loss_vfl_dn_4: 0.3525 (0.3521) loss_vfl_dn_5: 0.3524 (0.3514) time: 0.4880 data: 0.0178 max mem: 5654 Epoch: [66] [6300/7393] eta: 0:09:01 lr: 0.000010 loss: 15.0979 (15.1782) loss_bbox: 0.1469 (0.1462) loss_bbox_aux_0: 0.1612 (0.1591) loss_bbox_aux_1: 0.1485 (0.1517) loss_bbox_aux_2: 0.1447 (0.1490) loss_bbox_aux_3: 0.1436 (0.1470) loss_bbox_aux_4: 0.1418 (0.1462) loss_bbox_aux_5: 0.2138 (0.1929) loss_bbox_dn_0: 0.2630 (0.2510) loss_bbox_dn_1: 0.1931 (0.1821) loss_bbox_dn_2: 0.1704 (0.1622) loss_bbox_dn_3: 0.1610 (0.1564) loss_bbox_dn_4: 0.1591 (0.1550) loss_bbox_dn_5: 0.1591 (0.1550) loss_giou: 0.4234 (0.4580) loss_giou_aux_0: 0.4365 (0.4811) loss_giou_aux_1: 0.4234 (0.4683) loss_giou_aux_2: 0.4172 (0.4632) loss_giou_aux_3: 0.4206 (0.4597) loss_giou_aux_4: 0.4116 (0.4581) loss_giou_aux_5: 0.5043 (0.5415) loss_giou_dn_0: 0.5308 (0.5563) loss_giou_dn_1: 0.4187 (0.4478) loss_giou_dn_2: 0.3790 (0.4163) loss_giou_dn_3: 0.3710 (0.4080) loss_giou_dn_4: 0.3700 (0.4058) loss_giou_dn_5: 0.3700 (0.4060) loss_vfl: 0.6840 (0.6499) loss_vfl_aux_0: 0.7668 (0.7422) loss_vfl_aux_1: 0.7190 (0.6986) loss_vfl_aux_2: 0.6974 (0.6735) loss_vfl_aux_3: 0.6889 (0.6611) loss_vfl_aux_4: 0.6814 (0.6539) loss_vfl_aux_5: 0.7679 (0.7344) loss_vfl_dn_0: 0.4452 (0.4434) loss_vfl_dn_1: 0.3712 (0.3777) loss_vfl_dn_2: 0.3553 (0.3616) loss_vfl_dn_3: 0.3482 (0.3546) loss_vfl_dn_4: 0.3422 (0.3521) loss_vfl_dn_5: 0.3401 (0.3513) time: 0.4737 data: 0.0181 max mem: 5654 Epoch: [66] [6400/7393] eta: 0:08:11 lr: 0.000010 loss: 14.7118 (15.1767) loss_bbox: 0.1278 (0.1461) loss_bbox_aux_0: 0.1429 (0.1591) loss_bbox_aux_1: 0.1383 (0.1517) loss_bbox_aux_2: 0.1326 (0.1490) loss_bbox_aux_3: 0.1319 (0.1469) loss_bbox_aux_4: 0.1276 (0.1462) loss_bbox_aux_5: 0.1734 (0.1928) loss_bbox_dn_0: 0.2158 (0.2509) loss_bbox_dn_1: 0.1561 (0.1821) loss_bbox_dn_2: 0.1336 (0.1621) loss_bbox_dn_3: 0.1296 (0.1564) loss_bbox_dn_4: 0.1268 (0.1549) loss_bbox_dn_5: 0.1268 (0.1550) loss_giou: 0.4665 (0.4578) loss_giou_aux_0: 0.4853 (0.4810) loss_giou_aux_1: 0.4667 (0.4682) loss_giou_aux_2: 0.4717 (0.4631) loss_giou_aux_3: 0.4713 (0.4596) loss_giou_aux_4: 0.4675 (0.4580) loss_giou_aux_5: 0.5347 (0.5413) loss_giou_dn_0: 0.5571 (0.5562) loss_giou_dn_1: 0.4400 (0.4476) loss_giou_dn_2: 0.4109 (0.4162) loss_giou_dn_3: 0.3985 (0.4079) loss_giou_dn_4: 0.3954 (0.4057) loss_giou_dn_5: 0.3956 (0.4059) loss_vfl: 0.6340 (0.6500) loss_vfl_aux_0: 0.7191 (0.7423) loss_vfl_aux_1: 0.6794 (0.6988) loss_vfl_aux_2: 0.6680 (0.6736) loss_vfl_aux_3: 0.6399 (0.6612) loss_vfl_aux_4: 0.6363 (0.6540) loss_vfl_aux_5: 0.7150 (0.7345) loss_vfl_dn_0: 0.4437 (0.4434) loss_vfl_dn_1: 0.3767 (0.3777) loss_vfl_dn_2: 0.3559 (0.3617) loss_vfl_dn_3: 0.3502 (0.3546) loss_vfl_dn_4: 0.3508 (0.3521) loss_vfl_dn_5: 0.3492 (0.3513) time: 0.4730 data: 0.0178 max mem: 5654 Epoch: [66] [6500/7393] eta: 0:07:21 lr: 0.000010 loss: 15.9947 (15.1771) loss_bbox: 0.1343 (0.1461) loss_bbox_aux_0: 0.1516 (0.1591) loss_bbox_aux_1: 0.1410 (0.1517) loss_bbox_aux_2: 0.1378 (0.1490) loss_bbox_aux_3: 0.1362 (0.1470) loss_bbox_aux_4: 0.1343 (0.1462) loss_bbox_aux_5: 0.1816 (0.1928) loss_bbox_dn_0: 0.2275 (0.2509) loss_bbox_dn_1: 0.1632 (0.1821) loss_bbox_dn_2: 0.1456 (0.1621) loss_bbox_dn_3: 0.1431 (0.1564) loss_bbox_dn_4: 0.1413 (0.1550) loss_bbox_dn_5: 0.1414 (0.1550) loss_giou: 0.4716 (0.4578) loss_giou_aux_0: 0.4943 (0.4810) loss_giou_aux_1: 0.4795 (0.4682) loss_giou_aux_2: 0.4768 (0.4631) loss_giou_aux_3: 0.4749 (0.4596) loss_giou_aux_4: 0.4771 (0.4580) loss_giou_aux_5: 0.5606 (0.5413) loss_giou_dn_0: 0.5714 (0.5562) loss_giou_dn_1: 0.4651 (0.4476) loss_giou_dn_2: 0.4360 (0.4162) loss_giou_dn_3: 0.4311 (0.4078) loss_giou_dn_4: 0.4310 (0.4057) loss_giou_dn_5: 0.4311 (0.4059) loss_vfl: 0.6604 (0.6500) loss_vfl_aux_0: 0.7413 (0.7423) loss_vfl_aux_1: 0.7069 (0.6988) loss_vfl_aux_2: 0.6865 (0.6737) loss_vfl_aux_3: 0.6711 (0.6612) loss_vfl_aux_4: 0.6673 (0.6540) loss_vfl_aux_5: 0.7074 (0.7344) loss_vfl_dn_0: 0.4451 (0.4434) loss_vfl_dn_1: 0.3899 (0.3777) loss_vfl_dn_2: 0.3777 (0.3617) loss_vfl_dn_3: 0.3696 (0.3546) loss_vfl_dn_4: 0.3666 (0.3521) loss_vfl_dn_5: 0.3663 (0.3514) time: 0.4756 data: 0.0174 max mem: 5654 Epoch: [66] [6600/7393] eta: 0:06:32 lr: 0.000010 loss: 14.9180 (15.1751) loss_bbox: 0.1294 (0.1461) loss_bbox_aux_0: 0.1439 (0.1591) loss_bbox_aux_1: 0.1355 (0.1517) loss_bbox_aux_2: 0.1374 (0.1490) loss_bbox_aux_3: 0.1316 (0.1469) loss_bbox_aux_4: 0.1315 (0.1461) loss_bbox_aux_5: 0.1711 (0.1929) loss_bbox_dn_0: 0.2145 (0.2509) loss_bbox_dn_1: 0.1632 (0.1821) loss_bbox_dn_2: 0.1436 (0.1621) loss_bbox_dn_3: 0.1441 (0.1564) loss_bbox_dn_4: 0.1440 (0.1550) loss_bbox_dn_5: 0.1440 (0.1550) loss_giou: 0.4469 (0.4576) loss_giou_aux_0: 0.4649 (0.4808) loss_giou_aux_1: 0.4616 (0.4680) loss_giou_aux_2: 0.4500 (0.4629) loss_giou_aux_3: 0.4449 (0.4594) loss_giou_aux_4: 0.4464 (0.4578) loss_giou_aux_5: 0.5126 (0.5412) loss_giou_dn_0: 0.5401 (0.5560) loss_giou_dn_1: 0.4447 (0.4475) loss_giou_dn_2: 0.4134 (0.4160) loss_giou_dn_3: 0.4070 (0.4077) loss_giou_dn_4: 0.4036 (0.4056) loss_giou_dn_5: 0.4046 (0.4058) loss_vfl: 0.6378 (0.6500) loss_vfl_aux_0: 0.7182 (0.7424) loss_vfl_aux_1: 0.7040 (0.6989) loss_vfl_aux_2: 0.6686 (0.6737) loss_vfl_aux_3: 0.6491 (0.6612) loss_vfl_aux_4: 0.6399 (0.6540) loss_vfl_aux_5: 0.6867 (0.7342) loss_vfl_dn_0: 0.4385 (0.4434) loss_vfl_dn_1: 0.3752 (0.3777) loss_vfl_dn_2: 0.3588 (0.3617) loss_vfl_dn_3: 0.3543 (0.3546) loss_vfl_dn_4: 0.3527 (0.3521) loss_vfl_dn_5: 0.3516 (0.3514) time: 0.4802 data: 0.0179 max mem: 5654 Epoch: [66] [6700/7393] eta: 0:05:42 lr: 0.000010 loss: 14.7884 (15.1752) loss_bbox: 0.1386 (0.1461) loss_bbox_aux_0: 0.1494 (0.1591) loss_bbox_aux_1: 0.1482 (0.1517) loss_bbox_aux_2: 0.1457 (0.1490) loss_bbox_aux_3: 0.1432 (0.1469) loss_bbox_aux_4: 0.1404 (0.1462) loss_bbox_aux_5: 0.1884 (0.1929) loss_bbox_dn_0: 0.2552 (0.2510) loss_bbox_dn_1: 0.1776 (0.1821) loss_bbox_dn_2: 0.1532 (0.1622) loss_bbox_dn_3: 0.1427 (0.1564) loss_bbox_dn_4: 0.1409 (0.1550) loss_bbox_dn_5: 0.1409 (0.1550) loss_giou: 0.4564 (0.4576) loss_giou_aux_0: 0.4753 (0.4808) loss_giou_aux_1: 0.4751 (0.4679) loss_giou_aux_2: 0.4632 (0.4628) loss_giou_aux_3: 0.4598 (0.4594) loss_giou_aux_4: 0.4501 (0.4578) loss_giou_aux_5: 0.5375 (0.5412) loss_giou_dn_0: 0.5429 (0.5560) loss_giou_dn_1: 0.4477 (0.4474) loss_giou_dn_2: 0.4135 (0.4160) loss_giou_dn_3: 0.4065 (0.4077) loss_giou_dn_4: 0.4047 (0.4055) loss_giou_dn_5: 0.4049 (0.4057) loss_vfl: 0.6351 (0.6500) loss_vfl_aux_0: 0.7356 (0.7424) loss_vfl_aux_1: 0.6747 (0.6991) loss_vfl_aux_2: 0.6729 (0.6739) loss_vfl_aux_3: 0.6595 (0.6613) loss_vfl_aux_4: 0.6389 (0.6540) loss_vfl_aux_5: 0.7136 (0.7341) loss_vfl_dn_0: 0.4414 (0.4435) loss_vfl_dn_1: 0.3795 (0.3777) loss_vfl_dn_2: 0.3584 (0.3617) loss_vfl_dn_3: 0.3486 (0.3546) loss_vfl_dn_4: 0.3445 (0.3521) loss_vfl_dn_5: 0.3446 (0.3514) time: 0.4787 data: 0.0176 max mem: 5654 Epoch: [66] [6800/7393] eta: 0:04:53 lr: 0.000010 loss: 15.2595 (15.1740) loss_bbox: 0.1466 (0.1461) loss_bbox_aux_0: 0.1578 (0.1591) loss_bbox_aux_1: 0.1506 (0.1517) loss_bbox_aux_2: 0.1511 (0.1489) loss_bbox_aux_3: 0.1485 (0.1469) loss_bbox_aux_4: 0.1487 (0.1461) loss_bbox_aux_5: 0.2008 (0.1930) loss_bbox_dn_0: 0.2376 (0.2510) loss_bbox_dn_1: 0.1626 (0.1821) loss_bbox_dn_2: 0.1507 (0.1622) loss_bbox_dn_3: 0.1404 (0.1564) loss_bbox_dn_4: 0.1395 (0.1550) loss_bbox_dn_5: 0.1395 (0.1550) loss_giou: 0.4444 (0.4575) loss_giou_aux_0: 0.4674 (0.4807) loss_giou_aux_1: 0.4474 (0.4678) loss_giou_aux_2: 0.4467 (0.4627) loss_giou_aux_3: 0.4455 (0.4592) loss_giou_aux_4: 0.4430 (0.4576) loss_giou_aux_5: 0.5217 (0.5411) loss_giou_dn_0: 0.5476 (0.5559) loss_giou_dn_1: 0.4334 (0.4473) loss_giou_dn_2: 0.4039 (0.4159) loss_giou_dn_3: 0.3946 (0.4076) loss_giou_dn_4: 0.3929 (0.4054) loss_giou_dn_5: 0.3930 (0.4056) loss_vfl: 0.6521 (0.6501) loss_vfl_aux_0: 0.7519 (0.7424) loss_vfl_aux_1: 0.7222 (0.6992) loss_vfl_aux_2: 0.6788 (0.6741) loss_vfl_aux_3: 0.6643 (0.6614) loss_vfl_aux_4: 0.6586 (0.6541) loss_vfl_aux_5: 0.7405 (0.7342) loss_vfl_dn_0: 0.4496 (0.4434) loss_vfl_dn_1: 0.3786 (0.3777) loss_vfl_dn_2: 0.3603 (0.3616) loss_vfl_dn_3: 0.3494 (0.3545) loss_vfl_dn_4: 0.3468 (0.3520) loss_vfl_dn_5: 0.3460 (0.3513) time: 0.4764 data: 0.0180 max mem: 5654 Epoch: [66] [6900/7393] eta: 0:04:03 lr: 0.000010 loss: 15.1719 (15.1754) loss_bbox: 0.1467 (0.1461) loss_bbox_aux_0: 0.1655 (0.1591) loss_bbox_aux_1: 0.1568 (0.1517) loss_bbox_aux_2: 0.1529 (0.1489) loss_bbox_aux_3: 0.1536 (0.1469) loss_bbox_aux_4: 0.1501 (0.1461) loss_bbox_aux_5: 0.1890 (0.1930) loss_bbox_dn_0: 0.2444 (0.2510) loss_bbox_dn_1: 0.1882 (0.1821) loss_bbox_dn_2: 0.1697 (0.1622) loss_bbox_dn_3: 0.1630 (0.1564) loss_bbox_dn_4: 0.1612 (0.1550) loss_bbox_dn_5: 0.1612 (0.1550) loss_giou: 0.4628 (0.4577) loss_giou_aux_0: 0.4947 (0.4809) loss_giou_aux_1: 0.4726 (0.4680) loss_giou_aux_2: 0.4678 (0.4629) loss_giou_aux_3: 0.4687 (0.4594) loss_giou_aux_4: 0.4672 (0.4578) loss_giou_aux_5: 0.5649 (0.5413) loss_giou_dn_0: 0.5276 (0.5560) loss_giou_dn_1: 0.4314 (0.4474) loss_giou_dn_2: 0.4038 (0.4160) loss_giou_dn_3: 0.4044 (0.4077) loss_giou_dn_4: 0.4066 (0.4055) loss_giou_dn_5: 0.4112 (0.4057) loss_vfl: 0.6347 (0.6501) loss_vfl_aux_0: 0.7508 (0.7424) loss_vfl_aux_1: 0.6861 (0.6991) loss_vfl_aux_2: 0.6518 (0.6739) loss_vfl_aux_3: 0.6538 (0.6613) loss_vfl_aux_4: 0.6425 (0.6541) loss_vfl_aux_5: 0.7146 (0.7340) loss_vfl_dn_0: 0.4355 (0.4434) loss_vfl_dn_1: 0.3733 (0.3777) loss_vfl_dn_2: 0.3594 (0.3616) loss_vfl_dn_3: 0.3528 (0.3545) loss_vfl_dn_4: 0.3512 (0.3521) loss_vfl_dn_5: 0.3496 (0.3513) time: 0.4876 data: 0.0172 max mem: 5654 Epoch: [66] [7000/7393] eta: 0:03:14 lr: 0.000010 loss: 14.7880 (15.1729) loss_bbox: 0.1423 (0.1461) loss_bbox_aux_0: 0.1559 (0.1591) loss_bbox_aux_1: 0.1581 (0.1517) loss_bbox_aux_2: 0.1459 (0.1489) loss_bbox_aux_3: 0.1459 (0.1469) loss_bbox_aux_4: 0.1425 (0.1461) loss_bbox_aux_5: 0.1948 (0.1929) loss_bbox_dn_0: 0.2278 (0.2509) loss_bbox_dn_1: 0.1604 (0.1821) loss_bbox_dn_2: 0.1474 (0.1621) loss_bbox_dn_3: 0.1402 (0.1563) loss_bbox_dn_4: 0.1380 (0.1549) loss_bbox_dn_5: 0.1381 (0.1549) loss_giou: 0.4162 (0.4576) loss_giou_aux_0: 0.4585 (0.4807) loss_giou_aux_1: 0.4489 (0.4679) loss_giou_aux_2: 0.4334 (0.4628) loss_giou_aux_3: 0.4280 (0.4593) loss_giou_aux_4: 0.4290 (0.4577) loss_giou_aux_5: 0.5073 (0.5411) loss_giou_dn_0: 0.5255 (0.5559) loss_giou_dn_1: 0.4355 (0.4474) loss_giou_dn_2: 0.4054 (0.4159) loss_giou_dn_3: 0.3978 (0.4076) loss_giou_dn_4: 0.3954 (0.4054) loss_giou_dn_5: 0.3955 (0.4056) loss_vfl: 0.6799 (0.6501) loss_vfl_aux_0: 0.7528 (0.7422) loss_vfl_aux_1: 0.7305 (0.6991) loss_vfl_aux_2: 0.6848 (0.6739) loss_vfl_aux_3: 0.6854 (0.6612) loss_vfl_aux_4: 0.6835 (0.6541) loss_vfl_aux_5: 0.7454 (0.7340) loss_vfl_dn_0: 0.4449 (0.4434) loss_vfl_dn_1: 0.3758 (0.3777) loss_vfl_dn_2: 0.3619 (0.3616) loss_vfl_dn_3: 0.3543 (0.3545) loss_vfl_dn_4: 0.3502 (0.3520) loss_vfl_dn_5: 0.3501 (0.3513) time: 0.4790 data: 0.0181 max mem: 5654 Epoch: [66] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.3923 (15.1734) loss_bbox: 0.1460 (0.1461) loss_bbox_aux_0: 0.1559 (0.1591) loss_bbox_aux_1: 0.1444 (0.1517) loss_bbox_aux_2: 0.1471 (0.1489) loss_bbox_aux_3: 0.1440 (0.1469) loss_bbox_aux_4: 0.1463 (0.1461) loss_bbox_aux_5: 0.1846 (0.1929) loss_bbox_dn_0: 0.2214 (0.2508) loss_bbox_dn_1: 0.1550 (0.1820) loss_bbox_dn_2: 0.1386 (0.1620) loss_bbox_dn_3: 0.1332 (0.1563) loss_bbox_dn_4: 0.1324 (0.1548) loss_bbox_dn_5: 0.1325 (0.1548) loss_giou: 0.5166 (0.4578) loss_giou_aux_0: 0.5359 (0.4809) loss_giou_aux_1: 0.5124 (0.4681) loss_giou_aux_2: 0.5144 (0.4630) loss_giou_aux_3: 0.5128 (0.4595) loss_giou_aux_4: 0.5129 (0.4579) loss_giou_aux_5: 0.5927 (0.5412) loss_giou_dn_0: 0.5922 (0.5559) loss_giou_dn_1: 0.4829 (0.4474) loss_giou_dn_2: 0.4481 (0.4160) loss_giou_dn_3: 0.4378 (0.4077) loss_giou_dn_4: 0.4346 (0.4055) loss_giou_dn_5: 0.4349 (0.4057) loss_vfl: 0.5923 (0.6500) loss_vfl_aux_0: 0.6939 (0.7421) loss_vfl_aux_1: 0.6402 (0.6989) loss_vfl_aux_2: 0.6354 (0.6737) loss_vfl_aux_3: 0.6111 (0.6611) loss_vfl_aux_4: 0.6076 (0.6540) loss_vfl_aux_5: 0.6955 (0.7339) loss_vfl_dn_0: 0.4378 (0.4434) loss_vfl_dn_1: 0.3843 (0.3777) loss_vfl_dn_2: 0.3706 (0.3616) loss_vfl_dn_3: 0.3614 (0.3545) loss_vfl_dn_4: 0.3583 (0.3520) loss_vfl_dn_5: 0.3579 (0.3513) time: 0.4811 data: 0.0178 max mem: 5654 Epoch: [66] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 15.4877 (15.1730) loss_bbox: 0.1314 (0.1461) loss_bbox_aux_0: 0.1425 (0.1591) loss_bbox_aux_1: 0.1388 (0.1517) loss_bbox_aux_2: 0.1383 (0.1489) loss_bbox_aux_3: 0.1364 (0.1469) loss_bbox_aux_4: 0.1322 (0.1461) loss_bbox_aux_5: 0.1656 (0.1929) loss_bbox_dn_0: 0.2032 (0.2508) loss_bbox_dn_1: 0.1446 (0.1820) loss_bbox_dn_2: 0.1410 (0.1621) loss_bbox_dn_3: 0.1399 (0.1563) loss_bbox_dn_4: 0.1387 (0.1548) loss_bbox_dn_5: 0.1387 (0.1549) loss_giou: 0.5029 (0.4577) loss_giou_aux_0: 0.4927 (0.4808) loss_giou_aux_1: 0.4854 (0.4680) loss_giou_aux_2: 0.4875 (0.4629) loss_giou_aux_3: 0.5051 (0.4594) loss_giou_aux_4: 0.4857 (0.4579) loss_giou_aux_5: 0.5912 (0.5412) loss_giou_dn_0: 0.5795 (0.5559) loss_giou_dn_1: 0.4661 (0.4474) loss_giou_dn_2: 0.4342 (0.4159) loss_giou_dn_3: 0.4312 (0.4076) loss_giou_dn_4: 0.4324 (0.4055) loss_giou_dn_5: 0.4336 (0.4057) loss_vfl: 0.6567 (0.6500) loss_vfl_aux_0: 0.6984 (0.7421) loss_vfl_aux_1: 0.6958 (0.6990) loss_vfl_aux_2: 0.6598 (0.6738) loss_vfl_aux_3: 0.6470 (0.6612) loss_vfl_aux_4: 0.6570 (0.6540) loss_vfl_aux_5: 0.6939 (0.7338) loss_vfl_dn_0: 0.4409 (0.4434) loss_vfl_dn_1: 0.3784 (0.3777) loss_vfl_dn_2: 0.3630 (0.3616) loss_vfl_dn_3: 0.3580 (0.3545) loss_vfl_dn_4: 0.3566 (0.3520) loss_vfl_dn_5: 0.3557 (0.3513) time: 0.4751 data: 0.0174 max mem: 5654 Epoch: [66] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.7276 (15.1737) loss_bbox: 0.1454 (0.1461) loss_bbox_aux_0: 0.1527 (0.1591) loss_bbox_aux_1: 0.1517 (0.1517) loss_bbox_aux_2: 0.1495 (0.1490) loss_bbox_aux_3: 0.1468 (0.1469) loss_bbox_aux_4: 0.1427 (0.1462) loss_bbox_aux_5: 0.1801 (0.1929) loss_bbox_dn_0: 0.2533 (0.2508) loss_bbox_dn_1: 0.1822 (0.1820) loss_bbox_dn_2: 0.1654 (0.1621) loss_bbox_dn_3: 0.1570 (0.1563) loss_bbox_dn_4: 0.1535 (0.1548) loss_bbox_dn_5: 0.1536 (0.1549) loss_giou: 0.4811 (0.4578) loss_giou_aux_0: 0.4835 (0.4809) loss_giou_aux_1: 0.4776 (0.4681) loss_giou_aux_2: 0.4745 (0.4630) loss_giou_aux_3: 0.4708 (0.4595) loss_giou_aux_4: 0.4750 (0.4580) loss_giou_aux_5: 0.5353 (0.5413) loss_giou_dn_0: 0.5553 (0.5559) loss_giou_dn_1: 0.4505 (0.4474) loss_giou_dn_2: 0.4227 (0.4160) loss_giou_dn_3: 0.4225 (0.4077) loss_giou_dn_4: 0.4177 (0.4055) loss_giou_dn_5: 0.4183 (0.4057) loss_vfl: 0.6494 (0.6500) loss_vfl_aux_0: 0.7276 (0.7420) loss_vfl_aux_1: 0.7117 (0.6989) loss_vfl_aux_2: 0.6753 (0.6737) loss_vfl_aux_3: 0.6658 (0.6611) loss_vfl_aux_4: 0.6494 (0.6540) loss_vfl_aux_5: 0.7068 (0.7338) loss_vfl_dn_0: 0.4410 (0.4434) loss_vfl_dn_1: 0.3804 (0.3777) loss_vfl_dn_2: 0.3653 (0.3616) loss_vfl_dn_3: 0.3594 (0.3545) loss_vfl_dn_4: 0.3569 (0.3520) loss_vfl_dn_5: 0.3560 (0.3513) time: 0.4649 data: 0.0133 max mem: 5654 Epoch: [66] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.0751 (15.1751) loss_bbox: 0.1478 (0.1461) loss_bbox_aux_0: 0.1571 (0.1590) loss_bbox_aux_1: 0.1559 (0.1517) loss_bbox_aux_2: 0.1400 (0.1489) loss_bbox_aux_3: 0.1509 (0.1469) loss_bbox_aux_4: 0.1466 (0.1461) loss_bbox_aux_5: 0.1891 (0.1929) loss_bbox_dn_0: 0.2409 (0.2507) loss_bbox_dn_1: 0.1757 (0.1819) loss_bbox_dn_2: 0.1595 (0.1620) loss_bbox_dn_3: 0.1580 (0.1562) loss_bbox_dn_4: 0.1567 (0.1548) loss_bbox_dn_5: 0.1566 (0.1548) loss_giou: 0.4434 (0.4579) loss_giou_aux_0: 0.4803 (0.4810) loss_giou_aux_1: 0.4583 (0.4682) loss_giou_aux_2: 0.4432 (0.4630) loss_giou_aux_3: 0.4391 (0.4596) loss_giou_aux_4: 0.4378 (0.4580) loss_giou_aux_5: 0.5491 (0.5414) loss_giou_dn_0: 0.5508 (0.5560) loss_giou_dn_1: 0.4516 (0.4475) loss_giou_dn_2: 0.4159 (0.4161) loss_giou_dn_3: 0.4079 (0.4078) loss_giou_dn_4: 0.4066 (0.4056) loss_giou_dn_5: 0.4072 (0.4058) loss_vfl: 0.6485 (0.6502) loss_vfl_aux_0: 0.7550 (0.7422) loss_vfl_aux_1: 0.7122 (0.6990) loss_vfl_aux_2: 0.6939 (0.6739) loss_vfl_aux_3: 0.6616 (0.6613) loss_vfl_aux_4: 0.6639 (0.6542) loss_vfl_aux_5: 0.7550 (0.7339) loss_vfl_dn_0: 0.4403 (0.4434) loss_vfl_dn_1: 0.3802 (0.3777) loss_vfl_dn_2: 0.3659 (0.3617) loss_vfl_dn_3: 0.3593 (0.3546) loss_vfl_dn_4: 0.3558 (0.3521) loss_vfl_dn_5: 0.3546 (0.3513) time: 0.4806 data: 0.0134 max mem: 5654 Epoch: [66] Total time: 1:00:53 (0.4942 s / it) Averaged stats: lr: 0.000010 loss: 15.0751 (15.1751) loss_bbox: 0.1478 (0.1461) loss_bbox_aux_0: 0.1571 (0.1590) loss_bbox_aux_1: 0.1559 (0.1517) loss_bbox_aux_2: 0.1400 (0.1489) loss_bbox_aux_3: 0.1509 (0.1469) loss_bbox_aux_4: 0.1466 (0.1461) loss_bbox_aux_5: 0.1891 (0.1929) loss_bbox_dn_0: 0.2409 (0.2507) loss_bbox_dn_1: 0.1757 (0.1819) loss_bbox_dn_2: 0.1595 (0.1620) loss_bbox_dn_3: 0.1580 (0.1562) loss_bbox_dn_4: 0.1567 (0.1548) loss_bbox_dn_5: 0.1566 (0.1548) loss_giou: 0.4434 (0.4579) loss_giou_aux_0: 0.4803 (0.4810) loss_giou_aux_1: 0.4583 (0.4682) loss_giou_aux_2: 0.4432 (0.4630) loss_giou_aux_3: 0.4391 (0.4596) loss_giou_aux_4: 0.4378 (0.4580) loss_giou_aux_5: 0.5491 (0.5414) loss_giou_dn_0: 0.5508 (0.5560) loss_giou_dn_1: 0.4516 (0.4475) loss_giou_dn_2: 0.4159 (0.4161) loss_giou_dn_3: 0.4079 (0.4078) loss_giou_dn_4: 0.4066 (0.4056) loss_giou_dn_5: 0.4072 (0.4058) loss_vfl: 0.6485 (0.6502) loss_vfl_aux_0: 0.7550 (0.7422) loss_vfl_aux_1: 0.7122 (0.6990) loss_vfl_aux_2: 0.6939 (0.6739) loss_vfl_aux_3: 0.6616 (0.6613) loss_vfl_aux_4: 0.6639 (0.6542) loss_vfl_aux_5: 0.7550 (0.7339) loss_vfl_dn_0: 0.4403 (0.4434) loss_vfl_dn_1: 0.3802 (0.3777) loss_vfl_dn_2: 0.3659 (0.3617) loss_vfl_dn_3: 0.3593 (0.3546) loss_vfl_dn_4: 0.3558 (0.3521) loss_vfl_dn_5: 0.3546 (0.3513) Test: [ 0/157] eta: 0:04:22 time: 1.6735 data: 1.2328 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5179 data: 0.1357 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3964 data: 0.0260 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3913 data: 0.0255 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3908 data: 0.0254 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3929 data: 0.0253 max mem: 5654 Test: [ 60/157] eta: 0:00:40 time: 0.4005 data: 0.0256 max mem: 5654 Test: [ 70/157] eta: 0:00:35 time: 0.3944 data: 0.0257 max mem: 5654 Test: [ 80/157] eta: 0:00:39 time: 0.7824 data: 0.0252 max mem: 5654 Test: [ 90/157] eta: 0:00:33 time: 0.7867 data: 0.0257 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3917 data: 0.0259 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3992 data: 0.0256 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3947 data: 0.0255 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3850 data: 0.0254 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3820 data: 0.0254 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3692 data: 0.0252 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3566 data: 0.0243 max mem: 5654 Test: Total time: 0:01:10 (0.4496 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.96s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [67] [ 0/7393] eta: 1 day, 4:18:17 lr: 0.000010 loss: 15.3100 (15.3100) loss_bbox: 0.1315 (0.1315) loss_bbox_aux_0: 0.1412 (0.1412) loss_bbox_aux_1: 0.1336 (0.1336) loss_bbox_aux_2: 0.1325 (0.1325) loss_bbox_aux_3: 0.1344 (0.1344) loss_bbox_aux_4: 0.1307 (0.1307) loss_bbox_aux_5: 0.2044 (0.2044) loss_bbox_dn_0: 0.2358 (0.2358) loss_bbox_dn_1: 0.1652 (0.1652) loss_bbox_dn_2: 0.1360 (0.1360) loss_bbox_dn_3: 0.1312 (0.1312) loss_bbox_dn_4: 0.1279 (0.1279) loss_bbox_dn_5: 0.1279 (0.1279) loss_giou: 0.4891 (0.4891) loss_giou_aux_0: 0.5099 (0.5099) loss_giou_aux_1: 0.4950 (0.4950) loss_giou_aux_2: 0.4966 (0.4966) loss_giou_aux_3: 0.4969 (0.4969) loss_giou_aux_4: 0.4915 (0.4915) loss_giou_aux_5: 0.5781 (0.5781) loss_giou_dn_0: 0.5563 (0.5563) loss_giou_dn_1: 0.4498 (0.4498) loss_giou_dn_2: 0.4275 (0.4275) loss_giou_dn_3: 0.4216 (0.4216) loss_giou_dn_4: 0.4188 (0.4188) loss_giou_dn_5: 0.4187 (0.4187) loss_vfl: 0.6610 (0.6610) loss_vfl_aux_0: 0.7715 (0.7715) loss_vfl_aux_1: 0.7215 (0.7215) loss_vfl_aux_2: 0.7009 (0.7009) loss_vfl_aux_3: 0.6614 (0.6614) loss_vfl_aux_4: 0.6715 (0.6715) loss_vfl_aux_5: 0.7341 (0.7341) loss_vfl_dn_0: 0.4390 (0.4390) loss_vfl_dn_1: 0.3720 (0.3720) loss_vfl_dn_2: 0.3557 (0.3557) loss_vfl_dn_3: 0.3477 (0.3477) loss_vfl_dn_4: 0.3459 (0.3459) loss_vfl_dn_5: 0.3456 (0.3456) time: 13.7829 data: 3.5274 max mem: 5654 Epoch: [67] [ 100/7393] eta: 1:17:21 lr: 0.000010 loss: 15.6028 (15.2096) loss_bbox: 0.1414 (0.1452) loss_bbox_aux_0: 0.1562 (0.1590) loss_bbox_aux_1: 0.1531 (0.1513) loss_bbox_aux_2: 0.1404 (0.1484) loss_bbox_aux_3: 0.1444 (0.1467) loss_bbox_aux_4: 0.1432 (0.1457) loss_bbox_aux_5: 0.1968 (0.1943) loss_bbox_dn_0: 0.2338 (0.2518) loss_bbox_dn_1: 0.1671 (0.1841) loss_bbox_dn_2: 0.1451 (0.1635) loss_bbox_dn_3: 0.1452 (0.1573) loss_bbox_dn_4: 0.1462 (0.1559) loss_bbox_dn_5: 0.1464 (0.1559) loss_giou: 0.4410 (0.4564) loss_giou_aux_0: 0.4540 (0.4790) loss_giou_aux_1: 0.4509 (0.4662) loss_giou_aux_2: 0.4562 (0.4606) loss_giou_aux_3: 0.4490 (0.4585) loss_giou_aux_4: 0.4412 (0.4573) loss_giou_aux_5: 0.5345 (0.5383) loss_giou_dn_0: 0.5508 (0.5566) loss_giou_dn_1: 0.4552 (0.4492) loss_giou_dn_2: 0.4233 (0.4174) loss_giou_dn_3: 0.4152 (0.4088) loss_giou_dn_4: 0.4100 (0.4066) loss_giou_dn_5: 0.4100 (0.4067) loss_vfl: 0.6514 (0.6540) loss_vfl_aux_0: 0.7378 (0.7491) loss_vfl_aux_1: 0.7128 (0.7050) loss_vfl_aux_2: 0.6790 (0.6835) loss_vfl_aux_3: 0.6744 (0.6656) loss_vfl_aux_4: 0.6533 (0.6571) loss_vfl_aux_5: 0.7142 (0.7365) loss_vfl_dn_0: 0.4444 (0.4415) loss_vfl_dn_1: 0.3853 (0.3768) loss_vfl_dn_2: 0.3681 (0.3610) loss_vfl_dn_3: 0.3594 (0.3548) loss_vfl_dn_4: 0.3586 (0.3525) loss_vfl_dn_5: 0.3587 (0.3515) time: 0.5028 data: 0.0144 max mem: 5654 Epoch: [67] [ 200/7393] eta: 1:08:13 lr: 0.000010 loss: 15.4489 (15.1925) loss_bbox: 0.1240 (0.1444) loss_bbox_aux_0: 0.1405 (0.1584) loss_bbox_aux_1: 0.1316 (0.1504) loss_bbox_aux_2: 0.1323 (0.1472) loss_bbox_aux_3: 0.1301 (0.1458) loss_bbox_aux_4: 0.1257 (0.1448) loss_bbox_aux_5: 0.1853 (0.1930) loss_bbox_dn_0: 0.2520 (0.2503) loss_bbox_dn_1: 0.1781 (0.1822) loss_bbox_dn_2: 0.1637 (0.1623) loss_bbox_dn_3: 0.1569 (0.1562) loss_bbox_dn_4: 0.1559 (0.1548) loss_bbox_dn_5: 0.1559 (0.1548) loss_giou: 0.4502 (0.4620) loss_giou_aux_0: 0.4856 (0.4858) loss_giou_aux_1: 0.4677 (0.4716) loss_giou_aux_2: 0.4597 (0.4663) loss_giou_aux_3: 0.4596 (0.4636) loss_giou_aux_4: 0.4523 (0.4628) loss_giou_aux_5: 0.5486 (0.5460) loss_giou_dn_0: 0.5604 (0.5597) loss_giou_dn_1: 0.4557 (0.4518) loss_giou_dn_2: 0.4267 (0.4201) loss_giou_dn_3: 0.4148 (0.4117) loss_giou_dn_4: 0.4092 (0.4096) loss_giou_dn_5: 0.4094 (0.4097) loss_vfl: 0.6368 (0.6449) loss_vfl_aux_0: 0.7213 (0.7378) loss_vfl_aux_1: 0.6756 (0.6962) loss_vfl_aux_2: 0.6453 (0.6726) loss_vfl_aux_3: 0.6280 (0.6569) loss_vfl_aux_4: 0.6281 (0.6483) loss_vfl_aux_5: 0.7171 (0.7291) loss_vfl_dn_0: 0.4401 (0.4430) loss_vfl_dn_1: 0.3749 (0.3779) loss_vfl_dn_2: 0.3621 (0.3618) loss_vfl_dn_3: 0.3566 (0.3549) loss_vfl_dn_4: 0.3553 (0.3524) loss_vfl_dn_5: 0.3539 (0.3516) time: 0.4966 data: 0.0139 max mem: 5654 Epoch: [67] [ 300/7393] eta: 1:04:23 lr: 0.000010 loss: 15.2230 (15.2729) loss_bbox: 0.1359 (0.1443) loss_bbox_aux_0: 0.1497 (0.1583) loss_bbox_aux_1: 0.1485 (0.1506) loss_bbox_aux_2: 0.1406 (0.1471) loss_bbox_aux_3: 0.1376 (0.1457) loss_bbox_aux_4: 0.1359 (0.1445) loss_bbox_aux_5: 0.1873 (0.1928) loss_bbox_dn_0: 0.2132 (0.2493) loss_bbox_dn_1: 0.1517 (0.1814) loss_bbox_dn_2: 0.1378 (0.1611) loss_bbox_dn_3: 0.1350 (0.1551) loss_bbox_dn_4: 0.1350 (0.1538) loss_bbox_dn_5: 0.1351 (0.1538) loss_giou: 0.4586 (0.4686) loss_giou_aux_0: 0.4830 (0.4931) loss_giou_aux_1: 0.4806 (0.4787) loss_giou_aux_2: 0.4617 (0.4728) loss_giou_aux_3: 0.4522 (0.4701) loss_giou_aux_4: 0.4531 (0.4693) loss_giou_aux_5: 0.5422 (0.5535) loss_giou_dn_0: 0.5626 (0.5641) loss_giou_dn_1: 0.4540 (0.4558) loss_giou_dn_2: 0.4208 (0.4240) loss_giou_dn_3: 0.4093 (0.4156) loss_giou_dn_4: 0.4067 (0.4134) loss_giou_dn_5: 0.4068 (0.4136) loss_vfl: 0.6277 (0.6469) loss_vfl_aux_0: 0.7278 (0.7379) loss_vfl_aux_1: 0.6781 (0.6972) loss_vfl_aux_2: 0.6610 (0.6755) loss_vfl_aux_3: 0.6490 (0.6595) loss_vfl_aux_4: 0.6275 (0.6504) loss_vfl_aux_5: 0.7410 (0.7309) loss_vfl_dn_0: 0.4392 (0.4433) loss_vfl_dn_1: 0.3795 (0.3784) loss_vfl_dn_2: 0.3648 (0.3623) loss_vfl_dn_3: 0.3590 (0.3554) loss_vfl_dn_4: 0.3563 (0.3527) loss_vfl_dn_5: 0.3554 (0.3519) time: 0.4850 data: 0.0144 max mem: 5654 Epoch: [67] [ 400/7393] eta: 1:01:50 lr: 0.000010 loss: 15.0422 (15.2426) loss_bbox: 0.1369 (0.1443) loss_bbox_aux_0: 0.1512 (0.1578) loss_bbox_aux_1: 0.1463 (0.1502) loss_bbox_aux_2: 0.1404 (0.1470) loss_bbox_aux_3: 0.1357 (0.1454) loss_bbox_aux_4: 0.1365 (0.1446) loss_bbox_aux_5: 0.1758 (0.1926) loss_bbox_dn_0: 0.2269 (0.2493) loss_bbox_dn_1: 0.1633 (0.1810) loss_bbox_dn_2: 0.1510 (0.1606) loss_bbox_dn_3: 0.1469 (0.1545) loss_bbox_dn_4: 0.1470 (0.1532) loss_bbox_dn_5: 0.1470 (0.1532) loss_giou: 0.4875 (0.4672) loss_giou_aux_0: 0.5226 (0.4914) loss_giou_aux_1: 0.4996 (0.4769) loss_giou_aux_2: 0.5020 (0.4712) loss_giou_aux_3: 0.4928 (0.4687) loss_giou_aux_4: 0.4882 (0.4680) loss_giou_aux_5: 0.5958 (0.5523) loss_giou_dn_0: 0.5729 (0.5630) loss_giou_dn_1: 0.4489 (0.4544) loss_giou_dn_2: 0.4178 (0.4226) loss_giou_dn_3: 0.4085 (0.4142) loss_giou_dn_4: 0.4043 (0.4122) loss_giou_dn_5: 0.4045 (0.4123) loss_vfl: 0.6025 (0.6462) loss_vfl_aux_0: 0.7048 (0.7373) loss_vfl_aux_1: 0.6564 (0.6971) loss_vfl_aux_2: 0.6455 (0.6740) loss_vfl_aux_3: 0.6362 (0.6591) loss_vfl_aux_4: 0.6176 (0.6495) loss_vfl_aux_5: 0.7044 (0.7301) loss_vfl_dn_0: 0.4402 (0.4428) loss_vfl_dn_1: 0.3777 (0.3779) loss_vfl_dn_2: 0.3580 (0.3619) loss_vfl_dn_3: 0.3497 (0.3549) loss_vfl_dn_4: 0.3480 (0.3523) loss_vfl_dn_5: 0.3472 (0.3515) time: 0.4868 data: 0.0145 max mem: 5654 Epoch: [67] [ 500/7393] eta: 0:59:44 lr: 0.000010 loss: 15.0345 (15.2558) loss_bbox: 0.1325 (0.1450) loss_bbox_aux_0: 0.1440 (0.1583) loss_bbox_aux_1: 0.1419 (0.1505) loss_bbox_aux_2: 0.1352 (0.1474) loss_bbox_aux_3: 0.1331 (0.1459) loss_bbox_aux_4: 0.1294 (0.1452) loss_bbox_aux_5: 0.1784 (0.1928) loss_bbox_dn_0: 0.2331 (0.2494) loss_bbox_dn_1: 0.1663 (0.1813) loss_bbox_dn_2: 0.1457 (0.1611) loss_bbox_dn_3: 0.1362 (0.1551) loss_bbox_dn_4: 0.1355 (0.1537) loss_bbox_dn_5: 0.1355 (0.1537) loss_giou: 0.4066 (0.4662) loss_giou_aux_0: 0.4332 (0.4902) loss_giou_aux_1: 0.4149 (0.4760) loss_giou_aux_2: 0.4137 (0.4704) loss_giou_aux_3: 0.4087 (0.4678) loss_giou_aux_4: 0.4083 (0.4669) loss_giou_aux_5: 0.4911 (0.5515) loss_giou_dn_0: 0.5319 (0.5619) loss_giou_dn_1: 0.4303 (0.4534) loss_giou_dn_2: 0.4039 (0.4215) loss_giou_dn_3: 0.3958 (0.4132) loss_giou_dn_4: 0.3914 (0.4110) loss_giou_dn_5: 0.3914 (0.4112) loss_vfl: 0.6424 (0.6490) loss_vfl_aux_0: 0.7425 (0.7406) loss_vfl_aux_1: 0.6875 (0.6989) loss_vfl_aux_2: 0.6632 (0.6766) loss_vfl_aux_3: 0.6654 (0.6620) loss_vfl_aux_4: 0.6395 (0.6523) loss_vfl_aux_5: 0.6989 (0.7325) loss_vfl_dn_0: 0.4403 (0.4433) loss_vfl_dn_1: 0.3675 (0.3783) loss_vfl_dn_2: 0.3527 (0.3623) loss_vfl_dn_3: 0.3378 (0.3551) loss_vfl_dn_4: 0.3353 (0.3526) loss_vfl_dn_5: 0.3343 (0.3518) time: 0.4905 data: 0.0138 max mem: 5654 Epoch: [67] [ 600/7393] eta: 0:59:19 lr: 0.000010 loss: 15.0811 (15.2119) loss_bbox: 0.1401 (0.1447) loss_bbox_aux_0: 0.1606 (0.1578) loss_bbox_aux_1: 0.1459 (0.1499) loss_bbox_aux_2: 0.1459 (0.1469) loss_bbox_aux_3: 0.1408 (0.1456) loss_bbox_aux_4: 0.1406 (0.1448) loss_bbox_aux_5: 0.1858 (0.1919) loss_bbox_dn_0: 0.2525 (0.2494) loss_bbox_dn_1: 0.1874 (0.1814) loss_bbox_dn_2: 0.1626 (0.1611) loss_bbox_dn_3: 0.1558 (0.1550) loss_bbox_dn_4: 0.1525 (0.1536) loss_bbox_dn_5: 0.1524 (0.1536) loss_giou: 0.4041 (0.4625) loss_giou_aux_0: 0.4299 (0.4862) loss_giou_aux_1: 0.4180 (0.4721) loss_giou_aux_2: 0.4047 (0.4667) loss_giou_aux_3: 0.3989 (0.4642) loss_giou_aux_4: 0.3974 (0.4631) loss_giou_aux_5: 0.5050 (0.5467) loss_giou_dn_0: 0.5248 (0.5593) loss_giou_dn_1: 0.4197 (0.4509) loss_giou_dn_2: 0.3904 (0.4191) loss_giou_dn_3: 0.3856 (0.4108) loss_giou_dn_4: 0.3829 (0.4087) loss_giou_dn_5: 0.3829 (0.4089) loss_vfl: 0.6846 (0.6486) loss_vfl_aux_0: 0.7596 (0.7418) loss_vfl_aux_1: 0.7198 (0.6998) loss_vfl_aux_2: 0.7079 (0.6764) loss_vfl_aux_3: 0.6957 (0.6614) loss_vfl_aux_4: 0.6853 (0.6521) loss_vfl_aux_5: 0.7277 (0.7350) loss_vfl_dn_0: 0.4458 (0.4433) loss_vfl_dn_1: 0.3728 (0.3781) loss_vfl_dn_2: 0.3566 (0.3620) loss_vfl_dn_3: 0.3519 (0.3548) loss_vfl_dn_4: 0.3474 (0.3523) loss_vfl_dn_5: 0.3466 (0.3515) time: 0.4685 data: 0.0137 max mem: 5654 Epoch: [67] [ 700/7393] eta: 0:57:41 lr: 0.000010 loss: 14.9448 (15.2075) loss_bbox: 0.1405 (0.1443) loss_bbox_aux_0: 0.1553 (0.1574) loss_bbox_aux_1: 0.1458 (0.1494) loss_bbox_aux_2: 0.1425 (0.1464) loss_bbox_aux_3: 0.1404 (0.1450) loss_bbox_aux_4: 0.1440 (0.1445) loss_bbox_aux_5: 0.1884 (0.1912) loss_bbox_dn_0: 0.2355 (0.2484) loss_bbox_dn_1: 0.1710 (0.1805) loss_bbox_dn_2: 0.1556 (0.1602) loss_bbox_dn_3: 0.1534 (0.1542) loss_bbox_dn_4: 0.1510 (0.1528) loss_bbox_dn_5: 0.1509 (0.1529) loss_giou: 0.4385 (0.4639) loss_giou_aux_0: 0.4633 (0.4877) loss_giou_aux_1: 0.4588 (0.4737) loss_giou_aux_2: 0.4481 (0.4680) loss_giou_aux_3: 0.4401 (0.4654) loss_giou_aux_4: 0.4382 (0.4645) loss_giou_aux_5: 0.5345 (0.5482) loss_giou_dn_0: 0.5523 (0.5595) loss_giou_dn_1: 0.4404 (0.4510) loss_giou_dn_2: 0.4084 (0.4192) loss_giou_dn_3: 0.3994 (0.4109) loss_giou_dn_4: 0.3976 (0.4088) loss_giou_dn_5: 0.3975 (0.4090) loss_vfl: 0.6414 (0.6475) loss_vfl_aux_0: 0.7474 (0.7405) loss_vfl_aux_1: 0.7065 (0.6988) loss_vfl_aux_2: 0.6793 (0.6757) loss_vfl_aux_3: 0.6597 (0.6607) loss_vfl_aux_4: 0.6384 (0.6510) loss_vfl_aux_5: 0.7351 (0.7338) loss_vfl_dn_0: 0.4413 (0.4433) loss_vfl_dn_1: 0.3776 (0.3781) loss_vfl_dn_2: 0.3612 (0.3621) loss_vfl_dn_3: 0.3595 (0.3550) loss_vfl_dn_4: 0.3578 (0.3524) loss_vfl_dn_5: 0.3560 (0.3516) time: 0.4807 data: 0.0137 max mem: 5654 Epoch: [67] [ 800/7393] eta: 0:56:21 lr: 0.000010 loss: 15.0503 (15.2040) loss_bbox: 0.1314 (0.1440) loss_bbox_aux_0: 0.1461 (0.1571) loss_bbox_aux_1: 0.1421 (0.1490) loss_bbox_aux_2: 0.1375 (0.1463) loss_bbox_aux_3: 0.1351 (0.1449) loss_bbox_aux_4: 0.1313 (0.1441) loss_bbox_aux_5: 0.1875 (0.1910) loss_bbox_dn_0: 0.2299 (0.2480) loss_bbox_dn_1: 0.1580 (0.1799) loss_bbox_dn_2: 0.1438 (0.1598) loss_bbox_dn_3: 0.1385 (0.1539) loss_bbox_dn_4: 0.1360 (0.1525) loss_bbox_dn_5: 0.1360 (0.1525) loss_giou: 0.4539 (0.4638) loss_giou_aux_0: 0.4779 (0.4874) loss_giou_aux_1: 0.4556 (0.4733) loss_giou_aux_2: 0.4494 (0.4677) loss_giou_aux_3: 0.4620 (0.4654) loss_giou_aux_4: 0.4571 (0.4643) loss_giou_aux_5: 0.5315 (0.5484) loss_giou_dn_0: 0.5709 (0.5596) loss_giou_dn_1: 0.4555 (0.4510) loss_giou_dn_2: 0.4244 (0.4193) loss_giou_dn_3: 0.4120 (0.4110) loss_giou_dn_4: 0.4086 (0.4089) loss_giou_dn_5: 0.4086 (0.4091) loss_vfl: 0.6355 (0.6478) loss_vfl_aux_0: 0.7427 (0.7413) loss_vfl_aux_1: 0.7095 (0.6992) loss_vfl_aux_2: 0.6906 (0.6761) loss_vfl_aux_3: 0.6557 (0.6603) loss_vfl_aux_4: 0.6517 (0.6517) loss_vfl_aux_5: 0.7550 (0.7343) loss_vfl_dn_0: 0.4371 (0.4429) loss_vfl_dn_1: 0.3722 (0.3779) loss_vfl_dn_2: 0.3584 (0.3619) loss_vfl_dn_3: 0.3512 (0.3548) loss_vfl_dn_4: 0.3463 (0.3522) loss_vfl_dn_5: 0.3452 (0.3515) time: 0.4792 data: 0.0139 max mem: 5654 Epoch: [67] [ 900/7393] eta: 0:55:07 lr: 0.000010 loss: 15.1078 (15.1892) loss_bbox: 0.1283 (0.1437) loss_bbox_aux_0: 0.1427 (0.1567) loss_bbox_aux_1: 0.1339 (0.1488) loss_bbox_aux_2: 0.1337 (0.1459) loss_bbox_aux_3: 0.1352 (0.1446) loss_bbox_aux_4: 0.1310 (0.1439) loss_bbox_aux_5: 0.1754 (0.1904) loss_bbox_dn_0: 0.2056 (0.2469) loss_bbox_dn_1: 0.1519 (0.1789) loss_bbox_dn_2: 0.1279 (0.1590) loss_bbox_dn_3: 0.1216 (0.1531) loss_bbox_dn_4: 0.1178 (0.1517) loss_bbox_dn_5: 0.1177 (0.1517) loss_giou: 0.4579 (0.4642) loss_giou_aux_0: 0.4830 (0.4878) loss_giou_aux_1: 0.4773 (0.4737) loss_giou_aux_2: 0.4577 (0.4679) loss_giou_aux_3: 0.4542 (0.4658) loss_giou_aux_4: 0.4579 (0.4646) loss_giou_aux_5: 0.5485 (0.5486) loss_giou_dn_0: 0.5458 (0.5598) loss_giou_dn_1: 0.4452 (0.4511) loss_giou_dn_2: 0.4160 (0.4194) loss_giou_dn_3: 0.3981 (0.4111) loss_giou_dn_4: 0.3949 (0.4090) loss_giou_dn_5: 0.3954 (0.4091) loss_vfl: 0.6502 (0.6468) loss_vfl_aux_0: 0.7136 (0.7392) loss_vfl_aux_1: 0.6891 (0.6972) loss_vfl_aux_2: 0.6723 (0.6747) loss_vfl_aux_3: 0.6502 (0.6589) loss_vfl_aux_4: 0.6572 (0.6506) loss_vfl_aux_5: 0.6883 (0.7321) loss_vfl_dn_0: 0.4404 (0.4430) loss_vfl_dn_1: 0.3738 (0.3780) loss_vfl_dn_2: 0.3607 (0.3621) loss_vfl_dn_3: 0.3569 (0.3550) loss_vfl_dn_4: 0.3548 (0.3525) loss_vfl_dn_5: 0.3532 (0.3517) time: 0.4793 data: 0.0134 max mem: 5654 Epoch: [67] [1000/7393] eta: 0:54:00 lr: 0.000010 loss: 15.0964 (15.1821) loss_bbox: 0.1310 (0.1442) loss_bbox_aux_0: 0.1501 (0.1571) loss_bbox_aux_1: 0.1420 (0.1492) loss_bbox_aux_2: 0.1421 (0.1463) loss_bbox_aux_3: 0.1313 (0.1449) loss_bbox_aux_4: 0.1391 (0.1442) loss_bbox_aux_5: 0.1727 (0.1908) loss_bbox_dn_0: 0.2233 (0.2475) loss_bbox_dn_1: 0.1596 (0.1794) loss_bbox_dn_2: 0.1370 (0.1594) loss_bbox_dn_3: 0.1339 (0.1535) loss_bbox_dn_4: 0.1347 (0.1522) loss_bbox_dn_5: 0.1347 (0.1522) loss_giou: 0.4399 (0.4639) loss_giou_aux_0: 0.4683 (0.4876) loss_giou_aux_1: 0.4520 (0.4735) loss_giou_aux_2: 0.4452 (0.4678) loss_giou_aux_3: 0.4398 (0.4655) loss_giou_aux_4: 0.4410 (0.4642) loss_giou_aux_5: 0.5258 (0.5482) loss_giou_dn_0: 0.5519 (0.5591) loss_giou_dn_1: 0.4307 (0.4504) loss_giou_dn_2: 0.3937 (0.4186) loss_giou_dn_3: 0.3881 (0.4103) loss_giou_dn_4: 0.3875 (0.4082) loss_giou_dn_5: 0.3875 (0.4084) loss_vfl: 0.6490 (0.6462) loss_vfl_aux_0: 0.7183 (0.7380) loss_vfl_aux_1: 0.6985 (0.6962) loss_vfl_aux_2: 0.6550 (0.6737) loss_vfl_aux_3: 0.6427 (0.6583) loss_vfl_aux_4: 0.6401 (0.6502) loss_vfl_aux_5: 0.7310 (0.7312) loss_vfl_dn_0: 0.4407 (0.4430) loss_vfl_dn_1: 0.3739 (0.3779) loss_vfl_dn_2: 0.3580 (0.3620) loss_vfl_dn_3: 0.3497 (0.3550) loss_vfl_dn_4: 0.3478 (0.3524) loss_vfl_dn_5: 0.3472 (0.3516) time: 0.4806 data: 0.0140 max mem: 5654 Epoch: [67] [1100/7393] eta: 0:52:54 lr: 0.000010 loss: 15.4807 (15.1790) loss_bbox: 0.1379 (0.1444) loss_bbox_aux_0: 0.1475 (0.1571) loss_bbox_aux_1: 0.1514 (0.1496) loss_bbox_aux_2: 0.1585 (0.1465) loss_bbox_aux_3: 0.1482 (0.1451) loss_bbox_aux_4: 0.1369 (0.1444) loss_bbox_aux_5: 0.1723 (0.1909) loss_bbox_dn_0: 0.2237 (0.2480) loss_bbox_dn_1: 0.1650 (0.1797) loss_bbox_dn_2: 0.1463 (0.1597) loss_bbox_dn_3: 0.1440 (0.1538) loss_bbox_dn_4: 0.1436 (0.1524) loss_bbox_dn_5: 0.1437 (0.1525) loss_giou: 0.4785 (0.4623) loss_giou_aux_0: 0.5069 (0.4860) loss_giou_aux_1: 0.4888 (0.4721) loss_giou_aux_2: 0.4884 (0.4663) loss_giou_aux_3: 0.4793 (0.4639) loss_giou_aux_4: 0.4785 (0.4626) loss_giou_aux_5: 0.5565 (0.5462) loss_giou_dn_0: 0.5660 (0.5583) loss_giou_dn_1: 0.4569 (0.4496) loss_giou_dn_2: 0.4264 (0.4179) loss_giou_dn_3: 0.4196 (0.4096) loss_giou_dn_4: 0.4187 (0.4074) loss_giou_dn_5: 0.4191 (0.4076) loss_vfl: 0.6660 (0.6474) loss_vfl_aux_0: 0.7387 (0.7395) loss_vfl_aux_1: 0.7079 (0.6972) loss_vfl_aux_2: 0.6758 (0.6748) loss_vfl_aux_3: 0.6733 (0.6598) loss_vfl_aux_4: 0.6738 (0.6516) loss_vfl_aux_5: 0.7293 (0.7327) loss_vfl_dn_0: 0.4442 (0.4432) loss_vfl_dn_1: 0.3814 (0.3779) loss_vfl_dn_2: 0.3639 (0.3620) loss_vfl_dn_3: 0.3592 (0.3550) loss_vfl_dn_4: 0.3573 (0.3524) loss_vfl_dn_5: 0.3566 (0.3517) time: 0.4693 data: 0.0139 max mem: 5654 Epoch: [67] [1200/7393] eta: 0:51:49 lr: 0.000010 loss: 14.2554 (15.1571) loss_bbox: 0.1191 (0.1442) loss_bbox_aux_0: 0.1277 (0.1568) loss_bbox_aux_1: 0.1254 (0.1493) loss_bbox_aux_2: 0.1201 (0.1464) loss_bbox_aux_3: 0.1197 (0.1450) loss_bbox_aux_4: 0.1207 (0.1443) loss_bbox_aux_5: 0.1648 (0.1907) loss_bbox_dn_0: 0.2140 (0.2478) loss_bbox_dn_1: 0.1543 (0.1794) loss_bbox_dn_2: 0.1327 (0.1595) loss_bbox_dn_3: 0.1285 (0.1536) loss_bbox_dn_4: 0.1256 (0.1522) loss_bbox_dn_5: 0.1255 (0.1522) loss_giou: 0.4368 (0.4614) loss_giou_aux_0: 0.4539 (0.4848) loss_giou_aux_1: 0.4420 (0.4711) loss_giou_aux_2: 0.4360 (0.4653) loss_giou_aux_3: 0.4343 (0.4630) loss_giou_aux_4: 0.4406 (0.4617) loss_giou_aux_5: 0.5241 (0.5453) loss_giou_dn_0: 0.5188 (0.5578) loss_giou_dn_1: 0.4067 (0.4491) loss_giou_dn_2: 0.3843 (0.4174) loss_giou_dn_3: 0.3777 (0.4091) loss_giou_dn_4: 0.3762 (0.4069) loss_giou_dn_5: 0.3760 (0.4071) loss_vfl: 0.6128 (0.6459) loss_vfl_aux_0: 0.7102 (0.7391) loss_vfl_aux_1: 0.6534 (0.6961) loss_vfl_aux_2: 0.6408 (0.6735) loss_vfl_aux_3: 0.6287 (0.6584) loss_vfl_aux_4: 0.6095 (0.6499) loss_vfl_aux_5: 0.7001 (0.7321) loss_vfl_dn_0: 0.4433 (0.4430) loss_vfl_dn_1: 0.3703 (0.3777) loss_vfl_dn_2: 0.3547 (0.3617) loss_vfl_dn_3: 0.3468 (0.3547) loss_vfl_dn_4: 0.3435 (0.3521) loss_vfl_dn_5: 0.3429 (0.3514) time: 0.4717 data: 0.0139 max mem: 5654 Epoch: [67] [1300/7393] eta: 0:50:45 lr: 0.000010 loss: 14.9334 (15.1445) loss_bbox: 0.1467 (0.1445) loss_bbox_aux_0: 0.1588 (0.1569) loss_bbox_aux_1: 0.1469 (0.1496) loss_bbox_aux_2: 0.1484 (0.1465) loss_bbox_aux_3: 0.1450 (0.1452) loss_bbox_aux_4: 0.1417 (0.1445) loss_bbox_aux_5: 0.1905 (0.1909) loss_bbox_dn_0: 0.2439 (0.2483) loss_bbox_dn_1: 0.1683 (0.1798) loss_bbox_dn_2: 0.1504 (0.1598) loss_bbox_dn_3: 0.1423 (0.1540) loss_bbox_dn_4: 0.1401 (0.1526) loss_bbox_dn_5: 0.1401 (0.1526) loss_giou: 0.4239 (0.4595) loss_giou_aux_0: 0.4238 (0.4826) loss_giou_aux_1: 0.4228 (0.4691) loss_giou_aux_2: 0.4188 (0.4634) loss_giou_aux_3: 0.4266 (0.4610) loss_giou_aux_4: 0.4266 (0.4598) loss_giou_aux_5: 0.4977 (0.5434) loss_giou_dn_0: 0.5362 (0.5564) loss_giou_dn_1: 0.4275 (0.4476) loss_giou_dn_2: 0.3890 (0.4160) loss_giou_dn_3: 0.3813 (0.4076) loss_giou_dn_4: 0.3788 (0.4055) loss_giou_dn_5: 0.3788 (0.4057) loss_vfl: 0.6449 (0.6469) loss_vfl_aux_0: 0.7485 (0.7404) loss_vfl_aux_1: 0.6863 (0.6971) loss_vfl_aux_2: 0.6736 (0.6744) loss_vfl_aux_3: 0.6551 (0.6594) loss_vfl_aux_4: 0.6549 (0.6509) loss_vfl_aux_5: 0.7219 (0.7329) loss_vfl_dn_0: 0.4430 (0.4430) loss_vfl_dn_1: 0.3766 (0.3775) loss_vfl_dn_2: 0.3622 (0.3615) loss_vfl_dn_3: 0.3553 (0.3545) loss_vfl_dn_4: 0.3506 (0.3520) loss_vfl_dn_5: 0.3474 (0.3512) time: 0.4739 data: 0.0138 max mem: 5654 Epoch: [67] [1400/7393] eta: 0:49:46 lr: 0.000010 loss: 14.9106 (15.1475) loss_bbox: 0.1406 (0.1445) loss_bbox_aux_0: 0.1538 (0.1569) loss_bbox_aux_1: 0.1534 (0.1497) loss_bbox_aux_2: 0.1410 (0.1466) loss_bbox_aux_3: 0.1421 (0.1452) loss_bbox_aux_4: 0.1492 (0.1445) loss_bbox_aux_5: 0.2034 (0.1912) loss_bbox_dn_0: 0.2598 (0.2483) loss_bbox_dn_1: 0.1743 (0.1798) loss_bbox_dn_2: 0.1449 (0.1598) loss_bbox_dn_3: 0.1403 (0.1539) loss_bbox_dn_4: 0.1398 (0.1525) loss_bbox_dn_5: 0.1398 (0.1525) loss_giou: 0.4306 (0.4594) loss_giou_aux_0: 0.4651 (0.4824) loss_giou_aux_1: 0.4436 (0.4692) loss_giou_aux_2: 0.4372 (0.4636) loss_giou_aux_3: 0.4374 (0.4610) loss_giou_aux_4: 0.4303 (0.4597) loss_giou_aux_5: 0.5077 (0.5435) loss_giou_dn_0: 0.5347 (0.5564) loss_giou_dn_1: 0.4243 (0.4477) loss_giou_dn_2: 0.3922 (0.4160) loss_giou_dn_3: 0.3798 (0.4077) loss_giou_dn_4: 0.3773 (0.4055) loss_giou_dn_5: 0.3774 (0.4057) loss_vfl: 0.6428 (0.6472) loss_vfl_aux_0: 0.7147 (0.7412) loss_vfl_aux_1: 0.7011 (0.6977) loss_vfl_aux_2: 0.6538 (0.6744) loss_vfl_aux_3: 0.6418 (0.6595) loss_vfl_aux_4: 0.6431 (0.6512) loss_vfl_aux_5: 0.7009 (0.7330) loss_vfl_dn_0: 0.4454 (0.4430) loss_vfl_dn_1: 0.3805 (0.3776) loss_vfl_dn_2: 0.3638 (0.3616) loss_vfl_dn_3: 0.3571 (0.3545) loss_vfl_dn_4: 0.3548 (0.3520) loss_vfl_dn_5: 0.3537 (0.3513) time: 0.4783 data: 0.0141 max mem: 5654 Epoch: [67] [1500/7393] eta: 0:48:51 lr: 0.000010 loss: 15.2083 (15.1472) loss_bbox: 0.1428 (0.1446) loss_bbox_aux_0: 0.1582 (0.1569) loss_bbox_aux_1: 0.1507 (0.1498) loss_bbox_aux_2: 0.1509 (0.1467) loss_bbox_aux_3: 0.1456 (0.1454) loss_bbox_aux_4: 0.1428 (0.1446) loss_bbox_aux_5: 0.1978 (0.1911) loss_bbox_dn_0: 0.2546 (0.2484) loss_bbox_dn_1: 0.1777 (0.1799) loss_bbox_dn_2: 0.1509 (0.1600) loss_bbox_dn_3: 0.1448 (0.1541) loss_bbox_dn_4: 0.1416 (0.1527) loss_bbox_dn_5: 0.1416 (0.1527) loss_giou: 0.4341 (0.4594) loss_giou_aux_0: 0.4484 (0.4825) loss_giou_aux_1: 0.4510 (0.4691) loss_giou_aux_2: 0.4347 (0.4636) loss_giou_aux_3: 0.4403 (0.4611) loss_giou_aux_4: 0.4340 (0.4597) loss_giou_aux_5: 0.5328 (0.5435) loss_giou_dn_0: 0.5321 (0.5562) loss_giou_dn_1: 0.4132 (0.4476) loss_giou_dn_2: 0.3892 (0.4160) loss_giou_dn_3: 0.3843 (0.4077) loss_giou_dn_4: 0.3782 (0.4056) loss_giou_dn_5: 0.3784 (0.4057) loss_vfl: 0.6655 (0.6473) loss_vfl_aux_0: 0.7647 (0.7407) loss_vfl_aux_1: 0.6888 (0.6975) loss_vfl_aux_2: 0.6668 (0.6740) loss_vfl_aux_3: 0.6544 (0.6592) loss_vfl_aux_4: 0.6669 (0.6513) loss_vfl_aux_5: 0.7201 (0.7327) loss_vfl_dn_0: 0.4373 (0.4432) loss_vfl_dn_1: 0.3763 (0.3776) loss_vfl_dn_2: 0.3596 (0.3615) loss_vfl_dn_3: 0.3531 (0.3545) loss_vfl_dn_4: 0.3506 (0.3520) loss_vfl_dn_5: 0.3516 (0.3512) time: 0.4958 data: 0.0140 max mem: 5654 Epoch: [67] [1600/7393] eta: 0:47:54 lr: 0.000010 loss: 15.2358 (15.1579) loss_bbox: 0.1391 (0.1445) loss_bbox_aux_0: 0.1510 (0.1569) loss_bbox_aux_1: 0.1457 (0.1496) loss_bbox_aux_2: 0.1406 (0.1467) loss_bbox_aux_3: 0.1418 (0.1454) loss_bbox_aux_4: 0.1482 (0.1446) loss_bbox_aux_5: 0.1853 (0.1911) loss_bbox_dn_0: 0.2348 (0.2482) loss_bbox_dn_1: 0.1694 (0.1797) loss_bbox_dn_2: 0.1538 (0.1597) loss_bbox_dn_3: 0.1452 (0.1539) loss_bbox_dn_4: 0.1442 (0.1525) loss_bbox_dn_5: 0.1442 (0.1525) loss_giou: 0.4600 (0.4605) loss_giou_aux_0: 0.4759 (0.4835) loss_giou_aux_1: 0.4546 (0.4701) loss_giou_aux_2: 0.4619 (0.4647) loss_giou_aux_3: 0.4532 (0.4622) loss_giou_aux_4: 0.4686 (0.4608) loss_giou_aux_5: 0.5272 (0.5446) loss_giou_dn_0: 0.5579 (0.5570) loss_giou_dn_1: 0.4522 (0.4483) loss_giou_dn_2: 0.4231 (0.4167) loss_giou_dn_3: 0.4139 (0.4084) loss_giou_dn_4: 0.4126 (0.4062) loss_giou_dn_5: 0.4125 (0.4064) loss_vfl: 0.6384 (0.6471) loss_vfl_aux_0: 0.7456 (0.7405) loss_vfl_aux_1: 0.6972 (0.6979) loss_vfl_aux_2: 0.6580 (0.6740) loss_vfl_aux_3: 0.6490 (0.6590) loss_vfl_aux_4: 0.6439 (0.6512) loss_vfl_aux_5: 0.7397 (0.7324) loss_vfl_dn_0: 0.4480 (0.4432) loss_vfl_dn_1: 0.3827 (0.3777) loss_vfl_dn_2: 0.3641 (0.3617) loss_vfl_dn_3: 0.3572 (0.3547) loss_vfl_dn_4: 0.3534 (0.3522) loss_vfl_dn_5: 0.3529 (0.3514) time: 0.4781 data: 0.0140 max mem: 5654 Epoch: [67] [1700/7393] eta: 0:46:57 lr: 0.000010 loss: 14.8690 (15.1467) loss_bbox: 0.1442 (0.1450) loss_bbox_aux_0: 0.1568 (0.1572) loss_bbox_aux_1: 0.1528 (0.1500) loss_bbox_aux_2: 0.1417 (0.1471) loss_bbox_aux_3: 0.1471 (0.1458) loss_bbox_aux_4: 0.1458 (0.1450) loss_bbox_aux_5: 0.1951 (0.1916) loss_bbox_dn_0: 0.2335 (0.2487) loss_bbox_dn_1: 0.1873 (0.1802) loss_bbox_dn_2: 0.1646 (0.1602) loss_bbox_dn_3: 0.1581 (0.1544) loss_bbox_dn_4: 0.1543 (0.1529) loss_bbox_dn_5: 0.1542 (0.1530) loss_giou: 0.4065 (0.4592) loss_giou_aux_0: 0.4481 (0.4821) loss_giou_aux_1: 0.4141 (0.4687) loss_giou_aux_2: 0.3970 (0.4633) loss_giou_aux_3: 0.4006 (0.4609) loss_giou_aux_4: 0.4135 (0.4595) loss_giou_aux_5: 0.4901 (0.5434) loss_giou_dn_0: 0.5284 (0.5562) loss_giou_dn_1: 0.4157 (0.4475) loss_giou_dn_2: 0.3861 (0.4158) loss_giou_dn_3: 0.3756 (0.4075) loss_giou_dn_4: 0.3733 (0.4054) loss_giou_dn_5: 0.3735 (0.4056) loss_vfl: 0.6652 (0.6469) loss_vfl_aux_0: 0.7575 (0.7404) loss_vfl_aux_1: 0.6984 (0.6976) loss_vfl_aux_2: 0.6924 (0.6738) loss_vfl_aux_3: 0.6675 (0.6589) loss_vfl_aux_4: 0.6700 (0.6512) loss_vfl_aux_5: 0.7168 (0.7322) loss_vfl_dn_0: 0.4404 (0.4431) loss_vfl_dn_1: 0.3758 (0.3775) loss_vfl_dn_2: 0.3605 (0.3615) loss_vfl_dn_3: 0.3539 (0.3544) loss_vfl_dn_4: 0.3494 (0.3519) loss_vfl_dn_5: 0.3515 (0.3512) time: 0.4758 data: 0.0138 max mem: 5654 Epoch: [67] [1800/7393] eta: 0:46:02 lr: 0.000010 loss: 15.3950 (15.1555) loss_bbox: 0.1445 (0.1453) loss_bbox_aux_0: 0.1479 (0.1575) loss_bbox_aux_1: 0.1500 (0.1503) loss_bbox_aux_2: 0.1412 (0.1474) loss_bbox_aux_3: 0.1442 (0.1460) loss_bbox_aux_4: 0.1447 (0.1453) loss_bbox_aux_5: 0.1868 (0.1916) loss_bbox_dn_0: 0.2435 (0.2489) loss_bbox_dn_1: 0.1783 (0.1804) loss_bbox_dn_2: 0.1584 (0.1605) loss_bbox_dn_3: 0.1491 (0.1547) loss_bbox_dn_4: 0.1500 (0.1533) loss_bbox_dn_5: 0.1501 (0.1533) loss_giou: 0.4730 (0.4595) loss_giou_aux_0: 0.4871 (0.4822) loss_giou_aux_1: 0.4794 (0.4688) loss_giou_aux_2: 0.4788 (0.4634) loss_giou_aux_3: 0.4636 (0.4610) loss_giou_aux_4: 0.4752 (0.4596) loss_giou_aux_5: 0.5595 (0.5433) loss_giou_dn_0: 0.5723 (0.5561) loss_giou_dn_1: 0.4510 (0.4474) loss_giou_dn_2: 0.4207 (0.4159) loss_giou_dn_3: 0.4112 (0.4076) loss_giou_dn_4: 0.4068 (0.4055) loss_giou_dn_5: 0.4067 (0.4057) loss_vfl: 0.6338 (0.6473) loss_vfl_aux_0: 0.7351 (0.7409) loss_vfl_aux_1: 0.7031 (0.6983) loss_vfl_aux_2: 0.6674 (0.6744) loss_vfl_aux_3: 0.6345 (0.6595) loss_vfl_aux_4: 0.6429 (0.6517) loss_vfl_aux_5: 0.7220 (0.7329) loss_vfl_dn_0: 0.4378 (0.4431) loss_vfl_dn_1: 0.3728 (0.3776) loss_vfl_dn_2: 0.3621 (0.3616) loss_vfl_dn_3: 0.3552 (0.3545) loss_vfl_dn_4: 0.3531 (0.3520) loss_vfl_dn_5: 0.3519 (0.3513) time: 0.4756 data: 0.0137 max mem: 5654 Epoch: [67] [1900/7393] eta: 0:45:07 lr: 0.000010 loss: 14.9929 (15.1474) loss_bbox: 0.1385 (0.1451) loss_bbox_aux_0: 0.1494 (0.1573) loss_bbox_aux_1: 0.1399 (0.1501) loss_bbox_aux_2: 0.1368 (0.1472) loss_bbox_aux_3: 0.1360 (0.1459) loss_bbox_aux_4: 0.1383 (0.1451) loss_bbox_aux_5: 0.1746 (0.1914) loss_bbox_dn_0: 0.2199 (0.2483) loss_bbox_dn_1: 0.1616 (0.1800) loss_bbox_dn_2: 0.1413 (0.1601) loss_bbox_dn_3: 0.1358 (0.1543) loss_bbox_dn_4: 0.1342 (0.1529) loss_bbox_dn_5: 0.1342 (0.1529) loss_giou: 0.4716 (0.4598) loss_giou_aux_0: 0.5008 (0.4824) loss_giou_aux_1: 0.4722 (0.4690) loss_giou_aux_2: 0.4805 (0.4637) loss_giou_aux_3: 0.4701 (0.4613) loss_giou_aux_4: 0.4703 (0.4599) loss_giou_aux_5: 0.5589 (0.5436) loss_giou_dn_0: 0.5799 (0.5561) loss_giou_dn_1: 0.4582 (0.4476) loss_giou_dn_2: 0.4309 (0.4161) loss_giou_dn_3: 0.4243 (0.4078) loss_giou_dn_4: 0.4220 (0.4056) loss_giou_dn_5: 0.4220 (0.4058) loss_vfl: 0.6379 (0.6465) loss_vfl_aux_0: 0.7012 (0.7399) loss_vfl_aux_1: 0.6697 (0.6976) loss_vfl_aux_2: 0.6573 (0.6734) loss_vfl_aux_3: 0.6593 (0.6584) loss_vfl_aux_4: 0.6477 (0.6509) loss_vfl_aux_5: 0.7024 (0.7317) loss_vfl_dn_0: 0.4375 (0.4429) loss_vfl_dn_1: 0.3804 (0.3775) loss_vfl_dn_2: 0.3661 (0.3615) loss_vfl_dn_3: 0.3600 (0.3545) loss_vfl_dn_4: 0.3557 (0.3520) loss_vfl_dn_5: 0.3559 (0.3513) time: 0.4737 data: 0.0138 max mem: 5654 Epoch: [67] [2000/7393] eta: 0:44:14 lr: 0.000010 loss: 15.1088 (15.1582) loss_bbox: 0.1447 (0.1452) loss_bbox_aux_0: 0.1382 (0.1574) loss_bbox_aux_1: 0.1472 (0.1501) loss_bbox_aux_2: 0.1335 (0.1473) loss_bbox_aux_3: 0.1453 (0.1460) loss_bbox_aux_4: 0.1434 (0.1453) loss_bbox_aux_5: 0.1949 (0.1917) loss_bbox_dn_0: 0.2265 (0.2488) loss_bbox_dn_1: 0.1602 (0.1804) loss_bbox_dn_2: 0.1438 (0.1605) loss_bbox_dn_3: 0.1399 (0.1547) loss_bbox_dn_4: 0.1372 (0.1533) loss_bbox_dn_5: 0.1371 (0.1533) loss_giou: 0.4406 (0.4599) loss_giou_aux_0: 0.4685 (0.4827) loss_giou_aux_1: 0.4508 (0.4693) loss_giou_aux_2: 0.4492 (0.4639) loss_giou_aux_3: 0.4481 (0.4614) loss_giou_aux_4: 0.4404 (0.4600) loss_giou_aux_5: 0.5311 (0.5440) loss_giou_dn_0: 0.5451 (0.5564) loss_giou_dn_1: 0.4376 (0.4479) loss_giou_dn_2: 0.3986 (0.4165) loss_giou_dn_3: 0.3891 (0.4082) loss_giou_dn_4: 0.3868 (0.4060) loss_giou_dn_5: 0.3867 (0.4062) loss_vfl: 0.6649 (0.6472) loss_vfl_aux_0: 0.7400 (0.7402) loss_vfl_aux_1: 0.7045 (0.6982) loss_vfl_aux_2: 0.6754 (0.6738) loss_vfl_aux_3: 0.6534 (0.6590) loss_vfl_aux_4: 0.6670 (0.6515) loss_vfl_aux_5: 0.7330 (0.7320) loss_vfl_dn_0: 0.4416 (0.4430) loss_vfl_dn_1: 0.3722 (0.3775) loss_vfl_dn_2: 0.3515 (0.3616) loss_vfl_dn_3: 0.3447 (0.3546) loss_vfl_dn_4: 0.3422 (0.3520) loss_vfl_dn_5: 0.3433 (0.3513) time: 0.4747 data: 0.0138 max mem: 5654 Epoch: [67] [2100/7393] eta: 0:43:22 lr: 0.000010 loss: 14.9111 (15.1582) loss_bbox: 0.1587 (0.1456) loss_bbox_aux_0: 0.1759 (0.1579) loss_bbox_aux_1: 0.1654 (0.1505) loss_bbox_aux_2: 0.1602 (0.1477) loss_bbox_aux_3: 0.1607 (0.1464) loss_bbox_aux_4: 0.1576 (0.1456) loss_bbox_aux_5: 0.2064 (0.1922) loss_bbox_dn_0: 0.2671 (0.2496) loss_bbox_dn_1: 0.1936 (0.1811) loss_bbox_dn_2: 0.1758 (0.1611) loss_bbox_dn_3: 0.1705 (0.1553) loss_bbox_dn_4: 0.1683 (0.1539) loss_bbox_dn_5: 0.1685 (0.1539) loss_giou: 0.4042 (0.4587) loss_giou_aux_0: 0.4144 (0.4816) loss_giou_aux_1: 0.4148 (0.4682) loss_giou_aux_2: 0.4044 (0.4628) loss_giou_aux_3: 0.4064 (0.4603) loss_giou_aux_4: 0.4039 (0.4588) loss_giou_aux_5: 0.4778 (0.5428) loss_giou_dn_0: 0.5319 (0.5557) loss_giou_dn_1: 0.4149 (0.4472) loss_giou_dn_2: 0.3880 (0.4157) loss_giou_dn_3: 0.3783 (0.4074) loss_giou_dn_4: 0.3766 (0.4053) loss_giou_dn_5: 0.3769 (0.4054) loss_vfl: 0.6667 (0.6482) loss_vfl_aux_0: 0.7374 (0.7408) loss_vfl_aux_1: 0.7037 (0.6989) loss_vfl_aux_2: 0.6919 (0.6748) loss_vfl_aux_3: 0.6684 (0.6599) loss_vfl_aux_4: 0.6672 (0.6525) loss_vfl_aux_5: 0.7467 (0.7329) loss_vfl_dn_0: 0.4358 (0.4430) loss_vfl_dn_1: 0.3706 (0.3775) loss_vfl_dn_2: 0.3565 (0.3615) loss_vfl_dn_3: 0.3491 (0.3544) loss_vfl_dn_4: 0.3468 (0.3519) loss_vfl_dn_5: 0.3454 (0.3512) time: 0.4814 data: 0.0141 max mem: 5654 Epoch: [67] [2200/7393] eta: 0:42:30 lr: 0.000010 loss: 15.3131 (15.1540) loss_bbox: 0.1493 (0.1457) loss_bbox_aux_0: 0.1569 (0.1581) loss_bbox_aux_1: 0.1497 (0.1508) loss_bbox_aux_2: 0.1420 (0.1479) loss_bbox_aux_3: 0.1352 (0.1466) loss_bbox_aux_4: 0.1507 (0.1458) loss_bbox_aux_5: 0.1821 (0.1924) loss_bbox_dn_0: 0.2730 (0.2499) loss_bbox_dn_1: 0.1912 (0.1813) loss_bbox_dn_2: 0.1666 (0.1613) loss_bbox_dn_3: 0.1604 (0.1555) loss_bbox_dn_4: 0.1595 (0.1541) loss_bbox_dn_5: 0.1594 (0.1541) loss_giou: 0.4166 (0.4584) loss_giou_aux_0: 0.4484 (0.4813) loss_giou_aux_1: 0.4234 (0.4679) loss_giou_aux_2: 0.4263 (0.4625) loss_giou_aux_3: 0.4195 (0.4599) loss_giou_aux_4: 0.4160 (0.4585) loss_giou_aux_5: 0.4965 (0.5425) loss_giou_dn_0: 0.5289 (0.5553) loss_giou_dn_1: 0.4301 (0.4468) loss_giou_dn_2: 0.4002 (0.4154) loss_giou_dn_3: 0.3933 (0.4070) loss_giou_dn_4: 0.3914 (0.4049) loss_giou_dn_5: 0.3919 (0.4051) loss_vfl: 0.6490 (0.6480) loss_vfl_aux_0: 0.7494 (0.7404) loss_vfl_aux_1: 0.7097 (0.6984) loss_vfl_aux_2: 0.6721 (0.6744) loss_vfl_aux_3: 0.6540 (0.6597) loss_vfl_aux_4: 0.6503 (0.6524) loss_vfl_aux_5: 0.7508 (0.7329) loss_vfl_dn_0: 0.4390 (0.4430) loss_vfl_dn_1: 0.3645 (0.3774) loss_vfl_dn_2: 0.3493 (0.3615) loss_vfl_dn_3: 0.3438 (0.3544) loss_vfl_dn_4: 0.3443 (0.3519) loss_vfl_dn_5: 0.3423 (0.3511) time: 0.4700 data: 0.0137 max mem: 5654 Epoch: [67] [2300/7393] eta: 0:41:37 lr: 0.000010 loss: 15.4734 (15.1535) loss_bbox: 0.1413 (0.1459) loss_bbox_aux_0: 0.1511 (0.1583) loss_bbox_aux_1: 0.1476 (0.1509) loss_bbox_aux_2: 0.1433 (0.1481) loss_bbox_aux_3: 0.1426 (0.1468) loss_bbox_aux_4: 0.1431 (0.1460) loss_bbox_aux_5: 0.1825 (0.1925) loss_bbox_dn_0: 0.2399 (0.2501) loss_bbox_dn_1: 0.1641 (0.1815) loss_bbox_dn_2: 0.1381 (0.1614) loss_bbox_dn_3: 0.1329 (0.1555) loss_bbox_dn_4: 0.1332 (0.1541) loss_bbox_dn_5: 0.1332 (0.1542) loss_giou: 0.4659 (0.4581) loss_giou_aux_0: 0.4859 (0.4810) loss_giou_aux_1: 0.4721 (0.4677) loss_giou_aux_2: 0.4714 (0.4623) loss_giou_aux_3: 0.4687 (0.4597) loss_giou_aux_4: 0.4655 (0.4582) loss_giou_aux_5: 0.5349 (0.5422) loss_giou_dn_0: 0.5755 (0.5552) loss_giou_dn_1: 0.4640 (0.4466) loss_giou_dn_2: 0.4257 (0.4152) loss_giou_dn_3: 0.4115 (0.4069) loss_giou_dn_4: 0.4084 (0.4047) loss_giou_dn_5: 0.4084 (0.4049) loss_vfl: 0.6311 (0.6481) loss_vfl_aux_0: 0.7206 (0.7403) loss_vfl_aux_1: 0.6968 (0.6985) loss_vfl_aux_2: 0.6619 (0.6743) loss_vfl_aux_3: 0.6316 (0.6596) loss_vfl_aux_4: 0.6492 (0.6524) loss_vfl_aux_5: 0.7206 (0.7330) loss_vfl_dn_0: 0.4441 (0.4429) loss_vfl_dn_1: 0.3855 (0.3774) loss_vfl_dn_2: 0.3671 (0.3614) loss_vfl_dn_3: 0.3589 (0.3544) loss_vfl_dn_4: 0.3558 (0.3519) loss_vfl_dn_5: 0.3579 (0.3511) time: 0.4770 data: 0.0137 max mem: 5654 Epoch: [67] [2400/7393] eta: 0:40:45 lr: 0.000010 loss: 15.5094 (15.1489) loss_bbox: 0.1440 (0.1458) loss_bbox_aux_0: 0.1616 (0.1582) loss_bbox_aux_1: 0.1550 (0.1509) loss_bbox_aux_2: 0.1514 (0.1481) loss_bbox_aux_3: 0.1470 (0.1467) loss_bbox_aux_4: 0.1441 (0.1459) loss_bbox_aux_5: 0.1827 (0.1925) loss_bbox_dn_0: 0.2352 (0.2501) loss_bbox_dn_1: 0.1766 (0.1815) loss_bbox_dn_2: 0.1591 (0.1614) loss_bbox_dn_3: 0.1524 (0.1556) loss_bbox_dn_4: 0.1503 (0.1542) loss_bbox_dn_5: 0.1503 (0.1542) loss_giou: 0.4299 (0.4577) loss_giou_aux_0: 0.4477 (0.4805) loss_giou_aux_1: 0.4395 (0.4672) loss_giou_aux_2: 0.4365 (0.4620) loss_giou_aux_3: 0.4461 (0.4593) loss_giou_aux_4: 0.4300 (0.4578) loss_giou_aux_5: 0.5019 (0.5416) loss_giou_dn_0: 0.5385 (0.5549) loss_giou_dn_1: 0.4351 (0.4464) loss_giou_dn_2: 0.3999 (0.4149) loss_giou_dn_3: 0.3972 (0.4066) loss_giou_dn_4: 0.3950 (0.4045) loss_giou_dn_5: 0.3950 (0.4047) loss_vfl: 0.6398 (0.6481) loss_vfl_aux_0: 0.7437 (0.7407) loss_vfl_aux_1: 0.6814 (0.6985) loss_vfl_aux_2: 0.6729 (0.6742) loss_vfl_aux_3: 0.6510 (0.6595) loss_vfl_aux_4: 0.6487 (0.6525) loss_vfl_aux_5: 0.7371 (0.7333) loss_vfl_dn_0: 0.4398 (0.4430) loss_vfl_dn_1: 0.3828 (0.3774) loss_vfl_dn_2: 0.3611 (0.3614) loss_vfl_dn_3: 0.3546 (0.3544) loss_vfl_dn_4: 0.3543 (0.3518) loss_vfl_dn_5: 0.3532 (0.3511) time: 0.4790 data: 0.0139 max mem: 5654 Epoch: [67] [2500/7393] eta: 0:39:53 lr: 0.000010 loss: 15.4656 (15.1590) loss_bbox: 0.1374 (0.1458) loss_bbox_aux_0: 0.1544 (0.1581) loss_bbox_aux_1: 0.1440 (0.1509) loss_bbox_aux_2: 0.1332 (0.1481) loss_bbox_aux_3: 0.1358 (0.1467) loss_bbox_aux_4: 0.1339 (0.1458) loss_bbox_aux_5: 0.1835 (0.1924) loss_bbox_dn_0: 0.2322 (0.2502) loss_bbox_dn_1: 0.1600 (0.1816) loss_bbox_dn_2: 0.1475 (0.1615) loss_bbox_dn_3: 0.1448 (0.1557) loss_bbox_dn_4: 0.1428 (0.1543) loss_bbox_dn_5: 0.1428 (0.1543) loss_giou: 0.4506 (0.4582) loss_giou_aux_0: 0.4894 (0.4810) loss_giou_aux_1: 0.4553 (0.4678) loss_giou_aux_2: 0.4622 (0.4626) loss_giou_aux_3: 0.4656 (0.4599) loss_giou_aux_4: 0.4532 (0.4582) loss_giou_aux_5: 0.5477 (0.5420) loss_giou_dn_0: 0.5853 (0.5553) loss_giou_dn_1: 0.4752 (0.4468) loss_giou_dn_2: 0.4457 (0.4153) loss_giou_dn_3: 0.4326 (0.4070) loss_giou_dn_4: 0.4283 (0.4049) loss_giou_dn_5: 0.4282 (0.4051) loss_vfl: 0.6495 (0.6487) loss_vfl_aux_0: 0.7468 (0.7410) loss_vfl_aux_1: 0.6958 (0.6988) loss_vfl_aux_2: 0.6676 (0.6745) loss_vfl_aux_3: 0.6409 (0.6599) loss_vfl_aux_4: 0.6369 (0.6531) loss_vfl_aux_5: 0.7358 (0.7337) loss_vfl_dn_0: 0.4445 (0.4431) loss_vfl_dn_1: 0.3764 (0.3775) loss_vfl_dn_2: 0.3631 (0.3615) loss_vfl_dn_3: 0.3576 (0.3545) loss_vfl_dn_4: 0.3553 (0.3520) loss_vfl_dn_5: 0.3559 (0.3512) time: 0.4748 data: 0.0134 max mem: 5654 Epoch: [67] [2600/7393] eta: 0:39:02 lr: 0.000010 loss: 14.8852 (15.1561) loss_bbox: 0.1401 (0.1456) loss_bbox_aux_0: 0.1455 (0.1579) loss_bbox_aux_1: 0.1474 (0.1507) loss_bbox_aux_2: 0.1421 (0.1479) loss_bbox_aux_3: 0.1497 (0.1466) loss_bbox_aux_4: 0.1450 (0.1457) loss_bbox_aux_5: 0.1885 (0.1923) loss_bbox_dn_0: 0.2320 (0.2501) loss_bbox_dn_1: 0.1612 (0.1815) loss_bbox_dn_2: 0.1436 (0.1614) loss_bbox_dn_3: 0.1456 (0.1556) loss_bbox_dn_4: 0.1441 (0.1542) loss_bbox_dn_5: 0.1442 (0.1542) loss_giou: 0.4487 (0.4580) loss_giou_aux_0: 0.4752 (0.4808) loss_giou_aux_1: 0.4678 (0.4677) loss_giou_aux_2: 0.4495 (0.4624) loss_giou_aux_3: 0.4467 (0.4597) loss_giou_aux_4: 0.4500 (0.4581) loss_giou_aux_5: 0.5293 (0.5419) loss_giou_dn_0: 0.5318 (0.5551) loss_giou_dn_1: 0.4267 (0.4466) loss_giou_dn_2: 0.4015 (0.4152) loss_giou_dn_3: 0.3927 (0.4069) loss_giou_dn_4: 0.3911 (0.4048) loss_giou_dn_5: 0.3916 (0.4050) loss_vfl: 0.6360 (0.6488) loss_vfl_aux_0: 0.7393 (0.7412) loss_vfl_aux_1: 0.6880 (0.6991) loss_vfl_aux_2: 0.6746 (0.6746) loss_vfl_aux_3: 0.6492 (0.6600) loss_vfl_aux_4: 0.6399 (0.6531) loss_vfl_aux_5: 0.7235 (0.7338) loss_vfl_dn_0: 0.4393 (0.4431) loss_vfl_dn_1: 0.3794 (0.3775) loss_vfl_dn_2: 0.3633 (0.3615) loss_vfl_dn_3: 0.3562 (0.3544) loss_vfl_dn_4: 0.3524 (0.3519) loss_vfl_dn_5: 0.3497 (0.3512) time: 0.4747 data: 0.0134 max mem: 5654 Epoch: [67] [2700/7393] eta: 0:38:11 lr: 0.000010 loss: 15.3720 (15.1553) loss_bbox: 0.1365 (0.1456) loss_bbox_aux_0: 0.1597 (0.1578) loss_bbox_aux_1: 0.1422 (0.1506) loss_bbox_aux_2: 0.1379 (0.1479) loss_bbox_aux_3: 0.1398 (0.1465) loss_bbox_aux_4: 0.1363 (0.1456) loss_bbox_aux_5: 0.1792 (0.1922) loss_bbox_dn_0: 0.2533 (0.2502) loss_bbox_dn_1: 0.1787 (0.1815) loss_bbox_dn_2: 0.1612 (0.1614) loss_bbox_dn_3: 0.1534 (0.1556) loss_bbox_dn_4: 0.1511 (0.1542) loss_bbox_dn_5: 0.1512 (0.1542) loss_giou: 0.4224 (0.4579) loss_giou_aux_0: 0.4595 (0.4807) loss_giou_aux_1: 0.4315 (0.4676) loss_giou_aux_2: 0.4361 (0.4623) loss_giou_aux_3: 0.4295 (0.4596) loss_giou_aux_4: 0.4257 (0.4580) loss_giou_aux_5: 0.5153 (0.5416) loss_giou_dn_0: 0.5374 (0.5549) loss_giou_dn_1: 0.4432 (0.4465) loss_giou_dn_2: 0.4192 (0.4151) loss_giou_dn_3: 0.4089 (0.4068) loss_giou_dn_4: 0.4075 (0.4047) loss_giou_dn_5: 0.4075 (0.4049) loss_vfl: 0.6251 (0.6491) loss_vfl_aux_0: 0.7159 (0.7414) loss_vfl_aux_1: 0.6736 (0.6992) loss_vfl_aux_2: 0.6607 (0.6748) loss_vfl_aux_3: 0.6432 (0.6603) loss_vfl_aux_4: 0.6345 (0.6534) loss_vfl_aux_5: 0.7174 (0.7340) loss_vfl_dn_0: 0.4423 (0.4431) loss_vfl_dn_1: 0.3750 (0.3774) loss_vfl_dn_2: 0.3585 (0.3615) loss_vfl_dn_3: 0.3516 (0.3544) loss_vfl_dn_4: 0.3494 (0.3519) loss_vfl_dn_5: 0.3487 (0.3512) time: 0.4796 data: 0.0135 max mem: 5654 Epoch: [67] [2800/7393] eta: 0:37:21 lr: 0.000010 loss: 14.6745 (15.1535) loss_bbox: 0.1408 (0.1455) loss_bbox_aux_0: 0.1721 (0.1578) loss_bbox_aux_1: 0.1603 (0.1506) loss_bbox_aux_2: 0.1529 (0.1478) loss_bbox_aux_3: 0.1399 (0.1465) loss_bbox_aux_4: 0.1471 (0.1456) loss_bbox_aux_5: 0.1919 (0.1921) loss_bbox_dn_0: 0.2483 (0.2499) loss_bbox_dn_1: 0.1853 (0.1813) loss_bbox_dn_2: 0.1589 (0.1612) loss_bbox_dn_3: 0.1495 (0.1554) loss_bbox_dn_4: 0.1459 (0.1540) loss_bbox_dn_5: 0.1459 (0.1540) loss_giou: 0.4369 (0.4580) loss_giou_aux_0: 0.4658 (0.4807) loss_giou_aux_1: 0.4380 (0.4676) loss_giou_aux_2: 0.4253 (0.4623) loss_giou_aux_3: 0.4354 (0.4597) loss_giou_aux_4: 0.4312 (0.4581) loss_giou_aux_5: 0.5196 (0.5416) loss_giou_dn_0: 0.5334 (0.5549) loss_giou_dn_1: 0.4256 (0.4465) loss_giou_dn_2: 0.3873 (0.4151) loss_giou_dn_3: 0.3812 (0.4067) loss_giou_dn_4: 0.3791 (0.4047) loss_giou_dn_5: 0.3790 (0.4048) loss_vfl: 0.6460 (0.6489) loss_vfl_aux_0: 0.7500 (0.7414) loss_vfl_aux_1: 0.7166 (0.6992) loss_vfl_aux_2: 0.6893 (0.6747) loss_vfl_aux_3: 0.6706 (0.6602) loss_vfl_aux_4: 0.6532 (0.6532) loss_vfl_aux_5: 0.7511 (0.7340) loss_vfl_dn_0: 0.4418 (0.4430) loss_vfl_dn_1: 0.3679 (0.3774) loss_vfl_dn_2: 0.3546 (0.3614) loss_vfl_dn_3: 0.3485 (0.3544) loss_vfl_dn_4: 0.3459 (0.3519) loss_vfl_dn_5: 0.3458 (0.3511) time: 0.4867 data: 0.0135 max mem: 5654 Epoch: [67] [2900/7393] eta: 0:36:31 lr: 0.000010 loss: 15.3433 (15.1527) loss_bbox: 0.1432 (0.1456) loss_bbox_aux_0: 0.1485 (0.1578) loss_bbox_aux_1: 0.1418 (0.1506) loss_bbox_aux_2: 0.1469 (0.1479) loss_bbox_aux_3: 0.1439 (0.1465) loss_bbox_aux_4: 0.1423 (0.1457) loss_bbox_aux_5: 0.1884 (0.1921) loss_bbox_dn_0: 0.2305 (0.2499) loss_bbox_dn_1: 0.1642 (0.1814) loss_bbox_dn_2: 0.1470 (0.1613) loss_bbox_dn_3: 0.1467 (0.1555) loss_bbox_dn_4: 0.1447 (0.1541) loss_bbox_dn_5: 0.1447 (0.1541) loss_giou: 0.4325 (0.4580) loss_giou_aux_0: 0.4550 (0.4807) loss_giou_aux_1: 0.4514 (0.4676) loss_giou_aux_2: 0.4435 (0.4623) loss_giou_aux_3: 0.4395 (0.4597) loss_giou_aux_4: 0.4338 (0.4581) loss_giou_aux_5: 0.5228 (0.5415) loss_giou_dn_0: 0.5549 (0.5547) loss_giou_dn_1: 0.4467 (0.4464) loss_giou_dn_2: 0.4125 (0.4150) loss_giou_dn_3: 0.4031 (0.4067) loss_giou_dn_4: 0.4001 (0.4046) loss_giou_dn_5: 0.4004 (0.4048) loss_vfl: 0.6417 (0.6489) loss_vfl_aux_0: 0.7292 (0.7413) loss_vfl_aux_1: 0.6905 (0.6990) loss_vfl_aux_2: 0.6724 (0.6745) loss_vfl_aux_3: 0.6727 (0.6602) loss_vfl_aux_4: 0.6515 (0.6531) loss_vfl_aux_5: 0.7174 (0.7339) loss_vfl_dn_0: 0.4408 (0.4430) loss_vfl_dn_1: 0.3784 (0.3774) loss_vfl_dn_2: 0.3577 (0.3615) loss_vfl_dn_3: 0.3546 (0.3544) loss_vfl_dn_4: 0.3526 (0.3519) loss_vfl_dn_5: 0.3505 (0.3512) time: 0.4787 data: 0.0138 max mem: 5654 Epoch: [67] [3000/7393] eta: 0:35:51 lr: 0.000010 loss: 15.4149 (15.1446) loss_bbox: 0.1480 (0.1455) loss_bbox_aux_0: 0.1539 (0.1578) loss_bbox_aux_1: 0.1461 (0.1505) loss_bbox_aux_2: 0.1449 (0.1478) loss_bbox_aux_3: 0.1478 (0.1465) loss_bbox_aux_4: 0.1488 (0.1456) loss_bbox_aux_5: 0.1943 (0.1920) loss_bbox_dn_0: 0.2391 (0.2497) loss_bbox_dn_1: 0.1767 (0.1813) loss_bbox_dn_2: 0.1589 (0.1612) loss_bbox_dn_3: 0.1540 (0.1554) loss_bbox_dn_4: 0.1512 (0.1540) loss_bbox_dn_5: 0.1514 (0.1540) loss_giou: 0.4386 (0.4577) loss_giou_aux_0: 0.4596 (0.4805) loss_giou_aux_1: 0.4415 (0.4673) loss_giou_aux_2: 0.4304 (0.4621) loss_giou_aux_3: 0.4348 (0.4595) loss_giou_aux_4: 0.4383 (0.4578) loss_giou_aux_5: 0.5213 (0.5412) loss_giou_dn_0: 0.5506 (0.5544) loss_giou_dn_1: 0.4415 (0.4461) loss_giou_dn_2: 0.4094 (0.4147) loss_giou_dn_3: 0.4013 (0.4064) loss_giou_dn_4: 0.3973 (0.4043) loss_giou_dn_5: 0.3972 (0.4045) loss_vfl: 0.6414 (0.6485) loss_vfl_aux_0: 0.7468 (0.7410) loss_vfl_aux_1: 0.7109 (0.6988) loss_vfl_aux_2: 0.6680 (0.6741) loss_vfl_aux_3: 0.6540 (0.6598) loss_vfl_aux_4: 0.6463 (0.6528) loss_vfl_aux_5: 0.7261 (0.7334) loss_vfl_dn_0: 0.4471 (0.4429) loss_vfl_dn_1: 0.3807 (0.3772) loss_vfl_dn_2: 0.3664 (0.3614) loss_vfl_dn_3: 0.3604 (0.3543) loss_vfl_dn_4: 0.3582 (0.3518) loss_vfl_dn_5: 0.3568 (0.3510) time: 0.8152 data: 0.0141 max mem: 5654 Epoch: [67] [3100/7393] eta: 0:35:09 lr: 0.000010 loss: 15.0124 (15.1372) loss_bbox: 0.1638 (0.1458) loss_bbox_aux_0: 0.1728 (0.1580) loss_bbox_aux_1: 0.1678 (0.1507) loss_bbox_aux_2: 0.1711 (0.1481) loss_bbox_aux_3: 0.1637 (0.1467) loss_bbox_aux_4: 0.1636 (0.1458) loss_bbox_aux_5: 0.2126 (0.1924) loss_bbox_dn_0: 0.2840 (0.2502) loss_bbox_dn_1: 0.1987 (0.1816) loss_bbox_dn_2: 0.1797 (0.1615) loss_bbox_dn_3: 0.1748 (0.1557) loss_bbox_dn_4: 0.1738 (0.1543) loss_bbox_dn_5: 0.1738 (0.1543) loss_giou: 0.4013 (0.4570) loss_giou_aux_0: 0.4361 (0.4798) loss_giou_aux_1: 0.4021 (0.4666) loss_giou_aux_2: 0.4091 (0.4614) loss_giou_aux_3: 0.4142 (0.4587) loss_giou_aux_4: 0.4011 (0.4571) loss_giou_aux_5: 0.4739 (0.5405) loss_giou_dn_0: 0.5366 (0.5539) loss_giou_dn_1: 0.4201 (0.4455) loss_giou_dn_2: 0.3884 (0.4141) loss_giou_dn_3: 0.3859 (0.4058) loss_giou_dn_4: 0.3835 (0.4038) loss_giou_dn_5: 0.3838 (0.4039) loss_vfl: 0.6577 (0.6482) loss_vfl_aux_0: 0.7304 (0.7407) loss_vfl_aux_1: 0.7058 (0.6985) loss_vfl_aux_2: 0.6983 (0.6738) loss_vfl_aux_3: 0.6678 (0.6595) loss_vfl_aux_4: 0.6705 (0.6525) loss_vfl_aux_5: 0.7202 (0.7332) loss_vfl_dn_0: 0.4425 (0.4429) loss_vfl_dn_1: 0.3707 (0.3771) loss_vfl_dn_2: 0.3535 (0.3612) loss_vfl_dn_3: 0.3419 (0.3541) loss_vfl_dn_4: 0.3391 (0.3515) loss_vfl_dn_5: 0.3384 (0.3508) time: 0.4616 data: 0.0139 max mem: 5654 Epoch: [67] [3200/7393] eta: 0:34:26 lr: 0.000010 loss: 14.8491 (15.1351) loss_bbox: 0.1368 (0.1457) loss_bbox_aux_0: 0.1621 (0.1581) loss_bbox_aux_1: 0.1514 (0.1508) loss_bbox_aux_2: 0.1374 (0.1480) loss_bbox_aux_3: 0.1355 (0.1466) loss_bbox_aux_4: 0.1369 (0.1458) loss_bbox_aux_5: 0.1750 (0.1925) loss_bbox_dn_0: 0.2491 (0.2502) loss_bbox_dn_1: 0.1624 (0.1816) loss_bbox_dn_2: 0.1522 (0.1616) loss_bbox_dn_3: 0.1494 (0.1558) loss_bbox_dn_4: 0.1506 (0.1543) loss_bbox_dn_5: 0.1506 (0.1544) loss_giou: 0.4450 (0.4569) loss_giou_aux_0: 0.4781 (0.4798) loss_giou_aux_1: 0.4684 (0.4665) loss_giou_aux_2: 0.4476 (0.4613) loss_giou_aux_3: 0.4449 (0.4586) loss_giou_aux_4: 0.4450 (0.4570) loss_giou_aux_5: 0.5163 (0.5404) loss_giou_dn_0: 0.5141 (0.5537) loss_giou_dn_1: 0.4242 (0.4454) loss_giou_dn_2: 0.3944 (0.4140) loss_giou_dn_3: 0.3922 (0.4057) loss_giou_dn_4: 0.3916 (0.4036) loss_giou_dn_5: 0.3913 (0.4038) loss_vfl: 0.6539 (0.6482) loss_vfl_aux_0: 0.7299 (0.7404) loss_vfl_aux_1: 0.6926 (0.6983) loss_vfl_aux_2: 0.6609 (0.6737) loss_vfl_aux_3: 0.6670 (0.6596) loss_vfl_aux_4: 0.6600 (0.6525) loss_vfl_aux_5: 0.7475 (0.7334) loss_vfl_dn_0: 0.4367 (0.4429) loss_vfl_dn_1: 0.3711 (0.3770) loss_vfl_dn_2: 0.3542 (0.3611) loss_vfl_dn_3: 0.3475 (0.3540) loss_vfl_dn_4: 0.3457 (0.3515) loss_vfl_dn_5: 0.3451 (0.3508) time: 0.4673 data: 0.0138 max mem: 5654 Epoch: [67] [3300/7393] eta: 0:33:35 lr: 0.000010 loss: 14.6278 (15.1340) loss_bbox: 0.1345 (0.1456) loss_bbox_aux_0: 0.1443 (0.1580) loss_bbox_aux_1: 0.1365 (0.1507) loss_bbox_aux_2: 0.1355 (0.1480) loss_bbox_aux_3: 0.1345 (0.1465) loss_bbox_aux_4: 0.1344 (0.1457) loss_bbox_aux_5: 0.1787 (0.1923) loss_bbox_dn_0: 0.2250 (0.2499) loss_bbox_dn_1: 0.1652 (0.1814) loss_bbox_dn_2: 0.1485 (0.1613) loss_bbox_dn_3: 0.1444 (0.1555) loss_bbox_dn_4: 0.1443 (0.1541) loss_bbox_dn_5: 0.1444 (0.1542) loss_giou: 0.4604 (0.4571) loss_giou_aux_0: 0.4949 (0.4800) loss_giou_aux_1: 0.4741 (0.4667) loss_giou_aux_2: 0.4690 (0.4615) loss_giou_aux_3: 0.4642 (0.4587) loss_giou_aux_4: 0.4586 (0.4572) loss_giou_aux_5: 0.5477 (0.5405) loss_giou_dn_0: 0.5546 (0.5538) loss_giou_dn_1: 0.4535 (0.4455) loss_giou_dn_2: 0.4187 (0.4141) loss_giou_dn_3: 0.4066 (0.4058) loss_giou_dn_4: 0.4013 (0.4037) loss_giou_dn_5: 0.4014 (0.4039) loss_vfl: 0.6243 (0.6481) loss_vfl_aux_0: 0.6978 (0.7401) loss_vfl_aux_1: 0.6516 (0.6980) loss_vfl_aux_2: 0.6350 (0.6735) loss_vfl_aux_3: 0.6229 (0.6594) loss_vfl_aux_4: 0.6278 (0.6524) loss_vfl_aux_5: 0.6795 (0.7331) loss_vfl_dn_0: 0.4427 (0.4429) loss_vfl_dn_1: 0.3781 (0.3771) loss_vfl_dn_2: 0.3633 (0.3612) loss_vfl_dn_3: 0.3557 (0.3541) loss_vfl_dn_4: 0.3533 (0.3516) loss_vfl_dn_5: 0.3523 (0.3509) time: 0.4835 data: 0.0138 max mem: 5654 Epoch: [67] [3400/7393] eta: 0:32:43 lr: 0.000010 loss: 15.5957 (15.1368) loss_bbox: 0.1487 (0.1456) loss_bbox_aux_0: 0.1628 (0.1580) loss_bbox_aux_1: 0.1509 (0.1507) loss_bbox_aux_2: 0.1477 (0.1479) loss_bbox_aux_3: 0.1473 (0.1464) loss_bbox_aux_4: 0.1487 (0.1456) loss_bbox_aux_5: 0.1967 (0.1923) loss_bbox_dn_0: 0.2422 (0.2496) loss_bbox_dn_1: 0.1795 (0.1812) loss_bbox_dn_2: 0.1653 (0.1611) loss_bbox_dn_3: 0.1594 (0.1553) loss_bbox_dn_4: 0.1585 (0.1539) loss_bbox_dn_5: 0.1585 (0.1539) loss_giou: 0.4638 (0.4576) loss_giou_aux_0: 0.4905 (0.4805) loss_giou_aux_1: 0.4728 (0.4672) loss_giou_aux_2: 0.4717 (0.4619) loss_giou_aux_3: 0.4567 (0.4592) loss_giou_aux_4: 0.4617 (0.4577) loss_giou_aux_5: 0.5517 (0.5410) loss_giou_dn_0: 0.5684 (0.5541) loss_giou_dn_1: 0.4592 (0.4458) loss_giou_dn_2: 0.4304 (0.4144) loss_giou_dn_3: 0.4220 (0.4061) loss_giou_dn_4: 0.4207 (0.4040) loss_giou_dn_5: 0.4212 (0.4042) loss_vfl: 0.6463 (0.6480) loss_vfl_aux_0: 0.7487 (0.7400) loss_vfl_aux_1: 0.6992 (0.6978) loss_vfl_aux_2: 0.6726 (0.6734) loss_vfl_aux_3: 0.6579 (0.6594) loss_vfl_aux_4: 0.6475 (0.6522) loss_vfl_aux_5: 0.7310 (0.7328) loss_vfl_dn_0: 0.4437 (0.4429) loss_vfl_dn_1: 0.3796 (0.3771) loss_vfl_dn_2: 0.3675 (0.3613) loss_vfl_dn_3: 0.3605 (0.3542) loss_vfl_dn_4: 0.3586 (0.3516) loss_vfl_dn_5: 0.3570 (0.3509) time: 0.4728 data: 0.0139 max mem: 5654 Epoch: [67] [3500/7393] eta: 0:31:58 lr: 0.000010 loss: 15.3637 (15.1354) loss_bbox: 0.1423 (0.1455) loss_bbox_aux_0: 0.1556 (0.1579) loss_bbox_aux_1: 0.1496 (0.1506) loss_bbox_aux_2: 0.1418 (0.1479) loss_bbox_aux_3: 0.1409 (0.1464) loss_bbox_aux_4: 0.1422 (0.1456) loss_bbox_aux_5: 0.1835 (0.1922) loss_bbox_dn_0: 0.2372 (0.2496) loss_bbox_dn_1: 0.1795 (0.1812) loss_bbox_dn_2: 0.1563 (0.1611) loss_bbox_dn_3: 0.1467 (0.1553) loss_bbox_dn_4: 0.1435 (0.1539) loss_bbox_dn_5: 0.1436 (0.1539) loss_giou: 0.4653 (0.4575) loss_giou_aux_0: 0.4923 (0.4804) loss_giou_aux_1: 0.4849 (0.4671) loss_giou_aux_2: 0.4827 (0.4619) loss_giou_aux_3: 0.4716 (0.4591) loss_giou_aux_4: 0.4626 (0.4576) loss_giou_aux_5: 0.5416 (0.5409) loss_giou_dn_0: 0.5575 (0.5540) loss_giou_dn_1: 0.4576 (0.4458) loss_giou_dn_2: 0.4221 (0.4143) loss_giou_dn_3: 0.4133 (0.4060) loss_giou_dn_4: 0.4072 (0.4039) loss_giou_dn_5: 0.4070 (0.4041) loss_vfl: 0.6261 (0.6478) loss_vfl_aux_0: 0.6990 (0.7401) loss_vfl_aux_1: 0.6725 (0.6980) loss_vfl_aux_2: 0.6506 (0.6732) loss_vfl_aux_3: 0.6341 (0.6593) loss_vfl_aux_4: 0.6254 (0.6520) loss_vfl_aux_5: 0.7128 (0.7330) loss_vfl_dn_0: 0.4478 (0.4430) loss_vfl_dn_1: 0.3835 (0.3772) loss_vfl_dn_2: 0.3716 (0.3613) loss_vfl_dn_3: 0.3588 (0.3542) loss_vfl_dn_4: 0.3560 (0.3517) loss_vfl_dn_5: 0.3560 (0.3510) time: 0.4772 data: 0.0138 max mem: 5654 Epoch: [67] [3600/7393] eta: 0:31:08 lr: 0.000010 loss: 14.9863 (15.1363) loss_bbox: 0.1303 (0.1455) loss_bbox_aux_0: 0.1535 (0.1579) loss_bbox_aux_1: 0.1348 (0.1505) loss_bbox_aux_2: 0.1314 (0.1479) loss_bbox_aux_3: 0.1304 (0.1464) loss_bbox_aux_4: 0.1303 (0.1456) loss_bbox_aux_5: 0.1825 (0.1921) loss_bbox_dn_0: 0.2376 (0.2497) loss_bbox_dn_1: 0.1606 (0.1812) loss_bbox_dn_2: 0.1397 (0.1611) loss_bbox_dn_3: 0.1341 (0.1554) loss_bbox_dn_4: 0.1336 (0.1540) loss_bbox_dn_5: 0.1335 (0.1540) loss_giou: 0.4489 (0.4574) loss_giou_aux_0: 0.4805 (0.4803) loss_giou_aux_1: 0.4521 (0.4670) loss_giou_aux_2: 0.4444 (0.4618) loss_giou_aux_3: 0.4442 (0.4590) loss_giou_aux_4: 0.4494 (0.4575) loss_giou_aux_5: 0.5514 (0.5407) loss_giou_dn_0: 0.5477 (0.5541) loss_giou_dn_1: 0.4361 (0.4458) loss_giou_dn_2: 0.4057 (0.4143) loss_giou_dn_3: 0.3975 (0.4061) loss_giou_dn_4: 0.3947 (0.4040) loss_giou_dn_5: 0.3953 (0.4042) loss_vfl: 0.6651 (0.6481) loss_vfl_aux_0: 0.7417 (0.7401) loss_vfl_aux_1: 0.7225 (0.6982) loss_vfl_aux_2: 0.6937 (0.6734) loss_vfl_aux_3: 0.6796 (0.6595) loss_vfl_aux_4: 0.6555 (0.6522) loss_vfl_aux_5: 0.7413 (0.7331) loss_vfl_dn_0: 0.4472 (0.4429) loss_vfl_dn_1: 0.3839 (0.3772) loss_vfl_dn_2: 0.3677 (0.3613) loss_vfl_dn_3: 0.3605 (0.3542) loss_vfl_dn_4: 0.3614 (0.3516) loss_vfl_dn_5: 0.3609 (0.3510) time: 0.5041 data: 0.0141 max mem: 5654 Epoch: [67] [3700/7393] eta: 0:30:17 lr: 0.000010 loss: 14.8310 (15.1438) loss_bbox: 0.1499 (0.1456) loss_bbox_aux_0: 0.1554 (0.1580) loss_bbox_aux_1: 0.1397 (0.1506) loss_bbox_aux_2: 0.1482 (0.1480) loss_bbox_aux_3: 0.1450 (0.1464) loss_bbox_aux_4: 0.1515 (0.1457) loss_bbox_aux_5: 0.1901 (0.1922) loss_bbox_dn_0: 0.2318 (0.2497) loss_bbox_dn_1: 0.1658 (0.1812) loss_bbox_dn_2: 0.1430 (0.1612) loss_bbox_dn_3: 0.1377 (0.1554) loss_bbox_dn_4: 0.1376 (0.1540) loss_bbox_dn_5: 0.1376 (0.1540) loss_giou: 0.4322 (0.4581) loss_giou_aux_0: 0.4519 (0.4810) loss_giou_aux_1: 0.4408 (0.4677) loss_giou_aux_2: 0.4486 (0.4625) loss_giou_aux_3: 0.4431 (0.4597) loss_giou_aux_4: 0.4388 (0.4582) loss_giou_aux_5: 0.5409 (0.5415) loss_giou_dn_0: 0.5435 (0.5546) loss_giou_dn_1: 0.4244 (0.4462) loss_giou_dn_2: 0.3942 (0.4148) loss_giou_dn_3: 0.3803 (0.4065) loss_giou_dn_4: 0.3756 (0.4044) loss_giou_dn_5: 0.3759 (0.4046) loss_vfl: 0.6301 (0.6481) loss_vfl_aux_0: 0.7404 (0.7400) loss_vfl_aux_1: 0.7045 (0.6981) loss_vfl_aux_2: 0.6711 (0.6733) loss_vfl_aux_3: 0.6356 (0.6595) loss_vfl_aux_4: 0.6336 (0.6521) loss_vfl_aux_5: 0.7409 (0.7330) loss_vfl_dn_0: 0.4410 (0.4429) loss_vfl_dn_1: 0.3784 (0.3772) loss_vfl_dn_2: 0.3580 (0.3613) loss_vfl_dn_3: 0.3508 (0.3542) loss_vfl_dn_4: 0.3505 (0.3517) loss_vfl_dn_5: 0.3495 (0.3510) time: 0.4841 data: 0.0139 max mem: 5654 Epoch: [67] [3800/7393] eta: 0:29:26 lr: 0.000010 loss: 15.3828 (15.1464) loss_bbox: 0.1456 (0.1457) loss_bbox_aux_0: 0.1658 (0.1581) loss_bbox_aux_1: 0.1494 (0.1507) loss_bbox_aux_2: 0.1454 (0.1480) loss_bbox_aux_3: 0.1500 (0.1465) loss_bbox_aux_4: 0.1453 (0.1457) loss_bbox_aux_5: 0.1899 (0.1922) loss_bbox_dn_0: 0.2490 (0.2498) loss_bbox_dn_1: 0.1828 (0.1813) loss_bbox_dn_2: 0.1623 (0.1613) loss_bbox_dn_3: 0.1578 (0.1555) loss_bbox_dn_4: 0.1543 (0.1541) loss_bbox_dn_5: 0.1543 (0.1541) loss_giou: 0.4086 (0.4581) loss_giou_aux_0: 0.4323 (0.4811) loss_giou_aux_1: 0.4095 (0.4678) loss_giou_aux_2: 0.4169 (0.4626) loss_giou_aux_3: 0.4088 (0.4598) loss_giou_aux_4: 0.4062 (0.4583) loss_giou_aux_5: 0.4963 (0.5414) loss_giou_dn_0: 0.5417 (0.5546) loss_giou_dn_1: 0.4257 (0.4463) loss_giou_dn_2: 0.4031 (0.4148) loss_giou_dn_3: 0.3966 (0.4065) loss_giou_dn_4: 0.3951 (0.4044) loss_giou_dn_5: 0.3951 (0.4046) loss_vfl: 0.6493 (0.6482) loss_vfl_aux_0: 0.7201 (0.7401) loss_vfl_aux_1: 0.6844 (0.6981) loss_vfl_aux_2: 0.6944 (0.6734) loss_vfl_aux_3: 0.6564 (0.6596) loss_vfl_aux_4: 0.6479 (0.6523) loss_vfl_aux_5: 0.7152 (0.7332) loss_vfl_dn_0: 0.4425 (0.4428) loss_vfl_dn_1: 0.3810 (0.3771) loss_vfl_dn_2: 0.3680 (0.3613) loss_vfl_dn_3: 0.3588 (0.3542) loss_vfl_dn_4: 0.3568 (0.3516) loss_vfl_dn_5: 0.3562 (0.3509) time: 0.4789 data: 0.0138 max mem: 5654 Epoch: [67] [3900/7393] eta: 0:28:35 lr: 0.000010 loss: 14.7919 (15.1453) loss_bbox: 0.1317 (0.1456) loss_bbox_aux_0: 0.1369 (0.1581) loss_bbox_aux_1: 0.1301 (0.1508) loss_bbox_aux_2: 0.1325 (0.1481) loss_bbox_aux_3: 0.1310 (0.1465) loss_bbox_aux_4: 0.1326 (0.1457) loss_bbox_aux_5: 0.1744 (0.1922) loss_bbox_dn_0: 0.2279 (0.2497) loss_bbox_dn_1: 0.1727 (0.1813) loss_bbox_dn_2: 0.1463 (0.1613) loss_bbox_dn_3: 0.1416 (0.1555) loss_bbox_dn_4: 0.1417 (0.1541) loss_bbox_dn_5: 0.1417 (0.1541) loss_giou: 0.4259 (0.4581) loss_giou_aux_0: 0.4543 (0.4812) loss_giou_aux_1: 0.4454 (0.4679) loss_giou_aux_2: 0.4350 (0.4626) loss_giou_aux_3: 0.4291 (0.4598) loss_giou_aux_4: 0.4277 (0.4584) loss_giou_aux_5: 0.5240 (0.5414) loss_giou_dn_0: 0.5168 (0.5546) loss_giou_dn_1: 0.4193 (0.4463) loss_giou_dn_2: 0.3894 (0.4148) loss_giou_dn_3: 0.3815 (0.4065) loss_giou_dn_4: 0.3786 (0.4044) loss_giou_dn_5: 0.3787 (0.4046) loss_vfl: 0.6366 (0.6482) loss_vfl_aux_0: 0.7226 (0.7398) loss_vfl_aux_1: 0.6720 (0.6979) loss_vfl_aux_2: 0.6514 (0.6733) loss_vfl_aux_3: 0.6336 (0.6596) loss_vfl_aux_4: 0.6334 (0.6521) loss_vfl_aux_5: 0.7169 (0.7330) loss_vfl_dn_0: 0.4422 (0.4428) loss_vfl_dn_1: 0.3733 (0.3771) loss_vfl_dn_2: 0.3543 (0.3612) loss_vfl_dn_3: 0.3473 (0.3542) loss_vfl_dn_4: 0.3477 (0.3516) loss_vfl_dn_5: 0.3450 (0.3509) time: 0.4691 data: 0.0138 max mem: 5654 Epoch: [67] [4000/7393] eta: 0:27:46 lr: 0.000010 loss: 15.2774 (15.1440) loss_bbox: 0.1349 (0.1455) loss_bbox_aux_0: 0.1477 (0.1580) loss_bbox_aux_1: 0.1424 (0.1507) loss_bbox_aux_2: 0.1399 (0.1479) loss_bbox_aux_3: 0.1345 (0.1463) loss_bbox_aux_4: 0.1349 (0.1456) loss_bbox_aux_5: 0.1909 (0.1921) loss_bbox_dn_0: 0.2592 (0.2497) loss_bbox_dn_1: 0.1936 (0.1812) loss_bbox_dn_2: 0.1712 (0.1612) loss_bbox_dn_3: 0.1685 (0.1554) loss_bbox_dn_4: 0.1692 (0.1541) loss_bbox_dn_5: 0.1692 (0.1541) loss_giou: 0.4304 (0.4579) loss_giou_aux_0: 0.4629 (0.4809) loss_giou_aux_1: 0.4614 (0.4677) loss_giou_aux_2: 0.4461 (0.4624) loss_giou_aux_3: 0.4360 (0.4596) loss_giou_aux_4: 0.4312 (0.4581) loss_giou_aux_5: 0.5408 (0.5412) loss_giou_dn_0: 0.5794 (0.5544) loss_giou_dn_1: 0.4707 (0.4461) loss_giou_dn_2: 0.4320 (0.4147) loss_giou_dn_3: 0.4253 (0.4064) loss_giou_dn_4: 0.4243 (0.4043) loss_giou_dn_5: 0.4242 (0.4045) loss_vfl: 0.6724 (0.6486) loss_vfl_aux_0: 0.7568 (0.7400) loss_vfl_aux_1: 0.7036 (0.6982) loss_vfl_aux_2: 0.6871 (0.6736) loss_vfl_aux_3: 0.6821 (0.6600) loss_vfl_aux_4: 0.6856 (0.6526) loss_vfl_aux_5: 0.7412 (0.7332) loss_vfl_dn_0: 0.4369 (0.4428) loss_vfl_dn_1: 0.3761 (0.3771) loss_vfl_dn_2: 0.3593 (0.3612) loss_vfl_dn_3: 0.3507 (0.3541) loss_vfl_dn_4: 0.3498 (0.3516) loss_vfl_dn_5: 0.3490 (0.3509) time: 0.4798 data: 0.0140 max mem: 5654 Epoch: [67] [4100/7393] eta: 0:26:56 lr: 0.000010 loss: 15.4981 (15.1488) loss_bbox: 0.1355 (0.1454) loss_bbox_aux_0: 0.1418 (0.1580) loss_bbox_aux_1: 0.1413 (0.1506) loss_bbox_aux_2: 0.1337 (0.1479) loss_bbox_aux_3: 0.1338 (0.1463) loss_bbox_aux_4: 0.1369 (0.1455) loss_bbox_aux_5: 0.1732 (0.1921) loss_bbox_dn_0: 0.2213 (0.2494) loss_bbox_dn_1: 0.1663 (0.1811) loss_bbox_dn_2: 0.1517 (0.1611) loss_bbox_dn_3: 0.1460 (0.1553) loss_bbox_dn_4: 0.1440 (0.1539) loss_bbox_dn_5: 0.1442 (0.1539) loss_giou: 0.5056 (0.4587) loss_giou_aux_0: 0.5509 (0.4817) loss_giou_aux_1: 0.5290 (0.4685) loss_giou_aux_2: 0.5134 (0.4632) loss_giou_aux_3: 0.5073 (0.4603) loss_giou_aux_4: 0.5079 (0.4589) loss_giou_aux_5: 0.6129 (0.5419) loss_giou_dn_0: 0.5941 (0.5550) loss_giou_dn_1: 0.4849 (0.4466) loss_giou_dn_2: 0.4615 (0.4152) loss_giou_dn_3: 0.4524 (0.4069) loss_giou_dn_4: 0.4527 (0.4048) loss_giou_dn_5: 0.4524 (0.4050) loss_vfl: 0.6353 (0.6484) loss_vfl_aux_0: 0.7371 (0.7395) loss_vfl_aux_1: 0.6906 (0.6977) loss_vfl_aux_2: 0.6288 (0.6733) loss_vfl_aux_3: 0.6432 (0.6597) loss_vfl_aux_4: 0.6401 (0.6524) loss_vfl_aux_5: 0.7208 (0.7327) loss_vfl_dn_0: 0.4377 (0.4427) loss_vfl_dn_1: 0.3754 (0.3771) loss_vfl_dn_2: 0.3597 (0.3613) loss_vfl_dn_3: 0.3566 (0.3542) loss_vfl_dn_4: 0.3553 (0.3517) loss_vfl_dn_5: 0.3559 (0.3510) time: 0.4760 data: 0.0136 max mem: 5654 Epoch: [67] [4200/7393] eta: 0:26:05 lr: 0.000010 loss: 15.4308 (15.1519) loss_bbox: 0.1394 (0.1454) loss_bbox_aux_0: 0.1451 (0.1580) loss_bbox_aux_1: 0.1394 (0.1506) loss_bbox_aux_2: 0.1430 (0.1479) loss_bbox_aux_3: 0.1403 (0.1462) loss_bbox_aux_4: 0.1393 (0.1455) loss_bbox_aux_5: 0.1780 (0.1920) loss_bbox_dn_0: 0.2334 (0.2493) loss_bbox_dn_1: 0.1571 (0.1810) loss_bbox_dn_2: 0.1420 (0.1610) loss_bbox_dn_3: 0.1379 (0.1552) loss_bbox_dn_4: 0.1374 (0.1539) loss_bbox_dn_5: 0.1374 (0.1539) loss_giou: 0.4557 (0.4590) loss_giou_aux_0: 0.4789 (0.4821) loss_giou_aux_1: 0.4751 (0.4689) loss_giou_aux_2: 0.4503 (0.4635) loss_giou_aux_3: 0.4593 (0.4607) loss_giou_aux_4: 0.4426 (0.4592) loss_giou_aux_5: 0.5259 (0.5423) loss_giou_dn_0: 0.5676 (0.5552) loss_giou_dn_1: 0.4616 (0.4469) loss_giou_dn_2: 0.4314 (0.4154) loss_giou_dn_3: 0.4278 (0.4071) loss_giou_dn_4: 0.4260 (0.4050) loss_giou_dn_5: 0.4262 (0.4052) loss_vfl: 0.6298 (0.6483) loss_vfl_aux_0: 0.7527 (0.7394) loss_vfl_aux_1: 0.6849 (0.6976) loss_vfl_aux_2: 0.6491 (0.6732) loss_vfl_aux_3: 0.6511 (0.6596) loss_vfl_aux_4: 0.6388 (0.6523) loss_vfl_aux_5: 0.7401 (0.7326) loss_vfl_dn_0: 0.4447 (0.4428) loss_vfl_dn_1: 0.3801 (0.3772) loss_vfl_dn_2: 0.3654 (0.3614) loss_vfl_dn_3: 0.3569 (0.3543) loss_vfl_dn_4: 0.3527 (0.3518) loss_vfl_dn_5: 0.3524 (0.3511) time: 0.4761 data: 0.0138 max mem: 5654 Epoch: [67] [4300/7393] eta: 0:25:16 lr: 0.000010 loss: 14.4092 (15.1457) loss_bbox: 0.1369 (0.1454) loss_bbox_aux_0: 0.1487 (0.1579) loss_bbox_aux_1: 0.1391 (0.1505) loss_bbox_aux_2: 0.1445 (0.1478) loss_bbox_aux_3: 0.1358 (0.1462) loss_bbox_aux_4: 0.1384 (0.1454) loss_bbox_aux_5: 0.1851 (0.1919) loss_bbox_dn_0: 0.2330 (0.2493) loss_bbox_dn_1: 0.1760 (0.1810) loss_bbox_dn_2: 0.1560 (0.1610) loss_bbox_dn_3: 0.1508 (0.1553) loss_bbox_dn_4: 0.1502 (0.1539) loss_bbox_dn_5: 0.1504 (0.1539) loss_giou: 0.4360 (0.4586) loss_giou_aux_0: 0.4422 (0.4817) loss_giou_aux_1: 0.4322 (0.4684) loss_giou_aux_2: 0.4302 (0.4630) loss_giou_aux_3: 0.4381 (0.4602) loss_giou_aux_4: 0.4312 (0.4587) loss_giou_aux_5: 0.5345 (0.5418) loss_giou_dn_0: 0.5296 (0.5548) loss_giou_dn_1: 0.4260 (0.4465) loss_giou_dn_2: 0.3867 (0.4151) loss_giou_dn_3: 0.3784 (0.4068) loss_giou_dn_4: 0.3778 (0.4047) loss_giou_dn_5: 0.3778 (0.4049) loss_vfl: 0.6134 (0.6482) loss_vfl_aux_0: 0.6993 (0.7395) loss_vfl_aux_1: 0.6636 (0.6976) loss_vfl_aux_2: 0.6352 (0.6731) loss_vfl_aux_3: 0.6172 (0.6596) loss_vfl_aux_4: 0.6128 (0.6523) loss_vfl_aux_5: 0.6962 (0.7328) loss_vfl_dn_0: 0.4361 (0.4428) loss_vfl_dn_1: 0.3732 (0.3771) loss_vfl_dn_2: 0.3555 (0.3613) loss_vfl_dn_3: 0.3460 (0.3542) loss_vfl_dn_4: 0.3442 (0.3516) loss_vfl_dn_5: 0.3443 (0.3510) time: 0.4745 data: 0.0137 max mem: 5654 Epoch: [67] [4400/7393] eta: 0:24:25 lr: 0.000010 loss: 15.1176 (15.1432) loss_bbox: 0.1425 (0.1453) loss_bbox_aux_0: 0.1537 (0.1578) loss_bbox_aux_1: 0.1373 (0.1504) loss_bbox_aux_2: 0.1447 (0.1477) loss_bbox_aux_3: 0.1433 (0.1460) loss_bbox_aux_4: 0.1401 (0.1453) loss_bbox_aux_5: 0.1828 (0.1917) loss_bbox_dn_0: 0.2342 (0.2491) loss_bbox_dn_1: 0.1634 (0.1808) loss_bbox_dn_2: 0.1498 (0.1608) loss_bbox_dn_3: 0.1408 (0.1551) loss_bbox_dn_4: 0.1422 (0.1537) loss_bbox_dn_5: 0.1422 (0.1537) loss_giou: 0.4413 (0.4586) loss_giou_aux_0: 0.4682 (0.4817) loss_giou_aux_1: 0.4464 (0.4684) loss_giou_aux_2: 0.4391 (0.4631) loss_giou_aux_3: 0.4400 (0.4603) loss_giou_aux_4: 0.4409 (0.4588) loss_giou_aux_5: 0.5151 (0.5417) loss_giou_dn_0: 0.5195 (0.5548) loss_giou_dn_1: 0.4197 (0.4465) loss_giou_dn_2: 0.3964 (0.4151) loss_giou_dn_3: 0.3902 (0.4068) loss_giou_dn_4: 0.3887 (0.4047) loss_giou_dn_5: 0.3894 (0.4049) loss_vfl: 0.6289 (0.6481) loss_vfl_aux_0: 0.7229 (0.7394) loss_vfl_aux_1: 0.6764 (0.6975) loss_vfl_aux_2: 0.6673 (0.6730) loss_vfl_aux_3: 0.6442 (0.6596) loss_vfl_aux_4: 0.6347 (0.6522) loss_vfl_aux_5: 0.7224 (0.7326) loss_vfl_dn_0: 0.4350 (0.4428) loss_vfl_dn_1: 0.3789 (0.3771) loss_vfl_dn_2: 0.3658 (0.3613) loss_vfl_dn_3: 0.3562 (0.3542) loss_vfl_dn_4: 0.3551 (0.3516) loss_vfl_dn_5: 0.3558 (0.3509) time: 0.4638 data: 0.0138 max mem: 5654 Epoch: [67] [4500/7393] eta: 0:23:35 lr: 0.000010 loss: 14.3955 (15.1425) loss_bbox: 0.1324 (0.1454) loss_bbox_aux_0: 0.1477 (0.1579) loss_bbox_aux_1: 0.1370 (0.1505) loss_bbox_aux_2: 0.1311 (0.1478) loss_bbox_aux_3: 0.1313 (0.1461) loss_bbox_aux_4: 0.1324 (0.1454) loss_bbox_aux_5: 0.1737 (0.1918) loss_bbox_dn_0: 0.2280 (0.2491) loss_bbox_dn_1: 0.1561 (0.1807) loss_bbox_dn_2: 0.1409 (0.1608) loss_bbox_dn_3: 0.1323 (0.1550) loss_bbox_dn_4: 0.1316 (0.1536) loss_bbox_dn_5: 0.1316 (0.1537) loss_giou: 0.4060 (0.4588) loss_giou_aux_0: 0.4316 (0.4819) loss_giou_aux_1: 0.4101 (0.4686) loss_giou_aux_2: 0.4075 (0.4632) loss_giou_aux_3: 0.4058 (0.4604) loss_giou_aux_4: 0.4059 (0.4589) loss_giou_aux_5: 0.4938 (0.5419) loss_giou_dn_0: 0.5245 (0.5549) loss_giou_dn_1: 0.4146 (0.4465) loss_giou_dn_2: 0.3830 (0.4151) loss_giou_dn_3: 0.3752 (0.4068) loss_giou_dn_4: 0.3698 (0.4048) loss_giou_dn_5: 0.3700 (0.4050) loss_vfl: 0.6283 (0.6479) loss_vfl_aux_0: 0.6978 (0.7391) loss_vfl_aux_1: 0.6664 (0.6971) loss_vfl_aux_2: 0.6434 (0.6727) loss_vfl_aux_3: 0.6248 (0.6592) loss_vfl_aux_4: 0.6203 (0.6520) loss_vfl_aux_5: 0.7310 (0.7323) loss_vfl_dn_0: 0.4441 (0.4428) loss_vfl_dn_1: 0.3746 (0.3771) loss_vfl_dn_2: 0.3578 (0.3612) loss_vfl_dn_3: 0.3463 (0.3542) loss_vfl_dn_4: 0.3431 (0.3516) loss_vfl_dn_5: 0.3423 (0.3509) time: 0.4800 data: 0.0138 max mem: 5654 Epoch: [67] [4600/7393] eta: 0:22:45 lr: 0.000010 loss: 15.1927 (15.1449) loss_bbox: 0.1281 (0.1454) loss_bbox_aux_0: 0.1425 (0.1579) loss_bbox_aux_1: 0.1369 (0.1505) loss_bbox_aux_2: 0.1365 (0.1478) loss_bbox_aux_3: 0.1360 (0.1462) loss_bbox_aux_4: 0.1345 (0.1454) loss_bbox_aux_5: 0.1682 (0.1917) loss_bbox_dn_0: 0.2085 (0.2490) loss_bbox_dn_1: 0.1441 (0.1807) loss_bbox_dn_2: 0.1306 (0.1608) loss_bbox_dn_3: 0.1264 (0.1550) loss_bbox_dn_4: 0.1248 (0.1536) loss_bbox_dn_5: 0.1248 (0.1536) loss_giou: 0.5229 (0.4591) loss_giou_aux_0: 0.5354 (0.4821) loss_giou_aux_1: 0.5253 (0.4688) loss_giou_aux_2: 0.5276 (0.4635) loss_giou_aux_3: 0.5147 (0.4607) loss_giou_aux_4: 0.5181 (0.4592) loss_giou_aux_5: 0.5971 (0.5421) loss_giou_dn_0: 0.5536 (0.5549) loss_giou_dn_1: 0.4653 (0.4466) loss_giou_dn_2: 0.4314 (0.4152) loss_giou_dn_3: 0.4225 (0.4070) loss_giou_dn_4: 0.4201 (0.4049) loss_giou_dn_5: 0.4206 (0.4051) loss_vfl: 0.6072 (0.6478) loss_vfl_aux_0: 0.6808 (0.7391) loss_vfl_aux_1: 0.6370 (0.6971) loss_vfl_aux_2: 0.6109 (0.6725) loss_vfl_aux_3: 0.6096 (0.6591) loss_vfl_aux_4: 0.6058 (0.6519) loss_vfl_aux_5: 0.6696 (0.7324) loss_vfl_dn_0: 0.4478 (0.4428) loss_vfl_dn_1: 0.3862 (0.3772) loss_vfl_dn_2: 0.3644 (0.3613) loss_vfl_dn_3: 0.3552 (0.3542) loss_vfl_dn_4: 0.3524 (0.3517) loss_vfl_dn_5: 0.3514 (0.3510) time: 0.4695 data: 0.0138 max mem: 5654 Epoch: [67] [4700/7393] eta: 0:21:55 lr: 0.000010 loss: 14.9847 (15.1484) loss_bbox: 0.1335 (0.1453) loss_bbox_aux_0: 0.1473 (0.1579) loss_bbox_aux_1: 0.1393 (0.1505) loss_bbox_aux_2: 0.1325 (0.1478) loss_bbox_aux_3: 0.1312 (0.1461) loss_bbox_aux_4: 0.1353 (0.1454) loss_bbox_aux_5: 0.1734 (0.1917) loss_bbox_dn_0: 0.2454 (0.2490) loss_bbox_dn_1: 0.1739 (0.1807) loss_bbox_dn_2: 0.1575 (0.1608) loss_bbox_dn_3: 0.1531 (0.1550) loss_bbox_dn_4: 0.1500 (0.1536) loss_bbox_dn_5: 0.1500 (0.1536) loss_giou: 0.4524 (0.4592) loss_giou_aux_0: 0.4640 (0.4822) loss_giou_aux_1: 0.4544 (0.4690) loss_giou_aux_2: 0.4545 (0.4636) loss_giou_aux_3: 0.4520 (0.4608) loss_giou_aux_4: 0.4543 (0.4593) loss_giou_aux_5: 0.5244 (0.5422) loss_giou_dn_0: 0.5797 (0.5552) loss_giou_dn_1: 0.4682 (0.4469) loss_giou_dn_2: 0.4313 (0.4155) loss_giou_dn_3: 0.4176 (0.4072) loss_giou_dn_4: 0.4145 (0.4051) loss_giou_dn_5: 0.4151 (0.4053) loss_vfl: 0.6478 (0.6479) loss_vfl_aux_0: 0.7203 (0.7393) loss_vfl_aux_1: 0.6830 (0.6971) loss_vfl_aux_2: 0.6636 (0.6727) loss_vfl_aux_3: 0.6518 (0.6593) loss_vfl_aux_4: 0.6402 (0.6520) loss_vfl_aux_5: 0.7252 (0.7325) loss_vfl_dn_0: 0.4450 (0.4429) loss_vfl_dn_1: 0.3810 (0.3772) loss_vfl_dn_2: 0.3646 (0.3614) loss_vfl_dn_3: 0.3537 (0.3543) loss_vfl_dn_4: 0.3533 (0.3518) loss_vfl_dn_5: 0.3525 (0.3511) time: 0.4819 data: 0.0138 max mem: 5654 Epoch: [67] [4800/7393] eta: 0:21:06 lr: 0.000010 loss: 14.7126 (15.1453) loss_bbox: 0.1476 (0.1453) loss_bbox_aux_0: 0.1613 (0.1579) loss_bbox_aux_1: 0.1497 (0.1505) loss_bbox_aux_2: 0.1524 (0.1477) loss_bbox_aux_3: 0.1538 (0.1461) loss_bbox_aux_4: 0.1486 (0.1453) loss_bbox_aux_5: 0.1968 (0.1916) loss_bbox_dn_0: 0.2730 (0.2491) loss_bbox_dn_1: 0.1847 (0.1807) loss_bbox_dn_2: 0.1656 (0.1608) loss_bbox_dn_3: 0.1579 (0.1550) loss_bbox_dn_4: 0.1537 (0.1536) loss_bbox_dn_5: 0.1536 (0.1536) loss_giou: 0.4380 (0.4590) loss_giou_aux_0: 0.4597 (0.4820) loss_giou_aux_1: 0.4451 (0.4688) loss_giou_aux_2: 0.4452 (0.4634) loss_giou_aux_3: 0.4384 (0.4606) loss_giou_aux_4: 0.4360 (0.4591) loss_giou_aux_5: 0.5090 (0.5420) loss_giou_dn_0: 0.5326 (0.5550) loss_giou_dn_1: 0.4326 (0.4467) loss_giou_dn_2: 0.3983 (0.4153) loss_giou_dn_3: 0.3897 (0.4071) loss_giou_dn_4: 0.3883 (0.4050) loss_giou_dn_5: 0.3885 (0.4052) loss_vfl: 0.6520 (0.6480) loss_vfl_aux_0: 0.7494 (0.7392) loss_vfl_aux_1: 0.6813 (0.6970) loss_vfl_aux_2: 0.6556 (0.6726) loss_vfl_aux_3: 0.6538 (0.6593) loss_vfl_aux_4: 0.6631 (0.6520) loss_vfl_aux_5: 0.7598 (0.7324) loss_vfl_dn_0: 0.4415 (0.4428) loss_vfl_dn_1: 0.3788 (0.3772) loss_vfl_dn_2: 0.3605 (0.3613) loss_vfl_dn_3: 0.3556 (0.3542) loss_vfl_dn_4: 0.3530 (0.3517) loss_vfl_dn_5: 0.3509 (0.3510) time: 0.4714 data: 0.0139 max mem: 5654 Epoch: [67] [4900/7393] eta: 0:20:16 lr: 0.000010 loss: 15.2472 (15.1461) loss_bbox: 0.1499 (0.1453) loss_bbox_aux_0: 0.1665 (0.1579) loss_bbox_aux_1: 0.1596 (0.1505) loss_bbox_aux_2: 0.1589 (0.1478) loss_bbox_aux_3: 0.1544 (0.1461) loss_bbox_aux_4: 0.1507 (0.1453) loss_bbox_aux_5: 0.1967 (0.1917) loss_bbox_dn_0: 0.2741 (0.2491) loss_bbox_dn_1: 0.1908 (0.1808) loss_bbox_dn_2: 0.1634 (0.1608) loss_bbox_dn_3: 0.1548 (0.1550) loss_bbox_dn_4: 0.1512 (0.1536) loss_bbox_dn_5: 0.1512 (0.1536) loss_giou: 0.4410 (0.4589) loss_giou_aux_0: 0.4560 (0.4820) loss_giou_aux_1: 0.4462 (0.4688) loss_giou_aux_2: 0.4408 (0.4634) loss_giou_aux_3: 0.4385 (0.4605) loss_giou_aux_4: 0.4474 (0.4591) loss_giou_aux_5: 0.5134 (0.5420) loss_giou_dn_0: 0.5420 (0.5550) loss_giou_dn_1: 0.4268 (0.4467) loss_giou_dn_2: 0.3926 (0.4153) loss_giou_dn_3: 0.3843 (0.4071) loss_giou_dn_4: 0.3823 (0.4050) loss_giou_dn_5: 0.3824 (0.4051) loss_vfl: 0.6578 (0.6480) loss_vfl_aux_0: 0.7651 (0.7394) loss_vfl_aux_1: 0.7093 (0.6972) loss_vfl_aux_2: 0.6865 (0.6727) loss_vfl_aux_3: 0.6793 (0.6594) loss_vfl_aux_4: 0.6728 (0.6520) loss_vfl_aux_5: 0.7379 (0.7324) loss_vfl_dn_0: 0.4491 (0.4429) loss_vfl_dn_1: 0.3808 (0.3772) loss_vfl_dn_2: 0.3675 (0.3613) loss_vfl_dn_3: 0.3551 (0.3543) loss_vfl_dn_4: 0.3532 (0.3517) loss_vfl_dn_5: 0.3545 (0.3510) time: 0.4658 data: 0.0139 max mem: 5654 Epoch: [67] [5000/7393] eta: 0:19:27 lr: 0.000010 loss: 15.2800 (15.1478) loss_bbox: 0.1461 (0.1454) loss_bbox_aux_0: 0.1638 (0.1580) loss_bbox_aux_1: 0.1557 (0.1505) loss_bbox_aux_2: 0.1502 (0.1478) loss_bbox_aux_3: 0.1489 (0.1461) loss_bbox_aux_4: 0.1466 (0.1454) loss_bbox_aux_5: 0.1982 (0.1917) loss_bbox_dn_0: 0.2644 (0.2492) loss_bbox_dn_1: 0.1933 (0.1809) loss_bbox_dn_2: 0.1667 (0.1609) loss_bbox_dn_3: 0.1607 (0.1551) loss_bbox_dn_4: 0.1559 (0.1537) loss_bbox_dn_5: 0.1558 (0.1537) loss_giou: 0.4514 (0.4588) loss_giou_aux_0: 0.4591 (0.4819) loss_giou_aux_1: 0.4492 (0.4686) loss_giou_aux_2: 0.4577 (0.4633) loss_giou_aux_3: 0.4413 (0.4604) loss_giou_aux_4: 0.4431 (0.4589) loss_giou_aux_5: 0.5327 (0.5419) loss_giou_dn_0: 0.5419 (0.5550) loss_giou_dn_1: 0.4147 (0.4467) loss_giou_dn_2: 0.3788 (0.4153) loss_giou_dn_3: 0.3696 (0.4071) loss_giou_dn_4: 0.3666 (0.4049) loss_giou_dn_5: 0.3671 (0.4051) loss_vfl: 0.6441 (0.6482) loss_vfl_aux_0: 0.7464 (0.7397) loss_vfl_aux_1: 0.6929 (0.6975) loss_vfl_aux_2: 0.6754 (0.6729) loss_vfl_aux_3: 0.6690 (0.6597) loss_vfl_aux_4: 0.6587 (0.6523) loss_vfl_aux_5: 0.7521 (0.7327) loss_vfl_dn_0: 0.4432 (0.4429) loss_vfl_dn_1: 0.3781 (0.3772) loss_vfl_dn_2: 0.3547 (0.3613) loss_vfl_dn_3: 0.3509 (0.3543) loss_vfl_dn_4: 0.3502 (0.3517) loss_vfl_dn_5: 0.3495 (0.3510) time: 0.4823 data: 0.0140 max mem: 5654 Epoch: [67] [5100/7393] eta: 0:18:37 lr: 0.000010 loss: 14.6565 (15.1468) loss_bbox: 0.1328 (0.1453) loss_bbox_aux_0: 0.1449 (0.1579) loss_bbox_aux_1: 0.1374 (0.1504) loss_bbox_aux_2: 0.1351 (0.1478) loss_bbox_aux_3: 0.1332 (0.1461) loss_bbox_aux_4: 0.1333 (0.1453) loss_bbox_aux_5: 0.1738 (0.1916) loss_bbox_dn_0: 0.2440 (0.2493) loss_bbox_dn_1: 0.1630 (0.1809) loss_bbox_dn_2: 0.1392 (0.1609) loss_bbox_dn_3: 0.1298 (0.1551) loss_bbox_dn_4: 0.1299 (0.1537) loss_bbox_dn_5: 0.1299 (0.1537) loss_giou: 0.4601 (0.4587) loss_giou_aux_0: 0.4743 (0.4818) loss_giou_aux_1: 0.4695 (0.4685) loss_giou_aux_2: 0.4535 (0.4632) loss_giou_aux_3: 0.4603 (0.4602) loss_giou_aux_4: 0.4602 (0.4588) loss_giou_aux_5: 0.5185 (0.5417) loss_giou_dn_0: 0.5659 (0.5550) loss_giou_dn_1: 0.4628 (0.4467) loss_giou_dn_2: 0.4217 (0.4153) loss_giou_dn_3: 0.4160 (0.4070) loss_giou_dn_4: 0.4125 (0.4049) loss_giou_dn_5: 0.4126 (0.4051) loss_vfl: 0.6217 (0.6483) loss_vfl_aux_0: 0.7419 (0.7398) loss_vfl_aux_1: 0.6879 (0.6977) loss_vfl_aux_2: 0.6518 (0.6729) loss_vfl_aux_3: 0.6419 (0.6598) loss_vfl_aux_4: 0.6200 (0.6523) loss_vfl_aux_5: 0.7224 (0.7329) loss_vfl_dn_0: 0.4388 (0.4429) loss_vfl_dn_1: 0.3614 (0.3772) loss_vfl_dn_2: 0.3454 (0.3613) loss_vfl_dn_3: 0.3379 (0.3542) loss_vfl_dn_4: 0.3366 (0.3517) loss_vfl_dn_5: 0.3356 (0.3510) time: 0.4715 data: 0.0140 max mem: 5654 Epoch: [67] [5200/7393] eta: 0:17:48 lr: 0.000010 loss: 14.4919 (15.1457) loss_bbox: 0.1217 (0.1454) loss_bbox_aux_0: 0.1494 (0.1580) loss_bbox_aux_1: 0.1364 (0.1505) loss_bbox_aux_2: 0.1247 (0.1479) loss_bbox_aux_3: 0.1216 (0.1461) loss_bbox_aux_4: 0.1214 (0.1454) loss_bbox_aux_5: 0.1809 (0.1917) loss_bbox_dn_0: 0.2109 (0.2495) loss_bbox_dn_1: 0.1558 (0.1810) loss_bbox_dn_2: 0.1358 (0.1610) loss_bbox_dn_3: 0.1298 (0.1552) loss_bbox_dn_4: 0.1294 (0.1538) loss_bbox_dn_5: 0.1294 (0.1538) loss_giou: 0.4042 (0.4584) loss_giou_aux_0: 0.4279 (0.4815) loss_giou_aux_1: 0.4198 (0.4682) loss_giou_aux_2: 0.4017 (0.4630) loss_giou_aux_3: 0.4103 (0.4600) loss_giou_aux_4: 0.3946 (0.4586) loss_giou_aux_5: 0.4755 (0.5415) loss_giou_dn_0: 0.5151 (0.5548) loss_giou_dn_1: 0.4166 (0.4466) loss_giou_dn_2: 0.3837 (0.4151) loss_giou_dn_3: 0.3731 (0.4069) loss_giou_dn_4: 0.3691 (0.4048) loss_giou_dn_5: 0.3694 (0.4049) loss_vfl: 0.6752 (0.6484) loss_vfl_aux_0: 0.7774 (0.7399) loss_vfl_aux_1: 0.7461 (0.6978) loss_vfl_aux_2: 0.7063 (0.6729) loss_vfl_aux_3: 0.6736 (0.6598) loss_vfl_aux_4: 0.6849 (0.6523) loss_vfl_aux_5: 0.7693 (0.7330) loss_vfl_dn_0: 0.4448 (0.4429) loss_vfl_dn_1: 0.3730 (0.3772) loss_vfl_dn_2: 0.3543 (0.3612) loss_vfl_dn_3: 0.3476 (0.3542) loss_vfl_dn_4: 0.3461 (0.3516) loss_vfl_dn_5: 0.3467 (0.3509) time: 0.4843 data: 0.0141 max mem: 5654 Epoch: [67] [5300/7393] eta: 0:16:59 lr: 0.000010 loss: 14.3033 (15.1444) loss_bbox: 0.1417 (0.1455) loss_bbox_aux_0: 0.1446 (0.1580) loss_bbox_aux_1: 0.1426 (0.1506) loss_bbox_aux_2: 0.1361 (0.1480) loss_bbox_aux_3: 0.1410 (0.1462) loss_bbox_aux_4: 0.1403 (0.1455) loss_bbox_aux_5: 0.1906 (0.1917) loss_bbox_dn_0: 0.2559 (0.2494) loss_bbox_dn_1: 0.1762 (0.1810) loss_bbox_dn_2: 0.1563 (0.1610) loss_bbox_dn_3: 0.1517 (0.1552) loss_bbox_dn_4: 0.1512 (0.1538) loss_bbox_dn_5: 0.1511 (0.1538) loss_giou: 0.4313 (0.4585) loss_giou_aux_0: 0.4569 (0.4815) loss_giou_aux_1: 0.4407 (0.4682) loss_giou_aux_2: 0.4356 (0.4630) loss_giou_aux_3: 0.4291 (0.4600) loss_giou_aux_4: 0.4256 (0.4586) loss_giou_aux_5: 0.5009 (0.5415) loss_giou_dn_0: 0.5452 (0.5547) loss_giou_dn_1: 0.4348 (0.4465) loss_giou_dn_2: 0.3966 (0.4151) loss_giou_dn_3: 0.3833 (0.4068) loss_giou_dn_4: 0.3801 (0.4047) loss_giou_dn_5: 0.3800 (0.4049) loss_vfl: 0.6364 (0.6482) loss_vfl_aux_0: 0.7329 (0.7397) loss_vfl_aux_1: 0.6902 (0.6977) loss_vfl_aux_2: 0.6635 (0.6727) loss_vfl_aux_3: 0.6563 (0.6596) loss_vfl_aux_4: 0.6460 (0.6522) loss_vfl_aux_5: 0.7293 (0.7328) loss_vfl_dn_0: 0.4407 (0.4429) loss_vfl_dn_1: 0.3712 (0.3771) loss_vfl_dn_2: 0.3586 (0.3612) loss_vfl_dn_3: 0.3504 (0.3541) loss_vfl_dn_4: 0.3501 (0.3516) loss_vfl_dn_5: 0.3505 (0.3509) time: 0.4838 data: 0.0143 max mem: 5654 Epoch: [67] [5400/7393] eta: 0:16:10 lr: 0.000010 loss: 15.5642 (15.1451) loss_bbox: 0.1422 (0.1455) loss_bbox_aux_0: 0.1651 (0.1580) loss_bbox_aux_1: 0.1562 (0.1506) loss_bbox_aux_2: 0.1561 (0.1480) loss_bbox_aux_3: 0.1460 (0.1462) loss_bbox_aux_4: 0.1430 (0.1455) loss_bbox_aux_5: 0.1935 (0.1917) loss_bbox_dn_0: 0.2747 (0.2494) loss_bbox_dn_1: 0.1917 (0.1810) loss_bbox_dn_2: 0.1634 (0.1610) loss_bbox_dn_3: 0.1600 (0.1552) loss_bbox_dn_4: 0.1541 (0.1538) loss_bbox_dn_5: 0.1542 (0.1538) loss_giou: 0.4480 (0.4584) loss_giou_aux_0: 0.4474 (0.4814) loss_giou_aux_1: 0.4458 (0.4681) loss_giou_aux_2: 0.4461 (0.4629) loss_giou_aux_3: 0.4502 (0.4599) loss_giou_aux_4: 0.4509 (0.4585) loss_giou_aux_5: 0.5351 (0.5414) loss_giou_dn_0: 0.5464 (0.5547) loss_giou_dn_1: 0.4370 (0.4465) loss_giou_dn_2: 0.4045 (0.4151) loss_giou_dn_3: 0.3966 (0.4068) loss_giou_dn_4: 0.3938 (0.4046) loss_giou_dn_5: 0.3938 (0.4048) loss_vfl: 0.6737 (0.6483) loss_vfl_aux_0: 0.7596 (0.7399) loss_vfl_aux_1: 0.7190 (0.6979) loss_vfl_aux_2: 0.6857 (0.6729) loss_vfl_aux_3: 0.6787 (0.6598) loss_vfl_aux_4: 0.6742 (0.6523) loss_vfl_aux_5: 0.7420 (0.7330) loss_vfl_dn_0: 0.4476 (0.4429) loss_vfl_dn_1: 0.3823 (0.3772) loss_vfl_dn_2: 0.3667 (0.3612) loss_vfl_dn_3: 0.3601 (0.3542) loss_vfl_dn_4: 0.3589 (0.3516) loss_vfl_dn_5: 0.3558 (0.3509) time: 0.4781 data: 0.0145 max mem: 5654 Epoch: [67] [5500/7393] eta: 0:15:21 lr: 0.000010 loss: 14.8666 (15.1468) loss_bbox: 0.1391 (0.1455) loss_bbox_aux_0: 0.1545 (0.1580) loss_bbox_aux_1: 0.1436 (0.1505) loss_bbox_aux_2: 0.1423 (0.1479) loss_bbox_aux_3: 0.1405 (0.1462) loss_bbox_aux_4: 0.1391 (0.1455) loss_bbox_aux_5: 0.1941 (0.1917) loss_bbox_dn_0: 0.2303 (0.2493) loss_bbox_dn_1: 0.1595 (0.1809) loss_bbox_dn_2: 0.1430 (0.1609) loss_bbox_dn_3: 0.1397 (0.1552) loss_bbox_dn_4: 0.1359 (0.1538) loss_bbox_dn_5: 0.1356 (0.1538) loss_giou: 0.4162 (0.4586) loss_giou_aux_0: 0.4352 (0.4816) loss_giou_aux_1: 0.4268 (0.4682) loss_giou_aux_2: 0.4233 (0.4631) loss_giou_aux_3: 0.4214 (0.4601) loss_giou_aux_4: 0.4199 (0.4587) loss_giou_aux_5: 0.5021 (0.5415) loss_giou_dn_0: 0.5238 (0.5548) loss_giou_dn_1: 0.4220 (0.4466) loss_giou_dn_2: 0.3917 (0.4152) loss_giou_dn_3: 0.3809 (0.4069) loss_giou_dn_4: 0.3776 (0.4048) loss_giou_dn_5: 0.3778 (0.4050) loss_vfl: 0.6362 (0.6483) loss_vfl_aux_0: 0.7127 (0.7397) loss_vfl_aux_1: 0.6894 (0.6979) loss_vfl_aux_2: 0.6516 (0.6729) loss_vfl_aux_3: 0.6426 (0.6598) loss_vfl_aux_4: 0.6354 (0.6523) loss_vfl_aux_5: 0.7017 (0.7329) loss_vfl_dn_0: 0.4416 (0.4429) loss_vfl_dn_1: 0.3759 (0.3772) loss_vfl_dn_2: 0.3566 (0.3613) loss_vfl_dn_3: 0.3540 (0.3542) loss_vfl_dn_4: 0.3508 (0.3517) loss_vfl_dn_5: 0.3481 (0.3510) time: 0.4746 data: 0.0151 max mem: 5654 Epoch: [67] [5600/7393] eta: 0:14:32 lr: 0.000010 loss: 14.7020 (15.1494) loss_bbox: 0.1327 (0.1456) loss_bbox_aux_0: 0.1513 (0.1581) loss_bbox_aux_1: 0.1379 (0.1506) loss_bbox_aux_2: 0.1317 (0.1480) loss_bbox_aux_3: 0.1302 (0.1462) loss_bbox_aux_4: 0.1326 (0.1455) loss_bbox_aux_5: 0.1881 (0.1918) loss_bbox_dn_0: 0.2138 (0.2494) loss_bbox_dn_1: 0.1515 (0.1810) loss_bbox_dn_2: 0.1328 (0.1610) loss_bbox_dn_3: 0.1256 (0.1552) loss_bbox_dn_4: 0.1254 (0.1538) loss_bbox_dn_5: 0.1255 (0.1538) loss_giou: 0.4597 (0.4586) loss_giou_aux_0: 0.4866 (0.4817) loss_giou_aux_1: 0.4708 (0.4683) loss_giou_aux_2: 0.4634 (0.4632) loss_giou_aux_3: 0.4565 (0.4602) loss_giou_aux_4: 0.4551 (0.4587) loss_giou_aux_5: 0.5541 (0.5417) loss_giou_dn_0: 0.5482 (0.5549) loss_giou_dn_1: 0.4483 (0.4467) loss_giou_dn_2: 0.4144 (0.4153) loss_giou_dn_3: 0.4062 (0.4070) loss_giou_dn_4: 0.4039 (0.4049) loss_giou_dn_5: 0.4038 (0.4051) loss_vfl: 0.6477 (0.6484) loss_vfl_aux_0: 0.7192 (0.7397) loss_vfl_aux_1: 0.6962 (0.6981) loss_vfl_aux_2: 0.6805 (0.6731) loss_vfl_aux_3: 0.6630 (0.6600) loss_vfl_aux_4: 0.6519 (0.6525) loss_vfl_aux_5: 0.7071 (0.7329) loss_vfl_dn_0: 0.4384 (0.4429) loss_vfl_dn_1: 0.3752 (0.3772) loss_vfl_dn_2: 0.3612 (0.3613) loss_vfl_dn_3: 0.3532 (0.3543) loss_vfl_dn_4: 0.3514 (0.3517) loss_vfl_dn_5: 0.3488 (0.3510) time: 0.4787 data: 0.0148 max mem: 5654 Epoch: [67] [5700/7393] eta: 0:13:43 lr: 0.000010 loss: 14.6579 (15.1471) loss_bbox: 0.1329 (0.1455) loss_bbox_aux_0: 0.1413 (0.1581) loss_bbox_aux_1: 0.1337 (0.1505) loss_bbox_aux_2: 0.1352 (0.1479) loss_bbox_aux_3: 0.1368 (0.1462) loss_bbox_aux_4: 0.1329 (0.1455) loss_bbox_aux_5: 0.1821 (0.1918) loss_bbox_dn_0: 0.2434 (0.2493) loss_bbox_dn_1: 0.1584 (0.1809) loss_bbox_dn_2: 0.1408 (0.1609) loss_bbox_dn_3: 0.1352 (0.1551) loss_bbox_dn_4: 0.1314 (0.1537) loss_bbox_dn_5: 0.1314 (0.1537) loss_giou: 0.4126 (0.4586) loss_giou_aux_0: 0.4376 (0.4816) loss_giou_aux_1: 0.4255 (0.4683) loss_giou_aux_2: 0.4203 (0.4632) loss_giou_aux_3: 0.4119 (0.4602) loss_giou_aux_4: 0.4161 (0.4588) loss_giou_aux_5: 0.5061 (0.5416) loss_giou_dn_0: 0.5092 (0.5549) loss_giou_dn_1: 0.4109 (0.4467) loss_giou_dn_2: 0.3901 (0.4153) loss_giou_dn_3: 0.3837 (0.4070) loss_giou_dn_4: 0.3833 (0.4049) loss_giou_dn_5: 0.3834 (0.4051) loss_vfl: 0.6285 (0.6483) loss_vfl_aux_0: 0.6811 (0.7396) loss_vfl_aux_1: 0.6644 (0.6980) loss_vfl_aux_2: 0.6539 (0.6730) loss_vfl_aux_3: 0.6346 (0.6599) loss_vfl_aux_4: 0.6366 (0.6524) loss_vfl_aux_5: 0.6943 (0.7327) loss_vfl_dn_0: 0.4401 (0.4429) loss_vfl_dn_1: 0.3769 (0.3772) loss_vfl_dn_2: 0.3620 (0.3613) loss_vfl_dn_3: 0.3532 (0.3542) loss_vfl_dn_4: 0.3525 (0.3517) loss_vfl_dn_5: 0.3510 (0.3510) time: 0.4663 data: 0.0152 max mem: 5654 Epoch: [67] [5800/7393] eta: 0:12:54 lr: 0.000010 loss: 14.9427 (15.1520) loss_bbox: 0.1402 (0.1455) loss_bbox_aux_0: 0.1580 (0.1580) loss_bbox_aux_1: 0.1451 (0.1505) loss_bbox_aux_2: 0.1416 (0.1479) loss_bbox_aux_3: 0.1362 (0.1462) loss_bbox_aux_4: 0.1464 (0.1455) loss_bbox_aux_5: 0.1832 (0.1917) loss_bbox_dn_0: 0.2477 (0.2492) loss_bbox_dn_1: 0.1870 (0.1809) loss_bbox_dn_2: 0.1713 (0.1609) loss_bbox_dn_3: 0.1690 (0.1551) loss_bbox_dn_4: 0.1659 (0.1537) loss_bbox_dn_5: 0.1660 (0.1537) loss_giou: 0.3901 (0.4592) loss_giou_aux_0: 0.4242 (0.4822) loss_giou_aux_1: 0.4074 (0.4688) loss_giou_aux_2: 0.4119 (0.4638) loss_giou_aux_3: 0.3955 (0.4607) loss_giou_aux_4: 0.3902 (0.4594) loss_giou_aux_5: 0.4890 (0.5422) loss_giou_dn_0: 0.5356 (0.5552) loss_giou_dn_1: 0.4366 (0.4470) loss_giou_dn_2: 0.4077 (0.4156) loss_giou_dn_3: 0.4004 (0.4073) loss_giou_dn_4: 0.3964 (0.4052) loss_giou_dn_5: 0.3963 (0.4054) loss_vfl: 0.6499 (0.6482) loss_vfl_aux_0: 0.7301 (0.7395) loss_vfl_aux_1: 0.6855 (0.6978) loss_vfl_aux_2: 0.6741 (0.6728) loss_vfl_aux_3: 0.6650 (0.6597) loss_vfl_aux_4: 0.6531 (0.6522) loss_vfl_aux_5: 0.7465 (0.7325) loss_vfl_dn_0: 0.4384 (0.4428) loss_vfl_dn_1: 0.3740 (0.3772) loss_vfl_dn_2: 0.3632 (0.3613) loss_vfl_dn_3: 0.3551 (0.3543) loss_vfl_dn_4: 0.3532 (0.3518) loss_vfl_dn_5: 0.3532 (0.3510) time: 0.4757 data: 0.0151 max mem: 5654 Epoch: [67] [5900/7393] eta: 0:12:08 lr: 0.000010 loss: 15.2517 (15.1490) loss_bbox: 0.1419 (0.1455) loss_bbox_aux_0: 0.1492 (0.1580) loss_bbox_aux_1: 0.1373 (0.1504) loss_bbox_aux_2: 0.1353 (0.1479) loss_bbox_aux_3: 0.1416 (0.1462) loss_bbox_aux_4: 0.1409 (0.1454) loss_bbox_aux_5: 0.1714 (0.1917) loss_bbox_dn_0: 0.2144 (0.2492) loss_bbox_dn_1: 0.1582 (0.1808) loss_bbox_dn_2: 0.1432 (0.1608) loss_bbox_dn_3: 0.1414 (0.1550) loss_bbox_dn_4: 0.1368 (0.1536) loss_bbox_dn_5: 0.1368 (0.1536) loss_giou: 0.4697 (0.4591) loss_giou_aux_0: 0.4965 (0.4821) loss_giou_aux_1: 0.4831 (0.4688) loss_giou_aux_2: 0.4746 (0.4637) loss_giou_aux_3: 0.4669 (0.4607) loss_giou_aux_4: 0.4695 (0.4593) loss_giou_aux_5: 0.5529 (0.5422) loss_giou_dn_0: 0.5454 (0.5551) loss_giou_dn_1: 0.4471 (0.4469) loss_giou_dn_2: 0.4133 (0.4155) loss_giou_dn_3: 0.4037 (0.4072) loss_giou_dn_4: 0.4008 (0.4051) loss_giou_dn_5: 0.4009 (0.4053) loss_vfl: 0.6425 (0.6480) loss_vfl_aux_0: 0.7104 (0.7393) loss_vfl_aux_1: 0.6901 (0.6976) loss_vfl_aux_2: 0.6665 (0.6727) loss_vfl_aux_3: 0.6642 (0.6595) loss_vfl_aux_4: 0.6668 (0.6520) loss_vfl_aux_5: 0.6980 (0.7323) loss_vfl_dn_0: 0.4449 (0.4428) loss_vfl_dn_1: 0.3758 (0.3772) loss_vfl_dn_2: 0.3600 (0.3613) loss_vfl_dn_3: 0.3535 (0.3543) loss_vfl_dn_4: 0.3517 (0.3517) loss_vfl_dn_5: 0.3508 (0.3510) time: 0.4713 data: 0.0159 max mem: 5654 Epoch: [67] [6000/7393] eta: 0:11:19 lr: 0.000010 loss: 15.0697 (15.1502) loss_bbox: 0.1473 (0.1455) loss_bbox_aux_0: 0.1504 (0.1580) loss_bbox_aux_1: 0.1442 (0.1505) loss_bbox_aux_2: 0.1422 (0.1479) loss_bbox_aux_3: 0.1468 (0.1462) loss_bbox_aux_4: 0.1392 (0.1455) loss_bbox_aux_5: 0.1844 (0.1917) loss_bbox_dn_0: 0.2700 (0.2493) loss_bbox_dn_1: 0.1923 (0.1809) loss_bbox_dn_2: 0.1684 (0.1609) loss_bbox_dn_3: 0.1636 (0.1551) loss_bbox_dn_4: 0.1619 (0.1537) loss_bbox_dn_5: 0.1618 (0.1537) loss_giou: 0.3760 (0.4590) loss_giou_aux_0: 0.4132 (0.4820) loss_giou_aux_1: 0.3828 (0.4686) loss_giou_aux_2: 0.3841 (0.4635) loss_giou_aux_3: 0.3805 (0.4605) loss_giou_aux_4: 0.3756 (0.4591) loss_giou_aux_5: 0.4662 (0.5420) loss_giou_dn_0: 0.5331 (0.5551) loss_giou_dn_1: 0.4363 (0.4468) loss_giou_dn_2: 0.4031 (0.4155) loss_giou_dn_3: 0.3999 (0.4072) loss_giou_dn_4: 0.3940 (0.4051) loss_giou_dn_5: 0.3941 (0.4053) loss_vfl: 0.6689 (0.6482) loss_vfl_aux_0: 0.7681 (0.7394) loss_vfl_aux_1: 0.7261 (0.6979) loss_vfl_aux_2: 0.7182 (0.6729) loss_vfl_aux_3: 0.6916 (0.6597) loss_vfl_aux_4: 0.6855 (0.6523) loss_vfl_aux_5: 0.7723 (0.7325) loss_vfl_dn_0: 0.4442 (0.4429) loss_vfl_dn_1: 0.3819 (0.3773) loss_vfl_dn_2: 0.3601 (0.3613) loss_vfl_dn_3: 0.3532 (0.3543) loss_vfl_dn_4: 0.3503 (0.3518) loss_vfl_dn_5: 0.3503 (0.3511) time: 0.4733 data: 0.0164 max mem: 5654 Epoch: [67] [6100/7393] eta: 0:10:31 lr: 0.000010 loss: 15.2911 (15.1502) loss_bbox: 0.1310 (0.1456) loss_bbox_aux_0: 0.1542 (0.1581) loss_bbox_aux_1: 0.1401 (0.1505) loss_bbox_aux_2: 0.1330 (0.1479) loss_bbox_aux_3: 0.1318 (0.1462) loss_bbox_aux_4: 0.1293 (0.1455) loss_bbox_aux_5: 0.1878 (0.1918) loss_bbox_dn_0: 0.2440 (0.2493) loss_bbox_dn_1: 0.1862 (0.1810) loss_bbox_dn_2: 0.1673 (0.1610) loss_bbox_dn_3: 0.1609 (0.1552) loss_bbox_dn_4: 0.1572 (0.1538) loss_bbox_dn_5: 0.1572 (0.1538) loss_giou: 0.4687 (0.4589) loss_giou_aux_0: 0.4868 (0.4819) loss_giou_aux_1: 0.4688 (0.4685) loss_giou_aux_2: 0.4661 (0.4635) loss_giou_aux_3: 0.4668 (0.4605) loss_giou_aux_4: 0.4753 (0.4591) loss_giou_aux_5: 0.5371 (0.5419) loss_giou_dn_0: 0.5734 (0.5551) loss_giou_dn_1: 0.4703 (0.4468) loss_giou_dn_2: 0.4374 (0.4154) loss_giou_dn_3: 0.4304 (0.4071) loss_giou_dn_4: 0.4297 (0.4050) loss_giou_dn_5: 0.4294 (0.4052) loss_vfl: 0.6455 (0.6482) loss_vfl_aux_0: 0.7345 (0.7394) loss_vfl_aux_1: 0.7012 (0.6980) loss_vfl_aux_2: 0.6706 (0.6729) loss_vfl_aux_3: 0.6666 (0.6598) loss_vfl_aux_4: 0.6462 (0.6523) loss_vfl_aux_5: 0.7136 (0.7324) loss_vfl_dn_0: 0.4378 (0.4429) loss_vfl_dn_1: 0.3806 (0.3773) loss_vfl_dn_2: 0.3642 (0.3614) loss_vfl_dn_3: 0.3553 (0.3543) loss_vfl_dn_4: 0.3560 (0.3518) loss_vfl_dn_5: 0.3540 (0.3511) time: 0.4919 data: 0.0159 max mem: 5654 Epoch: [67] [6200/7393] eta: 0:09:42 lr: 0.000010 loss: 15.2089 (15.1533) loss_bbox: 0.1306 (0.1456) loss_bbox_aux_0: 0.1446 (0.1580) loss_bbox_aux_1: 0.1417 (0.1504) loss_bbox_aux_2: 0.1338 (0.1479) loss_bbox_aux_3: 0.1311 (0.1463) loss_bbox_aux_4: 0.1293 (0.1455) loss_bbox_aux_5: 0.1842 (0.1918) loss_bbox_dn_0: 0.2288 (0.2493) loss_bbox_dn_1: 0.1726 (0.1809) loss_bbox_dn_2: 0.1540 (0.1609) loss_bbox_dn_3: 0.1506 (0.1552) loss_bbox_dn_4: 0.1513 (0.1538) loss_bbox_dn_5: 0.1513 (0.1538) loss_giou: 0.4640 (0.4592) loss_giou_aux_0: 0.4964 (0.4822) loss_giou_aux_1: 0.4845 (0.4688) loss_giou_aux_2: 0.4735 (0.4637) loss_giou_aux_3: 0.4649 (0.4607) loss_giou_aux_4: 0.4656 (0.4593) loss_giou_aux_5: 0.5507 (0.5422) loss_giou_dn_0: 0.5582 (0.5553) loss_giou_dn_1: 0.4480 (0.4471) loss_giou_dn_2: 0.4180 (0.4157) loss_giou_dn_3: 0.4111 (0.4074) loss_giou_dn_4: 0.4087 (0.4053) loss_giou_dn_5: 0.4088 (0.4055) loss_vfl: 0.6692 (0.6482) loss_vfl_aux_0: 0.7424 (0.7393) loss_vfl_aux_1: 0.7142 (0.6980) loss_vfl_aux_2: 0.6898 (0.6730) loss_vfl_aux_3: 0.6790 (0.6599) loss_vfl_aux_4: 0.6736 (0.6523) loss_vfl_aux_5: 0.7338 (0.7323) loss_vfl_dn_0: 0.4476 (0.4429) loss_vfl_dn_1: 0.3840 (0.3773) loss_vfl_dn_2: 0.3660 (0.3614) loss_vfl_dn_3: 0.3613 (0.3543) loss_vfl_dn_4: 0.3589 (0.3518) loss_vfl_dn_5: 0.3590 (0.3511) time: 0.4770 data: 0.0160 max mem: 5654 Epoch: [67] [6300/7393] eta: 0:08:54 lr: 0.000010 loss: 15.0625 (15.1550) loss_bbox: 0.1417 (0.1455) loss_bbox_aux_0: 0.1541 (0.1580) loss_bbox_aux_1: 0.1417 (0.1504) loss_bbox_aux_2: 0.1388 (0.1479) loss_bbox_aux_3: 0.1385 (0.1462) loss_bbox_aux_4: 0.1419 (0.1455) loss_bbox_aux_5: 0.1890 (0.1917) loss_bbox_dn_0: 0.2309 (0.2491) loss_bbox_dn_1: 0.1658 (0.1808) loss_bbox_dn_2: 0.1473 (0.1608) loss_bbox_dn_3: 0.1399 (0.1550) loss_bbox_dn_4: 0.1374 (0.1537) loss_bbox_dn_5: 0.1373 (0.1537) loss_giou: 0.4572 (0.4595) loss_giou_aux_0: 0.4635 (0.4824) loss_giou_aux_1: 0.4533 (0.4691) loss_giou_aux_2: 0.4509 (0.4640) loss_giou_aux_3: 0.4516 (0.4610) loss_giou_aux_4: 0.4491 (0.4596) loss_giou_aux_5: 0.5287 (0.5424) loss_giou_dn_0: 0.5483 (0.5554) loss_giou_dn_1: 0.4279 (0.4472) loss_giou_dn_2: 0.3963 (0.4158) loss_giou_dn_3: 0.3880 (0.4075) loss_giou_dn_4: 0.3882 (0.4054) loss_giou_dn_5: 0.3889 (0.4056) loss_vfl: 0.6471 (0.6482) loss_vfl_aux_0: 0.7470 (0.7392) loss_vfl_aux_1: 0.7098 (0.6980) loss_vfl_aux_2: 0.6790 (0.6730) loss_vfl_aux_3: 0.6607 (0.6599) loss_vfl_aux_4: 0.6555 (0.6523) loss_vfl_aux_5: 0.7208 (0.7322) loss_vfl_dn_0: 0.4506 (0.4429) loss_vfl_dn_1: 0.3794 (0.3774) loss_vfl_dn_2: 0.3630 (0.3615) loss_vfl_dn_3: 0.3563 (0.3544) loss_vfl_dn_4: 0.3517 (0.3519) loss_vfl_dn_5: 0.3518 (0.3512) time: 0.4703 data: 0.0159 max mem: 5654 Epoch: [67] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 15.5285 (15.1577) loss_bbox: 0.1580 (0.1456) loss_bbox_aux_0: 0.1635 (0.1580) loss_bbox_aux_1: 0.1576 (0.1505) loss_bbox_aux_2: 0.1587 (0.1480) loss_bbox_aux_3: 0.1593 (0.1463) loss_bbox_aux_4: 0.1584 (0.1455) loss_bbox_aux_5: 0.1916 (0.1917) loss_bbox_dn_0: 0.2485 (0.2492) loss_bbox_dn_1: 0.1776 (0.1809) loss_bbox_dn_2: 0.1583 (0.1609) loss_bbox_dn_3: 0.1498 (0.1551) loss_bbox_dn_4: 0.1485 (0.1537) loss_bbox_dn_5: 0.1485 (0.1537) loss_giou: 0.4365 (0.4595) loss_giou_aux_0: 0.4644 (0.4824) loss_giou_aux_1: 0.4469 (0.4691) loss_giou_aux_2: 0.4426 (0.4640) loss_giou_aux_3: 0.4371 (0.4610) loss_giou_aux_4: 0.4358 (0.4596) loss_giou_aux_5: 0.5397 (0.5424) loss_giou_dn_0: 0.5571 (0.5555) loss_giou_dn_1: 0.4622 (0.4472) loss_giou_dn_2: 0.4185 (0.4159) loss_giou_dn_3: 0.4092 (0.4076) loss_giou_dn_4: 0.4100 (0.4055) loss_giou_dn_5: 0.4101 (0.4057) loss_vfl: 0.6596 (0.6484) loss_vfl_aux_0: 0.7646 (0.7393) loss_vfl_aux_1: 0.7250 (0.6981) loss_vfl_aux_2: 0.6838 (0.6731) loss_vfl_aux_3: 0.6695 (0.6601) loss_vfl_aux_4: 0.6694 (0.6525) loss_vfl_aux_5: 0.7562 (0.7324) loss_vfl_dn_0: 0.4415 (0.4429) loss_vfl_dn_1: 0.3847 (0.3774) loss_vfl_dn_2: 0.3693 (0.3615) loss_vfl_dn_3: 0.3590 (0.3545) loss_vfl_dn_4: 0.3579 (0.3519) loss_vfl_dn_5: 0.3580 (0.3512) time: 0.4683 data: 0.0160 max mem: 5654 Epoch: [67] [6500/7393] eta: 0:07:16 lr: 0.000010 loss: 14.8725 (15.1608) loss_bbox: 0.1427 (0.1457) loss_bbox_aux_0: 0.1568 (0.1581) loss_bbox_aux_1: 0.1482 (0.1506) loss_bbox_aux_2: 0.1410 (0.1481) loss_bbox_aux_3: 0.1398 (0.1464) loss_bbox_aux_4: 0.1426 (0.1456) loss_bbox_aux_5: 0.1854 (0.1918) loss_bbox_dn_0: 0.2195 (0.2493) loss_bbox_dn_1: 0.1610 (0.1810) loss_bbox_dn_2: 0.1436 (0.1610) loss_bbox_dn_3: 0.1377 (0.1552) loss_bbox_dn_4: 0.1356 (0.1538) loss_bbox_dn_5: 0.1357 (0.1538) loss_giou: 0.4031 (0.4594) loss_giou_aux_0: 0.4237 (0.4824) loss_giou_aux_1: 0.4130 (0.4690) loss_giou_aux_2: 0.4077 (0.4640) loss_giou_aux_3: 0.4066 (0.4609) loss_giou_aux_4: 0.4051 (0.4596) loss_giou_aux_5: 0.4896 (0.5424) loss_giou_dn_0: 0.5208 (0.5555) loss_giou_dn_1: 0.4058 (0.4473) loss_giou_dn_2: 0.3700 (0.4159) loss_giou_dn_3: 0.3618 (0.4075) loss_giou_dn_4: 0.3607 (0.4055) loss_giou_dn_5: 0.3607 (0.4057) loss_vfl: 0.6271 (0.6486) loss_vfl_aux_0: 0.7407 (0.7396) loss_vfl_aux_1: 0.6879 (0.6984) loss_vfl_aux_2: 0.6612 (0.6733) loss_vfl_aux_3: 0.6482 (0.6604) loss_vfl_aux_4: 0.6322 (0.6528) loss_vfl_aux_5: 0.7069 (0.7326) loss_vfl_dn_0: 0.4434 (0.4430) loss_vfl_dn_1: 0.3735 (0.3775) loss_vfl_dn_2: 0.3564 (0.3616) loss_vfl_dn_3: 0.3496 (0.3545) loss_vfl_dn_4: 0.3466 (0.3520) loss_vfl_dn_5: 0.3465 (0.3513) time: 0.4657 data: 0.0162 max mem: 5654 Epoch: [67] [6600/7393] eta: 0:06:27 lr: 0.000010 loss: 15.0754 (15.1627) loss_bbox: 0.1342 (0.1457) loss_bbox_aux_0: 0.1404 (0.1582) loss_bbox_aux_1: 0.1416 (0.1506) loss_bbox_aux_2: 0.1348 (0.1481) loss_bbox_aux_3: 0.1355 (0.1464) loss_bbox_aux_4: 0.1357 (0.1456) loss_bbox_aux_5: 0.1819 (0.1918) loss_bbox_dn_0: 0.2280 (0.2493) loss_bbox_dn_1: 0.1610 (0.1810) loss_bbox_dn_2: 0.1440 (0.1610) loss_bbox_dn_3: 0.1381 (0.1552) loss_bbox_dn_4: 0.1358 (0.1539) loss_bbox_dn_5: 0.1358 (0.1539) loss_giou: 0.4364 (0.4595) loss_giou_aux_0: 0.4721 (0.4825) loss_giou_aux_1: 0.4604 (0.4691) loss_giou_aux_2: 0.4467 (0.4641) loss_giou_aux_3: 0.4344 (0.4610) loss_giou_aux_4: 0.4362 (0.4597) loss_giou_aux_5: 0.5215 (0.5425) loss_giou_dn_0: 0.5516 (0.5556) loss_giou_dn_1: 0.4261 (0.4473) loss_giou_dn_2: 0.4015 (0.4160) loss_giou_dn_3: 0.3912 (0.4076) loss_giou_dn_4: 0.3892 (0.4056) loss_giou_dn_5: 0.3891 (0.4058) loss_vfl: 0.6402 (0.6487) loss_vfl_aux_0: 0.7445 (0.7396) loss_vfl_aux_1: 0.6866 (0.6984) loss_vfl_aux_2: 0.6659 (0.6733) loss_vfl_aux_3: 0.6666 (0.6604) loss_vfl_aux_4: 0.6435 (0.6528) loss_vfl_aux_5: 0.7163 (0.7326) loss_vfl_dn_0: 0.4450 (0.4430) loss_vfl_dn_1: 0.3779 (0.3775) loss_vfl_dn_2: 0.3622 (0.3616) loss_vfl_dn_3: 0.3562 (0.3545) loss_vfl_dn_4: 0.3528 (0.3520) loss_vfl_dn_5: 0.3522 (0.3513) time: 0.4799 data: 0.0161 max mem: 5654 Epoch: [67] [6700/7393] eta: 0:05:38 lr: 0.000010 loss: 14.6825 (15.1633) loss_bbox: 0.1295 (0.1457) loss_bbox_aux_0: 0.1427 (0.1582) loss_bbox_aux_1: 0.1312 (0.1506) loss_bbox_aux_2: 0.1313 (0.1482) loss_bbox_aux_3: 0.1285 (0.1464) loss_bbox_aux_4: 0.1284 (0.1457) loss_bbox_aux_5: 0.1735 (0.1918) loss_bbox_dn_0: 0.2309 (0.2494) loss_bbox_dn_1: 0.1577 (0.1810) loss_bbox_dn_2: 0.1437 (0.1610) loss_bbox_dn_3: 0.1391 (0.1552) loss_bbox_dn_4: 0.1373 (0.1539) loss_bbox_dn_5: 0.1373 (0.1539) loss_giou: 0.4330 (0.4594) loss_giou_aux_0: 0.4692 (0.4824) loss_giou_aux_1: 0.4498 (0.4690) loss_giou_aux_2: 0.4517 (0.4640) loss_giou_aux_3: 0.4341 (0.4609) loss_giou_aux_4: 0.4330 (0.4596) loss_giou_aux_5: 0.5227 (0.5424) loss_giou_dn_0: 0.5576 (0.5557) loss_giou_dn_1: 0.4367 (0.4473) loss_giou_dn_2: 0.4080 (0.4159) loss_giou_dn_3: 0.4034 (0.4076) loss_giou_dn_4: 0.4030 (0.4055) loss_giou_dn_5: 0.4030 (0.4057) loss_vfl: 0.6525 (0.6488) loss_vfl_aux_0: 0.7518 (0.7397) loss_vfl_aux_1: 0.7150 (0.6985) loss_vfl_aux_2: 0.6811 (0.6734) loss_vfl_aux_3: 0.6612 (0.6605) loss_vfl_aux_4: 0.6633 (0.6529) loss_vfl_aux_5: 0.7308 (0.7327) loss_vfl_dn_0: 0.4439 (0.4431) loss_vfl_dn_1: 0.3742 (0.3775) loss_vfl_dn_2: 0.3586 (0.3616) loss_vfl_dn_3: 0.3520 (0.3545) loss_vfl_dn_4: 0.3492 (0.3520) loss_vfl_dn_5: 0.3489 (0.3513) time: 0.4686 data: 0.0164 max mem: 5654 Epoch: [67] [6800/7393] eta: 0:04:49 lr: 0.000010 loss: 15.2262 (15.1649) loss_bbox: 0.1540 (0.1458) loss_bbox_aux_0: 0.1722 (0.1584) loss_bbox_aux_1: 0.1645 (0.1508) loss_bbox_aux_2: 0.1549 (0.1483) loss_bbox_aux_3: 0.1517 (0.1465) loss_bbox_aux_4: 0.1525 (0.1458) loss_bbox_aux_5: 0.2075 (0.1920) loss_bbox_dn_0: 0.2660 (0.2495) loss_bbox_dn_1: 0.1833 (0.1812) loss_bbox_dn_2: 0.1659 (0.1611) loss_bbox_dn_3: 0.1631 (0.1554) loss_bbox_dn_4: 0.1607 (0.1540) loss_bbox_dn_5: 0.1607 (0.1540) loss_giou: 0.4516 (0.4594) loss_giou_aux_0: 0.4701 (0.4824) loss_giou_aux_1: 0.4508 (0.4690) loss_giou_aux_2: 0.4523 (0.4639) loss_giou_aux_3: 0.4545 (0.4608) loss_giou_aux_4: 0.4479 (0.4595) loss_giou_aux_5: 0.5252 (0.5424) loss_giou_dn_0: 0.5448 (0.5557) loss_giou_dn_1: 0.4328 (0.4474) loss_giou_dn_2: 0.4135 (0.4159) loss_giou_dn_3: 0.4083 (0.4076) loss_giou_dn_4: 0.4072 (0.4055) loss_giou_dn_5: 0.4077 (0.4057) loss_vfl: 0.6268 (0.6489) loss_vfl_aux_0: 0.7616 (0.7397) loss_vfl_aux_1: 0.6981 (0.6985) loss_vfl_aux_2: 0.6726 (0.6735) loss_vfl_aux_3: 0.6390 (0.6606) loss_vfl_aux_4: 0.6330 (0.6531) loss_vfl_aux_5: 0.7491 (0.7326) loss_vfl_dn_0: 0.4452 (0.4431) loss_vfl_dn_1: 0.3808 (0.3775) loss_vfl_dn_2: 0.3620 (0.3616) loss_vfl_dn_3: 0.3529 (0.3546) loss_vfl_dn_4: 0.3508 (0.3520) loss_vfl_dn_5: 0.3506 (0.3513) time: 0.4733 data: 0.0168 max mem: 5654 Epoch: [67] [6900/7393] eta: 0:04:00 lr: 0.000010 loss: 14.6976 (15.1617) loss_bbox: 0.1376 (0.1459) loss_bbox_aux_0: 0.1525 (0.1584) loss_bbox_aux_1: 0.1421 (0.1508) loss_bbox_aux_2: 0.1404 (0.1483) loss_bbox_aux_3: 0.1344 (0.1465) loss_bbox_aux_4: 0.1345 (0.1458) loss_bbox_aux_5: 0.1814 (0.1921) loss_bbox_dn_0: 0.2425 (0.2497) loss_bbox_dn_1: 0.1661 (0.1813) loss_bbox_dn_2: 0.1461 (0.1612) loss_bbox_dn_3: 0.1418 (0.1554) loss_bbox_dn_4: 0.1400 (0.1540) loss_bbox_dn_5: 0.1400 (0.1540) loss_giou: 0.3863 (0.4590) loss_giou_aux_0: 0.4117 (0.4821) loss_giou_aux_1: 0.3907 (0.4686) loss_giou_aux_2: 0.3852 (0.4635) loss_giou_aux_3: 0.3756 (0.4605) loss_giou_aux_4: 0.3760 (0.4591) loss_giou_aux_5: 0.4653 (0.5420) loss_giou_dn_0: 0.5116 (0.5555) loss_giou_dn_1: 0.4058 (0.4471) loss_giou_dn_2: 0.3670 (0.4157) loss_giou_dn_3: 0.3596 (0.4074) loss_giou_dn_4: 0.3567 (0.4053) loss_giou_dn_5: 0.3568 (0.4055) loss_vfl: 0.6592 (0.6490) loss_vfl_aux_0: 0.7320 (0.7397) loss_vfl_aux_1: 0.6992 (0.6985) loss_vfl_aux_2: 0.6722 (0.6736) loss_vfl_aux_3: 0.6715 (0.6607) loss_vfl_aux_4: 0.6725 (0.6532) loss_vfl_aux_5: 0.7365 (0.7327) loss_vfl_dn_0: 0.4378 (0.4430) loss_vfl_dn_1: 0.3675 (0.3774) loss_vfl_dn_2: 0.3540 (0.3615) loss_vfl_dn_3: 0.3458 (0.3545) loss_vfl_dn_4: 0.3398 (0.3519) loss_vfl_dn_5: 0.3382 (0.3513) time: 0.4818 data: 0.0168 max mem: 5654 Epoch: [67] [7000/7393] eta: 0:03:11 lr: 0.000010 loss: 15.8673 (15.1642) loss_bbox: 0.1356 (0.1459) loss_bbox_aux_0: 0.1496 (0.1585) loss_bbox_aux_1: 0.1412 (0.1508) loss_bbox_aux_2: 0.1387 (0.1484) loss_bbox_aux_3: 0.1384 (0.1466) loss_bbox_aux_4: 0.1341 (0.1458) loss_bbox_aux_5: 0.1908 (0.1922) loss_bbox_dn_0: 0.2646 (0.2497) loss_bbox_dn_1: 0.1844 (0.1813) loss_bbox_dn_2: 0.1652 (0.1612) loss_bbox_dn_3: 0.1579 (0.1555) loss_bbox_dn_4: 0.1551 (0.1541) loss_bbox_dn_5: 0.1551 (0.1541) loss_giou: 0.4440 (0.4591) loss_giou_aux_0: 0.4823 (0.4822) loss_giou_aux_1: 0.4526 (0.4688) loss_giou_aux_2: 0.4514 (0.4637) loss_giou_aux_3: 0.4491 (0.4606) loss_giou_aux_4: 0.4439 (0.4592) loss_giou_aux_5: 0.5545 (0.5422) loss_giou_dn_0: 0.5939 (0.5555) loss_giou_dn_1: 0.4797 (0.4472) loss_giou_dn_2: 0.4379 (0.4158) loss_giou_dn_3: 0.4289 (0.4075) loss_giou_dn_4: 0.4262 (0.4054) loss_giou_dn_5: 0.4265 (0.4056) loss_vfl: 0.6449 (0.6490) loss_vfl_aux_0: 0.7475 (0.7397) loss_vfl_aux_1: 0.6920 (0.6986) loss_vfl_aux_2: 0.6941 (0.6736) loss_vfl_aux_3: 0.6676 (0.6607) loss_vfl_aux_4: 0.6483 (0.6532) loss_vfl_aux_5: 0.7252 (0.7327) loss_vfl_dn_0: 0.4434 (0.4431) loss_vfl_dn_1: 0.3787 (0.3774) loss_vfl_dn_2: 0.3622 (0.3616) loss_vfl_dn_3: 0.3533 (0.3545) loss_vfl_dn_4: 0.3503 (0.3520) loss_vfl_dn_5: 0.3501 (0.3513) time: 0.5212 data: 0.0170 max mem: 5654 Epoch: [67] [7100/7393] eta: 0:02:22 lr: 0.000010 loss: 15.6288 (15.1638) loss_bbox: 0.1305 (0.1459) loss_bbox_aux_0: 0.1567 (0.1584) loss_bbox_aux_1: 0.1508 (0.1508) loss_bbox_aux_2: 0.1357 (0.1483) loss_bbox_aux_3: 0.1329 (0.1465) loss_bbox_aux_4: 0.1313 (0.1458) loss_bbox_aux_5: 0.1860 (0.1921) loss_bbox_dn_0: 0.2307 (0.2497) loss_bbox_dn_1: 0.1772 (0.1813) loss_bbox_dn_2: 0.1578 (0.1612) loss_bbox_dn_3: 0.1512 (0.1555) loss_bbox_dn_4: 0.1499 (0.1541) loss_bbox_dn_5: 0.1499 (0.1541) loss_giou: 0.4691 (0.4591) loss_giou_aux_0: 0.5125 (0.4821) loss_giou_aux_1: 0.5019 (0.4687) loss_giou_aux_2: 0.4944 (0.4636) loss_giou_aux_3: 0.4693 (0.4605) loss_giou_aux_4: 0.4736 (0.4591) loss_giou_aux_5: 0.5792 (0.5420) loss_giou_dn_0: 0.5994 (0.5556) loss_giou_dn_1: 0.4919 (0.4473) loss_giou_dn_2: 0.4531 (0.4158) loss_giou_dn_3: 0.4395 (0.4075) loss_giou_dn_4: 0.4391 (0.4054) loss_giou_dn_5: 0.4395 (0.4056) loss_vfl: 0.6688 (0.6490) loss_vfl_aux_0: 0.7571 (0.7399) loss_vfl_aux_1: 0.7150 (0.6986) loss_vfl_aux_2: 0.6880 (0.6737) loss_vfl_aux_3: 0.6811 (0.6607) loss_vfl_aux_4: 0.6677 (0.6532) loss_vfl_aux_5: 0.7685 (0.7328) loss_vfl_dn_0: 0.4455 (0.4430) loss_vfl_dn_1: 0.3818 (0.3774) loss_vfl_dn_2: 0.3705 (0.3615) loss_vfl_dn_3: 0.3620 (0.3545) loss_vfl_dn_4: 0.3600 (0.3520) loss_vfl_dn_5: 0.3583 (0.3513) time: 0.4734 data: 0.0174 max mem: 5654 Epoch: [67] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.8114 (15.1658) loss_bbox: 0.1430 (0.1460) loss_bbox_aux_0: 0.1546 (0.1585) loss_bbox_aux_1: 0.1461 (0.1509) loss_bbox_aux_2: 0.1429 (0.1484) loss_bbox_aux_3: 0.1436 (0.1466) loss_bbox_aux_4: 0.1415 (0.1459) loss_bbox_aux_5: 0.1864 (0.1922) loss_bbox_dn_0: 0.2568 (0.2499) loss_bbox_dn_1: 0.1898 (0.1814) loss_bbox_dn_2: 0.1706 (0.1614) loss_bbox_dn_3: 0.1640 (0.1556) loss_bbox_dn_4: 0.1624 (0.1542) loss_bbox_dn_5: 0.1624 (0.1542) loss_giou: 0.4832 (0.4591) loss_giou_aux_0: 0.5003 (0.4820) loss_giou_aux_1: 0.4877 (0.4686) loss_giou_aux_2: 0.4869 (0.4635) loss_giou_aux_3: 0.4863 (0.4605) loss_giou_aux_4: 0.4907 (0.4592) loss_giou_aux_5: 0.5806 (0.5420) loss_giou_dn_0: 0.5953 (0.5556) loss_giou_dn_1: 0.4872 (0.4473) loss_giou_dn_2: 0.4581 (0.4159) loss_giou_dn_3: 0.4501 (0.4075) loss_giou_dn_4: 0.4473 (0.4054) loss_giou_dn_5: 0.4473 (0.4056) loss_vfl: 0.6542 (0.6490) loss_vfl_aux_0: 0.7551 (0.7400) loss_vfl_aux_1: 0.6987 (0.6987) loss_vfl_aux_2: 0.6825 (0.6738) loss_vfl_aux_3: 0.6730 (0.6608) loss_vfl_aux_4: 0.6600 (0.6533) loss_vfl_aux_5: 0.7062 (0.7330) loss_vfl_dn_0: 0.4482 (0.4431) loss_vfl_dn_1: 0.3873 (0.3774) loss_vfl_dn_2: 0.3711 (0.3615) loss_vfl_dn_3: 0.3664 (0.3545) loss_vfl_dn_4: 0.3661 (0.3520) loss_vfl_dn_5: 0.3638 (0.3513) time: 0.4838 data: 0.0171 max mem: 5654 Epoch: [67] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.9935 (15.1628) loss_bbox: 0.1472 (0.1460) loss_bbox_aux_0: 0.1550 (0.1586) loss_bbox_aux_1: 0.1461 (0.1509) loss_bbox_aux_2: 0.1422 (0.1484) loss_bbox_aux_3: 0.1420 (0.1467) loss_bbox_aux_4: 0.1439 (0.1459) loss_bbox_aux_5: 0.1899 (0.1923) loss_bbox_dn_0: 0.2850 (0.2500) loss_bbox_dn_1: 0.2005 (0.1815) loss_bbox_dn_2: 0.1799 (0.1615) loss_bbox_dn_3: 0.1783 (0.1557) loss_bbox_dn_4: 0.1796 (0.1543) loss_bbox_dn_5: 0.1795 (0.1543) loss_giou: 0.3833 (0.4587) loss_giou_aux_0: 0.4133 (0.4817) loss_giou_aux_1: 0.3788 (0.4683) loss_giou_aux_2: 0.3797 (0.4632) loss_giou_aux_3: 0.3841 (0.4602) loss_giou_aux_4: 0.3832 (0.4588) loss_giou_aux_5: 0.4480 (0.5417) loss_giou_dn_0: 0.5201 (0.5553) loss_giou_dn_1: 0.4239 (0.4471) loss_giou_dn_2: 0.3930 (0.4156) loss_giou_dn_3: 0.3778 (0.4073) loss_giou_dn_4: 0.3745 (0.4052) loss_giou_dn_5: 0.3745 (0.4054) loss_vfl: 0.6508 (0.6490) loss_vfl_aux_0: 0.7615 (0.7400) loss_vfl_aux_1: 0.7155 (0.6987) loss_vfl_aux_2: 0.6823 (0.6738) loss_vfl_aux_3: 0.6661 (0.6608) loss_vfl_aux_4: 0.6492 (0.6532) loss_vfl_aux_5: 0.7476 (0.7330) loss_vfl_dn_0: 0.4356 (0.4431) loss_vfl_dn_1: 0.3739 (0.3774) loss_vfl_dn_2: 0.3527 (0.3615) loss_vfl_dn_3: 0.3455 (0.3544) loss_vfl_dn_4: 0.3422 (0.3519) loss_vfl_dn_5: 0.3429 (0.3512) time: 0.4802 data: 0.0174 max mem: 5654 Epoch: [67] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.3369 (15.1619) loss_bbox: 0.1385 (0.1460) loss_bbox_aux_0: 0.1444 (0.1585) loss_bbox_aux_1: 0.1386 (0.1509) loss_bbox_aux_2: 0.1420 (0.1483) loss_bbox_aux_3: 0.1353 (0.1466) loss_bbox_aux_4: 0.1359 (0.1459) loss_bbox_aux_5: 0.1810 (0.1923) loss_bbox_dn_0: 0.2079 (0.2500) loss_bbox_dn_1: 0.1517 (0.1815) loss_bbox_dn_2: 0.1320 (0.1614) loss_bbox_dn_3: 0.1281 (0.1556) loss_bbox_dn_4: 0.1275 (0.1542) loss_bbox_dn_5: 0.1275 (0.1542) loss_giou: 0.4812 (0.4587) loss_giou_aux_0: 0.4980 (0.4816) loss_giou_aux_1: 0.4740 (0.4682) loss_giou_aux_2: 0.4831 (0.4631) loss_giou_aux_3: 0.4756 (0.4601) loss_giou_aux_4: 0.4809 (0.4587) loss_giou_aux_5: 0.5558 (0.5416) loss_giou_dn_0: 0.5803 (0.5553) loss_giou_dn_1: 0.4654 (0.4471) loss_giou_dn_2: 0.4404 (0.4156) loss_giou_dn_3: 0.4284 (0.4073) loss_giou_dn_4: 0.4243 (0.4052) loss_giou_dn_5: 0.4245 (0.4054) loss_vfl: 0.6416 (0.6490) loss_vfl_aux_0: 0.7138 (0.7401) loss_vfl_aux_1: 0.6775 (0.6987) loss_vfl_aux_2: 0.6580 (0.6738) loss_vfl_aux_3: 0.6540 (0.6608) loss_vfl_aux_4: 0.6436 (0.6533) loss_vfl_aux_5: 0.7096 (0.7331) loss_vfl_dn_0: 0.4345 (0.4431) loss_vfl_dn_1: 0.3735 (0.3774) loss_vfl_dn_2: 0.3606 (0.3615) loss_vfl_dn_3: 0.3544 (0.3544) loss_vfl_dn_4: 0.3526 (0.3519) loss_vfl_dn_5: 0.3524 (0.3512) time: 0.4825 data: 0.0175 max mem: 5654 Epoch: [67] Total time: 1:00:05 (0.4877 s / it) Averaged stats: lr: 0.000010 loss: 15.3369 (15.1619) loss_bbox: 0.1385 (0.1460) loss_bbox_aux_0: 0.1444 (0.1585) loss_bbox_aux_1: 0.1386 (0.1509) loss_bbox_aux_2: 0.1420 (0.1483) loss_bbox_aux_3: 0.1353 (0.1466) loss_bbox_aux_4: 0.1359 (0.1459) loss_bbox_aux_5: 0.1810 (0.1923) loss_bbox_dn_0: 0.2079 (0.2500) loss_bbox_dn_1: 0.1517 (0.1815) loss_bbox_dn_2: 0.1320 (0.1614) loss_bbox_dn_3: 0.1281 (0.1556) loss_bbox_dn_4: 0.1275 (0.1542) loss_bbox_dn_5: 0.1275 (0.1542) loss_giou: 0.4812 (0.4587) loss_giou_aux_0: 0.4980 (0.4816) loss_giou_aux_1: 0.4740 (0.4682) loss_giou_aux_2: 0.4831 (0.4631) loss_giou_aux_3: 0.4756 (0.4601) loss_giou_aux_4: 0.4809 (0.4587) loss_giou_aux_5: 0.5558 (0.5416) loss_giou_dn_0: 0.5803 (0.5553) loss_giou_dn_1: 0.4654 (0.4471) loss_giou_dn_2: 0.4404 (0.4156) loss_giou_dn_3: 0.4284 (0.4073) loss_giou_dn_4: 0.4243 (0.4052) loss_giou_dn_5: 0.4245 (0.4054) loss_vfl: 0.6416 (0.6490) loss_vfl_aux_0: 0.7138 (0.7401) loss_vfl_aux_1: 0.6775 (0.6987) loss_vfl_aux_2: 0.6580 (0.6738) loss_vfl_aux_3: 0.6540 (0.6608) loss_vfl_aux_4: 0.6436 (0.6533) loss_vfl_aux_5: 0.7096 (0.7331) loss_vfl_dn_0: 0.4345 (0.4431) loss_vfl_dn_1: 0.3735 (0.3774) loss_vfl_dn_2: 0.3606 (0.3615) loss_vfl_dn_3: 0.3544 (0.3544) loss_vfl_dn_4: 0.3526 (0.3519) loss_vfl_dn_5: 0.3524 (0.3512) Test: [ 0/157] eta: 0:04:11 time: 1.5988 data: 1.1891 max mem: 5654 Test: [ 10/157] eta: 0:01:13 time: 0.5032 data: 0.1297 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3891 data: 0.0248 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3841 data: 0.0251 max mem: 5654 Test: [ 40/157] eta: 0:00:48 time: 0.3854 data: 0.0245 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3894 data: 0.0245 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.6871 data: 0.3183 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.6794 data: 0.3181 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.3845 data: 0.0241 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3900 data: 0.0243 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3864 data: 0.0245 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3914 data: 0.0245 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3848 data: 0.0244 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3771 data: 0.0247 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3750 data: 0.0247 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3650 data: 0.0245 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3571 data: 0.0243 max mem: 5654 Test: Total time: 0:01:07 (0.4304 s / it) Averaged stats: Accumulating evaluation results... DONE (t=32.02s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [68] [ 0/7393] eta: 1 day, 1:43:33 lr: 0.000010 loss: 13.6613 (13.6613) loss_bbox: 0.0974 (0.0974) loss_bbox_aux_0: 0.1252 (0.1252) loss_bbox_aux_1: 0.0969 (0.0969) loss_bbox_aux_2: 0.0979 (0.0979) loss_bbox_aux_3: 0.0984 (0.0984) loss_bbox_aux_4: 0.0981 (0.0981) loss_bbox_aux_5: 0.1472 (0.1472) loss_bbox_dn_0: 0.2188 (0.2188) loss_bbox_dn_1: 0.1576 (0.1576) loss_bbox_dn_2: 0.1391 (0.1391) loss_bbox_dn_3: 0.1343 (0.1343) loss_bbox_dn_4: 0.1322 (0.1322) loss_bbox_dn_5: 0.1322 (0.1322) loss_giou: 0.3663 (0.3663) loss_giou_aux_0: 0.3953 (0.3953) loss_giou_aux_1: 0.3633 (0.3633) loss_giou_aux_2: 0.3650 (0.3650) loss_giou_aux_3: 0.3704 (0.3704) loss_giou_aux_4: 0.3715 (0.3715) loss_giou_aux_5: 0.4366 (0.4366) loss_giou_dn_0: 0.5257 (0.5257) loss_giou_dn_1: 0.4266 (0.4266) loss_giou_dn_2: 0.3965 (0.3965) loss_giou_dn_3: 0.3871 (0.3871) loss_giou_dn_4: 0.3851 (0.3851) loss_giou_dn_5: 0.3854 (0.3854) loss_vfl: 0.5890 (0.5890) loss_vfl_aux_0: 0.6932 (0.6932) loss_vfl_aux_1: 0.6836 (0.6836) loss_vfl_aux_2: 0.6463 (0.6463) loss_vfl_aux_3: 0.6111 (0.6111) loss_vfl_aux_4: 0.5916 (0.5916) loss_vfl_aux_5: 0.7304 (0.7304) loss_vfl_dn_0: 0.4488 (0.4488) loss_vfl_dn_1: 0.3875 (0.3875) loss_vfl_dn_2: 0.3653 (0.3653) loss_vfl_dn_3: 0.3558 (0.3558) loss_vfl_dn_4: 0.3555 (0.3555) loss_vfl_dn_5: 0.3532 (0.3532) time: 12.5272 data: 3.4985 max mem: 5654 Epoch: [68] [ 100/7393] eta: 1:13:25 lr: 0.000010 loss: 14.9048 (15.3861) loss_bbox: 0.1342 (0.1524) loss_bbox_aux_0: 0.1512 (0.1661) loss_bbox_aux_1: 0.1322 (0.1576) loss_bbox_aux_2: 0.1347 (0.1557) loss_bbox_aux_3: 0.1355 (0.1537) loss_bbox_aux_4: 0.1481 (0.1529) loss_bbox_aux_5: 0.1838 (0.2018) loss_bbox_dn_0: 0.2404 (0.2607) loss_bbox_dn_1: 0.1891 (0.1888) loss_bbox_dn_2: 0.1660 (0.1686) loss_bbox_dn_3: 0.1608 (0.1625) loss_bbox_dn_4: 0.1588 (0.1608) loss_bbox_dn_5: 0.1588 (0.1608) loss_giou: 0.4224 (0.4623) loss_giou_aux_0: 0.4430 (0.4833) loss_giou_aux_1: 0.4346 (0.4708) loss_giou_aux_2: 0.4301 (0.4660) loss_giou_aux_3: 0.4276 (0.4638) loss_giou_aux_4: 0.4237 (0.4623) loss_giou_aux_5: 0.4973 (0.5447) loss_giou_dn_0: 0.5550 (0.5623) loss_giou_dn_1: 0.4611 (0.4540) loss_giou_dn_2: 0.4132 (0.4221) loss_giou_dn_3: 0.4096 (0.4138) loss_giou_dn_4: 0.4065 (0.4118) loss_giou_dn_5: 0.4066 (0.4122) loss_vfl: 0.6689 (0.6587) loss_vfl_aux_0: 0.7314 (0.7512) loss_vfl_aux_1: 0.7181 (0.7081) loss_vfl_aux_2: 0.6826 (0.6861) loss_vfl_aux_3: 0.6620 (0.6699) loss_vfl_aux_4: 0.6651 (0.6616) loss_vfl_aux_5: 0.7144 (0.7377) loss_vfl_dn_0: 0.4420 (0.4432) loss_vfl_dn_1: 0.3775 (0.3774) loss_vfl_dn_2: 0.3603 (0.3620) loss_vfl_dn_3: 0.3497 (0.3547) loss_vfl_dn_4: 0.3465 (0.3523) loss_vfl_dn_5: 0.3460 (0.3515) time: 0.4674 data: 0.0149 max mem: 5654 Epoch: [68] [ 200/7393] eta: 1:05:29 lr: 0.000010 loss: 14.8078 (15.2793) loss_bbox: 0.1638 (0.1501) loss_bbox_aux_0: 0.1714 (0.1621) loss_bbox_aux_1: 0.1715 (0.1549) loss_bbox_aux_2: 0.1580 (0.1535) loss_bbox_aux_3: 0.1556 (0.1513) loss_bbox_aux_4: 0.1557 (0.1507) loss_bbox_aux_5: 0.2015 (0.1965) loss_bbox_dn_0: 0.2587 (0.2540) loss_bbox_dn_1: 0.1860 (0.1851) loss_bbox_dn_2: 0.1650 (0.1655) loss_bbox_dn_3: 0.1584 (0.1596) loss_bbox_dn_4: 0.1579 (0.1582) loss_bbox_dn_5: 0.1579 (0.1582) loss_giou: 0.3736 (0.4631) loss_giou_aux_0: 0.3989 (0.4839) loss_giou_aux_1: 0.3913 (0.4711) loss_giou_aux_2: 0.3711 (0.4667) loss_giou_aux_3: 0.3689 (0.4642) loss_giou_aux_4: 0.3736 (0.4634) loss_giou_aux_5: 0.4667 (0.5453) loss_giou_dn_0: 0.5100 (0.5600) loss_giou_dn_1: 0.3970 (0.4518) loss_giou_dn_2: 0.3740 (0.4197) loss_giou_dn_3: 0.3618 (0.4112) loss_giou_dn_4: 0.3596 (0.4092) loss_giou_dn_5: 0.3595 (0.4094) loss_vfl: 0.6196 (0.6497) loss_vfl_aux_0: 0.7197 (0.7444) loss_vfl_aux_1: 0.6677 (0.7034) loss_vfl_aux_2: 0.6350 (0.6754) loss_vfl_aux_3: 0.6231 (0.6612) loss_vfl_aux_4: 0.6218 (0.6528) loss_vfl_aux_5: 0.7102 (0.7320) loss_vfl_dn_0: 0.4336 (0.4433) loss_vfl_dn_1: 0.3696 (0.3773) loss_vfl_dn_2: 0.3523 (0.3620) loss_vfl_dn_3: 0.3446 (0.3548) loss_vfl_dn_4: 0.3424 (0.3525) loss_vfl_dn_5: 0.3399 (0.3517) time: 0.4822 data: 0.0146 max mem: 5654 Epoch: [68] [ 300/7393] eta: 1:02:37 lr: 0.000010 loss: 14.8067 (15.2373) loss_bbox: 0.1377 (0.1488) loss_bbox_aux_0: 0.1428 (0.1607) loss_bbox_aux_1: 0.1405 (0.1537) loss_bbox_aux_2: 0.1379 (0.1520) loss_bbox_aux_3: 0.1362 (0.1499) loss_bbox_aux_4: 0.1376 (0.1493) loss_bbox_aux_5: 0.1872 (0.1948) loss_bbox_dn_0: 0.2642 (0.2511) loss_bbox_dn_1: 0.1784 (0.1826) loss_bbox_dn_2: 0.1586 (0.1631) loss_bbox_dn_3: 0.1541 (0.1574) loss_bbox_dn_4: 0.1522 (0.1561) loss_bbox_dn_5: 0.1522 (0.1561) loss_giou: 0.4245 (0.4664) loss_giou_aux_0: 0.4493 (0.4869) loss_giou_aux_1: 0.4224 (0.4746) loss_giou_aux_2: 0.4249 (0.4701) loss_giou_aux_3: 0.4207 (0.4676) loss_giou_aux_4: 0.4240 (0.4667) loss_giou_aux_5: 0.5219 (0.5490) loss_giou_dn_0: 0.5233 (0.5596) loss_giou_dn_1: 0.4154 (0.4517) loss_giou_dn_2: 0.3785 (0.4198) loss_giou_dn_3: 0.3656 (0.4115) loss_giou_dn_4: 0.3621 (0.4095) loss_giou_dn_5: 0.3621 (0.4097) loss_vfl: 0.6085 (0.6431) loss_vfl_aux_0: 0.7206 (0.7391) loss_vfl_aux_1: 0.6768 (0.6963) loss_vfl_aux_2: 0.6413 (0.6698) loss_vfl_aux_3: 0.6251 (0.6548) loss_vfl_aux_4: 0.6164 (0.6470) loss_vfl_aux_5: 0.7169 (0.7278) loss_vfl_dn_0: 0.4355 (0.4424) loss_vfl_dn_1: 0.3759 (0.3775) loss_vfl_dn_2: 0.3523 (0.3620) loss_vfl_dn_3: 0.3433 (0.3548) loss_vfl_dn_4: 0.3392 (0.3524) loss_vfl_dn_5: 0.3370 (0.3516) time: 0.5206 data: 0.0137 max mem: 5654 Epoch: [68] [ 400/7393] eta: 1:00:00 lr: 0.000010 loss: 14.7709 (15.1673) loss_bbox: 0.1460 (0.1489) loss_bbox_aux_0: 0.1485 (0.1600) loss_bbox_aux_1: 0.1347 (0.1533) loss_bbox_aux_2: 0.1445 (0.1516) loss_bbox_aux_3: 0.1459 (0.1496) loss_bbox_aux_4: 0.1465 (0.1492) loss_bbox_aux_5: 0.1886 (0.1943) loss_bbox_dn_0: 0.2590 (0.2529) loss_bbox_dn_1: 0.1765 (0.1835) loss_bbox_dn_2: 0.1578 (0.1640) loss_bbox_dn_3: 0.1531 (0.1582) loss_bbox_dn_4: 0.1516 (0.1569) loss_bbox_dn_5: 0.1516 (0.1569) loss_giou: 0.3778 (0.4617) loss_giou_aux_0: 0.4029 (0.4826) loss_giou_aux_1: 0.4049 (0.4700) loss_giou_aux_2: 0.3784 (0.4655) loss_giou_aux_3: 0.3795 (0.4630) loss_giou_aux_4: 0.3881 (0.4619) loss_giou_aux_5: 0.4777 (0.5437) loss_giou_dn_0: 0.5143 (0.5570) loss_giou_dn_1: 0.4113 (0.4487) loss_giou_dn_2: 0.3828 (0.4170) loss_giou_dn_3: 0.3721 (0.4086) loss_giou_dn_4: 0.3696 (0.4066) loss_giou_dn_5: 0.3696 (0.4068) loss_vfl: 0.6359 (0.6405) loss_vfl_aux_0: 0.7326 (0.7370) loss_vfl_aux_1: 0.7064 (0.6932) loss_vfl_aux_2: 0.6788 (0.6669) loss_vfl_aux_3: 0.6561 (0.6519) loss_vfl_aux_4: 0.6397 (0.6451) loss_vfl_aux_5: 0.7386 (0.7261) loss_vfl_dn_0: 0.4405 (0.4413) loss_vfl_dn_1: 0.3720 (0.3765) loss_vfl_dn_2: 0.3585 (0.3609) loss_vfl_dn_3: 0.3479 (0.3536) loss_vfl_dn_4: 0.3462 (0.3513) loss_vfl_dn_5: 0.3441 (0.3505) time: 0.4636 data: 0.0140 max mem: 5654 Epoch: [68] [ 500/7393] eta: 0:58:15 lr: 0.000010 loss: 14.9609 (15.1951) loss_bbox: 0.1397 (0.1483) loss_bbox_aux_0: 0.1598 (0.1592) loss_bbox_aux_1: 0.1431 (0.1527) loss_bbox_aux_2: 0.1394 (0.1511) loss_bbox_aux_3: 0.1397 (0.1488) loss_bbox_aux_4: 0.1397 (0.1484) loss_bbox_aux_5: 0.1932 (0.1930) loss_bbox_dn_0: 0.2467 (0.2511) loss_bbox_dn_1: 0.1865 (0.1828) loss_bbox_dn_2: 0.1632 (0.1633) loss_bbox_dn_3: 0.1546 (0.1577) loss_bbox_dn_4: 0.1537 (0.1564) loss_bbox_dn_5: 0.1537 (0.1564) loss_giou: 0.4083 (0.4643) loss_giou_aux_0: 0.4947 (0.4853) loss_giou_aux_1: 0.4710 (0.4729) loss_giou_aux_2: 0.4339 (0.4686) loss_giou_aux_3: 0.4202 (0.4656) loss_giou_aux_4: 0.4047 (0.4645) loss_giou_aux_5: 0.5638 (0.5460) loss_giou_dn_0: 0.5441 (0.5588) loss_giou_dn_1: 0.4239 (0.4511) loss_giou_dn_2: 0.3779 (0.4193) loss_giou_dn_3: 0.3668 (0.4109) loss_giou_dn_4: 0.3662 (0.4088) loss_giou_dn_5: 0.3665 (0.4090) loss_vfl: 0.6286 (0.6417) loss_vfl_aux_0: 0.7420 (0.7376) loss_vfl_aux_1: 0.6832 (0.6928) loss_vfl_aux_2: 0.6497 (0.6671) loss_vfl_aux_3: 0.6543 (0.6534) loss_vfl_aux_4: 0.6416 (0.6460) loss_vfl_aux_5: 0.7105 (0.7258) loss_vfl_dn_0: 0.4409 (0.4414) loss_vfl_dn_1: 0.3780 (0.3769) loss_vfl_dn_2: 0.3608 (0.3613) loss_vfl_dn_3: 0.3547 (0.3541) loss_vfl_dn_4: 0.3548 (0.3517) loss_vfl_dn_5: 0.3532 (0.3510) time: 0.4807 data: 0.0140 max mem: 5654 Epoch: [68] [ 600/7393] eta: 0:57:02 lr: 0.000010 loss: 15.0337 (15.1888) loss_bbox: 0.1489 (0.1486) loss_bbox_aux_0: 0.1517 (0.1593) loss_bbox_aux_1: 0.1406 (0.1529) loss_bbox_aux_2: 0.1470 (0.1513) loss_bbox_aux_3: 0.1484 (0.1491) loss_bbox_aux_4: 0.1489 (0.1488) loss_bbox_aux_5: 0.1797 (0.1925) loss_bbox_dn_0: 0.2333 (0.2502) loss_bbox_dn_1: 0.1660 (0.1824) loss_bbox_dn_2: 0.1483 (0.1630) loss_bbox_dn_3: 0.1432 (0.1574) loss_bbox_dn_4: 0.1429 (0.1561) loss_bbox_dn_5: 0.1429 (0.1561) loss_giou: 0.4556 (0.4650) loss_giou_aux_0: 0.4743 (0.4858) loss_giou_aux_1: 0.4744 (0.4737) loss_giou_aux_2: 0.4539 (0.4691) loss_giou_aux_3: 0.4530 (0.4660) loss_giou_aux_4: 0.4602 (0.4652) loss_giou_aux_5: 0.5177 (0.5459) loss_giou_dn_0: 0.5484 (0.5587) loss_giou_dn_1: 0.4459 (0.4511) loss_giou_dn_2: 0.4111 (0.4194) loss_giou_dn_3: 0.4037 (0.4111) loss_giou_dn_4: 0.4024 (0.4091) loss_giou_dn_5: 0.4026 (0.4093) loss_vfl: 0.6250 (0.6407) loss_vfl_aux_0: 0.7189 (0.7351) loss_vfl_aux_1: 0.6482 (0.6910) loss_vfl_aux_2: 0.6370 (0.6654) loss_vfl_aux_3: 0.6418 (0.6527) loss_vfl_aux_4: 0.6247 (0.6449) loss_vfl_aux_5: 0.7398 (0.7254) loss_vfl_dn_0: 0.4424 (0.4415) loss_vfl_dn_1: 0.3780 (0.3768) loss_vfl_dn_2: 0.3627 (0.3613) loss_vfl_dn_3: 0.3580 (0.3542) loss_vfl_dn_4: 0.3559 (0.3518) loss_vfl_dn_5: 0.3549 (0.3510) time: 0.4881 data: 0.0140 max mem: 5654 Epoch: [68] [ 700/7393] eta: 0:55:54 lr: 0.000010 loss: 14.7062 (15.2047) loss_bbox: 0.1435 (0.1486) loss_bbox_aux_0: 0.1507 (0.1599) loss_bbox_aux_1: 0.1476 (0.1534) loss_bbox_aux_2: 0.1445 (0.1514) loss_bbox_aux_3: 0.1432 (0.1492) loss_bbox_aux_4: 0.1434 (0.1489) loss_bbox_aux_5: 0.1730 (0.1934) loss_bbox_dn_0: 0.2310 (0.2508) loss_bbox_dn_1: 0.1720 (0.1826) loss_bbox_dn_2: 0.1432 (0.1632) loss_bbox_dn_3: 0.1361 (0.1575) loss_bbox_dn_4: 0.1342 (0.1562) loss_bbox_dn_5: 0.1342 (0.1562) loss_giou: 0.4434 (0.4645) loss_giou_aux_0: 0.4721 (0.4863) loss_giou_aux_1: 0.4474 (0.4741) loss_giou_aux_2: 0.4492 (0.4689) loss_giou_aux_3: 0.4434 (0.4657) loss_giou_aux_4: 0.4436 (0.4648) loss_giou_aux_5: 0.5359 (0.5462) loss_giou_dn_0: 0.5706 (0.5588) loss_giou_dn_1: 0.4539 (0.4511) loss_giou_dn_2: 0.4282 (0.4195) loss_giou_dn_3: 0.4184 (0.4111) loss_giou_dn_4: 0.4163 (0.4091) loss_giou_dn_5: 0.4162 (0.4093) loss_vfl: 0.6398 (0.6428) loss_vfl_aux_0: 0.7405 (0.7357) loss_vfl_aux_1: 0.7051 (0.6918) loss_vfl_aux_2: 0.6726 (0.6675) loss_vfl_aux_3: 0.6543 (0.6549) loss_vfl_aux_4: 0.6525 (0.6472) loss_vfl_aux_5: 0.7171 (0.7261) loss_vfl_dn_0: 0.4387 (0.4419) loss_vfl_dn_1: 0.3743 (0.3770) loss_vfl_dn_2: 0.3605 (0.3615) loss_vfl_dn_3: 0.3536 (0.3543) loss_vfl_dn_4: 0.3490 (0.3520) loss_vfl_dn_5: 0.3494 (0.3513) time: 0.5192 data: 0.0139 max mem: 5654 Epoch: [68] [ 800/7393] eta: 0:54:56 lr: 0.000010 loss: 15.0993 (15.1885) loss_bbox: 0.1318 (0.1483) loss_bbox_aux_0: 0.1518 (0.1597) loss_bbox_aux_1: 0.1440 (0.1530) loss_bbox_aux_2: 0.1395 (0.1509) loss_bbox_aux_3: 0.1328 (0.1488) loss_bbox_aux_4: 0.1318 (0.1486) loss_bbox_aux_5: 0.1699 (0.1927) loss_bbox_dn_0: 0.2209 (0.2502) loss_bbox_dn_1: 0.1568 (0.1824) loss_bbox_dn_2: 0.1391 (0.1626) loss_bbox_dn_3: 0.1355 (0.1570) loss_bbox_dn_4: 0.1337 (0.1557) loss_bbox_dn_5: 0.1337 (0.1557) loss_giou: 0.4465 (0.4626) loss_giou_aux_0: 0.4812 (0.4853) loss_giou_aux_1: 0.4671 (0.4727) loss_giou_aux_2: 0.4581 (0.4672) loss_giou_aux_3: 0.4500 (0.4638) loss_giou_aux_4: 0.4500 (0.4629) loss_giou_aux_5: 0.5146 (0.5448) loss_giou_dn_0: 0.5592 (0.5580) loss_giou_dn_1: 0.4662 (0.4504) loss_giou_dn_2: 0.4222 (0.4187) loss_giou_dn_3: 0.4147 (0.4103) loss_giou_dn_4: 0.4146 (0.4082) loss_giou_dn_5: 0.4147 (0.4084) loss_vfl: 0.6513 (0.6440) loss_vfl_aux_0: 0.6936 (0.7356) loss_vfl_aux_1: 0.6516 (0.6918) loss_vfl_aux_2: 0.6600 (0.6684) loss_vfl_aux_3: 0.6392 (0.6561) loss_vfl_aux_4: 0.6591 (0.6483) loss_vfl_aux_5: 0.6972 (0.7268) loss_vfl_dn_0: 0.4440 (0.4420) loss_vfl_dn_1: 0.3729 (0.3771) loss_vfl_dn_2: 0.3595 (0.3617) loss_vfl_dn_3: 0.3546 (0.3545) loss_vfl_dn_4: 0.3529 (0.3522) loss_vfl_dn_5: 0.3501 (0.3514) time: 0.4872 data: 0.0144 max mem: 5654 Epoch: [68] [ 900/7393] eta: 0:53:58 lr: 0.000010 loss: 14.8262 (15.1787) loss_bbox: 0.1384 (0.1476) loss_bbox_aux_0: 0.1489 (0.1589) loss_bbox_aux_1: 0.1420 (0.1522) loss_bbox_aux_2: 0.1442 (0.1502) loss_bbox_aux_3: 0.1382 (0.1480) loss_bbox_aux_4: 0.1385 (0.1478) loss_bbox_aux_5: 0.1759 (0.1919) loss_bbox_dn_0: 0.2583 (0.2495) loss_bbox_dn_1: 0.1796 (0.1816) loss_bbox_dn_2: 0.1637 (0.1618) loss_bbox_dn_3: 0.1585 (0.1561) loss_bbox_dn_4: 0.1569 (0.1548) loss_bbox_dn_5: 0.1570 (0.1548) loss_giou: 0.4402 (0.4625) loss_giou_aux_0: 0.4538 (0.4852) loss_giou_aux_1: 0.4419 (0.4724) loss_giou_aux_2: 0.4344 (0.4670) loss_giou_aux_3: 0.4391 (0.4636) loss_giou_aux_4: 0.4368 (0.4627) loss_giou_aux_5: 0.5246 (0.5448) loss_giou_dn_0: 0.5429 (0.5580) loss_giou_dn_1: 0.4399 (0.4501) loss_giou_dn_2: 0.3999 (0.4185) loss_giou_dn_3: 0.3922 (0.4100) loss_giou_dn_4: 0.3892 (0.4079) loss_giou_dn_5: 0.3900 (0.4081) loss_vfl: 0.6094 (0.6441) loss_vfl_aux_0: 0.6926 (0.7359) loss_vfl_aux_1: 0.6418 (0.6921) loss_vfl_aux_2: 0.6222 (0.6687) loss_vfl_aux_3: 0.6272 (0.6566) loss_vfl_aux_4: 0.6188 (0.6486) loss_vfl_aux_5: 0.6796 (0.7278) loss_vfl_dn_0: 0.4362 (0.4421) loss_vfl_dn_1: 0.3754 (0.3771) loss_vfl_dn_2: 0.3552 (0.3616) loss_vfl_dn_3: 0.3516 (0.3545) loss_vfl_dn_4: 0.3494 (0.3521) loss_vfl_dn_5: 0.3475 (0.3513) time: 0.4920 data: 0.0143 max mem: 5654 Epoch: [68] [1000/7393] eta: 0:53:02 lr: 0.000010 loss: 15.0277 (15.1791) loss_bbox: 0.1267 (0.1470) loss_bbox_aux_0: 0.1458 (0.1584) loss_bbox_aux_1: 0.1316 (0.1516) loss_bbox_aux_2: 0.1333 (0.1494) loss_bbox_aux_3: 0.1323 (0.1474) loss_bbox_aux_4: 0.1317 (0.1472) loss_bbox_aux_5: 0.1660 (0.1914) loss_bbox_dn_0: 0.2314 (0.2488) loss_bbox_dn_1: 0.1724 (0.1809) loss_bbox_dn_2: 0.1555 (0.1612) loss_bbox_dn_3: 0.1488 (0.1555) loss_bbox_dn_4: 0.1478 (0.1542) loss_bbox_dn_5: 0.1478 (0.1542) loss_giou: 0.4328 (0.4635) loss_giou_aux_0: 0.4633 (0.4863) loss_giou_aux_1: 0.4445 (0.4735) loss_giou_aux_2: 0.4359 (0.4680) loss_giou_aux_3: 0.4377 (0.4646) loss_giou_aux_4: 0.4267 (0.4636) loss_giou_aux_5: 0.5174 (0.5461) loss_giou_dn_0: 0.5612 (0.5590) loss_giou_dn_1: 0.4397 (0.4509) loss_giou_dn_2: 0.4047 (0.4192) loss_giou_dn_3: 0.3873 (0.4108) loss_giou_dn_4: 0.3873 (0.4087) loss_giou_dn_5: 0.3872 (0.4089) loss_vfl: 0.6334 (0.6438) loss_vfl_aux_0: 0.7089 (0.7353) loss_vfl_aux_1: 0.6645 (0.6919) loss_vfl_aux_2: 0.6552 (0.6686) loss_vfl_aux_3: 0.6319 (0.6563) loss_vfl_aux_4: 0.6282 (0.6484) loss_vfl_aux_5: 0.6750 (0.7271) loss_vfl_dn_0: 0.4352 (0.4417) loss_vfl_dn_1: 0.3728 (0.3769) loss_vfl_dn_2: 0.3556 (0.3614) loss_vfl_dn_3: 0.3507 (0.3543) loss_vfl_dn_4: 0.3457 (0.3519) loss_vfl_dn_5: 0.3434 (0.3511) time: 0.4819 data: 0.0139 max mem: 5654 Epoch: [68] [1100/7393] eta: 0:52:02 lr: 0.000010 loss: 14.7262 (15.1705) loss_bbox: 0.1486 (0.1465) loss_bbox_aux_0: 0.1510 (0.1579) loss_bbox_aux_1: 0.1443 (0.1511) loss_bbox_aux_2: 0.1425 (0.1489) loss_bbox_aux_3: 0.1424 (0.1469) loss_bbox_aux_4: 0.1464 (0.1467) loss_bbox_aux_5: 0.1957 (0.1910) loss_bbox_dn_0: 0.2611 (0.2479) loss_bbox_dn_1: 0.2015 (0.1802) loss_bbox_dn_2: 0.1769 (0.1605) loss_bbox_dn_3: 0.1637 (0.1549) loss_bbox_dn_4: 0.1581 (0.1535) loss_bbox_dn_5: 0.1581 (0.1535) loss_giou: 0.4207 (0.4637) loss_giou_aux_0: 0.4556 (0.4865) loss_giou_aux_1: 0.4422 (0.4738) loss_giou_aux_2: 0.4179 (0.4681) loss_giou_aux_3: 0.4194 (0.4648) loss_giou_aux_4: 0.4138 (0.4638) loss_giou_aux_5: 0.5273 (0.5464) loss_giou_dn_0: 0.5315 (0.5589) loss_giou_dn_1: 0.4071 (0.4508) loss_giou_dn_2: 0.3743 (0.4191) loss_giou_dn_3: 0.3660 (0.4107) loss_giou_dn_4: 0.3635 (0.4086) loss_giou_dn_5: 0.3648 (0.4088) loss_vfl: 0.6449 (0.6435) loss_vfl_aux_0: 0.7611 (0.7352) loss_vfl_aux_1: 0.7141 (0.6918) loss_vfl_aux_2: 0.6755 (0.6684) loss_vfl_aux_3: 0.6516 (0.6557) loss_vfl_aux_4: 0.6548 (0.6481) loss_vfl_aux_5: 0.7405 (0.7271) loss_vfl_dn_0: 0.4404 (0.4418) loss_vfl_dn_1: 0.3732 (0.3770) loss_vfl_dn_2: 0.3486 (0.3614) loss_vfl_dn_3: 0.3377 (0.3543) loss_vfl_dn_4: 0.3357 (0.3519) loss_vfl_dn_5: 0.3360 (0.3511) time: 0.4987 data: 0.0139 max mem: 5654 Epoch: [68] [1200/7393] eta: 0:51:08 lr: 0.000010 loss: 14.6264 (15.1501) loss_bbox: 0.1412 (0.1459) loss_bbox_aux_0: 0.1452 (0.1574) loss_bbox_aux_1: 0.1338 (0.1507) loss_bbox_aux_2: 0.1466 (0.1484) loss_bbox_aux_3: 0.1437 (0.1464) loss_bbox_aux_4: 0.1409 (0.1461) loss_bbox_aux_5: 0.1798 (0.1906) loss_bbox_dn_0: 0.2453 (0.2475) loss_bbox_dn_1: 0.1706 (0.1798) loss_bbox_dn_2: 0.1543 (0.1601) loss_bbox_dn_3: 0.1499 (0.1545) loss_bbox_dn_4: 0.1500 (0.1531) loss_bbox_dn_5: 0.1500 (0.1531) loss_giou: 0.4301 (0.4622) loss_giou_aux_0: 0.4577 (0.4849) loss_giou_aux_1: 0.4294 (0.4725) loss_giou_aux_2: 0.4304 (0.4668) loss_giou_aux_3: 0.4322 (0.4634) loss_giou_aux_4: 0.4294 (0.4623) loss_giou_aux_5: 0.5204 (0.5447) loss_giou_dn_0: 0.5283 (0.5579) loss_giou_dn_1: 0.4272 (0.4497) loss_giou_dn_2: 0.3954 (0.4180) loss_giou_dn_3: 0.3870 (0.4096) loss_giou_dn_4: 0.3861 (0.4075) loss_giou_dn_5: 0.3871 (0.4077) loss_vfl: 0.6284 (0.6438) loss_vfl_aux_0: 0.7137 (0.7362) loss_vfl_aux_1: 0.6575 (0.6920) loss_vfl_aux_2: 0.6402 (0.6685) loss_vfl_aux_3: 0.6367 (0.6559) loss_vfl_aux_4: 0.6316 (0.6483) loss_vfl_aux_5: 0.6990 (0.7282) loss_vfl_dn_0: 0.4366 (0.4418) loss_vfl_dn_1: 0.3689 (0.3769) loss_vfl_dn_2: 0.3539 (0.3611) loss_vfl_dn_3: 0.3470 (0.3542) loss_vfl_dn_4: 0.3440 (0.3517) loss_vfl_dn_5: 0.3439 (0.3509) time: 0.4969 data: 0.0147 max mem: 5654 Epoch: [68] [1300/7393] eta: 0:50:13 lr: 0.000010 loss: 15.2374 (15.1466) loss_bbox: 0.1421 (0.1459) loss_bbox_aux_0: 0.1499 (0.1574) loss_bbox_aux_1: 0.1413 (0.1507) loss_bbox_aux_2: 0.1422 (0.1483) loss_bbox_aux_3: 0.1393 (0.1463) loss_bbox_aux_4: 0.1425 (0.1460) loss_bbox_aux_5: 0.1804 (0.1903) loss_bbox_dn_0: 0.2355 (0.2469) loss_bbox_dn_1: 0.1712 (0.1794) loss_bbox_dn_2: 0.1553 (0.1598) loss_bbox_dn_3: 0.1492 (0.1541) loss_bbox_dn_4: 0.1473 (0.1527) loss_bbox_dn_5: 0.1473 (0.1528) loss_giou: 0.4817 (0.4620) loss_giou_aux_0: 0.4962 (0.4848) loss_giou_aux_1: 0.4891 (0.4722) loss_giou_aux_2: 0.4860 (0.4666) loss_giou_aux_3: 0.4880 (0.4632) loss_giou_aux_4: 0.4910 (0.4620) loss_giou_aux_5: 0.5647 (0.5444) loss_giou_dn_0: 0.5732 (0.5578) loss_giou_dn_1: 0.4572 (0.4495) loss_giou_dn_2: 0.4276 (0.4178) loss_giou_dn_3: 0.4182 (0.4094) loss_giou_dn_4: 0.4153 (0.4073) loss_giou_dn_5: 0.4162 (0.4075) loss_vfl: 0.6438 (0.6440) loss_vfl_aux_0: 0.7206 (0.7361) loss_vfl_aux_1: 0.6775 (0.6922) loss_vfl_aux_2: 0.6619 (0.6688) loss_vfl_aux_3: 0.6593 (0.6561) loss_vfl_aux_4: 0.6498 (0.6487) loss_vfl_aux_5: 0.7219 (0.7285) loss_vfl_dn_0: 0.4423 (0.4418) loss_vfl_dn_1: 0.3839 (0.3770) loss_vfl_dn_2: 0.3705 (0.3613) loss_vfl_dn_3: 0.3638 (0.3543) loss_vfl_dn_4: 0.3613 (0.3518) loss_vfl_dn_5: 0.3604 (0.3510) time: 0.4929 data: 0.0141 max mem: 5654 Epoch: [68] [1400/7393] eta: 0:49:14 lr: 0.000010 loss: 14.8261 (15.1362) loss_bbox: 0.1343 (0.1458) loss_bbox_aux_0: 0.1452 (0.1573) loss_bbox_aux_1: 0.1304 (0.1505) loss_bbox_aux_2: 0.1317 (0.1482) loss_bbox_aux_3: 0.1353 (0.1462) loss_bbox_aux_4: 0.1342 (0.1459) loss_bbox_aux_5: 0.1853 (0.1902) loss_bbox_dn_0: 0.2219 (0.2472) loss_bbox_dn_1: 0.1652 (0.1795) loss_bbox_dn_2: 0.1494 (0.1598) loss_bbox_dn_3: 0.1411 (0.1542) loss_bbox_dn_4: 0.1390 (0.1528) loss_bbox_dn_5: 0.1390 (0.1528) loss_giou: 0.4623 (0.4614) loss_giou_aux_0: 0.4800 (0.4841) loss_giou_aux_1: 0.4686 (0.4716) loss_giou_aux_2: 0.4643 (0.4661) loss_giou_aux_3: 0.4613 (0.4626) loss_giou_aux_4: 0.4579 (0.4614) loss_giou_aux_5: 0.5600 (0.5437) loss_giou_dn_0: 0.5470 (0.5571) loss_giou_dn_1: 0.4580 (0.4489) loss_giou_dn_2: 0.4243 (0.4172) loss_giou_dn_3: 0.4154 (0.4087) loss_giou_dn_4: 0.4126 (0.4066) loss_giou_dn_5: 0.4125 (0.4068) loss_vfl: 0.6284 (0.6438) loss_vfl_aux_0: 0.7064 (0.7361) loss_vfl_aux_1: 0.6921 (0.6921) loss_vfl_aux_2: 0.6541 (0.6684) loss_vfl_aux_3: 0.6456 (0.6558) loss_vfl_aux_4: 0.6395 (0.6485) loss_vfl_aux_5: 0.7105 (0.7283) loss_vfl_dn_0: 0.4389 (0.4417) loss_vfl_dn_1: 0.3716 (0.3769) loss_vfl_dn_2: 0.3515 (0.3612) loss_vfl_dn_3: 0.3436 (0.3542) loss_vfl_dn_4: 0.3411 (0.3517) loss_vfl_dn_5: 0.3405 (0.3510) time: 0.4718 data: 0.0143 max mem: 5654 Epoch: [68] [1500/7393] eta: 0:48:24 lr: 0.000010 loss: 14.5903 (15.1291) loss_bbox: 0.1351 (0.1456) loss_bbox_aux_0: 0.1494 (0.1571) loss_bbox_aux_1: 0.1364 (0.1502) loss_bbox_aux_2: 0.1391 (0.1480) loss_bbox_aux_3: 0.1380 (0.1460) loss_bbox_aux_4: 0.1351 (0.1457) loss_bbox_aux_5: 0.1699 (0.1901) loss_bbox_dn_0: 0.2275 (0.2471) loss_bbox_dn_1: 0.1501 (0.1794) loss_bbox_dn_2: 0.1336 (0.1598) loss_bbox_dn_3: 0.1287 (0.1541) loss_bbox_dn_4: 0.1264 (0.1527) loss_bbox_dn_5: 0.1265 (0.1528) loss_giou: 0.4611 (0.4611) loss_giou_aux_0: 0.4809 (0.4837) loss_giou_aux_1: 0.4689 (0.4711) loss_giou_aux_2: 0.4605 (0.4658) loss_giou_aux_3: 0.4643 (0.4623) loss_giou_aux_4: 0.4643 (0.4611) loss_giou_aux_5: 0.5303 (0.5433) loss_giou_dn_0: 0.5384 (0.5565) loss_giou_dn_1: 0.4328 (0.4485) loss_giou_dn_2: 0.3964 (0.4167) loss_giou_dn_3: 0.3919 (0.4083) loss_giou_dn_4: 0.3894 (0.4062) loss_giou_dn_5: 0.3896 (0.4064) loss_vfl: 0.6260 (0.6438) loss_vfl_aux_0: 0.6601 (0.7360) loss_vfl_aux_1: 0.6365 (0.6923) loss_vfl_aux_2: 0.6344 (0.6684) loss_vfl_aux_3: 0.6178 (0.6562) loss_vfl_aux_4: 0.6268 (0.6486) loss_vfl_aux_5: 0.6738 (0.7281) loss_vfl_dn_0: 0.4321 (0.4417) loss_vfl_dn_1: 0.3660 (0.3768) loss_vfl_dn_2: 0.3506 (0.3611) loss_vfl_dn_3: 0.3442 (0.3541) loss_vfl_dn_4: 0.3414 (0.3516) loss_vfl_dn_5: 0.3394 (0.3508) time: 0.5013 data: 0.0141 max mem: 5654 Epoch: [68] [1600/7393] eta: 0:47:32 lr: 0.000010 loss: 15.2217 (15.1418) loss_bbox: 0.1432 (0.1458) loss_bbox_aux_0: 0.1609 (0.1573) loss_bbox_aux_1: 0.1492 (0.1504) loss_bbox_aux_2: 0.1406 (0.1482) loss_bbox_aux_3: 0.1476 (0.1462) loss_bbox_aux_4: 0.1440 (0.1460) loss_bbox_aux_5: 0.1879 (0.1902) loss_bbox_dn_0: 0.2389 (0.2474) loss_bbox_dn_1: 0.1732 (0.1797) loss_bbox_dn_2: 0.1498 (0.1600) loss_bbox_dn_3: 0.1465 (0.1544) loss_bbox_dn_4: 0.1470 (0.1530) loss_bbox_dn_5: 0.1470 (0.1530) loss_giou: 0.4537 (0.4618) loss_giou_aux_0: 0.4568 (0.4843) loss_giou_aux_1: 0.4477 (0.4718) loss_giou_aux_2: 0.4439 (0.4665) loss_giou_aux_3: 0.4402 (0.4630) loss_giou_aux_4: 0.4458 (0.4618) loss_giou_aux_5: 0.5202 (0.5439) loss_giou_dn_0: 0.5433 (0.5570) loss_giou_dn_1: 0.4511 (0.4489) loss_giou_dn_2: 0.4175 (0.4173) loss_giou_dn_3: 0.4030 (0.4088) loss_giou_dn_4: 0.3989 (0.4067) loss_giou_dn_5: 0.3989 (0.4069) loss_vfl: 0.6227 (0.6442) loss_vfl_aux_0: 0.7313 (0.7358) loss_vfl_aux_1: 0.6862 (0.6923) loss_vfl_aux_2: 0.6623 (0.6686) loss_vfl_aux_3: 0.6329 (0.6562) loss_vfl_aux_4: 0.6318 (0.6489) loss_vfl_aux_5: 0.6933 (0.7279) loss_vfl_dn_0: 0.4471 (0.4418) loss_vfl_dn_1: 0.3826 (0.3771) loss_vfl_dn_2: 0.3639 (0.3613) loss_vfl_dn_3: 0.3558 (0.3543) loss_vfl_dn_4: 0.3543 (0.3519) loss_vfl_dn_5: 0.3530 (0.3511) time: 0.4908 data: 0.0148 max mem: 5654 Epoch: [68] [1700/7393] eta: 0:46:38 lr: 0.000010 loss: 14.8635 (15.1473) loss_bbox: 0.1406 (0.1459) loss_bbox_aux_0: 0.1447 (0.1575) loss_bbox_aux_1: 0.1351 (0.1505) loss_bbox_aux_2: 0.1364 (0.1483) loss_bbox_aux_3: 0.1396 (0.1463) loss_bbox_aux_4: 0.1387 (0.1460) loss_bbox_aux_5: 0.1841 (0.1904) loss_bbox_dn_0: 0.2567 (0.2478) loss_bbox_dn_1: 0.1744 (0.1801) loss_bbox_dn_2: 0.1523 (0.1603) loss_bbox_dn_3: 0.1488 (0.1547) loss_bbox_dn_4: 0.1500 (0.1533) loss_bbox_dn_5: 0.1500 (0.1533) loss_giou: 0.4360 (0.4617) loss_giou_aux_0: 0.4561 (0.4841) loss_giou_aux_1: 0.4230 (0.4715) loss_giou_aux_2: 0.4239 (0.4663) loss_giou_aux_3: 0.4368 (0.4628) loss_giou_aux_4: 0.4307 (0.4617) loss_giou_aux_5: 0.5047 (0.5437) loss_giou_dn_0: 0.5451 (0.5571) loss_giou_dn_1: 0.4400 (0.4491) loss_giou_dn_2: 0.4102 (0.4173) loss_giou_dn_3: 0.4006 (0.4090) loss_giou_dn_4: 0.3986 (0.4068) loss_giou_dn_5: 0.3987 (0.4070) loss_vfl: 0.6386 (0.6445) loss_vfl_aux_0: 0.7296 (0.7365) loss_vfl_aux_1: 0.6629 (0.6929) loss_vfl_aux_2: 0.6589 (0.6691) loss_vfl_aux_3: 0.6448 (0.6566) loss_vfl_aux_4: 0.6321 (0.6492) loss_vfl_aux_5: 0.7307 (0.7287) loss_vfl_dn_0: 0.4358 (0.4417) loss_vfl_dn_1: 0.3713 (0.3770) loss_vfl_dn_2: 0.3548 (0.3613) loss_vfl_dn_3: 0.3474 (0.3543) loss_vfl_dn_4: 0.3442 (0.3518) loss_vfl_dn_5: 0.3430 (0.3510) time: 0.4797 data: 0.0151 max mem: 5654 Epoch: [68] [1800/7393] eta: 0:45:44 lr: 0.000010 loss: 14.8692 (15.1405) loss_bbox: 0.1444 (0.1461) loss_bbox_aux_0: 0.1466 (0.1574) loss_bbox_aux_1: 0.1416 (0.1506) loss_bbox_aux_2: 0.1448 (0.1484) loss_bbox_aux_3: 0.1403 (0.1464) loss_bbox_aux_4: 0.1430 (0.1462) loss_bbox_aux_5: 0.1623 (0.1907) loss_bbox_dn_0: 0.2192 (0.2481) loss_bbox_dn_1: 0.1663 (0.1802) loss_bbox_dn_2: 0.1422 (0.1605) loss_bbox_dn_3: 0.1339 (0.1548) loss_bbox_dn_4: 0.1322 (0.1534) loss_bbox_dn_5: 0.1322 (0.1534) loss_giou: 0.4392 (0.4613) loss_giou_aux_0: 0.4497 (0.4833) loss_giou_aux_1: 0.4504 (0.4709) loss_giou_aux_2: 0.4412 (0.4658) loss_giou_aux_3: 0.4523 (0.4623) loss_giou_aux_4: 0.4391 (0.4613) loss_giou_aux_5: 0.4982 (0.5431) loss_giou_dn_0: 0.5354 (0.5564) loss_giou_dn_1: 0.4369 (0.4485) loss_giou_dn_2: 0.4025 (0.4168) loss_giou_dn_3: 0.3935 (0.4084) loss_giou_dn_4: 0.3917 (0.4062) loss_giou_dn_5: 0.3917 (0.4064) loss_vfl: 0.6256 (0.6442) loss_vfl_aux_0: 0.7644 (0.7370) loss_vfl_aux_1: 0.6861 (0.6929) loss_vfl_aux_2: 0.6685 (0.6690) loss_vfl_aux_3: 0.6351 (0.6564) loss_vfl_aux_4: 0.6339 (0.6488) loss_vfl_aux_5: 0.7678 (0.7290) loss_vfl_dn_0: 0.4360 (0.4417) loss_vfl_dn_1: 0.3747 (0.3769) loss_vfl_dn_2: 0.3579 (0.3611) loss_vfl_dn_3: 0.3503 (0.3541) loss_vfl_dn_4: 0.3464 (0.3516) loss_vfl_dn_5: 0.3463 (0.3509) time: 0.4781 data: 0.0155 max mem: 5654 Epoch: [68] [1900/7393] eta: 0:44:53 lr: 0.000010 loss: 15.0278 (15.1349) loss_bbox: 0.1220 (0.1462) loss_bbox_aux_0: 0.1319 (0.1574) loss_bbox_aux_1: 0.1261 (0.1506) loss_bbox_aux_2: 0.1259 (0.1484) loss_bbox_aux_3: 0.1278 (0.1464) loss_bbox_aux_4: 0.1220 (0.1462) loss_bbox_aux_5: 0.1686 (0.1906) loss_bbox_dn_0: 0.2139 (0.2482) loss_bbox_dn_1: 0.1453 (0.1803) loss_bbox_dn_2: 0.1308 (0.1605) loss_bbox_dn_3: 0.1243 (0.1548) loss_bbox_dn_4: 0.1223 (0.1534) loss_bbox_dn_5: 0.1223 (0.1534) loss_giou: 0.4522 (0.4606) loss_giou_aux_0: 0.4676 (0.4823) loss_giou_aux_1: 0.4563 (0.4700) loss_giou_aux_2: 0.4645 (0.4649) loss_giou_aux_3: 0.4536 (0.4615) loss_giou_aux_4: 0.4521 (0.4605) loss_giou_aux_5: 0.5522 (0.5421) loss_giou_dn_0: 0.5473 (0.5560) loss_giou_dn_1: 0.4427 (0.4481) loss_giou_dn_2: 0.4090 (0.4164) loss_giou_dn_3: 0.3996 (0.4080) loss_giou_dn_4: 0.3965 (0.4059) loss_giou_dn_5: 0.3965 (0.4061) loss_vfl: 0.6475 (0.6442) loss_vfl_aux_0: 0.7496 (0.7377) loss_vfl_aux_1: 0.7022 (0.6932) loss_vfl_aux_2: 0.6606 (0.6691) loss_vfl_aux_3: 0.6586 (0.6566) loss_vfl_aux_4: 0.6517 (0.6490) loss_vfl_aux_5: 0.7354 (0.7299) loss_vfl_dn_0: 0.4466 (0.4418) loss_vfl_dn_1: 0.3802 (0.3770) loss_vfl_dn_2: 0.3666 (0.3612) loss_vfl_dn_3: 0.3603 (0.3542) loss_vfl_dn_4: 0.3588 (0.3517) loss_vfl_dn_5: 0.3570 (0.3510) time: 0.4771 data: 0.0154 max mem: 5654 Epoch: [68] [2000/7393] eta: 0:44:02 lr: 0.000010 loss: 14.5628 (15.1270) loss_bbox: 0.1403 (0.1461) loss_bbox_aux_0: 0.1585 (0.1573) loss_bbox_aux_1: 0.1495 (0.1506) loss_bbox_aux_2: 0.1463 (0.1484) loss_bbox_aux_3: 0.1424 (0.1464) loss_bbox_aux_4: 0.1442 (0.1461) loss_bbox_aux_5: 0.1945 (0.1907) loss_bbox_dn_0: 0.2687 (0.2484) loss_bbox_dn_1: 0.1951 (0.1805) loss_bbox_dn_2: 0.1726 (0.1605) loss_bbox_dn_3: 0.1644 (0.1548) loss_bbox_dn_4: 0.1603 (0.1534) loss_bbox_dn_5: 0.1603 (0.1534) loss_giou: 0.4013 (0.4595) loss_giou_aux_0: 0.4155 (0.4811) loss_giou_aux_1: 0.4047 (0.4689) loss_giou_aux_2: 0.4123 (0.4638) loss_giou_aux_3: 0.4000 (0.4605) loss_giou_aux_4: 0.3934 (0.4594) loss_giou_aux_5: 0.4775 (0.5409) loss_giou_dn_0: 0.5187 (0.5554) loss_giou_dn_1: 0.4073 (0.4475) loss_giou_dn_2: 0.3689 (0.4158) loss_giou_dn_3: 0.3668 (0.4074) loss_giou_dn_4: 0.3634 (0.4052) loss_giou_dn_5: 0.3635 (0.4054) loss_vfl: 0.6596 (0.6444) loss_vfl_aux_0: 0.7574 (0.7386) loss_vfl_aux_1: 0.7136 (0.6938) loss_vfl_aux_2: 0.6780 (0.6693) loss_vfl_aux_3: 0.6671 (0.6566) loss_vfl_aux_4: 0.6636 (0.6493) loss_vfl_aux_5: 0.7706 (0.7309) loss_vfl_dn_0: 0.4410 (0.4419) loss_vfl_dn_1: 0.3723 (0.3770) loss_vfl_dn_2: 0.3577 (0.3611) loss_vfl_dn_3: 0.3516 (0.3541) loss_vfl_dn_4: 0.3506 (0.3517) loss_vfl_dn_5: 0.3499 (0.3509) time: 0.4797 data: 0.0161 max mem: 5654 Epoch: [68] [2100/7393] eta: 0:43:10 lr: 0.000010 loss: 15.3681 (15.1305) loss_bbox: 0.1374 (0.1457) loss_bbox_aux_0: 0.1453 (0.1570) loss_bbox_aux_1: 0.1329 (0.1501) loss_bbox_aux_2: 0.1344 (0.1480) loss_bbox_aux_3: 0.1491 (0.1461) loss_bbox_aux_4: 0.1374 (0.1457) loss_bbox_aux_5: 0.1788 (0.1903) loss_bbox_dn_0: 0.2340 (0.2478) loss_bbox_dn_1: 0.1737 (0.1799) loss_bbox_dn_2: 0.1559 (0.1601) loss_bbox_dn_3: 0.1488 (0.1545) loss_bbox_dn_4: 0.1482 (0.1531) loss_bbox_dn_5: 0.1482 (0.1531) loss_giou: 0.4689 (0.4603) loss_giou_aux_0: 0.4834 (0.4822) loss_giou_aux_1: 0.4841 (0.4698) loss_giou_aux_2: 0.4760 (0.4647) loss_giou_aux_3: 0.4725 (0.4614) loss_giou_aux_4: 0.4699 (0.4602) loss_giou_aux_5: 0.5343 (0.5419) loss_giou_dn_0: 0.5751 (0.5563) loss_giou_dn_1: 0.4664 (0.4482) loss_giou_dn_2: 0.4372 (0.4166) loss_giou_dn_3: 0.4289 (0.4082) loss_giou_dn_4: 0.4270 (0.4060) loss_giou_dn_5: 0.4270 (0.4062) loss_vfl: 0.6543 (0.6442) loss_vfl_aux_0: 0.7265 (0.7380) loss_vfl_aux_1: 0.6876 (0.6934) loss_vfl_aux_2: 0.6805 (0.6690) loss_vfl_aux_3: 0.6615 (0.6562) loss_vfl_aux_4: 0.6528 (0.6490) loss_vfl_aux_5: 0.7131 (0.7304) loss_vfl_dn_0: 0.4472 (0.4419) loss_vfl_dn_1: 0.3828 (0.3770) loss_vfl_dn_2: 0.3730 (0.3612) loss_vfl_dn_3: 0.3646 (0.3542) loss_vfl_dn_4: 0.3617 (0.3517) loss_vfl_dn_5: 0.3627 (0.3510) time: 0.4675 data: 0.0163 max mem: 5654 Epoch: [68] [2200/7393] eta: 0:42:19 lr: 0.000010 loss: 15.5311 (15.1417) loss_bbox: 0.1386 (0.1459) loss_bbox_aux_0: 0.1557 (0.1571) loss_bbox_aux_1: 0.1512 (0.1503) loss_bbox_aux_2: 0.1419 (0.1482) loss_bbox_aux_3: 0.1393 (0.1463) loss_bbox_aux_4: 0.1406 (0.1459) loss_bbox_aux_5: 0.1873 (0.1905) loss_bbox_dn_0: 0.2328 (0.2480) loss_bbox_dn_1: 0.1628 (0.1801) loss_bbox_dn_2: 0.1474 (0.1603) loss_bbox_dn_3: 0.1416 (0.1546) loss_bbox_dn_4: 0.1431 (0.1532) loss_bbox_dn_5: 0.1431 (0.1533) loss_giou: 0.4674 (0.4608) loss_giou_aux_0: 0.4867 (0.4828) loss_giou_aux_1: 0.4747 (0.4704) loss_giou_aux_2: 0.4742 (0.4654) loss_giou_aux_3: 0.4580 (0.4620) loss_giou_aux_4: 0.4589 (0.4607) loss_giou_aux_5: 0.5577 (0.5424) loss_giou_dn_0: 0.5626 (0.5569) loss_giou_dn_1: 0.4487 (0.4488) loss_giou_dn_2: 0.4104 (0.4172) loss_giou_dn_3: 0.4011 (0.4088) loss_giou_dn_4: 0.3992 (0.4066) loss_giou_dn_5: 0.3991 (0.4068) loss_vfl: 0.6132 (0.6443) loss_vfl_aux_0: 0.7203 (0.7379) loss_vfl_aux_1: 0.6629 (0.6935) loss_vfl_aux_2: 0.6358 (0.6689) loss_vfl_aux_3: 0.6157 (0.6561) loss_vfl_aux_4: 0.6183 (0.6490) loss_vfl_aux_5: 0.6937 (0.7306) loss_vfl_dn_0: 0.4327 (0.4420) loss_vfl_dn_1: 0.3802 (0.3771) loss_vfl_dn_2: 0.3639 (0.3613) loss_vfl_dn_3: 0.3589 (0.3544) loss_vfl_dn_4: 0.3557 (0.3519) loss_vfl_dn_5: 0.3553 (0.3511) time: 0.4621 data: 0.0168 max mem: 5654 Epoch: [68] [2300/7393] eta: 0:41:28 lr: 0.000010 loss: 14.8031 (15.1406) loss_bbox: 0.1396 (0.1458) loss_bbox_aux_0: 0.1543 (0.1571) loss_bbox_aux_1: 0.1502 (0.1503) loss_bbox_aux_2: 0.1428 (0.1481) loss_bbox_aux_3: 0.1461 (0.1462) loss_bbox_aux_4: 0.1365 (0.1458) loss_bbox_aux_5: 0.1975 (0.1906) loss_bbox_dn_0: 0.2515 (0.2480) loss_bbox_dn_1: 0.1816 (0.1801) loss_bbox_dn_2: 0.1597 (0.1602) loss_bbox_dn_3: 0.1538 (0.1545) loss_bbox_dn_4: 0.1535 (0.1531) loss_bbox_dn_5: 0.1535 (0.1532) loss_giou: 0.4125 (0.4607) loss_giou_aux_0: 0.4215 (0.4828) loss_giou_aux_1: 0.4225 (0.4703) loss_giou_aux_2: 0.4174 (0.4653) loss_giou_aux_3: 0.4212 (0.4619) loss_giou_aux_4: 0.4125 (0.4606) loss_giou_aux_5: 0.4697 (0.5423) loss_giou_dn_0: 0.5193 (0.5568) loss_giou_dn_1: 0.4045 (0.4487) loss_giou_dn_2: 0.3762 (0.4170) loss_giou_dn_3: 0.3689 (0.4086) loss_giou_dn_4: 0.3671 (0.4064) loss_giou_dn_5: 0.3670 (0.4066) loss_vfl: 0.6359 (0.6443) loss_vfl_aux_0: 0.7630 (0.7381) loss_vfl_aux_1: 0.6795 (0.6936) loss_vfl_aux_2: 0.6724 (0.6691) loss_vfl_aux_3: 0.6582 (0.6563) loss_vfl_aux_4: 0.6433 (0.6491) loss_vfl_aux_5: 0.7564 (0.7310) loss_vfl_dn_0: 0.4503 (0.4421) loss_vfl_dn_1: 0.3755 (0.3771) loss_vfl_dn_2: 0.3590 (0.3614) loss_vfl_dn_3: 0.3522 (0.3544) loss_vfl_dn_4: 0.3502 (0.3519) loss_vfl_dn_5: 0.3496 (0.3511) time: 0.4961 data: 0.0167 max mem: 5654 Epoch: [68] [2400/7393] eta: 0:40:38 lr: 0.000010 loss: 15.0169 (15.1414) loss_bbox: 0.1415 (0.1457) loss_bbox_aux_0: 0.1540 (0.1571) loss_bbox_aux_1: 0.1390 (0.1502) loss_bbox_aux_2: 0.1419 (0.1480) loss_bbox_aux_3: 0.1426 (0.1461) loss_bbox_aux_4: 0.1423 (0.1457) loss_bbox_aux_5: 0.1826 (0.1903) loss_bbox_dn_0: 0.2226 (0.2477) loss_bbox_dn_1: 0.1696 (0.1798) loss_bbox_dn_2: 0.1497 (0.1600) loss_bbox_dn_3: 0.1371 (0.1543) loss_bbox_dn_4: 0.1329 (0.1529) loss_bbox_dn_5: 0.1330 (0.1529) loss_giou: 0.4716 (0.4613) loss_giou_aux_0: 0.4984 (0.4835) loss_giou_aux_1: 0.4839 (0.4709) loss_giou_aux_2: 0.4744 (0.4659) loss_giou_aux_3: 0.4748 (0.4624) loss_giou_aux_4: 0.4716 (0.4612) loss_giou_aux_5: 0.5307 (0.5430) loss_giou_dn_0: 0.5485 (0.5571) loss_giou_dn_1: 0.4368 (0.4489) loss_giou_dn_2: 0.3942 (0.4172) loss_giou_dn_3: 0.3851 (0.4087) loss_giou_dn_4: 0.3815 (0.4066) loss_giou_dn_5: 0.3816 (0.4068) loss_vfl: 0.6132 (0.6439) loss_vfl_aux_0: 0.7159 (0.7377) loss_vfl_aux_1: 0.6615 (0.6933) loss_vfl_aux_2: 0.6514 (0.6688) loss_vfl_aux_3: 0.6250 (0.6560) loss_vfl_aux_4: 0.6210 (0.6486) loss_vfl_aux_5: 0.7159 (0.7307) loss_vfl_dn_0: 0.4348 (0.4420) loss_vfl_dn_1: 0.3690 (0.3771) loss_vfl_dn_2: 0.3517 (0.3614) loss_vfl_dn_3: 0.3419 (0.3544) loss_vfl_dn_4: 0.3378 (0.3519) loss_vfl_dn_5: 0.3382 (0.3511) time: 0.4880 data: 0.0170 max mem: 5654 Epoch: [68] [2500/7393] eta: 0:39:48 lr: 0.000010 loss: 14.6002 (15.1387) loss_bbox: 0.1252 (0.1455) loss_bbox_aux_0: 0.1335 (0.1569) loss_bbox_aux_1: 0.1293 (0.1500) loss_bbox_aux_2: 0.1270 (0.1477) loss_bbox_aux_3: 0.1270 (0.1458) loss_bbox_aux_4: 0.1224 (0.1454) loss_bbox_aux_5: 0.1667 (0.1901) loss_bbox_dn_0: 0.2155 (0.2473) loss_bbox_dn_1: 0.1558 (0.1795) loss_bbox_dn_2: 0.1414 (0.1597) loss_bbox_dn_3: 0.1345 (0.1540) loss_bbox_dn_4: 0.1351 (0.1526) loss_bbox_dn_5: 0.1352 (0.1526) loss_giou: 0.4140 (0.4617) loss_giou_aux_0: 0.4282 (0.4840) loss_giou_aux_1: 0.4032 (0.4714) loss_giou_aux_2: 0.4211 (0.4663) loss_giou_aux_3: 0.4158 (0.4628) loss_giou_aux_4: 0.4129 (0.4616) loss_giou_aux_5: 0.4847 (0.5434) loss_giou_dn_0: 0.5084 (0.5572) loss_giou_dn_1: 0.4096 (0.4490) loss_giou_dn_2: 0.3882 (0.4173) loss_giou_dn_3: 0.3799 (0.4090) loss_giou_dn_4: 0.3778 (0.4068) loss_giou_dn_5: 0.3777 (0.4070) loss_vfl: 0.5882 (0.6436) loss_vfl_aux_0: 0.6632 (0.7371) loss_vfl_aux_1: 0.6431 (0.6928) loss_vfl_aux_2: 0.6091 (0.6683) loss_vfl_aux_3: 0.5989 (0.6557) loss_vfl_aux_4: 0.5941 (0.6483) loss_vfl_aux_5: 0.6875 (0.7302) loss_vfl_dn_0: 0.4396 (0.4420) loss_vfl_dn_1: 0.3748 (0.3772) loss_vfl_dn_2: 0.3585 (0.3614) loss_vfl_dn_3: 0.3509 (0.3544) loss_vfl_dn_4: 0.3473 (0.3519) loss_vfl_dn_5: 0.3463 (0.3512) time: 0.4843 data: 0.0174 max mem: 5654 Epoch: [68] [2600/7393] eta: 0:38:58 lr: 0.000010 loss: 15.2639 (15.1354) loss_bbox: 0.1516 (0.1458) loss_bbox_aux_0: 0.1622 (0.1572) loss_bbox_aux_1: 0.1578 (0.1503) loss_bbox_aux_2: 0.1494 (0.1480) loss_bbox_aux_3: 0.1502 (0.1461) loss_bbox_aux_4: 0.1515 (0.1458) loss_bbox_aux_5: 0.1968 (0.1905) loss_bbox_dn_0: 0.2761 (0.2480) loss_bbox_dn_1: 0.2070 (0.1800) loss_bbox_dn_2: 0.1821 (0.1601) loss_bbox_dn_3: 0.1742 (0.1544) loss_bbox_dn_4: 0.1712 (0.1530) loss_bbox_dn_5: 0.1712 (0.1530) loss_giou: 0.4379 (0.4611) loss_giou_aux_0: 0.4906 (0.4834) loss_giou_aux_1: 0.4606 (0.4708) loss_giou_aux_2: 0.4386 (0.4657) loss_giou_aux_3: 0.4388 (0.4623) loss_giou_aux_4: 0.4375 (0.4611) loss_giou_aux_5: 0.5085 (0.5428) loss_giou_dn_0: 0.5451 (0.5567) loss_giou_dn_1: 0.4420 (0.4486) loss_giou_dn_2: 0.4043 (0.4169) loss_giou_dn_3: 0.3976 (0.4085) loss_giou_dn_4: 0.3957 (0.4064) loss_giou_dn_5: 0.3959 (0.4066) loss_vfl: 0.6439 (0.6436) loss_vfl_aux_0: 0.7260 (0.7368) loss_vfl_aux_1: 0.6819 (0.6928) loss_vfl_aux_2: 0.6714 (0.6682) loss_vfl_aux_3: 0.6402 (0.6556) loss_vfl_aux_4: 0.6425 (0.6482) loss_vfl_aux_5: 0.7458 (0.7303) loss_vfl_dn_0: 0.4344 (0.4420) loss_vfl_dn_1: 0.3764 (0.3770) loss_vfl_dn_2: 0.3591 (0.3612) loss_vfl_dn_3: 0.3525 (0.3542) loss_vfl_dn_4: 0.3489 (0.3517) loss_vfl_dn_5: 0.3485 (0.3510) time: 0.4809 data: 0.0175 max mem: 5654 Epoch: [68] [2700/7393] eta: 0:38:09 lr: 0.000010 loss: 14.9011 (15.1347) loss_bbox: 0.1394 (0.1460) loss_bbox_aux_0: 0.1611 (0.1575) loss_bbox_aux_1: 0.1621 (0.1506) loss_bbox_aux_2: 0.1571 (0.1482) loss_bbox_aux_3: 0.1539 (0.1464) loss_bbox_aux_4: 0.1405 (0.1460) loss_bbox_aux_5: 0.1990 (0.1908) loss_bbox_dn_0: 0.2562 (0.2484) loss_bbox_dn_1: 0.1883 (0.1804) loss_bbox_dn_2: 0.1568 (0.1603) loss_bbox_dn_3: 0.1475 (0.1547) loss_bbox_dn_4: 0.1440 (0.1533) loss_bbox_dn_5: 0.1440 (0.1533) loss_giou: 0.3995 (0.4607) loss_giou_aux_0: 0.4271 (0.4831) loss_giou_aux_1: 0.4032 (0.4705) loss_giou_aux_2: 0.3997 (0.4653) loss_giou_aux_3: 0.4000 (0.4619) loss_giou_aux_4: 0.3994 (0.4606) loss_giou_aux_5: 0.4715 (0.5424) loss_giou_dn_0: 0.5393 (0.5566) loss_giou_dn_1: 0.4355 (0.4485) loss_giou_dn_2: 0.3934 (0.4167) loss_giou_dn_3: 0.3796 (0.4084) loss_giou_dn_4: 0.3783 (0.4062) loss_giou_dn_5: 0.3784 (0.4064) loss_vfl: 0.6145 (0.6435) loss_vfl_aux_0: 0.6916 (0.7366) loss_vfl_aux_1: 0.6584 (0.6926) loss_vfl_aux_2: 0.6378 (0.6682) loss_vfl_aux_3: 0.6334 (0.6555) loss_vfl_aux_4: 0.6240 (0.6481) loss_vfl_aux_5: 0.6924 (0.7301) loss_vfl_dn_0: 0.4471 (0.4421) loss_vfl_dn_1: 0.3736 (0.3770) loss_vfl_dn_2: 0.3591 (0.3612) loss_vfl_dn_3: 0.3504 (0.3542) loss_vfl_dn_4: 0.3486 (0.3517) loss_vfl_dn_5: 0.3478 (0.3509) time: 0.4759 data: 0.0172 max mem: 5654 Epoch: [68] [2800/7393] eta: 0:37:20 lr: 0.000010 loss: 15.2466 (15.1399) loss_bbox: 0.1353 (0.1461) loss_bbox_aux_0: 0.1385 (0.1576) loss_bbox_aux_1: 0.1370 (0.1506) loss_bbox_aux_2: 0.1369 (0.1483) loss_bbox_aux_3: 0.1349 (0.1465) loss_bbox_aux_4: 0.1356 (0.1461) loss_bbox_aux_5: 0.1751 (0.1909) loss_bbox_dn_0: 0.2066 (0.2483) loss_bbox_dn_1: 0.1424 (0.1804) loss_bbox_dn_2: 0.1234 (0.1603) loss_bbox_dn_3: 0.1200 (0.1547) loss_bbox_dn_4: 0.1199 (0.1533) loss_bbox_dn_5: 0.1199 (0.1533) loss_giou: 0.4769 (0.4609) loss_giou_aux_0: 0.5090 (0.4834) loss_giou_aux_1: 0.4962 (0.4707) loss_giou_aux_2: 0.4858 (0.4656) loss_giou_aux_3: 0.4762 (0.4621) loss_giou_aux_4: 0.4842 (0.4609) loss_giou_aux_5: 0.5669 (0.5427) loss_giou_dn_0: 0.5880 (0.5568) loss_giou_dn_1: 0.4574 (0.4486) loss_giou_dn_2: 0.4254 (0.4169) loss_giou_dn_3: 0.4165 (0.4086) loss_giou_dn_4: 0.4125 (0.4064) loss_giou_dn_5: 0.4128 (0.4066) loss_vfl: 0.6280 (0.6438) loss_vfl_aux_0: 0.6960 (0.7366) loss_vfl_aux_1: 0.6736 (0.6929) loss_vfl_aux_2: 0.6336 (0.6684) loss_vfl_aux_3: 0.6336 (0.6559) loss_vfl_aux_4: 0.6268 (0.6484) loss_vfl_aux_5: 0.6926 (0.7300) loss_vfl_dn_0: 0.4425 (0.4421) loss_vfl_dn_1: 0.3803 (0.3771) loss_vfl_dn_2: 0.3692 (0.3612) loss_vfl_dn_3: 0.3631 (0.3542) loss_vfl_dn_4: 0.3619 (0.3517) loss_vfl_dn_5: 0.3623 (0.3510) time: 0.4849 data: 0.0166 max mem: 5654 Epoch: [68] [2900/7393] eta: 0:36:31 lr: 0.000010 loss: 15.0360 (15.1384) loss_bbox: 0.1477 (0.1461) loss_bbox_aux_0: 0.1593 (0.1576) loss_bbox_aux_1: 0.1529 (0.1507) loss_bbox_aux_2: 0.1527 (0.1483) loss_bbox_aux_3: 0.1527 (0.1465) loss_bbox_aux_4: 0.1480 (0.1461) loss_bbox_aux_5: 0.1822 (0.1910) loss_bbox_dn_0: 0.2307 (0.2483) loss_bbox_dn_1: 0.1674 (0.1803) loss_bbox_dn_2: 0.1452 (0.1603) loss_bbox_dn_3: 0.1386 (0.1546) loss_bbox_dn_4: 0.1384 (0.1532) loss_bbox_dn_5: 0.1384 (0.1532) loss_giou: 0.4653 (0.4609) loss_giou_aux_0: 0.4784 (0.4832) loss_giou_aux_1: 0.4679 (0.4705) loss_giou_aux_2: 0.4674 (0.4655) loss_giou_aux_3: 0.4655 (0.4621) loss_giou_aux_4: 0.4663 (0.4608) loss_giou_aux_5: 0.5613 (0.5426) loss_giou_dn_0: 0.5667 (0.5567) loss_giou_dn_1: 0.4532 (0.4486) loss_giou_dn_2: 0.4220 (0.4169) loss_giou_dn_3: 0.4193 (0.4085) loss_giou_dn_4: 0.4164 (0.4063) loss_giou_dn_5: 0.4165 (0.4065) loss_vfl: 0.6186 (0.6438) loss_vfl_aux_0: 0.7066 (0.7367) loss_vfl_aux_1: 0.6830 (0.6931) loss_vfl_aux_2: 0.6439 (0.6683) loss_vfl_aux_3: 0.6320 (0.6559) loss_vfl_aux_4: 0.6222 (0.6483) loss_vfl_aux_5: 0.6948 (0.7300) loss_vfl_dn_0: 0.4430 (0.4421) loss_vfl_dn_1: 0.3748 (0.3771) loss_vfl_dn_2: 0.3604 (0.3612) loss_vfl_dn_3: 0.3525 (0.3542) loss_vfl_dn_4: 0.3508 (0.3517) loss_vfl_dn_5: 0.3498 (0.3510) time: 0.4864 data: 0.0173 max mem: 5654 Epoch: [68] [3000/7393] eta: 0:35:50 lr: 0.000010 loss: 15.0578 (15.1361) loss_bbox: 0.1533 (0.1461) loss_bbox_aux_0: 0.1507 (0.1576) loss_bbox_aux_1: 0.1531 (0.1507) loss_bbox_aux_2: 0.1400 (0.1483) loss_bbox_aux_3: 0.1525 (0.1465) loss_bbox_aux_4: 0.1532 (0.1461) loss_bbox_aux_5: 0.1877 (0.1911) loss_bbox_dn_0: 0.2515 (0.2483) loss_bbox_dn_1: 0.1859 (0.1804) loss_bbox_dn_2: 0.1659 (0.1603) loss_bbox_dn_3: 0.1607 (0.1546) loss_bbox_dn_4: 0.1603 (0.1532) loss_bbox_dn_5: 0.1603 (0.1532) loss_giou: 0.4343 (0.4606) loss_giou_aux_0: 0.4509 (0.4829) loss_giou_aux_1: 0.4567 (0.4702) loss_giou_aux_2: 0.4389 (0.4652) loss_giou_aux_3: 0.4423 (0.4617) loss_giou_aux_4: 0.4333 (0.4605) loss_giou_aux_5: 0.4974 (0.5424) loss_giou_dn_0: 0.5303 (0.5565) loss_giou_dn_1: 0.4287 (0.4483) loss_giou_dn_2: 0.3984 (0.4166) loss_giou_dn_3: 0.3907 (0.4082) loss_giou_dn_4: 0.3900 (0.4061) loss_giou_dn_5: 0.3901 (0.4062) loss_vfl: 0.6263 (0.6439) loss_vfl_aux_0: 0.7498 (0.7370) loss_vfl_aux_1: 0.6809 (0.6933) loss_vfl_aux_2: 0.6593 (0.6684) loss_vfl_aux_3: 0.6355 (0.6559) loss_vfl_aux_4: 0.6280 (0.6484) loss_vfl_aux_5: 0.7275 (0.7300) loss_vfl_dn_0: 0.4436 (0.4422) loss_vfl_dn_1: 0.3832 (0.3771) loss_vfl_dn_2: 0.3638 (0.3612) loss_vfl_dn_3: 0.3539 (0.3542) loss_vfl_dn_4: 0.3512 (0.3517) loss_vfl_dn_5: 0.3517 (0.3510) time: 0.7848 data: 0.0176 max mem: 5654 Epoch: [68] [3100/7393] eta: 0:35:01 lr: 0.000010 loss: 15.2798 (15.1310) loss_bbox: 0.1407 (0.1460) loss_bbox_aux_0: 0.1602 (0.1575) loss_bbox_aux_1: 0.1492 (0.1506) loss_bbox_aux_2: 0.1455 (0.1483) loss_bbox_aux_3: 0.1467 (0.1464) loss_bbox_aux_4: 0.1390 (0.1460) loss_bbox_aux_5: 0.1873 (0.1910) loss_bbox_dn_0: 0.2422 (0.2483) loss_bbox_dn_1: 0.1789 (0.1804) loss_bbox_dn_2: 0.1598 (0.1602) loss_bbox_dn_3: 0.1558 (0.1545) loss_bbox_dn_4: 0.1516 (0.1531) loss_bbox_dn_5: 0.1517 (0.1532) loss_giou: 0.4286 (0.4602) loss_giou_aux_0: 0.4611 (0.4825) loss_giou_aux_1: 0.4470 (0.4699) loss_giou_aux_2: 0.4352 (0.4650) loss_giou_aux_3: 0.4249 (0.4615) loss_giou_aux_4: 0.4300 (0.4602) loss_giou_aux_5: 0.5259 (0.5421) loss_giou_dn_0: 0.5423 (0.5563) loss_giou_dn_1: 0.4303 (0.4481) loss_giou_dn_2: 0.3959 (0.4163) loss_giou_dn_3: 0.3951 (0.4080) loss_giou_dn_4: 0.3912 (0.4058) loss_giou_dn_5: 0.3911 (0.4060) loss_vfl: 0.6636 (0.6438) loss_vfl_aux_0: 0.7517 (0.7371) loss_vfl_aux_1: 0.7283 (0.6932) loss_vfl_aux_2: 0.6729 (0.6682) loss_vfl_aux_3: 0.6722 (0.6558) loss_vfl_aux_4: 0.6673 (0.6483) loss_vfl_aux_5: 0.7324 (0.7300) loss_vfl_dn_0: 0.4389 (0.4421) loss_vfl_dn_1: 0.3744 (0.3770) loss_vfl_dn_2: 0.3600 (0.3612) loss_vfl_dn_3: 0.3516 (0.3541) loss_vfl_dn_4: 0.3487 (0.3516) loss_vfl_dn_5: 0.3467 (0.3509) time: 0.4822 data: 0.0175 max mem: 5654 Epoch: [68] [3200/7393] eta: 0:34:23 lr: 0.000010 loss: 15.1072 (15.1303) loss_bbox: 0.1484 (0.1461) loss_bbox_aux_0: 0.1621 (0.1577) loss_bbox_aux_1: 0.1595 (0.1507) loss_bbox_aux_2: 0.1516 (0.1484) loss_bbox_aux_3: 0.1459 (0.1464) loss_bbox_aux_4: 0.1484 (0.1461) loss_bbox_aux_5: 0.1897 (0.1913) loss_bbox_dn_0: 0.2307 (0.2487) loss_bbox_dn_1: 0.1513 (0.1806) loss_bbox_dn_2: 0.1366 (0.1605) loss_bbox_dn_3: 0.1280 (0.1547) loss_bbox_dn_4: 0.1246 (0.1534) loss_bbox_dn_5: 0.1246 (0.1534) loss_giou: 0.4291 (0.4598) loss_giou_aux_0: 0.4540 (0.4822) loss_giou_aux_1: 0.4366 (0.4696) loss_giou_aux_2: 0.4280 (0.4646) loss_giou_aux_3: 0.4295 (0.4610) loss_giou_aux_4: 0.4247 (0.4598) loss_giou_aux_5: 0.5075 (0.5417) loss_giou_dn_0: 0.5334 (0.5560) loss_giou_dn_1: 0.4298 (0.4479) loss_giou_dn_2: 0.3985 (0.4161) loss_giou_dn_3: 0.3946 (0.4077) loss_giou_dn_4: 0.3924 (0.4056) loss_giou_dn_5: 0.3928 (0.4058) loss_vfl: 0.6685 (0.6441) loss_vfl_aux_0: 0.7490 (0.7372) loss_vfl_aux_1: 0.7179 (0.6935) loss_vfl_aux_2: 0.6932 (0.6686) loss_vfl_aux_3: 0.6797 (0.6561) loss_vfl_aux_4: 0.6685 (0.6486) loss_vfl_aux_5: 0.7550 (0.7302) loss_vfl_dn_0: 0.4440 (0.4421) loss_vfl_dn_1: 0.3762 (0.3770) loss_vfl_dn_2: 0.3625 (0.3611) loss_vfl_dn_3: 0.3563 (0.3541) loss_vfl_dn_4: 0.3552 (0.3516) loss_vfl_dn_5: 0.3540 (0.3509) time: 0.5238 data: 0.0172 max mem: 5654 Epoch: [68] [3300/7393] eta: 0:33:41 lr: 0.000010 loss: 15.3613 (15.1335) loss_bbox: 0.1360 (0.1459) loss_bbox_aux_0: 0.1445 (0.1576) loss_bbox_aux_1: 0.1391 (0.1506) loss_bbox_aux_2: 0.1373 (0.1482) loss_bbox_aux_3: 0.1283 (0.1463) loss_bbox_aux_4: 0.1329 (0.1459) loss_bbox_aux_5: 0.1844 (0.1912) loss_bbox_dn_0: 0.2354 (0.2485) loss_bbox_dn_1: 0.1563 (0.1805) loss_bbox_dn_2: 0.1352 (0.1604) loss_bbox_dn_3: 0.1258 (0.1547) loss_bbox_dn_4: 0.1269 (0.1533) loss_bbox_dn_5: 0.1270 (0.1533) loss_giou: 0.4694 (0.4601) loss_giou_aux_0: 0.4999 (0.4825) loss_giou_aux_1: 0.4773 (0.4698) loss_giou_aux_2: 0.4809 (0.4649) loss_giou_aux_3: 0.4702 (0.4613) loss_giou_aux_4: 0.4699 (0.4601) loss_giou_aux_5: 0.5676 (0.5422) loss_giou_dn_0: 0.5525 (0.5562) loss_giou_dn_1: 0.4425 (0.4482) loss_giou_dn_2: 0.4154 (0.4163) loss_giou_dn_3: 0.4096 (0.4080) loss_giou_dn_4: 0.4069 (0.4059) loss_giou_dn_5: 0.4092 (0.4061) loss_vfl: 0.6341 (0.6442) loss_vfl_aux_0: 0.7172 (0.7372) loss_vfl_aux_1: 0.7159 (0.6939) loss_vfl_aux_2: 0.6380 (0.6686) loss_vfl_aux_3: 0.6475 (0.6562) loss_vfl_aux_4: 0.6471 (0.6486) loss_vfl_aux_5: 0.6924 (0.7301) loss_vfl_dn_0: 0.4426 (0.4421) loss_vfl_dn_1: 0.3822 (0.3770) loss_vfl_dn_2: 0.3633 (0.3611) loss_vfl_dn_3: 0.3533 (0.3540) loss_vfl_dn_4: 0.3520 (0.3516) loss_vfl_dn_5: 0.3519 (0.3509) time: 0.4842 data: 0.0175 max mem: 5654 Epoch: [68] [3400/7393] eta: 0:32:50 lr: 0.000010 loss: 15.6176 (15.1300) loss_bbox: 0.1546 (0.1461) loss_bbox_aux_0: 0.1657 (0.1577) loss_bbox_aux_1: 0.1548 (0.1508) loss_bbox_aux_2: 0.1462 (0.1484) loss_bbox_aux_3: 0.1511 (0.1464) loss_bbox_aux_4: 0.1546 (0.1461) loss_bbox_aux_5: 0.1893 (0.1913) loss_bbox_dn_0: 0.2382 (0.2488) loss_bbox_dn_1: 0.1725 (0.1807) loss_bbox_dn_2: 0.1641 (0.1606) loss_bbox_dn_3: 0.1581 (0.1549) loss_bbox_dn_4: 0.1579 (0.1535) loss_bbox_dn_5: 0.1580 (0.1535) loss_giou: 0.4231 (0.4597) loss_giou_aux_0: 0.4587 (0.4820) loss_giou_aux_1: 0.4196 (0.4694) loss_giou_aux_2: 0.4078 (0.4644) loss_giou_aux_3: 0.4228 (0.4609) loss_giou_aux_4: 0.4213 (0.4596) loss_giou_aux_5: 0.4932 (0.5416) loss_giou_dn_0: 0.5390 (0.5558) loss_giou_dn_1: 0.4336 (0.4478) loss_giou_dn_2: 0.4039 (0.4160) loss_giou_dn_3: 0.3902 (0.4076) loss_giou_dn_4: 0.3880 (0.4055) loss_giou_dn_5: 0.3880 (0.4057) loss_vfl: 0.6361 (0.6442) loss_vfl_aux_0: 0.7611 (0.7371) loss_vfl_aux_1: 0.7056 (0.6938) loss_vfl_aux_2: 0.6712 (0.6686) loss_vfl_aux_3: 0.6495 (0.6563) loss_vfl_aux_4: 0.6461 (0.6486) loss_vfl_aux_5: 0.7490 (0.7302) loss_vfl_dn_0: 0.4409 (0.4421) loss_vfl_dn_1: 0.3757 (0.3770) loss_vfl_dn_2: 0.3588 (0.3610) loss_vfl_dn_3: 0.3525 (0.3540) loss_vfl_dn_4: 0.3510 (0.3515) loss_vfl_dn_5: 0.3511 (0.3508) time: 0.4690 data: 0.0177 max mem: 5654 Epoch: [68] [3500/7393] eta: 0:31:59 lr: 0.000010 loss: 15.1920 (15.1357) loss_bbox: 0.1377 (0.1459) loss_bbox_aux_0: 0.1469 (0.1576) loss_bbox_aux_1: 0.1531 (0.1506) loss_bbox_aux_2: 0.1490 (0.1482) loss_bbox_aux_3: 0.1514 (0.1463) loss_bbox_aux_4: 0.1478 (0.1460) loss_bbox_aux_5: 0.1793 (0.1911) loss_bbox_dn_0: 0.2201 (0.2485) loss_bbox_dn_1: 0.1709 (0.1805) loss_bbox_dn_2: 0.1565 (0.1604) loss_bbox_dn_3: 0.1529 (0.1547) loss_bbox_dn_4: 0.1531 (0.1533) loss_bbox_dn_5: 0.1531 (0.1533) loss_giou: 0.4618 (0.4604) loss_giou_aux_0: 0.4981 (0.4827) loss_giou_aux_1: 0.4897 (0.4701) loss_giou_aux_2: 0.4851 (0.4652) loss_giou_aux_3: 0.4699 (0.4616) loss_giou_aux_4: 0.4658 (0.4604) loss_giou_aux_5: 0.5467 (0.5423) loss_giou_dn_0: 0.5727 (0.5563) loss_giou_dn_1: 0.4576 (0.4482) loss_giou_dn_2: 0.4388 (0.4164) loss_giou_dn_3: 0.4300 (0.4081) loss_giou_dn_4: 0.4287 (0.4059) loss_giou_dn_5: 0.4287 (0.4061) loss_vfl: 0.6396 (0.6442) loss_vfl_aux_0: 0.7318 (0.7370) loss_vfl_aux_1: 0.6922 (0.6937) loss_vfl_aux_2: 0.6707 (0.6686) loss_vfl_aux_3: 0.6507 (0.6562) loss_vfl_aux_4: 0.6427 (0.6486) loss_vfl_aux_5: 0.7153 (0.7301) loss_vfl_dn_0: 0.4411 (0.4422) loss_vfl_dn_1: 0.3814 (0.3771) loss_vfl_dn_2: 0.3642 (0.3612) loss_vfl_dn_3: 0.3569 (0.3542) loss_vfl_dn_4: 0.3567 (0.3517) loss_vfl_dn_5: 0.3552 (0.3510) time: 0.4792 data: 0.0170 max mem: 5654 Epoch: [68] [3600/7393] eta: 0:31:17 lr: 0.000010 loss: 15.1633 (15.1335) loss_bbox: 0.1399 (0.1458) loss_bbox_aux_0: 0.1500 (0.1575) loss_bbox_aux_1: 0.1464 (0.1505) loss_bbox_aux_2: 0.1310 (0.1482) loss_bbox_aux_3: 0.1369 (0.1462) loss_bbox_aux_4: 0.1385 (0.1459) loss_bbox_aux_5: 0.1845 (0.1910) loss_bbox_dn_0: 0.2305 (0.2482) loss_bbox_dn_1: 0.1653 (0.1803) loss_bbox_dn_2: 0.1484 (0.1602) loss_bbox_dn_3: 0.1453 (0.1546) loss_bbox_dn_4: 0.1461 (0.1532) loss_bbox_dn_5: 0.1461 (0.1532) loss_giou: 0.4197 (0.4602) loss_giou_aux_0: 0.4528 (0.4826) loss_giou_aux_1: 0.4182 (0.4700) loss_giou_aux_2: 0.4250 (0.4651) loss_giou_aux_3: 0.4255 (0.4615) loss_giou_aux_4: 0.4247 (0.4602) loss_giou_aux_5: 0.5136 (0.5422) loss_giou_dn_0: 0.5121 (0.5560) loss_giou_dn_1: 0.4089 (0.4479) loss_giou_dn_2: 0.3862 (0.4161) loss_giou_dn_3: 0.3838 (0.4078) loss_giou_dn_4: 0.3808 (0.4057) loss_giou_dn_5: 0.3809 (0.4059) loss_vfl: 0.6270 (0.6445) loss_vfl_aux_0: 0.7437 (0.7372) loss_vfl_aux_1: 0.6943 (0.6940) loss_vfl_aux_2: 0.6649 (0.6687) loss_vfl_aux_3: 0.6579 (0.6565) loss_vfl_aux_4: 0.6375 (0.6489) loss_vfl_aux_5: 0.7165 (0.7303) loss_vfl_dn_0: 0.4360 (0.4422) loss_vfl_dn_1: 0.3698 (0.3771) loss_vfl_dn_2: 0.3576 (0.3612) loss_vfl_dn_3: 0.3506 (0.3542) loss_vfl_dn_4: 0.3472 (0.3517) loss_vfl_dn_5: 0.3483 (0.3510) time: 0.4687 data: 0.0177 max mem: 5654 Epoch: [68] [3700/7393] eta: 0:30:26 lr: 0.000010 loss: 14.5677 (15.1304) loss_bbox: 0.1542 (0.1460) loss_bbox_aux_0: 0.1656 (0.1577) loss_bbox_aux_1: 0.1588 (0.1508) loss_bbox_aux_2: 0.1543 (0.1484) loss_bbox_aux_3: 0.1627 (0.1464) loss_bbox_aux_4: 0.1607 (0.1461) loss_bbox_aux_5: 0.2005 (0.1913) loss_bbox_dn_0: 0.2540 (0.2485) loss_bbox_dn_1: 0.1864 (0.1806) loss_bbox_dn_2: 0.1626 (0.1605) loss_bbox_dn_3: 0.1570 (0.1548) loss_bbox_dn_4: 0.1565 (0.1534) loss_bbox_dn_5: 0.1565 (0.1534) loss_giou: 0.4070 (0.4596) loss_giou_aux_0: 0.4255 (0.4820) loss_giou_aux_1: 0.4166 (0.4694) loss_giou_aux_2: 0.4130 (0.4645) loss_giou_aux_3: 0.4099 (0.4609) loss_giou_aux_4: 0.3997 (0.4596) loss_giou_aux_5: 0.4930 (0.5416) loss_giou_dn_0: 0.5114 (0.5555) loss_giou_dn_1: 0.4039 (0.4475) loss_giou_dn_2: 0.3718 (0.4157) loss_giou_dn_3: 0.3647 (0.4074) loss_giou_dn_4: 0.3614 (0.4053) loss_giou_dn_5: 0.3615 (0.4055) loss_vfl: 0.6501 (0.6447) loss_vfl_aux_0: 0.7418 (0.7374) loss_vfl_aux_1: 0.7129 (0.6941) loss_vfl_aux_2: 0.6643 (0.6689) loss_vfl_aux_3: 0.6559 (0.6567) loss_vfl_aux_4: 0.6534 (0.6490) loss_vfl_aux_5: 0.7480 (0.7305) loss_vfl_dn_0: 0.4342 (0.4421) loss_vfl_dn_1: 0.3701 (0.3770) loss_vfl_dn_2: 0.3515 (0.3611) loss_vfl_dn_3: 0.3431 (0.3540) loss_vfl_dn_4: 0.3409 (0.3516) loss_vfl_dn_5: 0.3410 (0.3509) time: 0.4860 data: 0.0177 max mem: 5654 Epoch: [68] [3800/7393] eta: 0:29:36 lr: 0.000010 loss: 15.3063 (15.1284) loss_bbox: 0.1577 (0.1460) loss_bbox_aux_0: 0.1682 (0.1577) loss_bbox_aux_1: 0.1688 (0.1507) loss_bbox_aux_2: 0.1664 (0.1483) loss_bbox_aux_3: 0.1602 (0.1463) loss_bbox_aux_4: 0.1623 (0.1460) loss_bbox_aux_5: 0.2091 (0.1912) loss_bbox_dn_0: 0.2512 (0.2484) loss_bbox_dn_1: 0.1966 (0.1805) loss_bbox_dn_2: 0.1730 (0.1604) loss_bbox_dn_3: 0.1652 (0.1547) loss_bbox_dn_4: 0.1660 (0.1534) loss_bbox_dn_5: 0.1660 (0.1534) loss_giou: 0.4157 (0.4595) loss_giou_aux_0: 0.4501 (0.4820) loss_giou_aux_1: 0.4250 (0.4694) loss_giou_aux_2: 0.4207 (0.4644) loss_giou_aux_3: 0.4178 (0.4608) loss_giou_aux_4: 0.4151 (0.4595) loss_giou_aux_5: 0.5015 (0.5416) loss_giou_dn_0: 0.5314 (0.5554) loss_giou_dn_1: 0.4161 (0.4475) loss_giou_dn_2: 0.3784 (0.4157) loss_giou_dn_3: 0.3754 (0.4073) loss_giou_dn_4: 0.3754 (0.4052) loss_giou_dn_5: 0.3755 (0.4054) loss_vfl: 0.6487 (0.6446) loss_vfl_aux_0: 0.7427 (0.7372) loss_vfl_aux_1: 0.6951 (0.6940) loss_vfl_aux_2: 0.6830 (0.6689) loss_vfl_aux_3: 0.6597 (0.6566) loss_vfl_aux_4: 0.6456 (0.6490) loss_vfl_aux_5: 0.7287 (0.7304) loss_vfl_dn_0: 0.4590 (0.4421) loss_vfl_dn_1: 0.3764 (0.3770) loss_vfl_dn_2: 0.3601 (0.3611) loss_vfl_dn_3: 0.3511 (0.3540) loss_vfl_dn_4: 0.3497 (0.3516) loss_vfl_dn_5: 0.3493 (0.3509) time: 0.4881 data: 0.0175 max mem: 5654 Epoch: [68] [3900/7393] eta: 0:28:45 lr: 0.000010 loss: 15.4864 (15.1298) loss_bbox: 0.1525 (0.1460) loss_bbox_aux_0: 0.1454 (0.1577) loss_bbox_aux_1: 0.1496 (0.1508) loss_bbox_aux_2: 0.1583 (0.1483) loss_bbox_aux_3: 0.1520 (0.1463) loss_bbox_aux_4: 0.1525 (0.1460) loss_bbox_aux_5: 0.1836 (0.1912) loss_bbox_dn_0: 0.2525 (0.2485) loss_bbox_dn_1: 0.1861 (0.1805) loss_bbox_dn_2: 0.1612 (0.1604) loss_bbox_dn_3: 0.1564 (0.1547) loss_bbox_dn_4: 0.1559 (0.1534) loss_bbox_dn_5: 0.1559 (0.1534) loss_giou: 0.4768 (0.4596) loss_giou_aux_0: 0.5031 (0.4820) loss_giou_aux_1: 0.4909 (0.4694) loss_giou_aux_2: 0.4814 (0.4644) loss_giou_aux_3: 0.4753 (0.4609) loss_giou_aux_4: 0.4760 (0.4596) loss_giou_aux_5: 0.5544 (0.5416) loss_giou_dn_0: 0.6004 (0.5556) loss_giou_dn_1: 0.4721 (0.4475) loss_giou_dn_2: 0.4297 (0.4157) loss_giou_dn_3: 0.4212 (0.4074) loss_giou_dn_4: 0.4188 (0.4053) loss_giou_dn_5: 0.4189 (0.4055) loss_vfl: 0.6421 (0.6448) loss_vfl_aux_0: 0.7141 (0.7372) loss_vfl_aux_1: 0.6853 (0.6941) loss_vfl_aux_2: 0.6876 (0.6692) loss_vfl_aux_3: 0.6707 (0.6568) loss_vfl_aux_4: 0.6503 (0.6491) loss_vfl_aux_5: 0.7230 (0.7303) loss_vfl_dn_0: 0.4494 (0.4421) loss_vfl_dn_1: 0.3873 (0.3770) loss_vfl_dn_2: 0.3718 (0.3611) loss_vfl_dn_3: 0.3627 (0.3540) loss_vfl_dn_4: 0.3568 (0.3516) loss_vfl_dn_5: 0.3571 (0.3509) time: 0.4860 data: 0.0176 max mem: 5654 Epoch: [68] [4000/7393] eta: 0:27:55 lr: 0.000010 loss: 14.7047 (15.1314) loss_bbox: 0.1458 (0.1459) loss_bbox_aux_0: 0.1555 (0.1577) loss_bbox_aux_1: 0.1503 (0.1508) loss_bbox_aux_2: 0.1454 (0.1483) loss_bbox_aux_3: 0.1414 (0.1463) loss_bbox_aux_4: 0.1435 (0.1460) loss_bbox_aux_5: 0.1903 (0.1914) loss_bbox_dn_0: 0.2435 (0.2486) loss_bbox_dn_1: 0.1812 (0.1806) loss_bbox_dn_2: 0.1588 (0.1605) loss_bbox_dn_3: 0.1512 (0.1548) loss_bbox_dn_4: 0.1520 (0.1535) loss_bbox_dn_5: 0.1520 (0.1535) loss_giou: 0.4004 (0.4594) loss_giou_aux_0: 0.4276 (0.4820) loss_giou_aux_1: 0.4123 (0.4693) loss_giou_aux_2: 0.4089 (0.4642) loss_giou_aux_3: 0.3828 (0.4607) loss_giou_aux_4: 0.4058 (0.4594) loss_giou_aux_5: 0.5016 (0.5416) loss_giou_dn_0: 0.5239 (0.5556) loss_giou_dn_1: 0.4247 (0.4475) loss_giou_dn_2: 0.4022 (0.4158) loss_giou_dn_3: 0.3984 (0.4074) loss_giou_dn_4: 0.3960 (0.4053) loss_giou_dn_5: 0.3960 (0.4055) loss_vfl: 0.6433 (0.6451) loss_vfl_aux_0: 0.7244 (0.7374) loss_vfl_aux_1: 0.6786 (0.6943) loss_vfl_aux_2: 0.6499 (0.6693) loss_vfl_aux_3: 0.6586 (0.6570) loss_vfl_aux_4: 0.6440 (0.6494) loss_vfl_aux_5: 0.7342 (0.7306) loss_vfl_dn_0: 0.4436 (0.4421) loss_vfl_dn_1: 0.3728 (0.3770) loss_vfl_dn_2: 0.3560 (0.3611) loss_vfl_dn_3: 0.3515 (0.3540) loss_vfl_dn_4: 0.3500 (0.3516) loss_vfl_dn_5: 0.3487 (0.3509) time: 0.4966 data: 0.0176 max mem: 5654 Epoch: [68] [4100/7393] eta: 0:27:05 lr: 0.000010 loss: 15.1620 (15.1267) loss_bbox: 0.1345 (0.1459) loss_bbox_aux_0: 0.1451 (0.1578) loss_bbox_aux_1: 0.1356 (0.1508) loss_bbox_aux_2: 0.1316 (0.1483) loss_bbox_aux_3: 0.1348 (0.1463) loss_bbox_aux_4: 0.1303 (0.1460) loss_bbox_aux_5: 0.1867 (0.1915) loss_bbox_dn_0: 0.2526 (0.2489) loss_bbox_dn_1: 0.1822 (0.1809) loss_bbox_dn_2: 0.1602 (0.1607) loss_bbox_dn_3: 0.1565 (0.1550) loss_bbox_dn_4: 0.1560 (0.1537) loss_bbox_dn_5: 0.1560 (0.1537) loss_giou: 0.4654 (0.4589) loss_giou_aux_0: 0.4823 (0.4814) loss_giou_aux_1: 0.4866 (0.4687) loss_giou_aux_2: 0.4722 (0.4637) loss_giou_aux_3: 0.4696 (0.4602) loss_giou_aux_4: 0.4681 (0.4588) loss_giou_aux_5: 0.5568 (0.5411) loss_giou_dn_0: 0.5371 (0.5552) loss_giou_dn_1: 0.4488 (0.4471) loss_giou_dn_2: 0.4112 (0.4154) loss_giou_dn_3: 0.4019 (0.4070) loss_giou_dn_4: 0.4029 (0.4049) loss_giou_dn_5: 0.4035 (0.4051) loss_vfl: 0.6124 (0.6452) loss_vfl_aux_0: 0.7026 (0.7375) loss_vfl_aux_1: 0.6394 (0.6944) loss_vfl_aux_2: 0.6018 (0.6694) loss_vfl_aux_3: 0.6092 (0.6571) loss_vfl_aux_4: 0.6025 (0.6495) loss_vfl_aux_5: 0.7257 (0.7307) loss_vfl_dn_0: 0.4389 (0.4421) loss_vfl_dn_1: 0.3743 (0.3769) loss_vfl_dn_2: 0.3553 (0.3610) loss_vfl_dn_3: 0.3489 (0.3540) loss_vfl_dn_4: 0.3464 (0.3515) loss_vfl_dn_5: 0.3451 (0.3508) time: 0.4778 data: 0.0178 max mem: 5654 Epoch: [68] [4200/7393] eta: 0:26:14 lr: 0.000010 loss: 15.2109 (15.1275) loss_bbox: 0.1356 (0.1460) loss_bbox_aux_0: 0.1471 (0.1578) loss_bbox_aux_1: 0.1386 (0.1509) loss_bbox_aux_2: 0.1323 (0.1483) loss_bbox_aux_3: 0.1343 (0.1464) loss_bbox_aux_4: 0.1354 (0.1460) loss_bbox_aux_5: 0.1768 (0.1915) loss_bbox_dn_0: 0.2057 (0.2489) loss_bbox_dn_1: 0.1478 (0.1808) loss_bbox_dn_2: 0.1361 (0.1607) loss_bbox_dn_3: 0.1282 (0.1550) loss_bbox_dn_4: 0.1265 (0.1536) loss_bbox_dn_5: 0.1265 (0.1536) loss_giou: 0.4746 (0.4590) loss_giou_aux_0: 0.4781 (0.4814) loss_giou_aux_1: 0.4740 (0.4688) loss_giou_aux_2: 0.4619 (0.4638) loss_giou_aux_3: 0.4560 (0.4603) loss_giou_aux_4: 0.4747 (0.4590) loss_giou_aux_5: 0.5616 (0.5411) loss_giou_dn_0: 0.5758 (0.5552) loss_giou_dn_1: 0.4717 (0.4472) loss_giou_dn_2: 0.4353 (0.4154) loss_giou_dn_3: 0.4223 (0.4071) loss_giou_dn_4: 0.4201 (0.4049) loss_giou_dn_5: 0.4202 (0.4051) loss_vfl: 0.6193 (0.6452) loss_vfl_aux_0: 0.7183 (0.7374) loss_vfl_aux_1: 0.6573 (0.6942) loss_vfl_aux_2: 0.6551 (0.6694) loss_vfl_aux_3: 0.6226 (0.6570) loss_vfl_aux_4: 0.6235 (0.6495) loss_vfl_aux_5: 0.6882 (0.7307) loss_vfl_dn_0: 0.4467 (0.4421) loss_vfl_dn_1: 0.3844 (0.3769) loss_vfl_dn_2: 0.3634 (0.3610) loss_vfl_dn_3: 0.3621 (0.3539) loss_vfl_dn_4: 0.3606 (0.3515) loss_vfl_dn_5: 0.3606 (0.3508) time: 0.4718 data: 0.0175 max mem: 5654 Epoch: [68] [4300/7393] eta: 0:25:24 lr: 0.000010 loss: 15.2400 (15.1252) loss_bbox: 0.1344 (0.1458) loss_bbox_aux_0: 0.1449 (0.1577) loss_bbox_aux_1: 0.1413 (0.1508) loss_bbox_aux_2: 0.1249 (0.1482) loss_bbox_aux_3: 0.1399 (0.1462) loss_bbox_aux_4: 0.1346 (0.1458) loss_bbox_aux_5: 0.1708 (0.1914) loss_bbox_dn_0: 0.2162 (0.2487) loss_bbox_dn_1: 0.1477 (0.1807) loss_bbox_dn_2: 0.1342 (0.1606) loss_bbox_dn_3: 0.1337 (0.1549) loss_bbox_dn_4: 0.1325 (0.1535) loss_bbox_dn_5: 0.1325 (0.1535) loss_giou: 0.4423 (0.4591) loss_giou_aux_0: 0.4727 (0.4815) loss_giou_aux_1: 0.4483 (0.4689) loss_giou_aux_2: 0.4475 (0.4639) loss_giou_aux_3: 0.4382 (0.4604) loss_giou_aux_4: 0.4392 (0.4590) loss_giou_aux_5: 0.5167 (0.5412) loss_giou_dn_0: 0.5513 (0.5551) loss_giou_dn_1: 0.4484 (0.4472) loss_giou_dn_2: 0.4140 (0.4154) loss_giou_dn_3: 0.4111 (0.4071) loss_giou_dn_4: 0.4085 (0.4050) loss_giou_dn_5: 0.4086 (0.4052) loss_vfl: 0.6451 (0.6451) loss_vfl_aux_0: 0.7275 (0.7374) loss_vfl_aux_1: 0.6708 (0.6941) loss_vfl_aux_2: 0.6452 (0.6693) loss_vfl_aux_3: 0.6585 (0.6569) loss_vfl_aux_4: 0.6591 (0.6495) loss_vfl_aux_5: 0.7196 (0.7305) loss_vfl_dn_0: 0.4400 (0.4421) loss_vfl_dn_1: 0.3779 (0.3769) loss_vfl_dn_2: 0.3630 (0.3609) loss_vfl_dn_3: 0.3568 (0.3539) loss_vfl_dn_4: 0.3529 (0.3514) loss_vfl_dn_5: 0.3516 (0.3508) time: 0.4726 data: 0.0176 max mem: 5654 Epoch: [68] [4400/7393] eta: 0:24:34 lr: 0.000010 loss: 15.1180 (15.1224) loss_bbox: 0.1419 (0.1457) loss_bbox_aux_0: 0.1550 (0.1576) loss_bbox_aux_1: 0.1435 (0.1506) loss_bbox_aux_2: 0.1421 (0.1481) loss_bbox_aux_3: 0.1383 (0.1462) loss_bbox_aux_4: 0.1419 (0.1457) loss_bbox_aux_5: 0.1846 (0.1913) loss_bbox_dn_0: 0.2430 (0.2487) loss_bbox_dn_1: 0.1637 (0.1807) loss_bbox_dn_2: 0.1465 (0.1606) loss_bbox_dn_3: 0.1402 (0.1549) loss_bbox_dn_4: 0.1400 (0.1536) loss_bbox_dn_5: 0.1400 (0.1536) loss_giou: 0.4310 (0.4588) loss_giou_aux_0: 0.4547 (0.4813) loss_giou_aux_1: 0.4257 (0.4687) loss_giou_aux_2: 0.4358 (0.4637) loss_giou_aux_3: 0.4331 (0.4602) loss_giou_aux_4: 0.4311 (0.4588) loss_giou_aux_5: 0.5177 (0.5411) loss_giou_dn_0: 0.5586 (0.5550) loss_giou_dn_1: 0.4493 (0.4470) loss_giou_dn_2: 0.4210 (0.4153) loss_giou_dn_3: 0.4172 (0.4069) loss_giou_dn_4: 0.4137 (0.4048) loss_giou_dn_5: 0.4135 (0.4050) loss_vfl: 0.6488 (0.6452) loss_vfl_aux_0: 0.7335 (0.7373) loss_vfl_aux_1: 0.6859 (0.6941) loss_vfl_aux_2: 0.6601 (0.6691) loss_vfl_aux_3: 0.6592 (0.6568) loss_vfl_aux_4: 0.6549 (0.6495) loss_vfl_aux_5: 0.7427 (0.7305) loss_vfl_dn_0: 0.4372 (0.4421) loss_vfl_dn_1: 0.3803 (0.3768) loss_vfl_dn_2: 0.3657 (0.3609) loss_vfl_dn_3: 0.3568 (0.3539) loss_vfl_dn_4: 0.3546 (0.3514) loss_vfl_dn_5: 0.3553 (0.3508) time: 0.4769 data: 0.0171 max mem: 5654 Epoch: [68] [4500/7393] eta: 0:23:43 lr: 0.000010 loss: 14.6609 (15.1222) loss_bbox: 0.1350 (0.1458) loss_bbox_aux_0: 0.1478 (0.1576) loss_bbox_aux_1: 0.1427 (0.1507) loss_bbox_aux_2: 0.1392 (0.1482) loss_bbox_aux_3: 0.1358 (0.1462) loss_bbox_aux_4: 0.1350 (0.1457) loss_bbox_aux_5: 0.1720 (0.1913) loss_bbox_dn_0: 0.2254 (0.2487) loss_bbox_dn_1: 0.1624 (0.1807) loss_bbox_dn_2: 0.1440 (0.1607) loss_bbox_dn_3: 0.1421 (0.1550) loss_bbox_dn_4: 0.1422 (0.1536) loss_bbox_dn_5: 0.1422 (0.1536) loss_giou: 0.4337 (0.4589) loss_giou_aux_0: 0.4639 (0.4813) loss_giou_aux_1: 0.4437 (0.4687) loss_giou_aux_2: 0.4245 (0.4638) loss_giou_aux_3: 0.4320 (0.4602) loss_giou_aux_4: 0.4310 (0.4588) loss_giou_aux_5: 0.5234 (0.5410) loss_giou_dn_0: 0.5346 (0.5550) loss_giou_dn_1: 0.4279 (0.4470) loss_giou_dn_2: 0.4006 (0.4153) loss_giou_dn_3: 0.3924 (0.4070) loss_giou_dn_4: 0.3905 (0.4049) loss_giou_dn_5: 0.3904 (0.4051) loss_vfl: 0.6396 (0.6451) loss_vfl_aux_0: 0.7077 (0.7371) loss_vfl_aux_1: 0.6670 (0.6938) loss_vfl_aux_2: 0.6702 (0.6690) loss_vfl_aux_3: 0.6746 (0.6568) loss_vfl_aux_4: 0.6595 (0.6494) loss_vfl_aux_5: 0.7140 (0.7305) loss_vfl_dn_0: 0.4344 (0.4420) loss_vfl_dn_1: 0.3668 (0.3768) loss_vfl_dn_2: 0.3509 (0.3609) loss_vfl_dn_3: 0.3463 (0.3538) loss_vfl_dn_4: 0.3437 (0.3514) loss_vfl_dn_5: 0.3424 (0.3507) time: 0.4724 data: 0.0177 max mem: 5654 Epoch: [68] [4600/7393] eta: 0:22:53 lr: 0.000010 loss: 15.1237 (15.1249) loss_bbox: 0.1510 (0.1458) loss_bbox_aux_0: 0.1576 (0.1576) loss_bbox_aux_1: 0.1574 (0.1507) loss_bbox_aux_2: 0.1541 (0.1482) loss_bbox_aux_3: 0.1494 (0.1462) loss_bbox_aux_4: 0.1511 (0.1458) loss_bbox_aux_5: 0.1729 (0.1912) loss_bbox_dn_0: 0.2318 (0.2486) loss_bbox_dn_1: 0.1581 (0.1807) loss_bbox_dn_2: 0.1467 (0.1606) loss_bbox_dn_3: 0.1421 (0.1550) loss_bbox_dn_4: 0.1424 (0.1536) loss_bbox_dn_5: 0.1425 (0.1536) loss_giou: 0.4973 (0.4592) loss_giou_aux_0: 0.4940 (0.4817) loss_giou_aux_1: 0.4826 (0.4690) loss_giou_aux_2: 0.4827 (0.4641) loss_giou_aux_3: 0.4871 (0.4605) loss_giou_aux_4: 0.4960 (0.4592) loss_giou_aux_5: 0.5702 (0.5413) loss_giou_dn_0: 0.5762 (0.5551) loss_giou_dn_1: 0.4688 (0.4472) loss_giou_dn_2: 0.4390 (0.4154) loss_giou_dn_3: 0.4299 (0.4071) loss_giou_dn_4: 0.4288 (0.4050) loss_giou_dn_5: 0.4294 (0.4052) loss_vfl: 0.5896 (0.6451) loss_vfl_aux_0: 0.6724 (0.7369) loss_vfl_aux_1: 0.6657 (0.6938) loss_vfl_aux_2: 0.6223 (0.6689) loss_vfl_aux_3: 0.6003 (0.6568) loss_vfl_aux_4: 0.6022 (0.6494) loss_vfl_aux_5: 0.6707 (0.7303) loss_vfl_dn_0: 0.4401 (0.4420) loss_vfl_dn_1: 0.3825 (0.3768) loss_vfl_dn_2: 0.3659 (0.3609) loss_vfl_dn_3: 0.3597 (0.3539) loss_vfl_dn_4: 0.3578 (0.3514) loss_vfl_dn_5: 0.3574 (0.3507) time: 0.4769 data: 0.0177 max mem: 5654 Epoch: [68] [4700/7393] eta: 0:22:03 lr: 0.000010 loss: 14.6533 (15.1233) loss_bbox: 0.1300 (0.1459) loss_bbox_aux_0: 0.1420 (0.1577) loss_bbox_aux_1: 0.1338 (0.1508) loss_bbox_aux_2: 0.1288 (0.1482) loss_bbox_aux_3: 0.1282 (0.1463) loss_bbox_aux_4: 0.1256 (0.1458) loss_bbox_aux_5: 0.1677 (0.1914) loss_bbox_dn_0: 0.2381 (0.2488) loss_bbox_dn_1: 0.1621 (0.1808) loss_bbox_dn_2: 0.1448 (0.1606) loss_bbox_dn_3: 0.1396 (0.1550) loss_bbox_dn_4: 0.1378 (0.1536) loss_bbox_dn_5: 0.1378 (0.1537) loss_giou: 0.4133 (0.4591) loss_giou_aux_0: 0.4347 (0.4816) loss_giou_aux_1: 0.4274 (0.4689) loss_giou_aux_2: 0.4257 (0.4640) loss_giou_aux_3: 0.4144 (0.4605) loss_giou_aux_4: 0.4129 (0.4591) loss_giou_aux_5: 0.4944 (0.5412) loss_giou_dn_0: 0.5215 (0.5550) loss_giou_dn_1: 0.4028 (0.4471) loss_giou_dn_2: 0.3701 (0.4153) loss_giou_dn_3: 0.3655 (0.4070) loss_giou_dn_4: 0.3635 (0.4049) loss_giou_dn_5: 0.3637 (0.4051) loss_vfl: 0.6325 (0.6450) loss_vfl_aux_0: 0.7192 (0.7368) loss_vfl_aux_1: 0.6795 (0.6937) loss_vfl_aux_2: 0.6514 (0.6688) loss_vfl_aux_3: 0.6416 (0.6566) loss_vfl_aux_4: 0.6302 (0.6493) loss_vfl_aux_5: 0.7323 (0.7303) loss_vfl_dn_0: 0.4404 (0.4420) loss_vfl_dn_1: 0.3663 (0.3767) loss_vfl_dn_2: 0.3497 (0.3609) loss_vfl_dn_3: 0.3416 (0.3538) loss_vfl_dn_4: 0.3405 (0.3514) loss_vfl_dn_5: 0.3389 (0.3507) time: 0.4758 data: 0.0177 max mem: 5654 Epoch: [68] [4800/7393] eta: 0:21:13 lr: 0.000010 loss: 15.4501 (15.1217) loss_bbox: 0.1390 (0.1459) loss_bbox_aux_0: 0.1452 (0.1577) loss_bbox_aux_1: 0.1459 (0.1508) loss_bbox_aux_2: 0.1438 (0.1483) loss_bbox_aux_3: 0.1426 (0.1463) loss_bbox_aux_4: 0.1417 (0.1459) loss_bbox_aux_5: 0.1795 (0.1915) loss_bbox_dn_0: 0.2316 (0.2490) loss_bbox_dn_1: 0.1635 (0.1809) loss_bbox_dn_2: 0.1465 (0.1608) loss_bbox_dn_3: 0.1394 (0.1551) loss_bbox_dn_4: 0.1362 (0.1538) loss_bbox_dn_5: 0.1362 (0.1538) loss_giou: 0.4516 (0.4587) loss_giou_aux_0: 0.4572 (0.4812) loss_giou_aux_1: 0.4556 (0.4685) loss_giou_aux_2: 0.4523 (0.4636) loss_giou_aux_3: 0.4580 (0.4600) loss_giou_aux_4: 0.4476 (0.4586) loss_giou_aux_5: 0.5142 (0.5408) loss_giou_dn_0: 0.5366 (0.5548) loss_giou_dn_1: 0.4367 (0.4469) loss_giou_dn_2: 0.4047 (0.4151) loss_giou_dn_3: 0.3937 (0.4068) loss_giou_dn_4: 0.3908 (0.4047) loss_giou_dn_5: 0.3908 (0.4049) loss_vfl: 0.6736 (0.6452) loss_vfl_aux_0: 0.7594 (0.7371) loss_vfl_aux_1: 0.7106 (0.6939) loss_vfl_aux_2: 0.6864 (0.6689) loss_vfl_aux_3: 0.6827 (0.6568) loss_vfl_aux_4: 0.6722 (0.6496) loss_vfl_aux_5: 0.7507 (0.7306) loss_vfl_dn_0: 0.4434 (0.4421) loss_vfl_dn_1: 0.3810 (0.3767) loss_vfl_dn_2: 0.3618 (0.3608) loss_vfl_dn_3: 0.3542 (0.3538) loss_vfl_dn_4: 0.3527 (0.3513) loss_vfl_dn_5: 0.3533 (0.3506) time: 0.4818 data: 0.0173 max mem: 5654 Epoch: [68] [4900/7393] eta: 0:20:24 lr: 0.000010 loss: 15.5111 (15.1285) loss_bbox: 0.1524 (0.1459) loss_bbox_aux_0: 0.1589 (0.1578) loss_bbox_aux_1: 0.1563 (0.1509) loss_bbox_aux_2: 0.1535 (0.1483) loss_bbox_aux_3: 0.1513 (0.1464) loss_bbox_aux_4: 0.1524 (0.1459) loss_bbox_aux_5: 0.1959 (0.1915) loss_bbox_dn_0: 0.2496 (0.2490) loss_bbox_dn_1: 0.1876 (0.1810) loss_bbox_dn_2: 0.1725 (0.1608) loss_bbox_dn_3: 0.1670 (0.1551) loss_bbox_dn_4: 0.1644 (0.1538) loss_bbox_dn_5: 0.1644 (0.1538) loss_giou: 0.4627 (0.4591) loss_giou_aux_0: 0.4781 (0.4815) loss_giou_aux_1: 0.4615 (0.4689) loss_giou_aux_2: 0.4644 (0.4640) loss_giou_aux_3: 0.4530 (0.4604) loss_giou_aux_4: 0.4516 (0.4591) loss_giou_aux_5: 0.5411 (0.5411) loss_giou_dn_0: 0.5641 (0.5551) loss_giou_dn_1: 0.4496 (0.4471) loss_giou_dn_2: 0.4144 (0.4154) loss_giou_dn_3: 0.4076 (0.4071) loss_giou_dn_4: 0.4028 (0.4050) loss_giou_dn_5: 0.4029 (0.4052) loss_vfl: 0.6376 (0.6454) loss_vfl_aux_0: 0.7701 (0.7373) loss_vfl_aux_1: 0.7024 (0.6940) loss_vfl_aux_2: 0.6660 (0.6691) loss_vfl_aux_3: 0.6421 (0.6570) loss_vfl_aux_4: 0.6376 (0.6497) loss_vfl_aux_5: 0.7454 (0.7309) loss_vfl_dn_0: 0.4402 (0.4421) loss_vfl_dn_1: 0.3752 (0.3768) loss_vfl_dn_2: 0.3604 (0.3609) loss_vfl_dn_3: 0.3505 (0.3539) loss_vfl_dn_4: 0.3467 (0.3514) loss_vfl_dn_5: 0.3465 (0.3507) time: 0.4816 data: 0.0174 max mem: 5654 Epoch: [68] [5000/7393] eta: 0:19:34 lr: 0.000010 loss: 14.6087 (15.1270) loss_bbox: 0.1344 (0.1459) loss_bbox_aux_0: 0.1429 (0.1577) loss_bbox_aux_1: 0.1376 (0.1508) loss_bbox_aux_2: 0.1411 (0.1483) loss_bbox_aux_3: 0.1371 (0.1464) loss_bbox_aux_4: 0.1342 (0.1459) loss_bbox_aux_5: 0.1779 (0.1915) loss_bbox_dn_0: 0.2290 (0.2490) loss_bbox_dn_1: 0.1635 (0.1809) loss_bbox_dn_2: 0.1413 (0.1608) loss_bbox_dn_3: 0.1357 (0.1551) loss_bbox_dn_4: 0.1332 (0.1537) loss_bbox_dn_5: 0.1333 (0.1537) loss_giou: 0.4605 (0.4590) loss_giou_aux_0: 0.4871 (0.4815) loss_giou_aux_1: 0.4809 (0.4688) loss_giou_aux_2: 0.4693 (0.4639) loss_giou_aux_3: 0.4618 (0.4604) loss_giou_aux_4: 0.4587 (0.4590) loss_giou_aux_5: 0.5486 (0.5410) loss_giou_dn_0: 0.5516 (0.5551) loss_giou_dn_1: 0.4480 (0.4471) loss_giou_dn_2: 0.4207 (0.4154) loss_giou_dn_3: 0.4147 (0.4071) loss_giou_dn_4: 0.4131 (0.4050) loss_giou_dn_5: 0.4132 (0.4052) loss_vfl: 0.6127 (0.6454) loss_vfl_aux_0: 0.6807 (0.7372) loss_vfl_aux_1: 0.6821 (0.6940) loss_vfl_aux_2: 0.6188 (0.6690) loss_vfl_aux_3: 0.6149 (0.6569) loss_vfl_aux_4: 0.6147 (0.6497) loss_vfl_aux_5: 0.6874 (0.7310) loss_vfl_dn_0: 0.4304 (0.4421) loss_vfl_dn_1: 0.3657 (0.3768) loss_vfl_dn_2: 0.3473 (0.3609) loss_vfl_dn_3: 0.3447 (0.3539) loss_vfl_dn_4: 0.3412 (0.3514) loss_vfl_dn_5: 0.3424 (0.3507) time: 0.4774 data: 0.0173 max mem: 5654 Epoch: [68] [5100/7393] eta: 0:18:44 lr: 0.000010 loss: 15.4411 (15.1272) loss_bbox: 0.1330 (0.1457) loss_bbox_aux_0: 0.1480 (0.1576) loss_bbox_aux_1: 0.1386 (0.1507) loss_bbox_aux_2: 0.1331 (0.1481) loss_bbox_aux_3: 0.1334 (0.1462) loss_bbox_aux_4: 0.1349 (0.1457) loss_bbox_aux_5: 0.1843 (0.1914) loss_bbox_dn_0: 0.2491 (0.2487) loss_bbox_dn_1: 0.1800 (0.1807) loss_bbox_dn_2: 0.1596 (0.1606) loss_bbox_dn_3: 0.1522 (0.1549) loss_bbox_dn_4: 0.1503 (0.1535) loss_bbox_dn_5: 0.1503 (0.1535) loss_giou: 0.4697 (0.4592) loss_giou_aux_0: 0.4990 (0.4817) loss_giou_aux_1: 0.4892 (0.4691) loss_giou_aux_2: 0.4701 (0.4642) loss_giou_aux_3: 0.4722 (0.4606) loss_giou_aux_4: 0.4758 (0.4592) loss_giou_aux_5: 0.5526 (0.5414) loss_giou_dn_0: 0.5919 (0.5553) loss_giou_dn_1: 0.4858 (0.4473) loss_giou_dn_2: 0.4481 (0.4156) loss_giou_dn_3: 0.4317 (0.4072) loss_giou_dn_4: 0.4271 (0.4051) loss_giou_dn_5: 0.4270 (0.4053) loss_vfl: 0.6667 (0.6453) loss_vfl_aux_0: 0.7618 (0.7371) loss_vfl_aux_1: 0.7251 (0.6940) loss_vfl_aux_2: 0.7049 (0.6689) loss_vfl_aux_3: 0.6835 (0.6568) loss_vfl_aux_4: 0.6679 (0.6496) loss_vfl_aux_5: 0.7514 (0.7309) loss_vfl_dn_0: 0.4438 (0.4421) loss_vfl_dn_1: 0.3895 (0.3768) loss_vfl_dn_2: 0.3721 (0.3609) loss_vfl_dn_3: 0.3627 (0.3539) loss_vfl_dn_4: 0.3592 (0.3514) loss_vfl_dn_5: 0.3570 (0.3507) time: 0.4777 data: 0.0178 max mem: 5654 Epoch: [68] [5200/7393] eta: 0:17:54 lr: 0.000010 loss: 14.7154 (15.1279) loss_bbox: 0.1254 (0.1457) loss_bbox_aux_0: 0.1475 (0.1576) loss_bbox_aux_1: 0.1309 (0.1507) loss_bbox_aux_2: 0.1259 (0.1481) loss_bbox_aux_3: 0.1242 (0.1462) loss_bbox_aux_4: 0.1247 (0.1457) loss_bbox_aux_5: 0.1734 (0.1913) loss_bbox_dn_0: 0.2254 (0.2486) loss_bbox_dn_1: 0.1619 (0.1806) loss_bbox_dn_2: 0.1448 (0.1605) loss_bbox_dn_3: 0.1393 (0.1548) loss_bbox_dn_4: 0.1407 (0.1535) loss_bbox_dn_5: 0.1407 (0.1535) loss_giou: 0.3797 (0.4595) loss_giou_aux_0: 0.4154 (0.4819) loss_giou_aux_1: 0.3962 (0.4693) loss_giou_aux_2: 0.3865 (0.4644) loss_giou_aux_3: 0.3847 (0.4608) loss_giou_aux_4: 0.3797 (0.4594) loss_giou_aux_5: 0.4698 (0.5416) loss_giou_dn_0: 0.5161 (0.5554) loss_giou_dn_1: 0.4077 (0.4474) loss_giou_dn_2: 0.3782 (0.4156) loss_giou_dn_3: 0.3689 (0.4073) loss_giou_dn_4: 0.3663 (0.4052) loss_giou_dn_5: 0.3663 (0.4054) loss_vfl: 0.6376 (0.6452) loss_vfl_aux_0: 0.7275 (0.7372) loss_vfl_aux_1: 0.6871 (0.6939) loss_vfl_aux_2: 0.6562 (0.6689) loss_vfl_aux_3: 0.6460 (0.6568) loss_vfl_aux_4: 0.6436 (0.6495) loss_vfl_aux_5: 0.7210 (0.7308) loss_vfl_dn_0: 0.4435 (0.4421) loss_vfl_dn_1: 0.3790 (0.3768) loss_vfl_dn_2: 0.3608 (0.3610) loss_vfl_dn_3: 0.3526 (0.3539) loss_vfl_dn_4: 0.3495 (0.3514) loss_vfl_dn_5: 0.3498 (0.3507) time: 0.4786 data: 0.0175 max mem: 5654 Epoch: [68] [5300/7393] eta: 0:17:05 lr: 0.000010 loss: 14.9232 (15.1240) loss_bbox: 0.1332 (0.1456) loss_bbox_aux_0: 0.1424 (0.1575) loss_bbox_aux_1: 0.1369 (0.1505) loss_bbox_aux_2: 0.1349 (0.1480) loss_bbox_aux_3: 0.1332 (0.1461) loss_bbox_aux_4: 0.1332 (0.1456) loss_bbox_aux_5: 0.1749 (0.1913) loss_bbox_dn_0: 0.2122 (0.2486) loss_bbox_dn_1: 0.1618 (0.1806) loss_bbox_dn_2: 0.1431 (0.1605) loss_bbox_dn_3: 0.1382 (0.1548) loss_bbox_dn_4: 0.1372 (0.1534) loss_bbox_dn_5: 0.1372 (0.1534) loss_giou: 0.4510 (0.4593) loss_giou_aux_0: 0.4747 (0.4818) loss_giou_aux_1: 0.4659 (0.4692) loss_giou_aux_2: 0.4502 (0.4643) loss_giou_aux_3: 0.4496 (0.4607) loss_giou_aux_4: 0.4482 (0.4593) loss_giou_aux_5: 0.5258 (0.5415) loss_giou_dn_0: 0.5544 (0.5553) loss_giou_dn_1: 0.4503 (0.4473) loss_giou_dn_2: 0.4198 (0.4155) loss_giou_dn_3: 0.4143 (0.4072) loss_giou_dn_4: 0.4081 (0.4051) loss_giou_dn_5: 0.4081 (0.4053) loss_vfl: 0.6080 (0.6450) loss_vfl_aux_0: 0.7021 (0.7370) loss_vfl_aux_1: 0.6535 (0.6936) loss_vfl_aux_2: 0.6356 (0.6687) loss_vfl_aux_3: 0.6248 (0.6566) loss_vfl_aux_4: 0.6175 (0.6493) loss_vfl_aux_5: 0.6933 (0.7305) loss_vfl_dn_0: 0.4351 (0.4420) loss_vfl_dn_1: 0.3743 (0.3768) loss_vfl_dn_2: 0.3592 (0.3609) loss_vfl_dn_3: 0.3541 (0.3538) loss_vfl_dn_4: 0.3525 (0.3513) loss_vfl_dn_5: 0.3514 (0.3506) time: 0.4785 data: 0.0177 max mem: 5654 Epoch: [68] [5400/7393] eta: 0:16:16 lr: 0.000010 loss: 14.8253 (15.1228) loss_bbox: 0.1413 (0.1456) loss_bbox_aux_0: 0.1502 (0.1575) loss_bbox_aux_1: 0.1380 (0.1506) loss_bbox_aux_2: 0.1422 (0.1481) loss_bbox_aux_3: 0.1391 (0.1461) loss_bbox_aux_4: 0.1399 (0.1456) loss_bbox_aux_5: 0.1776 (0.1914) loss_bbox_dn_0: 0.2325 (0.2486) loss_bbox_dn_1: 0.1659 (0.1806) loss_bbox_dn_2: 0.1451 (0.1605) loss_bbox_dn_3: 0.1411 (0.1548) loss_bbox_dn_4: 0.1372 (0.1534) loss_bbox_dn_5: 0.1371 (0.1535) loss_giou: 0.3966 (0.4593) loss_giou_aux_0: 0.4253 (0.4817) loss_giou_aux_1: 0.4003 (0.4692) loss_giou_aux_2: 0.3955 (0.4642) loss_giou_aux_3: 0.3967 (0.4607) loss_giou_aux_4: 0.3964 (0.4593) loss_giou_aux_5: 0.4839 (0.5415) loss_giou_dn_0: 0.5298 (0.5552) loss_giou_dn_1: 0.4171 (0.4472) loss_giou_dn_2: 0.3882 (0.4155) loss_giou_dn_3: 0.3783 (0.4072) loss_giou_dn_4: 0.3729 (0.4051) loss_giou_dn_5: 0.3731 (0.4053) loss_vfl: 0.6208 (0.6450) loss_vfl_aux_0: 0.7119 (0.7368) loss_vfl_aux_1: 0.6741 (0.6934) loss_vfl_aux_2: 0.6622 (0.6686) loss_vfl_aux_3: 0.6392 (0.6565) loss_vfl_aux_4: 0.6328 (0.6492) loss_vfl_aux_5: 0.6996 (0.7304) loss_vfl_dn_0: 0.4339 (0.4420) loss_vfl_dn_1: 0.3694 (0.3767) loss_vfl_dn_2: 0.3498 (0.3608) loss_vfl_dn_3: 0.3477 (0.3538) loss_vfl_dn_4: 0.3459 (0.3513) loss_vfl_dn_5: 0.3447 (0.3506) time: 0.4981 data: 0.0175 max mem: 5654 Epoch: [68] [5500/7393] eta: 0:15:26 lr: 0.000010 loss: 15.1311 (15.1244) loss_bbox: 0.1469 (0.1456) loss_bbox_aux_0: 0.1406 (0.1574) loss_bbox_aux_1: 0.1484 (0.1506) loss_bbox_aux_2: 0.1519 (0.1480) loss_bbox_aux_3: 0.1411 (0.1461) loss_bbox_aux_4: 0.1488 (0.1456) loss_bbox_aux_5: 0.1862 (0.1914) loss_bbox_dn_0: 0.2287 (0.2486) loss_bbox_dn_1: 0.1633 (0.1805) loss_bbox_dn_2: 0.1498 (0.1605) loss_bbox_dn_3: 0.1445 (0.1548) loss_bbox_dn_4: 0.1469 (0.1534) loss_bbox_dn_5: 0.1469 (0.1534) loss_giou: 0.4604 (0.4593) loss_giou_aux_0: 0.4769 (0.4818) loss_giou_aux_1: 0.4716 (0.4693) loss_giou_aux_2: 0.4581 (0.4643) loss_giou_aux_3: 0.4500 (0.4607) loss_giou_aux_4: 0.4587 (0.4593) loss_giou_aux_5: 0.5330 (0.5416) loss_giou_dn_0: 0.5717 (0.5553) loss_giou_dn_1: 0.4627 (0.4473) loss_giou_dn_2: 0.4216 (0.4156) loss_giou_dn_3: 0.4183 (0.4073) loss_giou_dn_4: 0.4159 (0.4052) loss_giou_dn_5: 0.4158 (0.4054) loss_vfl: 0.6807 (0.6452) loss_vfl_aux_0: 0.7649 (0.7370) loss_vfl_aux_1: 0.7402 (0.6935) loss_vfl_aux_2: 0.7029 (0.6688) loss_vfl_aux_3: 0.6714 (0.6567) loss_vfl_aux_4: 0.6700 (0.6495) loss_vfl_aux_5: 0.7366 (0.7303) loss_vfl_dn_0: 0.4387 (0.4420) loss_vfl_dn_1: 0.3741 (0.3767) loss_vfl_dn_2: 0.3596 (0.3608) loss_vfl_dn_3: 0.3525 (0.3538) loss_vfl_dn_4: 0.3497 (0.3513) loss_vfl_dn_5: 0.3485 (0.3506) time: 0.4707 data: 0.0176 max mem: 5654 Epoch: [68] [5600/7393] eta: 0:14:37 lr: 0.000010 loss: 15.2724 (15.1280) loss_bbox: 0.1400 (0.1455) loss_bbox_aux_0: 0.1492 (0.1574) loss_bbox_aux_1: 0.1496 (0.1505) loss_bbox_aux_2: 0.1451 (0.1480) loss_bbox_aux_3: 0.1383 (0.1460) loss_bbox_aux_4: 0.1396 (0.1455) loss_bbox_aux_5: 0.1872 (0.1913) loss_bbox_dn_0: 0.2291 (0.2484) loss_bbox_dn_1: 0.1648 (0.1804) loss_bbox_dn_2: 0.1442 (0.1603) loss_bbox_dn_3: 0.1360 (0.1546) loss_bbox_dn_4: 0.1340 (0.1533) loss_bbox_dn_5: 0.1340 (0.1533) loss_giou: 0.4558 (0.4598) loss_giou_aux_0: 0.4783 (0.4822) loss_giou_aux_1: 0.4550 (0.4697) loss_giou_aux_2: 0.4572 (0.4647) loss_giou_aux_3: 0.4475 (0.4611) loss_giou_aux_4: 0.4522 (0.4598) loss_giou_aux_5: 0.5316 (0.5421) loss_giou_dn_0: 0.5532 (0.5555) loss_giou_dn_1: 0.4410 (0.4475) loss_giou_dn_2: 0.4116 (0.4158) loss_giou_dn_3: 0.4025 (0.4075) loss_giou_dn_4: 0.4005 (0.4054) loss_giou_dn_5: 0.4009 (0.4056) loss_vfl: 0.6228 (0.6452) loss_vfl_aux_0: 0.7305 (0.7370) loss_vfl_aux_1: 0.6637 (0.6935) loss_vfl_aux_2: 0.6504 (0.6689) loss_vfl_aux_3: 0.6436 (0.6567) loss_vfl_aux_4: 0.6233 (0.6495) loss_vfl_aux_5: 0.7418 (0.7304) loss_vfl_dn_0: 0.4378 (0.4420) loss_vfl_dn_1: 0.3736 (0.3768) loss_vfl_dn_2: 0.3658 (0.3609) loss_vfl_dn_3: 0.3562 (0.3538) loss_vfl_dn_4: 0.3524 (0.3514) loss_vfl_dn_5: 0.3524 (0.3507) time: 0.4919 data: 0.0176 max mem: 5654 Epoch: [68] [5700/7393] eta: 0:13:48 lr: 0.000010 loss: 14.7569 (15.1276) loss_bbox: 0.1402 (0.1455) loss_bbox_aux_0: 0.1507 (0.1574) loss_bbox_aux_1: 0.1422 (0.1505) loss_bbox_aux_2: 0.1422 (0.1480) loss_bbox_aux_3: 0.1386 (0.1460) loss_bbox_aux_4: 0.1366 (0.1455) loss_bbox_aux_5: 0.1810 (0.1913) loss_bbox_dn_0: 0.2182 (0.2484) loss_bbox_dn_1: 0.1488 (0.1804) loss_bbox_dn_2: 0.1375 (0.1603) loss_bbox_dn_3: 0.1361 (0.1546) loss_bbox_dn_4: 0.1343 (0.1532) loss_bbox_dn_5: 0.1344 (0.1533) loss_giou: 0.4632 (0.4596) loss_giou_aux_0: 0.4905 (0.4822) loss_giou_aux_1: 0.4708 (0.4696) loss_giou_aux_2: 0.4654 (0.4646) loss_giou_aux_3: 0.4668 (0.4610) loss_giou_aux_4: 0.4629 (0.4596) loss_giou_aux_5: 0.5705 (0.5420) loss_giou_dn_0: 0.5523 (0.5555) loss_giou_dn_1: 0.4540 (0.4475) loss_giou_dn_2: 0.4218 (0.4158) loss_giou_dn_3: 0.4100 (0.4074) loss_giou_dn_4: 0.4101 (0.4053) loss_giou_dn_5: 0.4101 (0.4055) loss_vfl: 0.6562 (0.6453) loss_vfl_aux_0: 0.7432 (0.7370) loss_vfl_aux_1: 0.6831 (0.6935) loss_vfl_aux_2: 0.6710 (0.6690) loss_vfl_aux_3: 0.6575 (0.6569) loss_vfl_aux_4: 0.6625 (0.6496) loss_vfl_aux_5: 0.7050 (0.7304) loss_vfl_dn_0: 0.4385 (0.4420) loss_vfl_dn_1: 0.3751 (0.3768) loss_vfl_dn_2: 0.3635 (0.3609) loss_vfl_dn_3: 0.3564 (0.3539) loss_vfl_dn_4: 0.3520 (0.3514) loss_vfl_dn_5: 0.3516 (0.3507) time: 0.4866 data: 0.0179 max mem: 5654 Epoch: [68] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.4429 (15.1333) loss_bbox: 0.1364 (0.1456) loss_bbox_aux_0: 0.1516 (0.1574) loss_bbox_aux_1: 0.1416 (0.1506) loss_bbox_aux_2: 0.1390 (0.1480) loss_bbox_aux_3: 0.1367 (0.1461) loss_bbox_aux_4: 0.1366 (0.1455) loss_bbox_aux_5: 0.1837 (0.1914) loss_bbox_dn_0: 0.2574 (0.2486) loss_bbox_dn_1: 0.1813 (0.1805) loss_bbox_dn_2: 0.1639 (0.1604) loss_bbox_dn_3: 0.1564 (0.1548) loss_bbox_dn_4: 0.1539 (0.1534) loss_bbox_dn_5: 0.1539 (0.1534) loss_giou: 0.4461 (0.4599) loss_giou_aux_0: 0.4698 (0.4824) loss_giou_aux_1: 0.4598 (0.4699) loss_giou_aux_2: 0.4503 (0.4648) loss_giou_aux_3: 0.4560 (0.4612) loss_giou_aux_4: 0.4442 (0.4599) loss_giou_aux_5: 0.5347 (0.5423) loss_giou_dn_0: 0.5665 (0.5557) loss_giou_dn_1: 0.4668 (0.4477) loss_giou_dn_2: 0.4244 (0.4159) loss_giou_dn_3: 0.4134 (0.4076) loss_giou_dn_4: 0.4114 (0.4055) loss_giou_dn_5: 0.4115 (0.4057) loss_vfl: 0.6658 (0.6456) loss_vfl_aux_0: 0.7656 (0.7373) loss_vfl_aux_1: 0.7002 (0.6937) loss_vfl_aux_2: 0.6791 (0.6692) loss_vfl_aux_3: 0.6684 (0.6570) loss_vfl_aux_4: 0.6620 (0.6498) loss_vfl_aux_5: 0.7561 (0.7306) loss_vfl_dn_0: 0.4389 (0.4420) loss_vfl_dn_1: 0.3724 (0.3768) loss_vfl_dn_2: 0.3575 (0.3610) loss_vfl_dn_3: 0.3510 (0.3539) loss_vfl_dn_4: 0.3497 (0.3514) loss_vfl_dn_5: 0.3505 (0.3507) time: 0.4771 data: 0.0177 max mem: 5654 Epoch: [68] [5900/7393] eta: 0:12:11 lr: 0.000010 loss: 15.2238 (15.1345) loss_bbox: 0.1351 (0.1455) loss_bbox_aux_0: 0.1422 (0.1574) loss_bbox_aux_1: 0.1374 (0.1506) loss_bbox_aux_2: 0.1348 (0.1479) loss_bbox_aux_3: 0.1360 (0.1460) loss_bbox_aux_4: 0.1296 (0.1455) loss_bbox_aux_5: 0.1737 (0.1913) loss_bbox_dn_0: 0.2140 (0.2485) loss_bbox_dn_1: 0.1566 (0.1804) loss_bbox_dn_2: 0.1395 (0.1603) loss_bbox_dn_3: 0.1365 (0.1547) loss_bbox_dn_4: 0.1340 (0.1533) loss_bbox_dn_5: 0.1340 (0.1533) loss_giou: 0.4544 (0.4600) loss_giou_aux_0: 0.4778 (0.4825) loss_giou_aux_1: 0.4627 (0.4700) loss_giou_aux_2: 0.4601 (0.4649) loss_giou_aux_3: 0.4573 (0.4614) loss_giou_aux_4: 0.4506 (0.4600) loss_giou_aux_5: 0.5421 (0.5423) loss_giou_dn_0: 0.5650 (0.5558) loss_giou_dn_1: 0.4514 (0.4478) loss_giou_dn_2: 0.4202 (0.4160) loss_giou_dn_3: 0.4119 (0.4077) loss_giou_dn_4: 0.4114 (0.4056) loss_giou_dn_5: 0.4113 (0.4057) loss_vfl: 0.6585 (0.6457) loss_vfl_aux_0: 0.7566 (0.7376) loss_vfl_aux_1: 0.6979 (0.6939) loss_vfl_aux_2: 0.6818 (0.6694) loss_vfl_aux_3: 0.6698 (0.6571) loss_vfl_aux_4: 0.6593 (0.6499) loss_vfl_aux_5: 0.7245 (0.7308) loss_vfl_dn_0: 0.4488 (0.4420) loss_vfl_dn_1: 0.3831 (0.3768) loss_vfl_dn_2: 0.3669 (0.3610) loss_vfl_dn_3: 0.3607 (0.3539) loss_vfl_dn_4: 0.3590 (0.3514) loss_vfl_dn_5: 0.3582 (0.3507) time: 0.4749 data: 0.0172 max mem: 5654 Epoch: [68] [6000/7393] eta: 0:11:24 lr: 0.000010 loss: 15.0888 (15.1339) loss_bbox: 0.1459 (0.1456) loss_bbox_aux_0: 0.1545 (0.1574) loss_bbox_aux_1: 0.1588 (0.1506) loss_bbox_aux_2: 0.1500 (0.1480) loss_bbox_aux_3: 0.1486 (0.1461) loss_bbox_aux_4: 0.1399 (0.1455) loss_bbox_aux_5: 0.1901 (0.1914) loss_bbox_dn_0: 0.2524 (0.2488) loss_bbox_dn_1: 0.1806 (0.1806) loss_bbox_dn_2: 0.1616 (0.1605) loss_bbox_dn_3: 0.1541 (0.1548) loss_bbox_dn_4: 0.1503 (0.1534) loss_bbox_dn_5: 0.1503 (0.1535) loss_giou: 0.4511 (0.4598) loss_giou_aux_0: 0.4675 (0.4823) loss_giou_aux_1: 0.4584 (0.4698) loss_giou_aux_2: 0.4479 (0.4647) loss_giou_aux_3: 0.4560 (0.4612) loss_giou_aux_4: 0.4528 (0.4598) loss_giou_aux_5: 0.5220 (0.5422) loss_giou_dn_0: 0.5498 (0.5557) loss_giou_dn_1: 0.4269 (0.4477) loss_giou_dn_2: 0.3876 (0.4159) loss_giou_dn_3: 0.3754 (0.4075) loss_giou_dn_4: 0.3718 (0.4054) loss_giou_dn_5: 0.3717 (0.4056) loss_vfl: 0.6537 (0.6457) loss_vfl_aux_0: 0.7497 (0.7377) loss_vfl_aux_1: 0.6822 (0.6939) loss_vfl_aux_2: 0.6567 (0.6694) loss_vfl_aux_3: 0.6579 (0.6572) loss_vfl_aux_4: 0.6516 (0.6499) loss_vfl_aux_5: 0.7315 (0.7308) loss_vfl_dn_0: 0.4409 (0.4420) loss_vfl_dn_1: 0.3750 (0.3768) loss_vfl_dn_2: 0.3557 (0.3609) loss_vfl_dn_3: 0.3513 (0.3538) loss_vfl_dn_4: 0.3469 (0.3513) loss_vfl_dn_5: 0.3468 (0.3507) time: 0.4753 data: 0.0175 max mem: 5654 Epoch: [68] [6100/7393] eta: 0:10:36 lr: 0.000010 loss: 14.8241 (15.1379) loss_bbox: 0.1528 (0.1456) loss_bbox_aux_0: 0.1625 (0.1575) loss_bbox_aux_1: 0.1552 (0.1507) loss_bbox_aux_2: 0.1551 (0.1480) loss_bbox_aux_3: 0.1501 (0.1461) loss_bbox_aux_4: 0.1528 (0.1455) loss_bbox_aux_5: 0.2021 (0.1915) loss_bbox_dn_0: 0.2564 (0.2489) loss_bbox_dn_1: 0.1772 (0.1807) loss_bbox_dn_2: 0.1646 (0.1606) loss_bbox_dn_3: 0.1541 (0.1549) loss_bbox_dn_4: 0.1526 (0.1535) loss_bbox_dn_5: 0.1526 (0.1535) loss_giou: 0.4173 (0.4600) loss_giou_aux_0: 0.4494 (0.4825) loss_giou_aux_1: 0.4380 (0.4701) loss_giou_aux_2: 0.4199 (0.4649) loss_giou_aux_3: 0.4163 (0.4613) loss_giou_aux_4: 0.4187 (0.4600) loss_giou_aux_5: 0.4887 (0.5424) loss_giou_dn_0: 0.5340 (0.5559) loss_giou_dn_1: 0.4108 (0.4478) loss_giou_dn_2: 0.3864 (0.4160) loss_giou_dn_3: 0.3823 (0.4077) loss_giou_dn_4: 0.3813 (0.4056) loss_giou_dn_5: 0.3815 (0.4058) loss_vfl: 0.6180 (0.6459) loss_vfl_aux_0: 0.7139 (0.7378) loss_vfl_aux_1: 0.6779 (0.6939) loss_vfl_aux_2: 0.6454 (0.6695) loss_vfl_aux_3: 0.6381 (0.6573) loss_vfl_aux_4: 0.6241 (0.6501) loss_vfl_aux_5: 0.7104 (0.7308) loss_vfl_dn_0: 0.4317 (0.4420) loss_vfl_dn_1: 0.3683 (0.3768) loss_vfl_dn_2: 0.3534 (0.3609) loss_vfl_dn_3: 0.3483 (0.3538) loss_vfl_dn_4: 0.3425 (0.3514) loss_vfl_dn_5: 0.3413 (0.3507) time: 0.7715 data: 0.0177 max mem: 5654 Epoch: [68] [6200/7393] eta: 0:09:46 lr: 0.000010 loss: 14.9686 (15.1359) loss_bbox: 0.1421 (0.1456) loss_bbox_aux_0: 0.1563 (0.1575) loss_bbox_aux_1: 0.1458 (0.1508) loss_bbox_aux_2: 0.1436 (0.1481) loss_bbox_aux_3: 0.1439 (0.1461) loss_bbox_aux_4: 0.1409 (0.1456) loss_bbox_aux_5: 0.1829 (0.1916) loss_bbox_dn_0: 0.2299 (0.2489) loss_bbox_dn_1: 0.1727 (0.1807) loss_bbox_dn_2: 0.1492 (0.1606) loss_bbox_dn_3: 0.1441 (0.1549) loss_bbox_dn_4: 0.1422 (0.1535) loss_bbox_dn_5: 0.1422 (0.1535) loss_giou: 0.4606 (0.4599) loss_giou_aux_0: 0.4861 (0.4824) loss_giou_aux_1: 0.4510 (0.4699) loss_giou_aux_2: 0.4710 (0.4648) loss_giou_aux_3: 0.4698 (0.4612) loss_giou_aux_4: 0.4699 (0.4598) loss_giou_aux_5: 0.5513 (0.5423) loss_giou_dn_0: 0.5637 (0.5557) loss_giou_dn_1: 0.4462 (0.4477) loss_giou_dn_2: 0.4160 (0.4159) loss_giou_dn_3: 0.4053 (0.4076) loss_giou_dn_4: 0.4036 (0.4055) loss_giou_dn_5: 0.4037 (0.4057) loss_vfl: 0.6573 (0.6458) loss_vfl_aux_0: 0.7579 (0.7377) loss_vfl_aux_1: 0.7000 (0.6938) loss_vfl_aux_2: 0.6694 (0.6694) loss_vfl_aux_3: 0.6601 (0.6572) loss_vfl_aux_4: 0.6481 (0.6500) loss_vfl_aux_5: 0.7577 (0.7308) loss_vfl_dn_0: 0.4419 (0.4420) loss_vfl_dn_1: 0.3751 (0.3768) loss_vfl_dn_2: 0.3612 (0.3608) loss_vfl_dn_3: 0.3521 (0.3538) loss_vfl_dn_4: 0.3512 (0.3513) loss_vfl_dn_5: 0.3495 (0.3506) time: 0.4795 data: 0.0175 max mem: 5654 Epoch: [68] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 14.9040 (15.1328) loss_bbox: 0.1379 (0.1455) loss_bbox_aux_0: 0.1482 (0.1575) loss_bbox_aux_1: 0.1427 (0.1508) loss_bbox_aux_2: 0.1413 (0.1480) loss_bbox_aux_3: 0.1406 (0.1461) loss_bbox_aux_4: 0.1390 (0.1455) loss_bbox_aux_5: 0.1969 (0.1916) loss_bbox_dn_0: 0.2440 (0.2491) loss_bbox_dn_1: 0.1776 (0.1808) loss_bbox_dn_2: 0.1526 (0.1607) loss_bbox_dn_3: 0.1457 (0.1550) loss_bbox_dn_4: 0.1449 (0.1536) loss_bbox_dn_5: 0.1449 (0.1537) loss_giou: 0.4096 (0.4594) loss_giou_aux_0: 0.4335 (0.4820) loss_giou_aux_1: 0.4269 (0.4695) loss_giou_aux_2: 0.4098 (0.4644) loss_giou_aux_3: 0.4124 (0.4608) loss_giou_aux_4: 0.4139 (0.4594) loss_giou_aux_5: 0.4979 (0.5420) loss_giou_dn_0: 0.5280 (0.5554) loss_giou_dn_1: 0.4269 (0.4474) loss_giou_dn_2: 0.3935 (0.4157) loss_giou_dn_3: 0.3861 (0.4074) loss_giou_dn_4: 0.3861 (0.4052) loss_giou_dn_5: 0.3861 (0.4054) loss_vfl: 0.6660 (0.6459) loss_vfl_aux_0: 0.7601 (0.7378) loss_vfl_aux_1: 0.7011 (0.6939) loss_vfl_aux_2: 0.6685 (0.6695) loss_vfl_aux_3: 0.6503 (0.6574) loss_vfl_aux_4: 0.6420 (0.6501) loss_vfl_aux_5: 0.7604 (0.7309) loss_vfl_dn_0: 0.4431 (0.4420) loss_vfl_dn_1: 0.3796 (0.3767) loss_vfl_dn_2: 0.3636 (0.3608) loss_vfl_dn_3: 0.3513 (0.3537) loss_vfl_dn_4: 0.3500 (0.3513) loss_vfl_dn_5: 0.3467 (0.3506) time: 0.4751 data: 0.0171 max mem: 5654 Epoch: [68] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 15.9124 (15.1346) loss_bbox: 0.1449 (0.1455) loss_bbox_aux_0: 0.1507 (0.1576) loss_bbox_aux_1: 0.1469 (0.1508) loss_bbox_aux_2: 0.1456 (0.1481) loss_bbox_aux_3: 0.1485 (0.1461) loss_bbox_aux_4: 0.1487 (0.1455) loss_bbox_aux_5: 0.1866 (0.1916) loss_bbox_dn_0: 0.2058 (0.2490) loss_bbox_dn_1: 0.1540 (0.1808) loss_bbox_dn_2: 0.1341 (0.1607) loss_bbox_dn_3: 0.1298 (0.1550) loss_bbox_dn_4: 0.1289 (0.1536) loss_bbox_dn_5: 0.1289 (0.1536) loss_giou: 0.4900 (0.4596) loss_giou_aux_0: 0.5351 (0.4823) loss_giou_aux_1: 0.5235 (0.4698) loss_giou_aux_2: 0.5120 (0.4646) loss_giou_aux_3: 0.5065 (0.4611) loss_giou_aux_4: 0.4977 (0.4597) loss_giou_aux_5: 0.5982 (0.5423) loss_giou_dn_0: 0.6037 (0.5556) loss_giou_dn_1: 0.4911 (0.4476) loss_giou_dn_2: 0.4605 (0.4158) loss_giou_dn_3: 0.4547 (0.4075) loss_giou_dn_4: 0.4522 (0.4054) loss_giou_dn_5: 0.4533 (0.4056) loss_vfl: 0.6292 (0.6459) loss_vfl_aux_0: 0.6996 (0.7376) loss_vfl_aux_1: 0.6521 (0.6938) loss_vfl_aux_2: 0.6380 (0.6694) loss_vfl_aux_3: 0.6172 (0.6573) loss_vfl_aux_4: 0.6225 (0.6501) loss_vfl_aux_5: 0.7014 (0.7308) loss_vfl_dn_0: 0.4369 (0.4420) loss_vfl_dn_1: 0.3895 (0.3767) loss_vfl_dn_2: 0.3663 (0.3608) loss_vfl_dn_3: 0.3604 (0.3538) loss_vfl_dn_4: 0.3564 (0.3513) loss_vfl_dn_5: 0.3565 (0.3506) time: 0.4930 data: 0.0174 max mem: 5654 Epoch: [68] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 15.2824 (15.1347) loss_bbox: 0.1368 (0.1455) loss_bbox_aux_0: 0.1442 (0.1576) loss_bbox_aux_1: 0.1398 (0.1508) loss_bbox_aux_2: 0.1421 (0.1480) loss_bbox_aux_3: 0.1382 (0.1461) loss_bbox_aux_4: 0.1364 (0.1455) loss_bbox_aux_5: 0.1839 (0.1916) loss_bbox_dn_0: 0.2272 (0.2490) loss_bbox_dn_1: 0.1672 (0.1808) loss_bbox_dn_2: 0.1486 (0.1607) loss_bbox_dn_3: 0.1456 (0.1550) loss_bbox_dn_4: 0.1408 (0.1536) loss_bbox_dn_5: 0.1408 (0.1537) loss_giou: 0.5048 (0.4596) loss_giou_aux_0: 0.5375 (0.4822) loss_giou_aux_1: 0.5240 (0.4697) loss_giou_aux_2: 0.5226 (0.4645) loss_giou_aux_3: 0.5075 (0.4610) loss_giou_aux_4: 0.5024 (0.4596) loss_giou_aux_5: 0.5842 (0.5422) loss_giou_dn_0: 0.5656 (0.5555) loss_giou_dn_1: 0.4633 (0.4475) loss_giou_dn_2: 0.4352 (0.4158) loss_giou_dn_3: 0.4288 (0.4075) loss_giou_dn_4: 0.4252 (0.4054) loss_giou_dn_5: 0.4252 (0.4056) loss_vfl: 0.6619 (0.6460) loss_vfl_aux_0: 0.7421 (0.7377) loss_vfl_aux_1: 0.6822 (0.6939) loss_vfl_aux_2: 0.6789 (0.6695) loss_vfl_aux_3: 0.6577 (0.6574) loss_vfl_aux_4: 0.6670 (0.6502) loss_vfl_aux_5: 0.7281 (0.7308) loss_vfl_dn_0: 0.4417 (0.4420) loss_vfl_dn_1: 0.3832 (0.3768) loss_vfl_dn_2: 0.3693 (0.3608) loss_vfl_dn_3: 0.3659 (0.3538) loss_vfl_dn_4: 0.3611 (0.3513) loss_vfl_dn_5: 0.3615 (0.3506) time: 0.4777 data: 0.0178 max mem: 5654 Epoch: [68] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 14.3579 (15.1353) loss_bbox: 0.1350 (0.1455) loss_bbox_aux_0: 0.1402 (0.1576) loss_bbox_aux_1: 0.1358 (0.1509) loss_bbox_aux_2: 0.1356 (0.1481) loss_bbox_aux_3: 0.1323 (0.1462) loss_bbox_aux_4: 0.1343 (0.1455) loss_bbox_aux_5: 0.1786 (0.1916) loss_bbox_dn_0: 0.2332 (0.2491) loss_bbox_dn_1: 0.1653 (0.1809) loss_bbox_dn_2: 0.1498 (0.1608) loss_bbox_dn_3: 0.1471 (0.1551) loss_bbox_dn_4: 0.1491 (0.1537) loss_bbox_dn_5: 0.1491 (0.1537) loss_giou: 0.4041 (0.4595) loss_giou_aux_0: 0.4123 (0.4821) loss_giou_aux_1: 0.4141 (0.4696) loss_giou_aux_2: 0.4139 (0.4644) loss_giou_aux_3: 0.4085 (0.4608) loss_giou_aux_4: 0.4056 (0.4595) loss_giou_aux_5: 0.4865 (0.5421) loss_giou_dn_0: 0.5297 (0.5554) loss_giou_dn_1: 0.4058 (0.4474) loss_giou_dn_2: 0.3712 (0.4157) loss_giou_dn_3: 0.3648 (0.4074) loss_giou_dn_4: 0.3647 (0.4053) loss_giou_dn_5: 0.3648 (0.4055) loss_vfl: 0.6345 (0.6462) loss_vfl_aux_0: 0.7377 (0.7378) loss_vfl_aux_1: 0.6798 (0.6940) loss_vfl_aux_2: 0.6476 (0.6697) loss_vfl_aux_3: 0.6384 (0.6576) loss_vfl_aux_4: 0.6383 (0.6504) loss_vfl_aux_5: 0.7220 (0.7310) loss_vfl_dn_0: 0.4387 (0.4420) loss_vfl_dn_1: 0.3708 (0.3767) loss_vfl_dn_2: 0.3517 (0.3608) loss_vfl_dn_3: 0.3421 (0.3538) loss_vfl_dn_4: 0.3420 (0.3513) loss_vfl_dn_5: 0.3413 (0.3506) time: 0.5027 data: 0.0177 max mem: 5654 Epoch: [68] [6700/7393] eta: 0:05:40 lr: 0.000010 loss: 14.9522 (15.1362) loss_bbox: 0.1365 (0.1456) loss_bbox_aux_0: 0.1634 (0.1577) loss_bbox_aux_1: 0.1417 (0.1510) loss_bbox_aux_2: 0.1452 (0.1481) loss_bbox_aux_3: 0.1375 (0.1462) loss_bbox_aux_4: 0.1365 (0.1456) loss_bbox_aux_5: 0.2090 (0.1918) loss_bbox_dn_0: 0.2403 (0.2493) loss_bbox_dn_1: 0.1721 (0.1810) loss_bbox_dn_2: 0.1471 (0.1609) loss_bbox_dn_3: 0.1459 (0.1552) loss_bbox_dn_4: 0.1430 (0.1538) loss_bbox_dn_5: 0.1429 (0.1538) loss_giou: 0.4215 (0.4594) loss_giou_aux_0: 0.4354 (0.4820) loss_giou_aux_1: 0.4261 (0.4695) loss_giou_aux_2: 0.4235 (0.4643) loss_giou_aux_3: 0.4177 (0.4607) loss_giou_aux_4: 0.4272 (0.4593) loss_giou_aux_5: 0.4992 (0.5420) loss_giou_dn_0: 0.5060 (0.5554) loss_giou_dn_1: 0.3953 (0.4473) loss_giou_dn_2: 0.3599 (0.4156) loss_giou_dn_3: 0.3529 (0.4073) loss_giou_dn_4: 0.3533 (0.4052) loss_giou_dn_5: 0.3536 (0.4054) loss_vfl: 0.6456 (0.6463) loss_vfl_aux_0: 0.7559 (0.7380) loss_vfl_aux_1: 0.7112 (0.6942) loss_vfl_aux_2: 0.6602 (0.6698) loss_vfl_aux_3: 0.6637 (0.6577) loss_vfl_aux_4: 0.6539 (0.6505) loss_vfl_aux_5: 0.7339 (0.7311) loss_vfl_dn_0: 0.4444 (0.4421) loss_vfl_dn_1: 0.3765 (0.3768) loss_vfl_dn_2: 0.3563 (0.3608) loss_vfl_dn_3: 0.3511 (0.3537) loss_vfl_dn_4: 0.3489 (0.3513) loss_vfl_dn_5: 0.3491 (0.3506) time: 0.4745 data: 0.0177 max mem: 5654 Epoch: [68] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.0987 (15.1371) loss_bbox: 0.1522 (0.1456) loss_bbox_aux_0: 0.1608 (0.1577) loss_bbox_aux_1: 0.1524 (0.1510) loss_bbox_aux_2: 0.1545 (0.1482) loss_bbox_aux_3: 0.1546 (0.1462) loss_bbox_aux_4: 0.1515 (0.1456) loss_bbox_aux_5: 0.1928 (0.1918) loss_bbox_dn_0: 0.2664 (0.2494) loss_bbox_dn_1: 0.1997 (0.1810) loss_bbox_dn_2: 0.1759 (0.1609) loss_bbox_dn_3: 0.1667 (0.1552) loss_bbox_dn_4: 0.1636 (0.1538) loss_bbox_dn_5: 0.1636 (0.1538) loss_giou: 0.4418 (0.4593) loss_giou_aux_0: 0.4685 (0.4819) loss_giou_aux_1: 0.4485 (0.4694) loss_giou_aux_2: 0.4522 (0.4642) loss_giou_aux_3: 0.4438 (0.4607) loss_giou_aux_4: 0.4452 (0.4593) loss_giou_aux_5: 0.5228 (0.5420) loss_giou_dn_0: 0.5670 (0.5553) loss_giou_dn_1: 0.4555 (0.4473) loss_giou_dn_2: 0.4226 (0.4156) loss_giou_dn_3: 0.4085 (0.4073) loss_giou_dn_4: 0.4045 (0.4052) loss_giou_dn_5: 0.4043 (0.4054) loss_vfl: 0.6226 (0.6464) loss_vfl_aux_0: 0.7250 (0.7382) loss_vfl_aux_1: 0.6839 (0.6944) loss_vfl_aux_2: 0.6464 (0.6700) loss_vfl_aux_3: 0.6379 (0.6578) loss_vfl_aux_4: 0.6307 (0.6507) loss_vfl_aux_5: 0.7128 (0.7313) loss_vfl_dn_0: 0.4351 (0.4421) loss_vfl_dn_1: 0.3743 (0.3768) loss_vfl_dn_2: 0.3581 (0.3608) loss_vfl_dn_3: 0.3517 (0.3538) loss_vfl_dn_4: 0.3501 (0.3513) loss_vfl_dn_5: 0.3481 (0.3506) time: 0.4850 data: 0.0177 max mem: 5654 Epoch: [68] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 14.8339 (15.1391) loss_bbox: 0.1390 (0.1457) loss_bbox_aux_0: 0.1508 (0.1578) loss_bbox_aux_1: 0.1471 (0.1510) loss_bbox_aux_2: 0.1465 (0.1482) loss_bbox_aux_3: 0.1405 (0.1463) loss_bbox_aux_4: 0.1400 (0.1457) loss_bbox_aux_5: 0.1783 (0.1918) loss_bbox_dn_0: 0.2394 (0.2492) loss_bbox_dn_1: 0.1722 (0.1809) loss_bbox_dn_2: 0.1490 (0.1609) loss_bbox_dn_3: 0.1433 (0.1551) loss_bbox_dn_4: 0.1427 (0.1538) loss_bbox_dn_5: 0.1427 (0.1538) loss_giou: 0.4316 (0.4595) loss_giou_aux_0: 0.4574 (0.4821) loss_giou_aux_1: 0.4408 (0.4696) loss_giou_aux_2: 0.4323 (0.4644) loss_giou_aux_3: 0.4269 (0.4609) loss_giou_aux_4: 0.4267 (0.4595) loss_giou_aux_5: 0.5025 (0.5421) loss_giou_dn_0: 0.5400 (0.5554) loss_giou_dn_1: 0.4293 (0.4474) loss_giou_dn_2: 0.4019 (0.4157) loss_giou_dn_3: 0.3901 (0.4074) loss_giou_dn_4: 0.3886 (0.4053) loss_giou_dn_5: 0.3887 (0.4055) loss_vfl: 0.6238 (0.6465) loss_vfl_aux_0: 0.7131 (0.7382) loss_vfl_aux_1: 0.6635 (0.6944) loss_vfl_aux_2: 0.6369 (0.6700) loss_vfl_aux_3: 0.6332 (0.6579) loss_vfl_aux_4: 0.6224 (0.6507) loss_vfl_aux_5: 0.7171 (0.7312) loss_vfl_dn_0: 0.4425 (0.4421) loss_vfl_dn_1: 0.3710 (0.3768) loss_vfl_dn_2: 0.3553 (0.3608) loss_vfl_dn_3: 0.3459 (0.3538) loss_vfl_dn_4: 0.3435 (0.3513) loss_vfl_dn_5: 0.3446 (0.3506) time: 0.4952 data: 0.0176 max mem: 5654 Epoch: [68] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 15.5567 (15.1390) loss_bbox: 0.1347 (0.1456) loss_bbox_aux_0: 0.1404 (0.1578) loss_bbox_aux_1: 0.1391 (0.1510) loss_bbox_aux_2: 0.1380 (0.1482) loss_bbox_aux_3: 0.1356 (0.1463) loss_bbox_aux_4: 0.1347 (0.1456) loss_bbox_aux_5: 0.1685 (0.1918) loss_bbox_dn_0: 0.2208 (0.2493) loss_bbox_dn_1: 0.1632 (0.1810) loss_bbox_dn_2: 0.1367 (0.1609) loss_bbox_dn_3: 0.1317 (0.1552) loss_bbox_dn_4: 0.1316 (0.1538) loss_bbox_dn_5: 0.1316 (0.1538) loss_giou: 0.4889 (0.4594) loss_giou_aux_0: 0.5135 (0.4820) loss_giou_aux_1: 0.4968 (0.4695) loss_giou_aux_2: 0.4944 (0.4643) loss_giou_aux_3: 0.4904 (0.4608) loss_giou_aux_4: 0.4888 (0.4594) loss_giou_aux_5: 0.5787 (0.5421) loss_giou_dn_0: 0.5773 (0.5554) loss_giou_dn_1: 0.4708 (0.4473) loss_giou_dn_2: 0.4317 (0.4156) loss_giou_dn_3: 0.4258 (0.4073) loss_giou_dn_4: 0.4249 (0.4052) loss_giou_dn_5: 0.4249 (0.4054) loss_vfl: 0.6439 (0.6466) loss_vfl_aux_0: 0.7397 (0.7383) loss_vfl_aux_1: 0.7061 (0.6945) loss_vfl_aux_2: 0.6573 (0.6701) loss_vfl_aux_3: 0.6553 (0.6580) loss_vfl_aux_4: 0.6454 (0.6507) loss_vfl_aux_5: 0.7213 (0.7314) loss_vfl_dn_0: 0.4475 (0.4421) loss_vfl_dn_1: 0.3864 (0.3768) loss_vfl_dn_2: 0.3714 (0.3608) loss_vfl_dn_3: 0.3640 (0.3538) loss_vfl_dn_4: 0.3608 (0.3513) loss_vfl_dn_5: 0.3605 (0.3506) time: 0.5055 data: 0.0175 max mem: 5654 Epoch: [68] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 15.0018 (15.1343) loss_bbox: 0.1345 (0.1456) loss_bbox_aux_0: 0.1482 (0.1577) loss_bbox_aux_1: 0.1368 (0.1510) loss_bbox_aux_2: 0.1384 (0.1482) loss_bbox_aux_3: 0.1346 (0.1462) loss_bbox_aux_4: 0.1351 (0.1456) loss_bbox_aux_5: 0.1725 (0.1918) loss_bbox_dn_0: 0.2315 (0.2493) loss_bbox_dn_1: 0.1656 (0.1810) loss_bbox_dn_2: 0.1453 (0.1609) loss_bbox_dn_3: 0.1440 (0.1552) loss_bbox_dn_4: 0.1418 (0.1538) loss_bbox_dn_5: 0.1419 (0.1538) loss_giou: 0.4430 (0.4590) loss_giou_aux_0: 0.4404 (0.4817) loss_giou_aux_1: 0.4132 (0.4691) loss_giou_aux_2: 0.4219 (0.4640) loss_giou_aux_3: 0.4359 (0.4604) loss_giou_aux_4: 0.4426 (0.4591) loss_giou_aux_5: 0.5115 (0.5418) loss_giou_dn_0: 0.5381 (0.5551) loss_giou_dn_1: 0.4153 (0.4471) loss_giou_dn_2: 0.3908 (0.4154) loss_giou_dn_3: 0.3821 (0.4071) loss_giou_dn_4: 0.3819 (0.4050) loss_giou_dn_5: 0.3820 (0.4052) loss_vfl: 0.6273 (0.6465) loss_vfl_aux_0: 0.7070 (0.7383) loss_vfl_aux_1: 0.6663 (0.6945) loss_vfl_aux_2: 0.6577 (0.6701) loss_vfl_aux_3: 0.6475 (0.6579) loss_vfl_aux_4: 0.6205 (0.6506) loss_vfl_aux_5: 0.6801 (0.7313) loss_vfl_dn_0: 0.4380 (0.4421) loss_vfl_dn_1: 0.3756 (0.3767) loss_vfl_dn_2: 0.3624 (0.3608) loss_vfl_dn_3: 0.3558 (0.3537) loss_vfl_dn_4: 0.3513 (0.3512) loss_vfl_dn_5: 0.3500 (0.3506) time: 0.4806 data: 0.0174 max mem: 5654 Epoch: [68] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.0148 (15.1367) loss_bbox: 0.1326 (0.1456) loss_bbox_aux_0: 0.1458 (0.1577) loss_bbox_aux_1: 0.1451 (0.1510) loss_bbox_aux_2: 0.1366 (0.1482) loss_bbox_aux_3: 0.1305 (0.1462) loss_bbox_aux_4: 0.1321 (0.1456) loss_bbox_aux_5: 0.1724 (0.1918) loss_bbox_dn_0: 0.2255 (0.2493) loss_bbox_dn_1: 0.1622 (0.1809) loss_bbox_dn_2: 0.1428 (0.1609) loss_bbox_dn_3: 0.1366 (0.1552) loss_bbox_dn_4: 0.1342 (0.1538) loss_bbox_dn_5: 0.1342 (0.1538) loss_giou: 0.4371 (0.4591) loss_giou_aux_0: 0.4676 (0.4817) loss_giou_aux_1: 0.4727 (0.4692) loss_giou_aux_2: 0.4393 (0.4641) loss_giou_aux_3: 0.4421 (0.4605) loss_giou_aux_4: 0.4369 (0.4592) loss_giou_aux_5: 0.5245 (0.5418) loss_giou_dn_0: 0.5608 (0.5552) loss_giou_dn_1: 0.4535 (0.4472) loss_giou_dn_2: 0.4143 (0.4155) loss_giou_dn_3: 0.4022 (0.4072) loss_giou_dn_4: 0.4016 (0.4051) loss_giou_dn_5: 0.4017 (0.4053) loss_vfl: 0.6717 (0.6467) loss_vfl_aux_0: 0.7595 (0.7384) loss_vfl_aux_1: 0.7034 (0.6946) loss_vfl_aux_2: 0.6722 (0.6702) loss_vfl_aux_3: 0.6631 (0.6581) loss_vfl_aux_4: 0.6784 (0.6508) loss_vfl_aux_5: 0.7684 (0.7314) loss_vfl_dn_0: 0.4444 (0.4421) loss_vfl_dn_1: 0.3840 (0.3768) loss_vfl_dn_2: 0.3685 (0.3608) loss_vfl_dn_3: 0.3606 (0.3538) loss_vfl_dn_4: 0.3567 (0.3513) loss_vfl_dn_5: 0.3572 (0.3506) time: 0.4716 data: 0.0177 max mem: 5654 Epoch: [68] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 15.1267 (15.1353) loss_bbox: 0.1343 (0.1456) loss_bbox_aux_0: 0.1432 (0.1577) loss_bbox_aux_1: 0.1466 (0.1510) loss_bbox_aux_2: 0.1336 (0.1482) loss_bbox_aux_3: 0.1293 (0.1462) loss_bbox_aux_4: 0.1338 (0.1456) loss_bbox_aux_5: 0.1740 (0.1919) loss_bbox_dn_0: 0.2169 (0.2492) loss_bbox_dn_1: 0.1590 (0.1809) loss_bbox_dn_2: 0.1456 (0.1608) loss_bbox_dn_3: 0.1414 (0.1551) loss_bbox_dn_4: 0.1367 (0.1538) loss_bbox_dn_5: 0.1366 (0.1538) loss_giou: 0.4605 (0.4592) loss_giou_aux_0: 0.4941 (0.4818) loss_giou_aux_1: 0.4747 (0.4692) loss_giou_aux_2: 0.4797 (0.4641) loss_giou_aux_3: 0.4604 (0.4606) loss_giou_aux_4: 0.4654 (0.4592) loss_giou_aux_5: 0.5563 (0.5419) loss_giou_dn_0: 0.5792 (0.5552) loss_giou_dn_1: 0.4819 (0.4472) loss_giou_dn_2: 0.4445 (0.4155) loss_giou_dn_3: 0.4325 (0.4072) loss_giou_dn_4: 0.4314 (0.4051) loss_giou_dn_5: 0.4314 (0.4053) loss_vfl: 0.6233 (0.6465) loss_vfl_aux_0: 0.7175 (0.7382) loss_vfl_aux_1: 0.6751 (0.6945) loss_vfl_aux_2: 0.6443 (0.6700) loss_vfl_aux_3: 0.6276 (0.6579) loss_vfl_aux_4: 0.6309 (0.6506) loss_vfl_aux_5: 0.7246 (0.7312) loss_vfl_dn_0: 0.4368 (0.4421) loss_vfl_dn_1: 0.3773 (0.3767) loss_vfl_dn_2: 0.3585 (0.3608) loss_vfl_dn_3: 0.3564 (0.3537) loss_vfl_dn_4: 0.3544 (0.3513) loss_vfl_dn_5: 0.3558 (0.3506) time: 0.4780 data: 0.0178 max mem: 5654 Epoch: [68] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.2637 (15.1352) loss_bbox: 0.1377 (0.1456) loss_bbox_aux_0: 0.1575 (0.1577) loss_bbox_aux_1: 0.1436 (0.1510) loss_bbox_aux_2: 0.1449 (0.1482) loss_bbox_aux_3: 0.1432 (0.1462) loss_bbox_aux_4: 0.1394 (0.1456) loss_bbox_aux_5: 0.1664 (0.1918) loss_bbox_dn_0: 0.2063 (0.2492) loss_bbox_dn_1: 0.1570 (0.1809) loss_bbox_dn_2: 0.1471 (0.1608) loss_bbox_dn_3: 0.1415 (0.1551) loss_bbox_dn_4: 0.1386 (0.1537) loss_bbox_dn_5: 0.1386 (0.1537) loss_giou: 0.4904 (0.4592) loss_giou_aux_0: 0.4934 (0.4818) loss_giou_aux_1: 0.4833 (0.4693) loss_giou_aux_2: 0.4811 (0.4641) loss_giou_aux_3: 0.4851 (0.4606) loss_giou_aux_4: 0.4915 (0.4593) loss_giou_aux_5: 0.5523 (0.5420) loss_giou_dn_0: 0.5734 (0.5552) loss_giou_dn_1: 0.4551 (0.4471) loss_giou_dn_2: 0.4267 (0.4154) loss_giou_dn_3: 0.4237 (0.4071) loss_giou_dn_4: 0.4250 (0.4050) loss_giou_dn_5: 0.4254 (0.4052) loss_vfl: 0.6305 (0.6465) loss_vfl_aux_0: 0.7274 (0.7383) loss_vfl_aux_1: 0.6724 (0.6945) loss_vfl_aux_2: 0.6421 (0.6701) loss_vfl_aux_3: 0.6336 (0.6579) loss_vfl_aux_4: 0.6396 (0.6506) loss_vfl_aux_5: 0.7039 (0.7312) loss_vfl_dn_0: 0.4447 (0.4421) loss_vfl_dn_1: 0.3783 (0.3768) loss_vfl_dn_2: 0.3630 (0.3608) loss_vfl_dn_3: 0.3541 (0.3537) loss_vfl_dn_4: 0.3502 (0.3513) loss_vfl_dn_5: 0.3499 (0.3506) time: 0.4786 data: 0.0178 max mem: 5654 Epoch: [68] Total time: 1:00:32 (0.4914 s / it) Averaged stats: lr: 0.000010 loss: 15.2637 (15.1352) loss_bbox: 0.1377 (0.1456) loss_bbox_aux_0: 0.1575 (0.1577) loss_bbox_aux_1: 0.1436 (0.1510) loss_bbox_aux_2: 0.1449 (0.1482) loss_bbox_aux_3: 0.1432 (0.1462) loss_bbox_aux_4: 0.1394 (0.1456) loss_bbox_aux_5: 0.1664 (0.1918) loss_bbox_dn_0: 0.2063 (0.2492) loss_bbox_dn_1: 0.1570 (0.1809) loss_bbox_dn_2: 0.1471 (0.1608) loss_bbox_dn_3: 0.1415 (0.1551) loss_bbox_dn_4: 0.1386 (0.1537) loss_bbox_dn_5: 0.1386 (0.1537) loss_giou: 0.4904 (0.4592) loss_giou_aux_0: 0.4934 (0.4818) loss_giou_aux_1: 0.4833 (0.4693) loss_giou_aux_2: 0.4811 (0.4641) loss_giou_aux_3: 0.4851 (0.4606) loss_giou_aux_4: 0.4915 (0.4593) loss_giou_aux_5: 0.5523 (0.5420) loss_giou_dn_0: 0.5734 (0.5552) loss_giou_dn_1: 0.4551 (0.4471) loss_giou_dn_2: 0.4267 (0.4154) loss_giou_dn_3: 0.4237 (0.4071) loss_giou_dn_4: 0.4250 (0.4050) loss_giou_dn_5: 0.4254 (0.4052) loss_vfl: 0.6305 (0.6465) loss_vfl_aux_0: 0.7274 (0.7383) loss_vfl_aux_1: 0.6724 (0.6945) loss_vfl_aux_2: 0.6421 (0.6701) loss_vfl_aux_3: 0.6336 (0.6579) loss_vfl_aux_4: 0.6396 (0.6506) loss_vfl_aux_5: 0.7039 (0.7312) loss_vfl_dn_0: 0.4447 (0.4421) loss_vfl_dn_1: 0.3783 (0.3768) loss_vfl_dn_2: 0.3630 (0.3608) loss_vfl_dn_3: 0.3541 (0.3537) loss_vfl_dn_4: 0.3502 (0.3513) loss_vfl_dn_5: 0.3499 (0.3506) Test: [ 0/157] eta: 0:04:29 time: 1.7148 data: 1.2892 max mem: 5654 Test: [ 10/157] eta: 0:01:16 time: 0.5209 data: 0.1396 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3956 data: 0.0247 max mem: 5654 Test: [ 30/157] eta: 0:00:55 time: 0.3890 data: 0.0251 max mem: 5654 Test: [ 40/157] eta: 0:00:49 time: 0.3897 data: 0.0252 max mem: 5654 Test: [ 50/157] eta: 0:00:44 time: 0.3938 data: 0.0249 max mem: 5654 Test: [ 60/157] eta: 0:00:51 time: 0.7614 data: 0.0249 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.7513 data: 0.0248 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3862 data: 0.0248 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3927 data: 0.0245 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3860 data: 0.0243 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3936 data: 0.0253 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.3905 data: 0.0257 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3804 data: 0.0248 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3756 data: 0.0244 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3636 data: 0.0245 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3530 data: 0.0238 max mem: 5654 Test: Total time: 0:01:09 (0.4427 s / it) Averaged stats: Accumulating evaluation results... DONE (t=40.67s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [69] [ 0/7393] eta: 19:16:29 lr: 0.000010 loss: 13.5352 (13.5352) loss_bbox: 0.1329 (0.1329) loss_bbox_aux_0: 0.1631 (0.1631) loss_bbox_aux_1: 0.1416 (0.1416) loss_bbox_aux_2: 0.1277 (0.1277) loss_bbox_aux_3: 0.1329 (0.1329) loss_bbox_aux_4: 0.1330 (0.1330) loss_bbox_aux_5: 0.1934 (0.1934) loss_bbox_dn_0: 0.2243 (0.2243) loss_bbox_dn_1: 0.1566 (0.1566) loss_bbox_dn_2: 0.1358 (0.1358) loss_bbox_dn_3: 0.1275 (0.1275) loss_bbox_dn_4: 0.1261 (0.1261) loss_bbox_dn_5: 0.1261 (0.1261) loss_giou: 0.3776 (0.3776) loss_giou_aux_0: 0.4140 (0.4140) loss_giou_aux_1: 0.3941 (0.3941) loss_giou_aux_2: 0.3809 (0.3809) loss_giou_aux_3: 0.3789 (0.3789) loss_giou_aux_4: 0.3786 (0.3786) loss_giou_aux_5: 0.4602 (0.4602) loss_giou_dn_0: 0.4950 (0.4950) loss_giou_dn_1: 0.3866 (0.3866) loss_giou_dn_2: 0.3436 (0.3436) loss_giou_dn_3: 0.3329 (0.3329) loss_giou_dn_4: 0.3309 (0.3309) loss_giou_dn_5: 0.3311 (0.3311) loss_vfl: 0.6139 (0.6139) loss_vfl_aux_0: 0.6750 (0.6750) loss_vfl_aux_1: 0.6112 (0.6112) loss_vfl_aux_2: 0.6264 (0.6264) loss_vfl_aux_3: 0.6091 (0.6091) loss_vfl_aux_4: 0.6146 (0.6146) loss_vfl_aux_5: 0.6687 (0.6687) loss_vfl_dn_0: 0.4391 (0.4391) loss_vfl_dn_1: 0.3713 (0.3713) loss_vfl_dn_2: 0.3538 (0.3538) loss_vfl_dn_3: 0.3437 (0.3437) loss_vfl_dn_4: 0.3423 (0.3423) loss_vfl_dn_5: 0.3411 (0.3411) time: 9.3858 data: 3.6716 max mem: 5654 Epoch: [69] [ 100/7393] eta: 1:12:36 lr: 0.000010 loss: 15.1088 (15.1416) loss_bbox: 0.1446 (0.1421) loss_bbox_aux_0: 0.1549 (0.1556) loss_bbox_aux_1: 0.1478 (0.1467) loss_bbox_aux_2: 0.1452 (0.1436) loss_bbox_aux_3: 0.1430 (0.1413) loss_bbox_aux_4: 0.1469 (0.1419) loss_bbox_aux_5: 0.1846 (0.1863) loss_bbox_dn_0: 0.2468 (0.2474) loss_bbox_dn_1: 0.1798 (0.1812) loss_bbox_dn_2: 0.1612 (0.1606) loss_bbox_dn_3: 0.1588 (0.1547) loss_bbox_dn_4: 0.1561 (0.1533) loss_bbox_dn_5: 0.1561 (0.1534) loss_giou: 0.4132 (0.4633) loss_giou_aux_0: 0.4146 (0.4851) loss_giou_aux_1: 0.4100 (0.4740) loss_giou_aux_2: 0.4085 (0.4679) loss_giou_aux_3: 0.4143 (0.4645) loss_giou_aux_4: 0.4083 (0.4634) loss_giou_aux_5: 0.4937 (0.5484) loss_giou_dn_0: 0.5387 (0.5612) loss_giou_dn_1: 0.4320 (0.4541) loss_giou_dn_2: 0.3977 (0.4216) loss_giou_dn_3: 0.3798 (0.4127) loss_giou_dn_4: 0.3785 (0.4105) loss_giou_dn_5: 0.3786 (0.4106) loss_vfl: 0.6536 (0.6381) loss_vfl_aux_0: 0.7632 (0.7396) loss_vfl_aux_1: 0.7089 (0.6943) loss_vfl_aux_2: 0.6818 (0.6651) loss_vfl_aux_3: 0.6701 (0.6514) loss_vfl_aux_4: 0.6549 (0.6431) loss_vfl_aux_5: 0.7366 (0.7255) loss_vfl_dn_0: 0.4455 (0.4428) loss_vfl_dn_1: 0.3807 (0.3778) loss_vfl_dn_2: 0.3579 (0.3615) loss_vfl_dn_3: 0.3523 (0.3543) loss_vfl_dn_4: 0.3534 (0.3518) loss_vfl_dn_5: 0.3528 (0.3509) time: 0.5075 data: 0.0143 max mem: 5654 Epoch: [69] [ 200/7393] eta: 1:05:21 lr: 0.000010 loss: 15.2055 (15.1736) loss_bbox: 0.1327 (0.1419) loss_bbox_aux_0: 0.1461 (0.1539) loss_bbox_aux_1: 0.1386 (0.1458) loss_bbox_aux_2: 0.1356 (0.1430) loss_bbox_aux_3: 0.1326 (0.1413) loss_bbox_aux_4: 0.1346 (0.1412) loss_bbox_aux_5: 0.1809 (0.1861) loss_bbox_dn_0: 0.2351 (0.2408) loss_bbox_dn_1: 0.1706 (0.1752) loss_bbox_dn_2: 0.1529 (0.1555) loss_bbox_dn_3: 0.1442 (0.1499) loss_bbox_dn_4: 0.1439 (0.1485) loss_bbox_dn_5: 0.1439 (0.1485) loss_giou: 0.4826 (0.4740) loss_giou_aux_0: 0.5074 (0.4949) loss_giou_aux_1: 0.4786 (0.4825) loss_giou_aux_2: 0.4924 (0.4772) loss_giou_aux_3: 0.4862 (0.4744) loss_giou_aux_4: 0.4799 (0.4735) loss_giou_aux_5: 0.5423 (0.5577) loss_giou_dn_0: 0.5594 (0.5632) loss_giou_dn_1: 0.4693 (0.4560) loss_giou_dn_2: 0.4413 (0.4238) loss_giou_dn_3: 0.4330 (0.4154) loss_giou_dn_4: 0.4313 (0.4133) loss_giou_dn_5: 0.4319 (0.4134) loss_vfl: 0.6222 (0.6355) loss_vfl_aux_0: 0.7300 (0.7364) loss_vfl_aux_1: 0.6855 (0.6910) loss_vfl_aux_2: 0.6431 (0.6629) loss_vfl_aux_3: 0.6299 (0.6497) loss_vfl_aux_4: 0.6226 (0.6406) loss_vfl_aux_5: 0.7174 (0.7224) loss_vfl_dn_0: 0.4385 (0.4428) loss_vfl_dn_1: 0.3750 (0.3783) loss_vfl_dn_2: 0.3599 (0.3625) loss_vfl_dn_3: 0.3538 (0.3555) loss_vfl_dn_4: 0.3508 (0.3530) loss_vfl_dn_5: 0.3501 (0.3521) time: 0.4901 data: 0.0145 max mem: 5654 Epoch: [69] [ 300/7393] eta: 1:02:07 lr: 0.000010 loss: 15.3181 (15.1677) loss_bbox: 0.1433 (0.1422) loss_bbox_aux_0: 0.1539 (0.1547) loss_bbox_aux_1: 0.1459 (0.1465) loss_bbox_aux_2: 0.1408 (0.1439) loss_bbox_aux_3: 0.1435 (0.1421) loss_bbox_aux_4: 0.1421 (0.1418) loss_bbox_aux_5: 0.1804 (0.1867) loss_bbox_dn_0: 0.2362 (0.2422) loss_bbox_dn_1: 0.1643 (0.1755) loss_bbox_dn_2: 0.1450 (0.1558) loss_bbox_dn_3: 0.1398 (0.1501) loss_bbox_dn_4: 0.1386 (0.1486) loss_bbox_dn_5: 0.1387 (0.1487) loss_giou: 0.4791 (0.4711) loss_giou_aux_0: 0.4944 (0.4925) loss_giou_aux_1: 0.4914 (0.4794) loss_giou_aux_2: 0.4671 (0.4748) loss_giou_aux_3: 0.4643 (0.4715) loss_giou_aux_4: 0.4784 (0.4707) loss_giou_aux_5: 0.5506 (0.5545) loss_giou_dn_0: 0.5659 (0.5623) loss_giou_dn_1: 0.4540 (0.4544) loss_giou_dn_2: 0.4171 (0.4221) loss_giou_dn_3: 0.4096 (0.4137) loss_giou_dn_4: 0.4063 (0.4116) loss_giou_dn_5: 0.4064 (0.4118) loss_vfl: 0.6158 (0.6368) loss_vfl_aux_0: 0.7048 (0.7374) loss_vfl_aux_1: 0.6757 (0.6941) loss_vfl_aux_2: 0.6674 (0.6651) loss_vfl_aux_3: 0.6409 (0.6520) loss_vfl_aux_4: 0.6277 (0.6423) loss_vfl_aux_5: 0.7582 (0.7251) loss_vfl_dn_0: 0.4490 (0.4433) loss_vfl_dn_1: 0.3824 (0.3788) loss_vfl_dn_2: 0.3682 (0.3628) loss_vfl_dn_3: 0.3632 (0.3556) loss_vfl_dn_4: 0.3592 (0.3530) loss_vfl_dn_5: 0.3581 (0.3522) time: 0.4928 data: 0.0144 max mem: 5654 Epoch: [69] [ 400/7393] eta: 1:00:07 lr: 0.000010 loss: 14.6223 (15.1596) loss_bbox: 0.1219 (0.1426) loss_bbox_aux_0: 0.1340 (0.1547) loss_bbox_aux_1: 0.1304 (0.1464) loss_bbox_aux_2: 0.1276 (0.1442) loss_bbox_aux_3: 0.1214 (0.1428) loss_bbox_aux_4: 0.1218 (0.1422) loss_bbox_aux_5: 0.1690 (0.1865) loss_bbox_dn_0: 0.2180 (0.2413) loss_bbox_dn_1: 0.1573 (0.1748) loss_bbox_dn_2: 0.1428 (0.1553) loss_bbox_dn_3: 0.1369 (0.1497) loss_bbox_dn_4: 0.1356 (0.1483) loss_bbox_dn_5: 0.1357 (0.1483) loss_giou: 0.4426 (0.4711) loss_giou_aux_0: 0.4685 (0.4922) loss_giou_aux_1: 0.4617 (0.4795) loss_giou_aux_2: 0.4654 (0.4751) loss_giou_aux_3: 0.4521 (0.4718) loss_giou_aux_4: 0.4479 (0.4707) loss_giou_aux_5: 0.5205 (0.5529) loss_giou_dn_0: 0.5421 (0.5611) loss_giou_dn_1: 0.4438 (0.4536) loss_giou_dn_2: 0.4078 (0.4215) loss_giou_dn_3: 0.3996 (0.4133) loss_giou_dn_4: 0.3971 (0.4112) loss_giou_dn_5: 0.3976 (0.4115) loss_vfl: 0.6254 (0.6363) loss_vfl_aux_0: 0.6966 (0.7359) loss_vfl_aux_1: 0.6657 (0.6943) loss_vfl_aux_2: 0.6663 (0.6652) loss_vfl_aux_3: 0.6572 (0.6509) loss_vfl_aux_4: 0.6482 (0.6416) loss_vfl_aux_5: 0.7369 (0.7267) loss_vfl_dn_0: 0.4381 (0.4436) loss_vfl_dn_1: 0.3801 (0.3790) loss_vfl_dn_2: 0.3651 (0.3629) loss_vfl_dn_3: 0.3576 (0.3555) loss_vfl_dn_4: 0.3546 (0.3529) loss_vfl_dn_5: 0.3529 (0.3521) time: 0.4835 data: 0.0146 max mem: 5654 Epoch: [69] [ 500/7393] eta: 0:58:23 lr: 0.000010 loss: 14.9269 (15.1378) loss_bbox: 0.1463 (0.1423) loss_bbox_aux_0: 0.1606 (0.1543) loss_bbox_aux_1: 0.1582 (0.1463) loss_bbox_aux_2: 0.1470 (0.1442) loss_bbox_aux_3: 0.1380 (0.1423) loss_bbox_aux_4: 0.1414 (0.1419) loss_bbox_aux_5: 0.1853 (0.1866) loss_bbox_dn_0: 0.2622 (0.2421) loss_bbox_dn_1: 0.1849 (0.1754) loss_bbox_dn_2: 0.1673 (0.1556) loss_bbox_dn_3: 0.1605 (0.1499) loss_bbox_dn_4: 0.1601 (0.1485) loss_bbox_dn_5: 0.1601 (0.1486) loss_giou: 0.3977 (0.4678) loss_giou_aux_0: 0.4242 (0.4892) loss_giou_aux_1: 0.4090 (0.4765) loss_giou_aux_2: 0.4055 (0.4722) loss_giou_aux_3: 0.4022 (0.4686) loss_giou_aux_4: 0.3970 (0.4676) loss_giou_aux_5: 0.4942 (0.5503) loss_giou_dn_0: 0.5262 (0.5593) loss_giou_dn_1: 0.4142 (0.4514) loss_giou_dn_2: 0.3771 (0.4194) loss_giou_dn_3: 0.3671 (0.4111) loss_giou_dn_4: 0.3649 (0.4090) loss_giou_dn_5: 0.3649 (0.4092) loss_vfl: 0.6688 (0.6388) loss_vfl_aux_0: 0.7636 (0.7379) loss_vfl_aux_1: 0.7357 (0.6960) loss_vfl_aux_2: 0.6912 (0.6666) loss_vfl_aux_3: 0.6885 (0.6535) loss_vfl_aux_4: 0.6678 (0.6439) loss_vfl_aux_5: 0.7641 (0.7289) loss_vfl_dn_0: 0.4402 (0.4430) loss_vfl_dn_1: 0.3708 (0.3783) loss_vfl_dn_2: 0.3525 (0.3623) loss_vfl_dn_3: 0.3446 (0.3550) loss_vfl_dn_4: 0.3458 (0.3524) loss_vfl_dn_5: 0.3459 (0.3516) time: 0.4671 data: 0.0148 max mem: 5654 Epoch: [69] [ 600/7393] eta: 0:56:56 lr: 0.000010 loss: 14.3221 (15.0945) loss_bbox: 0.1441 (0.1427) loss_bbox_aux_0: 0.1478 (0.1542) loss_bbox_aux_1: 0.1453 (0.1465) loss_bbox_aux_2: 0.1455 (0.1445) loss_bbox_aux_3: 0.1433 (0.1426) loss_bbox_aux_4: 0.1447 (0.1424) loss_bbox_aux_5: 0.1736 (0.1862) loss_bbox_dn_0: 0.2286 (0.2427) loss_bbox_dn_1: 0.1678 (0.1754) loss_bbox_dn_2: 0.1558 (0.1555) loss_bbox_dn_3: 0.1493 (0.1498) loss_bbox_dn_4: 0.1459 (0.1484) loss_bbox_dn_5: 0.1459 (0.1484) loss_giou: 0.4460 (0.4670) loss_giou_aux_0: 0.4678 (0.4878) loss_giou_aux_1: 0.4501 (0.4751) loss_giou_aux_2: 0.4406 (0.4709) loss_giou_aux_3: 0.4479 (0.4677) loss_giou_aux_4: 0.4443 (0.4667) loss_giou_aux_5: 0.5203 (0.5493) loss_giou_dn_0: 0.5379 (0.5576) loss_giou_dn_1: 0.4221 (0.4493) loss_giou_dn_2: 0.3797 (0.4172) loss_giou_dn_3: 0.3686 (0.4090) loss_giou_dn_4: 0.3673 (0.4069) loss_giou_dn_5: 0.3679 (0.4071) loss_vfl: 0.6046 (0.6350) loss_vfl_aux_0: 0.6954 (0.7353) loss_vfl_aux_1: 0.6350 (0.6919) loss_vfl_aux_2: 0.6218 (0.6634) loss_vfl_aux_3: 0.6112 (0.6499) loss_vfl_aux_4: 0.6078 (0.6400) loss_vfl_aux_5: 0.7029 (0.7262) loss_vfl_dn_0: 0.4374 (0.4431) loss_vfl_dn_1: 0.3738 (0.3782) loss_vfl_dn_2: 0.3570 (0.3621) loss_vfl_dn_3: 0.3540 (0.3547) loss_vfl_dn_4: 0.3511 (0.3522) loss_vfl_dn_5: 0.3502 (0.3514) time: 0.4666 data: 0.0145 max mem: 5654 Epoch: [69] [ 700/7393] eta: 0:55:34 lr: 0.000010 loss: 15.0704 (15.1047) loss_bbox: 0.1226 (0.1436) loss_bbox_aux_0: 0.1333 (0.1552) loss_bbox_aux_1: 0.1302 (0.1478) loss_bbox_aux_2: 0.1268 (0.1456) loss_bbox_aux_3: 0.1252 (0.1436) loss_bbox_aux_4: 0.1253 (0.1434) loss_bbox_aux_5: 0.1604 (0.1874) loss_bbox_dn_0: 0.2001 (0.2444) loss_bbox_dn_1: 0.1350 (0.1768) loss_bbox_dn_2: 0.1254 (0.1568) loss_bbox_dn_3: 0.1185 (0.1509) loss_bbox_dn_4: 0.1163 (0.1495) loss_bbox_dn_5: 0.1163 (0.1495) loss_giou: 0.4993 (0.4661) loss_giou_aux_0: 0.5076 (0.4867) loss_giou_aux_1: 0.4977 (0.4743) loss_giou_aux_2: 0.4840 (0.4702) loss_giou_aux_3: 0.4997 (0.4668) loss_giou_aux_4: 0.4992 (0.4658) loss_giou_aux_5: 0.5724 (0.5485) loss_giou_dn_0: 0.5746 (0.5572) loss_giou_dn_1: 0.4749 (0.4488) loss_giou_dn_2: 0.4433 (0.4168) loss_giou_dn_3: 0.4323 (0.4085) loss_giou_dn_4: 0.4325 (0.4063) loss_giou_dn_5: 0.4327 (0.4066) loss_vfl: 0.5950 (0.6360) loss_vfl_aux_0: 0.6910 (0.7364) loss_vfl_aux_1: 0.6284 (0.6918) loss_vfl_aux_2: 0.6255 (0.6635) loss_vfl_aux_3: 0.6218 (0.6505) loss_vfl_aux_4: 0.6025 (0.6410) loss_vfl_aux_5: 0.6951 (0.7266) loss_vfl_dn_0: 0.4450 (0.4434) loss_vfl_dn_1: 0.3781 (0.3782) loss_vfl_dn_2: 0.3636 (0.3621) loss_vfl_dn_3: 0.3551 (0.3547) loss_vfl_dn_4: 0.3535 (0.3522) loss_vfl_dn_5: 0.3521 (0.3514) time: 0.4729 data: 0.0147 max mem: 5654 Epoch: [69] [ 800/7393] eta: 0:54:27 lr: 0.000010 loss: 14.9618 (15.0905) loss_bbox: 0.1433 (0.1432) loss_bbox_aux_0: 0.1580 (0.1550) loss_bbox_aux_1: 0.1521 (0.1475) loss_bbox_aux_2: 0.1485 (0.1452) loss_bbox_aux_3: 0.1427 (0.1432) loss_bbox_aux_4: 0.1428 (0.1430) loss_bbox_aux_5: 0.1889 (0.1872) loss_bbox_dn_0: 0.2366 (0.2437) loss_bbox_dn_1: 0.1787 (0.1763) loss_bbox_dn_2: 0.1646 (0.1565) loss_bbox_dn_3: 0.1581 (0.1507) loss_bbox_dn_4: 0.1559 (0.1493) loss_bbox_dn_5: 0.1559 (0.1493) loss_giou: 0.4418 (0.4660) loss_giou_aux_0: 0.4524 (0.4866) loss_giou_aux_1: 0.4495 (0.4744) loss_giou_aux_2: 0.4431 (0.4700) loss_giou_aux_3: 0.4513 (0.4667) loss_giou_aux_4: 0.4473 (0.4657) loss_giou_aux_5: 0.5222 (0.5487) loss_giou_dn_0: 0.5545 (0.5574) loss_giou_dn_1: 0.4425 (0.4489) loss_giou_dn_2: 0.4117 (0.4168) loss_giou_dn_3: 0.4061 (0.4086) loss_giou_dn_4: 0.4044 (0.4065) loss_giou_dn_5: 0.4051 (0.4067) loss_vfl: 0.6088 (0.6352) loss_vfl_aux_0: 0.6941 (0.7349) loss_vfl_aux_1: 0.6729 (0.6899) loss_vfl_aux_2: 0.6377 (0.6623) loss_vfl_aux_3: 0.6171 (0.6492) loss_vfl_aux_4: 0.6161 (0.6402) loss_vfl_aux_5: 0.6885 (0.7255) loss_vfl_dn_0: 0.4366 (0.4429) loss_vfl_dn_1: 0.3739 (0.3780) loss_vfl_dn_2: 0.3620 (0.3618) loss_vfl_dn_3: 0.3587 (0.3545) loss_vfl_dn_4: 0.3556 (0.3520) loss_vfl_dn_5: 0.3539 (0.3512) time: 0.4707 data: 0.0147 max mem: 5654 Epoch: [69] [ 900/7393] eta: 0:53:21 lr: 0.000010 loss: 14.4754 (15.0677) loss_bbox: 0.1380 (0.1429) loss_bbox_aux_0: 0.1489 (0.1551) loss_bbox_aux_1: 0.1318 (0.1475) loss_bbox_aux_2: 0.1342 (0.1449) loss_bbox_aux_3: 0.1384 (0.1430) loss_bbox_aux_4: 0.1380 (0.1428) loss_bbox_aux_5: 0.1648 (0.1875) loss_bbox_dn_0: 0.2269 (0.2437) loss_bbox_dn_1: 0.1577 (0.1763) loss_bbox_dn_2: 0.1348 (0.1565) loss_bbox_dn_3: 0.1319 (0.1508) loss_bbox_dn_4: 0.1307 (0.1494) loss_bbox_dn_5: 0.1308 (0.1494) loss_giou: 0.4188 (0.4642) loss_giou_aux_0: 0.4480 (0.4855) loss_giou_aux_1: 0.4291 (0.4729) loss_giou_aux_2: 0.4360 (0.4683) loss_giou_aux_3: 0.4257 (0.4651) loss_giou_aux_4: 0.4239 (0.4639) loss_giou_aux_5: 0.5112 (0.5475) loss_giou_dn_0: 0.5357 (0.5564) loss_giou_dn_1: 0.4344 (0.4479) loss_giou_dn_2: 0.3993 (0.4160) loss_giou_dn_3: 0.3918 (0.4077) loss_giou_dn_4: 0.3906 (0.4056) loss_giou_dn_5: 0.3914 (0.4058) loss_vfl: 0.6249 (0.6352) loss_vfl_aux_0: 0.6980 (0.7334) loss_vfl_aux_1: 0.6546 (0.6888) loss_vfl_aux_2: 0.6317 (0.6617) loss_vfl_aux_3: 0.6260 (0.6489) loss_vfl_aux_4: 0.6232 (0.6400) loss_vfl_aux_5: 0.6933 (0.7241) loss_vfl_dn_0: 0.4314 (0.4427) loss_vfl_dn_1: 0.3694 (0.3776) loss_vfl_dn_2: 0.3518 (0.3615) loss_vfl_dn_3: 0.3471 (0.3543) loss_vfl_dn_4: 0.3458 (0.3518) loss_vfl_dn_5: 0.3451 (0.3511) time: 0.4722 data: 0.0141 max mem: 5654 Epoch: [69] [1000/7393] eta: 0:52:23 lr: 0.000010 loss: 14.7208 (15.0622) loss_bbox: 0.1509 (0.1430) loss_bbox_aux_0: 0.1773 (0.1551) loss_bbox_aux_1: 0.1658 (0.1475) loss_bbox_aux_2: 0.1571 (0.1449) loss_bbox_aux_3: 0.1555 (0.1430) loss_bbox_aux_4: 0.1509 (0.1427) loss_bbox_aux_5: 0.2083 (0.1877) loss_bbox_dn_0: 0.2849 (0.2441) loss_bbox_dn_1: 0.2075 (0.1766) loss_bbox_dn_2: 0.1824 (0.1569) loss_bbox_dn_3: 0.1741 (0.1512) loss_bbox_dn_4: 0.1717 (0.1498) loss_bbox_dn_5: 0.1717 (0.1498) loss_giou: 0.3913 (0.4627) loss_giou_aux_0: 0.4220 (0.4838) loss_giou_aux_1: 0.3981 (0.4712) loss_giou_aux_2: 0.3864 (0.4666) loss_giou_aux_3: 0.3961 (0.4635) loss_giou_aux_4: 0.3914 (0.4624) loss_giou_aux_5: 0.5047 (0.5458) loss_giou_dn_0: 0.5170 (0.5553) loss_giou_dn_1: 0.4012 (0.4467) loss_giou_dn_2: 0.3700 (0.4149) loss_giou_dn_3: 0.3535 (0.4066) loss_giou_dn_4: 0.3534 (0.4045) loss_giou_dn_5: 0.3538 (0.4048) loss_vfl: 0.6450 (0.6365) loss_vfl_aux_0: 0.7630 (0.7346) loss_vfl_aux_1: 0.7150 (0.6903) loss_vfl_aux_2: 0.7076 (0.6638) loss_vfl_aux_3: 0.6612 (0.6504) loss_vfl_aux_4: 0.6656 (0.6415) loss_vfl_aux_5: 0.7576 (0.7257) loss_vfl_dn_0: 0.4455 (0.4428) loss_vfl_dn_1: 0.3662 (0.3774) loss_vfl_dn_2: 0.3504 (0.3613) loss_vfl_dn_3: 0.3429 (0.3542) loss_vfl_dn_4: 0.3410 (0.3517) loss_vfl_dn_5: 0.3393 (0.3509) time: 0.4706 data: 0.0139 max mem: 5654 Epoch: [69] [1100/7393] eta: 0:51:29 lr: 0.000010 loss: 14.7954 (15.0668) loss_bbox: 0.1359 (0.1434) loss_bbox_aux_0: 0.1380 (0.1557) loss_bbox_aux_1: 0.1401 (0.1481) loss_bbox_aux_2: 0.1385 (0.1453) loss_bbox_aux_3: 0.1335 (0.1434) loss_bbox_aux_4: 0.1344 (0.1431) loss_bbox_aux_5: 0.1725 (0.1887) loss_bbox_dn_0: 0.2104 (0.2449) loss_bbox_dn_1: 0.1518 (0.1772) loss_bbox_dn_2: 0.1366 (0.1574) loss_bbox_dn_3: 0.1338 (0.1517) loss_bbox_dn_4: 0.1326 (0.1503) loss_bbox_dn_5: 0.1326 (0.1503) loss_giou: 0.4198 (0.4620) loss_giou_aux_0: 0.4374 (0.4835) loss_giou_aux_1: 0.4310 (0.4707) loss_giou_aux_2: 0.4229 (0.4660) loss_giou_aux_3: 0.4176 (0.4629) loss_giou_aux_4: 0.4185 (0.4619) loss_giou_aux_5: 0.5181 (0.5456) loss_giou_dn_0: 0.5239 (0.5551) loss_giou_dn_1: 0.4150 (0.4465) loss_giou_dn_2: 0.3798 (0.4146) loss_giou_dn_3: 0.3721 (0.4063) loss_giou_dn_4: 0.3727 (0.4042) loss_giou_dn_5: 0.3733 (0.4045) loss_vfl: 0.6370 (0.6375) loss_vfl_aux_0: 0.7186 (0.7346) loss_vfl_aux_1: 0.6897 (0.6904) loss_vfl_aux_2: 0.6737 (0.6644) loss_vfl_aux_3: 0.6499 (0.6510) loss_vfl_aux_4: 0.6525 (0.6424) loss_vfl_aux_5: 0.7154 (0.7259) loss_vfl_dn_0: 0.4382 (0.4426) loss_vfl_dn_1: 0.3736 (0.3771) loss_vfl_dn_2: 0.3574 (0.3612) loss_vfl_dn_3: 0.3518 (0.3541) loss_vfl_dn_4: 0.3479 (0.3515) loss_vfl_dn_5: 0.3491 (0.3508) time: 0.4787 data: 0.0147 max mem: 5654 Epoch: [69] [1200/7393] eta: 0:50:36 lr: 0.000010 loss: 15.2919 (15.0605) loss_bbox: 0.1351 (0.1437) loss_bbox_aux_0: 0.1424 (0.1560) loss_bbox_aux_1: 0.1381 (0.1486) loss_bbox_aux_2: 0.1338 (0.1457) loss_bbox_aux_3: 0.1380 (0.1439) loss_bbox_aux_4: 0.1346 (0.1434) loss_bbox_aux_5: 0.1754 (0.1891) loss_bbox_dn_0: 0.2230 (0.2456) loss_bbox_dn_1: 0.1674 (0.1777) loss_bbox_dn_2: 0.1522 (0.1577) loss_bbox_dn_3: 0.1465 (0.1520) loss_bbox_dn_4: 0.1436 (0.1506) loss_bbox_dn_5: 0.1436 (0.1506) loss_giou: 0.4489 (0.4615) loss_giou_aux_0: 0.4659 (0.4829) loss_giou_aux_1: 0.4627 (0.4703) loss_giou_aux_2: 0.4552 (0.4655) loss_giou_aux_3: 0.4509 (0.4624) loss_giou_aux_4: 0.4466 (0.4613) loss_giou_aux_5: 0.5344 (0.5448) loss_giou_dn_0: 0.5499 (0.5546) loss_giou_dn_1: 0.4451 (0.4461) loss_giou_dn_2: 0.4114 (0.4142) loss_giou_dn_3: 0.4050 (0.4059) loss_giou_dn_4: 0.4034 (0.4038) loss_giou_dn_5: 0.4038 (0.4040) loss_vfl: 0.6494 (0.6370) loss_vfl_aux_0: 0.7470 (0.7342) loss_vfl_aux_1: 0.6993 (0.6897) loss_vfl_aux_2: 0.6779 (0.6635) loss_vfl_aux_3: 0.6624 (0.6504) loss_vfl_aux_4: 0.6611 (0.6420) loss_vfl_aux_5: 0.7128 (0.7260) loss_vfl_dn_0: 0.4424 (0.4425) loss_vfl_dn_1: 0.3770 (0.3769) loss_vfl_dn_2: 0.3638 (0.3609) loss_vfl_dn_3: 0.3584 (0.3538) loss_vfl_dn_4: 0.3555 (0.3513) loss_vfl_dn_5: 0.3555 (0.3506) time: 0.4742 data: 0.0147 max mem: 5654 Epoch: [69] [1300/7393] eta: 0:49:42 lr: 0.000010 loss: 15.0157 (15.0502) loss_bbox: 0.1344 (0.1435) loss_bbox_aux_0: 0.1436 (0.1557) loss_bbox_aux_1: 0.1354 (0.1485) loss_bbox_aux_2: 0.1328 (0.1456) loss_bbox_aux_3: 0.1351 (0.1438) loss_bbox_aux_4: 0.1371 (0.1433) loss_bbox_aux_5: 0.1775 (0.1892) loss_bbox_dn_0: 0.2279 (0.2458) loss_bbox_dn_1: 0.1586 (0.1778) loss_bbox_dn_2: 0.1488 (0.1578) loss_bbox_dn_3: 0.1406 (0.1521) loss_bbox_dn_4: 0.1375 (0.1507) loss_bbox_dn_5: 0.1375 (0.1507) loss_giou: 0.4405 (0.4601) loss_giou_aux_0: 0.4606 (0.4817) loss_giou_aux_1: 0.4458 (0.4691) loss_giou_aux_2: 0.4401 (0.4643) loss_giou_aux_3: 0.4422 (0.4612) loss_giou_aux_4: 0.4404 (0.4600) loss_giou_aux_5: 0.5271 (0.5437) loss_giou_dn_0: 0.5432 (0.5543) loss_giou_dn_1: 0.4379 (0.4457) loss_giou_dn_2: 0.4017 (0.4138) loss_giou_dn_3: 0.3925 (0.4055) loss_giou_dn_4: 0.3921 (0.4034) loss_giou_dn_5: 0.3920 (0.4036) loss_vfl: 0.6564 (0.6376) loss_vfl_aux_0: 0.7363 (0.7346) loss_vfl_aux_1: 0.6875 (0.6897) loss_vfl_aux_2: 0.6603 (0.6636) loss_vfl_aux_3: 0.6586 (0.6506) loss_vfl_aux_4: 0.6555 (0.6425) loss_vfl_aux_5: 0.7290 (0.7263) loss_vfl_dn_0: 0.4392 (0.4422) loss_vfl_dn_1: 0.3739 (0.3767) loss_vfl_dn_2: 0.3624 (0.3607) loss_vfl_dn_3: 0.3557 (0.3536) loss_vfl_dn_4: 0.3536 (0.3511) loss_vfl_dn_5: 0.3559 (0.3504) time: 0.4787 data: 0.0146 max mem: 5654 Epoch: [69] [1400/7393] eta: 0:48:53 lr: 0.000010 loss: 14.8392 (15.0512) loss_bbox: 0.1373 (0.1434) loss_bbox_aux_0: 0.1381 (0.1555) loss_bbox_aux_1: 0.1358 (0.1483) loss_bbox_aux_2: 0.1366 (0.1455) loss_bbox_aux_3: 0.1387 (0.1437) loss_bbox_aux_4: 0.1377 (0.1432) loss_bbox_aux_5: 0.1833 (0.1889) loss_bbox_dn_0: 0.2375 (0.2453) loss_bbox_dn_1: 0.1692 (0.1774) loss_bbox_dn_2: 0.1538 (0.1575) loss_bbox_dn_3: 0.1436 (0.1518) loss_bbox_dn_4: 0.1427 (0.1504) loss_bbox_dn_5: 0.1427 (0.1504) loss_giou: 0.4112 (0.4605) loss_giou_aux_0: 0.4167 (0.4820) loss_giou_aux_1: 0.4211 (0.4696) loss_giou_aux_2: 0.4114 (0.4648) loss_giou_aux_3: 0.4122 (0.4617) loss_giou_aux_4: 0.4115 (0.4604) loss_giou_aux_5: 0.4767 (0.5437) loss_giou_dn_0: 0.5198 (0.5543) loss_giou_dn_1: 0.4205 (0.4458) loss_giou_dn_2: 0.3876 (0.4141) loss_giou_dn_3: 0.3770 (0.4058) loss_giou_dn_4: 0.3743 (0.4037) loss_giou_dn_5: 0.3743 (0.4039) loss_vfl: 0.6242 (0.6378) loss_vfl_aux_0: 0.7289 (0.7346) loss_vfl_aux_1: 0.6706 (0.6894) loss_vfl_aux_2: 0.6477 (0.6635) loss_vfl_aux_3: 0.6251 (0.6504) loss_vfl_aux_4: 0.6227 (0.6427) loss_vfl_aux_5: 0.7313 (0.7265) loss_vfl_dn_0: 0.4458 (0.4422) loss_vfl_dn_1: 0.3789 (0.3767) loss_vfl_dn_2: 0.3618 (0.3608) loss_vfl_dn_3: 0.3544 (0.3537) loss_vfl_dn_4: 0.3504 (0.3511) loss_vfl_dn_5: 0.3478 (0.3504) time: 0.5013 data: 0.0152 max mem: 5654 Epoch: [69] [1500/7393] eta: 0:47:59 lr: 0.000010 loss: 15.1039 (15.0560) loss_bbox: 0.1503 (0.1440) loss_bbox_aux_0: 0.1614 (0.1561) loss_bbox_aux_1: 0.1538 (0.1488) loss_bbox_aux_2: 0.1502 (0.1460) loss_bbox_aux_3: 0.1489 (0.1442) loss_bbox_aux_4: 0.1503 (0.1437) loss_bbox_aux_5: 0.2012 (0.1897) loss_bbox_dn_0: 0.2592 (0.2463) loss_bbox_dn_1: 0.1824 (0.1781) loss_bbox_dn_2: 0.1655 (0.1582) loss_bbox_dn_3: 0.1568 (0.1524) loss_bbox_dn_4: 0.1541 (0.1510) loss_bbox_dn_5: 0.1541 (0.1510) loss_giou: 0.4075 (0.4601) loss_giou_aux_0: 0.4630 (0.4817) loss_giou_aux_1: 0.4524 (0.4692) loss_giou_aux_2: 0.4235 (0.4644) loss_giou_aux_3: 0.4164 (0.4613) loss_giou_aux_4: 0.4104 (0.4600) loss_giou_aux_5: 0.5079 (0.5434) loss_giou_dn_0: 0.5310 (0.5541) loss_giou_dn_1: 0.4164 (0.4455) loss_giou_dn_2: 0.3924 (0.4137) loss_giou_dn_3: 0.3835 (0.4054) loss_giou_dn_4: 0.3825 (0.4032) loss_giou_dn_5: 0.3827 (0.4034) loss_vfl: 0.6354 (0.6382) loss_vfl_aux_0: 0.7283 (0.7347) loss_vfl_aux_1: 0.6789 (0.6896) loss_vfl_aux_2: 0.6631 (0.6639) loss_vfl_aux_3: 0.6441 (0.6510) loss_vfl_aux_4: 0.6445 (0.6431) loss_vfl_aux_5: 0.7245 (0.7267) loss_vfl_dn_0: 0.4440 (0.4421) loss_vfl_dn_1: 0.3682 (0.3765) loss_vfl_dn_2: 0.3516 (0.3606) loss_vfl_dn_3: 0.3414 (0.3535) loss_vfl_dn_4: 0.3401 (0.3509) loss_vfl_dn_5: 0.3408 (0.3502) time: 0.4864 data: 0.0155 max mem: 5654 Epoch: [69] [1600/7393] eta: 0:47:06 lr: 0.000010 loss: 15.2844 (15.0587) loss_bbox: 0.1383 (0.1442) loss_bbox_aux_0: 0.1474 (0.1565) loss_bbox_aux_1: 0.1403 (0.1492) loss_bbox_aux_2: 0.1435 (0.1463) loss_bbox_aux_3: 0.1358 (0.1445) loss_bbox_aux_4: 0.1383 (0.1440) loss_bbox_aux_5: 0.1949 (0.1902) loss_bbox_dn_0: 0.2410 (0.2471) loss_bbox_dn_1: 0.1745 (0.1787) loss_bbox_dn_2: 0.1575 (0.1588) loss_bbox_dn_3: 0.1478 (0.1530) loss_bbox_dn_4: 0.1491 (0.1516) loss_bbox_dn_5: 0.1491 (0.1516) loss_giou: 0.4292 (0.4589) loss_giou_aux_0: 0.4471 (0.4806) loss_giou_aux_1: 0.4272 (0.4679) loss_giou_aux_2: 0.4337 (0.4631) loss_giou_aux_3: 0.4282 (0.4601) loss_giou_aux_4: 0.4279 (0.4588) loss_giou_aux_5: 0.5039 (0.5422) loss_giou_dn_0: 0.5653 (0.5534) loss_giou_dn_1: 0.4615 (0.4447) loss_giou_dn_2: 0.4255 (0.4130) loss_giou_dn_3: 0.4044 (0.4047) loss_giou_dn_4: 0.4005 (0.4025) loss_giou_dn_5: 0.4006 (0.4028) loss_vfl: 0.6558 (0.6395) loss_vfl_aux_0: 0.7530 (0.7357) loss_vfl_aux_1: 0.7106 (0.6910) loss_vfl_aux_2: 0.6770 (0.6654) loss_vfl_aux_3: 0.6773 (0.6523) loss_vfl_aux_4: 0.6542 (0.6444) loss_vfl_aux_5: 0.7479 (0.7283) loss_vfl_dn_0: 0.4430 (0.4423) loss_vfl_dn_1: 0.3744 (0.3765) loss_vfl_dn_2: 0.3604 (0.3606) loss_vfl_dn_3: 0.3504 (0.3534) loss_vfl_dn_4: 0.3474 (0.3508) loss_vfl_dn_5: 0.3470 (0.3501) time: 0.4812 data: 0.0156 max mem: 5654 Epoch: [69] [1700/7393] eta: 0:46:15 lr: 0.000010 loss: 15.3849 (15.0687) loss_bbox: 0.1218 (0.1442) loss_bbox_aux_0: 0.1346 (0.1565) loss_bbox_aux_1: 0.1293 (0.1491) loss_bbox_aux_2: 0.1315 (0.1462) loss_bbox_aux_3: 0.1239 (0.1445) loss_bbox_aux_4: 0.1244 (0.1440) loss_bbox_aux_5: 0.1770 (0.1903) loss_bbox_dn_0: 0.2279 (0.2473) loss_bbox_dn_1: 0.1731 (0.1789) loss_bbox_dn_2: 0.1477 (0.1590) loss_bbox_dn_3: 0.1419 (0.1532) loss_bbox_dn_4: 0.1393 (0.1518) loss_bbox_dn_5: 0.1393 (0.1519) loss_giou: 0.4127 (0.4589) loss_giou_aux_0: 0.4421 (0.4809) loss_giou_aux_1: 0.4383 (0.4680) loss_giou_aux_2: 0.4120 (0.4632) loss_giou_aux_3: 0.4213 (0.4602) loss_giou_aux_4: 0.4114 (0.4588) loss_giou_aux_5: 0.4966 (0.5422) loss_giou_dn_0: 0.5488 (0.5539) loss_giou_dn_1: 0.4337 (0.4452) loss_giou_dn_2: 0.4043 (0.4135) loss_giou_dn_3: 0.3943 (0.4052) loss_giou_dn_4: 0.3913 (0.4031) loss_giou_dn_5: 0.3914 (0.4033) loss_vfl: 0.6732 (0.6403) loss_vfl_aux_0: 0.7621 (0.7360) loss_vfl_aux_1: 0.7101 (0.6915) loss_vfl_aux_2: 0.6915 (0.6659) loss_vfl_aux_3: 0.6934 (0.6531) loss_vfl_aux_4: 0.6710 (0.6451) loss_vfl_aux_5: 0.7596 (0.7291) loss_vfl_dn_0: 0.4460 (0.4423) loss_vfl_dn_1: 0.3846 (0.3767) loss_vfl_dn_2: 0.3683 (0.3607) loss_vfl_dn_3: 0.3606 (0.3535) loss_vfl_dn_4: 0.3601 (0.3510) loss_vfl_dn_5: 0.3587 (0.3502) time: 0.4814 data: 0.0162 max mem: 5654 Epoch: [69] [1800/7393] eta: 0:45:21 lr: 0.000010 loss: 15.5898 (15.0742) loss_bbox: 0.1430 (0.1443) loss_bbox_aux_0: 0.1574 (0.1564) loss_bbox_aux_1: 0.1441 (0.1491) loss_bbox_aux_2: 0.1471 (0.1463) loss_bbox_aux_3: 0.1438 (0.1446) loss_bbox_aux_4: 0.1426 (0.1441) loss_bbox_aux_5: 0.1900 (0.1903) loss_bbox_dn_0: 0.2599 (0.2472) loss_bbox_dn_1: 0.1908 (0.1789) loss_bbox_dn_2: 0.1683 (0.1590) loss_bbox_dn_3: 0.1595 (0.1532) loss_bbox_dn_4: 0.1544 (0.1518) loss_bbox_dn_5: 0.1546 (0.1518) loss_giou: 0.4721 (0.4593) loss_giou_aux_0: 0.4978 (0.4811) loss_giou_aux_1: 0.4902 (0.4683) loss_giou_aux_2: 0.4770 (0.4636) loss_giou_aux_3: 0.4627 (0.4605) loss_giou_aux_4: 0.4625 (0.4592) loss_giou_aux_5: 0.5544 (0.5426) loss_giou_dn_0: 0.5553 (0.5543) loss_giou_dn_1: 0.4394 (0.4457) loss_giou_dn_2: 0.4112 (0.4138) loss_giou_dn_3: 0.4002 (0.4055) loss_giou_dn_4: 0.3977 (0.4034) loss_giou_dn_5: 0.3975 (0.4036) loss_vfl: 0.6548 (0.6403) loss_vfl_aux_0: 0.7524 (0.7361) loss_vfl_aux_1: 0.7192 (0.6916) loss_vfl_aux_2: 0.6889 (0.6659) loss_vfl_aux_3: 0.6619 (0.6530) loss_vfl_aux_4: 0.6567 (0.6449) loss_vfl_aux_5: 0.7455 (0.7291) loss_vfl_dn_0: 0.4435 (0.4424) loss_vfl_dn_1: 0.3804 (0.3768) loss_vfl_dn_2: 0.3627 (0.3608) loss_vfl_dn_3: 0.3558 (0.3536) loss_vfl_dn_4: 0.3531 (0.3511) loss_vfl_dn_5: 0.3523 (0.3503) time: 0.4706 data: 0.0167 max mem: 5654 Epoch: [69] [1900/7393] eta: 0:44:34 lr: 0.000010 loss: 14.3198 (15.0700) loss_bbox: 0.1302 (0.1444) loss_bbox_aux_0: 0.1469 (0.1566) loss_bbox_aux_1: 0.1362 (0.1492) loss_bbox_aux_2: 0.1343 (0.1465) loss_bbox_aux_3: 0.1319 (0.1448) loss_bbox_aux_4: 0.1280 (0.1442) loss_bbox_aux_5: 0.1791 (0.1905) loss_bbox_dn_0: 0.2371 (0.2479) loss_bbox_dn_1: 0.1649 (0.1794) loss_bbox_dn_2: 0.1415 (0.1594) loss_bbox_dn_3: 0.1347 (0.1536) loss_bbox_dn_4: 0.1325 (0.1522) loss_bbox_dn_5: 0.1326 (0.1522) loss_giou: 0.4207 (0.4580) loss_giou_aux_0: 0.4689 (0.4799) loss_giou_aux_1: 0.4403 (0.4670) loss_giou_aux_2: 0.4255 (0.4623) loss_giou_aux_3: 0.4219 (0.4592) loss_giou_aux_4: 0.4094 (0.4579) loss_giou_aux_5: 0.4949 (0.5412) loss_giou_dn_0: 0.5405 (0.5534) loss_giou_dn_1: 0.4358 (0.4448) loss_giou_dn_2: 0.4058 (0.4130) loss_giou_dn_3: 0.3940 (0.4047) loss_giou_dn_4: 0.3916 (0.4026) loss_giou_dn_5: 0.3922 (0.4028) loss_vfl: 0.6192 (0.6413) loss_vfl_aux_0: 0.7541 (0.7372) loss_vfl_aux_1: 0.6946 (0.6926) loss_vfl_aux_2: 0.6395 (0.6667) loss_vfl_aux_3: 0.6336 (0.6541) loss_vfl_aux_4: 0.6308 (0.6460) loss_vfl_aux_5: 0.7546 (0.7302) loss_vfl_dn_0: 0.4317 (0.4425) loss_vfl_dn_1: 0.3713 (0.3766) loss_vfl_dn_2: 0.3560 (0.3606) loss_vfl_dn_3: 0.3495 (0.3534) loss_vfl_dn_4: 0.3478 (0.3509) loss_vfl_dn_5: 0.3469 (0.3501) time: 0.4836 data: 0.0167 max mem: 5654 Epoch: [69] [2000/7393] eta: 0:43:45 lr: 0.000010 loss: 14.3641 (15.0782) loss_bbox: 0.1481 (0.1445) loss_bbox_aux_0: 0.1517 (0.1565) loss_bbox_aux_1: 0.1534 (0.1491) loss_bbox_aux_2: 0.1487 (0.1465) loss_bbox_aux_3: 0.1460 (0.1448) loss_bbox_aux_4: 0.1481 (0.1442) loss_bbox_aux_5: 0.1905 (0.1904) loss_bbox_dn_0: 0.2725 (0.2476) loss_bbox_dn_1: 0.2038 (0.1793) loss_bbox_dn_2: 0.1777 (0.1594) loss_bbox_dn_3: 0.1745 (0.1536) loss_bbox_dn_4: 0.1687 (0.1522) loss_bbox_dn_5: 0.1687 (0.1522) loss_giou: 0.3625 (0.4586) loss_giou_aux_0: 0.4010 (0.4805) loss_giou_aux_1: 0.3736 (0.4677) loss_giou_aux_2: 0.3661 (0.4630) loss_giou_aux_3: 0.3701 (0.4598) loss_giou_aux_4: 0.3619 (0.4586) loss_giou_aux_5: 0.4526 (0.5418) loss_giou_dn_0: 0.5099 (0.5540) loss_giou_dn_1: 0.4002 (0.4454) loss_giou_dn_2: 0.3646 (0.4136) loss_giou_dn_3: 0.3575 (0.4053) loss_giou_dn_4: 0.3535 (0.4032) loss_giou_dn_5: 0.3536 (0.4034) loss_vfl: 0.6399 (0.6414) loss_vfl_aux_0: 0.7483 (0.7372) loss_vfl_aux_1: 0.6896 (0.6927) loss_vfl_aux_2: 0.6668 (0.6667) loss_vfl_aux_3: 0.6598 (0.6542) loss_vfl_aux_4: 0.6425 (0.6461) loss_vfl_aux_5: 0.7444 (0.7302) loss_vfl_dn_0: 0.4340 (0.4424) loss_vfl_dn_1: 0.3692 (0.3767) loss_vfl_dn_2: 0.3532 (0.3607) loss_vfl_dn_3: 0.3435 (0.3535) loss_vfl_dn_4: 0.3410 (0.3510) loss_vfl_dn_5: 0.3399 (0.3502) time: 0.4997 data: 0.0173 max mem: 5654 Epoch: [69] [2100/7393] eta: 0:42:54 lr: 0.000010 loss: 14.8105 (15.0763) loss_bbox: 0.1355 (0.1444) loss_bbox_aux_0: 0.1495 (0.1565) loss_bbox_aux_1: 0.1537 (0.1491) loss_bbox_aux_2: 0.1455 (0.1466) loss_bbox_aux_3: 0.1443 (0.1447) loss_bbox_aux_4: 0.1368 (0.1442) loss_bbox_aux_5: 0.1817 (0.1904) loss_bbox_dn_0: 0.2209 (0.2478) loss_bbox_dn_1: 0.1668 (0.1794) loss_bbox_dn_2: 0.1449 (0.1593) loss_bbox_dn_3: 0.1395 (0.1535) loss_bbox_dn_4: 0.1387 (0.1521) loss_bbox_dn_5: 0.1387 (0.1521) loss_giou: 0.4521 (0.4583) loss_giou_aux_0: 0.4904 (0.4803) loss_giou_aux_1: 0.4688 (0.4675) loss_giou_aux_2: 0.4640 (0.4628) loss_giou_aux_3: 0.4678 (0.4596) loss_giou_aux_4: 0.4521 (0.4583) loss_giou_aux_5: 0.5335 (0.5414) loss_giou_dn_0: 0.5420 (0.5541) loss_giou_dn_1: 0.4265 (0.4455) loss_giou_dn_2: 0.3986 (0.4136) loss_giou_dn_3: 0.3918 (0.4054) loss_giou_dn_4: 0.3898 (0.4032) loss_giou_dn_5: 0.3899 (0.4034) loss_vfl: 0.6503 (0.6415) loss_vfl_aux_0: 0.7447 (0.7371) loss_vfl_aux_1: 0.6995 (0.6926) loss_vfl_aux_2: 0.6685 (0.6666) loss_vfl_aux_3: 0.6605 (0.6542) loss_vfl_aux_4: 0.6524 (0.6462) loss_vfl_aux_5: 0.7400 (0.7304) loss_vfl_dn_0: 0.4391 (0.4423) loss_vfl_dn_1: 0.3738 (0.3766) loss_vfl_dn_2: 0.3567 (0.3606) loss_vfl_dn_3: 0.3496 (0.3535) loss_vfl_dn_4: 0.3476 (0.3509) loss_vfl_dn_5: 0.3471 (0.3502) time: 0.4818 data: 0.0171 max mem: 5654 Epoch: [69] [2200/7393] eta: 0:42:06 lr: 0.000010 loss: 14.8258 (15.0787) loss_bbox: 0.1413 (0.1444) loss_bbox_aux_0: 0.1540 (0.1566) loss_bbox_aux_1: 0.1451 (0.1493) loss_bbox_aux_2: 0.1397 (0.1466) loss_bbox_aux_3: 0.1414 (0.1448) loss_bbox_aux_4: 0.1397 (0.1442) loss_bbox_aux_5: 0.1958 (0.1905) loss_bbox_dn_0: 0.2633 (0.2479) loss_bbox_dn_1: 0.1827 (0.1794) loss_bbox_dn_2: 0.1603 (0.1593) loss_bbox_dn_3: 0.1512 (0.1535) loss_bbox_dn_4: 0.1490 (0.1521) loss_bbox_dn_5: 0.1490 (0.1522) loss_giou: 0.4050 (0.4583) loss_giou_aux_0: 0.4488 (0.4805) loss_giou_aux_1: 0.4464 (0.4676) loss_giou_aux_2: 0.4071 (0.4628) loss_giou_aux_3: 0.4101 (0.4597) loss_giou_aux_4: 0.4045 (0.4583) loss_giou_aux_5: 0.4835 (0.5415) loss_giou_dn_0: 0.5352 (0.5542) loss_giou_dn_1: 0.4137 (0.4455) loss_giou_dn_2: 0.3756 (0.4137) loss_giou_dn_3: 0.3654 (0.4054) loss_giou_dn_4: 0.3611 (0.4033) loss_giou_dn_5: 0.3616 (0.4035) loss_vfl: 0.6258 (0.6419) loss_vfl_aux_0: 0.7282 (0.7369) loss_vfl_aux_1: 0.6801 (0.6924) loss_vfl_aux_2: 0.6631 (0.6668) loss_vfl_aux_3: 0.6318 (0.6544) loss_vfl_aux_4: 0.6271 (0.6465) loss_vfl_aux_5: 0.7376 (0.7304) loss_vfl_dn_0: 0.4422 (0.4424) loss_vfl_dn_1: 0.3746 (0.3766) loss_vfl_dn_2: 0.3569 (0.3607) loss_vfl_dn_3: 0.3496 (0.3535) loss_vfl_dn_4: 0.3469 (0.3510) loss_vfl_dn_5: 0.3463 (0.3502) time: 0.4856 data: 0.0167 max mem: 5654 Epoch: [69] [2300/7393] eta: 0:41:17 lr: 0.000010 loss: 14.7695 (15.0864) loss_bbox: 0.1457 (0.1445) loss_bbox_aux_0: 0.1613 (0.1567) loss_bbox_aux_1: 0.1555 (0.1494) loss_bbox_aux_2: 0.1473 (0.1466) loss_bbox_aux_3: 0.1488 (0.1448) loss_bbox_aux_4: 0.1483 (0.1442) loss_bbox_aux_5: 0.2014 (0.1906) loss_bbox_dn_0: 0.2644 (0.2480) loss_bbox_dn_1: 0.1881 (0.1796) loss_bbox_dn_2: 0.1677 (0.1595) loss_bbox_dn_3: 0.1657 (0.1537) loss_bbox_dn_4: 0.1632 (0.1523) loss_bbox_dn_5: 0.1631 (0.1523) loss_giou: 0.4553 (0.4584) loss_giou_aux_0: 0.4791 (0.4806) loss_giou_aux_1: 0.4589 (0.4677) loss_giou_aux_2: 0.4669 (0.4628) loss_giou_aux_3: 0.4455 (0.4597) loss_giou_aux_4: 0.4547 (0.4584) loss_giou_aux_5: 0.5097 (0.5415) loss_giou_dn_0: 0.5619 (0.5542) loss_giou_dn_1: 0.4507 (0.4457) loss_giou_dn_2: 0.4143 (0.4138) loss_giou_dn_3: 0.4075 (0.4055) loss_giou_dn_4: 0.4051 (0.4034) loss_giou_dn_5: 0.4059 (0.4036) loss_vfl: 0.6471 (0.6426) loss_vfl_aux_0: 0.7375 (0.7375) loss_vfl_aux_1: 0.6884 (0.6927) loss_vfl_aux_2: 0.6777 (0.6676) loss_vfl_aux_3: 0.6588 (0.6549) loss_vfl_aux_4: 0.6469 (0.6471) loss_vfl_aux_5: 0.7441 (0.7310) loss_vfl_dn_0: 0.4403 (0.4424) loss_vfl_dn_1: 0.3748 (0.3768) loss_vfl_dn_2: 0.3657 (0.3608) loss_vfl_dn_3: 0.3581 (0.3537) loss_vfl_dn_4: 0.3546 (0.3511) loss_vfl_dn_5: 0.3540 (0.3504) time: 0.4839 data: 0.0171 max mem: 5654 Epoch: [69] [2400/7393] eta: 0:40:25 lr: 0.000010 loss: 15.4187 (15.0881) loss_bbox: 0.1431 (0.1444) loss_bbox_aux_0: 0.1525 (0.1567) loss_bbox_aux_1: 0.1534 (0.1495) loss_bbox_aux_2: 0.1482 (0.1466) loss_bbox_aux_3: 0.1429 (0.1448) loss_bbox_aux_4: 0.1442 (0.1442) loss_bbox_aux_5: 0.1895 (0.1906) loss_bbox_dn_0: 0.2367 (0.2481) loss_bbox_dn_1: 0.1781 (0.1798) loss_bbox_dn_2: 0.1592 (0.1597) loss_bbox_dn_3: 0.1554 (0.1539) loss_bbox_dn_4: 0.1557 (0.1525) loss_bbox_dn_5: 0.1557 (0.1525) loss_giou: 0.4594 (0.4581) loss_giou_aux_0: 0.4700 (0.4803) loss_giou_aux_1: 0.4718 (0.4675) loss_giou_aux_2: 0.4591 (0.4625) loss_giou_aux_3: 0.4682 (0.4595) loss_giou_aux_4: 0.4593 (0.4581) loss_giou_aux_5: 0.5210 (0.5412) loss_giou_dn_0: 0.5352 (0.5542) loss_giou_dn_1: 0.4683 (0.4457) loss_giou_dn_2: 0.4403 (0.4138) loss_giou_dn_3: 0.4284 (0.4055) loss_giou_dn_4: 0.4269 (0.4034) loss_giou_dn_5: 0.4272 (0.4036) loss_vfl: 0.6458 (0.6430) loss_vfl_aux_0: 0.7472 (0.7380) loss_vfl_aux_1: 0.6922 (0.6930) loss_vfl_aux_2: 0.6651 (0.6682) loss_vfl_aux_3: 0.6574 (0.6553) loss_vfl_aux_4: 0.6411 (0.6474) loss_vfl_aux_5: 0.7408 (0.7316) loss_vfl_dn_0: 0.4375 (0.4424) loss_vfl_dn_1: 0.3779 (0.3768) loss_vfl_dn_2: 0.3643 (0.3608) loss_vfl_dn_3: 0.3602 (0.3537) loss_vfl_dn_4: 0.3564 (0.3511) loss_vfl_dn_5: 0.3551 (0.3504) time: 0.4694 data: 0.0171 max mem: 5654 Epoch: [69] [2500/7393] eta: 0:39:36 lr: 0.000010 loss: 15.0572 (15.0830) loss_bbox: 0.1272 (0.1442) loss_bbox_aux_0: 0.1419 (0.1565) loss_bbox_aux_1: 0.1299 (0.1493) loss_bbox_aux_2: 0.1272 (0.1464) loss_bbox_aux_3: 0.1215 (0.1447) loss_bbox_aux_4: 0.1272 (0.1440) loss_bbox_aux_5: 0.1640 (0.1906) loss_bbox_dn_0: 0.1975 (0.2480) loss_bbox_dn_1: 0.1458 (0.1796) loss_bbox_dn_2: 0.1304 (0.1595) loss_bbox_dn_3: 0.1246 (0.1538) loss_bbox_dn_4: 0.1259 (0.1524) loss_bbox_dn_5: 0.1260 (0.1524) loss_giou: 0.4257 (0.4577) loss_giou_aux_0: 0.4682 (0.4800) loss_giou_aux_1: 0.4360 (0.4672) loss_giou_aux_2: 0.4221 (0.4621) loss_giou_aux_3: 0.4305 (0.4591) loss_giou_aux_4: 0.4306 (0.4578) loss_giou_aux_5: 0.5524 (0.5411) loss_giou_dn_0: 0.5601 (0.5539) loss_giou_dn_1: 0.4471 (0.4453) loss_giou_dn_2: 0.4162 (0.4135) loss_giou_dn_3: 0.4099 (0.4053) loss_giou_dn_4: 0.4115 (0.4031) loss_giou_dn_5: 0.4117 (0.4033) loss_vfl: 0.6404 (0.6432) loss_vfl_aux_0: 0.7211 (0.7380) loss_vfl_aux_1: 0.6949 (0.6930) loss_vfl_aux_2: 0.6696 (0.6685) loss_vfl_aux_3: 0.6376 (0.6555) loss_vfl_aux_4: 0.6310 (0.6477) loss_vfl_aux_5: 0.7248 (0.7319) loss_vfl_dn_0: 0.4433 (0.4424) loss_vfl_dn_1: 0.3796 (0.3766) loss_vfl_dn_2: 0.3668 (0.3607) loss_vfl_dn_3: 0.3580 (0.3536) loss_vfl_dn_4: 0.3539 (0.3510) loss_vfl_dn_5: 0.3523 (0.3502) time: 0.4736 data: 0.0167 max mem: 5654 Epoch: [69] [2600/7393] eta: 0:38:48 lr: 0.000010 loss: 14.8211 (15.0861) loss_bbox: 0.1390 (0.1442) loss_bbox_aux_0: 0.1441 (0.1564) loss_bbox_aux_1: 0.1388 (0.1493) loss_bbox_aux_2: 0.1432 (0.1464) loss_bbox_aux_3: 0.1374 (0.1447) loss_bbox_aux_4: 0.1390 (0.1440) loss_bbox_aux_5: 0.1816 (0.1905) loss_bbox_dn_0: 0.2352 (0.2477) loss_bbox_dn_1: 0.1686 (0.1795) loss_bbox_dn_2: 0.1542 (0.1594) loss_bbox_dn_3: 0.1513 (0.1537) loss_bbox_dn_4: 0.1506 (0.1523) loss_bbox_dn_5: 0.1506 (0.1523) loss_giou: 0.4273 (0.4581) loss_giou_aux_0: 0.4408 (0.4803) loss_giou_aux_1: 0.4327 (0.4676) loss_giou_aux_2: 0.4250 (0.4624) loss_giou_aux_3: 0.4287 (0.4595) loss_giou_aux_4: 0.4258 (0.4582) loss_giou_aux_5: 0.5096 (0.5415) loss_giou_dn_0: 0.5419 (0.5541) loss_giou_dn_1: 0.4144 (0.4456) loss_giou_dn_2: 0.3884 (0.4138) loss_giou_dn_3: 0.3802 (0.4056) loss_giou_dn_4: 0.3828 (0.4034) loss_giou_dn_5: 0.3827 (0.4036) loss_vfl: 0.6243 (0.6432) loss_vfl_aux_0: 0.7334 (0.7378) loss_vfl_aux_1: 0.6838 (0.6929) loss_vfl_aux_2: 0.6393 (0.6686) loss_vfl_aux_3: 0.6302 (0.6554) loss_vfl_aux_4: 0.6322 (0.6476) loss_vfl_aux_5: 0.7086 (0.7318) loss_vfl_dn_0: 0.4391 (0.4423) loss_vfl_dn_1: 0.3727 (0.3767) loss_vfl_dn_2: 0.3619 (0.3608) loss_vfl_dn_3: 0.3514 (0.3536) loss_vfl_dn_4: 0.3502 (0.3510) loss_vfl_dn_5: 0.3483 (0.3503) time: 0.4846 data: 0.0175 max mem: 5654 Epoch: [69] [2700/7393] eta: 0:38:00 lr: 0.000010 loss: 15.4179 (15.0865) loss_bbox: 0.1186 (0.1441) loss_bbox_aux_0: 0.1351 (0.1564) loss_bbox_aux_1: 0.1259 (0.1492) loss_bbox_aux_2: 0.1251 (0.1463) loss_bbox_aux_3: 0.1209 (0.1445) loss_bbox_aux_4: 0.1223 (0.1440) loss_bbox_aux_5: 0.1657 (0.1904) loss_bbox_dn_0: 0.2083 (0.2475) loss_bbox_dn_1: 0.1496 (0.1793) loss_bbox_dn_2: 0.1323 (0.1593) loss_bbox_dn_3: 0.1304 (0.1536) loss_bbox_dn_4: 0.1293 (0.1521) loss_bbox_dn_5: 0.1293 (0.1522) loss_giou: 0.4570 (0.4579) loss_giou_aux_0: 0.4635 (0.4802) loss_giou_aux_1: 0.4519 (0.4674) loss_giou_aux_2: 0.4621 (0.4623) loss_giou_aux_3: 0.4590 (0.4594) loss_giou_aux_4: 0.4602 (0.4581) loss_giou_aux_5: 0.5367 (0.5413) loss_giou_dn_0: 0.5508 (0.5539) loss_giou_dn_1: 0.4537 (0.4454) loss_giou_dn_2: 0.4244 (0.4137) loss_giou_dn_3: 0.4112 (0.4054) loss_giou_dn_4: 0.4085 (0.4033) loss_giou_dn_5: 0.4084 (0.4035) loss_vfl: 0.6525 (0.6438) loss_vfl_aux_0: 0.7538 (0.7382) loss_vfl_aux_1: 0.6934 (0.6939) loss_vfl_aux_2: 0.6797 (0.6691) loss_vfl_aux_3: 0.6657 (0.6559) loss_vfl_aux_4: 0.6609 (0.6481) loss_vfl_aux_5: 0.7166 (0.7324) loss_vfl_dn_0: 0.4392 (0.4424) loss_vfl_dn_1: 0.3790 (0.3767) loss_vfl_dn_2: 0.3647 (0.3607) loss_vfl_dn_3: 0.3565 (0.3536) loss_vfl_dn_4: 0.3555 (0.3511) loss_vfl_dn_5: 0.3556 (0.3503) time: 0.4878 data: 0.0173 max mem: 5654 Epoch: [69] [2800/7393] eta: 0:37:10 lr: 0.000010 loss: 15.0278 (15.0871) loss_bbox: 0.1495 (0.1442) loss_bbox_aux_0: 0.1508 (0.1564) loss_bbox_aux_1: 0.1446 (0.1492) loss_bbox_aux_2: 0.1464 (0.1464) loss_bbox_aux_3: 0.1471 (0.1446) loss_bbox_aux_4: 0.1492 (0.1440) loss_bbox_aux_5: 0.1912 (0.1904) loss_bbox_dn_0: 0.2490 (0.2477) loss_bbox_dn_1: 0.1821 (0.1796) loss_bbox_dn_2: 0.1599 (0.1595) loss_bbox_dn_3: 0.1550 (0.1538) loss_bbox_dn_4: 0.1510 (0.1524) loss_bbox_dn_5: 0.1510 (0.1524) loss_giou: 0.4853 (0.4577) loss_giou_aux_0: 0.5056 (0.4800) loss_giou_aux_1: 0.4851 (0.4672) loss_giou_aux_2: 0.4849 (0.4621) loss_giou_aux_3: 0.4829 (0.4592) loss_giou_aux_4: 0.4821 (0.4578) loss_giou_aux_5: 0.5310 (0.5410) loss_giou_dn_0: 0.5611 (0.5537) loss_giou_dn_1: 0.4573 (0.4453) loss_giou_dn_2: 0.4233 (0.4136) loss_giou_dn_3: 0.4184 (0.4053) loss_giou_dn_4: 0.4155 (0.4031) loss_giou_dn_5: 0.4157 (0.4033) loss_vfl: 0.6304 (0.6440) loss_vfl_aux_0: 0.7166 (0.7382) loss_vfl_aux_1: 0.6834 (0.6941) loss_vfl_aux_2: 0.6473 (0.6693) loss_vfl_aux_3: 0.6397 (0.6561) loss_vfl_aux_4: 0.6352 (0.6484) loss_vfl_aux_5: 0.7126 (0.7323) loss_vfl_dn_0: 0.4380 (0.4423) loss_vfl_dn_1: 0.3748 (0.3767) loss_vfl_dn_2: 0.3593 (0.3607) loss_vfl_dn_3: 0.3556 (0.3536) loss_vfl_dn_4: 0.3530 (0.3510) loss_vfl_dn_5: 0.3513 (0.3503) time: 0.4819 data: 0.0174 max mem: 5654 Epoch: [69] [2900/7393] eta: 0:36:22 lr: 0.000010 loss: 14.3194 (15.0821) loss_bbox: 0.1325 (0.1441) loss_bbox_aux_0: 0.1441 (0.1564) loss_bbox_aux_1: 0.1354 (0.1493) loss_bbox_aux_2: 0.1327 (0.1464) loss_bbox_aux_3: 0.1311 (0.1446) loss_bbox_aux_4: 0.1316 (0.1440) loss_bbox_aux_5: 0.1687 (0.1905) loss_bbox_dn_0: 0.2202 (0.2477) loss_bbox_dn_1: 0.1478 (0.1796) loss_bbox_dn_2: 0.1330 (0.1595) loss_bbox_dn_3: 0.1285 (0.1538) loss_bbox_dn_4: 0.1258 (0.1524) loss_bbox_dn_5: 0.1258 (0.1524) loss_giou: 0.4060 (0.4571) loss_giou_aux_0: 0.4112 (0.4794) loss_giou_aux_1: 0.4001 (0.4667) loss_giou_aux_2: 0.4036 (0.4616) loss_giou_aux_3: 0.4065 (0.4586) loss_giou_aux_4: 0.4105 (0.4573) loss_giou_aux_5: 0.4798 (0.5406) loss_giou_dn_0: 0.5050 (0.5534) loss_giou_dn_1: 0.4011 (0.4450) loss_giou_dn_2: 0.3781 (0.4133) loss_giou_dn_3: 0.3727 (0.4050) loss_giou_dn_4: 0.3703 (0.4029) loss_giou_dn_5: 0.3708 (0.4031) loss_vfl: 0.6484 (0.6442) loss_vfl_aux_0: 0.7132 (0.7384) loss_vfl_aux_1: 0.6712 (0.6942) loss_vfl_aux_2: 0.6738 (0.6693) loss_vfl_aux_3: 0.6422 (0.6562) loss_vfl_aux_4: 0.6511 (0.6484) loss_vfl_aux_5: 0.7345 (0.7324) loss_vfl_dn_0: 0.4342 (0.4422) loss_vfl_dn_1: 0.3699 (0.3766) loss_vfl_dn_2: 0.3503 (0.3606) loss_vfl_dn_3: 0.3459 (0.3535) loss_vfl_dn_4: 0.3446 (0.3509) loss_vfl_dn_5: 0.3443 (0.3502) time: 0.4771 data: 0.0171 max mem: 5654 Epoch: [69] [3000/7393] eta: 0:35:43 lr: 0.000010 loss: 15.0831 (15.0833) loss_bbox: 0.1448 (0.1442) loss_bbox_aux_0: 0.1537 (0.1565) loss_bbox_aux_1: 0.1422 (0.1494) loss_bbox_aux_2: 0.1455 (0.1465) loss_bbox_aux_3: 0.1458 (0.1447) loss_bbox_aux_4: 0.1456 (0.1441) loss_bbox_aux_5: 0.1896 (0.1905) loss_bbox_dn_0: 0.2519 (0.2481) loss_bbox_dn_1: 0.1905 (0.1799) loss_bbox_dn_2: 0.1652 (0.1598) loss_bbox_dn_3: 0.1596 (0.1541) loss_bbox_dn_4: 0.1571 (0.1526) loss_bbox_dn_5: 0.1571 (0.1527) loss_giou: 0.4400 (0.4568) loss_giou_aux_0: 0.4872 (0.4791) loss_giou_aux_1: 0.4592 (0.4663) loss_giou_aux_2: 0.4483 (0.4613) loss_giou_aux_3: 0.4390 (0.4583) loss_giou_aux_4: 0.4349 (0.4570) loss_giou_aux_5: 0.5353 (0.5402) loss_giou_dn_0: 0.5462 (0.5533) loss_giou_dn_1: 0.4332 (0.4449) loss_giou_dn_2: 0.4084 (0.4132) loss_giou_dn_3: 0.4001 (0.4049) loss_giou_dn_4: 0.3969 (0.4028) loss_giou_dn_5: 0.3971 (0.4030) loss_vfl: 0.6276 (0.6444) loss_vfl_aux_0: 0.6959 (0.7387) loss_vfl_aux_1: 0.6651 (0.6946) loss_vfl_aux_2: 0.6491 (0.6696) loss_vfl_aux_3: 0.6429 (0.6565) loss_vfl_aux_4: 0.6298 (0.6487) loss_vfl_aux_5: 0.7146 (0.7327) loss_vfl_dn_0: 0.4407 (0.4423) loss_vfl_dn_1: 0.3773 (0.3766) loss_vfl_dn_2: 0.3634 (0.3606) loss_vfl_dn_3: 0.3574 (0.3535) loss_vfl_dn_4: 0.3523 (0.3509) loss_vfl_dn_5: 0.3550 (0.3502) time: 0.8372 data: 0.0176 max mem: 5654 Epoch: [69] [3100/7393] eta: 0:35:06 lr: 0.000010 loss: 15.2064 (15.0868) loss_bbox: 0.1420 (0.1444) loss_bbox_aux_0: 0.1539 (0.1567) loss_bbox_aux_1: 0.1536 (0.1496) loss_bbox_aux_2: 0.1450 (0.1467) loss_bbox_aux_3: 0.1437 (0.1449) loss_bbox_aux_4: 0.1419 (0.1443) loss_bbox_aux_5: 0.1845 (0.1907) loss_bbox_dn_0: 0.2280 (0.2484) loss_bbox_dn_1: 0.1718 (0.1801) loss_bbox_dn_2: 0.1576 (0.1600) loss_bbox_dn_3: 0.1483 (0.1542) loss_bbox_dn_4: 0.1439 (0.1528) loss_bbox_dn_5: 0.1439 (0.1528) loss_giou: 0.4520 (0.4570) loss_giou_aux_0: 0.4583 (0.4793) loss_giou_aux_1: 0.4579 (0.4665) loss_giou_aux_2: 0.4516 (0.4614) loss_giou_aux_3: 0.4557 (0.4585) loss_giou_aux_4: 0.4521 (0.4572) loss_giou_aux_5: 0.5198 (0.5402) loss_giou_dn_0: 0.5498 (0.5533) loss_giou_dn_1: 0.4248 (0.4449) loss_giou_dn_2: 0.3916 (0.4132) loss_giou_dn_3: 0.3825 (0.4049) loss_giou_dn_4: 0.3798 (0.4028) loss_giou_dn_5: 0.3799 (0.4030) loss_vfl: 0.6430 (0.6444) loss_vfl_aux_0: 0.7291 (0.7387) loss_vfl_aux_1: 0.6878 (0.6946) loss_vfl_aux_2: 0.6631 (0.6696) loss_vfl_aux_3: 0.6488 (0.6564) loss_vfl_aux_4: 0.6467 (0.6487) loss_vfl_aux_5: 0.7319 (0.7330) loss_vfl_dn_0: 0.4476 (0.4423) loss_vfl_dn_1: 0.3757 (0.3765) loss_vfl_dn_2: 0.3557 (0.3605) loss_vfl_dn_3: 0.3493 (0.3534) loss_vfl_dn_4: 0.3476 (0.3509) loss_vfl_dn_5: 0.3463 (0.3501) time: 0.4784 data: 0.0176 max mem: 5654 Epoch: [69] [3200/7393] eta: 0:34:16 lr: 0.000010 loss: 14.6722 (15.0804) loss_bbox: 0.1420 (0.1443) loss_bbox_aux_0: 0.1622 (0.1567) loss_bbox_aux_1: 0.1516 (0.1496) loss_bbox_aux_2: 0.1451 (0.1466) loss_bbox_aux_3: 0.1460 (0.1448) loss_bbox_aux_4: 0.1420 (0.1442) loss_bbox_aux_5: 0.1879 (0.1906) loss_bbox_dn_0: 0.2350 (0.2482) loss_bbox_dn_1: 0.1720 (0.1799) loss_bbox_dn_2: 0.1527 (0.1598) loss_bbox_dn_3: 0.1490 (0.1541) loss_bbox_dn_4: 0.1477 (0.1527) loss_bbox_dn_5: 0.1476 (0.1527) loss_giou: 0.4197 (0.4565) loss_giou_aux_0: 0.4399 (0.4790) loss_giou_aux_1: 0.4210 (0.4661) loss_giou_aux_2: 0.4248 (0.4609) loss_giou_aux_3: 0.4362 (0.4580) loss_giou_aux_4: 0.4160 (0.4567) loss_giou_aux_5: 0.4986 (0.5398) loss_giou_dn_0: 0.5050 (0.5530) loss_giou_dn_1: 0.3829 (0.4445) loss_giou_dn_2: 0.3561 (0.4129) loss_giou_dn_3: 0.3507 (0.4046) loss_giou_dn_4: 0.3484 (0.4025) loss_giou_dn_5: 0.3485 (0.4027) loss_vfl: 0.6483 (0.6445) loss_vfl_aux_0: 0.7241 (0.7385) loss_vfl_aux_1: 0.6829 (0.6945) loss_vfl_aux_2: 0.6742 (0.6699) loss_vfl_aux_3: 0.6460 (0.6565) loss_vfl_aux_4: 0.6621 (0.6488) loss_vfl_aux_5: 0.7264 (0.7330) loss_vfl_dn_0: 0.4406 (0.4422) loss_vfl_dn_1: 0.3611 (0.3765) loss_vfl_dn_2: 0.3426 (0.3605) loss_vfl_dn_3: 0.3371 (0.3533) loss_vfl_dn_4: 0.3336 (0.3508) loss_vfl_dn_5: 0.3344 (0.3500) time: 0.4757 data: 0.0174 max mem: 5654 Epoch: [69] [3300/7393] eta: 0:33:26 lr: 0.000010 loss: 14.8470 (15.0812) loss_bbox: 0.1413 (0.1443) loss_bbox_aux_0: 0.1554 (0.1565) loss_bbox_aux_1: 0.1441 (0.1495) loss_bbox_aux_2: 0.1400 (0.1465) loss_bbox_aux_3: 0.1407 (0.1447) loss_bbox_aux_4: 0.1449 (0.1442) loss_bbox_aux_5: 0.1850 (0.1904) loss_bbox_dn_0: 0.2487 (0.2481) loss_bbox_dn_1: 0.1869 (0.1799) loss_bbox_dn_2: 0.1553 (0.1598) loss_bbox_dn_3: 0.1485 (0.1541) loss_bbox_dn_4: 0.1476 (0.1527) loss_bbox_dn_5: 0.1477 (0.1527) loss_giou: 0.4031 (0.4566) loss_giou_aux_0: 0.4294 (0.4790) loss_giou_aux_1: 0.4122 (0.4662) loss_giou_aux_2: 0.3997 (0.4609) loss_giou_aux_3: 0.3988 (0.4580) loss_giou_aux_4: 0.4030 (0.4567) loss_giou_aux_5: 0.4885 (0.5399) loss_giou_dn_0: 0.5349 (0.5531) loss_giou_dn_1: 0.4073 (0.4446) loss_giou_dn_2: 0.3812 (0.4129) loss_giou_dn_3: 0.3733 (0.4046) loss_giou_dn_4: 0.3696 (0.4025) loss_giou_dn_5: 0.3697 (0.4027) loss_vfl: 0.6533 (0.6447) loss_vfl_aux_0: 0.7384 (0.7387) loss_vfl_aux_1: 0.6894 (0.6948) loss_vfl_aux_2: 0.6721 (0.6702) loss_vfl_aux_3: 0.6441 (0.6568) loss_vfl_aux_4: 0.6481 (0.6490) loss_vfl_aux_5: 0.7122 (0.7332) loss_vfl_dn_0: 0.4402 (0.4421) loss_vfl_dn_1: 0.3659 (0.3764) loss_vfl_dn_2: 0.3490 (0.3604) loss_vfl_dn_3: 0.3409 (0.3533) loss_vfl_dn_4: 0.3393 (0.3507) loss_vfl_dn_5: 0.3394 (0.3500) time: 0.4813 data: 0.0178 max mem: 5654 Epoch: [69] [3400/7393] eta: 0:32:44 lr: 0.000010 loss: 15.0532 (15.0862) loss_bbox: 0.1395 (0.1443) loss_bbox_aux_0: 0.1478 (0.1566) loss_bbox_aux_1: 0.1460 (0.1495) loss_bbox_aux_2: 0.1411 (0.1465) loss_bbox_aux_3: 0.1390 (0.1447) loss_bbox_aux_4: 0.1409 (0.1442) loss_bbox_aux_5: 0.1879 (0.1905) loss_bbox_dn_0: 0.2365 (0.2483) loss_bbox_dn_1: 0.1728 (0.1800) loss_bbox_dn_2: 0.1558 (0.1599) loss_bbox_dn_3: 0.1488 (0.1541) loss_bbox_dn_4: 0.1505 (0.1527) loss_bbox_dn_5: 0.1506 (0.1527) loss_giou: 0.4093 (0.4565) loss_giou_aux_0: 0.4080 (0.4789) loss_giou_aux_1: 0.4242 (0.4661) loss_giou_aux_2: 0.4304 (0.4609) loss_giou_aux_3: 0.4125 (0.4578) loss_giou_aux_4: 0.4094 (0.4566) loss_giou_aux_5: 0.4723 (0.5397) loss_giou_dn_0: 0.5393 (0.5531) loss_giou_dn_1: 0.4197 (0.4446) loss_giou_dn_2: 0.3928 (0.4129) loss_giou_dn_3: 0.3829 (0.4046) loss_giou_dn_4: 0.3815 (0.4025) loss_giou_dn_5: 0.3829 (0.4027) loss_vfl: 0.6554 (0.6453) loss_vfl_aux_0: 0.7448 (0.7395) loss_vfl_aux_1: 0.7078 (0.6953) loss_vfl_aux_2: 0.6733 (0.6707) loss_vfl_aux_3: 0.6633 (0.6576) loss_vfl_aux_4: 0.6547 (0.6496) loss_vfl_aux_5: 0.7433 (0.7339) loss_vfl_dn_0: 0.4451 (0.4423) loss_vfl_dn_1: 0.3789 (0.3764) loss_vfl_dn_2: 0.3556 (0.3604) loss_vfl_dn_3: 0.3452 (0.3533) loss_vfl_dn_4: 0.3429 (0.3508) loss_vfl_dn_5: 0.3423 (0.3500) time: 0.7949 data: 0.0173 max mem: 5654 Epoch: [69] [3500/7393] eta: 0:31:53 lr: 0.000010 loss: 15.2872 (15.0805) loss_bbox: 0.1372 (0.1442) loss_bbox_aux_0: 0.1467 (0.1565) loss_bbox_aux_1: 0.1402 (0.1494) loss_bbox_aux_2: 0.1372 (0.1464) loss_bbox_aux_3: 0.1425 (0.1446) loss_bbox_aux_4: 0.1356 (0.1441) loss_bbox_aux_5: 0.1773 (0.1904) loss_bbox_dn_0: 0.2147 (0.2480) loss_bbox_dn_1: 0.1620 (0.1798) loss_bbox_dn_2: 0.1444 (0.1598) loss_bbox_dn_3: 0.1374 (0.1540) loss_bbox_dn_4: 0.1343 (0.1526) loss_bbox_dn_5: 0.1343 (0.1526) loss_giou: 0.4680 (0.4563) loss_giou_aux_0: 0.4946 (0.4787) loss_giou_aux_1: 0.4873 (0.4659) loss_giou_aux_2: 0.4617 (0.4607) loss_giou_aux_3: 0.4703 (0.4576) loss_giou_aux_4: 0.4682 (0.4564) loss_giou_aux_5: 0.5589 (0.5395) loss_giou_dn_0: 0.5617 (0.5530) loss_giou_dn_1: 0.4526 (0.4445) loss_giou_dn_2: 0.4233 (0.4129) loss_giou_dn_3: 0.4151 (0.4046) loss_giou_dn_4: 0.4129 (0.4024) loss_giou_dn_5: 0.4135 (0.4026) loss_vfl: 0.6213 (0.6450) loss_vfl_aux_0: 0.7319 (0.7390) loss_vfl_aux_1: 0.6791 (0.6950) loss_vfl_aux_2: 0.6658 (0.6704) loss_vfl_aux_3: 0.6288 (0.6572) loss_vfl_aux_4: 0.6340 (0.6493) loss_vfl_aux_5: 0.7125 (0.7335) loss_vfl_dn_0: 0.4411 (0.4423) loss_vfl_dn_1: 0.3767 (0.3765) loss_vfl_dn_2: 0.3607 (0.3604) loss_vfl_dn_3: 0.3550 (0.3533) loss_vfl_dn_4: 0.3513 (0.3508) loss_vfl_dn_5: 0.3494 (0.3500) time: 0.4735 data: 0.0176 max mem: 5654 Epoch: [69] [3600/7393] eta: 0:31:03 lr: 0.000010 loss: 14.9516 (15.0792) loss_bbox: 0.1344 (0.1442) loss_bbox_aux_0: 0.1440 (0.1565) loss_bbox_aux_1: 0.1370 (0.1494) loss_bbox_aux_2: 0.1363 (0.1464) loss_bbox_aux_3: 0.1344 (0.1446) loss_bbox_aux_4: 0.1329 (0.1441) loss_bbox_aux_5: 0.1714 (0.1903) loss_bbox_dn_0: 0.2415 (0.2479) loss_bbox_dn_1: 0.1746 (0.1797) loss_bbox_dn_2: 0.1551 (0.1596) loss_bbox_dn_3: 0.1475 (0.1538) loss_bbox_dn_4: 0.1463 (0.1524) loss_bbox_dn_5: 0.1462 (0.1524) loss_giou: 0.4557 (0.4563) loss_giou_aux_0: 0.4732 (0.4788) loss_giou_aux_1: 0.4582 (0.4659) loss_giou_aux_2: 0.4542 (0.4607) loss_giou_aux_3: 0.4520 (0.4576) loss_giou_aux_4: 0.4503 (0.4564) loss_giou_aux_5: 0.5338 (0.5395) loss_giou_dn_0: 0.5590 (0.5531) loss_giou_dn_1: 0.4645 (0.4446) loss_giou_dn_2: 0.4290 (0.4129) loss_giou_dn_3: 0.4229 (0.4046) loss_giou_dn_4: 0.4221 (0.4025) loss_giou_dn_5: 0.4221 (0.4027) loss_vfl: 0.6152 (0.6449) loss_vfl_aux_0: 0.7230 (0.7389) loss_vfl_aux_1: 0.6922 (0.6951) loss_vfl_aux_2: 0.6617 (0.6704) loss_vfl_aux_3: 0.6471 (0.6573) loss_vfl_aux_4: 0.6288 (0.6493) loss_vfl_aux_5: 0.7199 (0.7335) loss_vfl_dn_0: 0.4398 (0.4423) loss_vfl_dn_1: 0.3753 (0.3765) loss_vfl_dn_2: 0.3593 (0.3604) loss_vfl_dn_3: 0.3521 (0.3533) loss_vfl_dn_4: 0.3515 (0.3508) loss_vfl_dn_5: 0.3498 (0.3500) time: 0.4872 data: 0.0173 max mem: 5654 Epoch: [69] [3700/7393] eta: 0:30:14 lr: 0.000010 loss: 15.0557 (15.0788) loss_bbox: 0.1501 (0.1442) loss_bbox_aux_0: 0.1676 (0.1565) loss_bbox_aux_1: 0.1554 (0.1494) loss_bbox_aux_2: 0.1531 (0.1464) loss_bbox_aux_3: 0.1509 (0.1446) loss_bbox_aux_4: 0.1540 (0.1441) loss_bbox_aux_5: 0.1993 (0.1904) loss_bbox_dn_0: 0.2671 (0.2480) loss_bbox_dn_1: 0.1896 (0.1797) loss_bbox_dn_2: 0.1718 (0.1597) loss_bbox_dn_3: 0.1627 (0.1539) loss_bbox_dn_4: 0.1587 (0.1525) loss_bbox_dn_5: 0.1587 (0.1525) loss_giou: 0.4303 (0.4563) loss_giou_aux_0: 0.4679 (0.4787) loss_giou_aux_1: 0.4596 (0.4659) loss_giou_aux_2: 0.4466 (0.4607) loss_giou_aux_3: 0.4391 (0.4576) loss_giou_aux_4: 0.4329 (0.4564) loss_giou_aux_5: 0.5274 (0.5394) loss_giou_dn_0: 0.5565 (0.5530) loss_giou_dn_1: 0.4311 (0.4446) loss_giou_dn_2: 0.4088 (0.4129) loss_giou_dn_3: 0.4031 (0.4046) loss_giou_dn_4: 0.4030 (0.4025) loss_giou_dn_5: 0.4030 (0.4027) loss_vfl: 0.6267 (0.6449) loss_vfl_aux_0: 0.7256 (0.7388) loss_vfl_aux_1: 0.6818 (0.6951) loss_vfl_aux_2: 0.6501 (0.6702) loss_vfl_aux_3: 0.6288 (0.6572) loss_vfl_aux_4: 0.6298 (0.6493) loss_vfl_aux_5: 0.7232 (0.7333) loss_vfl_dn_0: 0.4408 (0.4423) loss_vfl_dn_1: 0.3768 (0.3764) loss_vfl_dn_2: 0.3652 (0.3604) loss_vfl_dn_3: 0.3566 (0.3533) loss_vfl_dn_4: 0.3546 (0.3507) loss_vfl_dn_5: 0.3528 (0.3500) time: 0.4939 data: 0.0172 max mem: 5654 Epoch: [69] [3800/7393] eta: 0:29:32 lr: 0.000010 loss: 14.8291 (15.0788) loss_bbox: 0.1424 (0.1443) loss_bbox_aux_0: 0.1691 (0.1566) loss_bbox_aux_1: 0.1563 (0.1495) loss_bbox_aux_2: 0.1440 (0.1466) loss_bbox_aux_3: 0.1428 (0.1447) loss_bbox_aux_4: 0.1452 (0.1442) loss_bbox_aux_5: 0.2089 (0.1905) loss_bbox_dn_0: 0.2479 (0.2480) loss_bbox_dn_1: 0.1900 (0.1798) loss_bbox_dn_2: 0.1631 (0.1597) loss_bbox_dn_3: 0.1547 (0.1539) loss_bbox_dn_4: 0.1505 (0.1525) loss_bbox_dn_5: 0.1505 (0.1525) loss_giou: 0.3721 (0.4564) loss_giou_aux_0: 0.3977 (0.4788) loss_giou_aux_1: 0.3834 (0.4660) loss_giou_aux_2: 0.3834 (0.4609) loss_giou_aux_3: 0.3789 (0.4577) loss_giou_aux_4: 0.3720 (0.4565) loss_giou_aux_5: 0.4587 (0.5395) loss_giou_dn_0: 0.5100 (0.5530) loss_giou_dn_1: 0.4104 (0.4446) loss_giou_dn_2: 0.3835 (0.4129) loss_giou_dn_3: 0.3704 (0.4046) loss_giou_dn_4: 0.3673 (0.4024) loss_giou_dn_5: 0.3676 (0.4026) loss_vfl: 0.6502 (0.6447) loss_vfl_aux_0: 0.7454 (0.7385) loss_vfl_aux_1: 0.6735 (0.6949) loss_vfl_aux_2: 0.6565 (0.6699) loss_vfl_aux_3: 0.6707 (0.6570) loss_vfl_aux_4: 0.6565 (0.6491) loss_vfl_aux_5: 0.7408 (0.7331) loss_vfl_dn_0: 0.4457 (0.4423) loss_vfl_dn_1: 0.3775 (0.3764) loss_vfl_dn_2: 0.3608 (0.3604) loss_vfl_dn_3: 0.3555 (0.3533) loss_vfl_dn_4: 0.3525 (0.3507) loss_vfl_dn_5: 0.3493 (0.3500) time: 0.4694 data: 0.0172 max mem: 5654 Epoch: [69] [3900/7393] eta: 0:28:41 lr: 0.000010 loss: 14.7080 (15.0748) loss_bbox: 0.1437 (0.1443) loss_bbox_aux_0: 0.1538 (0.1568) loss_bbox_aux_1: 0.1542 (0.1496) loss_bbox_aux_2: 0.1545 (0.1466) loss_bbox_aux_3: 0.1441 (0.1447) loss_bbox_aux_4: 0.1438 (0.1442) loss_bbox_aux_5: 0.2054 (0.1906) loss_bbox_dn_0: 0.2773 (0.2482) loss_bbox_dn_1: 0.1873 (0.1799) loss_bbox_dn_2: 0.1611 (0.1597) loss_bbox_dn_3: 0.1524 (0.1540) loss_bbox_dn_4: 0.1501 (0.1526) loss_bbox_dn_5: 0.1499 (0.1526) loss_giou: 0.4115 (0.4561) loss_giou_aux_0: 0.4362 (0.4785) loss_giou_aux_1: 0.4218 (0.4657) loss_giou_aux_2: 0.4257 (0.4606) loss_giou_aux_3: 0.4155 (0.4574) loss_giou_aux_4: 0.4108 (0.4562) loss_giou_aux_5: 0.5002 (0.5391) loss_giou_dn_0: 0.5247 (0.5528) loss_giou_dn_1: 0.4193 (0.4443) loss_giou_dn_2: 0.3870 (0.4126) loss_giou_dn_3: 0.3797 (0.4044) loss_giou_dn_4: 0.3769 (0.4022) loss_giou_dn_5: 0.3767 (0.4024) loss_vfl: 0.6444 (0.6447) loss_vfl_aux_0: 0.7355 (0.7380) loss_vfl_aux_1: 0.6805 (0.6946) loss_vfl_aux_2: 0.6560 (0.6697) loss_vfl_aux_3: 0.6560 (0.6570) loss_vfl_aux_4: 0.6513 (0.6490) loss_vfl_aux_5: 0.7371 (0.7328) loss_vfl_dn_0: 0.4407 (0.4423) loss_vfl_dn_1: 0.3622 (0.3764) loss_vfl_dn_2: 0.3481 (0.3604) loss_vfl_dn_3: 0.3404 (0.3532) loss_vfl_dn_4: 0.3373 (0.3507) loss_vfl_dn_5: 0.3373 (0.3499) time: 0.4876 data: 0.0173 max mem: 5654 Epoch: [69] [4000/7393] eta: 0:27:51 lr: 0.000010 loss: 14.6092 (15.0780) loss_bbox: 0.1532 (0.1443) loss_bbox_aux_0: 0.1600 (0.1567) loss_bbox_aux_1: 0.1517 (0.1496) loss_bbox_aux_2: 0.1526 (0.1467) loss_bbox_aux_3: 0.1516 (0.1447) loss_bbox_aux_4: 0.1531 (0.1442) loss_bbox_aux_5: 0.1980 (0.1906) loss_bbox_dn_0: 0.2584 (0.2482) loss_bbox_dn_1: 0.1770 (0.1799) loss_bbox_dn_2: 0.1609 (0.1598) loss_bbox_dn_3: 0.1532 (0.1540) loss_bbox_dn_4: 0.1488 (0.1526) loss_bbox_dn_5: 0.1489 (0.1526) loss_giou: 0.4414 (0.4563) loss_giou_aux_0: 0.4422 (0.4788) loss_giou_aux_1: 0.4304 (0.4660) loss_giou_aux_2: 0.4357 (0.4609) loss_giou_aux_3: 0.4415 (0.4577) loss_giou_aux_4: 0.4358 (0.4564) loss_giou_aux_5: 0.5082 (0.5395) loss_giou_dn_0: 0.5023 (0.5530) loss_giou_dn_1: 0.3995 (0.4445) loss_giou_dn_2: 0.3693 (0.4128) loss_giou_dn_3: 0.3591 (0.4045) loss_giou_dn_4: 0.3565 (0.4024) loss_giou_dn_5: 0.3565 (0.4026) loss_vfl: 0.6305 (0.6448) loss_vfl_aux_0: 0.7258 (0.7381) loss_vfl_aux_1: 0.6729 (0.6946) loss_vfl_aux_2: 0.6648 (0.6697) loss_vfl_aux_3: 0.6502 (0.6570) loss_vfl_aux_4: 0.6430 (0.6491) loss_vfl_aux_5: 0.7108 (0.7326) loss_vfl_dn_0: 0.4381 (0.4423) loss_vfl_dn_1: 0.3648 (0.3764) loss_vfl_dn_2: 0.3506 (0.3604) loss_vfl_dn_3: 0.3436 (0.3533) loss_vfl_dn_4: 0.3413 (0.3507) loss_vfl_dn_5: 0.3413 (0.3499) time: 0.4969 data: 0.0177 max mem: 5654 Epoch: [69] [4100/7393] eta: 0:27:01 lr: 0.000010 loss: 14.8928 (15.0826) loss_bbox: 0.1314 (0.1443) loss_bbox_aux_0: 0.1433 (0.1567) loss_bbox_aux_1: 0.1349 (0.1496) loss_bbox_aux_2: 0.1303 (0.1467) loss_bbox_aux_3: 0.1244 (0.1448) loss_bbox_aux_4: 0.1254 (0.1442) loss_bbox_aux_5: 0.1650 (0.1906) loss_bbox_dn_0: 0.2088 (0.2482) loss_bbox_dn_1: 0.1542 (0.1799) loss_bbox_dn_2: 0.1407 (0.1598) loss_bbox_dn_3: 0.1369 (0.1540) loss_bbox_dn_4: 0.1339 (0.1526) loss_bbox_dn_5: 0.1339 (0.1526) loss_giou: 0.4537 (0.4565) loss_giou_aux_0: 0.4878 (0.4790) loss_giou_aux_1: 0.4808 (0.4662) loss_giou_aux_2: 0.4581 (0.4611) loss_giou_aux_3: 0.4668 (0.4579) loss_giou_aux_4: 0.4537 (0.4566) loss_giou_aux_5: 0.5259 (0.5396) loss_giou_dn_0: 0.5563 (0.5532) loss_giou_dn_1: 0.4543 (0.4448) loss_giou_dn_2: 0.4209 (0.4131) loss_giou_dn_3: 0.4137 (0.4048) loss_giou_dn_4: 0.4120 (0.4027) loss_giou_dn_5: 0.4121 (0.4029) loss_vfl: 0.6303 (0.6451) loss_vfl_aux_0: 0.7026 (0.7382) loss_vfl_aux_1: 0.6900 (0.6946) loss_vfl_aux_2: 0.6716 (0.6699) loss_vfl_aux_3: 0.6457 (0.6573) loss_vfl_aux_4: 0.6301 (0.6494) loss_vfl_aux_5: 0.7098 (0.7327) loss_vfl_dn_0: 0.4375 (0.4423) loss_vfl_dn_1: 0.3753 (0.3765) loss_vfl_dn_2: 0.3564 (0.3605) loss_vfl_dn_3: 0.3499 (0.3533) loss_vfl_dn_4: 0.3455 (0.3508) loss_vfl_dn_5: 0.3439 (0.3500) time: 0.4856 data: 0.0174 max mem: 5654 Epoch: [69] [4200/7393] eta: 0:26:11 lr: 0.000010 loss: 14.4295 (15.0810) loss_bbox: 0.1427 (0.1444) loss_bbox_aux_0: 0.1516 (0.1568) loss_bbox_aux_1: 0.1430 (0.1497) loss_bbox_aux_2: 0.1470 (0.1468) loss_bbox_aux_3: 0.1456 (0.1448) loss_bbox_aux_4: 0.1427 (0.1443) loss_bbox_aux_5: 0.1930 (0.1907) loss_bbox_dn_0: 0.2353 (0.2483) loss_bbox_dn_1: 0.1716 (0.1800) loss_bbox_dn_2: 0.1521 (0.1599) loss_bbox_dn_3: 0.1482 (0.1541) loss_bbox_dn_4: 0.1472 (0.1527) loss_bbox_dn_5: 0.1471 (0.1527) loss_giou: 0.3834 (0.4562) loss_giou_aux_0: 0.4144 (0.4787) loss_giou_aux_1: 0.4015 (0.4660) loss_giou_aux_2: 0.3834 (0.4609) loss_giou_aux_3: 0.3856 (0.4576) loss_giou_aux_4: 0.3834 (0.4563) loss_giou_aux_5: 0.4782 (0.5394) loss_giou_dn_0: 0.5085 (0.5530) loss_giou_dn_1: 0.4063 (0.4446) loss_giou_dn_2: 0.3751 (0.4129) loss_giou_dn_3: 0.3631 (0.4046) loss_giou_dn_4: 0.3624 (0.4025) loss_giou_dn_5: 0.3624 (0.4027) loss_vfl: 0.6307 (0.6451) loss_vfl_aux_0: 0.7157 (0.7381) loss_vfl_aux_1: 0.6865 (0.6946) loss_vfl_aux_2: 0.6614 (0.6699) loss_vfl_aux_3: 0.6498 (0.6573) loss_vfl_aux_4: 0.6348 (0.6494) loss_vfl_aux_5: 0.7052 (0.7327) loss_vfl_dn_0: 0.4342 (0.4423) loss_vfl_dn_1: 0.3654 (0.3764) loss_vfl_dn_2: 0.3504 (0.3604) loss_vfl_dn_3: 0.3445 (0.3533) loss_vfl_dn_4: 0.3436 (0.3508) loss_vfl_dn_5: 0.3437 (0.3500) time: 0.4808 data: 0.0177 max mem: 5654 Epoch: [69] [4300/7393] eta: 0:25:22 lr: 0.000010 loss: 15.0607 (15.0829) loss_bbox: 0.1312 (0.1444) loss_bbox_aux_0: 0.1548 (0.1568) loss_bbox_aux_1: 0.1419 (0.1496) loss_bbox_aux_2: 0.1399 (0.1467) loss_bbox_aux_3: 0.1338 (0.1448) loss_bbox_aux_4: 0.1325 (0.1442) loss_bbox_aux_5: 0.1831 (0.1907) loss_bbox_dn_0: 0.2312 (0.2482) loss_bbox_dn_1: 0.1678 (0.1799) loss_bbox_dn_2: 0.1523 (0.1598) loss_bbox_dn_3: 0.1459 (0.1540) loss_bbox_dn_4: 0.1424 (0.1526) loss_bbox_dn_5: 0.1425 (0.1526) loss_giou: 0.4391 (0.4564) loss_giou_aux_0: 0.4540 (0.4789) loss_giou_aux_1: 0.4467 (0.4661) loss_giou_aux_2: 0.4391 (0.4610) loss_giou_aux_3: 0.4345 (0.4577) loss_giou_aux_4: 0.4328 (0.4564) loss_giou_aux_5: 0.5213 (0.5395) loss_giou_dn_0: 0.5581 (0.5531) loss_giou_dn_1: 0.4425 (0.4447) loss_giou_dn_2: 0.4083 (0.4130) loss_giou_dn_3: 0.3966 (0.4047) loss_giou_dn_4: 0.3938 (0.4026) loss_giou_dn_5: 0.3936 (0.4028) loss_vfl: 0.6479 (0.6453) loss_vfl_aux_0: 0.7481 (0.7382) loss_vfl_aux_1: 0.7238 (0.6947) loss_vfl_aux_2: 0.6737 (0.6699) loss_vfl_aux_3: 0.6546 (0.6574) loss_vfl_aux_4: 0.6541 (0.6496) loss_vfl_aux_5: 0.7427 (0.7328) loss_vfl_dn_0: 0.4465 (0.4423) loss_vfl_dn_1: 0.3827 (0.3765) loss_vfl_dn_2: 0.3669 (0.3605) loss_vfl_dn_3: 0.3606 (0.3534) loss_vfl_dn_4: 0.3572 (0.3508) loss_vfl_dn_5: 0.3557 (0.3501) time: 0.4857 data: 0.0172 max mem: 5654 Epoch: [69] [4400/7393] eta: 0:24:32 lr: 0.000010 loss: 15.4154 (15.0844) loss_bbox: 0.1479 (0.1443) loss_bbox_aux_0: 0.1679 (0.1567) loss_bbox_aux_1: 0.1496 (0.1496) loss_bbox_aux_2: 0.1512 (0.1467) loss_bbox_aux_3: 0.1454 (0.1447) loss_bbox_aux_4: 0.1479 (0.1442) loss_bbox_aux_5: 0.1970 (0.1906) loss_bbox_dn_0: 0.2762 (0.2480) loss_bbox_dn_1: 0.1976 (0.1798) loss_bbox_dn_2: 0.1742 (0.1597) loss_bbox_dn_3: 0.1634 (0.1539) loss_bbox_dn_4: 0.1611 (0.1525) loss_bbox_dn_5: 0.1611 (0.1525) loss_giou: 0.4078 (0.4565) loss_giou_aux_0: 0.4380 (0.4791) loss_giou_aux_1: 0.4181 (0.4663) loss_giou_aux_2: 0.4082 (0.4612) loss_giou_aux_3: 0.4033 (0.4579) loss_giou_aux_4: 0.4090 (0.4566) loss_giou_aux_5: 0.5057 (0.5397) loss_giou_dn_0: 0.5412 (0.5532) loss_giou_dn_1: 0.4160 (0.4448) loss_giou_dn_2: 0.3868 (0.4131) loss_giou_dn_3: 0.3781 (0.4048) loss_giou_dn_4: 0.3769 (0.4027) loss_giou_dn_5: 0.3768 (0.4029) loss_vfl: 0.6757 (0.6453) loss_vfl_aux_0: 0.7525 (0.7383) loss_vfl_aux_1: 0.7242 (0.6948) loss_vfl_aux_2: 0.6977 (0.6701) loss_vfl_aux_3: 0.6791 (0.6575) loss_vfl_aux_4: 0.6690 (0.6497) loss_vfl_aux_5: 0.7339 (0.7328) loss_vfl_dn_0: 0.4399 (0.4424) loss_vfl_dn_1: 0.3787 (0.3766) loss_vfl_dn_2: 0.3625 (0.3606) loss_vfl_dn_3: 0.3541 (0.3534) loss_vfl_dn_4: 0.3496 (0.3509) loss_vfl_dn_5: 0.3479 (0.3501) time: 0.4730 data: 0.0176 max mem: 5654 Epoch: [69] [4500/7393] eta: 0:23:42 lr: 0.000010 loss: 15.1304 (15.0897) loss_bbox: 0.1441 (0.1444) loss_bbox_aux_0: 0.1517 (0.1568) loss_bbox_aux_1: 0.1451 (0.1497) loss_bbox_aux_2: 0.1454 (0.1468) loss_bbox_aux_3: 0.1431 (0.1448) loss_bbox_aux_4: 0.1398 (0.1443) loss_bbox_aux_5: 0.1835 (0.1907) loss_bbox_dn_0: 0.2141 (0.2481) loss_bbox_dn_1: 0.1621 (0.1799) loss_bbox_dn_2: 0.1412 (0.1598) loss_bbox_dn_3: 0.1339 (0.1541) loss_bbox_dn_4: 0.1325 (0.1526) loss_bbox_dn_5: 0.1325 (0.1527) loss_giou: 0.4666 (0.4568) loss_giou_aux_0: 0.4836 (0.4794) loss_giou_aux_1: 0.4718 (0.4665) loss_giou_aux_2: 0.4768 (0.4614) loss_giou_aux_3: 0.4669 (0.4581) loss_giou_aux_4: 0.4665 (0.4568) loss_giou_aux_5: 0.5353 (0.5399) loss_giou_dn_0: 0.5686 (0.5534) loss_giou_dn_1: 0.4518 (0.4450) loss_giou_dn_2: 0.4191 (0.4133) loss_giou_dn_3: 0.4125 (0.4050) loss_giou_dn_4: 0.4134 (0.4029) loss_giou_dn_5: 0.4139 (0.4031) loss_vfl: 0.6223 (0.6455) loss_vfl_aux_0: 0.7204 (0.7382) loss_vfl_aux_1: 0.6547 (0.6948) loss_vfl_aux_2: 0.6424 (0.6702) loss_vfl_aux_3: 0.6304 (0.6577) loss_vfl_aux_4: 0.6246 (0.6498) loss_vfl_aux_5: 0.7142 (0.7328) loss_vfl_dn_0: 0.4419 (0.4424) loss_vfl_dn_1: 0.3778 (0.3766) loss_vfl_dn_2: 0.3596 (0.3607) loss_vfl_dn_3: 0.3572 (0.3535) loss_vfl_dn_4: 0.3541 (0.3510) loss_vfl_dn_5: 0.3520 (0.3502) time: 0.4879 data: 0.0174 max mem: 5654 Epoch: [69] [4600/7393] eta: 0:22:52 lr: 0.000010 loss: 15.0369 (15.0895) loss_bbox: 0.1502 (0.1446) loss_bbox_aux_0: 0.1549 (0.1570) loss_bbox_aux_1: 0.1471 (0.1498) loss_bbox_aux_2: 0.1466 (0.1469) loss_bbox_aux_3: 0.1503 (0.1449) loss_bbox_aux_4: 0.1502 (0.1444) loss_bbox_aux_5: 0.1811 (0.1908) loss_bbox_dn_0: 0.2220 (0.2482) loss_bbox_dn_1: 0.1705 (0.1799) loss_bbox_dn_2: 0.1546 (0.1599) loss_bbox_dn_3: 0.1492 (0.1541) loss_bbox_dn_4: 0.1446 (0.1527) loss_bbox_dn_5: 0.1446 (0.1528) loss_giou: 0.4175 (0.4568) loss_giou_aux_0: 0.4471 (0.4794) loss_giou_aux_1: 0.4346 (0.4666) loss_giou_aux_2: 0.4167 (0.4615) loss_giou_aux_3: 0.4131 (0.4582) loss_giou_aux_4: 0.4151 (0.4569) loss_giou_aux_5: 0.5014 (0.5399) loss_giou_dn_0: 0.5151 (0.5533) loss_giou_dn_1: 0.4194 (0.4449) loss_giou_dn_2: 0.3957 (0.4133) loss_giou_dn_3: 0.3929 (0.4050) loss_giou_dn_4: 0.3892 (0.4029) loss_giou_dn_5: 0.3894 (0.4031) loss_vfl: 0.6435 (0.6452) loss_vfl_aux_0: 0.7381 (0.7379) loss_vfl_aux_1: 0.7006 (0.6946) loss_vfl_aux_2: 0.6953 (0.6700) loss_vfl_aux_3: 0.6643 (0.6575) loss_vfl_aux_4: 0.6517 (0.6496) loss_vfl_aux_5: 0.7395 (0.7326) loss_vfl_dn_0: 0.4395 (0.4424) loss_vfl_dn_1: 0.3744 (0.3766) loss_vfl_dn_2: 0.3599 (0.3606) loss_vfl_dn_3: 0.3519 (0.3535) loss_vfl_dn_4: 0.3446 (0.3510) loss_vfl_dn_5: 0.3445 (0.3502) time: 0.4982 data: 0.0175 max mem: 5654 Epoch: [69] [4700/7393] eta: 0:22:02 lr: 0.000010 loss: 14.8817 (15.0929) loss_bbox: 0.1553 (0.1447) loss_bbox_aux_0: 0.1608 (0.1570) loss_bbox_aux_1: 0.1500 (0.1498) loss_bbox_aux_2: 0.1531 (0.1470) loss_bbox_aux_3: 0.1518 (0.1450) loss_bbox_aux_4: 0.1554 (0.1445) loss_bbox_aux_5: 0.2002 (0.1909) loss_bbox_dn_0: 0.2408 (0.2482) loss_bbox_dn_1: 0.1709 (0.1800) loss_bbox_dn_2: 0.1453 (0.1599) loss_bbox_dn_3: 0.1384 (0.1542) loss_bbox_dn_4: 0.1384 (0.1528) loss_bbox_dn_5: 0.1384 (0.1528) loss_giou: 0.4316 (0.4571) loss_giou_aux_0: 0.4842 (0.4797) loss_giou_aux_1: 0.4507 (0.4668) loss_giou_aux_2: 0.4456 (0.4617) loss_giou_aux_3: 0.4297 (0.4584) loss_giou_aux_4: 0.4308 (0.4572) loss_giou_aux_5: 0.5321 (0.5402) loss_giou_dn_0: 0.5365 (0.5534) loss_giou_dn_1: 0.4257 (0.4450) loss_giou_dn_2: 0.3969 (0.4134) loss_giou_dn_3: 0.3892 (0.4051) loss_giou_dn_4: 0.3882 (0.4030) loss_giou_dn_5: 0.3888 (0.4032) loss_vfl: 0.6334 (0.6451) loss_vfl_aux_0: 0.7569 (0.7381) loss_vfl_aux_1: 0.7233 (0.6949) loss_vfl_aux_2: 0.6791 (0.6701) loss_vfl_aux_3: 0.6400 (0.6575) loss_vfl_aux_4: 0.6323 (0.6495) loss_vfl_aux_5: 0.7434 (0.7325) loss_vfl_dn_0: 0.4433 (0.4424) loss_vfl_dn_1: 0.3801 (0.3766) loss_vfl_dn_2: 0.3627 (0.3606) loss_vfl_dn_3: 0.3551 (0.3535) loss_vfl_dn_4: 0.3522 (0.3510) loss_vfl_dn_5: 0.3526 (0.3502) time: 0.4790 data: 0.0176 max mem: 5654 Epoch: [69] [4800/7393] eta: 0:21:13 lr: 0.000010 loss: 14.6336 (15.0972) loss_bbox: 0.1386 (0.1447) loss_bbox_aux_0: 0.1512 (0.1570) loss_bbox_aux_1: 0.1406 (0.1499) loss_bbox_aux_2: 0.1356 (0.1471) loss_bbox_aux_3: 0.1398 (0.1451) loss_bbox_aux_4: 0.1373 (0.1446) loss_bbox_aux_5: 0.1834 (0.1910) loss_bbox_dn_0: 0.2498 (0.2483) loss_bbox_dn_1: 0.1795 (0.1800) loss_bbox_dn_2: 0.1606 (0.1600) loss_bbox_dn_3: 0.1542 (0.1542) loss_bbox_dn_4: 0.1511 (0.1529) loss_bbox_dn_5: 0.1511 (0.1529) loss_giou: 0.4353 (0.4572) loss_giou_aux_0: 0.4469 (0.4799) loss_giou_aux_1: 0.4336 (0.4669) loss_giou_aux_2: 0.4276 (0.4618) loss_giou_aux_3: 0.4341 (0.4585) loss_giou_aux_4: 0.4322 (0.4573) loss_giou_aux_5: 0.4996 (0.5403) loss_giou_dn_0: 0.5381 (0.5537) loss_giou_dn_1: 0.4253 (0.4452) loss_giou_dn_2: 0.3950 (0.4136) loss_giou_dn_3: 0.3840 (0.4053) loss_giou_dn_4: 0.3836 (0.4032) loss_giou_dn_5: 0.3837 (0.4034) loss_vfl: 0.6520 (0.6453) loss_vfl_aux_0: 0.7460 (0.7383) loss_vfl_aux_1: 0.7146 (0.6951) loss_vfl_aux_2: 0.6789 (0.6702) loss_vfl_aux_3: 0.6728 (0.6577) loss_vfl_aux_4: 0.6510 (0.6497) loss_vfl_aux_5: 0.7515 (0.7326) loss_vfl_dn_0: 0.4415 (0.4424) loss_vfl_dn_1: 0.3780 (0.3766) loss_vfl_dn_2: 0.3621 (0.3606) loss_vfl_dn_3: 0.3554 (0.3535) loss_vfl_dn_4: 0.3536 (0.3510) loss_vfl_dn_5: 0.3531 (0.3502) time: 0.4806 data: 0.0176 max mem: 5654 Epoch: [69] [4900/7393] eta: 0:20:23 lr: 0.000010 loss: 14.6037 (15.0984) loss_bbox: 0.1288 (0.1447) loss_bbox_aux_0: 0.1313 (0.1571) loss_bbox_aux_1: 0.1336 (0.1499) loss_bbox_aux_2: 0.1298 (0.1471) loss_bbox_aux_3: 0.1241 (0.1451) loss_bbox_aux_4: 0.1295 (0.1446) loss_bbox_aux_5: 0.1664 (0.1911) loss_bbox_dn_0: 0.2148 (0.2485) loss_bbox_dn_1: 0.1570 (0.1801) loss_bbox_dn_2: 0.1317 (0.1600) loss_bbox_dn_3: 0.1278 (0.1543) loss_bbox_dn_4: 0.1277 (0.1529) loss_bbox_dn_5: 0.1277 (0.1529) loss_giou: 0.4237 (0.4570) loss_giou_aux_0: 0.4670 (0.4798) loss_giou_aux_1: 0.4509 (0.4667) loss_giou_aux_2: 0.4301 (0.4617) loss_giou_aux_3: 0.4286 (0.4584) loss_giou_aux_4: 0.4234 (0.4571) loss_giou_aux_5: 0.5326 (0.5403) loss_giou_dn_0: 0.5507 (0.5537) loss_giou_dn_1: 0.4358 (0.4451) loss_giou_dn_2: 0.4101 (0.4135) loss_giou_dn_3: 0.4008 (0.4052) loss_giou_dn_4: 0.3970 (0.4031) loss_giou_dn_5: 0.3971 (0.4033) loss_vfl: 0.6338 (0.6456) loss_vfl_aux_0: 0.7058 (0.7384) loss_vfl_aux_1: 0.6855 (0.6954) loss_vfl_aux_2: 0.6547 (0.6706) loss_vfl_aux_3: 0.6530 (0.6580) loss_vfl_aux_4: 0.6365 (0.6500) loss_vfl_aux_5: 0.7157 (0.7329) loss_vfl_dn_0: 0.4419 (0.4424) loss_vfl_dn_1: 0.3770 (0.3766) loss_vfl_dn_2: 0.3620 (0.3606) loss_vfl_dn_3: 0.3538 (0.3535) loss_vfl_dn_4: 0.3526 (0.3510) loss_vfl_dn_5: 0.3513 (0.3502) time: 0.4695 data: 0.0175 max mem: 5654 Epoch: [69] [5000/7393] eta: 0:19:34 lr: 0.000010 loss: 15.4978 (15.1023) loss_bbox: 0.1560 (0.1448) loss_bbox_aux_0: 0.1593 (0.1572) loss_bbox_aux_1: 0.1522 (0.1500) loss_bbox_aux_2: 0.1493 (0.1472) loss_bbox_aux_3: 0.1529 (0.1452) loss_bbox_aux_4: 0.1535 (0.1447) loss_bbox_aux_5: 0.2006 (0.1912) loss_bbox_dn_0: 0.2478 (0.2485) loss_bbox_dn_1: 0.1830 (0.1802) loss_bbox_dn_2: 0.1665 (0.1601) loss_bbox_dn_3: 0.1627 (0.1543) loss_bbox_dn_4: 0.1613 (0.1530) loss_bbox_dn_5: 0.1613 (0.1530) loss_giou: 0.4532 (0.4572) loss_giou_aux_0: 0.4550 (0.4800) loss_giou_aux_1: 0.4492 (0.4669) loss_giou_aux_2: 0.4520 (0.4619) loss_giou_aux_3: 0.4526 (0.4586) loss_giou_aux_4: 0.4531 (0.4573) loss_giou_aux_5: 0.5381 (0.5405) loss_giou_dn_0: 0.5583 (0.5538) loss_giou_dn_1: 0.4470 (0.4453) loss_giou_dn_2: 0.4143 (0.4137) loss_giou_dn_3: 0.4107 (0.4054) loss_giou_dn_4: 0.4108 (0.4033) loss_giou_dn_5: 0.4110 (0.4035) loss_vfl: 0.6643 (0.6456) loss_vfl_aux_0: 0.7553 (0.7385) loss_vfl_aux_1: 0.7272 (0.6954) loss_vfl_aux_2: 0.7051 (0.6707) loss_vfl_aux_3: 0.6978 (0.6580) loss_vfl_aux_4: 0.6730 (0.6500) loss_vfl_aux_5: 0.7386 (0.7329) loss_vfl_dn_0: 0.4373 (0.4424) loss_vfl_dn_1: 0.3795 (0.3766) loss_vfl_dn_2: 0.3661 (0.3607) loss_vfl_dn_3: 0.3588 (0.3536) loss_vfl_dn_4: 0.3566 (0.3510) loss_vfl_dn_5: 0.3558 (0.3503) time: 0.4732 data: 0.0174 max mem: 5654 Epoch: [69] [5100/7393] eta: 0:18:44 lr: 0.000010 loss: 15.7331 (15.1070) loss_bbox: 0.1482 (0.1448) loss_bbox_aux_0: 0.1451 (0.1572) loss_bbox_aux_1: 0.1396 (0.1499) loss_bbox_aux_2: 0.1462 (0.1471) loss_bbox_aux_3: 0.1496 (0.1452) loss_bbox_aux_4: 0.1507 (0.1447) loss_bbox_aux_5: 0.1806 (0.1912) loss_bbox_dn_0: 0.2298 (0.2485) loss_bbox_dn_1: 0.1669 (0.1801) loss_bbox_dn_2: 0.1475 (0.1601) loss_bbox_dn_3: 0.1399 (0.1543) loss_bbox_dn_4: 0.1373 (0.1529) loss_bbox_dn_5: 0.1373 (0.1529) loss_giou: 0.4456 (0.4573) loss_giou_aux_0: 0.4647 (0.4801) loss_giou_aux_1: 0.4488 (0.4669) loss_giou_aux_2: 0.4409 (0.4619) loss_giou_aux_3: 0.4486 (0.4586) loss_giou_aux_4: 0.4448 (0.4574) loss_giou_aux_5: 0.5114 (0.5405) loss_giou_dn_0: 0.5447 (0.5539) loss_giou_dn_1: 0.4569 (0.4454) loss_giou_dn_2: 0.4218 (0.4137) loss_giou_dn_3: 0.4120 (0.4054) loss_giou_dn_4: 0.4095 (0.4033) loss_giou_dn_5: 0.4093 (0.4035) loss_vfl: 0.6620 (0.6460) loss_vfl_aux_0: 0.7360 (0.7386) loss_vfl_aux_1: 0.7338 (0.6968) loss_vfl_aux_2: 0.7275 (0.6720) loss_vfl_aux_3: 0.6788 (0.6585) loss_vfl_aux_4: 0.6633 (0.6504) loss_vfl_aux_5: 0.7209 (0.7330) loss_vfl_dn_0: 0.4425 (0.4424) loss_vfl_dn_1: 0.3777 (0.3767) loss_vfl_dn_2: 0.3640 (0.3607) loss_vfl_dn_3: 0.3561 (0.3536) loss_vfl_dn_4: 0.3545 (0.3510) loss_vfl_dn_5: 0.3566 (0.3503) time: 0.4946 data: 0.0175 max mem: 5654 Epoch: [69] [5200/7393] eta: 0:17:55 lr: 0.000010 loss: 15.0894 (15.1116) loss_bbox: 0.1464 (0.1449) loss_bbox_aux_0: 0.1470 (0.1572) loss_bbox_aux_1: 0.1392 (0.1499) loss_bbox_aux_2: 0.1316 (0.1471) loss_bbox_aux_3: 0.1352 (0.1453) loss_bbox_aux_4: 0.1462 (0.1448) loss_bbox_aux_5: 0.1759 (0.1912) loss_bbox_dn_0: 0.2316 (0.2485) loss_bbox_dn_1: 0.1785 (0.1801) loss_bbox_dn_2: 0.1613 (0.1601) loss_bbox_dn_3: 0.1565 (0.1543) loss_bbox_dn_4: 0.1584 (0.1529) loss_bbox_dn_5: 0.1584 (0.1529) loss_giou: 0.4241 (0.4575) loss_giou_aux_0: 0.4367 (0.4802) loss_giou_aux_1: 0.4174 (0.4670) loss_giou_aux_2: 0.4150 (0.4620) loss_giou_aux_3: 0.4261 (0.4588) loss_giou_aux_4: 0.4216 (0.4576) loss_giou_aux_5: 0.4979 (0.5408) loss_giou_dn_0: 0.5424 (0.5540) loss_giou_dn_1: 0.4400 (0.4456) loss_giou_dn_2: 0.4074 (0.4139) loss_giou_dn_3: 0.3984 (0.4056) loss_giou_dn_4: 0.3960 (0.4035) loss_giou_dn_5: 0.3960 (0.4037) loss_vfl: 0.6460 (0.6460) loss_vfl_aux_0: 0.7686 (0.7388) loss_vfl_aux_1: 0.7433 (0.6977) loss_vfl_aux_2: 0.7136 (0.6730) loss_vfl_aux_3: 0.6502 (0.6587) loss_vfl_aux_4: 0.6428 (0.6504) loss_vfl_aux_5: 0.7423 (0.7328) loss_vfl_dn_0: 0.4468 (0.4424) loss_vfl_dn_1: 0.3860 (0.3768) loss_vfl_dn_2: 0.3671 (0.3607) loss_vfl_dn_3: 0.3571 (0.3536) loss_vfl_dn_4: 0.3564 (0.3511) loss_vfl_dn_5: 0.3547 (0.3503) time: 0.4852 data: 0.0175 max mem: 5654 Epoch: [69] [5300/7393] eta: 0:17:06 lr: 0.000010 loss: 15.6132 (15.1201) loss_bbox: 0.1332 (0.1449) loss_bbox_aux_0: 0.1522 (0.1573) loss_bbox_aux_1: 0.1413 (0.1499) loss_bbox_aux_2: 0.1443 (0.1472) loss_bbox_aux_3: 0.1433 (0.1453) loss_bbox_aux_4: 0.1332 (0.1448) loss_bbox_aux_5: 0.1848 (0.1913) loss_bbox_dn_0: 0.2466 (0.2486) loss_bbox_dn_1: 0.1749 (0.1803) loss_bbox_dn_2: 0.1507 (0.1602) loss_bbox_dn_3: 0.1461 (0.1544) loss_bbox_dn_4: 0.1447 (0.1530) loss_bbox_dn_5: 0.1447 (0.1530) loss_giou: 0.4435 (0.4576) loss_giou_aux_0: 0.4831 (0.4804) loss_giou_aux_1: 0.4578 (0.4671) loss_giou_aux_2: 0.4536 (0.4622) loss_giou_aux_3: 0.4467 (0.4589) loss_giou_aux_4: 0.4432 (0.4577) loss_giou_aux_5: 0.5300 (0.5408) loss_giou_dn_0: 0.5816 (0.5542) loss_giou_dn_1: 0.4790 (0.4458) loss_giou_dn_2: 0.4471 (0.4140) loss_giou_dn_3: 0.4379 (0.4057) loss_giou_dn_4: 0.4353 (0.4036) loss_giou_dn_5: 0.4357 (0.4038) loss_vfl: 0.6575 (0.6465) loss_vfl_aux_0: 0.7463 (0.7393) loss_vfl_aux_1: 0.7340 (0.6988) loss_vfl_aux_2: 0.7369 (0.6743) loss_vfl_aux_3: 0.6941 (0.6593) loss_vfl_aux_4: 0.6568 (0.6509) loss_vfl_aux_5: 0.7346 (0.7331) loss_vfl_dn_0: 0.4465 (0.4425) loss_vfl_dn_1: 0.3898 (0.3769) loss_vfl_dn_2: 0.3697 (0.3609) loss_vfl_dn_3: 0.3619 (0.3538) loss_vfl_dn_4: 0.3589 (0.3512) loss_vfl_dn_5: 0.3584 (0.3505) time: 0.4841 data: 0.0175 max mem: 5654 Epoch: [69] [5400/7393] eta: 0:16:16 lr: 0.000010 loss: 15.7177 (15.1235) loss_bbox: 0.1377 (0.1449) loss_bbox_aux_0: 0.1430 (0.1573) loss_bbox_aux_1: 0.1418 (0.1499) loss_bbox_aux_2: 0.1378 (0.1472) loss_bbox_aux_3: 0.1383 (0.1453) loss_bbox_aux_4: 0.1398 (0.1448) loss_bbox_aux_5: 0.1710 (0.1913) loss_bbox_dn_0: 0.2131 (0.2486) loss_bbox_dn_1: 0.1552 (0.1803) loss_bbox_dn_2: 0.1337 (0.1601) loss_bbox_dn_3: 0.1290 (0.1544) loss_bbox_dn_4: 0.1296 (0.1530) loss_bbox_dn_5: 0.1296 (0.1530) loss_giou: 0.4779 (0.4578) loss_giou_aux_0: 0.5115 (0.4805) loss_giou_aux_1: 0.4971 (0.4672) loss_giou_aux_2: 0.4846 (0.4623) loss_giou_aux_3: 0.4708 (0.4591) loss_giou_aux_4: 0.4744 (0.4578) loss_giou_aux_5: 0.5488 (0.5410) loss_giou_dn_0: 0.5860 (0.5543) loss_giou_dn_1: 0.4784 (0.4459) loss_giou_dn_2: 0.4465 (0.4141) loss_giou_dn_3: 0.4417 (0.4058) loss_giou_dn_4: 0.4387 (0.4037) loss_giou_dn_5: 0.4390 (0.4039) loss_vfl: 0.6339 (0.6467) loss_vfl_aux_0: 0.7284 (0.7397) loss_vfl_aux_1: 0.6911 (0.6993) loss_vfl_aux_2: 0.6478 (0.6746) loss_vfl_aux_3: 0.6494 (0.6595) loss_vfl_aux_4: 0.6382 (0.6511) loss_vfl_aux_5: 0.7326 (0.7330) loss_vfl_dn_0: 0.4478 (0.4426) loss_vfl_dn_1: 0.3884 (0.3770) loss_vfl_dn_2: 0.3710 (0.3609) loss_vfl_dn_3: 0.3648 (0.3538) loss_vfl_dn_4: 0.3624 (0.3512) loss_vfl_dn_5: 0.3619 (0.3505) time: 0.4891 data: 0.0176 max mem: 5654 Epoch: [69] [5500/7393] eta: 0:15:27 lr: 0.000010 loss: 15.7317 (15.1245) loss_bbox: 0.1396 (0.1449) loss_bbox_aux_0: 0.1531 (0.1573) loss_bbox_aux_1: 0.1417 (0.1499) loss_bbox_aux_2: 0.1469 (0.1472) loss_bbox_aux_3: 0.1347 (0.1453) loss_bbox_aux_4: 0.1344 (0.1448) loss_bbox_aux_5: 0.1926 (0.1913) loss_bbox_dn_0: 0.2387 (0.2484) loss_bbox_dn_1: 0.1815 (0.1802) loss_bbox_dn_2: 0.1593 (0.1601) loss_bbox_dn_3: 0.1471 (0.1543) loss_bbox_dn_4: 0.1454 (0.1529) loss_bbox_dn_5: 0.1455 (0.1529) loss_giou: 0.3957 (0.4578) loss_giou_aux_0: 0.4310 (0.4805) loss_giou_aux_1: 0.4221 (0.4672) loss_giou_aux_2: 0.4218 (0.4623) loss_giou_aux_3: 0.4150 (0.4591) loss_giou_aux_4: 0.4073 (0.4579) loss_giou_aux_5: 0.4909 (0.5410) loss_giou_dn_0: 0.5517 (0.5544) loss_giou_dn_1: 0.4396 (0.4460) loss_giou_dn_2: 0.3932 (0.4142) loss_giou_dn_3: 0.3794 (0.4058) loss_giou_dn_4: 0.3759 (0.4037) loss_giou_dn_5: 0.3760 (0.4039) loss_vfl: 0.6579 (0.6467) loss_vfl_aux_0: 0.7710 (0.7399) loss_vfl_aux_1: 0.7179 (0.6996) loss_vfl_aux_2: 0.6808 (0.6747) loss_vfl_aux_3: 0.6561 (0.6596) loss_vfl_aux_4: 0.6498 (0.6511) loss_vfl_aux_5: 0.7524 (0.7330) loss_vfl_dn_0: 0.4504 (0.4427) loss_vfl_dn_1: 0.3909 (0.3771) loss_vfl_dn_2: 0.3734 (0.3610) loss_vfl_dn_3: 0.3650 (0.3539) loss_vfl_dn_4: 0.3593 (0.3513) loss_vfl_dn_5: 0.3597 (0.3506) time: 0.4831 data: 0.0176 max mem: 5654 Epoch: [69] [5600/7393] eta: 0:14:38 lr: 0.000010 loss: 15.0533 (15.1288) loss_bbox: 0.1373 (0.1451) loss_bbox_aux_0: 0.1477 (0.1574) loss_bbox_aux_1: 0.1451 (0.1500) loss_bbox_aux_2: 0.1401 (0.1474) loss_bbox_aux_3: 0.1359 (0.1455) loss_bbox_aux_4: 0.1376 (0.1450) loss_bbox_aux_5: 0.1742 (0.1915) loss_bbox_dn_0: 0.2507 (0.2486) loss_bbox_dn_1: 0.1791 (0.1802) loss_bbox_dn_2: 0.1572 (0.1601) loss_bbox_dn_3: 0.1456 (0.1544) loss_bbox_dn_4: 0.1437 (0.1530) loss_bbox_dn_5: 0.1437 (0.1530) loss_giou: 0.4339 (0.4578) loss_giou_aux_0: 0.4552 (0.4805) loss_giou_aux_1: 0.4427 (0.4672) loss_giou_aux_2: 0.4459 (0.4623) loss_giou_aux_3: 0.4353 (0.4590) loss_giou_aux_4: 0.4340 (0.4578) loss_giou_aux_5: 0.5077 (0.5411) loss_giou_dn_0: 0.5524 (0.5545) loss_giou_dn_1: 0.4546 (0.4460) loss_giou_dn_2: 0.4185 (0.4143) loss_giou_dn_3: 0.4039 (0.4059) loss_giou_dn_4: 0.4006 (0.4038) loss_giou_dn_5: 0.4005 (0.4040) loss_vfl: 0.6770 (0.6470) loss_vfl_aux_0: 0.7721 (0.7402) loss_vfl_aux_1: 0.7265 (0.7000) loss_vfl_aux_2: 0.6910 (0.6751) loss_vfl_aux_3: 0.6816 (0.6598) loss_vfl_aux_4: 0.6816 (0.6514) loss_vfl_aux_5: 0.7343 (0.7331) loss_vfl_dn_0: 0.4475 (0.4428) loss_vfl_dn_1: 0.3823 (0.3772) loss_vfl_dn_2: 0.3589 (0.3611) loss_vfl_dn_3: 0.3528 (0.3539) loss_vfl_dn_4: 0.3498 (0.3514) loss_vfl_dn_5: 0.3492 (0.3506) time: 0.4710 data: 0.0176 max mem: 5654 Epoch: [69] [5700/7393] eta: 0:13:49 lr: 0.000010 loss: 15.5060 (15.1339) loss_bbox: 0.1616 (0.1451) loss_bbox_aux_0: 0.1767 (0.1575) loss_bbox_aux_1: 0.1681 (0.1501) loss_bbox_aux_2: 0.1642 (0.1474) loss_bbox_aux_3: 0.1599 (0.1455) loss_bbox_aux_4: 0.1627 (0.1450) loss_bbox_aux_5: 0.2081 (0.1916) loss_bbox_dn_0: 0.2811 (0.2487) loss_bbox_dn_1: 0.2032 (0.1803) loss_bbox_dn_2: 0.1810 (0.1602) loss_bbox_dn_3: 0.1791 (0.1544) loss_bbox_dn_4: 0.1766 (0.1530) loss_bbox_dn_5: 0.1766 (0.1531) loss_giou: 0.4275 (0.4578) loss_giou_aux_0: 0.4590 (0.4805) loss_giou_aux_1: 0.4411 (0.4672) loss_giou_aux_2: 0.4517 (0.4623) loss_giou_aux_3: 0.4333 (0.4591) loss_giou_aux_4: 0.4204 (0.4579) loss_giou_aux_5: 0.5155 (0.5411) loss_giou_dn_0: 0.5507 (0.5546) loss_giou_dn_1: 0.4524 (0.4461) loss_giou_dn_2: 0.4159 (0.4144) loss_giou_dn_3: 0.4072 (0.4060) loss_giou_dn_4: 0.4030 (0.4039) loss_giou_dn_5: 0.4029 (0.4041) loss_vfl: 0.6716 (0.6474) loss_vfl_aux_0: 0.7908 (0.7405) loss_vfl_aux_1: 0.7562 (0.7009) loss_vfl_aux_2: 0.7252 (0.6759) loss_vfl_aux_3: 0.6911 (0.6603) loss_vfl_aux_4: 0.6823 (0.6517) loss_vfl_aux_5: 0.7343 (0.7334) loss_vfl_dn_0: 0.4543 (0.4428) loss_vfl_dn_1: 0.3914 (0.3772) loss_vfl_dn_2: 0.3715 (0.3611) loss_vfl_dn_3: 0.3639 (0.3540) loss_vfl_dn_4: 0.3585 (0.3514) loss_vfl_dn_5: 0.3580 (0.3506) time: 0.4877 data: 0.0174 max mem: 5654 Epoch: [69] [5800/7393] eta: 0:13:00 lr: 0.000010 loss: 15.5358 (15.1366) loss_bbox: 0.1476 (0.1451) loss_bbox_aux_0: 0.1564 (0.1575) loss_bbox_aux_1: 0.1458 (0.1501) loss_bbox_aux_2: 0.1493 (0.1474) loss_bbox_aux_3: 0.1447 (0.1455) loss_bbox_aux_4: 0.1419 (0.1450) loss_bbox_aux_5: 0.1847 (0.1915) loss_bbox_dn_0: 0.2556 (0.2486) loss_bbox_dn_1: 0.1796 (0.1803) loss_bbox_dn_2: 0.1658 (0.1602) loss_bbox_dn_3: 0.1581 (0.1544) loss_bbox_dn_4: 0.1554 (0.1530) loss_bbox_dn_5: 0.1555 (0.1530) loss_giou: 0.4707 (0.4579) loss_giou_aux_0: 0.4886 (0.4807) loss_giou_aux_1: 0.4801 (0.4673) loss_giou_aux_2: 0.4923 (0.4625) loss_giou_aux_3: 0.4836 (0.4592) loss_giou_aux_4: 0.4720 (0.4580) loss_giou_aux_5: 0.5527 (0.5413) loss_giou_dn_0: 0.5702 (0.5548) loss_giou_dn_1: 0.4683 (0.4463) loss_giou_dn_2: 0.4377 (0.4145) loss_giou_dn_3: 0.4224 (0.4061) loss_giou_dn_4: 0.4206 (0.4040) loss_giou_dn_5: 0.4205 (0.4042) loss_vfl: 0.6795 (0.6473) loss_vfl_aux_0: 0.7726 (0.7408) loss_vfl_aux_1: 0.7254 (0.7011) loss_vfl_aux_2: 0.7234 (0.6762) loss_vfl_aux_3: 0.6841 (0.6603) loss_vfl_aux_4: 0.6683 (0.6517) loss_vfl_aux_5: 0.7538 (0.7332) loss_vfl_dn_0: 0.4474 (0.4429) loss_vfl_dn_1: 0.3899 (0.3773) loss_vfl_dn_2: 0.3744 (0.3612) loss_vfl_dn_3: 0.3653 (0.3540) loss_vfl_dn_4: 0.3648 (0.3515) loss_vfl_dn_5: 0.3651 (0.3507) time: 0.4852 data: 0.0177 max mem: 5654 Epoch: [69] [5900/7393] eta: 0:12:14 lr: 0.000010 loss: 15.1271 (15.1376) loss_bbox: 0.1431 (0.1450) loss_bbox_aux_0: 0.1626 (0.1575) loss_bbox_aux_1: 0.1630 (0.1501) loss_bbox_aux_2: 0.1523 (0.1473) loss_bbox_aux_3: 0.1488 (0.1455) loss_bbox_aux_4: 0.1409 (0.1449) loss_bbox_aux_5: 0.1923 (0.1915) loss_bbox_dn_0: 0.2679 (0.2487) loss_bbox_dn_1: 0.2014 (0.1804) loss_bbox_dn_2: 0.1740 (0.1602) loss_bbox_dn_3: 0.1671 (0.1544) loss_bbox_dn_4: 0.1634 (0.1530) loss_bbox_dn_5: 0.1635 (0.1531) loss_giou: 0.4083 (0.4577) loss_giou_aux_0: 0.4292 (0.4805) loss_giou_aux_1: 0.4112 (0.4671) loss_giou_aux_2: 0.4049 (0.4622) loss_giou_aux_3: 0.4099 (0.4590) loss_giou_aux_4: 0.4051 (0.4577) loss_giou_aux_5: 0.4861 (0.5411) loss_giou_dn_0: 0.5212 (0.5548) loss_giou_dn_1: 0.4183 (0.4462) loss_giou_dn_2: 0.3805 (0.4144) loss_giou_dn_3: 0.3719 (0.4060) loss_giou_dn_4: 0.3687 (0.4039) loss_giou_dn_5: 0.3688 (0.4041) loss_vfl: 0.6915 (0.6477) loss_vfl_aux_0: 0.7904 (0.7413) loss_vfl_aux_1: 0.7689 (0.7016) loss_vfl_aux_2: 0.7234 (0.6768) loss_vfl_aux_3: 0.6930 (0.6606) loss_vfl_aux_4: 0.6877 (0.6520) loss_vfl_aux_5: 0.7847 (0.7335) loss_vfl_dn_0: 0.4495 (0.4429) loss_vfl_dn_1: 0.3816 (0.3774) loss_vfl_dn_2: 0.3696 (0.3612) loss_vfl_dn_3: 0.3630 (0.3541) loss_vfl_dn_4: 0.3583 (0.3515) loss_vfl_dn_5: 0.3558 (0.3507) time: 0.4912 data: 0.0177 max mem: 5654 Epoch: [69] [6000/7393] eta: 0:11:24 lr: 0.000010 loss: 15.0720 (15.1339) loss_bbox: 0.1358 (0.1451) loss_bbox_aux_0: 0.1580 (0.1575) loss_bbox_aux_1: 0.1493 (0.1501) loss_bbox_aux_2: 0.1458 (0.1474) loss_bbox_aux_3: 0.1434 (0.1455) loss_bbox_aux_4: 0.1374 (0.1450) loss_bbox_aux_5: 0.1761 (0.1916) loss_bbox_dn_0: 0.2344 (0.2488) loss_bbox_dn_1: 0.1694 (0.1804) loss_bbox_dn_2: 0.1617 (0.1603) loss_bbox_dn_3: 0.1517 (0.1545) loss_bbox_dn_4: 0.1466 (0.1531) loss_bbox_dn_5: 0.1466 (0.1531) loss_giou: 0.4214 (0.4571) loss_giou_aux_0: 0.4476 (0.4800) loss_giou_aux_1: 0.4273 (0.4666) loss_giou_aux_2: 0.4281 (0.4617) loss_giou_aux_3: 0.4295 (0.4585) loss_giou_aux_4: 0.4304 (0.4572) loss_giou_aux_5: 0.5018 (0.5406) loss_giou_dn_0: 0.5635 (0.5544) loss_giou_dn_1: 0.4470 (0.4459) loss_giou_dn_2: 0.4182 (0.4141) loss_giou_dn_3: 0.4149 (0.4056) loss_giou_dn_4: 0.4117 (0.4035) loss_giou_dn_5: 0.4117 (0.4037) loss_vfl: 0.6648 (0.6479) loss_vfl_aux_0: 0.7720 (0.7417) loss_vfl_aux_1: 0.7250 (0.7019) loss_vfl_aux_2: 0.6873 (0.6770) loss_vfl_aux_3: 0.6662 (0.6607) loss_vfl_aux_4: 0.6732 (0.6522) loss_vfl_aux_5: 0.7468 (0.7337) loss_vfl_dn_0: 0.4447 (0.4430) loss_vfl_dn_1: 0.3783 (0.3773) loss_vfl_dn_2: 0.3667 (0.3612) loss_vfl_dn_3: 0.3621 (0.3540) loss_vfl_dn_4: 0.3597 (0.3514) loss_vfl_dn_5: 0.3591 (0.3507) time: 0.4899 data: 0.0177 max mem: 5654 Epoch: [69] [6100/7393] eta: 0:10:35 lr: 0.000010 loss: 15.1332 (15.1327) loss_bbox: 0.1416 (0.1450) loss_bbox_aux_0: 0.1573 (0.1575) loss_bbox_aux_1: 0.1470 (0.1501) loss_bbox_aux_2: 0.1410 (0.1473) loss_bbox_aux_3: 0.1402 (0.1455) loss_bbox_aux_4: 0.1419 (0.1449) loss_bbox_aux_5: 0.1943 (0.1916) loss_bbox_dn_0: 0.2590 (0.2488) loss_bbox_dn_1: 0.1976 (0.1804) loss_bbox_dn_2: 0.1724 (0.1603) loss_bbox_dn_3: 0.1595 (0.1545) loss_bbox_dn_4: 0.1561 (0.1531) loss_bbox_dn_5: 0.1561 (0.1531) loss_giou: 0.4267 (0.4569) loss_giou_aux_0: 0.4566 (0.4797) loss_giou_aux_1: 0.4310 (0.4664) loss_giou_aux_2: 0.4311 (0.4615) loss_giou_aux_3: 0.4207 (0.4582) loss_giou_aux_4: 0.4268 (0.4570) loss_giou_aux_5: 0.5025 (0.5403) loss_giou_dn_0: 0.5261 (0.5543) loss_giou_dn_1: 0.4200 (0.4458) loss_giou_dn_2: 0.3973 (0.4139) loss_giou_dn_3: 0.3859 (0.4055) loss_giou_dn_4: 0.3820 (0.4034) loss_giou_dn_5: 0.3821 (0.4036) loss_vfl: 0.6553 (0.6481) loss_vfl_aux_0: 0.7507 (0.7420) loss_vfl_aux_1: 0.6909 (0.7020) loss_vfl_aux_2: 0.6760 (0.6771) loss_vfl_aux_3: 0.6680 (0.6610) loss_vfl_aux_4: 0.6609 (0.6524) loss_vfl_aux_5: 0.7244 (0.7339) loss_vfl_dn_0: 0.4443 (0.4430) loss_vfl_dn_1: 0.3768 (0.3774) loss_vfl_dn_2: 0.3608 (0.3612) loss_vfl_dn_3: 0.3566 (0.3540) loss_vfl_dn_4: 0.3538 (0.3514) loss_vfl_dn_5: 0.3532 (0.3507) time: 0.4725 data: 0.0175 max mem: 5654 Epoch: [69] [6200/7393] eta: 0:09:46 lr: 0.000010 loss: 15.7855 (15.1337) loss_bbox: 0.1459 (0.1450) loss_bbox_aux_0: 0.1602 (0.1575) loss_bbox_aux_1: 0.1602 (0.1501) loss_bbox_aux_2: 0.1445 (0.1473) loss_bbox_aux_3: 0.1462 (0.1455) loss_bbox_aux_4: 0.1460 (0.1449) loss_bbox_aux_5: 0.1810 (0.1916) loss_bbox_dn_0: 0.2389 (0.2490) loss_bbox_dn_1: 0.1764 (0.1805) loss_bbox_dn_2: 0.1572 (0.1604) loss_bbox_dn_3: 0.1479 (0.1546) loss_bbox_dn_4: 0.1469 (0.1532) loss_bbox_dn_5: 0.1469 (0.1532) loss_giou: 0.4368 (0.4567) loss_giou_aux_0: 0.4751 (0.4795) loss_giou_aux_1: 0.4527 (0.4662) loss_giou_aux_2: 0.4384 (0.4613) loss_giou_aux_3: 0.4348 (0.4580) loss_giou_aux_4: 0.4405 (0.4568) loss_giou_aux_5: 0.5627 (0.5401) loss_giou_dn_0: 0.5753 (0.5543) loss_giou_dn_1: 0.4584 (0.4457) loss_giou_dn_2: 0.4158 (0.4139) loss_giou_dn_3: 0.4022 (0.4055) loss_giou_dn_4: 0.3996 (0.4033) loss_giou_dn_5: 0.3995 (0.4035) loss_vfl: 0.6618 (0.6484) loss_vfl_aux_0: 0.7376 (0.7422) loss_vfl_aux_1: 0.7109 (0.7023) loss_vfl_aux_2: 0.6882 (0.6774) loss_vfl_aux_3: 0.6798 (0.6613) loss_vfl_aux_4: 0.6674 (0.6527) loss_vfl_aux_5: 0.7388 (0.7340) loss_vfl_dn_0: 0.4468 (0.4430) loss_vfl_dn_1: 0.3861 (0.3774) loss_vfl_dn_2: 0.3665 (0.3612) loss_vfl_dn_3: 0.3595 (0.3540) loss_vfl_dn_4: 0.3586 (0.3514) loss_vfl_dn_5: 0.3594 (0.3507) time: 0.4748 data: 0.0174 max mem: 5654 Epoch: [69] [6300/7393] eta: 0:08:57 lr: 0.000010 loss: 14.4620 (15.1325) loss_bbox: 0.1434 (0.1450) loss_bbox_aux_0: 0.1451 (0.1574) loss_bbox_aux_1: 0.1417 (0.1501) loss_bbox_aux_2: 0.1442 (0.1473) loss_bbox_aux_3: 0.1435 (0.1454) loss_bbox_aux_4: 0.1470 (0.1449) loss_bbox_aux_5: 0.1669 (0.1915) loss_bbox_dn_0: 0.2320 (0.2489) loss_bbox_dn_1: 0.1686 (0.1805) loss_bbox_dn_2: 0.1515 (0.1603) loss_bbox_dn_3: 0.1476 (0.1545) loss_bbox_dn_4: 0.1461 (0.1532) loss_bbox_dn_5: 0.1461 (0.1532) loss_giou: 0.4112 (0.4566) loss_giou_aux_0: 0.4403 (0.4794) loss_giou_aux_1: 0.4447 (0.4661) loss_giou_aux_2: 0.4376 (0.4612) loss_giou_aux_3: 0.4190 (0.4579) loss_giou_aux_4: 0.4109 (0.4567) loss_giou_aux_5: 0.5065 (0.5400) loss_giou_dn_0: 0.5375 (0.5541) loss_giou_dn_1: 0.4292 (0.4456) loss_giou_dn_2: 0.3952 (0.4138) loss_giou_dn_3: 0.3906 (0.4054) loss_giou_dn_4: 0.3911 (0.4033) loss_giou_dn_5: 0.3907 (0.4035) loss_vfl: 0.6170 (0.6484) loss_vfl_aux_0: 0.6940 (0.7424) loss_vfl_aux_1: 0.6722 (0.7025) loss_vfl_aux_2: 0.6392 (0.6774) loss_vfl_aux_3: 0.6283 (0.6614) loss_vfl_aux_4: 0.6199 (0.6528) loss_vfl_aux_5: 0.7066 (0.7342) loss_vfl_dn_0: 0.4362 (0.4430) loss_vfl_dn_1: 0.3714 (0.3773) loss_vfl_dn_2: 0.3550 (0.3611) loss_vfl_dn_3: 0.3502 (0.3540) loss_vfl_dn_4: 0.3457 (0.3514) loss_vfl_dn_5: 0.3478 (0.3507) time: 0.4844 data: 0.0178 max mem: 5654 Epoch: [69] [6400/7393] eta: 0:08:08 lr: 0.000010 loss: 15.3721 (15.1337) loss_bbox: 0.1319 (0.1449) loss_bbox_aux_0: 0.1513 (0.1574) loss_bbox_aux_1: 0.1379 (0.1500) loss_bbox_aux_2: 0.1327 (0.1472) loss_bbox_aux_3: 0.1285 (0.1454) loss_bbox_aux_4: 0.1288 (0.1449) loss_bbox_aux_5: 0.1742 (0.1914) loss_bbox_dn_0: 0.2243 (0.2487) loss_bbox_dn_1: 0.1645 (0.1804) loss_bbox_dn_2: 0.1497 (0.1602) loss_bbox_dn_3: 0.1449 (0.1544) loss_bbox_dn_4: 0.1439 (0.1531) loss_bbox_dn_5: 0.1439 (0.1531) loss_giou: 0.4661 (0.4570) loss_giou_aux_0: 0.4828 (0.4797) loss_giou_aux_1: 0.4829 (0.4664) loss_giou_aux_2: 0.4796 (0.4616) loss_giou_aux_3: 0.4765 (0.4583) loss_giou_aux_4: 0.4700 (0.4571) loss_giou_aux_5: 0.5508 (0.5403) loss_giou_dn_0: 0.5689 (0.5542) loss_giou_dn_1: 0.4602 (0.4458) loss_giou_dn_2: 0.4266 (0.4139) loss_giou_dn_3: 0.4141 (0.4055) loss_giou_dn_4: 0.4118 (0.4034) loss_giou_dn_5: 0.4119 (0.4036) loss_vfl: 0.6293 (0.6483) loss_vfl_aux_0: 0.7276 (0.7423) loss_vfl_aux_1: 0.7027 (0.7024) loss_vfl_aux_2: 0.6812 (0.6772) loss_vfl_aux_3: 0.6583 (0.6612) loss_vfl_aux_4: 0.6459 (0.6527) loss_vfl_aux_5: 0.7248 (0.7340) loss_vfl_dn_0: 0.4378 (0.4430) loss_vfl_dn_1: 0.3788 (0.3773) loss_vfl_dn_2: 0.3678 (0.3612) loss_vfl_dn_3: 0.3623 (0.3540) loss_vfl_dn_4: 0.3589 (0.3515) loss_vfl_dn_5: 0.3578 (0.3507) time: 0.5074 data: 0.0178 max mem: 5654 Epoch: [69] [6500/7393] eta: 0:07:19 lr: 0.000010 loss: 14.7430 (15.1371) loss_bbox: 0.1429 (0.1451) loss_bbox_aux_0: 0.1586 (0.1575) loss_bbox_aux_1: 0.1546 (0.1501) loss_bbox_aux_2: 0.1527 (0.1474) loss_bbox_aux_3: 0.1438 (0.1455) loss_bbox_aux_4: 0.1422 (0.1450) loss_bbox_aux_5: 0.1883 (0.1916) loss_bbox_dn_0: 0.2512 (0.2491) loss_bbox_dn_1: 0.1741 (0.1807) loss_bbox_dn_2: 0.1559 (0.1605) loss_bbox_dn_3: 0.1539 (0.1547) loss_bbox_dn_4: 0.1533 (0.1533) loss_bbox_dn_5: 0.1533 (0.1533) loss_giou: 0.4092 (0.4569) loss_giou_aux_0: 0.4393 (0.4796) loss_giou_aux_1: 0.4176 (0.4662) loss_giou_aux_2: 0.4216 (0.4615) loss_giou_aux_3: 0.4071 (0.4581) loss_giou_aux_4: 0.4048 (0.4569) loss_giou_aux_5: 0.5105 (0.5401) loss_giou_dn_0: 0.5281 (0.5542) loss_giou_dn_1: 0.4149 (0.4457) loss_giou_dn_2: 0.3816 (0.4139) loss_giou_dn_3: 0.3734 (0.4055) loss_giou_dn_4: 0.3699 (0.4033) loss_giou_dn_5: 0.3699 (0.4035) loss_vfl: 0.6470 (0.6485) loss_vfl_aux_0: 0.7294 (0.7426) loss_vfl_aux_1: 0.7021 (0.7028) loss_vfl_aux_2: 0.6592 (0.6776) loss_vfl_aux_3: 0.6295 (0.6615) loss_vfl_aux_4: 0.6295 (0.6529) loss_vfl_aux_5: 0.7366 (0.7343) loss_vfl_dn_0: 0.4375 (0.4430) loss_vfl_dn_1: 0.3679 (0.3773) loss_vfl_dn_2: 0.3565 (0.3612) loss_vfl_dn_3: 0.3473 (0.3540) loss_vfl_dn_4: 0.3478 (0.3515) loss_vfl_dn_5: 0.3475 (0.3507) time: 0.4800 data: 0.0175 max mem: 5654 Epoch: [69] [6600/7393] eta: 0:06:30 lr: 0.000010 loss: 15.2170 (15.1385) loss_bbox: 0.1520 (0.1451) loss_bbox_aux_0: 0.1692 (0.1576) loss_bbox_aux_1: 0.1556 (0.1502) loss_bbox_aux_2: 0.1581 (0.1474) loss_bbox_aux_3: 0.1575 (0.1456) loss_bbox_aux_4: 0.1519 (0.1451) loss_bbox_aux_5: 0.2105 (0.1918) loss_bbox_dn_0: 0.2456 (0.2491) loss_bbox_dn_1: 0.1804 (0.1807) loss_bbox_dn_2: 0.1622 (0.1605) loss_bbox_dn_3: 0.1575 (0.1547) loss_bbox_dn_4: 0.1562 (0.1534) loss_bbox_dn_5: 0.1563 (0.1534) loss_giou: 0.4394 (0.4569) loss_giou_aux_0: 0.4645 (0.4796) loss_giou_aux_1: 0.4501 (0.4663) loss_giou_aux_2: 0.4484 (0.4615) loss_giou_aux_3: 0.4462 (0.4581) loss_giou_aux_4: 0.4420 (0.4569) loss_giou_aux_5: 0.5148 (0.5401) loss_giou_dn_0: 0.5560 (0.5542) loss_giou_dn_1: 0.4499 (0.4457) loss_giou_dn_2: 0.4192 (0.4139) loss_giou_dn_3: 0.4100 (0.4054) loss_giou_dn_4: 0.4083 (0.4033) loss_giou_dn_5: 0.4087 (0.4035) loss_vfl: 0.6414 (0.6486) loss_vfl_aux_0: 0.7341 (0.7426) loss_vfl_aux_1: 0.6955 (0.7029) loss_vfl_aux_2: 0.6817 (0.6777) loss_vfl_aux_3: 0.6522 (0.6615) loss_vfl_aux_4: 0.6486 (0.6529) loss_vfl_aux_5: 0.7252 (0.7344) loss_vfl_dn_0: 0.4489 (0.4430) loss_vfl_dn_1: 0.3770 (0.3774) loss_vfl_dn_2: 0.3627 (0.3612) loss_vfl_dn_3: 0.3531 (0.3540) loss_vfl_dn_4: 0.3497 (0.3515) loss_vfl_dn_5: 0.3480 (0.3507) time: 0.4823 data: 0.0173 max mem: 5654 Epoch: [69] [6700/7393] eta: 0:05:41 lr: 0.000010 loss: 15.2513 (15.1384) loss_bbox: 0.1370 (0.1452) loss_bbox_aux_0: 0.1581 (0.1577) loss_bbox_aux_1: 0.1547 (0.1503) loss_bbox_aux_2: 0.1515 (0.1475) loss_bbox_aux_3: 0.1432 (0.1456) loss_bbox_aux_4: 0.1421 (0.1451) loss_bbox_aux_5: 0.1975 (0.1919) loss_bbox_dn_0: 0.2439 (0.2492) loss_bbox_dn_1: 0.1707 (0.1807) loss_bbox_dn_2: 0.1465 (0.1605) loss_bbox_dn_3: 0.1420 (0.1547) loss_bbox_dn_4: 0.1411 (0.1534) loss_bbox_dn_5: 0.1411 (0.1534) loss_giou: 0.4349 (0.4569) loss_giou_aux_0: 0.4700 (0.4796) loss_giou_aux_1: 0.4542 (0.4663) loss_giou_aux_2: 0.4651 (0.4615) loss_giou_aux_3: 0.4522 (0.4581) loss_giou_aux_4: 0.4361 (0.4569) loss_giou_aux_5: 0.5379 (0.5401) loss_giou_dn_0: 0.5459 (0.5541) loss_giou_dn_1: 0.4391 (0.4457) loss_giou_dn_2: 0.4100 (0.4138) loss_giou_dn_3: 0.3999 (0.4054) loss_giou_dn_4: 0.3964 (0.4033) loss_giou_dn_5: 0.3971 (0.4035) loss_vfl: 0.6629 (0.6486) loss_vfl_aux_0: 0.7433 (0.7425) loss_vfl_aux_1: 0.7029 (0.7029) loss_vfl_aux_2: 0.6633 (0.6775) loss_vfl_aux_3: 0.6720 (0.6615) loss_vfl_aux_4: 0.6608 (0.6530) loss_vfl_aux_5: 0.7637 (0.7344) loss_vfl_dn_0: 0.4380 (0.4430) loss_vfl_dn_1: 0.3712 (0.3773) loss_vfl_dn_2: 0.3659 (0.3612) loss_vfl_dn_3: 0.3555 (0.3540) loss_vfl_dn_4: 0.3528 (0.3515) loss_vfl_dn_5: 0.3531 (0.3507) time: 0.4863 data: 0.0175 max mem: 5654 Epoch: [69] [6800/7393] eta: 0:04:51 lr: 0.000010 loss: 15.2855 (15.1386) loss_bbox: 0.1493 (0.1453) loss_bbox_aux_0: 0.1681 (0.1577) loss_bbox_aux_1: 0.1586 (0.1503) loss_bbox_aux_2: 0.1524 (0.1476) loss_bbox_aux_3: 0.1490 (0.1457) loss_bbox_aux_4: 0.1484 (0.1452) loss_bbox_aux_5: 0.1869 (0.1919) loss_bbox_dn_0: 0.2460 (0.2492) loss_bbox_dn_1: 0.1709 (0.1807) loss_bbox_dn_2: 0.1516 (0.1606) loss_bbox_dn_3: 0.1488 (0.1548) loss_bbox_dn_4: 0.1455 (0.1534) loss_bbox_dn_5: 0.1455 (0.1534) loss_giou: 0.4668 (0.4568) loss_giou_aux_0: 0.4984 (0.4796) loss_giou_aux_1: 0.4855 (0.4663) loss_giou_aux_2: 0.4770 (0.4615) loss_giou_aux_3: 0.4649 (0.4581) loss_giou_aux_4: 0.4670 (0.4569) loss_giou_aux_5: 0.5396 (0.5401) loss_giou_dn_0: 0.5598 (0.5541) loss_giou_dn_1: 0.4242 (0.4456) loss_giou_dn_2: 0.3908 (0.4138) loss_giou_dn_3: 0.3832 (0.4054) loss_giou_dn_4: 0.3832 (0.4033) loss_giou_dn_5: 0.3833 (0.4035) loss_vfl: 0.6293 (0.6486) loss_vfl_aux_0: 0.7110 (0.7426) loss_vfl_aux_1: 0.6782 (0.7029) loss_vfl_aux_2: 0.6443 (0.6775) loss_vfl_aux_3: 0.6345 (0.6615) loss_vfl_aux_4: 0.6352 (0.6529) loss_vfl_aux_5: 0.7284 (0.7343) loss_vfl_dn_0: 0.4405 (0.4429) loss_vfl_dn_1: 0.3749 (0.3773) loss_vfl_dn_2: 0.3572 (0.3611) loss_vfl_dn_3: 0.3517 (0.3540) loss_vfl_dn_4: 0.3474 (0.3515) loss_vfl_dn_5: 0.3453 (0.3507) time: 0.4781 data: 0.0179 max mem: 5654 Epoch: [69] [6900/7393] eta: 0:04:02 lr: 0.000010 loss: 15.0366 (15.1384) loss_bbox: 0.1449 (0.1453) loss_bbox_aux_0: 0.1631 (0.1577) loss_bbox_aux_1: 0.1548 (0.1504) loss_bbox_aux_2: 0.1488 (0.1476) loss_bbox_aux_3: 0.1434 (0.1457) loss_bbox_aux_4: 0.1449 (0.1452) loss_bbox_aux_5: 0.1883 (0.1920) loss_bbox_dn_0: 0.2320 (0.2493) loss_bbox_dn_1: 0.1658 (0.1808) loss_bbox_dn_2: 0.1518 (0.1607) loss_bbox_dn_3: 0.1433 (0.1549) loss_bbox_dn_4: 0.1404 (0.1535) loss_bbox_dn_5: 0.1404 (0.1535) loss_giou: 0.4466 (0.4569) loss_giou_aux_0: 0.4519 (0.4796) loss_giou_aux_1: 0.4325 (0.4663) loss_giou_aux_2: 0.4567 (0.4615) loss_giou_aux_3: 0.4488 (0.4581) loss_giou_aux_4: 0.4499 (0.4569) loss_giou_aux_5: 0.5046 (0.5401) loss_giou_dn_0: 0.5481 (0.5541) loss_giou_dn_1: 0.4413 (0.4456) loss_giou_dn_2: 0.4094 (0.4138) loss_giou_dn_3: 0.4071 (0.4054) loss_giou_dn_4: 0.4067 (0.4032) loss_giou_dn_5: 0.4068 (0.4034) loss_vfl: 0.6282 (0.6484) loss_vfl_aux_0: 0.6972 (0.7426) loss_vfl_aux_1: 0.6790 (0.7028) loss_vfl_aux_2: 0.6423 (0.6773) loss_vfl_aux_3: 0.6341 (0.6614) loss_vfl_aux_4: 0.6272 (0.6528) loss_vfl_aux_5: 0.6951 (0.7342) loss_vfl_dn_0: 0.4404 (0.4429) loss_vfl_dn_1: 0.3814 (0.3773) loss_vfl_dn_2: 0.3669 (0.3611) loss_vfl_dn_3: 0.3573 (0.3539) loss_vfl_dn_4: 0.3560 (0.3514) loss_vfl_dn_5: 0.3561 (0.3507) time: 0.4787 data: 0.0177 max mem: 5654 Epoch: [69] [7000/7393] eta: 0:03:13 lr: 0.000010 loss: 14.8786 (15.1397) loss_bbox: 0.1334 (0.1452) loss_bbox_aux_0: 0.1426 (0.1576) loss_bbox_aux_1: 0.1420 (0.1503) loss_bbox_aux_2: 0.1329 (0.1475) loss_bbox_aux_3: 0.1342 (0.1457) loss_bbox_aux_4: 0.1334 (0.1452) loss_bbox_aux_5: 0.1722 (0.1919) loss_bbox_dn_0: 0.2197 (0.2492) loss_bbox_dn_1: 0.1607 (0.1808) loss_bbox_dn_2: 0.1456 (0.1606) loss_bbox_dn_3: 0.1440 (0.1548) loss_bbox_dn_4: 0.1429 (0.1534) loss_bbox_dn_5: 0.1429 (0.1534) loss_giou: 0.4769 (0.4571) loss_giou_aux_0: 0.4926 (0.4799) loss_giou_aux_1: 0.4859 (0.4666) loss_giou_aux_2: 0.4715 (0.4618) loss_giou_aux_3: 0.4769 (0.4584) loss_giou_aux_4: 0.4720 (0.4572) loss_giou_aux_5: 0.5462 (0.5403) loss_giou_dn_0: 0.5651 (0.5544) loss_giou_dn_1: 0.4533 (0.4459) loss_giou_dn_2: 0.4215 (0.4140) loss_giou_dn_3: 0.4131 (0.4056) loss_giou_dn_4: 0.4106 (0.4035) loss_giou_dn_5: 0.4106 (0.4036) loss_vfl: 0.6322 (0.6483) loss_vfl_aux_0: 0.7090 (0.7424) loss_vfl_aux_1: 0.6705 (0.7026) loss_vfl_aux_2: 0.6673 (0.6771) loss_vfl_aux_3: 0.6331 (0.6612) loss_vfl_aux_4: 0.6356 (0.6527) loss_vfl_aux_5: 0.7085 (0.7341) loss_vfl_dn_0: 0.4459 (0.4428) loss_vfl_dn_1: 0.3833 (0.3773) loss_vfl_dn_2: 0.3661 (0.3611) loss_vfl_dn_3: 0.3592 (0.3540) loss_vfl_dn_4: 0.3557 (0.3514) loss_vfl_dn_5: 0.3553 (0.3507) time: 0.4757 data: 0.0179 max mem: 5654 Epoch: [69] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 14.5862 (15.1362) loss_bbox: 0.1372 (0.1453) loss_bbox_aux_0: 0.1537 (0.1576) loss_bbox_aux_1: 0.1468 (0.1503) loss_bbox_aux_2: 0.1410 (0.1475) loss_bbox_aux_3: 0.1378 (0.1457) loss_bbox_aux_4: 0.1372 (0.1452) loss_bbox_aux_5: 0.1756 (0.1919) loss_bbox_dn_0: 0.2327 (0.2492) loss_bbox_dn_1: 0.1514 (0.1807) loss_bbox_dn_2: 0.1265 (0.1606) loss_bbox_dn_3: 0.1213 (0.1548) loss_bbox_dn_4: 0.1197 (0.1534) loss_bbox_dn_5: 0.1197 (0.1534) loss_giou: 0.4218 (0.4569) loss_giou_aux_0: 0.4417 (0.4796) loss_giou_aux_1: 0.4466 (0.4664) loss_giou_aux_2: 0.4333 (0.4616) loss_giou_aux_3: 0.4317 (0.4582) loss_giou_aux_4: 0.4215 (0.4570) loss_giou_aux_5: 0.4976 (0.5401) loss_giou_dn_0: 0.5257 (0.5542) loss_giou_dn_1: 0.4246 (0.4457) loss_giou_dn_2: 0.3948 (0.4138) loss_giou_dn_3: 0.3857 (0.4054) loss_giou_dn_4: 0.3837 (0.4033) loss_giou_dn_5: 0.3840 (0.4035) loss_vfl: 0.6462 (0.6483) loss_vfl_aux_0: 0.7234 (0.7425) loss_vfl_aux_1: 0.6671 (0.7025) loss_vfl_aux_2: 0.6446 (0.6770) loss_vfl_aux_3: 0.6419 (0.6611) loss_vfl_aux_4: 0.6374 (0.6527) loss_vfl_aux_5: 0.6932 (0.7341) loss_vfl_dn_0: 0.4328 (0.4428) loss_vfl_dn_1: 0.3680 (0.3772) loss_vfl_dn_2: 0.3591 (0.3611) loss_vfl_dn_3: 0.3536 (0.3539) loss_vfl_dn_4: 0.3518 (0.3514) loss_vfl_dn_5: 0.3523 (0.3506) time: 0.4643 data: 0.0179 max mem: 5654 Epoch: [69] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 14.7141 (15.1351) loss_bbox: 0.1372 (0.1452) loss_bbox_aux_0: 0.1466 (0.1575) loss_bbox_aux_1: 0.1365 (0.1502) loss_bbox_aux_2: 0.1391 (0.1475) loss_bbox_aux_3: 0.1402 (0.1456) loss_bbox_aux_4: 0.1408 (0.1451) loss_bbox_aux_5: 0.1761 (0.1918) loss_bbox_dn_0: 0.2613 (0.2491) loss_bbox_dn_1: 0.1819 (0.1807) loss_bbox_dn_2: 0.1510 (0.1605) loss_bbox_dn_3: 0.1435 (0.1547) loss_bbox_dn_4: 0.1399 (0.1533) loss_bbox_dn_5: 0.1399 (0.1533) loss_giou: 0.3963 (0.4569) loss_giou_aux_0: 0.4354 (0.4796) loss_giou_aux_1: 0.4209 (0.4663) loss_giou_aux_2: 0.4023 (0.4616) loss_giou_aux_3: 0.3968 (0.4582) loss_giou_aux_4: 0.3992 (0.4570) loss_giou_aux_5: 0.4971 (0.5401) loss_giou_dn_0: 0.5380 (0.5542) loss_giou_dn_1: 0.4122 (0.4457) loss_giou_dn_2: 0.3772 (0.4138) loss_giou_dn_3: 0.3700 (0.4054) loss_giou_dn_4: 0.3655 (0.4033) loss_giou_dn_5: 0.3654 (0.4034) loss_vfl: 0.6553 (0.6483) loss_vfl_aux_0: 0.7409 (0.7425) loss_vfl_aux_1: 0.7002 (0.7026) loss_vfl_aux_2: 0.6669 (0.6769) loss_vfl_aux_3: 0.6511 (0.6611) loss_vfl_aux_4: 0.6280 (0.6527) loss_vfl_aux_5: 0.7493 (0.7341) loss_vfl_dn_0: 0.4439 (0.4428) loss_vfl_dn_1: 0.3791 (0.3772) loss_vfl_dn_2: 0.3571 (0.3611) loss_vfl_dn_3: 0.3454 (0.3539) loss_vfl_dn_4: 0.3420 (0.3514) loss_vfl_dn_5: 0.3420 (0.3506) time: 0.4825 data: 0.0177 max mem: 5654 Epoch: [69] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.7163 (15.1364) loss_bbox: 0.1346 (0.1452) loss_bbox_aux_0: 0.1417 (0.1575) loss_bbox_aux_1: 0.1378 (0.1502) loss_bbox_aux_2: 0.1351 (0.1475) loss_bbox_aux_3: 0.1361 (0.1456) loss_bbox_aux_4: 0.1351 (0.1451) loss_bbox_aux_5: 0.1884 (0.1919) loss_bbox_dn_0: 0.2222 (0.2492) loss_bbox_dn_1: 0.1581 (0.1807) loss_bbox_dn_2: 0.1431 (0.1605) loss_bbox_dn_3: 0.1365 (0.1547) loss_bbox_dn_4: 0.1371 (0.1533) loss_bbox_dn_5: 0.1371 (0.1534) loss_giou: 0.4048 (0.4569) loss_giou_aux_0: 0.4412 (0.4796) loss_giou_aux_1: 0.4287 (0.4663) loss_giou_aux_2: 0.4241 (0.4616) loss_giou_aux_3: 0.4095 (0.4582) loss_giou_aux_4: 0.4137 (0.4570) loss_giou_aux_5: 0.4974 (0.5400) loss_giou_dn_0: 0.5328 (0.5542) loss_giou_dn_1: 0.4202 (0.4457) loss_giou_dn_2: 0.3934 (0.4138) loss_giou_dn_3: 0.3819 (0.4054) loss_giou_dn_4: 0.3799 (0.4033) loss_giou_dn_5: 0.3796 (0.4035) loss_vfl: 0.6405 (0.6484) loss_vfl_aux_0: 0.7414 (0.7426) loss_vfl_aux_1: 0.6923 (0.7027) loss_vfl_aux_2: 0.6606 (0.6770) loss_vfl_aux_3: 0.6529 (0.6612) loss_vfl_aux_4: 0.6447 (0.6528) loss_vfl_aux_5: 0.7295 (0.7342) loss_vfl_dn_0: 0.4327 (0.4428) loss_vfl_dn_1: 0.3633 (0.3772) loss_vfl_dn_2: 0.3466 (0.3611) loss_vfl_dn_3: 0.3408 (0.3539) loss_vfl_dn_4: 0.3371 (0.3514) loss_vfl_dn_5: 0.3375 (0.3506) time: 0.4893 data: 0.0171 max mem: 5654 Epoch: [69] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.2093 (15.1378) loss_bbox: 0.1503 (0.1452) loss_bbox_aux_0: 0.1615 (0.1576) loss_bbox_aux_1: 0.1538 (0.1503) loss_bbox_aux_2: 0.1538 (0.1475) loss_bbox_aux_3: 0.1432 (0.1456) loss_bbox_aux_4: 0.1502 (0.1451) loss_bbox_aux_5: 0.1917 (0.1919) loss_bbox_dn_0: 0.2182 (0.2492) loss_bbox_dn_1: 0.1593 (0.1807) loss_bbox_dn_2: 0.1412 (0.1605) loss_bbox_dn_3: 0.1380 (0.1547) loss_bbox_dn_4: 0.1380 (0.1534) loss_bbox_dn_5: 0.1380 (0.1534) loss_giou: 0.4284 (0.4568) loss_giou_aux_0: 0.4649 (0.4796) loss_giou_aux_1: 0.4543 (0.4663) loss_giou_aux_2: 0.4331 (0.4615) loss_giou_aux_3: 0.4374 (0.4581) loss_giou_aux_4: 0.4307 (0.4569) loss_giou_aux_5: 0.5223 (0.5400) loss_giou_dn_0: 0.5396 (0.5542) loss_giou_dn_1: 0.4392 (0.4457) loss_giou_dn_2: 0.4011 (0.4138) loss_giou_dn_3: 0.3963 (0.4054) loss_giou_dn_4: 0.3959 (0.4033) loss_giou_dn_5: 0.3958 (0.4035) loss_vfl: 0.6672 (0.6487) loss_vfl_aux_0: 0.7663 (0.7428) loss_vfl_aux_1: 0.7163 (0.7029) loss_vfl_aux_2: 0.6806 (0.6772) loss_vfl_aux_3: 0.6527 (0.6614) loss_vfl_aux_4: 0.6563 (0.6530) loss_vfl_aux_5: 0.7586 (0.7344) loss_vfl_dn_0: 0.4426 (0.4428) loss_vfl_dn_1: 0.3801 (0.3772) loss_vfl_dn_2: 0.3649 (0.3611) loss_vfl_dn_3: 0.3610 (0.3539) loss_vfl_dn_4: 0.3585 (0.3514) loss_vfl_dn_5: 0.3589 (0.3507) time: 0.4722 data: 0.0174 max mem: 5654 Epoch: [69] Total time: 1:00:35 (0.4917 s / it) Averaged stats: lr: 0.000010 loss: 15.2093 (15.1378) loss_bbox: 0.1503 (0.1452) loss_bbox_aux_0: 0.1615 (0.1576) loss_bbox_aux_1: 0.1538 (0.1503) loss_bbox_aux_2: 0.1538 (0.1475) loss_bbox_aux_3: 0.1432 (0.1456) loss_bbox_aux_4: 0.1502 (0.1451) loss_bbox_aux_5: 0.1917 (0.1919) loss_bbox_dn_0: 0.2182 (0.2492) loss_bbox_dn_1: 0.1593 (0.1807) loss_bbox_dn_2: 0.1412 (0.1605) loss_bbox_dn_3: 0.1380 (0.1547) loss_bbox_dn_4: 0.1380 (0.1534) loss_bbox_dn_5: 0.1380 (0.1534) loss_giou: 0.4284 (0.4568) loss_giou_aux_0: 0.4649 (0.4796) loss_giou_aux_1: 0.4543 (0.4663) loss_giou_aux_2: 0.4331 (0.4615) loss_giou_aux_3: 0.4374 (0.4581) loss_giou_aux_4: 0.4307 (0.4569) loss_giou_aux_5: 0.5223 (0.5400) loss_giou_dn_0: 0.5396 (0.5542) loss_giou_dn_1: 0.4392 (0.4457) loss_giou_dn_2: 0.4011 (0.4138) loss_giou_dn_3: 0.3963 (0.4054) loss_giou_dn_4: 0.3959 (0.4033) loss_giou_dn_5: 0.3958 (0.4035) loss_vfl: 0.6672 (0.6487) loss_vfl_aux_0: 0.7663 (0.7428) loss_vfl_aux_1: 0.7163 (0.7029) loss_vfl_aux_2: 0.6806 (0.6772) loss_vfl_aux_3: 0.6527 (0.6614) loss_vfl_aux_4: 0.6563 (0.6530) loss_vfl_aux_5: 0.7586 (0.7344) loss_vfl_dn_0: 0.4426 (0.4428) loss_vfl_dn_1: 0.3801 (0.3772) loss_vfl_dn_2: 0.3649 (0.3611) loss_vfl_dn_3: 0.3610 (0.3539) loss_vfl_dn_4: 0.3585 (0.3514) loss_vfl_dn_5: 0.3589 (0.3507) Test: [ 0/157] eta: 0:04:46 time: 1.8270 data: 1.3852 max mem: 5654 Test: [ 10/157] eta: 0:01:18 time: 0.5347 data: 0.1476 max mem: 5654 Test: [ 20/157] eta: 0:01:04 time: 0.4008 data: 0.0261 max mem: 5654 Test: [ 30/157] eta: 0:00:56 time: 0.3954 data: 0.0274 max mem: 5654 Test: [ 40/157] eta: 0:00:50 time: 0.3955 data: 0.0265 max mem: 5654 Test: [ 50/157] eta: 0:00:45 time: 0.3982 data: 0.0263 max mem: 5654 Test: [ 60/157] eta: 0:00:41 time: 0.4027 data: 0.0262 max mem: 5654 Test: [ 70/157] eta: 0:00:45 time: 0.7751 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:39 time: 0.7764 data: 0.0263 max mem: 5654 Test: [ 90/157] eta: 0:00:33 time: 0.4025 data: 0.0266 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3966 data: 0.0270 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.4045 data: 0.0276 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.4026 data: 0.0275 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3929 data: 0.0268 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3888 data: 0.0262 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.3761 data: 0.0260 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3646 data: 0.0256 max mem: 5654 Test: Total time: 0:01:11 (0.4548 s / it) Averaged stats: Accumulating evaluation results... DONE (t=34.26s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [70] [ 0/7393] eta: 1 day, 1:44:52 lr: 0.000010 loss: 15.5658 (15.5658) loss_bbox: 0.1949 (0.1949) loss_bbox_aux_0: 0.1934 (0.1934) loss_bbox_aux_1: 0.1926 (0.1926) loss_bbox_aux_2: 0.1907 (0.1907) loss_bbox_aux_3: 0.1910 (0.1910) loss_bbox_aux_4: 0.1898 (0.1898) loss_bbox_aux_5: 0.2139 (0.2139) loss_bbox_dn_0: 0.2993 (0.2993) loss_bbox_dn_1: 0.2329 (0.2329) loss_bbox_dn_2: 0.2155 (0.2155) loss_bbox_dn_3: 0.2089 (0.2089) loss_bbox_dn_4: 0.2097 (0.2097) loss_bbox_dn_5: 0.2097 (0.2097) loss_giou: 0.4348 (0.4348) loss_giou_aux_0: 0.4339 (0.4339) loss_giou_aux_1: 0.4391 (0.4391) loss_giou_aux_2: 0.4370 (0.4370) loss_giou_aux_3: 0.4227 (0.4227) loss_giou_aux_4: 0.4236 (0.4236) loss_giou_aux_5: 0.4891 (0.4891) loss_giou_dn_0: 0.4758 (0.4758) loss_giou_dn_1: 0.3667 (0.3667) loss_giou_dn_2: 0.3445 (0.3445) loss_giou_dn_3: 0.3409 (0.3409) loss_giou_dn_4: 0.3395 (0.3395) loss_giou_dn_5: 0.3398 (0.3398) loss_vfl: 0.7002 (0.7002) loss_vfl_aux_0: 0.7870 (0.7870) loss_vfl_aux_1: 0.7320 (0.7320) loss_vfl_aux_2: 0.7116 (0.7116) loss_vfl_aux_3: 0.7083 (0.7083) loss_vfl_aux_4: 0.7141 (0.7141) loss_vfl_aux_5: 0.7915 (0.7915) loss_vfl_dn_0: 0.4800 (0.4800) loss_vfl_dn_1: 0.4015 (0.4015) loss_vfl_dn_2: 0.3852 (0.3852) loss_vfl_dn_3: 0.3783 (0.3783) loss_vfl_dn_4: 0.3716 (0.3716) loss_vfl_dn_5: 0.3751 (0.3751) time: 12.5379 data: 3.5082 max mem: 5654 Epoch: [70] [ 100/7393] eta: 1:23:20 lr: 0.000010 loss: 14.4177 (15.0422) loss_bbox: 0.1360 (0.1472) loss_bbox_aux_0: 0.1480 (0.1571) loss_bbox_aux_1: 0.1434 (0.1507) loss_bbox_aux_2: 0.1446 (0.1483) loss_bbox_aux_3: 0.1399 (0.1475) loss_bbox_aux_4: 0.1373 (0.1468) loss_bbox_aux_5: 0.1858 (0.1946) loss_bbox_dn_0: 0.2275 (0.2581) loss_bbox_dn_1: 0.1662 (0.1880) loss_bbox_dn_2: 0.1495 (0.1675) loss_bbox_dn_3: 0.1474 (0.1620) loss_bbox_dn_4: 0.1480 (0.1603) loss_bbox_dn_5: 0.1480 (0.1603) loss_giou: 0.4320 (0.4465) loss_giou_aux_0: 0.4587 (0.4676) loss_giou_aux_1: 0.4452 (0.4557) loss_giou_aux_2: 0.4350 (0.4511) loss_giou_aux_3: 0.4330 (0.4480) loss_giou_aux_4: 0.4321 (0.4458) loss_giou_aux_5: 0.5184 (0.5289) loss_giou_dn_0: 0.5464 (0.5424) loss_giou_dn_1: 0.4375 (0.4362) loss_giou_dn_2: 0.4093 (0.4046) loss_giou_dn_3: 0.3983 (0.3966) loss_giou_dn_4: 0.3968 (0.3944) loss_giou_dn_5: 0.3965 (0.3945) loss_vfl: 0.6210 (0.6451) loss_vfl_aux_0: 0.7391 (0.7445) loss_vfl_aux_1: 0.6820 (0.7031) loss_vfl_aux_2: 0.6455 (0.6740) loss_vfl_aux_3: 0.6268 (0.6601) loss_vfl_aux_4: 0.6229 (0.6513) loss_vfl_aux_5: 0.7128 (0.7442) loss_vfl_dn_0: 0.4357 (0.4421) loss_vfl_dn_1: 0.3737 (0.3743) loss_vfl_dn_2: 0.3597 (0.3575) loss_vfl_dn_3: 0.3518 (0.3502) loss_vfl_dn_4: 0.3507 (0.3479) loss_vfl_dn_5: 0.3485 (0.3472) time: 0.4866 data: 0.0138 max mem: 5654 Epoch: [70] [ 200/7393] eta: 1:10:51 lr: 0.000010 loss: 14.8116 (15.1392) loss_bbox: 0.1421 (0.1462) loss_bbox_aux_0: 0.1550 (0.1570) loss_bbox_aux_1: 0.1579 (0.1512) loss_bbox_aux_2: 0.1530 (0.1485) loss_bbox_aux_3: 0.1401 (0.1465) loss_bbox_aux_4: 0.1417 (0.1462) loss_bbox_aux_5: 0.1855 (0.1925) loss_bbox_dn_0: 0.2306 (0.2511) loss_bbox_dn_1: 0.1660 (0.1828) loss_bbox_dn_2: 0.1477 (0.1628) loss_bbox_dn_3: 0.1418 (0.1571) loss_bbox_dn_4: 0.1407 (0.1555) loss_bbox_dn_5: 0.1407 (0.1555) loss_giou: 0.4383 (0.4606) loss_giou_aux_0: 0.4560 (0.4820) loss_giou_aux_1: 0.4585 (0.4707) loss_giou_aux_2: 0.4613 (0.4653) loss_giou_aux_3: 0.4613 (0.4618) loss_giou_aux_4: 0.4443 (0.4609) loss_giou_aux_5: 0.5317 (0.5432) loss_giou_dn_0: 0.5393 (0.5545) loss_giou_dn_1: 0.4438 (0.4480) loss_giou_dn_2: 0.4118 (0.4168) loss_giou_dn_3: 0.4028 (0.4085) loss_giou_dn_4: 0.4000 (0.4063) loss_giou_dn_5: 0.3999 (0.4065) loss_vfl: 0.6144 (0.6409) loss_vfl_aux_0: 0.7196 (0.7379) loss_vfl_aux_1: 0.6658 (0.6923) loss_vfl_aux_2: 0.6339 (0.6674) loss_vfl_aux_3: 0.6361 (0.6554) loss_vfl_aux_4: 0.6168 (0.6453) loss_vfl_aux_5: 0.7262 (0.7354) loss_vfl_dn_0: 0.4405 (0.4411) loss_vfl_dn_1: 0.3686 (0.3752) loss_vfl_dn_2: 0.3527 (0.3592) loss_vfl_dn_3: 0.3458 (0.3523) loss_vfl_dn_4: 0.3432 (0.3498) loss_vfl_dn_5: 0.3427 (0.3492) time: 0.4921 data: 0.0133 max mem: 5654 Epoch: [70] [ 300/7393] eta: 1:05:43 lr: 0.000010 loss: 15.1579 (15.1289) loss_bbox: 0.1445 (0.1468) loss_bbox_aux_0: 0.1567 (0.1580) loss_bbox_aux_1: 0.1518 (0.1519) loss_bbox_aux_2: 0.1450 (0.1488) loss_bbox_aux_3: 0.1433 (0.1471) loss_bbox_aux_4: 0.1445 (0.1468) loss_bbox_aux_5: 0.1882 (0.1926) loss_bbox_dn_0: 0.2415 (0.2499) loss_bbox_dn_1: 0.1732 (0.1814) loss_bbox_dn_2: 0.1592 (0.1612) loss_bbox_dn_3: 0.1532 (0.1555) loss_bbox_dn_4: 0.1531 (0.1539) loss_bbox_dn_5: 0.1531 (0.1540) loss_giou: 0.4727 (0.4624) loss_giou_aux_0: 0.4845 (0.4845) loss_giou_aux_1: 0.4715 (0.4730) loss_giou_aux_2: 0.4669 (0.4671) loss_giou_aux_3: 0.4733 (0.4636) loss_giou_aux_4: 0.4728 (0.4629) loss_giou_aux_5: 0.5398 (0.5456) loss_giou_dn_0: 0.5640 (0.5551) loss_giou_dn_1: 0.4617 (0.4479) loss_giou_dn_2: 0.4332 (0.4162) loss_giou_dn_3: 0.4242 (0.4080) loss_giou_dn_4: 0.4205 (0.4058) loss_giou_dn_5: 0.4206 (0.4060) loss_vfl: 0.6309 (0.6399) loss_vfl_aux_0: 0.7110 (0.7334) loss_vfl_aux_1: 0.6699 (0.6891) loss_vfl_aux_2: 0.6501 (0.6658) loss_vfl_aux_3: 0.6489 (0.6538) loss_vfl_aux_4: 0.6266 (0.6443) loss_vfl_aux_5: 0.7064 (0.7308) loss_vfl_dn_0: 0.4429 (0.4414) loss_vfl_dn_1: 0.3804 (0.3750) loss_vfl_dn_2: 0.3653 (0.3591) loss_vfl_dn_3: 0.3593 (0.3521) loss_vfl_dn_4: 0.3565 (0.3495) loss_vfl_dn_5: 0.3563 (0.3489) time: 0.4719 data: 0.0139 max mem: 5654 Epoch: [70] [ 400/7393] eta: 1:02:38 lr: 0.000010 loss: 15.0136 (15.1783) loss_bbox: 0.1418 (0.1467) loss_bbox_aux_0: 0.1630 (0.1584) loss_bbox_aux_1: 0.1524 (0.1524) loss_bbox_aux_2: 0.1447 (0.1489) loss_bbox_aux_3: 0.1371 (0.1471) loss_bbox_aux_4: 0.1420 (0.1466) loss_bbox_aux_5: 0.1862 (0.1926) loss_bbox_dn_0: 0.2272 (0.2498) loss_bbox_dn_1: 0.1658 (0.1817) loss_bbox_dn_2: 0.1515 (0.1615) loss_bbox_dn_3: 0.1442 (0.1559) loss_bbox_dn_4: 0.1425 (0.1544) loss_bbox_dn_5: 0.1425 (0.1545) loss_giou: 0.4592 (0.4631) loss_giou_aux_0: 0.4815 (0.4865) loss_giou_aux_1: 0.4705 (0.4746) loss_giou_aux_2: 0.4635 (0.4684) loss_giou_aux_3: 0.4633 (0.4645) loss_giou_aux_4: 0.4493 (0.4634) loss_giou_aux_5: 0.5308 (0.5471) loss_giou_dn_0: 0.5439 (0.5571) loss_giou_dn_1: 0.4345 (0.4501) loss_giou_dn_2: 0.4038 (0.4181) loss_giou_dn_3: 0.3921 (0.4099) loss_giou_dn_4: 0.3887 (0.4078) loss_giou_dn_5: 0.3899 (0.4080) loss_vfl: 0.6364 (0.6437) loss_vfl_aux_0: 0.7394 (0.7363) loss_vfl_aux_1: 0.6797 (0.6907) loss_vfl_aux_2: 0.6600 (0.6680) loss_vfl_aux_3: 0.6400 (0.6570) loss_vfl_aux_4: 0.6277 (0.6480) loss_vfl_aux_5: 0.7230 (0.7318) loss_vfl_dn_0: 0.4434 (0.4422) loss_vfl_dn_1: 0.3734 (0.3762) loss_vfl_dn_2: 0.3576 (0.3606) loss_vfl_dn_3: 0.3473 (0.3535) loss_vfl_dn_4: 0.3453 (0.3510) loss_vfl_dn_5: 0.3450 (0.3504) time: 0.4806 data: 0.0140 max mem: 5654 Epoch: [70] [ 500/7393] eta: 1:00:35 lr: 0.000010 loss: 15.3368 (15.1345) loss_bbox: 0.1196 (0.1459) loss_bbox_aux_0: 0.1315 (0.1570) loss_bbox_aux_1: 0.1225 (0.1509) loss_bbox_aux_2: 0.1232 (0.1480) loss_bbox_aux_3: 0.1178 (0.1463) loss_bbox_aux_4: 0.1186 (0.1457) loss_bbox_aux_5: 0.1680 (0.1911) loss_bbox_dn_0: 0.1998 (0.2466) loss_bbox_dn_1: 0.1461 (0.1793) loss_bbox_dn_2: 0.1342 (0.1596) loss_bbox_dn_3: 0.1293 (0.1539) loss_bbox_dn_4: 0.1274 (0.1525) loss_bbox_dn_5: 0.1274 (0.1525) loss_giou: 0.4840 (0.4619) loss_giou_aux_0: 0.5014 (0.4847) loss_giou_aux_1: 0.5006 (0.4725) loss_giou_aux_2: 0.4848 (0.4668) loss_giou_aux_3: 0.4897 (0.4632) loss_giou_aux_4: 0.4840 (0.4621) loss_giou_aux_5: 0.5873 (0.5456) loss_giou_dn_0: 0.5869 (0.5551) loss_giou_dn_1: 0.4880 (0.4485) loss_giou_dn_2: 0.4592 (0.4169) loss_giou_dn_3: 0.4483 (0.4086) loss_giou_dn_4: 0.4449 (0.4066) loss_giou_dn_5: 0.4451 (0.4068) loss_vfl: 0.6144 (0.6431) loss_vfl_aux_0: 0.7120 (0.7359) loss_vfl_aux_1: 0.6744 (0.6906) loss_vfl_aux_2: 0.6508 (0.6678) loss_vfl_aux_3: 0.6359 (0.6560) loss_vfl_aux_4: 0.6174 (0.6474) loss_vfl_aux_5: 0.6928 (0.7313) loss_vfl_dn_0: 0.4399 (0.4421) loss_vfl_dn_1: 0.3855 (0.3762) loss_vfl_dn_2: 0.3725 (0.3605) loss_vfl_dn_3: 0.3667 (0.3535) loss_vfl_dn_4: 0.3626 (0.3510) loss_vfl_dn_5: 0.3611 (0.3503) time: 0.5136 data: 0.0134 max mem: 5654 Epoch: [70] [ 600/7393] eta: 0:58:55 lr: 0.000010 loss: 14.8225 (15.1409) loss_bbox: 0.1583 (0.1450) loss_bbox_aux_0: 0.1594 (0.1557) loss_bbox_aux_1: 0.1561 (0.1497) loss_bbox_aux_2: 0.1588 (0.1472) loss_bbox_aux_3: 0.1580 (0.1455) loss_bbox_aux_4: 0.1583 (0.1449) loss_bbox_aux_5: 0.1980 (0.1896) loss_bbox_dn_0: 0.2548 (0.2448) loss_bbox_dn_1: 0.1865 (0.1776) loss_bbox_dn_2: 0.1655 (0.1580) loss_bbox_dn_3: 0.1581 (0.1524) loss_bbox_dn_4: 0.1577 (0.1510) loss_bbox_dn_5: 0.1577 (0.1510) loss_giou: 0.4422 (0.4641) loss_giou_aux_0: 0.4386 (0.4865) loss_giou_aux_1: 0.4274 (0.4741) loss_giou_aux_2: 0.4262 (0.4690) loss_giou_aux_3: 0.4257 (0.4656) loss_giou_aux_4: 0.4325 (0.4643) loss_giou_aux_5: 0.5217 (0.5475) loss_giou_dn_0: 0.5387 (0.5567) loss_giou_dn_1: 0.4282 (0.4499) loss_giou_dn_2: 0.4008 (0.4183) loss_giou_dn_3: 0.3926 (0.4100) loss_giou_dn_4: 0.3895 (0.4080) loss_giou_dn_5: 0.3895 (0.4082) loss_vfl: 0.6477 (0.6426) loss_vfl_aux_0: 0.7406 (0.7364) loss_vfl_aux_1: 0.7016 (0.6920) loss_vfl_aux_2: 0.6784 (0.6671) loss_vfl_aux_3: 0.6697 (0.6550) loss_vfl_aux_4: 0.6538 (0.6472) loss_vfl_aux_5: 0.7492 (0.7311) loss_vfl_dn_0: 0.4396 (0.4421) loss_vfl_dn_1: 0.3783 (0.3762) loss_vfl_dn_2: 0.3640 (0.3608) loss_vfl_dn_3: 0.3535 (0.3537) loss_vfl_dn_4: 0.3506 (0.3513) loss_vfl_dn_5: 0.3505 (0.3506) time: 0.4897 data: 0.0132 max mem: 5654 Epoch: [70] [ 700/7393] eta: 0:57:23 lr: 0.000010 loss: 14.8963 (15.1090) loss_bbox: 0.1362 (0.1444) loss_bbox_aux_0: 0.1557 (0.1552) loss_bbox_aux_1: 0.1463 (0.1493) loss_bbox_aux_2: 0.1379 (0.1465) loss_bbox_aux_3: 0.1367 (0.1451) loss_bbox_aux_4: 0.1326 (0.1443) loss_bbox_aux_5: 0.1887 (0.1896) loss_bbox_dn_0: 0.2658 (0.2452) loss_bbox_dn_1: 0.1882 (0.1778) loss_bbox_dn_2: 0.1619 (0.1582) loss_bbox_dn_3: 0.1533 (0.1526) loss_bbox_dn_4: 0.1528 (0.1512) loss_bbox_dn_5: 0.1528 (0.1512) loss_giou: 0.4053 (0.4612) loss_giou_aux_0: 0.4415 (0.4837) loss_giou_aux_1: 0.4251 (0.4714) loss_giou_aux_2: 0.4177 (0.4662) loss_giou_aux_3: 0.4205 (0.4629) loss_giou_aux_4: 0.4051 (0.4614) loss_giou_aux_5: 0.5044 (0.5447) loss_giou_dn_0: 0.5229 (0.5543) loss_giou_dn_1: 0.4090 (0.4476) loss_giou_dn_2: 0.3797 (0.4160) loss_giou_dn_3: 0.3737 (0.4078) loss_giou_dn_4: 0.3650 (0.4058) loss_giou_dn_5: 0.3649 (0.4060) loss_vfl: 0.6207 (0.6437) loss_vfl_aux_0: 0.7126 (0.7375) loss_vfl_aux_1: 0.6653 (0.6928) loss_vfl_aux_2: 0.6508 (0.6681) loss_vfl_aux_3: 0.6417 (0.6558) loss_vfl_aux_4: 0.6276 (0.6485) loss_vfl_aux_5: 0.7265 (0.7319) loss_vfl_dn_0: 0.4351 (0.4419) loss_vfl_dn_1: 0.3653 (0.3758) loss_vfl_dn_2: 0.3479 (0.3601) loss_vfl_dn_3: 0.3405 (0.3531) loss_vfl_dn_4: 0.3379 (0.3506) loss_vfl_dn_5: 0.3371 (0.3499) time: 0.4743 data: 0.0133 max mem: 5654 Epoch: [70] [ 800/7393] eta: 0:55:57 lr: 0.000010 loss: 15.4778 (15.1201) loss_bbox: 0.1557 (0.1454) loss_bbox_aux_0: 0.1601 (0.1564) loss_bbox_aux_1: 0.1495 (0.1502) loss_bbox_aux_2: 0.1532 (0.1475) loss_bbox_aux_3: 0.1540 (0.1461) loss_bbox_aux_4: 0.1570 (0.1451) loss_bbox_aux_5: 0.1892 (0.1908) loss_bbox_dn_0: 0.2457 (0.2477) loss_bbox_dn_1: 0.1811 (0.1792) loss_bbox_dn_2: 0.1502 (0.1592) loss_bbox_dn_3: 0.1470 (0.1536) loss_bbox_dn_4: 0.1478 (0.1522) loss_bbox_dn_5: 0.1478 (0.1522) loss_giou: 0.4229 (0.4602) loss_giou_aux_0: 0.4473 (0.4829) loss_giou_aux_1: 0.4355 (0.4705) loss_giou_aux_2: 0.4325 (0.4653) loss_giou_aux_3: 0.4362 (0.4621) loss_giou_aux_4: 0.4171 (0.4604) loss_giou_aux_5: 0.5070 (0.5431) loss_giou_dn_0: 0.5690 (0.5539) loss_giou_dn_1: 0.4476 (0.4468) loss_giou_dn_2: 0.4096 (0.4153) loss_giou_dn_3: 0.4004 (0.4070) loss_giou_dn_4: 0.3990 (0.4050) loss_giou_dn_5: 0.3991 (0.4052) loss_vfl: 0.6509 (0.6447) loss_vfl_aux_0: 0.7752 (0.7388) loss_vfl_aux_1: 0.7229 (0.6942) loss_vfl_aux_2: 0.6762 (0.6692) loss_vfl_aux_3: 0.6627 (0.6565) loss_vfl_aux_4: 0.6542 (0.6495) loss_vfl_aux_5: 0.7382 (0.7333) loss_vfl_dn_0: 0.4429 (0.4421) loss_vfl_dn_1: 0.3827 (0.3758) loss_vfl_dn_2: 0.3644 (0.3600) loss_vfl_dn_3: 0.3534 (0.3528) loss_vfl_dn_4: 0.3509 (0.3504) loss_vfl_dn_5: 0.3510 (0.3497) time: 0.4852 data: 0.0133 max mem: 5654 Epoch: [70] [ 900/7393] eta: 0:54:42 lr: 0.000010 loss: 14.9272 (15.1156) loss_bbox: 0.1391 (0.1451) loss_bbox_aux_0: 0.1401 (0.1564) loss_bbox_aux_1: 0.1479 (0.1500) loss_bbox_aux_2: 0.1378 (0.1471) loss_bbox_aux_3: 0.1416 (0.1457) loss_bbox_aux_4: 0.1404 (0.1448) loss_bbox_aux_5: 0.1753 (0.1909) loss_bbox_dn_0: 0.2320 (0.2474) loss_bbox_dn_1: 0.1620 (0.1791) loss_bbox_dn_2: 0.1470 (0.1593) loss_bbox_dn_3: 0.1466 (0.1536) loss_bbox_dn_4: 0.1456 (0.1522) loss_bbox_dn_5: 0.1456 (0.1522) loss_giou: 0.4372 (0.4602) loss_giou_aux_0: 0.4671 (0.4830) loss_giou_aux_1: 0.4434 (0.4707) loss_giou_aux_2: 0.4527 (0.4654) loss_giou_aux_3: 0.4523 (0.4619) loss_giou_aux_4: 0.4458 (0.4604) loss_giou_aux_5: 0.5276 (0.5433) loss_giou_dn_0: 0.5386 (0.5537) loss_giou_dn_1: 0.4248 (0.4467) loss_giou_dn_2: 0.3927 (0.4151) loss_giou_dn_3: 0.3856 (0.4070) loss_giou_dn_4: 0.3820 (0.4049) loss_giou_dn_5: 0.3823 (0.4051) loss_vfl: 0.6327 (0.6445) loss_vfl_aux_0: 0.7305 (0.7387) loss_vfl_aux_1: 0.6895 (0.6934) loss_vfl_aux_2: 0.6619 (0.6687) loss_vfl_aux_3: 0.6468 (0.6564) loss_vfl_aux_4: 0.6443 (0.6491) loss_vfl_aux_5: 0.7384 (0.7331) loss_vfl_dn_0: 0.4441 (0.4419) loss_vfl_dn_1: 0.3778 (0.3757) loss_vfl_dn_2: 0.3605 (0.3599) loss_vfl_dn_3: 0.3515 (0.3528) loss_vfl_dn_4: 0.3505 (0.3504) loss_vfl_dn_5: 0.3511 (0.3497) time: 0.4676 data: 0.0131 max mem: 5654 Epoch: [70] [1000/7393] eta: 0:53:30 lr: 0.000010 loss: 14.7178 (15.1056) loss_bbox: 0.1467 (0.1453) loss_bbox_aux_0: 0.1530 (0.1566) loss_bbox_aux_1: 0.1488 (0.1504) loss_bbox_aux_2: 0.1444 (0.1476) loss_bbox_aux_3: 0.1443 (0.1460) loss_bbox_aux_4: 0.1467 (0.1451) loss_bbox_aux_5: 0.1845 (0.1911) loss_bbox_dn_0: 0.2277 (0.2477) loss_bbox_dn_1: 0.1703 (0.1793) loss_bbox_dn_2: 0.1475 (0.1593) loss_bbox_dn_3: 0.1412 (0.1536) loss_bbox_dn_4: 0.1403 (0.1522) loss_bbox_dn_5: 0.1403 (0.1523) loss_giou: 0.4392 (0.4595) loss_giou_aux_0: 0.4400 (0.4823) loss_giou_aux_1: 0.4339 (0.4699) loss_giou_aux_2: 0.4304 (0.4646) loss_giou_aux_3: 0.4385 (0.4611) loss_giou_aux_4: 0.4393 (0.4596) loss_giou_aux_5: 0.5004 (0.5425) loss_giou_dn_0: 0.5223 (0.5530) loss_giou_dn_1: 0.4275 (0.4458) loss_giou_dn_2: 0.3907 (0.4143) loss_giou_dn_3: 0.3832 (0.4060) loss_giou_dn_4: 0.3817 (0.4040) loss_giou_dn_5: 0.3818 (0.4042) loss_vfl: 0.6249 (0.6444) loss_vfl_aux_0: 0.7144 (0.7380) loss_vfl_aux_1: 0.6815 (0.6936) loss_vfl_aux_2: 0.6430 (0.6686) loss_vfl_aux_3: 0.6291 (0.6561) loss_vfl_aux_4: 0.6364 (0.6490) loss_vfl_aux_5: 0.7050 (0.7326) loss_vfl_dn_0: 0.4389 (0.4418) loss_vfl_dn_1: 0.3766 (0.3756) loss_vfl_dn_2: 0.3583 (0.3598) loss_vfl_dn_3: 0.3481 (0.3527) loss_vfl_dn_4: 0.3461 (0.3503) loss_vfl_dn_5: 0.3466 (0.3496) time: 0.4657 data: 0.0133 max mem: 5654 Epoch: [70] [1100/7393] eta: 0:52:24 lr: 0.000010 loss: 15.1294 (15.0893) loss_bbox: 0.1390 (0.1446) loss_bbox_aux_0: 0.1640 (0.1562) loss_bbox_aux_1: 0.1508 (0.1498) loss_bbox_aux_2: 0.1382 (0.1470) loss_bbox_aux_3: 0.1345 (0.1453) loss_bbox_aux_4: 0.1398 (0.1444) loss_bbox_aux_5: 0.1823 (0.1905) loss_bbox_dn_0: 0.2258 (0.2468) loss_bbox_dn_1: 0.1749 (0.1786) loss_bbox_dn_2: 0.1521 (0.1587) loss_bbox_dn_3: 0.1446 (0.1530) loss_bbox_dn_4: 0.1437 (0.1516) loss_bbox_dn_5: 0.1438 (0.1516) loss_giou: 0.4893 (0.4590) loss_giou_aux_0: 0.4932 (0.4820) loss_giou_aux_1: 0.4936 (0.4694) loss_giou_aux_2: 0.4848 (0.4641) loss_giou_aux_3: 0.4853 (0.4606) loss_giou_aux_4: 0.4843 (0.4591) loss_giou_aux_5: 0.5257 (0.5419) loss_giou_dn_0: 0.5542 (0.5526) loss_giou_dn_1: 0.4511 (0.4453) loss_giou_dn_2: 0.4231 (0.4138) loss_giou_dn_3: 0.4118 (0.4056) loss_giou_dn_4: 0.4082 (0.4036) loss_giou_dn_5: 0.4090 (0.4038) loss_vfl: 0.6243 (0.6443) loss_vfl_aux_0: 0.7020 (0.7372) loss_vfl_aux_1: 0.6730 (0.6936) loss_vfl_aux_2: 0.6587 (0.6684) loss_vfl_aux_3: 0.6317 (0.6559) loss_vfl_aux_4: 0.6295 (0.6489) loss_vfl_aux_5: 0.7093 (0.7320) loss_vfl_dn_0: 0.4415 (0.4420) loss_vfl_dn_1: 0.3766 (0.3757) loss_vfl_dn_2: 0.3576 (0.3599) loss_vfl_dn_3: 0.3511 (0.3527) loss_vfl_dn_4: 0.3501 (0.3503) loss_vfl_dn_5: 0.3487 (0.3496) time: 0.4776 data: 0.0136 max mem: 5654 Epoch: [70] [1200/7393] eta: 0:51:28 lr: 0.000010 loss: 14.2453 (15.0867) loss_bbox: 0.1388 (0.1449) loss_bbox_aux_0: 0.1407 (0.1565) loss_bbox_aux_1: 0.1381 (0.1501) loss_bbox_aux_2: 0.1334 (0.1473) loss_bbox_aux_3: 0.1373 (0.1455) loss_bbox_aux_4: 0.1339 (0.1447) loss_bbox_aux_5: 0.1755 (0.1908) loss_bbox_dn_0: 0.2199 (0.2480) loss_bbox_dn_1: 0.1564 (0.1795) loss_bbox_dn_2: 0.1264 (0.1595) loss_bbox_dn_3: 0.1231 (0.1538) loss_bbox_dn_4: 0.1233 (0.1524) loss_bbox_dn_5: 0.1233 (0.1524) loss_giou: 0.4373 (0.4579) loss_giou_aux_0: 0.4411 (0.4805) loss_giou_aux_1: 0.4292 (0.4681) loss_giou_aux_2: 0.4135 (0.4628) loss_giou_aux_3: 0.4245 (0.4594) loss_giou_aux_4: 0.4181 (0.4580) loss_giou_aux_5: 0.5089 (0.5406) loss_giou_dn_0: 0.5289 (0.5523) loss_giou_dn_1: 0.4137 (0.4449) loss_giou_dn_2: 0.3902 (0.4133) loss_giou_dn_3: 0.3840 (0.4050) loss_giou_dn_4: 0.3825 (0.4030) loss_giou_dn_5: 0.3827 (0.4032) loss_vfl: 0.6184 (0.6445) loss_vfl_aux_0: 0.7292 (0.7377) loss_vfl_aux_1: 0.6809 (0.6939) loss_vfl_aux_2: 0.6613 (0.6690) loss_vfl_aux_3: 0.6424 (0.6564) loss_vfl_aux_4: 0.6256 (0.6491) loss_vfl_aux_5: 0.7247 (0.7323) loss_vfl_dn_0: 0.4303 (0.4419) loss_vfl_dn_1: 0.3676 (0.3756) loss_vfl_dn_2: 0.3493 (0.3598) loss_vfl_dn_3: 0.3436 (0.3526) loss_vfl_dn_4: 0.3405 (0.3502) loss_vfl_dn_5: 0.3397 (0.3494) time: 0.4897 data: 0.0132 max mem: 5654 Epoch: [70] [1300/7393] eta: 0:50:27 lr: 0.000010 loss: 14.8621 (15.0939) loss_bbox: 0.1553 (0.1452) loss_bbox_aux_0: 0.1584 (0.1567) loss_bbox_aux_1: 0.1593 (0.1505) loss_bbox_aux_2: 0.1520 (0.1477) loss_bbox_aux_3: 0.1510 (0.1458) loss_bbox_aux_4: 0.1542 (0.1451) loss_bbox_aux_5: 0.1943 (0.1909) loss_bbox_dn_0: 0.2587 (0.2482) loss_bbox_dn_1: 0.1867 (0.1799) loss_bbox_dn_2: 0.1644 (0.1599) loss_bbox_dn_3: 0.1603 (0.1541) loss_bbox_dn_4: 0.1569 (0.1528) loss_bbox_dn_5: 0.1569 (0.1528) loss_giou: 0.4781 (0.4576) loss_giou_aux_0: 0.4988 (0.4802) loss_giou_aux_1: 0.4920 (0.4679) loss_giou_aux_2: 0.4834 (0.4626) loss_giou_aux_3: 0.4730 (0.4591) loss_giou_aux_4: 0.4727 (0.4577) loss_giou_aux_5: 0.5563 (0.5404) loss_giou_dn_0: 0.5706 (0.5524) loss_giou_dn_1: 0.4625 (0.4450) loss_giou_dn_2: 0.4271 (0.4134) loss_giou_dn_3: 0.4228 (0.4051) loss_giou_dn_4: 0.4226 (0.4030) loss_giou_dn_5: 0.4227 (0.4032) loss_vfl: 0.6286 (0.6453) loss_vfl_aux_0: 0.7195 (0.7382) loss_vfl_aux_1: 0.6815 (0.6941) loss_vfl_aux_2: 0.6389 (0.6697) loss_vfl_aux_3: 0.6372 (0.6572) loss_vfl_aux_4: 0.6286 (0.6498) loss_vfl_aux_5: 0.7223 (0.7322) loss_vfl_dn_0: 0.4458 (0.4420) loss_vfl_dn_1: 0.3727 (0.3758) loss_vfl_dn_2: 0.3541 (0.3599) loss_vfl_dn_3: 0.3496 (0.3527) loss_vfl_dn_4: 0.3489 (0.3503) loss_vfl_dn_5: 0.3478 (0.3496) time: 0.4663 data: 0.0133 max mem: 5654 Epoch: [70] [1400/7393] eta: 0:49:29 lr: 0.000010 loss: 15.3557 (15.0958) loss_bbox: 0.1382 (0.1456) loss_bbox_aux_0: 0.1729 (0.1569) loss_bbox_aux_1: 0.1534 (0.1508) loss_bbox_aux_2: 0.1384 (0.1481) loss_bbox_aux_3: 0.1369 (0.1462) loss_bbox_aux_4: 0.1398 (0.1454) loss_bbox_aux_5: 0.1861 (0.1910) loss_bbox_dn_0: 0.2722 (0.2487) loss_bbox_dn_1: 0.1891 (0.1803) loss_bbox_dn_2: 0.1563 (0.1602) loss_bbox_dn_3: 0.1475 (0.1545) loss_bbox_dn_4: 0.1464 (0.1531) loss_bbox_dn_5: 0.1463 (0.1531) loss_giou: 0.4364 (0.4573) loss_giou_aux_0: 0.4766 (0.4798) loss_giou_aux_1: 0.4600 (0.4676) loss_giou_aux_2: 0.4441 (0.4623) loss_giou_aux_3: 0.4387 (0.4588) loss_giou_aux_4: 0.4363 (0.4574) loss_giou_aux_5: 0.5278 (0.5398) loss_giou_dn_0: 0.5555 (0.5522) loss_giou_dn_1: 0.4263 (0.4449) loss_giou_dn_2: 0.3875 (0.4133) loss_giou_dn_3: 0.3808 (0.4050) loss_giou_dn_4: 0.3799 (0.4029) loss_giou_dn_5: 0.3800 (0.4031) loss_vfl: 0.6470 (0.6453) loss_vfl_aux_0: 0.7570 (0.7385) loss_vfl_aux_1: 0.7030 (0.6944) loss_vfl_aux_2: 0.6819 (0.6698) loss_vfl_aux_3: 0.6521 (0.6572) loss_vfl_aux_4: 0.6568 (0.6498) loss_vfl_aux_5: 0.7555 (0.7327) loss_vfl_dn_0: 0.4399 (0.4420) loss_vfl_dn_1: 0.3691 (0.3757) loss_vfl_dn_2: 0.3516 (0.3598) loss_vfl_dn_3: 0.3489 (0.3527) loss_vfl_dn_4: 0.3482 (0.3502) loss_vfl_dn_5: 0.3486 (0.3495) time: 0.4643 data: 0.0133 max mem: 5654 Epoch: [70] [1500/7393] eta: 0:48:31 lr: 0.000010 loss: 15.6940 (15.0934) loss_bbox: 0.1264 (0.1453) loss_bbox_aux_0: 0.1351 (0.1566) loss_bbox_aux_1: 0.1392 (0.1505) loss_bbox_aux_2: 0.1258 (0.1477) loss_bbox_aux_3: 0.1252 (0.1459) loss_bbox_aux_4: 0.1212 (0.1451) loss_bbox_aux_5: 0.1683 (0.1908) loss_bbox_dn_0: 0.2222 (0.2483) loss_bbox_dn_1: 0.1638 (0.1799) loss_bbox_dn_2: 0.1495 (0.1599) loss_bbox_dn_3: 0.1435 (0.1542) loss_bbox_dn_4: 0.1395 (0.1528) loss_bbox_dn_5: 0.1395 (0.1528) loss_giou: 0.4794 (0.4571) loss_giou_aux_0: 0.4867 (0.4795) loss_giou_aux_1: 0.4834 (0.4674) loss_giou_aux_2: 0.4856 (0.4622) loss_giou_aux_3: 0.4797 (0.4586) loss_giou_aux_4: 0.4738 (0.4572) loss_giou_aux_5: 0.5481 (0.5397) loss_giou_dn_0: 0.5550 (0.5521) loss_giou_dn_1: 0.4434 (0.4447) loss_giou_dn_2: 0.4077 (0.4131) loss_giou_dn_3: 0.4001 (0.4048) loss_giou_dn_4: 0.4000 (0.4027) loss_giou_dn_5: 0.4003 (0.4029) loss_vfl: 0.6376 (0.6458) loss_vfl_aux_0: 0.7382 (0.7394) loss_vfl_aux_1: 0.6978 (0.6952) loss_vfl_aux_2: 0.6768 (0.6704) loss_vfl_aux_3: 0.6589 (0.6576) loss_vfl_aux_4: 0.6229 (0.6504) loss_vfl_aux_5: 0.7194 (0.7331) loss_vfl_dn_0: 0.4457 (0.4420) loss_vfl_dn_1: 0.3831 (0.3756) loss_vfl_dn_2: 0.3712 (0.3597) loss_vfl_dn_3: 0.3607 (0.3527) loss_vfl_dn_4: 0.3595 (0.3502) loss_vfl_dn_5: 0.3564 (0.3495) time: 0.4771 data: 0.0132 max mem: 5654 Epoch: [70] [1600/7393] eta: 0:47:37 lr: 0.000010 loss: 14.6627 (15.0824) loss_bbox: 0.1326 (0.1453) loss_bbox_aux_0: 0.1541 (0.1565) loss_bbox_aux_1: 0.1492 (0.1504) loss_bbox_aux_2: 0.1456 (0.1476) loss_bbox_aux_3: 0.1417 (0.1458) loss_bbox_aux_4: 0.1325 (0.1451) loss_bbox_aux_5: 0.1815 (0.1909) loss_bbox_dn_0: 0.2516 (0.2485) loss_bbox_dn_1: 0.1861 (0.1799) loss_bbox_dn_2: 0.1697 (0.1600) loss_bbox_dn_3: 0.1643 (0.1542) loss_bbox_dn_4: 0.1632 (0.1528) loss_bbox_dn_5: 0.1632 (0.1529) loss_giou: 0.3982 (0.4564) loss_giou_aux_0: 0.4208 (0.4788) loss_giou_aux_1: 0.4064 (0.4667) loss_giou_aux_2: 0.3949 (0.4615) loss_giou_aux_3: 0.3983 (0.4579) loss_giou_aux_4: 0.3982 (0.4565) loss_giou_aux_5: 0.4947 (0.5390) loss_giou_dn_0: 0.5447 (0.5519) loss_giou_dn_1: 0.4182 (0.4442) loss_giou_dn_2: 0.3964 (0.4126) loss_giou_dn_3: 0.3832 (0.4043) loss_giou_dn_4: 0.3791 (0.4022) loss_giou_dn_5: 0.3791 (0.4024) loss_vfl: 0.6581 (0.6452) loss_vfl_aux_0: 0.7493 (0.7392) loss_vfl_aux_1: 0.6955 (0.6947) loss_vfl_aux_2: 0.6769 (0.6700) loss_vfl_aux_3: 0.6617 (0.6572) loss_vfl_aux_4: 0.6759 (0.6497) loss_vfl_aux_5: 0.7418 (0.7328) loss_vfl_dn_0: 0.4462 (0.4420) loss_vfl_dn_1: 0.3863 (0.3756) loss_vfl_dn_2: 0.3660 (0.3597) loss_vfl_dn_3: 0.3574 (0.3526) loss_vfl_dn_4: 0.3545 (0.3501) loss_vfl_dn_5: 0.3539 (0.3494) time: 0.4887 data: 0.0134 max mem: 5654 Epoch: [70] [1700/7393] eta: 0:46:43 lr: 0.000010 loss: 15.4180 (15.0752) loss_bbox: 0.1401 (0.1452) loss_bbox_aux_0: 0.1520 (0.1564) loss_bbox_aux_1: 0.1449 (0.1503) loss_bbox_aux_2: 0.1418 (0.1476) loss_bbox_aux_3: 0.1402 (0.1457) loss_bbox_aux_4: 0.1397 (0.1451) loss_bbox_aux_5: 0.1752 (0.1907) loss_bbox_dn_0: 0.2270 (0.2484) loss_bbox_dn_1: 0.1695 (0.1799) loss_bbox_dn_2: 0.1511 (0.1600) loss_bbox_dn_3: 0.1490 (0.1542) loss_bbox_dn_4: 0.1472 (0.1528) loss_bbox_dn_5: 0.1472 (0.1528) loss_giou: 0.4663 (0.4556) loss_giou_aux_0: 0.4810 (0.4779) loss_giou_aux_1: 0.4719 (0.4658) loss_giou_aux_2: 0.4623 (0.4607) loss_giou_aux_3: 0.4613 (0.4571) loss_giou_aux_4: 0.4664 (0.4557) loss_giou_aux_5: 0.5265 (0.5382) loss_giou_dn_0: 0.5704 (0.5514) loss_giou_dn_1: 0.4552 (0.4438) loss_giou_dn_2: 0.4264 (0.4122) loss_giou_dn_3: 0.4139 (0.4039) loss_giou_dn_4: 0.4097 (0.4018) loss_giou_dn_5: 0.4103 (0.4020) loss_vfl: 0.6376 (0.6454) loss_vfl_aux_0: 0.7260 (0.7396) loss_vfl_aux_1: 0.6961 (0.6952) loss_vfl_aux_2: 0.6689 (0.6704) loss_vfl_aux_3: 0.6459 (0.6572) loss_vfl_aux_4: 0.6461 (0.6500) loss_vfl_aux_5: 0.7339 (0.7331) loss_vfl_dn_0: 0.4381 (0.4420) loss_vfl_dn_1: 0.3854 (0.3756) loss_vfl_dn_2: 0.3705 (0.3597) loss_vfl_dn_3: 0.3613 (0.3526) loss_vfl_dn_4: 0.3588 (0.3501) loss_vfl_dn_5: 0.3592 (0.3494) time: 0.4839 data: 0.0136 max mem: 5654 Epoch: [70] [1800/7393] eta: 0:45:51 lr: 0.000010 loss: 15.1852 (15.0759) loss_bbox: 0.1538 (0.1456) loss_bbox_aux_0: 0.1645 (0.1569) loss_bbox_aux_1: 0.1554 (0.1507) loss_bbox_aux_2: 0.1574 (0.1480) loss_bbox_aux_3: 0.1555 (0.1461) loss_bbox_aux_4: 0.1537 (0.1455) loss_bbox_aux_5: 0.2045 (0.1912) loss_bbox_dn_0: 0.2443 (0.2490) loss_bbox_dn_1: 0.1655 (0.1803) loss_bbox_dn_2: 0.1521 (0.1604) loss_bbox_dn_3: 0.1486 (0.1546) loss_bbox_dn_4: 0.1496 (0.1532) loss_bbox_dn_5: 0.1496 (0.1532) loss_giou: 0.4663 (0.4551) loss_giou_aux_0: 0.4931 (0.4774) loss_giou_aux_1: 0.4730 (0.4652) loss_giou_aux_2: 0.4742 (0.4601) loss_giou_aux_3: 0.4654 (0.4566) loss_giou_aux_4: 0.4653 (0.4552) loss_giou_aux_5: 0.5423 (0.5375) loss_giou_dn_0: 0.5521 (0.5512) loss_giou_dn_1: 0.4437 (0.4434) loss_giou_dn_2: 0.4152 (0.4119) loss_giou_dn_3: 0.4059 (0.4035) loss_giou_dn_4: 0.4054 (0.4014) loss_giou_dn_5: 0.4056 (0.4016) loss_vfl: 0.6708 (0.6455) loss_vfl_aux_0: 0.7332 (0.7397) loss_vfl_aux_1: 0.7278 (0.6954) loss_vfl_aux_2: 0.6843 (0.6704) loss_vfl_aux_3: 0.6750 (0.6572) loss_vfl_aux_4: 0.6640 (0.6500) loss_vfl_aux_5: 0.7259 (0.7332) loss_vfl_dn_0: 0.4430 (0.4420) loss_vfl_dn_1: 0.3771 (0.3756) loss_vfl_dn_2: 0.3591 (0.3597) loss_vfl_dn_3: 0.3533 (0.3526) loss_vfl_dn_4: 0.3529 (0.3501) loss_vfl_dn_5: 0.3528 (0.3494) time: 0.4751 data: 0.0136 max mem: 5654 Epoch: [70] [1900/7393] eta: 0:44:59 lr: 0.000010 loss: 14.7461 (15.0715) loss_bbox: 0.1301 (0.1456) loss_bbox_aux_0: 0.1488 (0.1572) loss_bbox_aux_1: 0.1384 (0.1508) loss_bbox_aux_2: 0.1395 (0.1480) loss_bbox_aux_3: 0.1293 (0.1462) loss_bbox_aux_4: 0.1300 (0.1455) loss_bbox_aux_5: 0.1884 (0.1916) loss_bbox_dn_0: 0.2308 (0.2496) loss_bbox_dn_1: 0.1609 (0.1807) loss_bbox_dn_2: 0.1456 (0.1607) loss_bbox_dn_3: 0.1374 (0.1549) loss_bbox_dn_4: 0.1362 (0.1535) loss_bbox_dn_5: 0.1362 (0.1535) loss_giou: 0.4177 (0.4537) loss_giou_aux_0: 0.4616 (0.4763) loss_giou_aux_1: 0.4399 (0.4638) loss_giou_aux_2: 0.4365 (0.4588) loss_giou_aux_3: 0.4189 (0.4552) loss_giou_aux_4: 0.4211 (0.4539) loss_giou_aux_5: 0.5274 (0.5364) loss_giou_dn_0: 0.5271 (0.5505) loss_giou_dn_1: 0.4171 (0.4426) loss_giou_dn_2: 0.3884 (0.4111) loss_giou_dn_3: 0.3850 (0.4028) loss_giou_dn_4: 0.3839 (0.4006) loss_giou_dn_5: 0.3840 (0.4008) loss_vfl: 0.6134 (0.6465) loss_vfl_aux_0: 0.6926 (0.7402) loss_vfl_aux_1: 0.6681 (0.6964) loss_vfl_aux_2: 0.6413 (0.6713) loss_vfl_aux_3: 0.6262 (0.6582) loss_vfl_aux_4: 0.6125 (0.6509) loss_vfl_aux_5: 0.7032 (0.7341) loss_vfl_dn_0: 0.4445 (0.4422) loss_vfl_dn_1: 0.3817 (0.3757) loss_vfl_dn_2: 0.3586 (0.3597) loss_vfl_dn_3: 0.3498 (0.3525) loss_vfl_dn_4: 0.3469 (0.3501) loss_vfl_dn_5: 0.3465 (0.3494) time: 0.4782 data: 0.0134 max mem: 5654 Epoch: [70] [2000/7393] eta: 0:44:05 lr: 0.000010 loss: 15.4728 (15.0708) loss_bbox: 0.1417 (0.1456) loss_bbox_aux_0: 0.1477 (0.1574) loss_bbox_aux_1: 0.1398 (0.1508) loss_bbox_aux_2: 0.1432 (0.1481) loss_bbox_aux_3: 0.1424 (0.1463) loss_bbox_aux_4: 0.1376 (0.1456) loss_bbox_aux_5: 0.1801 (0.1915) loss_bbox_dn_0: 0.2376 (0.2497) loss_bbox_dn_1: 0.1661 (0.1809) loss_bbox_dn_2: 0.1534 (0.1609) loss_bbox_dn_3: 0.1466 (0.1551) loss_bbox_dn_4: 0.1450 (0.1537) loss_bbox_dn_5: 0.1450 (0.1537) loss_giou: 0.4837 (0.4533) loss_giou_aux_0: 0.5158 (0.4762) loss_giou_aux_1: 0.5037 (0.4635) loss_giou_aux_2: 0.5019 (0.4585) loss_giou_aux_3: 0.4818 (0.4549) loss_giou_aux_4: 0.4803 (0.4536) loss_giou_aux_5: 0.5826 (0.5362) loss_giou_dn_0: 0.5820 (0.5503) loss_giou_dn_1: 0.4780 (0.4425) loss_giou_dn_2: 0.4457 (0.4109) loss_giou_dn_3: 0.4391 (0.4026) loss_giou_dn_4: 0.4370 (0.4005) loss_giou_dn_5: 0.4376 (0.4007) loss_vfl: 0.6343 (0.6465) loss_vfl_aux_0: 0.7216 (0.7402) loss_vfl_aux_1: 0.6830 (0.6964) loss_vfl_aux_2: 0.6673 (0.6713) loss_vfl_aux_3: 0.6513 (0.6582) loss_vfl_aux_4: 0.6343 (0.6509) loss_vfl_aux_5: 0.7198 (0.7340) loss_vfl_dn_0: 0.4413 (0.4423) loss_vfl_dn_1: 0.3844 (0.3758) loss_vfl_dn_2: 0.3708 (0.3598) loss_vfl_dn_3: 0.3647 (0.3526) loss_vfl_dn_4: 0.3607 (0.3502) loss_vfl_dn_5: 0.3604 (0.3495) time: 0.4700 data: 0.0132 max mem: 5654 Epoch: [70] [2100/7393] eta: 0:43:15 lr: 0.000010 loss: 15.3625 (15.0771) loss_bbox: 0.1571 (0.1459) loss_bbox_aux_0: 0.1681 (0.1576) loss_bbox_aux_1: 0.1581 (0.1510) loss_bbox_aux_2: 0.1551 (0.1483) loss_bbox_aux_3: 0.1521 (0.1464) loss_bbox_aux_4: 0.1544 (0.1457) loss_bbox_aux_5: 0.1914 (0.1919) loss_bbox_dn_0: 0.2490 (0.2498) loss_bbox_dn_1: 0.1829 (0.1810) loss_bbox_dn_2: 0.1594 (0.1610) loss_bbox_dn_3: 0.1543 (0.1552) loss_bbox_dn_4: 0.1529 (0.1538) loss_bbox_dn_5: 0.1529 (0.1538) loss_giou: 0.4485 (0.4537) loss_giou_aux_0: 0.4776 (0.4765) loss_giou_aux_1: 0.4530 (0.4638) loss_giou_aux_2: 0.4491 (0.4588) loss_giou_aux_3: 0.4463 (0.4552) loss_giou_aux_4: 0.4480 (0.4539) loss_giou_aux_5: 0.5219 (0.5366) loss_giou_dn_0: 0.5611 (0.5507) loss_giou_dn_1: 0.4496 (0.4428) loss_giou_dn_2: 0.4088 (0.4113) loss_giou_dn_3: 0.3970 (0.4029) loss_giou_dn_4: 0.3940 (0.4008) loss_giou_dn_5: 0.3944 (0.4010) loss_vfl: 0.6317 (0.6464) loss_vfl_aux_0: 0.7196 (0.7402) loss_vfl_aux_1: 0.6804 (0.6965) loss_vfl_aux_2: 0.6658 (0.6712) loss_vfl_aux_3: 0.6416 (0.6583) loss_vfl_aux_4: 0.6357 (0.6509) loss_vfl_aux_5: 0.7116 (0.7338) loss_vfl_dn_0: 0.4436 (0.4423) loss_vfl_dn_1: 0.3773 (0.3758) loss_vfl_dn_2: 0.3614 (0.3598) loss_vfl_dn_3: 0.3523 (0.3527) loss_vfl_dn_4: 0.3513 (0.3502) loss_vfl_dn_5: 0.3504 (0.3495) time: 0.4840 data: 0.0136 max mem: 5654 Epoch: [70] [2200/7393] eta: 0:42:25 lr: 0.000010 loss: 14.8003 (15.0828) loss_bbox: 0.1308 (0.1458) loss_bbox_aux_0: 0.1502 (0.1576) loss_bbox_aux_1: 0.1479 (0.1510) loss_bbox_aux_2: 0.1322 (0.1482) loss_bbox_aux_3: 0.1319 (0.1463) loss_bbox_aux_4: 0.1322 (0.1457) loss_bbox_aux_5: 0.1803 (0.1919) loss_bbox_dn_0: 0.2119 (0.2496) loss_bbox_dn_1: 0.1587 (0.1809) loss_bbox_dn_2: 0.1395 (0.1609) loss_bbox_dn_3: 0.1375 (0.1551) loss_bbox_dn_4: 0.1384 (0.1537) loss_bbox_dn_5: 0.1384 (0.1537) loss_giou: 0.5019 (0.4542) loss_giou_aux_0: 0.5080 (0.4770) loss_giou_aux_1: 0.4951 (0.4643) loss_giou_aux_2: 0.5021 (0.4592) loss_giou_aux_3: 0.5013 (0.4556) loss_giou_aux_4: 0.4935 (0.4544) loss_giou_aux_5: 0.5719 (0.5371) loss_giou_dn_0: 0.5692 (0.5509) loss_giou_dn_1: 0.4585 (0.4431) loss_giou_dn_2: 0.4269 (0.4115) loss_giou_dn_3: 0.4213 (0.4032) loss_giou_dn_4: 0.4203 (0.4011) loss_giou_dn_5: 0.4205 (0.4013) loss_vfl: 0.6471 (0.6464) loss_vfl_aux_0: 0.7264 (0.7402) loss_vfl_aux_1: 0.7090 (0.6968) loss_vfl_aux_2: 0.6743 (0.6715) loss_vfl_aux_3: 0.6554 (0.6586) loss_vfl_aux_4: 0.6596 (0.6510) loss_vfl_aux_5: 0.7179 (0.7338) loss_vfl_dn_0: 0.4414 (0.4424) loss_vfl_dn_1: 0.3821 (0.3760) loss_vfl_dn_2: 0.3707 (0.3600) loss_vfl_dn_3: 0.3658 (0.3528) loss_vfl_dn_4: 0.3606 (0.3504) loss_vfl_dn_5: 0.3614 (0.3497) time: 0.5031 data: 0.0134 max mem: 5654 Epoch: [70] [2300/7393] eta: 0:41:32 lr: 0.000010 loss: 15.2069 (15.0768) loss_bbox: 0.1564 (0.1459) loss_bbox_aux_0: 0.1628 (0.1577) loss_bbox_aux_1: 0.1580 (0.1511) loss_bbox_aux_2: 0.1615 (0.1483) loss_bbox_aux_3: 0.1532 (0.1465) loss_bbox_aux_4: 0.1565 (0.1458) loss_bbox_aux_5: 0.1912 (0.1920) loss_bbox_dn_0: 0.2475 (0.2498) loss_bbox_dn_1: 0.1797 (0.1811) loss_bbox_dn_2: 0.1637 (0.1611) loss_bbox_dn_3: 0.1582 (0.1553) loss_bbox_dn_4: 0.1574 (0.1539) loss_bbox_dn_5: 0.1574 (0.1539) loss_giou: 0.4035 (0.4535) loss_giou_aux_0: 0.4128 (0.4763) loss_giou_aux_1: 0.4063 (0.4636) loss_giou_aux_2: 0.4050 (0.4584) loss_giou_aux_3: 0.4063 (0.4550) loss_giou_aux_4: 0.4008 (0.4536) loss_giou_aux_5: 0.4636 (0.5363) loss_giou_dn_0: 0.5105 (0.5505) loss_giou_dn_1: 0.3984 (0.4426) loss_giou_dn_2: 0.3731 (0.4111) loss_giou_dn_3: 0.3717 (0.4027) loss_giou_dn_4: 0.3687 (0.4006) loss_giou_dn_5: 0.3686 (0.4008) loss_vfl: 0.6325 (0.6464) loss_vfl_aux_0: 0.7610 (0.7405) loss_vfl_aux_1: 0.6794 (0.6969) loss_vfl_aux_2: 0.6603 (0.6715) loss_vfl_aux_3: 0.6419 (0.6585) loss_vfl_aux_4: 0.6447 (0.6511) loss_vfl_aux_5: 0.7515 (0.7341) loss_vfl_dn_0: 0.4413 (0.4424) loss_vfl_dn_1: 0.3730 (0.3759) loss_vfl_dn_2: 0.3525 (0.3599) loss_vfl_dn_3: 0.3481 (0.3528) loss_vfl_dn_4: 0.3473 (0.3503) loss_vfl_dn_5: 0.3467 (0.3496) time: 0.4640 data: 0.0132 max mem: 5654 Epoch: [70] [2400/7393] eta: 0:40:41 lr: 0.000010 loss: 14.7283 (15.0755) loss_bbox: 0.1452 (0.1460) loss_bbox_aux_0: 0.1497 (0.1578) loss_bbox_aux_1: 0.1539 (0.1511) loss_bbox_aux_2: 0.1521 (0.1484) loss_bbox_aux_3: 0.1451 (0.1465) loss_bbox_aux_4: 0.1482 (0.1458) loss_bbox_aux_5: 0.1865 (0.1920) loss_bbox_dn_0: 0.2584 (0.2500) loss_bbox_dn_1: 0.1691 (0.1812) loss_bbox_dn_2: 0.1587 (0.1612) loss_bbox_dn_3: 0.1548 (0.1554) loss_bbox_dn_4: 0.1535 (0.1540) loss_bbox_dn_5: 0.1535 (0.1541) loss_giou: 0.4171 (0.4532) loss_giou_aux_0: 0.4419 (0.4761) loss_giou_aux_1: 0.4370 (0.4633) loss_giou_aux_2: 0.4235 (0.4582) loss_giou_aux_3: 0.4141 (0.4547) loss_giou_aux_4: 0.4140 (0.4533) loss_giou_aux_5: 0.5219 (0.5362) loss_giou_dn_0: 0.5503 (0.5504) loss_giou_dn_1: 0.4342 (0.4425) loss_giou_dn_2: 0.4004 (0.4110) loss_giou_dn_3: 0.3852 (0.4027) loss_giou_dn_4: 0.3831 (0.4005) loss_giou_dn_5: 0.3828 (0.4007) loss_vfl: 0.6359 (0.6463) loss_vfl_aux_0: 0.7381 (0.7405) loss_vfl_aux_1: 0.6884 (0.6968) loss_vfl_aux_2: 0.6697 (0.6714) loss_vfl_aux_3: 0.6436 (0.6584) loss_vfl_aux_4: 0.6421 (0.6510) loss_vfl_aux_5: 0.7258 (0.7340) loss_vfl_dn_0: 0.4449 (0.4423) loss_vfl_dn_1: 0.3706 (0.3758) loss_vfl_dn_2: 0.3540 (0.3599) loss_vfl_dn_3: 0.3433 (0.3527) loss_vfl_dn_4: 0.3415 (0.3503) loss_vfl_dn_5: 0.3398 (0.3496) time: 0.4688 data: 0.0132 max mem: 5654 Epoch: [70] [2500/7393] eta: 0:39:49 lr: 0.000010 loss: 14.8018 (15.0747) loss_bbox: 0.1307 (0.1458) loss_bbox_aux_0: 0.1419 (0.1576) loss_bbox_aux_1: 0.1367 (0.1509) loss_bbox_aux_2: 0.1321 (0.1482) loss_bbox_aux_3: 0.1299 (0.1463) loss_bbox_aux_4: 0.1315 (0.1456) loss_bbox_aux_5: 0.1734 (0.1920) loss_bbox_dn_0: 0.2214 (0.2496) loss_bbox_dn_1: 0.1469 (0.1810) loss_bbox_dn_2: 0.1230 (0.1610) loss_bbox_dn_3: 0.1152 (0.1552) loss_bbox_dn_4: 0.1130 (0.1538) loss_bbox_dn_5: 0.1130 (0.1538) loss_giou: 0.4326 (0.4538) loss_giou_aux_0: 0.4461 (0.4767) loss_giou_aux_1: 0.4390 (0.4639) loss_giou_aux_2: 0.4256 (0.4588) loss_giou_aux_3: 0.4297 (0.4553) loss_giou_aux_4: 0.4329 (0.4539) loss_giou_aux_5: 0.4868 (0.5369) loss_giou_dn_0: 0.5314 (0.5507) loss_giou_dn_1: 0.4173 (0.4429) loss_giou_dn_2: 0.3914 (0.4114) loss_giou_dn_3: 0.3811 (0.4031) loss_giou_dn_4: 0.3810 (0.4010) loss_giou_dn_5: 0.3821 (0.4012) loss_vfl: 0.6161 (0.6457) loss_vfl_aux_0: 0.7137 (0.7398) loss_vfl_aux_1: 0.6788 (0.6962) loss_vfl_aux_2: 0.6464 (0.6708) loss_vfl_aux_3: 0.6321 (0.6578) loss_vfl_aux_4: 0.6198 (0.6504) loss_vfl_aux_5: 0.7255 (0.7332) loss_vfl_dn_0: 0.4331 (0.4422) loss_vfl_dn_1: 0.3693 (0.3758) loss_vfl_dn_2: 0.3507 (0.3599) loss_vfl_dn_3: 0.3446 (0.3527) loss_vfl_dn_4: 0.3412 (0.3503) loss_vfl_dn_5: 0.3402 (0.3496) time: 0.4772 data: 0.0130 max mem: 5654 Epoch: [70] [2600/7393] eta: 0:38:58 lr: 0.000010 loss: 15.0832 (15.0772) loss_bbox: 0.1466 (0.1458) loss_bbox_aux_0: 0.1606 (0.1577) loss_bbox_aux_1: 0.1510 (0.1509) loss_bbox_aux_2: 0.1460 (0.1482) loss_bbox_aux_3: 0.1458 (0.1463) loss_bbox_aux_4: 0.1462 (0.1457) loss_bbox_aux_5: 0.1968 (0.1920) loss_bbox_dn_0: 0.2622 (0.2497) loss_bbox_dn_1: 0.1942 (0.1810) loss_bbox_dn_2: 0.1589 (0.1610) loss_bbox_dn_3: 0.1496 (0.1552) loss_bbox_dn_4: 0.1522 (0.1539) loss_bbox_dn_5: 0.1522 (0.1539) loss_giou: 0.4667 (0.4541) loss_giou_aux_0: 0.4939 (0.4771) loss_giou_aux_1: 0.4890 (0.4642) loss_giou_aux_2: 0.4661 (0.4591) loss_giou_aux_3: 0.4563 (0.4555) loss_giou_aux_4: 0.4586 (0.4542) loss_giou_aux_5: 0.5531 (0.5371) loss_giou_dn_0: 0.5800 (0.5511) loss_giou_dn_1: 0.4618 (0.4432) loss_giou_dn_2: 0.4274 (0.4116) loss_giou_dn_3: 0.4132 (0.4033) loss_giou_dn_4: 0.4099 (0.4012) loss_giou_dn_5: 0.4098 (0.4013) loss_vfl: 0.6203 (0.6456) loss_vfl_aux_0: 0.7309 (0.7394) loss_vfl_aux_1: 0.6778 (0.6960) loss_vfl_aux_2: 0.6537 (0.6707) loss_vfl_aux_3: 0.6326 (0.6578) loss_vfl_aux_4: 0.6352 (0.6504) loss_vfl_aux_5: 0.7269 (0.7329) loss_vfl_dn_0: 0.4287 (0.4420) loss_vfl_dn_1: 0.3749 (0.3757) loss_vfl_dn_2: 0.3582 (0.3598) loss_vfl_dn_3: 0.3499 (0.3527) loss_vfl_dn_4: 0.3458 (0.3503) loss_vfl_dn_5: 0.3455 (0.3496) time: 0.4699 data: 0.0131 max mem: 5654 Epoch: [70] [2700/7393] eta: 0:38:07 lr: 0.000010 loss: 14.6730 (15.0696) loss_bbox: 0.1407 (0.1458) loss_bbox_aux_0: 0.1504 (0.1577) loss_bbox_aux_1: 0.1440 (0.1509) loss_bbox_aux_2: 0.1447 (0.1483) loss_bbox_aux_3: 0.1402 (0.1463) loss_bbox_aux_4: 0.1393 (0.1457) loss_bbox_aux_5: 0.1791 (0.1921) loss_bbox_dn_0: 0.2053 (0.2495) loss_bbox_dn_1: 0.1487 (0.1808) loss_bbox_dn_2: 0.1327 (0.1608) loss_bbox_dn_3: 0.1301 (0.1551) loss_bbox_dn_4: 0.1288 (0.1537) loss_bbox_dn_5: 0.1288 (0.1537) loss_giou: 0.4471 (0.4542) loss_giou_aux_0: 0.4706 (0.4772) loss_giou_aux_1: 0.4523 (0.4643) loss_giou_aux_2: 0.4411 (0.4592) loss_giou_aux_3: 0.4442 (0.4556) loss_giou_aux_4: 0.4367 (0.4543) loss_giou_aux_5: 0.5160 (0.5373) loss_giou_dn_0: 0.5509 (0.5510) loss_giou_dn_1: 0.4304 (0.4430) loss_giou_dn_2: 0.3939 (0.4115) loss_giou_dn_3: 0.3871 (0.4031) loss_giou_dn_4: 0.3852 (0.4010) loss_giou_dn_5: 0.3851 (0.4012) loss_vfl: 0.5983 (0.6448) loss_vfl_aux_0: 0.6827 (0.7385) loss_vfl_aux_1: 0.6441 (0.6952) loss_vfl_aux_2: 0.6275 (0.6698) loss_vfl_aux_3: 0.6160 (0.6570) loss_vfl_aux_4: 0.5969 (0.6496) loss_vfl_aux_5: 0.6782 (0.7318) loss_vfl_dn_0: 0.4367 (0.4418) loss_vfl_dn_1: 0.3760 (0.3756) loss_vfl_dn_2: 0.3602 (0.3598) loss_vfl_dn_3: 0.3554 (0.3527) loss_vfl_dn_4: 0.3534 (0.3502) loss_vfl_dn_5: 0.3534 (0.3495) time: 0.4761 data: 0.0129 max mem: 5654 Epoch: [70] [2800/7393] eta: 0:37:17 lr: 0.000010 loss: 14.5340 (15.0692) loss_bbox: 0.1498 (0.1457) loss_bbox_aux_0: 0.1576 (0.1574) loss_bbox_aux_1: 0.1553 (0.1507) loss_bbox_aux_2: 0.1555 (0.1482) loss_bbox_aux_3: 0.1516 (0.1461) loss_bbox_aux_4: 0.1523 (0.1455) loss_bbox_aux_5: 0.1900 (0.1920) loss_bbox_dn_0: 0.2467 (0.2491) loss_bbox_dn_1: 0.1738 (0.1805) loss_bbox_dn_2: 0.1602 (0.1605) loss_bbox_dn_3: 0.1574 (0.1548) loss_bbox_dn_4: 0.1553 (0.1534) loss_bbox_dn_5: 0.1554 (0.1534) loss_giou: 0.4251 (0.4550) loss_giou_aux_0: 0.4574 (0.4777) loss_giou_aux_1: 0.4455 (0.4650) loss_giou_aux_2: 0.4312 (0.4600) loss_giou_aux_3: 0.4228 (0.4564) loss_giou_aux_4: 0.4251 (0.4551) loss_giou_aux_5: 0.5208 (0.5379) loss_giou_dn_0: 0.5198 (0.5514) loss_giou_dn_1: 0.4128 (0.4433) loss_giou_dn_2: 0.3836 (0.4117) loss_giou_dn_3: 0.3736 (0.4033) loss_giou_dn_4: 0.3704 (0.4012) loss_giou_dn_5: 0.3705 (0.4014) loss_vfl: 0.6312 (0.6443) loss_vfl_aux_0: 0.7119 (0.7379) loss_vfl_aux_1: 0.6772 (0.6947) loss_vfl_aux_2: 0.6436 (0.6691) loss_vfl_aux_3: 0.6222 (0.6565) loss_vfl_aux_4: 0.6200 (0.6490) loss_vfl_aux_5: 0.7154 (0.7313) loss_vfl_dn_0: 0.4387 (0.4418) loss_vfl_dn_1: 0.3667 (0.3756) loss_vfl_dn_2: 0.3499 (0.3598) loss_vfl_dn_3: 0.3445 (0.3527) loss_vfl_dn_4: 0.3418 (0.3502) loss_vfl_dn_5: 0.3418 (0.3495) time: 0.4715 data: 0.0131 max mem: 5654 Epoch: [70] [2900/7393] eta: 0:36:46 lr: 0.000010 loss: 15.0058 (15.0687) loss_bbox: 0.1209 (0.1456) loss_bbox_aux_0: 0.1510 (0.1574) loss_bbox_aux_1: 0.1364 (0.1507) loss_bbox_aux_2: 0.1263 (0.1481) loss_bbox_aux_3: 0.1264 (0.1461) loss_bbox_aux_4: 0.1212 (0.1455) loss_bbox_aux_5: 0.1880 (0.1919) loss_bbox_dn_0: 0.2244 (0.2489) loss_bbox_dn_1: 0.1675 (0.1803) loss_bbox_dn_2: 0.1514 (0.1603) loss_bbox_dn_3: 0.1457 (0.1546) loss_bbox_dn_4: 0.1464 (0.1532) loss_bbox_dn_5: 0.1464 (0.1533) loss_giou: 0.4539 (0.4551) loss_giou_aux_0: 0.4838 (0.4779) loss_giou_aux_1: 0.4836 (0.4652) loss_giou_aux_2: 0.4727 (0.4602) loss_giou_aux_3: 0.4539 (0.4565) loss_giou_aux_4: 0.4490 (0.4552) loss_giou_aux_5: 0.5565 (0.5382) loss_giou_dn_0: 0.5595 (0.5516) loss_giou_dn_1: 0.4565 (0.4434) loss_giou_dn_2: 0.4222 (0.4118) loss_giou_dn_3: 0.4104 (0.4034) loss_giou_dn_4: 0.4061 (0.4013) loss_giou_dn_5: 0.4059 (0.4015) loss_vfl: 0.6510 (0.6443) loss_vfl_aux_0: 0.7595 (0.7376) loss_vfl_aux_1: 0.6893 (0.6944) loss_vfl_aux_2: 0.6852 (0.6689) loss_vfl_aux_3: 0.6626 (0.6564) loss_vfl_aux_4: 0.6563 (0.6490) loss_vfl_aux_5: 0.7251 (0.7308) loss_vfl_dn_0: 0.4416 (0.4418) loss_vfl_dn_1: 0.3836 (0.3756) loss_vfl_dn_2: 0.3659 (0.3598) loss_vfl_dn_3: 0.3542 (0.3527) loss_vfl_dn_4: 0.3487 (0.3502) loss_vfl_dn_5: 0.3490 (0.3496) time: 0.4756 data: 0.0132 max mem: 5654 Epoch: [70] [3000/7393] eta: 0:36:04 lr: 0.000010 loss: 14.9460 (15.0617) loss_bbox: 0.1438 (0.1457) loss_bbox_aux_0: 0.1621 (0.1574) loss_bbox_aux_1: 0.1511 (0.1508) loss_bbox_aux_2: 0.1468 (0.1482) loss_bbox_aux_3: 0.1426 (0.1461) loss_bbox_aux_4: 0.1428 (0.1455) loss_bbox_aux_5: 0.1983 (0.1920) loss_bbox_dn_0: 0.2622 (0.2490) loss_bbox_dn_1: 0.1792 (0.1803) loss_bbox_dn_2: 0.1535 (0.1604) loss_bbox_dn_3: 0.1462 (0.1546) loss_bbox_dn_4: 0.1462 (0.1533) loss_bbox_dn_5: 0.1462 (0.1533) loss_giou: 0.4181 (0.4546) loss_giou_aux_0: 0.4331 (0.4774) loss_giou_aux_1: 0.4135 (0.4647) loss_giou_aux_2: 0.4107 (0.4596) loss_giou_aux_3: 0.4175 (0.4560) loss_giou_aux_4: 0.4140 (0.4547) loss_giou_aux_5: 0.4804 (0.5377) loss_giou_dn_0: 0.5174 (0.5510) loss_giou_dn_1: 0.3926 (0.4429) loss_giou_dn_2: 0.3620 (0.4113) loss_giou_dn_3: 0.3540 (0.4029) loss_giou_dn_4: 0.3491 (0.4008) loss_giou_dn_5: 0.3493 (0.4010) loss_vfl: 0.6288 (0.6443) loss_vfl_aux_0: 0.7672 (0.7377) loss_vfl_aux_1: 0.7090 (0.6944) loss_vfl_aux_2: 0.6957 (0.6691) loss_vfl_aux_3: 0.6642 (0.6564) loss_vfl_aux_4: 0.6498 (0.6490) loss_vfl_aux_5: 0.7382 (0.7309) loss_vfl_dn_0: 0.4428 (0.4416) loss_vfl_dn_1: 0.3717 (0.3754) loss_vfl_dn_2: 0.3555 (0.3596) loss_vfl_dn_3: 0.3491 (0.3525) loss_vfl_dn_4: 0.3468 (0.3501) loss_vfl_dn_5: 0.3484 (0.3494) time: 0.4703 data: 0.0133 max mem: 5654 Epoch: [70] [3100/7393] eta: 0:35:13 lr: 0.000010 loss: 14.1384 (15.0625) loss_bbox: 0.1296 (0.1457) loss_bbox_aux_0: 0.1440 (0.1574) loss_bbox_aux_1: 0.1404 (0.1509) loss_bbox_aux_2: 0.1340 (0.1482) loss_bbox_aux_3: 0.1319 (0.1462) loss_bbox_aux_4: 0.1342 (0.1456) loss_bbox_aux_5: 0.1781 (0.1920) loss_bbox_dn_0: 0.2135 (0.2491) loss_bbox_dn_1: 0.1430 (0.1805) loss_bbox_dn_2: 0.1283 (0.1605) loss_bbox_dn_3: 0.1258 (0.1548) loss_bbox_dn_4: 0.1265 (0.1534) loss_bbox_dn_5: 0.1266 (0.1534) loss_giou: 0.4124 (0.4542) loss_giou_aux_0: 0.4418 (0.4770) loss_giou_aux_1: 0.4135 (0.4644) loss_giou_aux_2: 0.4158 (0.4592) loss_giou_aux_3: 0.4103 (0.4557) loss_giou_aux_4: 0.4106 (0.4543) loss_giou_aux_5: 0.5123 (0.5374) loss_giou_dn_0: 0.5316 (0.5508) loss_giou_dn_1: 0.4266 (0.4428) loss_giou_dn_2: 0.3949 (0.4112) loss_giou_dn_3: 0.3847 (0.4028) loss_giou_dn_4: 0.3835 (0.4007) loss_giou_dn_5: 0.3839 (0.4009) loss_vfl: 0.6232 (0.6449) loss_vfl_aux_0: 0.7096 (0.7379) loss_vfl_aux_1: 0.6466 (0.6947) loss_vfl_aux_2: 0.6536 (0.6697) loss_vfl_aux_3: 0.6187 (0.6568) loss_vfl_aux_4: 0.6214 (0.6496) loss_vfl_aux_5: 0.6968 (0.7310) loss_vfl_dn_0: 0.4307 (0.4416) loss_vfl_dn_1: 0.3715 (0.3754) loss_vfl_dn_2: 0.3532 (0.3596) loss_vfl_dn_3: 0.3421 (0.3525) loss_vfl_dn_4: 0.3409 (0.3501) loss_vfl_dn_5: 0.3406 (0.3494) time: 0.4840 data: 0.0130 max mem: 5654 Epoch: [70] [3200/7393] eta: 0:34:22 lr: 0.000010 loss: 15.7670 (15.0709) loss_bbox: 0.1522 (0.1457) loss_bbox_aux_0: 0.1570 (0.1575) loss_bbox_aux_1: 0.1553 (0.1509) loss_bbox_aux_2: 0.1531 (0.1482) loss_bbox_aux_3: 0.1499 (0.1462) loss_bbox_aux_4: 0.1529 (0.1456) loss_bbox_aux_5: 0.1834 (0.1920) loss_bbox_dn_0: 0.2401 (0.2493) loss_bbox_dn_1: 0.1820 (0.1806) loss_bbox_dn_2: 0.1649 (0.1606) loss_bbox_dn_3: 0.1585 (0.1549) loss_bbox_dn_4: 0.1551 (0.1535) loss_bbox_dn_5: 0.1551 (0.1536) loss_giou: 0.4935 (0.4544) loss_giou_aux_0: 0.5032 (0.4772) loss_giou_aux_1: 0.4937 (0.4646) loss_giou_aux_2: 0.4857 (0.4594) loss_giou_aux_3: 0.4825 (0.4558) loss_giou_aux_4: 0.4841 (0.4545) loss_giou_aux_5: 0.5590 (0.5375) loss_giou_dn_0: 0.5627 (0.5511) loss_giou_dn_1: 0.4538 (0.4430) loss_giou_dn_2: 0.4223 (0.4114) loss_giou_dn_3: 0.4144 (0.4030) loss_giou_dn_4: 0.4112 (0.4009) loss_giou_dn_5: 0.4114 (0.4011) loss_vfl: 0.6683 (0.6458) loss_vfl_aux_0: 0.7643 (0.7384) loss_vfl_aux_1: 0.7041 (0.6952) loss_vfl_aux_2: 0.6979 (0.6704) loss_vfl_aux_3: 0.6793 (0.6575) loss_vfl_aux_4: 0.6702 (0.6504) loss_vfl_aux_5: 0.7283 (0.7315) loss_vfl_dn_0: 0.4425 (0.4417) loss_vfl_dn_1: 0.3896 (0.3755) loss_vfl_dn_2: 0.3749 (0.3597) loss_vfl_dn_3: 0.3652 (0.3526) loss_vfl_dn_4: 0.3632 (0.3502) loss_vfl_dn_5: 0.3631 (0.3495) time: 0.4739 data: 0.0129 max mem: 5654 Epoch: [70] [3300/7393] eta: 0:33:31 lr: 0.000010 loss: 15.1813 (15.0759) loss_bbox: 0.1214 (0.1456) loss_bbox_aux_0: 0.1359 (0.1575) loss_bbox_aux_1: 0.1298 (0.1509) loss_bbox_aux_2: 0.1271 (0.1482) loss_bbox_aux_3: 0.1254 (0.1461) loss_bbox_aux_4: 0.1214 (0.1455) loss_bbox_aux_5: 0.1667 (0.1919) loss_bbox_dn_0: 0.2344 (0.2493) loss_bbox_dn_1: 0.1678 (0.1807) loss_bbox_dn_2: 0.1531 (0.1607) loss_bbox_dn_3: 0.1520 (0.1550) loss_bbox_dn_4: 0.1501 (0.1536) loss_bbox_dn_5: 0.1501 (0.1536) loss_giou: 0.4078 (0.4546) loss_giou_aux_0: 0.4349 (0.4774) loss_giou_aux_1: 0.4163 (0.4648) loss_giou_aux_2: 0.4250 (0.4596) loss_giou_aux_3: 0.4200 (0.4561) loss_giou_aux_4: 0.4181 (0.4547) loss_giou_aux_5: 0.4951 (0.5377) loss_giou_dn_0: 0.5370 (0.5513) loss_giou_dn_1: 0.4204 (0.4433) loss_giou_dn_2: 0.3854 (0.4117) loss_giou_dn_3: 0.3771 (0.4033) loss_giou_dn_4: 0.3767 (0.4012) loss_giou_dn_5: 0.3772 (0.4014) loss_vfl: 0.6381 (0.6459) loss_vfl_aux_0: 0.7162 (0.7386) loss_vfl_aux_1: 0.6955 (0.6956) loss_vfl_aux_2: 0.6757 (0.6706) loss_vfl_aux_3: 0.6596 (0.6578) loss_vfl_aux_4: 0.6503 (0.6506) loss_vfl_aux_5: 0.7049 (0.7316) loss_vfl_dn_0: 0.4421 (0.4417) loss_vfl_dn_1: 0.3801 (0.3756) loss_vfl_dn_2: 0.3590 (0.3598) loss_vfl_dn_3: 0.3512 (0.3527) loss_vfl_dn_4: 0.3477 (0.3503) loss_vfl_dn_5: 0.3468 (0.3496) time: 0.4654 data: 0.0130 max mem: 5654 Epoch: [70] [3400/7393] eta: 0:32:40 lr: 0.000010 loss: 15.2912 (15.0700) loss_bbox: 0.1432 (0.1456) loss_bbox_aux_0: 0.1577 (0.1575) loss_bbox_aux_1: 0.1455 (0.1508) loss_bbox_aux_2: 0.1404 (0.1481) loss_bbox_aux_3: 0.1410 (0.1461) loss_bbox_aux_4: 0.1396 (0.1455) loss_bbox_aux_5: 0.1938 (0.1918) loss_bbox_dn_0: 0.2370 (0.2493) loss_bbox_dn_1: 0.1787 (0.1806) loss_bbox_dn_2: 0.1653 (0.1606) loss_bbox_dn_3: 0.1564 (0.1549) loss_bbox_dn_4: 0.1547 (0.1535) loss_bbox_dn_5: 0.1547 (0.1535) loss_giou: 0.4077 (0.4544) loss_giou_aux_0: 0.4273 (0.4772) loss_giou_aux_1: 0.4105 (0.4645) loss_giou_aux_2: 0.4044 (0.4593) loss_giou_aux_3: 0.4019 (0.4558) loss_giou_aux_4: 0.4001 (0.4545) loss_giou_aux_5: 0.4993 (0.5375) loss_giou_dn_0: 0.5465 (0.5510) loss_giou_dn_1: 0.4254 (0.4429) loss_giou_dn_2: 0.3897 (0.4114) loss_giou_dn_3: 0.3849 (0.4030) loss_giou_dn_4: 0.3829 (0.4009) loss_giou_dn_5: 0.3832 (0.4011) loss_vfl: 0.6688 (0.6457) loss_vfl_aux_0: 0.7488 (0.7381) loss_vfl_aux_1: 0.7144 (0.6954) loss_vfl_aux_2: 0.6850 (0.6705) loss_vfl_aux_3: 0.6772 (0.6576) loss_vfl_aux_4: 0.6760 (0.6503) loss_vfl_aux_5: 0.7452 (0.7313) loss_vfl_dn_0: 0.4420 (0.4418) loss_vfl_dn_1: 0.3817 (0.3756) loss_vfl_dn_2: 0.3655 (0.3597) loss_vfl_dn_3: 0.3595 (0.3526) loss_vfl_dn_4: 0.3567 (0.3502) loss_vfl_dn_5: 0.3580 (0.3495) time: 0.4798 data: 0.0133 max mem: 5654 Epoch: [70] [3500/7393] eta: 0:31:50 lr: 0.000010 loss: 15.2430 (15.0787) loss_bbox: 0.1350 (0.1456) loss_bbox_aux_0: 0.1420 (0.1575) loss_bbox_aux_1: 0.1369 (0.1508) loss_bbox_aux_2: 0.1369 (0.1482) loss_bbox_aux_3: 0.1372 (0.1462) loss_bbox_aux_4: 0.1348 (0.1456) loss_bbox_aux_5: 0.1699 (0.1918) loss_bbox_dn_0: 0.2244 (0.2494) loss_bbox_dn_1: 0.1688 (0.1807) loss_bbox_dn_2: 0.1451 (0.1608) loss_bbox_dn_3: 0.1403 (0.1550) loss_bbox_dn_4: 0.1385 (0.1536) loss_bbox_dn_5: 0.1385 (0.1536) loss_giou: 0.4378 (0.4548) loss_giou_aux_0: 0.4648 (0.4777) loss_giou_aux_1: 0.4438 (0.4650) loss_giou_aux_2: 0.4421 (0.4598) loss_giou_aux_3: 0.4376 (0.4563) loss_giou_aux_4: 0.4365 (0.4550) loss_giou_aux_5: 0.5486 (0.5379) loss_giou_dn_0: 0.5900 (0.5514) loss_giou_dn_1: 0.4753 (0.4433) loss_giou_dn_2: 0.4479 (0.4117) loss_giou_dn_3: 0.4327 (0.4033) loss_giou_dn_4: 0.4291 (0.4012) loss_giou_dn_5: 0.4293 (0.4014) loss_vfl: 0.6637 (0.6461) loss_vfl_aux_0: 0.7541 (0.7382) loss_vfl_aux_1: 0.7107 (0.6957) loss_vfl_aux_2: 0.6889 (0.6706) loss_vfl_aux_3: 0.6797 (0.6579) loss_vfl_aux_4: 0.6640 (0.6507) loss_vfl_aux_5: 0.7346 (0.7315) loss_vfl_dn_0: 0.4415 (0.4419) loss_vfl_dn_1: 0.3792 (0.3757) loss_vfl_dn_2: 0.3651 (0.3599) loss_vfl_dn_3: 0.3589 (0.3528) loss_vfl_dn_4: 0.3547 (0.3504) loss_vfl_dn_5: 0.3543 (0.3497) time: 0.4824 data: 0.0142 max mem: 5654 Epoch: [70] [3600/7393] eta: 0:31:08 lr: 0.000010 loss: 15.2626 (15.0764) loss_bbox: 0.1283 (0.1455) loss_bbox_aux_0: 0.1407 (0.1573) loss_bbox_aux_1: 0.1322 (0.1507) loss_bbox_aux_2: 0.1283 (0.1480) loss_bbox_aux_3: 0.1275 (0.1461) loss_bbox_aux_4: 0.1272 (0.1455) loss_bbox_aux_5: 0.1853 (0.1917) loss_bbox_dn_0: 0.2377 (0.2493) loss_bbox_dn_1: 0.1604 (0.1807) loss_bbox_dn_2: 0.1415 (0.1607) loss_bbox_dn_3: 0.1373 (0.1549) loss_bbox_dn_4: 0.1349 (0.1535) loss_bbox_dn_5: 0.1349 (0.1536) loss_giou: 0.4480 (0.4545) loss_giou_aux_0: 0.4518 (0.4772) loss_giou_aux_1: 0.4416 (0.4645) loss_giou_aux_2: 0.4474 (0.4594) loss_giou_aux_3: 0.4331 (0.4559) loss_giou_aux_4: 0.4435 (0.4546) loss_giou_aux_5: 0.5119 (0.5376) loss_giou_dn_0: 0.5617 (0.5513) loss_giou_dn_1: 0.4567 (0.4432) loss_giou_dn_2: 0.4237 (0.4116) loss_giou_dn_3: 0.4138 (0.4033) loss_giou_dn_4: 0.4123 (0.4011) loss_giou_dn_5: 0.4123 (0.4013) loss_vfl: 0.6390 (0.6464) loss_vfl_aux_0: 0.7427 (0.7386) loss_vfl_aux_1: 0.7089 (0.6961) loss_vfl_aux_2: 0.6741 (0.6709) loss_vfl_aux_3: 0.6683 (0.6582) loss_vfl_aux_4: 0.6546 (0.6510) loss_vfl_aux_5: 0.7342 (0.7316) loss_vfl_dn_0: 0.4453 (0.4419) loss_vfl_dn_1: 0.3803 (0.3758) loss_vfl_dn_2: 0.3636 (0.3599) loss_vfl_dn_3: 0.3559 (0.3528) loss_vfl_dn_4: 0.3526 (0.3504) loss_vfl_dn_5: 0.3518 (0.3497) time: 0.4810 data: 0.0140 max mem: 5654 Epoch: [70] [3700/7393] eta: 0:30:17 lr: 0.000010 loss: 15.1040 (15.0726) loss_bbox: 0.1385 (0.1454) loss_bbox_aux_0: 0.1529 (0.1573) loss_bbox_aux_1: 0.1468 (0.1506) loss_bbox_aux_2: 0.1420 (0.1479) loss_bbox_aux_3: 0.1369 (0.1460) loss_bbox_aux_4: 0.1364 (0.1454) loss_bbox_aux_5: 0.1878 (0.1916) loss_bbox_dn_0: 0.2446 (0.2491) loss_bbox_dn_1: 0.1759 (0.1805) loss_bbox_dn_2: 0.1535 (0.1605) loss_bbox_dn_3: 0.1467 (0.1548) loss_bbox_dn_4: 0.1458 (0.1534) loss_bbox_dn_5: 0.1458 (0.1534) loss_giou: 0.4572 (0.4544) loss_giou_aux_0: 0.4829 (0.4771) loss_giou_aux_1: 0.4657 (0.4644) loss_giou_aux_2: 0.4606 (0.4593) loss_giou_aux_3: 0.4590 (0.4558) loss_giou_aux_4: 0.4564 (0.4545) loss_giou_aux_5: 0.5413 (0.5374) loss_giou_dn_0: 0.5314 (0.5512) loss_giou_dn_1: 0.4319 (0.4431) loss_giou_dn_2: 0.4049 (0.4115) loss_giou_dn_3: 0.3957 (0.4032) loss_giou_dn_4: 0.3957 (0.4010) loss_giou_dn_5: 0.3956 (0.4012) loss_vfl: 0.6301 (0.6463) loss_vfl_aux_0: 0.7110 (0.7385) loss_vfl_aux_1: 0.6858 (0.6959) loss_vfl_aux_2: 0.6612 (0.6709) loss_vfl_aux_3: 0.6456 (0.6581) loss_vfl_aux_4: 0.6310 (0.6510) loss_vfl_aux_5: 0.7104 (0.7316) loss_vfl_dn_0: 0.4459 (0.4418) loss_vfl_dn_1: 0.3794 (0.3757) loss_vfl_dn_2: 0.3653 (0.3599) loss_vfl_dn_3: 0.3608 (0.3528) loss_vfl_dn_4: 0.3587 (0.3504) loss_vfl_dn_5: 0.3571 (0.3497) time: 0.4799 data: 0.0139 max mem: 5654 Epoch: [70] [3800/7393] eta: 0:29:27 lr: 0.000010 loss: 14.6980 (15.0720) loss_bbox: 0.1255 (0.1453) loss_bbox_aux_0: 0.1394 (0.1571) loss_bbox_aux_1: 0.1374 (0.1505) loss_bbox_aux_2: 0.1352 (0.1478) loss_bbox_aux_3: 0.1286 (0.1459) loss_bbox_aux_4: 0.1255 (0.1452) loss_bbox_aux_5: 0.1835 (0.1913) loss_bbox_dn_0: 0.2349 (0.2489) loss_bbox_dn_1: 0.1694 (0.1803) loss_bbox_dn_2: 0.1500 (0.1604) loss_bbox_dn_3: 0.1394 (0.1546) loss_bbox_dn_4: 0.1387 (0.1532) loss_bbox_dn_5: 0.1388 (0.1533) loss_giou: 0.4202 (0.4547) loss_giou_aux_0: 0.4355 (0.4774) loss_giou_aux_1: 0.4262 (0.4647) loss_giou_aux_2: 0.4173 (0.4596) loss_giou_aux_3: 0.4200 (0.4562) loss_giou_aux_4: 0.4204 (0.4548) loss_giou_aux_5: 0.4911 (0.5377) loss_giou_dn_0: 0.5390 (0.5514) loss_giou_dn_1: 0.4328 (0.4433) loss_giou_dn_2: 0.4008 (0.4118) loss_giou_dn_3: 0.3943 (0.4034) loss_giou_dn_4: 0.3948 (0.4013) loss_giou_dn_5: 0.3948 (0.4015) loss_vfl: 0.6298 (0.6460) loss_vfl_aux_0: 0.7325 (0.7383) loss_vfl_aux_1: 0.6584 (0.6956) loss_vfl_aux_2: 0.6478 (0.6707) loss_vfl_aux_3: 0.6307 (0.6578) loss_vfl_aux_4: 0.6329 (0.6507) loss_vfl_aux_5: 0.7358 (0.7313) loss_vfl_dn_0: 0.4438 (0.4418) loss_vfl_dn_1: 0.3759 (0.3757) loss_vfl_dn_2: 0.3510 (0.3599) loss_vfl_dn_3: 0.3464 (0.3528) loss_vfl_dn_4: 0.3451 (0.3504) loss_vfl_dn_5: 0.3454 (0.3497) time: 0.4729 data: 0.0136 max mem: 5654 Epoch: [70] [3900/7393] eta: 0:28:37 lr: 0.000010 loss: 15.4674 (15.0760) loss_bbox: 0.1451 (0.1453) loss_bbox_aux_0: 0.1496 (0.1571) loss_bbox_aux_1: 0.1427 (0.1505) loss_bbox_aux_2: 0.1468 (0.1478) loss_bbox_aux_3: 0.1450 (0.1459) loss_bbox_aux_4: 0.1482 (0.1452) loss_bbox_aux_5: 0.1894 (0.1913) loss_bbox_dn_0: 0.2604 (0.2489) loss_bbox_dn_1: 0.1933 (0.1803) loss_bbox_dn_2: 0.1703 (0.1603) loss_bbox_dn_3: 0.1585 (0.1546) loss_bbox_dn_4: 0.1554 (0.1532) loss_bbox_dn_5: 0.1555 (0.1532) loss_giou: 0.4756 (0.4552) loss_giou_aux_0: 0.4760 (0.4779) loss_giou_aux_1: 0.4755 (0.4652) loss_giou_aux_2: 0.4726 (0.4601) loss_giou_aux_3: 0.4738 (0.4567) loss_giou_aux_4: 0.4701 (0.4553) loss_giou_aux_5: 0.5427 (0.5382) loss_giou_dn_0: 0.5734 (0.5518) loss_giou_dn_1: 0.4644 (0.4437) loss_giou_dn_2: 0.4349 (0.4121) loss_giou_dn_3: 0.4291 (0.4038) loss_giou_dn_4: 0.4253 (0.4016) loss_giou_dn_5: 0.4256 (0.4018) loss_vfl: 0.6134 (0.6458) loss_vfl_aux_0: 0.7160 (0.7381) loss_vfl_aux_1: 0.6555 (0.6954) loss_vfl_aux_2: 0.6335 (0.6705) loss_vfl_aux_3: 0.6185 (0.6575) loss_vfl_aux_4: 0.6136 (0.6504) loss_vfl_aux_5: 0.7097 (0.7309) loss_vfl_dn_0: 0.4344 (0.4418) loss_vfl_dn_1: 0.3691 (0.3758) loss_vfl_dn_2: 0.3545 (0.3600) loss_vfl_dn_3: 0.3487 (0.3529) loss_vfl_dn_4: 0.3467 (0.3504) loss_vfl_dn_5: 0.3482 (0.3498) time: 0.4948 data: 0.0137 max mem: 5654 Epoch: [70] [4000/7393] eta: 0:27:47 lr: 0.000010 loss: 15.1484 (15.0748) loss_bbox: 0.1405 (0.1453) loss_bbox_aux_0: 0.1453 (0.1571) loss_bbox_aux_1: 0.1454 (0.1505) loss_bbox_aux_2: 0.1399 (0.1477) loss_bbox_aux_3: 0.1319 (0.1458) loss_bbox_aux_4: 0.1378 (0.1452) loss_bbox_aux_5: 0.1761 (0.1913) loss_bbox_dn_0: 0.2376 (0.2489) loss_bbox_dn_1: 0.1755 (0.1803) loss_bbox_dn_2: 0.1592 (0.1603) loss_bbox_dn_3: 0.1528 (0.1546) loss_bbox_dn_4: 0.1514 (0.1532) loss_bbox_dn_5: 0.1514 (0.1532) loss_giou: 0.4447 (0.4551) loss_giou_aux_0: 0.4603 (0.4778) loss_giou_aux_1: 0.4549 (0.4651) loss_giou_aux_2: 0.4434 (0.4599) loss_giou_aux_3: 0.4451 (0.4566) loss_giou_aux_4: 0.4443 (0.4552) loss_giou_aux_5: 0.5193 (0.5380) loss_giou_dn_0: 0.5609 (0.5517) loss_giou_dn_1: 0.4549 (0.4437) loss_giou_dn_2: 0.4237 (0.4121) loss_giou_dn_3: 0.4100 (0.4037) loss_giou_dn_4: 0.4070 (0.4016) loss_giou_dn_5: 0.4069 (0.4018) loss_vfl: 0.6042 (0.6457) loss_vfl_aux_0: 0.7220 (0.7381) loss_vfl_aux_1: 0.6513 (0.6952) loss_vfl_aux_2: 0.6322 (0.6706) loss_vfl_aux_3: 0.6107 (0.6575) loss_vfl_aux_4: 0.6034 (0.6504) loss_vfl_aux_5: 0.7025 (0.7310) loss_vfl_dn_0: 0.4436 (0.4418) loss_vfl_dn_1: 0.3838 (0.3758) loss_vfl_dn_2: 0.3659 (0.3599) loss_vfl_dn_3: 0.3538 (0.3528) loss_vfl_dn_4: 0.3506 (0.3504) loss_vfl_dn_5: 0.3498 (0.3497) time: 0.4831 data: 0.0135 max mem: 5654 Epoch: [70] [4100/7393] eta: 0:26:56 lr: 0.000010 loss: 14.5257 (15.0776) loss_bbox: 0.1512 (0.1453) loss_bbox_aux_0: 0.1615 (0.1571) loss_bbox_aux_1: 0.1600 (0.1505) loss_bbox_aux_2: 0.1568 (0.1477) loss_bbox_aux_3: 0.1550 (0.1458) loss_bbox_aux_4: 0.1472 (0.1452) loss_bbox_aux_5: 0.2068 (0.1913) loss_bbox_dn_0: 0.2395 (0.2487) loss_bbox_dn_1: 0.1742 (0.1802) loss_bbox_dn_2: 0.1555 (0.1602) loss_bbox_dn_3: 0.1455 (0.1545) loss_bbox_dn_4: 0.1424 (0.1531) loss_bbox_dn_5: 0.1424 (0.1531) loss_giou: 0.4309 (0.4555) loss_giou_aux_0: 0.4420 (0.4780) loss_giou_aux_1: 0.4416 (0.4655) loss_giou_aux_2: 0.4218 (0.4602) loss_giou_aux_3: 0.4217 (0.4569) loss_giou_aux_4: 0.4275 (0.4555) loss_giou_aux_5: 0.5129 (0.5384) loss_giou_dn_0: 0.5125 (0.5518) loss_giou_dn_1: 0.4028 (0.4438) loss_giou_dn_2: 0.3652 (0.4123) loss_giou_dn_3: 0.3559 (0.4039) loss_giou_dn_4: 0.3539 (0.4018) loss_giou_dn_5: 0.3540 (0.4020) loss_vfl: 0.6413 (0.6457) loss_vfl_aux_0: 0.7618 (0.7382) loss_vfl_aux_1: 0.6842 (0.6951) loss_vfl_aux_2: 0.6801 (0.6706) loss_vfl_aux_3: 0.6516 (0.6575) loss_vfl_aux_4: 0.6403 (0.6504) loss_vfl_aux_5: 0.7314 (0.7310) loss_vfl_dn_0: 0.4381 (0.4418) loss_vfl_dn_1: 0.3707 (0.3758) loss_vfl_dn_2: 0.3540 (0.3600) loss_vfl_dn_3: 0.3465 (0.3529) loss_vfl_dn_4: 0.3442 (0.3505) loss_vfl_dn_5: 0.3492 (0.3498) time: 0.4774 data: 0.0129 max mem: 5654 Epoch: [70] [4200/7393] eta: 0:26:06 lr: 0.000010 loss: 15.0012 (15.0751) loss_bbox: 0.1344 (0.1452) loss_bbox_aux_0: 0.1458 (0.1570) loss_bbox_aux_1: 0.1426 (0.1505) loss_bbox_aux_2: 0.1411 (0.1476) loss_bbox_aux_3: 0.1374 (0.1458) loss_bbox_aux_4: 0.1354 (0.1451) loss_bbox_aux_5: 0.1860 (0.1913) loss_bbox_dn_0: 0.2723 (0.2487) loss_bbox_dn_1: 0.1866 (0.1801) loss_bbox_dn_2: 0.1630 (0.1602) loss_bbox_dn_3: 0.1543 (0.1544) loss_bbox_dn_4: 0.1520 (0.1530) loss_bbox_dn_5: 0.1520 (0.1530) loss_giou: 0.4818 (0.4552) loss_giou_aux_0: 0.5011 (0.4778) loss_giou_aux_1: 0.4845 (0.4652) loss_giou_aux_2: 0.4879 (0.4600) loss_giou_aux_3: 0.4856 (0.4566) loss_giou_aux_4: 0.4794 (0.4553) loss_giou_aux_5: 0.5635 (0.5382) loss_giou_dn_0: 0.5536 (0.5518) loss_giou_dn_1: 0.4389 (0.4437) loss_giou_dn_2: 0.4042 (0.4122) loss_giou_dn_3: 0.4015 (0.4038) loss_giou_dn_4: 0.4016 (0.4017) loss_giou_dn_5: 0.4022 (0.4019) loss_vfl: 0.6294 (0.6457) loss_vfl_aux_0: 0.7148 (0.7382) loss_vfl_aux_1: 0.6791 (0.6953) loss_vfl_aux_2: 0.6506 (0.6707) loss_vfl_aux_3: 0.6341 (0.6576) loss_vfl_aux_4: 0.6360 (0.6504) loss_vfl_aux_5: 0.7222 (0.7311) loss_vfl_dn_0: 0.4432 (0.4418) loss_vfl_dn_1: 0.3824 (0.3759) loss_vfl_dn_2: 0.3672 (0.3600) loss_vfl_dn_3: 0.3608 (0.3529) loss_vfl_dn_4: 0.3589 (0.3505) loss_vfl_dn_5: 0.3580 (0.3498) time: 0.5001 data: 0.0129 max mem: 5654 Epoch: [70] [4300/7393] eta: 0:25:17 lr: 0.000010 loss: 14.6531 (15.0765) loss_bbox: 0.1325 (0.1452) loss_bbox_aux_0: 0.1608 (0.1570) loss_bbox_aux_1: 0.1494 (0.1505) loss_bbox_aux_2: 0.1415 (0.1476) loss_bbox_aux_3: 0.1348 (0.1458) loss_bbox_aux_4: 0.1325 (0.1451) loss_bbox_aux_5: 0.1831 (0.1914) loss_bbox_dn_0: 0.2373 (0.2487) loss_bbox_dn_1: 0.1641 (0.1801) loss_bbox_dn_2: 0.1464 (0.1601) loss_bbox_dn_3: 0.1410 (0.1544) loss_bbox_dn_4: 0.1396 (0.1530) loss_bbox_dn_5: 0.1397 (0.1530) loss_giou: 0.4235 (0.4554) loss_giou_aux_0: 0.4538 (0.4780) loss_giou_aux_1: 0.4372 (0.4655) loss_giou_aux_2: 0.4298 (0.4602) loss_giou_aux_3: 0.4251 (0.4569) loss_giou_aux_4: 0.4262 (0.4555) loss_giou_aux_5: 0.4952 (0.5384) loss_giou_dn_0: 0.5421 (0.5519) loss_giou_dn_1: 0.4342 (0.4438) loss_giou_dn_2: 0.3971 (0.4122) loss_giou_dn_3: 0.3856 (0.4039) loss_giou_dn_4: 0.3830 (0.4018) loss_giou_dn_5: 0.3829 (0.4020) loss_vfl: 0.6377 (0.6456) loss_vfl_aux_0: 0.7433 (0.7381) loss_vfl_aux_1: 0.6815 (0.6952) loss_vfl_aux_2: 0.6556 (0.6707) loss_vfl_aux_3: 0.6377 (0.6574) loss_vfl_aux_4: 0.6389 (0.6504) loss_vfl_aux_5: 0.7165 (0.7310) loss_vfl_dn_0: 0.4450 (0.4419) loss_vfl_dn_1: 0.3786 (0.3759) loss_vfl_dn_2: 0.3614 (0.3600) loss_vfl_dn_3: 0.3545 (0.3529) loss_vfl_dn_4: 0.3511 (0.3505) loss_vfl_dn_5: 0.3504 (0.3498) time: 0.4792 data: 0.0135 max mem: 5654 Epoch: [70] [4400/7393] eta: 0:24:27 lr: 0.000010 loss: 14.9130 (15.0789) loss_bbox: 0.1514 (0.1452) loss_bbox_aux_0: 0.1634 (0.1571) loss_bbox_aux_1: 0.1513 (0.1505) loss_bbox_aux_2: 0.1544 (0.1477) loss_bbox_aux_3: 0.1499 (0.1458) loss_bbox_aux_4: 0.1503 (0.1451) loss_bbox_aux_5: 0.1895 (0.1914) loss_bbox_dn_0: 0.2452 (0.2487) loss_bbox_dn_1: 0.1736 (0.1801) loss_bbox_dn_2: 0.1471 (0.1602) loss_bbox_dn_3: 0.1416 (0.1544) loss_bbox_dn_4: 0.1408 (0.1531) loss_bbox_dn_5: 0.1408 (0.1531) loss_giou: 0.4224 (0.4555) loss_giou_aux_0: 0.4497 (0.4781) loss_giou_aux_1: 0.4255 (0.4655) loss_giou_aux_2: 0.4333 (0.4602) loss_giou_aux_3: 0.4260 (0.4570) loss_giou_aux_4: 0.4163 (0.4555) loss_giou_aux_5: 0.5127 (0.5385) loss_giou_dn_0: 0.5295 (0.5520) loss_giou_dn_1: 0.4296 (0.4439) loss_giou_dn_2: 0.3887 (0.4123) loss_giou_dn_3: 0.3809 (0.4039) loss_giou_dn_4: 0.3786 (0.4018) loss_giou_dn_5: 0.3785 (0.4020) loss_vfl: 0.6574 (0.6458) loss_vfl_aux_0: 0.7356 (0.7381) loss_vfl_aux_1: 0.6910 (0.6952) loss_vfl_aux_2: 0.6870 (0.6708) loss_vfl_aux_3: 0.6615 (0.6575) loss_vfl_aux_4: 0.6566 (0.6506) loss_vfl_aux_5: 0.7587 (0.7310) loss_vfl_dn_0: 0.4393 (0.4418) loss_vfl_dn_1: 0.3785 (0.3759) loss_vfl_dn_2: 0.3657 (0.3600) loss_vfl_dn_3: 0.3550 (0.3529) loss_vfl_dn_4: 0.3507 (0.3505) loss_vfl_dn_5: 0.3488 (0.3498) time: 0.4858 data: 0.0137 max mem: 5654 Epoch: [70] [4500/7393] eta: 0:23:38 lr: 0.000010 loss: 15.0948 (15.0751) loss_bbox: 0.1399 (0.1452) loss_bbox_aux_0: 0.1533 (0.1571) loss_bbox_aux_1: 0.1403 (0.1505) loss_bbox_aux_2: 0.1421 (0.1476) loss_bbox_aux_3: 0.1393 (0.1458) loss_bbox_aux_4: 0.1408 (0.1451) loss_bbox_aux_5: 0.1827 (0.1914) loss_bbox_dn_0: 0.2207 (0.2486) loss_bbox_dn_1: 0.1548 (0.1800) loss_bbox_dn_2: 0.1391 (0.1601) loss_bbox_dn_3: 0.1350 (0.1544) loss_bbox_dn_4: 0.1330 (0.1530) loss_bbox_dn_5: 0.1333 (0.1530) loss_giou: 0.4222 (0.4551) loss_giou_aux_0: 0.4651 (0.4779) loss_giou_aux_1: 0.4447 (0.4653) loss_giou_aux_2: 0.4410 (0.4599) loss_giou_aux_3: 0.4350 (0.4567) loss_giou_aux_4: 0.4247 (0.4552) loss_giou_aux_5: 0.5050 (0.5383) loss_giou_dn_0: 0.5336 (0.5518) loss_giou_dn_1: 0.4241 (0.4437) loss_giou_dn_2: 0.3943 (0.4121) loss_giou_dn_3: 0.3877 (0.4038) loss_giou_dn_4: 0.3844 (0.4016) loss_giou_dn_5: 0.3845 (0.4018) loss_vfl: 0.6469 (0.6459) loss_vfl_aux_0: 0.7303 (0.7381) loss_vfl_aux_1: 0.6703 (0.6951) loss_vfl_aux_2: 0.6561 (0.6710) loss_vfl_aux_3: 0.6607 (0.6576) loss_vfl_aux_4: 0.6515 (0.6506) loss_vfl_aux_5: 0.7403 (0.7309) loss_vfl_dn_0: 0.4461 (0.4418) loss_vfl_dn_1: 0.3772 (0.3759) loss_vfl_dn_2: 0.3597 (0.3600) loss_vfl_dn_3: 0.3525 (0.3529) loss_vfl_dn_4: 0.3525 (0.3505) loss_vfl_dn_5: 0.3508 (0.3498) time: 0.4842 data: 0.0129 max mem: 5654 Epoch: [70] [4600/7393] eta: 0:22:48 lr: 0.000010 loss: 14.7202 (15.0778) loss_bbox: 0.1410 (0.1452) loss_bbox_aux_0: 0.1528 (0.1571) loss_bbox_aux_1: 0.1439 (0.1505) loss_bbox_aux_2: 0.1408 (0.1476) loss_bbox_aux_3: 0.1406 (0.1457) loss_bbox_aux_4: 0.1399 (0.1451) loss_bbox_aux_5: 0.1803 (0.1913) loss_bbox_dn_0: 0.2312 (0.2484) loss_bbox_dn_1: 0.1693 (0.1799) loss_bbox_dn_2: 0.1458 (0.1599) loss_bbox_dn_3: 0.1405 (0.1542) loss_bbox_dn_4: 0.1390 (0.1529) loss_bbox_dn_5: 0.1390 (0.1529) loss_giou: 0.4163 (0.4555) loss_giou_aux_0: 0.4290 (0.4783) loss_giou_aux_1: 0.4237 (0.4657) loss_giou_aux_2: 0.4208 (0.4603) loss_giou_aux_3: 0.4161 (0.4571) loss_giou_aux_4: 0.4122 (0.4556) loss_giou_aux_5: 0.5134 (0.5386) loss_giou_dn_0: 0.5240 (0.5521) loss_giou_dn_1: 0.4311 (0.4439) loss_giou_dn_2: 0.4038 (0.4124) loss_giou_dn_3: 0.3920 (0.4040) loss_giou_dn_4: 0.3888 (0.4019) loss_giou_dn_5: 0.3887 (0.4021) loss_vfl: 0.6444 (0.6458) loss_vfl_aux_0: 0.7402 (0.7379) loss_vfl_aux_1: 0.6928 (0.6951) loss_vfl_aux_2: 0.6663 (0.6708) loss_vfl_aux_3: 0.6592 (0.6575) loss_vfl_aux_4: 0.6558 (0.6506) loss_vfl_aux_5: 0.7265 (0.7307) loss_vfl_dn_0: 0.4358 (0.4419) loss_vfl_dn_1: 0.3705 (0.3760) loss_vfl_dn_2: 0.3540 (0.3601) loss_vfl_dn_3: 0.3485 (0.3530) loss_vfl_dn_4: 0.3472 (0.3505) loss_vfl_dn_5: 0.3472 (0.3498) time: 0.4760 data: 0.0129 max mem: 5654 Epoch: [70] [4700/7393] eta: 0:21:58 lr: 0.000010 loss: 15.2939 (15.0788) loss_bbox: 0.1377 (0.1453) loss_bbox_aux_0: 0.1407 (0.1571) loss_bbox_aux_1: 0.1377 (0.1506) loss_bbox_aux_2: 0.1386 (0.1477) loss_bbox_aux_3: 0.1428 (0.1459) loss_bbox_aux_4: 0.1383 (0.1452) loss_bbox_aux_5: 0.1684 (0.1914) loss_bbox_dn_0: 0.2116 (0.2486) loss_bbox_dn_1: 0.1631 (0.1801) loss_bbox_dn_2: 0.1498 (0.1601) loss_bbox_dn_3: 0.1484 (0.1544) loss_bbox_dn_4: 0.1459 (0.1531) loss_bbox_dn_5: 0.1459 (0.1531) loss_giou: 0.4662 (0.4554) loss_giou_aux_0: 0.4930 (0.4781) loss_giou_aux_1: 0.4733 (0.4655) loss_giou_aux_2: 0.4802 (0.4602) loss_giou_aux_3: 0.4829 (0.4569) loss_giou_aux_4: 0.4658 (0.4555) loss_giou_aux_5: 0.5324 (0.5385) loss_giou_dn_0: 0.5535 (0.5520) loss_giou_dn_1: 0.4402 (0.4439) loss_giou_dn_2: 0.4137 (0.4123) loss_giou_dn_3: 0.4066 (0.4039) loss_giou_dn_4: 0.4066 (0.4018) loss_giou_dn_5: 0.4069 (0.4020) loss_vfl: 0.6150 (0.6459) loss_vfl_aux_0: 0.7054 (0.7380) loss_vfl_aux_1: 0.6740 (0.6952) loss_vfl_aux_2: 0.6491 (0.6709) loss_vfl_aux_3: 0.6370 (0.6576) loss_vfl_aux_4: 0.6243 (0.6506) loss_vfl_aux_5: 0.6908 (0.7308) loss_vfl_dn_0: 0.4412 (0.4419) loss_vfl_dn_1: 0.3733 (0.3760) loss_vfl_dn_2: 0.3579 (0.3601) loss_vfl_dn_3: 0.3501 (0.3530) loss_vfl_dn_4: 0.3484 (0.3506) loss_vfl_dn_5: 0.3495 (0.3499) time: 0.4726 data: 0.0129 max mem: 5654 Epoch: [70] [4800/7393] eta: 0:21:09 lr: 0.000010 loss: 15.0854 (15.0788) loss_bbox: 0.1428 (0.1452) loss_bbox_aux_0: 0.1533 (0.1570) loss_bbox_aux_1: 0.1498 (0.1505) loss_bbox_aux_2: 0.1546 (0.1476) loss_bbox_aux_3: 0.1454 (0.1458) loss_bbox_aux_4: 0.1448 (0.1452) loss_bbox_aux_5: 0.1947 (0.1913) loss_bbox_dn_0: 0.2432 (0.2484) loss_bbox_dn_1: 0.1752 (0.1799) loss_bbox_dn_2: 0.1574 (0.1600) loss_bbox_dn_3: 0.1532 (0.1543) loss_bbox_dn_4: 0.1527 (0.1529) loss_bbox_dn_5: 0.1528 (0.1529) loss_giou: 0.4091 (0.4556) loss_giou_aux_0: 0.4285 (0.4783) loss_giou_aux_1: 0.4260 (0.4657) loss_giou_aux_2: 0.4125 (0.4604) loss_giou_aux_3: 0.4088 (0.4571) loss_giou_aux_4: 0.4058 (0.4557) loss_giou_aux_5: 0.4981 (0.5387) loss_giou_dn_0: 0.5469 (0.5522) loss_giou_dn_1: 0.4395 (0.4440) loss_giou_dn_2: 0.4044 (0.4124) loss_giou_dn_3: 0.3980 (0.4040) loss_giou_dn_4: 0.3965 (0.4019) loss_giou_dn_5: 0.3964 (0.4021) loss_vfl: 0.6465 (0.6457) loss_vfl_aux_0: 0.7451 (0.7379) loss_vfl_aux_1: 0.6944 (0.6950) loss_vfl_aux_2: 0.6611 (0.6707) loss_vfl_aux_3: 0.6647 (0.6575) loss_vfl_aux_4: 0.6441 (0.6504) loss_vfl_aux_5: 0.7496 (0.7306) loss_vfl_dn_0: 0.4489 (0.4419) loss_vfl_dn_1: 0.3795 (0.3760) loss_vfl_dn_2: 0.3658 (0.3602) loss_vfl_dn_3: 0.3596 (0.3530) loss_vfl_dn_4: 0.3557 (0.3506) loss_vfl_dn_5: 0.3551 (0.3499) time: 0.4835 data: 0.0127 max mem: 5654 Epoch: [70] [4900/7393] eta: 0:20:19 lr: 0.000010 loss: 15.4935 (15.0829) loss_bbox: 0.1417 (0.1453) loss_bbox_aux_0: 0.1518 (0.1570) loss_bbox_aux_1: 0.1480 (0.1505) loss_bbox_aux_2: 0.1477 (0.1477) loss_bbox_aux_3: 0.1429 (0.1459) loss_bbox_aux_4: 0.1436 (0.1453) loss_bbox_aux_5: 0.1860 (0.1914) loss_bbox_dn_0: 0.2389 (0.2484) loss_bbox_dn_1: 0.1772 (0.1800) loss_bbox_dn_2: 0.1569 (0.1601) loss_bbox_dn_3: 0.1493 (0.1543) loss_bbox_dn_4: 0.1489 (0.1530) loss_bbox_dn_5: 0.1488 (0.1530) loss_giou: 0.4732 (0.4558) loss_giou_aux_0: 0.5060 (0.4785) loss_giou_aux_1: 0.4928 (0.4659) loss_giou_aux_2: 0.4860 (0.4606) loss_giou_aux_3: 0.4761 (0.4573) loss_giou_aux_4: 0.4740 (0.4559) loss_giou_aux_5: 0.5605 (0.5388) loss_giou_dn_0: 0.5691 (0.5523) loss_giou_dn_1: 0.4640 (0.4441) loss_giou_dn_2: 0.4281 (0.4126) loss_giou_dn_3: 0.4211 (0.4042) loss_giou_dn_4: 0.4201 (0.4021) loss_giou_dn_5: 0.4205 (0.4023) loss_vfl: 0.6297 (0.6459) loss_vfl_aux_0: 0.7414 (0.7381) loss_vfl_aux_1: 0.6786 (0.6951) loss_vfl_aux_2: 0.6503 (0.6708) loss_vfl_aux_3: 0.6327 (0.6576) loss_vfl_aux_4: 0.6403 (0.6505) loss_vfl_aux_5: 0.7296 (0.7306) loss_vfl_dn_0: 0.4445 (0.4419) loss_vfl_dn_1: 0.3864 (0.3761) loss_vfl_dn_2: 0.3706 (0.3602) loss_vfl_dn_3: 0.3635 (0.3531) loss_vfl_dn_4: 0.3624 (0.3507) loss_vfl_dn_5: 0.3610 (0.3500) time: 0.4767 data: 0.0130 max mem: 5654 Epoch: [70] [5000/7393] eta: 0:19:30 lr: 0.000010 loss: 15.2017 (15.0819) loss_bbox: 0.1323 (0.1453) loss_bbox_aux_0: 0.1535 (0.1570) loss_bbox_aux_1: 0.1434 (0.1505) loss_bbox_aux_2: 0.1387 (0.1477) loss_bbox_aux_3: 0.1376 (0.1458) loss_bbox_aux_4: 0.1341 (0.1452) loss_bbox_aux_5: 0.1815 (0.1914) loss_bbox_dn_0: 0.2288 (0.2484) loss_bbox_dn_1: 0.1711 (0.1800) loss_bbox_dn_2: 0.1529 (0.1601) loss_bbox_dn_3: 0.1460 (0.1543) loss_bbox_dn_4: 0.1439 (0.1529) loss_bbox_dn_5: 0.1440 (0.1529) loss_giou: 0.4371 (0.4557) loss_giou_aux_0: 0.4672 (0.4783) loss_giou_aux_1: 0.4399 (0.4658) loss_giou_aux_2: 0.4492 (0.4605) loss_giou_aux_3: 0.4529 (0.4572) loss_giou_aux_4: 0.4383 (0.4558) loss_giou_aux_5: 0.5186 (0.5387) loss_giou_dn_0: 0.5448 (0.5522) loss_giou_dn_1: 0.4423 (0.4440) loss_giou_dn_2: 0.4139 (0.4124) loss_giou_dn_3: 0.4074 (0.4041) loss_giou_dn_4: 0.4046 (0.4020) loss_giou_dn_5: 0.4051 (0.4022) loss_vfl: 0.6417 (0.6460) loss_vfl_aux_0: 0.7208 (0.7383) loss_vfl_aux_1: 0.6788 (0.6953) loss_vfl_aux_2: 0.6544 (0.6709) loss_vfl_aux_3: 0.6474 (0.6577) loss_vfl_aux_4: 0.6459 (0.6506) loss_vfl_aux_5: 0.7133 (0.7308) loss_vfl_dn_0: 0.4373 (0.4420) loss_vfl_dn_1: 0.3737 (0.3761) loss_vfl_dn_2: 0.3575 (0.3602) loss_vfl_dn_3: 0.3528 (0.3531) loss_vfl_dn_4: 0.3524 (0.3506) loss_vfl_dn_5: 0.3506 (0.3500) time: 0.4805 data: 0.0130 max mem: 5654 Epoch: [70] [5100/7393] eta: 0:18:40 lr: 0.000010 loss: 15.4961 (15.0860) loss_bbox: 0.1290 (0.1453) loss_bbox_aux_0: 0.1465 (0.1570) loss_bbox_aux_1: 0.1356 (0.1505) loss_bbox_aux_2: 0.1315 (0.1477) loss_bbox_aux_3: 0.1297 (0.1459) loss_bbox_aux_4: 0.1291 (0.1452) loss_bbox_aux_5: 0.1757 (0.1915) loss_bbox_dn_0: 0.2298 (0.2485) loss_bbox_dn_1: 0.1708 (0.1801) loss_bbox_dn_2: 0.1525 (0.1601) loss_bbox_dn_3: 0.1457 (0.1544) loss_bbox_dn_4: 0.1455 (0.1530) loss_bbox_dn_5: 0.1455 (0.1530) loss_giou: 0.4411 (0.4557) loss_giou_aux_0: 0.4733 (0.4784) loss_giou_aux_1: 0.4644 (0.4659) loss_giou_aux_2: 0.4469 (0.4606) loss_giou_aux_3: 0.4416 (0.4573) loss_giou_aux_4: 0.4380 (0.4558) loss_giou_aux_5: 0.5427 (0.5388) loss_giou_dn_0: 0.5650 (0.5524) loss_giou_dn_1: 0.4753 (0.4442) loss_giou_dn_2: 0.4394 (0.4126) loss_giou_dn_3: 0.4322 (0.4043) loss_giou_dn_4: 0.4280 (0.4021) loss_giou_dn_5: 0.4281 (0.4023) loss_vfl: 0.6803 (0.6462) loss_vfl_aux_0: 0.7450 (0.7386) loss_vfl_aux_1: 0.7094 (0.6956) loss_vfl_aux_2: 0.6761 (0.6712) loss_vfl_aux_3: 0.6613 (0.6579) loss_vfl_aux_4: 0.6653 (0.6508) loss_vfl_aux_5: 0.7318 (0.7310) loss_vfl_dn_0: 0.4385 (0.4420) loss_vfl_dn_1: 0.3763 (0.3761) loss_vfl_dn_2: 0.3620 (0.3603) loss_vfl_dn_3: 0.3525 (0.3531) loss_vfl_dn_4: 0.3519 (0.3507) loss_vfl_dn_5: 0.3516 (0.3500) time: 0.4829 data: 0.0129 max mem: 5654 Epoch: [70] [5200/7393] eta: 0:17:51 lr: 0.000010 loss: 15.5507 (15.0905) loss_bbox: 0.1423 (0.1454) loss_bbox_aux_0: 0.1581 (0.1572) loss_bbox_aux_1: 0.1478 (0.1506) loss_bbox_aux_2: 0.1452 (0.1477) loss_bbox_aux_3: 0.1426 (0.1459) loss_bbox_aux_4: 0.1479 (0.1453) loss_bbox_aux_5: 0.1786 (0.1916) loss_bbox_dn_0: 0.2360 (0.2486) loss_bbox_dn_1: 0.1737 (0.1801) loss_bbox_dn_2: 0.1541 (0.1602) loss_bbox_dn_3: 0.1482 (0.1544) loss_bbox_dn_4: 0.1462 (0.1530) loss_bbox_dn_5: 0.1462 (0.1530) loss_giou: 0.4588 (0.4560) loss_giou_aux_0: 0.4971 (0.4788) loss_giou_aux_1: 0.4770 (0.4661) loss_giou_aux_2: 0.4657 (0.4608) loss_giou_aux_3: 0.4686 (0.4576) loss_giou_aux_4: 0.4638 (0.4561) loss_giou_aux_5: 0.5625 (0.5392) loss_giou_dn_0: 0.5683 (0.5526) loss_giou_dn_1: 0.4497 (0.4444) loss_giou_dn_2: 0.4176 (0.4128) loss_giou_dn_3: 0.4122 (0.4045) loss_giou_dn_4: 0.4109 (0.4024) loss_giou_dn_5: 0.4110 (0.4026) loss_vfl: 0.6448 (0.6463) loss_vfl_aux_0: 0.7128 (0.7385) loss_vfl_aux_1: 0.6636 (0.6956) loss_vfl_aux_2: 0.6564 (0.6712) loss_vfl_aux_3: 0.6525 (0.6579) loss_vfl_aux_4: 0.6434 (0.6508) loss_vfl_aux_5: 0.7062 (0.7308) loss_vfl_dn_0: 0.4418 (0.4420) loss_vfl_dn_1: 0.3861 (0.3762) loss_vfl_dn_2: 0.3712 (0.3603) loss_vfl_dn_3: 0.3640 (0.3532) loss_vfl_dn_4: 0.3612 (0.3508) loss_vfl_dn_5: 0.3603 (0.3501) time: 0.4773 data: 0.0130 max mem: 5654 Epoch: [70] [5300/7393] eta: 0:17:02 lr: 0.000010 loss: 15.1723 (15.0866) loss_bbox: 0.1327 (0.1453) loss_bbox_aux_0: 0.1459 (0.1571) loss_bbox_aux_1: 0.1403 (0.1505) loss_bbox_aux_2: 0.1385 (0.1476) loss_bbox_aux_3: 0.1391 (0.1458) loss_bbox_aux_4: 0.1325 (0.1452) loss_bbox_aux_5: 0.1863 (0.1916) loss_bbox_dn_0: 0.2292 (0.2486) loss_bbox_dn_1: 0.1665 (0.1801) loss_bbox_dn_2: 0.1438 (0.1601) loss_bbox_dn_3: 0.1407 (0.1544) loss_bbox_dn_4: 0.1380 (0.1530) loss_bbox_dn_5: 0.1380 (0.1530) loss_giou: 0.4240 (0.4556) loss_giou_aux_0: 0.4459 (0.4784) loss_giou_aux_1: 0.4370 (0.4658) loss_giou_aux_2: 0.4322 (0.4605) loss_giou_aux_3: 0.4302 (0.4572) loss_giou_aux_4: 0.4240 (0.4558) loss_giou_aux_5: 0.4881 (0.5388) loss_giou_dn_0: 0.5440 (0.5524) loss_giou_dn_1: 0.4328 (0.4442) loss_giou_dn_2: 0.4031 (0.4126) loss_giou_dn_3: 0.3901 (0.4042) loss_giou_dn_4: 0.3875 (0.4021) loss_giou_dn_5: 0.3877 (0.4023) loss_vfl: 0.6389 (0.6464) loss_vfl_aux_0: 0.7370 (0.7387) loss_vfl_aux_1: 0.6740 (0.6958) loss_vfl_aux_2: 0.6525 (0.6713) loss_vfl_aux_3: 0.6490 (0.6580) loss_vfl_aux_4: 0.6419 (0.6510) loss_vfl_aux_5: 0.7452 (0.7310) loss_vfl_dn_0: 0.4412 (0.4420) loss_vfl_dn_1: 0.3734 (0.3761) loss_vfl_dn_2: 0.3589 (0.3603) loss_vfl_dn_3: 0.3502 (0.3532) loss_vfl_dn_4: 0.3484 (0.3507) loss_vfl_dn_5: 0.3480 (0.3500) time: 0.4694 data: 0.0129 max mem: 5654 Epoch: [70] [5400/7393] eta: 0:16:12 lr: 0.000010 loss: 15.2902 (15.0889) loss_bbox: 0.1441 (0.1452) loss_bbox_aux_0: 0.1650 (0.1571) loss_bbox_aux_1: 0.1530 (0.1504) loss_bbox_aux_2: 0.1521 (0.1476) loss_bbox_aux_3: 0.1470 (0.1458) loss_bbox_aux_4: 0.1489 (0.1451) loss_bbox_aux_5: 0.2013 (0.1916) loss_bbox_dn_0: 0.2667 (0.2485) loss_bbox_dn_1: 0.1875 (0.1800) loss_bbox_dn_2: 0.1694 (0.1601) loss_bbox_dn_3: 0.1602 (0.1543) loss_bbox_dn_4: 0.1596 (0.1530) loss_bbox_dn_5: 0.1596 (0.1530) loss_giou: 0.4368 (0.4557) loss_giou_aux_0: 0.4569 (0.4784) loss_giou_aux_1: 0.4353 (0.4658) loss_giou_aux_2: 0.4427 (0.4605) loss_giou_aux_3: 0.4388 (0.4573) loss_giou_aux_4: 0.4469 (0.4558) loss_giou_aux_5: 0.4967 (0.5389) loss_giou_dn_0: 0.5383 (0.5525) loss_giou_dn_1: 0.4251 (0.4443) loss_giou_dn_2: 0.3934 (0.4127) loss_giou_dn_3: 0.3887 (0.4043) loss_giou_dn_4: 0.3858 (0.4022) loss_giou_dn_5: 0.3868 (0.4024) loss_vfl: 0.6532 (0.6466) loss_vfl_aux_0: 0.7545 (0.7389) loss_vfl_aux_1: 0.7070 (0.6960) loss_vfl_aux_2: 0.6773 (0.6715) loss_vfl_aux_3: 0.6652 (0.6582) loss_vfl_aux_4: 0.6474 (0.6511) loss_vfl_aux_5: 0.7358 (0.7310) loss_vfl_dn_0: 0.4432 (0.4421) loss_vfl_dn_1: 0.3767 (0.3762) loss_vfl_dn_2: 0.3610 (0.3604) loss_vfl_dn_3: 0.3575 (0.3533) loss_vfl_dn_4: 0.3519 (0.3508) loss_vfl_dn_5: 0.3512 (0.3501) time: 0.4755 data: 0.0132 max mem: 5654 Epoch: [70] [5500/7393] eta: 0:15:23 lr: 0.000010 loss: 14.8897 (15.0878) loss_bbox: 0.1329 (0.1452) loss_bbox_aux_0: 0.1471 (0.1571) loss_bbox_aux_1: 0.1412 (0.1505) loss_bbox_aux_2: 0.1344 (0.1476) loss_bbox_aux_3: 0.1371 (0.1458) loss_bbox_aux_4: 0.1329 (0.1451) loss_bbox_aux_5: 0.1752 (0.1916) loss_bbox_dn_0: 0.2302 (0.2486) loss_bbox_dn_1: 0.1617 (0.1800) loss_bbox_dn_2: 0.1467 (0.1601) loss_bbox_dn_3: 0.1454 (0.1543) loss_bbox_dn_4: 0.1444 (0.1530) loss_bbox_dn_5: 0.1444 (0.1530) loss_giou: 0.4407 (0.4555) loss_giou_aux_0: 0.4576 (0.4783) loss_giou_aux_1: 0.4452 (0.4657) loss_giou_aux_2: 0.4414 (0.4604) loss_giou_aux_3: 0.4431 (0.4571) loss_giou_aux_4: 0.4441 (0.4556) loss_giou_aux_5: 0.5067 (0.5387) loss_giou_dn_0: 0.5526 (0.5525) loss_giou_dn_1: 0.4318 (0.4442) loss_giou_dn_2: 0.4003 (0.4126) loss_giou_dn_3: 0.3913 (0.4043) loss_giou_dn_4: 0.3895 (0.4021) loss_giou_dn_5: 0.3900 (0.4023) loss_vfl: 0.6533 (0.6466) loss_vfl_aux_0: 0.7626 (0.7390) loss_vfl_aux_1: 0.7236 (0.6961) loss_vfl_aux_2: 0.6917 (0.6716) loss_vfl_aux_3: 0.6783 (0.6582) loss_vfl_aux_4: 0.6633 (0.6512) loss_vfl_aux_5: 0.7500 (0.7311) loss_vfl_dn_0: 0.4357 (0.4421) loss_vfl_dn_1: 0.3762 (0.3762) loss_vfl_dn_2: 0.3633 (0.3603) loss_vfl_dn_3: 0.3572 (0.3532) loss_vfl_dn_4: 0.3549 (0.3507) loss_vfl_dn_5: 0.3538 (0.3500) time: 0.4678 data: 0.0130 max mem: 5654 Epoch: [70] [5600/7393] eta: 0:14:34 lr: 0.000010 loss: 15.1001 (15.0909) loss_bbox: 0.1461 (0.1453) loss_bbox_aux_0: 0.1568 (0.1572) loss_bbox_aux_1: 0.1486 (0.1505) loss_bbox_aux_2: 0.1481 (0.1477) loss_bbox_aux_3: 0.1455 (0.1459) loss_bbox_aux_4: 0.1441 (0.1452) loss_bbox_aux_5: 0.1790 (0.1916) loss_bbox_dn_0: 0.2577 (0.2488) loss_bbox_dn_1: 0.1827 (0.1802) loss_bbox_dn_2: 0.1664 (0.1603) loss_bbox_dn_3: 0.1606 (0.1545) loss_bbox_dn_4: 0.1629 (0.1532) loss_bbox_dn_5: 0.1629 (0.1532) loss_giou: 0.4272 (0.4554) loss_giou_aux_0: 0.4596 (0.4781) loss_giou_aux_1: 0.4464 (0.4656) loss_giou_aux_2: 0.4425 (0.4602) loss_giou_aux_3: 0.4339 (0.4570) loss_giou_aux_4: 0.4242 (0.4555) loss_giou_aux_5: 0.5117 (0.5385) loss_giou_dn_0: 0.5378 (0.5525) loss_giou_dn_1: 0.4278 (0.4442) loss_giou_dn_2: 0.3945 (0.4126) loss_giou_dn_3: 0.3846 (0.4042) loss_giou_dn_4: 0.3819 (0.4021) loss_giou_dn_5: 0.3821 (0.4023) loss_vfl: 0.6686 (0.6469) loss_vfl_aux_0: 0.7563 (0.7395) loss_vfl_aux_1: 0.6948 (0.6965) loss_vfl_aux_2: 0.6661 (0.6719) loss_vfl_aux_3: 0.6555 (0.6585) loss_vfl_aux_4: 0.6690 (0.6514) loss_vfl_aux_5: 0.7399 (0.7314) loss_vfl_dn_0: 0.4467 (0.4421) loss_vfl_dn_1: 0.3870 (0.3763) loss_vfl_dn_2: 0.3716 (0.3604) loss_vfl_dn_3: 0.3634 (0.3533) loss_vfl_dn_4: 0.3622 (0.3508) loss_vfl_dn_5: 0.3611 (0.3501) time: 0.4732 data: 0.0129 max mem: 5654 Epoch: [70] [5700/7393] eta: 0:13:46 lr: 0.000010 loss: 15.2806 (15.0909) loss_bbox: 0.1377 (0.1453) loss_bbox_aux_0: 0.1498 (0.1572) loss_bbox_aux_1: 0.1455 (0.1506) loss_bbox_aux_2: 0.1363 (0.1477) loss_bbox_aux_3: 0.1395 (0.1459) loss_bbox_aux_4: 0.1410 (0.1452) loss_bbox_aux_5: 0.1763 (0.1916) loss_bbox_dn_0: 0.2184 (0.2488) loss_bbox_dn_1: 0.1671 (0.1802) loss_bbox_dn_2: 0.1510 (0.1603) loss_bbox_dn_3: 0.1443 (0.1545) loss_bbox_dn_4: 0.1426 (0.1531) loss_bbox_dn_5: 0.1426 (0.1532) loss_giou: 0.4505 (0.4554) loss_giou_aux_0: 0.4731 (0.4780) loss_giou_aux_1: 0.4662 (0.4656) loss_giou_aux_2: 0.4575 (0.4603) loss_giou_aux_3: 0.4503 (0.4570) loss_giou_aux_4: 0.4556 (0.4556) loss_giou_aux_5: 0.5307 (0.5384) loss_giou_dn_0: 0.5595 (0.5524) loss_giou_dn_1: 0.4585 (0.4442) loss_giou_dn_2: 0.4236 (0.4125) loss_giou_dn_3: 0.4105 (0.4042) loss_giou_dn_4: 0.4083 (0.4020) loss_giou_dn_5: 0.4084 (0.4022) loss_vfl: 0.6301 (0.6468) loss_vfl_aux_0: 0.7452 (0.7397) loss_vfl_aux_1: 0.7111 (0.6966) loss_vfl_aux_2: 0.6739 (0.6718) loss_vfl_aux_3: 0.6496 (0.6585) loss_vfl_aux_4: 0.6395 (0.6514) loss_vfl_aux_5: 0.7227 (0.7316) loss_vfl_dn_0: 0.4456 (0.4422) loss_vfl_dn_1: 0.3866 (0.3763) loss_vfl_dn_2: 0.3710 (0.3604) loss_vfl_dn_3: 0.3637 (0.3533) loss_vfl_dn_4: 0.3624 (0.3508) loss_vfl_dn_5: 0.3599 (0.3501) time: 0.7450 data: 0.0131 max mem: 5654 Epoch: [70] [5800/7393] eta: 0:12:59 lr: 0.000010 loss: 15.6213 (15.0925) loss_bbox: 0.1491 (0.1454) loss_bbox_aux_0: 0.1676 (0.1572) loss_bbox_aux_1: 0.1553 (0.1506) loss_bbox_aux_2: 0.1527 (0.1478) loss_bbox_aux_3: 0.1436 (0.1460) loss_bbox_aux_4: 0.1494 (0.1453) loss_bbox_aux_5: 0.1939 (0.1917) loss_bbox_dn_0: 0.2748 (0.2489) loss_bbox_dn_1: 0.1894 (0.1802) loss_bbox_dn_2: 0.1609 (0.1603) loss_bbox_dn_3: 0.1560 (0.1545) loss_bbox_dn_4: 0.1549 (0.1531) loss_bbox_dn_5: 0.1550 (0.1531) loss_giou: 0.4783 (0.4555) loss_giou_aux_0: 0.4990 (0.4781) loss_giou_aux_1: 0.4844 (0.4657) loss_giou_aux_2: 0.4787 (0.4604) loss_giou_aux_3: 0.4767 (0.4571) loss_giou_aux_4: 0.4774 (0.4556) loss_giou_aux_5: 0.5590 (0.5385) loss_giou_dn_0: 0.5680 (0.5525) loss_giou_dn_1: 0.4491 (0.4443) loss_giou_dn_2: 0.4226 (0.4126) loss_giou_dn_3: 0.4172 (0.4042) loss_giou_dn_4: 0.4152 (0.4021) loss_giou_dn_5: 0.4165 (0.4023) loss_vfl: 0.6463 (0.6468) loss_vfl_aux_0: 0.7492 (0.7396) loss_vfl_aux_1: 0.7008 (0.6966) loss_vfl_aux_2: 0.6836 (0.6719) loss_vfl_aux_3: 0.6740 (0.6586) loss_vfl_aux_4: 0.6627 (0.6514) loss_vfl_aux_5: 0.7214 (0.7315) loss_vfl_dn_0: 0.4401 (0.4422) loss_vfl_dn_1: 0.3811 (0.3763) loss_vfl_dn_2: 0.3634 (0.3604) loss_vfl_dn_3: 0.3540 (0.3532) loss_vfl_dn_4: 0.3528 (0.3508) loss_vfl_dn_5: 0.3526 (0.3501) time: 0.4745 data: 0.0131 max mem: 5654 Epoch: [70] [5900/7393] eta: 0:12:11 lr: 0.000010 loss: 14.9759 (15.0943) loss_bbox: 0.1502 (0.1454) loss_bbox_aux_0: 0.1643 (0.1573) loss_bbox_aux_1: 0.1530 (0.1506) loss_bbox_aux_2: 0.1522 (0.1478) loss_bbox_aux_3: 0.1466 (0.1460) loss_bbox_aux_4: 0.1491 (0.1453) loss_bbox_aux_5: 0.1879 (0.1917) loss_bbox_dn_0: 0.2289 (0.2490) loss_bbox_dn_1: 0.1684 (0.1803) loss_bbox_dn_2: 0.1491 (0.1603) loss_bbox_dn_3: 0.1455 (0.1546) loss_bbox_dn_4: 0.1427 (0.1532) loss_bbox_dn_5: 0.1428 (0.1532) loss_giou: 0.4410 (0.4556) loss_giou_aux_0: 0.4549 (0.4782) loss_giou_aux_1: 0.4450 (0.4658) loss_giou_aux_2: 0.4378 (0.4604) loss_giou_aux_3: 0.4246 (0.4571) loss_giou_aux_4: 0.4293 (0.4557) loss_giou_aux_5: 0.5018 (0.5386) loss_giou_dn_0: 0.5476 (0.5525) loss_giou_dn_1: 0.4298 (0.4443) loss_giou_dn_2: 0.4011 (0.4126) loss_giou_dn_3: 0.3939 (0.4043) loss_giou_dn_4: 0.3949 (0.4021) loss_giou_dn_5: 0.3950 (0.4023) loss_vfl: 0.6529 (0.6469) loss_vfl_aux_0: 0.7456 (0.7397) loss_vfl_aux_1: 0.6881 (0.6966) loss_vfl_aux_2: 0.6655 (0.6720) loss_vfl_aux_3: 0.6629 (0.6586) loss_vfl_aux_4: 0.6621 (0.6515) loss_vfl_aux_5: 0.7262 (0.7317) loss_vfl_dn_0: 0.4383 (0.4422) loss_vfl_dn_1: 0.3655 (0.3763) loss_vfl_dn_2: 0.3517 (0.3604) loss_vfl_dn_3: 0.3474 (0.3532) loss_vfl_dn_4: 0.3455 (0.3508) loss_vfl_dn_5: 0.3453 (0.3501) time: 0.4829 data: 0.0130 max mem: 5654 Epoch: [70] [6000/7393] eta: 0:11:21 lr: 0.000010 loss: 14.9896 (15.0933) loss_bbox: 0.1496 (0.1454) loss_bbox_aux_0: 0.1710 (0.1573) loss_bbox_aux_1: 0.1538 (0.1506) loss_bbox_aux_2: 0.1576 (0.1478) loss_bbox_aux_3: 0.1492 (0.1460) loss_bbox_aux_4: 0.1380 (0.1453) loss_bbox_aux_5: 0.1937 (0.1917) loss_bbox_dn_0: 0.2550 (0.2488) loss_bbox_dn_1: 0.1756 (0.1801) loss_bbox_dn_2: 0.1539 (0.1602) loss_bbox_dn_3: 0.1499 (0.1545) loss_bbox_dn_4: 0.1484 (0.1531) loss_bbox_dn_5: 0.1483 (0.1531) loss_giou: 0.4409 (0.4556) loss_giou_aux_0: 0.4610 (0.4783) loss_giou_aux_1: 0.4434 (0.4658) loss_giou_aux_2: 0.4424 (0.4605) loss_giou_aux_3: 0.4395 (0.4572) loss_giou_aux_4: 0.4371 (0.4557) loss_giou_aux_5: 0.5085 (0.5386) loss_giou_dn_0: 0.5407 (0.5525) loss_giou_dn_1: 0.4155 (0.4442) loss_giou_dn_2: 0.3918 (0.4126) loss_giou_dn_3: 0.3816 (0.4042) loss_giou_dn_4: 0.3795 (0.4021) loss_giou_dn_5: 0.3795 (0.4023) loss_vfl: 0.6518 (0.6469) loss_vfl_aux_0: 0.7588 (0.7395) loss_vfl_aux_1: 0.6991 (0.6965) loss_vfl_aux_2: 0.6685 (0.6719) loss_vfl_aux_3: 0.6585 (0.6586) loss_vfl_aux_4: 0.6569 (0.6515) loss_vfl_aux_5: 0.7462 (0.7317) loss_vfl_dn_0: 0.4435 (0.4422) loss_vfl_dn_1: 0.3811 (0.3763) loss_vfl_dn_2: 0.3632 (0.3604) loss_vfl_dn_3: 0.3590 (0.3533) loss_vfl_dn_4: 0.3612 (0.3508) loss_vfl_dn_5: 0.3593 (0.3501) time: 0.4785 data: 0.0130 max mem: 5654 Epoch: [70] [6100/7393] eta: 0:10:32 lr: 0.000010 loss: 15.0350 (15.0941) loss_bbox: 0.1609 (0.1455) loss_bbox_aux_0: 0.1722 (0.1574) loss_bbox_aux_1: 0.1592 (0.1507) loss_bbox_aux_2: 0.1616 (0.1479) loss_bbox_aux_3: 0.1610 (0.1461) loss_bbox_aux_4: 0.1609 (0.1454) loss_bbox_aux_5: 0.1880 (0.1918) loss_bbox_dn_0: 0.2485 (0.2489) loss_bbox_dn_1: 0.1823 (0.1803) loss_bbox_dn_2: 0.1647 (0.1603) loss_bbox_dn_3: 0.1591 (0.1546) loss_bbox_dn_4: 0.1580 (0.1532) loss_bbox_dn_5: 0.1580 (0.1532) loss_giou: 0.4069 (0.4556) loss_giou_aux_0: 0.4331 (0.4783) loss_giou_aux_1: 0.4277 (0.4659) loss_giou_aux_2: 0.4208 (0.4605) loss_giou_aux_3: 0.4051 (0.4572) loss_giou_aux_4: 0.4101 (0.4558) loss_giou_aux_5: 0.4901 (0.5386) loss_giou_dn_0: 0.5381 (0.5525) loss_giou_dn_1: 0.4347 (0.4443) loss_giou_dn_2: 0.3954 (0.4126) loss_giou_dn_3: 0.3834 (0.4043) loss_giou_dn_4: 0.3816 (0.4021) loss_giou_dn_5: 0.3816 (0.4023) loss_vfl: 0.6213 (0.6467) loss_vfl_aux_0: 0.7386 (0.7394) loss_vfl_aux_1: 0.7137 (0.6963) loss_vfl_aux_2: 0.6711 (0.6718) loss_vfl_aux_3: 0.6440 (0.6584) loss_vfl_aux_4: 0.6378 (0.6513) loss_vfl_aux_5: 0.7119 (0.7316) loss_vfl_dn_0: 0.4397 (0.4422) loss_vfl_dn_1: 0.3771 (0.3763) loss_vfl_dn_2: 0.3624 (0.3604) loss_vfl_dn_3: 0.3554 (0.3533) loss_vfl_dn_4: 0.3508 (0.3508) loss_vfl_dn_5: 0.3492 (0.3501) time: 0.4801 data: 0.0129 max mem: 5654 Epoch: [70] [6200/7393] eta: 0:09:43 lr: 0.000010 loss: 15.3595 (15.0968) loss_bbox: 0.1524 (0.1455) loss_bbox_aux_0: 0.1689 (0.1574) loss_bbox_aux_1: 0.1566 (0.1508) loss_bbox_aux_2: 0.1554 (0.1480) loss_bbox_aux_3: 0.1504 (0.1461) loss_bbox_aux_4: 0.1479 (0.1454) loss_bbox_aux_5: 0.2000 (0.1919) loss_bbox_dn_0: 0.2404 (0.2490) loss_bbox_dn_1: 0.1790 (0.1803) loss_bbox_dn_2: 0.1575 (0.1604) loss_bbox_dn_3: 0.1503 (0.1547) loss_bbox_dn_4: 0.1467 (0.1533) loss_bbox_dn_5: 0.1467 (0.1533) loss_giou: 0.4808 (0.4556) loss_giou_aux_0: 0.4926 (0.4783) loss_giou_aux_1: 0.4906 (0.4659) loss_giou_aux_2: 0.4857 (0.4605) loss_giou_aux_3: 0.4741 (0.4572) loss_giou_aux_4: 0.4755 (0.4558) loss_giou_aux_5: 0.5484 (0.5387) loss_giou_dn_0: 0.5505 (0.5525) loss_giou_dn_1: 0.4357 (0.4443) loss_giou_dn_2: 0.4087 (0.4127) loss_giou_dn_3: 0.4038 (0.4043) loss_giou_dn_4: 0.4012 (0.4022) loss_giou_dn_5: 0.4014 (0.4024) loss_vfl: 0.6846 (0.6470) loss_vfl_aux_0: 0.7422 (0.7395) loss_vfl_aux_1: 0.7122 (0.6966) loss_vfl_aux_2: 0.6975 (0.6721) loss_vfl_aux_3: 0.6802 (0.6587) loss_vfl_aux_4: 0.6774 (0.6515) loss_vfl_aux_5: 0.7391 (0.7318) loss_vfl_dn_0: 0.4391 (0.4422) loss_vfl_dn_1: 0.3783 (0.3763) loss_vfl_dn_2: 0.3647 (0.3604) loss_vfl_dn_3: 0.3601 (0.3533) loss_vfl_dn_4: 0.3562 (0.3508) loss_vfl_dn_5: 0.3556 (0.3501) time: 0.4760 data: 0.0129 max mem: 5654 Epoch: [70] [6300/7393] eta: 0:08:54 lr: 0.000010 loss: 15.2621 (15.1000) loss_bbox: 0.1384 (0.1455) loss_bbox_aux_0: 0.1486 (0.1575) loss_bbox_aux_1: 0.1440 (0.1508) loss_bbox_aux_2: 0.1474 (0.1480) loss_bbox_aux_3: 0.1403 (0.1462) loss_bbox_aux_4: 0.1380 (0.1455) loss_bbox_aux_5: 0.1811 (0.1919) loss_bbox_dn_0: 0.2234 (0.2491) loss_bbox_dn_1: 0.1690 (0.1804) loss_bbox_dn_2: 0.1519 (0.1605) loss_bbox_dn_3: 0.1464 (0.1547) loss_bbox_dn_4: 0.1445 (0.1534) loss_bbox_dn_5: 0.1445 (0.1534) loss_giou: 0.4413 (0.4557) loss_giou_aux_0: 0.4745 (0.4784) loss_giou_aux_1: 0.4407 (0.4660) loss_giou_aux_2: 0.4407 (0.4606) loss_giou_aux_3: 0.4394 (0.4573) loss_giou_aux_4: 0.4425 (0.4558) loss_giou_aux_5: 0.5037 (0.5387) loss_giou_dn_0: 0.5541 (0.5526) loss_giou_dn_1: 0.4331 (0.4444) loss_giou_dn_2: 0.4047 (0.4127) loss_giou_dn_3: 0.3954 (0.4044) loss_giou_dn_4: 0.3901 (0.4022) loss_giou_dn_5: 0.3900 (0.4024) loss_vfl: 0.6629 (0.6472) loss_vfl_aux_0: 0.7405 (0.7396) loss_vfl_aux_1: 0.6937 (0.6967) loss_vfl_aux_2: 0.6654 (0.6723) loss_vfl_aux_3: 0.6477 (0.6589) loss_vfl_aux_4: 0.6468 (0.6517) loss_vfl_aux_5: 0.7353 (0.7319) loss_vfl_dn_0: 0.4449 (0.4422) loss_vfl_dn_1: 0.3791 (0.3764) loss_vfl_dn_2: 0.3645 (0.3604) loss_vfl_dn_3: 0.3597 (0.3533) loss_vfl_dn_4: 0.3585 (0.3508) loss_vfl_dn_5: 0.3569 (0.3501) time: 0.4832 data: 0.0131 max mem: 5654 Epoch: [70] [6400/7393] eta: 0:08:05 lr: 0.000010 loss: 15.9561 (15.1047) loss_bbox: 0.1434 (0.1456) loss_bbox_aux_0: 0.1489 (0.1575) loss_bbox_aux_1: 0.1464 (0.1509) loss_bbox_aux_2: 0.1420 (0.1480) loss_bbox_aux_3: 0.1408 (0.1462) loss_bbox_aux_4: 0.1429 (0.1455) loss_bbox_aux_5: 0.1833 (0.1919) loss_bbox_dn_0: 0.2181 (0.2490) loss_bbox_dn_1: 0.1551 (0.1804) loss_bbox_dn_2: 0.1427 (0.1605) loss_bbox_dn_3: 0.1390 (0.1547) loss_bbox_dn_4: 0.1383 (0.1533) loss_bbox_dn_5: 0.1383 (0.1533) loss_giou: 0.5008 (0.4562) loss_giou_aux_0: 0.5119 (0.4788) loss_giou_aux_1: 0.5004 (0.4664) loss_giou_aux_2: 0.5144 (0.4611) loss_giou_aux_3: 0.5029 (0.4578) loss_giou_aux_4: 0.5025 (0.4563) loss_giou_aux_5: 0.5670 (0.5391) loss_giou_dn_0: 0.5815 (0.5529) loss_giou_dn_1: 0.4739 (0.4447) loss_giou_dn_2: 0.4421 (0.4130) loss_giou_dn_3: 0.4399 (0.4046) loss_giou_dn_4: 0.4387 (0.4025) loss_giou_dn_5: 0.4387 (0.4027) loss_vfl: 0.6404 (0.6472) loss_vfl_aux_0: 0.7524 (0.7397) loss_vfl_aux_1: 0.6902 (0.6967) loss_vfl_aux_2: 0.6583 (0.6722) loss_vfl_aux_3: 0.6717 (0.6589) loss_vfl_aux_4: 0.6492 (0.6517) loss_vfl_aux_5: 0.7043 (0.7318) loss_vfl_dn_0: 0.4362 (0.4422) loss_vfl_dn_1: 0.3844 (0.3764) loss_vfl_dn_2: 0.3695 (0.3605) loss_vfl_dn_3: 0.3591 (0.3534) loss_vfl_dn_4: 0.3568 (0.3509) loss_vfl_dn_5: 0.3565 (0.3502) time: 0.4726 data: 0.0131 max mem: 5654 Epoch: [70] [6500/7393] eta: 0:07:17 lr: 0.000010 loss: 15.2156 (15.1039) loss_bbox: 0.1283 (0.1456) loss_bbox_aux_0: 0.1339 (0.1575) loss_bbox_aux_1: 0.1300 (0.1508) loss_bbox_aux_2: 0.1340 (0.1480) loss_bbox_aux_3: 0.1283 (0.1462) loss_bbox_aux_4: 0.1284 (0.1455) loss_bbox_aux_5: 0.1666 (0.1919) loss_bbox_dn_0: 0.2099 (0.2490) loss_bbox_dn_1: 0.1531 (0.1804) loss_bbox_dn_2: 0.1410 (0.1604) loss_bbox_dn_3: 0.1363 (0.1547) loss_bbox_dn_4: 0.1353 (0.1533) loss_bbox_dn_5: 0.1353 (0.1533) loss_giou: 0.4495 (0.4560) loss_giou_aux_0: 0.4791 (0.4787) loss_giou_aux_1: 0.4583 (0.4662) loss_giou_aux_2: 0.4577 (0.4609) loss_giou_aux_3: 0.4468 (0.4576) loss_giou_aux_4: 0.4525 (0.4561) loss_giou_aux_5: 0.5424 (0.5389) loss_giou_dn_0: 0.5717 (0.5529) loss_giou_dn_1: 0.4624 (0.4446) loss_giou_dn_2: 0.4278 (0.4130) loss_giou_dn_3: 0.4150 (0.4046) loss_giou_dn_4: 0.4125 (0.4025) loss_giou_dn_5: 0.4126 (0.4026) loss_vfl: 0.6219 (0.6473) loss_vfl_aux_0: 0.7365 (0.7398) loss_vfl_aux_1: 0.6796 (0.6968) loss_vfl_aux_2: 0.6495 (0.6723) loss_vfl_aux_3: 0.6413 (0.6590) loss_vfl_aux_4: 0.6290 (0.6518) loss_vfl_aux_5: 0.7244 (0.7319) loss_vfl_dn_0: 0.4457 (0.4422) loss_vfl_dn_1: 0.3845 (0.3764) loss_vfl_dn_2: 0.3690 (0.3605) loss_vfl_dn_3: 0.3606 (0.3534) loss_vfl_dn_4: 0.3589 (0.3509) loss_vfl_dn_5: 0.3591 (0.3502) time: 0.4745 data: 0.0130 max mem: 5654 Epoch: [70] [6600/7393] eta: 0:06:28 lr: 0.000010 loss: 14.7845 (15.1047) loss_bbox: 0.1325 (0.1456) loss_bbox_aux_0: 0.1443 (0.1575) loss_bbox_aux_1: 0.1446 (0.1508) loss_bbox_aux_2: 0.1394 (0.1480) loss_bbox_aux_3: 0.1354 (0.1462) loss_bbox_aux_4: 0.1333 (0.1455) loss_bbox_aux_5: 0.1762 (0.1919) loss_bbox_dn_0: 0.2087 (0.2491) loss_bbox_dn_1: 0.1527 (0.1804) loss_bbox_dn_2: 0.1437 (0.1604) loss_bbox_dn_3: 0.1382 (0.1547) loss_bbox_dn_4: 0.1357 (0.1533) loss_bbox_dn_5: 0.1357 (0.1533) loss_giou: 0.4436 (0.4562) loss_giou_aux_0: 0.4668 (0.4788) loss_giou_aux_1: 0.4523 (0.4664) loss_giou_aux_2: 0.4490 (0.4611) loss_giou_aux_3: 0.4470 (0.4578) loss_giou_aux_4: 0.4434 (0.4563) loss_giou_aux_5: 0.5338 (0.5391) loss_giou_dn_0: 0.5428 (0.5529) loss_giou_dn_1: 0.4393 (0.4446) loss_giou_dn_2: 0.4023 (0.4130) loss_giou_dn_3: 0.3924 (0.4046) loss_giou_dn_4: 0.3921 (0.4025) loss_giou_dn_5: 0.3924 (0.4027) loss_vfl: 0.6172 (0.6472) loss_vfl_aux_0: 0.7069 (0.7398) loss_vfl_aux_1: 0.6639 (0.6967) loss_vfl_aux_2: 0.6435 (0.6721) loss_vfl_aux_3: 0.6240 (0.6589) loss_vfl_aux_4: 0.6087 (0.6517) loss_vfl_aux_5: 0.6954 (0.7319) loss_vfl_dn_0: 0.4372 (0.4422) loss_vfl_dn_1: 0.3766 (0.3764) loss_vfl_dn_2: 0.3592 (0.3605) loss_vfl_dn_3: 0.3529 (0.3534) loss_vfl_dn_4: 0.3532 (0.3509) loss_vfl_dn_5: 0.3528 (0.3502) time: 0.5002 data: 0.0129 max mem: 5654 Epoch: [70] [6700/7393] eta: 0:05:39 lr: 0.000010 loss: 15.0513 (15.1025) loss_bbox: 0.1402 (0.1455) loss_bbox_aux_0: 0.1499 (0.1575) loss_bbox_aux_1: 0.1459 (0.1508) loss_bbox_aux_2: 0.1419 (0.1480) loss_bbox_aux_3: 0.1398 (0.1461) loss_bbox_aux_4: 0.1367 (0.1455) loss_bbox_aux_5: 0.1726 (0.1919) loss_bbox_dn_0: 0.2090 (0.2489) loss_bbox_dn_1: 0.1601 (0.1803) loss_bbox_dn_2: 0.1447 (0.1604) loss_bbox_dn_3: 0.1351 (0.1546) loss_bbox_dn_4: 0.1346 (0.1532) loss_bbox_dn_5: 0.1346 (0.1532) loss_giou: 0.4634 (0.4562) loss_giou_aux_0: 0.4614 (0.4788) loss_giou_aux_1: 0.4761 (0.4664) loss_giou_aux_2: 0.4608 (0.4610) loss_giou_aux_3: 0.4621 (0.4578) loss_giou_aux_4: 0.4640 (0.4563) loss_giou_aux_5: 0.5667 (0.5391) loss_giou_dn_0: 0.5558 (0.5528) loss_giou_dn_1: 0.4445 (0.4446) loss_giou_dn_2: 0.4216 (0.4129) loss_giou_dn_3: 0.4116 (0.4046) loss_giou_dn_4: 0.4076 (0.4024) loss_giou_dn_5: 0.4079 (0.4026) loss_vfl: 0.6316 (0.6471) loss_vfl_aux_0: 0.7357 (0.7397) loss_vfl_aux_1: 0.6867 (0.6966) loss_vfl_aux_2: 0.6615 (0.6721) loss_vfl_aux_3: 0.6379 (0.6588) loss_vfl_aux_4: 0.6430 (0.6515) loss_vfl_aux_5: 0.7249 (0.7318) loss_vfl_dn_0: 0.4390 (0.4422) loss_vfl_dn_1: 0.3762 (0.3764) loss_vfl_dn_2: 0.3606 (0.3605) loss_vfl_dn_3: 0.3566 (0.3534) loss_vfl_dn_4: 0.3526 (0.3509) loss_vfl_dn_5: 0.3529 (0.3502) time: 0.4826 data: 0.0129 max mem: 5654 Epoch: [70] [6800/7393] eta: 0:04:50 lr: 0.000010 loss: 15.3096 (15.1012) loss_bbox: 0.1283 (0.1455) loss_bbox_aux_0: 0.1367 (0.1575) loss_bbox_aux_1: 0.1355 (0.1508) loss_bbox_aux_2: 0.1310 (0.1480) loss_bbox_aux_3: 0.1255 (0.1461) loss_bbox_aux_4: 0.1278 (0.1455) loss_bbox_aux_5: 0.1768 (0.1919) loss_bbox_dn_0: 0.2188 (0.2489) loss_bbox_dn_1: 0.1519 (0.1803) loss_bbox_dn_2: 0.1337 (0.1603) loss_bbox_dn_3: 0.1234 (0.1546) loss_bbox_dn_4: 0.1203 (0.1532) loss_bbox_dn_5: 0.1204 (0.1532) loss_giou: 0.4773 (0.4561) loss_giou_aux_0: 0.4907 (0.4787) loss_giou_aux_1: 0.4833 (0.4663) loss_giou_aux_2: 0.4803 (0.4610) loss_giou_aux_3: 0.4756 (0.4577) loss_giou_aux_4: 0.4709 (0.4563) loss_giou_aux_5: 0.5546 (0.5390) loss_giou_dn_0: 0.5729 (0.5528) loss_giou_dn_1: 0.4613 (0.4446) loss_giou_dn_2: 0.4239 (0.4129) loss_giou_dn_3: 0.4146 (0.4045) loss_giou_dn_4: 0.4111 (0.4024) loss_giou_dn_5: 0.4113 (0.4026) loss_vfl: 0.6381 (0.6470) loss_vfl_aux_0: 0.7071 (0.7396) loss_vfl_aux_1: 0.6746 (0.6965) loss_vfl_aux_2: 0.6493 (0.6721) loss_vfl_aux_3: 0.6330 (0.6587) loss_vfl_aux_4: 0.6364 (0.6514) loss_vfl_aux_5: 0.7098 (0.7318) loss_vfl_dn_0: 0.4355 (0.4422) loss_vfl_dn_1: 0.3771 (0.3764) loss_vfl_dn_2: 0.3642 (0.3605) loss_vfl_dn_3: 0.3616 (0.3534) loss_vfl_dn_4: 0.3614 (0.3509) loss_vfl_dn_5: 0.3600 (0.3502) time: 0.4749 data: 0.0129 max mem: 5654 Epoch: [70] [6900/7393] eta: 0:04:01 lr: 0.000010 loss: 15.2030 (15.1031) loss_bbox: 0.1378 (0.1456) loss_bbox_aux_0: 0.1526 (0.1575) loss_bbox_aux_1: 0.1479 (0.1508) loss_bbox_aux_2: 0.1402 (0.1480) loss_bbox_aux_3: 0.1381 (0.1462) loss_bbox_aux_4: 0.1321 (0.1455) loss_bbox_aux_5: 0.1898 (0.1918) loss_bbox_dn_0: 0.2334 (0.2488) loss_bbox_dn_1: 0.1584 (0.1802) loss_bbox_dn_2: 0.1385 (0.1603) loss_bbox_dn_3: 0.1333 (0.1545) loss_bbox_dn_4: 0.1328 (0.1531) loss_bbox_dn_5: 0.1328 (0.1531) loss_giou: 0.4967 (0.4564) loss_giou_aux_0: 0.5186 (0.4790) loss_giou_aux_1: 0.5093 (0.4666) loss_giou_aux_2: 0.5016 (0.4612) loss_giou_aux_3: 0.4992 (0.4580) loss_giou_aux_4: 0.4942 (0.4566) loss_giou_aux_5: 0.5859 (0.5393) loss_giou_dn_0: 0.5759 (0.5530) loss_giou_dn_1: 0.4682 (0.4447) loss_giou_dn_2: 0.4323 (0.4130) loss_giou_dn_3: 0.4227 (0.4046) loss_giou_dn_4: 0.4201 (0.4025) loss_giou_dn_5: 0.4203 (0.4027) loss_vfl: 0.6261 (0.6469) loss_vfl_aux_0: 0.7407 (0.7395) loss_vfl_aux_1: 0.6691 (0.6965) loss_vfl_aux_2: 0.6508 (0.6720) loss_vfl_aux_3: 0.6357 (0.6586) loss_vfl_aux_4: 0.6315 (0.6513) loss_vfl_aux_5: 0.7130 (0.7317) loss_vfl_dn_0: 0.4410 (0.4422) loss_vfl_dn_1: 0.3716 (0.3764) loss_vfl_dn_2: 0.3599 (0.3605) loss_vfl_dn_3: 0.3515 (0.3534) loss_vfl_dn_4: 0.3485 (0.3509) loss_vfl_dn_5: 0.3465 (0.3502) time: 0.4732 data: 0.0129 max mem: 5654 Epoch: [70] [7000/7393] eta: 0:03:12 lr: 0.000010 loss: 14.7712 (15.1026) loss_bbox: 0.1340 (0.1455) loss_bbox_aux_0: 0.1434 (0.1574) loss_bbox_aux_1: 0.1403 (0.1507) loss_bbox_aux_2: 0.1363 (0.1479) loss_bbox_aux_3: 0.1337 (0.1461) loss_bbox_aux_4: 0.1307 (0.1455) loss_bbox_aux_5: 0.1796 (0.1918) loss_bbox_dn_0: 0.2111 (0.2488) loss_bbox_dn_1: 0.1575 (0.1801) loss_bbox_dn_2: 0.1446 (0.1602) loss_bbox_dn_3: 0.1439 (0.1544) loss_bbox_dn_4: 0.1408 (0.1531) loss_bbox_dn_5: 0.1409 (0.1531) loss_giou: 0.3841 (0.4564) loss_giou_aux_0: 0.4101 (0.4790) loss_giou_aux_1: 0.3976 (0.4665) loss_giou_aux_2: 0.4022 (0.4612) loss_giou_aux_3: 0.3883 (0.4580) loss_giou_aux_4: 0.3841 (0.4565) loss_giou_aux_5: 0.4790 (0.5392) loss_giou_dn_0: 0.5410 (0.5529) loss_giou_dn_1: 0.4338 (0.4446) loss_giou_dn_2: 0.4045 (0.4129) loss_giou_dn_3: 0.4007 (0.4046) loss_giou_dn_4: 0.3952 (0.4024) loss_giou_dn_5: 0.3949 (0.4026) loss_vfl: 0.6470 (0.6469) loss_vfl_aux_0: 0.7669 (0.7397) loss_vfl_aux_1: 0.7000 (0.6968) loss_vfl_aux_2: 0.6772 (0.6722) loss_vfl_aux_3: 0.6485 (0.6587) loss_vfl_aux_4: 0.6291 (0.6514) loss_vfl_aux_5: 0.7352 (0.7317) loss_vfl_dn_0: 0.4416 (0.4422) loss_vfl_dn_1: 0.3846 (0.3764) loss_vfl_dn_2: 0.3633 (0.3605) loss_vfl_dn_3: 0.3564 (0.3534) loss_vfl_dn_4: 0.3541 (0.3509) loss_vfl_dn_5: 0.3515 (0.3502) time: 0.4878 data: 0.0129 max mem: 5654 Epoch: [70] [7100/7393] eta: 0:02:23 lr: 0.000010 loss: 15.1421 (15.1018) loss_bbox: 0.1364 (0.1455) loss_bbox_aux_0: 0.1461 (0.1573) loss_bbox_aux_1: 0.1347 (0.1506) loss_bbox_aux_2: 0.1429 (0.1479) loss_bbox_aux_3: 0.1469 (0.1460) loss_bbox_aux_4: 0.1381 (0.1454) loss_bbox_aux_5: 0.1723 (0.1916) loss_bbox_dn_0: 0.2291 (0.2486) loss_bbox_dn_1: 0.1617 (0.1800) loss_bbox_dn_2: 0.1407 (0.1601) loss_bbox_dn_3: 0.1402 (0.1544) loss_bbox_dn_4: 0.1399 (0.1530) loss_bbox_dn_5: 0.1399 (0.1530) loss_giou: 0.4557 (0.4564) loss_giou_aux_0: 0.4735 (0.4790) loss_giou_aux_1: 0.4560 (0.4665) loss_giou_aux_2: 0.4472 (0.4612) loss_giou_aux_3: 0.4551 (0.4580) loss_giou_aux_4: 0.4593 (0.4566) loss_giou_aux_5: 0.5369 (0.5392) loss_giou_dn_0: 0.5563 (0.5530) loss_giou_dn_1: 0.4457 (0.4447) loss_giou_dn_2: 0.4130 (0.4130) loss_giou_dn_3: 0.4021 (0.4046) loss_giou_dn_4: 0.3989 (0.4025) loss_giou_dn_5: 0.3990 (0.4027) loss_vfl: 0.6400 (0.6469) loss_vfl_aux_0: 0.7468 (0.7397) loss_vfl_aux_1: 0.6981 (0.6969) loss_vfl_aux_2: 0.6750 (0.6723) loss_vfl_aux_3: 0.6588 (0.6587) loss_vfl_aux_4: 0.6477 (0.6513) loss_vfl_aux_5: 0.7223 (0.7316) loss_vfl_dn_0: 0.4386 (0.4422) loss_vfl_dn_1: 0.3789 (0.3764) loss_vfl_dn_2: 0.3614 (0.3605) loss_vfl_dn_3: 0.3542 (0.3534) loss_vfl_dn_4: 0.3523 (0.3509) loss_vfl_dn_5: 0.3506 (0.3502) time: 0.4762 data: 0.0129 max mem: 5654 Epoch: [70] [7200/7393] eta: 0:01:34 lr: 0.000010 loss: 15.5099 (15.1010) loss_bbox: 0.1486 (0.1455) loss_bbox_aux_0: 0.1639 (0.1573) loss_bbox_aux_1: 0.1561 (0.1506) loss_bbox_aux_2: 0.1514 (0.1479) loss_bbox_aux_3: 0.1523 (0.1460) loss_bbox_aux_4: 0.1494 (0.1454) loss_bbox_aux_5: 0.2056 (0.1916) loss_bbox_dn_0: 0.2263 (0.2485) loss_bbox_dn_1: 0.1685 (0.1799) loss_bbox_dn_2: 0.1476 (0.1600) loss_bbox_dn_3: 0.1435 (0.1543) loss_bbox_dn_4: 0.1417 (0.1529) loss_bbox_dn_5: 0.1417 (0.1529) loss_giou: 0.4898 (0.4565) loss_giou_aux_0: 0.5070 (0.4791) loss_giou_aux_1: 0.4930 (0.4666) loss_giou_aux_2: 0.4931 (0.4613) loss_giou_aux_3: 0.4856 (0.4581) loss_giou_aux_4: 0.4885 (0.4566) loss_giou_aux_5: 0.5464 (0.5393) loss_giou_dn_0: 0.5724 (0.5530) loss_giou_dn_1: 0.4734 (0.4447) loss_giou_dn_2: 0.4355 (0.4130) loss_giou_dn_3: 0.4240 (0.4046) loss_giou_dn_4: 0.4199 (0.4025) loss_giou_dn_5: 0.4203 (0.4027) loss_vfl: 0.6459 (0.6468) loss_vfl_aux_0: 0.7376 (0.7395) loss_vfl_aux_1: 0.6972 (0.6967) loss_vfl_aux_2: 0.6661 (0.6721) loss_vfl_aux_3: 0.6601 (0.6586) loss_vfl_aux_4: 0.6526 (0.6512) loss_vfl_aux_5: 0.7149 (0.7315) loss_vfl_dn_0: 0.4353 (0.4421) loss_vfl_dn_1: 0.3781 (0.3764) loss_vfl_dn_2: 0.3642 (0.3605) loss_vfl_dn_3: 0.3581 (0.3534) loss_vfl_dn_4: 0.3562 (0.3509) loss_vfl_dn_5: 0.3554 (0.3502) time: 0.4737 data: 0.0128 max mem: 5654 Epoch: [70] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.2830 (15.0973) loss_bbox: 0.1303 (0.1454) loss_bbox_aux_0: 0.1380 (0.1573) loss_bbox_aux_1: 0.1338 (0.1506) loss_bbox_aux_2: 0.1374 (0.1478) loss_bbox_aux_3: 0.1343 (0.1460) loss_bbox_aux_4: 0.1283 (0.1453) loss_bbox_aux_5: 0.1703 (0.1916) loss_bbox_dn_0: 0.2253 (0.2485) loss_bbox_dn_1: 0.1552 (0.1799) loss_bbox_dn_2: 0.1359 (0.1600) loss_bbox_dn_3: 0.1337 (0.1543) loss_bbox_dn_4: 0.1316 (0.1529) loss_bbox_dn_5: 0.1316 (0.1529) loss_giou: 0.3975 (0.4562) loss_giou_aux_0: 0.4135 (0.4788) loss_giou_aux_1: 0.4039 (0.4664) loss_giou_aux_2: 0.4096 (0.4610) loss_giou_aux_3: 0.4080 (0.4578) loss_giou_aux_4: 0.3979 (0.4564) loss_giou_aux_5: 0.4983 (0.5391) loss_giou_dn_0: 0.5085 (0.5527) loss_giou_dn_1: 0.4064 (0.4445) loss_giou_dn_2: 0.3784 (0.4128) loss_giou_dn_3: 0.3704 (0.4044) loss_giou_dn_4: 0.3681 (0.4023) loss_giou_dn_5: 0.3680 (0.4025) loss_vfl: 0.6485 (0.6469) loss_vfl_aux_0: 0.7059 (0.7394) loss_vfl_aux_1: 0.6997 (0.6967) loss_vfl_aux_2: 0.6604 (0.6721) loss_vfl_aux_3: 0.6506 (0.6587) loss_vfl_aux_4: 0.6447 (0.6513) loss_vfl_aux_5: 0.7038 (0.7314) loss_vfl_dn_0: 0.4313 (0.4421) loss_vfl_dn_1: 0.3711 (0.3764) loss_vfl_dn_2: 0.3522 (0.3605) loss_vfl_dn_3: 0.3463 (0.3534) loss_vfl_dn_4: 0.3418 (0.3509) loss_vfl_dn_5: 0.3401 (0.3502) time: 0.4709 data: 0.0131 max mem: 5654 Epoch: [70] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.1861 (15.0960) loss_bbox: 0.1453 (0.1454) loss_bbox_aux_0: 0.1635 (0.1573) loss_bbox_aux_1: 0.1533 (0.1506) loss_bbox_aux_2: 0.1462 (0.1478) loss_bbox_aux_3: 0.1417 (0.1460) loss_bbox_aux_4: 0.1424 (0.1454) loss_bbox_aux_5: 0.1883 (0.1916) loss_bbox_dn_0: 0.2488 (0.2485) loss_bbox_dn_1: 0.1688 (0.1799) loss_bbox_dn_2: 0.1471 (0.1600) loss_bbox_dn_3: 0.1366 (0.1543) loss_bbox_dn_4: 0.1334 (0.1529) loss_bbox_dn_5: 0.1334 (0.1529) loss_giou: 0.4623 (0.4562) loss_giou_aux_0: 0.4701 (0.4788) loss_giou_aux_1: 0.4670 (0.4663) loss_giou_aux_2: 0.4669 (0.4609) loss_giou_aux_3: 0.4639 (0.4577) loss_giou_aux_4: 0.4588 (0.4563) loss_giou_aux_5: 0.5463 (0.5390) loss_giou_dn_0: 0.5535 (0.5526) loss_giou_dn_1: 0.4386 (0.4444) loss_giou_dn_2: 0.4058 (0.4127) loss_giou_dn_3: 0.3985 (0.4043) loss_giou_dn_4: 0.3941 (0.4022) loss_giou_dn_5: 0.3942 (0.4024) loss_vfl: 0.6302 (0.6469) loss_vfl_aux_0: 0.7122 (0.7393) loss_vfl_aux_1: 0.6750 (0.6966) loss_vfl_aux_2: 0.6653 (0.6721) loss_vfl_aux_3: 0.6563 (0.6586) loss_vfl_aux_4: 0.6389 (0.6513) loss_vfl_aux_5: 0.6970 (0.7313) loss_vfl_dn_0: 0.4365 (0.4421) loss_vfl_dn_1: 0.3758 (0.3764) loss_vfl_dn_2: 0.3594 (0.3605) loss_vfl_dn_3: 0.3523 (0.3534) loss_vfl_dn_4: 0.3500 (0.3509) loss_vfl_dn_5: 0.3503 (0.3502) time: 0.4751 data: 0.0133 max mem: 5654 Epoch: [70] Total time: 1:00:11 (0.4885 s / it) Averaged stats: lr: 0.000010 loss: 15.1861 (15.0960) loss_bbox: 0.1453 (0.1454) loss_bbox_aux_0: 0.1635 (0.1573) loss_bbox_aux_1: 0.1533 (0.1506) loss_bbox_aux_2: 0.1462 (0.1478) loss_bbox_aux_3: 0.1417 (0.1460) loss_bbox_aux_4: 0.1424 (0.1454) loss_bbox_aux_5: 0.1883 (0.1916) loss_bbox_dn_0: 0.2488 (0.2485) loss_bbox_dn_1: 0.1688 (0.1799) loss_bbox_dn_2: 0.1471 (0.1600) loss_bbox_dn_3: 0.1366 (0.1543) loss_bbox_dn_4: 0.1334 (0.1529) loss_bbox_dn_5: 0.1334 (0.1529) loss_giou: 0.4623 (0.4562) loss_giou_aux_0: 0.4701 (0.4788) loss_giou_aux_1: 0.4670 (0.4663) loss_giou_aux_2: 0.4669 (0.4609) loss_giou_aux_3: 0.4639 (0.4577) loss_giou_aux_4: 0.4588 (0.4563) loss_giou_aux_5: 0.5463 (0.5390) loss_giou_dn_0: 0.5535 (0.5526) loss_giou_dn_1: 0.4386 (0.4444) loss_giou_dn_2: 0.4058 (0.4127) loss_giou_dn_3: 0.3985 (0.4043) loss_giou_dn_4: 0.3941 (0.4022) loss_giou_dn_5: 0.3942 (0.4024) loss_vfl: 0.6302 (0.6469) loss_vfl_aux_0: 0.7122 (0.7393) loss_vfl_aux_1: 0.6750 (0.6966) loss_vfl_aux_2: 0.6653 (0.6721) loss_vfl_aux_3: 0.6563 (0.6586) loss_vfl_aux_4: 0.6389 (0.6513) loss_vfl_aux_5: 0.6970 (0.7313) loss_vfl_dn_0: 0.4365 (0.4421) loss_vfl_dn_1: 0.3758 (0.3764) loss_vfl_dn_2: 0.3594 (0.3605) loss_vfl_dn_3: 0.3523 (0.3534) loss_vfl_dn_4: 0.3500 (0.3509) loss_vfl_dn_5: 0.3503 (0.3502) Test: [ 0/157] eta: 0:04:19 time: 1.6498 data: 1.2442 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5127 data: 0.1342 max mem: 5654 Test: [ 20/157] eta: 0:01:01 time: 0.3897 data: 0.0240 max mem: 5654 Test: [ 30/157] eta: 0:00:54 time: 0.3807 data: 0.0246 max mem: 5654 Test: [ 40/157] eta: 0:01:05 time: 0.6837 data: 0.0247 max mem: 5654 Test: [ 50/157] eta: 0:00:56 time: 0.6886 data: 0.0247 max mem: 5654 Test: [ 60/157] eta: 0:00:49 time: 0.3939 data: 0.0245 max mem: 5654 Test: [ 70/157] eta: 0:00:42 time: 0.3863 data: 0.0244 max mem: 5654 Test: [ 80/157] eta: 0:00:36 time: 0.3864 data: 0.0247 max mem: 5654 Test: [ 90/157] eta: 0:00:31 time: 0.3925 data: 0.0250 max mem: 5654 Test: [100/157] eta: 0:00:26 time: 0.3830 data: 0.0247 max mem: 5654 Test: [110/157] eta: 0:00:21 time: 0.3909 data: 0.0249 max mem: 5654 Test: [120/157] eta: 0:00:16 time: 0.3926 data: 0.0248 max mem: 5654 Test: [130/157] eta: 0:00:11 time: 0.3832 data: 0.0245 max mem: 5654 Test: [140/157] eta: 0:00:07 time: 0.3775 data: 0.0248 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6474 data: 0.0247 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.6368 data: 0.0242 max mem: 5654 Test: Total time: 0:01:13 (0.4684 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.16s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.703 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Epoch: [71] [ 0/7393] eta: 1 day, 13:11:44 lr: 0.000010 loss: 15.2010 (15.2010) loss_bbox: 0.1438 (0.1438) loss_bbox_aux_0: 0.1753 (0.1753) loss_bbox_aux_1: 0.1645 (0.1645) loss_bbox_aux_2: 0.1527 (0.1527) loss_bbox_aux_3: 0.1457 (0.1457) loss_bbox_aux_4: 0.1437 (0.1437) loss_bbox_aux_5: 0.1842 (0.1842) loss_bbox_dn_0: 0.3016 (0.3016) loss_bbox_dn_1: 0.1786 (0.1786) loss_bbox_dn_2: 0.1511 (0.1511) loss_bbox_dn_3: 0.1427 (0.1427) loss_bbox_dn_4: 0.1437 (0.1437) loss_bbox_dn_5: 0.1438 (0.1438) loss_giou: 0.5057 (0.5057) loss_giou_aux_0: 0.5303 (0.5303) loss_giou_aux_1: 0.5284 (0.5284) loss_giou_aux_2: 0.5186 (0.5186) loss_giou_aux_3: 0.5082 (0.5082) loss_giou_aux_4: 0.5059 (0.5059) loss_giou_aux_5: 0.5450 (0.5450) loss_giou_dn_0: 0.5548 (0.5548) loss_giou_dn_1: 0.4492 (0.4492) loss_giou_dn_2: 0.4248 (0.4248) loss_giou_dn_3: 0.4161 (0.4161) loss_giou_dn_4: 0.4139 (0.4139) loss_giou_dn_5: 0.4138 (0.4138) loss_vfl: 0.6106 (0.6106) loss_vfl_aux_0: 0.6785 (0.6785) loss_vfl_aux_1: 0.6202 (0.6202) loss_vfl_aux_2: 0.5990 (0.5990) loss_vfl_aux_3: 0.6105 (0.6105) loss_vfl_aux_4: 0.6133 (0.6133) loss_vfl_aux_5: 0.7648 (0.7648) loss_vfl_dn_0: 0.4463 (0.4463) loss_vfl_dn_1: 0.3750 (0.3750) loss_vfl_dn_2: 0.3585 (0.3585) loss_vfl_dn_3: 0.3469 (0.3469) loss_vfl_dn_4: 0.3453 (0.3453) loss_vfl_dn_5: 0.3460 (0.3460) time: 18.1123 data: 3.6370 max mem: 5654 Epoch: [71] [ 100/7393] eta: 1:19:37 lr: 0.000010 loss: 15.0125 (14.9910) loss_bbox: 0.1271 (0.1434) loss_bbox_aux_0: 0.1574 (0.1555) loss_bbox_aux_1: 0.1401 (0.1498) loss_bbox_aux_2: 0.1307 (0.1457) loss_bbox_aux_3: 0.1267 (0.1430) loss_bbox_aux_4: 0.1218 (0.1422) loss_bbox_aux_5: 0.1881 (0.1899) loss_bbox_dn_0: 0.2355 (0.2396) loss_bbox_dn_1: 0.1784 (0.1719) loss_bbox_dn_2: 0.1639 (0.1534) loss_bbox_dn_3: 0.1548 (0.1477) loss_bbox_dn_4: 0.1530 (0.1466) loss_bbox_dn_5: 0.1530 (0.1466) loss_giou: 0.4119 (0.4584) loss_giou_aux_0: 0.4481 (0.4828) loss_giou_aux_1: 0.4195 (0.4713) loss_giou_aux_2: 0.4301 (0.4641) loss_giou_aux_3: 0.4157 (0.4599) loss_giou_aux_4: 0.4077 (0.4582) loss_giou_aux_5: 0.5109 (0.5443) loss_giou_dn_0: 0.5345 (0.5491) loss_giou_dn_1: 0.4304 (0.4416) loss_giou_dn_2: 0.4069 (0.4111) loss_giou_dn_3: 0.3929 (0.4028) loss_giou_dn_4: 0.3874 (0.4007) loss_giou_dn_5: 0.3875 (0.4008) loss_vfl: 0.6677 (0.6407) loss_vfl_aux_0: 0.7383 (0.7290) loss_vfl_aux_1: 0.6959 (0.6823) loss_vfl_aux_2: 0.6802 (0.6639) loss_vfl_aux_3: 0.6936 (0.6517) loss_vfl_aux_4: 0.6808 (0.6449) loss_vfl_aux_5: 0.7170 (0.7223) loss_vfl_dn_0: 0.4448 (0.4422) loss_vfl_dn_1: 0.3808 (0.3775) loss_vfl_dn_2: 0.3612 (0.3608) loss_vfl_dn_3: 0.3509 (0.3537) loss_vfl_dn_4: 0.3492 (0.3510) loss_vfl_dn_5: 0.3497 (0.3504) time: 0.4919 data: 0.0160 max mem: 5654 Epoch: [71] [ 200/7393] eta: 1:08:51 lr: 0.000010 loss: 14.7553 (14.9369) loss_bbox: 0.1335 (0.1418) loss_bbox_aux_0: 0.1455 (0.1558) loss_bbox_aux_1: 0.1414 (0.1499) loss_bbox_aux_2: 0.1392 (0.1453) loss_bbox_aux_3: 0.1341 (0.1427) loss_bbox_aux_4: 0.1309 (0.1415) loss_bbox_aux_5: 0.1772 (0.1899) loss_bbox_dn_0: 0.2287 (0.2432) loss_bbox_dn_1: 0.1660 (0.1754) loss_bbox_dn_2: 0.1497 (0.1558) loss_bbox_dn_3: 0.1414 (0.1500) loss_bbox_dn_4: 0.1387 (0.1487) loss_bbox_dn_5: 0.1387 (0.1488) loss_giou: 0.4527 (0.4519) loss_giou_aux_0: 0.4768 (0.4760) loss_giou_aux_1: 0.4720 (0.4644) loss_giou_aux_2: 0.4693 (0.4575) loss_giou_aux_3: 0.4626 (0.4539) loss_giou_aux_4: 0.4538 (0.4519) loss_giou_aux_5: 0.5356 (0.5361) loss_giou_dn_0: 0.5482 (0.5477) loss_giou_dn_1: 0.4359 (0.4398) loss_giou_dn_2: 0.4012 (0.4081) loss_giou_dn_3: 0.3905 (0.3997) loss_giou_dn_4: 0.3865 (0.3976) loss_giou_dn_5: 0.3873 (0.3978) loss_vfl: 0.6504 (0.6418) loss_vfl_aux_0: 0.7525 (0.7323) loss_vfl_aux_1: 0.7022 (0.6847) loss_vfl_aux_2: 0.6595 (0.6637) loss_vfl_aux_3: 0.6486 (0.6503) loss_vfl_aux_4: 0.6466 (0.6459) loss_vfl_aux_5: 0.7458 (0.7254) loss_vfl_dn_0: 0.4392 (0.4401) loss_vfl_dn_1: 0.3755 (0.3748) loss_vfl_dn_2: 0.3593 (0.3585) loss_vfl_dn_3: 0.3523 (0.3514) loss_vfl_dn_4: 0.3482 (0.3487) loss_vfl_dn_5: 0.3492 (0.3480) time: 0.4868 data: 0.0161 max mem: 5654 Epoch: [71] [ 300/7393] eta: 1:04:29 lr: 0.000010 loss: 14.9323 (14.9305) loss_bbox: 0.1481 (0.1419) loss_bbox_aux_0: 0.1592 (0.1560) loss_bbox_aux_1: 0.1522 (0.1494) loss_bbox_aux_2: 0.1536 (0.1456) loss_bbox_aux_3: 0.1483 (0.1433) loss_bbox_aux_4: 0.1468 (0.1422) loss_bbox_aux_5: 0.1898 (0.1901) loss_bbox_dn_0: 0.2471 (0.2441) loss_bbox_dn_1: 0.1893 (0.1760) loss_bbox_dn_2: 0.1737 (0.1559) loss_bbox_dn_3: 0.1639 (0.1501) loss_bbox_dn_4: 0.1614 (0.1489) loss_bbox_dn_5: 0.1614 (0.1489) loss_giou: 0.4462 (0.4532) loss_giou_aux_0: 0.4631 (0.4772) loss_giou_aux_1: 0.4421 (0.4652) loss_giou_aux_2: 0.4383 (0.4585) loss_giou_aux_3: 0.4383 (0.4553) loss_giou_aux_4: 0.4462 (0.4531) loss_giou_aux_5: 0.5214 (0.5365) loss_giou_dn_0: 0.5408 (0.5491) loss_giou_dn_1: 0.4357 (0.4410) loss_giou_dn_2: 0.3963 (0.4091) loss_giou_dn_3: 0.3921 (0.4007) loss_giou_dn_4: 0.3858 (0.3987) loss_giou_dn_5: 0.3861 (0.3989) loss_vfl: 0.6329 (0.6385) loss_vfl_aux_0: 0.7120 (0.7278) loss_vfl_aux_1: 0.6557 (0.6814) loss_vfl_aux_2: 0.6406 (0.6606) loss_vfl_aux_3: 0.6320 (0.6472) loss_vfl_aux_4: 0.6265 (0.6423) loss_vfl_aux_5: 0.7071 (0.7237) loss_vfl_dn_0: 0.4394 (0.4398) loss_vfl_dn_1: 0.3778 (0.3747) loss_vfl_dn_2: 0.3602 (0.3585) loss_vfl_dn_3: 0.3495 (0.3511) loss_vfl_dn_4: 0.3486 (0.3485) loss_vfl_dn_5: 0.3485 (0.3478) time: 0.4931 data: 0.0170 max mem: 5654 Epoch: [71] [ 400/7393] eta: 1:01:59 lr: 0.000010 loss: 15.0041 (14.9393) loss_bbox: 0.1255 (0.1419) loss_bbox_aux_0: 0.1408 (0.1549) loss_bbox_aux_1: 0.1365 (0.1488) loss_bbox_aux_2: 0.1299 (0.1453) loss_bbox_aux_3: 0.1283 (0.1432) loss_bbox_aux_4: 0.1271 (0.1421) loss_bbox_aux_5: 0.1733 (0.1887) loss_bbox_dn_0: 0.2078 (0.2427) loss_bbox_dn_1: 0.1521 (0.1753) loss_bbox_dn_2: 0.1376 (0.1553) loss_bbox_dn_3: 0.1316 (0.1497) loss_bbox_dn_4: 0.1288 (0.1485) loss_bbox_dn_5: 0.1288 (0.1485) loss_giou: 0.4482 (0.4539) loss_giou_aux_0: 0.4648 (0.4776) loss_giou_aux_1: 0.4595 (0.4655) loss_giou_aux_2: 0.4603 (0.4591) loss_giou_aux_3: 0.4481 (0.4559) loss_giou_aux_4: 0.4486 (0.4538) loss_giou_aux_5: 0.5247 (0.5376) loss_giou_dn_0: 0.5532 (0.5482) loss_giou_dn_1: 0.4332 (0.4400) loss_giou_dn_2: 0.4044 (0.4083) loss_giou_dn_3: 0.3952 (0.4000) loss_giou_dn_4: 0.3916 (0.3979) loss_giou_dn_5: 0.3917 (0.3981) loss_vfl: 0.6424 (0.6405) loss_vfl_aux_0: 0.7356 (0.7304) loss_vfl_aux_1: 0.7008 (0.6842) loss_vfl_aux_2: 0.6872 (0.6634) loss_vfl_aux_3: 0.6585 (0.6499) loss_vfl_aux_4: 0.6474 (0.6450) loss_vfl_aux_5: 0.7228 (0.7238) loss_vfl_dn_0: 0.4407 (0.4402) loss_vfl_dn_1: 0.3870 (0.3748) loss_vfl_dn_2: 0.3627 (0.3587) loss_vfl_dn_3: 0.3510 (0.3512) loss_vfl_dn_4: 0.3482 (0.3486) loss_vfl_dn_5: 0.3447 (0.3480) time: 0.4852 data: 0.0137 max mem: 5654 Epoch: [71] [ 500/7393] eta: 1:00:00 lr: 0.000010 loss: 15.0414 (14.9597) loss_bbox: 0.1313 (0.1419) loss_bbox_aux_0: 0.1453 (0.1547) loss_bbox_aux_1: 0.1372 (0.1483) loss_bbox_aux_2: 0.1327 (0.1451) loss_bbox_aux_3: 0.1314 (0.1429) loss_bbox_aux_4: 0.1313 (0.1420) loss_bbox_aux_5: 0.1743 (0.1882) loss_bbox_dn_0: 0.2299 (0.2419) loss_bbox_dn_1: 0.1715 (0.1749) loss_bbox_dn_2: 0.1496 (0.1549) loss_bbox_dn_3: 0.1456 (0.1494) loss_bbox_dn_4: 0.1449 (0.1482) loss_bbox_dn_5: 0.1449 (0.1482) loss_giou: 0.4074 (0.4534) loss_giou_aux_0: 0.4409 (0.4771) loss_giou_aux_1: 0.4303 (0.4649) loss_giou_aux_2: 0.4161 (0.4584) loss_giou_aux_3: 0.4060 (0.4552) loss_giou_aux_4: 0.4054 (0.4533) loss_giou_aux_5: 0.4827 (0.5373) loss_giou_dn_0: 0.5295 (0.5494) loss_giou_dn_1: 0.4326 (0.4410) loss_giou_dn_2: 0.3971 (0.4092) loss_giou_dn_3: 0.3900 (0.4008) loss_giou_dn_4: 0.3865 (0.3987) loss_giou_dn_5: 0.3867 (0.3989) loss_vfl: 0.6540 (0.6430) loss_vfl_aux_0: 0.7425 (0.7330) loss_vfl_aux_1: 0.7051 (0.6881) loss_vfl_aux_2: 0.6742 (0.6663) loss_vfl_aux_3: 0.6712 (0.6530) loss_vfl_aux_4: 0.6518 (0.6471) loss_vfl_aux_5: 0.7156 (0.7247) loss_vfl_dn_0: 0.4461 (0.4409) loss_vfl_dn_1: 0.3791 (0.3755) loss_vfl_dn_2: 0.3650 (0.3594) loss_vfl_dn_3: 0.3572 (0.3520) loss_vfl_dn_4: 0.3533 (0.3495) loss_vfl_dn_5: 0.3530 (0.3488) time: 0.4813 data: 0.0143 max mem: 5654 Epoch: [71] [ 600/7393] eta: 0:58:22 lr: 0.000010 loss: 15.2130 (14.9619) loss_bbox: 0.1406 (0.1427) loss_bbox_aux_0: 0.1459 (0.1553) loss_bbox_aux_1: 0.1393 (0.1491) loss_bbox_aux_2: 0.1357 (0.1459) loss_bbox_aux_3: 0.1399 (0.1438) loss_bbox_aux_4: 0.1405 (0.1429) loss_bbox_aux_5: 0.1774 (0.1894) loss_bbox_dn_0: 0.2329 (0.2435) loss_bbox_dn_1: 0.1685 (0.1759) loss_bbox_dn_2: 0.1515 (0.1559) loss_bbox_dn_3: 0.1444 (0.1502) loss_bbox_dn_4: 0.1446 (0.1490) loss_bbox_dn_5: 0.1446 (0.1490) loss_giou: 0.4067 (0.4518) loss_giou_aux_0: 0.4393 (0.4751) loss_giou_aux_1: 0.4323 (0.4629) loss_giou_aux_2: 0.4306 (0.4567) loss_giou_aux_3: 0.4118 (0.4537) loss_giou_aux_4: 0.4051 (0.4518) loss_giou_aux_5: 0.4944 (0.5352) loss_giou_dn_0: 0.5331 (0.5492) loss_giou_dn_1: 0.4262 (0.4406) loss_giou_dn_2: 0.3959 (0.4090) loss_giou_dn_3: 0.3861 (0.4005) loss_giou_dn_4: 0.3828 (0.3985) loss_giou_dn_5: 0.3830 (0.3987) loss_vfl: 0.6399 (0.6432) loss_vfl_aux_0: 0.7225 (0.7341) loss_vfl_aux_1: 0.7055 (0.6893) loss_vfl_aux_2: 0.6806 (0.6673) loss_vfl_aux_3: 0.6708 (0.6534) loss_vfl_aux_4: 0.6501 (0.6471) loss_vfl_aux_5: 0.7394 (0.7258) loss_vfl_dn_0: 0.4462 (0.4410) loss_vfl_dn_1: 0.3788 (0.3755) loss_vfl_dn_2: 0.3663 (0.3593) loss_vfl_dn_3: 0.3593 (0.3519) loss_vfl_dn_4: 0.3582 (0.3494) loss_vfl_dn_5: 0.3582 (0.3487) time: 0.4857 data: 0.0147 max mem: 5654 Epoch: [71] [ 700/7393] eta: 0:56:58 lr: 0.000010 loss: 14.7475 (14.9685) loss_bbox: 0.1396 (0.1427) loss_bbox_aux_0: 0.1469 (0.1552) loss_bbox_aux_1: 0.1358 (0.1486) loss_bbox_aux_2: 0.1363 (0.1455) loss_bbox_aux_3: 0.1376 (0.1436) loss_bbox_aux_4: 0.1418 (0.1428) loss_bbox_aux_5: 0.1832 (0.1890) loss_bbox_dn_0: 0.2390 (0.2429) loss_bbox_dn_1: 0.1603 (0.1756) loss_bbox_dn_2: 0.1409 (0.1557) loss_bbox_dn_3: 0.1321 (0.1500) loss_bbox_dn_4: 0.1310 (0.1488) loss_bbox_dn_5: 0.1310 (0.1489) loss_giou: 0.4532 (0.4531) loss_giou_aux_0: 0.4698 (0.4767) loss_giou_aux_1: 0.4529 (0.4640) loss_giou_aux_2: 0.4469 (0.4577) loss_giou_aux_3: 0.4465 (0.4548) loss_giou_aux_4: 0.4533 (0.4531) loss_giou_aux_5: 0.5256 (0.5363) loss_giou_dn_0: 0.5338 (0.5496) loss_giou_dn_1: 0.4187 (0.4411) loss_giou_dn_2: 0.3872 (0.4094) loss_giou_dn_3: 0.3823 (0.4010) loss_giou_dn_4: 0.3817 (0.3990) loss_giou_dn_5: 0.3814 (0.3992) loss_vfl: 0.6555 (0.6425) loss_vfl_aux_0: 0.7411 (0.7330) loss_vfl_aux_1: 0.6965 (0.6891) loss_vfl_aux_2: 0.6834 (0.6672) loss_vfl_aux_3: 0.6784 (0.6533) loss_vfl_aux_4: 0.6616 (0.6468) loss_vfl_aux_5: 0.7425 (0.7250) loss_vfl_dn_0: 0.4414 (0.4412) loss_vfl_dn_1: 0.3736 (0.3755) loss_vfl_dn_2: 0.3597 (0.3595) loss_vfl_dn_3: 0.3529 (0.3523) loss_vfl_dn_4: 0.3509 (0.3498) loss_vfl_dn_5: 0.3489 (0.3490) time: 0.4833 data: 0.0150 max mem: 5654 Epoch: [71] [ 800/7393] eta: 0:55:44 lr: 0.000010 loss: 15.4313 (14.9764) loss_bbox: 0.1385 (0.1428) loss_bbox_aux_0: 0.1422 (0.1552) loss_bbox_aux_1: 0.1389 (0.1485) loss_bbox_aux_2: 0.1404 (0.1455) loss_bbox_aux_3: 0.1361 (0.1436) loss_bbox_aux_4: 0.1289 (0.1428) loss_bbox_aux_5: 0.1784 (0.1890) loss_bbox_dn_0: 0.2270 (0.2431) loss_bbox_dn_1: 0.1518 (0.1758) loss_bbox_dn_2: 0.1354 (0.1559) loss_bbox_dn_3: 0.1364 (0.1503) loss_bbox_dn_4: 0.1370 (0.1491) loss_bbox_dn_5: 0.1370 (0.1491) loss_giou: 0.4996 (0.4541) loss_giou_aux_0: 0.5200 (0.4780) loss_giou_aux_1: 0.5123 (0.4650) loss_giou_aux_2: 0.5083 (0.4587) loss_giou_aux_3: 0.4917 (0.4558) loss_giou_aux_4: 0.4983 (0.4542) loss_giou_aux_5: 0.5683 (0.5373) loss_giou_dn_0: 0.5808 (0.5498) loss_giou_dn_1: 0.4672 (0.4413) loss_giou_dn_2: 0.4364 (0.4097) loss_giou_dn_3: 0.4270 (0.4013) loss_giou_dn_4: 0.4270 (0.3993) loss_giou_dn_5: 0.4269 (0.3995) loss_vfl: 0.6083 (0.6417) loss_vfl_aux_0: 0.7094 (0.7335) loss_vfl_aux_1: 0.6809 (0.6893) loss_vfl_aux_2: 0.6485 (0.6672) loss_vfl_aux_3: 0.6219 (0.6527) loss_vfl_aux_4: 0.6114 (0.6457) loss_vfl_aux_5: 0.7075 (0.7252) loss_vfl_dn_0: 0.4382 (0.4411) loss_vfl_dn_1: 0.3796 (0.3754) loss_vfl_dn_2: 0.3618 (0.3594) loss_vfl_dn_3: 0.3591 (0.3521) loss_vfl_dn_4: 0.3581 (0.3496) loss_vfl_dn_5: 0.3564 (0.3489) time: 0.4782 data: 0.0157 max mem: 5654 Epoch: [71] [ 900/7393] eta: 0:54:35 lr: 0.000010 loss: 14.7160 (14.9684) loss_bbox: 0.1541 (0.1428) loss_bbox_aux_0: 0.1603 (0.1548) loss_bbox_aux_1: 0.1575 (0.1483) loss_bbox_aux_2: 0.1489 (0.1453) loss_bbox_aux_3: 0.1540 (0.1436) loss_bbox_aux_4: 0.1563 (0.1429) loss_bbox_aux_5: 0.1988 (0.1886) loss_bbox_dn_0: 0.2732 (0.2432) loss_bbox_dn_1: 0.1859 (0.1758) loss_bbox_dn_2: 0.1635 (0.1560) loss_bbox_dn_3: 0.1590 (0.1503) loss_bbox_dn_4: 0.1578 (0.1491) loss_bbox_dn_5: 0.1579 (0.1491) loss_giou: 0.3920 (0.4540) loss_giou_aux_0: 0.4187 (0.4773) loss_giou_aux_1: 0.4080 (0.4648) loss_giou_aux_2: 0.4054 (0.4585) loss_giou_aux_3: 0.3979 (0.4557) loss_giou_aux_4: 0.3906 (0.4542) loss_giou_aux_5: 0.5007 (0.5371) loss_giou_dn_0: 0.5251 (0.5496) loss_giou_dn_1: 0.4126 (0.4410) loss_giou_dn_2: 0.3802 (0.4095) loss_giou_dn_3: 0.3763 (0.4011) loss_giou_dn_4: 0.3762 (0.3991) loss_giou_dn_5: 0.3756 (0.3993) loss_vfl: 0.6455 (0.6410) loss_vfl_aux_0: 0.7373 (0.7332) loss_vfl_aux_1: 0.7039 (0.6888) loss_vfl_aux_2: 0.6809 (0.6668) loss_vfl_aux_3: 0.6664 (0.6520) loss_vfl_aux_4: 0.6597 (0.6448) loss_vfl_aux_5: 0.7290 (0.7250) loss_vfl_dn_0: 0.4441 (0.4409) loss_vfl_dn_1: 0.3691 (0.3752) loss_vfl_dn_2: 0.3549 (0.3593) loss_vfl_dn_3: 0.3428 (0.3520) loss_vfl_dn_4: 0.3407 (0.3496) loss_vfl_dn_5: 0.3411 (0.3489) time: 0.4748 data: 0.0158 max mem: 5654 Epoch: [71] [1000/7393] eta: 0:53:30 lr: 0.000010 loss: 15.0954 (14.9805) loss_bbox: 0.1546 (0.1432) loss_bbox_aux_0: 0.1624 (0.1554) loss_bbox_aux_1: 0.1551 (0.1488) loss_bbox_aux_2: 0.1531 (0.1458) loss_bbox_aux_3: 0.1561 (0.1440) loss_bbox_aux_4: 0.1506 (0.1434) loss_bbox_aux_5: 0.1801 (0.1891) loss_bbox_dn_0: 0.2479 (0.2442) loss_bbox_dn_1: 0.1756 (0.1766) loss_bbox_dn_2: 0.1701 (0.1568) loss_bbox_dn_3: 0.1595 (0.1511) loss_bbox_dn_4: 0.1581 (0.1499) loss_bbox_dn_5: 0.1581 (0.1499) loss_giou: 0.4095 (0.4532) loss_giou_aux_0: 0.4368 (0.4769) loss_giou_aux_1: 0.4251 (0.4641) loss_giou_aux_2: 0.4271 (0.4579) loss_giou_aux_3: 0.4181 (0.4550) loss_giou_aux_4: 0.4044 (0.4534) loss_giou_aux_5: 0.4841 (0.5363) loss_giou_dn_0: 0.5441 (0.5489) loss_giou_dn_1: 0.4342 (0.4405) loss_giou_dn_2: 0.3879 (0.4091) loss_giou_dn_3: 0.3743 (0.4008) loss_giou_dn_4: 0.3706 (0.3988) loss_giou_dn_5: 0.3705 (0.3989) loss_vfl: 0.6653 (0.6430) loss_vfl_aux_0: 0.7434 (0.7342) loss_vfl_aux_1: 0.7196 (0.6901) loss_vfl_aux_2: 0.6964 (0.6684) loss_vfl_aux_3: 0.6777 (0.6540) loss_vfl_aux_4: 0.6765 (0.6468) loss_vfl_aux_5: 0.7531 (0.7264) loss_vfl_dn_0: 0.4370 (0.4408) loss_vfl_dn_1: 0.3739 (0.3751) loss_vfl_dn_2: 0.3595 (0.3592) loss_vfl_dn_3: 0.3540 (0.3520) loss_vfl_dn_4: 0.3506 (0.3495) loss_vfl_dn_5: 0.3485 (0.3488) time: 0.4834 data: 0.0159 max mem: 5654 Epoch: [71] [1100/7393] eta: 0:52:27 lr: 0.000010 loss: 15.7126 (15.0050) loss_bbox: 0.1430 (0.1436) loss_bbox_aux_0: 0.1560 (0.1559) loss_bbox_aux_1: 0.1439 (0.1491) loss_bbox_aux_2: 0.1469 (0.1462) loss_bbox_aux_3: 0.1399 (0.1444) loss_bbox_aux_4: 0.1401 (0.1438) loss_bbox_aux_5: 0.1970 (0.1897) loss_bbox_dn_0: 0.2291 (0.2450) loss_bbox_dn_1: 0.1710 (0.1772) loss_bbox_dn_2: 0.1508 (0.1573) loss_bbox_dn_3: 0.1457 (0.1516) loss_bbox_dn_4: 0.1449 (0.1504) loss_bbox_dn_5: 0.1449 (0.1504) loss_giou: 0.4555 (0.4551) loss_giou_aux_0: 0.4856 (0.4787) loss_giou_aux_1: 0.4789 (0.4659) loss_giou_aux_2: 0.4693 (0.4597) loss_giou_aux_3: 0.4629 (0.4568) loss_giou_aux_4: 0.4554 (0.4552) loss_giou_aux_5: 0.5318 (0.5383) loss_giou_dn_0: 0.5829 (0.5504) loss_giou_dn_1: 0.4685 (0.4419) loss_giou_dn_2: 0.4450 (0.4104) loss_giou_dn_3: 0.4350 (0.4021) loss_giou_dn_4: 0.4327 (0.4000) loss_giou_dn_5: 0.4327 (0.4002) loss_vfl: 0.6255 (0.6422) loss_vfl_aux_0: 0.7214 (0.7338) loss_vfl_aux_1: 0.6814 (0.6901) loss_vfl_aux_2: 0.6438 (0.6677) loss_vfl_aux_3: 0.6376 (0.6532) loss_vfl_aux_4: 0.6283 (0.6460) loss_vfl_aux_5: 0.7171 (0.7256) loss_vfl_dn_0: 0.4380 (0.4409) loss_vfl_dn_1: 0.3800 (0.3754) loss_vfl_dn_2: 0.3661 (0.3595) loss_vfl_dn_3: 0.3617 (0.3522) loss_vfl_dn_4: 0.3602 (0.3498) loss_vfl_dn_5: 0.3593 (0.3491) time: 0.4831 data: 0.0165 max mem: 5654 Epoch: [71] [1200/7393] eta: 0:51:28 lr: 0.000010 loss: 14.6569 (15.0043) loss_bbox: 0.1349 (0.1435) loss_bbox_aux_0: 0.1422 (0.1557) loss_bbox_aux_1: 0.1380 (0.1490) loss_bbox_aux_2: 0.1362 (0.1461) loss_bbox_aux_3: 0.1355 (0.1444) loss_bbox_aux_4: 0.1360 (0.1438) loss_bbox_aux_5: 0.1667 (0.1891) loss_bbox_dn_0: 0.2049 (0.2439) loss_bbox_dn_1: 0.1584 (0.1765) loss_bbox_dn_2: 0.1383 (0.1567) loss_bbox_dn_3: 0.1316 (0.1511) loss_bbox_dn_4: 0.1296 (0.1499) loss_bbox_dn_5: 0.1297 (0.1499) loss_giou: 0.4543 (0.4557) loss_giou_aux_0: 0.4769 (0.4793) loss_giou_aux_1: 0.4573 (0.4666) loss_giou_aux_2: 0.4623 (0.4604) loss_giou_aux_3: 0.4573 (0.4576) loss_giou_aux_4: 0.4576 (0.4559) loss_giou_aux_5: 0.5338 (0.5387) loss_giou_dn_0: 0.5627 (0.5506) loss_giou_dn_1: 0.4450 (0.4421) loss_giou_dn_2: 0.4088 (0.4106) loss_giou_dn_3: 0.3997 (0.4022) loss_giou_dn_4: 0.3985 (0.4002) loss_giou_dn_5: 0.3984 (0.4003) loss_vfl: 0.6203 (0.6418) loss_vfl_aux_0: 0.6930 (0.7336) loss_vfl_aux_1: 0.6548 (0.6898) loss_vfl_aux_2: 0.6405 (0.6675) loss_vfl_aux_3: 0.6229 (0.6527) loss_vfl_aux_4: 0.6134 (0.6457) loss_vfl_aux_5: 0.6812 (0.7249) loss_vfl_dn_0: 0.4376 (0.4409) loss_vfl_dn_1: 0.3781 (0.3756) loss_vfl_dn_2: 0.3681 (0.3598) loss_vfl_dn_3: 0.3632 (0.3526) loss_vfl_dn_4: 0.3602 (0.3502) loss_vfl_dn_5: 0.3577 (0.3495) time: 0.4847 data: 0.0169 max mem: 5654 Epoch: [71] [1300/7393] eta: 0:50:28 lr: 0.000010 loss: 15.4405 (15.0082) loss_bbox: 0.1587 (0.1439) loss_bbox_aux_0: 0.1606 (0.1559) loss_bbox_aux_1: 0.1628 (0.1492) loss_bbox_aux_2: 0.1642 (0.1464) loss_bbox_aux_3: 0.1616 (0.1446) loss_bbox_aux_4: 0.1587 (0.1440) loss_bbox_aux_5: 0.2039 (0.1894) loss_bbox_dn_0: 0.2428 (0.2439) loss_bbox_dn_1: 0.1746 (0.1765) loss_bbox_dn_2: 0.1645 (0.1566) loss_bbox_dn_3: 0.1573 (0.1510) loss_bbox_dn_4: 0.1549 (0.1498) loss_bbox_dn_5: 0.1549 (0.1498) loss_giou: 0.4687 (0.4557) loss_giou_aux_0: 0.4836 (0.4792) loss_giou_aux_1: 0.4766 (0.4666) loss_giou_aux_2: 0.4725 (0.4605) loss_giou_aux_3: 0.4666 (0.4576) loss_giou_aux_4: 0.4635 (0.4559) loss_giou_aux_5: 0.5506 (0.5386) loss_giou_dn_0: 0.5647 (0.5507) loss_giou_dn_1: 0.4460 (0.4421) loss_giou_dn_2: 0.4174 (0.4107) loss_giou_dn_3: 0.4068 (0.4023) loss_giou_dn_4: 0.4059 (0.4003) loss_giou_dn_5: 0.4063 (0.4005) loss_vfl: 0.6227 (0.6421) loss_vfl_aux_0: 0.7288 (0.7336) loss_vfl_aux_1: 0.6736 (0.6901) loss_vfl_aux_2: 0.6433 (0.6676) loss_vfl_aux_3: 0.6442 (0.6530) loss_vfl_aux_4: 0.6362 (0.6460) loss_vfl_aux_5: 0.7185 (0.7252) loss_vfl_dn_0: 0.4433 (0.4411) loss_vfl_dn_1: 0.3863 (0.3757) loss_vfl_dn_2: 0.3686 (0.3598) loss_vfl_dn_3: 0.3590 (0.3526) loss_vfl_dn_4: 0.3557 (0.3502) loss_vfl_dn_5: 0.3549 (0.3495) time: 0.4757 data: 0.0167 max mem: 5654 Epoch: [71] [1400/7393] eta: 0:49:31 lr: 0.000010 loss: 14.9899 (15.0164) loss_bbox: 0.1371 (0.1442) loss_bbox_aux_0: 0.1440 (0.1563) loss_bbox_aux_1: 0.1412 (0.1495) loss_bbox_aux_2: 0.1463 (0.1467) loss_bbox_aux_3: 0.1405 (0.1450) loss_bbox_aux_4: 0.1368 (0.1443) loss_bbox_aux_5: 0.1827 (0.1899) loss_bbox_dn_0: 0.2437 (0.2450) loss_bbox_dn_1: 0.1761 (0.1772) loss_bbox_dn_2: 0.1623 (0.1573) loss_bbox_dn_3: 0.1574 (0.1516) loss_bbox_dn_4: 0.1575 (0.1504) loss_bbox_dn_5: 0.1575 (0.1504) loss_giou: 0.4246 (0.4556) loss_giou_aux_0: 0.4368 (0.4791) loss_giou_aux_1: 0.4313 (0.4663) loss_giou_aux_2: 0.4281 (0.4603) loss_giou_aux_3: 0.4265 (0.4574) loss_giou_aux_4: 0.4246 (0.4558) loss_giou_aux_5: 0.4879 (0.5385) loss_giou_dn_0: 0.5446 (0.5507) loss_giou_dn_1: 0.4267 (0.4421) loss_giou_dn_2: 0.3984 (0.4106) loss_giou_dn_3: 0.3911 (0.4022) loss_giou_dn_4: 0.3881 (0.4002) loss_giou_dn_5: 0.3884 (0.4004) loss_vfl: 0.6313 (0.6423) loss_vfl_aux_0: 0.7133 (0.7342) loss_vfl_aux_1: 0.6898 (0.6907) loss_vfl_aux_2: 0.6616 (0.6679) loss_vfl_aux_3: 0.6654 (0.6534) loss_vfl_aux_4: 0.6484 (0.6463) loss_vfl_aux_5: 0.7257 (0.7260) loss_vfl_dn_0: 0.4398 (0.4411) loss_vfl_dn_1: 0.3735 (0.3756) loss_vfl_dn_2: 0.3596 (0.3597) loss_vfl_dn_3: 0.3529 (0.3526) loss_vfl_dn_4: 0.3513 (0.3501) loss_vfl_dn_5: 0.3509 (0.3494) time: 0.4785 data: 0.0170 max mem: 5654 Epoch: [71] [1500/7393] eta: 0:48:39 lr: 0.000010 loss: 14.3881 (15.0220) loss_bbox: 0.1344 (0.1441) loss_bbox_aux_0: 0.1362 (0.1563) loss_bbox_aux_1: 0.1379 (0.1495) loss_bbox_aux_2: 0.1283 (0.1466) loss_bbox_aux_3: 0.1271 (0.1449) loss_bbox_aux_4: 0.1336 (0.1442) loss_bbox_aux_5: 0.1677 (0.1897) loss_bbox_dn_0: 0.2087 (0.2446) loss_bbox_dn_1: 0.1497 (0.1770) loss_bbox_dn_2: 0.1304 (0.1570) loss_bbox_dn_3: 0.1278 (0.1514) loss_bbox_dn_4: 0.1232 (0.1502) loss_bbox_dn_5: 0.1233 (0.1502) loss_giou: 0.3984 (0.4563) loss_giou_aux_0: 0.4183 (0.4798) loss_giou_aux_1: 0.4041 (0.4671) loss_giou_aux_2: 0.4011 (0.4610) loss_giou_aux_3: 0.4010 (0.4581) loss_giou_aux_4: 0.3969 (0.4564) loss_giou_aux_5: 0.4966 (0.5390) loss_giou_dn_0: 0.5058 (0.5512) loss_giou_dn_1: 0.4017 (0.4426) loss_giou_dn_2: 0.3821 (0.4111) loss_giou_dn_3: 0.3734 (0.4028) loss_giou_dn_4: 0.3715 (0.4007) loss_giou_dn_5: 0.3715 (0.4009) loss_vfl: 0.6148 (0.6423) loss_vfl_aux_0: 0.7022 (0.7338) loss_vfl_aux_1: 0.6692 (0.6905) loss_vfl_aux_2: 0.6410 (0.6676) loss_vfl_aux_3: 0.6312 (0.6533) loss_vfl_aux_4: 0.6134 (0.6462) loss_vfl_aux_5: 0.7101 (0.7262) loss_vfl_dn_0: 0.4354 (0.4412) loss_vfl_dn_1: 0.3687 (0.3758) loss_vfl_dn_2: 0.3501 (0.3599) loss_vfl_dn_3: 0.3439 (0.3527) loss_vfl_dn_4: 0.3397 (0.3503) loss_vfl_dn_5: 0.3394 (0.3496) time: 0.4884 data: 0.0165 max mem: 5654 Epoch: [71] [1600/7393] eta: 0:47:45 lr: 0.000010 loss: 15.1225 (15.0217) loss_bbox: 0.1309 (0.1440) loss_bbox_aux_0: 0.1519 (0.1563) loss_bbox_aux_1: 0.1390 (0.1495) loss_bbox_aux_2: 0.1352 (0.1465) loss_bbox_aux_3: 0.1297 (0.1448) loss_bbox_aux_4: 0.1309 (0.1441) loss_bbox_aux_5: 0.1961 (0.1898) loss_bbox_dn_0: 0.2359 (0.2446) loss_bbox_dn_1: 0.1745 (0.1768) loss_bbox_dn_2: 0.1517 (0.1569) loss_bbox_dn_3: 0.1478 (0.1513) loss_bbox_dn_4: 0.1432 (0.1501) loss_bbox_dn_5: 0.1432 (0.1501) loss_giou: 0.4452 (0.4563) loss_giou_aux_0: 0.4785 (0.4800) loss_giou_aux_1: 0.4504 (0.4672) loss_giou_aux_2: 0.4509 (0.4611) loss_giou_aux_3: 0.4418 (0.4582) loss_giou_aux_4: 0.4483 (0.4565) loss_giou_aux_5: 0.5360 (0.5390) loss_giou_dn_0: 0.5544 (0.5512) loss_giou_dn_1: 0.4362 (0.4427) loss_giou_dn_2: 0.3996 (0.4111) loss_giou_dn_3: 0.3962 (0.4028) loss_giou_dn_4: 0.3942 (0.4008) loss_giou_dn_5: 0.3943 (0.4010) loss_vfl: 0.6538 (0.6425) loss_vfl_aux_0: 0.7342 (0.7337) loss_vfl_aux_1: 0.6962 (0.6905) loss_vfl_aux_2: 0.6696 (0.6679) loss_vfl_aux_3: 0.6710 (0.6534) loss_vfl_aux_4: 0.6555 (0.6462) loss_vfl_aux_5: 0.7254 (0.7259) loss_vfl_dn_0: 0.4380 (0.4411) loss_vfl_dn_1: 0.3665 (0.3756) loss_vfl_dn_2: 0.3529 (0.3598) loss_vfl_dn_3: 0.3486 (0.3526) loss_vfl_dn_4: 0.3475 (0.3502) loss_vfl_dn_5: 0.3479 (0.3495) time: 0.4957 data: 0.0168 max mem: 5654 Epoch: [71] [1700/7393] eta: 0:46:51 lr: 0.000010 loss: 14.3028 (15.0257) loss_bbox: 0.1316 (0.1438) loss_bbox_aux_0: 0.1446 (0.1560) loss_bbox_aux_1: 0.1389 (0.1492) loss_bbox_aux_2: 0.1396 (0.1463) loss_bbox_aux_3: 0.1391 (0.1446) loss_bbox_aux_4: 0.1420 (0.1439) loss_bbox_aux_5: 0.1772 (0.1894) loss_bbox_dn_0: 0.2391 (0.2443) loss_bbox_dn_1: 0.1687 (0.1766) loss_bbox_dn_2: 0.1496 (0.1567) loss_bbox_dn_3: 0.1466 (0.1510) loss_bbox_dn_4: 0.1441 (0.1498) loss_bbox_dn_5: 0.1441 (0.1498) loss_giou: 0.3952 (0.4569) loss_giou_aux_0: 0.4230 (0.4805) loss_giou_aux_1: 0.4072 (0.4677) loss_giou_aux_2: 0.4009 (0.4617) loss_giou_aux_3: 0.4019 (0.4587) loss_giou_aux_4: 0.3978 (0.4571) loss_giou_aux_5: 0.4726 (0.5396) loss_giou_dn_0: 0.5243 (0.5518) loss_giou_dn_1: 0.4153 (0.4431) loss_giou_dn_2: 0.3757 (0.4115) loss_giou_dn_3: 0.3661 (0.4033) loss_giou_dn_4: 0.3616 (0.4012) loss_giou_dn_5: 0.3620 (0.4014) loss_vfl: 0.6530 (0.6424) loss_vfl_aux_0: 0.7286 (0.7340) loss_vfl_aux_1: 0.6819 (0.6908) loss_vfl_aux_2: 0.6620 (0.6678) loss_vfl_aux_3: 0.6569 (0.6533) loss_vfl_aux_4: 0.6553 (0.6462) loss_vfl_aux_5: 0.7279 (0.7261) loss_vfl_dn_0: 0.4416 (0.4412) loss_vfl_dn_1: 0.3689 (0.3757) loss_vfl_dn_2: 0.3529 (0.3598) loss_vfl_dn_3: 0.3476 (0.3527) loss_vfl_dn_4: 0.3431 (0.3503) loss_vfl_dn_5: 0.3415 (0.3496) time: 0.4821 data: 0.0168 max mem: 5654 Epoch: [71] [1800/7393] eta: 0:45:58 lr: 0.000010 loss: 14.9237 (15.0218) loss_bbox: 0.1352 (0.1438) loss_bbox_aux_0: 0.1392 (0.1561) loss_bbox_aux_1: 0.1321 (0.1492) loss_bbox_aux_2: 0.1330 (0.1463) loss_bbox_aux_3: 0.1250 (0.1446) loss_bbox_aux_4: 0.1352 (0.1439) loss_bbox_aux_5: 0.1894 (0.1897) loss_bbox_dn_0: 0.2446 (0.2448) loss_bbox_dn_1: 0.1667 (0.1770) loss_bbox_dn_2: 0.1463 (0.1570) loss_bbox_dn_3: 0.1395 (0.1513) loss_bbox_dn_4: 0.1386 (0.1500) loss_bbox_dn_5: 0.1386 (0.1500) loss_giou: 0.3580 (0.4555) loss_giou_aux_0: 0.3786 (0.4793) loss_giou_aux_1: 0.3632 (0.4664) loss_giou_aux_2: 0.3633 (0.4605) loss_giou_aux_3: 0.3617 (0.4575) loss_giou_aux_4: 0.3580 (0.4558) loss_giou_aux_5: 0.4743 (0.5384) loss_giou_dn_0: 0.5065 (0.5513) loss_giou_dn_1: 0.3850 (0.4426) loss_giou_dn_2: 0.3511 (0.4110) loss_giou_dn_3: 0.3410 (0.4027) loss_giou_dn_4: 0.3402 (0.4006) loss_giou_dn_5: 0.3402 (0.4008) loss_vfl: 0.6615 (0.6432) loss_vfl_aux_0: 0.7520 (0.7349) loss_vfl_aux_1: 0.7126 (0.6918) loss_vfl_aux_2: 0.6888 (0.6684) loss_vfl_aux_3: 0.6709 (0.6539) loss_vfl_aux_4: 0.6631 (0.6471) loss_vfl_aux_5: 0.7436 (0.7273) loss_vfl_dn_0: 0.4394 (0.4413) loss_vfl_dn_1: 0.3751 (0.3757) loss_vfl_dn_2: 0.3529 (0.3597) loss_vfl_dn_3: 0.3451 (0.3527) loss_vfl_dn_4: 0.3440 (0.3502) loss_vfl_dn_5: 0.3436 (0.3495) time: 0.4876 data: 0.0171 max mem: 5654 Epoch: [71] [1900/7393] eta: 0:45:07 lr: 0.000010 loss: 14.7915 (15.0245) loss_bbox: 0.1564 (0.1439) loss_bbox_aux_0: 0.1628 (0.1561) loss_bbox_aux_1: 0.1629 (0.1493) loss_bbox_aux_2: 0.1627 (0.1465) loss_bbox_aux_3: 0.1673 (0.1447) loss_bbox_aux_4: 0.1640 (0.1441) loss_bbox_aux_5: 0.1946 (0.1898) loss_bbox_dn_0: 0.2400 (0.2450) loss_bbox_dn_1: 0.1805 (0.1770) loss_bbox_dn_2: 0.1629 (0.1571) loss_bbox_dn_3: 0.1589 (0.1514) loss_bbox_dn_4: 0.1568 (0.1501) loss_bbox_dn_5: 0.1568 (0.1501) loss_giou: 0.4239 (0.4557) loss_giou_aux_0: 0.4350 (0.4793) loss_giou_aux_1: 0.4352 (0.4664) loss_giou_aux_2: 0.4260 (0.4606) loss_giou_aux_3: 0.4256 (0.4576) loss_giou_aux_4: 0.4237 (0.4560) loss_giou_aux_5: 0.4927 (0.5386) loss_giou_dn_0: 0.5352 (0.5513) loss_giou_dn_1: 0.4270 (0.4426) loss_giou_dn_2: 0.3984 (0.4110) loss_giou_dn_3: 0.3867 (0.4027) loss_giou_dn_4: 0.3821 (0.4007) loss_giou_dn_5: 0.3821 (0.4009) loss_vfl: 0.6449 (0.6432) loss_vfl_aux_0: 0.7335 (0.7348) loss_vfl_aux_1: 0.7005 (0.6917) loss_vfl_aux_2: 0.6645 (0.6681) loss_vfl_aux_3: 0.6470 (0.6540) loss_vfl_aux_4: 0.6513 (0.6469) loss_vfl_aux_5: 0.7354 (0.7276) loss_vfl_dn_0: 0.4483 (0.4414) loss_vfl_dn_1: 0.3778 (0.3758) loss_vfl_dn_2: 0.3646 (0.3598) loss_vfl_dn_3: 0.3580 (0.3527) loss_vfl_dn_4: 0.3550 (0.3503) loss_vfl_dn_5: 0.3537 (0.3496) time: 0.4872 data: 0.0165 max mem: 5654 Epoch: [71] [2000/7393] eta: 0:44:16 lr: 0.000010 loss: 15.1671 (15.0286) loss_bbox: 0.1352 (0.1441) loss_bbox_aux_0: 0.1564 (0.1564) loss_bbox_aux_1: 0.1467 (0.1494) loss_bbox_aux_2: 0.1397 (0.1467) loss_bbox_aux_3: 0.1360 (0.1450) loss_bbox_aux_4: 0.1324 (0.1443) loss_bbox_aux_5: 0.1884 (0.1900) loss_bbox_dn_0: 0.2518 (0.2453) loss_bbox_dn_1: 0.1922 (0.1773) loss_bbox_dn_2: 0.1617 (0.1574) loss_bbox_dn_3: 0.1526 (0.1517) loss_bbox_dn_4: 0.1521 (0.1504) loss_bbox_dn_5: 0.1520 (0.1504) loss_giou: 0.4289 (0.4555) loss_giou_aux_0: 0.4547 (0.4789) loss_giou_aux_1: 0.4351 (0.4660) loss_giou_aux_2: 0.4266 (0.4604) loss_giou_aux_3: 0.4274 (0.4574) loss_giou_aux_4: 0.4318 (0.4558) loss_giou_aux_5: 0.5081 (0.5382) loss_giou_dn_0: 0.5553 (0.5513) loss_giou_dn_1: 0.4480 (0.4427) loss_giou_dn_2: 0.4145 (0.4110) loss_giou_dn_3: 0.4056 (0.4027) loss_giou_dn_4: 0.4020 (0.4006) loss_giou_dn_5: 0.4020 (0.4008) loss_vfl: 0.6276 (0.6433) loss_vfl_aux_0: 0.7191 (0.7354) loss_vfl_aux_1: 0.6944 (0.6923) loss_vfl_aux_2: 0.6580 (0.6684) loss_vfl_aux_3: 0.6456 (0.6542) loss_vfl_aux_4: 0.6314 (0.6471) loss_vfl_aux_5: 0.7246 (0.7283) loss_vfl_dn_0: 0.4427 (0.4415) loss_vfl_dn_1: 0.3776 (0.3758) loss_vfl_dn_2: 0.3565 (0.3598) loss_vfl_dn_3: 0.3525 (0.3528) loss_vfl_dn_4: 0.3478 (0.3504) loss_vfl_dn_5: 0.3464 (0.3496) time: 0.4953 data: 0.0167 max mem: 5654 Epoch: [71] [2100/7393] eta: 0:43:25 lr: 0.000010 loss: 15.0649 (15.0274) loss_bbox: 0.1327 (0.1437) loss_bbox_aux_0: 0.1492 (0.1561) loss_bbox_aux_1: 0.1351 (0.1491) loss_bbox_aux_2: 0.1384 (0.1464) loss_bbox_aux_3: 0.1335 (0.1446) loss_bbox_aux_4: 0.1330 (0.1440) loss_bbox_aux_5: 0.1761 (0.1896) loss_bbox_dn_0: 0.2020 (0.2444) loss_bbox_dn_1: 0.1440 (0.1766) loss_bbox_dn_2: 0.1342 (0.1568) loss_bbox_dn_3: 0.1302 (0.1511) loss_bbox_dn_4: 0.1276 (0.1498) loss_bbox_dn_5: 0.1275 (0.1498) loss_giou: 0.4791 (0.4565) loss_giou_aux_0: 0.5079 (0.4799) loss_giou_aux_1: 0.4898 (0.4670) loss_giou_aux_2: 0.4874 (0.4614) loss_giou_aux_3: 0.4831 (0.4583) loss_giou_aux_4: 0.4817 (0.4568) loss_giou_aux_5: 0.5796 (0.5393) loss_giou_dn_0: 0.5449 (0.5518) loss_giou_dn_1: 0.4388 (0.4432) loss_giou_dn_2: 0.4166 (0.4116) loss_giou_dn_3: 0.4054 (0.4033) loss_giou_dn_4: 0.4037 (0.4012) loss_giou_dn_5: 0.4041 (0.4014) loss_vfl: 0.6331 (0.6426) loss_vfl_aux_0: 0.7402 (0.7342) loss_vfl_aux_1: 0.6728 (0.6913) loss_vfl_aux_2: 0.6434 (0.6676) loss_vfl_aux_3: 0.6415 (0.6536) loss_vfl_aux_4: 0.6354 (0.6464) loss_vfl_aux_5: 0.7184 (0.7275) loss_vfl_dn_0: 0.4406 (0.4415) loss_vfl_dn_1: 0.3808 (0.3759) loss_vfl_dn_2: 0.3562 (0.3599) loss_vfl_dn_3: 0.3492 (0.3529) loss_vfl_dn_4: 0.3449 (0.3504) loss_vfl_dn_5: 0.3457 (0.3497) time: 0.4833 data: 0.0171 max mem: 5654 Epoch: [71] [2200/7393] eta: 0:42:33 lr: 0.000010 loss: 14.6823 (15.0253) loss_bbox: 0.1377 (0.1437) loss_bbox_aux_0: 0.1449 (0.1561) loss_bbox_aux_1: 0.1447 (0.1491) loss_bbox_aux_2: 0.1378 (0.1464) loss_bbox_aux_3: 0.1403 (0.1447) loss_bbox_aux_4: 0.1402 (0.1439) loss_bbox_aux_5: 0.1824 (0.1896) loss_bbox_dn_0: 0.2390 (0.2447) loss_bbox_dn_1: 0.1765 (0.1768) loss_bbox_dn_2: 0.1536 (0.1569) loss_bbox_dn_3: 0.1475 (0.1512) loss_bbox_dn_4: 0.1460 (0.1499) loss_bbox_dn_5: 0.1461 (0.1499) loss_giou: 0.4349 (0.4562) loss_giou_aux_0: 0.4565 (0.4796) loss_giou_aux_1: 0.4357 (0.4666) loss_giou_aux_2: 0.4408 (0.4611) loss_giou_aux_3: 0.4246 (0.4580) loss_giou_aux_4: 0.4245 (0.4565) loss_giou_aux_5: 0.5066 (0.5391) loss_giou_dn_0: 0.5338 (0.5516) loss_giou_dn_1: 0.4298 (0.4430) loss_giou_dn_2: 0.3925 (0.4114) loss_giou_dn_3: 0.3868 (0.4031) loss_giou_dn_4: 0.3857 (0.4010) loss_giou_dn_5: 0.3857 (0.4012) loss_vfl: 0.6139 (0.6427) loss_vfl_aux_0: 0.7142 (0.7345) loss_vfl_aux_1: 0.6752 (0.6916) loss_vfl_aux_2: 0.6452 (0.6676) loss_vfl_aux_3: 0.6383 (0.6536) loss_vfl_aux_4: 0.6291 (0.6465) loss_vfl_aux_5: 0.7188 (0.7277) loss_vfl_dn_0: 0.4316 (0.4414) loss_vfl_dn_1: 0.3710 (0.3758) loss_vfl_dn_2: 0.3563 (0.3599) loss_vfl_dn_3: 0.3510 (0.3528) loss_vfl_dn_4: 0.3484 (0.3504) loss_vfl_dn_5: 0.3466 (0.3496) time: 0.4795 data: 0.0165 max mem: 5654 Epoch: [71] [2300/7393] eta: 0:41:41 lr: 0.000010 loss: 14.9373 (15.0285) loss_bbox: 0.1378 (0.1437) loss_bbox_aux_0: 0.1515 (0.1560) loss_bbox_aux_1: 0.1413 (0.1490) loss_bbox_aux_2: 0.1415 (0.1463) loss_bbox_aux_3: 0.1376 (0.1446) loss_bbox_aux_4: 0.1351 (0.1439) loss_bbox_aux_5: 0.2022 (0.1896) loss_bbox_dn_0: 0.2460 (0.2448) loss_bbox_dn_1: 0.1888 (0.1768) loss_bbox_dn_2: 0.1666 (0.1570) loss_bbox_dn_3: 0.1601 (0.1513) loss_bbox_dn_4: 0.1591 (0.1500) loss_bbox_dn_5: 0.1591 (0.1500) loss_giou: 0.4373 (0.4562) loss_giou_aux_0: 0.4432 (0.4795) loss_giou_aux_1: 0.4398 (0.4666) loss_giou_aux_2: 0.4463 (0.4611) loss_giou_aux_3: 0.4390 (0.4579) loss_giou_aux_4: 0.4373 (0.4565) loss_giou_aux_5: 0.5093 (0.5390) loss_giou_dn_0: 0.5383 (0.5515) loss_giou_dn_1: 0.4227 (0.4429) loss_giou_dn_2: 0.4021 (0.4112) loss_giou_dn_3: 0.3947 (0.4030) loss_giou_dn_4: 0.3899 (0.4009) loss_giou_dn_5: 0.3900 (0.4011) loss_vfl: 0.6660 (0.6432) loss_vfl_aux_0: 0.7379 (0.7351) loss_vfl_aux_1: 0.7073 (0.6921) loss_vfl_aux_2: 0.6744 (0.6682) loss_vfl_aux_3: 0.6709 (0.6543) loss_vfl_aux_4: 0.6819 (0.6470) loss_vfl_aux_5: 0.7377 (0.7282) loss_vfl_dn_0: 0.4453 (0.4414) loss_vfl_dn_1: 0.3718 (0.3759) loss_vfl_dn_2: 0.3569 (0.3599) loss_vfl_dn_3: 0.3544 (0.3529) loss_vfl_dn_4: 0.3529 (0.3504) loss_vfl_dn_5: 0.3520 (0.3496) time: 0.4862 data: 0.0169 max mem: 5654 Epoch: [71] [2400/7393] eta: 0:40:50 lr: 0.000010 loss: 15.4626 (15.0315) loss_bbox: 0.1231 (0.1438) loss_bbox_aux_0: 0.1359 (0.1560) loss_bbox_aux_1: 0.1290 (0.1490) loss_bbox_aux_2: 0.1223 (0.1464) loss_bbox_aux_3: 0.1240 (0.1446) loss_bbox_aux_4: 0.1246 (0.1440) loss_bbox_aux_5: 0.1622 (0.1895) loss_bbox_dn_0: 0.2148 (0.2446) loss_bbox_dn_1: 0.1550 (0.1767) loss_bbox_dn_2: 0.1374 (0.1569) loss_bbox_dn_3: 0.1326 (0.1512) loss_bbox_dn_4: 0.1311 (0.1499) loss_bbox_dn_5: 0.1311 (0.1499) loss_giou: 0.4746 (0.4568) loss_giou_aux_0: 0.4873 (0.4799) loss_giou_aux_1: 0.4724 (0.4670) loss_giou_aux_2: 0.4679 (0.4615) loss_giou_aux_3: 0.4662 (0.4584) loss_giou_aux_4: 0.4601 (0.4570) loss_giou_aux_5: 0.5564 (0.5394) loss_giou_dn_0: 0.5771 (0.5520) loss_giou_dn_1: 0.4550 (0.4433) loss_giou_dn_2: 0.4305 (0.4116) loss_giou_dn_3: 0.4205 (0.4033) loss_giou_dn_4: 0.4189 (0.4012) loss_giou_dn_5: 0.4189 (0.4014) loss_vfl: 0.6198 (0.6428) loss_vfl_aux_0: 0.7113 (0.7347) loss_vfl_aux_1: 0.6676 (0.6918) loss_vfl_aux_2: 0.6461 (0.6678) loss_vfl_aux_3: 0.6289 (0.6540) loss_vfl_aux_4: 0.6222 (0.6467) loss_vfl_aux_5: 0.7226 (0.7282) loss_vfl_dn_0: 0.4441 (0.4414) loss_vfl_dn_1: 0.3872 (0.3760) loss_vfl_dn_2: 0.3717 (0.3600) loss_vfl_dn_3: 0.3644 (0.3529) loss_vfl_dn_4: 0.3628 (0.3504) loss_vfl_dn_5: 0.3606 (0.3497) time: 0.4771 data: 0.0170 max mem: 5654 Epoch: [71] [2500/7393] eta: 0:39:59 lr: 0.000010 loss: 14.3948 (15.0301) loss_bbox: 0.1346 (0.1438) loss_bbox_aux_0: 0.1581 (0.1559) loss_bbox_aux_1: 0.1471 (0.1489) loss_bbox_aux_2: 0.1398 (0.1464) loss_bbox_aux_3: 0.1458 (0.1447) loss_bbox_aux_4: 0.1346 (0.1440) loss_bbox_aux_5: 0.1842 (0.1893) loss_bbox_dn_0: 0.2161 (0.2444) loss_bbox_dn_1: 0.1633 (0.1766) loss_bbox_dn_2: 0.1394 (0.1567) loss_bbox_dn_3: 0.1281 (0.1510) loss_bbox_dn_4: 0.1292 (0.1497) loss_bbox_dn_5: 0.1292 (0.1497) loss_giou: 0.4176 (0.4572) loss_giou_aux_0: 0.4422 (0.4801) loss_giou_aux_1: 0.4267 (0.4672) loss_giou_aux_2: 0.4274 (0.4619) loss_giou_aux_3: 0.4253 (0.4588) loss_giou_aux_4: 0.4181 (0.4574) loss_giou_aux_5: 0.5087 (0.5397) loss_giou_dn_0: 0.5330 (0.5522) loss_giou_dn_1: 0.4193 (0.4435) loss_giou_dn_2: 0.3838 (0.4118) loss_giou_dn_3: 0.3755 (0.4035) loss_giou_dn_4: 0.3748 (0.4014) loss_giou_dn_5: 0.3749 (0.4015) loss_vfl: 0.6032 (0.6421) loss_vfl_aux_0: 0.7049 (0.7344) loss_vfl_aux_1: 0.6491 (0.6915) loss_vfl_aux_2: 0.6335 (0.6671) loss_vfl_aux_3: 0.6159 (0.6534) loss_vfl_aux_4: 0.6039 (0.6460) loss_vfl_aux_5: 0.6987 (0.7280) loss_vfl_dn_0: 0.4360 (0.4414) loss_vfl_dn_1: 0.3718 (0.3760) loss_vfl_dn_2: 0.3571 (0.3600) loss_vfl_dn_3: 0.3496 (0.3529) loss_vfl_dn_4: 0.3455 (0.3504) loss_vfl_dn_5: 0.3472 (0.3497) time: 0.4864 data: 0.0168 max mem: 5654 Epoch: [71] [2600/7393] eta: 0:39:08 lr: 0.000010 loss: 15.2324 (15.0335) loss_bbox: 0.1424 (0.1440) loss_bbox_aux_0: 0.1589 (0.1560) loss_bbox_aux_1: 0.1433 (0.1490) loss_bbox_aux_2: 0.1449 (0.1465) loss_bbox_aux_3: 0.1452 (0.1448) loss_bbox_aux_4: 0.1428 (0.1441) loss_bbox_aux_5: 0.1831 (0.1896) loss_bbox_dn_0: 0.2274 (0.2446) loss_bbox_dn_1: 0.1696 (0.1767) loss_bbox_dn_2: 0.1412 (0.1568) loss_bbox_dn_3: 0.1414 (0.1511) loss_bbox_dn_4: 0.1410 (0.1498) loss_bbox_dn_5: 0.1410 (0.1498) loss_giou: 0.4689 (0.4576) loss_giou_aux_0: 0.4871 (0.4804) loss_giou_aux_1: 0.4713 (0.4675) loss_giou_aux_2: 0.4711 (0.4622) loss_giou_aux_3: 0.4688 (0.4592) loss_giou_aux_4: 0.4611 (0.4577) loss_giou_aux_5: 0.5466 (0.5401) loss_giou_dn_0: 0.5622 (0.5524) loss_giou_dn_1: 0.4619 (0.4437) loss_giou_dn_2: 0.4309 (0.4120) loss_giou_dn_3: 0.4234 (0.4037) loss_giou_dn_4: 0.4206 (0.4016) loss_giou_dn_5: 0.4202 (0.4018) loss_vfl: 0.5993 (0.6418) loss_vfl_aux_0: 0.7028 (0.7341) loss_vfl_aux_1: 0.6587 (0.6913) loss_vfl_aux_2: 0.6337 (0.6668) loss_vfl_aux_3: 0.6270 (0.6531) loss_vfl_aux_4: 0.6053 (0.6457) loss_vfl_aux_5: 0.6920 (0.7276) loss_vfl_dn_0: 0.4443 (0.4414) loss_vfl_dn_1: 0.3791 (0.3760) loss_vfl_dn_2: 0.3619 (0.3600) loss_vfl_dn_3: 0.3520 (0.3530) loss_vfl_dn_4: 0.3504 (0.3505) loss_vfl_dn_5: 0.3491 (0.3497) time: 0.4765 data: 0.0169 max mem: 5654 Epoch: [71] [2700/7393] eta: 0:38:33 lr: 0.000010 loss: 15.2041 (15.0389) loss_bbox: 0.1448 (0.1440) loss_bbox_aux_0: 0.1626 (0.1561) loss_bbox_aux_1: 0.1507 (0.1491) loss_bbox_aux_2: 0.1449 (0.1466) loss_bbox_aux_3: 0.1528 (0.1449) loss_bbox_aux_4: 0.1453 (0.1442) loss_bbox_aux_5: 0.2037 (0.1897) loss_bbox_dn_0: 0.2555 (0.2448) loss_bbox_dn_1: 0.1887 (0.1768) loss_bbox_dn_2: 0.1733 (0.1569) loss_bbox_dn_3: 0.1672 (0.1512) loss_bbox_dn_4: 0.1667 (0.1499) loss_bbox_dn_5: 0.1668 (0.1499) loss_giou: 0.3979 (0.4577) loss_giou_aux_0: 0.4324 (0.4806) loss_giou_aux_1: 0.4281 (0.4677) loss_giou_aux_2: 0.4084 (0.4623) loss_giou_aux_3: 0.4026 (0.4593) loss_giou_aux_4: 0.3985 (0.4579) loss_giou_aux_5: 0.4907 (0.5403) loss_giou_dn_0: 0.5367 (0.5524) loss_giou_dn_1: 0.4306 (0.4438) loss_giou_dn_2: 0.4039 (0.4121) loss_giou_dn_3: 0.3920 (0.4038) loss_giou_dn_4: 0.3888 (0.4017) loss_giou_dn_5: 0.3889 (0.4019) loss_vfl: 0.6577 (0.6422) loss_vfl_aux_0: 0.7583 (0.7345) loss_vfl_aux_1: 0.7139 (0.6915) loss_vfl_aux_2: 0.7021 (0.6671) loss_vfl_aux_3: 0.6770 (0.6534) loss_vfl_aux_4: 0.6678 (0.6461) loss_vfl_aux_5: 0.7526 (0.7281) loss_vfl_dn_0: 0.4421 (0.4414) loss_vfl_dn_1: 0.3740 (0.3760) loss_vfl_dn_2: 0.3549 (0.3600) loss_vfl_dn_3: 0.3503 (0.3529) loss_vfl_dn_4: 0.3489 (0.3504) loss_vfl_dn_5: 0.3488 (0.3497) time: 0.4920 data: 0.0167 max mem: 5654 Epoch: [71] [2800/7393] eta: 0:37:58 lr: 0.000010 loss: 14.8630 (15.0413) loss_bbox: 0.1384 (0.1440) loss_bbox_aux_0: 0.1544 (0.1561) loss_bbox_aux_1: 0.1429 (0.1491) loss_bbox_aux_2: 0.1376 (0.1465) loss_bbox_aux_3: 0.1373 (0.1449) loss_bbox_aux_4: 0.1383 (0.1442) loss_bbox_aux_5: 0.1815 (0.1897) loss_bbox_dn_0: 0.2443 (0.2448) loss_bbox_dn_1: 0.1726 (0.1768) loss_bbox_dn_2: 0.1500 (0.1569) loss_bbox_dn_3: 0.1447 (0.1512) loss_bbox_dn_4: 0.1432 (0.1499) loss_bbox_dn_5: 0.1432 (0.1499) loss_giou: 0.4231 (0.4579) loss_giou_aux_0: 0.4538 (0.4809) loss_giou_aux_1: 0.4476 (0.4679) loss_giou_aux_2: 0.4260 (0.4625) loss_giou_aux_3: 0.4229 (0.4595) loss_giou_aux_4: 0.4231 (0.4581) loss_giou_aux_5: 0.4992 (0.5405) loss_giou_dn_0: 0.5346 (0.5526) loss_giou_dn_1: 0.4319 (0.4440) loss_giou_dn_2: 0.4050 (0.4123) loss_giou_dn_3: 0.3933 (0.4040) loss_giou_dn_4: 0.3912 (0.4019) loss_giou_dn_5: 0.3911 (0.4021) loss_vfl: 0.6464 (0.6422) loss_vfl_aux_0: 0.7119 (0.7342) loss_vfl_aux_1: 0.6858 (0.6915) loss_vfl_aux_2: 0.6796 (0.6671) loss_vfl_aux_3: 0.6612 (0.6534) loss_vfl_aux_4: 0.6516 (0.6461) loss_vfl_aux_5: 0.7338 (0.7280) loss_vfl_dn_0: 0.4386 (0.4414) loss_vfl_dn_1: 0.3810 (0.3760) loss_vfl_dn_2: 0.3642 (0.3600) loss_vfl_dn_3: 0.3571 (0.3529) loss_vfl_dn_4: 0.3546 (0.3505) loss_vfl_dn_5: 0.3543 (0.3497) time: 0.4781 data: 0.0165 max mem: 5654 Epoch: [71] [2900/7393] eta: 0:37:06 lr: 0.000010 loss: 14.4925 (15.0477) loss_bbox: 0.1372 (0.1439) loss_bbox_aux_0: 0.1595 (0.1561) loss_bbox_aux_1: 0.1559 (0.1490) loss_bbox_aux_2: 0.1470 (0.1465) loss_bbox_aux_3: 0.1423 (0.1448) loss_bbox_aux_4: 0.1404 (0.1441) loss_bbox_aux_5: 0.1886 (0.1898) loss_bbox_dn_0: 0.2383 (0.2447) loss_bbox_dn_1: 0.1695 (0.1768) loss_bbox_dn_2: 0.1528 (0.1569) loss_bbox_dn_3: 0.1445 (0.1512) loss_bbox_dn_4: 0.1426 (0.1499) loss_bbox_dn_5: 0.1426 (0.1499) loss_giou: 0.3964 (0.4582) loss_giou_aux_0: 0.4359 (0.4813) loss_giou_aux_1: 0.4123 (0.4682) loss_giou_aux_2: 0.3976 (0.4628) loss_giou_aux_3: 0.3972 (0.4599) loss_giou_aux_4: 0.3960 (0.4584) loss_giou_aux_5: 0.5107 (0.5410) loss_giou_dn_0: 0.5355 (0.5529) loss_giou_dn_1: 0.4114 (0.4443) loss_giou_dn_2: 0.3761 (0.4126) loss_giou_dn_3: 0.3651 (0.4043) loss_giou_dn_4: 0.3613 (0.4022) loss_giou_dn_5: 0.3615 (0.4024) loss_vfl: 0.6589 (0.6426) loss_vfl_aux_0: 0.7779 (0.7344) loss_vfl_aux_1: 0.7069 (0.6919) loss_vfl_aux_2: 0.6884 (0.6676) loss_vfl_aux_3: 0.6670 (0.6537) loss_vfl_aux_4: 0.6542 (0.6465) loss_vfl_aux_5: 0.7352 (0.7281) loss_vfl_dn_0: 0.4464 (0.4414) loss_vfl_dn_1: 0.3765 (0.3760) loss_vfl_dn_2: 0.3608 (0.3600) loss_vfl_dn_3: 0.3543 (0.3530) loss_vfl_dn_4: 0.3526 (0.3505) loss_vfl_dn_5: 0.3519 (0.3498) time: 0.4833 data: 0.0169 max mem: 5654 Epoch: [71] [3000/7393] eta: 0:36:28 lr: 0.000010 loss: 14.9424 (15.0432) loss_bbox: 0.1413 (0.1441) loss_bbox_aux_0: 0.1535 (0.1563) loss_bbox_aux_1: 0.1489 (0.1492) loss_bbox_aux_2: 0.1379 (0.1466) loss_bbox_aux_3: 0.1369 (0.1449) loss_bbox_aux_4: 0.1418 (0.1442) loss_bbox_aux_5: 0.1899 (0.1899) loss_bbox_dn_0: 0.2430 (0.2449) loss_bbox_dn_1: 0.1828 (0.1770) loss_bbox_dn_2: 0.1647 (0.1571) loss_bbox_dn_3: 0.1660 (0.1514) loss_bbox_dn_4: 0.1575 (0.1500) loss_bbox_dn_5: 0.1575 (0.1500) loss_giou: 0.4525 (0.4579) loss_giou_aux_0: 0.4851 (0.4810) loss_giou_aux_1: 0.4523 (0.4679) loss_giou_aux_2: 0.4541 (0.4625) loss_giou_aux_3: 0.4490 (0.4596) loss_giou_aux_4: 0.4554 (0.4581) loss_giou_aux_5: 0.5305 (0.5406) loss_giou_dn_0: 0.5503 (0.5526) loss_giou_dn_1: 0.4415 (0.4440) loss_giou_dn_2: 0.4076 (0.4123) loss_giou_dn_3: 0.3993 (0.4040) loss_giou_dn_4: 0.3987 (0.4019) loss_giou_dn_5: 0.3988 (0.4021) loss_vfl: 0.6279 (0.6422) loss_vfl_aux_0: 0.7406 (0.7343) loss_vfl_aux_1: 0.6883 (0.6915) loss_vfl_aux_2: 0.6631 (0.6672) loss_vfl_aux_3: 0.6451 (0.6533) loss_vfl_aux_4: 0.6339 (0.6461) loss_vfl_aux_5: 0.7190 (0.7279) loss_vfl_dn_0: 0.4412 (0.4414) loss_vfl_dn_1: 0.3776 (0.3760) loss_vfl_dn_2: 0.3625 (0.3599) loss_vfl_dn_3: 0.3569 (0.3529) loss_vfl_dn_4: 0.3564 (0.3504) loss_vfl_dn_5: 0.3548 (0.3497) time: 0.4847 data: 0.0167 max mem: 5654 Epoch: [71] [3100/7393] eta: 0:35:36 lr: 0.000010 loss: 15.0492 (15.0438) loss_bbox: 0.1349 (0.1438) loss_bbox_aux_0: 0.1404 (0.1560) loss_bbox_aux_1: 0.1408 (0.1490) loss_bbox_aux_2: 0.1395 (0.1464) loss_bbox_aux_3: 0.1365 (0.1447) loss_bbox_aux_4: 0.1299 (0.1440) loss_bbox_aux_5: 0.1857 (0.1897) loss_bbox_dn_0: 0.2642 (0.2446) loss_bbox_dn_1: 0.1842 (0.1768) loss_bbox_dn_2: 0.1633 (0.1569) loss_bbox_dn_3: 0.1550 (0.1512) loss_bbox_dn_4: 0.1547 (0.1499) loss_bbox_dn_5: 0.1547 (0.1499) loss_giou: 0.4191 (0.4581) loss_giou_aux_0: 0.4313 (0.4812) loss_giou_aux_1: 0.4353 (0.4682) loss_giou_aux_2: 0.4125 (0.4626) loss_giou_aux_3: 0.4246 (0.4597) loss_giou_aux_4: 0.4246 (0.4583) loss_giou_aux_5: 0.4899 (0.5409) loss_giou_dn_0: 0.5508 (0.5530) loss_giou_dn_1: 0.4494 (0.4444) loss_giou_dn_2: 0.4081 (0.4127) loss_giou_dn_3: 0.3904 (0.4044) loss_giou_dn_4: 0.3885 (0.4023) loss_giou_dn_5: 0.3887 (0.4025) loss_vfl: 0.6521 (0.6422) loss_vfl_aux_0: 0.7103 (0.7340) loss_vfl_aux_1: 0.6849 (0.6913) loss_vfl_aux_2: 0.6781 (0.6673) loss_vfl_aux_3: 0.6566 (0.6534) loss_vfl_aux_4: 0.6422 (0.6461) loss_vfl_aux_5: 0.7224 (0.7276) loss_vfl_dn_0: 0.4431 (0.4413) loss_vfl_dn_1: 0.3753 (0.3760) loss_vfl_dn_2: 0.3585 (0.3600) loss_vfl_dn_3: 0.3526 (0.3530) loss_vfl_dn_4: 0.3472 (0.3505) loss_vfl_dn_5: 0.3472 (0.3497) time: 0.4649 data: 0.0170 max mem: 5654 Epoch: [71] [3200/7393] eta: 0:34:44 lr: 0.000010 loss: 14.4468 (15.0402) loss_bbox: 0.1480 (0.1439) loss_bbox_aux_0: 0.1512 (0.1560) loss_bbox_aux_1: 0.1488 (0.1490) loss_bbox_aux_2: 0.1478 (0.1464) loss_bbox_aux_3: 0.1489 (0.1447) loss_bbox_aux_4: 0.1466 (0.1440) loss_bbox_aux_5: 0.1832 (0.1897) loss_bbox_dn_0: 0.2288 (0.2444) loss_bbox_dn_1: 0.1602 (0.1766) loss_bbox_dn_2: 0.1435 (0.1568) loss_bbox_dn_3: 0.1434 (0.1511) loss_bbox_dn_4: 0.1396 (0.1498) loss_bbox_dn_5: 0.1396 (0.1498) loss_giou: 0.4319 (0.4580) loss_giou_aux_0: 0.4563 (0.4812) loss_giou_aux_1: 0.4372 (0.4680) loss_giou_aux_2: 0.4306 (0.4625) loss_giou_aux_3: 0.4261 (0.4596) loss_giou_aux_4: 0.4288 (0.4582) loss_giou_aux_5: 0.5114 (0.5408) loss_giou_dn_0: 0.5229 (0.5528) loss_giou_dn_1: 0.4145 (0.4442) loss_giou_dn_2: 0.3906 (0.4125) loss_giou_dn_3: 0.3788 (0.4043) loss_giou_dn_4: 0.3787 (0.4022) loss_giou_dn_5: 0.3786 (0.4023) loss_vfl: 0.6040 (0.6420) loss_vfl_aux_0: 0.7200 (0.7339) loss_vfl_aux_1: 0.6559 (0.6913) loss_vfl_aux_2: 0.6274 (0.6671) loss_vfl_aux_3: 0.6232 (0.6533) loss_vfl_aux_4: 0.6066 (0.6459) loss_vfl_aux_5: 0.7084 (0.7273) loss_vfl_dn_0: 0.4401 (0.4414) loss_vfl_dn_1: 0.3756 (0.3760) loss_vfl_dn_2: 0.3589 (0.3600) loss_vfl_dn_3: 0.3502 (0.3530) loss_vfl_dn_4: 0.3483 (0.3505) loss_vfl_dn_5: 0.3475 (0.3497) time: 0.4835 data: 0.0170 max mem: 5654 Epoch: [71] [3300/7393] eta: 0:33:52 lr: 0.000010 loss: 15.6442 (15.0472) loss_bbox: 0.1438 (0.1439) loss_bbox_aux_0: 0.1706 (0.1561) loss_bbox_aux_1: 0.1560 (0.1490) loss_bbox_aux_2: 0.1527 (0.1463) loss_bbox_aux_3: 0.1551 (0.1447) loss_bbox_aux_4: 0.1431 (0.1440) loss_bbox_aux_5: 0.2063 (0.1897) loss_bbox_dn_0: 0.2408 (0.2443) loss_bbox_dn_1: 0.1799 (0.1767) loss_bbox_dn_2: 0.1621 (0.1569) loss_bbox_dn_3: 0.1581 (0.1512) loss_bbox_dn_4: 0.1564 (0.1499) loss_bbox_dn_5: 0.1564 (0.1499) loss_giou: 0.4642 (0.4583) loss_giou_aux_0: 0.4975 (0.4815) loss_giou_aux_1: 0.4763 (0.4683) loss_giou_aux_2: 0.4707 (0.4628) loss_giou_aux_3: 0.4729 (0.4599) loss_giou_aux_4: 0.4653 (0.4585) loss_giou_aux_5: 0.5579 (0.5411) loss_giou_dn_0: 0.5662 (0.5532) loss_giou_dn_1: 0.4606 (0.4446) loss_giou_dn_2: 0.4304 (0.4129) loss_giou_dn_3: 0.4185 (0.4046) loss_giou_dn_4: 0.4170 (0.4025) loss_giou_dn_5: 0.4175 (0.4027) loss_vfl: 0.6611 (0.6424) loss_vfl_aux_0: 0.7394 (0.7340) loss_vfl_aux_1: 0.7174 (0.6915) loss_vfl_aux_2: 0.6718 (0.6674) loss_vfl_aux_3: 0.6793 (0.6537) loss_vfl_aux_4: 0.6715 (0.6464) loss_vfl_aux_5: 0.7320 (0.7273) loss_vfl_dn_0: 0.4376 (0.4414) loss_vfl_dn_1: 0.3794 (0.3762) loss_vfl_dn_2: 0.3637 (0.3601) loss_vfl_dn_3: 0.3565 (0.3531) loss_vfl_dn_4: 0.3546 (0.3506) loss_vfl_dn_5: 0.3542 (0.3499) time: 0.4923 data: 0.0168 max mem: 5654 Epoch: [71] [3400/7393] eta: 0:33:01 lr: 0.000010 loss: 15.2740 (15.0464) loss_bbox: 0.1446 (0.1439) loss_bbox_aux_0: 0.1531 (0.1561) loss_bbox_aux_1: 0.1418 (0.1490) loss_bbox_aux_2: 0.1398 (0.1464) loss_bbox_aux_3: 0.1451 (0.1447) loss_bbox_aux_4: 0.1446 (0.1440) loss_bbox_aux_5: 0.1957 (0.1898) loss_bbox_dn_0: 0.2301 (0.2446) loss_bbox_dn_1: 0.1600 (0.1769) loss_bbox_dn_2: 0.1450 (0.1570) loss_bbox_dn_3: 0.1419 (0.1514) loss_bbox_dn_4: 0.1404 (0.1501) loss_bbox_dn_5: 0.1404 (0.1501) loss_giou: 0.4279 (0.4576) loss_giou_aux_0: 0.4556 (0.4808) loss_giou_aux_1: 0.4434 (0.4676) loss_giou_aux_2: 0.4487 (0.4621) loss_giou_aux_3: 0.4403 (0.4592) loss_giou_aux_4: 0.4348 (0.4578) loss_giou_aux_5: 0.5288 (0.5404) loss_giou_dn_0: 0.5768 (0.5529) loss_giou_dn_1: 0.4513 (0.4443) loss_giou_dn_2: 0.4131 (0.4126) loss_giou_dn_3: 0.4057 (0.4043) loss_giou_dn_4: 0.4017 (0.4022) loss_giou_dn_5: 0.4017 (0.4024) loss_vfl: 0.6354 (0.6430) loss_vfl_aux_0: 0.7128 (0.7345) loss_vfl_aux_1: 0.6859 (0.6921) loss_vfl_aux_2: 0.6499 (0.6680) loss_vfl_aux_3: 0.6359 (0.6542) loss_vfl_aux_4: 0.6358 (0.6469) loss_vfl_aux_5: 0.7274 (0.7279) loss_vfl_dn_0: 0.4380 (0.4415) loss_vfl_dn_1: 0.3697 (0.3762) loss_vfl_dn_2: 0.3551 (0.3601) loss_vfl_dn_3: 0.3512 (0.3531) loss_vfl_dn_4: 0.3507 (0.3506) loss_vfl_dn_5: 0.3493 (0.3498) time: 0.4784 data: 0.0168 max mem: 5654 Epoch: [71] [3500/7393] eta: 0:32:11 lr: 0.000010 loss: 15.0622 (15.0412) loss_bbox: 0.1349 (0.1439) loss_bbox_aux_0: 0.1401 (0.1561) loss_bbox_aux_1: 0.1328 (0.1490) loss_bbox_aux_2: 0.1255 (0.1463) loss_bbox_aux_3: 0.1368 (0.1447) loss_bbox_aux_4: 0.1349 (0.1440) loss_bbox_aux_5: 0.1658 (0.1898) loss_bbox_dn_0: 0.2302 (0.2447) loss_bbox_dn_1: 0.1655 (0.1769) loss_bbox_dn_2: 0.1495 (0.1571) loss_bbox_dn_3: 0.1459 (0.1514) loss_bbox_dn_4: 0.1435 (0.1501) loss_bbox_dn_5: 0.1436 (0.1501) loss_giou: 0.4414 (0.4572) loss_giou_aux_0: 0.4753 (0.4804) loss_giou_aux_1: 0.4615 (0.4671) loss_giou_aux_2: 0.4525 (0.4616) loss_giou_aux_3: 0.4457 (0.4588) loss_giou_aux_4: 0.4415 (0.4574) loss_giou_aux_5: 0.5245 (0.5400) loss_giou_dn_0: 0.5519 (0.5527) loss_giou_dn_1: 0.4396 (0.4441) loss_giou_dn_2: 0.4072 (0.4124) loss_giou_dn_3: 0.3985 (0.4040) loss_giou_dn_4: 0.3953 (0.4019) loss_giou_dn_5: 0.3955 (0.4021) loss_vfl: 0.6319 (0.6428) loss_vfl_aux_0: 0.7385 (0.7347) loss_vfl_aux_1: 0.6754 (0.6920) loss_vfl_aux_2: 0.6618 (0.6681) loss_vfl_aux_3: 0.6389 (0.6541) loss_vfl_aux_4: 0.6334 (0.6468) loss_vfl_aux_5: 0.7309 (0.7283) loss_vfl_dn_0: 0.4407 (0.4414) loss_vfl_dn_1: 0.3766 (0.3761) loss_vfl_dn_2: 0.3671 (0.3600) loss_vfl_dn_3: 0.3586 (0.3530) loss_vfl_dn_4: 0.3560 (0.3505) loss_vfl_dn_5: 0.3544 (0.3498) time: 0.4885 data: 0.0172 max mem: 5654 Epoch: [71] [3600/7393] eta: 0:31:19 lr: 0.000010 loss: 15.1118 (15.0500) loss_bbox: 0.1392 (0.1440) loss_bbox_aux_0: 0.1522 (0.1562) loss_bbox_aux_1: 0.1442 (0.1491) loss_bbox_aux_2: 0.1423 (0.1464) loss_bbox_aux_3: 0.1441 (0.1448) loss_bbox_aux_4: 0.1355 (0.1441) loss_bbox_aux_5: 0.1856 (0.1899) loss_bbox_dn_0: 0.2229 (0.2449) loss_bbox_dn_1: 0.1594 (0.1771) loss_bbox_dn_2: 0.1480 (0.1573) loss_bbox_dn_3: 0.1468 (0.1516) loss_bbox_dn_4: 0.1464 (0.1503) loss_bbox_dn_5: 0.1464 (0.1503) loss_giou: 0.4819 (0.4575) loss_giou_aux_0: 0.4936 (0.4806) loss_giou_aux_1: 0.4697 (0.4674) loss_giou_aux_2: 0.4887 (0.4619) loss_giou_aux_3: 0.4821 (0.4591) loss_giou_aux_4: 0.4856 (0.4577) loss_giou_aux_5: 0.5470 (0.5402) loss_giou_dn_0: 0.5620 (0.5529) loss_giou_dn_1: 0.4506 (0.4443) loss_giou_dn_2: 0.4152 (0.4126) loss_giou_dn_3: 0.4077 (0.4043) loss_giou_dn_4: 0.4069 (0.4022) loss_giou_dn_5: 0.4068 (0.4024) loss_vfl: 0.6434 (0.6431) loss_vfl_aux_0: 0.7119 (0.7350) loss_vfl_aux_1: 0.6757 (0.6926) loss_vfl_aux_2: 0.6642 (0.6685) loss_vfl_aux_3: 0.6449 (0.6543) loss_vfl_aux_4: 0.6430 (0.6471) loss_vfl_aux_5: 0.7077 (0.7286) loss_vfl_dn_0: 0.4446 (0.4415) loss_vfl_dn_1: 0.3825 (0.3762) loss_vfl_dn_2: 0.3688 (0.3602) loss_vfl_dn_3: 0.3602 (0.3531) loss_vfl_dn_4: 0.3593 (0.3506) loss_vfl_dn_5: 0.3575 (0.3499) time: 0.4798 data: 0.0164 max mem: 5654 Epoch: [71] [3700/7393] eta: 0:30:28 lr: 0.000010 loss: 14.9689 (15.0492) loss_bbox: 0.1333 (0.1441) loss_bbox_aux_0: 0.1551 (0.1562) loss_bbox_aux_1: 0.1410 (0.1492) loss_bbox_aux_2: 0.1391 (0.1465) loss_bbox_aux_3: 0.1352 (0.1449) loss_bbox_aux_4: 0.1362 (0.1442) loss_bbox_aux_5: 0.1793 (0.1899) loss_bbox_dn_0: 0.2328 (0.2450) loss_bbox_dn_1: 0.1710 (0.1772) loss_bbox_dn_2: 0.1500 (0.1573) loss_bbox_dn_3: 0.1487 (0.1517) loss_bbox_dn_4: 0.1504 (0.1503) loss_bbox_dn_5: 0.1504 (0.1503) loss_giou: 0.4033 (0.4572) loss_giou_aux_0: 0.4300 (0.4804) loss_giou_aux_1: 0.4084 (0.4671) loss_giou_aux_2: 0.4001 (0.4616) loss_giou_aux_3: 0.4014 (0.4588) loss_giou_aux_4: 0.4024 (0.4574) loss_giou_aux_5: 0.5061 (0.5399) loss_giou_dn_0: 0.5557 (0.5527) loss_giou_dn_1: 0.4354 (0.4441) loss_giou_dn_2: 0.4048 (0.4124) loss_giou_dn_3: 0.3912 (0.4041) loss_giou_dn_4: 0.3880 (0.4020) loss_giou_dn_5: 0.3881 (0.4022) loss_vfl: 0.6576 (0.6434) loss_vfl_aux_0: 0.7302 (0.7351) loss_vfl_aux_1: 0.6857 (0.6927) loss_vfl_aux_2: 0.6817 (0.6688) loss_vfl_aux_3: 0.6636 (0.6546) loss_vfl_aux_4: 0.6517 (0.6473) loss_vfl_aux_5: 0.7243 (0.7288) loss_vfl_dn_0: 0.4380 (0.4415) loss_vfl_dn_1: 0.3815 (0.3762) loss_vfl_dn_2: 0.3652 (0.3601) loss_vfl_dn_3: 0.3577 (0.3531) loss_vfl_dn_4: 0.3526 (0.3506) loss_vfl_dn_5: 0.3526 (0.3499) time: 0.4763 data: 0.0169 max mem: 5654 Epoch: [71] [3800/7393] eta: 0:29:38 lr: 0.000010 loss: 14.9350 (15.0459) loss_bbox: 0.1387 (0.1441) loss_bbox_aux_0: 0.1575 (0.1563) loss_bbox_aux_1: 0.1493 (0.1493) loss_bbox_aux_2: 0.1431 (0.1466) loss_bbox_aux_3: 0.1386 (0.1450) loss_bbox_aux_4: 0.1403 (0.1443) loss_bbox_aux_5: 0.1910 (0.1899) loss_bbox_dn_0: 0.2489 (0.2451) loss_bbox_dn_1: 0.1692 (0.1773) loss_bbox_dn_2: 0.1450 (0.1574) loss_bbox_dn_3: 0.1424 (0.1518) loss_bbox_dn_4: 0.1428 (0.1504) loss_bbox_dn_5: 0.1428 (0.1504) loss_giou: 0.4488 (0.4568) loss_giou_aux_0: 0.4803 (0.4799) loss_giou_aux_1: 0.4578 (0.4666) loss_giou_aux_2: 0.4483 (0.4611) loss_giou_aux_3: 0.4540 (0.4584) loss_giou_aux_4: 0.4486 (0.4570) loss_giou_aux_5: 0.5523 (0.5394) loss_giou_dn_0: 0.5491 (0.5524) loss_giou_dn_1: 0.4366 (0.4439) loss_giou_dn_2: 0.4181 (0.4122) loss_giou_dn_3: 0.4129 (0.4039) loss_giou_dn_4: 0.4111 (0.4018) loss_giou_dn_5: 0.4114 (0.4020) loss_vfl: 0.6434 (0.6435) loss_vfl_aux_0: 0.7466 (0.7353) loss_vfl_aux_1: 0.7007 (0.6928) loss_vfl_aux_2: 0.6790 (0.6689) loss_vfl_aux_3: 0.6508 (0.6547) loss_vfl_aux_4: 0.6465 (0.6474) loss_vfl_aux_5: 0.7343 (0.7290) loss_vfl_dn_0: 0.4416 (0.4415) loss_vfl_dn_1: 0.3763 (0.3761) loss_vfl_dn_2: 0.3538 (0.3601) loss_vfl_dn_3: 0.3500 (0.3530) loss_vfl_dn_4: 0.3492 (0.3505) loss_vfl_dn_5: 0.3495 (0.3498) time: 0.4855 data: 0.0165 max mem: 5654 Epoch: [71] [3900/7393] eta: 0:28:52 lr: 0.000010 loss: 14.5928 (15.0458) loss_bbox: 0.1426 (0.1440) loss_bbox_aux_0: 0.1619 (0.1562) loss_bbox_aux_1: 0.1433 (0.1492) loss_bbox_aux_2: 0.1416 (0.1465) loss_bbox_aux_3: 0.1385 (0.1448) loss_bbox_aux_4: 0.1422 (0.1441) loss_bbox_aux_5: 0.1961 (0.1898) loss_bbox_dn_0: 0.2388 (0.2448) loss_bbox_dn_1: 0.1731 (0.1771) loss_bbox_dn_2: 0.1494 (0.1572) loss_bbox_dn_3: 0.1422 (0.1516) loss_bbox_dn_4: 0.1412 (0.1502) loss_bbox_dn_5: 0.1412 (0.1502) loss_giou: 0.4450 (0.4570) loss_giou_aux_0: 0.4710 (0.4800) loss_giou_aux_1: 0.4564 (0.4668) loss_giou_aux_2: 0.4437 (0.4613) loss_giou_aux_3: 0.4385 (0.4585) loss_giou_aux_4: 0.4408 (0.4572) loss_giou_aux_5: 0.5449 (0.5396) loss_giou_dn_0: 0.5402 (0.5525) loss_giou_dn_1: 0.4284 (0.4439) loss_giou_dn_2: 0.3961 (0.4122) loss_giou_dn_3: 0.3923 (0.4039) loss_giou_dn_4: 0.3904 (0.4018) loss_giou_dn_5: 0.3903 (0.4020) loss_vfl: 0.6288 (0.6436) loss_vfl_aux_0: 0.7151 (0.7353) loss_vfl_aux_1: 0.6703 (0.6928) loss_vfl_aux_2: 0.6486 (0.6690) loss_vfl_aux_3: 0.6338 (0.6548) loss_vfl_aux_4: 0.6365 (0.6475) loss_vfl_aux_5: 0.7176 (0.7291) loss_vfl_dn_0: 0.4376 (0.4415) loss_vfl_dn_1: 0.3780 (0.3761) loss_vfl_dn_2: 0.3655 (0.3601) loss_vfl_dn_3: 0.3564 (0.3530) loss_vfl_dn_4: 0.3542 (0.3505) loss_vfl_dn_5: 0.3530 (0.3498) time: 0.4805 data: 0.0166 max mem: 5654 Epoch: [71] [4000/7393] eta: 0:28:01 lr: 0.000010 loss: 15.1419 (15.0456) loss_bbox: 0.1286 (0.1439) loss_bbox_aux_0: 0.1457 (0.1561) loss_bbox_aux_1: 0.1391 (0.1491) loss_bbox_aux_2: 0.1354 (0.1464) loss_bbox_aux_3: 0.1358 (0.1448) loss_bbox_aux_4: 0.1358 (0.1441) loss_bbox_aux_5: 0.1886 (0.1897) loss_bbox_dn_0: 0.2106 (0.2448) loss_bbox_dn_1: 0.1547 (0.1770) loss_bbox_dn_2: 0.1354 (0.1572) loss_bbox_dn_3: 0.1306 (0.1516) loss_bbox_dn_4: 0.1293 (0.1502) loss_bbox_dn_5: 0.1293 (0.1502) loss_giou: 0.4257 (0.4569) loss_giou_aux_0: 0.4537 (0.4800) loss_giou_aux_1: 0.4443 (0.4668) loss_giou_aux_2: 0.4309 (0.4613) loss_giou_aux_3: 0.4276 (0.4585) loss_giou_aux_4: 0.4257 (0.4571) loss_giou_aux_5: 0.5182 (0.5397) loss_giou_dn_0: 0.5260 (0.5525) loss_giou_dn_1: 0.4308 (0.4440) loss_giou_dn_2: 0.4100 (0.4123) loss_giou_dn_3: 0.4032 (0.4040) loss_giou_dn_4: 0.3999 (0.4019) loss_giou_dn_5: 0.4003 (0.4021) loss_vfl: 0.6567 (0.6437) loss_vfl_aux_0: 0.7322 (0.7353) loss_vfl_aux_1: 0.7041 (0.6928) loss_vfl_aux_2: 0.6910 (0.6690) loss_vfl_aux_3: 0.6660 (0.6550) loss_vfl_aux_4: 0.6594 (0.6477) loss_vfl_aux_5: 0.7251 (0.7289) loss_vfl_dn_0: 0.4314 (0.4414) loss_vfl_dn_1: 0.3747 (0.3761) loss_vfl_dn_2: 0.3577 (0.3600) loss_vfl_dn_3: 0.3527 (0.3530) loss_vfl_dn_4: 0.3523 (0.3505) loss_vfl_dn_5: 0.3505 (0.3498) time: 0.4868 data: 0.0165 max mem: 5654 Epoch: [71] [4100/7393] eta: 0:27:11 lr: 0.000010 loss: 15.3986 (15.0455) loss_bbox: 0.1290 (0.1440) loss_bbox_aux_0: 0.1479 (0.1562) loss_bbox_aux_1: 0.1408 (0.1493) loss_bbox_aux_2: 0.1346 (0.1466) loss_bbox_aux_3: 0.1330 (0.1449) loss_bbox_aux_4: 0.1287 (0.1442) loss_bbox_aux_5: 0.1840 (0.1898) loss_bbox_dn_0: 0.2173 (0.2449) loss_bbox_dn_1: 0.1595 (0.1772) loss_bbox_dn_2: 0.1482 (0.1573) loss_bbox_dn_3: 0.1419 (0.1517) loss_bbox_dn_4: 0.1411 (0.1503) loss_bbox_dn_5: 0.1411 (0.1503) loss_giou: 0.4829 (0.4567) loss_giou_aux_0: 0.5133 (0.4799) loss_giou_aux_1: 0.5077 (0.4667) loss_giou_aux_2: 0.4926 (0.4612) loss_giou_aux_3: 0.4886 (0.4583) loss_giou_aux_4: 0.4831 (0.4569) loss_giou_aux_5: 0.5775 (0.5396) loss_giou_dn_0: 0.5574 (0.5524) loss_giou_dn_1: 0.4528 (0.4439) loss_giou_dn_2: 0.4294 (0.4123) loss_giou_dn_3: 0.4234 (0.4039) loss_giou_dn_4: 0.4205 (0.4018) loss_giou_dn_5: 0.4207 (0.4020) loss_vfl: 0.6396 (0.6439) loss_vfl_aux_0: 0.7256 (0.7351) loss_vfl_aux_1: 0.6952 (0.6929) loss_vfl_aux_2: 0.6750 (0.6691) loss_vfl_aux_3: 0.6642 (0.6552) loss_vfl_aux_4: 0.6495 (0.6478) loss_vfl_aux_5: 0.7293 (0.7288) loss_vfl_dn_0: 0.4443 (0.4414) loss_vfl_dn_1: 0.3846 (0.3760) loss_vfl_dn_2: 0.3723 (0.3600) loss_vfl_dn_3: 0.3648 (0.3530) loss_vfl_dn_4: 0.3616 (0.3505) loss_vfl_dn_5: 0.3612 (0.3498) time: 0.4744 data: 0.0169 max mem: 5654 Epoch: [71] [4200/7393] eta: 0:26:21 lr: 0.000010 loss: 14.5292 (15.0445) loss_bbox: 0.1531 (0.1440) loss_bbox_aux_0: 0.1578 (0.1563) loss_bbox_aux_1: 0.1574 (0.1493) loss_bbox_aux_2: 0.1591 (0.1466) loss_bbox_aux_3: 0.1514 (0.1449) loss_bbox_aux_4: 0.1491 (0.1442) loss_bbox_aux_5: 0.2002 (0.1899) loss_bbox_dn_0: 0.2450 (0.2449) loss_bbox_dn_1: 0.1714 (0.1772) loss_bbox_dn_2: 0.1462 (0.1574) loss_bbox_dn_3: 0.1406 (0.1517) loss_bbox_dn_4: 0.1398 (0.1503) loss_bbox_dn_5: 0.1398 (0.1503) loss_giou: 0.4461 (0.4565) loss_giou_aux_0: 0.4810 (0.4798) loss_giou_aux_1: 0.4640 (0.4666) loss_giou_aux_2: 0.4519 (0.4610) loss_giou_aux_3: 0.4509 (0.4581) loss_giou_aux_4: 0.4460 (0.4567) loss_giou_aux_5: 0.5225 (0.5394) loss_giou_dn_0: 0.5373 (0.5523) loss_giou_dn_1: 0.4273 (0.4438) loss_giou_dn_2: 0.4009 (0.4122) loss_giou_dn_3: 0.3934 (0.4039) loss_giou_dn_4: 0.3913 (0.4017) loss_giou_dn_5: 0.3914 (0.4019) loss_vfl: 0.6389 (0.6440) loss_vfl_aux_0: 0.6935 (0.7351) loss_vfl_aux_1: 0.6449 (0.6928) loss_vfl_aux_2: 0.6358 (0.6691) loss_vfl_aux_3: 0.6421 (0.6553) loss_vfl_aux_4: 0.6404 (0.6478) loss_vfl_aux_5: 0.7046 (0.7287) loss_vfl_dn_0: 0.4394 (0.4415) loss_vfl_dn_1: 0.3750 (0.3761) loss_vfl_dn_2: 0.3629 (0.3600) loss_vfl_dn_3: 0.3575 (0.3530) loss_vfl_dn_4: 0.3544 (0.3505) loss_vfl_dn_5: 0.3529 (0.3498) time: 0.4897 data: 0.0166 max mem: 5654 Epoch: [71] [4300/7393] eta: 0:25:31 lr: 0.000010 loss: 14.7590 (15.0402) loss_bbox: 0.1356 (0.1440) loss_bbox_aux_0: 0.1468 (0.1562) loss_bbox_aux_1: 0.1411 (0.1492) loss_bbox_aux_2: 0.1374 (0.1465) loss_bbox_aux_3: 0.1360 (0.1448) loss_bbox_aux_4: 0.1364 (0.1441) loss_bbox_aux_5: 0.1809 (0.1898) loss_bbox_dn_0: 0.2225 (0.2447) loss_bbox_dn_1: 0.1532 (0.1771) loss_bbox_dn_2: 0.1330 (0.1572) loss_bbox_dn_3: 0.1269 (0.1516) loss_bbox_dn_4: 0.1231 (0.1502) loss_bbox_dn_5: 0.1231 (0.1502) loss_giou: 0.4313 (0.4564) loss_giou_aux_0: 0.4595 (0.4797) loss_giou_aux_1: 0.4349 (0.4665) loss_giou_aux_2: 0.4331 (0.4610) loss_giou_aux_3: 0.4215 (0.4580) loss_giou_aux_4: 0.4252 (0.4567) loss_giou_aux_5: 0.5197 (0.5393) loss_giou_dn_0: 0.5507 (0.5522) loss_giou_dn_1: 0.4467 (0.4437) loss_giou_dn_2: 0.4152 (0.4121) loss_giou_dn_3: 0.4079 (0.4037) loss_giou_dn_4: 0.4055 (0.4016) loss_giou_dn_5: 0.4057 (0.4018) loss_vfl: 0.6325 (0.6438) loss_vfl_aux_0: 0.7112 (0.7349) loss_vfl_aux_1: 0.6811 (0.6925) loss_vfl_aux_2: 0.6466 (0.6688) loss_vfl_aux_3: 0.6376 (0.6552) loss_vfl_aux_4: 0.6354 (0.6476) loss_vfl_aux_5: 0.7208 (0.7285) loss_vfl_dn_0: 0.4429 (0.4414) loss_vfl_dn_1: 0.3735 (0.3760) loss_vfl_dn_2: 0.3603 (0.3600) loss_vfl_dn_3: 0.3517 (0.3530) loss_vfl_dn_4: 0.3495 (0.3505) loss_vfl_dn_5: 0.3479 (0.3498) time: 0.4848 data: 0.0172 max mem: 5654 Epoch: [71] [4400/7393] eta: 0:24:40 lr: 0.000010 loss: 14.7287 (15.0403) loss_bbox: 0.1319 (0.1439) loss_bbox_aux_0: 0.1398 (0.1562) loss_bbox_aux_1: 0.1371 (0.1492) loss_bbox_aux_2: 0.1278 (0.1465) loss_bbox_aux_3: 0.1315 (0.1448) loss_bbox_aux_4: 0.1333 (0.1441) loss_bbox_aux_5: 0.1713 (0.1898) loss_bbox_dn_0: 0.2258 (0.2447) loss_bbox_dn_1: 0.1559 (0.1771) loss_bbox_dn_2: 0.1402 (0.1573) loss_bbox_dn_3: 0.1345 (0.1516) loss_bbox_dn_4: 0.1338 (0.1503) loss_bbox_dn_5: 0.1338 (0.1503) loss_giou: 0.4422 (0.4565) loss_giou_aux_0: 0.4790 (0.4796) loss_giou_aux_1: 0.4568 (0.4665) loss_giou_aux_2: 0.4515 (0.4610) loss_giou_aux_3: 0.4458 (0.4580) loss_giou_aux_4: 0.4448 (0.4567) loss_giou_aux_5: 0.5267 (0.5393) loss_giou_dn_0: 0.5398 (0.5522) loss_giou_dn_1: 0.4385 (0.4437) loss_giou_dn_2: 0.3984 (0.4121) loss_giou_dn_3: 0.3943 (0.4037) loss_giou_dn_4: 0.3929 (0.4016) loss_giou_dn_5: 0.3929 (0.4018) loss_vfl: 0.6632 (0.6438) loss_vfl_aux_0: 0.7275 (0.7349) loss_vfl_aux_1: 0.6846 (0.6926) loss_vfl_aux_2: 0.6728 (0.6688) loss_vfl_aux_3: 0.6616 (0.6553) loss_vfl_aux_4: 0.6582 (0.6477) loss_vfl_aux_5: 0.7390 (0.7284) loss_vfl_dn_0: 0.4392 (0.4414) loss_vfl_dn_1: 0.3725 (0.3760) loss_vfl_dn_2: 0.3583 (0.3600) loss_vfl_dn_3: 0.3501 (0.3529) loss_vfl_dn_4: 0.3487 (0.3505) loss_vfl_dn_5: 0.3471 (0.3497) time: 0.4815 data: 0.0166 max mem: 5654 Epoch: [71] [4500/7393] eta: 0:23:50 lr: 0.000010 loss: 14.5805 (15.0419) loss_bbox: 0.1150 (0.1439) loss_bbox_aux_0: 0.1309 (0.1562) loss_bbox_aux_1: 0.1198 (0.1492) loss_bbox_aux_2: 0.1209 (0.1465) loss_bbox_aux_3: 0.1163 (0.1447) loss_bbox_aux_4: 0.1161 (0.1440) loss_bbox_aux_5: 0.1486 (0.1897) loss_bbox_dn_0: 0.2041 (0.2449) loss_bbox_dn_1: 0.1497 (0.1772) loss_bbox_dn_2: 0.1328 (0.1574) loss_bbox_dn_3: 0.1284 (0.1517) loss_bbox_dn_4: 0.1269 (0.1504) loss_bbox_dn_5: 0.1269 (0.1504) loss_giou: 0.4007 (0.4562) loss_giou_aux_0: 0.4290 (0.4795) loss_giou_aux_1: 0.4104 (0.4662) loss_giou_aux_2: 0.4087 (0.4608) loss_giou_aux_3: 0.4104 (0.4578) loss_giou_aux_4: 0.4064 (0.4564) loss_giou_aux_5: 0.4876 (0.5391) loss_giou_dn_0: 0.5317 (0.5521) loss_giou_dn_1: 0.4291 (0.4436) loss_giou_dn_2: 0.3919 (0.4120) loss_giou_dn_3: 0.3828 (0.4037) loss_giou_dn_4: 0.3800 (0.4015) loss_giou_dn_5: 0.3805 (0.4017) loss_vfl: 0.6476 (0.6443) loss_vfl_aux_0: 0.7436 (0.7350) loss_vfl_aux_1: 0.7167 (0.6929) loss_vfl_aux_2: 0.6633 (0.6692) loss_vfl_aux_3: 0.6653 (0.6556) loss_vfl_aux_4: 0.6515 (0.6482) loss_vfl_aux_5: 0.7296 (0.7287) loss_vfl_dn_0: 0.4447 (0.4415) loss_vfl_dn_1: 0.3800 (0.3761) loss_vfl_dn_2: 0.3596 (0.3600) loss_vfl_dn_3: 0.3539 (0.3530) loss_vfl_dn_4: 0.3518 (0.3505) loss_vfl_dn_5: 0.3513 (0.3498) time: 0.4863 data: 0.0169 max mem: 5654 Epoch: [71] [4600/7393] eta: 0:22:59 lr: 0.000010 loss: 14.9038 (15.0459) loss_bbox: 0.1320 (0.1439) loss_bbox_aux_0: 0.1417 (0.1561) loss_bbox_aux_1: 0.1406 (0.1492) loss_bbox_aux_2: 0.1299 (0.1465) loss_bbox_aux_3: 0.1289 (0.1447) loss_bbox_aux_4: 0.1320 (0.1440) loss_bbox_aux_5: 0.1699 (0.1896) loss_bbox_dn_0: 0.2179 (0.2447) loss_bbox_dn_1: 0.1578 (0.1771) loss_bbox_dn_2: 0.1373 (0.1573) loss_bbox_dn_3: 0.1313 (0.1517) loss_bbox_dn_4: 0.1306 (0.1503) loss_bbox_dn_5: 0.1306 (0.1503) loss_giou: 0.4517 (0.4566) loss_giou_aux_0: 0.4675 (0.4798) loss_giou_aux_1: 0.4627 (0.4665) loss_giou_aux_2: 0.4583 (0.4611) loss_giou_aux_3: 0.4536 (0.4581) loss_giou_aux_4: 0.4522 (0.4568) loss_giou_aux_5: 0.5209 (0.5395) loss_giou_dn_0: 0.5337 (0.5524) loss_giou_dn_1: 0.4267 (0.4439) loss_giou_dn_2: 0.3952 (0.4123) loss_giou_dn_3: 0.3866 (0.4040) loss_giou_dn_4: 0.3848 (0.4019) loss_giou_dn_5: 0.3857 (0.4021) loss_vfl: 0.6375 (0.6443) loss_vfl_aux_0: 0.7057 (0.7351) loss_vfl_aux_1: 0.6715 (0.6930) loss_vfl_aux_2: 0.6598 (0.6693) loss_vfl_aux_3: 0.6491 (0.6557) loss_vfl_aux_4: 0.6345 (0.6483) loss_vfl_aux_5: 0.6991 (0.7286) loss_vfl_dn_0: 0.4454 (0.4415) loss_vfl_dn_1: 0.3742 (0.3761) loss_vfl_dn_2: 0.3553 (0.3601) loss_vfl_dn_3: 0.3493 (0.3531) loss_vfl_dn_4: 0.3465 (0.3506) loss_vfl_dn_5: 0.3463 (0.3498) time: 0.4728 data: 0.0166 max mem: 5654 Epoch: [71] [4700/7393] eta: 0:22:09 lr: 0.000010 loss: 15.8323 (15.0509) loss_bbox: 0.1435 (0.1440) loss_bbox_aux_0: 0.1606 (0.1562) loss_bbox_aux_1: 0.1474 (0.1493) loss_bbox_aux_2: 0.1460 (0.1465) loss_bbox_aux_3: 0.1420 (0.1448) loss_bbox_aux_4: 0.1428 (0.1441) loss_bbox_aux_5: 0.1888 (0.1897) loss_bbox_dn_0: 0.2500 (0.2450) loss_bbox_dn_1: 0.1764 (0.1773) loss_bbox_dn_2: 0.1503 (0.1575) loss_bbox_dn_3: 0.1452 (0.1519) loss_bbox_dn_4: 0.1433 (0.1505) loss_bbox_dn_5: 0.1433 (0.1505) loss_giou: 0.4606 (0.4565) loss_giou_aux_0: 0.5089 (0.4798) loss_giou_aux_1: 0.4851 (0.4665) loss_giou_aux_2: 0.4754 (0.4611) loss_giou_aux_3: 0.4662 (0.4581) loss_giou_aux_4: 0.4605 (0.4567) loss_giou_aux_5: 0.5559 (0.5394) loss_giou_dn_0: 0.5717 (0.5525) loss_giou_dn_1: 0.4672 (0.4440) loss_giou_dn_2: 0.4323 (0.4124) loss_giou_dn_3: 0.4295 (0.4041) loss_giou_dn_4: 0.4265 (0.4019) loss_giou_dn_5: 0.4265 (0.4021) loss_vfl: 0.6619 (0.6447) loss_vfl_aux_0: 0.7337 (0.7355) loss_vfl_aux_1: 0.6963 (0.6934) loss_vfl_aux_2: 0.6732 (0.6697) loss_vfl_aux_3: 0.6648 (0.6561) loss_vfl_aux_4: 0.6642 (0.6487) loss_vfl_aux_5: 0.7243 (0.7289) loss_vfl_dn_0: 0.4458 (0.4416) loss_vfl_dn_1: 0.3814 (0.3762) loss_vfl_dn_2: 0.3685 (0.3602) loss_vfl_dn_3: 0.3611 (0.3531) loss_vfl_dn_4: 0.3572 (0.3506) loss_vfl_dn_5: 0.3576 (0.3499) time: 0.4787 data: 0.0166 max mem: 5654 Epoch: [71] [4800/7393] eta: 0:21:20 lr: 0.000010 loss: 15.1122 (15.0507) loss_bbox: 0.1475 (0.1440) loss_bbox_aux_0: 0.1525 (0.1563) loss_bbox_aux_1: 0.1464 (0.1494) loss_bbox_aux_2: 0.1427 (0.1466) loss_bbox_aux_3: 0.1462 (0.1449) loss_bbox_aux_4: 0.1474 (0.1441) loss_bbox_aux_5: 0.1936 (0.1898) loss_bbox_dn_0: 0.2544 (0.2452) loss_bbox_dn_1: 0.1776 (0.1774) loss_bbox_dn_2: 0.1505 (0.1576) loss_bbox_dn_3: 0.1479 (0.1520) loss_bbox_dn_4: 0.1491 (0.1506) loss_bbox_dn_5: 0.1490 (0.1506) loss_giou: 0.4510 (0.4564) loss_giou_aux_0: 0.4716 (0.4795) loss_giou_aux_1: 0.4628 (0.4664) loss_giou_aux_2: 0.4555 (0.4609) loss_giou_aux_3: 0.4445 (0.4579) loss_giou_aux_4: 0.4450 (0.4565) loss_giou_aux_5: 0.5303 (0.5392) loss_giou_dn_0: 0.5540 (0.5524) loss_giou_dn_1: 0.4339 (0.4439) loss_giou_dn_2: 0.4054 (0.4123) loss_giou_dn_3: 0.3978 (0.4040) loss_giou_dn_4: 0.3967 (0.4019) loss_giou_dn_5: 0.3965 (0.4020) loss_vfl: 0.6150 (0.6447) loss_vfl_aux_0: 0.7233 (0.7357) loss_vfl_aux_1: 0.6633 (0.6934) loss_vfl_aux_2: 0.6439 (0.6696) loss_vfl_aux_3: 0.6321 (0.6562) loss_vfl_aux_4: 0.6220 (0.6487) loss_vfl_aux_5: 0.7037 (0.7290) loss_vfl_dn_0: 0.4461 (0.4416) loss_vfl_dn_1: 0.3750 (0.3762) loss_vfl_dn_2: 0.3575 (0.3602) loss_vfl_dn_3: 0.3479 (0.3531) loss_vfl_dn_4: 0.3437 (0.3506) loss_vfl_dn_5: 0.3432 (0.3499) time: 0.4826 data: 0.0169 max mem: 5654 Epoch: [71] [4900/7393] eta: 0:20:30 lr: 0.000010 loss: 15.3691 (15.0537) loss_bbox: 0.1525 (0.1440) loss_bbox_aux_0: 0.1655 (0.1563) loss_bbox_aux_1: 0.1551 (0.1493) loss_bbox_aux_2: 0.1559 (0.1466) loss_bbox_aux_3: 0.1542 (0.1449) loss_bbox_aux_4: 0.1524 (0.1441) loss_bbox_aux_5: 0.2033 (0.1897) loss_bbox_dn_0: 0.2595 (0.2452) loss_bbox_dn_1: 0.1842 (0.1774) loss_bbox_dn_2: 0.1636 (0.1576) loss_bbox_dn_3: 0.1569 (0.1520) loss_bbox_dn_4: 0.1553 (0.1506) loss_bbox_dn_5: 0.1553 (0.1506) loss_giou: 0.4510 (0.4565) loss_giou_aux_0: 0.4786 (0.4797) loss_giou_aux_1: 0.4522 (0.4665) loss_giou_aux_2: 0.4623 (0.4611) loss_giou_aux_3: 0.4471 (0.4580) loss_giou_aux_4: 0.4453 (0.4566) loss_giou_aux_5: 0.5446 (0.5393) loss_giou_dn_0: 0.5457 (0.5526) loss_giou_dn_1: 0.4459 (0.4441) loss_giou_dn_2: 0.4195 (0.4125) loss_giou_dn_3: 0.4106 (0.4041) loss_giou_dn_4: 0.4089 (0.4020) loss_giou_dn_5: 0.4089 (0.4022) loss_vfl: 0.6436 (0.6449) loss_vfl_aux_0: 0.7337 (0.7359) loss_vfl_aux_1: 0.6830 (0.6936) loss_vfl_aux_2: 0.6708 (0.6698) loss_vfl_aux_3: 0.6680 (0.6563) loss_vfl_aux_4: 0.6417 (0.6489) loss_vfl_aux_5: 0.7051 (0.7290) loss_vfl_dn_0: 0.4433 (0.4416) loss_vfl_dn_1: 0.3816 (0.3762) loss_vfl_dn_2: 0.3651 (0.3602) loss_vfl_dn_3: 0.3559 (0.3531) loss_vfl_dn_4: 0.3526 (0.3507) loss_vfl_dn_5: 0.3540 (0.3499) time: 0.4860 data: 0.0166 max mem: 5654 Epoch: [71] [5000/7393] eta: 0:19:40 lr: 0.000010 loss: 15.1874 (15.0540) loss_bbox: 0.1379 (0.1442) loss_bbox_aux_0: 0.1556 (0.1564) loss_bbox_aux_1: 0.1439 (0.1494) loss_bbox_aux_2: 0.1420 (0.1468) loss_bbox_aux_3: 0.1360 (0.1450) loss_bbox_aux_4: 0.1381 (0.1442) loss_bbox_aux_5: 0.1812 (0.1899) loss_bbox_dn_0: 0.2334 (0.2455) loss_bbox_dn_1: 0.1622 (0.1776) loss_bbox_dn_2: 0.1386 (0.1578) loss_bbox_dn_3: 0.1324 (0.1521) loss_bbox_dn_4: 0.1324 (0.1507) loss_bbox_dn_5: 0.1324 (0.1507) loss_giou: 0.4595 (0.4563) loss_giou_aux_0: 0.4955 (0.4795) loss_giou_aux_1: 0.4808 (0.4663) loss_giou_aux_2: 0.4570 (0.4609) loss_giou_aux_3: 0.4575 (0.4578) loss_giou_aux_4: 0.4596 (0.4564) loss_giou_aux_5: 0.5442 (0.5392) loss_giou_dn_0: 0.5520 (0.5525) loss_giou_dn_1: 0.4454 (0.4439) loss_giou_dn_2: 0.4163 (0.4123) loss_giou_dn_3: 0.4105 (0.4040) loss_giou_dn_4: 0.4078 (0.4018) loss_giou_dn_5: 0.4083 (0.4020) loss_vfl: 0.6588 (0.6450) loss_vfl_aux_0: 0.7119 (0.7361) loss_vfl_aux_1: 0.6910 (0.6937) loss_vfl_aux_2: 0.6611 (0.6698) loss_vfl_aux_3: 0.6461 (0.6564) loss_vfl_aux_4: 0.6580 (0.6490) loss_vfl_aux_5: 0.7150 (0.7291) loss_vfl_dn_0: 0.4353 (0.4416) loss_vfl_dn_1: 0.3762 (0.3761) loss_vfl_dn_2: 0.3616 (0.3601) loss_vfl_dn_3: 0.3561 (0.3531) loss_vfl_dn_4: 0.3557 (0.3506) loss_vfl_dn_5: 0.3541 (0.3499) time: 0.4779 data: 0.0171 max mem: 5654 Epoch: [71] [5100/7393] eta: 0:18:50 lr: 0.000010 loss: 15.0446 (15.0569) loss_bbox: 0.1474 (0.1444) loss_bbox_aux_0: 0.1601 (0.1566) loss_bbox_aux_1: 0.1512 (0.1496) loss_bbox_aux_2: 0.1502 (0.1470) loss_bbox_aux_3: 0.1509 (0.1452) loss_bbox_aux_4: 0.1459 (0.1444) loss_bbox_aux_5: 0.1851 (0.1901) loss_bbox_dn_0: 0.2307 (0.2458) loss_bbox_dn_1: 0.1664 (0.1779) loss_bbox_dn_2: 0.1449 (0.1580) loss_bbox_dn_3: 0.1389 (0.1524) loss_bbox_dn_4: 0.1377 (0.1510) loss_bbox_dn_5: 0.1377 (0.1510) loss_giou: 0.4658 (0.4562) loss_giou_aux_0: 0.4973 (0.4795) loss_giou_aux_1: 0.4826 (0.4663) loss_giou_aux_2: 0.4776 (0.4609) loss_giou_aux_3: 0.4691 (0.4578) loss_giou_aux_4: 0.4657 (0.4564) loss_giou_aux_5: 0.5305 (0.5391) loss_giou_dn_0: 0.5557 (0.5525) loss_giou_dn_1: 0.4597 (0.4440) loss_giou_dn_2: 0.4280 (0.4123) loss_giou_dn_3: 0.4183 (0.4040) loss_giou_dn_4: 0.4135 (0.4019) loss_giou_dn_5: 0.4134 (0.4021) loss_vfl: 0.6591 (0.6449) loss_vfl_aux_0: 0.7394 (0.7360) loss_vfl_aux_1: 0.6923 (0.6937) loss_vfl_aux_2: 0.6706 (0.6698) loss_vfl_aux_3: 0.6561 (0.6565) loss_vfl_aux_4: 0.6587 (0.6490) loss_vfl_aux_5: 0.7476 (0.7293) loss_vfl_dn_0: 0.4422 (0.4416) loss_vfl_dn_1: 0.3725 (0.3761) loss_vfl_dn_2: 0.3550 (0.3601) loss_vfl_dn_3: 0.3501 (0.3531) loss_vfl_dn_4: 0.3479 (0.3506) loss_vfl_dn_5: 0.3471 (0.3499) time: 0.4751 data: 0.0169 max mem: 5654 Epoch: [71] [5200/7393] eta: 0:18:01 lr: 0.000010 loss: 15.2115 (15.0574) loss_bbox: 0.1375 (0.1445) loss_bbox_aux_0: 0.1559 (0.1568) loss_bbox_aux_1: 0.1520 (0.1497) loss_bbox_aux_2: 0.1382 (0.1470) loss_bbox_aux_3: 0.1308 (0.1452) loss_bbox_aux_4: 0.1384 (0.1445) loss_bbox_aux_5: 0.1818 (0.1902) loss_bbox_dn_0: 0.2289 (0.2459) loss_bbox_dn_1: 0.1675 (0.1780) loss_bbox_dn_2: 0.1447 (0.1581) loss_bbox_dn_3: 0.1399 (0.1524) loss_bbox_dn_4: 0.1354 (0.1511) loss_bbox_dn_5: 0.1354 (0.1511) loss_giou: 0.4394 (0.4561) loss_giou_aux_0: 0.4605 (0.4794) loss_giou_aux_1: 0.4650 (0.4662) loss_giou_aux_2: 0.4428 (0.4608) loss_giou_aux_3: 0.4375 (0.4576) loss_giou_aux_4: 0.4380 (0.4562) loss_giou_aux_5: 0.5058 (0.5390) loss_giou_dn_0: 0.5646 (0.5524) loss_giou_dn_1: 0.4604 (0.4438) loss_giou_dn_2: 0.4270 (0.4121) loss_giou_dn_3: 0.4173 (0.4038) loss_giou_dn_4: 0.4111 (0.4017) loss_giou_dn_5: 0.4110 (0.4019) loss_vfl: 0.6580 (0.6451) loss_vfl_aux_0: 0.7391 (0.7362) loss_vfl_aux_1: 0.7125 (0.6939) loss_vfl_aux_2: 0.6674 (0.6700) loss_vfl_aux_3: 0.6549 (0.6567) loss_vfl_aux_4: 0.6650 (0.6492) loss_vfl_aux_5: 0.7413 (0.7295) loss_vfl_dn_0: 0.4379 (0.4416) loss_vfl_dn_1: 0.3750 (0.3761) loss_vfl_dn_2: 0.3608 (0.3601) loss_vfl_dn_3: 0.3536 (0.3531) loss_vfl_dn_4: 0.3510 (0.3506) loss_vfl_dn_5: 0.3505 (0.3499) time: 0.4946 data: 0.0168 max mem: 5654 Epoch: [71] [5300/7393] eta: 0:17:11 lr: 0.000010 loss: 14.7379 (15.0547) loss_bbox: 0.1445 (0.1444) loss_bbox_aux_0: 0.1554 (0.1567) loss_bbox_aux_1: 0.1529 (0.1496) loss_bbox_aux_2: 0.1464 (0.1470) loss_bbox_aux_3: 0.1448 (0.1452) loss_bbox_aux_4: 0.1441 (0.1445) loss_bbox_aux_5: 0.1983 (0.1902) loss_bbox_dn_0: 0.2577 (0.2460) loss_bbox_dn_1: 0.1803 (0.1780) loss_bbox_dn_2: 0.1623 (0.1581) loss_bbox_dn_3: 0.1546 (0.1524) loss_bbox_dn_4: 0.1489 (0.1510) loss_bbox_dn_5: 0.1490 (0.1511) loss_giou: 0.4541 (0.4559) loss_giou_aux_0: 0.4717 (0.4792) loss_giou_aux_1: 0.4573 (0.4660) loss_giou_aux_2: 0.4515 (0.4606) loss_giou_aux_3: 0.4493 (0.4574) loss_giou_aux_4: 0.4453 (0.4560) loss_giou_aux_5: 0.5196 (0.5389) loss_giou_dn_0: 0.5506 (0.5523) loss_giou_dn_1: 0.4512 (0.4437) loss_giou_dn_2: 0.4249 (0.4121) loss_giou_dn_3: 0.4149 (0.4038) loss_giou_dn_4: 0.4111 (0.4016) loss_giou_dn_5: 0.4109 (0.4018) loss_vfl: 0.6175 (0.6451) loss_vfl_aux_0: 0.7182 (0.7361) loss_vfl_aux_1: 0.6698 (0.6939) loss_vfl_aux_2: 0.6316 (0.6699) loss_vfl_aux_3: 0.6315 (0.6566) loss_vfl_aux_4: 0.6250 (0.6491) loss_vfl_aux_5: 0.7194 (0.7295) loss_vfl_dn_0: 0.4399 (0.4416) loss_vfl_dn_1: 0.3684 (0.3761) loss_vfl_dn_2: 0.3523 (0.3600) loss_vfl_dn_3: 0.3464 (0.3530) loss_vfl_dn_4: 0.3437 (0.3505) loss_vfl_dn_5: 0.3444 (0.3498) time: 0.4915 data: 0.0171 max mem: 5654 Epoch: [71] [5400/7393] eta: 0:16:21 lr: 0.000010 loss: 14.6329 (15.0541) loss_bbox: 0.1270 (0.1445) loss_bbox_aux_0: 0.1385 (0.1568) loss_bbox_aux_1: 0.1321 (0.1497) loss_bbox_aux_2: 0.1230 (0.1471) loss_bbox_aux_3: 0.1200 (0.1452) loss_bbox_aux_4: 0.1267 (0.1445) loss_bbox_aux_5: 0.1875 (0.1904) loss_bbox_dn_0: 0.2184 (0.2461) loss_bbox_dn_1: 0.1599 (0.1781) loss_bbox_dn_2: 0.1442 (0.1582) loss_bbox_dn_3: 0.1409 (0.1525) loss_bbox_dn_4: 0.1415 (0.1511) loss_bbox_dn_5: 0.1415 (0.1511) loss_giou: 0.4451 (0.4558) loss_giou_aux_0: 0.4651 (0.4791) loss_giou_aux_1: 0.4543 (0.4659) loss_giou_aux_2: 0.4481 (0.4605) loss_giou_aux_3: 0.4489 (0.4573) loss_giou_aux_4: 0.4503 (0.4560) loss_giou_aux_5: 0.5337 (0.5388) loss_giou_dn_0: 0.5419 (0.5521) loss_giou_dn_1: 0.4305 (0.4436) loss_giou_dn_2: 0.3899 (0.4119) loss_giou_dn_3: 0.3812 (0.4036) loss_giou_dn_4: 0.3817 (0.4014) loss_giou_dn_5: 0.3817 (0.4016) loss_vfl: 0.6337 (0.6451) loss_vfl_aux_0: 0.7313 (0.7362) loss_vfl_aux_1: 0.6739 (0.6939) loss_vfl_aux_2: 0.6518 (0.6700) loss_vfl_aux_3: 0.6638 (0.6566) loss_vfl_aux_4: 0.6355 (0.6491) loss_vfl_aux_5: 0.7129 (0.7296) loss_vfl_dn_0: 0.4440 (0.4416) loss_vfl_dn_1: 0.3725 (0.3760) loss_vfl_dn_2: 0.3557 (0.3600) loss_vfl_dn_3: 0.3460 (0.3529) loss_vfl_dn_4: 0.3431 (0.3505) loss_vfl_dn_5: 0.3440 (0.3497) time: 0.4790 data: 0.0165 max mem: 5654 Epoch: [71] [5500/7393] eta: 0:15:34 lr: 0.000010 loss: 15.1554 (15.0585) loss_bbox: 0.1388 (0.1445) loss_bbox_aux_0: 0.1482 (0.1569) loss_bbox_aux_1: 0.1436 (0.1498) loss_bbox_aux_2: 0.1418 (0.1471) loss_bbox_aux_3: 0.1397 (0.1453) loss_bbox_aux_4: 0.1379 (0.1446) loss_bbox_aux_5: 0.1914 (0.1904) loss_bbox_dn_0: 0.2205 (0.2461) loss_bbox_dn_1: 0.1723 (0.1781) loss_bbox_dn_2: 0.1526 (0.1582) loss_bbox_dn_3: 0.1484 (0.1525) loss_bbox_dn_4: 0.1476 (0.1511) loss_bbox_dn_5: 0.1477 (0.1511) loss_giou: 0.4575 (0.4559) loss_giou_aux_0: 0.4752 (0.4793) loss_giou_aux_1: 0.4630 (0.4661) loss_giou_aux_2: 0.4539 (0.4606) loss_giou_aux_3: 0.4588 (0.4574) loss_giou_aux_4: 0.4495 (0.4561) loss_giou_aux_5: 0.5244 (0.5390) loss_giou_dn_0: 0.5452 (0.5522) loss_giou_dn_1: 0.4464 (0.4437) loss_giou_dn_2: 0.4176 (0.4120) loss_giou_dn_3: 0.4102 (0.4037) loss_giou_dn_4: 0.4071 (0.4015) loss_giou_dn_5: 0.4072 (0.4017) loss_vfl: 0.6550 (0.6454) loss_vfl_aux_0: 0.7286 (0.7366) loss_vfl_aux_1: 0.6770 (0.6941) loss_vfl_aux_2: 0.6580 (0.6703) loss_vfl_aux_3: 0.6484 (0.6569) loss_vfl_aux_4: 0.6570 (0.6494) loss_vfl_aux_5: 0.7163 (0.7298) loss_vfl_dn_0: 0.4443 (0.4417) loss_vfl_dn_1: 0.3800 (0.3761) loss_vfl_dn_2: 0.3646 (0.3600) loss_vfl_dn_3: 0.3529 (0.3530) loss_vfl_dn_4: 0.3492 (0.3505) loss_vfl_dn_5: 0.3493 (0.3498) time: 0.4843 data: 0.0168 max mem: 5654 Epoch: [71] [5600/7393] eta: 0:14:47 lr: 0.000010 loss: 15.1159 (15.0597) loss_bbox: 0.1413 (0.1445) loss_bbox_aux_0: 0.1611 (0.1569) loss_bbox_aux_1: 0.1458 (0.1498) loss_bbox_aux_2: 0.1465 (0.1471) loss_bbox_aux_3: 0.1443 (0.1452) loss_bbox_aux_4: 0.1411 (0.1446) loss_bbox_aux_5: 0.1953 (0.1904) loss_bbox_dn_0: 0.2514 (0.2461) loss_bbox_dn_1: 0.1812 (0.1781) loss_bbox_dn_2: 0.1604 (0.1582) loss_bbox_dn_3: 0.1505 (0.1525) loss_bbox_dn_4: 0.1485 (0.1511) loss_bbox_dn_5: 0.1485 (0.1511) loss_giou: 0.4382 (0.4561) loss_giou_aux_0: 0.4539 (0.4794) loss_giou_aux_1: 0.4584 (0.4663) loss_giou_aux_2: 0.4392 (0.4608) loss_giou_aux_3: 0.4404 (0.4576) loss_giou_aux_4: 0.4344 (0.4563) loss_giou_aux_5: 0.5150 (0.5391) loss_giou_dn_0: 0.5312 (0.5523) loss_giou_dn_1: 0.4278 (0.4437) loss_giou_dn_2: 0.3914 (0.4121) loss_giou_dn_3: 0.3801 (0.4037) loss_giou_dn_4: 0.3778 (0.4016) loss_giou_dn_5: 0.3784 (0.4018) loss_vfl: 0.6259 (0.6454) loss_vfl_aux_0: 0.7039 (0.7364) loss_vfl_aux_1: 0.6744 (0.6940) loss_vfl_aux_2: 0.6588 (0.6702) loss_vfl_aux_3: 0.6353 (0.6569) loss_vfl_aux_4: 0.6316 (0.6494) loss_vfl_aux_5: 0.7185 (0.7297) loss_vfl_dn_0: 0.4377 (0.4417) loss_vfl_dn_1: 0.3697 (0.3761) loss_vfl_dn_2: 0.3589 (0.3601) loss_vfl_dn_3: 0.3476 (0.3530) loss_vfl_dn_4: 0.3461 (0.3505) loss_vfl_dn_5: 0.3446 (0.3498) time: 0.4947 data: 0.0168 max mem: 5654 Epoch: [71] [5700/7393] eta: 0:13:57 lr: 0.000010 loss: 15.0886 (15.0612) loss_bbox: 0.1391 (0.1446) loss_bbox_aux_0: 0.1598 (0.1571) loss_bbox_aux_1: 0.1547 (0.1499) loss_bbox_aux_2: 0.1440 (0.1472) loss_bbox_aux_3: 0.1395 (0.1454) loss_bbox_aux_4: 0.1393 (0.1447) loss_bbox_aux_5: 0.2001 (0.1906) loss_bbox_dn_0: 0.2427 (0.2464) loss_bbox_dn_1: 0.1771 (0.1783) loss_bbox_dn_2: 0.1598 (0.1584) loss_bbox_dn_3: 0.1521 (0.1527) loss_bbox_dn_4: 0.1500 (0.1513) loss_bbox_dn_5: 0.1500 (0.1513) loss_giou: 0.3965 (0.4560) loss_giou_aux_0: 0.4236 (0.4793) loss_giou_aux_1: 0.4095 (0.4661) loss_giou_aux_2: 0.4054 (0.4606) loss_giou_aux_3: 0.3986 (0.4575) loss_giou_aux_4: 0.3963 (0.4562) loss_giou_aux_5: 0.4882 (0.5389) loss_giou_dn_0: 0.5242 (0.5523) loss_giou_dn_1: 0.4175 (0.4437) loss_giou_dn_2: 0.3833 (0.4120) loss_giou_dn_3: 0.3768 (0.4037) loss_giou_dn_4: 0.3732 (0.4016) loss_giou_dn_5: 0.3734 (0.4018) loss_vfl: 0.6684 (0.6454) loss_vfl_aux_0: 0.7523 (0.7366) loss_vfl_aux_1: 0.7081 (0.6941) loss_vfl_aux_2: 0.6879 (0.6703) loss_vfl_aux_3: 0.6790 (0.6570) loss_vfl_aux_4: 0.6783 (0.6495) loss_vfl_aux_5: 0.7613 (0.7298) loss_vfl_dn_0: 0.4488 (0.4417) loss_vfl_dn_1: 0.3703 (0.3761) loss_vfl_dn_2: 0.3560 (0.3601) loss_vfl_dn_3: 0.3493 (0.3530) loss_vfl_dn_4: 0.3485 (0.3505) loss_vfl_dn_5: 0.3477 (0.3498) time: 0.4774 data: 0.0171 max mem: 5654 Epoch: [71] [5800/7393] eta: 0:13:10 lr: 0.000010 loss: 15.2181 (15.0620) loss_bbox: 0.1438 (0.1445) loss_bbox_aux_0: 0.1574 (0.1570) loss_bbox_aux_1: 0.1565 (0.1498) loss_bbox_aux_2: 0.1518 (0.1471) loss_bbox_aux_3: 0.1509 (0.1453) loss_bbox_aux_4: 0.1441 (0.1446) loss_bbox_aux_5: 0.1851 (0.1905) loss_bbox_dn_0: 0.2333 (0.2464) loss_bbox_dn_1: 0.1732 (0.1783) loss_bbox_dn_2: 0.1535 (0.1583) loss_bbox_dn_3: 0.1483 (0.1526) loss_bbox_dn_4: 0.1471 (0.1513) loss_bbox_dn_5: 0.1471 (0.1513) loss_giou: 0.4254 (0.4561) loss_giou_aux_0: 0.4499 (0.4794) loss_giou_aux_1: 0.4402 (0.4662) loss_giou_aux_2: 0.4360 (0.4608) loss_giou_aux_3: 0.4324 (0.4575) loss_giou_aux_4: 0.4270 (0.4563) loss_giou_aux_5: 0.4956 (0.5390) loss_giou_dn_0: 0.5531 (0.5524) loss_giou_dn_1: 0.4491 (0.4438) loss_giou_dn_2: 0.4155 (0.4121) loss_giou_dn_3: 0.4037 (0.4038) loss_giou_dn_4: 0.4022 (0.4016) loss_giou_dn_5: 0.4021 (0.4018) loss_vfl: 0.6513 (0.6455) loss_vfl_aux_0: 0.7208 (0.7365) loss_vfl_aux_1: 0.6911 (0.6940) loss_vfl_aux_2: 0.6738 (0.6703) loss_vfl_aux_3: 0.6459 (0.6570) loss_vfl_aux_4: 0.6480 (0.6495) loss_vfl_aux_5: 0.7182 (0.7299) loss_vfl_dn_0: 0.4479 (0.4417) loss_vfl_dn_1: 0.3836 (0.3761) loss_vfl_dn_2: 0.3708 (0.3601) loss_vfl_dn_3: 0.3640 (0.3531) loss_vfl_dn_4: 0.3607 (0.3506) loss_vfl_dn_5: 0.3592 (0.3498) time: 0.8495 data: 0.0167 max mem: 5654 Epoch: [71] [5900/7393] eta: 0:12:20 lr: 0.000010 loss: 15.0620 (15.0609) loss_bbox: 0.1189 (0.1444) loss_bbox_aux_0: 0.1328 (0.1569) loss_bbox_aux_1: 0.1245 (0.1497) loss_bbox_aux_2: 0.1247 (0.1470) loss_bbox_aux_3: 0.1187 (0.1452) loss_bbox_aux_4: 0.1193 (0.1445) loss_bbox_aux_5: 0.1717 (0.1904) loss_bbox_dn_0: 0.2143 (0.2462) loss_bbox_dn_1: 0.1534 (0.1782) loss_bbox_dn_2: 0.1422 (0.1582) loss_bbox_dn_3: 0.1382 (0.1526) loss_bbox_dn_4: 0.1356 (0.1512) loss_bbox_dn_5: 0.1356 (0.1512) loss_giou: 0.4510 (0.4562) loss_giou_aux_0: 0.4756 (0.4796) loss_giou_aux_1: 0.4594 (0.4664) loss_giou_aux_2: 0.4677 (0.4609) loss_giou_aux_3: 0.4550 (0.4577) loss_giou_aux_4: 0.4503 (0.4564) loss_giou_aux_5: 0.5392 (0.5392) loss_giou_dn_0: 0.5715 (0.5525) loss_giou_dn_1: 0.4643 (0.4438) loss_giou_dn_2: 0.4309 (0.4122) loss_giou_dn_3: 0.4252 (0.4039) loss_giou_dn_4: 0.4227 (0.4017) loss_giou_dn_5: 0.4228 (0.4019) loss_vfl: 0.6532 (0.6454) loss_vfl_aux_0: 0.7411 (0.7362) loss_vfl_aux_1: 0.6745 (0.6938) loss_vfl_aux_2: 0.6765 (0.6701) loss_vfl_aux_3: 0.6713 (0.6569) loss_vfl_aux_4: 0.6617 (0.6494) loss_vfl_aux_5: 0.7269 (0.7296) loss_vfl_dn_0: 0.4370 (0.4417) loss_vfl_dn_1: 0.3692 (0.3761) loss_vfl_dn_2: 0.3539 (0.3601) loss_vfl_dn_3: 0.3468 (0.3530) loss_vfl_dn_4: 0.3444 (0.3506) loss_vfl_dn_5: 0.3421 (0.3498) time: 0.4810 data: 0.0168 max mem: 5654 Epoch: [71] [6000/7393] eta: 0:11:30 lr: 0.000010 loss: 14.8010 (15.0618) loss_bbox: 0.1415 (0.1444) loss_bbox_aux_0: 0.1549 (0.1569) loss_bbox_aux_1: 0.1532 (0.1497) loss_bbox_aux_2: 0.1431 (0.1470) loss_bbox_aux_3: 0.1415 (0.1451) loss_bbox_aux_4: 0.1404 (0.1445) loss_bbox_aux_5: 0.1836 (0.1904) loss_bbox_dn_0: 0.2470 (0.2463) loss_bbox_dn_1: 0.1789 (0.1782) loss_bbox_dn_2: 0.1589 (0.1583) loss_bbox_dn_3: 0.1538 (0.1526) loss_bbox_dn_4: 0.1519 (0.1512) loss_bbox_dn_5: 0.1519 (0.1512) loss_giou: 0.4444 (0.4562) loss_giou_aux_0: 0.4563 (0.4794) loss_giou_aux_1: 0.4525 (0.4664) loss_giou_aux_2: 0.4448 (0.4608) loss_giou_aux_3: 0.4488 (0.4576) loss_giou_aux_4: 0.4441 (0.4563) loss_giou_aux_5: 0.5231 (0.5391) loss_giou_dn_0: 0.5418 (0.5524) loss_giou_dn_1: 0.4312 (0.4438) loss_giou_dn_2: 0.3982 (0.4121) loss_giou_dn_3: 0.3907 (0.4038) loss_giou_dn_4: 0.3899 (0.4017) loss_giou_dn_5: 0.3901 (0.4019) loss_vfl: 0.6703 (0.6456) loss_vfl_aux_0: 0.7600 (0.7365) loss_vfl_aux_1: 0.7069 (0.6941) loss_vfl_aux_2: 0.6759 (0.6703) loss_vfl_aux_3: 0.6808 (0.6572) loss_vfl_aux_4: 0.6675 (0.6496) loss_vfl_aux_5: 0.7487 (0.7298) loss_vfl_dn_0: 0.4469 (0.4417) loss_vfl_dn_1: 0.3759 (0.3761) loss_vfl_dn_2: 0.3560 (0.3601) loss_vfl_dn_3: 0.3528 (0.3531) loss_vfl_dn_4: 0.3493 (0.3506) loss_vfl_dn_5: 0.3509 (0.3499) time: 0.4833 data: 0.0167 max mem: 5654 Epoch: [71] [6100/7393] eta: 0:10:40 lr: 0.000010 loss: 14.8083 (15.0608) loss_bbox: 0.1415 (0.1445) loss_bbox_aux_0: 0.1564 (0.1570) loss_bbox_aux_1: 0.1448 (0.1498) loss_bbox_aux_2: 0.1444 (0.1471) loss_bbox_aux_3: 0.1484 (0.1452) loss_bbox_aux_4: 0.1415 (0.1446) loss_bbox_aux_5: 0.1962 (0.1905) loss_bbox_dn_0: 0.2707 (0.2465) loss_bbox_dn_1: 0.1917 (0.1784) loss_bbox_dn_2: 0.1674 (0.1584) loss_bbox_dn_3: 0.1638 (0.1528) loss_bbox_dn_4: 0.1620 (0.1514) loss_bbox_dn_5: 0.1620 (0.1514) loss_giou: 0.3893 (0.4558) loss_giou_aux_0: 0.4231 (0.4790) loss_giou_aux_1: 0.4093 (0.4659) loss_giou_aux_2: 0.4097 (0.4604) loss_giou_aux_3: 0.3904 (0.4572) loss_giou_aux_4: 0.3847 (0.4559) loss_giou_aux_5: 0.4806 (0.5387) loss_giou_dn_0: 0.4956 (0.5522) loss_giou_dn_1: 0.3917 (0.4436) loss_giou_dn_2: 0.3681 (0.4119) loss_giou_dn_3: 0.3616 (0.4036) loss_giou_dn_4: 0.3596 (0.4015) loss_giou_dn_5: 0.3597 (0.4017) loss_vfl: 0.6221 (0.6456) loss_vfl_aux_0: 0.7511 (0.7368) loss_vfl_aux_1: 0.6953 (0.6943) loss_vfl_aux_2: 0.6391 (0.6704) loss_vfl_aux_3: 0.6508 (0.6573) loss_vfl_aux_4: 0.6398 (0.6497) loss_vfl_aux_5: 0.7401 (0.7301) loss_vfl_dn_0: 0.4409 (0.4418) loss_vfl_dn_1: 0.3685 (0.3761) loss_vfl_dn_2: 0.3501 (0.3601) loss_vfl_dn_3: 0.3447 (0.3531) loss_vfl_dn_4: 0.3429 (0.3506) loss_vfl_dn_5: 0.3433 (0.3498) time: 0.4779 data: 0.0169 max mem: 5654 Epoch: [71] [6200/7393] eta: 0:09:50 lr: 0.000010 loss: 15.4479 (15.0612) loss_bbox: 0.1425 (0.1444) loss_bbox_aux_0: 0.1514 (0.1569) loss_bbox_aux_1: 0.1516 (0.1497) loss_bbox_aux_2: 0.1414 (0.1470) loss_bbox_aux_3: 0.1421 (0.1452) loss_bbox_aux_4: 0.1425 (0.1445) loss_bbox_aux_5: 0.1696 (0.1904) loss_bbox_dn_0: 0.2128 (0.2464) loss_bbox_dn_1: 0.1717 (0.1783) loss_bbox_dn_2: 0.1573 (0.1584) loss_bbox_dn_3: 0.1525 (0.1527) loss_bbox_dn_4: 0.1515 (0.1513) loss_bbox_dn_5: 0.1515 (0.1513) loss_giou: 0.4303 (0.4558) loss_giou_aux_0: 0.4420 (0.4790) loss_giou_aux_1: 0.4387 (0.4660) loss_giou_aux_2: 0.4254 (0.4605) loss_giou_aux_3: 0.4249 (0.4572) loss_giou_aux_4: 0.4275 (0.4560) loss_giou_aux_5: 0.5188 (0.5387) loss_giou_dn_0: 0.5730 (0.5522) loss_giou_dn_1: 0.4606 (0.4436) loss_giou_dn_2: 0.4342 (0.4120) loss_giou_dn_3: 0.4278 (0.4037) loss_giou_dn_4: 0.4252 (0.4015) loss_giou_dn_5: 0.4252 (0.4017) loss_vfl: 0.6486 (0.6457) loss_vfl_aux_0: 0.7630 (0.7370) loss_vfl_aux_1: 0.7102 (0.6945) loss_vfl_aux_2: 0.6896 (0.6706) loss_vfl_aux_3: 0.6498 (0.6575) loss_vfl_aux_4: 0.6464 (0.6498) loss_vfl_aux_5: 0.7462 (0.7302) loss_vfl_dn_0: 0.4365 (0.4418) loss_vfl_dn_1: 0.3714 (0.3761) loss_vfl_dn_2: 0.3600 (0.3601) loss_vfl_dn_3: 0.3493 (0.3531) loss_vfl_dn_4: 0.3452 (0.3506) loss_vfl_dn_5: 0.3445 (0.3498) time: 0.4789 data: 0.0167 max mem: 5654 Epoch: [71] [6300/7393] eta: 0:09:01 lr: 0.000010 loss: 15.2033 (15.0625) loss_bbox: 0.1411 (0.1445) loss_bbox_aux_0: 0.1558 (0.1569) loss_bbox_aux_1: 0.1417 (0.1498) loss_bbox_aux_2: 0.1402 (0.1470) loss_bbox_aux_3: 0.1390 (0.1451) loss_bbox_aux_4: 0.1412 (0.1445) loss_bbox_aux_5: 0.1765 (0.1904) loss_bbox_dn_0: 0.2375 (0.2463) loss_bbox_dn_1: 0.1669 (0.1783) loss_bbox_dn_2: 0.1419 (0.1583) loss_bbox_dn_3: 0.1371 (0.1527) loss_bbox_dn_4: 0.1337 (0.1513) loss_bbox_dn_5: 0.1338 (0.1513) loss_giou: 0.4622 (0.4561) loss_giou_aux_0: 0.4913 (0.4793) loss_giou_aux_1: 0.4753 (0.4663) loss_giou_aux_2: 0.4695 (0.4608) loss_giou_aux_3: 0.4635 (0.4575) loss_giou_aux_4: 0.4620 (0.4562) loss_giou_aux_5: 0.5478 (0.5390) loss_giou_dn_0: 0.5537 (0.5523) loss_giou_dn_1: 0.4495 (0.4438) loss_giou_dn_2: 0.4243 (0.4121) loss_giou_dn_3: 0.4218 (0.4038) loss_giou_dn_4: 0.4211 (0.4017) loss_giou_dn_5: 0.4214 (0.4019) loss_vfl: 0.6046 (0.6455) loss_vfl_aux_0: 0.7108 (0.7368) loss_vfl_aux_1: 0.6741 (0.6942) loss_vfl_aux_2: 0.6360 (0.6703) loss_vfl_aux_3: 0.6225 (0.6573) loss_vfl_aux_4: 0.6102 (0.6496) loss_vfl_aux_5: 0.7052 (0.7299) loss_vfl_dn_0: 0.4397 (0.4417) loss_vfl_dn_1: 0.3764 (0.3761) loss_vfl_dn_2: 0.3550 (0.3601) loss_vfl_dn_3: 0.3508 (0.3531) loss_vfl_dn_4: 0.3472 (0.3506) loss_vfl_dn_5: 0.3488 (0.3499) time: 0.4883 data: 0.0164 max mem: 5654 Epoch: [71] [6400/7393] eta: 0:08:11 lr: 0.000010 loss: 14.7147 (15.0601) loss_bbox: 0.1293 (0.1444) loss_bbox_aux_0: 0.1447 (0.1568) loss_bbox_aux_1: 0.1380 (0.1497) loss_bbox_aux_2: 0.1380 (0.1469) loss_bbox_aux_3: 0.1322 (0.1451) loss_bbox_aux_4: 0.1306 (0.1444) loss_bbox_aux_5: 0.1875 (0.1903) loss_bbox_dn_0: 0.2310 (0.2463) loss_bbox_dn_1: 0.1601 (0.1783) loss_bbox_dn_2: 0.1488 (0.1583) loss_bbox_dn_3: 0.1406 (0.1527) loss_bbox_dn_4: 0.1366 (0.1513) loss_bbox_dn_5: 0.1366 (0.1513) loss_giou: 0.4051 (0.4559) loss_giou_aux_0: 0.4338 (0.4791) loss_giou_aux_1: 0.4037 (0.4661) loss_giou_aux_2: 0.4097 (0.4606) loss_giou_aux_3: 0.4071 (0.4573) loss_giou_aux_4: 0.4051 (0.4560) loss_giou_aux_5: 0.4941 (0.5388) loss_giou_dn_0: 0.5227 (0.5522) loss_giou_dn_1: 0.4111 (0.4437) loss_giou_dn_2: 0.3744 (0.4120) loss_giou_dn_3: 0.3604 (0.4037) loss_giou_dn_4: 0.3572 (0.4016) loss_giou_dn_5: 0.3575 (0.4018) loss_vfl: 0.6417 (0.6456) loss_vfl_aux_0: 0.7410 (0.7369) loss_vfl_aux_1: 0.7014 (0.6942) loss_vfl_aux_2: 0.6738 (0.6703) loss_vfl_aux_3: 0.6561 (0.6573) loss_vfl_aux_4: 0.6517 (0.6497) loss_vfl_aux_5: 0.7391 (0.7299) loss_vfl_dn_0: 0.4382 (0.4417) loss_vfl_dn_1: 0.3658 (0.3761) loss_vfl_dn_2: 0.3460 (0.3601) loss_vfl_dn_3: 0.3392 (0.3531) loss_vfl_dn_4: 0.3387 (0.3506) loss_vfl_dn_5: 0.3376 (0.3498) time: 0.4853 data: 0.0169 max mem: 5654 Epoch: [71] [6500/7393] eta: 0:07:21 lr: 0.000010 loss: 14.5380 (15.0606) loss_bbox: 0.1414 (0.1444) loss_bbox_aux_0: 0.1474 (0.1568) loss_bbox_aux_1: 0.1441 (0.1497) loss_bbox_aux_2: 0.1430 (0.1470) loss_bbox_aux_3: 0.1455 (0.1451) loss_bbox_aux_4: 0.1411 (0.1445) loss_bbox_aux_5: 0.1768 (0.1904) loss_bbox_dn_0: 0.2435 (0.2465) loss_bbox_dn_1: 0.1773 (0.1784) loss_bbox_dn_2: 0.1546 (0.1584) loss_bbox_dn_3: 0.1474 (0.1528) loss_bbox_dn_4: 0.1453 (0.1514) loss_bbox_dn_5: 0.1453 (0.1514) loss_giou: 0.4483 (0.4559) loss_giou_aux_0: 0.4731 (0.4790) loss_giou_aux_1: 0.4680 (0.4660) loss_giou_aux_2: 0.4613 (0.4606) loss_giou_aux_3: 0.4540 (0.4573) loss_giou_aux_4: 0.4488 (0.4560) loss_giou_aux_5: 0.5425 (0.5388) loss_giou_dn_0: 0.5403 (0.5522) loss_giou_dn_1: 0.4242 (0.4437) loss_giou_dn_2: 0.3981 (0.4120) loss_giou_dn_3: 0.3873 (0.4037) loss_giou_dn_4: 0.3844 (0.4016) loss_giou_dn_5: 0.3846 (0.4018) loss_vfl: 0.6294 (0.6456) loss_vfl_aux_0: 0.7430 (0.7370) loss_vfl_aux_1: 0.6938 (0.6943) loss_vfl_aux_2: 0.6558 (0.6703) loss_vfl_aux_3: 0.6497 (0.6573) loss_vfl_aux_4: 0.6362 (0.6497) loss_vfl_aux_5: 0.7330 (0.7300) loss_vfl_dn_0: 0.4349 (0.4417) loss_vfl_dn_1: 0.3732 (0.3761) loss_vfl_dn_2: 0.3572 (0.3601) loss_vfl_dn_3: 0.3486 (0.3531) loss_vfl_dn_4: 0.3465 (0.3506) loss_vfl_dn_5: 0.3470 (0.3498) time: 0.4865 data: 0.0170 max mem: 5654 Epoch: [71] [6600/7393] eta: 0:06:32 lr: 0.000010 loss: 15.0241 (15.0599) loss_bbox: 0.1482 (0.1445) loss_bbox_aux_0: 0.1657 (0.1569) loss_bbox_aux_1: 0.1537 (0.1498) loss_bbox_aux_2: 0.1548 (0.1471) loss_bbox_aux_3: 0.1500 (0.1452) loss_bbox_aux_4: 0.1553 (0.1446) loss_bbox_aux_5: 0.1924 (0.1904) loss_bbox_dn_0: 0.2284 (0.2465) loss_bbox_dn_1: 0.1614 (0.1784) loss_bbox_dn_2: 0.1485 (0.1584) loss_bbox_dn_3: 0.1437 (0.1527) loss_bbox_dn_4: 0.1428 (0.1514) loss_bbox_dn_5: 0.1428 (0.1514) loss_giou: 0.4432 (0.4559) loss_giou_aux_0: 0.4519 (0.4790) loss_giou_aux_1: 0.4426 (0.4660) loss_giou_aux_2: 0.4447 (0.4606) loss_giou_aux_3: 0.4400 (0.4573) loss_giou_aux_4: 0.4431 (0.4560) loss_giou_aux_5: 0.5414 (0.5388) loss_giou_dn_0: 0.5343 (0.5521) loss_giou_dn_1: 0.4255 (0.4436) loss_giou_dn_2: 0.3929 (0.4119) loss_giou_dn_3: 0.3859 (0.4036) loss_giou_dn_4: 0.3845 (0.4015) loss_giou_dn_5: 0.3845 (0.4017) loss_vfl: 0.6297 (0.6456) loss_vfl_aux_0: 0.7551 (0.7369) loss_vfl_aux_1: 0.6948 (0.6942) loss_vfl_aux_2: 0.6680 (0.6702) loss_vfl_aux_3: 0.6495 (0.6572) loss_vfl_aux_4: 0.6306 (0.6496) loss_vfl_aux_5: 0.7299 (0.7298) loss_vfl_dn_0: 0.4445 (0.4417) loss_vfl_dn_1: 0.3796 (0.3761) loss_vfl_dn_2: 0.3656 (0.3601) loss_vfl_dn_3: 0.3591 (0.3531) loss_vfl_dn_4: 0.3560 (0.3506) loss_vfl_dn_5: 0.3519 (0.3498) time: 0.4786 data: 0.0166 max mem: 5654 Epoch: [71] [6700/7393] eta: 0:05:42 lr: 0.000010 loss: 15.2571 (15.0604) loss_bbox: 0.1345 (0.1445) loss_bbox_aux_0: 0.1415 (0.1568) loss_bbox_aux_1: 0.1352 (0.1497) loss_bbox_aux_2: 0.1353 (0.1470) loss_bbox_aux_3: 0.1340 (0.1452) loss_bbox_aux_4: 0.1346 (0.1445) loss_bbox_aux_5: 0.1704 (0.1904) loss_bbox_dn_0: 0.2114 (0.2465) loss_bbox_dn_1: 0.1538 (0.1783) loss_bbox_dn_2: 0.1348 (0.1584) loss_bbox_dn_3: 0.1268 (0.1527) loss_bbox_dn_4: 0.1254 (0.1513) loss_bbox_dn_5: 0.1255 (0.1514) loss_giou: 0.4257 (0.4558) loss_giou_aux_0: 0.4727 (0.4789) loss_giou_aux_1: 0.4350 (0.4659) loss_giou_aux_2: 0.4343 (0.4605) loss_giou_aux_3: 0.4294 (0.4572) loss_giou_aux_4: 0.4243 (0.4560) loss_giou_aux_5: 0.5184 (0.5387) loss_giou_dn_0: 0.5459 (0.5521) loss_giou_dn_1: 0.4407 (0.4436) loss_giou_dn_2: 0.4007 (0.4119) loss_giou_dn_3: 0.3946 (0.4036) loss_giou_dn_4: 0.3954 (0.4015) loss_giou_dn_5: 0.3954 (0.4017) loss_vfl: 0.6543 (0.6458) loss_vfl_aux_0: 0.7603 (0.7372) loss_vfl_aux_1: 0.7093 (0.6945) loss_vfl_aux_2: 0.6846 (0.6704) loss_vfl_aux_3: 0.6715 (0.6574) loss_vfl_aux_4: 0.6623 (0.6498) loss_vfl_aux_5: 0.7365 (0.7300) loss_vfl_dn_0: 0.4452 (0.4418) loss_vfl_dn_1: 0.3799 (0.3761) loss_vfl_dn_2: 0.3679 (0.3601) loss_vfl_dn_3: 0.3632 (0.3531) loss_vfl_dn_4: 0.3622 (0.3506) loss_vfl_dn_5: 0.3602 (0.3498) time: 0.4803 data: 0.0165 max mem: 5654 Epoch: [71] [6800/7393] eta: 0:04:53 lr: 0.000010 loss: 14.6431 (15.0601) loss_bbox: 0.1500 (0.1445) loss_bbox_aux_0: 0.1582 (0.1568) loss_bbox_aux_1: 0.1585 (0.1498) loss_bbox_aux_2: 0.1546 (0.1471) loss_bbox_aux_3: 0.1510 (0.1452) loss_bbox_aux_4: 0.1503 (0.1446) loss_bbox_aux_5: 0.1924 (0.1904) loss_bbox_dn_0: 0.2582 (0.2466) loss_bbox_dn_1: 0.1925 (0.1785) loss_bbox_dn_2: 0.1730 (0.1585) loss_bbox_dn_3: 0.1669 (0.1529) loss_bbox_dn_4: 0.1655 (0.1515) loss_bbox_dn_5: 0.1655 (0.1515) loss_giou: 0.4372 (0.4556) loss_giou_aux_0: 0.4394 (0.4786) loss_giou_aux_1: 0.4265 (0.4657) loss_giou_aux_2: 0.4291 (0.4603) loss_giou_aux_3: 0.4373 (0.4570) loss_giou_aux_4: 0.4363 (0.4558) loss_giou_aux_5: 0.4918 (0.5384) loss_giou_dn_0: 0.5295 (0.5520) loss_giou_dn_1: 0.4327 (0.4435) loss_giou_dn_2: 0.3971 (0.4118) loss_giou_dn_3: 0.3874 (0.4035) loss_giou_dn_4: 0.3869 (0.4014) loss_giou_dn_5: 0.3870 (0.4016) loss_vfl: 0.6148 (0.6458) loss_vfl_aux_0: 0.7222 (0.7374) loss_vfl_aux_1: 0.6620 (0.6945) loss_vfl_aux_2: 0.6443 (0.6704) loss_vfl_aux_3: 0.6312 (0.6574) loss_vfl_aux_4: 0.6246 (0.6499) loss_vfl_aux_5: 0.7096 (0.7301) loss_vfl_dn_0: 0.4334 (0.4418) loss_vfl_dn_1: 0.3735 (0.3761) loss_vfl_dn_2: 0.3561 (0.3601) loss_vfl_dn_3: 0.3492 (0.3531) loss_vfl_dn_4: 0.3496 (0.3506) loss_vfl_dn_5: 0.3481 (0.3498) time: 0.4804 data: 0.0168 max mem: 5654 Epoch: [71] [6900/7393] eta: 0:04:03 lr: 0.000010 loss: 15.4148 (15.0587) loss_bbox: 0.1420 (0.1445) loss_bbox_aux_0: 0.1445 (0.1568) loss_bbox_aux_1: 0.1427 (0.1498) loss_bbox_aux_2: 0.1469 (0.1471) loss_bbox_aux_3: 0.1433 (0.1452) loss_bbox_aux_4: 0.1419 (0.1446) loss_bbox_aux_5: 0.1889 (0.1904) loss_bbox_dn_0: 0.2352 (0.2466) loss_bbox_dn_1: 0.1734 (0.1784) loss_bbox_dn_2: 0.1571 (0.1585) loss_bbox_dn_3: 0.1574 (0.1529) loss_bbox_dn_4: 0.1565 (0.1515) loss_bbox_dn_5: 0.1565 (0.1515) loss_giou: 0.4682 (0.4555) loss_giou_aux_0: 0.4756 (0.4786) loss_giou_aux_1: 0.4662 (0.4656) loss_giou_aux_2: 0.4779 (0.4602) loss_giou_aux_3: 0.4738 (0.4569) loss_giou_aux_4: 0.4749 (0.4557) loss_giou_aux_5: 0.5436 (0.5384) loss_giou_dn_0: 0.5594 (0.5518) loss_giou_dn_1: 0.4551 (0.4434) loss_giou_dn_2: 0.4224 (0.4117) loss_giou_dn_3: 0.4162 (0.4034) loss_giou_dn_4: 0.4144 (0.4013) loss_giou_dn_5: 0.4145 (0.4015) loss_vfl: 0.6475 (0.6458) loss_vfl_aux_0: 0.7503 (0.7373) loss_vfl_aux_1: 0.6894 (0.6945) loss_vfl_aux_2: 0.6810 (0.6705) loss_vfl_aux_3: 0.6737 (0.6574) loss_vfl_aux_4: 0.6614 (0.6498) loss_vfl_aux_5: 0.7254 (0.7301) loss_vfl_dn_0: 0.4473 (0.4418) loss_vfl_dn_1: 0.3827 (0.3761) loss_vfl_dn_2: 0.3688 (0.3601) loss_vfl_dn_3: 0.3574 (0.3531) loss_vfl_dn_4: 0.3558 (0.3505) loss_vfl_dn_5: 0.3548 (0.3498) time: 0.4752 data: 0.0169 max mem: 5654 Epoch: [71] [7000/7393] eta: 0:03:14 lr: 0.000010 loss: 15.3200 (15.0590) loss_bbox: 0.1337 (0.1445) loss_bbox_aux_0: 0.1429 (0.1569) loss_bbox_aux_1: 0.1370 (0.1498) loss_bbox_aux_2: 0.1352 (0.1471) loss_bbox_aux_3: 0.1321 (0.1452) loss_bbox_aux_4: 0.1303 (0.1446) loss_bbox_aux_5: 0.1728 (0.1905) loss_bbox_dn_0: 0.2470 (0.2466) loss_bbox_dn_1: 0.1669 (0.1785) loss_bbox_dn_2: 0.1467 (0.1585) loss_bbox_dn_3: 0.1396 (0.1529) loss_bbox_dn_4: 0.1384 (0.1515) loss_bbox_dn_5: 0.1384 (0.1515) loss_giou: 0.4097 (0.4555) loss_giou_aux_0: 0.4364 (0.4786) loss_giou_aux_1: 0.4235 (0.4656) loss_giou_aux_2: 0.4291 (0.4602) loss_giou_aux_3: 0.4123 (0.4570) loss_giou_aux_4: 0.4127 (0.4557) loss_giou_aux_5: 0.5082 (0.5384) loss_giou_dn_0: 0.5330 (0.5519) loss_giou_dn_1: 0.4270 (0.4434) loss_giou_dn_2: 0.3890 (0.4117) loss_giou_dn_3: 0.3840 (0.4034) loss_giou_dn_4: 0.3821 (0.4013) loss_giou_dn_5: 0.3823 (0.4015) loss_vfl: 0.6560 (0.6458) loss_vfl_aux_0: 0.7550 (0.7372) loss_vfl_aux_1: 0.7064 (0.6945) loss_vfl_aux_2: 0.6828 (0.6704) loss_vfl_aux_3: 0.6644 (0.6574) loss_vfl_aux_4: 0.6619 (0.6499) loss_vfl_aux_5: 0.7252 (0.7301) loss_vfl_dn_0: 0.4468 (0.4418) loss_vfl_dn_1: 0.3850 (0.3761) loss_vfl_dn_2: 0.3679 (0.3601) loss_vfl_dn_3: 0.3626 (0.3531) loss_vfl_dn_4: 0.3555 (0.3505) loss_vfl_dn_5: 0.3575 (0.3498) time: 0.4830 data: 0.0169 max mem: 5654 Epoch: [71] [7100/7393] eta: 0:02:24 lr: 0.000010 loss: 14.8793 (15.0582) loss_bbox: 0.1409 (0.1445) loss_bbox_aux_0: 0.1560 (0.1569) loss_bbox_aux_1: 0.1472 (0.1499) loss_bbox_aux_2: 0.1507 (0.1471) loss_bbox_aux_3: 0.1426 (0.1452) loss_bbox_aux_4: 0.1400 (0.1446) loss_bbox_aux_5: 0.1820 (0.1905) loss_bbox_dn_0: 0.2256 (0.2467) loss_bbox_dn_1: 0.1655 (0.1785) loss_bbox_dn_2: 0.1510 (0.1586) loss_bbox_dn_3: 0.1454 (0.1529) loss_bbox_dn_4: 0.1450 (0.1515) loss_bbox_dn_5: 0.1453 (0.1515) loss_giou: 0.4444 (0.4554) loss_giou_aux_0: 0.4637 (0.4785) loss_giou_aux_1: 0.4622 (0.4655) loss_giou_aux_2: 0.4563 (0.4601) loss_giou_aux_3: 0.4513 (0.4568) loss_giou_aux_4: 0.4425 (0.4555) loss_giou_aux_5: 0.5203 (0.5382) loss_giou_dn_0: 0.5419 (0.5518) loss_giou_dn_1: 0.4331 (0.4433) loss_giou_dn_2: 0.4058 (0.4116) loss_giou_dn_3: 0.3960 (0.4033) loss_giou_dn_4: 0.3923 (0.4012) loss_giou_dn_5: 0.3923 (0.4014) loss_vfl: 0.6742 (0.6459) loss_vfl_aux_0: 0.7397 (0.7373) loss_vfl_aux_1: 0.7008 (0.6945) loss_vfl_aux_2: 0.6593 (0.6704) loss_vfl_aux_3: 0.6732 (0.6575) loss_vfl_aux_4: 0.6723 (0.6500) loss_vfl_aux_5: 0.7201 (0.7301) loss_vfl_dn_0: 0.4463 (0.4418) loss_vfl_dn_1: 0.3761 (0.3761) loss_vfl_dn_2: 0.3624 (0.3601) loss_vfl_dn_3: 0.3551 (0.3531) loss_vfl_dn_4: 0.3535 (0.3505) loss_vfl_dn_5: 0.3522 (0.3498) time: 0.4787 data: 0.0165 max mem: 5654 Epoch: [71] [7200/7393] eta: 0:01:35 lr: 0.000010 loss: 15.4826 (15.0550) loss_bbox: 0.1438 (0.1445) loss_bbox_aux_0: 0.1597 (0.1569) loss_bbox_aux_1: 0.1413 (0.1498) loss_bbox_aux_2: 0.1415 (0.1471) loss_bbox_aux_3: 0.1425 (0.1452) loss_bbox_aux_4: 0.1426 (0.1445) loss_bbox_aux_5: 0.1897 (0.1905) loss_bbox_dn_0: 0.2307 (0.2466) loss_bbox_dn_1: 0.1780 (0.1785) loss_bbox_dn_2: 0.1539 (0.1585) loss_bbox_dn_3: 0.1490 (0.1528) loss_bbox_dn_4: 0.1468 (0.1514) loss_bbox_dn_5: 0.1468 (0.1515) loss_giou: 0.4789 (0.4552) loss_giou_aux_0: 0.5063 (0.4784) loss_giou_aux_1: 0.4844 (0.4653) loss_giou_aux_2: 0.4848 (0.4599) loss_giou_aux_3: 0.4804 (0.4566) loss_giou_aux_4: 0.4825 (0.4554) loss_giou_aux_5: 0.5402 (0.5381) loss_giou_dn_0: 0.5861 (0.5516) loss_giou_dn_1: 0.4762 (0.4431) loss_giou_dn_2: 0.4483 (0.4115) loss_giou_dn_3: 0.4401 (0.4032) loss_giou_dn_4: 0.4361 (0.4011) loss_giou_dn_5: 0.4359 (0.4012) loss_vfl: 0.6397 (0.6459) loss_vfl_aux_0: 0.7172 (0.7372) loss_vfl_aux_1: 0.6835 (0.6944) loss_vfl_aux_2: 0.6612 (0.6703) loss_vfl_aux_3: 0.6520 (0.6575) loss_vfl_aux_4: 0.6541 (0.6500) loss_vfl_aux_5: 0.7119 (0.7300) loss_vfl_dn_0: 0.4437 (0.4418) loss_vfl_dn_1: 0.3888 (0.3761) loss_vfl_dn_2: 0.3703 (0.3600) loss_vfl_dn_3: 0.3649 (0.3530) loss_vfl_dn_4: 0.3635 (0.3505) loss_vfl_dn_5: 0.3627 (0.3498) time: 0.4798 data: 0.0166 max mem: 5654 Epoch: [71] [7300/7393] eta: 0:00:45 lr: 0.000010 loss: 14.5716 (15.0561) loss_bbox: 0.1385 (0.1445) loss_bbox_aux_0: 0.1489 (0.1569) loss_bbox_aux_1: 0.1429 (0.1499) loss_bbox_aux_2: 0.1416 (0.1471) loss_bbox_aux_3: 0.1413 (0.1452) loss_bbox_aux_4: 0.1356 (0.1446) loss_bbox_aux_5: 0.1765 (0.1905) loss_bbox_dn_0: 0.2246 (0.2467) loss_bbox_dn_1: 0.1553 (0.1785) loss_bbox_dn_2: 0.1442 (0.1585) loss_bbox_dn_3: 0.1355 (0.1529) loss_bbox_dn_4: 0.1354 (0.1515) loss_bbox_dn_5: 0.1354 (0.1515) loss_giou: 0.4129 (0.4553) loss_giou_aux_0: 0.4402 (0.4784) loss_giou_aux_1: 0.4191 (0.4654) loss_giou_aux_2: 0.4181 (0.4600) loss_giou_aux_3: 0.4068 (0.4567) loss_giou_aux_4: 0.4128 (0.4555) loss_giou_aux_5: 0.5069 (0.5381) loss_giou_dn_0: 0.5319 (0.5516) loss_giou_dn_1: 0.4133 (0.4432) loss_giou_dn_2: 0.3709 (0.4115) loss_giou_dn_3: 0.3606 (0.4032) loss_giou_dn_4: 0.3578 (0.4011) loss_giou_dn_5: 0.3578 (0.4013) loss_vfl: 0.6323 (0.6459) loss_vfl_aux_0: 0.7146 (0.7371) loss_vfl_aux_1: 0.6784 (0.6945) loss_vfl_aux_2: 0.6718 (0.6704) loss_vfl_aux_3: 0.6464 (0.6575) loss_vfl_aux_4: 0.6394 (0.6500) loss_vfl_aux_5: 0.7157 (0.7301) loss_vfl_dn_0: 0.4393 (0.4418) loss_vfl_dn_1: 0.3807 (0.3761) loss_vfl_dn_2: 0.3597 (0.3600) loss_vfl_dn_3: 0.3494 (0.3530) loss_vfl_dn_4: 0.3469 (0.3505) loss_vfl_dn_5: 0.3456 (0.3497) time: 0.4874 data: 0.0166 max mem: 5654 Epoch: [71] [7392/7393] eta: 0:00:00 lr: 0.000010 loss: 15.0632 (15.0590) loss_bbox: 0.1340 (0.1446) loss_bbox_aux_0: 0.1550 (0.1570) loss_bbox_aux_1: 0.1386 (0.1499) loss_bbox_aux_2: 0.1414 (0.1472) loss_bbox_aux_3: 0.1441 (0.1452) loss_bbox_aux_4: 0.1364 (0.1446) loss_bbox_aux_5: 0.1741 (0.1906) loss_bbox_dn_0: 0.2561 (0.2466) loss_bbox_dn_1: 0.1788 (0.1785) loss_bbox_dn_2: 0.1609 (0.1585) loss_bbox_dn_3: 0.1616 (0.1529) loss_bbox_dn_4: 0.1609 (0.1515) loss_bbox_dn_5: 0.1610 (0.1515) loss_giou: 0.4717 (0.4556) loss_giou_aux_0: 0.5032 (0.4787) loss_giou_aux_1: 0.4857 (0.4657) loss_giou_aux_2: 0.4767 (0.4603) loss_giou_aux_3: 0.4731 (0.4570) loss_giou_aux_4: 0.4754 (0.4558) loss_giou_aux_5: 0.5603 (0.5383) loss_giou_dn_0: 0.5748 (0.5518) loss_giou_dn_1: 0.4714 (0.4434) loss_giou_dn_2: 0.4429 (0.4117) loss_giou_dn_3: 0.4331 (0.4034) loss_giou_dn_4: 0.4308 (0.4013) loss_giou_dn_5: 0.4308 (0.4015) loss_vfl: 0.6155 (0.6458) loss_vfl_aux_0: 0.7237 (0.7370) loss_vfl_aux_1: 0.6682 (0.6944) loss_vfl_aux_2: 0.6454 (0.6703) loss_vfl_aux_3: 0.6376 (0.6575) loss_vfl_aux_4: 0.6169 (0.6499) loss_vfl_aux_5: 0.6932 (0.7299) loss_vfl_dn_0: 0.4353 (0.4418) loss_vfl_dn_1: 0.3720 (0.3761) loss_vfl_dn_2: 0.3589 (0.3600) loss_vfl_dn_3: 0.3533 (0.3530) loss_vfl_dn_4: 0.3520 (0.3505) loss_vfl_dn_5: 0.3512 (0.3498) time: 0.4849 data: 0.0170 max mem: 5654 Epoch: [71] Total time: 1:00:54 (0.4943 s / it) Averaged stats: lr: 0.000010 loss: 15.0632 (15.0590) loss_bbox: 0.1340 (0.1446) loss_bbox_aux_0: 0.1550 (0.1570) loss_bbox_aux_1: 0.1386 (0.1499) loss_bbox_aux_2: 0.1414 (0.1472) loss_bbox_aux_3: 0.1441 (0.1452) loss_bbox_aux_4: 0.1364 (0.1446) loss_bbox_aux_5: 0.1741 (0.1906) loss_bbox_dn_0: 0.2561 (0.2466) loss_bbox_dn_1: 0.1788 (0.1785) loss_bbox_dn_2: 0.1609 (0.1585) loss_bbox_dn_3: 0.1616 (0.1529) loss_bbox_dn_4: 0.1609 (0.1515) loss_bbox_dn_5: 0.1610 (0.1515) loss_giou: 0.4717 (0.4556) loss_giou_aux_0: 0.5032 (0.4787) loss_giou_aux_1: 0.4857 (0.4657) loss_giou_aux_2: 0.4767 (0.4603) loss_giou_aux_3: 0.4731 (0.4570) loss_giou_aux_4: 0.4754 (0.4558) loss_giou_aux_5: 0.5603 (0.5383) loss_giou_dn_0: 0.5748 (0.5518) loss_giou_dn_1: 0.4714 (0.4434) loss_giou_dn_2: 0.4429 (0.4117) loss_giou_dn_3: 0.4331 (0.4034) loss_giou_dn_4: 0.4308 (0.4013) loss_giou_dn_5: 0.4308 (0.4015) loss_vfl: 0.6155 (0.6458) loss_vfl_aux_0: 0.7237 (0.7370) loss_vfl_aux_1: 0.6682 (0.6944) loss_vfl_aux_2: 0.6454 (0.6703) loss_vfl_aux_3: 0.6376 (0.6575) loss_vfl_aux_4: 0.6169 (0.6499) loss_vfl_aux_5: 0.6932 (0.7299) loss_vfl_dn_0: 0.4353 (0.4418) loss_vfl_dn_1: 0.3720 (0.3761) loss_vfl_dn_2: 0.3589 (0.3600) loss_vfl_dn_3: 0.3533 (0.3530) loss_vfl_dn_4: 0.3520 (0.3505) loss_vfl_dn_5: 0.3512 (0.3498) Test: [ 0/157] eta: 0:04:22 time: 1.6725 data: 1.2594 max mem: 5654 Test: [ 10/157] eta: 0:01:15 time: 0.5165 data: 0.1388 max mem: 5654 Test: [ 20/157] eta: 0:01:02 time: 0.3930 data: 0.0260 max mem: 5654 Test: [ 30/157] eta: 0:01:25 time: 0.7555 data: 0.0257 max mem: 5654 Test: [ 40/157] eta: 0:01:10 time: 0.7572 data: 0.0261 max mem: 5654 Test: [ 50/157] eta: 0:01:00 time: 0.3943 data: 0.0259 max mem: 5654 Test: [ 60/157] eta: 0:00:52 time: 0.4017 data: 0.0262 max mem: 5654 Test: [ 70/157] eta: 0:00:44 time: 0.3945 data: 0.0262 max mem: 5654 Test: [ 80/157] eta: 0:00:38 time: 0.3943 data: 0.0257 max mem: 5654 Test: [ 90/157] eta: 0:00:32 time: 0.3999 data: 0.0260 max mem: 5654 Test: [100/157] eta: 0:00:27 time: 0.3890 data: 0.0261 max mem: 5654 Test: [110/157] eta: 0:00:22 time: 0.3977 data: 0.0261 max mem: 5654 Test: [120/157] eta: 0:00:17 time: 0.4021 data: 0.0266 max mem: 5654 Test: [130/157] eta: 0:00:12 time: 0.3962 data: 0.0272 max mem: 5654 Test: [140/157] eta: 0:00:08 time: 0.6999 data: 0.0266 max mem: 5654 Test: [150/157] eta: 0:00:03 time: 0.6816 data: 0.0259 max mem: 5654 Test: [156/157] eta: 0:00:00 time: 0.3600 data: 0.0253 max mem: 5654 Test: Total time: 0:01:16 (0.4880 s / it) Averaged stats: Accumulating evaluation results... DONE (t=33.88s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 62, 'coco_eval_bbox': 0.5319983068652298} Training time 3 days, 2:26:23